
Retain class distribution for seed 8:
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 8:
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

Updated class distribution:
Retain set:
  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 set:
  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
⚠️ Warning: Retain train loader may not be shuffled.
Training Epoch: 1 [256/45000]	Loss: 2.3747	LR: 0.000000
Training Epoch: 1 [512/45000]	Loss: 2.4441	LR: 0.000568
Training Epoch: 1 [768/45000]	Loss: 2.4174	LR: 0.001136
Training Epoch: 1 [1024/45000]	Loss: 2.3397	LR: 0.001705
Training Epoch: 1 [1280/45000]	Loss: 2.3025	LR: 0.002273
Training Epoch: 1 [1536/45000]	Loss: 2.2640	LR: 0.002841
Training Epoch: 1 [1792/45000]	Loss: 2.2180	LR: 0.003409
Training Epoch: 1 [2048/45000]	Loss: 2.1589	LR: 0.003977
Training Epoch: 1 [2304/45000]	Loss: 2.2179	LR: 0.004545
Training Epoch: 1 [2560/45000]	Loss: 2.3295	LR: 0.005114
Training Epoch: 1 [2816/45000]	Loss: 2.1506	LR: 0.005682
Training Epoch: 1 [3072/45000]	Loss: 2.1888	LR: 0.006250
Training Epoch: 1 [3328/45000]	Loss: 2.1646	LR: 0.006818
Training Epoch: 1 [3584/45000]	Loss: 2.1034	LR: 0.007386
Training Epoch: 1 [3840/45000]	Loss: 2.0224	LR: 0.007955
Training Epoch: 1 [4096/45000]	Loss: 1.9834	LR: 0.008523
Training Epoch: 1 [4352/45000]	Loss: 1.9922	LR: 0.009091
Training Epoch: 1 [4608/45000]	Loss: 2.0027	LR: 0.009659
Training Epoch: 1 [4864/45000]	Loss: 1.9433	LR: 0.010227
Training Epoch: 1 [5120/45000]	Loss: 1.9329	LR: 0.010795
Training Epoch: 1 [5376/45000]	Loss: 2.0482	LR: 0.011364
Training Epoch: 1 [5632/45000]	Loss: 1.9151	LR: 0.011932
Training Epoch: 1 [5888/45000]	Loss: 1.8931	LR: 0.012500
Training Epoch: 1 [6144/45000]	Loss: 1.8241	LR: 0.013068
Training Epoch: 1 [6400/45000]	Loss: 1.8579	LR: 0.013636
Training Epoch: 1 [6656/45000]	Loss: 1.9278	LR: 0.014205
Training Epoch: 1 [6912/45000]	Loss: 1.9400	LR: 0.014773
Training Epoch: 1 [7168/45000]	Loss: 1.7566	LR: 0.015341
Training Epoch: 1 [7424/45000]	Loss: 1.9008	LR: 0.015909
Training Epoch: 1 [7680/45000]	Loss: 1.9256	LR: 0.016477
Training Epoch: 1 [7936/45000]	Loss: 1.9038	LR: 0.017045
Training Epoch: 1 [8192/45000]	Loss: 1.9241	LR: 0.017614
Training Epoch: 1 [8448/45000]	Loss: 1.8153	LR: 0.018182
Training Epoch: 1 [8704/45000]	Loss: 1.8816	LR: 0.018750
Training Epoch: 1 [8960/45000]	Loss: 1.9254	LR: 0.019318
Training Epoch: 1 [9216/45000]	Loss: 1.7306	LR: 0.019886
Training Epoch: 1 [9472/45000]	Loss: 1.7357	LR: 0.020455
Training Epoch: 1 [9728/45000]	Loss: 1.9242	LR: 0.021023
Training Epoch: 1 [9984/45000]	Loss: 1.9053	LR: 0.021591
Training Epoch: 1 [10240/45000]	Loss: 1.7118	LR: 0.022159
Training Epoch: 1 [10496/45000]	Loss: 1.8493	LR: 0.022727
Training Epoch: 1 [10752/45000]	Loss: 1.8854	LR: 0.023295
Training Epoch: 1 [11008/45000]	Loss: 1.9013	LR: 0.023864
Training Epoch: 1 [11264/45000]	Loss: 1.8202	LR: 0.024432
Training Epoch: 1 [11520/45000]	Loss: 1.7218	LR: 0.025000
Training Epoch: 1 [11776/45000]	Loss: 1.8910	LR: 0.025568
Training Epoch: 1 [12032/45000]	Loss: 1.8281	LR: 0.026136
Training Epoch: 1 [12288/45000]	Loss: 1.7325	LR: 0.026705
Training Epoch: 1 [12544/45000]	Loss: 1.7732	LR: 0.027273
Training Epoch: 1 [12800/45000]	Loss: 1.6828	LR: 0.027841
Training Epoch: 1 [13056/45000]	Loss: 1.7346	LR: 0.028409
Training Epoch: 1 [13312/45000]	Loss: 1.8053	LR: 0.028977
Training Epoch: 1 [13568/45000]	Loss: 1.7557	LR: 0.029545
Training Epoch: 1 [13824/45000]	Loss: 1.7693	LR: 0.030114
Training Epoch: 1 [14080/45000]	Loss: 1.6949	LR: 0.030682
Training Epoch: 1 [14336/45000]	Loss: 1.7197	LR: 0.031250
Training Epoch: 1 [14592/45000]	Loss: 1.6407	LR: 0.031818
Training Epoch: 1 [14848/45000]	Loss: 1.8059	LR: 0.032386
Training Epoch: 1 [15104/45000]	Loss: 1.7415	LR: 0.032955
Training Epoch: 1 [15360/45000]	Loss: 1.7799	LR: 0.033523
Training Epoch: 1 [15616/45000]	Loss: 1.6200	LR: 0.034091
Training Epoch: 1 [15872/45000]	Loss: 1.7976	LR: 0.034659
Training Epoch: 1 [16128/45000]	Loss: 1.6259	LR: 0.035227
Training Epoch: 1 [16384/45000]	Loss: 1.6315	LR: 0.035795
Training Epoch: 1 [16640/45000]	Loss: 1.7033	LR: 0.036364
Training Epoch: 1 [16896/45000]	Loss: 1.6337	LR: 0.036932
Training Epoch: 1 [17152/45000]	Loss: 1.8398	LR: 0.037500
Training Epoch: 1 [17408/45000]	Loss: 1.7536	LR: 0.038068
Training Epoch: 1 [17664/45000]	Loss: 1.6677	LR: 0.038636
Training Epoch: 1 [17920/45000]	Loss: 1.8788	LR: 0.039205
Training Epoch: 1 [18176/45000]	Loss: 1.7059	LR: 0.039773
Training Epoch: 1 [18432/45000]	Loss: 1.7696	LR: 0.040341
Training Epoch: 1 [18688/45000]	Loss: 1.6410	LR: 0.040909
Training Epoch: 1 [18944/45000]	Loss: 1.7818	LR: 0.041477
Training Epoch: 1 [19200/45000]	Loss: 1.8169	LR: 0.042045
Training Epoch: 1 [19456/45000]	Loss: 1.7383	LR: 0.042614
Training Epoch: 1 [19712/45000]	Loss: 1.7809	LR: 0.043182
Training Epoch: 1 [19968/45000]	Loss: 1.7296	LR: 0.043750
Training Epoch: 1 [20224/45000]	Loss: 1.5736	LR: 0.044318
Training Epoch: 1 [20480/45000]	Loss: 1.8561	LR: 0.044886
Training Epoch: 1 [20736/45000]	Loss: 1.7103	LR: 0.045455
Training Epoch: 1 [20992/45000]	Loss: 1.7772	LR: 0.046023
Training Epoch: 1 [21248/45000]	Loss: 1.8400	LR: 0.046591
Training Epoch: 1 [21504/45000]	Loss: 1.7947	LR: 0.047159
Training Epoch: 1 [21760/45000]	Loss: 1.8158	LR: 0.047727
Training Epoch: 1 [22016/45000]	Loss: 1.6346	LR: 0.048295
Training Epoch: 1 [22272/45000]	Loss: 1.6429	LR: 0.048864
Training Epoch: 1 [22528/45000]	Loss: 1.7330	LR: 0.049432
Training Epoch: 1 [22784/45000]	Loss: 1.5771	LR: 0.050000
Training Epoch: 1 [23040/45000]	Loss: 1.5725	LR: 0.050568
Training Epoch: 1 [23296/45000]	Loss: 1.6197	LR: 0.051136
Training Epoch: 1 [23552/45000]	Loss: 1.7294	LR: 0.051705
Training Epoch: 1 [23808/45000]	Loss: 1.6132	LR: 0.052273
Training Epoch: 1 [24064/45000]	Loss: 1.6186	LR: 0.052841
Training Epoch: 1 [24320/45000]	Loss: 1.7180	LR: 0.053409
Training Epoch: 1 [24576/45000]	Loss: 1.6107	LR: 0.053977
Training Epoch: 1 [24832/45000]	Loss: 1.8494	LR: 0.054545
Training Epoch: 1 [25088/45000]	Loss: 1.6698	LR: 0.055114
Training Epoch: 1 [25344/45000]	Loss: 1.8230	LR: 0.055682
Training Epoch: 1 [25600/45000]	Loss: 1.6295	LR: 0.056250
Training Epoch: 1 [25856/45000]	Loss: 1.8061	LR: 0.056818
Training Epoch: 1 [26112/45000]	Loss: 1.6779	LR: 0.057386
Training Epoch: 1 [26368/45000]	Loss: 1.6470	LR: 0.057955
Training Epoch: 1 [26624/45000]	Loss: 1.7262	LR: 0.058523
Training Epoch: 1 [26880/45000]	Loss: 1.6714	LR: 0.059091
Training Epoch: 1 [27136/45000]	Loss: 1.6417	LR: 0.059659
Training Epoch: 1 [27392/45000]	Loss: 1.6548	LR: 0.060227
Training Epoch: 1 [27648/45000]	Loss: 1.5638	LR: 0.060795
Training Epoch: 1 [27904/45000]	Loss: 1.7427	LR: 0.061364
Training Epoch: 1 [28160/45000]	Loss: 1.6357	LR: 0.061932
Training Epoch: 1 [28416/45000]	Loss: 1.6123	LR: 0.062500
Training Epoch: 1 [28672/45000]	Loss: 1.7859	LR: 0.063068
Training Epoch: 1 [28928/45000]	Loss: 1.7422	LR: 0.063636
Training Epoch: 1 [29184/45000]	Loss: 1.7098	LR: 0.064205
Training Epoch: 1 [29440/45000]	Loss: 1.6302	LR: 0.064773
Training Epoch: 1 [29696/45000]	Loss: 1.6463	LR: 0.065341
Training Epoch: 1 [29952/45000]	Loss: 1.5877	LR: 0.065909
Training Epoch: 1 [30208/45000]	Loss: 1.6238	LR: 0.066477
Training Epoch: 1 [30464/45000]	Loss: 1.5279	LR: 0.067045
Training Epoch: 1 [30720/45000]	Loss: 1.5870	LR: 0.067614
Training Epoch: 1 [30976/45000]	Loss: 1.4985	LR: 0.068182
Training Epoch: 1 [31232/45000]	Loss: 1.4458	LR: 0.068750
Training Epoch: 1 [31488/45000]	Loss: 1.3530	LR: 0.069318
Training Epoch: 1 [31744/45000]	Loss: 1.5860	LR: 0.069886
Training Epoch: 1 [32000/45000]	Loss: 1.6069	LR: 0.070455
Training Epoch: 1 [32256/45000]	Loss: 1.3715	LR: 0.071023
Training Epoch: 1 [32512/45000]	Loss: 1.4698	LR: 0.071591
Training Epoch: 1 [32768/45000]	Loss: 1.4853	LR: 0.072159
Training Epoch: 1 [33024/45000]	Loss: 1.5832	LR: 0.072727
Training Epoch: 1 [33280/45000]	Loss: 1.4223	LR: 0.073295
Training Epoch: 1 [33536/45000]	Loss: 1.3703	LR: 0.073864
Training Epoch: 1 [33792/45000]	Loss: 1.5092	LR: 0.074432
Training Epoch: 1 [34048/45000]	Loss: 1.6543	LR: 0.075000
Training Epoch: 1 [34304/45000]	Loss: 1.4629	LR: 0.075568
Training Epoch: 1 [34560/45000]	Loss: 1.7130	LR: 0.076136
Training Epoch: 1 [34816/45000]	Loss: 1.5687	LR: 0.076705
Training Epoch: 1 [35072/45000]	Loss: 1.5337	LR: 0.077273
Training Epoch: 1 [35328/45000]	Loss: 1.6456	LR: 0.077841
Training Epoch: 1 [35584/45000]	Loss: 1.6670	LR: 0.078409
Training Epoch: 1 [35840/45000]	Loss: 1.5531	LR: 0.078977
Training Epoch: 1 [36096/45000]	Loss: 1.5531	LR: 0.079545
Training Epoch: 1 [36352/45000]	Loss: 1.5055	LR: 0.080114
Training Epoch: 1 [36608/45000]	Loss: 1.5097	LR: 0.080682
Training Epoch: 1 [36864/45000]	Loss: 1.4561	LR: 0.081250
Training Epoch: 1 [37120/45000]	Loss: 1.6230	LR: 0.081818
Training Epoch: 1 [37376/45000]	Loss: 1.5301	LR: 0.082386
Training Epoch: 1 [37632/45000]	Loss: 1.6595	LR: 0.082955
Training Epoch: 1 [37888/45000]	Loss: 1.5546	LR: 0.083523
Training Epoch: 1 [38144/45000]	Loss: 1.5766	LR: 0.084091
Training Epoch: 1 [38400/45000]	Loss: 1.7386	LR: 0.084659
Training Epoch: 1 [38656/45000]	Loss: 1.7237	LR: 0.085227
Training Epoch: 1 [38912/45000]	Loss: 1.4537	LR: 0.085795
Training Epoch: 1 [39168/45000]	Loss: 1.5945	LR: 0.086364
Training Epoch: 1 [39424/45000]	Loss: 1.4426	LR: 0.086932
Training Epoch: 1 [39680/45000]	Loss: 1.4463	LR: 0.087500
Training Epoch: 1 [39936/45000]	Loss: 1.4693	LR: 0.088068
Training Epoch: 1 [40192/45000]	Loss: 1.6198	LR: 0.088636
Training Epoch: 1 [40448/45000]	Loss: 1.4120	LR: 0.089205
Training Epoch: 1 [40704/45000]	Loss: 1.5014	LR: 0.089773
Training Epoch: 1 [40960/45000]	Loss: 1.6746	LR: 0.090341
Training Epoch: 1 [41216/45000]	Loss: 1.7374	LR: 0.090909
Training Epoch: 1 [41472/45000]	Loss: 1.4872	LR: 0.091477
Training Epoch: 1 [41728/45000]	Loss: 1.5668	LR: 0.092045
Training Epoch: 1 [41984/45000]	Loss: 1.6689	LR: 0.092614
Training Epoch: 1 [42240/45000]	Loss: 1.4267	LR: 0.093182
Training Epoch: 1 [42496/45000]	Loss: 1.6782	LR: 0.093750
Training Epoch: 1 [42752/45000]	Loss: 1.7062	LR: 0.094318
Training Epoch: 1 [43008/45000]	Loss: 1.3949	LR: 0.094886
Training Epoch: 1 [43264/45000]	Loss: 1.4740	LR: 0.095455
Training Epoch: 1 [43520/45000]	Loss: 1.6997	LR: 0.096023
Training Epoch: 1 [43776/45000]	Loss: 1.6042	LR: 0.096591
Training Epoch: 1 [44032/45000]	Loss: 1.5423	LR: 0.097159
Training Epoch: 1 [44288/45000]	Loss: 1.6950	LR: 0.097727
Training Epoch: 1 [44544/45000]	Loss: 1.4675	LR: 0.098295
Training Epoch: 1 [44800/45000]	Loss: 1.4366	LR: 0.098864
Training Epoch: 1 [45000/45000]	Loss: 1.5823	LR: 0.099432
Epoch 1 - Average Train Loss: 1.7331, Train Accuracy: 0.3648
Epoch 1 training time consumed: 27.14s
Evaluating Network.....
Test set: Epoch: 1, Average loss: 0.0078, Accuracy: 0.4068, Time consumed:1.04s
Saving weights file to checkpoint/retrain/ResNet18/Sunday_21_September_2025_23h_41m_52s/ResNet18-Cifar10-seed8-ret0-1-best.pth
Training Epoch: 2 [256/45000]	Loss: 1.4630	LR: 0.100000
Training Epoch: 2 [512/45000]	Loss: 1.4091	LR: 0.100000
Training Epoch: 2 [768/45000]	Loss: 1.4267	LR: 0.100000
Training Epoch: 2 [1024/45000]	Loss: 1.4812	LR: 0.100000
Training Epoch: 2 [1280/45000]	Loss: 1.4846	LR: 0.100000
Training Epoch: 2 [1536/45000]	Loss: 1.4464	LR: 0.100000
Training Epoch: 2 [1792/45000]	Loss: 1.4316	LR: 0.100000
Training Epoch: 2 [2048/45000]	Loss: 1.3255	LR: 0.100000
Training Epoch: 2 [2304/45000]	Loss: 1.2986	LR: 0.100000
Training Epoch: 2 [2560/45000]	Loss: 1.6674	LR: 0.100000
Training Epoch: 2 [2816/45000]	Loss: 1.5553	LR: 0.100000
Training Epoch: 2 [3072/45000]	Loss: 1.4799	LR: 0.100000
Training Epoch: 2 [3328/45000]	Loss: 1.5447	LR: 0.100000
Training Epoch: 2 [3584/45000]	Loss: 1.5011	LR: 0.100000
Training Epoch: 2 [3840/45000]	Loss: 1.2867	LR: 0.100000
Training Epoch: 2 [4096/45000]	Loss: 1.3538	LR: 0.100000
Training Epoch: 2 [4352/45000]	Loss: 1.2945	LR: 0.100000
Training Epoch: 2 [4608/45000]	Loss: 1.4145	LR: 0.100000
Training Epoch: 2 [4864/45000]	Loss: 1.1855	LR: 0.100000
Training Epoch: 2 [5120/45000]	Loss: 1.3597	LR: 0.100000
Training Epoch: 2 [5376/45000]	Loss: 1.3100	LR: 0.100000
Training Epoch: 2 [5632/45000]	Loss: 1.2741	LR: 0.100000
Training Epoch: 2 [5888/45000]	Loss: 1.2963	LR: 0.100000
Training Epoch: 2 [6144/45000]	Loss: 1.1584	LR: 0.100000
Training Epoch: 2 [6400/45000]	Loss: 1.2764	LR: 0.100000
Training Epoch: 2 [6656/45000]	Loss: 1.2405	LR: 0.100000
Training Epoch: 2 [6912/45000]	Loss: 1.3507	LR: 0.100000
Training Epoch: 2 [7168/45000]	Loss: 1.3842	LR: 0.100000
Training Epoch: 2 [7424/45000]	Loss: 1.3792	LR: 0.100000
Training Epoch: 2 [7680/45000]	Loss: 1.3270	LR: 0.100000
Training Epoch: 2 [7936/45000]	Loss: 1.3839	LR: 0.100000
Training Epoch: 2 [8192/45000]	Loss: 1.4155	LR: 0.100000
Training Epoch: 2 [8448/45000]	Loss: 1.4530	LR: 0.100000
Training Epoch: 2 [8704/45000]	Loss: 1.3426	LR: 0.100000
Training Epoch: 2 [8960/45000]	Loss: 1.3802	LR: 0.100000
Training Epoch: 2 [9216/45000]	Loss: 1.2356	LR: 0.100000
Training Epoch: 2 [9472/45000]	Loss: 1.2085	LR: 0.100000
Training Epoch: 2 [9728/45000]	Loss: 1.4676	LR: 0.100000
Training Epoch: 2 [9984/45000]	Loss: 1.3043	LR: 0.100000
Training Epoch: 2 [10240/45000]	Loss: 1.3302	LR: 0.100000
Training Epoch: 2 [10496/45000]	Loss: 1.2988	LR: 0.100000
Training Epoch: 2 [10752/45000]	Loss: 1.3833	LR: 0.100000
Training Epoch: 2 [11008/45000]	Loss: 1.2649	LR: 0.100000
Training Epoch: 2 [11264/45000]	Loss: 1.4124	LR: 0.100000
Training Epoch: 2 [11520/45000]	Loss: 1.3927	LR: 0.100000
Training Epoch: 2 [11776/45000]	Loss: 1.3141	LR: 0.100000
Training Epoch: 2 [12032/45000]	Loss: 1.2360	LR: 0.100000
Training Epoch: 2 [12288/45000]	Loss: 1.3609	LR: 0.100000
Training Epoch: 2 [12544/45000]	Loss: 1.2573	LR: 0.100000
Training Epoch: 2 [12800/45000]	Loss: 1.2574	LR: 0.100000
Training Epoch: 2 [13056/45000]	Loss: 1.2439	LR: 0.100000
Training Epoch: 2 [13312/45000]	Loss: 1.3758	LR: 0.100000
Training Epoch: 2 [13568/45000]	Loss: 1.2249	LR: 0.100000
Training Epoch: 2 [13824/45000]	Loss: 1.3204	LR: 0.100000
Training Epoch: 2 [14080/45000]	Loss: 1.1686	LR: 0.100000
Training Epoch: 2 [14336/45000]	Loss: 1.1727	LR: 0.100000
Training Epoch: 2 [14592/45000]	Loss: 1.3559	LR: 0.100000
Training Epoch: 2 [14848/45000]	Loss: 1.2425	LR: 0.100000
Training Epoch: 2 [15104/45000]	Loss: 1.1643	LR: 0.100000
Training Epoch: 2 [15360/45000]	Loss: 1.2508	LR: 0.100000
Training Epoch: 2 [15616/45000]	Loss: 1.3162	LR: 0.100000
Training Epoch: 2 [15872/45000]	Loss: 1.1801	LR: 0.100000
Training Epoch: 2 [16128/45000]	Loss: 1.2742	LR: 0.100000
Training Epoch: 2 [16384/45000]	Loss: 1.2344	LR: 0.100000
Training Epoch: 2 [16640/45000]	Loss: 1.2463	LR: 0.100000
Training Epoch: 2 [16896/45000]	Loss: 1.2357	LR: 0.100000
Training Epoch: 2 [17152/45000]	Loss: 1.0890	LR: 0.100000
Training Epoch: 2 [17408/45000]	Loss: 1.2860	LR: 0.100000
Training Epoch: 2 [17664/45000]	Loss: 1.3985	LR: 0.100000
Training Epoch: 2 [17920/45000]	Loss: 1.1808	LR: 0.100000
Training Epoch: 2 [18176/45000]	Loss: 1.2394	LR: 0.100000
Training Epoch: 2 [18432/45000]	Loss: 1.3082	LR: 0.100000
Training Epoch: 2 [18688/45000]	Loss: 1.3372	LR: 0.100000
Training Epoch: 2 [18944/45000]	Loss: 1.3353	LR: 0.100000
Training Epoch: 2 [19200/45000]	Loss: 1.2754	LR: 0.100000
Training Epoch: 2 [19456/45000]	Loss: 1.2720	LR: 0.100000
Training Epoch: 2 [19712/45000]	Loss: 1.2841	LR: 0.100000
Training Epoch: 2 [19968/45000]	Loss: 1.2356	LR: 0.100000
Training Epoch: 2 [20224/45000]	Loss: 1.2087	LR: 0.100000
Training Epoch: 2 [20480/45000]	Loss: 1.1247	LR: 0.100000
Training Epoch: 2 [20736/45000]	Loss: 1.2939	LR: 0.100000
Training Epoch: 2 [20992/45000]	Loss: 1.0720	LR: 0.100000
Training Epoch: 2 [21248/45000]	Loss: 1.2265	LR: 0.100000
Training Epoch: 2 [21504/45000]	Loss: 1.2315	LR: 0.100000
Training Epoch: 2 [21760/45000]	Loss: 1.1732	LR: 0.100000
Training Epoch: 2 [22016/45000]	Loss: 1.1144	LR: 0.100000
Training Epoch: 2 [22272/45000]	Loss: 1.2349	LR: 0.100000
Training Epoch: 2 [22528/45000]	Loss: 1.1847	LR: 0.100000
Training Epoch: 2 [22784/45000]	Loss: 1.2027	LR: 0.100000
Training Epoch: 2 [23040/45000]	Loss: 1.3541	LR: 0.100000
Training Epoch: 2 [23296/45000]	Loss: 1.2804	LR: 0.100000
Training Epoch: 2 [23552/45000]	Loss: 1.2236	LR: 0.100000
Training Epoch: 2 [23808/45000]	Loss: 1.1643	LR: 0.100000
Training Epoch: 2 [24064/45000]	Loss: 1.2121	LR: 0.100000
Training Epoch: 2 [24320/45000]	Loss: 1.1874	LR: 0.100000
Training Epoch: 2 [24576/45000]	Loss: 1.2142	LR: 0.100000
Training Epoch: 2 [24832/45000]	Loss: 1.1951	LR: 0.100000
Training Epoch: 2 [25088/45000]	Loss: 1.2687	LR: 0.100000
Training Epoch: 2 [25344/45000]	Loss: 1.2869	LR: 0.100000
Training Epoch: 2 [25600/45000]	Loss: 1.1127	LR: 0.100000
Training Epoch: 2 [25856/45000]	Loss: 1.1489	LR: 0.100000
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Training Epoch: 2 [26368/45000]	Loss: 1.1303	LR: 0.100000
Training Epoch: 2 [26624/45000]	Loss: 1.1665	LR: 0.100000
Training Epoch: 2 [26880/45000]	Loss: 1.0875	LR: 0.100000
Training Epoch: 2 [27136/45000]	Loss: 1.1458	LR: 0.100000
Training Epoch: 2 [27392/45000]	Loss: 1.1906	LR: 0.100000
Training Epoch: 2 [27648/45000]	Loss: 1.1769	LR: 0.100000
Training Epoch: 2 [27904/45000]	Loss: 1.1250	LR: 0.100000
Training Epoch: 2 [28160/45000]	Loss: 1.1675	LR: 0.100000
Training Epoch: 2 [28416/45000]	Loss: 1.0614	LR: 0.100000
Training Epoch: 2 [28672/45000]	Loss: 1.0883	LR: 0.100000
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Training Epoch: 2 [29440/45000]	Loss: 1.2332	LR: 0.100000
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Training Epoch: 2 [29952/45000]	Loss: 1.2010	LR: 0.100000
Training Epoch: 2 [30208/45000]	Loss: 1.0439	LR: 0.100000
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Training Epoch: 2 [30720/45000]	Loss: 1.1608	LR: 0.100000
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Training Epoch: 2 [36096/45000]	Loss: 1.0503	LR: 0.100000
Training Epoch: 2 [36352/45000]	Loss: 1.2246	LR: 0.100000
Training Epoch: 2 [36608/45000]	Loss: 1.0745	LR: 0.100000
Training Epoch: 2 [36864/45000]	Loss: 1.0250	LR: 0.100000
Training Epoch: 2 [37120/45000]	Loss: 1.2185	LR: 0.100000
Training Epoch: 2 [37376/45000]	Loss: 1.0082	LR: 0.100000
Training Epoch: 2 [37632/45000]	Loss: 1.0407	LR: 0.100000
Training Epoch: 2 [37888/45000]	Loss: 1.0944	LR: 0.100000
Training Epoch: 2 [38144/45000]	Loss: 0.9412	LR: 0.100000
Training Epoch: 2 [38400/45000]	Loss: 1.1843	LR: 0.100000
Training Epoch: 2 [38656/45000]	Loss: 1.1394	LR: 0.100000
Training Epoch: 2 [38912/45000]	Loss: 1.0678	LR: 0.100000
Training Epoch: 2 [39168/45000]	Loss: 1.1393	LR: 0.100000
Training Epoch: 2 [39424/45000]	Loss: 1.0470	LR: 0.100000
Training Epoch: 2 [39680/45000]	Loss: 0.9740	LR: 0.100000
Training Epoch: 2 [39936/45000]	Loss: 1.0807	LR: 0.100000
Training Epoch: 2 [40192/45000]	Loss: 1.0659	LR: 0.100000
Training Epoch: 2 [40448/45000]	Loss: 1.0612	LR: 0.100000
Training Epoch: 2 [40704/45000]	Loss: 1.1828	LR: 0.100000
Training Epoch: 2 [40960/45000]	Loss: 1.1253	LR: 0.100000
Training Epoch: 2 [41216/45000]	Loss: 1.0543	LR: 0.100000
Training Epoch: 2 [41472/45000]	Loss: 1.0699	LR: 0.100000
Training Epoch: 2 [41728/45000]	Loss: 1.1025	LR: 0.100000
Training Epoch: 2 [41984/45000]	Loss: 1.0107	LR: 0.100000
Training Epoch: 2 [42240/45000]	Loss: 1.0484	LR: 0.100000
Training Epoch: 2 [42496/45000]	Loss: 1.0062	LR: 0.100000
Training Epoch: 2 [42752/45000]	Loss: 1.0041	LR: 0.100000
Training Epoch: 2 [43008/45000]	Loss: 0.9745	LR: 0.100000
Training Epoch: 2 [43264/45000]	Loss: 1.0760	LR: 0.100000
Training Epoch: 2 [43520/45000]	Loss: 1.0733	LR: 0.100000
Training Epoch: 2 [43776/45000]	Loss: 1.1876	LR: 0.100000
Training Epoch: 2 [44032/45000]	Loss: 1.0764	LR: 0.100000
Training Epoch: 2 [44288/45000]	Loss: 1.0696	LR: 0.100000
Training Epoch: 2 [44544/45000]	Loss: 1.0589	LR: 0.100000
Training Epoch: 2 [44800/45000]	Loss: 1.1588	LR: 0.100000
Training Epoch: 2 [45000/45000]	Loss: 1.0416	LR: 0.100000
Epoch 2 - Average Train Loss: 1.2175, Train Accuracy: 0.5611
Epoch 2 training time consumed: 26.57s
Evaluating Network.....
Test set: Epoch: 2, Average loss: 0.0043, Accuracy: 0.6065, Time consumed:0.96s
Saving weights file to checkpoint/retrain/ResNet18/Sunday_21_September_2025_23h_41m_52s/ResNet18-Cifar10-seed8-ret0-2-best.pth
Training Epoch: 3 [256/45000]	Loss: 1.0322	LR: 0.100000
Training Epoch: 3 [512/45000]	Loss: 1.0950	LR: 0.100000
Training Epoch: 3 [768/45000]	Loss: 1.0322	LR: 0.100000
Training Epoch: 3 [1024/45000]	Loss: 0.9434	LR: 0.100000
Training Epoch: 3 [1280/45000]	Loss: 1.0646	LR: 0.100000
Training Epoch: 3 [1536/45000]	Loss: 0.9823	LR: 0.100000
Training Epoch: 3 [1792/45000]	Loss: 1.1095	LR: 0.100000
Training Epoch: 3 [2048/45000]	Loss: 0.9616	LR: 0.100000
Training Epoch: 3 [2304/45000]	Loss: 0.9602	LR: 0.100000
Training Epoch: 3 [2560/45000]	Loss: 1.0304	LR: 0.100000
Training Epoch: 3 [2816/45000]	Loss: 1.0072	LR: 0.100000
Training Epoch: 3 [3072/45000]	Loss: 1.0059	LR: 0.100000
Training Epoch: 3 [3328/45000]	Loss: 1.0567	LR: 0.100000
Training Epoch: 3 [3584/45000]	Loss: 0.9383	LR: 0.100000
Training Epoch: 3 [3840/45000]	Loss: 0.8838	LR: 0.100000
Training Epoch: 3 [4096/45000]	Loss: 0.9674	LR: 0.100000
Training Epoch: 3 [4352/45000]	Loss: 1.0807	LR: 0.100000
Training Epoch: 3 [4608/45000]	Loss: 1.0168	LR: 0.100000
Training Epoch: 3 [4864/45000]	Loss: 1.0851	LR: 0.100000
Training Epoch: 3 [5120/45000]	Loss: 1.0228	LR: 0.100000
Training Epoch: 3 [5376/45000]	Loss: 1.0295	LR: 0.100000
Training Epoch: 3 [5632/45000]	Loss: 1.0900	LR: 0.100000
Training Epoch: 3 [5888/45000]	Loss: 0.8438	LR: 0.100000
Training Epoch: 3 [6144/45000]	Loss: 1.0537	LR: 0.100000
Training Epoch: 3 [6400/45000]	Loss: 1.1309	LR: 0.100000
Training Epoch: 3 [6656/45000]	Loss: 1.0276	LR: 0.100000
Training Epoch: 3 [6912/45000]	Loss: 1.0891	LR: 0.100000
Training Epoch: 3 [7168/45000]	Loss: 1.1116	LR: 0.100000
Training Epoch: 3 [7424/45000]	Loss: 1.0898	LR: 0.100000
Training Epoch: 3 [7680/45000]	Loss: 1.1173	LR: 0.100000
Training Epoch: 3 [7936/45000]	Loss: 0.9807	LR: 0.100000
Training Epoch: 3 [8192/45000]	Loss: 1.1298	LR: 0.100000
Training Epoch: 3 [8448/45000]	Loss: 1.0928	LR: 0.100000
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Training Epoch: 3 [9216/45000]	Loss: 1.1306	LR: 0.100000
Training Epoch: 3 [9472/45000]	Loss: 1.0563	LR: 0.100000
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Training Epoch: 3 [9984/45000]	Loss: 1.1722	LR: 0.100000
Training Epoch: 3 [10240/45000]	Loss: 0.9910	LR: 0.100000
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Training Epoch: 3 [11264/45000]	Loss: 0.9544	LR: 0.100000
Training Epoch: 3 [11520/45000]	Loss: 1.0807	LR: 0.100000
Training Epoch: 3 [11776/45000]	Loss: 1.0222	LR: 0.100000
Training Epoch: 3 [12032/45000]	Loss: 0.9805	LR: 0.100000
Training Epoch: 3 [12288/45000]	Loss: 0.9411	LR: 0.100000
Training Epoch: 3 [12544/45000]	Loss: 0.9206	LR: 0.100000
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Training Epoch: 3 [17152/45000]	Loss: 0.8631	LR: 0.100000
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Training Epoch: 3 [26112/45000]	Loss: 1.0631	LR: 0.100000
Training Epoch: 3 [26368/45000]	Loss: 0.9334	LR: 0.100000
Training Epoch: 3 [26624/45000]	Loss: 1.0772	LR: 0.100000
Training Epoch: 3 [26880/45000]	Loss: 0.9081	LR: 0.100000
Training Epoch: 3 [27136/45000]	Loss: 1.0309	LR: 0.100000
Training Epoch: 3 [27392/45000]	Loss: 1.0544	LR: 0.100000
Training Epoch: 3 [27648/45000]	Loss: 0.9852	LR: 0.100000
Training Epoch: 3 [27904/45000]	Loss: 0.8875	LR: 0.100000
Training Epoch: 3 [28160/45000]	Loss: 0.8336	LR: 0.100000
Training Epoch: 3 [28416/45000]	Loss: 1.0750	LR: 0.100000
Training Epoch: 3 [28672/45000]	Loss: 0.8856	LR: 0.100000
Training Epoch: 3 [28928/45000]	Loss: 0.9413	LR: 0.100000
Training Epoch: 3 [29184/45000]	Loss: 1.0404	LR: 0.100000
Training Epoch: 3 [29440/45000]	Loss: 0.8986	LR: 0.100000
Training Epoch: 3 [29696/45000]	Loss: 0.9097	LR: 0.100000
Training Epoch: 3 [29952/45000]	Loss: 0.9207	LR: 0.100000
Training Epoch: 3 [30208/45000]	Loss: 0.8908	LR: 0.100000
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Training Epoch: 3 [30720/45000]	Loss: 1.0913	LR: 0.100000
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Training Epoch: 3 [32256/45000]	Loss: 0.8879	LR: 0.100000
Training Epoch: 3 [32512/45000]	Loss: 1.0701	LR: 0.100000
Training Epoch: 3 [32768/45000]	Loss: 0.8531	LR: 0.100000
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Training Epoch: 3 [35328/45000]	Loss: 1.0150	LR: 0.100000
Training Epoch: 3 [35584/45000]	Loss: 0.8558	LR: 0.100000
Training Epoch: 3 [35840/45000]	Loss: 0.8732	LR: 0.100000
Training Epoch: 3 [36096/45000]	Loss: 0.8121	LR: 0.100000
Training Epoch: 3 [36352/45000]	Loss: 0.9278	LR: 0.100000
Training Epoch: 3 [36608/45000]	Loss: 0.9135	LR: 0.100000
Training Epoch: 3 [36864/45000]	Loss: 0.9407	LR: 0.100000
Training Epoch: 3 [37120/45000]	Loss: 1.0172	LR: 0.100000
Training Epoch: 3 [37376/45000]	Loss: 0.9328	LR: 0.100000
Training Epoch: 3 [37632/45000]	Loss: 1.0667	LR: 0.100000
Training Epoch: 3 [37888/45000]	Loss: 0.8598	LR: 0.100000
Training Epoch: 3 [38144/45000]	Loss: 0.9227	LR: 0.100000
Training Epoch: 3 [38400/45000]	Loss: 1.0726	LR: 0.100000
Training Epoch: 3 [38656/45000]	Loss: 0.9314	LR: 0.100000
Training Epoch: 3 [38912/45000]	Loss: 0.8994	LR: 0.100000
Training Epoch: 3 [39168/45000]	Loss: 1.0427	LR: 0.100000
Training Epoch: 3 [39424/45000]	Loss: 0.9103	LR: 0.100000
Training Epoch: 3 [39680/45000]	Loss: 0.8547	LR: 0.100000
Training Epoch: 3 [39936/45000]	Loss: 0.9819	LR: 0.100000
Training Epoch: 3 [40192/45000]	Loss: 0.9303	LR: 0.100000
Training Epoch: 3 [40448/45000]	Loss: 0.9472	LR: 0.100000
Training Epoch: 3 [40704/45000]	Loss: 1.0262	LR: 0.100000
Training Epoch: 3 [40960/45000]	Loss: 0.9829	LR: 0.100000
Training Epoch: 3 [41216/45000]	Loss: 0.9014	LR: 0.100000
Training Epoch: 3 [41472/45000]	Loss: 0.9288	LR: 0.100000
Training Epoch: 3 [41728/45000]	Loss: 0.9411	LR: 0.100000
Training Epoch: 3 [41984/45000]	Loss: 0.8848	LR: 0.100000
Training Epoch: 3 [42240/45000]	Loss: 0.9677	LR: 0.100000
Training Epoch: 3 [42496/45000]	Loss: 0.8668	LR: 0.100000
Training Epoch: 3 [42752/45000]	Loss: 0.9191	LR: 0.100000
Training Epoch: 3 [43008/45000]	Loss: 0.8320	LR: 0.100000
Training Epoch: 3 [43264/45000]	Loss: 0.9135	LR: 0.100000
Training Epoch: 3 [43520/45000]	Loss: 0.9134	LR: 0.100000
Training Epoch: 3 [43776/45000]	Loss: 0.8633	LR: 0.100000
Training Epoch: 3 [44032/45000]	Loss: 0.9358	LR: 0.100000
Training Epoch: 3 [44288/45000]	Loss: 0.9172	LR: 0.100000
Training Epoch: 3 [44544/45000]	Loss: 0.9032	LR: 0.100000
Training Epoch: 3 [44800/45000]	Loss: 0.8989	LR: 0.100000
Training Epoch: 3 [45000/45000]	Loss: 0.8933	LR: 0.100000
Epoch 3 - Average Train Loss: 0.9790, Train Accuracy: 0.6492
Epoch 3 training time consumed: 26.65s
Evaluating Network.....
Test set: Epoch: 3, Average loss: 0.0040, Accuracy: 0.6597, Time consumed:0.92s
Saving weights file to checkpoint/retrain/ResNet18/Sunday_21_September_2025_23h_41m_52s/ResNet18-Cifar10-seed8-ret0-3-best.pth
Training Epoch: 4 [256/45000]	Loss: 0.8975	LR: 0.100000
Training Epoch: 4 [512/45000]	Loss: 0.9081	LR: 0.100000
Training Epoch: 4 [768/45000]	Loss: 0.8196	LR: 0.100000
Training Epoch: 4 [1024/45000]	Loss: 0.8239	LR: 0.100000
Training Epoch: 4 [1280/45000]	Loss: 0.8539	LR: 0.100000
Training Epoch: 4 [1536/45000]	Loss: 0.8715	LR: 0.100000
Training Epoch: 4 [1792/45000]	Loss: 0.8334	LR: 0.100000
Training Epoch: 4 [2048/45000]	Loss: 0.9513	LR: 0.100000
Training Epoch: 4 [2304/45000]	Loss: 0.8482	LR: 0.100000
Training Epoch: 4 [2560/45000]	Loss: 0.7625	LR: 0.100000
Training Epoch: 4 [2816/45000]	Loss: 0.7935	LR: 0.100000
Training Epoch: 4 [3072/45000]	Loss: 0.8012	LR: 0.100000
Training Epoch: 4 [3328/45000]	Loss: 0.9160	LR: 0.100000
Training Epoch: 4 [3584/45000]	Loss: 0.9926	LR: 0.100000
Training Epoch: 4 [3840/45000]	Loss: 0.8292	LR: 0.100000
Training Epoch: 4 [4096/45000]	Loss: 0.8696	LR: 0.100000
Training Epoch: 4 [4352/45000]	Loss: 0.8502	LR: 0.100000
Training Epoch: 4 [4608/45000]	Loss: 0.8998	LR: 0.100000
Training Epoch: 4 [4864/45000]	Loss: 0.8676	LR: 0.100000
Training Epoch: 4 [5120/45000]	Loss: 1.0527	LR: 0.100000
Training Epoch: 4 [5376/45000]	Loss: 0.9607	LR: 0.100000
Training Epoch: 4 [5632/45000]	Loss: 0.8555	LR: 0.100000
Training Epoch: 4 [5888/45000]	Loss: 0.8948	LR: 0.100000
Training Epoch: 4 [6144/45000]	Loss: 0.9613	LR: 0.100000
Training Epoch: 4 [6400/45000]	Loss: 0.8196	LR: 0.100000
Training Epoch: 4 [6656/45000]	Loss: 0.7500	LR: 0.100000
Training Epoch: 4 [6912/45000]	Loss: 0.9311	LR: 0.100000
Training Epoch: 4 [7168/45000]	Loss: 0.8933	LR: 0.100000
Training Epoch: 4 [7424/45000]	Loss: 1.0440	LR: 0.100000
Training Epoch: 4 [7680/45000]	Loss: 0.9260	LR: 0.100000
Training Epoch: 4 [7936/45000]	Loss: 0.8426	LR: 0.100000
Training Epoch: 4 [8192/45000]	Loss: 0.9458	LR: 0.100000
Training Epoch: 4 [8448/45000]	Loss: 0.8468	LR: 0.100000
Training Epoch: 4 [8704/45000]	Loss: 0.9113	LR: 0.100000
Training Epoch: 4 [8960/45000]	Loss: 0.8558	LR: 0.100000
Training Epoch: 4 [9216/45000]	Loss: 1.0665	LR: 0.100000
Training Epoch: 4 [9472/45000]	Loss: 0.8691	LR: 0.100000
Training Epoch: 4 [9728/45000]	Loss: 0.9050	LR: 0.100000
Training Epoch: 4 [9984/45000]	Loss: 0.7904	LR: 0.100000
Training Epoch: 4 [10240/45000]	Loss: 0.9772	LR: 0.100000
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Training Epoch: 4 [43520/45000]	Loss: 1.0083	LR: 0.100000
Training Epoch: 4 [43776/45000]	Loss: 0.8186	LR: 0.100000
Training Epoch: 4 [44032/45000]	Loss: 0.7725	LR: 0.100000
Training Epoch: 4 [44288/45000]	Loss: 0.6857	LR: 0.100000
Training Epoch: 4 [44544/45000]	Loss: 0.7238	LR: 0.100000
Training Epoch: 4 [44800/45000]	Loss: 0.7287	LR: 0.100000
Training Epoch: 4 [45000/45000]	Loss: 0.7681	LR: 0.100000
Epoch 4 - Average Train Loss: 0.8360, Train Accuracy: 0.7054
Epoch 4 training time consumed: 26.81s
Evaluating Network.....
Test set: Epoch: 4, Average loss: 0.0038, Accuracy: 0.6834, Time consumed:0.99s
Saving weights file to checkpoint/retrain/ResNet18/Sunday_21_September_2025_23h_41m_52s/ResNet18-Cifar10-seed8-ret0-4-best.pth
Training Epoch: 5 [256/45000]	Loss: 0.8291	LR: 0.100000
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Training Epoch: 5 [40704/45000]	Loss: 0.8015	LR: 0.100000
Training Epoch: 5 [40960/45000]	Loss: 0.7365	LR: 0.100000
Training Epoch: 5 [41216/45000]	Loss: 0.7340	LR: 0.100000
Training Epoch: 5 [41472/45000]	Loss: 0.7207	LR: 0.100000
Training Epoch: 5 [41728/45000]	Loss: 0.6923	LR: 0.100000
Training Epoch: 5 [41984/45000]	Loss: 0.7978	LR: 0.100000
Training Epoch: 5 [42240/45000]	Loss: 0.8048	LR: 0.100000
Training Epoch: 5 [42496/45000]	Loss: 0.6680	LR: 0.100000
Training Epoch: 5 [42752/45000]	Loss: 0.6612	LR: 0.100000
Training Epoch: 5 [43008/45000]	Loss: 0.6428	LR: 0.100000
Training Epoch: 5 [43264/45000]	Loss: 0.6108	LR: 0.100000
Training Epoch: 5 [43520/45000]	Loss: 0.7475	LR: 0.100000
Training Epoch: 5 [43776/45000]	Loss: 0.7317	LR: 0.100000
Training Epoch: 5 [44032/45000]	Loss: 0.7739	LR: 0.100000
Training Epoch: 5 [44288/45000]	Loss: 0.7393	LR: 0.100000
Training Epoch: 5 [44544/45000]	Loss: 0.7000	LR: 0.100000
Training Epoch: 5 [44800/45000]	Loss: 0.7256	LR: 0.100000
Training Epoch: 5 [45000/45000]	Loss: 0.7077	LR: 0.100000
Epoch 5 - Average Train Loss: 0.7398, Train Accuracy: 0.7426
Epoch 5 training time consumed: 27.20s
Evaluating Network.....
Test set: Epoch: 5, Average loss: 0.0042, Accuracy: 0.6658, Time consumed:0.93s
Training Epoch: 6 [256/45000]	Loss: 0.6874	LR: 0.100000
Training Epoch: 6 [512/45000]	Loss: 0.7798	LR: 0.100000
Training Epoch: 6 [768/45000]	Loss: 0.7180	LR: 0.100000
Training Epoch: 6 [1024/45000]	Loss: 0.6806	LR: 0.100000
Training Epoch: 6 [1280/45000]	Loss: 0.7157	LR: 0.100000
Training Epoch: 6 [1536/45000]	Loss: 0.7462	LR: 0.100000
Training Epoch: 6 [1792/45000]	Loss: 0.7778	LR: 0.100000
Training Epoch: 6 [2048/45000]	Loss: 0.7197	LR: 0.100000
Training Epoch: 6 [2304/45000]	Loss: 0.8260	LR: 0.100000
Training Epoch: 6 [2560/45000]	Loss: 0.7136	LR: 0.100000
Training Epoch: 6 [2816/45000]	Loss: 0.5313	LR: 0.100000
Training Epoch: 6 [3072/45000]	Loss: 0.7316	LR: 0.100000
Training Epoch: 6 [3328/45000]	Loss: 0.6378	LR: 0.100000
Training Epoch: 6 [3584/45000]	Loss: 0.6653	LR: 0.100000
Training Epoch: 6 [3840/45000]	Loss: 0.7443	LR: 0.100000
Training Epoch: 6 [4096/45000]	Loss: 0.6130	LR: 0.100000
Training Epoch: 6 [4352/45000]	Loss: 0.7585	LR: 0.100000
Training Epoch: 6 [4608/45000]	Loss: 0.6769	LR: 0.100000
Training Epoch: 6 [4864/45000]	Loss: 0.7029	LR: 0.100000
Training Epoch: 6 [5120/45000]	Loss: 0.7403	LR: 0.100000
Training Epoch: 6 [5376/45000]	Loss: 0.6769	LR: 0.100000
Training Epoch: 6 [5632/45000]	Loss: 0.6573	LR: 0.100000
Training Epoch: 6 [5888/45000]	Loss: 0.6647	LR: 0.100000
Training Epoch: 6 [6144/45000]	Loss: 0.6909	LR: 0.100000
Training Epoch: 6 [6400/45000]	Loss: 0.6423	LR: 0.100000
Training Epoch: 6 [6656/45000]	Loss: 0.6037	LR: 0.100000
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Training Epoch: 6 [12032/45000]	Loss: 0.7199	LR: 0.100000
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Training Epoch: 6 [12544/45000]	Loss: 0.6382	LR: 0.100000
Training Epoch: 6 [12800/45000]	Loss: 0.7023	LR: 0.100000
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Training Epoch: 6 [16128/45000]	Loss: 0.6922	LR: 0.100000
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Training Epoch: 6 [16896/45000]	Loss: 0.7318	LR: 0.100000
Training Epoch: 6 [17152/45000]	Loss: 0.6547	LR: 0.100000
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Training Epoch: 6 [19712/45000]	Loss: 0.6426	LR: 0.100000
Training Epoch: 6 [19968/45000]	Loss: 0.6205	LR: 0.100000
Training Epoch: 6 [20224/45000]	Loss: 0.7330	LR: 0.100000
Training Epoch: 6 [20480/45000]	Loss: 0.6956	LR: 0.100000
Training Epoch: 6 [20736/45000]	Loss: 0.6500	LR: 0.100000
Training Epoch: 6 [20992/45000]	Loss: 0.6569	LR: 0.100000
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Training Epoch: 6 [21760/45000]	Loss: 0.5542	LR: 0.100000
Training Epoch: 6 [22016/45000]	Loss: 0.7035	LR: 0.100000
Training Epoch: 6 [22272/45000]	Loss: 0.7787	LR: 0.100000
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Training Epoch: 6 [23040/45000]	Loss: 0.7050	LR: 0.100000
Training Epoch: 6 [23296/45000]	Loss: 0.7367	LR: 0.100000
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Training Epoch: 6 [24832/45000]	Loss: 0.6973	LR: 0.100000
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Training Epoch: 6 [26880/45000]	Loss: 0.7181	LR: 0.100000
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Training Epoch: 6 [27904/45000]	Loss: 0.7330	LR: 0.100000
Training Epoch: 6 [28160/45000]	Loss: 0.6709	LR: 0.100000
Training Epoch: 6 [28416/45000]	Loss: 0.6694	LR: 0.100000
Training Epoch: 6 [28672/45000]	Loss: 0.6916	LR: 0.100000
Training Epoch: 6 [28928/45000]	Loss: 0.5729	LR: 0.100000
Training Epoch: 6 [29184/45000]	Loss: 0.7287	LR: 0.100000
Training Epoch: 6 [29440/45000]	Loss: 0.6436	LR: 0.100000
Training Epoch: 6 [29696/45000]	Loss: 0.6198	LR: 0.100000
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Training Epoch: 6 [35840/45000]	Loss: 0.6547	LR: 0.100000
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Training Epoch: 6 [37376/45000]	Loss: 0.6812	LR: 0.100000
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Training Epoch: 6 [38144/45000]	Loss: 0.7836	LR: 0.100000
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Training Epoch: 6 [38656/45000]	Loss: 0.6592	LR: 0.100000
Training Epoch: 6 [38912/45000]	Loss: 0.6721	LR: 0.100000
Training Epoch: 6 [39168/45000]	Loss: 0.8200	LR: 0.100000
Training Epoch: 6 [39424/45000]	Loss: 0.6681	LR: 0.100000
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Training Epoch: 6 [39936/45000]	Loss: 0.7574	LR: 0.100000
Training Epoch: 6 [40192/45000]	Loss: 0.6707	LR: 0.100000
Training Epoch: 6 [40448/45000]	Loss: 0.6098	LR: 0.100000
Training Epoch: 6 [40704/45000]	Loss: 0.6172	LR: 0.100000
Training Epoch: 6 [40960/45000]	Loss: 0.5775	LR: 0.100000
Training Epoch: 6 [41216/45000]	Loss: 0.6514	LR: 0.100000
Training Epoch: 6 [41472/45000]	Loss: 0.6098	LR: 0.100000
Training Epoch: 6 [41728/45000]	Loss: 0.5485	LR: 0.100000
Training Epoch: 6 [41984/45000]	Loss: 0.7734	LR: 0.100000
Training Epoch: 6 [42240/45000]	Loss: 0.6227	LR: 0.100000
Training Epoch: 6 [42496/45000]	Loss: 0.6355	LR: 0.100000
Training Epoch: 6 [42752/45000]	Loss: 0.6834	LR: 0.100000
Training Epoch: 6 [43008/45000]	Loss: 0.5851	LR: 0.100000
Training Epoch: 6 [43264/45000]	Loss: 0.5975	LR: 0.100000
Training Epoch: 6 [43520/45000]	Loss: 0.6947	LR: 0.100000
Training Epoch: 6 [43776/45000]	Loss: 0.5622	LR: 0.100000
Training Epoch: 6 [44032/45000]	Loss: 0.5762	LR: 0.100000
Training Epoch: 6 [44288/45000]	Loss: 0.6281	LR: 0.100000
Training Epoch: 6 [44544/45000]	Loss: 0.6761	LR: 0.100000
Training Epoch: 6 [44800/45000]	Loss: 0.7245	LR: 0.100000
Training Epoch: 6 [45000/45000]	Loss: 0.7417	LR: 0.100000
Epoch 6 - Average Train Loss: 0.6713, Train Accuracy: 0.7650
Epoch 6 training time consumed: 26.79s
Evaluating Network.....
Test set: Epoch: 6, Average loss: 0.0025, Accuracy: 0.7819, Time consumed:0.94s
Saving weights file to checkpoint/retrain/ResNet18/Sunday_21_September_2025_23h_41m_52s/ResNet18-Cifar10-seed8-ret0-6-best.pth
Training Epoch: 7 [256/45000]	Loss: 0.6681	LR: 0.100000
Training Epoch: 7 [512/45000]	Loss: 0.6268	LR: 0.100000
Training Epoch: 7 [768/45000]	Loss: 0.6588	LR: 0.100000
Training Epoch: 7 [1024/45000]	Loss: 0.6603	LR: 0.100000
Training Epoch: 7 [1280/45000]	Loss: 0.6125	LR: 0.100000
Training Epoch: 7 [1536/45000]	Loss: 0.6055	LR: 0.100000
Training Epoch: 7 [1792/45000]	Loss: 0.6328	LR: 0.100000
Training Epoch: 7 [2048/45000]	Loss: 0.6621	LR: 0.100000
Training Epoch: 7 [2304/45000]	Loss: 0.7758	LR: 0.100000
Training Epoch: 7 [2560/45000]	Loss: 0.5679	LR: 0.100000
Training Epoch: 7 [2816/45000]	Loss: 0.6658	LR: 0.100000
Training Epoch: 7 [3072/45000]	Loss: 0.6055	LR: 0.100000
Training Epoch: 7 [3328/45000]	Loss: 0.5724	LR: 0.100000
Training Epoch: 7 [3584/45000]	Loss: 0.7023	LR: 0.100000
Training Epoch: 7 [3840/45000]	Loss: 0.5827	LR: 0.100000
Training Epoch: 7 [4096/45000]	Loss: 0.6044	LR: 0.100000
Training Epoch: 7 [4352/45000]	Loss: 0.6540	LR: 0.100000
Training Epoch: 7 [4608/45000]	Loss: 0.6165	LR: 0.100000
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Training Epoch: 7 [5120/45000]	Loss: 0.6333	LR: 0.100000
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Training Epoch: 7 [5632/45000]	Loss: 0.6102	LR: 0.100000
Training Epoch: 7 [5888/45000]	Loss: 0.5744	LR: 0.100000
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Training Epoch: 7 [25856/45000]	Loss: 0.6743	LR: 0.100000
Training Epoch: 7 [26112/45000]	Loss: 0.5857	LR: 0.100000
Training Epoch: 7 [26368/45000]	Loss: 0.6179	LR: 0.100000
Training Epoch: 7 [26624/45000]	Loss: 0.6879	LR: 0.100000
Training Epoch: 7 [26880/45000]	Loss: 0.6427	LR: 0.100000
Training Epoch: 7 [27136/45000]	Loss: 0.6242	LR: 0.100000
Training Epoch: 7 [27392/45000]	Loss: 0.5478	LR: 0.100000
Training Epoch: 7 [27648/45000]	Loss: 0.6403	LR: 0.100000
Training Epoch: 7 [27904/45000]	Loss: 0.7015	LR: 0.100000
Training Epoch: 7 [28160/45000]	Loss: 0.6310	LR: 0.100000
Training Epoch: 7 [28416/45000]	Loss: 0.5082	LR: 0.100000
Training Epoch: 7 [28672/45000]	Loss: 0.6875	LR: 0.100000
Training Epoch: 7 [28928/45000]	Loss: 0.5492	LR: 0.100000
Training Epoch: 7 [29184/45000]	Loss: 0.5420	LR: 0.100000
Training Epoch: 7 [29440/45000]	Loss: 0.5944	LR: 0.100000
Training Epoch: 7 [29696/45000]	Loss: 0.5899	LR: 0.100000
Training Epoch: 7 [29952/45000]	Loss: 0.6872	LR: 0.100000
Training Epoch: 7 [30208/45000]	Loss: 0.6037	LR: 0.100000
Training Epoch: 7 [30464/45000]	Loss: 0.5163	LR: 0.100000
Training Epoch: 7 [30720/45000]	Loss: 0.6342	LR: 0.100000
Training Epoch: 7 [30976/45000]	Loss: 0.6092	LR: 0.100000
Training Epoch: 7 [31232/45000]	Loss: 0.5908	LR: 0.100000
Training Epoch: 7 [31488/45000]	Loss: 0.6442	LR: 0.100000
Training Epoch: 7 [31744/45000]	Loss: 0.5866	LR: 0.100000
Training Epoch: 7 [32000/45000]	Loss: 0.5185	LR: 0.100000
Training Epoch: 7 [32256/45000]	Loss: 0.6618	LR: 0.100000
Training Epoch: 7 [32512/45000]	Loss: 0.7037	LR: 0.100000
Training Epoch: 7 [32768/45000]	Loss: 0.5379	LR: 0.100000
Training Epoch: 7 [33024/45000]	Loss: 0.5534	LR: 0.100000
Training Epoch: 7 [33280/45000]	Loss: 0.6289	LR: 0.100000
Training Epoch: 7 [33536/45000]	Loss: 0.6390	LR: 0.100000
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Training Epoch: 7 [34048/45000]	Loss: 0.5784	LR: 0.100000
Training Epoch: 7 [34304/45000]	Loss: 0.4071	LR: 0.100000
Training Epoch: 7 [34560/45000]	Loss: 0.5671	LR: 0.100000
Training Epoch: 7 [34816/45000]	Loss: 0.4789	LR: 0.100000
Training Epoch: 7 [35072/45000]	Loss: 0.7128	LR: 0.100000
Training Epoch: 7 [35328/45000]	Loss: 0.5579	LR: 0.100000
Training Epoch: 7 [35584/45000]	Loss: 0.5989	LR: 0.100000
Training Epoch: 7 [35840/45000]	Loss: 0.5348	LR: 0.100000
Training Epoch: 7 [36096/45000]	Loss: 0.6925	LR: 0.100000
Training Epoch: 7 [36352/45000]	Loss: 0.6343	LR: 0.100000
Training Epoch: 7 [36608/45000]	Loss: 0.5602	LR: 0.100000
Training Epoch: 7 [36864/45000]	Loss: 0.5693	LR: 0.100000
Training Epoch: 7 [37120/45000]	Loss: 0.6484	LR: 0.100000
Training Epoch: 7 [37376/45000]	Loss: 0.5055	LR: 0.100000
Training Epoch: 7 [37632/45000]	Loss: 0.6158	LR: 0.100000
Training Epoch: 7 [37888/45000]	Loss: 0.5891	LR: 0.100000
Training Epoch: 7 [38144/45000]	Loss: 0.6890	LR: 0.100000
Training Epoch: 7 [38400/45000]	Loss: 0.5334	LR: 0.100000
Training Epoch: 7 [38656/45000]	Loss: 0.6972	LR: 0.100000
Training Epoch: 7 [38912/45000]	Loss: 0.6684	LR: 0.100000
Training Epoch: 7 [39168/45000]	Loss: 0.6022	LR: 0.100000
Training Epoch: 7 [39424/45000]	Loss: 0.6304	LR: 0.100000
Training Epoch: 7 [39680/45000]	Loss: 0.5524	LR: 0.100000
Training Epoch: 7 [39936/45000]	Loss: 0.6250	LR: 0.100000
Training Epoch: 7 [40192/45000]	Loss: 0.6405	LR: 0.100000
Training Epoch: 7 [40448/45000]	Loss: 0.6834	LR: 0.100000
Training Epoch: 7 [40704/45000]	Loss: 0.5790	LR: 0.100000
Training Epoch: 7 [40960/45000]	Loss: 0.6335	LR: 0.100000
Training Epoch: 7 [41216/45000]	Loss: 0.5645	LR: 0.100000
Training Epoch: 7 [41472/45000]	Loss: 0.4814	LR: 0.100000
Training Epoch: 7 [41728/45000]	Loss: 0.6294	LR: 0.100000
Training Epoch: 7 [41984/45000]	Loss: 0.7059	LR: 0.100000
Training Epoch: 7 [42240/45000]	Loss: 0.5376	LR: 0.100000
Training Epoch: 7 [42496/45000]	Loss: 0.5457	LR: 0.100000
Training Epoch: 7 [42752/45000]	Loss: 0.6844	LR: 0.100000
Training Epoch: 7 [43008/45000]	Loss: 0.4900	LR: 0.100000
Training Epoch: 7 [43264/45000]	Loss: 0.6743	LR: 0.100000
Training Epoch: 7 [43520/45000]	Loss: 0.4809	LR: 0.100000
Training Epoch: 7 [43776/45000]	Loss: 0.5446	LR: 0.100000
Training Epoch: 7 [44032/45000]	Loss: 0.6050	LR: 0.100000
Training Epoch: 7 [44288/45000]	Loss: 0.7161	LR: 0.100000
Training Epoch: 7 [44544/45000]	Loss: 0.5432	LR: 0.100000
Training Epoch: 7 [44800/45000]	Loss: 0.6527	LR: 0.100000
Training Epoch: 7 [45000/45000]	Loss: 0.6331	LR: 0.100000
Epoch 7 - Average Train Loss: 0.6173, Train Accuracy: 0.7846
Epoch 7 training time consumed: 26.87s
Evaluating Network.....
Test set: Epoch: 7, Average loss: 0.0028, Accuracy: 0.7714, Time consumed:0.95s
Training Epoch: 8 [256/45000]	Loss: 0.5399	LR: 0.020000
Training Epoch: 8 [512/45000]	Loss: 0.5482	LR: 0.020000
Training Epoch: 8 [768/45000]	Loss: 0.6133	LR: 0.020000
Training Epoch: 8 [1024/45000]	Loss: 0.5717	LR: 0.020000
Training Epoch: 8 [1280/45000]	Loss: 0.5795	LR: 0.020000
Training Epoch: 8 [1536/45000]	Loss: 0.6273	LR: 0.020000
Training Epoch: 8 [1792/45000]	Loss: 0.5478	LR: 0.020000
Training Epoch: 8 [2048/45000]	Loss: 0.5765	LR: 0.020000
Training Epoch: 8 [2304/45000]	Loss: 0.5296	LR: 0.020000
Training Epoch: 8 [2560/45000]	Loss: 0.5098	LR: 0.020000
Training Epoch: 8 [2816/45000]	Loss: 0.5616	LR: 0.020000
Training Epoch: 8 [3072/45000]	Loss: 0.4796	LR: 0.020000
Training Epoch: 8 [3328/45000]	Loss: 0.4509	LR: 0.020000
Training Epoch: 8 [3584/45000]	Loss: 0.4425	LR: 0.020000
Training Epoch: 8 [3840/45000]	Loss: 0.6174	LR: 0.020000
Training Epoch: 8 [4096/45000]	Loss: 0.5771	LR: 0.020000
Training Epoch: 8 [4352/45000]	Loss: 0.4091	LR: 0.020000
Training Epoch: 8 [4608/45000]	Loss: 0.5550	LR: 0.020000
Training Epoch: 8 [4864/45000]	Loss: 0.4001	LR: 0.020000
Training Epoch: 8 [5120/45000]	Loss: 0.4506	LR: 0.020000
Training Epoch: 8 [5376/45000]	Loss: 0.4928	LR: 0.020000
Training Epoch: 8 [5632/45000]	Loss: 0.4719	LR: 0.020000
Training Epoch: 8 [5888/45000]	Loss: 0.5231	LR: 0.020000
Training Epoch: 8 [6144/45000]	Loss: 0.4627	LR: 0.020000
Training Epoch: 8 [6400/45000]	Loss: 0.4462	LR: 0.020000
Training Epoch: 8 [6656/45000]	Loss: 0.5195	LR: 0.020000
Training Epoch: 8 [6912/45000]	Loss: 0.5412	LR: 0.020000
Training Epoch: 8 [7168/45000]	Loss: 0.5027	LR: 0.020000
Training Epoch: 8 [7424/45000]	Loss: 0.5395	LR: 0.020000
Training Epoch: 8 [7680/45000]	Loss: 0.4763	LR: 0.020000
Training Epoch: 8 [7936/45000]	Loss: 0.4686	LR: 0.020000
Training Epoch: 8 [8192/45000]	Loss: 0.4768	LR: 0.020000
Training Epoch: 8 [8448/45000]	Loss: 0.5241	LR: 0.020000
Training Epoch: 8 [8704/45000]	Loss: 0.4392	LR: 0.020000
Training Epoch: 8 [8960/45000]	Loss: 0.4473	LR: 0.020000
Training Epoch: 8 [9216/45000]	Loss: 0.4677	LR: 0.020000
Training Epoch: 8 [9472/45000]	Loss: 0.5390	LR: 0.020000
Training Epoch: 8 [9728/45000]	Loss: 0.4658	LR: 0.020000
Training Epoch: 8 [9984/45000]	Loss: 0.5004	LR: 0.020000
Training Epoch: 8 [10240/45000]	Loss: 0.5445	LR: 0.020000
Training Epoch: 8 [10496/45000]	Loss: 0.5507	LR: 0.020000
Training Epoch: 8 [10752/45000]	Loss: 0.4057	LR: 0.020000
Training Epoch: 8 [11008/45000]	Loss: 0.4751	LR: 0.020000
Training Epoch: 8 [11264/45000]	Loss: 0.4819	LR: 0.020000
Training Epoch: 8 [11520/45000]	Loss: 0.3907	LR: 0.020000
Training Epoch: 8 [11776/45000]	Loss: 0.5032	LR: 0.020000
Training Epoch: 8 [12032/45000]	Loss: 0.4843	LR: 0.020000
Training Epoch: 8 [12288/45000]	Loss: 0.4274	LR: 0.020000
Training Epoch: 8 [12544/45000]	Loss: 0.3849	LR: 0.020000
Training Epoch: 8 [12800/45000]	Loss: 0.4660	LR: 0.020000
Training Epoch: 8 [13056/45000]	Loss: 0.4414	LR: 0.020000
Training Epoch: 8 [13312/45000]	Loss: 0.3407	LR: 0.020000
Training Epoch: 8 [13568/45000]	Loss: 0.4800	LR: 0.020000
Training Epoch: 8 [13824/45000]	Loss: 0.4918	LR: 0.020000
Training Epoch: 8 [14080/45000]	Loss: 0.4986	LR: 0.020000
Training Epoch: 8 [14336/45000]	Loss: 0.5388	LR: 0.020000
Training Epoch: 8 [14592/45000]	Loss: 0.6313	LR: 0.020000
Training Epoch: 8 [14848/45000]	Loss: 0.5127	LR: 0.020000
Training Epoch: 8 [15104/45000]	Loss: 0.4966	LR: 0.020000
Training Epoch: 8 [15360/45000]	Loss: 0.4799	LR: 0.020000
Training Epoch: 8 [15616/45000]	Loss: 0.4769	LR: 0.020000
Training Epoch: 8 [15872/45000]	Loss: 0.5867	LR: 0.020000
Training Epoch: 8 [16128/45000]	Loss: 0.5647	LR: 0.020000
Training Epoch: 8 [16384/45000]	Loss: 0.4814	LR: 0.020000
Training Epoch: 8 [16640/45000]	Loss: 0.3967	LR: 0.020000
Training Epoch: 8 [16896/45000]	Loss: 0.4371	LR: 0.020000
Training Epoch: 8 [17152/45000]	Loss: 0.4795	LR: 0.020000
Training Epoch: 8 [17408/45000]	Loss: 0.5011	LR: 0.020000
Training Epoch: 8 [17664/45000]	Loss: 0.3859	LR: 0.020000
Training Epoch: 8 [17920/45000]	Loss: 0.4789	LR: 0.020000
Training Epoch: 8 [18176/45000]	Loss: 0.3966	LR: 0.020000
Training Epoch: 8 [18432/45000]	Loss: 0.5246	LR: 0.020000
Training Epoch: 8 [18688/45000]	Loss: 0.4329	LR: 0.020000
Training Epoch: 8 [18944/45000]	Loss: 0.5069	LR: 0.020000
Training Epoch: 8 [19200/45000]	Loss: 0.5083	LR: 0.020000
Training Epoch: 8 [19456/45000]	Loss: 0.4275	LR: 0.020000
Training Epoch: 8 [19712/45000]	Loss: 0.4327	LR: 0.020000
Training Epoch: 8 [19968/45000]	Loss: 0.4317	LR: 0.020000
Training Epoch: 8 [20224/45000]	Loss: 0.3804	LR: 0.020000
Training Epoch: 8 [20480/45000]	Loss: 0.4599	LR: 0.020000
Training Epoch: 8 [20736/45000]	Loss: 0.3927	LR: 0.020000
Training Epoch: 8 [20992/45000]	Loss: 0.4804	LR: 0.020000
Training Epoch: 8 [21248/45000]	Loss: 0.4848	LR: 0.020000
Training Epoch: 8 [21504/45000]	Loss: 0.4593	LR: 0.020000
Training Epoch: 8 [21760/45000]	Loss: 0.4440	LR: 0.020000
Training Epoch: 8 [22016/45000]	Loss: 0.3490	LR: 0.020000
Training Epoch: 8 [22272/45000]	Loss: 0.5178	LR: 0.020000
Training Epoch: 8 [22528/45000]	Loss: 0.4234	LR: 0.020000
Training Epoch: 8 [22784/45000]	Loss: 0.5079	LR: 0.020000
Training Epoch: 8 [23040/45000]	Loss: 0.4629	LR: 0.020000
Training Epoch: 8 [23296/45000]	Loss: 0.4328	LR: 0.020000
Training Epoch: 8 [23552/45000]	Loss: 0.3817	LR: 0.020000
Training Epoch: 8 [23808/45000]	Loss: 0.4898	LR: 0.020000
Training Epoch: 8 [24064/45000]	Loss: 0.6036	LR: 0.020000
Training Epoch: 8 [24320/45000]	Loss: 0.4072	LR: 0.020000
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Training Epoch: 8 [24832/45000]	Loss: 0.4846	LR: 0.020000
Training Epoch: 8 [25088/45000]	Loss: 0.4262	LR: 0.020000
Training Epoch: 8 [25344/45000]	Loss: 0.4169	LR: 0.020000
Training Epoch: 8 [25600/45000]	Loss: 0.4184	LR: 0.020000
Training Epoch: 8 [25856/45000]	Loss: 0.4160	LR: 0.020000
Training Epoch: 8 [26112/45000]	Loss: 0.4122	LR: 0.020000
Training Epoch: 8 [26368/45000]	Loss: 0.4823	LR: 0.020000
Training Epoch: 8 [26624/45000]	Loss: 0.3935	LR: 0.020000
Training Epoch: 8 [26880/45000]	Loss: 0.4295	LR: 0.020000
Training Epoch: 8 [27136/45000]	Loss: 0.4172	LR: 0.020000
Training Epoch: 8 [27392/45000]	Loss: 0.4292	LR: 0.020000
Training Epoch: 8 [27648/45000]	Loss: 0.4804	LR: 0.020000
Training Epoch: 8 [27904/45000]	Loss: 0.4729	LR: 0.020000
Training Epoch: 8 [28160/45000]	Loss: 0.5061	LR: 0.020000
Training Epoch: 8 [28416/45000]	Loss: 0.4276	LR: 0.020000
Training Epoch: 8 [28672/45000]	Loss: 0.5413	LR: 0.020000
Training Epoch: 8 [28928/45000]	Loss: 0.4488	LR: 0.020000
Training Epoch: 8 [29184/45000]	Loss: 0.3861	LR: 0.020000
Training Epoch: 8 [29440/45000]	Loss: 0.5053	LR: 0.020000
Training Epoch: 8 [29696/45000]	Loss: 0.3930	LR: 0.020000
Training Epoch: 8 [29952/45000]	Loss: 0.5263	LR: 0.020000
Training Epoch: 8 [30208/45000]	Loss: 0.4357	LR: 0.020000
Training Epoch: 8 [30464/45000]	Loss: 0.4795	LR: 0.020000
Training Epoch: 8 [30720/45000]	Loss: 0.4572	LR: 0.020000
Training Epoch: 8 [30976/45000]	Loss: 0.3797	LR: 0.020000
Training Epoch: 8 [31232/45000]	Loss: 0.4603	LR: 0.020000
Training Epoch: 8 [31488/45000]	Loss: 0.5976	LR: 0.020000
Training Epoch: 8 [31744/45000]	Loss: 0.3359	LR: 0.020000
Training Epoch: 8 [32000/45000]	Loss: 0.3574	LR: 0.020000
Training Epoch: 8 [32256/45000]	Loss: 0.4511	LR: 0.020000
Training Epoch: 8 [32512/45000]	Loss: 0.4785	LR: 0.020000
Training Epoch: 8 [32768/45000]	Loss: 0.5478	LR: 0.020000
Training Epoch: 8 [33024/45000]	Loss: 0.4748	LR: 0.020000
Training Epoch: 8 [33280/45000]	Loss: 0.4769	LR: 0.020000
Training Epoch: 8 [33536/45000]	Loss: 0.5126	LR: 0.020000
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Training Epoch: 8 [34048/45000]	Loss: 0.4697	LR: 0.020000
Training Epoch: 8 [34304/45000]	Loss: 0.3670	LR: 0.020000
Training Epoch: 8 [34560/45000]	Loss: 0.3962	LR: 0.020000
Training Epoch: 8 [34816/45000]	Loss: 0.5199	LR: 0.020000
Training Epoch: 8 [35072/45000]	Loss: 0.4604	LR: 0.020000
Training Epoch: 8 [35328/45000]	Loss: 0.3944	LR: 0.020000
Training Epoch: 8 [35584/45000]	Loss: 0.4297	LR: 0.020000
Training Epoch: 8 [35840/45000]	Loss: 0.4406	LR: 0.020000
Training Epoch: 8 [36096/45000]	Loss: 0.4093	LR: 0.020000
Training Epoch: 8 [36352/45000]	Loss: 0.4414	LR: 0.020000
Training Epoch: 8 [36608/45000]	Loss: 0.4746	LR: 0.020000
Training Epoch: 8 [36864/45000]	Loss: 0.4306	LR: 0.020000
Training Epoch: 8 [37120/45000]	Loss: 0.4594	LR: 0.020000
Training Epoch: 8 [37376/45000]	Loss: 0.5101	LR: 0.020000
Training Epoch: 8 [37632/45000]	Loss: 0.4046	LR: 0.020000
Training Epoch: 8 [37888/45000]	Loss: 0.4605	LR: 0.020000
Training Epoch: 8 [38144/45000]	Loss: 0.5063	LR: 0.020000
Training Epoch: 8 [38400/45000]	Loss: 0.4536	LR: 0.020000
Training Epoch: 8 [38656/45000]	Loss: 0.4449	LR: 0.020000
Training Epoch: 8 [38912/45000]	Loss: 0.3930	LR: 0.020000
Training Epoch: 8 [39168/45000]	Loss: 0.4616	LR: 0.020000
Training Epoch: 8 [39424/45000]	Loss: 0.4411	LR: 0.020000
Training Epoch: 8 [39680/45000]	Loss: 0.4323	LR: 0.020000
Training Epoch: 8 [39936/45000]	Loss: 0.3568	LR: 0.020000
Training Epoch: 8 [40192/45000]	Loss: 0.4113	LR: 0.020000
Training Epoch: 8 [40448/45000]	Loss: 0.4983	LR: 0.020000
Training Epoch: 8 [40704/45000]	Loss: 0.4020	LR: 0.020000
Training Epoch: 8 [40960/45000]	Loss: 0.4627	LR: 0.020000
Training Epoch: 8 [41216/45000]	Loss: 0.3956	LR: 0.020000
Training Epoch: 8 [41472/45000]	Loss: 0.3923	LR: 0.020000
Training Epoch: 8 [41728/45000]	Loss: 0.3880	LR: 0.020000
Training Epoch: 8 [41984/45000]	Loss: 0.3993	LR: 0.020000
Training Epoch: 8 [42240/45000]	Loss: 0.4597	LR: 0.020000
Training Epoch: 8 [42496/45000]	Loss: 0.5846	LR: 0.020000
Training Epoch: 8 [42752/45000]	Loss: 0.5374	LR: 0.020000
Training Epoch: 8 [43008/45000]	Loss: 0.4020	LR: 0.020000
Training Epoch: 8 [43264/45000]	Loss: 0.3300	LR: 0.020000
Training Epoch: 8 [43520/45000]	Loss: 0.4112	LR: 0.020000
Training Epoch: 8 [43776/45000]	Loss: 0.3579	LR: 0.020000
Training Epoch: 8 [44032/45000]	Loss: 0.4772	LR: 0.020000
Training Epoch: 8 [44288/45000]	Loss: 0.3871	LR: 0.020000
Training Epoch: 8 [44544/45000]	Loss: 0.4428	LR: 0.020000
Training Epoch: 8 [44800/45000]	Loss: 0.3453	LR: 0.020000
Training Epoch: 8 [45000/45000]	Loss: 0.4833	LR: 0.020000
Epoch 8 - Average Train Loss: 0.4659, Train Accuracy: 0.8355
Epoch 8 training time consumed: 26.71s
Evaluating Network.....
Test set: Epoch: 8, Average loss: 0.0017, Accuracy: 0.8500, Time consumed:0.95s
Saving weights file to checkpoint/retrain/ResNet18/Sunday_21_September_2025_23h_41m_52s/ResNet18-Cifar10-seed8-ret0-8-best.pth
Training Epoch: 9 [256/45000]	Loss: 0.4543	LR: 0.020000
Training Epoch: 9 [512/45000]	Loss: 0.4038	LR: 0.020000
Training Epoch: 9 [768/45000]	Loss: 0.4549	LR: 0.020000
Training Epoch: 9 [1024/45000]	Loss: 0.5108	LR: 0.020000
Training Epoch: 9 [1280/45000]	Loss: 0.4930	LR: 0.020000
Training Epoch: 9 [1536/45000]	Loss: 0.5200	LR: 0.020000
Training Epoch: 9 [1792/45000]	Loss: 0.5050	LR: 0.020000
Training Epoch: 9 [2048/45000]	Loss: 0.3521	LR: 0.020000
Training Epoch: 9 [2304/45000]	Loss: 0.4554	LR: 0.020000
Training Epoch: 9 [2560/45000]	Loss: 0.3539	LR: 0.020000
Training Epoch: 9 [2816/45000]	Loss: 0.3991	LR: 0.020000
Training Epoch: 9 [3072/45000]	Loss: 0.4083	LR: 0.020000
Training Epoch: 9 [3328/45000]	Loss: 0.4631	LR: 0.020000
Training Epoch: 9 [3584/45000]	Loss: 0.4606	LR: 0.020000
Training Epoch: 9 [3840/45000]	Loss: 0.4281	LR: 0.020000
Training Epoch: 9 [4096/45000]	Loss: 0.4086	LR: 0.020000
Training Epoch: 9 [4352/45000]	Loss: 0.4344	LR: 0.020000
Training Epoch: 9 [4608/45000]	Loss: 0.5437	LR: 0.020000
Training Epoch: 9 [4864/45000]	Loss: 0.4234	LR: 0.020000
Training Epoch: 9 [5120/45000]	Loss: 0.4063	LR: 0.020000
Training Epoch: 9 [5376/45000]	Loss: 0.3538	LR: 0.020000
Training Epoch: 9 [5632/45000]	Loss: 0.4301	LR: 0.020000
Training Epoch: 9 [5888/45000]	Loss: 0.5072	LR: 0.020000
Training Epoch: 9 [6144/45000]	Loss: 0.3538	LR: 0.020000
Training Epoch: 9 [6400/45000]	Loss: 0.3585	LR: 0.020000
Training Epoch: 9 [6656/45000]	Loss: 0.4298	LR: 0.020000
Training Epoch: 9 [6912/45000]	Loss: 0.4140	LR: 0.020000
Training Epoch: 9 [7168/45000]	Loss: 0.4097	LR: 0.020000
Training Epoch: 9 [7424/45000]	Loss: 0.4258	LR: 0.020000
Training Epoch: 9 [7680/45000]	Loss: 0.4555	LR: 0.020000
Training Epoch: 9 [7936/45000]	Loss: 0.4500	LR: 0.020000
Training Epoch: 9 [8192/45000]	Loss: 0.3676	LR: 0.020000
Training Epoch: 9 [8448/45000]	Loss: 0.4420	LR: 0.020000
Training Epoch: 9 [8704/45000]	Loss: 0.4158	LR: 0.020000
Training Epoch: 9 [8960/45000]	Loss: 0.5003	LR: 0.020000
Training Epoch: 9 [9216/45000]	Loss: 0.4738	LR: 0.020000
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Training Epoch: 9 [43520/45000]	Loss: 0.4867	LR: 0.020000
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Training Epoch: 9 [44288/45000]	Loss: 0.4202	LR: 0.020000
Training Epoch: 9 [44544/45000]	Loss: 0.3666	LR: 0.020000
Training Epoch: 9 [44800/45000]	Loss: 0.3610	LR: 0.020000
Training Epoch: 9 [45000/45000]	Loss: 0.3306	LR: 0.020000
Epoch 9 - Average Train Loss: 0.4216, Train Accuracy: 0.8542
Epoch 9 training time consumed: 26.94s
Evaluating Network.....
Test set: Epoch: 9, Average loss: 0.0017, Accuracy: 0.8622, Time consumed:0.94s
Saving weights file to checkpoint/retrain/ResNet18/Sunday_21_September_2025_23h_41m_52s/ResNet18-Cifar10-seed8-ret0-9-best.pth
Training Epoch: 10 [256/45000]	Loss: 0.3133	LR: 0.020000
Training Epoch: 10 [512/45000]	Loss: 0.3953	LR: 0.020000
Training Epoch: 10 [768/45000]	Loss: 0.3731	LR: 0.020000
Training Epoch: 10 [1024/45000]	Loss: 0.4729	LR: 0.020000
Training Epoch: 10 [1280/45000]	Loss: 0.3518	LR: 0.020000
Training Epoch: 10 [1536/45000]	Loss: 0.3269	LR: 0.020000
Training Epoch: 10 [1792/45000]	Loss: 0.3217	LR: 0.020000
Training Epoch: 10 [2048/45000]	Loss: 0.3392	LR: 0.020000
Training Epoch: 10 [2304/45000]	Loss: 0.4397	LR: 0.020000
Training Epoch: 10 [2560/45000]	Loss: 0.4426	LR: 0.020000
Training Epoch: 10 [2816/45000]	Loss: 0.4388	LR: 0.020000
Training Epoch: 10 [3072/45000]	Loss: 0.3543	LR: 0.020000
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Training Epoch: 10 [4096/45000]	Loss: 0.3566	LR: 0.020000
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Training Epoch: 10 [9984/45000]	Loss: 0.3993	LR: 0.020000
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Training Epoch: 10 [10496/45000]	Loss: 0.3924	LR: 0.020000
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Training Epoch: 10 [11008/45000]	Loss: 0.4541	LR: 0.020000
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Training Epoch: 10 [11520/45000]	Loss: 0.3210	LR: 0.020000
Training Epoch: 10 [11776/45000]	Loss: 0.3551	LR: 0.020000
Training Epoch: 10 [12032/45000]	Loss: 0.5063	LR: 0.020000
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Training Epoch: 10 [16896/45000]	Loss: 0.4618	LR: 0.020000
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Training Epoch: 10 [35840/45000]	Loss: 0.4579	LR: 0.020000
Training Epoch: 10 [36096/45000]	Loss: 0.3166	LR: 0.020000
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Training Epoch: 10 [37120/45000]	Loss: 0.4864	LR: 0.020000
Training Epoch: 10 [37376/45000]	Loss: 0.3628	LR: 0.020000
Training Epoch: 10 [37632/45000]	Loss: 0.3113	LR: 0.020000
Training Epoch: 10 [37888/45000]	Loss: 0.4392	LR: 0.020000
Training Epoch: 10 [38144/45000]	Loss: 0.4219	LR: 0.020000
Training Epoch: 10 [38400/45000]	Loss: 0.3447	LR: 0.020000
Training Epoch: 10 [38656/45000]	Loss: 0.3690	LR: 0.020000
Training Epoch: 10 [38912/45000]	Loss: 0.2826	LR: 0.020000
Training Epoch: 10 [39168/45000]	Loss: 0.4068	LR: 0.020000
Training Epoch: 10 [39424/45000]	Loss: 0.3112	LR: 0.020000
Training Epoch: 10 [39680/45000]	Loss: 0.3908	LR: 0.020000
Training Epoch: 10 [39936/45000]	Loss: 0.3347	LR: 0.020000
Training Epoch: 10 [40192/45000]	Loss: 0.3013	LR: 0.020000
Training Epoch: 10 [40448/45000]	Loss: 0.4646	LR: 0.020000
Training Epoch: 10 [40704/45000]	Loss: 0.5083	LR: 0.020000
Training Epoch: 10 [40960/45000]	Loss: 0.4638	LR: 0.020000
Training Epoch: 10 [41216/45000]	Loss: 0.3890	LR: 0.020000
Training Epoch: 10 [41472/45000]	Loss: 0.4220	LR: 0.020000
Training Epoch: 10 [41728/45000]	Loss: 0.4581	LR: 0.020000
Training Epoch: 10 [41984/45000]	Loss: 0.4426	LR: 0.020000
Training Epoch: 10 [42240/45000]	Loss: 0.4184	LR: 0.020000
Training Epoch: 10 [42496/45000]	Loss: 0.3963	LR: 0.020000
Training Epoch: 10 [42752/45000]	Loss: 0.4839	LR: 0.020000
Training Epoch: 10 [43008/45000]	Loss: 0.4070	LR: 0.020000
Training Epoch: 10 [43264/45000]	Loss: 0.4285	LR: 0.020000
Training Epoch: 10 [43520/45000]	Loss: 0.3470	LR: 0.020000
Training Epoch: 10 [43776/45000]	Loss: 0.3895	LR: 0.020000
Training Epoch: 10 [44032/45000]	Loss: 0.3861	LR: 0.020000
Training Epoch: 10 [44288/45000]	Loss: 0.3491	LR: 0.020000
Training Epoch: 10 [44544/45000]	Loss: 0.4193	LR: 0.020000
Training Epoch: 10 [44800/45000]	Loss: 0.3977	LR: 0.020000
Training Epoch: 10 [45000/45000]	Loss: 0.2941	LR: 0.020000
Epoch 10 - Average Train Loss: 0.3946, Train Accuracy: 0.8603
Epoch 10 training time consumed: 26.75s
Evaluating Network.....
Test set: Epoch: 10, Average loss: 0.0016, Accuracy: 0.8605, Time consumed:0.93s
Training Epoch: 11 [256/45000]	Loss: 0.3502	LR: 0.020000
Training Epoch: 11 [512/45000]	Loss: 0.3537	LR: 0.020000
Training Epoch: 11 [768/45000]	Loss: 0.4682	LR: 0.020000
Training Epoch: 11 [1024/45000]	Loss: 0.3912	LR: 0.020000
Training Epoch: 11 [1280/45000]	Loss: 0.4598	LR: 0.020000
Training Epoch: 11 [1536/45000]	Loss: 0.3127	LR: 0.020000
Training Epoch: 11 [1792/45000]	Loss: 0.3700	LR: 0.020000
Training Epoch: 11 [2048/45000]	Loss: 0.4480	LR: 0.020000
Training Epoch: 11 [2304/45000]	Loss: 0.3741	LR: 0.020000
Training Epoch: 11 [2560/45000]	Loss: 0.3344	LR: 0.020000
Training Epoch: 11 [2816/45000]	Loss: 0.3458	LR: 0.020000
Training Epoch: 11 [3072/45000]	Loss: 0.3984	LR: 0.020000
Training Epoch: 11 [3328/45000]	Loss: 0.5154	LR: 0.020000
Training Epoch: 11 [3584/45000]	Loss: 0.3526	LR: 0.020000
Training Epoch: 11 [3840/45000]	Loss: 0.3801	LR: 0.020000
Training Epoch: 11 [4096/45000]	Loss: 0.4950	LR: 0.020000
Training Epoch: 11 [4352/45000]	Loss: 0.4395	LR: 0.020000
Training Epoch: 11 [4608/45000]	Loss: 0.3966	LR: 0.020000
Training Epoch: 11 [4864/45000]	Loss: 0.3648	LR: 0.020000
Training Epoch: 11 [5120/45000]	Loss: 0.3605	LR: 0.020000
Training Epoch: 11 [5376/45000]	Loss: 0.3767	LR: 0.020000
Training Epoch: 11 [5632/45000]	Loss: 0.2896	LR: 0.020000
Training Epoch: 11 [5888/45000]	Loss: 0.4946	LR: 0.020000
Training Epoch: 11 [6144/45000]	Loss: 0.3987	LR: 0.020000
Training Epoch: 11 [6400/45000]	Loss: 0.4095	LR: 0.020000
Training Epoch: 11 [6656/45000]	Loss: 0.3708	LR: 0.020000
Training Epoch: 11 [6912/45000]	Loss: 0.4030	LR: 0.020000
Training Epoch: 11 [7168/45000]	Loss: 0.2711	LR: 0.020000
Training Epoch: 11 [7424/45000]	Loss: 0.5114	LR: 0.020000
Training Epoch: 11 [7680/45000]	Loss: 0.3225	LR: 0.020000
Training Epoch: 11 [7936/45000]	Loss: 0.3413	LR: 0.020000
Training Epoch: 11 [8192/45000]	Loss: 0.4388	LR: 0.020000
Training Epoch: 11 [8448/45000]	Loss: 0.4595	LR: 0.020000
Training Epoch: 11 [8704/45000]	Loss: 0.3691	LR: 0.020000
Training Epoch: 11 [8960/45000]	Loss: 0.4219	LR: 0.020000
Training Epoch: 11 [9216/45000]	Loss: 0.3886	LR: 0.020000
Training Epoch: 11 [9472/45000]	Loss: 0.3384	LR: 0.020000
Training Epoch: 11 [9728/45000]	Loss: 0.3940	LR: 0.020000
Training Epoch: 11 [9984/45000]	Loss: 0.4098	LR: 0.020000
Training Epoch: 11 [10240/45000]	Loss: 0.5326	LR: 0.020000
Training Epoch: 11 [10496/45000]	Loss: 0.2618	LR: 0.020000
Training Epoch: 11 [10752/45000]	Loss: 0.3639	LR: 0.020000
Training Epoch: 11 [11008/45000]	Loss: 0.3516	LR: 0.020000
Training Epoch: 11 [11264/45000]	Loss: 0.3649	LR: 0.020000
Training Epoch: 11 [11520/45000]	Loss: 0.3892	LR: 0.020000
Training Epoch: 11 [11776/45000]	Loss: 0.2740	LR: 0.020000
Training Epoch: 11 [12032/45000]	Loss: 0.4664	LR: 0.020000
Training Epoch: 11 [12288/45000]	Loss: 0.4932	LR: 0.020000
Training Epoch: 11 [12544/45000]	Loss: 0.4992	LR: 0.020000
Training Epoch: 11 [12800/45000]	Loss: 0.3960	LR: 0.020000
Training Epoch: 11 [13056/45000]	Loss: 0.4358	LR: 0.020000
Training Epoch: 11 [13312/45000]	Loss: 0.3919	LR: 0.020000
Training Epoch: 11 [13568/45000]	Loss: 0.4702	LR: 0.020000
Training Epoch: 11 [13824/45000]	Loss: 0.3294	LR: 0.020000
Training Epoch: 11 [14080/45000]	Loss: 0.3594	LR: 0.020000
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Training Epoch: 11 [14592/45000]	Loss: 0.3918	LR: 0.020000
Training Epoch: 11 [14848/45000]	Loss: 0.4099	LR: 0.020000
Training Epoch: 11 [15104/45000]	Loss: 0.4463	LR: 0.020000
Training Epoch: 11 [15360/45000]	Loss: 0.3775	LR: 0.020000
Training Epoch: 11 [15616/45000]	Loss: 0.3590	LR: 0.020000
Training Epoch: 11 [15872/45000]	Loss: 0.3689	LR: 0.020000
Training Epoch: 11 [16128/45000]	Loss: 0.3823	LR: 0.020000
Training Epoch: 11 [16384/45000]	Loss: 0.3701	LR: 0.020000
Training Epoch: 11 [16640/45000]	Loss: 0.3682	LR: 0.020000
Training Epoch: 11 [16896/45000]	Loss: 0.4137	LR: 0.020000
Training Epoch: 11 [17152/45000]	Loss: 0.4407	LR: 0.020000
Training Epoch: 11 [17408/45000]	Loss: 0.4465	LR: 0.020000
Training Epoch: 11 [17664/45000]	Loss: 0.4073	LR: 0.020000
Training Epoch: 11 [17920/45000]	Loss: 0.3559	LR: 0.020000
Training Epoch: 11 [18176/45000]	Loss: 0.3320	LR: 0.020000
Training Epoch: 11 [18432/45000]	Loss: 0.4334	LR: 0.020000
Training Epoch: 11 [18688/45000]	Loss: 0.3709	LR: 0.020000
Training Epoch: 11 [18944/45000]	Loss: 0.3553	LR: 0.020000
Training Epoch: 11 [19200/45000]	Loss: 0.3547	LR: 0.020000
Training Epoch: 11 [19456/45000]	Loss: 0.3184	LR: 0.020000
Training Epoch: 11 [19712/45000]	Loss: 0.3750	LR: 0.020000
Training Epoch: 11 [19968/45000]	Loss: 0.3918	LR: 0.020000
Training Epoch: 11 [20224/45000]	Loss: 0.2800	LR: 0.020000
Training Epoch: 11 [20480/45000]	Loss: 0.3383	LR: 0.020000
Training Epoch: 11 [20736/45000]	Loss: 0.3951	LR: 0.020000
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Training Epoch: 11 [21248/45000]	Loss: 0.4042	LR: 0.020000
Training Epoch: 11 [21504/45000]	Loss: 0.3503	LR: 0.020000
Training Epoch: 11 [21760/45000]	Loss: 0.3050	LR: 0.020000
Training Epoch: 11 [22016/45000]	Loss: 0.3048	LR: 0.020000
Training Epoch: 11 [22272/45000]	Loss: 0.3898	LR: 0.020000
Training Epoch: 11 [22528/45000]	Loss: 0.4060	LR: 0.020000
Training Epoch: 11 [22784/45000]	Loss: 0.3668	LR: 0.020000
Training Epoch: 11 [23040/45000]	Loss: 0.3805	LR: 0.020000
Training Epoch: 11 [23296/45000]	Loss: 0.3870	LR: 0.020000
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Training Epoch: 11 [25088/45000]	Loss: 0.3517	LR: 0.020000
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Training Epoch: 11 [25600/45000]	Loss: 0.3981	LR: 0.020000
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Training Epoch: 11 [26112/45000]	Loss: 0.3432	LR: 0.020000
Training Epoch: 11 [26368/45000]	Loss: 0.4108	LR: 0.020000
Training Epoch: 11 [26624/45000]	Loss: 0.3947	LR: 0.020000
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Training Epoch: 11 [27648/45000]	Loss: 0.3137	LR: 0.020000
Training Epoch: 11 [27904/45000]	Loss: 0.3742	LR: 0.020000
Training Epoch: 11 [28160/45000]	Loss: 0.4138	LR: 0.020000
Training Epoch: 11 [28416/45000]	Loss: 0.4019	LR: 0.020000
Training Epoch: 11 [28672/45000]	Loss: 0.3951	LR: 0.020000
Training Epoch: 11 [28928/45000]	Loss: 0.4106	LR: 0.020000
Training Epoch: 11 [29184/45000]	Loss: 0.3113	LR: 0.020000
Training Epoch: 11 [29440/45000]	Loss: 0.4044	LR: 0.020000
Training Epoch: 11 [29696/45000]	Loss: 0.3739	LR: 0.020000
Training Epoch: 11 [29952/45000]	Loss: 0.4786	LR: 0.020000
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Training Epoch: 11 [30976/45000]	Loss: 0.2944	LR: 0.020000
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Training Epoch: 11 [37632/45000]	Loss: 0.3582	LR: 0.020000
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Training Epoch: 11 [38400/45000]	Loss: 0.3519	LR: 0.020000
Training Epoch: 11 [38656/45000]	Loss: 0.3656	LR: 0.020000
Training Epoch: 11 [38912/45000]	Loss: 0.3205	LR: 0.020000
Training Epoch: 11 [39168/45000]	Loss: 0.3445	LR: 0.020000
Training Epoch: 11 [39424/45000]	Loss: 0.2930	LR: 0.020000
Training Epoch: 11 [39680/45000]	Loss: 0.3844	LR: 0.020000
Training Epoch: 11 [39936/45000]	Loss: 0.4295	LR: 0.020000
Training Epoch: 11 [40192/45000]	Loss: 0.3166	LR: 0.020000
Training Epoch: 11 [40448/45000]	Loss: 0.3723	LR: 0.020000
Training Epoch: 11 [40704/45000]	Loss: 0.3645	LR: 0.020000
Training Epoch: 11 [40960/45000]	Loss: 0.4031	LR: 0.020000
Training Epoch: 11 [41216/45000]	Loss: 0.4299	LR: 0.020000
Training Epoch: 11 [41472/45000]	Loss: 0.3620	LR: 0.020000
Training Epoch: 11 [41728/45000]	Loss: 0.3861	LR: 0.020000
Training Epoch: 11 [41984/45000]	Loss: 0.3472	LR: 0.020000
Training Epoch: 11 [42240/45000]	Loss: 0.3624	LR: 0.020000
Training Epoch: 11 [42496/45000]	Loss: 0.3503	LR: 0.020000
Training Epoch: 11 [42752/45000]	Loss: 0.2919	LR: 0.020000
Training Epoch: 11 [43008/45000]	Loss: 0.3892	LR: 0.020000
Training Epoch: 11 [43264/45000]	Loss: 0.3913	LR: 0.020000
Training Epoch: 11 [43520/45000]	Loss: 0.3083	LR: 0.020000
Training Epoch: 11 [43776/45000]	Loss: 0.3493	LR: 0.020000
Training Epoch: 11 [44032/45000]	Loss: 0.3007	LR: 0.020000
Training Epoch: 11 [44288/45000]	Loss: 0.4017	LR: 0.020000
Training Epoch: 11 [44544/45000]	Loss: 0.2960	LR: 0.020000
Training Epoch: 11 [44800/45000]	Loss: 0.3561	LR: 0.020000
Training Epoch: 11 [45000/45000]	Loss: 0.3238	LR: 0.020000
Epoch 11 - Average Train Loss: 0.3791, Train Accuracy: 0.8669
Epoch 11 training time consumed: 26.89s
Evaluating Network.....
Test set: Epoch: 11, Average loss: 0.0015, Accuracy: 0.8687, Time consumed:0.91s
Saving weights file to checkpoint/retrain/ResNet18/Sunday_21_September_2025_23h_41m_52s/ResNet18-Cifar10-seed8-ret0-11-best.pth
Training Epoch: 12 [256/45000]	Loss: 0.3572	LR: 0.004000
Training Epoch: 12 [512/45000]	Loss: 0.3278	LR: 0.004000
Training Epoch: 12 [768/45000]	Loss: 0.3490	LR: 0.004000
Training Epoch: 12 [1024/45000]	Loss: 0.3763	LR: 0.004000
Training Epoch: 12 [1280/45000]	Loss: 0.4030	LR: 0.004000
Training Epoch: 12 [1536/45000]	Loss: 0.2818	LR: 0.004000
Training Epoch: 12 [1792/45000]	Loss: 0.2973	LR: 0.004000
Training Epoch: 12 [2048/45000]	Loss: 0.4207	LR: 0.004000
Training Epoch: 12 [2304/45000]	Loss: 0.3478	LR: 0.004000
Training Epoch: 12 [2560/45000]	Loss: 0.3686	LR: 0.004000
Training Epoch: 12 [2816/45000]	Loss: 0.4621	LR: 0.004000
Training Epoch: 12 [3072/45000]	Loss: 0.2823	LR: 0.004000
Training Epoch: 12 [3328/45000]	Loss: 0.3897	LR: 0.004000
Training Epoch: 12 [3584/45000]	Loss: 0.3203	LR: 0.004000
Training Epoch: 12 [3840/45000]	Loss: 0.3703	LR: 0.004000
Training Epoch: 12 [4096/45000]	Loss: 0.3250	LR: 0.004000
Training Epoch: 12 [4352/45000]	Loss: 0.3441	LR: 0.004000
Training Epoch: 12 [4608/45000]	Loss: 0.4078	LR: 0.004000
Training Epoch: 12 [4864/45000]	Loss: 0.3824	LR: 0.004000
Training Epoch: 12 [5120/45000]	Loss: 0.3125	LR: 0.004000
Training Epoch: 12 [5376/45000]	Loss: 0.3104	LR: 0.004000
Training Epoch: 12 [5632/45000]	Loss: 0.3048	LR: 0.004000
Training Epoch: 12 [5888/45000]	Loss: 0.3182	LR: 0.004000
Training Epoch: 12 [6144/45000]	Loss: 0.2990	LR: 0.004000
Training Epoch: 12 [6400/45000]	Loss: 0.3779	LR: 0.004000
Training Epoch: 12 [6656/45000]	Loss: 0.3706	LR: 0.004000
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Training Epoch: 12 [7168/45000]	Loss: 0.2953	LR: 0.004000
Training Epoch: 12 [7424/45000]	Loss: 0.3339	LR: 0.004000
Training Epoch: 12 [7680/45000]	Loss: 0.3879	LR: 0.004000
Training Epoch: 12 [7936/45000]	Loss: 0.3835	LR: 0.004000
Training Epoch: 12 [8192/45000]	Loss: 0.3358	LR: 0.004000
Training Epoch: 12 [8448/45000]	Loss: 0.3277	LR: 0.004000
Training Epoch: 12 [8704/45000]	Loss: 0.3756	LR: 0.004000
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Training Epoch: 12 [9216/45000]	Loss: 0.3305	LR: 0.004000
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Training Epoch: 12 [9728/45000]	Loss: 0.3331	LR: 0.004000
Training Epoch: 12 [9984/45000]	Loss: 0.3420	LR: 0.004000
Training Epoch: 12 [10240/45000]	Loss: 0.3680	LR: 0.004000
Training Epoch: 12 [10496/45000]	Loss: 0.3224	LR: 0.004000
Training Epoch: 12 [10752/45000]	Loss: 0.3059	LR: 0.004000
Training Epoch: 12 [11008/45000]	Loss: 0.3390	LR: 0.004000
Training Epoch: 12 [11264/45000]	Loss: 0.3416	LR: 0.004000
Training Epoch: 12 [11520/45000]	Loss: 0.3490	LR: 0.004000
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Training Epoch: 12 [12032/45000]	Loss: 0.2889	LR: 0.004000
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Training Epoch: 12 [13056/45000]	Loss: 0.2611	LR: 0.004000
Training Epoch: 12 [13312/45000]	Loss: 0.2910	LR: 0.004000
Training Epoch: 12 [13568/45000]	Loss: 0.3594	LR: 0.004000
Training Epoch: 12 [13824/45000]	Loss: 0.3789	LR: 0.004000
Training Epoch: 12 [14080/45000]	Loss: 0.3134	LR: 0.004000
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Training Epoch: 12 [14848/45000]	Loss: 0.3498	LR: 0.004000
Training Epoch: 12 [15104/45000]	Loss: 0.3133	LR: 0.004000
Training Epoch: 12 [15360/45000]	Loss: 0.3495	LR: 0.004000
Training Epoch: 12 [15616/45000]	Loss: 0.3634	LR: 0.004000
Training Epoch: 12 [15872/45000]	Loss: 0.3873	LR: 0.004000
Training Epoch: 12 [16128/45000]	Loss: 0.3068	LR: 0.004000
Training Epoch: 12 [16384/45000]	Loss: 0.3163	LR: 0.004000
Training Epoch: 12 [16640/45000]	Loss: 0.2995	LR: 0.004000
Training Epoch: 12 [16896/45000]	Loss: 0.3516	LR: 0.004000
Training Epoch: 12 [17152/45000]	Loss: 0.2973	LR: 0.004000
Training Epoch: 12 [17408/45000]	Loss: 0.3288	LR: 0.004000
Training Epoch: 12 [17664/45000]	Loss: 0.3771	LR: 0.004000
Training Epoch: 12 [17920/45000]	Loss: 0.3352	LR: 0.004000
Training Epoch: 12 [18176/45000]	Loss: 0.3279	LR: 0.004000
Training Epoch: 12 [18432/45000]	Loss: 0.3713	LR: 0.004000
Training Epoch: 12 [18688/45000]	Loss: 0.3056	LR: 0.004000
Training Epoch: 12 [18944/45000]	Loss: 0.3133	LR: 0.004000
Training Epoch: 12 [19200/45000]	Loss: 0.3246	LR: 0.004000
Training Epoch: 12 [19456/45000]	Loss: 0.2711	LR: 0.004000
Training Epoch: 12 [19712/45000]	Loss: 0.4174	LR: 0.004000
Training Epoch: 12 [19968/45000]	Loss: 0.3337	LR: 0.004000
Training Epoch: 12 [20224/45000]	Loss: 0.3591	LR: 0.004000
Training Epoch: 12 [20480/45000]	Loss: 0.3212	LR: 0.004000
Training Epoch: 12 [20736/45000]	Loss: 0.4433	LR: 0.004000
Training Epoch: 12 [20992/45000]	Loss: 0.2943	LR: 0.004000
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Training Epoch: 12 [22016/45000]	Loss: 0.3383	LR: 0.004000
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Training Epoch: 12 [22528/45000]	Loss: 0.3481	LR: 0.004000
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Training Epoch: 12 [23040/45000]	Loss: 0.3066	LR: 0.004000
Training Epoch: 12 [23296/45000]	Loss: 0.3305	LR: 0.004000
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Training Epoch: 12 [24320/45000]	Loss: 0.3071	LR: 0.004000
Training Epoch: 12 [24576/45000]	Loss: 0.3042	LR: 0.004000
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Training Epoch: 12 [25088/45000]	Loss: 0.3735	LR: 0.004000
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Training Epoch: 12 [27904/45000]	Loss: 0.3035	LR: 0.004000
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Training Epoch: 12 [28416/45000]	Loss: 0.2777	LR: 0.004000
Training Epoch: 12 [28672/45000]	Loss: 0.3532	LR: 0.004000
Training Epoch: 12 [28928/45000]	Loss: 0.3169	LR: 0.004000
Training Epoch: 12 [29184/45000]	Loss: 0.2761	LR: 0.004000
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Training Epoch: 12 [29696/45000]	Loss: 0.3224	LR: 0.004000
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Training Epoch: 12 [30208/45000]	Loss: 0.2735	LR: 0.004000
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Training Epoch: 12 [39168/45000]	Loss: 0.3942	LR: 0.004000
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Training Epoch: 12 [40704/45000]	Loss: 0.2542	LR: 0.004000
Training Epoch: 12 [40960/45000]	Loss: 0.3081	LR: 0.004000
Training Epoch: 12 [41216/45000]	Loss: 0.3159	LR: 0.004000
Training Epoch: 12 [41472/45000]	Loss: 0.3679	LR: 0.004000
Training Epoch: 12 [41728/45000]	Loss: 0.3252	LR: 0.004000
Training Epoch: 12 [41984/45000]	Loss: 0.3234	LR: 0.004000
Training Epoch: 12 [42240/45000]	Loss: 0.4727	LR: 0.004000
Training Epoch: 12 [42496/45000]	Loss: 0.3219	LR: 0.004000
Training Epoch: 12 [42752/45000]	Loss: 0.2624	LR: 0.004000
Training Epoch: 12 [43008/45000]	Loss: 0.2583	LR: 0.004000
Training Epoch: 12 [43264/45000]	Loss: 0.3763	LR: 0.004000
Training Epoch: 12 [43520/45000]	Loss: 0.3193	LR: 0.004000
Training Epoch: 12 [43776/45000]	Loss: 0.2849	LR: 0.004000
Training Epoch: 12 [44032/45000]	Loss: 0.3744	LR: 0.004000
Training Epoch: 12 [44288/45000]	Loss: 0.2705	LR: 0.004000
Training Epoch: 12 [44544/45000]	Loss: 0.3473	LR: 0.004000
Training Epoch: 12 [44800/45000]	Loss: 0.3857	LR: 0.004000
Training Epoch: 12 [45000/45000]	Loss: 0.2972	LR: 0.004000
Epoch 12 - Average Train Loss: 0.3343, Train Accuracy: 0.8837
Epoch 12 training time consumed: 26.79s
Evaluating Network.....
Test set: Epoch: 12, Average loss: 0.0014, Accuracy: 0.8767, Time consumed:0.92s
Saving weights file to checkpoint/retrain/ResNet18/Sunday_21_September_2025_23h_41m_52s/ResNet18-Cifar10-seed8-ret0-12-best.pth
Training Epoch: 13 [256/45000]	Loss: 0.3127	LR: 0.004000
Training Epoch: 13 [512/45000]	Loss: 0.2696	LR: 0.004000
Training Epoch: 13 [768/45000]	Loss: 0.3657	LR: 0.004000
Training Epoch: 13 [1024/45000]	Loss: 0.3443	LR: 0.004000
Training Epoch: 13 [1280/45000]	Loss: 0.3452	LR: 0.004000
Training Epoch: 13 [1536/45000]	Loss: 0.2932	LR: 0.004000
Training Epoch: 13 [1792/45000]	Loss: 0.2920	LR: 0.004000
Training Epoch: 13 [2048/45000]	Loss: 0.2891	LR: 0.004000
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Training Epoch: 13 [2560/45000]	Loss: 0.3678	LR: 0.004000
Training Epoch: 13 [2816/45000]	Loss: 0.3635	LR: 0.004000
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Training Epoch: 13 [3840/45000]	Loss: 0.3635	LR: 0.004000
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Training Epoch: 13 [20224/45000]	Loss: 0.3192	LR: 0.004000
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Training Epoch: 13 [25088/45000]	Loss: 0.3061	LR: 0.004000
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Training Epoch: 13 [26368/45000]	Loss: 0.3246	LR: 0.004000
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Training Epoch: 13 [27392/45000]	Loss: 0.2811	LR: 0.004000
Training Epoch: 13 [27648/45000]	Loss: 0.3544	LR: 0.004000
Training Epoch: 13 [27904/45000]	Loss: 0.3031	LR: 0.004000
Training Epoch: 13 [28160/45000]	Loss: 0.2792	LR: 0.004000
Training Epoch: 13 [28416/45000]	Loss: 0.2793	LR: 0.004000
Training Epoch: 13 [28672/45000]	Loss: 0.3217	LR: 0.004000
Training Epoch: 13 [28928/45000]	Loss: 0.2903	LR: 0.004000
Training Epoch: 13 [29184/45000]	Loss: 0.2811	LR: 0.004000
Training Epoch: 13 [29440/45000]	Loss: 0.3770	LR: 0.004000
Training Epoch: 13 [29696/45000]	Loss: 0.2807	LR: 0.004000
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Training Epoch: 13 [40192/45000]	Loss: 0.2955	LR: 0.004000
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Training Epoch: 13 [40960/45000]	Loss: 0.3076	LR: 0.004000
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Training Epoch: 13 [41472/45000]	Loss: 0.2783	LR: 0.004000
Training Epoch: 13 [41728/45000]	Loss: 0.3063	LR: 0.004000
Training Epoch: 13 [41984/45000]	Loss: 0.3051	LR: 0.004000
Training Epoch: 13 [42240/45000]	Loss: 0.3548	LR: 0.004000
Training Epoch: 13 [42496/45000]	Loss: 0.3122	LR: 0.004000
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Training Epoch: 13 [43264/45000]	Loss: 0.2508	LR: 0.004000
Training Epoch: 13 [43520/45000]	Loss: 0.3004	LR: 0.004000
Training Epoch: 13 [43776/45000]	Loss: 0.3583	LR: 0.004000
Training Epoch: 13 [44032/45000]	Loss: 0.2625	LR: 0.004000
Training Epoch: 13 [44288/45000]	Loss: 0.3320	LR: 0.004000
Training Epoch: 13 [44544/45000]	Loss: 0.3187	LR: 0.004000
Training Epoch: 13 [44800/45000]	Loss: 0.2462	LR: 0.004000
Training Epoch: 13 [45000/45000]	Loss: 0.3183	LR: 0.004000
Epoch 13 - Average Train Loss: 0.3178, Train Accuracy: 0.8895
Epoch 13 training time consumed: 26.85s
Evaluating Network.....
Test set: Epoch: 13, Average loss: 0.0014, Accuracy: 0.8806, Time consumed:0.98s
Saving weights file to checkpoint/retrain/ResNet18/Sunday_21_September_2025_23h_41m_52s/ResNet18-Cifar10-seed8-ret0-13-best.pth
Training Epoch: 14 [256/45000]	Loss: 0.2964	LR: 0.004000
Training Epoch: 14 [512/45000]	Loss: 0.3294	LR: 0.004000
Training Epoch: 14 [768/45000]	Loss: 0.2255	LR: 0.004000
Training Epoch: 14 [1024/45000]	Loss: 0.3572	LR: 0.004000
Training Epoch: 14 [1280/45000]	Loss: 0.3001	LR: 0.004000
Training Epoch: 14 [1536/45000]	Loss: 0.3348	LR: 0.004000
Training Epoch: 14 [1792/45000]	Loss: 0.3303	LR: 0.004000
Training Epoch: 14 [2048/45000]	Loss: 0.3160	LR: 0.004000
Training Epoch: 14 [2304/45000]	Loss: 0.3004	LR: 0.004000
Training Epoch: 14 [2560/45000]	Loss: 0.3461	LR: 0.004000
Training Epoch: 14 [2816/45000]	Loss: 0.3183	LR: 0.004000
Training Epoch: 14 [3072/45000]	Loss: 0.3301	LR: 0.004000
Training Epoch: 14 [3328/45000]	Loss: 0.2608	LR: 0.004000
Training Epoch: 14 [3584/45000]	Loss: 0.2054	LR: 0.004000
Training Epoch: 14 [3840/45000]	Loss: 0.3106	LR: 0.004000
Training Epoch: 14 [4096/45000]	Loss: 0.3849	LR: 0.004000
Training Epoch: 14 [4352/45000]	Loss: 0.2606	LR: 0.004000
Training Epoch: 14 [4608/45000]	Loss: 0.2728	LR: 0.004000
Training Epoch: 14 [4864/45000]	Loss: 0.3463	LR: 0.004000
Training Epoch: 14 [5120/45000]	Loss: 0.3590	LR: 0.004000
Training Epoch: 14 [5376/45000]	Loss: 0.3499	LR: 0.004000
Training Epoch: 14 [5632/45000]	Loss: 0.2936	LR: 0.004000
Training Epoch: 14 [5888/45000]	Loss: 0.2484	LR: 0.004000
Training Epoch: 14 [6144/45000]	Loss: 0.3246	LR: 0.004000
Training Epoch: 14 [6400/45000]	Loss: 0.3431	LR: 0.004000
Training Epoch: 14 [6656/45000]	Loss: 0.3126	LR: 0.004000
Training Epoch: 14 [6912/45000]	Loss: 0.3297	LR: 0.004000
Training Epoch: 14 [7168/45000]	Loss: 0.3209	LR: 0.004000
Training Epoch: 14 [7424/45000]	Loss: 0.2938	LR: 0.004000
Training Epoch: 14 [7680/45000]	Loss: 0.3457	LR: 0.004000
Training Epoch: 14 [7936/45000]	Loss: 0.3328	LR: 0.004000
Training Epoch: 14 [8192/45000]	Loss: 0.3248	LR: 0.004000
Training Epoch: 14 [8448/45000]	Loss: 0.2196	LR: 0.004000
Training Epoch: 14 [8704/45000]	Loss: 0.3324	LR: 0.004000
Training Epoch: 14 [8960/45000]	Loss: 0.3140	LR: 0.004000
Training Epoch: 14 [9216/45000]	Loss: 0.3630	LR: 0.004000
Training Epoch: 14 [9472/45000]	Loss: 0.4197	LR: 0.004000
Training Epoch: 14 [9728/45000]	Loss: 0.3293	LR: 0.004000
Training Epoch: 14 [9984/45000]	Loss: 0.2782	LR: 0.004000
Training Epoch: 14 [10240/45000]	Loss: 0.2540	LR: 0.004000
Training Epoch: 14 [10496/45000]	Loss: 0.3269	LR: 0.004000
Training Epoch: 14 [10752/45000]	Loss: 0.3100	LR: 0.004000
Training Epoch: 14 [11008/45000]	Loss: 0.3102	LR: 0.004000
Training Epoch: 14 [11264/45000]	Loss: 0.3005	LR: 0.004000
Training Epoch: 14 [11520/45000]	Loss: 0.3426	LR: 0.004000
Training Epoch: 14 [11776/45000]	Loss: 0.3043	LR: 0.004000
Training Epoch: 14 [12032/45000]	Loss: 0.2963	LR: 0.004000
Training Epoch: 14 [12288/45000]	Loss: 0.3618	LR: 0.004000
Training Epoch: 14 [12544/45000]	Loss: 0.2610	LR: 0.004000
Training Epoch: 14 [12800/45000]	Loss: 0.3747	LR: 0.004000
Training Epoch: 14 [13056/45000]	Loss: 0.3181	LR: 0.004000
Training Epoch: 14 [13312/45000]	Loss: 0.3071	LR: 0.004000
Training Epoch: 14 [13568/45000]	Loss: 0.2737	LR: 0.004000
Training Epoch: 14 [13824/45000]	Loss: 0.2885	LR: 0.004000
Training Epoch: 14 [14080/45000]	Loss: 0.3094	LR: 0.004000
Training Epoch: 14 [14336/45000]	Loss: 0.3614	LR: 0.004000
Training Epoch: 14 [14592/45000]	Loss: 0.3503	LR: 0.004000
Training Epoch: 14 [14848/45000]	Loss: 0.3143	LR: 0.004000
Training Epoch: 14 [15104/45000]	Loss: 0.2355	LR: 0.004000
Training Epoch: 14 [15360/45000]	Loss: 0.2377	LR: 0.004000
Training Epoch: 14 [15616/45000]	Loss: 0.2789	LR: 0.004000
Training Epoch: 14 [15872/45000]	Loss: 0.3110	LR: 0.004000
Training Epoch: 14 [16128/45000]	Loss: 0.3194	LR: 0.004000
Training Epoch: 14 [16384/45000]	Loss: 0.2723	LR: 0.004000
Training Epoch: 14 [16640/45000]	Loss: 0.2676	LR: 0.004000
Training Epoch: 14 [16896/45000]	Loss: 0.3573	LR: 0.004000
Training Epoch: 14 [17152/45000]	Loss: 0.3039	LR: 0.004000
Training Epoch: 14 [17408/45000]	Loss: 0.2867	LR: 0.004000
Training Epoch: 14 [17664/45000]	Loss: 0.3221	LR: 0.004000
Training Epoch: 14 [17920/45000]	Loss: 0.3385	LR: 0.004000
Training Epoch: 14 [18176/45000]	Loss: 0.2966	LR: 0.004000
Training Epoch: 14 [18432/45000]	Loss: 0.3445	LR: 0.004000
Training Epoch: 14 [18688/45000]	Loss: 0.3035	LR: 0.004000
Training Epoch: 14 [18944/45000]	Loss: 0.3169	LR: 0.004000
Training Epoch: 14 [19200/45000]	Loss: 0.3023	LR: 0.004000
Training Epoch: 14 [19456/45000]	Loss: 0.2723	LR: 0.004000
Training Epoch: 14 [19712/45000]	Loss: 0.2561	LR: 0.004000
Training Epoch: 14 [19968/45000]	Loss: 0.3836	LR: 0.004000
Training Epoch: 14 [20224/45000]	Loss: 0.2559	LR: 0.004000
Training Epoch: 14 [20480/45000]	Loss: 0.4380	LR: 0.004000
Training Epoch: 14 [20736/45000]	Loss: 0.2655	LR: 0.004000
Training Epoch: 14 [20992/45000]	Loss: 0.3350	LR: 0.004000
Training Epoch: 14 [21248/45000]	Loss: 0.2701	LR: 0.004000
Training Epoch: 14 [21504/45000]	Loss: 0.2814	LR: 0.004000
Training Epoch: 14 [21760/45000]	Loss: 0.2986	LR: 0.004000
Training Epoch: 14 [22016/45000]	Loss: 0.2814	LR: 0.004000
Training Epoch: 14 [22272/45000]	Loss: 0.2924	LR: 0.004000
Training Epoch: 14 [22528/45000]	Loss: 0.3410	LR: 0.004000
Training Epoch: 14 [22784/45000]	Loss: 0.2685	LR: 0.004000
Training Epoch: 14 [23040/45000]	Loss: 0.3601	LR: 0.004000
Training Epoch: 14 [23296/45000]	Loss: 0.3845	LR: 0.004000
Training Epoch: 14 [23552/45000]	Loss: 0.3389	LR: 0.004000
Training Epoch: 14 [23808/45000]	Loss: 0.3416	LR: 0.004000
Training Epoch: 14 [24064/45000]	Loss: 0.2407	LR: 0.004000
Training Epoch: 14 [24320/45000]	Loss: 0.3496	LR: 0.004000
Training Epoch: 14 [24576/45000]	Loss: 0.3090	LR: 0.004000
Training Epoch: 14 [24832/45000]	Loss: 0.3138	LR: 0.004000
Training Epoch: 14 [25088/45000]	Loss: 0.2858	LR: 0.004000
Training Epoch: 14 [25344/45000]	Loss: 0.2715	LR: 0.004000
Training Epoch: 14 [25600/45000]	Loss: 0.3071	LR: 0.004000
Training Epoch: 14 [25856/45000]	Loss: 0.2630	LR: 0.004000
Training Epoch: 14 [26112/45000]	Loss: 0.3344	LR: 0.004000
Training Epoch: 14 [26368/45000]	Loss: 0.2582	LR: 0.004000
Training Epoch: 14 [26624/45000]	Loss: 0.3380	LR: 0.004000
Training Epoch: 14 [26880/45000]	Loss: 0.3482	LR: 0.004000
Training Epoch: 14 [27136/45000]	Loss: 0.3628	LR: 0.004000
Training Epoch: 14 [27392/45000]	Loss: 0.3501	LR: 0.004000
Training Epoch: 14 [27648/45000]	Loss: 0.2592	LR: 0.004000
Training Epoch: 14 [27904/45000]	Loss: 0.2687	LR: 0.004000
Training Epoch: 14 [28160/45000]	Loss: 0.3158	LR: 0.004000
Training Epoch: 14 [28416/45000]	Loss: 0.2169	LR: 0.004000
Training Epoch: 14 [28672/45000]	Loss: 0.2273	LR: 0.004000
Training Epoch: 14 [28928/45000]	Loss: 0.3921	LR: 0.004000
Training Epoch: 14 [29184/45000]	Loss: 0.2999	LR: 0.004000
Training Epoch: 14 [29440/45000]	Loss: 0.2487	LR: 0.004000
Training Epoch: 14 [29696/45000]	Loss: 0.2812	LR: 0.004000
Training Epoch: 14 [29952/45000]	Loss: 0.3031	LR: 0.004000
Training Epoch: 14 [30208/45000]	Loss: 0.3133	LR: 0.004000
Training Epoch: 14 [30464/45000]	Loss: 0.3325	LR: 0.004000
Training Epoch: 14 [30720/45000]	Loss: 0.3291	LR: 0.004000
Training Epoch: 14 [30976/45000]	Loss: 0.3982	LR: 0.004000
Training Epoch: 14 [31232/45000]	Loss: 0.3230	LR: 0.004000
Training Epoch: 14 [31488/45000]	Loss: 0.2590	LR: 0.004000
Training Epoch: 14 [31744/45000]	Loss: 0.2540	LR: 0.004000
Training Epoch: 14 [32000/45000]	Loss: 0.2942	LR: 0.004000
Training Epoch: 14 [32256/45000]	Loss: 0.3189	LR: 0.004000
Training Epoch: 14 [32512/45000]	Loss: 0.3383	LR: 0.004000
Training Epoch: 14 [32768/45000]	Loss: 0.3464	LR: 0.004000
Training Epoch: 14 [33024/45000]	Loss: 0.2786	LR: 0.004000
Training Epoch: 14 [33280/45000]	Loss: 0.3214	LR: 0.004000
Training Epoch: 14 [33536/45000]	Loss: 0.3810	LR: 0.004000
Training Epoch: 14 [33792/45000]	Loss: 0.3342	LR: 0.004000
Training Epoch: 14 [34048/45000]	Loss: 0.3102	LR: 0.004000
Training Epoch: 14 [34304/45000]	Loss: 0.2008	LR: 0.004000
Training Epoch: 14 [34560/45000]	Loss: 0.3974	LR: 0.004000
Training Epoch: 14 [34816/45000]	Loss: 0.3347	LR: 0.004000
Training Epoch: 14 [35072/45000]	Loss: 0.2786	LR: 0.004000
Training Epoch: 14 [35328/45000]	Loss: 0.3267	LR: 0.004000
Training Epoch: 14 [35584/45000]	Loss: 0.3340	LR: 0.004000
Training Epoch: 14 [35840/45000]	Loss: 0.2856	LR: 0.004000
Training Epoch: 14 [36096/45000]	Loss: 0.3905	LR: 0.004000
Training Epoch: 14 [36352/45000]	Loss: 0.3319	LR: 0.004000
Training Epoch: 14 [36608/45000]	Loss: 0.3342	LR: 0.004000
Training Epoch: 14 [36864/45000]	Loss: 0.2791	LR: 0.004000
Training Epoch: 14 [37120/45000]	Loss: 0.3060	LR: 0.004000
Training Epoch: 14 [37376/45000]	Loss: 0.2717	LR: 0.004000
Training Epoch: 14 [37632/45000]	Loss: 0.2454	LR: 0.004000
Training Epoch: 14 [37888/45000]	Loss: 0.3472	LR: 0.004000
Training Epoch: 14 [38144/45000]	Loss: 0.3269	LR: 0.004000
Training Epoch: 14 [38400/45000]	Loss: 0.3671	LR: 0.004000
Training Epoch: 14 [38656/45000]	Loss: 0.4300	LR: 0.004000
Training Epoch: 14 [38912/45000]	Loss: 0.3942	LR: 0.004000
Training Epoch: 14 [39168/45000]	Loss: 0.2811	LR: 0.004000
Training Epoch: 14 [39424/45000]	Loss: 0.3498	LR: 0.004000
Training Epoch: 14 [39680/45000]	Loss: 0.2443	LR: 0.004000
Training Epoch: 14 [39936/45000]	Loss: 0.2633	LR: 0.004000
Training Epoch: 14 [40192/45000]	Loss: 0.3339	LR: 0.004000
Training Epoch: 14 [40448/45000]	Loss: 0.3545	LR: 0.004000
Training Epoch: 14 [40704/45000]	Loss: 0.2966	LR: 0.004000
Training Epoch: 14 [40960/45000]	Loss: 0.2689	LR: 0.004000
Training Epoch: 14 [41216/45000]	Loss: 0.3007	LR: 0.004000
Training Epoch: 14 [41472/45000]	Loss: 0.2906	LR: 0.004000
Training Epoch: 14 [41728/45000]	Loss: 0.2874	LR: 0.004000
Training Epoch: 14 [41984/45000]	Loss: 0.3202	LR: 0.004000
Training Epoch: 14 [42240/45000]	Loss: 0.2654	LR: 0.004000
Training Epoch: 14 [42496/45000]	Loss: 0.2937	LR: 0.004000
Training Epoch: 14 [42752/45000]	Loss: 0.3193	LR: 0.004000
Training Epoch: 14 [43008/45000]	Loss: 0.3095	LR: 0.004000
Training Epoch: 14 [43264/45000]	Loss: 0.3718	LR: 0.004000
Training Epoch: 14 [43520/45000]	Loss: 0.2665	LR: 0.004000
Training Epoch: 14 [43776/45000]	Loss: 0.3658	LR: 0.004000
Training Epoch: 14 [44032/45000]	Loss: 0.3059	LR: 0.004000
Training Epoch: 14 [44288/45000]	Loss: 0.3207	LR: 0.004000
Training Epoch: 14 [44544/45000]	Loss: 0.3033	LR: 0.004000
Training Epoch: 14 [44800/45000]	Loss: 0.3857	LR: 0.004000
Training Epoch: 14 [45000/45000]	Loss: 0.2826	LR: 0.004000
Epoch 14 - Average Train Loss: 0.3116, Train Accuracy: 0.8916
Epoch 14 training time consumed: 26.81s
Evaluating Network.....
Test set: Epoch: 14, Average loss: 0.0014, Accuracy: 0.8805, Time consumed:1.04s
Training Epoch: 15 [256/45000]	Loss: 0.3815	LR: 0.004000
Training Epoch: 15 [512/45000]	Loss: 0.3111	LR: 0.004000
Training Epoch: 15 [768/45000]	Loss: 0.3228	LR: 0.004000
Training Epoch: 15 [1024/45000]	Loss: 0.3656	LR: 0.004000
Training Epoch: 15 [1280/45000]	Loss: 0.2785	LR: 0.004000
Training Epoch: 15 [1536/45000]	Loss: 0.2628	LR: 0.004000
Training Epoch: 15 [1792/45000]	Loss: 0.2723	LR: 0.004000
Training Epoch: 15 [2048/45000]	Loss: 0.3631	LR: 0.004000
Training Epoch: 15 [2304/45000]	Loss: 0.3437	LR: 0.004000
Training Epoch: 15 [2560/45000]	Loss: 0.2841	LR: 0.004000
Training Epoch: 15 [2816/45000]	Loss: 0.3893	LR: 0.004000
Training Epoch: 15 [3072/45000]	Loss: 0.2818	LR: 0.004000
Training Epoch: 15 [3328/45000]	Loss: 0.2444	LR: 0.004000
Training Epoch: 15 [3584/45000]	Loss: 0.3171	LR: 0.004000
Training Epoch: 15 [3840/45000]	Loss: 0.2501	LR: 0.004000
Training Epoch: 15 [4096/45000]	Loss: 0.3134	LR: 0.004000
Training Epoch: 15 [4352/45000]	Loss: 0.2423	LR: 0.004000
Training Epoch: 15 [4608/45000]	Loss: 0.2806	LR: 0.004000
Training Epoch: 15 [4864/45000]	Loss: 0.3581	LR: 0.004000
Training Epoch: 15 [5120/45000]	Loss: 0.2962	LR: 0.004000
Training Epoch: 15 [5376/45000]	Loss: 0.2764	LR: 0.004000
Training Epoch: 15 [5632/45000]	Loss: 0.2438	LR: 0.004000
Training Epoch: 15 [5888/45000]	Loss: 0.3241	LR: 0.004000
Training Epoch: 15 [6144/45000]	Loss: 0.3003	LR: 0.004000
Training Epoch: 15 [6400/45000]	Loss: 0.3216	LR: 0.004000
Training Epoch: 15 [6656/45000]	Loss: 0.2309	LR: 0.004000
Training Epoch: 15 [6912/45000]	Loss: 0.2955	LR: 0.004000
Training Epoch: 15 [7168/45000]	Loss: 0.2774	LR: 0.004000
Training Epoch: 15 [7424/45000]	Loss: 0.3306	LR: 0.004000
Training Epoch: 15 [7680/45000]	Loss: 0.2894	LR: 0.004000
Training Epoch: 15 [7936/45000]	Loss: 0.3344	LR: 0.004000
Training Epoch: 15 [8192/45000]	Loss: 0.2516	LR: 0.004000
Training Epoch: 15 [8448/45000]	Loss: 0.2707	LR: 0.004000
Training Epoch: 15 [8704/45000]	Loss: 0.3400	LR: 0.004000
Training Epoch: 15 [8960/45000]	Loss: 0.2666	LR: 0.004000
Training Epoch: 15 [9216/45000]	Loss: 0.3221	LR: 0.004000
Training Epoch: 15 [9472/45000]	Loss: 0.3128	LR: 0.004000
Training Epoch: 15 [9728/45000]	Loss: 0.3724	LR: 0.004000
Training Epoch: 15 [9984/45000]	Loss: 0.2646	LR: 0.004000
Training Epoch: 15 [10240/45000]	Loss: 0.3297	LR: 0.004000
Training Epoch: 15 [10496/45000]	Loss: 0.2992	LR: 0.004000
Training Epoch: 15 [10752/45000]	Loss: 0.3435	LR: 0.004000
Training Epoch: 15 [11008/45000]	Loss: 0.3302	LR: 0.004000
Training Epoch: 15 [11264/45000]	Loss: 0.3627	LR: 0.004000
Training Epoch: 15 [11520/45000]	Loss: 0.2951	LR: 0.004000
Training Epoch: 15 [11776/45000]	Loss: 0.2624	LR: 0.004000
Training Epoch: 15 [12032/45000]	Loss: 0.3005	LR: 0.004000
Training Epoch: 15 [12288/45000]	Loss: 0.3749	LR: 0.004000
Training Epoch: 15 [12544/45000]	Loss: 0.2753	LR: 0.004000
Training Epoch: 15 [12800/45000]	Loss: 0.3232	LR: 0.004000
Training Epoch: 15 [13056/45000]	Loss: 0.2547	LR: 0.004000
Training Epoch: 15 [13312/45000]	Loss: 0.3069	LR: 0.004000
Training Epoch: 15 [13568/45000]	Loss: 0.2664	LR: 0.004000
Training Epoch: 15 [13824/45000]	Loss: 0.3460	LR: 0.004000
Training Epoch: 15 [14080/45000]	Loss: 0.3707	LR: 0.004000
Training Epoch: 15 [14336/45000]	Loss: 0.2869	LR: 0.004000
Training Epoch: 15 [14592/45000]	Loss: 0.2972	LR: 0.004000
Training Epoch: 15 [14848/45000]	Loss: 0.2596	LR: 0.004000
Training Epoch: 15 [15104/45000]	Loss: 0.3619	LR: 0.004000
Training Epoch: 15 [15360/45000]	Loss: 0.3228	LR: 0.004000
Training Epoch: 15 [15616/45000]	Loss: 0.3769	LR: 0.004000
Training Epoch: 15 [15872/45000]	Loss: 0.3134	LR: 0.004000
Training Epoch: 15 [16128/45000]	Loss: 0.2672	LR: 0.004000
Training Epoch: 15 [16384/45000]	Loss: 0.2338	LR: 0.004000
Training Epoch: 15 [16640/45000]	Loss: 0.3374	LR: 0.004000
Training Epoch: 15 [16896/45000]	Loss: 0.3124	LR: 0.004000
Training Epoch: 15 [17152/45000]	Loss: 0.3205	LR: 0.004000
Training Epoch: 15 [17408/45000]	Loss: 0.2703	LR: 0.004000
Training Epoch: 15 [17664/45000]	Loss: 0.3282	LR: 0.004000
Training Epoch: 15 [17920/45000]	Loss: 0.2876	LR: 0.004000
Training Epoch: 15 [18176/45000]	Loss: 0.3187	LR: 0.004000
Training Epoch: 15 [18432/45000]	Loss: 0.2374	LR: 0.004000
Training Epoch: 15 [18688/45000]	Loss: 0.2597	LR: 0.004000
Training Epoch: 15 [18944/45000]	Loss: 0.2841	LR: 0.004000
Training Epoch: 15 [19200/45000]	Loss: 0.3388	LR: 0.004000
Training Epoch: 15 [19456/45000]	Loss: 0.2610	LR: 0.004000
Training Epoch: 15 [19712/45000]	Loss: 0.3521	LR: 0.004000
Training Epoch: 15 [19968/45000]	Loss: 0.2626	LR: 0.004000
Training Epoch: 15 [20224/45000]	Loss: 0.3078	LR: 0.004000
Training Epoch: 15 [20480/45000]	Loss: 0.2602	LR: 0.004000
Training Epoch: 15 [20736/45000]	Loss: 0.3422	LR: 0.004000
Training Epoch: 15 [20992/45000]	Loss: 0.2814	LR: 0.004000
Training Epoch: 15 [21248/45000]	Loss: 0.3102	LR: 0.004000
Training Epoch: 15 [21504/45000]	Loss: 0.3329	LR: 0.004000
Training Epoch: 15 [21760/45000]	Loss: 0.3240	LR: 0.004000
Training Epoch: 15 [22016/45000]	Loss: 0.4277	LR: 0.004000
Training Epoch: 15 [22272/45000]	Loss: 0.3668	LR: 0.004000
Training Epoch: 15 [22528/45000]	Loss: 0.3143	LR: 0.004000
Training Epoch: 15 [22784/45000]	Loss: 0.3188	LR: 0.004000
Training Epoch: 15 [23040/45000]	Loss: 0.3390	LR: 0.004000
Training Epoch: 15 [23296/45000]	Loss: 0.3242	LR: 0.004000
Training Epoch: 15 [23552/45000]	Loss: 0.2900	LR: 0.004000
Training Epoch: 15 [23808/45000]	Loss: 0.2314	LR: 0.004000
Training Epoch: 15 [24064/45000]	Loss: 0.3086	LR: 0.004000
Training Epoch: 15 [24320/45000]	Loss: 0.3149	LR: 0.004000
Training Epoch: 15 [24576/45000]	Loss: 0.3546	LR: 0.004000
Training Epoch: 15 [24832/45000]	Loss: 0.2716	LR: 0.004000
Training Epoch: 15 [25088/45000]	Loss: 0.3304	LR: 0.004000
Training Epoch: 15 [25344/45000]	Loss: 0.2700	LR: 0.004000
Training Epoch: 15 [25600/45000]	Loss: 0.3788	LR: 0.004000
Training Epoch: 15 [25856/45000]	Loss: 0.2915	LR: 0.004000
Training Epoch: 15 [26112/45000]	Loss: 0.2766	LR: 0.004000
Training Epoch: 15 [26368/45000]	Loss: 0.3259	LR: 0.004000
Training Epoch: 15 [26624/45000]	Loss: 0.2720	LR: 0.004000
Training Epoch: 15 [26880/45000]	Loss: 0.2778	LR: 0.004000
Training Epoch: 15 [27136/45000]	Loss: 0.2893	LR: 0.004000
Training Epoch: 15 [27392/45000]	Loss: 0.2401	LR: 0.004000
Training Epoch: 15 [27648/45000]	Loss: 0.2795	LR: 0.004000
Training Epoch: 15 [27904/45000]	Loss: 0.2870	LR: 0.004000
Training Epoch: 15 [28160/45000]	Loss: 0.3398	LR: 0.004000
Training Epoch: 15 [28416/45000]	Loss: 0.3637	LR: 0.004000
Training Epoch: 15 [28672/45000]	Loss: 0.3139	LR: 0.004000
Training Epoch: 15 [28928/45000]	Loss: 0.3141	LR: 0.004000
Training Epoch: 15 [29184/45000]	Loss: 0.2928	LR: 0.004000
Training Epoch: 15 [29440/45000]	Loss: 0.2089	LR: 0.004000
Training Epoch: 15 [29696/45000]	Loss: 0.3123	LR: 0.004000
Training Epoch: 15 [29952/45000]	Loss: 0.3247	LR: 0.004000
Training Epoch: 15 [30208/45000]	Loss: 0.3315	LR: 0.004000
Training Epoch: 15 [30464/45000]	Loss: 0.2816	LR: 0.004000
Training Epoch: 15 [30720/45000]	Loss: 0.3843	LR: 0.004000
Training Epoch: 15 [30976/45000]	Loss: 0.3321	LR: 0.004000
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Training Epoch: 15 [32512/45000]	Loss: 0.2496	LR: 0.004000
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Training Epoch: 15 [37888/45000]	Loss: 0.2256	LR: 0.004000
Training Epoch: 15 [38144/45000]	Loss: 0.2569	LR: 0.004000
Training Epoch: 15 [38400/45000]	Loss: 0.2723	LR: 0.004000
Training Epoch: 15 [38656/45000]	Loss: 0.3520	LR: 0.004000
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Training Epoch: 15 [39168/45000]	Loss: 0.3131	LR: 0.004000
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Training Epoch: 15 [39936/45000]	Loss: 0.3060	LR: 0.004000
Training Epoch: 15 [40192/45000]	Loss: 0.3581	LR: 0.004000
Training Epoch: 15 [40448/45000]	Loss: 0.3299	LR: 0.004000
Training Epoch: 15 [40704/45000]	Loss: 0.3208	LR: 0.004000
Training Epoch: 15 [40960/45000]	Loss: 0.3875	LR: 0.004000
Training Epoch: 15 [41216/45000]	Loss: 0.2628	LR: 0.004000
Training Epoch: 15 [41472/45000]	Loss: 0.2720	LR: 0.004000
Training Epoch: 15 [41728/45000]	Loss: 0.3728	LR: 0.004000
Training Epoch: 15 [41984/45000]	Loss: 0.2153	LR: 0.004000
Training Epoch: 15 [42240/45000]	Loss: 0.3114	LR: 0.004000
Training Epoch: 15 [42496/45000]	Loss: 0.3242	LR: 0.004000
Training Epoch: 15 [42752/45000]	Loss: 0.1929	LR: 0.004000
Training Epoch: 15 [43008/45000]	Loss: 0.2934	LR: 0.004000
Training Epoch: 15 [43264/45000]	Loss: 0.3644	LR: 0.004000
Training Epoch: 15 [43520/45000]	Loss: 0.3194	LR: 0.004000
Training Epoch: 15 [43776/45000]	Loss: 0.3200	LR: 0.004000
Training Epoch: 15 [44032/45000]	Loss: 0.3064	LR: 0.004000
Training Epoch: 15 [44288/45000]	Loss: 0.2304	LR: 0.004000
Training Epoch: 15 [44544/45000]	Loss: 0.3682	LR: 0.004000
Training Epoch: 15 [44800/45000]	Loss: 0.3058	LR: 0.004000
Training Epoch: 15 [45000/45000]	Loss: 0.3074	LR: 0.004000
Epoch 15 - Average Train Loss: 0.3037, Train Accuracy: 0.8932
Epoch 15 training time consumed: 26.78s
Evaluating Network.....
Test set: Epoch: 15, Average loss: 0.0014, Accuracy: 0.8812, Time consumed:0.93s
Saving weights file to checkpoint/retrain/ResNet18/Sunday_21_September_2025_23h_41m_52s/ResNet18-Cifar10-seed8-ret0-15-best.pth
Training Epoch: 16 [256/45000]	Loss: 0.2747	LR: 0.000800
Training Epoch: 16 [512/45000]	Loss: 0.2859	LR: 0.000800
Training Epoch: 16 [768/45000]	Loss: 0.2677	LR: 0.000800
Training Epoch: 16 [1024/45000]	Loss: 0.2822	LR: 0.000800
Training Epoch: 16 [1280/45000]	Loss: 0.3640	LR: 0.000800
Training Epoch: 16 [1536/45000]	Loss: 0.3171	LR: 0.000800
Training Epoch: 16 [1792/45000]	Loss: 0.3448	LR: 0.000800
Training Epoch: 16 [2048/45000]	Loss: 0.2505	LR: 0.000800
Training Epoch: 16 [2304/45000]	Loss: 0.2995	LR: 0.000800
Training Epoch: 16 [2560/45000]	Loss: 0.2803	LR: 0.000800
Training Epoch: 16 [2816/45000]	Loss: 0.2613	LR: 0.000800
Training Epoch: 16 [3072/45000]	Loss: 0.2957	LR: 0.000800
Training Epoch: 16 [3328/45000]	Loss: 0.3211	LR: 0.000800
Training Epoch: 16 [3584/45000]	Loss: 0.2800	LR: 0.000800
Training Epoch: 16 [3840/45000]	Loss: 0.3163	LR: 0.000800
Training Epoch: 16 [4096/45000]	Loss: 0.3480	LR: 0.000800
Training Epoch: 16 [4352/45000]	Loss: 0.2948	LR: 0.000800
Training Epoch: 16 [4608/45000]	Loss: 0.2892	LR: 0.000800
Training Epoch: 16 [4864/45000]	Loss: 0.3251	LR: 0.000800
Training Epoch: 16 [5120/45000]	Loss: 0.3424	LR: 0.000800
Training Epoch: 16 [5376/45000]	Loss: 0.2468	LR: 0.000800
Training Epoch: 16 [5632/45000]	Loss: 0.2458	LR: 0.000800
Training Epoch: 16 [5888/45000]	Loss: 0.2783	LR: 0.000800
Training Epoch: 16 [6144/45000]	Loss: 0.3056	LR: 0.000800
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Training Epoch: 16 [7168/45000]	Loss: 0.2538	LR: 0.000800
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Training Epoch: 16 [8448/45000]	Loss: 0.2566	LR: 0.000800
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Training Epoch: 16 [9472/45000]	Loss: 0.3482	LR: 0.000800
Training Epoch: 16 [9728/45000]	Loss: 0.2425	LR: 0.000800
Training Epoch: 16 [9984/45000]	Loss: 0.2602	LR: 0.000800
Training Epoch: 16 [10240/45000]	Loss: 0.3034	LR: 0.000800
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Training Epoch: 16 [12032/45000]	Loss: 0.2992	LR: 0.000800
Training Epoch: 16 [12288/45000]	Loss: 0.3738	LR: 0.000800
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Training Epoch: 16 [20480/45000]	Loss: 0.3589	LR: 0.000800
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Training Epoch: 16 [26368/45000]	Loss: 0.2194	LR: 0.000800
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Training Epoch: 16 [27904/45000]	Loss: 0.2796	LR: 0.000800
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Training Epoch: 16 [28416/45000]	Loss: 0.3098	LR: 0.000800
Training Epoch: 16 [28672/45000]	Loss: 0.3223	LR: 0.000800
Training Epoch: 16 [28928/45000]	Loss: 0.3752	LR: 0.000800
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Training Epoch: 16 [29440/45000]	Loss: 0.3357	LR: 0.000800
Training Epoch: 16 [29696/45000]	Loss: 0.2718	LR: 0.000800
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Training Epoch: 16 [30464/45000]	Loss: 0.3308	LR: 0.000800
Training Epoch: 16 [30720/45000]	Loss: 0.2759	LR: 0.000800
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Training Epoch: 16 [35328/45000]	Loss: 0.3596	LR: 0.000800
Training Epoch: 16 [35584/45000]	Loss: 0.3372	LR: 0.000800
Training Epoch: 16 [35840/45000]	Loss: 0.2546	LR: 0.000800
Training Epoch: 16 [36096/45000]	Loss: 0.2940	LR: 0.000800
Training Epoch: 16 [36352/45000]	Loss: 0.2821	LR: 0.000800
Training Epoch: 16 [36608/45000]	Loss: 0.3074	LR: 0.000800
Training Epoch: 16 [36864/45000]	Loss: 0.1839	LR: 0.000800
Training Epoch: 16 [37120/45000]	Loss: 0.2926	LR: 0.000800
Training Epoch: 16 [37376/45000]	Loss: 0.3015	LR: 0.000800
Training Epoch: 16 [37632/45000]	Loss: 0.2352	LR: 0.000800
Training Epoch: 16 [37888/45000]	Loss: 0.2937	LR: 0.000800
Training Epoch: 16 [38144/45000]	Loss: 0.2605	LR: 0.000800
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Training Epoch: 16 [38656/45000]	Loss: 0.2659	LR: 0.000800
Training Epoch: 16 [38912/45000]	Loss: 0.2722	LR: 0.000800
Training Epoch: 16 [39168/45000]	Loss: 0.2419	LR: 0.000800
Training Epoch: 16 [39424/45000]	Loss: 0.3545	LR: 0.000800
Training Epoch: 16 [39680/45000]	Loss: 0.3439	LR: 0.000800
Training Epoch: 16 [39936/45000]	Loss: 0.3276	LR: 0.000800
Training Epoch: 16 [40192/45000]	Loss: 0.2606	LR: 0.000800
Training Epoch: 16 [40448/45000]	Loss: 0.2556	LR: 0.000800
Training Epoch: 16 [40704/45000]	Loss: 0.2195	LR: 0.000800
Training Epoch: 16 [40960/45000]	Loss: 0.2886	LR: 0.000800
Training Epoch: 16 [41216/45000]	Loss: 0.2950	LR: 0.000800
Training Epoch: 16 [41472/45000]	Loss: 0.2766	LR: 0.000800
Training Epoch: 16 [41728/45000]	Loss: 0.2684	LR: 0.000800
Training Epoch: 16 [41984/45000]	Loss: 0.2783	LR: 0.000800
Training Epoch: 16 [42240/45000]	Loss: 0.3224	LR: 0.000800
Training Epoch: 16 [42496/45000]	Loss: 0.3105	LR: 0.000800
Training Epoch: 16 [42752/45000]	Loss: 0.2545	LR: 0.000800
Training Epoch: 16 [43008/45000]	Loss: 0.3182	LR: 0.000800
Training Epoch: 16 [43264/45000]	Loss: 0.2528	LR: 0.000800
Training Epoch: 16 [43520/45000]	Loss: 0.3299	LR: 0.000800
Training Epoch: 16 [43776/45000]	Loss: 0.3138	LR: 0.000800
Training Epoch: 16 [44032/45000]	Loss: 0.3726	LR: 0.000800
Training Epoch: 16 [44288/45000]	Loss: 0.2816	LR: 0.000800
Training Epoch: 16 [44544/45000]	Loss: 0.2988	LR: 0.000800
Training Epoch: 16 [44800/45000]	Loss: 0.2271	LR: 0.000800
Training Epoch: 16 [45000/45000]	Loss: 0.3340	LR: 0.000800
Epoch 16 - Average Train Loss: 0.2892, Train Accuracy: 0.8982
Epoch 16 training time consumed: 26.73s
Evaluating Network.....
Test set: Epoch: 16, Average loss: 0.0014, Accuracy: 0.8836, Time consumed:0.92s
Saving weights file to checkpoint/retrain/ResNet18/Sunday_21_September_2025_23h_41m_52s/ResNet18-Cifar10-seed8-ret0-16-best.pth
Training Epoch: 17 [256/45000]	Loss: 0.2394	LR: 0.000800
Training Epoch: 17 [512/45000]	Loss: 0.2965	LR: 0.000800
Training Epoch: 17 [768/45000]	Loss: 0.3422	LR: 0.000800
Training Epoch: 17 [1024/45000]	Loss: 0.2363	LR: 0.000800
Training Epoch: 17 [1280/45000]	Loss: 0.2455	LR: 0.000800
Training Epoch: 17 [1536/45000]	Loss: 0.2765	LR: 0.000800
Training Epoch: 17 [1792/45000]	Loss: 0.2865	LR: 0.000800
Training Epoch: 17 [2048/45000]	Loss: 0.2348	LR: 0.000800
Training Epoch: 17 [2304/45000]	Loss: 0.2776	LR: 0.000800
Training Epoch: 17 [2560/45000]	Loss: 0.2798	LR: 0.000800
Training Epoch: 17 [2816/45000]	Loss: 0.3194	LR: 0.000800
Training Epoch: 17 [3072/45000]	Loss: 0.3340	LR: 0.000800
Training Epoch: 17 [3328/45000]	Loss: 0.3169	LR: 0.000800
Training Epoch: 17 [3584/45000]	Loss: 0.2735	LR: 0.000800
Training Epoch: 17 [3840/45000]	Loss: 0.3179	LR: 0.000800
Training Epoch: 17 [4096/45000]	Loss: 0.3282	LR: 0.000800
Training Epoch: 17 [4352/45000]	Loss: 0.3782	LR: 0.000800
Training Epoch: 17 [4608/45000]	Loss: 0.2245	LR: 0.000800
Training Epoch: 17 [4864/45000]	Loss: 0.3338	LR: 0.000800
Training Epoch: 17 [5120/45000]	Loss: 0.3616	LR: 0.000800
Training Epoch: 17 [5376/45000]	Loss: 0.2449	LR: 0.000800
Training Epoch: 17 [5632/45000]	Loss: 0.2416	LR: 0.000800
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Training Epoch: 17 [8704/45000]	Loss: 0.2994	LR: 0.000800
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Training Epoch: 17 [9984/45000]	Loss: 0.2321	LR: 0.000800
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Training Epoch: 17 [10496/45000]	Loss: 0.3260	LR: 0.000800
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Training Epoch: 17 [11008/45000]	Loss: 0.3461	LR: 0.000800
Training Epoch: 17 [11264/45000]	Loss: 0.3227	LR: 0.000800
Training Epoch: 17 [11520/45000]	Loss: 0.3053	LR: 0.000800
Training Epoch: 17 [11776/45000]	Loss: 0.3595	LR: 0.000800
Training Epoch: 17 [12032/45000]	Loss: 0.2169	LR: 0.000800
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Training Epoch: 17 [13312/45000]	Loss: 0.2444	LR: 0.000800
Training Epoch: 17 [13568/45000]	Loss: 0.3087	LR: 0.000800
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Training Epoch: 17 [16128/45000]	Loss: 0.2754	LR: 0.000800
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Training Epoch: 17 [16896/45000]	Loss: 0.2866	LR: 0.000800
Training Epoch: 17 [17152/45000]	Loss: 0.2489	LR: 0.000800
Training Epoch: 17 [17408/45000]	Loss: 0.2012	LR: 0.000800
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Training Epoch: 17 [18432/45000]	Loss: 0.2942	LR: 0.000800
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Training Epoch: 17 [19456/45000]	Loss: 0.2434	LR: 0.000800
Training Epoch: 17 [19712/45000]	Loss: 0.2933	LR: 0.000800
Training Epoch: 17 [19968/45000]	Loss: 0.3093	LR: 0.000800
Training Epoch: 17 [20224/45000]	Loss: 0.1926	LR: 0.000800
Training Epoch: 17 [20480/45000]	Loss: 0.3634	LR: 0.000800
Training Epoch: 17 [20736/45000]	Loss: 0.2678	LR: 0.000800
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Training Epoch: 17 [22016/45000]	Loss: 0.3403	LR: 0.000800
Training Epoch: 17 [22272/45000]	Loss: 0.2622	LR: 0.000800
Training Epoch: 17 [22528/45000]	Loss: 0.2172	LR: 0.000800
Training Epoch: 17 [22784/45000]	Loss: 0.2944	LR: 0.000800
Training Epoch: 17 [23040/45000]	Loss: 0.2518	LR: 0.000800
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Training Epoch: 17 [23808/45000]	Loss: 0.2343	LR: 0.000800
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Training Epoch: 17 [24320/45000]	Loss: 0.2366	LR: 0.000800
Training Epoch: 17 [24576/45000]	Loss: 0.2811	LR: 0.000800
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Training Epoch: 17 [25088/45000]	Loss: 0.3168	LR: 0.000800
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Training Epoch: 17 [25600/45000]	Loss: 0.2492	LR: 0.000800
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Training Epoch: 17 [26112/45000]	Loss: 0.2819	LR: 0.000800
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Training Epoch: 17 [26624/45000]	Loss: 0.3281	LR: 0.000800
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Training Epoch: 17 [27392/45000]	Loss: 0.3144	LR: 0.000800
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Training Epoch: 17 [27904/45000]	Loss: 0.2628	LR: 0.000800
Training Epoch: 17 [28160/45000]	Loss: 0.2798	LR: 0.000800
Training Epoch: 17 [28416/45000]	Loss: 0.3165	LR: 0.000800
Training Epoch: 17 [28672/45000]	Loss: 0.2955	LR: 0.000800
Training Epoch: 17 [28928/45000]	Loss: 0.2194	LR: 0.000800
Training Epoch: 17 [29184/45000]	Loss: 0.3054	LR: 0.000800
Training Epoch: 17 [29440/45000]	Loss: 0.2530	LR: 0.000800
Training Epoch: 17 [29696/45000]	Loss: 0.3066	LR: 0.000800
Training Epoch: 17 [29952/45000]	Loss: 0.2911	LR: 0.000800
Training Epoch: 17 [30208/45000]	Loss: 0.2352	LR: 0.000800
Training Epoch: 17 [30464/45000]	Loss: 0.3066	LR: 0.000800
Training Epoch: 17 [30720/45000]	Loss: 0.2830	LR: 0.000800
Training Epoch: 17 [30976/45000]	Loss: 0.2215	LR: 0.000800
Training Epoch: 17 [31232/45000]	Loss: 0.3403	LR: 0.000800
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Training Epoch: 17 [32768/45000]	Loss: 0.2648	LR: 0.000800
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Training Epoch: 17 [35584/45000]	Loss: 0.2757	LR: 0.000800
Training Epoch: 17 [35840/45000]	Loss: 0.3085	LR: 0.000800
Training Epoch: 17 [36096/45000]	Loss: 0.2667	LR: 0.000800
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Training Epoch: 17 [37376/45000]	Loss: 0.2665	LR: 0.000800
Training Epoch: 17 [37632/45000]	Loss: 0.3081	LR: 0.000800
Training Epoch: 17 [37888/45000]	Loss: 0.3088	LR: 0.000800
Training Epoch: 17 [38144/45000]	Loss: 0.2646	LR: 0.000800
Training Epoch: 17 [38400/45000]	Loss: 0.3509	LR: 0.000800
Training Epoch: 17 [38656/45000]	Loss: 0.3502	LR: 0.000800
Training Epoch: 17 [38912/45000]	Loss: 0.3144	LR: 0.000800
Training Epoch: 17 [39168/45000]	Loss: 0.3440	LR: 0.000800
Training Epoch: 17 [39424/45000]	Loss: 0.3207	LR: 0.000800
Training Epoch: 17 [39680/45000]	Loss: 0.2703	LR: 0.000800
Training Epoch: 17 [39936/45000]	Loss: 0.2817	LR: 0.000800
Training Epoch: 17 [40192/45000]	Loss: 0.3241	LR: 0.000800
Training Epoch: 17 [40448/45000]	Loss: 0.3323	LR: 0.000800
Training Epoch: 17 [40704/45000]	Loss: 0.2819	LR: 0.000800
Training Epoch: 17 [40960/45000]	Loss: 0.2687	LR: 0.000800
Training Epoch: 17 [41216/45000]	Loss: 0.2406	LR: 0.000800
Training Epoch: 17 [41472/45000]	Loss: 0.2724	LR: 0.000800
Training Epoch: 17 [41728/45000]	Loss: 0.3218	LR: 0.000800
Training Epoch: 17 [41984/45000]	Loss: 0.2655	LR: 0.000800
Training Epoch: 17 [42240/45000]	Loss: 0.2125	LR: 0.000800
Training Epoch: 17 [42496/45000]	Loss: 0.2916	LR: 0.000800
Training Epoch: 17 [42752/45000]	Loss: 0.3988	LR: 0.000800
Training Epoch: 17 [43008/45000]	Loss: 0.3015	LR: 0.000800
Training Epoch: 17 [43264/45000]	Loss: 0.2947	LR: 0.000800
Training Epoch: 17 [43520/45000]	Loss: 0.2851	LR: 0.000800
Training Epoch: 17 [43776/45000]	Loss: 0.2846	LR: 0.000800
Training Epoch: 17 [44032/45000]	Loss: 0.3202	LR: 0.000800
Training Epoch: 17 [44288/45000]	Loss: 0.2064	LR: 0.000800
Training Epoch: 17 [44544/45000]	Loss: 0.3195	LR: 0.000800
Training Epoch: 17 [44800/45000]	Loss: 0.3098	LR: 0.000800
Training Epoch: 17 [45000/45000]	Loss: 0.3144	LR: 0.000800
Epoch 17 - Average Train Loss: 0.2895, Train Accuracy: 0.8996
Epoch 17 training time consumed: 26.75s
Evaluating Network.....
Test set: Epoch: 17, Average loss: 0.0014, Accuracy: 0.8840, Time consumed:0.96s
Saving weights file to checkpoint/retrain/ResNet18/Sunday_21_September_2025_23h_41m_52s/ResNet18-Cifar10-seed8-ret0-17-best.pth
Training Epoch: 18 [256/45000]	Loss: 0.3249	LR: 0.000800
Training Epoch: 18 [512/45000]	Loss: 0.2682	LR: 0.000800
Training Epoch: 18 [768/45000]	Loss: 0.2062	LR: 0.000800
Training Epoch: 18 [1024/45000]	Loss: 0.2277	LR: 0.000800
Training Epoch: 18 [1280/45000]	Loss: 0.2784	LR: 0.000800
Training Epoch: 18 [1536/45000]	Loss: 0.3436	LR: 0.000800
Training Epoch: 18 [1792/45000]	Loss: 0.2626	LR: 0.000800
Training Epoch: 18 [2048/45000]	Loss: 0.3043	LR: 0.000800
Training Epoch: 18 [2304/45000]	Loss: 0.3019	LR: 0.000800
Training Epoch: 18 [2560/45000]	Loss: 0.3261	LR: 0.000800
Training Epoch: 18 [2816/45000]	Loss: 0.2996	LR: 0.000800
Training Epoch: 18 [3072/45000]	Loss: 0.3054	LR: 0.000800
Training Epoch: 18 [3328/45000]	Loss: 0.2554	LR: 0.000800
Training Epoch: 18 [3584/45000]	Loss: 0.2813	LR: 0.000800
Training Epoch: 18 [3840/45000]	Loss: 0.3515	LR: 0.000800
Training Epoch: 18 [4096/45000]	Loss: 0.2370	LR: 0.000800
Training Epoch: 18 [4352/45000]	Loss: 0.2016	LR: 0.000800
Training Epoch: 18 [4608/45000]	Loss: 0.2736	LR: 0.000800
Training Epoch: 18 [4864/45000]	Loss: 0.3030	LR: 0.000800
Training Epoch: 18 [5120/45000]	Loss: 0.3085	LR: 0.000800
Training Epoch: 18 [5376/45000]	Loss: 0.3003	LR: 0.000800
Training Epoch: 18 [5632/45000]	Loss: 0.2491	LR: 0.000800
Training Epoch: 18 [5888/45000]	Loss: 0.4321	LR: 0.000800
Training Epoch: 18 [6144/45000]	Loss: 0.2878	LR: 0.000800
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Training Epoch: 18 [6656/45000]	Loss: 0.2655	LR: 0.000800
Training Epoch: 18 [6912/45000]	Loss: 0.2433	LR: 0.000800
Training Epoch: 18 [7168/45000]	Loss: 0.2974	LR: 0.000800
Training Epoch: 18 [7424/45000]	Loss: 0.3422	LR: 0.000800
Training Epoch: 18 [7680/45000]	Loss: 0.2291	LR: 0.000800
Training Epoch: 18 [7936/45000]	Loss: 0.2489	LR: 0.000800
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Training Epoch: 18 [8960/45000]	Loss: 0.3253	LR: 0.000800
Training Epoch: 18 [9216/45000]	Loss: 0.2876	LR: 0.000800
Training Epoch: 18 [9472/45000]	Loss: 0.2519	LR: 0.000800
Training Epoch: 18 [9728/45000]	Loss: 0.2681	LR: 0.000800
Training Epoch: 18 [9984/45000]	Loss: 0.2879	LR: 0.000800
Training Epoch: 18 [10240/45000]	Loss: 0.3504	LR: 0.000800
Training Epoch: 18 [10496/45000]	Loss: 0.2998	LR: 0.000800
Training Epoch: 18 [10752/45000]	Loss: 0.3198	LR: 0.000800
Training Epoch: 18 [11008/45000]	Loss: 0.2491	LR: 0.000800
Training Epoch: 18 [11264/45000]	Loss: 0.3012	LR: 0.000800
Training Epoch: 18 [11520/45000]	Loss: 0.2878	LR: 0.000800
Training Epoch: 18 [11776/45000]	Loss: 0.2073	LR: 0.000800
Training Epoch: 18 [12032/45000]	Loss: 0.2750	LR: 0.000800
Training Epoch: 18 [12288/45000]	Loss: 0.2950	LR: 0.000800
Training Epoch: 18 [12544/45000]	Loss: 0.2430	LR: 0.000800
Training Epoch: 18 [12800/45000]	Loss: 0.2916	LR: 0.000800
Training Epoch: 18 [13056/45000]	Loss: 0.3307	LR: 0.000800
Training Epoch: 18 [13312/45000]	Loss: 0.2589	LR: 0.000800
Training Epoch: 18 [13568/45000]	Loss: 0.2446	LR: 0.000800
Training Epoch: 18 [13824/45000]	Loss: 0.2836	LR: 0.000800
Training Epoch: 18 [14080/45000]	Loss: 0.2015	LR: 0.000800
Training Epoch: 18 [14336/45000]	Loss: 0.2504	LR: 0.000800
Training Epoch: 18 [14592/45000]	Loss: 0.2957	LR: 0.000800
Training Epoch: 18 [14848/45000]	Loss: 0.2780	LR: 0.000800
Training Epoch: 18 [15104/45000]	Loss: 0.3327	LR: 0.000800
Training Epoch: 18 [15360/45000]	Loss: 0.2280	LR: 0.000800
Training Epoch: 18 [15616/45000]	Loss: 0.2917	LR: 0.000800
Training Epoch: 18 [15872/45000]	Loss: 0.3429	LR: 0.000800
Training Epoch: 18 [16128/45000]	Loss: 0.3354	LR: 0.000800
Training Epoch: 18 [16384/45000]	Loss: 0.2770	LR: 0.000800
Training Epoch: 18 [16640/45000]	Loss: 0.3762	LR: 0.000800
Training Epoch: 18 [16896/45000]	Loss: 0.2212	LR: 0.000800
Training Epoch: 18 [17152/45000]	Loss: 0.2642	LR: 0.000800
Training Epoch: 18 [17408/45000]	Loss: 0.2802	LR: 0.000800
Training Epoch: 18 [17664/45000]	Loss: 0.2544	LR: 0.000800
Training Epoch: 18 [17920/45000]	Loss: 0.3713	LR: 0.000800
Training Epoch: 18 [18176/45000]	Loss: 0.3434	LR: 0.000800
Training Epoch: 18 [18432/45000]	Loss: 0.2980	LR: 0.000800
Training Epoch: 18 [18688/45000]	Loss: 0.2469	LR: 0.000800
Training Epoch: 18 [18944/45000]	Loss: 0.3437	LR: 0.000800
Training Epoch: 18 [19200/45000]	Loss: 0.2532	LR: 0.000800
Training Epoch: 18 [19456/45000]	Loss: 0.2685	LR: 0.000800
Training Epoch: 18 [19712/45000]	Loss: 0.2812	LR: 0.000800
Training Epoch: 18 [19968/45000]	Loss: 0.2458	LR: 0.000800
Training Epoch: 18 [20224/45000]	Loss: 0.2726	LR: 0.000800
Training Epoch: 18 [20480/45000]	Loss: 0.2360	LR: 0.000800
Training Epoch: 18 [20736/45000]	Loss: 0.2253	LR: 0.000800
Training Epoch: 18 [20992/45000]	Loss: 0.2715	LR: 0.000800
Training Epoch: 18 [21248/45000]	Loss: 0.3175	LR: 0.000800
Training Epoch: 18 [21504/45000]	Loss: 0.2759	LR: 0.000800
Training Epoch: 18 [21760/45000]	Loss: 0.1729	LR: 0.000800
Training Epoch: 18 [22016/45000]	Loss: 0.2410	LR: 0.000800
Training Epoch: 18 [22272/45000]	Loss: 0.3302	LR: 0.000800
Training Epoch: 18 [22528/45000]	Loss: 0.2607	LR: 0.000800
Training Epoch: 18 [22784/45000]	Loss: 0.3256	LR: 0.000800
Training Epoch: 18 [23040/45000]	Loss: 0.2772	LR: 0.000800
Training Epoch: 18 [23296/45000]	Loss: 0.3399	LR: 0.000800
Training Epoch: 18 [23552/45000]	Loss: 0.2922	LR: 0.000800
Training Epoch: 18 [23808/45000]	Loss: 0.2667	LR: 0.000800
Training Epoch: 18 [24064/45000]	Loss: 0.3465	LR: 0.000800
Training Epoch: 18 [24320/45000]	Loss: 0.2853	LR: 0.000800
Training Epoch: 18 [24576/45000]	Loss: 0.3124	LR: 0.000800
Training Epoch: 18 [24832/45000]	Loss: 0.3219	LR: 0.000800
Training Epoch: 18 [25088/45000]	Loss: 0.2704	LR: 0.000800
Training Epoch: 18 [25344/45000]	Loss: 0.2890	LR: 0.000800
Training Epoch: 18 [25600/45000]	Loss: 0.3304	LR: 0.000800
Training Epoch: 18 [25856/45000]	Loss: 0.2865	LR: 0.000800
Training Epoch: 18 [26112/45000]	Loss: 0.2784	LR: 0.000800
Training Epoch: 18 [26368/45000]	Loss: 0.2161	LR: 0.000800
Training Epoch: 18 [26624/45000]	Loss: 0.3119	LR: 0.000800
Training Epoch: 18 [26880/45000]	Loss: 0.3210	LR: 0.000800
Training Epoch: 18 [27136/45000]	Loss: 0.3405	LR: 0.000800
Training Epoch: 18 [27392/45000]	Loss: 0.3035	LR: 0.000800
Training Epoch: 18 [27648/45000]	Loss: 0.3203	LR: 0.000800
Training Epoch: 18 [27904/45000]	Loss: 0.3272	LR: 0.000800
Training Epoch: 18 [28160/45000]	Loss: 0.2625	LR: 0.000800
Training Epoch: 18 [28416/45000]	Loss: 0.2848	LR: 0.000800
Training Epoch: 18 [28672/45000]	Loss: 0.3022	LR: 0.000800
Training Epoch: 18 [28928/45000]	Loss: 0.3163	LR: 0.000800
Training Epoch: 18 [29184/45000]	Loss: 0.2751	LR: 0.000800
Training Epoch: 18 [29440/45000]	Loss: 0.3032	LR: 0.000800
Training Epoch: 18 [29696/45000]	Loss: 0.3133	LR: 0.000800
Training Epoch: 18 [29952/45000]	Loss: 0.2855	LR: 0.000800
Training Epoch: 18 [30208/45000]	Loss: 0.2849	LR: 0.000800
Training Epoch: 18 [30464/45000]	Loss: 0.2523	LR: 0.000800
Training Epoch: 18 [30720/45000]	Loss: 0.2446	LR: 0.000800
Training Epoch: 18 [30976/45000]	Loss: 0.3401	LR: 0.000800
Training Epoch: 18 [31232/45000]	Loss: 0.2220	LR: 0.000800
Training Epoch: 18 [31488/45000]	Loss: 0.2984	LR: 0.000800
Training Epoch: 18 [31744/45000]	Loss: 0.3195	LR: 0.000800
Training Epoch: 18 [32000/45000]	Loss: 0.2633	LR: 0.000800
Training Epoch: 18 [32256/45000]	Loss: 0.3131	LR: 0.000800
Training Epoch: 18 [32512/45000]	Loss: 0.2660	LR: 0.000800
Training Epoch: 18 [32768/45000]	Loss: 0.2945	LR: 0.000800
Training Epoch: 18 [33024/45000]	Loss: 0.2895	LR: 0.000800
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Training Epoch: 18 [33536/45000]	Loss: 0.3492	LR: 0.000800
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Training Epoch: 18 [34304/45000]	Loss: 0.3008	LR: 0.000800
Training Epoch: 18 [34560/45000]	Loss: 0.2202	LR: 0.000800
Training Epoch: 18 [34816/45000]	Loss: 0.2718	LR: 0.000800
Training Epoch: 18 [35072/45000]	Loss: 0.2598	LR: 0.000800
Training Epoch: 18 [35328/45000]	Loss: 0.2490	LR: 0.000800
Training Epoch: 18 [35584/45000]	Loss: 0.3625	LR: 0.000800
Training Epoch: 18 [35840/45000]	Loss: 0.2205	LR: 0.000800
Training Epoch: 18 [36096/45000]	Loss: 0.3205	LR: 0.000800
Training Epoch: 18 [36352/45000]	Loss: 0.2532	LR: 0.000800
Training Epoch: 18 [36608/45000]	Loss: 0.3353	LR: 0.000800
Training Epoch: 18 [36864/45000]	Loss: 0.2790	LR: 0.000800
Training Epoch: 18 [37120/45000]	Loss: 0.2279	LR: 0.000800
Training Epoch: 18 [37376/45000]	Loss: 0.3023	LR: 0.000800
Training Epoch: 18 [37632/45000]	Loss: 0.2815	LR: 0.000800
Training Epoch: 18 [37888/45000]	Loss: 0.2671	LR: 0.000800
Training Epoch: 18 [38144/45000]	Loss: 0.3071	LR: 0.000800
Training Epoch: 18 [38400/45000]	Loss: 0.2476	LR: 0.000800
Training Epoch: 18 [38656/45000]	Loss: 0.3397	LR: 0.000800
Training Epoch: 18 [38912/45000]	Loss: 0.2739	LR: 0.000800
Training Epoch: 18 [39168/45000]	Loss: 0.2441	LR: 0.000800
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Training Epoch: 18 [39680/45000]	Loss: 0.2560	LR: 0.000800
Training Epoch: 18 [39936/45000]	Loss: 0.3287	LR: 0.000800
Training Epoch: 18 [40192/45000]	Loss: 0.3192	LR: 0.000800
Training Epoch: 18 [40448/45000]	Loss: 0.1987	LR: 0.000800
Training Epoch: 18 [40704/45000]	Loss: 0.3039	LR: 0.000800
Training Epoch: 18 [40960/45000]	Loss: 0.2895	LR: 0.000800
Training Epoch: 18 [41216/45000]	Loss: 0.3373	LR: 0.000800
Training Epoch: 18 [41472/45000]	Loss: 0.3225	LR: 0.000800
Training Epoch: 18 [41728/45000]	Loss: 0.3009	LR: 0.000800
Training Epoch: 18 [41984/45000]	Loss: 0.3331	LR: 0.000800
Training Epoch: 18 [42240/45000]	Loss: 0.3081	LR: 0.000800
Training Epoch: 18 [42496/45000]	Loss: 0.2620	LR: 0.000800
Training Epoch: 18 [42752/45000]	Loss: 0.2833	LR: 0.000800
Training Epoch: 18 [43008/45000]	Loss: 0.2533	LR: 0.000800
Training Epoch: 18 [43264/45000]	Loss: 0.3090	LR: 0.000800
Training Epoch: 18 [43520/45000]	Loss: 0.3251	LR: 0.000800
Training Epoch: 18 [43776/45000]	Loss: 0.2285	LR: 0.000800
Training Epoch: 18 [44032/45000]	Loss: 0.3196	LR: 0.000800
Training Epoch: 18 [44288/45000]	Loss: 0.2709	LR: 0.000800
Training Epoch: 18 [44544/45000]	Loss: 0.2841	LR: 0.000800
Training Epoch: 18 [44800/45000]	Loss: 0.2284	LR: 0.000800
Training Epoch: 18 [45000/45000]	Loss: 0.3006	LR: 0.000800
Epoch 18 - Average Train Loss: 0.2859, Train Accuracy: 0.9006
Epoch 18 training time consumed: 26.82s
Evaluating Network.....
Test set: Epoch: 18, Average loss: 0.0013, Accuracy: 0.8846, Time consumed:0.91s
Saving weights file to checkpoint/retrain/ResNet18/Sunday_21_September_2025_23h_41m_52s/ResNet18-Cifar10-seed8-ret0-18-best.pth
Training Epoch: 19 [256/45000]	Loss: 0.2901	LR: 0.000800
Training Epoch: 19 [512/45000]	Loss: 0.3102	LR: 0.000800
Training Epoch: 19 [768/45000]	Loss: 0.2693	LR: 0.000800
Training Epoch: 19 [1024/45000]	Loss: 0.3089	LR: 0.000800
Training Epoch: 19 [1280/45000]	Loss: 0.2771	LR: 0.000800
Training Epoch: 19 [1536/45000]	Loss: 0.2230	LR: 0.000800
Training Epoch: 19 [1792/45000]	Loss: 0.3218	LR: 0.000800
Training Epoch: 19 [2048/45000]	Loss: 0.2648	LR: 0.000800
Training Epoch: 19 [2304/45000]	Loss: 0.3188	LR: 0.000800
Training Epoch: 19 [2560/45000]	Loss: 0.3290	LR: 0.000800
Training Epoch: 19 [2816/45000]	Loss: 0.2549	LR: 0.000800
Training Epoch: 19 [3072/45000]	Loss: 0.2747	LR: 0.000800
Training Epoch: 19 [3328/45000]	Loss: 0.2305	LR: 0.000800
Training Epoch: 19 [3584/45000]	Loss: 0.3008	LR: 0.000800
Training Epoch: 19 [3840/45000]	Loss: 0.2734	LR: 0.000800
Training Epoch: 19 [4096/45000]	Loss: 0.2583	LR: 0.000800
Training Epoch: 19 [4352/45000]	Loss: 0.3248	LR: 0.000800
Training Epoch: 19 [4608/45000]	Loss: 0.2830	LR: 0.000800
Training Epoch: 19 [4864/45000]	Loss: 0.2371	LR: 0.000800
Training Epoch: 19 [5120/45000]	Loss: 0.2877	LR: 0.000800
Training Epoch: 19 [5376/45000]	Loss: 0.2911	LR: 0.000800
Training Epoch: 19 [5632/45000]	Loss: 0.3796	LR: 0.000800
Training Epoch: 19 [5888/45000]	Loss: 0.2576	LR: 0.000800
Training Epoch: 19 [6144/45000]	Loss: 0.2760	LR: 0.000800
Training Epoch: 19 [6400/45000]	Loss: 0.3551	LR: 0.000800
Training Epoch: 19 [6656/45000]	Loss: 0.3241	LR: 0.000800
Training Epoch: 19 [6912/45000]	Loss: 0.2773	LR: 0.000800
Training Epoch: 19 [7168/45000]	Loss: 0.2789	LR: 0.000800
Training Epoch: 19 [7424/45000]	Loss: 0.2754	LR: 0.000800
Training Epoch: 19 [7680/45000]	Loss: 0.3253	LR: 0.000800
Training Epoch: 19 [7936/45000]	Loss: 0.2208	LR: 0.000800
Training Epoch: 19 [8192/45000]	Loss: 0.2891	LR: 0.000800
Training Epoch: 19 [8448/45000]	Loss: 0.2514	LR: 0.000800
Training Epoch: 19 [8704/45000]	Loss: 0.3324	LR: 0.000800
Training Epoch: 19 [8960/45000]	Loss: 0.2839	LR: 0.000800
Training Epoch: 19 [9216/45000]	Loss: 0.2903	LR: 0.000800
Training Epoch: 19 [9472/45000]	Loss: 0.2313	LR: 0.000800
Training Epoch: 19 [9728/45000]	Loss: 0.3195	LR: 0.000800
Training Epoch: 19 [9984/45000]	Loss: 0.2865	LR: 0.000800
Training Epoch: 19 [10240/45000]	Loss: 0.2521	LR: 0.000800
Training Epoch: 19 [10496/45000]	Loss: 0.3163	LR: 0.000800
Training Epoch: 19 [10752/45000]	Loss: 0.3091	LR: 0.000800
Training Epoch: 19 [11008/45000]	Loss: 0.2564	LR: 0.000800
Training Epoch: 19 [11264/45000]	Loss: 0.3613	LR: 0.000800
Training Epoch: 19 [11520/45000]	Loss: 0.2904	LR: 0.000800
Training Epoch: 19 [11776/45000]	Loss: 0.3527	LR: 0.000800
Training Epoch: 19 [12032/45000]	Loss: 0.3143	LR: 0.000800
Training Epoch: 19 [12288/45000]	Loss: 0.2801	LR: 0.000800
Training Epoch: 19 [12544/45000]	Loss: 0.2812	LR: 0.000800
Training Epoch: 19 [12800/45000]	Loss: 0.2470	LR: 0.000800
Training Epoch: 19 [13056/45000]	Loss: 0.2740	LR: 0.000800
Training Epoch: 19 [13312/45000]	Loss: 0.2898	LR: 0.000800
Training Epoch: 19 [13568/45000]	Loss: 0.2393	LR: 0.000800
Training Epoch: 19 [13824/45000]	Loss: 0.2243	LR: 0.000800
Training Epoch: 19 [14080/45000]	Loss: 0.2173	LR: 0.000800
Training Epoch: 19 [14336/45000]	Loss: 0.2793	LR: 0.000800
Training Epoch: 19 [14592/45000]	Loss: 0.2824	LR: 0.000800
Training Epoch: 19 [14848/45000]	Loss: 0.2620	LR: 0.000800
Training Epoch: 19 [15104/45000]	Loss: 0.3004	LR: 0.000800
Training Epoch: 19 [15360/45000]	Loss: 0.2074	LR: 0.000800
Training Epoch: 19 [15616/45000]	Loss: 0.2615	LR: 0.000800
Training Epoch: 19 [15872/45000]	Loss: 0.2469	LR: 0.000800
Training Epoch: 19 [16128/45000]	Loss: 0.3116	LR: 0.000800
Training Epoch: 19 [16384/45000]	Loss: 0.2492	LR: 0.000800
Training Epoch: 19 [16640/45000]	Loss: 0.3423	LR: 0.000800
Training Epoch: 19 [16896/45000]	Loss: 0.2563	LR: 0.000800
Training Epoch: 19 [17152/45000]	Loss: 0.2707	LR: 0.000800
Training Epoch: 19 [17408/45000]	Loss: 0.3406	LR: 0.000800
Training Epoch: 19 [17664/45000]	Loss: 0.3256	LR: 0.000800
Training Epoch: 19 [17920/45000]	Loss: 0.2492	LR: 0.000800
Training Epoch: 19 [18176/45000]	Loss: 0.2923	LR: 0.000800
Training Epoch: 19 [18432/45000]	Loss: 0.2835	LR: 0.000800
Training Epoch: 19 [18688/45000]	Loss: 0.2825	LR: 0.000800
Training Epoch: 19 [18944/45000]	Loss: 0.3518	LR: 0.000800
Training Epoch: 19 [19200/45000]	Loss: 0.2378	LR: 0.000800
Training Epoch: 19 [19456/45000]	Loss: 0.2914	LR: 0.000800
Training Epoch: 19 [19712/45000]	Loss: 0.2887	LR: 0.000800
Training Epoch: 19 [19968/45000]	Loss: 0.1904	LR: 0.000800
Training Epoch: 19 [20224/45000]	Loss: 0.3283	LR: 0.000800
Training Epoch: 19 [20480/45000]	Loss: 0.3274	LR: 0.000800
Training Epoch: 19 [20736/45000]	Loss: 0.2014	LR: 0.000800
Training Epoch: 19 [20992/45000]	Loss: 0.2935	LR: 0.000800
Training Epoch: 19 [21248/45000]	Loss: 0.2774	LR: 0.000800
Training Epoch: 19 [21504/45000]	Loss: 0.2494	LR: 0.000800
Training Epoch: 19 [21760/45000]	Loss: 0.3226	LR: 0.000800
Training Epoch: 19 [22016/45000]	Loss: 0.2993	LR: 0.000800
Training Epoch: 19 [22272/45000]	Loss: 0.3350	LR: 0.000800
Training Epoch: 19 [22528/45000]	Loss: 0.2532	LR: 0.000800
Training Epoch: 19 [22784/45000]	Loss: 0.3241	LR: 0.000800
Training Epoch: 19 [23040/45000]	Loss: 0.2787	LR: 0.000800
Training Epoch: 19 [23296/45000]	Loss: 0.3193	LR: 0.000800
Training Epoch: 19 [23552/45000]	Loss: 0.2430	LR: 0.000800
Training Epoch: 19 [23808/45000]	Loss: 0.2856	LR: 0.000800
Training Epoch: 19 [24064/45000]	Loss: 0.3467	LR: 0.000800
Training Epoch: 19 [24320/45000]	Loss: 0.2514	LR: 0.000800
Training Epoch: 19 [24576/45000]	Loss: 0.2631	LR: 0.000800
Training Epoch: 19 [24832/45000]	Loss: 0.2735	LR: 0.000800
Training Epoch: 19 [25088/45000]	Loss: 0.3340	LR: 0.000800
Training Epoch: 19 [25344/45000]	Loss: 0.3287	LR: 0.000800
Training Epoch: 19 [25600/45000]	Loss: 0.2113	LR: 0.000800
Training Epoch: 19 [25856/45000]	Loss: 0.3001	LR: 0.000800
Training Epoch: 19 [26112/45000]	Loss: 0.2816	LR: 0.000800
Training Epoch: 19 [26368/45000]	Loss: 0.2639	LR: 0.000800
Training Epoch: 19 [26624/45000]	Loss: 0.2801	LR: 0.000800
Training Epoch: 19 [26880/45000]	Loss: 0.2828	LR: 0.000800
Training Epoch: 19 [27136/45000]	Loss: 0.2656	LR: 0.000800
Training Epoch: 19 [27392/45000]	Loss: 0.2816	LR: 0.000800
Training Epoch: 19 [27648/45000]	Loss: 0.2653	LR: 0.000800
Training Epoch: 19 [27904/45000]	Loss: 0.2791	LR: 0.000800
Training Epoch: 19 [28160/45000]	Loss: 0.2771	LR: 0.000800
Training Epoch: 19 [28416/45000]	Loss: 0.2099	LR: 0.000800
Training Epoch: 19 [28672/45000]	Loss: 0.2376	LR: 0.000800
Training Epoch: 19 [28928/45000]	Loss: 0.2589	LR: 0.000800
Training Epoch: 19 [29184/45000]	Loss: 0.2718	LR: 0.000800
Training Epoch: 19 [29440/45000]	Loss: 0.2550	LR: 0.000800
Training Epoch: 19 [29696/45000]	Loss: 0.2930	LR: 0.000800
Training Epoch: 19 [29952/45000]	Loss: 0.3860	LR: 0.000800
Training Epoch: 19 [30208/45000]	Loss: 0.3019	LR: 0.000800
Training Epoch: 19 [30464/45000]	Loss: 0.3348	LR: 0.000800
Training Epoch: 19 [30720/45000]	Loss: 0.2922	LR: 0.000800
Training Epoch: 19 [30976/45000]	Loss: 0.2152	LR: 0.000800
Training Epoch: 19 [31232/45000]	Loss: 0.3005	LR: 0.000800
Training Epoch: 19 [31488/45000]	Loss: 0.2223	LR: 0.000800
Training Epoch: 19 [31744/45000]	Loss: 0.1924	LR: 0.000800
Training Epoch: 19 [32000/45000]	Loss: 0.3179	LR: 0.000800
Training Epoch: 19 [32256/45000]	Loss: 0.1939	LR: 0.000800
Training Epoch: 19 [32512/45000]	Loss: 0.2680	LR: 0.000800
Training Epoch: 19 [32768/45000]	Loss: 0.2810	LR: 0.000800
Training Epoch: 19 [33024/45000]	Loss: 0.2374	LR: 0.000800
Training Epoch: 19 [33280/45000]	Loss: 0.2514	LR: 0.000800
Training Epoch: 19 [33536/45000]	Loss: 0.2822	LR: 0.000800
Training Epoch: 19 [33792/45000]	Loss: 0.2577	LR: 0.000800
Training Epoch: 19 [34048/45000]	Loss: 0.2573	LR: 0.000800
Training Epoch: 19 [34304/45000]	Loss: 0.2310	LR: 0.000800
Training Epoch: 19 [34560/45000]	Loss: 0.3207	LR: 0.000800
Training Epoch: 19 [34816/45000]	Loss: 0.2652	LR: 0.000800
Training Epoch: 19 [35072/45000]	Loss: 0.3041	LR: 0.000800
Training Epoch: 19 [35328/45000]	Loss: 0.3040	LR: 0.000800
Training Epoch: 19 [35584/45000]	Loss: 0.2566	LR: 0.000800
Training Epoch: 19 [35840/45000]	Loss: 0.3203	LR: 0.000800
Training Epoch: 19 [36096/45000]	Loss: 0.3014	LR: 0.000800
Training Epoch: 19 [36352/45000]	Loss: 0.2246	LR: 0.000800
Training Epoch: 19 [36608/45000]	Loss: 0.2272	LR: 0.000800
Training Epoch: 19 [36864/45000]	Loss: 0.2730	LR: 0.000800
Training Epoch: 19 [37120/45000]	Loss: 0.2607	LR: 0.000800
Training Epoch: 19 [37376/45000]	Loss: 0.3075	LR: 0.000800
Training Epoch: 19 [37632/45000]	Loss: 0.3132	LR: 0.000800
Training Epoch: 19 [37888/45000]	Loss: 0.3490	LR: 0.000800
Training Epoch: 19 [38144/45000]	Loss: 0.2241	LR: 0.000800
Training Epoch: 19 [38400/45000]	Loss: 0.3142	LR: 0.000800
Training Epoch: 19 [38656/45000]	Loss: 0.2826	LR: 0.000800
Training Epoch: 19 [38912/45000]	Loss: 0.3312	LR: 0.000800
Training Epoch: 19 [39168/45000]	Loss: 0.1848	LR: 0.000800
Training Epoch: 19 [39424/45000]	Loss: 0.2943	LR: 0.000800
Training Epoch: 19 [39680/45000]	Loss: 0.3255	LR: 0.000800
Training Epoch: 19 [39936/45000]	Loss: 0.3990	LR: 0.000800
Training Epoch: 19 [40192/45000]	Loss: 0.3084	LR: 0.000800
Training Epoch: 19 [40448/45000]	Loss: 0.2409	LR: 0.000800
Training Epoch: 19 [40704/45000]	Loss: 0.3621	LR: 0.000800
Training Epoch: 19 [40960/45000]	Loss: 0.3134	LR: 0.000800
Training Epoch: 19 [41216/45000]	Loss: 0.2922	LR: 0.000800
Training Epoch: 19 [41472/45000]	Loss: 0.2800	LR: 0.000800
Training Epoch: 19 [41728/45000]	Loss: 0.2817	LR: 0.000800
Training Epoch: 19 [41984/45000]	Loss: 0.3002	LR: 0.000800
Training Epoch: 19 [42240/45000]	Loss: 0.1699	LR: 0.000800
Training Epoch: 19 [42496/45000]	Loss: 0.2523	LR: 0.000800
Training Epoch: 19 [42752/45000]	Loss: 0.3354	LR: 0.000800
Training Epoch: 19 [43008/45000]	Loss: 0.3494	LR: 0.000800
Training Epoch: 19 [43264/45000]	Loss: 0.2930	LR: 0.000800
Training Epoch: 19 [43520/45000]	Loss: 0.2531	LR: 0.000800
Training Epoch: 19 [43776/45000]	Loss: 0.2765	LR: 0.000800
Training Epoch: 19 [44032/45000]	Loss: 0.3008	LR: 0.000800
Training Epoch: 19 [44288/45000]	Loss: 0.2648	LR: 0.000800
Training Epoch: 19 [44544/45000]	Loss: 0.2888	LR: 0.000800
Training Epoch: 19 [44800/45000]	Loss: 0.3341	LR: 0.000800
Training Epoch: 19 [45000/45000]	Loss: 0.2766	LR: 0.000800
Epoch 19 - Average Train Loss: 0.2825, Train Accuracy: 0.9022
Epoch 19 training time consumed: 26.80s
Evaluating Network.....
Test set: Epoch: 19, Average loss: 0.0013, Accuracy: 0.8842, Time consumed:0.97s
Training Epoch: 20 [256/45000]	Loss: 0.2360	LR: 0.000800
Training Epoch: 20 [512/45000]	Loss: 0.2229	LR: 0.000800
Training Epoch: 20 [768/45000]	Loss: 0.3096	LR: 0.000800
Training Epoch: 20 [1024/45000]	Loss: 0.2275	LR: 0.000800
Training Epoch: 20 [1280/45000]	Loss: 0.2707	LR: 0.000800
Training Epoch: 20 [1536/45000]	Loss: 0.2915	LR: 0.000800
Training Epoch: 20 [1792/45000]	Loss: 0.3440	LR: 0.000800
Training Epoch: 20 [2048/45000]	Loss: 0.2744	LR: 0.000800
Training Epoch: 20 [2304/45000]	Loss: 0.2722	LR: 0.000800
Training Epoch: 20 [2560/45000]	Loss: 0.2513	LR: 0.000800
Training Epoch: 20 [2816/45000]	Loss: 0.2710	LR: 0.000800
Training Epoch: 20 [3072/45000]	Loss: 0.2768	LR: 0.000800
Training Epoch: 20 [3328/45000]	Loss: 0.2589	LR: 0.000800
Training Epoch: 20 [3584/45000]	Loss: 0.3027	LR: 0.000800
Training Epoch: 20 [3840/45000]	Loss: 0.2945	LR: 0.000800
Training Epoch: 20 [4096/45000]	Loss: 0.2426	LR: 0.000800
Training Epoch: 20 [4352/45000]	Loss: 0.2723	LR: 0.000800
Training Epoch: 20 [4608/45000]	Loss: 0.2805	LR: 0.000800
Training Epoch: 20 [4864/45000]	Loss: 0.3040	LR: 0.000800
Training Epoch: 20 [5120/45000]	Loss: 0.2917	LR: 0.000800
Training Epoch: 20 [5376/45000]	Loss: 0.3180	LR: 0.000800
Training Epoch: 20 [5632/45000]	Loss: 0.1962	LR: 0.000800
Training Epoch: 20 [5888/45000]	Loss: 0.2315	LR: 0.000800
Training Epoch: 20 [6144/45000]	Loss: 0.2942	LR: 0.000800
Training Epoch: 20 [6400/45000]	Loss: 0.3258	LR: 0.000800
Training Epoch: 20 [6656/45000]	Loss: 0.2611	LR: 0.000800
Training Epoch: 20 [6912/45000]	Loss: 0.2588	LR: 0.000800
Training Epoch: 20 [7168/45000]	Loss: 0.3046	LR: 0.000800
Training Epoch: 20 [7424/45000]	Loss: 0.3543	LR: 0.000800
Training Epoch: 20 [7680/45000]	Loss: 0.2364	LR: 0.000800
Training Epoch: 20 [7936/45000]	Loss: 0.2316	LR: 0.000800
Training Epoch: 20 [8192/45000]	Loss: 0.3359	LR: 0.000800
Training Epoch: 20 [8448/45000]	Loss: 0.2587	LR: 0.000800
Training Epoch: 20 [8704/45000]	Loss: 0.3231	LR: 0.000800
Training Epoch: 20 [8960/45000]	Loss: 0.2676	LR: 0.000800
Training Epoch: 20 [9216/45000]	Loss: 0.3150	LR: 0.000800
Training Epoch: 20 [9472/45000]	Loss: 0.3196	LR: 0.000800
Training Epoch: 20 [9728/45000]	Loss: 0.2573	LR: 0.000800
Training Epoch: 20 [9984/45000]	Loss: 0.3011	LR: 0.000800
Training Epoch: 20 [10240/45000]	Loss: 0.3523	LR: 0.000800
Training Epoch: 20 [10496/45000]	Loss: 0.2390	LR: 0.000800
Training Epoch: 20 [10752/45000]	Loss: 0.2732	LR: 0.000800
Training Epoch: 20 [11008/45000]	Loss: 0.2785	LR: 0.000800
Training Epoch: 20 [11264/45000]	Loss: 0.3616	LR: 0.000800
Training Epoch: 20 [11520/45000]	Loss: 0.3498	LR: 0.000800
Training Epoch: 20 [11776/45000]	Loss: 0.3369	LR: 0.000800
Training Epoch: 20 [12032/45000]	Loss: 0.2351	LR: 0.000800
Training Epoch: 20 [12288/45000]	Loss: 0.2645	LR: 0.000800
Training Epoch: 20 [12544/45000]	Loss: 0.3294	LR: 0.000800
Training Epoch: 20 [12800/45000]	Loss: 0.3109	LR: 0.000800
Training Epoch: 20 [13056/45000]	Loss: 0.4213	LR: 0.000800
Training Epoch: 20 [13312/45000]	Loss: 0.3049	LR: 0.000800
Training Epoch: 20 [13568/45000]	Loss: 0.2747	LR: 0.000800
Training Epoch: 20 [13824/45000]	Loss: 0.3152	LR: 0.000800
Training Epoch: 20 [14080/45000]	Loss: 0.3040	LR: 0.000800
Training Epoch: 20 [14336/45000]	Loss: 0.3015	LR: 0.000800
Training Epoch: 20 [14592/45000]	Loss: 0.2452	LR: 0.000800
Training Epoch: 20 [14848/45000]	Loss: 0.3933	LR: 0.000800
Training Epoch: 20 [15104/45000]	Loss: 0.2762	LR: 0.000800
Training Epoch: 20 [15360/45000]	Loss: 0.2682	LR: 0.000800
Training Epoch: 20 [15616/45000]	Loss: 0.2907	LR: 0.000800
Training Epoch: 20 [15872/45000]	Loss: 0.2984	LR: 0.000800
Training Epoch: 20 [16128/45000]	Loss: 0.2653	LR: 0.000800
Training Epoch: 20 [16384/45000]	Loss: 0.3186	LR: 0.000800
Training Epoch: 20 [16640/45000]	Loss: 0.2330	LR: 0.000800
Training Epoch: 20 [16896/45000]	Loss: 0.3073	LR: 0.000800
Training Epoch: 20 [17152/45000]	Loss: 0.2687	LR: 0.000800
Training Epoch: 20 [17408/45000]	Loss: 0.2206	LR: 0.000800
Training Epoch: 20 [17664/45000]	Loss: 0.2997	LR: 0.000800
Training Epoch: 20 [17920/45000]	Loss: 0.2661	LR: 0.000800
Training Epoch: 20 [18176/45000]	Loss: 0.2923	LR: 0.000800
Training Epoch: 20 [18432/45000]	Loss: 0.2383	LR: 0.000800
Training Epoch: 20 [18688/45000]	Loss: 0.2700	LR: 0.000800
Training Epoch: 20 [18944/45000]	Loss: 0.2319	LR: 0.000800
Training Epoch: 20 [19200/45000]	Loss: 0.2991	LR: 0.000800
Training Epoch: 20 [19456/45000]	Loss: 0.2258	LR: 0.000800
Training Epoch: 20 [19712/45000]	Loss: 0.2813	LR: 0.000800
Training Epoch: 20 [19968/45000]	Loss: 0.3411	LR: 0.000800
Training Epoch: 20 [20224/45000]	Loss: 0.2493	LR: 0.000800
Training Epoch: 20 [20480/45000]	Loss: 0.2379	LR: 0.000800
Training Epoch: 20 [20736/45000]	Loss: 0.2786	LR: 0.000800
Training Epoch: 20 [20992/45000]	Loss: 0.2385	LR: 0.000800
Training Epoch: 20 [21248/45000]	Loss: 0.2642	LR: 0.000800
Training Epoch: 20 [21504/45000]	Loss: 0.3251	LR: 0.000800
Training Epoch: 20 [21760/45000]	Loss: 0.2643	LR: 0.000800
Training Epoch: 20 [22016/45000]	Loss: 0.2670	LR: 0.000800
Training Epoch: 20 [22272/45000]	Loss: 0.3486	LR: 0.000800
Training Epoch: 20 [22528/45000]	Loss: 0.2954	LR: 0.000800
Training Epoch: 20 [22784/45000]	Loss: 0.2862	LR: 0.000800
Training Epoch: 20 [23040/45000]	Loss: 0.2378	LR: 0.000800
Training Epoch: 20 [23296/45000]	Loss: 0.2620	LR: 0.000800
Training Epoch: 20 [23552/45000]	Loss: 0.2979	LR: 0.000800
Training Epoch: 20 [23808/45000]	Loss: 0.3884	LR: 0.000800
Training Epoch: 20 [24064/45000]	Loss: 0.2879	LR: 0.000800
Training Epoch: 20 [24320/45000]	Loss: 0.2344	LR: 0.000800
Training Epoch: 20 [24576/45000]	Loss: 0.2376	LR: 0.000800
Training Epoch: 20 [24832/45000]	Loss: 0.2417	LR: 0.000800
Training Epoch: 20 [25088/45000]	Loss: 0.2980	LR: 0.000800
Training Epoch: 20 [25344/45000]	Loss: 0.2929	LR: 0.000800
Training Epoch: 20 [25600/45000]	Loss: 0.2841	LR: 0.000800
Training Epoch: 20 [25856/45000]	Loss: 0.2851	LR: 0.000800
Training Epoch: 20 [26112/45000]	Loss: 0.2878	LR: 0.000800
Training Epoch: 20 [26368/45000]	Loss: 0.2439	LR: 0.000800
Training Epoch: 20 [26624/45000]	Loss: 0.2510	LR: 0.000800
Training Epoch: 20 [26880/45000]	Loss: 0.3387	LR: 0.000800
Training Epoch: 20 [27136/45000]	Loss: 0.2561	LR: 0.000800
Training Epoch: 20 [27392/45000]	Loss: 0.2824	LR: 0.000800
Training Epoch: 20 [27648/45000]	Loss: 0.2523	LR: 0.000800
Training Epoch: 20 [27904/45000]	Loss: 0.3147	LR: 0.000800
Training Epoch: 20 [28160/45000]	Loss: 0.2384	LR: 0.000800
Training Epoch: 20 [28416/45000]	Loss: 0.2980	LR: 0.000800
Training Epoch: 20 [28672/45000]	Loss: 0.2525	LR: 0.000800
Training Epoch: 20 [28928/45000]	Loss: 0.3137	LR: 0.000800
Training Epoch: 20 [29184/45000]	Loss: 0.3061	LR: 0.000800
Training Epoch: 20 [29440/45000]	Loss: 0.3854	LR: 0.000800
Training Epoch: 20 [29696/45000]	Loss: 0.3435	LR: 0.000800
Training Epoch: 20 [29952/45000]	Loss: 0.2692	LR: 0.000800
Training Epoch: 20 [30208/45000]	Loss: 0.3027	LR: 0.000800
Training Epoch: 20 [30464/45000]	Loss: 0.3054	LR: 0.000800
Training Epoch: 20 [30720/45000]	Loss: 0.3023	LR: 0.000800
Training Epoch: 20 [30976/45000]	Loss: 0.2973	LR: 0.000800
Training Epoch: 20 [31232/45000]	Loss: 0.1830	LR: 0.000800
Training Epoch: 20 [31488/45000]	Loss: 0.2982	LR: 0.000800
Training Epoch: 20 [31744/45000]	Loss: 0.2886	LR: 0.000800
Training Epoch: 20 [32000/45000]	Loss: 0.2591	LR: 0.000800
Training Epoch: 20 [32256/45000]	Loss: 0.3125	LR: 0.000800
Training Epoch: 20 [32512/45000]	Loss: 0.3091	LR: 0.000800
Training Epoch: 20 [32768/45000]	Loss: 0.3237	LR: 0.000800
Training Epoch: 20 [33024/45000]	Loss: 0.2381	LR: 0.000800
Training Epoch: 20 [33280/45000]	Loss: 0.2341	LR: 0.000800
Training Epoch: 20 [33536/45000]	Loss: 0.2393	LR: 0.000800
Training Epoch: 20 [33792/45000]	Loss: 0.2471	LR: 0.000800
Training Epoch: 20 [34048/45000]	Loss: 0.2526	LR: 0.000800
Training Epoch: 20 [34304/45000]	Loss: 0.3639	LR: 0.000800
Training Epoch: 20 [34560/45000]	Loss: 0.2828	LR: 0.000800
Training Epoch: 20 [34816/45000]	Loss: 0.2441	LR: 0.000800
Training Epoch: 20 [35072/45000]	Loss: 0.3621	LR: 0.000800
Training Epoch: 20 [35328/45000]	Loss: 0.2516	LR: 0.000800
Training Epoch: 20 [35584/45000]	Loss: 0.2997	LR: 0.000800
Training Epoch: 20 [35840/45000]	Loss: 0.2622	LR: 0.000800
Training Epoch: 20 [36096/45000]	Loss: 0.2959	LR: 0.000800
Training Epoch: 20 [36352/45000]	Loss: 0.2963	LR: 0.000800
Training Epoch: 20 [36608/45000]	Loss: 0.3070	LR: 0.000800
Training Epoch: 20 [36864/45000]	Loss: 0.3556	LR: 0.000800
Training Epoch: 20 [37120/45000]	Loss: 0.3491	LR: 0.000800
Training Epoch: 20 [37376/45000]	Loss: 0.2704	LR: 0.000800
Training Epoch: 20 [37632/45000]	Loss: 0.3466	LR: 0.000800
Training Epoch: 20 [37888/45000]	Loss: 0.2970	LR: 0.000800
Training Epoch: 20 [38144/45000]	Loss: 0.3154	LR: 0.000800
Training Epoch: 20 [38400/45000]	Loss: 0.2412	LR: 0.000800
Training Epoch: 20 [38656/45000]	Loss: 0.3549	LR: 0.000800
Training Epoch: 20 [38912/45000]	Loss: 0.2219	LR: 0.000800
Training Epoch: 20 [39168/45000]	Loss: 0.2856	LR: 0.000800
Training Epoch: 20 [39424/45000]	Loss: 0.3504	LR: 0.000800
Training Epoch: 20 [39680/45000]	Loss: 0.3418	LR: 0.000800
Training Epoch: 20 [39936/45000]	Loss: 0.3370	LR: 0.000800
Training Epoch: 20 [40192/45000]	Loss: 0.3954	LR: 0.000800
Training Epoch: 20 [40448/45000]	Loss: 0.2789	LR: 0.000800
Training Epoch: 20 [40704/45000]	Loss: 0.2342	LR: 0.000800
Training Epoch: 20 [40960/45000]	Loss: 0.2473	LR: 0.000800
Training Epoch: 20 [41216/45000]	Loss: 0.2965	LR: 0.000800
Training Epoch: 20 [41472/45000]	Loss: 0.3022	LR: 0.000800
Training Epoch: 20 [41728/45000]	Loss: 0.2987	LR: 0.000800
Training Epoch: 20 [41984/45000]	Loss: 0.2433	LR: 0.000800
Training Epoch: 20 [42240/45000]	Loss: 0.2787	LR: 0.000800
Training Epoch: 20 [42496/45000]	Loss: 0.2365	LR: 0.000800
Training Epoch: 20 [42752/45000]	Loss: 0.3227	LR: 0.000800
Training Epoch: 20 [43008/45000]	Loss: 0.2796	LR: 0.000800
Training Epoch: 20 [43264/45000]	Loss: 0.2711	LR: 0.000800
Training Epoch: 20 [43520/45000]	Loss: 0.2342	LR: 0.000800
Training Epoch: 20 [43776/45000]	Loss: 0.1711	LR: 0.000800
Training Epoch: 20 [44032/45000]	Loss: 0.2954	LR: 0.000800
Training Epoch: 20 [44288/45000]	Loss: 0.2301	LR: 0.000800
Training Epoch: 20 [44544/45000]	Loss: 0.2682	LR: 0.000800
Training Epoch: 20 [44800/45000]	Loss: 0.2898	LR: 0.000800
Training Epoch: 20 [45000/45000]	Loss: 0.3096	LR: 0.000800
Epoch 20 - Average Train Loss: 0.2853, Train Accuracy: 0.8998
Epoch 20 training time consumed: 26.79s
Evaluating Network.....
Test set: Epoch: 20, Average loss: 0.0013, Accuracy: 0.8836, Time consumed:0.98s
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
MIA Attack Accuracy with XGBoost: 0.7140
Set1 Distribution: 5000 samples
Set2 Distribution: 5000 samples
MIA Attack Accuracy with XGBoost: 0.4975
Set1 Distribution: 10000 samples
Set2 Distribution: 10000 samples
MIA Attack Accuracy with XGBoost: 0.6545
Set1 Distribution: 10000 samples
Set2 Distribution: 10000 samples
MIA Attack Accuracy with XGBoost: 0.5105
Test Accuracy: 91.552734375
Retain Accuracy: 94.09375
Zero-Retain Forget (ZRF): 0.8260015845298767
Membership Inference Attack (MIA): 0.6864
Forget vs Retain Membership Inference Attack (MIA): 0.714
Forget vs Test Membership Inference Attack (MIA): 0.4975
Test vs Retain Membership Inference Attack (MIA): 0.6545
Train vs Test Membership Inference Attack (MIA): 0.5105
Forget Set Accuracy (Df): 94.24977111816406
Method Execution Time: 2272.30 seconds
