hello
hello

📌S Retain class distribution for seed 2:
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 2:
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: 2.4640	LR: 0.000000
Training Epoch: 1 [512/45000]	Loss: 2.4267	LR: 0.000568
Training Epoch: 1 [768/45000]	Loss: 2.4067	LR: 0.001136
Training Epoch: 1 [1024/45000]	Loss: 2.4173	LR: 0.001705
Training Epoch: 1 [1280/45000]	Loss: 2.3433	LR: 0.002273
Training Epoch: 1 [1536/45000]	Loss: 2.2979	LR: 0.002841
Training Epoch: 1 [1792/45000]	Loss: 2.2314	LR: 0.003409
Training Epoch: 1 [2048/45000]	Loss: 2.2708	LR: 0.003977
Training Epoch: 1 [2304/45000]	Loss: 2.3080	LR: 0.004545
Training Epoch: 1 [2560/45000]	Loss: 2.3667	LR: 0.005114
Training Epoch: 1 [2816/45000]	Loss: 2.2703	LR: 0.005682
Training Epoch: 1 [3072/45000]	Loss: 2.1959	LR: 0.006250
Training Epoch: 1 [3328/45000]	Loss: 2.1184	LR: 0.006818
Training Epoch: 1 [3584/45000]	Loss: 2.0864	LR: 0.007386
Training Epoch: 1 [3840/45000]	Loss: 2.0693	LR: 0.007955
Training Epoch: 1 [4096/45000]	Loss: 2.1058	LR: 0.008523
Training Epoch: 1 [4352/45000]	Loss: 1.9275	LR: 0.009091
Training Epoch: 1 [4608/45000]	Loss: 2.0517	LR: 0.009659
Training Epoch: 1 [4864/45000]	Loss: 1.9255	LR: 0.010227
Training Epoch: 1 [5120/45000]	Loss: 1.9731	LR: 0.010795
Training Epoch: 1 [5376/45000]	Loss: 1.9203	LR: 0.011364
Training Epoch: 1 [5632/45000]	Loss: 1.9934	LR: 0.011932
Training Epoch: 1 [5888/45000]	Loss: 1.9207	LR: 0.012500
Training Epoch: 1 [6144/45000]	Loss: 1.8412	LR: 0.013068
Training Epoch: 1 [6400/45000]	Loss: 1.8754	LR: 0.013636
Training Epoch: 1 [6656/45000]	Loss: 1.8540	LR: 0.014205
Training Epoch: 1 [6912/45000]	Loss: 1.8574	LR: 0.014773
Training Epoch: 1 [7168/45000]	Loss: 1.8755	LR: 0.015341
Training Epoch: 1 [7424/45000]	Loss: 1.8586	LR: 0.015909
Training Epoch: 1 [7680/45000]	Loss: 1.8237	LR: 0.016477
Training Epoch: 1 [7936/45000]	Loss: 1.7706	LR: 0.017045
Training Epoch: 1 [8192/45000]	Loss: 1.9168	LR: 0.017614
Training Epoch: 1 [8448/45000]	Loss: 1.9499	LR: 0.018182
Training Epoch: 1 [8704/45000]	Loss: 1.8569	LR: 0.018750
Training Epoch: 1 [8960/45000]	Loss: 1.9134	LR: 0.019318
Training Epoch: 1 [9216/45000]	Loss: 1.8928	LR: 0.019886
Training Epoch: 1 [9472/45000]	Loss: 1.8348	LR: 0.020455
Training Epoch: 1 [9728/45000]	Loss: 1.8867	LR: 0.021023
Training Epoch: 1 [9984/45000]	Loss: 1.8703	LR: 0.021591
Training Epoch: 1 [10240/45000]	Loss: 1.7444	LR: 0.022159
Training Epoch: 1 [10496/45000]	Loss: 1.7932	LR: 0.022727
Training Epoch: 1 [10752/45000]	Loss: 1.7008	LR: 0.023295
Training Epoch: 1 [11008/45000]	Loss: 1.8758	LR: 0.023864
Training Epoch: 1 [11264/45000]	Loss: 1.8517	LR: 0.024432
Training Epoch: 1 [11520/45000]	Loss: 1.7085	LR: 0.025000
Training Epoch: 1 [11776/45000]	Loss: 1.9157	LR: 0.025568
Training Epoch: 1 [12032/45000]	Loss: 1.6668	LR: 0.026136
Training Epoch: 1 [12288/45000]	Loss: 1.8146	LR: 0.026705
Training Epoch: 1 [12544/45000]	Loss: 1.7380	LR: 0.027273
Training Epoch: 1 [12800/45000]	Loss: 1.8431	LR: 0.027841
Training Epoch: 1 [13056/45000]	Loss: 1.8157	LR: 0.028409
Training Epoch: 1 [13312/45000]	Loss: 1.7784	LR: 0.028977
Training Epoch: 1 [13568/45000]	Loss: 1.8113	LR: 0.029545
Training Epoch: 1 [13824/45000]	Loss: 1.7206	LR: 0.030114
Training Epoch: 1 [14080/45000]	Loss: 1.7363	LR: 0.030682
Training Epoch: 1 [14336/45000]	Loss: 1.8425	LR: 0.031250
Training Epoch: 1 [14592/45000]	Loss: 1.8650	LR: 0.031818
Training Epoch: 1 [14848/45000]	Loss: 1.9566	LR: 0.032386
Training Epoch: 1 [15104/45000]	Loss: 1.7356	LR: 0.032955
Training Epoch: 1 [15360/45000]	Loss: 1.6694	LR: 0.033523
Training Epoch: 1 [15616/45000]	Loss: 1.7470	LR: 0.034091
Training Epoch: 1 [15872/45000]	Loss: 1.7358	LR: 0.034659
Training Epoch: 1 [16128/45000]	Loss: 1.6148	LR: 0.035227
Training Epoch: 1 [16384/45000]	Loss: 1.6086	LR: 0.035795
Training Epoch: 1 [16640/45000]	Loss: 1.6625	LR: 0.036364
Training Epoch: 1 [16896/45000]	Loss: 1.7211	LR: 0.036932
Training Epoch: 1 [17152/45000]	Loss: 1.6040	LR: 0.037500
Training Epoch: 1 [17408/45000]	Loss: 1.7390	LR: 0.038068
Training Epoch: 1 [17664/45000]	Loss: 1.8071	LR: 0.038636
Training Epoch: 1 [17920/45000]	Loss: 1.6945	LR: 0.039205
Training Epoch: 1 [18176/45000]	Loss: 1.5600	LR: 0.039773
Training Epoch: 1 [18432/45000]	Loss: 1.7684	LR: 0.040341
Training Epoch: 1 [18688/45000]	Loss: 1.6775	LR: 0.040909
Training Epoch: 1 [18944/45000]	Loss: 1.6674	LR: 0.041477
Training Epoch: 1 [19200/45000]	Loss: 1.6086	LR: 0.042045
Training Epoch: 1 [19456/45000]	Loss: 1.4970	LR: 0.042614
Training Epoch: 1 [19712/45000]	Loss: 1.6242	LR: 0.043182
Training Epoch: 1 [19968/45000]	Loss: 1.7480	LR: 0.043750
Training Epoch: 1 [20224/45000]	Loss: 1.6101	LR: 0.044318
Training Epoch: 1 [20480/45000]	Loss: 1.7592	LR: 0.044886
Training Epoch: 1 [20736/45000]	Loss: 1.5950	LR: 0.045455
Training Epoch: 1 [20992/45000]	Loss: 1.7137	LR: 0.046023
Training Epoch: 1 [21248/45000]	Loss: 1.6580	LR: 0.046591
Training Epoch: 1 [21504/45000]	Loss: 1.6580	LR: 0.047159
Training Epoch: 1 [21760/45000]	Loss: 1.7759	LR: 0.047727
Training Epoch: 1 [22016/45000]	Loss: 1.7719	LR: 0.048295
Training Epoch: 1 [22272/45000]	Loss: 1.6607	LR: 0.048864
Training Epoch: 1 [22528/45000]	Loss: 1.6189	LR: 0.049432
Training Epoch: 1 [22784/45000]	Loss: 1.6397	LR: 0.050000
Training Epoch: 1 [23040/45000]	Loss: 1.6060	LR: 0.050568
Training Epoch: 1 [23296/45000]	Loss: 1.6270	LR: 0.051136
Training Epoch: 1 [23552/45000]	Loss: 1.6387	LR: 0.051705
Training Epoch: 1 [23808/45000]	Loss: 1.6381	LR: 0.052273
Training Epoch: 1 [24064/45000]	Loss: 1.5805	LR: 0.052841
Training Epoch: 1 [24320/45000]	Loss: 1.7759	LR: 0.053409
Training Epoch: 1 [24576/45000]	Loss: 1.8743	LR: 0.053977
Training Epoch: 1 [24832/45000]	Loss: 1.6301	LR: 0.054545
Training Epoch: 1 [25088/45000]	Loss: 1.9673	LR: 0.055114
Training Epoch: 1 [25344/45000]	Loss: 1.6280	LR: 0.055682
Training Epoch: 1 [25600/45000]	Loss: 1.9082	LR: 0.056250
Training Epoch: 1 [25856/45000]	Loss: 1.6463	LR: 0.056818
Training Epoch: 1 [26112/45000]	Loss: 1.8961	LR: 0.057386
Training Epoch: 1 [26368/45000]	Loss: 1.5816	LR: 0.057955
Training Epoch: 1 [26624/45000]	Loss: 1.7858	LR: 0.058523
Training Epoch: 1 [26880/45000]	Loss: 1.8513	LR: 0.059091
Training Epoch: 1 [27136/45000]	Loss: 1.8199	LR: 0.059659
Training Epoch: 1 [27392/45000]	Loss: 1.6558	LR: 0.060227
Training Epoch: 1 [27648/45000]	Loss: 1.7825	LR: 0.060795
Training Epoch: 1 [27904/45000]	Loss: 1.7614	LR: 0.061364
Training Epoch: 1 [28160/45000]	Loss: 1.8199	LR: 0.061932
Training Epoch: 1 [28416/45000]	Loss: 1.6633	LR: 0.062500
Training Epoch: 1 [28672/45000]	Loss: 1.8076	LR: 0.063068
Training Epoch: 1 [28928/45000]	Loss: 1.8910	LR: 0.063636
Training Epoch: 1 [29184/45000]	Loss: 1.8980	LR: 0.064205
Training Epoch: 1 [29440/45000]	Loss: 1.6800	LR: 0.064773
Training Epoch: 1 [29696/45000]	Loss: 1.7861	LR: 0.065341
Training Epoch: 1 [29952/45000]	Loss: 1.8218	LR: 0.065909
Training Epoch: 1 [30208/45000]	Loss: 1.8372	LR: 0.066477
Training Epoch: 1 [30464/45000]	Loss: 1.6881	LR: 0.067045
Training Epoch: 1 [30720/45000]	Loss: 1.7555	LR: 0.067614
Training Epoch: 1 [30976/45000]	Loss: 1.7108	LR: 0.068182
Training Epoch: 1 [31232/45000]	Loss: 1.7021	LR: 0.068750
Training Epoch: 1 [31488/45000]	Loss: 1.5638	LR: 0.069318
Training Epoch: 1 [31744/45000]	Loss: 1.7030	LR: 0.069886
Training Epoch: 1 [32000/45000]	Loss: 1.6141	LR: 0.070455
Training Epoch: 1 [32256/45000]	Loss: 1.6899	LR: 0.071023
Training Epoch: 1 [32512/45000]	Loss: 1.5354	LR: 0.071591
Training Epoch: 1 [32768/45000]	Loss: 1.8529	LR: 0.072159
Training Epoch: 1 [33024/45000]	Loss: 1.7831	LR: 0.072727
Training Epoch: 1 [33280/45000]	Loss: 1.6653	LR: 0.073295
Training Epoch: 1 [33536/45000]	Loss: 1.6400	LR: 0.073864
Training Epoch: 1 [33792/45000]	Loss: 1.7425	LR: 0.074432
Training Epoch: 1 [34048/45000]	Loss: 1.4777	LR: 0.075000
Training Epoch: 1 [34304/45000]	Loss: 1.5592	LR: 0.075568
Training Epoch: 1 [34560/45000]	Loss: 1.3664	LR: 0.076136
Training Epoch: 1 [34816/45000]	Loss: 1.4421	LR: 0.076705
Training Epoch: 1 [35072/45000]	Loss: 1.6644	LR: 0.077273
Training Epoch: 1 [35328/45000]	Loss: 1.5844	LR: 0.077841
Training Epoch: 1 [35584/45000]	Loss: 1.4462	LR: 0.078409
Training Epoch: 1 [35840/45000]	Loss: 1.5373	LR: 0.078977
Training Epoch: 1 [36096/45000]	Loss: 1.4411	LR: 0.079545
Training Epoch: 1 [36352/45000]	Loss: 1.5384	LR: 0.080114
Training Epoch: 1 [36608/45000]	Loss: 1.5228	LR: 0.080682
Training Epoch: 1 [36864/45000]	Loss: 1.4976	LR: 0.081250
Training Epoch: 1 [37120/45000]	Loss: 1.5223	LR: 0.081818
Training Epoch: 1 [37376/45000]	Loss: 1.4717	LR: 0.082386
Training Epoch: 1 [37632/45000]	Loss: 1.5858	LR: 0.082955
Training Epoch: 1 [37888/45000]	Loss: 1.5853	LR: 0.083523
Training Epoch: 1 [38144/45000]	Loss: 1.4425	LR: 0.084091
Training Epoch: 1 [38400/45000]	Loss: 1.5329	LR: 0.084659
Training Epoch: 1 [38656/45000]	Loss: 1.2425	LR: 0.085227
Training Epoch: 1 [38912/45000]	Loss: 1.4015	LR: 0.085795
Training Epoch: 1 [39168/45000]	Loss: 1.4774	LR: 0.086364
Training Epoch: 1 [39424/45000]	Loss: 1.5014	LR: 0.086932
Training Epoch: 1 [39680/45000]	Loss: 1.5449	LR: 0.087500
Training Epoch: 1 [39936/45000]	Loss: 1.4955	LR: 0.088068
Training Epoch: 1 [40192/45000]	Loss: 1.5616	LR: 0.088636
Training Epoch: 1 [40448/45000]	Loss: 1.3494	LR: 0.089205
Training Epoch: 1 [40704/45000]	Loss: 1.3846	LR: 0.089773
Training Epoch: 1 [40960/45000]	Loss: 1.4132	LR: 0.090341
Training Epoch: 1 [41216/45000]	Loss: 1.4770	LR: 0.090909
Training Epoch: 1 [41472/45000]	Loss: 1.3380	LR: 0.091477
Training Epoch: 1 [41728/45000]	Loss: 1.2469	LR: 0.092045
Training Epoch: 1 [41984/45000]	Loss: 1.4467	LR: 0.092614
Training Epoch: 1 [42240/45000]	Loss: 1.4095	LR: 0.093182
Training Epoch: 1 [42496/45000]	Loss: 1.4493	LR: 0.093750
Training Epoch: 1 [42752/45000]	Loss: 1.3964	LR: 0.094318
Training Epoch: 1 [43008/45000]	Loss: 1.4376	LR: 0.094886
Training Epoch: 1 [43264/45000]	Loss: 1.6330	LR: 0.095455
Training Epoch: 1 [43520/45000]	Loss: 1.4435	LR: 0.096023
Training Epoch: 1 [43776/45000]	Loss: 1.6484	LR: 0.096591
Training Epoch: 1 [44032/45000]	Loss: 1.3616	LR: 0.097159
Training Epoch: 1 [44288/45000]	Loss: 1.7928	LR: 0.097727
Training Epoch: 1 [44544/45000]	Loss: 1.6638	LR: 0.098295
Training Epoch: 1 [44800/45000]	Loss: 1.3397	LR: 0.098864
Training Epoch: 1 [45000/45000]	Loss: 1.5451	LR: 0.099432
Epoch 1 - Average Train Loss: 1.7379, Train Accuracy: 0.3636
Epoch 1 training time consumed: 39.72s
Evaluating Network.....
Test set: Epoch: 1, Average loss: 0.0061, Accuracy: 0.4693, Time consumed:1.51s
Saving weights file to checkpoint/retrain/ResNet18/Friday_11_July_2025_07h_00m_30s/ResNet18-Cifar10-seed2-ret100-1-best.pth
Training Epoch: 2 [256/45000]	Loss: 1.4505	LR: 0.100000
Training Epoch: 2 [512/45000]	Loss: 1.5619	LR: 0.100000
Training Epoch: 2 [768/45000]	Loss: 1.5503	LR: 0.100000
Training Epoch: 2 [1024/45000]	Loss: 1.4453	LR: 0.100000
Training Epoch: 2 [1280/45000]	Loss: 1.3755	LR: 0.100000
Training Epoch: 2 [1536/45000]	Loss: 1.3384	LR: 0.100000
Training Epoch: 2 [1792/45000]	Loss: 1.4588	LR: 0.100000
Training Epoch: 2 [2048/45000]	Loss: 1.4305	LR: 0.100000
Training Epoch: 2 [2304/45000]	Loss: 1.4180	LR: 0.100000
Training Epoch: 2 [2560/45000]	Loss: 1.6026	LR: 0.100000
Training Epoch: 2 [2816/45000]	Loss: 1.3949	LR: 0.100000
Training Epoch: 2 [3072/45000]	Loss: 1.4598	LR: 0.100000
Training Epoch: 2 [3328/45000]	Loss: 1.4934	LR: 0.100000
Training Epoch: 2 [3584/45000]	Loss: 1.4406	LR: 0.100000
Training Epoch: 2 [3840/45000]	Loss: 1.4137	LR: 0.100000
Training Epoch: 2 [4096/45000]	Loss: 1.5459	LR: 0.100000
Training Epoch: 2 [4352/45000]	Loss: 1.5087	LR: 0.100000
Training Epoch: 2 [4608/45000]	Loss: 1.3165	LR: 0.100000
Training Epoch: 2 [4864/45000]	Loss: 1.3241	LR: 0.100000
Training Epoch: 2 [5120/45000]	Loss: 1.3876	LR: 0.100000
Training Epoch: 2 [5376/45000]	Loss: 1.3014	LR: 0.100000
Training Epoch: 2 [5632/45000]	Loss: 1.4501	LR: 0.100000
Training Epoch: 2 [5888/45000]	Loss: 1.2830	LR: 0.100000
Training Epoch: 2 [6144/45000]	Loss: 1.4106	LR: 0.100000
Training Epoch: 2 [6400/45000]	Loss: 1.1932	LR: 0.100000
Training Epoch: 2 [6656/45000]	Loss: 1.2623	LR: 0.100000
Training Epoch: 2 [6912/45000]	Loss: 1.2030	LR: 0.100000
Training Epoch: 2 [7168/45000]	Loss: 1.2852	LR: 0.100000
Training Epoch: 2 [7424/45000]	Loss: 1.2225	LR: 0.100000
Training Epoch: 2 [7680/45000]	Loss: 1.2565	LR: 0.100000
Training Epoch: 2 [7936/45000]	Loss: 1.3055	LR: 0.100000
Training Epoch: 2 [8192/45000]	Loss: 1.3396	LR: 0.100000
Training Epoch: 2 [8448/45000]	Loss: 1.4875	LR: 0.100000
Training Epoch: 2 [8704/45000]	Loss: 1.3398	LR: 0.100000
Training Epoch: 2 [8960/45000]	Loss: 1.4197	LR: 0.100000
Training Epoch: 2 [9216/45000]	Loss: 1.3550	LR: 0.100000
Training Epoch: 2 [9472/45000]	Loss: 1.2362	LR: 0.100000
Training Epoch: 2 [9728/45000]	Loss: 1.4569	LR: 0.100000
Training Epoch: 2 [9984/45000]	Loss: 1.2967	LR: 0.100000
Training Epoch: 2 [10240/45000]	Loss: 1.3542	LR: 0.100000
Training Epoch: 2 [10496/45000]	Loss: 1.4602	LR: 0.100000
Training Epoch: 2 [10752/45000]	Loss: 1.3680	LR: 0.100000
Training Epoch: 2 [11008/45000]	Loss: 1.3699	LR: 0.100000
Training Epoch: 2 [11264/45000]	Loss: 1.3484	LR: 0.100000
Training Epoch: 2 [11520/45000]	Loss: 1.3203	LR: 0.100000
Training Epoch: 2 [11776/45000]	Loss: 1.4191	LR: 0.100000
Training Epoch: 2 [12032/45000]	Loss: 1.2825	LR: 0.100000
Training Epoch: 2 [12288/45000]	Loss: 1.1487	LR: 0.100000
Training Epoch: 2 [12544/45000]	Loss: 1.2633	LR: 0.100000
Training Epoch: 2 [12800/45000]	Loss: 1.4000	LR: 0.100000
Training Epoch: 2 [13056/45000]	Loss: 1.5421	LR: 0.100000
Training Epoch: 2 [13312/45000]	Loss: 1.2646	LR: 0.100000
Training Epoch: 2 [13568/45000]	Loss: 1.2110	LR: 0.100000
Training Epoch: 2 [13824/45000]	Loss: 1.3804	LR: 0.100000
Training Epoch: 2 [14080/45000]	Loss: 1.2655	LR: 0.100000
Training Epoch: 2 [14336/45000]	Loss: 1.1745	LR: 0.100000
Training Epoch: 2 [14592/45000]	Loss: 1.2671	LR: 0.100000
Training Epoch: 2 [14848/45000]	Loss: 1.1813	LR: 0.100000
Training Epoch: 2 [15104/45000]	Loss: 1.2612	LR: 0.100000
Training Epoch: 2 [15360/45000]	Loss: 1.2440	LR: 0.100000
Training Epoch: 2 [15616/45000]	Loss: 1.2116	LR: 0.100000
Training Epoch: 2 [15872/45000]	Loss: 1.2033	LR: 0.100000
Training Epoch: 2 [16128/45000]	Loss: 1.3118	LR: 0.100000
Training Epoch: 2 [16384/45000]	Loss: 1.3591	LR: 0.100000
Training Epoch: 2 [16640/45000]	Loss: 1.0624	LR: 0.100000
Training Epoch: 2 [16896/45000]	Loss: 1.2347	LR: 0.100000
Training Epoch: 2 [17152/45000]	Loss: 1.2702	LR: 0.100000
Training Epoch: 2 [17408/45000]	Loss: 1.3079	LR: 0.100000
Training Epoch: 2 [17664/45000]	Loss: 1.1230	LR: 0.100000
Training Epoch: 2 [17920/45000]	Loss: 1.1345	LR: 0.100000
Training Epoch: 2 [18176/45000]	Loss: 1.2746	LR: 0.100000
Training Epoch: 2 [18432/45000]	Loss: 1.3081	LR: 0.100000
Training Epoch: 2 [18688/45000]	Loss: 1.3317	LR: 0.100000
Training Epoch: 2 [18944/45000]	Loss: 1.2799	LR: 0.100000
Training Epoch: 2 [19200/45000]	Loss: 1.3522	LR: 0.100000
Training Epoch: 2 [19456/45000]	Loss: 1.3200	LR: 0.100000
Training Epoch: 2 [19712/45000]	Loss: 1.3732	LR: 0.100000
Training Epoch: 2 [19968/45000]	Loss: 1.3847	LR: 0.100000
Training Epoch: 2 [20224/45000]	Loss: 1.3335	LR: 0.100000
Training Epoch: 2 [20480/45000]	Loss: 1.3284	LR: 0.100000
Training Epoch: 2 [20736/45000]	Loss: 1.2708	LR: 0.100000
Training Epoch: 2 [20992/45000]	Loss: 1.2396	LR: 0.100000
Training Epoch: 2 [21248/45000]	Loss: 1.3146	LR: 0.100000
Training Epoch: 2 [21504/45000]	Loss: 1.4222	LR: 0.100000
Training Epoch: 2 [21760/45000]	Loss: 1.2673	LR: 0.100000
Training Epoch: 2 [22016/45000]	Loss: 1.1369	LR: 0.100000
Training Epoch: 2 [22272/45000]	Loss: 1.2650	LR: 0.100000
Training Epoch: 2 [22528/45000]	Loss: 1.2201	LR: 0.100000
Training Epoch: 2 [22784/45000]	Loss: 1.1513	LR: 0.100000
Training Epoch: 2 [23040/45000]	Loss: 1.3979	LR: 0.100000
Training Epoch: 2 [23296/45000]	Loss: 1.2795	LR: 0.100000
Training Epoch: 2 [23552/45000]	Loss: 1.1951	LR: 0.100000
Training Epoch: 2 [23808/45000]	Loss: 1.2222	LR: 0.100000
Training Epoch: 2 [24064/45000]	Loss: 1.1385	LR: 0.100000
Training Epoch: 2 [24320/45000]	Loss: 1.1009	LR: 0.100000
Training Epoch: 2 [24576/45000]	Loss: 1.1491	LR: 0.100000
Training Epoch: 2 [24832/45000]	Loss: 1.1432	LR: 0.100000
Training Epoch: 2 [25088/45000]	Loss: 1.0795	LR: 0.100000
Training Epoch: 2 [25344/45000]	Loss: 1.2359	LR: 0.100000
Training Epoch: 2 [25600/45000]	Loss: 1.1622	LR: 0.100000
Training Epoch: 2 [25856/45000]	Loss: 1.2168	LR: 0.100000
Training Epoch: 2 [26112/45000]	Loss: 1.1165	LR: 0.100000
Training Epoch: 2 [26368/45000]	Loss: 1.2858	LR: 0.100000
Training Epoch: 2 [26624/45000]	Loss: 1.3418	LR: 0.100000
Training Epoch: 2 [26880/45000]	Loss: 1.1469	LR: 0.100000
Training Epoch: 2 [27136/45000]	Loss: 1.2478	LR: 0.100000
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Training Epoch: 2 [37376/45000]	Loss: 1.2182	LR: 0.100000
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Training Epoch: 2 [40704/45000]	Loss: 1.2061	LR: 0.100000
Training Epoch: 2 [40960/45000]	Loss: 1.0041	LR: 0.100000
Training Epoch: 2 [41216/45000]	Loss: 1.1381	LR: 0.100000
Training Epoch: 2 [41472/45000]	Loss: 1.2229	LR: 0.100000
Training Epoch: 2 [41728/45000]	Loss: 1.2809	LR: 0.100000
Training Epoch: 2 [41984/45000]	Loss: 1.0844	LR: 0.100000
Training Epoch: 2 [42240/45000]	Loss: 0.9979	LR: 0.100000
Training Epoch: 2 [42496/45000]	Loss: 1.1456	LR: 0.100000
Training Epoch: 2 [42752/45000]	Loss: 1.0496	LR: 0.100000
Training Epoch: 2 [43008/45000]	Loss: 1.1518	LR: 0.100000
Training Epoch: 2 [43264/45000]	Loss: 1.1015	LR: 0.100000
Training Epoch: 2 [43520/45000]	Loss: 0.9841	LR: 0.100000
Training Epoch: 2 [43776/45000]	Loss: 1.0447	LR: 0.100000
Training Epoch: 2 [44032/45000]	Loss: 1.0010	LR: 0.100000
Training Epoch: 2 [44288/45000]	Loss: 0.9738	LR: 0.100000
Training Epoch: 2 [44544/45000]	Loss: 0.9288	LR: 0.100000
Training Epoch: 2 [44800/45000]	Loss: 1.4128	LR: 0.100000
Training Epoch: 2 [45000/45000]	Loss: 1.1968	LR: 0.100000
Epoch 2 - Average Train Loss: 1.2410, Train Accuracy: 0.5527
Epoch 2 training time consumed: 38.87s
Evaluating Network.....
Test set: Epoch: 2, Average loss: 0.0066, Accuracy: 0.4942, Time consumed:1.35s
Saving weights file to checkpoint/retrain/ResNet18/Friday_11_July_2025_07h_00m_30s/ResNet18-Cifar10-seed2-ret100-2-best.pth
Training Epoch: 3 [256/45000]	Loss: 1.1618	LR: 0.100000
Training Epoch: 3 [512/45000]	Loss: 1.1911	LR: 0.100000
Training Epoch: 3 [768/45000]	Loss: 1.1543	LR: 0.100000
Training Epoch: 3 [1024/45000]	Loss: 1.0940	LR: 0.100000
Training Epoch: 3 [1280/45000]	Loss: 1.0940	LR: 0.100000
Training Epoch: 3 [1536/45000]	Loss: 1.0234	LR: 0.100000
Training Epoch: 3 [1792/45000]	Loss: 0.9552	LR: 0.100000
Training Epoch: 3 [2048/45000]	Loss: 1.0601	LR: 0.100000
Training Epoch: 3 [2304/45000]	Loss: 1.0523	LR: 0.100000
Training Epoch: 3 [2560/45000]	Loss: 0.9610	LR: 0.100000
Training Epoch: 3 [2816/45000]	Loss: 1.0369	LR: 0.100000
Training Epoch: 3 [3072/45000]	Loss: 1.1583	LR: 0.100000
Training Epoch: 3 [3328/45000]	Loss: 1.0722	LR: 0.100000
Training Epoch: 3 [3584/45000]	Loss: 1.1461	LR: 0.100000
Training Epoch: 3 [3840/45000]	Loss: 1.0763	LR: 0.100000
Training Epoch: 3 [4096/45000]	Loss: 1.0651	LR: 0.100000
Training Epoch: 3 [4352/45000]	Loss: 1.0365	LR: 0.100000
Training Epoch: 3 [4608/45000]	Loss: 1.1617	LR: 0.100000
Training Epoch: 3 [4864/45000]	Loss: 1.1479	LR: 0.100000
Training Epoch: 3 [5120/45000]	Loss: 1.0586	LR: 0.100000
Training Epoch: 3 [5376/45000]	Loss: 1.0069	LR: 0.100000
Training Epoch: 3 [5632/45000]	Loss: 1.0878	LR: 0.100000
Training Epoch: 3 [5888/45000]	Loss: 0.9527	LR: 0.100000
Training Epoch: 3 [6144/45000]	Loss: 1.1455	LR: 0.100000
Training Epoch: 3 [6400/45000]	Loss: 0.9075	LR: 0.100000
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Training Epoch: 3 [37376/45000]	Loss: 0.8995	LR: 0.100000
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Training Epoch: 3 [38656/45000]	Loss: 0.7281	LR: 0.100000
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Training Epoch: 3 [39168/45000]	Loss: 0.7408	LR: 0.100000
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Training Epoch: 3 [39936/45000]	Loss: 0.8460	LR: 0.100000
Training Epoch: 3 [40192/45000]	Loss: 0.8948	LR: 0.100000
Training Epoch: 3 [40448/45000]	Loss: 0.9609	LR: 0.100000
Training Epoch: 3 [40704/45000]	Loss: 1.0102	LR: 0.100000
Training Epoch: 3 [40960/45000]	Loss: 1.0439	LR: 0.100000
Training Epoch: 3 [41216/45000]	Loss: 0.9668	LR: 0.100000
Training Epoch: 3 [41472/45000]	Loss: 0.7886	LR: 0.100000
Training Epoch: 3 [41728/45000]	Loss: 0.9360	LR: 0.100000
Training Epoch: 3 [41984/45000]	Loss: 1.0479	LR: 0.100000
Training Epoch: 3 [42240/45000]	Loss: 0.9261	LR: 0.100000
Training Epoch: 3 [42496/45000]	Loss: 0.9143	LR: 0.100000
Training Epoch: 3 [42752/45000]	Loss: 0.7620	LR: 0.100000
Training Epoch: 3 [43008/45000]	Loss: 1.0011	LR: 0.100000
Training Epoch: 3 [43264/45000]	Loss: 0.9416	LR: 0.100000
Training Epoch: 3 [43520/45000]	Loss: 0.9535	LR: 0.100000
Training Epoch: 3 [43776/45000]	Loss: 0.8436	LR: 0.100000
Training Epoch: 3 [44032/45000]	Loss: 1.0697	LR: 0.100000
Training Epoch: 3 [44288/45000]	Loss: 0.8966	LR: 0.100000
Training Epoch: 3 [44544/45000]	Loss: 1.0453	LR: 0.100000
Training Epoch: 3 [44800/45000]	Loss: 1.0258	LR: 0.100000
Training Epoch: 3 [45000/45000]	Loss: 1.0761	LR: 0.100000
Epoch 3 - Average Train Loss: 0.9716, Train Accuracy: 0.6603
Epoch 3 training time consumed: 38.84s
Evaluating Network.....
Test set: Epoch: 3, Average loss: 0.0038, Accuracy: 0.6835, Time consumed:1.34s
Saving weights file to checkpoint/retrain/ResNet18/Friday_11_July_2025_07h_00m_30s/ResNet18-Cifar10-seed2-ret100-3-best.pth
Training Epoch: 4 [256/45000]	Loss: 0.7545	LR: 0.100000
Training Epoch: 4 [512/45000]	Loss: 0.8651	LR: 0.100000
Training Epoch: 4 [768/45000]	Loss: 0.9091	LR: 0.100000
Training Epoch: 4 [1024/45000]	Loss: 0.9431	LR: 0.100000
Training Epoch: 4 [1280/45000]	Loss: 0.9209	LR: 0.100000
Training Epoch: 4 [1536/45000]	Loss: 0.8989	LR: 0.100000
Training Epoch: 4 [1792/45000]	Loss: 0.7539	LR: 0.100000
Training Epoch: 4 [2048/45000]	Loss: 0.8896	LR: 0.100000
Training Epoch: 4 [2304/45000]	Loss: 0.7906	LR: 0.100000
Training Epoch: 4 [2560/45000]	Loss: 0.8316	LR: 0.100000
Training Epoch: 4 [2816/45000]	Loss: 0.7321	LR: 0.100000
Training Epoch: 4 [3072/45000]	Loss: 0.9736	LR: 0.100000
Training Epoch: 4 [3328/45000]	Loss: 0.8301	LR: 0.100000
Training Epoch: 4 [3584/45000]	Loss: 0.7725	LR: 0.100000
Training Epoch: 4 [3840/45000]	Loss: 0.9546	LR: 0.100000
Training Epoch: 4 [4096/45000]	Loss: 0.9482	LR: 0.100000
Training Epoch: 4 [4352/45000]	Loss: 0.9164	LR: 0.100000
Training Epoch: 4 [4608/45000]	Loss: 0.6985	LR: 0.100000
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Training Epoch: 4 [5120/45000]	Loss: 0.8021	LR: 0.100000
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Training Epoch: 4 [11520/45000]	Loss: 0.7501	LR: 0.100000
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Training Epoch: 4 [44800/45000]	Loss: 0.7957	LR: 0.100000
Training Epoch: 4 [45000/45000]	Loss: 0.7626	LR: 0.100000
Epoch 4 - Average Train Loss: 0.8197, Train Accuracy: 0.7136
Epoch 4 training time consumed: 38.72s
Evaluating Network.....
Test set: Epoch: 4, Average loss: 0.0031, Accuracy: 0.7370, Time consumed:1.34s
Saving weights file to checkpoint/retrain/ResNet18/Friday_11_July_2025_07h_00m_30s/ResNet18-Cifar10-seed2-ret100-4-best.pth
Training Epoch: 5 [256/45000]	Loss: 0.7735	LR: 0.100000
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Training Epoch: 5 [42240/45000]	Loss: 0.7541	LR: 0.100000
Training Epoch: 5 [42496/45000]	Loss: 0.6769	LR: 0.100000
Training Epoch: 5 [42752/45000]	Loss: 0.7317	LR: 0.100000
Training Epoch: 5 [43008/45000]	Loss: 0.7963	LR: 0.100000
Training Epoch: 5 [43264/45000]	Loss: 0.6809	LR: 0.100000
Training Epoch: 5 [43520/45000]	Loss: 0.6969	LR: 0.100000
Training Epoch: 5 [43776/45000]	Loss: 0.6647	LR: 0.100000
Training Epoch: 5 [44032/45000]	Loss: 0.6635	LR: 0.100000
Training Epoch: 5 [44288/45000]	Loss: 0.7414	LR: 0.100000
Training Epoch: 5 [44544/45000]	Loss: 0.7532	LR: 0.100000
Training Epoch: 5 [44800/45000]	Loss: 0.6629	LR: 0.100000
Training Epoch: 5 [45000/45000]	Loss: 0.6030	LR: 0.100000
Epoch 5 - Average Train Loss: 0.7216, Train Accuracy: 0.7485
Epoch 5 training time consumed: 38.62s
Evaluating Network.....
Test set: Epoch: 5, Average loss: 0.0028, Accuracy: 0.7659, Time consumed:1.34s
Saving weights file to checkpoint/retrain/ResNet18/Friday_11_July_2025_07h_00m_30s/ResNet18-Cifar10-seed2-ret100-5-best.pth
Training Epoch: 6 [256/45000]	Loss: 0.6289	LR: 0.100000
Training Epoch: 6 [512/45000]	Loss: 0.6622	LR: 0.100000
Training Epoch: 6 [768/45000]	Loss: 0.6509	LR: 0.100000
Training Epoch: 6 [1024/45000]	Loss: 0.6122	LR: 0.100000
Training Epoch: 6 [1280/45000]	Loss: 0.6790	LR: 0.100000
Training Epoch: 6 [1536/45000]	Loss: 0.6564	LR: 0.100000
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Training Epoch: 6 [26880/45000]	Loss: 0.5543	LR: 0.100000
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Training Epoch: 6 [40448/45000]	Loss: 0.5964	LR: 0.100000
Training Epoch: 6 [40704/45000]	Loss: 0.6776	LR: 0.100000
Training Epoch: 6 [40960/45000]	Loss: 0.6034	LR: 0.100000
Training Epoch: 6 [41216/45000]	Loss: 0.5811	LR: 0.100000
Training Epoch: 6 [41472/45000]	Loss: 0.7197	LR: 0.100000
Training Epoch: 6 [41728/45000]	Loss: 0.6477	LR: 0.100000
Training Epoch: 6 [41984/45000]	Loss: 0.6365	LR: 0.100000
Training Epoch: 6 [42240/45000]	Loss: 0.7943	LR: 0.100000
Training Epoch: 6 [42496/45000]	Loss: 0.6876	LR: 0.100000
Training Epoch: 6 [42752/45000]	Loss: 0.6161	LR: 0.100000
Training Epoch: 6 [43008/45000]	Loss: 0.7115	LR: 0.100000
Training Epoch: 6 [43264/45000]	Loss: 0.6195	LR: 0.100000
Training Epoch: 6 [43520/45000]	Loss: 0.6450	LR: 0.100000
Training Epoch: 6 [43776/45000]	Loss: 0.6761	LR: 0.100000
Training Epoch: 6 [44032/45000]	Loss: 0.7175	LR: 0.100000
Training Epoch: 6 [44288/45000]	Loss: 0.8201	LR: 0.100000
Training Epoch: 6 [44544/45000]	Loss: 0.5629	LR: 0.100000
Training Epoch: 6 [44800/45000]	Loss: 0.6629	LR: 0.100000
Training Epoch: 6 [45000/45000]	Loss: 0.5815	LR: 0.100000
Epoch 6 - Average Train Loss: 0.6606, Train Accuracy: 0.7685
Epoch 6 training time consumed: 38.62s
Evaluating Network.....
Test set: Epoch: 6, Average loss: 0.0028, Accuracy: 0.7719, Time consumed:1.34s
Saving weights file to checkpoint/retrain/ResNet18/Friday_11_July_2025_07h_00m_30s/ResNet18-Cifar10-seed2-ret100-6-best.pth
Training Epoch: 7 [256/45000]	Loss: 0.6172	LR: 0.100000
Training Epoch: 7 [512/45000]	Loss: 0.6414	LR: 0.100000
Training Epoch: 7 [768/45000]	Loss: 0.6104	LR: 0.100000
Training Epoch: 7 [1024/45000]	Loss: 0.6219	LR: 0.100000
Training Epoch: 7 [1280/45000]	Loss: 0.6398	LR: 0.100000
Training Epoch: 7 [1536/45000]	Loss: 0.6218	LR: 0.100000
Training Epoch: 7 [1792/45000]	Loss: 0.6396	LR: 0.100000
Training Epoch: 7 [2048/45000]	Loss: 0.5518	LR: 0.100000
Training Epoch: 7 [2304/45000]	Loss: 0.5727	LR: 0.100000
Training Epoch: 7 [2560/45000]	Loss: 0.5710	LR: 0.100000
Training Epoch: 7 [2816/45000]	Loss: 0.6939	LR: 0.100000
Training Epoch: 7 [3072/45000]	Loss: 0.6044	LR: 0.100000
Training Epoch: 7 [3328/45000]	Loss: 0.5507	LR: 0.100000
Training Epoch: 7 [3584/45000]	Loss: 0.6172	LR: 0.100000
Training Epoch: 7 [3840/45000]	Loss: 0.5856	LR: 0.100000
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Training Epoch: 7 [26880/45000]	Loss: 0.6419	LR: 0.100000
Training Epoch: 7 [27136/45000]	Loss: 0.6488	LR: 0.100000
Training Epoch: 7 [27392/45000]	Loss: 0.6504	LR: 0.100000
Training Epoch: 7 [27648/45000]	Loss: 0.7030	LR: 0.100000
Training Epoch: 7 [27904/45000]	Loss: 0.6386	LR: 0.100000
Training Epoch: 7 [28160/45000]	Loss: 0.5328	LR: 0.100000
Training Epoch: 7 [28416/45000]	Loss: 0.5917	LR: 0.100000
Training Epoch: 7 [28672/45000]	Loss: 0.5968	LR: 0.100000
Training Epoch: 7 [28928/45000]	Loss: 0.6058	LR: 0.100000
Training Epoch: 7 [29184/45000]	Loss: 0.6428	LR: 0.100000
Training Epoch: 7 [29440/45000]	Loss: 0.5159	LR: 0.100000
Training Epoch: 7 [29696/45000]	Loss: 0.5762	LR: 0.100000
Training Epoch: 7 [29952/45000]	Loss: 0.5979	LR: 0.100000
Training Epoch: 7 [30208/45000]	Loss: 0.5452	LR: 0.100000
Training Epoch: 7 [30464/45000]	Loss: 0.5271	LR: 0.100000
Training Epoch: 7 [30720/45000]	Loss: 0.6293	LR: 0.100000
Training Epoch: 7 [30976/45000]	Loss: 0.6457	LR: 0.100000
Training Epoch: 7 [31232/45000]	Loss: 0.6533	LR: 0.100000
Training Epoch: 7 [31488/45000]	Loss: 0.7433	LR: 0.100000
Training Epoch: 7 [31744/45000]	Loss: 0.4970	LR: 0.100000
Training Epoch: 7 [32000/45000]	Loss: 0.5634	LR: 0.100000
Training Epoch: 7 [32256/45000]	Loss: 0.6167	LR: 0.100000
Training Epoch: 7 [32512/45000]	Loss: 0.7069	LR: 0.100000
Training Epoch: 7 [32768/45000]	Loss: 0.5251	LR: 0.100000
Training Epoch: 7 [33024/45000]	Loss: 0.6173	LR: 0.100000
Training Epoch: 7 [33280/45000]	Loss: 0.5635	LR: 0.100000
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Training Epoch: 7 [35072/45000]	Loss: 0.4544	LR: 0.100000
Training Epoch: 7 [35328/45000]	Loss: 0.5935	LR: 0.100000
Training Epoch: 7 [35584/45000]	Loss: 0.6225	LR: 0.100000
Training Epoch: 7 [35840/45000]	Loss: 0.6159	LR: 0.100000
Training Epoch: 7 [36096/45000]	Loss: 0.5940	LR: 0.100000
Training Epoch: 7 [36352/45000]	Loss: 0.6144	LR: 0.100000
Training Epoch: 7 [36608/45000]	Loss: 0.6282	LR: 0.100000
Training Epoch: 7 [36864/45000]	Loss: 0.6426	LR: 0.100000
Training Epoch: 7 [37120/45000]	Loss: 0.5416	LR: 0.100000
Training Epoch: 7 [37376/45000]	Loss: 0.6004	LR: 0.100000
Training Epoch: 7 [37632/45000]	Loss: 0.7001	LR: 0.100000
Training Epoch: 7 [37888/45000]	Loss: 0.5817	LR: 0.100000
Training Epoch: 7 [38144/45000]	Loss: 0.5900	LR: 0.100000
Training Epoch: 7 [38400/45000]	Loss: 0.6741	LR: 0.100000
Training Epoch: 7 [38656/45000]	Loss: 0.7271	LR: 0.100000
Training Epoch: 7 [38912/45000]	Loss: 0.4899	LR: 0.100000
Training Epoch: 7 [39168/45000]	Loss: 0.5414	LR: 0.100000
Training Epoch: 7 [39424/45000]	Loss: 0.5269	LR: 0.100000
Training Epoch: 7 [39680/45000]	Loss: 0.5676	LR: 0.100000
Training Epoch: 7 [39936/45000]	Loss: 0.6696	LR: 0.100000
Training Epoch: 7 [40192/45000]	Loss: 0.4718	LR: 0.100000
Training Epoch: 7 [40448/45000]	Loss: 0.6321	LR: 0.100000
Training Epoch: 7 [40704/45000]	Loss: 0.6749	LR: 0.100000
Training Epoch: 7 [40960/45000]	Loss: 0.4497	LR: 0.100000
Training Epoch: 7 [41216/45000]	Loss: 0.6056	LR: 0.100000
Training Epoch: 7 [41472/45000]	Loss: 0.7042	LR: 0.100000
Training Epoch: 7 [41728/45000]	Loss: 0.5076	LR: 0.100000
Training Epoch: 7 [41984/45000]	Loss: 0.5679	LR: 0.100000
Training Epoch: 7 [42240/45000]	Loss: 0.6120	LR: 0.100000
Training Epoch: 7 [42496/45000]	Loss: 0.6266	LR: 0.100000
Training Epoch: 7 [42752/45000]	Loss: 0.5370	LR: 0.100000
Training Epoch: 7 [43008/45000]	Loss: 0.5165	LR: 0.100000
Training Epoch: 7 [43264/45000]	Loss: 0.7064	LR: 0.100000
Training Epoch: 7 [43520/45000]	Loss: 0.5592	LR: 0.100000
Training Epoch: 7 [43776/45000]	Loss: 0.6157	LR: 0.100000
Training Epoch: 7 [44032/45000]	Loss: 0.5912	LR: 0.100000
Training Epoch: 7 [44288/45000]	Loss: 0.4613	LR: 0.100000
Training Epoch: 7 [44544/45000]	Loss: 0.5773	LR: 0.100000
Training Epoch: 7 [44800/45000]	Loss: 0.6155	LR: 0.100000
Training Epoch: 7 [45000/45000]	Loss: 0.6881	LR: 0.100000
Epoch 7 - Average Train Loss: 0.5970, Train Accuracy: 0.7937
Epoch 7 training time consumed: 38.92s
Evaluating Network.....
Test set: Epoch: 7, Average loss: 0.0030, Accuracy: 0.7433, Time consumed:1.35s
Training Epoch: 8 [256/45000]	Loss: 0.5196	LR: 0.020000
Training Epoch: 8 [512/45000]	Loss: 0.5515	LR: 0.020000
Training Epoch: 8 [768/45000]	Loss: 0.5069	LR: 0.020000
Training Epoch: 8 [1024/45000]	Loss: 0.5447	LR: 0.020000
Training Epoch: 8 [1280/45000]	Loss: 0.5141	LR: 0.020000
Training Epoch: 8 [1536/45000]	Loss: 0.4804	LR: 0.020000
Training Epoch: 8 [1792/45000]	Loss: 0.5138	LR: 0.020000
Training Epoch: 8 [2048/45000]	Loss: 0.5592	LR: 0.020000
Training Epoch: 8 [2304/45000]	Loss: 0.5664	LR: 0.020000
Training Epoch: 8 [2560/45000]	Loss: 0.5094	LR: 0.020000
Training Epoch: 8 [2816/45000]	Loss: 0.5769	LR: 0.020000
Training Epoch: 8 [3072/45000]	Loss: 0.4750	LR: 0.020000
Training Epoch: 8 [3328/45000]	Loss: 0.5660	LR: 0.020000
Training Epoch: 8 [3584/45000]	Loss: 0.5125	LR: 0.020000
Training Epoch: 8 [3840/45000]	Loss: 0.4816	LR: 0.020000
Training Epoch: 8 [4096/45000]	Loss: 0.4900	LR: 0.020000
Training Epoch: 8 [4352/45000]	Loss: 0.4989	LR: 0.020000
Training Epoch: 8 [4608/45000]	Loss: 0.4568	LR: 0.020000
Training Epoch: 8 [4864/45000]	Loss: 0.5509	LR: 0.020000
Training Epoch: 8 [5120/45000]	Loss: 0.4057	LR: 0.020000
Training Epoch: 8 [5376/45000]	Loss: 0.4694	LR: 0.020000
Training Epoch: 8 [5632/45000]	Loss: 0.5515	LR: 0.020000
Training Epoch: 8 [5888/45000]	Loss: 0.4899	LR: 0.020000
Training Epoch: 8 [6144/45000]	Loss: 0.4362	LR: 0.020000
Training Epoch: 8 [6400/45000]	Loss: 0.4970	LR: 0.020000
Training Epoch: 8 [6656/45000]	Loss: 0.4600	LR: 0.020000
Training Epoch: 8 [6912/45000]	Loss: 0.5037	LR: 0.020000
Training Epoch: 8 [7168/45000]	Loss: 0.4611	LR: 0.020000
Training Epoch: 8 [7424/45000]	Loss: 0.4701	LR: 0.020000
Training Epoch: 8 [7680/45000]	Loss: 0.5012	LR: 0.020000
Training Epoch: 8 [7936/45000]	Loss: 0.4755	LR: 0.020000
Training Epoch: 8 [8192/45000]	Loss: 0.5233	LR: 0.020000
Training Epoch: 8 [8448/45000]	Loss: 0.4231	LR: 0.020000
Training Epoch: 8 [8704/45000]	Loss: 0.5156	LR: 0.020000
Training Epoch: 8 [8960/45000]	Loss: 0.4337	LR: 0.020000
Training Epoch: 8 [9216/45000]	Loss: 0.4324	LR: 0.020000
Training Epoch: 8 [9472/45000]	Loss: 0.5169	LR: 0.020000
Training Epoch: 8 [9728/45000]	Loss: 0.4713	LR: 0.020000
Training Epoch: 8 [9984/45000]	Loss: 0.4280	LR: 0.020000
Training Epoch: 8 [10240/45000]	Loss: 0.4401	LR: 0.020000
Training Epoch: 8 [10496/45000]	Loss: 0.4266	LR: 0.020000
Training Epoch: 8 [10752/45000]	Loss: 0.4104	LR: 0.020000
Training Epoch: 8 [11008/45000]	Loss: 0.3344	LR: 0.020000
Training Epoch: 8 [11264/45000]	Loss: 0.4743	LR: 0.020000
Training Epoch: 8 [11520/45000]	Loss: 0.4819	LR: 0.020000
Training Epoch: 8 [11776/45000]	Loss: 0.3890	LR: 0.020000
Training Epoch: 8 [12032/45000]	Loss: 0.5439	LR: 0.020000
Training Epoch: 8 [12288/45000]	Loss: 0.4354	LR: 0.020000
Training Epoch: 8 [12544/45000]	Loss: 0.4782	LR: 0.020000
Training Epoch: 8 [12800/45000]	Loss: 0.4472	LR: 0.020000
Training Epoch: 8 [13056/45000]	Loss: 0.4456	LR: 0.020000
Training Epoch: 8 [13312/45000]	Loss: 0.5208	LR: 0.020000
Training Epoch: 8 [13568/45000]	Loss: 0.3579	LR: 0.020000
Training Epoch: 8 [13824/45000]	Loss: 0.4022	LR: 0.020000
Training Epoch: 8 [14080/45000]	Loss: 0.3962	LR: 0.020000
Training Epoch: 8 [14336/45000]	Loss: 0.4219	LR: 0.020000
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Training Epoch: 8 [15104/45000]	Loss: 0.4357	LR: 0.020000
Training Epoch: 8 [15360/45000]	Loss: 0.4781	LR: 0.020000
Training Epoch: 8 [15616/45000]	Loss: 0.5139	LR: 0.020000
Training Epoch: 8 [15872/45000]	Loss: 0.5181	LR: 0.020000
Training Epoch: 8 [16128/45000]	Loss: 0.3776	LR: 0.020000
Training Epoch: 8 [16384/45000]	Loss: 0.4941	LR: 0.020000
Training Epoch: 8 [16640/45000]	Loss: 0.4277	LR: 0.020000
Training Epoch: 8 [16896/45000]	Loss: 0.4081	LR: 0.020000
Training Epoch: 8 [17152/45000]	Loss: 0.4848	LR: 0.020000
Training Epoch: 8 [17408/45000]	Loss: 0.4897	LR: 0.020000
Training Epoch: 8 [17664/45000]	Loss: 0.3508	LR: 0.020000
Training Epoch: 8 [17920/45000]	Loss: 0.4499	LR: 0.020000
Training Epoch: 8 [18176/45000]	Loss: 0.4434	LR: 0.020000
Training Epoch: 8 [18432/45000]	Loss: 0.3855	LR: 0.020000
Training Epoch: 8 [18688/45000]	Loss: 0.4778	LR: 0.020000
Training Epoch: 8 [18944/45000]	Loss: 0.4456	LR: 0.020000
Training Epoch: 8 [19200/45000]	Loss: 0.4233	LR: 0.020000
Training Epoch: 8 [19456/45000]	Loss: 0.4561	LR: 0.020000
Training Epoch: 8 [19712/45000]	Loss: 0.4158	LR: 0.020000
Training Epoch: 8 [19968/45000]	Loss: 0.4162	LR: 0.020000
Training Epoch: 8 [20224/45000]	Loss: 0.4737	LR: 0.020000
Training Epoch: 8 [20480/45000]	Loss: 0.5098	LR: 0.020000
Training Epoch: 8 [20736/45000]	Loss: 0.4037	LR: 0.020000
Training Epoch: 8 [20992/45000]	Loss: 0.4383	LR: 0.020000
Training Epoch: 8 [21248/45000]	Loss: 0.3281	LR: 0.020000
Training Epoch: 8 [21504/45000]	Loss: 0.5339	LR: 0.020000
Training Epoch: 8 [21760/45000]	Loss: 0.3689	LR: 0.020000
Training Epoch: 8 [22016/45000]	Loss: 0.4545	LR: 0.020000
Training Epoch: 8 [22272/45000]	Loss: 0.3303	LR: 0.020000
Training Epoch: 8 [22528/45000]	Loss: 0.5059	LR: 0.020000
Training Epoch: 8 [22784/45000]	Loss: 0.4372	LR: 0.020000
Training Epoch: 8 [23040/45000]	Loss: 0.4049	LR: 0.020000
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Training Epoch: 8 [25600/45000]	Loss: 0.5002	LR: 0.020000
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Training Epoch: 8 [26112/45000]	Loss: 0.3435	LR: 0.020000
Training Epoch: 8 [26368/45000]	Loss: 0.4621	LR: 0.020000
Training Epoch: 8 [26624/45000]	Loss: 0.4165	LR: 0.020000
Training Epoch: 8 [26880/45000]	Loss: 0.4271	LR: 0.020000
Training Epoch: 8 [27136/45000]	Loss: 0.4608	LR: 0.020000
Training Epoch: 8 [27392/45000]	Loss: 0.4708	LR: 0.020000
Training Epoch: 8 [27648/45000]	Loss: 0.4042	LR: 0.020000
Training Epoch: 8 [27904/45000]	Loss: 0.4981	LR: 0.020000
Training Epoch: 8 [28160/45000]	Loss: 0.4716	LR: 0.020000
Training Epoch: 8 [28416/45000]	Loss: 0.4251	LR: 0.020000
Training Epoch: 8 [28672/45000]	Loss: 0.4231	LR: 0.020000
Training Epoch: 8 [28928/45000]	Loss: 0.4979	LR: 0.020000
Training Epoch: 8 [29184/45000]	Loss: 0.4654	LR: 0.020000
Training Epoch: 8 [29440/45000]	Loss: 0.3885	LR: 0.020000
Training Epoch: 8 [29696/45000]	Loss: 0.4847	LR: 0.020000
Training Epoch: 8 [29952/45000]	Loss: 0.3879	LR: 0.020000
Training Epoch: 8 [30208/45000]	Loss: 0.4399	LR: 0.020000
Training Epoch: 8 [30464/45000]	Loss: 0.3844	LR: 0.020000
Training Epoch: 8 [30720/45000]	Loss: 0.4672	LR: 0.020000
Training Epoch: 8 [30976/45000]	Loss: 0.4053	LR: 0.020000
Training Epoch: 8 [31232/45000]	Loss: 0.6153	LR: 0.020000
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Training Epoch: 8 [32256/45000]	Loss: 0.3195	LR: 0.020000
Training Epoch: 8 [32512/45000]	Loss: 0.4756	LR: 0.020000
Training Epoch: 8 [32768/45000]	Loss: 0.3994	LR: 0.020000
Training Epoch: 8 [33024/45000]	Loss: 0.4205	LR: 0.020000
Training Epoch: 8 [33280/45000]	Loss: 0.4848	LR: 0.020000
Training Epoch: 8 [33536/45000]	Loss: 0.4334	LR: 0.020000
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Training Epoch: 8 [34816/45000]	Loss: 0.4628	LR: 0.020000
Training Epoch: 8 [35072/45000]	Loss: 0.3862	LR: 0.020000
Training Epoch: 8 [35328/45000]	Loss: 0.4055	LR: 0.020000
Training Epoch: 8 [35584/45000]	Loss: 0.4945	LR: 0.020000
Training Epoch: 8 [35840/45000]	Loss: 0.4335	LR: 0.020000
Training Epoch: 8 [36096/45000]	Loss: 0.3134	LR: 0.020000
Training Epoch: 8 [36352/45000]	Loss: 0.3596	LR: 0.020000
Training Epoch: 8 [36608/45000]	Loss: 0.4322	LR: 0.020000
Training Epoch: 8 [36864/45000]	Loss: 0.4133	LR: 0.020000
Training Epoch: 8 [37120/45000]	Loss: 0.4288	LR: 0.020000
Training Epoch: 8 [37376/45000]	Loss: 0.4329	LR: 0.020000
Training Epoch: 8 [37632/45000]	Loss: 0.4015	LR: 0.020000
Training Epoch: 8 [37888/45000]	Loss: 0.4023	LR: 0.020000
Training Epoch: 8 [38144/45000]	Loss: 0.3417	LR: 0.020000
Training Epoch: 8 [38400/45000]	Loss: 0.4712	LR: 0.020000
Training Epoch: 8 [38656/45000]	Loss: 0.4662	LR: 0.020000
Training Epoch: 8 [38912/45000]	Loss: 0.4495	LR: 0.020000
Training Epoch: 8 [39168/45000]	Loss: 0.4822	LR: 0.020000
Training Epoch: 8 [39424/45000]	Loss: 0.4025	LR: 0.020000
Training Epoch: 8 [39680/45000]	Loss: 0.3681	LR: 0.020000
Training Epoch: 8 [39936/45000]	Loss: 0.3753	LR: 0.020000
Training Epoch: 8 [40192/45000]	Loss: 0.4113	LR: 0.020000
Training Epoch: 8 [40448/45000]	Loss: 0.4525	LR: 0.020000
Training Epoch: 8 [40704/45000]	Loss: 0.3746	LR: 0.020000
Training Epoch: 8 [40960/45000]	Loss: 0.4626	LR: 0.020000
Training Epoch: 8 [41216/45000]	Loss: 0.4020	LR: 0.020000
Training Epoch: 8 [41472/45000]	Loss: 0.5010	LR: 0.020000
Training Epoch: 8 [41728/45000]	Loss: 0.4168	LR: 0.020000
Training Epoch: 8 [41984/45000]	Loss: 0.4279	LR: 0.020000
Training Epoch: 8 [42240/45000]	Loss: 0.5028	LR: 0.020000
Training Epoch: 8 [42496/45000]	Loss: 0.5113	LR: 0.020000
Training Epoch: 8 [42752/45000]	Loss: 0.4361	LR: 0.020000
Training Epoch: 8 [43008/45000]	Loss: 0.5158	LR: 0.020000
Training Epoch: 8 [43264/45000]	Loss: 0.3764	LR: 0.020000
Training Epoch: 8 [43520/45000]	Loss: 0.5200	LR: 0.020000
Training Epoch: 8 [43776/45000]	Loss: 0.4949	LR: 0.020000
Training Epoch: 8 [44032/45000]	Loss: 0.3737	LR: 0.020000
Training Epoch: 8 [44288/45000]	Loss: 0.4583	LR: 0.020000
Training Epoch: 8 [44544/45000]	Loss: 0.3639	LR: 0.020000
Training Epoch: 8 [44800/45000]	Loss: 0.3235	LR: 0.020000
Training Epoch: 8 [45000/45000]	Loss: 0.3894	LR: 0.020000
Epoch 8 - Average Train Loss: 0.4485, Train Accuracy: 0.8434
Epoch 8 training time consumed: 38.84s
Evaluating Network.....
Test set: Epoch: 8, Average loss: 0.0017, Accuracy: 0.8559, Time consumed:1.34s
Saving weights file to checkpoint/retrain/ResNet18/Friday_11_July_2025_07h_00m_30s/ResNet18-Cifar10-seed2-ret100-8-best.pth
Training Epoch: 9 [256/45000]	Loss: 0.3643	LR: 0.020000
Training Epoch: 9 [512/45000]	Loss: 0.4325	LR: 0.020000
Training Epoch: 9 [768/45000]	Loss: 0.4079	LR: 0.020000
Training Epoch: 9 [1024/45000]	Loss: 0.3173	LR: 0.020000
Training Epoch: 9 [1280/45000]	Loss: 0.3493	LR: 0.020000
Training Epoch: 9 [1536/45000]	Loss: 0.3789	LR: 0.020000
Training Epoch: 9 [1792/45000]	Loss: 0.3874	LR: 0.020000
Training Epoch: 9 [2048/45000]	Loss: 0.4556	LR: 0.020000
Training Epoch: 9 [2304/45000]	Loss: 0.4709	LR: 0.020000
Training Epoch: 9 [2560/45000]	Loss: 0.3293	LR: 0.020000
Training Epoch: 9 [2816/45000]	Loss: 0.3581	LR: 0.020000
Training Epoch: 9 [3072/45000]	Loss: 0.3869	LR: 0.020000
Training Epoch: 9 [3328/45000]	Loss: 0.5082	LR: 0.020000
Training Epoch: 9 [3584/45000]	Loss: 0.4723	LR: 0.020000
Training Epoch: 9 [3840/45000]	Loss: 0.4023	LR: 0.020000
Training Epoch: 9 [4096/45000]	Loss: 0.3902	LR: 0.020000
Training Epoch: 9 [4352/45000]	Loss: 0.4340	LR: 0.020000
Training Epoch: 9 [4608/45000]	Loss: 0.4190	LR: 0.020000
Training Epoch: 9 [4864/45000]	Loss: 0.3763	LR: 0.020000
Training Epoch: 9 [5120/45000]	Loss: 0.3450	LR: 0.020000
Training Epoch: 9 [5376/45000]	Loss: 0.4472	LR: 0.020000
Training Epoch: 9 [5632/45000]	Loss: 0.3734	LR: 0.020000
Training Epoch: 9 [5888/45000]	Loss: 0.3886	LR: 0.020000
Training Epoch: 9 [6144/45000]	Loss: 0.4502	LR: 0.020000
Training Epoch: 9 [6400/45000]	Loss: 0.4801	LR: 0.020000
Training Epoch: 9 [6656/45000]	Loss: 0.4444	LR: 0.020000
Training Epoch: 9 [6912/45000]	Loss: 0.4494	LR: 0.020000
Training Epoch: 9 [7168/45000]	Loss: 0.4441	LR: 0.020000
Training Epoch: 9 [7424/45000]	Loss: 0.4439	LR: 0.020000
Training Epoch: 9 [7680/45000]	Loss: 0.4538	LR: 0.020000
Training Epoch: 9 [7936/45000]	Loss: 0.4977	LR: 0.020000
Training Epoch: 9 [8192/45000]	Loss: 0.3221	LR: 0.020000
Training Epoch: 9 [8448/45000]	Loss: 0.3377	LR: 0.020000
Training Epoch: 9 [8704/45000]	Loss: 0.4418	LR: 0.020000
Training Epoch: 9 [8960/45000]	Loss: 0.4454	LR: 0.020000
Training Epoch: 9 [9216/45000]	Loss: 0.4181	LR: 0.020000
Training Epoch: 9 [9472/45000]	Loss: 0.3468	LR: 0.020000
Training Epoch: 9 [9728/45000]	Loss: 0.3317	LR: 0.020000
Training Epoch: 9 [9984/45000]	Loss: 0.3792	LR: 0.020000
Training Epoch: 9 [10240/45000]	Loss: 0.3300	LR: 0.020000
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Training Epoch: 9 [44800/45000]	Loss: 0.4128	LR: 0.020000
Training Epoch: 9 [45000/45000]	Loss: 0.4008	LR: 0.020000
Epoch 9 - Average Train Loss: 0.4017, Train Accuracy: 0.8607
Epoch 9 training time consumed: 38.90s
Evaluating Network.....
Test set: Epoch: 9, Average loss: 0.0016, Accuracy: 0.8628, Time consumed:1.34s
Saving weights file to checkpoint/retrain/ResNet18/Friday_11_July_2025_07h_00m_30s/ResNet18-Cifar10-seed2-ret100-9-best.pth
Training Epoch: 10 [256/45000]	Loss: 0.3741	LR: 0.020000
Training Epoch: 10 [512/45000]	Loss: 0.3915	LR: 0.020000
Training Epoch: 10 [768/45000]	Loss: 0.3288	LR: 0.020000
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Training Epoch: 10 [1280/45000]	Loss: 0.3026	LR: 0.020000
Training Epoch: 10 [1536/45000]	Loss: 0.3859	LR: 0.020000
Training Epoch: 10 [1792/45000]	Loss: 0.4210	LR: 0.020000
Training Epoch: 10 [2048/45000]	Loss: 0.4133	LR: 0.020000
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Training Epoch: 10 [38144/45000]	Loss: 0.2831	LR: 0.020000
Training Epoch: 10 [38400/45000]	Loss: 0.4580	LR: 0.020000
Training Epoch: 10 [38656/45000]	Loss: 0.3204	LR: 0.020000
Training Epoch: 10 [38912/45000]	Loss: 0.4194	LR: 0.020000
Training Epoch: 10 [39168/45000]	Loss: 0.3756	LR: 0.020000
Training Epoch: 10 [39424/45000]	Loss: 0.3454	LR: 0.020000
Training Epoch: 10 [39680/45000]	Loss: 0.3583	LR: 0.020000
Training Epoch: 10 [39936/45000]	Loss: 0.4725	LR: 0.020000
Training Epoch: 10 [40192/45000]	Loss: 0.3686	LR: 0.020000
Training Epoch: 10 [40448/45000]	Loss: 0.3985	LR: 0.020000
Training Epoch: 10 [40704/45000]	Loss: 0.3418	LR: 0.020000
Training Epoch: 10 [40960/45000]	Loss: 0.3314	LR: 0.020000
Training Epoch: 10 [41216/45000]	Loss: 0.3646	LR: 0.020000
Training Epoch: 10 [41472/45000]	Loss: 0.4111	LR: 0.020000
Training Epoch: 10 [41728/45000]	Loss: 0.3486	LR: 0.020000
Training Epoch: 10 [41984/45000]	Loss: 0.3541	LR: 0.020000
Training Epoch: 10 [42240/45000]	Loss: 0.3682	LR: 0.020000
Training Epoch: 10 [42496/45000]	Loss: 0.4503	LR: 0.020000
Training Epoch: 10 [42752/45000]	Loss: 0.4091	LR: 0.020000
Training Epoch: 10 [43008/45000]	Loss: 0.3541	LR: 0.020000
Training Epoch: 10 [43264/45000]	Loss: 0.4095	LR: 0.020000
Training Epoch: 10 [43520/45000]	Loss: 0.3428	LR: 0.020000
Training Epoch: 10 [43776/45000]	Loss: 0.3751	LR: 0.020000
Training Epoch: 10 [44032/45000]	Loss: 0.3958	LR: 0.020000
Training Epoch: 10 [44288/45000]	Loss: 0.5292	LR: 0.020000
Training Epoch: 10 [44544/45000]	Loss: 0.4050	LR: 0.020000
Training Epoch: 10 [44800/45000]	Loss: 0.4131	LR: 0.020000
Training Epoch: 10 [45000/45000]	Loss: 0.4190	LR: 0.020000
Epoch 10 - Average Train Loss: 0.3806, Train Accuracy: 0.8677
Epoch 10 training time consumed: 38.68s
Evaluating Network.....
Test set: Epoch: 10, Average loss: 0.0017, Accuracy: 0.8623, Time consumed:1.34s
Training Epoch: 11 [256/45000]	Loss: 0.3595	LR: 0.020000
Training Epoch: 11 [512/45000]	Loss: 0.3331	LR: 0.020000
Training Epoch: 11 [768/45000]	Loss: 0.2993	LR: 0.020000
Training Epoch: 11 [1024/45000]	Loss: 0.3623	LR: 0.020000
Training Epoch: 11 [1280/45000]	Loss: 0.3299	LR: 0.020000
Training Epoch: 11 [1536/45000]	Loss: 0.3544	LR: 0.020000
Training Epoch: 11 [1792/45000]	Loss: 0.3508	LR: 0.020000
Training Epoch: 11 [2048/45000]	Loss: 0.3883	LR: 0.020000
Training Epoch: 11 [2304/45000]	Loss: 0.4187	LR: 0.020000
Training Epoch: 11 [2560/45000]	Loss: 0.2863	LR: 0.020000
Training Epoch: 11 [2816/45000]	Loss: 0.3102	LR: 0.020000
Training Epoch: 11 [3072/45000]	Loss: 0.3826	LR: 0.020000
Training Epoch: 11 [3328/45000]	Loss: 0.3277	LR: 0.020000
Training Epoch: 11 [3584/45000]	Loss: 0.3356	LR: 0.020000
Training Epoch: 11 [3840/45000]	Loss: 0.4189	LR: 0.020000
Training Epoch: 11 [4096/45000]	Loss: 0.4102	LR: 0.020000
Training Epoch: 11 [4352/45000]	Loss: 0.3648	LR: 0.020000
Training Epoch: 11 [4608/45000]	Loss: 0.3205	LR: 0.020000
Training Epoch: 11 [4864/45000]	Loss: 0.4258	LR: 0.020000
Training Epoch: 11 [5120/45000]	Loss: 0.3161	LR: 0.020000
Training Epoch: 11 [5376/45000]	Loss: 0.2929	LR: 0.020000
Training Epoch: 11 [5632/45000]	Loss: 0.3815	LR: 0.020000
Training Epoch: 11 [5888/45000]	Loss: 0.3449	LR: 0.020000
Training Epoch: 11 [6144/45000]	Loss: 0.4030	LR: 0.020000
Training Epoch: 11 [6400/45000]	Loss: 0.3882	LR: 0.020000
Training Epoch: 11 [6656/45000]	Loss: 0.3727	LR: 0.020000
Training Epoch: 11 [6912/45000]	Loss: 0.3991	LR: 0.020000
Training Epoch: 11 [7168/45000]	Loss: 0.3799	LR: 0.020000
Training Epoch: 11 [7424/45000]	Loss: 0.4809	LR: 0.020000
Training Epoch: 11 [7680/45000]	Loss: 0.3447	LR: 0.020000
Training Epoch: 11 [7936/45000]	Loss: 0.3336	LR: 0.020000
Training Epoch: 11 [8192/45000]	Loss: 0.3256	LR: 0.020000
Training Epoch: 11 [8448/45000]	Loss: 0.5126	LR: 0.020000
Training Epoch: 11 [8704/45000]	Loss: 0.3570	LR: 0.020000
Training Epoch: 11 [8960/45000]	Loss: 0.3444	LR: 0.020000
Training Epoch: 11 [9216/45000]	Loss: 0.3462	LR: 0.020000
Training Epoch: 11 [9472/45000]	Loss: 0.3609	LR: 0.020000
Training Epoch: 11 [9728/45000]	Loss: 0.4520	LR: 0.020000
Training Epoch: 11 [9984/45000]	Loss: 0.3316	LR: 0.020000
Training Epoch: 11 [10240/45000]	Loss: 0.3286	LR: 0.020000
Training Epoch: 11 [10496/45000]	Loss: 0.3903	LR: 0.020000
Training Epoch: 11 [10752/45000]	Loss: 0.3141	LR: 0.020000
Training Epoch: 11 [11008/45000]	Loss: 0.3941	LR: 0.020000
Training Epoch: 11 [11264/45000]	Loss: 0.3316	LR: 0.020000
Training Epoch: 11 [11520/45000]	Loss: 0.4379	LR: 0.020000
Training Epoch: 11 [11776/45000]	Loss: 0.2897	LR: 0.020000
Training Epoch: 11 [12032/45000]	Loss: 0.4174	LR: 0.020000
Training Epoch: 11 [12288/45000]	Loss: 0.3163	LR: 0.020000
Training Epoch: 11 [12544/45000]	Loss: 0.3630	LR: 0.020000
Training Epoch: 11 [12800/45000]	Loss: 0.3442	LR: 0.020000
Training Epoch: 11 [13056/45000]	Loss: 0.4224	LR: 0.020000
Training Epoch: 11 [13312/45000]	Loss: 0.3621	LR: 0.020000
Training Epoch: 11 [13568/45000]	Loss: 0.3758	LR: 0.020000
Training Epoch: 11 [13824/45000]	Loss: 0.3737	LR: 0.020000
Training Epoch: 11 [14080/45000]	Loss: 0.4009	LR: 0.020000
Training Epoch: 11 [14336/45000]	Loss: 0.3624	LR: 0.020000
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Training Epoch: 11 [14848/45000]	Loss: 0.4016	LR: 0.020000
Training Epoch: 11 [15104/45000]	Loss: 0.3073	LR: 0.020000
Training Epoch: 11 [15360/45000]	Loss: 0.2853	LR: 0.020000
Training Epoch: 11 [15616/45000]	Loss: 0.4943	LR: 0.020000
Training Epoch: 11 [15872/45000]	Loss: 0.3729	LR: 0.020000
Training Epoch: 11 [16128/45000]	Loss: 0.2873	LR: 0.020000
Training Epoch: 11 [16384/45000]	Loss: 0.3635	LR: 0.020000
Training Epoch: 11 [16640/45000]	Loss: 0.3571	LR: 0.020000
Training Epoch: 11 [16896/45000]	Loss: 0.3643	LR: 0.020000
Training Epoch: 11 [17152/45000]	Loss: 0.3707	LR: 0.020000
Training Epoch: 11 [17408/45000]	Loss: 0.4761	LR: 0.020000
Training Epoch: 11 [17664/45000]	Loss: 0.3192	LR: 0.020000
Training Epoch: 11 [17920/45000]	Loss: 0.3193	LR: 0.020000
Training Epoch: 11 [18176/45000]	Loss: 0.4612	LR: 0.020000
Training Epoch: 11 [18432/45000]	Loss: 0.3431	LR: 0.020000
Training Epoch: 11 [18688/45000]	Loss: 0.4183	LR: 0.020000
Training Epoch: 11 [18944/45000]	Loss: 0.2613	LR: 0.020000
Training Epoch: 11 [19200/45000]	Loss: 0.4212	LR: 0.020000
Training Epoch: 11 [19456/45000]	Loss: 0.3389	LR: 0.020000
Training Epoch: 11 [19712/45000]	Loss: 0.4317	LR: 0.020000
Training Epoch: 11 [19968/45000]	Loss: 0.3624	LR: 0.020000
Training Epoch: 11 [20224/45000]	Loss: 0.3250	LR: 0.020000
Training Epoch: 11 [20480/45000]	Loss: 0.4055	LR: 0.020000
Training Epoch: 11 [20736/45000]	Loss: 0.4553	LR: 0.020000
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Training Epoch: 11 [21248/45000]	Loss: 0.2798	LR: 0.020000
Training Epoch: 11 [21504/45000]	Loss: 0.3858	LR: 0.020000
Training Epoch: 11 [21760/45000]	Loss: 0.3895	LR: 0.020000
Training Epoch: 11 [22016/45000]	Loss: 0.3248	LR: 0.020000
Training Epoch: 11 [22272/45000]	Loss: 0.3544	LR: 0.020000
Training Epoch: 11 [22528/45000]	Loss: 0.3651	LR: 0.020000
Training Epoch: 11 [22784/45000]	Loss: 0.3288	LR: 0.020000
Training Epoch: 11 [23040/45000]	Loss: 0.3402	LR: 0.020000
Training Epoch: 11 [23296/45000]	Loss: 0.3864	LR: 0.020000
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Training Epoch: 11 [25088/45000]	Loss: 0.4612	LR: 0.020000
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Training Epoch: 11 [26368/45000]	Loss: 0.4184	LR: 0.020000
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Training Epoch: 11 [26880/45000]	Loss: 0.3916	LR: 0.020000
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Training Epoch: 11 [27904/45000]	Loss: 0.3344	LR: 0.020000
Training Epoch: 11 [28160/45000]	Loss: 0.3279	LR: 0.020000
Training Epoch: 11 [28416/45000]	Loss: 0.3894	LR: 0.020000
Training Epoch: 11 [28672/45000]	Loss: 0.3735	LR: 0.020000
Training Epoch: 11 [28928/45000]	Loss: 0.4134	LR: 0.020000
Training Epoch: 11 [29184/45000]	Loss: 0.3636	LR: 0.020000
Training Epoch: 11 [29440/45000]	Loss: 0.3290	LR: 0.020000
Training Epoch: 11 [29696/45000]	Loss: 0.4095	LR: 0.020000
Training Epoch: 11 [29952/45000]	Loss: 0.3602	LR: 0.020000
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Training Epoch: 11 [30720/45000]	Loss: 0.3741	LR: 0.020000
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Training Epoch: 11 [36096/45000]	Loss: 0.3345	LR: 0.020000
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Training Epoch: 11 [37632/45000]	Loss: 0.3357	LR: 0.020000
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Training Epoch: 11 [38656/45000]	Loss: 0.3405	LR: 0.020000
Training Epoch: 11 [38912/45000]	Loss: 0.3675	LR: 0.020000
Training Epoch: 11 [39168/45000]	Loss: 0.3361	LR: 0.020000
Training Epoch: 11 [39424/45000]	Loss: 0.4700	LR: 0.020000
Training Epoch: 11 [39680/45000]	Loss: 0.4535	LR: 0.020000
Training Epoch: 11 [39936/45000]	Loss: 0.3368	LR: 0.020000
Training Epoch: 11 [40192/45000]	Loss: 0.3580	LR: 0.020000
Training Epoch: 11 [40448/45000]	Loss: 0.3148	LR: 0.020000
Training Epoch: 11 [40704/45000]	Loss: 0.3510	LR: 0.020000
Training Epoch: 11 [40960/45000]	Loss: 0.3255	LR: 0.020000
Training Epoch: 11 [41216/45000]	Loss: 0.4059	LR: 0.020000
Training Epoch: 11 [41472/45000]	Loss: 0.4132	LR: 0.020000
Training Epoch: 11 [41728/45000]	Loss: 0.4310	LR: 0.020000
Training Epoch: 11 [41984/45000]	Loss: 0.3462	LR: 0.020000
Training Epoch: 11 [42240/45000]	Loss: 0.3699	LR: 0.020000
Training Epoch: 11 [42496/45000]	Loss: 0.3783	LR: 0.020000
Training Epoch: 11 [42752/45000]	Loss: 0.3195	LR: 0.020000
Training Epoch: 11 [43008/45000]	Loss: 0.3778	LR: 0.020000
Training Epoch: 11 [43264/45000]	Loss: 0.3095	LR: 0.020000
Training Epoch: 11 [43520/45000]	Loss: 0.3143	LR: 0.020000
Training Epoch: 11 [43776/45000]	Loss: 0.3363	LR: 0.020000
Training Epoch: 11 [44032/45000]	Loss: 0.3989	LR: 0.020000
Training Epoch: 11 [44288/45000]	Loss: 0.3570	LR: 0.020000
Training Epoch: 11 [44544/45000]	Loss: 0.4180	LR: 0.020000
Training Epoch: 11 [44800/45000]	Loss: 0.2788	LR: 0.020000
Training Epoch: 11 [45000/45000]	Loss: 0.3658	LR: 0.020000
Epoch 11 - Average Train Loss: 0.3660, Train Accuracy: 0.8722
Epoch 11 training time consumed: 38.71s
Evaluating Network.....
Test set: Epoch: 11, Average loss: 0.0016, Accuracy: 0.8709, Time consumed:1.33s
Saving weights file to checkpoint/retrain/ResNet18/Friday_11_July_2025_07h_00m_30s/ResNet18-Cifar10-seed2-ret100-11-best.pth
Training Epoch: 12 [256/45000]	Loss: 0.4899	LR: 0.004000
Training Epoch: 12 [512/45000]	Loss: 0.3271	LR: 0.004000
Training Epoch: 12 [768/45000]	Loss: 0.2796	LR: 0.004000
Training Epoch: 12 [1024/45000]	Loss: 0.3975	LR: 0.004000
Training Epoch: 12 [1280/45000]	Loss: 0.3710	LR: 0.004000
Training Epoch: 12 [1536/45000]	Loss: 0.3503	LR: 0.004000
Training Epoch: 12 [1792/45000]	Loss: 0.3746	LR: 0.004000
Training Epoch: 12 [2048/45000]	Loss: 0.3758	LR: 0.004000
Training Epoch: 12 [2304/45000]	Loss: 0.2209	LR: 0.004000
Training Epoch: 12 [2560/45000]	Loss: 0.3560	LR: 0.004000
Training Epoch: 12 [2816/45000]	Loss: 0.3881	LR: 0.004000
Training Epoch: 12 [3072/45000]	Loss: 0.2821	LR: 0.004000
Training Epoch: 12 [3328/45000]	Loss: 0.4135	LR: 0.004000
Training Epoch: 12 [3584/45000]	Loss: 0.5363	LR: 0.004000
Training Epoch: 12 [3840/45000]	Loss: 0.3334	LR: 0.004000
Training Epoch: 12 [4096/45000]	Loss: 0.4346	LR: 0.004000
Training Epoch: 12 [4352/45000]	Loss: 0.3349	LR: 0.004000
Training Epoch: 12 [4608/45000]	Loss: 0.4209	LR: 0.004000
Training Epoch: 12 [4864/45000]	Loss: 0.2957	LR: 0.004000
Training Epoch: 12 [5120/45000]	Loss: 0.3472	LR: 0.004000
Training Epoch: 12 [5376/45000]	Loss: 0.3866	LR: 0.004000
Training Epoch: 12 [5632/45000]	Loss: 0.2798	LR: 0.004000
Training Epoch: 12 [5888/45000]	Loss: 0.3816	LR: 0.004000
Training Epoch: 12 [6144/45000]	Loss: 0.3314	LR: 0.004000
Training Epoch: 12 [6400/45000]	Loss: 0.3027	LR: 0.004000
Training Epoch: 12 [6656/45000]	Loss: 0.3470	LR: 0.004000
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Training Epoch: 12 [7168/45000]	Loss: 0.4055	LR: 0.004000
Training Epoch: 12 [7424/45000]	Loss: 0.4011	LR: 0.004000
Training Epoch: 12 [7680/45000]	Loss: 0.2946	LR: 0.004000
Training Epoch: 12 [7936/45000]	Loss: 0.3270	LR: 0.004000
Training Epoch: 12 [8192/45000]	Loss: 0.3827	LR: 0.004000
Training Epoch: 12 [8448/45000]	Loss: 0.2756	LR: 0.004000
Training Epoch: 12 [8704/45000]	Loss: 0.3887	LR: 0.004000
Training Epoch: 12 [8960/45000]	Loss: 0.3053	LR: 0.004000
Training Epoch: 12 [9216/45000]	Loss: 0.3373	LR: 0.004000
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Training Epoch: 12 [9728/45000]	Loss: 0.3064	LR: 0.004000
Training Epoch: 12 [9984/45000]	Loss: 0.3312	LR: 0.004000
Training Epoch: 12 [10240/45000]	Loss: 0.3582	LR: 0.004000
Training Epoch: 12 [10496/45000]	Loss: 0.3634	LR: 0.004000
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Training Epoch: 12 [11008/45000]	Loss: 0.2859	LR: 0.004000
Training Epoch: 12 [11264/45000]	Loss: 0.3073	LR: 0.004000
Training Epoch: 12 [11520/45000]	Loss: 0.2310	LR: 0.004000
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Training Epoch: 12 [12032/45000]	Loss: 0.2758	LR: 0.004000
Training Epoch: 12 [12288/45000]	Loss: 0.4064	LR: 0.004000
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Training Epoch: 12 [12800/45000]	Loss: 0.3336	LR: 0.004000
Training Epoch: 12 [13056/45000]	Loss: 0.2953	LR: 0.004000
Training Epoch: 12 [13312/45000]	Loss: 0.3013	LR: 0.004000
Training Epoch: 12 [13568/45000]	Loss: 0.3298	LR: 0.004000
Training Epoch: 12 [13824/45000]	Loss: 0.3047	LR: 0.004000
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Training Epoch: 12 [14848/45000]	Loss: 0.3126	LR: 0.004000
Training Epoch: 12 [15104/45000]	Loss: 0.2358	LR: 0.004000
Training Epoch: 12 [15360/45000]	Loss: 0.2869	LR: 0.004000
Training Epoch: 12 [15616/45000]	Loss: 0.3528	LR: 0.004000
Training Epoch: 12 [15872/45000]	Loss: 0.3407	LR: 0.004000
Training Epoch: 12 [16128/45000]	Loss: 0.3909	LR: 0.004000
Training Epoch: 12 [16384/45000]	Loss: 0.2998	LR: 0.004000
Training Epoch: 12 [16640/45000]	Loss: 0.2734	LR: 0.004000
Training Epoch: 12 [16896/45000]	Loss: 0.2904	LR: 0.004000
Training Epoch: 12 [17152/45000]	Loss: 0.4298	LR: 0.004000
Training Epoch: 12 [17408/45000]	Loss: 0.3748	LR: 0.004000
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Training Epoch: 12 [18432/45000]	Loss: 0.3624	LR: 0.004000
Training Epoch: 12 [18688/45000]	Loss: 0.3499	LR: 0.004000
Training Epoch: 12 [18944/45000]	Loss: 0.3025	LR: 0.004000
Training Epoch: 12 [19200/45000]	Loss: 0.3567	LR: 0.004000
Training Epoch: 12 [19456/45000]	Loss: 0.3313	LR: 0.004000
Training Epoch: 12 [19712/45000]	Loss: 0.2248	LR: 0.004000
Training Epoch: 12 [19968/45000]	Loss: 0.3611	LR: 0.004000
Training Epoch: 12 [20224/45000]	Loss: 0.3868	LR: 0.004000
Training Epoch: 12 [20480/45000]	Loss: 0.2459	LR: 0.004000
Training Epoch: 12 [20736/45000]	Loss: 0.2376	LR: 0.004000
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Training Epoch: 12 [22016/45000]	Loss: 0.3721	LR: 0.004000
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Training Epoch: 12 [22528/45000]	Loss: 0.4049	LR: 0.004000
Training Epoch: 12 [22784/45000]	Loss: 0.3247	LR: 0.004000
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Training Epoch: 12 [23296/45000]	Loss: 0.4076	LR: 0.004000
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Training Epoch: 12 [39168/45000]	Loss: 0.3778	LR: 0.004000
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Training Epoch: 12 [40960/45000]	Loss: 0.2418	LR: 0.004000
Training Epoch: 12 [41216/45000]	Loss: 0.3487	LR: 0.004000
Training Epoch: 12 [41472/45000]	Loss: 0.3179	LR: 0.004000
Training Epoch: 12 [41728/45000]	Loss: 0.2961	LR: 0.004000
Training Epoch: 12 [41984/45000]	Loss: 0.3849	LR: 0.004000
Training Epoch: 12 [42240/45000]	Loss: 0.2738	LR: 0.004000
Training Epoch: 12 [42496/45000]	Loss: 0.3793	LR: 0.004000
Training Epoch: 12 [42752/45000]	Loss: 0.3085	LR: 0.004000
Training Epoch: 12 [43008/45000]	Loss: 0.3452	LR: 0.004000
Training Epoch: 12 [43264/45000]	Loss: 0.3511	LR: 0.004000
Training Epoch: 12 [43520/45000]	Loss: 0.2317	LR: 0.004000
Training Epoch: 12 [43776/45000]	Loss: 0.2991	LR: 0.004000
Training Epoch: 12 [44032/45000]	Loss: 0.2913	LR: 0.004000
Training Epoch: 12 [44288/45000]	Loss: 0.2689	LR: 0.004000
Training Epoch: 12 [44544/45000]	Loss: 0.3639	LR: 0.004000
Training Epoch: 12 [44800/45000]	Loss: 0.3874	LR: 0.004000
Training Epoch: 12 [45000/45000]	Loss: 0.3400	LR: 0.004000
Epoch 12 - Average Train Loss: 0.3247, Train Accuracy: 0.8878
Epoch 12 training time consumed: 38.75s
Evaluating Network.....
Test set: Epoch: 12, Average loss: 0.0014, Accuracy: 0.8846, Time consumed:1.34s
Saving weights file to checkpoint/retrain/ResNet18/Friday_11_July_2025_07h_00m_30s/ResNet18-Cifar10-seed2-ret100-12-best.pth
Training Epoch: 13 [256/45000]	Loss: 0.3224	LR: 0.004000
Training Epoch: 13 [512/45000]	Loss: 0.2747	LR: 0.004000
Training Epoch: 13 [768/45000]	Loss: 0.3181	LR: 0.004000
Training Epoch: 13 [1024/45000]	Loss: 0.3158	LR: 0.004000
Training Epoch: 13 [1280/45000]	Loss: 0.3224	LR: 0.004000
Training Epoch: 13 [1536/45000]	Loss: 0.2370	LR: 0.004000
Training Epoch: 13 [1792/45000]	Loss: 0.3049	LR: 0.004000
Training Epoch: 13 [2048/45000]	Loss: 0.3696	LR: 0.004000
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Training Epoch: 13 [2560/45000]	Loss: 0.2985	LR: 0.004000
Training Epoch: 13 [2816/45000]	Loss: 0.3501	LR: 0.004000
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Training Epoch: 13 [3840/45000]	Loss: 0.2596	LR: 0.004000
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Training Epoch: 13 [4608/45000]	Loss: 0.2998	LR: 0.004000
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Training Epoch: 13 [22016/45000]	Loss: 0.3261	LR: 0.004000
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Training Epoch: 13 [27392/45000]	Loss: 0.2437	LR: 0.004000
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Training Epoch: 13 [27904/45000]	Loss: 0.3551	LR: 0.004000
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Training Epoch: 13 [29184/45000]	Loss: 0.2537	LR: 0.004000
Training Epoch: 13 [29440/45000]	Loss: 0.3267	LR: 0.004000
Training Epoch: 13 [29696/45000]	Loss: 0.3090	LR: 0.004000
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Training Epoch: 13 [40960/45000]	Loss: 0.3904	LR: 0.004000
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Training Epoch: 13 [41472/45000]	Loss: 0.2891	LR: 0.004000
Training Epoch: 13 [41728/45000]	Loss: 0.2731	LR: 0.004000
Training Epoch: 13 [41984/45000]	Loss: 0.3009	LR: 0.004000
Training Epoch: 13 [42240/45000]	Loss: 0.3257	LR: 0.004000
Training Epoch: 13 [42496/45000]	Loss: 0.3642	LR: 0.004000
Training Epoch: 13 [42752/45000]	Loss: 0.2775	LR: 0.004000
Training Epoch: 13 [43008/45000]	Loss: 0.2497	LR: 0.004000
Training Epoch: 13 [43264/45000]	Loss: 0.3331	LR: 0.004000
Training Epoch: 13 [43520/45000]	Loss: 0.1972	LR: 0.004000
Training Epoch: 13 [43776/45000]	Loss: 0.2639	LR: 0.004000
Training Epoch: 13 [44032/45000]	Loss: 0.3341	LR: 0.004000
Training Epoch: 13 [44288/45000]	Loss: 0.3493	LR: 0.004000
Training Epoch: 13 [44544/45000]	Loss: 0.3873	LR: 0.004000
Training Epoch: 13 [44800/45000]	Loss: 0.3059	LR: 0.004000
Training Epoch: 13 [45000/45000]	Loss: 0.2408	LR: 0.004000
Epoch 13 - Average Train Loss: 0.3031, Train Accuracy: 0.8940
Epoch 13 training time consumed: 38.87s
Evaluating Network.....
Test set: Epoch: 13, Average loss: 0.0014, Accuracy: 0.8850, Time consumed:1.34s
Saving weights file to checkpoint/retrain/ResNet18/Friday_11_July_2025_07h_00m_30s/ResNet18-Cifar10-seed2-ret100-13-best.pth
Training Epoch: 14 [256/45000]	Loss: 0.2976	LR: 0.004000
Training Epoch: 14 [512/45000]	Loss: 0.2805	LR: 0.004000
Training Epoch: 14 [768/45000]	Loss: 0.2528	LR: 0.004000
Training Epoch: 14 [1024/45000]	Loss: 0.2845	LR: 0.004000
Training Epoch: 14 [1280/45000]	Loss: 0.2931	LR: 0.004000
Training Epoch: 14 [1536/45000]	Loss: 0.3188	LR: 0.004000
Training Epoch: 14 [1792/45000]	Loss: 0.3233	LR: 0.004000
Training Epoch: 14 [2048/45000]	Loss: 0.3134	LR: 0.004000
Training Epoch: 14 [2304/45000]	Loss: 0.2799	LR: 0.004000
Training Epoch: 14 [2560/45000]	Loss: 0.2493	LR: 0.004000
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Training Epoch: 14 [44032/45000]	Loss: 0.2705	LR: 0.004000
Training Epoch: 14 [44288/45000]	Loss: 0.3352	LR: 0.004000
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Training Epoch: 14 [44800/45000]	Loss: 0.2884	LR: 0.004000
Training Epoch: 14 [45000/45000]	Loss: 0.3540	LR: 0.004000
Epoch 14 - Average Train Loss: 0.2996, Train Accuracy: 0.8945
Epoch 14 training time consumed: 38.92s
Evaluating Network.....
Test set: Epoch: 14, Average loss: 0.0014, Accuracy: 0.8861, Time consumed:1.33s
Saving weights file to checkpoint/retrain/ResNet18/Friday_11_July_2025_07h_00m_30s/ResNet18-Cifar10-seed2-ret100-14-best.pth
Training Epoch: 15 [256/45000]	Loss: 0.2406	LR: 0.004000
Training Epoch: 15 [512/45000]	Loss: 0.2391	LR: 0.004000
Training Epoch: 15 [768/45000]	Loss: 0.2705	LR: 0.004000
Training Epoch: 15 [1024/45000]	Loss: 0.2588	LR: 0.004000
Training Epoch: 15 [1280/45000]	Loss: 0.3214	LR: 0.004000
Training Epoch: 15 [1536/45000]	Loss: 0.3295	LR: 0.004000
Training Epoch: 15 [1792/45000]	Loss: 0.3269	LR: 0.004000
Training Epoch: 15 [2048/45000]	Loss: 0.2694	LR: 0.004000
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Training Epoch: 15 [2560/45000]	Loss: 0.3409	LR: 0.004000
Training Epoch: 15 [2816/45000]	Loss: 0.1659	LR: 0.004000
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Training Epoch: 15 [9984/45000]	Loss: 0.2904	LR: 0.004000
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Training Epoch: 15 [30464/45000]	Loss: 0.2818	LR: 0.004000
Training Epoch: 15 [30720/45000]	Loss: 0.3174	LR: 0.004000
Training Epoch: 15 [30976/45000]	Loss: 0.3299	LR: 0.004000
Training Epoch: 15 [31232/45000]	Loss: 0.2982	LR: 0.004000
Training Epoch: 15 [31488/45000]	Loss: 0.3186	LR: 0.004000
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Training Epoch: 15 [32512/45000]	Loss: 0.3331	LR: 0.004000
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Training Epoch: 15 [35840/45000]	Loss: 0.3032	LR: 0.004000
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Training Epoch: 15 [37376/45000]	Loss: 0.2719	LR: 0.004000
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Training Epoch: 15 [38144/45000]	Loss: 0.2304	LR: 0.004000
Training Epoch: 15 [38400/45000]	Loss: 0.2119	LR: 0.004000
Training Epoch: 15 [38656/45000]	Loss: 0.2676	LR: 0.004000
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Training Epoch: 15 [39168/45000]	Loss: 0.3682	LR: 0.004000
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Training Epoch: 15 [39680/45000]	Loss: 0.2949	LR: 0.004000
Training Epoch: 15 [39936/45000]	Loss: 0.2876	LR: 0.004000
Training Epoch: 15 [40192/45000]	Loss: 0.3374	LR: 0.004000
Training Epoch: 15 [40448/45000]	Loss: 0.2582	LR: 0.004000
Training Epoch: 15 [40704/45000]	Loss: 0.3687	LR: 0.004000
Training Epoch: 15 [40960/45000]	Loss: 0.2751	LR: 0.004000
Training Epoch: 15 [41216/45000]	Loss: 0.2711	LR: 0.004000
Training Epoch: 15 [41472/45000]	Loss: 0.3140	LR: 0.004000
Training Epoch: 15 [41728/45000]	Loss: 0.2766	LR: 0.004000
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Training Epoch: 15 [42240/45000]	Loss: 0.3075	LR: 0.004000
Training Epoch: 15 [42496/45000]	Loss: 0.2485	LR: 0.004000
Training Epoch: 15 [42752/45000]	Loss: 0.3160	LR: 0.004000
Training Epoch: 15 [43008/45000]	Loss: 0.3127	LR: 0.004000
Training Epoch: 15 [43264/45000]	Loss: 0.2959	LR: 0.004000
Training Epoch: 15 [43520/45000]	Loss: 0.3115	LR: 0.004000
Training Epoch: 15 [43776/45000]	Loss: 0.2569	LR: 0.004000
Training Epoch: 15 [44032/45000]	Loss: 0.2809	LR: 0.004000
Training Epoch: 15 [44288/45000]	Loss: 0.3156	LR: 0.004000
Training Epoch: 15 [44544/45000]	Loss: 0.2867	LR: 0.004000
Training Epoch: 15 [44800/45000]	Loss: 0.2734	LR: 0.004000
Training Epoch: 15 [45000/45000]	Loss: 0.2770	LR: 0.004000
Epoch 15 - Average Train Loss: 0.2920, Train Accuracy: 0.8990
Epoch 15 training time consumed: 38.78s
Evaluating Network.....
Test set: Epoch: 15, Average loss: 0.0014, Accuracy: 0.8891, Time consumed:1.35s
Saving weights file to checkpoint/retrain/ResNet18/Friday_11_July_2025_07h_00m_30s/ResNet18-Cifar10-seed2-ret100-15-best.pth
Training Epoch: 16 [256/45000]	Loss: 0.2965	LR: 0.000800
Training Epoch: 16 [512/45000]	Loss: 0.3256	LR: 0.000800
Training Epoch: 16 [768/45000]	Loss: 0.2722	LR: 0.000800
Training Epoch: 16 [1024/45000]	Loss: 0.2417	LR: 0.000800
Training Epoch: 16 [1280/45000]	Loss: 0.2601	LR: 0.000800
Training Epoch: 16 [1536/45000]	Loss: 0.2747	LR: 0.000800
Training Epoch: 16 [1792/45000]	Loss: 0.3222	LR: 0.000800
Training Epoch: 16 [2048/45000]	Loss: 0.2992	LR: 0.000800
Training Epoch: 16 [2304/45000]	Loss: 0.2093	LR: 0.000800
Training Epoch: 16 [2560/45000]	Loss: 0.2712	LR: 0.000800
Training Epoch: 16 [2816/45000]	Loss: 0.2389	LR: 0.000800
Training Epoch: 16 [3072/45000]	Loss: 0.2339	LR: 0.000800
Training Epoch: 16 [3328/45000]	Loss: 0.2818	LR: 0.000800
Training Epoch: 16 [3584/45000]	Loss: 0.2583	LR: 0.000800
Training Epoch: 16 [3840/45000]	Loss: 0.2857	LR: 0.000800
Training Epoch: 16 [4096/45000]	Loss: 0.2395	LR: 0.000800
Training Epoch: 16 [4352/45000]	Loss: 0.3386	LR: 0.000800
Training Epoch: 16 [4608/45000]	Loss: 0.2942	LR: 0.000800
Training Epoch: 16 [4864/45000]	Loss: 0.3428	LR: 0.000800
Training Epoch: 16 [5120/45000]	Loss: 0.2623	LR: 0.000800
Training Epoch: 16 [5376/45000]	Loss: 0.2660	LR: 0.000800
Training Epoch: 16 [5632/45000]	Loss: 0.2137	LR: 0.000800
Training Epoch: 16 [5888/45000]	Loss: 0.2920	LR: 0.000800
Training Epoch: 16 [6144/45000]	Loss: 0.3039	LR: 0.000800
Training Epoch: 16 [6400/45000]	Loss: 0.2676	LR: 0.000800
Training Epoch: 16 [6656/45000]	Loss: 0.3288	LR: 0.000800
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Training Epoch: 16 [7168/45000]	Loss: 0.2685	LR: 0.000800
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Training Epoch: 16 [7936/45000]	Loss: 0.2885	LR: 0.000800
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Training Epoch: 16 [8960/45000]	Loss: 0.2724	LR: 0.000800
Training Epoch: 16 [9216/45000]	Loss: 0.3213	LR: 0.000800
Training Epoch: 16 [9472/45000]	Loss: 0.2910	LR: 0.000800
Training Epoch: 16 [9728/45000]	Loss: 0.2272	LR: 0.000800
Training Epoch: 16 [9984/45000]	Loss: 0.2356	LR: 0.000800
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Training Epoch: 16 [12288/45000]	Loss: 0.2556	LR: 0.000800
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Training Epoch: 16 [22272/45000]	Loss: 0.2839	LR: 0.000800
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Training Epoch: 16 [27904/45000]	Loss: 0.2886	LR: 0.000800
Training Epoch: 16 [28160/45000]	Loss: 0.2553	LR: 0.000800
Training Epoch: 16 [28416/45000]	Loss: 0.2768	LR: 0.000800
Training Epoch: 16 [28672/45000]	Loss: 0.3106	LR: 0.000800
Training Epoch: 16 [28928/45000]	Loss: 0.2904	LR: 0.000800
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Training Epoch: 16 [29440/45000]	Loss: 0.2287	LR: 0.000800
Training Epoch: 16 [29696/45000]	Loss: 0.3177	LR: 0.000800
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Training Epoch: 16 [30464/45000]	Loss: 0.2288	LR: 0.000800
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Training Epoch: 16 [32512/45000]	Loss: 0.3191	LR: 0.000800
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Training Epoch: 16 [33024/45000]	Loss: 0.2684	LR: 0.000800
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Training Epoch: 16 [34304/45000]	Loss: 0.3201	LR: 0.000800
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Training Epoch: 16 [34816/45000]	Loss: 0.2449	LR: 0.000800
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Training Epoch: 16 [35328/45000]	Loss: 0.3395	LR: 0.000800
Training Epoch: 16 [35584/45000]	Loss: 0.2629	LR: 0.000800
Training Epoch: 16 [35840/45000]	Loss: 0.2731	LR: 0.000800
Training Epoch: 16 [36096/45000]	Loss: 0.3251	LR: 0.000800
Training Epoch: 16 [36352/45000]	Loss: 0.2989	LR: 0.000800
Training Epoch: 16 [36608/45000]	Loss: 0.2697	LR: 0.000800
Training Epoch: 16 [36864/45000]	Loss: 0.2939	LR: 0.000800
Training Epoch: 16 [37120/45000]	Loss: 0.3025	LR: 0.000800
Training Epoch: 16 [37376/45000]	Loss: 0.2927	LR: 0.000800
Training Epoch: 16 [37632/45000]	Loss: 0.4418	LR: 0.000800
Training Epoch: 16 [37888/45000]	Loss: 0.2887	LR: 0.000800
Training Epoch: 16 [38144/45000]	Loss: 0.2909	LR: 0.000800
Training Epoch: 16 [38400/45000]	Loss: 0.3331	LR: 0.000800
Training Epoch: 16 [38656/45000]	Loss: 0.2626	LR: 0.000800
Training Epoch: 16 [38912/45000]	Loss: 0.2188	LR: 0.000800
Training Epoch: 16 [39168/45000]	Loss: 0.3233	LR: 0.000800
Training Epoch: 16 [39424/45000]	Loss: 0.2405	LR: 0.000800
Training Epoch: 16 [39680/45000]	Loss: 0.2141	LR: 0.000800
Training Epoch: 16 [39936/45000]	Loss: 0.2250	LR: 0.000800
Training Epoch: 16 [40192/45000]	Loss: 0.2660	LR: 0.000800
Training Epoch: 16 [40448/45000]	Loss: 0.2744	LR: 0.000800
Training Epoch: 16 [40704/45000]	Loss: 0.3685	LR: 0.000800
Training Epoch: 16 [40960/45000]	Loss: 0.2834	LR: 0.000800
Training Epoch: 16 [41216/45000]	Loss: 0.2617	LR: 0.000800
Training Epoch: 16 [41472/45000]	Loss: 0.2342	LR: 0.000800
Training Epoch: 16 [41728/45000]	Loss: 0.3126	LR: 0.000800
Training Epoch: 16 [41984/45000]	Loss: 0.3633	LR: 0.000800
Training Epoch: 16 [42240/45000]	Loss: 0.2362	LR: 0.000800
Training Epoch: 16 [42496/45000]	Loss: 0.2707	LR: 0.000800
Training Epoch: 16 [42752/45000]	Loss: 0.2829	LR: 0.000800
Training Epoch: 16 [43008/45000]	Loss: 0.2541	LR: 0.000800
Training Epoch: 16 [43264/45000]	Loss: 0.2279	LR: 0.000800
Training Epoch: 16 [43520/45000]	Loss: 0.2398	LR: 0.000800
Training Epoch: 16 [43776/45000]	Loss: 0.3632	LR: 0.000800
Training Epoch: 16 [44032/45000]	Loss: 0.2386	LR: 0.000800
Training Epoch: 16 [44288/45000]	Loss: 0.2901	LR: 0.000800
Training Epoch: 16 [44544/45000]	Loss: 0.3403	LR: 0.000800
Training Epoch: 16 [44800/45000]	Loss: 0.3715	LR: 0.000800
Training Epoch: 16 [45000/45000]	Loss: 0.3083	LR: 0.000800
Epoch 16 - Average Train Loss: 0.2806, Train Accuracy: 0.9019
Epoch 16 training time consumed: 38.77s
Evaluating Network.....
Test set: Epoch: 16, Average loss: 0.0013, Accuracy: 0.8895, Time consumed:1.33s
Saving weights file to checkpoint/retrain/ResNet18/Friday_11_July_2025_07h_00m_30s/ResNet18-Cifar10-seed2-ret100-16-best.pth
Training Epoch: 17 [256/45000]	Loss: 0.3053	LR: 0.000800
Training Epoch: 17 [512/45000]	Loss: 0.2757	LR: 0.000800
Training Epoch: 17 [768/45000]	Loss: 0.2741	LR: 0.000800
Training Epoch: 17 [1024/45000]	Loss: 0.3045	LR: 0.000800
Training Epoch: 17 [1280/45000]	Loss: 0.3018	LR: 0.000800
Training Epoch: 17 [1536/45000]	Loss: 0.2950	LR: 0.000800
Training Epoch: 17 [1792/45000]	Loss: 0.2744	LR: 0.000800
Training Epoch: 17 [2048/45000]	Loss: 0.3369	LR: 0.000800
Training Epoch: 17 [2304/45000]	Loss: 0.2350	LR: 0.000800
Training Epoch: 17 [2560/45000]	Loss: 0.3216	LR: 0.000800
Training Epoch: 17 [2816/45000]	Loss: 0.3027	LR: 0.000800
Training Epoch: 17 [3072/45000]	Loss: 0.2658	LR: 0.000800
Training Epoch: 17 [3328/45000]	Loss: 0.2575	LR: 0.000800
Training Epoch: 17 [3584/45000]	Loss: 0.3617	LR: 0.000800
Training Epoch: 17 [3840/45000]	Loss: 0.2410	LR: 0.000800
Training Epoch: 17 [4096/45000]	Loss: 0.2209	LR: 0.000800
Training Epoch: 17 [4352/45000]	Loss: 0.2642	LR: 0.000800
Training Epoch: 17 [4608/45000]	Loss: 0.3304	LR: 0.000800
Training Epoch: 17 [4864/45000]	Loss: 0.2193	LR: 0.000800
Training Epoch: 17 [5120/45000]	Loss: 0.2666	LR: 0.000800
Training Epoch: 17 [5376/45000]	Loss: 0.3056	LR: 0.000800
Training Epoch: 17 [5632/45000]	Loss: 0.2366	LR: 0.000800
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Training Epoch: 17 [9984/45000]	Loss: 0.2966	LR: 0.000800
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Training Epoch: 17 [11520/45000]	Loss: 0.2211	LR: 0.000800
Training Epoch: 17 [11776/45000]	Loss: 0.2546	LR: 0.000800
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Training Epoch: 17 [12288/45000]	Loss: 0.2747	LR: 0.000800
Training Epoch: 17 [12544/45000]	Loss: 0.2378	LR: 0.000800
Training Epoch: 17 [12800/45000]	Loss: 0.2276	LR: 0.000800
Training Epoch: 17 [13056/45000]	Loss: 0.3141	LR: 0.000800
Training Epoch: 17 [13312/45000]	Loss: 0.3722	LR: 0.000800
Training Epoch: 17 [13568/45000]	Loss: 0.3022	LR: 0.000800
Training Epoch: 17 [13824/45000]	Loss: 0.3179	LR: 0.000800
Training Epoch: 17 [14080/45000]	Loss: 0.2743	LR: 0.000800
Training Epoch: 17 [14336/45000]	Loss: 0.2668	LR: 0.000800
Training Epoch: 17 [14592/45000]	Loss: 0.2841	LR: 0.000800
Training Epoch: 17 [14848/45000]	Loss: 0.2316	LR: 0.000800
Training Epoch: 17 [15104/45000]	Loss: 0.2916	LR: 0.000800
Training Epoch: 17 [15360/45000]	Loss: 0.2928	LR: 0.000800
Training Epoch: 17 [15616/45000]	Loss: 0.2537	LR: 0.000800
Training Epoch: 17 [15872/45000]	Loss: 0.2250	LR: 0.000800
Training Epoch: 17 [16128/45000]	Loss: 0.3035	LR: 0.000800
Training Epoch: 17 [16384/45000]	Loss: 0.2609	LR: 0.000800
Training Epoch: 17 [16640/45000]	Loss: 0.2475	LR: 0.000800
Training Epoch: 17 [16896/45000]	Loss: 0.2852	LR: 0.000800
Training Epoch: 17 [17152/45000]	Loss: 0.2634	LR: 0.000800
Training Epoch: 17 [17408/45000]	Loss: 0.2523	LR: 0.000800
Training Epoch: 17 [17664/45000]	Loss: 0.3060	LR: 0.000800
Training Epoch: 17 [17920/45000]	Loss: 0.2742	LR: 0.000800
Training Epoch: 17 [18176/45000]	Loss: 0.2651	LR: 0.000800
Training Epoch: 17 [18432/45000]	Loss: 0.2896	LR: 0.000800
Training Epoch: 17 [18688/45000]	Loss: 0.2887	LR: 0.000800
Training Epoch: 17 [18944/45000]	Loss: 0.2645	LR: 0.000800
Training Epoch: 17 [19200/45000]	Loss: 0.2962	LR: 0.000800
Training Epoch: 17 [19456/45000]	Loss: 0.3358	LR: 0.000800
Training Epoch: 17 [19712/45000]	Loss: 0.3441	LR: 0.000800
Training Epoch: 17 [19968/45000]	Loss: 0.3182	LR: 0.000800
Training Epoch: 17 [20224/45000]	Loss: 0.2967	LR: 0.000800
Training Epoch: 17 [20480/45000]	Loss: 0.2951	LR: 0.000800
Training Epoch: 17 [20736/45000]	Loss: 0.3678	LR: 0.000800
Training Epoch: 17 [20992/45000]	Loss: 0.2411	LR: 0.000800
Training Epoch: 17 [21248/45000]	Loss: 0.2639	LR: 0.000800
Training Epoch: 17 [21504/45000]	Loss: 0.3303	LR: 0.000800
Training Epoch: 17 [21760/45000]	Loss: 0.3030	LR: 0.000800
Training Epoch: 17 [22016/45000]	Loss: 0.2647	LR: 0.000800
Training Epoch: 17 [22272/45000]	Loss: 0.2187	LR: 0.000800
Training Epoch: 17 [22528/45000]	Loss: 0.2569	LR: 0.000800
Training Epoch: 17 [22784/45000]	Loss: 0.2693	LR: 0.000800
Training Epoch: 17 [23040/45000]	Loss: 0.3111	LR: 0.000800
Training Epoch: 17 [23296/45000]	Loss: 0.2512	LR: 0.000800
Training Epoch: 17 [23552/45000]	Loss: 0.2536	LR: 0.000800
Training Epoch: 17 [23808/45000]	Loss: 0.3594	LR: 0.000800
Training Epoch: 17 [24064/45000]	Loss: 0.2518	LR: 0.000800
Training Epoch: 17 [24320/45000]	Loss: 0.3831	LR: 0.000800
Training Epoch: 17 [24576/45000]	Loss: 0.2896	LR: 0.000800
Training Epoch: 17 [24832/45000]	Loss: 0.2865	LR: 0.000800
Training Epoch: 17 [25088/45000]	Loss: 0.2532	LR: 0.000800
Training Epoch: 17 [25344/45000]	Loss: 0.3641	LR: 0.000800
Training Epoch: 17 [25600/45000]	Loss: 0.3693	LR: 0.000800
Training Epoch: 17 [25856/45000]	Loss: 0.2442	LR: 0.000800
Training Epoch: 17 [26112/45000]	Loss: 0.2649	LR: 0.000800
Training Epoch: 17 [26368/45000]	Loss: 0.3054	LR: 0.000800
Training Epoch: 17 [26624/45000]	Loss: 0.3496	LR: 0.000800
Training Epoch: 17 [26880/45000]	Loss: 0.3039	LR: 0.000800
Training Epoch: 17 [27136/45000]	Loss: 0.2696	LR: 0.000800
Training Epoch: 17 [27392/45000]	Loss: 0.2612	LR: 0.000800
Training Epoch: 17 [27648/45000]	Loss: 0.2839	LR: 0.000800
Training Epoch: 17 [27904/45000]	Loss: 0.3512	LR: 0.000800
Training Epoch: 17 [28160/45000]	Loss: 0.2758	LR: 0.000800
Training Epoch: 17 [28416/45000]	Loss: 0.2224	LR: 0.000800
Training Epoch: 17 [28672/45000]	Loss: 0.3065	LR: 0.000800
Training Epoch: 17 [28928/45000]	Loss: 0.2334	LR: 0.000800
Training Epoch: 17 [29184/45000]	Loss: 0.2615	LR: 0.000800
Training Epoch: 17 [29440/45000]	Loss: 0.2699	LR: 0.000800
Training Epoch: 17 [29696/45000]	Loss: 0.2304	LR: 0.000800
Training Epoch: 17 [29952/45000]	Loss: 0.3455	LR: 0.000800
Training Epoch: 17 [30208/45000]	Loss: 0.2452	LR: 0.000800
Training Epoch: 17 [30464/45000]	Loss: 0.2490	LR: 0.000800
Training Epoch: 17 [30720/45000]	Loss: 0.2809	LR: 0.000800
Training Epoch: 17 [30976/45000]	Loss: 0.2885	LR: 0.000800
Training Epoch: 17 [31232/45000]	Loss: 0.2414	LR: 0.000800
Training Epoch: 17 [31488/45000]	Loss: 0.2028	LR: 0.000800
Training Epoch: 17 [31744/45000]	Loss: 0.2855	LR: 0.000800
Training Epoch: 17 [32000/45000]	Loss: 0.3458	LR: 0.000800
Training Epoch: 17 [32256/45000]	Loss: 0.3427	LR: 0.000800
Training Epoch: 17 [32512/45000]	Loss: 0.2930	LR: 0.000800
Training Epoch: 17 [32768/45000]	Loss: 0.2800	LR: 0.000800
Training Epoch: 17 [33024/45000]	Loss: 0.2825	LR: 0.000800
Training Epoch: 17 [33280/45000]	Loss: 0.3154	LR: 0.000800
Training Epoch: 17 [33536/45000]	Loss: 0.2395	LR: 0.000800
Training Epoch: 17 [33792/45000]	Loss: 0.2782	LR: 0.000800
Training Epoch: 17 [34048/45000]	Loss: 0.2301	LR: 0.000800
Training Epoch: 17 [34304/45000]	Loss: 0.2726	LR: 0.000800
Training Epoch: 17 [34560/45000]	Loss: 0.2377	LR: 0.000800
Training Epoch: 17 [34816/45000]	Loss: 0.2690	LR: 0.000800
Training Epoch: 17 [35072/45000]	Loss: 0.2880	LR: 0.000800
Training Epoch: 17 [35328/45000]	Loss: 0.2940	LR: 0.000800
Training Epoch: 17 [35584/45000]	Loss: 0.1934	LR: 0.000800
Training Epoch: 17 [35840/45000]	Loss: 0.2448	LR: 0.000800
Training Epoch: 17 [36096/45000]	Loss: 0.1846	LR: 0.000800
Training Epoch: 17 [36352/45000]	Loss: 0.3037	LR: 0.000800
Training Epoch: 17 [36608/45000]	Loss: 0.2338	LR: 0.000800
Training Epoch: 17 [36864/45000]	Loss: 0.2094	LR: 0.000800
Training Epoch: 17 [37120/45000]	Loss: 0.2951	LR: 0.000800
Training Epoch: 17 [37376/45000]	Loss: 0.2767	LR: 0.000800
Training Epoch: 17 [37632/45000]	Loss: 0.1540	LR: 0.000800
Training Epoch: 17 [37888/45000]	Loss: 0.3163	LR: 0.000800
Training Epoch: 17 [38144/45000]	Loss: 0.3266	LR: 0.000800
Training Epoch: 17 [38400/45000]	Loss: 0.2798	LR: 0.000800
Training Epoch: 17 [38656/45000]	Loss: 0.2954	LR: 0.000800
Training Epoch: 17 [38912/45000]	Loss: 0.2036	LR: 0.000800
Training Epoch: 17 [39168/45000]	Loss: 0.2914	LR: 0.000800
Training Epoch: 17 [39424/45000]	Loss: 0.2922	LR: 0.000800
Training Epoch: 17 [39680/45000]	Loss: 0.2662	LR: 0.000800
Training Epoch: 17 [39936/45000]	Loss: 0.2486	LR: 0.000800
Training Epoch: 17 [40192/45000]	Loss: 0.3236	LR: 0.000800
Training Epoch: 17 [40448/45000]	Loss: 0.2517	LR: 0.000800
Training Epoch: 17 [40704/45000]	Loss: 0.2443	LR: 0.000800
Training Epoch: 17 [40960/45000]	Loss: 0.3193	LR: 0.000800
Training Epoch: 17 [41216/45000]	Loss: 0.3193	LR: 0.000800
Training Epoch: 17 [41472/45000]	Loss: 0.3226	LR: 0.000800
Training Epoch: 17 [41728/45000]	Loss: 0.2387	LR: 0.000800
Training Epoch: 17 [41984/45000]	Loss: 0.2039	LR: 0.000800
Training Epoch: 17 [42240/45000]	Loss: 0.2593	LR: 0.000800
Training Epoch: 17 [42496/45000]	Loss: 0.2621	LR: 0.000800
Training Epoch: 17 [42752/45000]	Loss: 0.1807	LR: 0.000800
Training Epoch: 17 [43008/45000]	Loss: 0.2827	LR: 0.000800
Training Epoch: 17 [43264/45000]	Loss: 0.2127	LR: 0.000800
Training Epoch: 17 [43520/45000]	Loss: 0.2448	LR: 0.000800
Training Epoch: 17 [43776/45000]	Loss: 0.2858	LR: 0.000800
Training Epoch: 17 [44032/45000]	Loss: 0.2500	LR: 0.000800
Training Epoch: 17 [44288/45000]	Loss: 0.3359	LR: 0.000800
Training Epoch: 17 [44544/45000]	Loss: 0.3009	LR: 0.000800
Training Epoch: 17 [44800/45000]	Loss: 0.2742	LR: 0.000800
Training Epoch: 17 [45000/45000]	Loss: 0.3159	LR: 0.000800
Epoch 17 - Average Train Loss: 0.2783, Train Accuracy: 0.9042
Epoch 17 training time consumed: 38.87s
Evaluating Network.....
Test set: Epoch: 17, Average loss: 0.0013, Accuracy: 0.8894, Time consumed:1.34s
Training Epoch: 18 [256/45000]	Loss: 0.2814	LR: 0.000800
Training Epoch: 18 [512/45000]	Loss: 0.2304	LR: 0.000800
Training Epoch: 18 [768/45000]	Loss: 0.2201	LR: 0.000800
Training Epoch: 18 [1024/45000]	Loss: 0.2153	LR: 0.000800
Training Epoch: 18 [1280/45000]	Loss: 0.2964	LR: 0.000800
Training Epoch: 18 [1536/45000]	Loss: 0.3658	LR: 0.000800
Training Epoch: 18 [1792/45000]	Loss: 0.2537	LR: 0.000800
Training Epoch: 18 [2048/45000]	Loss: 0.2648	LR: 0.000800
Training Epoch: 18 [2304/45000]	Loss: 0.2184	LR: 0.000800
Training Epoch: 18 [2560/45000]	Loss: 0.3213	LR: 0.000800
Training Epoch: 18 [2816/45000]	Loss: 0.2644	LR: 0.000800
Training Epoch: 18 [3072/45000]	Loss: 0.2090	LR: 0.000800
Training Epoch: 18 [3328/45000]	Loss: 0.2074	LR: 0.000800
Training Epoch: 18 [3584/45000]	Loss: 0.2676	LR: 0.000800
Training Epoch: 18 [3840/45000]	Loss: 0.2689	LR: 0.000800
Training Epoch: 18 [4096/45000]	Loss: 0.2864	LR: 0.000800
Training Epoch: 18 [4352/45000]	Loss: 0.2171	LR: 0.000800
Training Epoch: 18 [4608/45000]	Loss: 0.2257	LR: 0.000800
Training Epoch: 18 [4864/45000]	Loss: 0.2576	LR: 0.000800
Training Epoch: 18 [5120/45000]	Loss: 0.2455	LR: 0.000800
Training Epoch: 18 [5376/45000]	Loss: 0.2764	LR: 0.000800
Training Epoch: 18 [5632/45000]	Loss: 0.3103	LR: 0.000800
Training Epoch: 18 [5888/45000]	Loss: 0.2675	LR: 0.000800
Training Epoch: 18 [6144/45000]	Loss: 0.2680	LR: 0.000800
Training Epoch: 18 [6400/45000]	Loss: 0.2796	LR: 0.000800
Training Epoch: 18 [6656/45000]	Loss: 0.2478	LR: 0.000800
Training Epoch: 18 [6912/45000]	Loss: 0.3407	LR: 0.000800
Training Epoch: 18 [7168/45000]	Loss: 0.2400	LR: 0.000800
Training Epoch: 18 [7424/45000]	Loss: 0.2818	LR: 0.000800
Training Epoch: 18 [7680/45000]	Loss: 0.2034	LR: 0.000800
Training Epoch: 18 [7936/45000]	Loss: 0.2801	LR: 0.000800
Training Epoch: 18 [8192/45000]	Loss: 0.3057	LR: 0.000800
Training Epoch: 18 [8448/45000]	Loss: 0.2972	LR: 0.000800
Training Epoch: 18 [8704/45000]	Loss: 0.3306	LR: 0.000800
Training Epoch: 18 [8960/45000]	Loss: 0.2524	LR: 0.000800
Training Epoch: 18 [9216/45000]	Loss: 0.2697	LR: 0.000800
Training Epoch: 18 [9472/45000]	Loss: 0.3019	LR: 0.000800
Training Epoch: 18 [9728/45000]	Loss: 0.1569	LR: 0.000800
Training Epoch: 18 [9984/45000]	Loss: 0.2967	LR: 0.000800
Training Epoch: 18 [10240/45000]	Loss: 0.3168	LR: 0.000800
Training Epoch: 18 [10496/45000]	Loss: 0.3052	LR: 0.000800
Training Epoch: 18 [10752/45000]	Loss: 0.2874	LR: 0.000800
Training Epoch: 18 [11008/45000]	Loss: 0.3297	LR: 0.000800
Training Epoch: 18 [11264/45000]	Loss: 0.2697	LR: 0.000800
Training Epoch: 18 [11520/45000]	Loss: 0.2699	LR: 0.000800
Training Epoch: 18 [11776/45000]	Loss: 0.2906	LR: 0.000800
Training Epoch: 18 [12032/45000]	Loss: 0.2235	LR: 0.000800
Training Epoch: 18 [12288/45000]	Loss: 0.2004	LR: 0.000800
Training Epoch: 18 [12544/45000]	Loss: 0.2183	LR: 0.000800
Training Epoch: 18 [12800/45000]	Loss: 0.3292	LR: 0.000800
Training Epoch: 18 [13056/45000]	Loss: 0.2643	LR: 0.000800
Training Epoch: 18 [13312/45000]	Loss: 0.2125	LR: 0.000800
Training Epoch: 18 [13568/45000]	Loss: 0.2716	LR: 0.000800
Training Epoch: 18 [13824/45000]	Loss: 0.2510	LR: 0.000800
Training Epoch: 18 [14080/45000]	Loss: 0.2675	LR: 0.000800
Training Epoch: 18 [14336/45000]	Loss: 0.3256	LR: 0.000800
Training Epoch: 18 [14592/45000]	Loss: 0.2735	LR: 0.000800
Training Epoch: 18 [14848/45000]	Loss: 0.2359	LR: 0.000800
Training Epoch: 18 [15104/45000]	Loss: 0.3615	LR: 0.000800
Training Epoch: 18 [15360/45000]	Loss: 0.2350	LR: 0.000800
Training Epoch: 18 [15616/45000]	Loss: 0.2545	LR: 0.000800
Training Epoch: 18 [15872/45000]	Loss: 0.2494	LR: 0.000800
Training Epoch: 18 [16128/45000]	Loss: 0.2518	LR: 0.000800
Training Epoch: 18 [16384/45000]	Loss: 0.2755	LR: 0.000800
Training Epoch: 18 [16640/45000]	Loss: 0.2575	LR: 0.000800
Training Epoch: 18 [16896/45000]	Loss: 0.1870	LR: 0.000800
Training Epoch: 18 [17152/45000]	Loss: 0.3549	LR: 0.000800
Training Epoch: 18 [17408/45000]	Loss: 0.3725	LR: 0.000800
Training Epoch: 18 [17664/45000]	Loss: 0.3363	LR: 0.000800
Training Epoch: 18 [17920/45000]	Loss: 0.3312	LR: 0.000800
Training Epoch: 18 [18176/45000]	Loss: 0.2168	LR: 0.000800
Training Epoch: 18 [18432/45000]	Loss: 0.2192	LR: 0.000800
Training Epoch: 18 [18688/45000]	Loss: 0.2075	LR: 0.000800
Training Epoch: 18 [18944/45000]	Loss: 0.2299	LR: 0.000800
Training Epoch: 18 [19200/45000]	Loss: 0.2763	LR: 0.000800
Training Epoch: 18 [19456/45000]	Loss: 0.2584	LR: 0.000800
Training Epoch: 18 [19712/45000]	Loss: 0.2964	LR: 0.000800
Training Epoch: 18 [19968/45000]	Loss: 0.2736	LR: 0.000800
Training Epoch: 18 [20224/45000]	Loss: 0.2361	LR: 0.000800
Training Epoch: 18 [20480/45000]	Loss: 0.3387	LR: 0.000800
Training Epoch: 18 [20736/45000]	Loss: 0.2319	LR: 0.000800
Training Epoch: 18 [20992/45000]	Loss: 0.3658	LR: 0.000800
Training Epoch: 18 [21248/45000]	Loss: 0.3012	LR: 0.000800
Training Epoch: 18 [21504/45000]	Loss: 0.2918	LR: 0.000800
Training Epoch: 18 [21760/45000]	Loss: 0.3441	LR: 0.000800
Training Epoch: 18 [22016/45000]	Loss: 0.2398	LR: 0.000800
Training Epoch: 18 [22272/45000]	Loss: 0.3045	LR: 0.000800
Training Epoch: 18 [22528/45000]	Loss: 0.3083	LR: 0.000800
Training Epoch: 18 [22784/45000]	Loss: 0.2647	LR: 0.000800
Training Epoch: 18 [23040/45000]	Loss: 0.2559	LR: 0.000800
Training Epoch: 18 [23296/45000]	Loss: 0.2301	LR: 0.000800
Training Epoch: 18 [23552/45000]	Loss: 0.2755	LR: 0.000800
Training Epoch: 18 [23808/45000]	Loss: 0.3114	LR: 0.000800
Training Epoch: 18 [24064/45000]	Loss: 0.2553	LR: 0.000800
Training Epoch: 18 [24320/45000]	Loss: 0.2923	LR: 0.000800
Training Epoch: 18 [24576/45000]	Loss: 0.2426	LR: 0.000800
Training Epoch: 18 [24832/45000]	Loss: 0.2855	LR: 0.000800
Training Epoch: 18 [25088/45000]	Loss: 0.3529	LR: 0.000800
Training Epoch: 18 [25344/45000]	Loss: 0.2898	LR: 0.000800
Training Epoch: 18 [25600/45000]	Loss: 0.3142	LR: 0.000800
Training Epoch: 18 [25856/45000]	Loss: 0.2802	LR: 0.000800
Training Epoch: 18 [26112/45000]	Loss: 0.2982	LR: 0.000800
Training Epoch: 18 [26368/45000]	Loss: 0.2456	LR: 0.000800
Training Epoch: 18 [26624/45000]	Loss: 0.2349	LR: 0.000800
Training Epoch: 18 [26880/45000]	Loss: 0.2679	LR: 0.000800
Training Epoch: 18 [27136/45000]	Loss: 0.2724	LR: 0.000800
Training Epoch: 18 [27392/45000]	Loss: 0.2911	LR: 0.000800
Training Epoch: 18 [27648/45000]	Loss: 0.3141	LR: 0.000800
Training Epoch: 18 [27904/45000]	Loss: 0.2529	LR: 0.000800
Training Epoch: 18 [28160/45000]	Loss: 0.3218	LR: 0.000800
Training Epoch: 18 [28416/45000]	Loss: 0.2378	LR: 0.000800
Training Epoch: 18 [28672/45000]	Loss: 0.2518	LR: 0.000800
Training Epoch: 18 [28928/45000]	Loss: 0.2900	LR: 0.000800
Training Epoch: 18 [29184/45000]	Loss: 0.2822	LR: 0.000800
Training Epoch: 18 [29440/45000]	Loss: 0.2715	LR: 0.000800
Training Epoch: 18 [29696/45000]	Loss: 0.2701	LR: 0.000800
Training Epoch: 18 [29952/45000]	Loss: 0.3085	LR: 0.000800
Training Epoch: 18 [30208/45000]	Loss: 0.2310	LR: 0.000800
Training Epoch: 18 [30464/45000]	Loss: 0.2567	LR: 0.000800
Training Epoch: 18 [30720/45000]	Loss: 0.2302	LR: 0.000800
Training Epoch: 18 [30976/45000]	Loss: 0.2474	LR: 0.000800
Training Epoch: 18 [31232/45000]	Loss: 0.3067	LR: 0.000800
Training Epoch: 18 [31488/45000]	Loss: 0.2267	LR: 0.000800
Training Epoch: 18 [31744/45000]	Loss: 0.2477	LR: 0.000800
Training Epoch: 18 [32000/45000]	Loss: 0.2848	LR: 0.000800
Training Epoch: 18 [32256/45000]	Loss: 0.2313	LR: 0.000800
Training Epoch: 18 [32512/45000]	Loss: 0.2864	LR: 0.000800
Training Epoch: 18 [32768/45000]	Loss: 0.2418	LR: 0.000800
Training Epoch: 18 [33024/45000]	Loss: 0.3264	LR: 0.000800
Training Epoch: 18 [33280/45000]	Loss: 0.2820	LR: 0.000800
Training Epoch: 18 [33536/45000]	Loss: 0.2569	LR: 0.000800
Training Epoch: 18 [33792/45000]	Loss: 0.3126	LR: 0.000800
Training Epoch: 18 [34048/45000]	Loss: 0.2814	LR: 0.000800
Training Epoch: 18 [34304/45000]	Loss: 0.2706	LR: 0.000800
Training Epoch: 18 [34560/45000]	Loss: 0.3282	LR: 0.000800
Training Epoch: 18 [34816/45000]	Loss: 0.2686	LR: 0.000800
Training Epoch: 18 [35072/45000]	Loss: 0.2942	LR: 0.000800
Training Epoch: 18 [35328/45000]	Loss: 0.2591	LR: 0.000800
Training Epoch: 18 [35584/45000]	Loss: 0.2780	LR: 0.000800
Training Epoch: 18 [35840/45000]	Loss: 0.2207	LR: 0.000800
Training Epoch: 18 [36096/45000]	Loss: 0.2208	LR: 0.000800
Training Epoch: 18 [36352/45000]	Loss: 0.2639	LR: 0.000800
Training Epoch: 18 [36608/45000]	Loss: 0.1977	LR: 0.000800
Training Epoch: 18 [36864/45000]	Loss: 0.2137	LR: 0.000800
Training Epoch: 18 [37120/45000]	Loss: 0.1879	LR: 0.000800
Training Epoch: 18 [37376/45000]	Loss: 0.3596	LR: 0.000800
Training Epoch: 18 [37632/45000]	Loss: 0.2574	LR: 0.000800
Training Epoch: 18 [37888/45000]	Loss: 0.3049	LR: 0.000800
Training Epoch: 18 [38144/45000]	Loss: 0.3098	LR: 0.000800
Training Epoch: 18 [38400/45000]	Loss: 0.2714	LR: 0.000800
Training Epoch: 18 [38656/45000]	Loss: 0.2400	LR: 0.000800
Training Epoch: 18 [38912/45000]	Loss: 0.2922	LR: 0.000800
Training Epoch: 18 [39168/45000]	Loss: 0.2669	LR: 0.000800
Training Epoch: 18 [39424/45000]	Loss: 0.1862	LR: 0.000800
Training Epoch: 18 [39680/45000]	Loss: 0.2115	LR: 0.000800
Training Epoch: 18 [39936/45000]	Loss: 0.2455	LR: 0.000800
Training Epoch: 18 [40192/45000]	Loss: 0.3046	LR: 0.000800
Training Epoch: 18 [40448/45000]	Loss: 0.3046	LR: 0.000800
Training Epoch: 18 [40704/45000]	Loss: 0.2868	LR: 0.000800
Training Epoch: 18 [40960/45000]	Loss: 0.2144	LR: 0.000800
Training Epoch: 18 [41216/45000]	Loss: 0.3437	LR: 0.000800
Training Epoch: 18 [41472/45000]	Loss: 0.2813	LR: 0.000800
Training Epoch: 18 [41728/45000]	Loss: 0.1832	LR: 0.000800
Training Epoch: 18 [41984/45000]	Loss: 0.2849	LR: 0.000800
Training Epoch: 18 [42240/45000]	Loss: 0.2454	LR: 0.000800
Training Epoch: 18 [42496/45000]	Loss: 0.2982	LR: 0.000800
Training Epoch: 18 [42752/45000]	Loss: 0.2736	LR: 0.000800
Training Epoch: 18 [43008/45000]	Loss: 0.2913	LR: 0.000800
Training Epoch: 18 [43264/45000]	Loss: 0.2963	LR: 0.000800
Training Epoch: 18 [43520/45000]	Loss: 0.2450	LR: 0.000800
Training Epoch: 18 [43776/45000]	Loss: 0.3081	LR: 0.000800
Training Epoch: 18 [44032/45000]	Loss: 0.2828	LR: 0.000800
Training Epoch: 18 [44288/45000]	Loss: 0.2954	LR: 0.000800
Training Epoch: 18 [44544/45000]	Loss: 0.2035	LR: 0.000800
Training Epoch: 18 [44800/45000]	Loss: 0.2731	LR: 0.000800
Training Epoch: 18 [45000/45000]	Loss: 0.2401	LR: 0.000800
Epoch 18 - Average Train Loss: 0.2704, Train Accuracy: 0.9058
Epoch 18 training time consumed: 38.83s
Evaluating Network.....
Test set: Epoch: 18, Average loss: 0.0013, Accuracy: 0.8900, Time consumed:1.34s
Saving weights file to checkpoint/retrain/ResNet18/Friday_11_July_2025_07h_00m_30s/ResNet18-Cifar10-seed2-ret100-18-best.pth
Training Epoch: 19 [256/45000]	Loss: 0.2424	LR: 0.000800
Training Epoch: 19 [512/45000]	Loss: 0.2467	LR: 0.000800
Training Epoch: 19 [768/45000]	Loss: 0.2862	LR: 0.000800
Training Epoch: 19 [1024/45000]	Loss: 0.2670	LR: 0.000800
Training Epoch: 19 [1280/45000]	Loss: 0.3017	LR: 0.000800
Training Epoch: 19 [1536/45000]	Loss: 0.2754	LR: 0.000800
Training Epoch: 19 [1792/45000]	Loss: 0.3235	LR: 0.000800
Training Epoch: 19 [2048/45000]	Loss: 0.2531	LR: 0.000800
Training Epoch: 19 [2304/45000]	Loss: 0.2945	LR: 0.000800
Training Epoch: 19 [2560/45000]	Loss: 0.2887	LR: 0.000800
Training Epoch: 19 [2816/45000]	Loss: 0.2414	LR: 0.000800
Training Epoch: 19 [3072/45000]	Loss: 0.2480	LR: 0.000800
Training Epoch: 19 [3328/45000]	Loss: 0.2397	LR: 0.000800
Training Epoch: 19 [3584/45000]	Loss: 0.2387	LR: 0.000800
Training Epoch: 19 [3840/45000]	Loss: 0.3026	LR: 0.000800
Training Epoch: 19 [4096/45000]	Loss: 0.2844	LR: 0.000800
Training Epoch: 19 [4352/45000]	Loss: 0.3077	LR: 0.000800
Training Epoch: 19 [4608/45000]	Loss: 0.2733	LR: 0.000800
Training Epoch: 19 [4864/45000]	Loss: 0.2899	LR: 0.000800
Training Epoch: 19 [5120/45000]	Loss: 0.2929	LR: 0.000800
Training Epoch: 19 [5376/45000]	Loss: 0.2694	LR: 0.000800
Training Epoch: 19 [5632/45000]	Loss: 0.4311	LR: 0.000800
Training Epoch: 19 [5888/45000]	Loss: 0.2669	LR: 0.000800
Training Epoch: 19 [6144/45000]	Loss: 0.2400	LR: 0.000800
Training Epoch: 19 [6400/45000]	Loss: 0.3718	LR: 0.000800
Training Epoch: 19 [6656/45000]	Loss: 0.3012	LR: 0.000800
Training Epoch: 19 [6912/45000]	Loss: 0.3645	LR: 0.000800
Training Epoch: 19 [7168/45000]	Loss: 0.2714	LR: 0.000800
Training Epoch: 19 [7424/45000]	Loss: 0.2866	LR: 0.000800
Training Epoch: 19 [7680/45000]	Loss: 0.4284	LR: 0.000800
Training Epoch: 19 [7936/45000]	Loss: 0.2784	LR: 0.000800
Training Epoch: 19 [8192/45000]	Loss: 0.3215	LR: 0.000800
Training Epoch: 19 [8448/45000]	Loss: 0.2660	LR: 0.000800
Training Epoch: 19 [8704/45000]	Loss: 0.3512	LR: 0.000800
Training Epoch: 19 [8960/45000]	Loss: 0.2322	LR: 0.000800
Training Epoch: 19 [9216/45000]	Loss: 0.2572	LR: 0.000800
Training Epoch: 19 [9472/45000]	Loss: 0.2931	LR: 0.000800
Training Epoch: 19 [9728/45000]	Loss: 0.3083	LR: 0.000800
Training Epoch: 19 [9984/45000]	Loss: 0.2631	LR: 0.000800
Training Epoch: 19 [10240/45000]	Loss: 0.1909	LR: 0.000800
Training Epoch: 19 [10496/45000]	Loss: 0.2760	LR: 0.000800
Training Epoch: 19 [10752/45000]	Loss: 0.2228	LR: 0.000800
Training Epoch: 19 [11008/45000]	Loss: 0.2940	LR: 0.000800
Training Epoch: 19 [11264/45000]	Loss: 0.3374	LR: 0.000800
Training Epoch: 19 [11520/45000]	Loss: 0.2575	LR: 0.000800
Training Epoch: 19 [11776/45000]	Loss: 0.3037	LR: 0.000800
Training Epoch: 19 [12032/45000]	Loss: 0.3066	LR: 0.000800
Training Epoch: 19 [12288/45000]	Loss: 0.2904	LR: 0.000800
Training Epoch: 19 [12544/45000]	Loss: 0.2921	LR: 0.000800
Training Epoch: 19 [12800/45000]	Loss: 0.3310	LR: 0.000800
Training Epoch: 19 [13056/45000]	Loss: 0.2623	LR: 0.000800
Training Epoch: 19 [13312/45000]	Loss: 0.2291	LR: 0.000800
Training Epoch: 19 [13568/45000]	Loss: 0.2248	LR: 0.000800
Training Epoch: 19 [13824/45000]	Loss: 0.2938	LR: 0.000800
Training Epoch: 19 [14080/45000]	Loss: 0.2811	LR: 0.000800
Training Epoch: 19 [14336/45000]	Loss: 0.2490	LR: 0.000800
Training Epoch: 19 [14592/45000]	Loss: 0.2574	LR: 0.000800
Training Epoch: 19 [14848/45000]	Loss: 0.2899	LR: 0.000800
Training Epoch: 19 [15104/45000]	Loss: 0.2155	LR: 0.000800
Training Epoch: 19 [15360/45000]	Loss: 0.3209	LR: 0.000800
Training Epoch: 19 [15616/45000]	Loss: 0.2710	LR: 0.000800
Training Epoch: 19 [15872/45000]	Loss: 0.1864	LR: 0.000800
Training Epoch: 19 [16128/45000]	Loss: 0.3452	LR: 0.000800
Training Epoch: 19 [16384/45000]	Loss: 0.3492	LR: 0.000800
Training Epoch: 19 [16640/45000]	Loss: 0.2221	LR: 0.000800
Training Epoch: 19 [16896/45000]	Loss: 0.2492	LR: 0.000800
Training Epoch: 19 [17152/45000]	Loss: 0.2814	LR: 0.000800
Training Epoch: 19 [17408/45000]	Loss: 0.3042	LR: 0.000800
Training Epoch: 19 [17664/45000]	Loss: 0.2887	LR: 0.000800
Training Epoch: 19 [17920/45000]	Loss: 0.2400	LR: 0.000800
Training Epoch: 19 [18176/45000]	Loss: 0.2114	LR: 0.000800
Training Epoch: 19 [18432/45000]	Loss: 0.2709	LR: 0.000800
Training Epoch: 19 [18688/45000]	Loss: 0.2514	LR: 0.000800
Training Epoch: 19 [18944/45000]	Loss: 0.2494	LR: 0.000800
Training Epoch: 19 [19200/45000]	Loss: 0.2340	LR: 0.000800
Training Epoch: 19 [19456/45000]	Loss: 0.2507	LR: 0.000800
Training Epoch: 19 [19712/45000]	Loss: 0.2851	LR: 0.000800
Training Epoch: 19 [19968/45000]	Loss: 0.3084	LR: 0.000800
Training Epoch: 19 [20224/45000]	Loss: 0.1972	LR: 0.000800
Training Epoch: 19 [20480/45000]	Loss: 0.2371	LR: 0.000800
Training Epoch: 19 [20736/45000]	Loss: 0.2562	LR: 0.000800
Training Epoch: 19 [20992/45000]	Loss: 0.2363	LR: 0.000800
Training Epoch: 19 [21248/45000]	Loss: 0.2071	LR: 0.000800
Training Epoch: 19 [21504/45000]	Loss: 0.2012	LR: 0.000800
Training Epoch: 19 [21760/45000]	Loss: 0.2498	LR: 0.000800
Training Epoch: 19 [22016/45000]	Loss: 0.2753	LR: 0.000800
Training Epoch: 19 [22272/45000]	Loss: 0.3345	LR: 0.000800
Training Epoch: 19 [22528/45000]	Loss: 0.2183	LR: 0.000800
Training Epoch: 19 [22784/45000]	Loss: 0.2510	LR: 0.000800
Training Epoch: 19 [23040/45000]	Loss: 0.2680	LR: 0.000800
Training Epoch: 19 [23296/45000]	Loss: 0.2644	LR: 0.000800
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Training Epoch: 19 [23808/45000]	Loss: 0.2911	LR: 0.000800
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Training Epoch: 19 [24832/45000]	Loss: 0.3047	LR: 0.000800
Training Epoch: 19 [25088/45000]	Loss: 0.2285	LR: 0.000800
Training Epoch: 19 [25344/45000]	Loss: 0.2354	LR: 0.000800
Training Epoch: 19 [25600/45000]	Loss: 0.2451	LR: 0.000800
Training Epoch: 19 [25856/45000]	Loss: 0.2116	LR: 0.000800
Training Epoch: 19 [26112/45000]	Loss: 0.3132	LR: 0.000800
Training Epoch: 19 [26368/45000]	Loss: 0.3276	LR: 0.000800
Training Epoch: 19 [26624/45000]	Loss: 0.2659	LR: 0.000800
Training Epoch: 19 [26880/45000]	Loss: 0.3341	LR: 0.000800
Training Epoch: 19 [27136/45000]	Loss: 0.2519	LR: 0.000800
Training Epoch: 19 [27392/45000]	Loss: 0.3235	LR: 0.000800
Training Epoch: 19 [27648/45000]	Loss: 0.2557	LR: 0.000800
Training Epoch: 19 [27904/45000]	Loss: 0.2139	LR: 0.000800
Training Epoch: 19 [28160/45000]	Loss: 0.3345	LR: 0.000800
Training Epoch: 19 [28416/45000]	Loss: 0.3169	LR: 0.000800
Training Epoch: 19 [28672/45000]	Loss: 0.2844	LR: 0.000800
Training Epoch: 19 [28928/45000]	Loss: 0.3530	LR: 0.000800
Training Epoch: 19 [29184/45000]	Loss: 0.2527	LR: 0.000800
Training Epoch: 19 [29440/45000]	Loss: 0.2019	LR: 0.000800
Training Epoch: 19 [29696/45000]	Loss: 0.2112	LR: 0.000800
Training Epoch: 19 [29952/45000]	Loss: 0.2789	LR: 0.000800
Training Epoch: 19 [30208/45000]	Loss: 0.2100	LR: 0.000800
Training Epoch: 19 [30464/45000]	Loss: 0.3497	LR: 0.000800
Training Epoch: 19 [30720/45000]	Loss: 0.2673	LR: 0.000800
Training Epoch: 19 [30976/45000]	Loss: 0.3081	LR: 0.000800
Training Epoch: 19 [31232/45000]	Loss: 0.2145	LR: 0.000800
Training Epoch: 19 [31488/45000]	Loss: 0.3104	LR: 0.000800
Training Epoch: 19 [31744/45000]	Loss: 0.2943	LR: 0.000800
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Training Epoch: 19 [32256/45000]	Loss: 0.2824	LR: 0.000800
Training Epoch: 19 [32512/45000]	Loss: 0.2715	LR: 0.000800
Training Epoch: 19 [32768/45000]	Loss: 0.2843	LR: 0.000800
Training Epoch: 19 [33024/45000]	Loss: 0.2854	LR: 0.000800
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Training Epoch: 19 [34816/45000]	Loss: 0.2553	LR: 0.000800
Training Epoch: 19 [35072/45000]	Loss: 0.2998	LR: 0.000800
Training Epoch: 19 [35328/45000]	Loss: 0.2622	LR: 0.000800
Training Epoch: 19 [35584/45000]	Loss: 0.2582	LR: 0.000800
Training Epoch: 19 [35840/45000]	Loss: 0.3380	LR: 0.000800
Training Epoch: 19 [36096/45000]	Loss: 0.3133	LR: 0.000800
Training Epoch: 19 [36352/45000]	Loss: 0.3277	LR: 0.000800
Training Epoch: 19 [36608/45000]	Loss: 0.2406	LR: 0.000800
Training Epoch: 19 [36864/45000]	Loss: 0.2368	LR: 0.000800
Training Epoch: 19 [37120/45000]	Loss: 0.3052	LR: 0.000800
Training Epoch: 19 [37376/45000]	Loss: 0.2668	LR: 0.000800
Training Epoch: 19 [37632/45000]	Loss: 0.3378	LR: 0.000800
Training Epoch: 19 [37888/45000]	Loss: 0.2457	LR: 0.000800
Training Epoch: 19 [38144/45000]	Loss: 0.2737	LR: 0.000800
Training Epoch: 19 [38400/45000]	Loss: 0.2212	LR: 0.000800
Training Epoch: 19 [38656/45000]	Loss: 0.3092	LR: 0.000800
Training Epoch: 19 [38912/45000]	Loss: 0.2712	LR: 0.000800
Training Epoch: 19 [39168/45000]	Loss: 0.2927	LR: 0.000800
Training Epoch: 19 [39424/45000]	Loss: 0.2903	LR: 0.000800
Training Epoch: 19 [39680/45000]	Loss: 0.2855	LR: 0.000800
Training Epoch: 19 [39936/45000]	Loss: 0.2343	LR: 0.000800
Training Epoch: 19 [40192/45000]	Loss: 0.2215	LR: 0.000800
Training Epoch: 19 [40448/45000]	Loss: 0.2853	LR: 0.000800
Training Epoch: 19 [40704/45000]	Loss: 0.2454	LR: 0.000800
Training Epoch: 19 [40960/45000]	Loss: 0.3542	LR: 0.000800
Training Epoch: 19 [41216/45000]	Loss: 0.3029	LR: 0.000800
Training Epoch: 19 [41472/45000]	Loss: 0.3635	LR: 0.000800
Training Epoch: 19 [41728/45000]	Loss: 0.2591	LR: 0.000800
Training Epoch: 19 [41984/45000]	Loss: 0.2237	LR: 0.000800
Training Epoch: 19 [42240/45000]	Loss: 0.2721	LR: 0.000800
Training Epoch: 19 [42496/45000]	Loss: 0.1866	LR: 0.000800
Training Epoch: 19 [42752/45000]	Loss: 0.2805	LR: 0.000800
Training Epoch: 19 [43008/45000]	Loss: 0.2484	LR: 0.000800
Training Epoch: 19 [43264/45000]	Loss: 0.2725	LR: 0.000800
Training Epoch: 19 [43520/45000]	Loss: 0.3600	LR: 0.000800
Training Epoch: 19 [43776/45000]	Loss: 0.2575	LR: 0.000800
Training Epoch: 19 [44032/45000]	Loss: 0.3046	LR: 0.000800
Training Epoch: 19 [44288/45000]	Loss: 0.2130	LR: 0.000800
Training Epoch: 19 [44544/45000]	Loss: 0.2626	LR: 0.000800
Training Epoch: 19 [44800/45000]	Loss: 0.2278	LR: 0.000800
Training Epoch: 19 [45000/45000]	Loss: 0.2531	LR: 0.000800
Epoch 19 - Average Train Loss: 0.2745, Train Accuracy: 0.9047
Epoch 19 training time consumed: 38.94s
Evaluating Network.....
Test set: Epoch: 19, Average loss: 0.0013, Accuracy: 0.8902, Time consumed:1.80s
Saving weights file to checkpoint/retrain/ResNet18/Friday_11_July_2025_07h_00m_30s/ResNet18-Cifar10-seed2-ret100-19-best.pth
Training Epoch: 20 [256/45000]	Loss: 0.3001	LR: 0.000800
Training Epoch: 20 [512/45000]	Loss: 0.2568	LR: 0.000800
Training Epoch: 20 [768/45000]	Loss: 0.2692	LR: 0.000800
Training Epoch: 20 [1024/45000]	Loss: 0.3243	LR: 0.000800
Training Epoch: 20 [1280/45000]	Loss: 0.2555	LR: 0.000800
Training Epoch: 20 [1536/45000]	Loss: 0.3264	LR: 0.000800
Training Epoch: 20 [1792/45000]	Loss: 0.2868	LR: 0.000800
Training Epoch: 20 [2048/45000]	Loss: 0.2661	LR: 0.000800
Training Epoch: 20 [2304/45000]	Loss: 0.2398	LR: 0.000800
Training Epoch: 20 [2560/45000]	Loss: 0.3559	LR: 0.000800
Training Epoch: 20 [2816/45000]	Loss: 0.2811	LR: 0.000800
Training Epoch: 20 [3072/45000]	Loss: 0.2163	LR: 0.000800
Training Epoch: 20 [3328/45000]	Loss: 0.2667	LR: 0.000800
Training Epoch: 20 [3584/45000]	Loss: 0.2820	LR: 0.000800
Training Epoch: 20 [3840/45000]	Loss: 0.1997	LR: 0.000800
Training Epoch: 20 [4096/45000]	Loss: 0.3166	LR: 0.000800
Training Epoch: 20 [4352/45000]	Loss: 0.2920	LR: 0.000800
Training Epoch: 20 [4608/45000]	Loss: 0.2630	LR: 0.000800
Training Epoch: 20 [4864/45000]	Loss: 0.2679	LR: 0.000800
Training Epoch: 20 [5120/45000]	Loss: 0.2599	LR: 0.000800
Training Epoch: 20 [5376/45000]	Loss: 0.2123	LR: 0.000800
Training Epoch: 20 [5632/45000]	Loss: 0.3096	LR: 0.000800
Training Epoch: 20 [5888/45000]	Loss: 0.3017	LR: 0.000800
Training Epoch: 20 [6144/45000]	Loss: 0.2546	LR: 0.000800
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Training Epoch: 20 [6656/45000]	Loss: 0.2471	LR: 0.000800
Training Epoch: 20 [6912/45000]	Loss: 0.2614	LR: 0.000800
Training Epoch: 20 [7168/45000]	Loss: 0.2578	LR: 0.000800
Training Epoch: 20 [7424/45000]	Loss: 0.2642	LR: 0.000800
Training Epoch: 20 [7680/45000]	Loss: 0.2755	LR: 0.000800
Training Epoch: 20 [7936/45000]	Loss: 0.3006	LR: 0.000800
Training Epoch: 20 [8192/45000]	Loss: 0.2643	LR: 0.000800
Training Epoch: 20 [8448/45000]	Loss: 0.2781	LR: 0.000800
Training Epoch: 20 [8704/45000]	Loss: 0.2448	LR: 0.000800
Training Epoch: 20 [8960/45000]	Loss: 0.2922	LR: 0.000800
Training Epoch: 20 [9216/45000]	Loss: 0.2413	LR: 0.000800
Training Epoch: 20 [9472/45000]	Loss: 0.3013	LR: 0.000800
Training Epoch: 20 [9728/45000]	Loss: 0.2557	LR: 0.000800
Training Epoch: 20 [9984/45000]	Loss: 0.2329	LR: 0.000800
Training Epoch: 20 [10240/45000]	Loss: 0.2127	LR: 0.000800
Training Epoch: 20 [10496/45000]	Loss: 0.2831	LR: 0.000800
Training Epoch: 20 [10752/45000]	Loss: 0.3431	LR: 0.000800
Training Epoch: 20 [11008/45000]	Loss: 0.2440	LR: 0.000800
Training Epoch: 20 [11264/45000]	Loss: 0.2450	LR: 0.000800
Training Epoch: 20 [11520/45000]	Loss: 0.2739	LR: 0.000800
Training Epoch: 20 [11776/45000]	Loss: 0.2531	LR: 0.000800
Training Epoch: 20 [12032/45000]	Loss: 0.2779	LR: 0.000800
Training Epoch: 20 [12288/45000]	Loss: 0.3252	LR: 0.000800
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Training Epoch: 20 [12800/45000]	Loss: 0.3144	LR: 0.000800
Training Epoch: 20 [13056/45000]	Loss: 0.2432	LR: 0.000800
Training Epoch: 20 [13312/45000]	Loss: 0.2942	LR: 0.000800
Training Epoch: 20 [13568/45000]	Loss: 0.2998	LR: 0.000800
Training Epoch: 20 [13824/45000]	Loss: 0.2883	LR: 0.000800
Training Epoch: 20 [14080/45000]	Loss: 0.2479	LR: 0.000800
Training Epoch: 20 [14336/45000]	Loss: 0.2868	LR: 0.000800
Training Epoch: 20 [14592/45000]	Loss: 0.2370	LR: 0.000800
Training Epoch: 20 [14848/45000]	Loss: 0.2740	LR: 0.000800
Training Epoch: 20 [15104/45000]	Loss: 0.2779	LR: 0.000800
Training Epoch: 20 [15360/45000]	Loss: 0.3086	LR: 0.000800
Training Epoch: 20 [15616/45000]	Loss: 0.3108	LR: 0.000800
Training Epoch: 20 [15872/45000]	Loss: 0.2422	LR: 0.000800
Training Epoch: 20 [16128/45000]	Loss: 0.3003	LR: 0.000800
Training Epoch: 20 [16384/45000]	Loss: 0.2949	LR: 0.000800
Training Epoch: 20 [16640/45000]	Loss: 0.3459	LR: 0.000800
Training Epoch: 20 [16896/45000]	Loss: 0.3463	LR: 0.000800
Training Epoch: 20 [17152/45000]	Loss: 0.2631	LR: 0.000800
Training Epoch: 20 [17408/45000]	Loss: 0.2116	LR: 0.000800
Training Epoch: 20 [17664/45000]	Loss: 0.2469	LR: 0.000800
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Training Epoch: 20 [18432/45000]	Loss: 0.2107	LR: 0.000800
Training Epoch: 20 [18688/45000]	Loss: 0.2247	LR: 0.000800
Training Epoch: 20 [18944/45000]	Loss: 0.3381	LR: 0.000800
Training Epoch: 20 [19200/45000]	Loss: 0.2180	LR: 0.000800
Training Epoch: 20 [19456/45000]	Loss: 0.2788	LR: 0.000800
Training Epoch: 20 [19712/45000]	Loss: 0.3490	LR: 0.000800
Training Epoch: 20 [19968/45000]	Loss: 0.2168	LR: 0.000800
Training Epoch: 20 [20224/45000]	Loss: 0.2586	LR: 0.000800
Training Epoch: 20 [20480/45000]	Loss: 0.2283	LR: 0.000800
Training Epoch: 20 [20736/45000]	Loss: 0.2770	LR: 0.000800
Training Epoch: 20 [20992/45000]	Loss: 0.2517	LR: 0.000800
Training Epoch: 20 [21248/45000]	Loss: 0.2834	LR: 0.000800
Training Epoch: 20 [21504/45000]	Loss: 0.2407	LR: 0.000800
Training Epoch: 20 [21760/45000]	Loss: 0.2644	LR: 0.000800
Training Epoch: 20 [22016/45000]	Loss: 0.2355	LR: 0.000800
Training Epoch: 20 [22272/45000]	Loss: 0.3152	LR: 0.000800
Training Epoch: 20 [22528/45000]	Loss: 0.3265	LR: 0.000800
Training Epoch: 20 [22784/45000]	Loss: 0.2489	LR: 0.000800
Training Epoch: 20 [23040/45000]	Loss: 0.2483	LR: 0.000800
Training Epoch: 20 [23296/45000]	Loss: 0.3324	LR: 0.000800
Training Epoch: 20 [23552/45000]	Loss: 0.2702	LR: 0.000800
Training Epoch: 20 [23808/45000]	Loss: 0.2641	LR: 0.000800
Training Epoch: 20 [24064/45000]	Loss: 0.2461	LR: 0.000800
Training Epoch: 20 [24320/45000]	Loss: 0.3647	LR: 0.000800
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Training Epoch: 20 [24832/45000]	Loss: 0.2651	LR: 0.000800
Training Epoch: 20 [25088/45000]	Loss: 0.2615	LR: 0.000800
Training Epoch: 20 [25344/45000]	Loss: 0.3041	LR: 0.000800
Training Epoch: 20 [25600/45000]	Loss: 0.2906	LR: 0.000800
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Training Epoch: 20 [26368/45000]	Loss: 0.2894	LR: 0.000800
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Training Epoch: 20 [28160/45000]	Loss: 0.2622	LR: 0.000800
Training Epoch: 20 [28416/45000]	Loss: 0.3216	LR: 0.000800
Training Epoch: 20 [28672/45000]	Loss: 0.3084	LR: 0.000800
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Training Epoch: 20 [41472/45000]	Loss: 0.3223	LR: 0.000800
Training Epoch: 20 [41728/45000]	Loss: 0.2391	LR: 0.000800
Training Epoch: 20 [41984/45000]	Loss: 0.2265	LR: 0.000800
Training Epoch: 20 [42240/45000]	Loss: 0.2676	LR: 0.000800
Training Epoch: 20 [42496/45000]	Loss: 0.2479	LR: 0.000800
Training Epoch: 20 [42752/45000]	Loss: 0.2357	LR: 0.000800
Training Epoch: 20 [43008/45000]	Loss: 0.2851	LR: 0.000800
Training Epoch: 20 [43264/45000]	Loss: 0.2717	LR: 0.000800
Training Epoch: 20 [43520/45000]	Loss: 0.2541	LR: 0.000800
Training Epoch: 20 [43776/45000]	Loss: 0.3391	LR: 0.000800
Training Epoch: 20 [44032/45000]	Loss: 0.3039	LR: 0.000800
Training Epoch: 20 [44288/45000]	Loss: 0.2051	LR: 0.000800
Training Epoch: 20 [44544/45000]	Loss: 0.2641	LR: 0.000800
Training Epoch: 20 [44800/45000]	Loss: 0.2365	LR: 0.000800
Training Epoch: 20 [45000/45000]	Loss: 0.2047	LR: 0.000800
Epoch 20 - Average Train Loss: 0.2710, Train Accuracy: 0.9041
Epoch 20 training time consumed: 39.34s
Evaluating Network.....
Test set: Epoch: 20, Average loss: 0.0013, Accuracy: 0.8912, Time consumed:1.34s
Saving weights file to checkpoint/retrain/ResNet18/Friday_11_July_2025_07h_00m_30s/ResNet18-Cifar10-seed2-ret100-20-best.pth
Valid (Test) Dl:  10000
Train Dl:  50000
Retain Train Dl:  45000
Forget Train Dl:  5000
Retain Valid Dl:  45000
Forget Valid Dl:  5000
retain_prob Distribution: 10000 samples
test_prob Distribution: 10000 samples
forget_prob Distribution: 5000 samples
Set1 Distribution: 5000 samples
Set2 Distribution: 5000 samples
Set1 Distribution: 5000 samples
Set2 Distribution: 5000 samples
Set1 Distribution: 10000 samples
Set2 Distribution: 10000 samples
Set1 Distribution: 10000 samples
Set2 Distribution: 10000 samples
Test Accuracy: 89.08203125
Retain Accuracy: 91.06694030761719
Zero-Retain Forget (ZRF): 0.835891842842102
Membership Inference Attack (MIA): 0.597
Forget vs Retain Membership Inference Attack (MIA): 0.5455
Forget vs Test Membership Inference Attack (MIA): 0.5555
Test vs Retain Membership Inference Attack (MIA): 0.49975
Train vs Test Membership Inference Attack (MIA): 0.5105
Forget Set Accuracy (Df): 86.57513427734375
Method Execution Time: 1741.55 seconds
