
Retain class distribution for seed 5:
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 5:
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: 2.3903	LR: 0.000000
Training Epoch: 1 [512/45000]	Loss: 2.3637	LR: 0.000568
Training Epoch: 1 [768/45000]	Loss: 2.3290	LR: 0.001136
Training Epoch: 1 [1024/45000]	Loss: 2.3210	LR: 0.001705
Training Epoch: 1 [1280/45000]	Loss: 2.2996	LR: 0.002273
Training Epoch: 1 [1536/45000]	Loss: 2.2719	LR: 0.002841
Training Epoch: 1 [1792/45000]	Loss: 2.2409	LR: 0.003409
Training Epoch: 1 [2048/45000]	Loss: 2.2037	LR: 0.003977
Training Epoch: 1 [2304/45000]	Loss: 2.1795	LR: 0.004545
Training Epoch: 1 [2560/45000]	Loss: 2.2554	LR: 0.005114
Training Epoch: 1 [2816/45000]	Loss: 2.2349	LR: 0.005682
Training Epoch: 1 [3072/45000]	Loss: 2.1175	LR: 0.006250
Training Epoch: 1 [3328/45000]	Loss: 2.0811	LR: 0.006818
Training Epoch: 1 [3584/45000]	Loss: 2.0658	LR: 0.007386
Training Epoch: 1 [3840/45000]	Loss: 2.0211	LR: 0.007955
Training Epoch: 1 [4096/45000]	Loss: 1.9613	LR: 0.008523
Training Epoch: 1 [4352/45000]	Loss: 1.9866	LR: 0.009091
Training Epoch: 1 [4608/45000]	Loss: 1.9708	LR: 0.009659
Training Epoch: 1 [4864/45000]	Loss: 1.9608	LR: 0.010227
Training Epoch: 1 [5120/45000]	Loss: 1.8702	LR: 0.010795
Training Epoch: 1 [5376/45000]	Loss: 1.9784	LR: 0.011364
Training Epoch: 1 [5632/45000]	Loss: 1.9243	LR: 0.011932
Training Epoch: 1 [5888/45000]	Loss: 1.8750	LR: 0.012500
Training Epoch: 1 [6144/45000]	Loss: 1.8499	LR: 0.013068
Training Epoch: 1 [6400/45000]	Loss: 1.8334	LR: 0.013636
Training Epoch: 1 [6656/45000]	Loss: 1.8768	LR: 0.014205
Training Epoch: 1 [6912/45000]	Loss: 1.8798	LR: 0.014773
Training Epoch: 1 [7168/45000]	Loss: 1.7529	LR: 0.015341
Training Epoch: 1 [7424/45000]	Loss: 1.8429	LR: 0.015909
Training Epoch: 1 [7680/45000]	Loss: 1.9007	LR: 0.016477
Training Epoch: 1 [7936/45000]	Loss: 1.9044	LR: 0.017045
Training Epoch: 1 [8192/45000]	Loss: 1.8222	LR: 0.017614
Training Epoch: 1 [8448/45000]	Loss: 1.6892	LR: 0.018182
Training Epoch: 1 [8704/45000]	Loss: 1.6716	LR: 0.018750
Training Epoch: 1 [8960/45000]	Loss: 1.8280	LR: 0.019318
Training Epoch: 1 [9216/45000]	Loss: 1.7987	LR: 0.019886
Training Epoch: 1 [9472/45000]	Loss: 1.7994	LR: 0.020455
Training Epoch: 1 [9728/45000]	Loss: 1.8080	LR: 0.021023
Training Epoch: 1 [9984/45000]	Loss: 1.8583	LR: 0.021591
Training Epoch: 1 [10240/45000]	Loss: 1.9559	LR: 0.022159
Training Epoch: 1 [10496/45000]	Loss: 1.9306	LR: 0.022727
Training Epoch: 1 [10752/45000]	Loss: 1.6537	LR: 0.023295
Training Epoch: 1 [11008/45000]	Loss: 1.7189	LR: 0.023864
Training Epoch: 1 [11264/45000]	Loss: 1.8129	LR: 0.024432
Training Epoch: 1 [11520/45000]	Loss: 1.7186	LR: 0.025000
Training Epoch: 1 [11776/45000]	Loss: 1.7217	LR: 0.025568
Training Epoch: 1 [12032/45000]	Loss: 1.6413	LR: 0.026136
Training Epoch: 1 [12288/45000]	Loss: 1.7173	LR: 0.026705
Training Epoch: 1 [12544/45000]	Loss: 1.6876	LR: 0.027273
Training Epoch: 1 [12800/45000]	Loss: 1.8030	LR: 0.027841
Training Epoch: 1 [13056/45000]	Loss: 1.7780	LR: 0.028409
Training Epoch: 1 [13312/45000]	Loss: 1.7815	LR: 0.028977
Training Epoch: 1 [13568/45000]	Loss: 1.6848	LR: 0.029545
Training Epoch: 1 [13824/45000]	Loss: 1.7098	LR: 0.030114
Training Epoch: 1 [14080/45000]	Loss: 1.7297	LR: 0.030682
Training Epoch: 1 [14336/45000]	Loss: 1.8069	LR: 0.031250
Training Epoch: 1 [14592/45000]	Loss: 1.7159	LR: 0.031818
Training Epoch: 1 [14848/45000]	Loss: 1.7292	LR: 0.032386
Training Epoch: 1 [15104/45000]	Loss: 1.6946	LR: 0.032955
Training Epoch: 1 [15360/45000]	Loss: 1.7956	LR: 0.033523
Training Epoch: 1 [15616/45000]	Loss: 1.7184	LR: 0.034091
Training Epoch: 1 [15872/45000]	Loss: 1.6499	LR: 0.034659
Training Epoch: 1 [16128/45000]	Loss: 1.6494	LR: 0.035227
Training Epoch: 1 [16384/45000]	Loss: 1.6968	LR: 0.035795
Training Epoch: 1 [16640/45000]	Loss: 1.7245	LR: 0.036364
Training Epoch: 1 [16896/45000]	Loss: 1.6882	LR: 0.036932
Training Epoch: 1 [17152/45000]	Loss: 1.7252	LR: 0.037500
Training Epoch: 1 [17408/45000]	Loss: 1.7179	LR: 0.038068
Training Epoch: 1 [17664/45000]	Loss: 1.6872	LR: 0.038636
Training Epoch: 1 [17920/45000]	Loss: 1.6417	LR: 0.039205
Training Epoch: 1 [18176/45000]	Loss: 2.0330	LR: 0.039773
Training Epoch: 1 [18432/45000]	Loss: 1.7791	LR: 0.040341
Training Epoch: 1 [18688/45000]	Loss: 1.9093	LR: 0.040909
Training Epoch: 1 [18944/45000]	Loss: 1.8002	LR: 0.041477
Training Epoch: 1 [19200/45000]	Loss: 1.7214	LR: 0.042045
Training Epoch: 1 [19456/45000]	Loss: 1.7621	LR: 0.042614
Training Epoch: 1 [19712/45000]	Loss: 1.8665	LR: 0.043182
Training Epoch: 1 [19968/45000]	Loss: 1.7385	LR: 0.043750
Training Epoch: 1 [20224/45000]	Loss: 1.8828	LR: 0.044318
Training Epoch: 1 [20480/45000]	Loss: 1.8901	LR: 0.044886
Training Epoch: 1 [20736/45000]	Loss: 1.7047	LR: 0.045455
Training Epoch: 1 [20992/45000]	Loss: 1.7565	LR: 0.046023
Training Epoch: 1 [21248/45000]	Loss: 1.5113	LR: 0.046591
Training Epoch: 1 [21504/45000]	Loss: 1.6689	LR: 0.047159
Training Epoch: 1 [21760/45000]	Loss: 1.7215	LR: 0.047727
Training Epoch: 1 [22016/45000]	Loss: 1.7062	LR: 0.048295
Training Epoch: 1 [22272/45000]	Loss: 1.7465	LR: 0.048864
Training Epoch: 1 [22528/45000]	Loss: 1.7026	LR: 0.049432
Training Epoch: 1 [22784/45000]	Loss: 1.7769	LR: 0.050000
Training Epoch: 1 [23040/45000]	Loss: 1.6940	LR: 0.050568
Training Epoch: 1 [23296/45000]	Loss: 1.6720	LR: 0.051136
Training Epoch: 1 [23552/45000]	Loss: 1.6355	LR: 0.051705
Training Epoch: 1 [23808/45000]	Loss: 1.8264	LR: 0.052273
Training Epoch: 1 [24064/45000]	Loss: 1.7569	LR: 0.052841
Training Epoch: 1 [24320/45000]	Loss: 1.6170	LR: 0.053409
Training Epoch: 1 [24576/45000]	Loss: 1.7067	LR: 0.053977
Training Epoch: 1 [24832/45000]	Loss: 1.5589	LR: 0.054545
Training Epoch: 1 [25088/45000]	Loss: 1.6453	LR: 0.055114
Training Epoch: 1 [25344/45000]	Loss: 1.6023	LR: 0.055682
Training Epoch: 1 [25600/45000]	Loss: 1.6926	LR: 0.056250
Training Epoch: 1 [25856/45000]	Loss: 1.7362	LR: 0.056818
Training Epoch: 1 [26112/45000]	Loss: 1.6544	LR: 0.057386
Training Epoch: 1 [26368/45000]	Loss: 1.8121	LR: 0.057955
Training Epoch: 1 [26624/45000]	Loss: 1.6484	LR: 0.058523
Training Epoch: 1 [26880/45000]	Loss: 1.6931	LR: 0.059091
Training Epoch: 1 [27136/45000]	Loss: 1.7707	LR: 0.059659
Training Epoch: 1 [27392/45000]	Loss: 1.6833	LR: 0.060227
Training Epoch: 1 [27648/45000]	Loss: 1.5648	LR: 0.060795
Training Epoch: 1 [27904/45000]	Loss: 1.6355	LR: 0.061364
Training Epoch: 1 [28160/45000]	Loss: 1.5132	LR: 0.061932
Training Epoch: 1 [28416/45000]	Loss: 1.5534	LR: 0.062500
Training Epoch: 1 [28672/45000]	Loss: 1.6336	LR: 0.063068
Training Epoch: 1 [28928/45000]	Loss: 1.7244	LR: 0.063636
Training Epoch: 1 [29184/45000]	Loss: 1.5722	LR: 0.064205
Training Epoch: 1 [29440/45000]	Loss: 1.5488	LR: 0.064773
Training Epoch: 1 [29696/45000]	Loss: 1.6120	LR: 0.065341
Training Epoch: 1 [29952/45000]	Loss: 1.5651	LR: 0.065909
Training Epoch: 1 [30208/45000]	Loss: 1.7747	LR: 0.066477
Training Epoch: 1 [30464/45000]	Loss: 1.7538	LR: 0.067045
Training Epoch: 1 [30720/45000]	Loss: 1.6282	LR: 0.067614
Training Epoch: 1 [30976/45000]	Loss: 1.9456	LR: 0.068182
Training Epoch: 1 [31232/45000]	Loss: 1.6440	LR: 0.068750
Training Epoch: 1 [31488/45000]	Loss: 1.6525	LR: 0.069318
Training Epoch: 1 [31744/45000]	Loss: 1.7838	LR: 0.069886
Training Epoch: 1 [32000/45000]	Loss: 1.9191	LR: 0.070455
Training Epoch: 1 [32256/45000]	Loss: 1.7158	LR: 0.071023
Training Epoch: 1 [32512/45000]	Loss: 1.7266	LR: 0.071591
Training Epoch: 1 [32768/45000]	Loss: 1.6226	LR: 0.072159
Training Epoch: 1 [33024/45000]	Loss: 1.5427	LR: 0.072727
Training Epoch: 1 [33280/45000]	Loss: 1.4962	LR: 0.073295
Training Epoch: 1 [33536/45000]	Loss: 1.5794	LR: 0.073864
Training Epoch: 1 [33792/45000]	Loss: 1.4692	LR: 0.074432
Training Epoch: 1 [34048/45000]	Loss: 1.4916	LR: 0.075000
Training Epoch: 1 [34304/45000]	Loss: 1.5006	LR: 0.075568
Training Epoch: 1 [34560/45000]	Loss: 1.4762	LR: 0.076136
Training Epoch: 1 [34816/45000]	Loss: 1.4704	LR: 0.076705
Training Epoch: 1 [35072/45000]	Loss: 1.4529	LR: 0.077273
Training Epoch: 1 [35328/45000]	Loss: 1.4345	LR: 0.077841
Training Epoch: 1 [35584/45000]	Loss: 1.5329	LR: 0.078409
Training Epoch: 1 [35840/45000]	Loss: 1.4846	LR: 0.078977
Training Epoch: 1 [36096/45000]	Loss: 1.4410	LR: 0.079545
Training Epoch: 1 [36352/45000]	Loss: 1.4070	LR: 0.080114
Training Epoch: 1 [36608/45000]	Loss: 1.4499	LR: 0.080682
Training Epoch: 1 [36864/45000]	Loss: 1.5754	LR: 0.081250
Training Epoch: 1 [37120/45000]	Loss: 1.5295	LR: 0.081818
Training Epoch: 1 [37376/45000]	Loss: 1.5092	LR: 0.082386
Training Epoch: 1 [37632/45000]	Loss: 1.4971	LR: 0.082955
Training Epoch: 1 [37888/45000]	Loss: 1.5604	LR: 0.083523
Training Epoch: 1 [38144/45000]	Loss: 1.7862	LR: 0.084091
Training Epoch: 1 [38400/45000]	Loss: 1.5066	LR: 0.084659
Training Epoch: 1 [38656/45000]	Loss: 1.5184	LR: 0.085227
Training Epoch: 1 [38912/45000]	Loss: 1.6065	LR: 0.085795
Training Epoch: 1 [39168/45000]	Loss: 1.6276	LR: 0.086364
Training Epoch: 1 [39424/45000]	Loss: 1.4098	LR: 0.086932
Training Epoch: 1 [39680/45000]	Loss: 1.5512	LR: 0.087500
Training Epoch: 1 [39936/45000]	Loss: 1.6904	LR: 0.088068
Training Epoch: 1 [40192/45000]	Loss: 1.3776	LR: 0.088636
Training Epoch: 1 [40448/45000]	Loss: 1.6450	LR: 0.089205
Training Epoch: 1 [40704/45000]	Loss: 1.6311	LR: 0.089773
Training Epoch: 1 [40960/45000]	Loss: 1.5393	LR: 0.090341
Training Epoch: 1 [41216/45000]	Loss: 1.3786	LR: 0.090909
Training Epoch: 1 [41472/45000]	Loss: 1.4881	LR: 0.091477
Training Epoch: 1 [41728/45000]	Loss: 1.7526	LR: 0.092045
Training Epoch: 1 [41984/45000]	Loss: 1.2961	LR: 0.092614
Training Epoch: 1 [42240/45000]	Loss: 1.3997	LR: 0.093182
Training Epoch: 1 [42496/45000]	Loss: 1.5360	LR: 0.093750
Training Epoch: 1 [42752/45000]	Loss: 1.8989	LR: 0.094318
Training Epoch: 1 [43008/45000]	Loss: 1.4970	LR: 0.094886
Training Epoch: 1 [43264/45000]	Loss: 1.4701	LR: 0.095455
Training Epoch: 1 [43520/45000]	Loss: 1.5839	LR: 0.096023
Training Epoch: 1 [43776/45000]	Loss: 1.4572	LR: 0.096591
Training Epoch: 1 [44032/45000]	Loss: 1.4861	LR: 0.097159
Training Epoch: 1 [44288/45000]	Loss: 1.5637	LR: 0.097727
Training Epoch: 1 [44544/45000]	Loss: 1.5319	LR: 0.098295
Training Epoch: 1 [44800/45000]	Loss: 1.4686	LR: 0.098864
Training Epoch: 1 [45000/45000]	Loss: 1.6809	LR: 0.099432
Epoch 1 - Average Train Loss: 1.7282, Train Accuracy: 0.3684
Epoch 1 training time consumed: 27.25s
Evaluating Network.....
Test set: Epoch: 1, Average loss: 0.0065, Accuracy: 0.4320, Time consumed:0.97s
Saving weights file to checkpoint/retrain/ResNet18/Sunday_21_September_2025_21h_46m_51s/ResNet18-Cifar10-seed5-ret0-1-best.pth
Training Epoch: 2 [256/45000]	Loss: 1.4756	LR: 0.100000
Training Epoch: 2 [512/45000]	Loss: 1.4686	LR: 0.100000
Training Epoch: 2 [768/45000]	Loss: 1.3901	LR: 0.100000
Training Epoch: 2 [1024/45000]	Loss: 1.4199	LR: 0.100000
Training Epoch: 2 [1280/45000]	Loss: 1.4000	LR: 0.100000
Training Epoch: 2 [1536/45000]	Loss: 1.6033	LR: 0.100000
Training Epoch: 2 [1792/45000]	Loss: 1.5528	LR: 0.100000
Training Epoch: 2 [2048/45000]	Loss: 1.3971	LR: 0.100000
Training Epoch: 2 [2304/45000]	Loss: 1.3447	LR: 0.100000
Training Epoch: 2 [2560/45000]	Loss: 1.5228	LR: 0.100000
Training Epoch: 2 [2816/45000]	Loss: 1.5046	LR: 0.100000
Training Epoch: 2 [3072/45000]	Loss: 1.4665	LR: 0.100000
Training Epoch: 2 [3328/45000]	Loss: 1.4730	LR: 0.100000
Training Epoch: 2 [3584/45000]	Loss: 1.3801	LR: 0.100000
Training Epoch: 2 [3840/45000]	Loss: 1.4542	LR: 0.100000
Training Epoch: 2 [4096/45000]	Loss: 1.2119	LR: 0.100000
Training Epoch: 2 [4352/45000]	Loss: 1.2961	LR: 0.100000
Training Epoch: 2 [4608/45000]	Loss: 1.3064	LR: 0.100000
Training Epoch: 2 [4864/45000]	Loss: 1.4086	LR: 0.100000
Training Epoch: 2 [5120/45000]	Loss: 1.3624	LR: 0.100000
Training Epoch: 2 [5376/45000]	Loss: 1.2269	LR: 0.100000
Training Epoch: 2 [5632/45000]	Loss: 1.4051	LR: 0.100000
Training Epoch: 2 [5888/45000]	Loss: 1.4365	LR: 0.100000
Training Epoch: 2 [6144/45000]	Loss: 1.3997	LR: 0.100000
Training Epoch: 2 [6400/45000]	Loss: 1.3028	LR: 0.100000
Training Epoch: 2 [6656/45000]	Loss: 1.4143	LR: 0.100000
Training Epoch: 2 [6912/45000]	Loss: 1.3536	LR: 0.100000
Training Epoch: 2 [7168/45000]	Loss: 1.2816	LR: 0.100000
Training Epoch: 2 [7424/45000]	Loss: 1.3543	LR: 0.100000
Training Epoch: 2 [7680/45000]	Loss: 1.4298	LR: 0.100000
Training Epoch: 2 [7936/45000]	Loss: 1.3080	LR: 0.100000
Training Epoch: 2 [8192/45000]	Loss: 1.4132	LR: 0.100000
Training Epoch: 2 [8448/45000]	Loss: 1.2072	LR: 0.100000
Training Epoch: 2 [8704/45000]	Loss: 1.4436	LR: 0.100000
Training Epoch: 2 [8960/45000]	Loss: 1.3308	LR: 0.100000
Training Epoch: 2 [9216/45000]	Loss: 1.4364	LR: 0.100000
Training Epoch: 2 [9472/45000]	Loss: 1.2884	LR: 0.100000
Training Epoch: 2 [9728/45000]	Loss: 1.4253	LR: 0.100000
Training Epoch: 2 [9984/45000]	Loss: 1.2936	LR: 0.100000
Training Epoch: 2 [10240/45000]	Loss: 1.3970	LR: 0.100000
Training Epoch: 2 [10496/45000]	Loss: 1.1082	LR: 0.100000
Training Epoch: 2 [10752/45000]	Loss: 1.2951	LR: 0.100000
Training Epoch: 2 [11008/45000]	Loss: 1.2289	LR: 0.100000
Training Epoch: 2 [11264/45000]	Loss: 1.1846	LR: 0.100000
Training Epoch: 2 [11520/45000]	Loss: 1.1688	LR: 0.100000
Training Epoch: 2 [11776/45000]	Loss: 1.3893	LR: 0.100000
Training Epoch: 2 [12032/45000]	Loss: 1.1105	LR: 0.100000
Training Epoch: 2 [12288/45000]	Loss: 1.3224	LR: 0.100000
Training Epoch: 2 [12544/45000]	Loss: 1.4730	LR: 0.100000
Training Epoch: 2 [12800/45000]	Loss: 1.2846	LR: 0.100000
Training Epoch: 2 [13056/45000]	Loss: 1.2837	LR: 0.100000
Training Epoch: 2 [13312/45000]	Loss: 1.3505	LR: 0.100000
Training Epoch: 2 [13568/45000]	Loss: 1.3657	LR: 0.100000
Training Epoch: 2 [13824/45000]	Loss: 1.3412	LR: 0.100000
Training Epoch: 2 [14080/45000]	Loss: 1.2064	LR: 0.100000
Training Epoch: 2 [14336/45000]	Loss: 1.1873	LR: 0.100000
Training Epoch: 2 [14592/45000]	Loss: 1.2846	LR: 0.100000
Training Epoch: 2 [14848/45000]	Loss: 1.4184	LR: 0.100000
Training Epoch: 2 [15104/45000]	Loss: 1.3510	LR: 0.100000
Training Epoch: 2 [15360/45000]	Loss: 1.3073	LR: 0.100000
Training Epoch: 2 [15616/45000]	Loss: 1.2341	LR: 0.100000
Training Epoch: 2 [15872/45000]	Loss: 1.3097	LR: 0.100000
Training Epoch: 2 [16128/45000]	Loss: 1.2876	LR: 0.100000
Training Epoch: 2 [16384/45000]	Loss: 1.2572	LR: 0.100000
Training Epoch: 2 [16640/45000]	Loss: 1.4339	LR: 0.100000
Training Epoch: 2 [16896/45000]	Loss: 1.3719	LR: 0.100000
Training Epoch: 2 [17152/45000]	Loss: 1.2157	LR: 0.100000
Training Epoch: 2 [17408/45000]	Loss: 1.3724	LR: 0.100000
Training Epoch: 2 [17664/45000]	Loss: 1.1684	LR: 0.100000
Training Epoch: 2 [17920/45000]	Loss: 1.2175	LR: 0.100000
Training Epoch: 2 [18176/45000]	Loss: 1.3260	LR: 0.100000
Training Epoch: 2 [18432/45000]	Loss: 1.3230	LR: 0.100000
Training Epoch: 2 [18688/45000]	Loss: 1.1739	LR: 0.100000
Training Epoch: 2 [18944/45000]	Loss: 1.2183	LR: 0.100000
Training Epoch: 2 [19200/45000]	Loss: 1.3208	LR: 0.100000
Training Epoch: 2 [19456/45000]	Loss: 1.2368	LR: 0.100000
Training Epoch: 2 [19712/45000]	Loss: 1.3038	LR: 0.100000
Training Epoch: 2 [19968/45000]	Loss: 1.2093	LR: 0.100000
Training Epoch: 2 [20224/45000]	Loss: 1.2737	LR: 0.100000
Training Epoch: 2 [20480/45000]	Loss: 1.4079	LR: 0.100000
Training Epoch: 2 [20736/45000]	Loss: 1.1325	LR: 0.100000
Training Epoch: 2 [20992/45000]	Loss: 1.3335	LR: 0.100000
Training Epoch: 2 [21248/45000]	Loss: 1.4546	LR: 0.100000
Training Epoch: 2 [21504/45000]	Loss: 1.3147	LR: 0.100000
Training Epoch: 2 [21760/45000]	Loss: 1.1367	LR: 0.100000
Training Epoch: 2 [22016/45000]	Loss: 1.1286	LR: 0.100000
Training Epoch: 2 [22272/45000]	Loss: 1.3080	LR: 0.100000
Training Epoch: 2 [22528/45000]	Loss: 1.3395	LR: 0.100000
Training Epoch: 2 [22784/45000]	Loss: 1.0791	LR: 0.100000
Training Epoch: 2 [23040/45000]	Loss: 1.1447	LR: 0.100000
Training Epoch: 2 [23296/45000]	Loss: 1.2648	LR: 0.100000
Training Epoch: 2 [23552/45000]	Loss: 1.2481	LR: 0.100000
Training Epoch: 2 [23808/45000]	Loss: 1.2616	LR: 0.100000
Training Epoch: 2 [24064/45000]	Loss: 1.2472	LR: 0.100000
Training Epoch: 2 [24320/45000]	Loss: 1.0939	LR: 0.100000
Training Epoch: 2 [24576/45000]	Loss: 1.2176	LR: 0.100000
Training Epoch: 2 [24832/45000]	Loss: 1.1158	LR: 0.100000
Training Epoch: 2 [25088/45000]	Loss: 1.1775	LR: 0.100000
Training Epoch: 2 [25344/45000]	Loss: 1.1830	LR: 0.100000
Training Epoch: 2 [25600/45000]	Loss: 1.1600	LR: 0.100000
Training Epoch: 2 [25856/45000]	Loss: 1.2106	LR: 0.100000
Training Epoch: 2 [26112/45000]	Loss: 1.1875	LR: 0.100000
Training Epoch: 2 [26368/45000]	Loss: 1.1967	LR: 0.100000
Training Epoch: 2 [26624/45000]	Loss: 1.0565	LR: 0.100000
Training Epoch: 2 [26880/45000]	Loss: 1.1728	LR: 0.100000
Training Epoch: 2 [27136/45000]	Loss: 1.1330	LR: 0.100000
Training Epoch: 2 [27392/45000]	Loss: 1.2040	LR: 0.100000
Training Epoch: 2 [27648/45000]	Loss: 1.1025	LR: 0.100000
Training Epoch: 2 [27904/45000]	Loss: 1.1471	LR: 0.100000
Training Epoch: 2 [28160/45000]	Loss: 1.1694	LR: 0.100000
Training Epoch: 2 [28416/45000]	Loss: 1.2133	LR: 0.100000
Training Epoch: 2 [28672/45000]	Loss: 1.1591	LR: 0.100000
Training Epoch: 2 [28928/45000]	Loss: 1.0329	LR: 0.100000
Training Epoch: 2 [29184/45000]	Loss: 1.0730	LR: 0.100000
Training Epoch: 2 [29440/45000]	Loss: 1.0542	LR: 0.100000
Training Epoch: 2 [29696/45000]	Loss: 1.1300	LR: 0.100000
Training Epoch: 2 [29952/45000]	Loss: 1.0687	LR: 0.100000
Training Epoch: 2 [30208/45000]	Loss: 1.2038	LR: 0.100000
Training Epoch: 2 [30464/45000]	Loss: 1.3752	LR: 0.100000
Training Epoch: 2 [30720/45000]	Loss: 1.1146	LR: 0.100000
Training Epoch: 2 [30976/45000]	Loss: 1.2132	LR: 0.100000
Training Epoch: 2 [31232/45000]	Loss: 1.1527	LR: 0.100000
Training Epoch: 2 [31488/45000]	Loss: 1.0987	LR: 0.100000
Training Epoch: 2 [31744/45000]	Loss: 1.1541	LR: 0.100000
Training Epoch: 2 [32000/45000]	Loss: 1.1330	LR: 0.100000
Training Epoch: 2 [32256/45000]	Loss: 1.0841	LR: 0.100000
Training Epoch: 2 [32512/45000]	Loss: 1.1572	LR: 0.100000
Training Epoch: 2 [32768/45000]	Loss: 1.1403	LR: 0.100000
Training Epoch: 2 [33024/45000]	Loss: 1.1218	LR: 0.100000
Training Epoch: 2 [33280/45000]	Loss: 1.2329	LR: 0.100000
Training Epoch: 2 [33536/45000]	Loss: 1.2366	LR: 0.100000
Training Epoch: 2 [33792/45000]	Loss: 1.1468	LR: 0.100000
Training Epoch: 2 [34048/45000]	Loss: 1.1518	LR: 0.100000
Training Epoch: 2 [34304/45000]	Loss: 1.0391	LR: 0.100000
Training Epoch: 2 [34560/45000]	Loss: 1.2013	LR: 0.100000
Training Epoch: 2 [34816/45000]	Loss: 1.0480	LR: 0.100000
Training Epoch: 2 [35072/45000]	Loss: 1.0969	LR: 0.100000
Training Epoch: 2 [35328/45000]	Loss: 1.1835	LR: 0.100000
Training Epoch: 2 [35584/45000]	Loss: 1.1352	LR: 0.100000
Training Epoch: 2 [35840/45000]	Loss: 1.2119	LR: 0.100000
Training Epoch: 2 [36096/45000]	Loss: 1.1249	LR: 0.100000
Training Epoch: 2 [36352/45000]	Loss: 1.0259	LR: 0.100000
Training Epoch: 2 [36608/45000]	Loss: 1.1256	LR: 0.100000
Training Epoch: 2 [36864/45000]	Loss: 1.0825	LR: 0.100000
Training Epoch: 2 [37120/45000]	Loss: 1.1895	LR: 0.100000
Training Epoch: 2 [37376/45000]	Loss: 1.2011	LR: 0.100000
Training Epoch: 2 [37632/45000]	Loss: 1.1483	LR: 0.100000
Training Epoch: 2 [37888/45000]	Loss: 1.0524	LR: 0.100000
Training Epoch: 2 [38144/45000]	Loss: 1.1085	LR: 0.100000
Training Epoch: 2 [38400/45000]	Loss: 0.9076	LR: 0.100000
Training Epoch: 2 [38656/45000]	Loss: 1.0908	LR: 0.100000
Training Epoch: 2 [38912/45000]	Loss: 0.9308	LR: 0.100000
Training Epoch: 2 [39168/45000]	Loss: 1.0881	LR: 0.100000
Training Epoch: 2 [39424/45000]	Loss: 1.1593	LR: 0.100000
Training Epoch: 2 [39680/45000]	Loss: 0.9670	LR: 0.100000
Training Epoch: 2 [39936/45000]	Loss: 0.9758	LR: 0.100000
Training Epoch: 2 [40192/45000]	Loss: 1.0419	LR: 0.100000
Training Epoch: 2 [40448/45000]	Loss: 1.2046	LR: 0.100000
Training Epoch: 2 [40704/45000]	Loss: 0.8795	LR: 0.100000
Training Epoch: 2 [40960/45000]	Loss: 1.1709	LR: 0.100000
Training Epoch: 2 [41216/45000]	Loss: 0.9911	LR: 0.100000
Training Epoch: 2 [41472/45000]	Loss: 1.1732	LR: 0.100000
Training Epoch: 2 [41728/45000]	Loss: 0.9550	LR: 0.100000
Training Epoch: 2 [41984/45000]	Loss: 1.0159	LR: 0.100000
Training Epoch: 2 [42240/45000]	Loss: 1.0934	LR: 0.100000
Training Epoch: 2 [42496/45000]	Loss: 1.0858	LR: 0.100000
Training Epoch: 2 [42752/45000]	Loss: 1.0266	LR: 0.100000
Training Epoch: 2 [43008/45000]	Loss: 1.1282	LR: 0.100000
Training Epoch: 2 [43264/45000]	Loss: 1.1177	LR: 0.100000
Training Epoch: 2 [43520/45000]	Loss: 1.0226	LR: 0.100000
Training Epoch: 2 [43776/45000]	Loss: 0.9452	LR: 0.100000
Training Epoch: 2 [44032/45000]	Loss: 0.9431	LR: 0.100000
Training Epoch: 2 [44288/45000]	Loss: 1.0706	LR: 0.100000
Training Epoch: 2 [44544/45000]	Loss: 1.1333	LR: 0.100000
Training Epoch: 2 [44800/45000]	Loss: 1.2101	LR: 0.100000
Training Epoch: 2 [45000/45000]	Loss: 0.9291	LR: 0.100000
Epoch 2 - Average Train Loss: 1.2249, Train Accuracy: 0.5610
Epoch 2 training time consumed: 26.56s
Evaluating Network.....
Test set: Epoch: 2, Average loss: 0.0044, Accuracy: 0.6178, Time consumed:0.94s
Saving weights file to checkpoint/retrain/ResNet18/Sunday_21_September_2025_21h_46m_51s/ResNet18-Cifar10-seed5-ret0-2-best.pth
Training Epoch: 3 [256/45000]	Loss: 1.0107	LR: 0.100000
Training Epoch: 3 [512/45000]	Loss: 0.9758	LR: 0.100000
Training Epoch: 3 [768/45000]	Loss: 1.0212	LR: 0.100000
Training Epoch: 3 [1024/45000]	Loss: 1.0852	LR: 0.100000
Training Epoch: 3 [1280/45000]	Loss: 0.9765	LR: 0.100000
Training Epoch: 3 [1536/45000]	Loss: 1.0002	LR: 0.100000
Training Epoch: 3 [1792/45000]	Loss: 0.9794	LR: 0.100000
Training Epoch: 3 [2048/45000]	Loss: 0.9625	LR: 0.100000
Training Epoch: 3 [2304/45000]	Loss: 1.0304	LR: 0.100000
Training Epoch: 3 [2560/45000]	Loss: 1.1810	LR: 0.100000
Training Epoch: 3 [2816/45000]	Loss: 1.0561	LR: 0.100000
Training Epoch: 3 [3072/45000]	Loss: 1.1050	LR: 0.100000
Training Epoch: 3 [3328/45000]	Loss: 1.0081	LR: 0.100000
Training Epoch: 3 [3584/45000]	Loss: 1.1961	LR: 0.100000
Training Epoch: 3 [3840/45000]	Loss: 1.0100	LR: 0.100000
Training Epoch: 3 [4096/45000]	Loss: 1.1291	LR: 0.100000
Training Epoch: 3 [4352/45000]	Loss: 0.9727	LR: 0.100000
Training Epoch: 3 [4608/45000]	Loss: 1.0207	LR: 0.100000
Training Epoch: 3 [4864/45000]	Loss: 1.0160	LR: 0.100000
Training Epoch: 3 [5120/45000]	Loss: 1.1920	LR: 0.100000
Training Epoch: 3 [5376/45000]	Loss: 1.0651	LR: 0.100000
Training Epoch: 3 [5632/45000]	Loss: 0.9268	LR: 0.100000
Training Epoch: 3 [5888/45000]	Loss: 1.0448	LR: 0.100000
Training Epoch: 3 [6144/45000]	Loss: 1.0473	LR: 0.100000
Training Epoch: 3 [6400/45000]	Loss: 0.9764	LR: 0.100000
Training Epoch: 3 [6656/45000]	Loss: 1.0094	LR: 0.100000
Training Epoch: 3 [6912/45000]	Loss: 1.0376	LR: 0.100000
Training Epoch: 3 [7168/45000]	Loss: 1.1885	LR: 0.100000
Training Epoch: 3 [7424/45000]	Loss: 1.1113	LR: 0.100000
Training Epoch: 3 [7680/45000]	Loss: 1.0020	LR: 0.100000
Training Epoch: 3 [7936/45000]	Loss: 0.9532	LR: 0.100000
Training Epoch: 3 [8192/45000]	Loss: 0.9904	LR: 0.100000
Training Epoch: 3 [8448/45000]	Loss: 1.1098	LR: 0.100000
Training Epoch: 3 [8704/45000]	Loss: 1.0893	LR: 0.100000
Training Epoch: 3 [8960/45000]	Loss: 0.9952	LR: 0.100000
Training Epoch: 3 [9216/45000]	Loss: 1.1130	LR: 0.100000
Training Epoch: 3 [9472/45000]	Loss: 1.0975	LR: 0.100000
Training Epoch: 3 [9728/45000]	Loss: 0.8908	LR: 0.100000
Training Epoch: 3 [9984/45000]	Loss: 0.9541	LR: 0.100000
Training Epoch: 3 [10240/45000]	Loss: 1.0797	LR: 0.100000
Training Epoch: 3 [10496/45000]	Loss: 1.0939	LR: 0.100000
Training Epoch: 3 [10752/45000]	Loss: 0.9898	LR: 0.100000
Training Epoch: 3 [11008/45000]	Loss: 1.0102	LR: 0.100000
Training Epoch: 3 [11264/45000]	Loss: 1.0750	LR: 0.100000
Training Epoch: 3 [11520/45000]	Loss: 0.9877	LR: 0.100000
Training Epoch: 3 [11776/45000]	Loss: 0.9585	LR: 0.100000
Training Epoch: 3 [12032/45000]	Loss: 0.8934	LR: 0.100000
Training Epoch: 3 [12288/45000]	Loss: 1.0845	LR: 0.100000
Training Epoch: 3 [12544/45000]	Loss: 1.0028	LR: 0.100000
Training Epoch: 3 [12800/45000]	Loss: 1.0319	LR: 0.100000
Training Epoch: 3 [13056/45000]	Loss: 1.0201	LR: 0.100000
Training Epoch: 3 [13312/45000]	Loss: 1.0041	LR: 0.100000
Training Epoch: 3 [13568/45000]	Loss: 0.9911	LR: 0.100000
Training Epoch: 3 [13824/45000]	Loss: 1.1042	LR: 0.100000
Training Epoch: 3 [14080/45000]	Loss: 0.9983	LR: 0.100000
Training Epoch: 3 [14336/45000]	Loss: 0.8927	LR: 0.100000
Training Epoch: 3 [14592/45000]	Loss: 0.9380	LR: 0.100000
Training Epoch: 3 [14848/45000]	Loss: 1.0369	LR: 0.100000
Training Epoch: 3 [15104/45000]	Loss: 1.1335	LR: 0.100000
Training Epoch: 3 [15360/45000]	Loss: 0.9396	LR: 0.100000
Training Epoch: 3 [15616/45000]	Loss: 1.0191	LR: 0.100000
Training Epoch: 3 [15872/45000]	Loss: 1.0669	LR: 0.100000
Training Epoch: 3 [16128/45000]	Loss: 0.9352	LR: 0.100000
Training Epoch: 3 [16384/45000]	Loss: 0.8624	LR: 0.100000
Training Epoch: 3 [16640/45000]	Loss: 0.9932	LR: 0.100000
Training Epoch: 3 [16896/45000]	Loss: 0.9170	LR: 0.100000
Training Epoch: 3 [17152/45000]	Loss: 0.9857	LR: 0.100000
Training Epoch: 3 [17408/45000]	Loss: 0.9907	LR: 0.100000
Training Epoch: 3 [17664/45000]	Loss: 0.9334	LR: 0.100000
Training Epoch: 3 [17920/45000]	Loss: 0.8873	LR: 0.100000
Training Epoch: 3 [18176/45000]	Loss: 1.1059	LR: 0.100000
Training Epoch: 3 [18432/45000]	Loss: 1.0414	LR: 0.100000
Training Epoch: 3 [18688/45000]	Loss: 0.9296	LR: 0.100000
Training Epoch: 3 [18944/45000]	Loss: 0.9583	LR: 0.100000
Training Epoch: 3 [19200/45000]	Loss: 0.9536	LR: 0.100000
Training Epoch: 3 [19456/45000]	Loss: 1.0722	LR: 0.100000
Training Epoch: 3 [19712/45000]	Loss: 0.9904	LR: 0.100000
Training Epoch: 3 [19968/45000]	Loss: 1.0008	LR: 0.100000
Training Epoch: 3 [20224/45000]	Loss: 0.8339	LR: 0.100000
Training Epoch: 3 [20480/45000]	Loss: 0.9212	LR: 0.100000
Training Epoch: 3 [20736/45000]	Loss: 0.9516	LR: 0.100000
Training Epoch: 3 [20992/45000]	Loss: 0.9676	LR: 0.100000
Training Epoch: 3 [21248/45000]	Loss: 0.9026	LR: 0.100000
Training Epoch: 3 [21504/45000]	Loss: 0.9755	LR: 0.100000
Training Epoch: 3 [21760/45000]	Loss: 1.0050	LR: 0.100000
Training Epoch: 3 [22016/45000]	Loss: 0.9315	LR: 0.100000
Training Epoch: 3 [22272/45000]	Loss: 0.9924	LR: 0.100000
Training Epoch: 3 [22528/45000]	Loss: 1.0623	LR: 0.100000
Training Epoch: 3 [22784/45000]	Loss: 1.0518	LR: 0.100000
Training Epoch: 3 [23040/45000]	Loss: 1.0512	LR: 0.100000
Training Epoch: 3 [23296/45000]	Loss: 0.9496	LR: 0.100000
Training Epoch: 3 [23552/45000]	Loss: 0.9793	LR: 0.100000
Training Epoch: 3 [23808/45000]	Loss: 1.0177	LR: 0.100000
Training Epoch: 3 [24064/45000]	Loss: 0.9702	LR: 0.100000
Training Epoch: 3 [24320/45000]	Loss: 0.9423	LR: 0.100000
Training Epoch: 3 [24576/45000]	Loss: 1.0279	LR: 0.100000
Training Epoch: 3 [24832/45000]	Loss: 1.0440	LR: 0.100000
Training Epoch: 3 [25088/45000]	Loss: 1.0554	LR: 0.100000
Training Epoch: 3 [25344/45000]	Loss: 0.9714	LR: 0.100000
Training Epoch: 3 [25600/45000]	Loss: 0.9599	LR: 0.100000
Training Epoch: 3 [25856/45000]	Loss: 1.0289	LR: 0.100000
Training Epoch: 3 [26112/45000]	Loss: 0.8837	LR: 0.100000
Training Epoch: 3 [26368/45000]	Loss: 0.9666	LR: 0.100000
Training Epoch: 3 [26624/45000]	Loss: 1.0333	LR: 0.100000
Training Epoch: 3 [26880/45000]	Loss: 0.9550	LR: 0.100000
Training Epoch: 3 [27136/45000]	Loss: 0.9476	LR: 0.100000
Training Epoch: 3 [27392/45000]	Loss: 1.0428	LR: 0.100000
Training Epoch: 3 [27648/45000]	Loss: 0.8683	LR: 0.100000
Training Epoch: 3 [27904/45000]	Loss: 0.8715	LR: 0.100000
Training Epoch: 3 [28160/45000]	Loss: 0.9502	LR: 0.100000
Training Epoch: 3 [28416/45000]	Loss: 0.8876	LR: 0.100000
Training Epoch: 3 [28672/45000]	Loss: 1.0462	LR: 0.100000
Training Epoch: 3 [28928/45000]	Loss: 0.9554	LR: 0.100000
Training Epoch: 3 [29184/45000]	Loss: 0.9704	LR: 0.100000
Training Epoch: 3 [29440/45000]	Loss: 0.9737	LR: 0.100000
Training Epoch: 3 [29696/45000]	Loss: 1.0457	LR: 0.100000
Training Epoch: 3 [29952/45000]	Loss: 0.9562	LR: 0.100000
Training Epoch: 3 [30208/45000]	Loss: 0.9619	LR: 0.100000
Training Epoch: 3 [30464/45000]	Loss: 0.8213	LR: 0.100000
Training Epoch: 3 [30720/45000]	Loss: 1.1119	LR: 0.100000
Training Epoch: 3 [30976/45000]	Loss: 1.0458	LR: 0.100000
Training Epoch: 3 [31232/45000]	Loss: 0.9546	LR: 0.100000
Training Epoch: 3 [31488/45000]	Loss: 0.8708	LR: 0.100000
Training Epoch: 3 [31744/45000]	Loss: 1.0648	LR: 0.100000
Training Epoch: 3 [32000/45000]	Loss: 0.9430	LR: 0.100000
Training Epoch: 3 [32256/45000]	Loss: 0.9535	LR: 0.100000
Training Epoch: 3 [32512/45000]	Loss: 0.8840	LR: 0.100000
Training Epoch: 3 [32768/45000]	Loss: 0.9637	LR: 0.100000
Training Epoch: 3 [33024/45000]	Loss: 1.0628	LR: 0.100000
Training Epoch: 3 [33280/45000]	Loss: 0.9134	LR: 0.100000
Training Epoch: 3 [33536/45000]	Loss: 0.9326	LR: 0.100000
Training Epoch: 3 [33792/45000]	Loss: 0.8734	LR: 0.100000
Training Epoch: 3 [34048/45000]	Loss: 0.9455	LR: 0.100000
Training Epoch: 3 [34304/45000]	Loss: 0.8894	LR: 0.100000
Training Epoch: 3 [34560/45000]	Loss: 0.8898	LR: 0.100000
Training Epoch: 3 [34816/45000]	Loss: 0.8233	LR: 0.100000
Training Epoch: 3 [35072/45000]	Loss: 0.8084	LR: 0.100000
Training Epoch: 3 [35328/45000]	Loss: 0.9462	LR: 0.100000
Training Epoch: 3 [35584/45000]	Loss: 1.0284	LR: 0.100000
Training Epoch: 3 [35840/45000]	Loss: 0.9637	LR: 0.100000
Training Epoch: 3 [36096/45000]	Loss: 0.8749	LR: 0.100000
Training Epoch: 3 [36352/45000]	Loss: 0.8568	LR: 0.100000
Training Epoch: 3 [36608/45000]	Loss: 0.9477	LR: 0.100000
Training Epoch: 3 [36864/45000]	Loss: 0.9101	LR: 0.100000
Training Epoch: 3 [37120/45000]	Loss: 0.8831	LR: 0.100000
Training Epoch: 3 [37376/45000]	Loss: 1.0208	LR: 0.100000
Training Epoch: 3 [37632/45000]	Loss: 0.9000	LR: 0.100000
Training Epoch: 3 [37888/45000]	Loss: 0.8799	LR: 0.100000
Training Epoch: 3 [38144/45000]	Loss: 1.0299	LR: 0.100000
Training Epoch: 3 [38400/45000]	Loss: 0.9312	LR: 0.100000
Training Epoch: 3 [38656/45000]	Loss: 0.9184	LR: 0.100000
Training Epoch: 3 [38912/45000]	Loss: 0.8696	LR: 0.100000
Training Epoch: 3 [39168/45000]	Loss: 0.7160	LR: 0.100000
Training Epoch: 3 [39424/45000]	Loss: 0.8335	LR: 0.100000
Training Epoch: 3 [39680/45000]	Loss: 1.0062	LR: 0.100000
Training Epoch: 3 [39936/45000]	Loss: 0.9532	LR: 0.100000
Training Epoch: 3 [40192/45000]	Loss: 0.8527	LR: 0.100000
Training Epoch: 3 [40448/45000]	Loss: 1.0949	LR: 0.100000
Training Epoch: 3 [40704/45000]	Loss: 0.9084	LR: 0.100000
Training Epoch: 3 [40960/45000]	Loss: 0.9449	LR: 0.100000
Training Epoch: 3 [41216/45000]	Loss: 0.8782	LR: 0.100000
Training Epoch: 3 [41472/45000]	Loss: 0.8817	LR: 0.100000
Training Epoch: 3 [41728/45000]	Loss: 0.8627	LR: 0.100000
Training Epoch: 3 [41984/45000]	Loss: 0.8824	LR: 0.100000
Training Epoch: 3 [42240/45000]	Loss: 0.7996	LR: 0.100000
Training Epoch: 3 [42496/45000]	Loss: 0.8789	LR: 0.100000
Training Epoch: 3 [42752/45000]	Loss: 1.0722	LR: 0.100000
Training Epoch: 3 [43008/45000]	Loss: 0.7316	LR: 0.100000
Training Epoch: 3 [43264/45000]	Loss: 0.9012	LR: 0.100000
Training Epoch: 3 [43520/45000]	Loss: 0.9405	LR: 0.100000
Training Epoch: 3 [43776/45000]	Loss: 0.7818	LR: 0.100000
Training Epoch: 3 [44032/45000]	Loss: 0.9048	LR: 0.100000
Training Epoch: 3 [44288/45000]	Loss: 0.8674	LR: 0.100000
Training Epoch: 3 [44544/45000]	Loss: 0.8334	LR: 0.100000
Training Epoch: 3 [44800/45000]	Loss: 0.8559	LR: 0.100000
Training Epoch: 3 [45000/45000]	Loss: 0.9160	LR: 0.100000
Epoch 3 - Average Train Loss: 0.9737, Train Accuracy: 0.6542
Epoch 3 training time consumed: 27.22s
Evaluating Network.....
Test set: Epoch: 3, Average loss: 0.0049, Accuracy: 0.5984, Time consumed:0.97s
Training Epoch: 4 [256/45000]	Loss: 0.9011	LR: 0.100000
Training Epoch: 4 [512/45000]	Loss: 0.8573	LR: 0.100000
Training Epoch: 4 [768/45000]	Loss: 0.9249	LR: 0.100000
Training Epoch: 4 [1024/45000]	Loss: 0.8731	LR: 0.100000
Training Epoch: 4 [1280/45000]	Loss: 0.8512	LR: 0.100000
Training Epoch: 4 [1536/45000]	Loss: 0.9043	LR: 0.100000
Training Epoch: 4 [1792/45000]	Loss: 1.0726	LR: 0.100000
Training Epoch: 4 [2048/45000]	Loss: 0.9133	LR: 0.100000
Training Epoch: 4 [2304/45000]	Loss: 0.8620	LR: 0.100000
Training Epoch: 4 [2560/45000]	Loss: 0.8897	LR: 0.100000
Training Epoch: 4 [2816/45000]	Loss: 0.9100	LR: 0.100000
Training Epoch: 4 [3072/45000]	Loss: 0.8021	LR: 0.100000
Training Epoch: 4 [3328/45000]	Loss: 0.8444	LR: 0.100000
Training Epoch: 4 [3584/45000]	Loss: 0.7998	LR: 0.100000
Training Epoch: 4 [3840/45000]	Loss: 0.8003	LR: 0.100000
Training Epoch: 4 [4096/45000]	Loss: 0.9011	LR: 0.100000
Training Epoch: 4 [4352/45000]	Loss: 0.8330	LR: 0.100000
Training Epoch: 4 [4608/45000]	Loss: 0.9748	LR: 0.100000
Training Epoch: 4 [4864/45000]	Loss: 0.8504	LR: 0.100000
Training Epoch: 4 [5120/45000]	Loss: 0.9113	LR: 0.100000
Training Epoch: 4 [5376/45000]	Loss: 0.7651	LR: 0.100000
Training Epoch: 4 [5632/45000]	Loss: 0.9131	LR: 0.100000
Training Epoch: 4 [5888/45000]	Loss: 0.7820	LR: 0.100000
Training Epoch: 4 [6144/45000]	Loss: 0.8069	LR: 0.100000
Training Epoch: 4 [6400/45000]	Loss: 0.9210	LR: 0.100000
Training Epoch: 4 [6656/45000]	Loss: 0.9610	LR: 0.100000
Training Epoch: 4 [6912/45000]	Loss: 0.9646	LR: 0.100000
Training Epoch: 4 [7168/45000]	Loss: 0.9085	LR: 0.100000
Training Epoch: 4 [7424/45000]	Loss: 0.8871	LR: 0.100000
Training Epoch: 4 [7680/45000]	Loss: 0.8255	LR: 0.100000
Training Epoch: 4 [7936/45000]	Loss: 0.9221	LR: 0.100000
Training Epoch: 4 [8192/45000]	Loss: 0.8343	LR: 0.100000
Training Epoch: 4 [8448/45000]	Loss: 0.8389	LR: 0.100000
Training Epoch: 4 [8704/45000]	Loss: 0.9064	LR: 0.100000
Training Epoch: 4 [8960/45000]	Loss: 0.8333	LR: 0.100000
Training Epoch: 4 [9216/45000]	Loss: 0.8805	LR: 0.100000
Training Epoch: 4 [9472/45000]	Loss: 0.8255	LR: 0.100000
Training Epoch: 4 [9728/45000]	Loss: 0.7691	LR: 0.100000
Training Epoch: 4 [9984/45000]	Loss: 0.9400	LR: 0.100000
Training Epoch: 4 [10240/45000]	Loss: 0.7908	LR: 0.100000
Training Epoch: 4 [10496/45000]	Loss: 0.7531	LR: 0.100000
Training Epoch: 4 [10752/45000]	Loss: 0.8063	LR: 0.100000
Training Epoch: 4 [11008/45000]	Loss: 0.9305	LR: 0.100000
Training Epoch: 4 [11264/45000]	Loss: 0.8927	LR: 0.100000
Training Epoch: 4 [11520/45000]	Loss: 0.9340	LR: 0.100000
Training Epoch: 4 [11776/45000]	Loss: 0.8387	LR: 0.100000
Training Epoch: 4 [12032/45000]	Loss: 0.8548	LR: 0.100000
Training Epoch: 4 [12288/45000]	Loss: 0.8740	LR: 0.100000
Training Epoch: 4 [12544/45000]	Loss: 0.9023	LR: 0.100000
Training Epoch: 4 [12800/45000]	Loss: 0.9337	LR: 0.100000
Training Epoch: 4 [13056/45000]	Loss: 0.8426	LR: 0.100000
Training Epoch: 4 [13312/45000]	Loss: 0.8620	LR: 0.100000
Training Epoch: 4 [13568/45000]	Loss: 0.9731	LR: 0.100000
Training Epoch: 4 [13824/45000]	Loss: 0.8677	LR: 0.100000
Training Epoch: 4 [14080/45000]	Loss: 0.8321	LR: 0.100000
Training Epoch: 4 [14336/45000]	Loss: 0.9303	LR: 0.100000
Training Epoch: 4 [14592/45000]	Loss: 0.7568	LR: 0.100000
Training Epoch: 4 [14848/45000]	Loss: 0.9453	LR: 0.100000
Training Epoch: 4 [15104/45000]	Loss: 0.8839	LR: 0.100000
Training Epoch: 4 [15360/45000]	Loss: 0.9686	LR: 0.100000
Training Epoch: 4 [15616/45000]	Loss: 0.8671	LR: 0.100000
Training Epoch: 4 [15872/45000]	Loss: 0.8605	LR: 0.100000
Training Epoch: 4 [16128/45000]	Loss: 0.8092	LR: 0.100000
Training Epoch: 4 [16384/45000]	Loss: 0.9170	LR: 0.100000
Training Epoch: 4 [16640/45000]	Loss: 0.8153	LR: 0.100000
Training Epoch: 4 [16896/45000]	Loss: 0.8769	LR: 0.100000
Training Epoch: 4 [17152/45000]	Loss: 0.7898	LR: 0.100000
Training Epoch: 4 [17408/45000]	Loss: 0.8103	LR: 0.100000
Training Epoch: 4 [17664/45000]	Loss: 0.9667	LR: 0.100000
Training Epoch: 4 [17920/45000]	Loss: 0.9920	LR: 0.100000
Training Epoch: 4 [18176/45000]	Loss: 0.7838	LR: 0.100000
Training Epoch: 4 [18432/45000]	Loss: 0.7651	LR: 0.100000
Training Epoch: 4 [18688/45000]	Loss: 0.7904	LR: 0.100000
Training Epoch: 4 [18944/45000]	Loss: 0.7302	LR: 0.100000
Training Epoch: 4 [19200/45000]	Loss: 0.8761	LR: 0.100000
Training Epoch: 4 [19456/45000]	Loss: 0.8556	LR: 0.100000
Training Epoch: 4 [19712/45000]	Loss: 0.7702	LR: 0.100000
Training Epoch: 4 [19968/45000]	Loss: 0.8300	LR: 0.100000
Training Epoch: 4 [20224/45000]	Loss: 0.7019	LR: 0.100000
Training Epoch: 4 [20480/45000]	Loss: 0.9364	LR: 0.100000
Training Epoch: 4 [20736/45000]	Loss: 0.7918	LR: 0.100000
Training Epoch: 4 [20992/45000]	Loss: 0.7750	LR: 0.100000
Training Epoch: 4 [21248/45000]	Loss: 0.9249	LR: 0.100000
Training Epoch: 4 [21504/45000]	Loss: 0.7333	LR: 0.100000
Training Epoch: 4 [21760/45000]	Loss: 0.7926	LR: 0.100000
Training Epoch: 4 [22016/45000]	Loss: 0.7880	LR: 0.100000
Training Epoch: 4 [22272/45000]	Loss: 0.8637	LR: 0.100000
Training Epoch: 4 [22528/45000]	Loss: 0.8068	LR: 0.100000
Training Epoch: 4 [22784/45000]	Loss: 0.8462	LR: 0.100000
Training Epoch: 4 [23040/45000]	Loss: 0.7589	LR: 0.100000
Training Epoch: 4 [23296/45000]	Loss: 0.8583	LR: 0.100000
Training Epoch: 4 [23552/45000]	Loss: 0.7658	LR: 0.100000
Training Epoch: 4 [23808/45000]	Loss: 0.8712	LR: 0.100000
Training Epoch: 4 [24064/45000]	Loss: 0.8081	LR: 0.100000
Training Epoch: 4 [24320/45000]	Loss: 0.8166	LR: 0.100000
Training Epoch: 4 [24576/45000]	Loss: 0.8205	LR: 0.100000
Training Epoch: 4 [24832/45000]	Loss: 0.8534	LR: 0.100000
Training Epoch: 4 [25088/45000]	Loss: 0.8721	LR: 0.100000
Training Epoch: 4 [25344/45000]	Loss: 0.8148	LR: 0.100000
Training Epoch: 4 [25600/45000]	Loss: 0.8248	LR: 0.100000
Training Epoch: 4 [25856/45000]	Loss: 0.9004	LR: 0.100000
Training Epoch: 4 [26112/45000]	Loss: 0.8820	LR: 0.100000
Training Epoch: 4 [26368/45000]	Loss: 0.9142	LR: 0.100000
Training Epoch: 4 [26624/45000]	Loss: 0.8254	LR: 0.100000
Training Epoch: 4 [26880/45000]	Loss: 0.8780	LR: 0.100000
Training Epoch: 4 [27136/45000]	Loss: 1.0089	LR: 0.100000
Training Epoch: 4 [27392/45000]	Loss: 0.7894	LR: 0.100000
Training Epoch: 4 [27648/45000]	Loss: 0.7832	LR: 0.100000
Training Epoch: 4 [27904/45000]	Loss: 0.8362	LR: 0.100000
Training Epoch: 4 [28160/45000]	Loss: 0.8394	LR: 0.100000
Training Epoch: 4 [28416/45000]	Loss: 0.7332	LR: 0.100000
Training Epoch: 4 [28672/45000]	Loss: 0.7900	LR: 0.100000
Training Epoch: 4 [28928/45000]	Loss: 0.8916	LR: 0.100000
Training Epoch: 4 [29184/45000]	Loss: 0.8601	LR: 0.100000
Training Epoch: 4 [29440/45000]	Loss: 0.9189	LR: 0.100000
Training Epoch: 4 [29696/45000]	Loss: 0.8981	LR: 0.100000
Training Epoch: 4 [29952/45000]	Loss: 0.8292	LR: 0.100000
Training Epoch: 4 [30208/45000]	Loss: 0.8590	LR: 0.100000
Training Epoch: 4 [30464/45000]	Loss: 0.8233	LR: 0.100000
Training Epoch: 4 [30720/45000]	Loss: 0.8130	LR: 0.100000
Training Epoch: 4 [30976/45000]	Loss: 0.8134	LR: 0.100000
Training Epoch: 4 [31232/45000]	Loss: 0.7717	LR: 0.100000
Training Epoch: 4 [31488/45000]	Loss: 0.8913	LR: 0.100000
Training Epoch: 4 [31744/45000]	Loss: 0.8402	LR: 0.100000
Training Epoch: 4 [32000/45000]	Loss: 0.8107	LR: 0.100000
Training Epoch: 4 [32256/45000]	Loss: 0.8178	LR: 0.100000
Training Epoch: 4 [32512/45000]	Loss: 0.8029	LR: 0.100000
Training Epoch: 4 [32768/45000]	Loss: 0.8300	LR: 0.100000
Training Epoch: 4 [33024/45000]	Loss: 0.8570	LR: 0.100000
Training Epoch: 4 [33280/45000]	Loss: 0.8705	LR: 0.100000
Training Epoch: 4 [33536/45000]	Loss: 0.7658	LR: 0.100000
Training Epoch: 4 [33792/45000]	Loss: 0.8035	LR: 0.100000
Training Epoch: 4 [34048/45000]	Loss: 0.8296	LR: 0.100000
Training Epoch: 4 [34304/45000]	Loss: 0.7474	LR: 0.100000
Training Epoch: 4 [34560/45000]	Loss: 0.7503	LR: 0.100000
Training Epoch: 4 [34816/45000]	Loss: 0.7601	LR: 0.100000
Training Epoch: 4 [35072/45000]	Loss: 0.7362	LR: 0.100000
Training Epoch: 4 [35328/45000]	Loss: 0.7928	LR: 0.100000
Training Epoch: 4 [35584/45000]	Loss: 0.7670	LR: 0.100000
Training Epoch: 4 [35840/45000]	Loss: 0.8301	LR: 0.100000
Training Epoch: 4 [36096/45000]	Loss: 0.6572	LR: 0.100000
Training Epoch: 4 [36352/45000]	Loss: 0.6635	LR: 0.100000
Training Epoch: 4 [36608/45000]	Loss: 0.7846	LR: 0.100000
Training Epoch: 4 [36864/45000]	Loss: 0.6795	LR: 0.100000
Training Epoch: 4 [37120/45000]	Loss: 0.8475	LR: 0.100000
Training Epoch: 4 [37376/45000]	Loss: 0.8403	LR: 0.100000
Training Epoch: 4 [37632/45000]	Loss: 0.8148	LR: 0.100000
Training Epoch: 4 [37888/45000]	Loss: 0.8053	LR: 0.100000
Training Epoch: 4 [38144/45000]	Loss: 0.8067	LR: 0.100000
Training Epoch: 4 [38400/45000]	Loss: 0.8144	LR: 0.100000
Training Epoch: 4 [38656/45000]	Loss: 0.8141	LR: 0.100000
Training Epoch: 4 [38912/45000]	Loss: 0.7828	LR: 0.100000
Training Epoch: 4 [39168/45000]	Loss: 0.9062	LR: 0.100000
Training Epoch: 4 [39424/45000]	Loss: 0.6991	LR: 0.100000
Training Epoch: 4 [39680/45000]	Loss: 0.7149	LR: 0.100000
Training Epoch: 4 [39936/45000]	Loss: 0.7168	LR: 0.100000
Training Epoch: 4 [40192/45000]	Loss: 0.7063	LR: 0.100000
Training Epoch: 4 [40448/45000]	Loss: 0.7860	LR: 0.100000
Training Epoch: 4 [40704/45000]	Loss: 0.8303	LR: 0.100000
Training Epoch: 4 [40960/45000]	Loss: 0.7581	LR: 0.100000
Training Epoch: 4 [41216/45000]	Loss: 0.8237	LR: 0.100000
Training Epoch: 4 [41472/45000]	Loss: 0.7877	LR: 0.100000
Training Epoch: 4 [41728/45000]	Loss: 0.6999	LR: 0.100000
Training Epoch: 4 [41984/45000]	Loss: 0.6600	LR: 0.100000
Training Epoch: 4 [42240/45000]	Loss: 0.7690	LR: 0.100000
Training Epoch: 4 [42496/45000]	Loss: 0.8486	LR: 0.100000
Training Epoch: 4 [42752/45000]	Loss: 0.6977	LR: 0.100000
Training Epoch: 4 [43008/45000]	Loss: 0.7362	LR: 0.100000
Training Epoch: 4 [43264/45000]	Loss: 0.7269	LR: 0.100000
Training Epoch: 4 [43520/45000]	Loss: 0.8226	LR: 0.100000
Training Epoch: 4 [43776/45000]	Loss: 0.7365	LR: 0.100000
Training Epoch: 4 [44032/45000]	Loss: 0.8036	LR: 0.100000
Training Epoch: 4 [44288/45000]	Loss: 0.7656	LR: 0.100000
Training Epoch: 4 [44544/45000]	Loss: 0.7872	LR: 0.100000
Training Epoch: 4 [44800/45000]	Loss: 0.8908	LR: 0.100000
Training Epoch: 4 [45000/45000]	Loss: 0.7824	LR: 0.100000
Epoch 4 - Average Train Loss: 0.8330, Train Accuracy: 0.7059
Epoch 4 training time consumed: 27.12s
Evaluating Network.....
Test set: Epoch: 4, Average loss: 0.0031, Accuracy: 0.7330, Time consumed:0.95s
Saving weights file to checkpoint/retrain/ResNet18/Sunday_21_September_2025_21h_46m_51s/ResNet18-Cifar10-seed5-ret0-4-best.pth
Training Epoch: 5 [256/45000]	Loss: 0.8166	LR: 0.100000
Training Epoch: 5 [512/45000]	Loss: 0.7514	LR: 0.100000
Training Epoch: 5 [768/45000]	Loss: 0.6547	LR: 0.100000
Training Epoch: 5 [1024/45000]	Loss: 0.7607	LR: 0.100000
Training Epoch: 5 [1280/45000]	Loss: 0.7859	LR: 0.100000
Training Epoch: 5 [1536/45000]	Loss: 0.7297	LR: 0.100000
Training Epoch: 5 [1792/45000]	Loss: 0.8151	LR: 0.100000
Training Epoch: 5 [2048/45000]	Loss: 0.7886	LR: 0.100000
Training Epoch: 5 [2304/45000]	Loss: 0.6565	LR: 0.100000
Training Epoch: 5 [2560/45000]	Loss: 0.7650	LR: 0.100000
Training Epoch: 5 [2816/45000]	Loss: 0.8685	LR: 0.100000
Training Epoch: 5 [3072/45000]	Loss: 0.7758	LR: 0.100000
Training Epoch: 5 [3328/45000]	Loss: 0.7984	LR: 0.100000
Training Epoch: 5 [3584/45000]	Loss: 0.6295	LR: 0.100000
Training Epoch: 5 [3840/45000]	Loss: 0.9368	LR: 0.100000
Training Epoch: 5 [4096/45000]	Loss: 0.7387	LR: 0.100000
Training Epoch: 5 [4352/45000]	Loss: 0.6653	LR: 0.100000
Training Epoch: 5 [4608/45000]	Loss: 0.7473	LR: 0.100000
Training Epoch: 5 [4864/45000]	Loss: 0.7883	LR: 0.100000
Training Epoch: 5 [5120/45000]	Loss: 0.7577	LR: 0.100000
Training Epoch: 5 [5376/45000]	Loss: 0.7374	LR: 0.100000
Training Epoch: 5 [5632/45000]	Loss: 0.7436	LR: 0.100000
Training Epoch: 5 [5888/45000]	Loss: 0.5442	LR: 0.100000
Training Epoch: 5 [6144/45000]	Loss: 0.7943	LR: 0.100000
Training Epoch: 5 [6400/45000]	Loss: 0.8551	LR: 0.100000
Training Epoch: 5 [6656/45000]	Loss: 0.8771	LR: 0.100000
Training Epoch: 5 [6912/45000]	Loss: 0.6617	LR: 0.100000
Training Epoch: 5 [7168/45000]	Loss: 0.7416	LR: 0.100000
Training Epoch: 5 [7424/45000]	Loss: 0.7600	LR: 0.100000
Training Epoch: 5 [7680/45000]	Loss: 0.8153	LR: 0.100000
Training Epoch: 5 [7936/45000]	Loss: 0.7970	LR: 0.100000
Training Epoch: 5 [8192/45000]	Loss: 0.7877	LR: 0.100000
Training Epoch: 5 [8448/45000]	Loss: 0.7570	LR: 0.100000
Training Epoch: 5 [8704/45000]	Loss: 0.7681	LR: 0.100000
Training Epoch: 5 [8960/45000]	Loss: 0.6345	LR: 0.100000
Training Epoch: 5 [9216/45000]	Loss: 0.7455	LR: 0.100000
Training Epoch: 5 [9472/45000]	Loss: 0.9492	LR: 0.100000
Training Epoch: 5 [9728/45000]	Loss: 0.7471	LR: 0.100000
Training Epoch: 5 [9984/45000]	Loss: 0.6354	LR: 0.100000
Training Epoch: 5 [10240/45000]	Loss: 0.7360	LR: 0.100000
Training Epoch: 5 [10496/45000]	Loss: 0.6794	LR: 0.100000
Training Epoch: 5 [10752/45000]	Loss: 0.8121	LR: 0.100000
Training Epoch: 5 [11008/45000]	Loss: 0.6421	LR: 0.100000
Training Epoch: 5 [11264/45000]	Loss: 0.7635	LR: 0.100000
Training Epoch: 5 [11520/45000]	Loss: 0.7735	LR: 0.100000
Training Epoch: 5 [11776/45000]	Loss: 0.7994	LR: 0.100000
Training Epoch: 5 [12032/45000]	Loss: 0.8140	LR: 0.100000
Training Epoch: 5 [12288/45000]	Loss: 0.6804	LR: 0.100000
Training Epoch: 5 [12544/45000]	Loss: 0.8243	LR: 0.100000
Training Epoch: 5 [12800/45000]	Loss: 0.6986	LR: 0.100000
Training Epoch: 5 [13056/45000]	Loss: 0.8016	LR: 0.100000
Training Epoch: 5 [13312/45000]	Loss: 0.6867	LR: 0.100000
Training Epoch: 5 [13568/45000]	Loss: 0.7209	LR: 0.100000
Training Epoch: 5 [13824/45000]	Loss: 0.7814	LR: 0.100000
Training Epoch: 5 [14080/45000]	Loss: 0.8464	LR: 0.100000
Training Epoch: 5 [14336/45000]	Loss: 0.8032	LR: 0.100000
Training Epoch: 5 [14592/45000]	Loss: 0.7344	LR: 0.100000
Training Epoch: 5 [14848/45000]	Loss: 0.7719	LR: 0.100000
Training Epoch: 5 [15104/45000]	Loss: 0.7233	LR: 0.100000
Training Epoch: 5 [15360/45000]	Loss: 0.8418	LR: 0.100000
Training Epoch: 5 [15616/45000]	Loss: 0.7243	LR: 0.100000
Training Epoch: 5 [15872/45000]	Loss: 0.7241	LR: 0.100000
Training Epoch: 5 [16128/45000]	Loss: 0.7813	LR: 0.100000
Training Epoch: 5 [16384/45000]	Loss: 0.8682	LR: 0.100000
Training Epoch: 5 [16640/45000]	Loss: 0.8259	LR: 0.100000
Training Epoch: 5 [16896/45000]	Loss: 0.7772	LR: 0.100000
Training Epoch: 5 [17152/45000]	Loss: 0.6949	LR: 0.100000
Training Epoch: 5 [17408/45000]	Loss: 0.8170	LR: 0.100000
Training Epoch: 5 [17664/45000]	Loss: 0.7835	LR: 0.100000
Training Epoch: 5 [17920/45000]	Loss: 0.7581	LR: 0.100000
Training Epoch: 5 [18176/45000]	Loss: 0.6531	LR: 0.100000
Training Epoch: 5 [18432/45000]	Loss: 0.6665	LR: 0.100000
Training Epoch: 5 [18688/45000]	Loss: 0.6776	LR: 0.100000
Training Epoch: 5 [18944/45000]	Loss: 0.7002	LR: 0.100000
Training Epoch: 5 [19200/45000]	Loss: 0.7206	LR: 0.100000
Training Epoch: 5 [19456/45000]	Loss: 0.7129	LR: 0.100000
Training Epoch: 5 [19712/45000]	Loss: 0.7120	LR: 0.100000
Training Epoch: 5 [19968/45000]	Loss: 0.7777	LR: 0.100000
Training Epoch: 5 [20224/45000]	Loss: 0.7097	LR: 0.100000
Training Epoch: 5 [20480/45000]	Loss: 0.6740	LR: 0.100000
Training Epoch: 5 [20736/45000]	Loss: 0.6777	LR: 0.100000
Training Epoch: 5 [20992/45000]	Loss: 0.8277	LR: 0.100000
Training Epoch: 5 [21248/45000]	Loss: 0.7860	LR: 0.100000
Training Epoch: 5 [21504/45000]	Loss: 0.6913	LR: 0.100000
Training Epoch: 5 [21760/45000]	Loss: 0.7491	LR: 0.100000
Training Epoch: 5 [22016/45000]	Loss: 0.7863	LR: 0.100000
Training Epoch: 5 [22272/45000]	Loss: 0.7177	LR: 0.100000
Training Epoch: 5 [22528/45000]	Loss: 0.8826	LR: 0.100000
Training Epoch: 5 [22784/45000]	Loss: 0.7931	LR: 0.100000
Training Epoch: 5 [23040/45000]	Loss: 0.7935	LR: 0.100000
Training Epoch: 5 [23296/45000]	Loss: 0.7648	LR: 0.100000
Training Epoch: 5 [23552/45000]	Loss: 0.7381	LR: 0.100000
Training Epoch: 5 [23808/45000]	Loss: 0.8890	LR: 0.100000
Training Epoch: 5 [24064/45000]	Loss: 0.8156	LR: 0.100000
Training Epoch: 5 [24320/45000]	Loss: 0.7822	LR: 0.100000
Training Epoch: 5 [24576/45000]	Loss: 0.6674	LR: 0.100000
Training Epoch: 5 [24832/45000]	Loss: 0.7002	LR: 0.100000
Training Epoch: 5 [25088/45000]	Loss: 0.7442	LR: 0.100000
Training Epoch: 5 [25344/45000]	Loss: 0.7399	LR: 0.100000
Training Epoch: 5 [25600/45000]	Loss: 0.6972	LR: 0.100000
Training Epoch: 5 [25856/45000]	Loss: 0.7036	LR: 0.100000
Training Epoch: 5 [26112/45000]	Loss: 0.7371	LR: 0.100000
Training Epoch: 5 [26368/45000]	Loss: 0.6564	LR: 0.100000
Training Epoch: 5 [26624/45000]	Loss: 0.8180	LR: 0.100000
Training Epoch: 5 [26880/45000]	Loss: 0.7001	LR: 0.100000
Training Epoch: 5 [27136/45000]	Loss: 0.6722	LR: 0.100000
Training Epoch: 5 [27392/45000]	Loss: 0.7049	LR: 0.100000
Training Epoch: 5 [27648/45000]	Loss: 0.8252	LR: 0.100000
Training Epoch: 5 [27904/45000]	Loss: 0.7725	LR: 0.100000
Training Epoch: 5 [28160/45000]	Loss: 0.8038	LR: 0.100000
Training Epoch: 5 [28416/45000]	Loss: 0.6606	LR: 0.100000
Training Epoch: 5 [28672/45000]	Loss: 0.6869	LR: 0.100000
Training Epoch: 5 [28928/45000]	Loss: 0.7247	LR: 0.100000
Training Epoch: 5 [29184/45000]	Loss: 0.7738	LR: 0.100000
Training Epoch: 5 [29440/45000]	Loss: 0.6711	LR: 0.100000
Training Epoch: 5 [29696/45000]	Loss: 0.6775	LR: 0.100000
Training Epoch: 5 [29952/45000]	Loss: 0.7126	LR: 0.100000
Training Epoch: 5 [30208/45000]	Loss: 0.6394	LR: 0.100000
Training Epoch: 5 [30464/45000]	Loss: 0.7078	LR: 0.100000
Training Epoch: 5 [30720/45000]	Loss: 0.6553	LR: 0.100000
Training Epoch: 5 [30976/45000]	Loss: 0.7855	LR: 0.100000
Training Epoch: 5 [31232/45000]	Loss: 0.6442	LR: 0.100000
Training Epoch: 5 [31488/45000]	Loss: 0.7598	LR: 0.100000
Training Epoch: 5 [31744/45000]	Loss: 0.8697	LR: 0.100000
Training Epoch: 5 [32000/45000]	Loss: 0.6358	LR: 0.100000
Training Epoch: 5 [32256/45000]	Loss: 0.5921	LR: 0.100000
Training Epoch: 5 [32512/45000]	Loss: 0.7214	LR: 0.100000
Training Epoch: 5 [32768/45000]	Loss: 0.6908	LR: 0.100000
Training Epoch: 5 [33024/45000]	Loss: 0.7095	LR: 0.100000
Training Epoch: 5 [33280/45000]	Loss: 0.7209	LR: 0.100000
Training Epoch: 5 [33536/45000]	Loss: 0.8924	LR: 0.100000
Training Epoch: 5 [33792/45000]	Loss: 0.6251	LR: 0.100000
Training Epoch: 5 [34048/45000]	Loss: 0.7358	LR: 0.100000
Training Epoch: 5 [34304/45000]	Loss: 0.7184	LR: 0.100000
Training Epoch: 5 [34560/45000]	Loss: 0.6111	LR: 0.100000
Training Epoch: 5 [34816/45000]	Loss: 0.6321	LR: 0.100000
Training Epoch: 5 [35072/45000]	Loss: 0.8619	LR: 0.100000
Training Epoch: 5 [35328/45000]	Loss: 0.6208	LR: 0.100000
Training Epoch: 5 [35584/45000]	Loss: 0.6402	LR: 0.100000
Training Epoch: 5 [35840/45000]	Loss: 0.6741	LR: 0.100000
Training Epoch: 5 [36096/45000]	Loss: 0.7179	LR: 0.100000
Training Epoch: 5 [36352/45000]	Loss: 0.6989	LR: 0.100000
Training Epoch: 5 [36608/45000]	Loss: 0.6802	LR: 0.100000
Training Epoch: 5 [36864/45000]	Loss: 0.8666	LR: 0.100000
Training Epoch: 5 [37120/45000]	Loss: 0.7219	LR: 0.100000
Training Epoch: 5 [37376/45000]	Loss: 0.7132	LR: 0.100000
Training Epoch: 5 [37632/45000]	Loss: 0.5074	LR: 0.100000
Training Epoch: 5 [37888/45000]	Loss: 0.6450	LR: 0.100000
Training Epoch: 5 [38144/45000]	Loss: 0.5830	LR: 0.100000
Training Epoch: 5 [38400/45000]	Loss: 0.6360	LR: 0.100000
Training Epoch: 5 [38656/45000]	Loss: 0.6239	LR: 0.100000
Training Epoch: 5 [38912/45000]	Loss: 0.6175	LR: 0.100000
Training Epoch: 5 [39168/45000]	Loss: 0.7814	LR: 0.100000
Training Epoch: 5 [39424/45000]	Loss: 0.7229	LR: 0.100000
Training Epoch: 5 [39680/45000]	Loss: 0.7950	LR: 0.100000
Training Epoch: 5 [39936/45000]	Loss: 0.6490	LR: 0.100000
Training Epoch: 5 [40192/45000]	Loss: 0.6132	LR: 0.100000
Training Epoch: 5 [40448/45000]	Loss: 0.7236	LR: 0.100000
Training Epoch: 5 [40704/45000]	Loss: 0.6944	LR: 0.100000
Training Epoch: 5 [40960/45000]	Loss: 0.6821	LR: 0.100000
Training Epoch: 5 [41216/45000]	Loss: 0.7048	LR: 0.100000
Training Epoch: 5 [41472/45000]	Loss: 0.6557	LR: 0.100000
Training Epoch: 5 [41728/45000]	Loss: 0.7420	LR: 0.100000
Training Epoch: 5 [41984/45000]	Loss: 0.8610	LR: 0.100000
Training Epoch: 5 [42240/45000]	Loss: 0.8675	LR: 0.100000
Training Epoch: 5 [42496/45000]	Loss: 0.7867	LR: 0.100000
Training Epoch: 5 [42752/45000]	Loss: 0.6399	LR: 0.100000
Training Epoch: 5 [43008/45000]	Loss: 0.7233	LR: 0.100000
Training Epoch: 5 [43264/45000]	Loss: 0.6233	LR: 0.100000
Training Epoch: 5 [43520/45000]	Loss: 0.7885	LR: 0.100000
Training Epoch: 5 [43776/45000]	Loss: 0.7294	LR: 0.100000
Training Epoch: 5 [44032/45000]	Loss: 0.8542	LR: 0.100000
Training Epoch: 5 [44288/45000]	Loss: 0.6561	LR: 0.100000
Training Epoch: 5 [44544/45000]	Loss: 0.6194	LR: 0.100000
Training Epoch: 5 [44800/45000]	Loss: 0.7492	LR: 0.100000
Training Epoch: 5 [45000/45000]	Loss: 0.7859	LR: 0.100000
Epoch 5 - Average Train Loss: 0.7353, Train Accuracy: 0.7426
Epoch 5 training time consumed: 28.16s
Evaluating Network.....
Test set: Epoch: 5, Average loss: 0.0030, Accuracy: 0.7375, Time consumed:1.01s
Saving weights file to checkpoint/retrain/ResNet18/Sunday_21_September_2025_21h_46m_51s/ResNet18-Cifar10-seed5-ret0-5-best.pth
Training Epoch: 6 [256/45000]	Loss: 0.7158	LR: 0.100000
Training Epoch: 6 [512/45000]	Loss: 0.6916	LR: 0.100000
Training Epoch: 6 [768/45000]	Loss: 0.8202	LR: 0.100000
Training Epoch: 6 [1024/45000]	Loss: 0.7538	LR: 0.100000
Training Epoch: 6 [1280/45000]	Loss: 0.6468	LR: 0.100000
Training Epoch: 6 [1536/45000]	Loss: 0.7259	LR: 0.100000
Training Epoch: 6 [1792/45000]	Loss: 0.6689	LR: 0.100000
Training Epoch: 6 [2048/45000]	Loss: 0.5772	LR: 0.100000
Training Epoch: 6 [2304/45000]	Loss: 0.6941	LR: 0.100000
Training Epoch: 6 [2560/45000]	Loss: 0.5746	LR: 0.100000
Training Epoch: 6 [2816/45000]	Loss: 0.6869	LR: 0.100000
Training Epoch: 6 [3072/45000]	Loss: 0.7957	LR: 0.100000
Training Epoch: 6 [3328/45000]	Loss: 0.6930	LR: 0.100000
Training Epoch: 6 [3584/45000]	Loss: 0.6665	LR: 0.100000
Training Epoch: 6 [3840/45000]	Loss: 0.6105	LR: 0.100000
Training Epoch: 6 [4096/45000]	Loss: 0.6304	LR: 0.100000
Training Epoch: 6 [4352/45000]	Loss: 0.7434	LR: 0.100000
Training Epoch: 6 [4608/45000]	Loss: 0.7045	LR: 0.100000
Training Epoch: 6 [4864/45000]	Loss: 0.6742	LR: 0.100000
Training Epoch: 6 [5120/45000]	Loss: 0.6483	LR: 0.100000
Training Epoch: 6 [5376/45000]	Loss: 0.6730	LR: 0.100000
Training Epoch: 6 [5632/45000]	Loss: 0.6633	LR: 0.100000
Training Epoch: 6 [5888/45000]	Loss: 0.7365	LR: 0.100000
Training Epoch: 6 [6144/45000]	Loss: 0.6788	LR: 0.100000
Training Epoch: 6 [6400/45000]	Loss: 0.7630	LR: 0.100000
Training Epoch: 6 [6656/45000]	Loss: 0.6150	LR: 0.100000
Training Epoch: 6 [6912/45000]	Loss: 0.6919	LR: 0.100000
Training Epoch: 6 [7168/45000]	Loss: 0.6002	LR: 0.100000
Training Epoch: 6 [7424/45000]	Loss: 0.6933	LR: 0.100000
Training Epoch: 6 [7680/45000]	Loss: 0.6470	LR: 0.100000
Training Epoch: 6 [7936/45000]	Loss: 0.6768	LR: 0.100000
Training Epoch: 6 [8192/45000]	Loss: 0.7052	LR: 0.100000
Training Epoch: 6 [8448/45000]	Loss: 0.6912	LR: 0.100000
Training Epoch: 6 [8704/45000]	Loss: 0.6686	LR: 0.100000
Training Epoch: 6 [8960/45000]	Loss: 0.7256	LR: 0.100000
Training Epoch: 6 [9216/45000]	Loss: 0.5931	LR: 0.100000
Training Epoch: 6 [9472/45000]	Loss: 0.6709	LR: 0.100000
Training Epoch: 6 [9728/45000]	Loss: 0.7277	LR: 0.100000
Training Epoch: 6 [9984/45000]	Loss: 0.6873	LR: 0.100000
Training Epoch: 6 [10240/45000]	Loss: 0.6302	LR: 0.100000
Training Epoch: 6 [10496/45000]	Loss: 0.6825	LR: 0.100000
Training Epoch: 6 [10752/45000]	Loss: 0.5848	LR: 0.100000
Training Epoch: 6 [11008/45000]	Loss: 0.7389	LR: 0.100000
Training Epoch: 6 [11264/45000]	Loss: 0.6372	LR: 0.100000
Training Epoch: 6 [11520/45000]	Loss: 0.6994	LR: 0.100000
Training Epoch: 6 [11776/45000]	Loss: 0.6507	LR: 0.100000
Training Epoch: 6 [12032/45000]	Loss: 0.8564	LR: 0.100000
Training Epoch: 6 [12288/45000]	Loss: 0.6856	LR: 0.100000
Training Epoch: 6 [12544/45000]	Loss: 0.6332	LR: 0.100000
Training Epoch: 6 [12800/45000]	Loss: 0.7106	LR: 0.100000
Training Epoch: 6 [13056/45000]	Loss: 0.7816	LR: 0.100000
Training Epoch: 6 [13312/45000]	Loss: 0.6764	LR: 0.100000
Training Epoch: 6 [13568/45000]	Loss: 0.7740	LR: 0.100000
Training Epoch: 6 [13824/45000]	Loss: 0.6319	LR: 0.100000
Training Epoch: 6 [14080/45000]	Loss: 0.7159	LR: 0.100000
Training Epoch: 6 [14336/45000]	Loss: 0.6112	LR: 0.100000
Training Epoch: 6 [14592/45000]	Loss: 0.6492	LR: 0.100000
Training Epoch: 6 [14848/45000]	Loss: 0.6134	LR: 0.100000
Training Epoch: 6 [15104/45000]	Loss: 0.6713	LR: 0.100000
Training Epoch: 6 [15360/45000]	Loss: 0.6420	LR: 0.100000
Training Epoch: 6 [15616/45000]	Loss: 0.6514	LR: 0.100000
Training Epoch: 6 [15872/45000]	Loss: 0.7141	LR: 0.100000
Training Epoch: 6 [16128/45000]	Loss: 0.6353	LR: 0.100000
Training Epoch: 6 [16384/45000]	Loss: 0.6583	LR: 0.100000
Training Epoch: 6 [16640/45000]	Loss: 0.7222	LR: 0.100000
Training Epoch: 6 [16896/45000]	Loss: 0.6803	LR: 0.100000
Training Epoch: 6 [17152/45000]	Loss: 0.5531	LR: 0.100000
Training Epoch: 6 [17408/45000]	Loss: 0.6290	LR: 0.100000
Training Epoch: 6 [17664/45000]	Loss: 0.5888	LR: 0.100000
Training Epoch: 6 [17920/45000]	Loss: 0.6776	LR: 0.100000
Training Epoch: 6 [18176/45000]	Loss: 0.7405	LR: 0.100000
Training Epoch: 6 [18432/45000]	Loss: 0.6400	LR: 0.100000
Training Epoch: 6 [18688/45000]	Loss: 0.5733	LR: 0.100000
Training Epoch: 6 [18944/45000]	Loss: 0.6371	LR: 0.100000
Training Epoch: 6 [19200/45000]	Loss: 0.5977	LR: 0.100000
Training Epoch: 6 [19456/45000]	Loss: 0.6708	LR: 0.100000
Training Epoch: 6 [19712/45000]	Loss: 0.6162	LR: 0.100000
Training Epoch: 6 [19968/45000]	Loss: 0.6996	LR: 0.100000
Training Epoch: 6 [20224/45000]	Loss: 0.6345	LR: 0.100000
Training Epoch: 6 [20480/45000]	Loss: 0.7146	LR: 0.100000
Training Epoch: 6 [20736/45000]	Loss: 0.6954	LR: 0.100000
Training Epoch: 6 [20992/45000]	Loss: 0.6709	LR: 0.100000
Training Epoch: 6 [21248/45000]	Loss: 0.6413	LR: 0.100000
Training Epoch: 6 [21504/45000]	Loss: 0.6785	LR: 0.100000
Training Epoch: 6 [21760/45000]	Loss: 0.7384	LR: 0.100000
Training Epoch: 6 [22016/45000]	Loss: 0.6055	LR: 0.100000
Training Epoch: 6 [22272/45000]	Loss: 0.7569	LR: 0.100000
Training Epoch: 6 [22528/45000]	Loss: 0.6327	LR: 0.100000
Training Epoch: 6 [22784/45000]	Loss: 0.7572	LR: 0.100000
Training Epoch: 6 [23040/45000]	Loss: 0.6203	LR: 0.100000
Training Epoch: 6 [23296/45000]	Loss: 0.6340	LR: 0.100000
Training Epoch: 6 [23552/45000]	Loss: 0.7655	LR: 0.100000
Training Epoch: 6 [23808/45000]	Loss: 0.6768	LR: 0.100000
Training Epoch: 6 [24064/45000]	Loss: 0.7119	LR: 0.100000
Training Epoch: 6 [24320/45000]	Loss: 0.6744	LR: 0.100000
Training Epoch: 6 [24576/45000]	Loss: 0.6948	LR: 0.100000
Training Epoch: 6 [24832/45000]	Loss: 0.7100	LR: 0.100000
Training Epoch: 6 [25088/45000]	Loss: 0.5911	LR: 0.100000
Training Epoch: 6 [25344/45000]	Loss: 0.8705	LR: 0.100000
Training Epoch: 6 [25600/45000]	Loss: 0.7183	LR: 0.100000
Training Epoch: 6 [25856/45000]	Loss: 0.6651	LR: 0.100000
Training Epoch: 6 [26112/45000]	Loss: 0.6905	LR: 0.100000
Training Epoch: 6 [26368/45000]	Loss: 0.6550	LR: 0.100000
Training Epoch: 6 [26624/45000]	Loss: 0.5376	LR: 0.100000
Training Epoch: 6 [26880/45000]	Loss: 0.6450	LR: 0.100000
Training Epoch: 6 [27136/45000]	Loss: 0.6663	LR: 0.100000
Training Epoch: 6 [27392/45000]	Loss: 0.7414	LR: 0.100000
Training Epoch: 6 [27648/45000]	Loss: 0.7124	LR: 0.100000
Training Epoch: 6 [27904/45000]	Loss: 0.5831	LR: 0.100000
Training Epoch: 6 [28160/45000]	Loss: 0.5641	LR: 0.100000
Training Epoch: 6 [28416/45000]	Loss: 0.7367	LR: 0.100000
Training Epoch: 6 [28672/45000]	Loss: 0.5252	LR: 0.100000
Training Epoch: 6 [28928/45000]	Loss: 0.5639	LR: 0.100000
Training Epoch: 6 [29184/45000]	Loss: 0.6635	LR: 0.100000
Training Epoch: 6 [29440/45000]	Loss: 0.6917	LR: 0.100000
Training Epoch: 6 [29696/45000]	Loss: 0.6951	LR: 0.100000
Training Epoch: 6 [29952/45000]	Loss: 0.8838	LR: 0.100000
Training Epoch: 6 [30208/45000]	Loss: 0.6484	LR: 0.100000
Training Epoch: 6 [30464/45000]	Loss: 0.6501	LR: 0.100000
Training Epoch: 6 [30720/45000]	Loss: 0.5683	LR: 0.100000
Training Epoch: 6 [30976/45000]	Loss: 0.6087	LR: 0.100000
Training Epoch: 6 [31232/45000]	Loss: 0.6510	LR: 0.100000
Training Epoch: 6 [31488/45000]	Loss: 0.6299	LR: 0.100000
Training Epoch: 6 [31744/45000]	Loss: 0.5979	LR: 0.100000
Training Epoch: 6 [32000/45000]	Loss: 0.6524	LR: 0.100000
Training Epoch: 6 [32256/45000]	Loss: 0.8324	LR: 0.100000
Training Epoch: 6 [32512/45000]	Loss: 0.6667	LR: 0.100000
Training Epoch: 6 [32768/45000]	Loss: 0.6367	LR: 0.100000
Training Epoch: 6 [33024/45000]	Loss: 0.6097	LR: 0.100000
Training Epoch: 6 [33280/45000]	Loss: 0.5431	LR: 0.100000
Training Epoch: 6 [33536/45000]	Loss: 0.7204	LR: 0.100000
Training Epoch: 6 [33792/45000]	Loss: 0.6432	LR: 0.100000
Training Epoch: 6 [34048/45000]	Loss: 0.7486	LR: 0.100000
Training Epoch: 6 [34304/45000]	Loss: 0.6853	LR: 0.100000
Training Epoch: 6 [34560/45000]	Loss: 0.5139	LR: 0.100000
Training Epoch: 6 [34816/45000]	Loss: 0.6222	LR: 0.100000
Training Epoch: 6 [35072/45000]	Loss: 0.6416	LR: 0.100000
Training Epoch: 6 [35328/45000]	Loss: 0.5674	LR: 0.100000
Training Epoch: 6 [35584/45000]	Loss: 0.6380	LR: 0.100000
Training Epoch: 6 [35840/45000]	Loss: 0.7425	LR: 0.100000
Training Epoch: 6 [36096/45000]	Loss: 0.6068	LR: 0.100000
Training Epoch: 6 [36352/45000]	Loss: 0.5291	LR: 0.100000
Training Epoch: 6 [36608/45000]	Loss: 0.5315	LR: 0.100000
Training Epoch: 6 [36864/45000]	Loss: 0.7305	LR: 0.100000
Training Epoch: 6 [37120/45000]	Loss: 0.8159	LR: 0.100000
Training Epoch: 6 [37376/45000]	Loss: 0.6432	LR: 0.100000
Training Epoch: 6 [37632/45000]	Loss: 0.6948	LR: 0.100000
Training Epoch: 6 [37888/45000]	Loss: 0.6105	LR: 0.100000
Training Epoch: 6 [38144/45000]	Loss: 0.5616	LR: 0.100000
Training Epoch: 6 [38400/45000]	Loss: 0.6622	LR: 0.100000
Training Epoch: 6 [38656/45000]	Loss: 0.5260	LR: 0.100000
Training Epoch: 6 [38912/45000]	Loss: 0.7133	LR: 0.100000
Training Epoch: 6 [39168/45000]	Loss: 0.7394	LR: 0.100000
Training Epoch: 6 [39424/45000]	Loss: 0.5568	LR: 0.100000
Training Epoch: 6 [39680/45000]	Loss: 0.6180	LR: 0.100000
Training Epoch: 6 [39936/45000]	Loss: 0.6199	LR: 0.100000
Training Epoch: 6 [40192/45000]	Loss: 0.6589	LR: 0.100000
Training Epoch: 6 [40448/45000]	Loss: 0.6200	LR: 0.100000
Training Epoch: 6 [40704/45000]	Loss: 0.5827	LR: 0.100000
Training Epoch: 6 [40960/45000]	Loss: 0.5851	LR: 0.100000
Training Epoch: 6 [41216/45000]	Loss: 0.6799	LR: 0.100000
Training Epoch: 6 [41472/45000]	Loss: 0.5645	LR: 0.100000
Training Epoch: 6 [41728/45000]	Loss: 0.6604	LR: 0.100000
Training Epoch: 6 [41984/45000]	Loss: 0.6225	LR: 0.100000
Training Epoch: 6 [42240/45000]	Loss: 0.6749	LR: 0.100000
Training Epoch: 6 [42496/45000]	Loss: 0.6419	LR: 0.100000
Training Epoch: 6 [42752/45000]	Loss: 0.6852	LR: 0.100000
Training Epoch: 6 [43008/45000]	Loss: 0.6217	LR: 0.100000
Training Epoch: 6 [43264/45000]	Loss: 0.6377	LR: 0.100000
Training Epoch: 6 [43520/45000]	Loss: 0.6354	LR: 0.100000
Training Epoch: 6 [43776/45000]	Loss: 0.5529	LR: 0.100000
Training Epoch: 6 [44032/45000]	Loss: 0.6154	LR: 0.100000
Training Epoch: 6 [44288/45000]	Loss: 0.6309	LR: 0.100000
Training Epoch: 6 [44544/45000]	Loss: 0.6838	LR: 0.100000
Training Epoch: 6 [44800/45000]	Loss: 0.6089	LR: 0.100000
Training Epoch: 6 [45000/45000]	Loss: 0.6784	LR: 0.100000
Epoch 6 - Average Train Loss: 0.6626, Train Accuracy: 0.7665
Epoch 6 training time consumed: 27.47s
Evaluating Network.....
Test set: Epoch: 6, Average loss: 0.0026, Accuracy: 0.7800, Time consumed:0.96s
Saving weights file to checkpoint/retrain/ResNet18/Sunday_21_September_2025_21h_46m_51s/ResNet18-Cifar10-seed5-ret0-6-best.pth
Training Epoch: 7 [256/45000]	Loss: 0.6892	LR: 0.100000
Training Epoch: 7 [512/45000]	Loss: 0.6886	LR: 0.100000
Training Epoch: 7 [768/45000]	Loss: 0.6752	LR: 0.100000
Training Epoch: 7 [1024/45000]	Loss: 0.7153	LR: 0.100000
Training Epoch: 7 [1280/45000]	Loss: 0.6026	LR: 0.100000
Training Epoch: 7 [1536/45000]	Loss: 0.6079	LR: 0.100000
Training Epoch: 7 [1792/45000]	Loss: 0.5438	LR: 0.100000
Training Epoch: 7 [2048/45000]	Loss: 0.6378	LR: 0.100000
Training Epoch: 7 [2304/45000]	Loss: 0.6085	LR: 0.100000
Training Epoch: 7 [2560/45000]	Loss: 0.5904	LR: 0.100000
Training Epoch: 7 [2816/45000]	Loss: 0.6733	LR: 0.100000
Training Epoch: 7 [3072/45000]	Loss: 0.6626	LR: 0.100000
Training Epoch: 7 [3328/45000]	Loss: 0.5715	LR: 0.100000
Training Epoch: 7 [3584/45000]	Loss: 0.6911	LR: 0.100000
Training Epoch: 7 [3840/45000]	Loss: 0.6796	LR: 0.100000
Training Epoch: 7 [4096/45000]	Loss: 0.5639	LR: 0.100000
Training Epoch: 7 [4352/45000]	Loss: 0.5681	LR: 0.100000
Training Epoch: 7 [4608/45000]	Loss: 0.5515	LR: 0.100000
Training Epoch: 7 [4864/45000]	Loss: 0.5672	LR: 0.100000
Training Epoch: 7 [5120/45000]	Loss: 0.6950	LR: 0.100000
Training Epoch: 7 [5376/45000]	Loss: 0.7136	LR: 0.100000
Training Epoch: 7 [5632/45000]	Loss: 0.7681	LR: 0.100000
Training Epoch: 7 [5888/45000]	Loss: 0.6525	LR: 0.100000
Training Epoch: 7 [6144/45000]	Loss: 0.6481	LR: 0.100000
Training Epoch: 7 [6400/45000]	Loss: 0.6671	LR: 0.100000
Training Epoch: 7 [6656/45000]	Loss: 0.5747	LR: 0.100000
Training Epoch: 7 [6912/45000]	Loss: 0.6215	LR: 0.100000
Training Epoch: 7 [7168/45000]	Loss: 0.5196	LR: 0.100000
Training Epoch: 7 [7424/45000]	Loss: 0.4852	LR: 0.100000
Training Epoch: 7 [7680/45000]	Loss: 0.5598	LR: 0.100000
Training Epoch: 7 [7936/45000]	Loss: 0.6534	LR: 0.100000
Training Epoch: 7 [8192/45000]	Loss: 0.5883	LR: 0.100000
Training Epoch: 7 [8448/45000]	Loss: 0.6348	LR: 0.100000
Training Epoch: 7 [8704/45000]	Loss: 0.6451	LR: 0.100000
Training Epoch: 7 [8960/45000]	Loss: 0.6073	LR: 0.100000
Training Epoch: 7 [9216/45000]	Loss: 0.5269	LR: 0.100000
Training Epoch: 7 [9472/45000]	Loss: 0.5976	LR: 0.100000
Training Epoch: 7 [9728/45000]	Loss: 0.6991	LR: 0.100000
Training Epoch: 7 [9984/45000]	Loss: 0.5962	LR: 0.100000
Training Epoch: 7 [10240/45000]	Loss: 0.6558	LR: 0.100000
Training Epoch: 7 [10496/45000]	Loss: 0.6016	LR: 0.100000
Training Epoch: 7 [10752/45000]	Loss: 0.6855	LR: 0.100000
Training Epoch: 7 [11008/45000]	Loss: 0.7887	LR: 0.100000
Training Epoch: 7 [11264/45000]	Loss: 0.6295	LR: 0.100000
Training Epoch: 7 [11520/45000]	Loss: 0.6031	LR: 0.100000
Training Epoch: 7 [11776/45000]	Loss: 0.5994	LR: 0.100000
Training Epoch: 7 [12032/45000]	Loss: 0.5793	LR: 0.100000
Training Epoch: 7 [12288/45000]	Loss: 0.6467	LR: 0.100000
Training Epoch: 7 [12544/45000]	Loss: 0.6436	LR: 0.100000
Training Epoch: 7 [12800/45000]	Loss: 0.5536	LR: 0.100000
Training Epoch: 7 [13056/45000]	Loss: 0.6371	LR: 0.100000
Training Epoch: 7 [13312/45000]	Loss: 0.6609	LR: 0.100000
Training Epoch: 7 [13568/45000]	Loss: 0.6192	LR: 0.100000
Training Epoch: 7 [13824/45000]	Loss: 0.6669	LR: 0.100000
Training Epoch: 7 [14080/45000]	Loss: 0.6134	LR: 0.100000
Training Epoch: 7 [14336/45000]	Loss: 0.6337	LR: 0.100000
Training Epoch: 7 [14592/45000]	Loss: 0.6533	LR: 0.100000
Training Epoch: 7 [14848/45000]	Loss: 0.6431	LR: 0.100000
Training Epoch: 7 [15104/45000]	Loss: 0.6551	LR: 0.100000
Training Epoch: 7 [15360/45000]	Loss: 0.7474	LR: 0.100000
Training Epoch: 7 [15616/45000]	Loss: 0.6254	LR: 0.100000
Training Epoch: 7 [15872/45000]	Loss: 0.6398	LR: 0.100000
Training Epoch: 7 [16128/45000]	Loss: 0.6434	LR: 0.100000
Training Epoch: 7 [16384/45000]	Loss: 0.6198	LR: 0.100000
Training Epoch: 7 [16640/45000]	Loss: 0.6569	LR: 0.100000
Training Epoch: 7 [16896/45000]	Loss: 0.6814	LR: 0.100000
Training Epoch: 7 [17152/45000]	Loss: 0.6498	LR: 0.100000
Training Epoch: 7 [17408/45000]	Loss: 0.6921	LR: 0.100000
Training Epoch: 7 [17664/45000]	Loss: 0.5977	LR: 0.100000
Training Epoch: 7 [17920/45000]	Loss: 0.5779	LR: 0.100000
Training Epoch: 7 [18176/45000]	Loss: 0.6017	LR: 0.100000
Training Epoch: 7 [18432/45000]	Loss: 0.6319	LR: 0.100000
Training Epoch: 7 [18688/45000]	Loss: 0.7194	LR: 0.100000
Training Epoch: 7 [18944/45000]	Loss: 0.7016	LR: 0.100000
Training Epoch: 7 [19200/45000]	Loss: 0.6599	LR: 0.100000
Training Epoch: 7 [19456/45000]	Loss: 0.6025	LR: 0.100000
Training Epoch: 7 [19712/45000]	Loss: 0.5529	LR: 0.100000
Training Epoch: 7 [19968/45000]	Loss: 0.5848	LR: 0.100000
Training Epoch: 7 [20224/45000]	Loss: 0.5829	LR: 0.100000
Training Epoch: 7 [20480/45000]	Loss: 0.6582	LR: 0.100000
Training Epoch: 7 [20736/45000]	Loss: 0.6745	LR: 0.100000
Training Epoch: 7 [20992/45000]	Loss: 0.6805	LR: 0.100000
Training Epoch: 7 [21248/45000]	Loss: 0.6249	LR: 0.100000
Training Epoch: 7 [21504/45000]	Loss: 0.5798	LR: 0.100000
Training Epoch: 7 [21760/45000]	Loss: 0.6174	LR: 0.100000
Training Epoch: 7 [22016/45000]	Loss: 0.7032	LR: 0.100000
Training Epoch: 7 [22272/45000]	Loss: 0.6593	LR: 0.100000
Training Epoch: 7 [22528/45000]	Loss: 0.5956	LR: 0.100000
Training Epoch: 7 [22784/45000]	Loss: 0.6563	LR: 0.100000
Training Epoch: 7 [23040/45000]	Loss: 0.6868	LR: 0.100000
Training Epoch: 7 [23296/45000]	Loss: 0.6497	LR: 0.100000
Training Epoch: 7 [23552/45000]	Loss: 0.6573	LR: 0.100000
Training Epoch: 7 [23808/45000]	Loss: 0.5899	LR: 0.100000
Training Epoch: 7 [24064/45000]	Loss: 0.5501	LR: 0.100000
Training Epoch: 7 [24320/45000]	Loss: 0.6185	LR: 0.100000
Training Epoch: 7 [24576/45000]	Loss: 0.6546	LR: 0.100000
Training Epoch: 7 [24832/45000]	Loss: 0.5741	LR: 0.100000
Training Epoch: 7 [25088/45000]	Loss: 0.7115	LR: 0.100000
Training Epoch: 7 [25344/45000]	Loss: 0.5651	LR: 0.100000
Training Epoch: 7 [25600/45000]	Loss: 0.6010	LR: 0.100000
Training Epoch: 7 [25856/45000]	Loss: 0.5939	LR: 0.100000
Training Epoch: 7 [26112/45000]	Loss: 0.6550	LR: 0.100000
Training Epoch: 7 [26368/45000]	Loss: 0.6600	LR: 0.100000
Training Epoch: 7 [26624/45000]	Loss: 0.6617	LR: 0.100000
Training Epoch: 7 [26880/45000]	Loss: 0.6126	LR: 0.100000
Training Epoch: 7 [27136/45000]	Loss: 0.5886	LR: 0.100000
Training Epoch: 7 [27392/45000]	Loss: 0.6235	LR: 0.100000
Training Epoch: 7 [27648/45000]	Loss: 0.7049	LR: 0.100000
Training Epoch: 7 [27904/45000]	Loss: 0.5647	LR: 0.100000
Training Epoch: 7 [28160/45000]	Loss: 0.6285	LR: 0.100000
Training Epoch: 7 [28416/45000]	Loss: 0.7318	LR: 0.100000
Training Epoch: 7 [28672/45000]	Loss: 0.6700	LR: 0.100000
Training Epoch: 7 [28928/45000]	Loss: 0.5566	LR: 0.100000
Training Epoch: 7 [29184/45000]	Loss: 0.7071	LR: 0.100000
Training Epoch: 7 [29440/45000]	Loss: 0.6863	LR: 0.100000
Training Epoch: 7 [29696/45000]	Loss: 0.6743	LR: 0.100000
Training Epoch: 7 [29952/45000]	Loss: 0.5696	LR: 0.100000
Training Epoch: 7 [30208/45000]	Loss: 0.5609	LR: 0.100000
Training Epoch: 7 [30464/45000]	Loss: 0.6751	LR: 0.100000
Training Epoch: 7 [30720/45000]	Loss: 0.6667	LR: 0.100000
Training Epoch: 7 [30976/45000]	Loss: 0.5990	LR: 0.100000
Training Epoch: 7 [31232/45000]	Loss: 0.6047	LR: 0.100000
Training Epoch: 7 [31488/45000]	Loss: 0.5867	LR: 0.100000
Training Epoch: 7 [31744/45000]	Loss: 0.6272	LR: 0.100000
Training Epoch: 7 [32000/45000]	Loss: 0.5897	LR: 0.100000
Training Epoch: 7 [32256/45000]	Loss: 0.6775	LR: 0.100000
Training Epoch: 7 [32512/45000]	Loss: 0.6957	LR: 0.100000
Training Epoch: 7 [32768/45000]	Loss: 0.5673	LR: 0.100000
Training Epoch: 7 [33024/45000]	Loss: 0.6299	LR: 0.100000
Training Epoch: 7 [33280/45000]	Loss: 0.6490	LR: 0.100000
Training Epoch: 7 [33536/45000]	Loss: 0.7308	LR: 0.100000
Training Epoch: 7 [33792/45000]	Loss: 0.6814	LR: 0.100000
Training Epoch: 7 [34048/45000]	Loss: 0.5778	LR: 0.100000
Training Epoch: 7 [34304/45000]	Loss: 0.6634	LR: 0.100000
Training Epoch: 7 [34560/45000]	Loss: 0.6288	LR: 0.100000
Training Epoch: 7 [34816/45000]	Loss: 0.5879	LR: 0.100000
Training Epoch: 7 [35072/45000]	Loss: 0.6055	LR: 0.100000
Training Epoch: 7 [35328/45000]	Loss: 0.6122	LR: 0.100000
Training Epoch: 7 [35584/45000]	Loss: 0.5287	LR: 0.100000
Training Epoch: 7 [35840/45000]	Loss: 0.6212	LR: 0.100000
Training Epoch: 7 [36096/45000]	Loss: 0.6652	LR: 0.100000
Training Epoch: 7 [36352/45000]	Loss: 0.6429	LR: 0.100000
Training Epoch: 7 [36608/45000]	Loss: 0.5615	LR: 0.100000
Training Epoch: 7 [36864/45000]	Loss: 0.6494	LR: 0.100000
Training Epoch: 7 [37120/45000]	Loss: 0.6136	LR: 0.100000
Training Epoch: 7 [37376/45000]	Loss: 0.7490	LR: 0.100000
Training Epoch: 7 [37632/45000]	Loss: 0.6367	LR: 0.100000
Training Epoch: 7 [37888/45000]	Loss: 0.5571	LR: 0.100000
Training Epoch: 7 [38144/45000]	Loss: 0.7880	LR: 0.100000
Training Epoch: 7 [38400/45000]	Loss: 0.6017	LR: 0.100000
Training Epoch: 7 [38656/45000]	Loss: 0.5357	LR: 0.100000
Training Epoch: 7 [38912/45000]	Loss: 0.5831	LR: 0.100000
Training Epoch: 7 [39168/45000]	Loss: 0.5421	LR: 0.100000
Training Epoch: 7 [39424/45000]	Loss: 0.6392	LR: 0.100000
Training Epoch: 7 [39680/45000]	Loss: 0.5902	LR: 0.100000
Training Epoch: 7 [39936/45000]	Loss: 0.6619	LR: 0.100000
Training Epoch: 7 [40192/45000]	Loss: 0.6823	LR: 0.100000
Training Epoch: 7 [40448/45000]	Loss: 0.4501	LR: 0.100000
Training Epoch: 7 [40704/45000]	Loss: 0.5696	LR: 0.100000
Training Epoch: 7 [40960/45000]	Loss: 0.6446	LR: 0.100000
Training Epoch: 7 [41216/45000]	Loss: 0.6483	LR: 0.100000
Training Epoch: 7 [41472/45000]	Loss: 0.5493	LR: 0.100000
Training Epoch: 7 [41728/45000]	Loss: 0.5835	LR: 0.100000
Training Epoch: 7 [41984/45000]	Loss: 0.7437	LR: 0.100000
Training Epoch: 7 [42240/45000]	Loss: 0.6449	LR: 0.100000
Training Epoch: 7 [42496/45000]	Loss: 0.5624	LR: 0.100000
Training Epoch: 7 [42752/45000]	Loss: 0.5899	LR: 0.100000
Training Epoch: 7 [43008/45000]	Loss: 0.5832	LR: 0.100000
Training Epoch: 7 [43264/45000]	Loss: 0.6619	LR: 0.100000
Training Epoch: 7 [43520/45000]	Loss: 0.5426	LR: 0.100000
Training Epoch: 7 [43776/45000]	Loss: 0.5253	LR: 0.100000
Training Epoch: 7 [44032/45000]	Loss: 0.5336	LR: 0.100000
Training Epoch: 7 [44288/45000]	Loss: 0.5873	LR: 0.100000
Training Epoch: 7 [44544/45000]	Loss: 0.5263	LR: 0.100000
Training Epoch: 7 [44800/45000]	Loss: 0.5337	LR: 0.100000
Training Epoch: 7 [45000/45000]	Loss: 0.6184	LR: 0.100000
Epoch 7 - Average Train Loss: 0.6264, Train Accuracy: 0.7829
Epoch 7 training time consumed: 27.60s
Evaluating Network.....
Test set: Epoch: 7, Average loss: 0.0023, Accuracy: 0.8058, Time consumed:0.98s
Saving weights file to checkpoint/retrain/ResNet18/Sunday_21_September_2025_21h_46m_51s/ResNet18-Cifar10-seed5-ret0-7-best.pth
Training Epoch: 8 [256/45000]	Loss: 0.5077	LR: 0.020000
Training Epoch: 8 [512/45000]	Loss: 0.6031	LR: 0.020000
Training Epoch: 8 [768/45000]	Loss: 0.5913	LR: 0.020000
Training Epoch: 8 [1024/45000]	Loss: 0.6350	LR: 0.020000
Training Epoch: 8 [1280/45000]	Loss: 0.5682	LR: 0.020000
Training Epoch: 8 [1536/45000]	Loss: 0.4862	LR: 0.020000
Training Epoch: 8 [1792/45000]	Loss: 0.4803	LR: 0.020000
Training Epoch: 8 [2048/45000]	Loss: 0.5707	LR: 0.020000
Training Epoch: 8 [2304/45000]	Loss: 0.4796	LR: 0.020000
Training Epoch: 8 [2560/45000]	Loss: 0.4308	LR: 0.020000
Training Epoch: 8 [2816/45000]	Loss: 0.5366	LR: 0.020000
Training Epoch: 8 [3072/45000]	Loss: 0.4285	LR: 0.020000
Training Epoch: 8 [3328/45000]	Loss: 0.4335	LR: 0.020000
Training Epoch: 8 [3584/45000]	Loss: 0.3745	LR: 0.020000
Training Epoch: 8 [3840/45000]	Loss: 0.3606	LR: 0.020000
Training Epoch: 8 [4096/45000]	Loss: 0.5080	LR: 0.020000
Training Epoch: 8 [4352/45000]	Loss: 0.5404	LR: 0.020000
Training Epoch: 8 [4608/45000]	Loss: 0.4711	LR: 0.020000
Training Epoch: 8 [4864/45000]	Loss: 0.4430	LR: 0.020000
Training Epoch: 8 [5120/45000]	Loss: 0.5507	LR: 0.020000
Training Epoch: 8 [5376/45000]	Loss: 0.5789	LR: 0.020000
Training Epoch: 8 [5632/45000]	Loss: 0.4898	LR: 0.020000
Training Epoch: 8 [5888/45000]	Loss: 0.4166	LR: 0.020000
Training Epoch: 8 [6144/45000]	Loss: 0.4602	LR: 0.020000
Training Epoch: 8 [6400/45000]	Loss: 0.5064	LR: 0.020000
Training Epoch: 8 [6656/45000]	Loss: 0.5046	LR: 0.020000
Training Epoch: 8 [6912/45000]	Loss: 0.4055	LR: 0.020000
Training Epoch: 8 [7168/45000]	Loss: 0.4954	LR: 0.020000
Training Epoch: 8 [7424/45000]	Loss: 0.4654	LR: 0.020000
Training Epoch: 8 [7680/45000]	Loss: 0.4482	LR: 0.020000
Training Epoch: 8 [7936/45000]	Loss: 0.4875	LR: 0.020000
Training Epoch: 8 [8192/45000]	Loss: 0.4087	LR: 0.020000
Training Epoch: 8 [8448/45000]	Loss: 0.4352	LR: 0.020000
Training Epoch: 8 [8704/45000]	Loss: 0.4789	LR: 0.020000
Training Epoch: 8 [8960/45000]	Loss: 0.4074	LR: 0.020000
Training Epoch: 8 [9216/45000]	Loss: 0.4938	LR: 0.020000
Training Epoch: 8 [9472/45000]	Loss: 0.4533	LR: 0.020000
Training Epoch: 8 [9728/45000]	Loss: 0.4798	LR: 0.020000
Training Epoch: 8 [9984/45000]	Loss: 0.5249	LR: 0.020000
Training Epoch: 8 [10240/45000]	Loss: 0.4314	LR: 0.020000
Training Epoch: 8 [10496/45000]	Loss: 0.5225	LR: 0.020000
Training Epoch: 8 [10752/45000]	Loss: 0.4431	LR: 0.020000
Training Epoch: 8 [11008/45000]	Loss: 0.4717	LR: 0.020000
Training Epoch: 8 [11264/45000]	Loss: 0.4477	LR: 0.020000
Training Epoch: 8 [11520/45000]	Loss: 0.4186	LR: 0.020000
Training Epoch: 8 [11776/45000]	Loss: 0.4557	LR: 0.020000
Training Epoch: 8 [12032/45000]	Loss: 0.7005	LR: 0.020000
Training Epoch: 8 [12288/45000]	Loss: 0.5340	LR: 0.020000
Training Epoch: 8 [12544/45000]	Loss: 0.4810	LR: 0.020000
Training Epoch: 8 [12800/45000]	Loss: 0.4835	LR: 0.020000
Training Epoch: 8 [13056/45000]	Loss: 0.4289	LR: 0.020000
Training Epoch: 8 [13312/45000]	Loss: 0.4946	LR: 0.020000
Training Epoch: 8 [13568/45000]	Loss: 0.4330	LR: 0.020000
Training Epoch: 8 [13824/45000]	Loss: 0.4807	LR: 0.020000
Training Epoch: 8 [14080/45000]	Loss: 0.4606	LR: 0.020000
Training Epoch: 8 [14336/45000]	Loss: 0.5518	LR: 0.020000
Training Epoch: 8 [14592/45000]	Loss: 0.4461	LR: 0.020000
Training Epoch: 8 [14848/45000]	Loss: 0.5080	LR: 0.020000
Training Epoch: 8 [15104/45000]	Loss: 0.4229	LR: 0.020000
Training Epoch: 8 [15360/45000]	Loss: 0.4841	LR: 0.020000
Training Epoch: 8 [15616/45000]	Loss: 0.4881	LR: 0.020000
Training Epoch: 8 [15872/45000]	Loss: 0.5039	LR: 0.020000
Training Epoch: 8 [16128/45000]	Loss: 0.4634	LR: 0.020000
Training Epoch: 8 [16384/45000]	Loss: 0.5858	LR: 0.020000
Training Epoch: 8 [16640/45000]	Loss: 0.3950	LR: 0.020000
Training Epoch: 8 [16896/45000]	Loss: 0.5047	LR: 0.020000
Training Epoch: 8 [17152/45000]	Loss: 0.3810	LR: 0.020000
Training Epoch: 8 [17408/45000]	Loss: 0.4548	LR: 0.020000
Training Epoch: 8 [17664/45000]	Loss: 0.5297	LR: 0.020000
Training Epoch: 8 [17920/45000]	Loss: 0.4591	LR: 0.020000
Training Epoch: 8 [18176/45000]	Loss: 0.4669	LR: 0.020000
Training Epoch: 8 [18432/45000]	Loss: 0.4959	LR: 0.020000
Training Epoch: 8 [18688/45000]	Loss: 0.4937	LR: 0.020000
Training Epoch: 8 [18944/45000]	Loss: 0.5500	LR: 0.020000
Training Epoch: 8 [19200/45000]	Loss: 0.4174	LR: 0.020000
Training Epoch: 8 [19456/45000]	Loss: 0.4735	LR: 0.020000
Training Epoch: 8 [19712/45000]	Loss: 0.3911	LR: 0.020000
Training Epoch: 8 [19968/45000]	Loss: 0.4926	LR: 0.020000
Training Epoch: 8 [20224/45000]	Loss: 0.5984	LR: 0.020000
Training Epoch: 8 [20480/45000]	Loss: 0.5501	LR: 0.020000
Training Epoch: 8 [20736/45000]	Loss: 0.5676	LR: 0.020000
Training Epoch: 8 [20992/45000]	Loss: 0.5219	LR: 0.020000
Training Epoch: 8 [21248/45000]	Loss: 0.4535	LR: 0.020000
Training Epoch: 8 [21504/45000]	Loss: 0.4262	LR: 0.020000
Training Epoch: 8 [21760/45000]	Loss: 0.4567	LR: 0.020000
Training Epoch: 8 [22016/45000]	Loss: 0.3679	LR: 0.020000
Training Epoch: 8 [22272/45000]	Loss: 0.4947	LR: 0.020000
Training Epoch: 8 [22528/45000]	Loss: 0.3423	LR: 0.020000
Training Epoch: 8 [22784/45000]	Loss: 0.4259	LR: 0.020000
Training Epoch: 8 [23040/45000]	Loss: 0.4958	LR: 0.020000
Training Epoch: 8 [23296/45000]	Loss: 0.4141	LR: 0.020000
Training Epoch: 8 [23552/45000]	Loss: 0.4724	LR: 0.020000
Training Epoch: 8 [23808/45000]	Loss: 0.4373	LR: 0.020000
Training Epoch: 8 [24064/45000]	Loss: 0.3960	LR: 0.020000
Training Epoch: 8 [24320/45000]	Loss: 0.4505	LR: 0.020000
Training Epoch: 8 [24576/45000]	Loss: 0.3912	LR: 0.020000
Training Epoch: 8 [24832/45000]	Loss: 0.4763	LR: 0.020000
Training Epoch: 8 [25088/45000]	Loss: 0.4412	LR: 0.020000
Training Epoch: 8 [25344/45000]	Loss: 0.4993	LR: 0.020000
Training Epoch: 8 [25600/45000]	Loss: 0.4682	LR: 0.020000
Training Epoch: 8 [25856/45000]	Loss: 0.4431	LR: 0.020000
Training Epoch: 8 [26112/45000]	Loss: 0.3385	LR: 0.020000
Training Epoch: 8 [26368/45000]	Loss: 0.4400	LR: 0.020000
Training Epoch: 8 [26624/45000]	Loss: 0.4488	LR: 0.020000
Training Epoch: 8 [26880/45000]	Loss: 0.4772	LR: 0.020000
Training Epoch: 8 [27136/45000]	Loss: 0.3813	LR: 0.020000
Training Epoch: 8 [27392/45000]	Loss: 0.4496	LR: 0.020000
Training Epoch: 8 [27648/45000]	Loss: 0.5380	LR: 0.020000
Training Epoch: 8 [27904/45000]	Loss: 0.3632	LR: 0.020000
Training Epoch: 8 [28160/45000]	Loss: 0.5118	LR: 0.020000
Training Epoch: 8 [28416/45000]	Loss: 0.4292	LR: 0.020000
Training Epoch: 8 [28672/45000]	Loss: 0.4979	LR: 0.020000
Training Epoch: 8 [28928/45000]	Loss: 0.4077	LR: 0.020000
Training Epoch: 8 [29184/45000]	Loss: 0.4278	LR: 0.020000
Training Epoch: 8 [29440/45000]	Loss: 0.4289	LR: 0.020000
Training Epoch: 8 [29696/45000]	Loss: 0.4709	LR: 0.020000
Training Epoch: 8 [29952/45000]	Loss: 0.4307	LR: 0.020000
Training Epoch: 8 [30208/45000]	Loss: 0.4729	LR: 0.020000
Training Epoch: 8 [30464/45000]	Loss: 0.3454	LR: 0.020000
Training Epoch: 8 [30720/45000]	Loss: 0.4054	LR: 0.020000
Training Epoch: 8 [30976/45000]	Loss: 0.4439	LR: 0.020000
Training Epoch: 8 [31232/45000]	Loss: 0.4325	LR: 0.020000
Training Epoch: 8 [31488/45000]	Loss: 0.6126	LR: 0.020000
Training Epoch: 8 [31744/45000]	Loss: 0.3953	LR: 0.020000
Training Epoch: 8 [32000/45000]	Loss: 0.4077	LR: 0.020000
Training Epoch: 8 [32256/45000]	Loss: 0.4527	LR: 0.020000
Training Epoch: 8 [32512/45000]	Loss: 0.5362	LR: 0.020000
Training Epoch: 8 [32768/45000]	Loss: 0.4540	LR: 0.020000
Training Epoch: 8 [33024/45000]	Loss: 0.4083	LR: 0.020000
Training Epoch: 8 [33280/45000]	Loss: 0.4415	LR: 0.020000
Training Epoch: 8 [33536/45000]	Loss: 0.4791	LR: 0.020000
Training Epoch: 8 [33792/45000]	Loss: 0.4241	LR: 0.020000
Training Epoch: 8 [34048/45000]	Loss: 0.3375	LR: 0.020000
Training Epoch: 8 [34304/45000]	Loss: 0.4670	LR: 0.020000
Training Epoch: 8 [34560/45000]	Loss: 0.3687	LR: 0.020000
Training Epoch: 8 [34816/45000]	Loss: 0.3829	LR: 0.020000
Training Epoch: 8 [35072/45000]	Loss: 0.4114	LR: 0.020000
Training Epoch: 8 [35328/45000]	Loss: 0.4183	LR: 0.020000
Training Epoch: 8 [35584/45000]	Loss: 0.3479	LR: 0.020000
Training Epoch: 8 [35840/45000]	Loss: 0.4515	LR: 0.020000
Training Epoch: 8 [36096/45000]	Loss: 0.4740	LR: 0.020000
Training Epoch: 8 [36352/45000]	Loss: 0.4850	LR: 0.020000
Training Epoch: 8 [36608/45000]	Loss: 0.4962	LR: 0.020000
Training Epoch: 8 [36864/45000]	Loss: 0.4149	LR: 0.020000
Training Epoch: 8 [37120/45000]	Loss: 0.4760	LR: 0.020000
Training Epoch: 8 [37376/45000]	Loss: 0.3938	LR: 0.020000
Training Epoch: 8 [37632/45000]	Loss: 0.3296	LR: 0.020000
Training Epoch: 8 [37888/45000]	Loss: 0.3774	LR: 0.020000
Training Epoch: 8 [38144/45000]	Loss: 0.4486	LR: 0.020000
Training Epoch: 8 [38400/45000]	Loss: 0.5210	LR: 0.020000
Training Epoch: 8 [38656/45000]	Loss: 0.4374	LR: 0.020000
Training Epoch: 8 [38912/45000]	Loss: 0.5062	LR: 0.020000
Training Epoch: 8 [39168/45000]	Loss: 0.4463	LR: 0.020000
Training Epoch: 8 [39424/45000]	Loss: 0.5449	LR: 0.020000
Training Epoch: 8 [39680/45000]	Loss: 0.4001	LR: 0.020000
Training Epoch: 8 [39936/45000]	Loss: 0.4016	LR: 0.020000
Training Epoch: 8 [40192/45000]	Loss: 0.5281	LR: 0.020000
Training Epoch: 8 [40448/45000]	Loss: 0.4668	LR: 0.020000
Training Epoch: 8 [40704/45000]	Loss: 0.4077	LR: 0.020000
Training Epoch: 8 [40960/45000]	Loss: 0.3726	LR: 0.020000
Training Epoch: 8 [41216/45000]	Loss: 0.4353	LR: 0.020000
Training Epoch: 8 [41472/45000]	Loss: 0.3657	LR: 0.020000
Training Epoch: 8 [41728/45000]	Loss: 0.4246	LR: 0.020000
Training Epoch: 8 [41984/45000]	Loss: 0.3929	LR: 0.020000
Training Epoch: 8 [42240/45000]	Loss: 0.3938	LR: 0.020000
Training Epoch: 8 [42496/45000]	Loss: 0.4166	LR: 0.020000
Training Epoch: 8 [42752/45000]	Loss: 0.5053	LR: 0.020000
Training Epoch: 8 [43008/45000]	Loss: 0.4223	LR: 0.020000
Training Epoch: 8 [43264/45000]	Loss: 0.3930	LR: 0.020000
Training Epoch: 8 [43520/45000]	Loss: 0.3358	LR: 0.020000
Training Epoch: 8 [43776/45000]	Loss: 0.4097	LR: 0.020000
Training Epoch: 8 [44032/45000]	Loss: 0.3973	LR: 0.020000
Training Epoch: 8 [44288/45000]	Loss: 0.5450	LR: 0.020000
Training Epoch: 8 [44544/45000]	Loss: 0.3700	LR: 0.020000
Training Epoch: 8 [44800/45000]	Loss: 0.5194	LR: 0.020000
Training Epoch: 8 [45000/45000]	Loss: 0.3102	LR: 0.020000
Epoch 8 - Average Train Loss: 0.4586, Train Accuracy: 0.8404
Epoch 8 training time consumed: 27.53s
Evaluating Network.....
Test set: Epoch: 8, Average loss: 0.0018, Accuracy: 0.8504, Time consumed:1.03s
Saving weights file to checkpoint/retrain/ResNet18/Sunday_21_September_2025_21h_46m_51s/ResNet18-Cifar10-seed5-ret0-8-best.pth
Training Epoch: 9 [256/45000]	Loss: 0.4920	LR: 0.020000
Training Epoch: 9 [512/45000]	Loss: 0.4578	LR: 0.020000
Training Epoch: 9 [768/45000]	Loss: 0.3736	LR: 0.020000
Training Epoch: 9 [1024/45000]	Loss: 0.4184	LR: 0.020000
Training Epoch: 9 [1280/45000]	Loss: 0.3506	LR: 0.020000
Training Epoch: 9 [1536/45000]	Loss: 0.3859	LR: 0.020000
Training Epoch: 9 [1792/45000]	Loss: 0.4758	LR: 0.020000
Training Epoch: 9 [2048/45000]	Loss: 0.4403	LR: 0.020000
Training Epoch: 9 [2304/45000]	Loss: 0.3915	LR: 0.020000
Training Epoch: 9 [2560/45000]	Loss: 0.3916	LR: 0.020000
Training Epoch: 9 [2816/45000]	Loss: 0.4500	LR: 0.020000
Training Epoch: 9 [3072/45000]	Loss: 0.4050	LR: 0.020000
Training Epoch: 9 [3328/45000]	Loss: 0.3511	LR: 0.020000
Training Epoch: 9 [3584/45000]	Loss: 0.3715	LR: 0.020000
Training Epoch: 9 [3840/45000]	Loss: 0.4175	LR: 0.020000
Training Epoch: 9 [4096/45000]	Loss: 0.4707	LR: 0.020000
Training Epoch: 9 [4352/45000]	Loss: 0.3937	LR: 0.020000
Training Epoch: 9 [4608/45000]	Loss: 0.4706	LR: 0.020000
Training Epoch: 9 [4864/45000]	Loss: 0.4971	LR: 0.020000
Training Epoch: 9 [5120/45000]	Loss: 0.4171	LR: 0.020000
Training Epoch: 9 [5376/45000]	Loss: 0.4449	LR: 0.020000
Training Epoch: 9 [5632/45000]	Loss: 0.4045	LR: 0.020000
Training Epoch: 9 [5888/45000]	Loss: 0.5372	LR: 0.020000
Training Epoch: 9 [6144/45000]	Loss: 0.3244	LR: 0.020000
Training Epoch: 9 [6400/45000]	Loss: 0.4086	LR: 0.020000
Training Epoch: 9 [6656/45000]	Loss: 0.4412	LR: 0.020000
Training Epoch: 9 [6912/45000]	Loss: 0.3378	LR: 0.020000
Training Epoch: 9 [7168/45000]	Loss: 0.3415	LR: 0.020000
Training Epoch: 9 [7424/45000]	Loss: 0.4106	LR: 0.020000
Training Epoch: 9 [7680/45000]	Loss: 0.4373	LR: 0.020000
Training Epoch: 9 [7936/45000]	Loss: 0.4017	LR: 0.020000
Training Epoch: 9 [8192/45000]	Loss: 0.4806	LR: 0.020000
Training Epoch: 9 [8448/45000]	Loss: 0.5355	LR: 0.020000
Training Epoch: 9 [8704/45000]	Loss: 0.4215	LR: 0.020000
Training Epoch: 9 [8960/45000]	Loss: 0.3830	LR: 0.020000
Training Epoch: 9 [9216/45000]	Loss: 0.3986	LR: 0.020000
Training Epoch: 9 [9472/45000]	Loss: 0.4709	LR: 0.020000
Training Epoch: 9 [9728/45000]	Loss: 0.3960	LR: 0.020000
Training Epoch: 9 [9984/45000]	Loss: 0.3919	LR: 0.020000
Training Epoch: 9 [10240/45000]	Loss: 0.3833	LR: 0.020000
Training Epoch: 9 [10496/45000]	Loss: 0.5875	LR: 0.020000
Training Epoch: 9 [10752/45000]	Loss: 0.4423	LR: 0.020000
Training Epoch: 9 [11008/45000]	Loss: 0.4430	LR: 0.020000
Training Epoch: 9 [11264/45000]	Loss: 0.4268	LR: 0.020000
Training Epoch: 9 [11520/45000]	Loss: 0.4830	LR: 0.020000
Training Epoch: 9 [11776/45000]	Loss: 0.3886	LR: 0.020000
Training Epoch: 9 [12032/45000]	Loss: 0.4316	LR: 0.020000
Training Epoch: 9 [12288/45000]	Loss: 0.4868	LR: 0.020000
Training Epoch: 9 [12544/45000]	Loss: 0.3052	LR: 0.020000
Training Epoch: 9 [12800/45000]	Loss: 0.4127	LR: 0.020000
Training Epoch: 9 [13056/45000]	Loss: 0.4241	LR: 0.020000
Training Epoch: 9 [13312/45000]	Loss: 0.4594	LR: 0.020000
Training Epoch: 9 [13568/45000]	Loss: 0.4186	LR: 0.020000
Training Epoch: 9 [13824/45000]	Loss: 0.4075	LR: 0.020000
Training Epoch: 9 [14080/45000]	Loss: 0.4038	LR: 0.020000
Training Epoch: 9 [14336/45000]	Loss: 0.4039	LR: 0.020000
Training Epoch: 9 [14592/45000]	Loss: 0.3298	LR: 0.020000
Training Epoch: 9 [14848/45000]	Loss: 0.4454	LR: 0.020000
Training Epoch: 9 [15104/45000]	Loss: 0.4549	LR: 0.020000
Training Epoch: 9 [15360/45000]	Loss: 0.5300	LR: 0.020000
Training Epoch: 9 [15616/45000]	Loss: 0.5766	LR: 0.020000
Training Epoch: 9 [15872/45000]	Loss: 0.4441	LR: 0.020000
Training Epoch: 9 [16128/45000]	Loss: 0.3655	LR: 0.020000
Training Epoch: 9 [16384/45000]	Loss: 0.3394	LR: 0.020000
Training Epoch: 9 [16640/45000]	Loss: 0.4091	LR: 0.020000
Training Epoch: 9 [16896/45000]	Loss: 0.3979	LR: 0.020000
Training Epoch: 9 [17152/45000]	Loss: 0.3956	LR: 0.020000
Training Epoch: 9 [17408/45000]	Loss: 0.3986	LR: 0.020000
Training Epoch: 9 [17664/45000]	Loss: 0.4280	LR: 0.020000
Training Epoch: 9 [17920/45000]	Loss: 0.4434	LR: 0.020000
Training Epoch: 9 [18176/45000]	Loss: 0.3629	LR: 0.020000
Training Epoch: 9 [18432/45000]	Loss: 0.3873	LR: 0.020000
Training Epoch: 9 [18688/45000]	Loss: 0.4376	LR: 0.020000
Training Epoch: 9 [18944/45000]	Loss: 0.3686	LR: 0.020000
Training Epoch: 9 [19200/45000]	Loss: 0.3822	LR: 0.020000
Training Epoch: 9 [19456/45000]	Loss: 0.4437	LR: 0.020000
Training Epoch: 9 [19712/45000]	Loss: 0.4349	LR: 0.020000
Training Epoch: 9 [19968/45000]	Loss: 0.5033	LR: 0.020000
Training Epoch: 9 [20224/45000]	Loss: 0.4638	LR: 0.020000
Training Epoch: 9 [20480/45000]	Loss: 0.5074	LR: 0.020000
Training Epoch: 9 [20736/45000]	Loss: 0.4280	LR: 0.020000
Training Epoch: 9 [20992/45000]	Loss: 0.4186	LR: 0.020000
Training Epoch: 9 [21248/45000]	Loss: 0.4327	LR: 0.020000
Training Epoch: 9 [21504/45000]	Loss: 0.4005	LR: 0.020000
Training Epoch: 9 [21760/45000]	Loss: 0.3523	LR: 0.020000
Training Epoch: 9 [22016/45000]	Loss: 0.3947	LR: 0.020000
Training Epoch: 9 [22272/45000]	Loss: 0.4923	LR: 0.020000
Training Epoch: 9 [22528/45000]	Loss: 0.4569	LR: 0.020000
Training Epoch: 9 [22784/45000]	Loss: 0.4455	LR: 0.020000
Training Epoch: 9 [23040/45000]	Loss: 0.4336	LR: 0.020000
Training Epoch: 9 [23296/45000]	Loss: 0.3291	LR: 0.020000
Training Epoch: 9 [23552/45000]	Loss: 0.3404	LR: 0.020000
Training Epoch: 9 [23808/45000]	Loss: 0.4939	LR: 0.020000
Training Epoch: 9 [24064/45000]	Loss: 0.4120	LR: 0.020000
Training Epoch: 9 [24320/45000]	Loss: 0.4978	LR: 0.020000
Training Epoch: 9 [24576/45000]	Loss: 0.3018	LR: 0.020000
Training Epoch: 9 [24832/45000]	Loss: 0.3938	LR: 0.020000
Training Epoch: 9 [25088/45000]	Loss: 0.4979	LR: 0.020000
Training Epoch: 9 [25344/45000]	Loss: 0.4277	LR: 0.020000
Training Epoch: 9 [25600/45000]	Loss: 0.5338	LR: 0.020000
Training Epoch: 9 [25856/45000]	Loss: 0.3782	LR: 0.020000
Training Epoch: 9 [26112/45000]	Loss: 0.3343	LR: 0.020000
Training Epoch: 9 [26368/45000]	Loss: 0.3684	LR: 0.020000
Training Epoch: 9 [26624/45000]	Loss: 0.3586	LR: 0.020000
Training Epoch: 9 [26880/45000]	Loss: 0.4101	LR: 0.020000
Training Epoch: 9 [27136/45000]	Loss: 0.4231	LR: 0.020000
Training Epoch: 9 [27392/45000]	Loss: 0.3964	LR: 0.020000
Training Epoch: 9 [27648/45000]	Loss: 0.3587	LR: 0.020000
Training Epoch: 9 [27904/45000]	Loss: 0.4233	LR: 0.020000
Training Epoch: 9 [28160/45000]	Loss: 0.3691	LR: 0.020000
Training Epoch: 9 [28416/45000]	Loss: 0.4097	LR: 0.020000
Training Epoch: 9 [28672/45000]	Loss: 0.3501	LR: 0.020000
Training Epoch: 9 [28928/45000]	Loss: 0.3919	LR: 0.020000
Training Epoch: 9 [29184/45000]	Loss: 0.4217	LR: 0.020000
Training Epoch: 9 [29440/45000]	Loss: 0.3719	LR: 0.020000
Training Epoch: 9 [29696/45000]	Loss: 0.3999	LR: 0.020000
Training Epoch: 9 [29952/45000]	Loss: 0.4693	LR: 0.020000
Training Epoch: 9 [30208/45000]	Loss: 0.4317	LR: 0.020000
Training Epoch: 9 [30464/45000]	Loss: 0.3677	LR: 0.020000
Training Epoch: 9 [30720/45000]	Loss: 0.4357	LR: 0.020000
Training Epoch: 9 [30976/45000]	Loss: 0.3902	LR: 0.020000
Training Epoch: 9 [31232/45000]	Loss: 0.3837	LR: 0.020000
Training Epoch: 9 [31488/45000]	Loss: 0.3253	LR: 0.020000
Training Epoch: 9 [31744/45000]	Loss: 0.4353	LR: 0.020000
Training Epoch: 9 [32000/45000]	Loss: 0.3838	LR: 0.020000
Training Epoch: 9 [32256/45000]	Loss: 0.4828	LR: 0.020000
Training Epoch: 9 [32512/45000]	Loss: 0.2952	LR: 0.020000
Training Epoch: 9 [32768/45000]	Loss: 0.4626	LR: 0.020000
Training Epoch: 9 [33024/45000]	Loss: 0.3022	LR: 0.020000
Training Epoch: 9 [33280/45000]	Loss: 0.5500	LR: 0.020000
Training Epoch: 9 [33536/45000]	Loss: 0.3819	LR: 0.020000
Training Epoch: 9 [33792/45000]	Loss: 0.3936	LR: 0.020000
Training Epoch: 9 [34048/45000]	Loss: 0.4383	LR: 0.020000
Training Epoch: 9 [34304/45000]	Loss: 0.3655	LR: 0.020000
Training Epoch: 9 [34560/45000]	Loss: 0.3715	LR: 0.020000
Training Epoch: 9 [34816/45000]	Loss: 0.4703	LR: 0.020000
Training Epoch: 9 [35072/45000]	Loss: 0.3972	LR: 0.020000
Training Epoch: 9 [35328/45000]	Loss: 0.4406	LR: 0.020000
Training Epoch: 9 [35584/45000]	Loss: 0.4405	LR: 0.020000
Training Epoch: 9 [35840/45000]	Loss: 0.3681	LR: 0.020000
Training Epoch: 9 [36096/45000]	Loss: 0.3953	LR: 0.020000
Training Epoch: 9 [36352/45000]	Loss: 0.4204	LR: 0.020000
Training Epoch: 9 [36608/45000]	Loss: 0.4338	LR: 0.020000
Training Epoch: 9 [36864/45000]	Loss: 0.3703	LR: 0.020000
Training Epoch: 9 [37120/45000]	Loss: 0.3561	LR: 0.020000
Training Epoch: 9 [37376/45000]	Loss: 0.3764	LR: 0.020000
Training Epoch: 9 [37632/45000]	Loss: 0.3923	LR: 0.020000
Training Epoch: 9 [37888/45000]	Loss: 0.4925	LR: 0.020000
Training Epoch: 9 [38144/45000]	Loss: 0.4976	LR: 0.020000
Training Epoch: 9 [38400/45000]	Loss: 0.3774	LR: 0.020000
Training Epoch: 9 [38656/45000]	Loss: 0.4676	LR: 0.020000
Training Epoch: 9 [38912/45000]	Loss: 0.3359	LR: 0.020000
Training Epoch: 9 [39168/45000]	Loss: 0.4378	LR: 0.020000
Training Epoch: 9 [39424/45000]	Loss: 0.4040	LR: 0.020000
Training Epoch: 9 [39680/45000]	Loss: 0.4386	LR: 0.020000
Training Epoch: 9 [39936/45000]	Loss: 0.3747	LR: 0.020000
Training Epoch: 9 [40192/45000]	Loss: 0.3908	LR: 0.020000
Training Epoch: 9 [40448/45000]	Loss: 0.4644	LR: 0.020000
Training Epoch: 9 [40704/45000]	Loss: 0.3724	LR: 0.020000
Training Epoch: 9 [40960/45000]	Loss: 0.3576	LR: 0.020000
Training Epoch: 9 [41216/45000]	Loss: 0.4403	LR: 0.020000
Training Epoch: 9 [41472/45000]	Loss: 0.3772	LR: 0.020000
Training Epoch: 9 [41728/45000]	Loss: 0.4120	LR: 0.020000
Training Epoch: 9 [41984/45000]	Loss: 0.3607	LR: 0.020000
Training Epoch: 9 [42240/45000]	Loss: 0.3700	LR: 0.020000
Training Epoch: 9 [42496/45000]	Loss: 0.3648	LR: 0.020000
Training Epoch: 9 [42752/45000]	Loss: 0.4737	LR: 0.020000
Training Epoch: 9 [43008/45000]	Loss: 0.3786	LR: 0.020000
Training Epoch: 9 [43264/45000]	Loss: 0.4801	LR: 0.020000
Training Epoch: 9 [43520/45000]	Loss: 0.4234	LR: 0.020000
Training Epoch: 9 [43776/45000]	Loss: 0.3652	LR: 0.020000
Training Epoch: 9 [44032/45000]	Loss: 0.4621	LR: 0.020000
Training Epoch: 9 [44288/45000]	Loss: 0.4272	LR: 0.020000
Training Epoch: 9 [44544/45000]	Loss: 0.4561	LR: 0.020000
Training Epoch: 9 [44800/45000]	Loss: 0.3866	LR: 0.020000
Training Epoch: 9 [45000/45000]	Loss: 0.3806	LR: 0.020000
Epoch 9 - Average Train Loss: 0.4153, Train Accuracy: 0.8539
Epoch 9 training time consumed: 27.55s
Evaluating Network.....
Test set: Epoch: 9, Average loss: 0.0017, Accuracy: 0.8577, Time consumed:0.98s
Saving weights file to checkpoint/retrain/ResNet18/Sunday_21_September_2025_21h_46m_51s/ResNet18-Cifar10-seed5-ret0-9-best.pth
Training Epoch: 10 [256/45000]	Loss: 0.4256	LR: 0.020000
Training Epoch: 10 [512/45000]	Loss: 0.4731	LR: 0.020000
Training Epoch: 10 [768/45000]	Loss: 0.3662	LR: 0.020000
Training Epoch: 10 [1024/45000]	Loss: 0.4512	LR: 0.020000
Training Epoch: 10 [1280/45000]	Loss: 0.3472	LR: 0.020000
Training Epoch: 10 [1536/45000]	Loss: 0.4412	LR: 0.020000
Training Epoch: 10 [1792/45000]	Loss: 0.4471	LR: 0.020000
Training Epoch: 10 [2048/45000]	Loss: 0.3524	LR: 0.020000
Training Epoch: 10 [2304/45000]	Loss: 0.3908	LR: 0.020000
Training Epoch: 10 [2560/45000]	Loss: 0.4089	LR: 0.020000
Training Epoch: 10 [2816/45000]	Loss: 0.4923	LR: 0.020000
Training Epoch: 10 [3072/45000]	Loss: 0.3309	LR: 0.020000
Training Epoch: 10 [3328/45000]	Loss: 0.3769	LR: 0.020000
Training Epoch: 10 [3584/45000]	Loss: 0.2792	LR: 0.020000
Training Epoch: 10 [3840/45000]	Loss: 0.4077	LR: 0.020000
Training Epoch: 10 [4096/45000]	Loss: 0.3546	LR: 0.020000
Training Epoch: 10 [4352/45000]	Loss: 0.3942	LR: 0.020000
Training Epoch: 10 [4608/45000]	Loss: 0.3832	LR: 0.020000
Training Epoch: 10 [4864/45000]	Loss: 0.3503	LR: 0.020000
Training Epoch: 10 [5120/45000]	Loss: 0.4277	LR: 0.020000
Training Epoch: 10 [5376/45000]	Loss: 0.4189	LR: 0.020000
Training Epoch: 10 [5632/45000]	Loss: 0.4042	LR: 0.020000
Training Epoch: 10 [5888/45000]	Loss: 0.3623	LR: 0.020000
Training Epoch: 10 [6144/45000]	Loss: 0.4367	LR: 0.020000
Training Epoch: 10 [6400/45000]	Loss: 0.3848	LR: 0.020000
Training Epoch: 10 [6656/45000]	Loss: 0.3277	LR: 0.020000
Training Epoch: 10 [6912/45000]	Loss: 0.4061	LR: 0.020000
Training Epoch: 10 [7168/45000]	Loss: 0.3030	LR: 0.020000
Training Epoch: 10 [7424/45000]	Loss: 0.2391	LR: 0.020000
Training Epoch: 10 [7680/45000]	Loss: 0.5533	LR: 0.020000
Training Epoch: 10 [7936/45000]	Loss: 0.4318	LR: 0.020000
Training Epoch: 10 [8192/45000]	Loss: 0.4014	LR: 0.020000
Training Epoch: 10 [8448/45000]	Loss: 0.3634	LR: 0.020000
Training Epoch: 10 [8704/45000]	Loss: 0.3995	LR: 0.020000
Training Epoch: 10 [8960/45000]	Loss: 0.3270	LR: 0.020000
Training Epoch: 10 [9216/45000]	Loss: 0.4282	LR: 0.020000
Training Epoch: 10 [9472/45000]	Loss: 0.4891	LR: 0.020000
Training Epoch: 10 [9728/45000]	Loss: 0.4701	LR: 0.020000
Training Epoch: 10 [9984/45000]	Loss: 0.3622	LR: 0.020000
Training Epoch: 10 [10240/45000]	Loss: 0.4496	LR: 0.020000
Training Epoch: 10 [10496/45000]	Loss: 0.4063	LR: 0.020000
Training Epoch: 10 [10752/45000]	Loss: 0.4193	LR: 0.020000
Training Epoch: 10 [11008/45000]	Loss: 0.4176	LR: 0.020000
Training Epoch: 10 [11264/45000]	Loss: 0.4016	LR: 0.020000
Training Epoch: 10 [11520/45000]	Loss: 0.4707	LR: 0.020000
Training Epoch: 10 [11776/45000]	Loss: 0.3648	LR: 0.020000
Training Epoch: 10 [12032/45000]	Loss: 0.4318	LR: 0.020000
Training Epoch: 10 [12288/45000]	Loss: 0.4521	LR: 0.020000
Training Epoch: 10 [12544/45000]	Loss: 0.3698	LR: 0.020000
Training Epoch: 10 [12800/45000]	Loss: 0.4734	LR: 0.020000
Training Epoch: 10 [13056/45000]	Loss: 0.4210	LR: 0.020000
Training Epoch: 10 [13312/45000]	Loss: 0.3120	LR: 0.020000
Training Epoch: 10 [13568/45000]	Loss: 0.3519	LR: 0.020000
Training Epoch: 10 [13824/45000]	Loss: 0.3546	LR: 0.020000
Training Epoch: 10 [14080/45000]	Loss: 0.4807	LR: 0.020000
Training Epoch: 10 [14336/45000]	Loss: 0.3312	LR: 0.020000
Training Epoch: 10 [14592/45000]	Loss: 0.4080	LR: 0.020000
Training Epoch: 10 [14848/45000]	Loss: 0.4680	LR: 0.020000
Training Epoch: 10 [15104/45000]	Loss: 0.4049	LR: 0.020000
Training Epoch: 10 [15360/45000]	Loss: 0.3544	LR: 0.020000
Training Epoch: 10 [15616/45000]	Loss: 0.3731	LR: 0.020000
Training Epoch: 10 [15872/45000]	Loss: 0.3647	LR: 0.020000
Training Epoch: 10 [16128/45000]	Loss: 0.3904	LR: 0.020000
Training Epoch: 10 [16384/45000]	Loss: 0.3919	LR: 0.020000
Training Epoch: 10 [16640/45000]	Loss: 0.3985	LR: 0.020000
Training Epoch: 10 [16896/45000]	Loss: 0.4408	LR: 0.020000
Training Epoch: 10 [17152/45000]	Loss: 0.3677	LR: 0.020000
Training Epoch: 10 [17408/45000]	Loss: 0.3932	LR: 0.020000
Training Epoch: 10 [17664/45000]	Loss: 0.3810	LR: 0.020000
Training Epoch: 10 [17920/45000]	Loss: 0.3081	LR: 0.020000
Training Epoch: 10 [18176/45000]	Loss: 0.4897	LR: 0.020000
Training Epoch: 10 [18432/45000]	Loss: 0.3800	LR: 0.020000
Training Epoch: 10 [18688/45000]	Loss: 0.4212	LR: 0.020000
Training Epoch: 10 [18944/45000]	Loss: 0.2686	LR: 0.020000
Training Epoch: 10 [19200/45000]	Loss: 0.3497	LR: 0.020000
Training Epoch: 10 [19456/45000]	Loss: 0.3748	LR: 0.020000
Training Epoch: 10 [19712/45000]	Loss: 0.4316	LR: 0.020000
Training Epoch: 10 [19968/45000]	Loss: 0.3305	LR: 0.020000
Training Epoch: 10 [20224/45000]	Loss: 0.5037	LR: 0.020000
Training Epoch: 10 [20480/45000]	Loss: 0.3491	LR: 0.020000
Training Epoch: 10 [20736/45000]	Loss: 0.3927	LR: 0.020000
Training Epoch: 10 [20992/45000]	Loss: 0.4112	LR: 0.020000
Training Epoch: 10 [21248/45000]	Loss: 0.3329	LR: 0.020000
Training Epoch: 10 [21504/45000]	Loss: 0.4298	LR: 0.020000
Training Epoch: 10 [21760/45000]	Loss: 0.3936	LR: 0.020000
Training Epoch: 10 [22016/45000]	Loss: 0.3786	LR: 0.020000
Training Epoch: 10 [22272/45000]	Loss: 0.3084	LR: 0.020000
Training Epoch: 10 [22528/45000]	Loss: 0.3754	LR: 0.020000
Training Epoch: 10 [22784/45000]	Loss: 0.3732	LR: 0.020000
Training Epoch: 10 [23040/45000]	Loss: 0.3735	LR: 0.020000
Training Epoch: 10 [23296/45000]	Loss: 0.4282	LR: 0.020000
Training Epoch: 10 [23552/45000]	Loss: 0.4935	LR: 0.020000
Training Epoch: 10 [23808/45000]	Loss: 0.3714	LR: 0.020000
Training Epoch: 10 [24064/45000]	Loss: 0.4086	LR: 0.020000
Training Epoch: 10 [24320/45000]	Loss: 0.4360	LR: 0.020000
Training Epoch: 10 [24576/45000]	Loss: 0.4007	LR: 0.020000
Training Epoch: 10 [24832/45000]	Loss: 0.3919	LR: 0.020000
Training Epoch: 10 [25088/45000]	Loss: 0.3147	LR: 0.020000
Training Epoch: 10 [25344/45000]	Loss: 0.3701	LR: 0.020000
Training Epoch: 10 [25600/45000]	Loss: 0.3770	LR: 0.020000
Training Epoch: 10 [25856/45000]	Loss: 0.3602	LR: 0.020000
Training Epoch: 10 [26112/45000]	Loss: 0.3262	LR: 0.020000
Training Epoch: 10 [26368/45000]	Loss: 0.4070	LR: 0.020000
Training Epoch: 10 [26624/45000]	Loss: 0.3944	LR: 0.020000
Training Epoch: 10 [26880/45000]	Loss: 0.4317	LR: 0.020000
Training Epoch: 10 [27136/45000]	Loss: 0.4018	LR: 0.020000
Training Epoch: 10 [27392/45000]	Loss: 0.3570	LR: 0.020000
Training Epoch: 10 [27648/45000]	Loss: 0.3980	LR: 0.020000
Training Epoch: 10 [27904/45000]	Loss: 0.3229	LR: 0.020000
Training Epoch: 10 [28160/45000]	Loss: 0.4541	LR: 0.020000
Training Epoch: 10 [28416/45000]	Loss: 0.3993	LR: 0.020000
Training Epoch: 10 [28672/45000]	Loss: 0.3564	LR: 0.020000
Training Epoch: 10 [28928/45000]	Loss: 0.4753	LR: 0.020000
Training Epoch: 10 [29184/45000]	Loss: 0.5023	LR: 0.020000
Training Epoch: 10 [29440/45000]	Loss: 0.4097	LR: 0.020000
Training Epoch: 10 [29696/45000]	Loss: 0.3581	LR: 0.020000
Training Epoch: 10 [29952/45000]	Loss: 0.3971	LR: 0.020000
Training Epoch: 10 [30208/45000]	Loss: 0.4936	LR: 0.020000
Training Epoch: 10 [30464/45000]	Loss: 0.3953	LR: 0.020000
Training Epoch: 10 [30720/45000]	Loss: 0.5018	LR: 0.020000
Training Epoch: 10 [30976/45000]	Loss: 0.3393	LR: 0.020000
Training Epoch: 10 [31232/45000]	Loss: 0.4614	LR: 0.020000
Training Epoch: 10 [31488/45000]	Loss: 0.3363	LR: 0.020000
Training Epoch: 10 [31744/45000]	Loss: 0.3475	LR: 0.020000
Training Epoch: 10 [32000/45000]	Loss: 0.4988	LR: 0.020000
Training Epoch: 10 [32256/45000]	Loss: 0.4194	LR: 0.020000
Training Epoch: 10 [32512/45000]	Loss: 0.3100	LR: 0.020000
Training Epoch: 10 [32768/45000]	Loss: 0.3546	LR: 0.020000
Training Epoch: 10 [33024/45000]	Loss: 0.3314	LR: 0.020000
Training Epoch: 10 [33280/45000]	Loss: 0.4228	LR: 0.020000
Training Epoch: 10 [33536/45000]	Loss: 0.3893	LR: 0.020000
Training Epoch: 10 [33792/45000]	Loss: 0.3518	LR: 0.020000
Training Epoch: 10 [34048/45000]	Loss: 0.3481	LR: 0.020000
Training Epoch: 10 [34304/45000]	Loss: 0.4285	LR: 0.020000
Training Epoch: 10 [34560/45000]	Loss: 0.4296	LR: 0.020000
Training Epoch: 10 [34816/45000]	Loss: 0.4375	LR: 0.020000
Training Epoch: 10 [35072/45000]	Loss: 0.4139	LR: 0.020000
Training Epoch: 10 [35328/45000]	Loss: 0.4014	LR: 0.020000
Training Epoch: 10 [35584/45000]	Loss: 0.3146	LR: 0.020000
Training Epoch: 10 [35840/45000]	Loss: 0.4232	LR: 0.020000
Training Epoch: 10 [36096/45000]	Loss: 0.3922	LR: 0.020000
Training Epoch: 10 [36352/45000]	Loss: 0.4197	LR: 0.020000
Training Epoch: 10 [36608/45000]	Loss: 0.2833	LR: 0.020000
Training Epoch: 10 [36864/45000]	Loss: 0.4819	LR: 0.020000
Training Epoch: 10 [37120/45000]	Loss: 0.3291	LR: 0.020000
Training Epoch: 10 [37376/45000]	Loss: 0.4405	LR: 0.020000
Training Epoch: 10 [37632/45000]	Loss: 0.4312	LR: 0.020000
Training Epoch: 10 [37888/45000]	Loss: 0.3549	LR: 0.020000
Training Epoch: 10 [38144/45000]	Loss: 0.3563	LR: 0.020000
Training Epoch: 10 [38400/45000]	Loss: 0.4010	LR: 0.020000
Training Epoch: 10 [38656/45000]	Loss: 0.4140	LR: 0.020000
Training Epoch: 10 [38912/45000]	Loss: 0.3181	LR: 0.020000
Training Epoch: 10 [39168/45000]	Loss: 0.4958	LR: 0.020000
Training Epoch: 10 [39424/45000]	Loss: 0.3591	LR: 0.020000
Training Epoch: 10 [39680/45000]	Loss: 0.4106	LR: 0.020000
Training Epoch: 10 [39936/45000]	Loss: 0.3847	LR: 0.020000
Training Epoch: 10 [40192/45000]	Loss: 0.4070	LR: 0.020000
Training Epoch: 10 [40448/45000]	Loss: 0.3232	LR: 0.020000
Training Epoch: 10 [40704/45000]	Loss: 0.3271	LR: 0.020000
Training Epoch: 10 [40960/45000]	Loss: 0.4583	LR: 0.020000
Training Epoch: 10 [41216/45000]	Loss: 0.3825	LR: 0.020000
Training Epoch: 10 [41472/45000]	Loss: 0.3455	LR: 0.020000
Training Epoch: 10 [41728/45000]	Loss: 0.3985	LR: 0.020000
Training Epoch: 10 [41984/45000]	Loss: 0.3980	LR: 0.020000
Training Epoch: 10 [42240/45000]	Loss: 0.3962	LR: 0.020000
Training Epoch: 10 [42496/45000]	Loss: 0.3800	LR: 0.020000
Training Epoch: 10 [42752/45000]	Loss: 0.4373	LR: 0.020000
Training Epoch: 10 [43008/45000]	Loss: 0.2745	LR: 0.020000
Training Epoch: 10 [43264/45000]	Loss: 0.3668	LR: 0.020000
Training Epoch: 10 [43520/45000]	Loss: 0.3025	LR: 0.020000
Training Epoch: 10 [43776/45000]	Loss: 0.3926	LR: 0.020000
Training Epoch: 10 [44032/45000]	Loss: 0.4367	LR: 0.020000
Training Epoch: 10 [44288/45000]	Loss: 0.4167	LR: 0.020000
Training Epoch: 10 [44544/45000]	Loss: 0.4242	LR: 0.020000
Training Epoch: 10 [44800/45000]	Loss: 0.3584	LR: 0.020000
Training Epoch: 10 [45000/45000]	Loss: 0.4159	LR: 0.020000
Epoch 10 - Average Train Loss: 0.3934, Train Accuracy: 0.8624
Epoch 10 training time consumed: 27.66s
Evaluating Network.....
Test set: Epoch: 10, Average loss: 0.0016, Accuracy: 0.8571, Time consumed:0.96s
Training Epoch: 11 [256/45000]	Loss: 0.3788	LR: 0.020000
Training Epoch: 11 [512/45000]	Loss: 0.4755	LR: 0.020000
Training Epoch: 11 [768/45000]	Loss: 0.3604	LR: 0.020000
Training Epoch: 11 [1024/45000]	Loss: 0.3318	LR: 0.020000
Training Epoch: 11 [1280/45000]	Loss: 0.4051	LR: 0.020000
Training Epoch: 11 [1536/45000]	Loss: 0.3935	LR: 0.020000
Training Epoch: 11 [1792/45000]	Loss: 0.4170	LR: 0.020000
Training Epoch: 11 [2048/45000]	Loss: 0.4143	LR: 0.020000
Training Epoch: 11 [2304/45000]	Loss: 0.3107	LR: 0.020000
Training Epoch: 11 [2560/45000]	Loss: 0.3674	LR: 0.020000
Training Epoch: 11 [2816/45000]	Loss: 0.3796	LR: 0.020000
Training Epoch: 11 [3072/45000]	Loss: 0.4382	LR: 0.020000
Training Epoch: 11 [3328/45000]	Loss: 0.3681	LR: 0.020000
Training Epoch: 11 [3584/45000]	Loss: 0.3371	LR: 0.020000
Training Epoch: 11 [3840/45000]	Loss: 0.3544	LR: 0.020000
Training Epoch: 11 [4096/45000]	Loss: 0.3407	LR: 0.020000
Training Epoch: 11 [4352/45000]	Loss: 0.3942	LR: 0.020000
Training Epoch: 11 [4608/45000]	Loss: 0.4172	LR: 0.020000
Training Epoch: 11 [4864/45000]	Loss: 0.3536	LR: 0.020000
Training Epoch: 11 [5120/45000]	Loss: 0.3023	LR: 0.020000
Training Epoch: 11 [5376/45000]	Loss: 0.3307	LR: 0.020000
Training Epoch: 11 [5632/45000]	Loss: 0.2736	LR: 0.020000
Training Epoch: 11 [5888/45000]	Loss: 0.4735	LR: 0.020000
Training Epoch: 11 [6144/45000]	Loss: 0.4038	LR: 0.020000
Training Epoch: 11 [6400/45000]	Loss: 0.3751	LR: 0.020000
Training Epoch: 11 [6656/45000]	Loss: 0.3101	LR: 0.020000
Training Epoch: 11 [6912/45000]	Loss: 0.4902	LR: 0.020000
Training Epoch: 11 [7168/45000]	Loss: 0.2801	LR: 0.020000
Training Epoch: 11 [7424/45000]	Loss: 0.4295	LR: 0.020000
Training Epoch: 11 [7680/45000]	Loss: 0.3513	LR: 0.020000
Training Epoch: 11 [7936/45000]	Loss: 0.4425	LR: 0.020000
Training Epoch: 11 [8192/45000]	Loss: 0.3619	LR: 0.020000
Training Epoch: 11 [8448/45000]	Loss: 0.3379	LR: 0.020000
Training Epoch: 11 [8704/45000]	Loss: 0.3930	LR: 0.020000
Training Epoch: 11 [8960/45000]	Loss: 0.3937	LR: 0.020000
Training Epoch: 11 [9216/45000]	Loss: 0.4328	LR: 0.020000
Training Epoch: 11 [9472/45000]	Loss: 0.4619	LR: 0.020000
Training Epoch: 11 [9728/45000]	Loss: 0.2899	LR: 0.020000
Training Epoch: 11 [9984/45000]	Loss: 0.4453	LR: 0.020000
Training Epoch: 11 [10240/45000]	Loss: 0.3768	LR: 0.020000
Training Epoch: 11 [10496/45000]	Loss: 0.4163	LR: 0.020000
Training Epoch: 11 [10752/45000]	Loss: 0.3551	LR: 0.020000
Training Epoch: 11 [11008/45000]	Loss: 0.4057	LR: 0.020000
Training Epoch: 11 [11264/45000]	Loss: 0.3544	LR: 0.020000
Training Epoch: 11 [11520/45000]	Loss: 0.5109	LR: 0.020000
Training Epoch: 11 [11776/45000]	Loss: 0.2818	LR: 0.020000
Training Epoch: 11 [12032/45000]	Loss: 0.4188	LR: 0.020000
Training Epoch: 11 [12288/45000]	Loss: 0.2973	LR: 0.020000
Training Epoch: 11 [12544/45000]	Loss: 0.3751	LR: 0.020000
Training Epoch: 11 [12800/45000]	Loss: 0.2763	LR: 0.020000
Training Epoch: 11 [13056/45000]	Loss: 0.3049	LR: 0.020000
Training Epoch: 11 [13312/45000]	Loss: 0.3440	LR: 0.020000
Training Epoch: 11 [13568/45000]	Loss: 0.3267	LR: 0.020000
Training Epoch: 11 [13824/45000]	Loss: 0.3072	LR: 0.020000
Training Epoch: 11 [14080/45000]	Loss: 0.4387	LR: 0.020000
Training Epoch: 11 [14336/45000]	Loss: 0.3154	LR: 0.020000
Training Epoch: 11 [14592/45000]	Loss: 0.3652	LR: 0.020000
Training Epoch: 11 [14848/45000]	Loss: 0.3438	LR: 0.020000
Training Epoch: 11 [15104/45000]	Loss: 0.3801	LR: 0.020000
Training Epoch: 11 [15360/45000]	Loss: 0.3423	LR: 0.020000
Training Epoch: 11 [15616/45000]	Loss: 0.3022	LR: 0.020000
Training Epoch: 11 [15872/45000]	Loss: 0.3837	LR: 0.020000
Training Epoch: 11 [16128/45000]	Loss: 0.3601	LR: 0.020000
Training Epoch: 11 [16384/45000]	Loss: 0.5074	LR: 0.020000
Training Epoch: 11 [16640/45000]	Loss: 0.3040	LR: 0.020000
Training Epoch: 11 [16896/45000]	Loss: 0.3919	LR: 0.020000
Training Epoch: 11 [17152/45000]	Loss: 0.3344	LR: 0.020000
Training Epoch: 11 [17408/45000]	Loss: 0.2964	LR: 0.020000
Training Epoch: 11 [17664/45000]	Loss: 0.3336	LR: 0.020000
Training Epoch: 11 [17920/45000]	Loss: 0.2936	LR: 0.020000
Training Epoch: 11 [18176/45000]	Loss: 0.4195	LR: 0.020000
Training Epoch: 11 [18432/45000]	Loss: 0.3856	LR: 0.020000
Training Epoch: 11 [18688/45000]	Loss: 0.3395	LR: 0.020000
Training Epoch: 11 [18944/45000]	Loss: 0.4004	LR: 0.020000
Training Epoch: 11 [19200/45000]	Loss: 0.3976	LR: 0.020000
Training Epoch: 11 [19456/45000]	Loss: 0.3780	LR: 0.020000
Training Epoch: 11 [19712/45000]	Loss: 0.3768	LR: 0.020000
Training Epoch: 11 [19968/45000]	Loss: 0.4356	LR: 0.020000
Training Epoch: 11 [20224/45000]	Loss: 0.3469	LR: 0.020000
Training Epoch: 11 [20480/45000]	Loss: 0.3846	LR: 0.020000
Training Epoch: 11 [20736/45000]	Loss: 0.3110	LR: 0.020000
Training Epoch: 11 [20992/45000]	Loss: 0.3564	LR: 0.020000
Training Epoch: 11 [21248/45000]	Loss: 0.3985	LR: 0.020000
Training Epoch: 11 [21504/45000]	Loss: 0.3845	LR: 0.020000
Training Epoch: 11 [21760/45000]	Loss: 0.3941	LR: 0.020000
Training Epoch: 11 [22016/45000]	Loss: 0.3894	LR: 0.020000
Training Epoch: 11 [22272/45000]	Loss: 0.3972	LR: 0.020000
Training Epoch: 11 [22528/45000]	Loss: 0.3893	LR: 0.020000
Training Epoch: 11 [22784/45000]	Loss: 0.3048	LR: 0.020000
Training Epoch: 11 [23040/45000]	Loss: 0.3114	LR: 0.020000
Training Epoch: 11 [23296/45000]	Loss: 0.4334	LR: 0.020000
Training Epoch: 11 [23552/45000]	Loss: 0.3058	LR: 0.020000
Training Epoch: 11 [23808/45000]	Loss: 0.3093	LR: 0.020000
Training Epoch: 11 [24064/45000]	Loss: 0.3898	LR: 0.020000
Training Epoch: 11 [24320/45000]	Loss: 0.2753	LR: 0.020000
Training Epoch: 11 [24576/45000]	Loss: 0.3189	LR: 0.020000
Training Epoch: 11 [24832/45000]	Loss: 0.3807	LR: 0.020000
Training Epoch: 11 [25088/45000]	Loss: 0.3535	LR: 0.020000
Training Epoch: 11 [25344/45000]	Loss: 0.3922	LR: 0.020000
Training Epoch: 11 [25600/45000]	Loss: 0.3733	LR: 0.020000
Training Epoch: 11 [25856/45000]	Loss: 0.4596	LR: 0.020000
Training Epoch: 11 [26112/45000]	Loss: 0.4030	LR: 0.020000
Training Epoch: 11 [26368/45000]	Loss: 0.2642	LR: 0.020000
Training Epoch: 11 [26624/45000]	Loss: 0.3716	LR: 0.020000
Training Epoch: 11 [26880/45000]	Loss: 0.3048	LR: 0.020000
Training Epoch: 11 [27136/45000]	Loss: 0.3951	LR: 0.020000
Training Epoch: 11 [27392/45000]	Loss: 0.3862	LR: 0.020000
Training Epoch: 11 [27648/45000]	Loss: 0.3779	LR: 0.020000
Training Epoch: 11 [27904/45000]	Loss: 0.3830	LR: 0.020000
Training Epoch: 11 [28160/45000]	Loss: 0.4411	LR: 0.020000
Training Epoch: 11 [28416/45000]	Loss: 0.3873	LR: 0.020000
Training Epoch: 11 [28672/45000]	Loss: 0.3234	LR: 0.020000
Training Epoch: 11 [28928/45000]	Loss: 0.3742	LR: 0.020000
Training Epoch: 11 [29184/45000]	Loss: 0.3230	LR: 0.020000
Training Epoch: 11 [29440/45000]	Loss: 0.4564	LR: 0.020000
Training Epoch: 11 [29696/45000]	Loss: 0.3765	LR: 0.020000
Training Epoch: 11 [29952/45000]	Loss: 0.3242	LR: 0.020000
Training Epoch: 11 [30208/45000]	Loss: 0.3809	LR: 0.020000
Training Epoch: 11 [30464/45000]	Loss: 0.5006	LR: 0.020000
Training Epoch: 11 [30720/45000]	Loss: 0.3290	LR: 0.020000
Training Epoch: 11 [30976/45000]	Loss: 0.3520	LR: 0.020000
Training Epoch: 11 [31232/45000]	Loss: 0.4567	LR: 0.020000
Training Epoch: 11 [31488/45000]	Loss: 0.3930	LR: 0.020000
Training Epoch: 11 [31744/45000]	Loss: 0.4049	LR: 0.020000
Training Epoch: 11 [32000/45000]	Loss: 0.4529	LR: 0.020000
Training Epoch: 11 [32256/45000]	Loss: 0.4203	LR: 0.020000
Training Epoch: 11 [32512/45000]	Loss: 0.3129	LR: 0.020000
Training Epoch: 11 [32768/45000]	Loss: 0.3846	LR: 0.020000
Training Epoch: 11 [33024/45000]	Loss: 0.4268	LR: 0.020000
Training Epoch: 11 [33280/45000]	Loss: 0.3086	LR: 0.020000
Training Epoch: 11 [33536/45000]	Loss: 0.3257	LR: 0.020000
Training Epoch: 11 [33792/45000]	Loss: 0.3877	LR: 0.020000
Training Epoch: 11 [34048/45000]	Loss: 0.4117	LR: 0.020000
Training Epoch: 11 [34304/45000]	Loss: 0.4007	LR: 0.020000
Training Epoch: 11 [34560/45000]	Loss: 0.3174	LR: 0.020000
Training Epoch: 11 [34816/45000]	Loss: 0.2763	LR: 0.020000
Training Epoch: 11 [35072/45000]	Loss: 0.3789	LR: 0.020000
Training Epoch: 11 [35328/45000]	Loss: 0.3410	LR: 0.020000
Training Epoch: 11 [35584/45000]	Loss: 0.3445	LR: 0.020000
Training Epoch: 11 [35840/45000]	Loss: 0.3558	LR: 0.020000
Training Epoch: 11 [36096/45000]	Loss: 0.3674	LR: 0.020000
Training Epoch: 11 [36352/45000]	Loss: 0.3527	LR: 0.020000
Training Epoch: 11 [36608/45000]	Loss: 0.4388	LR: 0.020000
Training Epoch: 11 [36864/45000]	Loss: 0.3220	LR: 0.020000
Training Epoch: 11 [37120/45000]	Loss: 0.3976	LR: 0.020000
Training Epoch: 11 [37376/45000]	Loss: 0.3903	LR: 0.020000
Training Epoch: 11 [37632/45000]	Loss: 0.4195	LR: 0.020000
Training Epoch: 11 [37888/45000]	Loss: 0.4555	LR: 0.020000
Training Epoch: 11 [38144/45000]	Loss: 0.3927	LR: 0.020000
Training Epoch: 11 [38400/45000]	Loss: 0.3353	LR: 0.020000
Training Epoch: 11 [38656/45000]	Loss: 0.4438	LR: 0.020000
Training Epoch: 11 [38912/45000]	Loss: 0.3292	LR: 0.020000
Training Epoch: 11 [39168/45000]	Loss: 0.3027	LR: 0.020000
Training Epoch: 11 [39424/45000]	Loss: 0.4153	LR: 0.020000
Training Epoch: 11 [39680/45000]	Loss: 0.3642	LR: 0.020000
Training Epoch: 11 [39936/45000]	Loss: 0.3946	LR: 0.020000
Training Epoch: 11 [40192/45000]	Loss: 0.4033	LR: 0.020000
Training Epoch: 11 [40448/45000]	Loss: 0.2774	LR: 0.020000
Training Epoch: 11 [40704/45000]	Loss: 0.4351	LR: 0.020000
Training Epoch: 11 [40960/45000]	Loss: 0.3560	LR: 0.020000
Training Epoch: 11 [41216/45000]	Loss: 0.3930	LR: 0.020000
Training Epoch: 11 [41472/45000]	Loss: 0.4318	LR: 0.020000
Training Epoch: 11 [41728/45000]	Loss: 0.3927	LR: 0.020000
Training Epoch: 11 [41984/45000]	Loss: 0.3952	LR: 0.020000
Training Epoch: 11 [42240/45000]	Loss: 0.3408	LR: 0.020000
Training Epoch: 11 [42496/45000]	Loss: 0.4225	LR: 0.020000
Training Epoch: 11 [42752/45000]	Loss: 0.2647	LR: 0.020000
Training Epoch: 11 [43008/45000]	Loss: 0.3812	LR: 0.020000
Training Epoch: 11 [43264/45000]	Loss: 0.3731	LR: 0.020000
Training Epoch: 11 [43520/45000]	Loss: 0.3181	LR: 0.020000
Training Epoch: 11 [43776/45000]	Loss: 0.3646	LR: 0.020000
Training Epoch: 11 [44032/45000]	Loss: 0.3607	LR: 0.020000
Training Epoch: 11 [44288/45000]	Loss: 0.3744	LR: 0.020000
Training Epoch: 11 [44544/45000]	Loss: 0.3727	LR: 0.020000
Training Epoch: 11 [44800/45000]	Loss: 0.4721	LR: 0.020000
Training Epoch: 11 [45000/45000]	Loss: 0.4721	LR: 0.020000
Epoch 11 - Average Train Loss: 0.3728, Train Accuracy: 0.8685
Epoch 11 training time consumed: 27.55s
Evaluating Network.....
Test set: Epoch: 11, Average loss: 0.0016, Accuracy: 0.8653, Time consumed:1.11s
Saving weights file to checkpoint/retrain/ResNet18/Sunday_21_September_2025_21h_46m_51s/ResNet18-Cifar10-seed5-ret0-11-best.pth
Training Epoch: 12 [256/45000]	Loss: 0.3458	LR: 0.004000
Training Epoch: 12 [512/45000]	Loss: 0.3396	LR: 0.004000
Training Epoch: 12 [768/45000]	Loss: 0.3260	LR: 0.004000
Training Epoch: 12 [1024/45000]	Loss: 0.2307	LR: 0.004000
Training Epoch: 12 [1280/45000]	Loss: 0.3200	LR: 0.004000
Training Epoch: 12 [1536/45000]	Loss: 0.2890	LR: 0.004000
Training Epoch: 12 [1792/45000]	Loss: 0.4030	LR: 0.004000
Training Epoch: 12 [2048/45000]	Loss: 0.3889	LR: 0.004000
Training Epoch: 12 [2304/45000]	Loss: 0.3072	LR: 0.004000
Training Epoch: 12 [2560/45000]	Loss: 0.3016	LR: 0.004000
Training Epoch: 12 [2816/45000]	Loss: 0.3322	LR: 0.004000
Training Epoch: 12 [3072/45000]	Loss: 0.2982	LR: 0.004000
Training Epoch: 12 [3328/45000]	Loss: 0.3793	LR: 0.004000
Training Epoch: 12 [3584/45000]	Loss: 0.2983	LR: 0.004000
Training Epoch: 12 [3840/45000]	Loss: 0.2929	LR: 0.004000
Training Epoch: 12 [4096/45000]	Loss: 0.3855	LR: 0.004000
Training Epoch: 12 [4352/45000]	Loss: 0.3095	LR: 0.004000
Training Epoch: 12 [4608/45000]	Loss: 0.3112	LR: 0.004000
Training Epoch: 12 [4864/45000]	Loss: 0.3676	LR: 0.004000
Training Epoch: 12 [5120/45000]	Loss: 0.3699	LR: 0.004000
Training Epoch: 12 [5376/45000]	Loss: 0.2999	LR: 0.004000
Training Epoch: 12 [5632/45000]	Loss: 0.3336	LR: 0.004000
Training Epoch: 12 [5888/45000]	Loss: 0.3065	LR: 0.004000
Training Epoch: 12 [6144/45000]	Loss: 0.3746	LR: 0.004000
Training Epoch: 12 [6400/45000]	Loss: 0.3660	LR: 0.004000
Training Epoch: 12 [6656/45000]	Loss: 0.4055	LR: 0.004000
Training Epoch: 12 [6912/45000]	Loss: 0.3963	LR: 0.004000
Training Epoch: 12 [7168/45000]	Loss: 0.3236	LR: 0.004000
Training Epoch: 12 [7424/45000]	Loss: 0.3225	LR: 0.004000
Training Epoch: 12 [7680/45000]	Loss: 0.3706	LR: 0.004000
Training Epoch: 12 [7936/45000]	Loss: 0.2984	LR: 0.004000
Training Epoch: 12 [8192/45000]	Loss: 0.4686	LR: 0.004000
Training Epoch: 12 [8448/45000]	Loss: 0.3531	LR: 0.004000
Training Epoch: 12 [8704/45000]	Loss: 0.3345	LR: 0.004000
Training Epoch: 12 [8960/45000]	Loss: 0.3492	LR: 0.004000
Training Epoch: 12 [9216/45000]	Loss: 0.3667	LR: 0.004000
Training Epoch: 12 [9472/45000]	Loss: 0.3359	LR: 0.004000
Training Epoch: 12 [9728/45000]	Loss: 0.2673	LR: 0.004000
Training Epoch: 12 [9984/45000]	Loss: 0.3081	LR: 0.004000
Training Epoch: 12 [10240/45000]	Loss: 0.3029	LR: 0.004000
Training Epoch: 12 [10496/45000]	Loss: 0.3157	LR: 0.004000
Training Epoch: 12 [10752/45000]	Loss: 0.3232	LR: 0.004000
Training Epoch: 12 [11008/45000]	Loss: 0.4221	LR: 0.004000
Training Epoch: 12 [11264/45000]	Loss: 0.2901	LR: 0.004000
Training Epoch: 12 [11520/45000]	Loss: 0.3487	LR: 0.004000
Training Epoch: 12 [11776/45000]	Loss: 0.2938	LR: 0.004000
Training Epoch: 12 [12032/45000]	Loss: 0.3501	LR: 0.004000
Training Epoch: 12 [12288/45000]	Loss: 0.3781	LR: 0.004000
Training Epoch: 12 [12544/45000]	Loss: 0.2510	LR: 0.004000
Training Epoch: 12 [12800/45000]	Loss: 0.3784	LR: 0.004000
Training Epoch: 12 [13056/45000]	Loss: 0.3266	LR: 0.004000
Training Epoch: 12 [13312/45000]	Loss: 0.3764	LR: 0.004000
Training Epoch: 12 [13568/45000]	Loss: 0.3434	LR: 0.004000
Training Epoch: 12 [13824/45000]	Loss: 0.2727	LR: 0.004000
Training Epoch: 12 [14080/45000]	Loss: 0.3635	LR: 0.004000
Training Epoch: 12 [14336/45000]	Loss: 0.3252	LR: 0.004000
Training Epoch: 12 [14592/45000]	Loss: 0.3733	LR: 0.004000
Training Epoch: 12 [14848/45000]	Loss: 0.3685	LR: 0.004000
Training Epoch: 12 [15104/45000]	Loss: 0.3338	LR: 0.004000
Training Epoch: 12 [15360/45000]	Loss: 0.3015	LR: 0.004000
Training Epoch: 12 [15616/45000]	Loss: 0.3537	LR: 0.004000
Training Epoch: 12 [15872/45000]	Loss: 0.4218	LR: 0.004000
Training Epoch: 12 [16128/45000]	Loss: 0.4017	LR: 0.004000
Training Epoch: 12 [16384/45000]	Loss: 0.2990	LR: 0.004000
Training Epoch: 12 [16640/45000]	Loss: 0.3349	LR: 0.004000
Training Epoch: 12 [16896/45000]	Loss: 0.3034	LR: 0.004000
Training Epoch: 12 [17152/45000]	Loss: 0.3076	LR: 0.004000
Training Epoch: 12 [17408/45000]	Loss: 0.2758	LR: 0.004000
Training Epoch: 12 [17664/45000]	Loss: 0.3221	LR: 0.004000
Training Epoch: 12 [17920/45000]	Loss: 0.2969	LR: 0.004000
Training Epoch: 12 [18176/45000]	Loss: 0.3629	LR: 0.004000
Training Epoch: 12 [18432/45000]	Loss: 0.2954	LR: 0.004000
Training Epoch: 12 [18688/45000]	Loss: 0.3202	LR: 0.004000
Training Epoch: 12 [18944/45000]	Loss: 0.2596	LR: 0.004000
Training Epoch: 12 [19200/45000]	Loss: 0.3132	LR: 0.004000
Training Epoch: 12 [19456/45000]	Loss: 0.3469	LR: 0.004000
Training Epoch: 12 [19712/45000]	Loss: 0.3690	LR: 0.004000
Training Epoch: 12 [19968/45000]	Loss: 0.3711	LR: 0.004000
Training Epoch: 12 [20224/45000]	Loss: 0.2400	LR: 0.004000
Training Epoch: 12 [20480/45000]	Loss: 0.2529	LR: 0.004000
Training Epoch: 12 [20736/45000]	Loss: 0.3073	LR: 0.004000
Training Epoch: 12 [20992/45000]	Loss: 0.3249	LR: 0.004000
Training Epoch: 12 [21248/45000]	Loss: 0.3237	LR: 0.004000
Training Epoch: 12 [21504/45000]	Loss: 0.2735	LR: 0.004000
Training Epoch: 12 [21760/45000]	Loss: 0.3428	LR: 0.004000
Training Epoch: 12 [22016/45000]	Loss: 0.4034	LR: 0.004000
Training Epoch: 12 [22272/45000]	Loss: 0.3025	LR: 0.004000
Training Epoch: 12 [22528/45000]	Loss: 0.3222	LR: 0.004000
Training Epoch: 12 [22784/45000]	Loss: 0.2705	LR: 0.004000
Training Epoch: 12 [23040/45000]	Loss: 0.4051	LR: 0.004000
Training Epoch: 12 [23296/45000]	Loss: 0.3287	LR: 0.004000
Training Epoch: 12 [23552/45000]	Loss: 0.2390	LR: 0.004000
Training Epoch: 12 [23808/45000]	Loss: 0.3812	LR: 0.004000
Training Epoch: 12 [24064/45000]	Loss: 0.4249	LR: 0.004000
Training Epoch: 12 [24320/45000]	Loss: 0.2851	LR: 0.004000
Training Epoch: 12 [24576/45000]	Loss: 0.3574	LR: 0.004000
Training Epoch: 12 [24832/45000]	Loss: 0.3127	LR: 0.004000
Training Epoch: 12 [25088/45000]	Loss: 0.2807	LR: 0.004000
Training Epoch: 12 [25344/45000]	Loss: 0.3377	LR: 0.004000
Training Epoch: 12 [25600/45000]	Loss: 0.2449	LR: 0.004000
Training Epoch: 12 [25856/45000]	Loss: 0.3016	LR: 0.004000
Training Epoch: 12 [26112/45000]	Loss: 0.2859	LR: 0.004000
Training Epoch: 12 [26368/45000]	Loss: 0.4233	LR: 0.004000
Training Epoch: 12 [26624/45000]	Loss: 0.2552	LR: 0.004000
Training Epoch: 12 [26880/45000]	Loss: 0.3777	LR: 0.004000
Training Epoch: 12 [27136/45000]	Loss: 0.3568	LR: 0.004000
Training Epoch: 12 [27392/45000]	Loss: 0.2971	LR: 0.004000
Training Epoch: 12 [27648/45000]	Loss: 0.3882	LR: 0.004000
Training Epoch: 12 [27904/45000]	Loss: 0.2639	LR: 0.004000
Training Epoch: 12 [28160/45000]	Loss: 0.2971	LR: 0.004000
Training Epoch: 12 [28416/45000]	Loss: 0.3790	LR: 0.004000
Training Epoch: 12 [28672/45000]	Loss: 0.3296	LR: 0.004000
Training Epoch: 12 [28928/45000]	Loss: 0.3003	LR: 0.004000
Training Epoch: 12 [29184/45000]	Loss: 0.3881	LR: 0.004000
Training Epoch: 12 [29440/45000]	Loss: 0.3470	LR: 0.004000
Training Epoch: 12 [29696/45000]	Loss: 0.2746	LR: 0.004000
Training Epoch: 12 [29952/45000]	Loss: 0.2756	LR: 0.004000
Training Epoch: 12 [30208/45000]	Loss: 0.3160	LR: 0.004000
Training Epoch: 12 [30464/45000]	Loss: 0.4304	LR: 0.004000
Training Epoch: 12 [30720/45000]	Loss: 0.3228	LR: 0.004000
Training Epoch: 12 [30976/45000]	Loss: 0.3521	LR: 0.004000
Training Epoch: 12 [31232/45000]	Loss: 0.3589	LR: 0.004000
Training Epoch: 12 [31488/45000]	Loss: 0.3102	LR: 0.004000
Training Epoch: 12 [31744/45000]	Loss: 0.4007	LR: 0.004000
Training Epoch: 12 [32000/45000]	Loss: 0.3070	LR: 0.004000
Training Epoch: 12 [32256/45000]	Loss: 0.3251	LR: 0.004000
Training Epoch: 12 [32512/45000]	Loss: 0.2772	LR: 0.004000
Training Epoch: 12 [32768/45000]	Loss: 0.2810	LR: 0.004000
Training Epoch: 12 [33024/45000]	Loss: 0.2542	LR: 0.004000
Training Epoch: 12 [33280/45000]	Loss: 0.4415	LR: 0.004000
Training Epoch: 12 [33536/45000]	Loss: 0.2723	LR: 0.004000
Training Epoch: 12 [33792/45000]	Loss: 0.2718	LR: 0.004000
Training Epoch: 12 [34048/45000]	Loss: 0.2409	LR: 0.004000
Training Epoch: 12 [34304/45000]	Loss: 0.3417	LR: 0.004000
Training Epoch: 12 [34560/45000]	Loss: 0.2451	LR: 0.004000
Training Epoch: 12 [34816/45000]	Loss: 0.3489	LR: 0.004000
Training Epoch: 12 [35072/45000]	Loss: 0.2958	LR: 0.004000
Training Epoch: 12 [35328/45000]	Loss: 0.2747	LR: 0.004000
Training Epoch: 12 [35584/45000]	Loss: 0.4062	LR: 0.004000
Training Epoch: 12 [35840/45000]	Loss: 0.3861	LR: 0.004000
Training Epoch: 12 [36096/45000]	Loss: 0.3427	LR: 0.004000
Training Epoch: 12 [36352/45000]	Loss: 0.3264	LR: 0.004000
Training Epoch: 12 [36608/45000]	Loss: 0.3238	LR: 0.004000
Training Epoch: 12 [36864/45000]	Loss: 0.3278	LR: 0.004000
Training Epoch: 12 [37120/45000]	Loss: 0.2812	LR: 0.004000
Training Epoch: 12 [37376/45000]	Loss: 0.3246	LR: 0.004000
Training Epoch: 12 [37632/45000]	Loss: 0.3845	LR: 0.004000
Training Epoch: 12 [37888/45000]	Loss: 0.2849	LR: 0.004000
Training Epoch: 12 [38144/45000]	Loss: 0.2736	LR: 0.004000
Training Epoch: 12 [38400/45000]	Loss: 0.3555	LR: 0.004000
Training Epoch: 12 [38656/45000]	Loss: 0.3320	LR: 0.004000
Training Epoch: 12 [38912/45000]	Loss: 0.2861	LR: 0.004000
Training Epoch: 12 [39168/45000]	Loss: 0.3261	LR: 0.004000
Training Epoch: 12 [39424/45000]	Loss: 0.2900	LR: 0.004000
Training Epoch: 12 [39680/45000]	Loss: 0.3224	LR: 0.004000
Training Epoch: 12 [39936/45000]	Loss: 0.3624	LR: 0.004000
Training Epoch: 12 [40192/45000]	Loss: 0.3689	LR: 0.004000
Training Epoch: 12 [40448/45000]	Loss: 0.2605	LR: 0.004000
Training Epoch: 12 [40704/45000]	Loss: 0.3884	LR: 0.004000
Training Epoch: 12 [40960/45000]	Loss: 0.4362	LR: 0.004000
Training Epoch: 12 [41216/45000]	Loss: 0.3138	LR: 0.004000
Training Epoch: 12 [41472/45000]	Loss: 0.3087	LR: 0.004000
Training Epoch: 12 [41728/45000]	Loss: 0.3113	LR: 0.004000
Training Epoch: 12 [41984/45000]	Loss: 0.2932	LR: 0.004000
Training Epoch: 12 [42240/45000]	Loss: 0.2509	LR: 0.004000
Training Epoch: 12 [42496/45000]	Loss: 0.3070	LR: 0.004000
Training Epoch: 12 [42752/45000]	Loss: 0.2319	LR: 0.004000
Training Epoch: 12 [43008/45000]	Loss: 0.3125	LR: 0.004000
Training Epoch: 12 [43264/45000]	Loss: 0.3383	LR: 0.004000
Training Epoch: 12 [43520/45000]	Loss: 0.3114	LR: 0.004000
Training Epoch: 12 [43776/45000]	Loss: 0.3500	LR: 0.004000
Training Epoch: 12 [44032/45000]	Loss: 0.3733	LR: 0.004000
Training Epoch: 12 [44288/45000]	Loss: 0.2952	LR: 0.004000
Training Epoch: 12 [44544/45000]	Loss: 0.3618	LR: 0.004000
Training Epoch: 12 [44800/45000]	Loss: 0.3107	LR: 0.004000
Training Epoch: 12 [45000/45000]	Loss: 0.3101	LR: 0.004000
Epoch 12 - Average Train Loss: 0.3279, Train Accuracy: 0.8845
Epoch 12 training time consumed: 27.38s
Evaluating Network.....
Test set: Epoch: 12, Average loss: 0.0014, Accuracy: 0.8804, Time consumed:0.90s
Saving weights file to checkpoint/retrain/ResNet18/Sunday_21_September_2025_21h_46m_51s/ResNet18-Cifar10-seed5-ret0-12-best.pth
Training Epoch: 13 [256/45000]	Loss: 0.2800	LR: 0.004000
Training Epoch: 13 [512/45000]	Loss: 0.2832	LR: 0.004000
Training Epoch: 13 [768/45000]	Loss: 0.2772	LR: 0.004000
Training Epoch: 13 [1024/45000]	Loss: 0.2967	LR: 0.004000
Training Epoch: 13 [1280/45000]	Loss: 0.3000	LR: 0.004000
Training Epoch: 13 [1536/45000]	Loss: 0.3330	LR: 0.004000
Training Epoch: 13 [1792/45000]	Loss: 0.3022	LR: 0.004000
Training Epoch: 13 [2048/45000]	Loss: 0.3136	LR: 0.004000
Training Epoch: 13 [2304/45000]	Loss: 0.3006	LR: 0.004000
Training Epoch: 13 [2560/45000]	Loss: 0.3165	LR: 0.004000
Training Epoch: 13 [2816/45000]	Loss: 0.3296	LR: 0.004000
Training Epoch: 13 [3072/45000]	Loss: 0.3513	LR: 0.004000
Training Epoch: 13 [3328/45000]	Loss: 0.3602	LR: 0.004000
Training Epoch: 13 [3584/45000]	Loss: 0.2790	LR: 0.004000
Training Epoch: 13 [3840/45000]	Loss: 0.2747	LR: 0.004000
Training Epoch: 13 [4096/45000]	Loss: 0.2942	LR: 0.004000
Training Epoch: 13 [4352/45000]	Loss: 0.2713	LR: 0.004000
Training Epoch: 13 [4608/45000]	Loss: 0.2495	LR: 0.004000
Training Epoch: 13 [4864/45000]	Loss: 0.2904	LR: 0.004000
Training Epoch: 13 [5120/45000]	Loss: 0.3984	LR: 0.004000
Training Epoch: 13 [5376/45000]	Loss: 0.3319	LR: 0.004000
Training Epoch: 13 [5632/45000]	Loss: 0.3641	LR: 0.004000
Training Epoch: 13 [5888/45000]	Loss: 0.2910	LR: 0.004000
Training Epoch: 13 [6144/45000]	Loss: 0.3020	LR: 0.004000
Training Epoch: 13 [6400/45000]	Loss: 0.3104	LR: 0.004000
Training Epoch: 13 [6656/45000]	Loss: 0.4006	LR: 0.004000
Training Epoch: 13 [6912/45000]	Loss: 0.3128	LR: 0.004000
Training Epoch: 13 [7168/45000]	Loss: 0.2924	LR: 0.004000
Training Epoch: 13 [7424/45000]	Loss: 0.2757	LR: 0.004000
Training Epoch: 13 [7680/45000]	Loss: 0.2548	LR: 0.004000
Training Epoch: 13 [7936/45000]	Loss: 0.2951	LR: 0.004000
Training Epoch: 13 [8192/45000]	Loss: 0.2703	LR: 0.004000
Training Epoch: 13 [8448/45000]	Loss: 0.2553	LR: 0.004000
Training Epoch: 13 [8704/45000]	Loss: 0.2989	LR: 0.004000
Training Epoch: 13 [8960/45000]	Loss: 0.3318	LR: 0.004000
Training Epoch: 13 [9216/45000]	Loss: 0.3208	LR: 0.004000
Training Epoch: 13 [9472/45000]	Loss: 0.3815	LR: 0.004000
Training Epoch: 13 [9728/45000]	Loss: 0.2490	LR: 0.004000
Training Epoch: 13 [9984/45000]	Loss: 0.3014	LR: 0.004000
Training Epoch: 13 [10240/45000]	Loss: 0.4092	LR: 0.004000
Training Epoch: 13 [10496/45000]	Loss: 0.2832	LR: 0.004000
Training Epoch: 13 [10752/45000]	Loss: 0.2870	LR: 0.004000
Training Epoch: 13 [11008/45000]	Loss: 0.2998	LR: 0.004000
Training Epoch: 13 [11264/45000]	Loss: 0.3227	LR: 0.004000
Training Epoch: 13 [11520/45000]	Loss: 0.2380	LR: 0.004000
Training Epoch: 13 [11776/45000]	Loss: 0.2451	LR: 0.004000
Training Epoch: 13 [12032/45000]	Loss: 0.3235	LR: 0.004000
Training Epoch: 13 [12288/45000]	Loss: 0.3064	LR: 0.004000
Training Epoch: 13 [12544/45000]	Loss: 0.3444	LR: 0.004000
Training Epoch: 13 [12800/45000]	Loss: 0.3150	LR: 0.004000
Training Epoch: 13 [13056/45000]	Loss: 0.3560	LR: 0.004000
Training Epoch: 13 [13312/45000]	Loss: 0.3490	LR: 0.004000
Training Epoch: 13 [13568/45000]	Loss: 0.2324	LR: 0.004000
Training Epoch: 13 [13824/45000]	Loss: 0.2815	LR: 0.004000
Training Epoch: 13 [14080/45000]	Loss: 0.3357	LR: 0.004000
Training Epoch: 13 [14336/45000]	Loss: 0.3719	LR: 0.004000
Training Epoch: 13 [14592/45000]	Loss: 0.2841	LR: 0.004000
Training Epoch: 13 [14848/45000]	Loss: 0.2981	LR: 0.004000
Training Epoch: 13 [15104/45000]	Loss: 0.2563	LR: 0.004000
Training Epoch: 13 [15360/45000]	Loss: 0.2467	LR: 0.004000
Training Epoch: 13 [15616/45000]	Loss: 0.2983	LR: 0.004000
Training Epoch: 13 [15872/45000]	Loss: 0.2961	LR: 0.004000
Training Epoch: 13 [16128/45000]	Loss: 0.3225	LR: 0.004000
Training Epoch: 13 [16384/45000]	Loss: 0.3654	LR: 0.004000
Training Epoch: 13 [16640/45000]	Loss: 0.3647	LR: 0.004000
Training Epoch: 13 [16896/45000]	Loss: 0.3456	LR: 0.004000
Training Epoch: 13 [17152/45000]	Loss: 0.2752	LR: 0.004000
Training Epoch: 13 [17408/45000]	Loss: 0.3004	LR: 0.004000
Training Epoch: 13 [17664/45000]	Loss: 0.3806	LR: 0.004000
Training Epoch: 13 [17920/45000]	Loss: 0.3612	LR: 0.004000
Training Epoch: 13 [18176/45000]	Loss: 0.2671	LR: 0.004000
Training Epoch: 13 [18432/45000]	Loss: 0.3295	LR: 0.004000
Training Epoch: 13 [18688/45000]	Loss: 0.2938	LR: 0.004000
Training Epoch: 13 [18944/45000]	Loss: 0.3039	LR: 0.004000
Training Epoch: 13 [19200/45000]	Loss: 0.3498	LR: 0.004000
Training Epoch: 13 [19456/45000]	Loss: 0.3330	LR: 0.004000
Training Epoch: 13 [19712/45000]	Loss: 0.3325	LR: 0.004000
Training Epoch: 13 [19968/45000]	Loss: 0.3163	LR: 0.004000
Training Epoch: 13 [20224/45000]	Loss: 0.4183	LR: 0.004000
Training Epoch: 13 [20480/45000]	Loss: 0.3579	LR: 0.004000
Training Epoch: 13 [20736/45000]	Loss: 0.3235	LR: 0.004000
Training Epoch: 13 [20992/45000]	Loss: 0.3444	LR: 0.004000
Training Epoch: 13 [21248/45000]	Loss: 0.3990	LR: 0.004000
Training Epoch: 13 [21504/45000]	Loss: 0.3077	LR: 0.004000
Training Epoch: 13 [21760/45000]	Loss: 0.3452	LR: 0.004000
Training Epoch: 13 [22016/45000]	Loss: 0.3319	LR: 0.004000
Training Epoch: 13 [22272/45000]	Loss: 0.4069	LR: 0.004000
Training Epoch: 13 [22528/45000]	Loss: 0.3349	LR: 0.004000
Training Epoch: 13 [22784/45000]	Loss: 0.3294	LR: 0.004000
Training Epoch: 13 [23040/45000]	Loss: 0.2527	LR: 0.004000
Training Epoch: 13 [23296/45000]	Loss: 0.3222	LR: 0.004000
Training Epoch: 13 [23552/45000]	Loss: 0.2967	LR: 0.004000
Training Epoch: 13 [23808/45000]	Loss: 0.3794	LR: 0.004000
Training Epoch: 13 [24064/45000]	Loss: 0.3637	LR: 0.004000
Training Epoch: 13 [24320/45000]	Loss: 0.3622	LR: 0.004000
Training Epoch: 13 [24576/45000]	Loss: 0.2662	LR: 0.004000
Training Epoch: 13 [24832/45000]	Loss: 0.2954	LR: 0.004000
Training Epoch: 13 [25088/45000]	Loss: 0.3054	LR: 0.004000
Training Epoch: 13 [25344/45000]	Loss: 0.2642	LR: 0.004000
Training Epoch: 13 [25600/45000]	Loss: 0.3544	LR: 0.004000
Training Epoch: 13 [25856/45000]	Loss: 0.2826	LR: 0.004000
Training Epoch: 13 [26112/45000]	Loss: 0.3115	LR: 0.004000
Training Epoch: 13 [26368/45000]	Loss: 0.2310	LR: 0.004000
Training Epoch: 13 [26624/45000]	Loss: 0.2632	LR: 0.004000
Training Epoch: 13 [26880/45000]	Loss: 0.2721	LR: 0.004000
Training Epoch: 13 [27136/45000]	Loss: 0.2931	LR: 0.004000
Training Epoch: 13 [27392/45000]	Loss: 0.3225	LR: 0.004000
Training Epoch: 13 [27648/45000]	Loss: 0.2610	LR: 0.004000
Training Epoch: 13 [27904/45000]	Loss: 0.2526	LR: 0.004000
Training Epoch: 13 [28160/45000]	Loss: 0.2742	LR: 0.004000
Training Epoch: 13 [28416/45000]	Loss: 0.3440	LR: 0.004000
Training Epoch: 13 [28672/45000]	Loss: 0.3341	LR: 0.004000
Training Epoch: 13 [28928/45000]	Loss: 0.2689	LR: 0.004000
Training Epoch: 13 [29184/45000]	Loss: 0.2979	LR: 0.004000
Training Epoch: 13 [29440/45000]	Loss: 0.3168	LR: 0.004000
Training Epoch: 13 [29696/45000]	Loss: 0.3527	LR: 0.004000
Training Epoch: 13 [29952/45000]	Loss: 0.2371	LR: 0.004000
Training Epoch: 13 [30208/45000]	Loss: 0.3564	LR: 0.004000
Training Epoch: 13 [30464/45000]	Loss: 0.3196	LR: 0.004000
Training Epoch: 13 [30720/45000]	Loss: 0.2855	LR: 0.004000
Training Epoch: 13 [30976/45000]	Loss: 0.2777	LR: 0.004000
Training Epoch: 13 [31232/45000]	Loss: 0.2960	LR: 0.004000
Training Epoch: 13 [31488/45000]	Loss: 0.3282	LR: 0.004000
Training Epoch: 13 [31744/45000]	Loss: 0.2873	LR: 0.004000
Training Epoch: 13 [32000/45000]	Loss: 0.2655	LR: 0.004000
Training Epoch: 13 [32256/45000]	Loss: 0.3740	LR: 0.004000
Training Epoch: 13 [32512/45000]	Loss: 0.2892	LR: 0.004000
Training Epoch: 13 [32768/45000]	Loss: 0.3148	LR: 0.004000
Training Epoch: 13 [33024/45000]	Loss: 0.2353	LR: 0.004000
Training Epoch: 13 [33280/45000]	Loss: 0.3470	LR: 0.004000
Training Epoch: 13 [33536/45000]	Loss: 0.2284	LR: 0.004000
Training Epoch: 13 [33792/45000]	Loss: 0.3791	LR: 0.004000
Training Epoch: 13 [34048/45000]	Loss: 0.3112	LR: 0.004000
Training Epoch: 13 [34304/45000]	Loss: 0.3309	LR: 0.004000
Training Epoch: 13 [34560/45000]	Loss: 0.2949	LR: 0.004000
Training Epoch: 13 [34816/45000]	Loss: 0.3567	LR: 0.004000
Training Epoch: 13 [35072/45000]	Loss: 0.3393	LR: 0.004000
Training Epoch: 13 [35328/45000]	Loss: 0.3685	LR: 0.004000
Training Epoch: 13 [35584/45000]	Loss: 0.2667	LR: 0.004000
Training Epoch: 13 [35840/45000]	Loss: 0.3565	LR: 0.004000
Training Epoch: 13 [36096/45000]	Loss: 0.2667	LR: 0.004000
Training Epoch: 13 [36352/45000]	Loss: 0.2662	LR: 0.004000
Training Epoch: 13 [36608/45000]	Loss: 0.2950	LR: 0.004000
Training Epoch: 13 [36864/45000]	Loss: 0.3391	LR: 0.004000
Training Epoch: 13 [37120/45000]	Loss: 0.3436	LR: 0.004000
Training Epoch: 13 [37376/45000]	Loss: 0.2835	LR: 0.004000
Training Epoch: 13 [37632/45000]	Loss: 0.3657	LR: 0.004000
Training Epoch: 13 [37888/45000]	Loss: 0.2633	LR: 0.004000
Training Epoch: 13 [38144/45000]	Loss: 0.3508	LR: 0.004000
Training Epoch: 13 [38400/45000]	Loss: 0.2975	LR: 0.004000
Training Epoch: 13 [38656/45000]	Loss: 0.2943	LR: 0.004000
Training Epoch: 13 [38912/45000]	Loss: 0.3630	LR: 0.004000
Training Epoch: 13 [39168/45000]	Loss: 0.3222	LR: 0.004000
Training Epoch: 13 [39424/45000]	Loss: 0.3051	LR: 0.004000
Training Epoch: 13 [39680/45000]	Loss: 0.3238	LR: 0.004000
Training Epoch: 13 [39936/45000]	Loss: 0.2577	LR: 0.004000
Training Epoch: 13 [40192/45000]	Loss: 0.2822	LR: 0.004000
Training Epoch: 13 [40448/45000]	Loss: 0.3518	LR: 0.004000
Training Epoch: 13 [40704/45000]	Loss: 0.3427	LR: 0.004000
Training Epoch: 13 [40960/45000]	Loss: 0.2808	LR: 0.004000
Training Epoch: 13 [41216/45000]	Loss: 0.2830	LR: 0.004000
Training Epoch: 13 [41472/45000]	Loss: 0.3695	LR: 0.004000
Training Epoch: 13 [41728/45000]	Loss: 0.3045	LR: 0.004000
Training Epoch: 13 [41984/45000]	Loss: 0.3406	LR: 0.004000
Training Epoch: 13 [42240/45000]	Loss: 0.4046	LR: 0.004000
Training Epoch: 13 [42496/45000]	Loss: 0.2832	LR: 0.004000
Training Epoch: 13 [42752/45000]	Loss: 0.3470	LR: 0.004000
Training Epoch: 13 [43008/45000]	Loss: 0.3644	LR: 0.004000
Training Epoch: 13 [43264/45000]	Loss: 0.3510	LR: 0.004000
Training Epoch: 13 [43520/45000]	Loss: 0.3523	LR: 0.004000
Training Epoch: 13 [43776/45000]	Loss: 0.2678	LR: 0.004000
Training Epoch: 13 [44032/45000]	Loss: 0.2720	LR: 0.004000
Training Epoch: 13 [44288/45000]	Loss: 0.2987	LR: 0.004000
Training Epoch: 13 [44544/45000]	Loss: 0.2528	LR: 0.004000
Training Epoch: 13 [44800/45000]	Loss: 0.3821	LR: 0.004000
Training Epoch: 13 [45000/45000]	Loss: 0.2935	LR: 0.004000
Epoch 13 - Average Train Loss: 0.3126, Train Accuracy: 0.8909
Epoch 13 training time consumed: 26.87s
Evaluating Network.....
Test set: Epoch: 13, Average loss: 0.0014, Accuracy: 0.8813, Time consumed:1.01s
Saving weights file to checkpoint/retrain/ResNet18/Sunday_21_September_2025_21h_46m_51s/ResNet18-Cifar10-seed5-ret0-13-best.pth
Training Epoch: 14 [256/45000]	Loss: 0.3247	LR: 0.004000
Training Epoch: 14 [512/45000]	Loss: 0.3559	LR: 0.004000
Training Epoch: 14 [768/45000]	Loss: 0.2691	LR: 0.004000
Training Epoch: 14 [1024/45000]	Loss: 0.3560	LR: 0.004000
Training Epoch: 14 [1280/45000]	Loss: 0.2805	LR: 0.004000
Training Epoch: 14 [1536/45000]	Loss: 0.2826	LR: 0.004000
Training Epoch: 14 [1792/45000]	Loss: 0.3593	LR: 0.004000
Training Epoch: 14 [2048/45000]	Loss: 0.3633	LR: 0.004000
Training Epoch: 14 [2304/45000]	Loss: 0.3047	LR: 0.004000
Training Epoch: 14 [2560/45000]	Loss: 0.3095	LR: 0.004000
Training Epoch: 14 [2816/45000]	Loss: 0.3446	LR: 0.004000
Training Epoch: 14 [3072/45000]	Loss: 0.3267	LR: 0.004000
Training Epoch: 14 [3328/45000]	Loss: 0.2934	LR: 0.004000
Training Epoch: 14 [3584/45000]	Loss: 0.2948	LR: 0.004000
Training Epoch: 14 [3840/45000]	Loss: 0.2840	LR: 0.004000
Training Epoch: 14 [4096/45000]	Loss: 0.2936	LR: 0.004000
Training Epoch: 14 [4352/45000]	Loss: 0.3250	LR: 0.004000
Training Epoch: 14 [4608/45000]	Loss: 0.2811	LR: 0.004000
Training Epoch: 14 [4864/45000]	Loss: 0.2908	LR: 0.004000
Training Epoch: 14 [5120/45000]	Loss: 0.3375	LR: 0.004000
Training Epoch: 14 [5376/45000]	Loss: 0.2908	LR: 0.004000
Training Epoch: 14 [5632/45000]	Loss: 0.2983	LR: 0.004000
Training Epoch: 14 [5888/45000]	Loss: 0.2749	LR: 0.004000
Training Epoch: 14 [6144/45000]	Loss: 0.2745	LR: 0.004000
Training Epoch: 14 [6400/45000]	Loss: 0.2893	LR: 0.004000
Training Epoch: 14 [6656/45000]	Loss: 0.2388	LR: 0.004000
Training Epoch: 14 [6912/45000]	Loss: 0.3743	LR: 0.004000
Training Epoch: 14 [7168/45000]	Loss: 0.3189	LR: 0.004000
Training Epoch: 14 [7424/45000]	Loss: 0.2810	LR: 0.004000
Training Epoch: 14 [7680/45000]	Loss: 0.2084	LR: 0.004000
Training Epoch: 14 [7936/45000]	Loss: 0.3182	LR: 0.004000
Training Epoch: 14 [8192/45000]	Loss: 0.3437	LR: 0.004000
Training Epoch: 14 [8448/45000]	Loss: 0.3167	LR: 0.004000
Training Epoch: 14 [8704/45000]	Loss: 0.2977	LR: 0.004000
Training Epoch: 14 [8960/45000]	Loss: 0.3622	LR: 0.004000
Training Epoch: 14 [9216/45000]	Loss: 0.2411	LR: 0.004000
Training Epoch: 14 [9472/45000]	Loss: 0.2424	LR: 0.004000
Training Epoch: 14 [9728/45000]	Loss: 0.3310	LR: 0.004000
Training Epoch: 14 [9984/45000]	Loss: 0.3241	LR: 0.004000
Training Epoch: 14 [10240/45000]	Loss: 0.3079	LR: 0.004000
Training Epoch: 14 [10496/45000]	Loss: 0.2253	LR: 0.004000
Training Epoch: 14 [10752/45000]	Loss: 0.3125	LR: 0.004000
Training Epoch: 14 [11008/45000]	Loss: 0.3317	LR: 0.004000
Training Epoch: 14 [11264/45000]	Loss: 0.3671	LR: 0.004000
Training Epoch: 14 [11520/45000]	Loss: 0.3553	LR: 0.004000
Training Epoch: 14 [11776/45000]	Loss: 0.2528	LR: 0.004000
Training Epoch: 14 [12032/45000]	Loss: 0.2516	LR: 0.004000
Training Epoch: 14 [12288/45000]	Loss: 0.3212	LR: 0.004000
Training Epoch: 14 [12544/45000]	Loss: 0.2834	LR: 0.004000
Training Epoch: 14 [12800/45000]	Loss: 0.3252	LR: 0.004000
Training Epoch: 14 [13056/45000]	Loss: 0.3295	LR: 0.004000
Training Epoch: 14 [13312/45000]	Loss: 0.2793	LR: 0.004000
Training Epoch: 14 [13568/45000]	Loss: 0.3632	LR: 0.004000
Training Epoch: 14 [13824/45000]	Loss: 0.2446	LR: 0.004000
Training Epoch: 14 [14080/45000]	Loss: 0.3522	LR: 0.004000
Training Epoch: 14 [14336/45000]	Loss: 0.3117	LR: 0.004000
Training Epoch: 14 [14592/45000]	Loss: 0.2643	LR: 0.004000
Training Epoch: 14 [14848/45000]	Loss: 0.3357	LR: 0.004000
Training Epoch: 14 [15104/45000]	Loss: 0.3467	LR: 0.004000
Training Epoch: 14 [15360/45000]	Loss: 0.2545	LR: 0.004000
Training Epoch: 14 [15616/45000]	Loss: 0.2657	LR: 0.004000
Training Epoch: 14 [15872/45000]	Loss: 0.3094	LR: 0.004000
Training Epoch: 14 [16128/45000]	Loss: 0.3796	LR: 0.004000
Training Epoch: 14 [16384/45000]	Loss: 0.3798	LR: 0.004000
Training Epoch: 14 [16640/45000]	Loss: 0.2960	LR: 0.004000
Training Epoch: 14 [16896/45000]	Loss: 0.2999	LR: 0.004000
Training Epoch: 14 [17152/45000]	Loss: 0.2744	LR: 0.004000
Training Epoch: 14 [17408/45000]	Loss: 0.3192	LR: 0.004000
Training Epoch: 14 [17664/45000]	Loss: 0.2194	LR: 0.004000
Training Epoch: 14 [17920/45000]	Loss: 0.3668	LR: 0.004000
Training Epoch: 14 [18176/45000]	Loss: 0.3276	LR: 0.004000
Training Epoch: 14 [18432/45000]	Loss: 0.3580	LR: 0.004000
Training Epoch: 14 [18688/45000]	Loss: 0.3166	LR: 0.004000
Training Epoch: 14 [18944/45000]	Loss: 0.2970	LR: 0.004000
Training Epoch: 14 [19200/45000]	Loss: 0.2397	LR: 0.004000
Training Epoch: 14 [19456/45000]	Loss: 0.2668	LR: 0.004000
Training Epoch: 14 [19712/45000]	Loss: 0.3223	LR: 0.004000
Training Epoch: 14 [19968/45000]	Loss: 0.2192	LR: 0.004000
Training Epoch: 14 [20224/45000]	Loss: 0.3358	LR: 0.004000
Training Epoch: 14 [20480/45000]	Loss: 0.2787	LR: 0.004000
Training Epoch: 14 [20736/45000]	Loss: 0.2858	LR: 0.004000
Training Epoch: 14 [20992/45000]	Loss: 0.3819	LR: 0.004000
Training Epoch: 14 [21248/45000]	Loss: 0.3229	LR: 0.004000
Training Epoch: 14 [21504/45000]	Loss: 0.2520	LR: 0.004000
Training Epoch: 14 [21760/45000]	Loss: 0.2558	LR: 0.004000
Training Epoch: 14 [22016/45000]	Loss: 0.3038	LR: 0.004000
Training Epoch: 14 [22272/45000]	Loss: 0.2634	LR: 0.004000
Training Epoch: 14 [22528/45000]	Loss: 0.2490	LR: 0.004000
Training Epoch: 14 [22784/45000]	Loss: 0.3584	LR: 0.004000
Training Epoch: 14 [23040/45000]	Loss: 0.3425	LR: 0.004000
Training Epoch: 14 [23296/45000]	Loss: 0.2551	LR: 0.004000
Training Epoch: 14 [23552/45000]	Loss: 0.2802	LR: 0.004000
Training Epoch: 14 [23808/45000]	Loss: 0.2821	LR: 0.004000
Training Epoch: 14 [24064/45000]	Loss: 0.3068	LR: 0.004000
Training Epoch: 14 [24320/45000]	Loss: 0.3163	LR: 0.004000
Training Epoch: 14 [24576/45000]	Loss: 0.2812	LR: 0.004000
Training Epoch: 14 [24832/45000]	Loss: 0.3636	LR: 0.004000
Training Epoch: 14 [25088/45000]	Loss: 0.3783	LR: 0.004000
Training Epoch: 14 [25344/45000]	Loss: 0.2763	LR: 0.004000
Training Epoch: 14 [25600/45000]	Loss: 0.3800	LR: 0.004000
Training Epoch: 14 [25856/45000]	Loss: 0.3741	LR: 0.004000
Training Epoch: 14 [26112/45000]	Loss: 0.2937	LR: 0.004000
Training Epoch: 14 [26368/45000]	Loss: 0.3333	LR: 0.004000
Training Epoch: 14 [26624/45000]	Loss: 0.2707	LR: 0.004000
Training Epoch: 14 [26880/45000]	Loss: 0.2867	LR: 0.004000
Training Epoch: 14 [27136/45000]	Loss: 0.3033	LR: 0.004000
Training Epoch: 14 [27392/45000]	Loss: 0.3719	LR: 0.004000
Training Epoch: 14 [27648/45000]	Loss: 0.2743	LR: 0.004000
Training Epoch: 14 [27904/45000]	Loss: 0.3145	LR: 0.004000
Training Epoch: 14 [28160/45000]	Loss: 0.3006	LR: 0.004000
Training Epoch: 14 [28416/45000]	Loss: 0.3253	LR: 0.004000
Training Epoch: 14 [28672/45000]	Loss: 0.3009	LR: 0.004000
Training Epoch: 14 [28928/45000]	Loss: 0.2921	LR: 0.004000
Training Epoch: 14 [29184/45000]	Loss: 0.2953	LR: 0.004000
Training Epoch: 14 [29440/45000]	Loss: 0.2844	LR: 0.004000
Training Epoch: 14 [29696/45000]	Loss: 0.2866	LR: 0.004000
Training Epoch: 14 [29952/45000]	Loss: 0.3219	LR: 0.004000
Training Epoch: 14 [30208/45000]	Loss: 0.2734	LR: 0.004000
Training Epoch: 14 [30464/45000]	Loss: 0.4099	LR: 0.004000
Training Epoch: 14 [30720/45000]	Loss: 0.4164	LR: 0.004000
Training Epoch: 14 [30976/45000]	Loss: 0.2772	LR: 0.004000
Training Epoch: 14 [31232/45000]	Loss: 0.2949	LR: 0.004000
Training Epoch: 14 [31488/45000]	Loss: 0.3470	LR: 0.004000
Training Epoch: 14 [31744/45000]	Loss: 0.3205	LR: 0.004000
Training Epoch: 14 [32000/45000]	Loss: 0.2443	LR: 0.004000
Training Epoch: 14 [32256/45000]	Loss: 0.3980	LR: 0.004000
Training Epoch: 14 [32512/45000]	Loss: 0.2592	LR: 0.004000
Training Epoch: 14 [32768/45000]	Loss: 0.2990	LR: 0.004000
Training Epoch: 14 [33024/45000]	Loss: 0.2460	LR: 0.004000
Training Epoch: 14 [33280/45000]	Loss: 0.2593	LR: 0.004000
Training Epoch: 14 [33536/45000]	Loss: 0.3458	LR: 0.004000
Training Epoch: 14 [33792/45000]	Loss: 0.3284	LR: 0.004000
Training Epoch: 14 [34048/45000]	Loss: 0.3216	LR: 0.004000
Training Epoch: 14 [34304/45000]	Loss: 0.3465	LR: 0.004000
Training Epoch: 14 [34560/45000]	Loss: 0.2455	LR: 0.004000
Training Epoch: 14 [34816/45000]	Loss: 0.2380	LR: 0.004000
Training Epoch: 14 [35072/45000]	Loss: 0.2379	LR: 0.004000
Training Epoch: 14 [35328/45000]	Loss: 0.3086	LR: 0.004000
Training Epoch: 14 [35584/45000]	Loss: 0.2506	LR: 0.004000
Training Epoch: 14 [35840/45000]	Loss: 0.3346	LR: 0.004000
Training Epoch: 14 [36096/45000]	Loss: 0.2992	LR: 0.004000
Training Epoch: 14 [36352/45000]	Loss: 0.3161	LR: 0.004000
Training Epoch: 14 [36608/45000]	Loss: 0.2380	LR: 0.004000
Training Epoch: 14 [36864/45000]	Loss: 0.3195	LR: 0.004000
Training Epoch: 14 [37120/45000]	Loss: 0.2637	LR: 0.004000
Training Epoch: 14 [37376/45000]	Loss: 0.2696	LR: 0.004000
Training Epoch: 14 [37632/45000]	Loss: 0.3601	LR: 0.004000
Training Epoch: 14 [37888/45000]	Loss: 0.2755	LR: 0.004000
Training Epoch: 14 [38144/45000]	Loss: 0.2916	LR: 0.004000
Training Epoch: 14 [38400/45000]	Loss: 0.3378	LR: 0.004000
Training Epoch: 14 [38656/45000]	Loss: 0.2590	LR: 0.004000
Training Epoch: 14 [38912/45000]	Loss: 0.2867	LR: 0.004000
Training Epoch: 14 [39168/45000]	Loss: 0.2727	LR: 0.004000
Training Epoch: 14 [39424/45000]	Loss: 0.3881	LR: 0.004000
Training Epoch: 14 [39680/45000]	Loss: 0.2829	LR: 0.004000
Training Epoch: 14 [39936/45000]	Loss: 0.2784	LR: 0.004000
Training Epoch: 14 [40192/45000]	Loss: 0.2791	LR: 0.004000
Training Epoch: 14 [40448/45000]	Loss: 0.3168	LR: 0.004000
Training Epoch: 14 [40704/45000]	Loss: 0.3451	LR: 0.004000
Training Epoch: 14 [40960/45000]	Loss: 0.3234	LR: 0.004000
Training Epoch: 14 [41216/45000]	Loss: 0.4438	LR: 0.004000
Training Epoch: 14 [41472/45000]	Loss: 0.3653	LR: 0.004000
Training Epoch: 14 [41728/45000]	Loss: 0.3283	LR: 0.004000
Training Epoch: 14 [41984/45000]	Loss: 0.2864	LR: 0.004000
Training Epoch: 14 [42240/45000]	Loss: 0.3206	LR: 0.004000
Training Epoch: 14 [42496/45000]	Loss: 0.3323	LR: 0.004000
Training Epoch: 14 [42752/45000]	Loss: 0.3045	LR: 0.004000
Training Epoch: 14 [43008/45000]	Loss: 0.2889	LR: 0.004000
Training Epoch: 14 [43264/45000]	Loss: 0.3122	LR: 0.004000
Training Epoch: 14 [43520/45000]	Loss: 0.3355	LR: 0.004000
Training Epoch: 14 [43776/45000]	Loss: 0.2100	LR: 0.004000
Training Epoch: 14 [44032/45000]	Loss: 0.3462	LR: 0.004000
Training Epoch: 14 [44288/45000]	Loss: 0.3373	LR: 0.004000
Training Epoch: 14 [44544/45000]	Loss: 0.2768	LR: 0.004000
Training Epoch: 14 [44800/45000]	Loss: 0.2749	LR: 0.004000
Training Epoch: 14 [45000/45000]	Loss: 0.3093	LR: 0.004000
Epoch 14 - Average Train Loss: 0.3059, Train Accuracy: 0.8918
Epoch 14 training time consumed: 27.16s
Evaluating Network.....
Test set: Epoch: 14, Average loss: 0.0014, Accuracy: 0.8828, Time consumed:0.96s
Saving weights file to checkpoint/retrain/ResNet18/Sunday_21_September_2025_21h_46m_51s/ResNet18-Cifar10-seed5-ret0-14-best.pth
Training Epoch: 15 [256/45000]	Loss: 0.3289	LR: 0.004000
Training Epoch: 15 [512/45000]	Loss: 0.3480	LR: 0.004000
Training Epoch: 15 [768/45000]	Loss: 0.2330	LR: 0.004000
Training Epoch: 15 [1024/45000]	Loss: 0.3074	LR: 0.004000
Training Epoch: 15 [1280/45000]	Loss: 0.3790	LR: 0.004000
Training Epoch: 15 [1536/45000]	Loss: 0.3536	LR: 0.004000
Training Epoch: 15 [1792/45000]	Loss: 0.3272	LR: 0.004000
Training Epoch: 15 [2048/45000]	Loss: 0.3676	LR: 0.004000
Training Epoch: 15 [2304/45000]	Loss: 0.3492	LR: 0.004000
Training Epoch: 15 [2560/45000]	Loss: 0.2708	LR: 0.004000
Training Epoch: 15 [2816/45000]	Loss: 0.2707	LR: 0.004000
Training Epoch: 15 [3072/45000]	Loss: 0.2970	LR: 0.004000
Training Epoch: 15 [3328/45000]	Loss: 0.3705	LR: 0.004000
Training Epoch: 15 [3584/45000]	Loss: 0.3050	LR: 0.004000
Training Epoch: 15 [3840/45000]	Loss: 0.2017	LR: 0.004000
Training Epoch: 15 [4096/45000]	Loss: 0.3135	LR: 0.004000
Training Epoch: 15 [4352/45000]	Loss: 0.3594	LR: 0.004000
Training Epoch: 15 [4608/45000]	Loss: 0.3369	LR: 0.004000
Training Epoch: 15 [4864/45000]	Loss: 0.2254	LR: 0.004000
Training Epoch: 15 [5120/45000]	Loss: 0.2714	LR: 0.004000
Training Epoch: 15 [5376/45000]	Loss: 0.2886	LR: 0.004000
Training Epoch: 15 [5632/45000]	Loss: 0.2921	LR: 0.004000
Training Epoch: 15 [5888/45000]	Loss: 0.2932	LR: 0.004000
Training Epoch: 15 [6144/45000]	Loss: 0.2662	LR: 0.004000
Training Epoch: 15 [6400/45000]	Loss: 0.3601	LR: 0.004000
Training Epoch: 15 [6656/45000]	Loss: 0.2714	LR: 0.004000
Training Epoch: 15 [6912/45000]	Loss: 0.3244	LR: 0.004000
Training Epoch: 15 [7168/45000]	Loss: 0.2620	LR: 0.004000
Training Epoch: 15 [7424/45000]	Loss: 0.3658	LR: 0.004000
Training Epoch: 15 [7680/45000]	Loss: 0.2979	LR: 0.004000
Training Epoch: 15 [7936/45000]	Loss: 0.3572	LR: 0.004000
Training Epoch: 15 [8192/45000]	Loss: 0.2706	LR: 0.004000
Training Epoch: 15 [8448/45000]	Loss: 0.2819	LR: 0.004000
Training Epoch: 15 [8704/45000]	Loss: 0.3686	LR: 0.004000
Training Epoch: 15 [8960/45000]	Loss: 0.3373	LR: 0.004000
Training Epoch: 15 [9216/45000]	Loss: 0.3337	LR: 0.004000
Training Epoch: 15 [9472/45000]	Loss: 0.3778	LR: 0.004000
Training Epoch: 15 [9728/45000]	Loss: 0.2873	LR: 0.004000
Training Epoch: 15 [9984/45000]	Loss: 0.3345	LR: 0.004000
Training Epoch: 15 [10240/45000]	Loss: 0.2639	LR: 0.004000
Training Epoch: 15 [10496/45000]	Loss: 0.3271	LR: 0.004000
Training Epoch: 15 [10752/45000]	Loss: 0.3049	LR: 0.004000
Training Epoch: 15 [11008/45000]	Loss: 0.3370	LR: 0.004000
Training Epoch: 15 [11264/45000]	Loss: 0.3146	LR: 0.004000
Training Epoch: 15 [11520/45000]	Loss: 0.3356	LR: 0.004000
Training Epoch: 15 [11776/45000]	Loss: 0.2255	LR: 0.004000
Training Epoch: 15 [12032/45000]	Loss: 0.2703	LR: 0.004000
Training Epoch: 15 [12288/45000]	Loss: 0.2266	LR: 0.004000
Training Epoch: 15 [12544/45000]	Loss: 0.2848	LR: 0.004000
Training Epoch: 15 [12800/45000]	Loss: 0.3240	LR: 0.004000
Training Epoch: 15 [13056/45000]	Loss: 0.3075	LR: 0.004000
Training Epoch: 15 [13312/45000]	Loss: 0.3316	LR: 0.004000
Training Epoch: 15 [13568/45000]	Loss: 0.3207	LR: 0.004000
Training Epoch: 15 [13824/45000]	Loss: 0.2926	LR: 0.004000
Training Epoch: 15 [14080/45000]	Loss: 0.2851	LR: 0.004000
Training Epoch: 15 [14336/45000]	Loss: 0.3972	LR: 0.004000
Training Epoch: 15 [14592/45000]	Loss: 0.2279	LR: 0.004000
Training Epoch: 15 [14848/45000]	Loss: 0.3241	LR: 0.004000
Training Epoch: 15 [15104/45000]	Loss: 0.3635	LR: 0.004000
Training Epoch: 15 [15360/45000]	Loss: 0.2518	LR: 0.004000
Training Epoch: 15 [15616/45000]	Loss: 0.1904	LR: 0.004000
Training Epoch: 15 [15872/45000]	Loss: 0.2945	LR: 0.004000
Training Epoch: 15 [16128/45000]	Loss: 0.2223	LR: 0.004000
Training Epoch: 15 [16384/45000]	Loss: 0.2854	LR: 0.004000
Training Epoch: 15 [16640/45000]	Loss: 0.3346	LR: 0.004000
Training Epoch: 15 [16896/45000]	Loss: 0.2831	LR: 0.004000
Training Epoch: 15 [17152/45000]	Loss: 0.3338	LR: 0.004000
Training Epoch: 15 [17408/45000]	Loss: 0.3004	LR: 0.004000
Training Epoch: 15 [17664/45000]	Loss: 0.2190	LR: 0.004000
Training Epoch: 15 [17920/45000]	Loss: 0.2514	LR: 0.004000
Training Epoch: 15 [18176/45000]	Loss: 0.2915	LR: 0.004000
Training Epoch: 15 [18432/45000]	Loss: 0.2618	LR: 0.004000
Training Epoch: 15 [18688/45000]	Loss: 0.3262	LR: 0.004000
Training Epoch: 15 [18944/45000]	Loss: 0.2913	LR: 0.004000
Training Epoch: 15 [19200/45000]	Loss: 0.2529	LR: 0.004000
Training Epoch: 15 [19456/45000]	Loss: 0.2704	LR: 0.004000
Training Epoch: 15 [19712/45000]	Loss: 0.2861	LR: 0.004000
Training Epoch: 15 [19968/45000]	Loss: 0.2563	LR: 0.004000
Training Epoch: 15 [20224/45000]	Loss: 0.3854	LR: 0.004000
Training Epoch: 15 [20480/45000]	Loss: 0.3152	LR: 0.004000
Training Epoch: 15 [20736/45000]	Loss: 0.3077	LR: 0.004000
Training Epoch: 15 [20992/45000]	Loss: 0.3343	LR: 0.004000
Training Epoch: 15 [21248/45000]	Loss: 0.2653	LR: 0.004000
Training Epoch: 15 [21504/45000]	Loss: 0.2603	LR: 0.004000
Training Epoch: 15 [21760/45000]	Loss: 0.2099	LR: 0.004000
Training Epoch: 15 [22016/45000]	Loss: 0.3206	LR: 0.004000
Training Epoch: 15 [22272/45000]	Loss: 0.2886	LR: 0.004000
Training Epoch: 15 [22528/45000]	Loss: 0.2609	LR: 0.004000
Training Epoch: 15 [22784/45000]	Loss: 0.3009	LR: 0.004000
Training Epoch: 15 [23040/45000]	Loss: 0.3558	LR: 0.004000
Training Epoch: 15 [23296/45000]	Loss: 0.3723	LR: 0.004000
Training Epoch: 15 [23552/45000]	Loss: 0.3138	LR: 0.004000
Training Epoch: 15 [23808/45000]	Loss: 0.3104	LR: 0.004000
Training Epoch: 15 [24064/45000]	Loss: 0.2854	LR: 0.004000
Training Epoch: 15 [24320/45000]	Loss: 0.3092	LR: 0.004000
Training Epoch: 15 [24576/45000]	Loss: 0.2528	LR: 0.004000
Training Epoch: 15 [24832/45000]	Loss: 0.2588	LR: 0.004000
Training Epoch: 15 [25088/45000]	Loss: 0.2521	LR: 0.004000
Training Epoch: 15 [25344/45000]	Loss: 0.2679	LR: 0.004000
Training Epoch: 15 [25600/45000]	Loss: 0.2827	LR: 0.004000
Training Epoch: 15 [25856/45000]	Loss: 0.3006	LR: 0.004000
Training Epoch: 15 [26112/45000]	Loss: 0.2826	LR: 0.004000
Training Epoch: 15 [26368/45000]	Loss: 0.3192	LR: 0.004000
Training Epoch: 15 [26624/45000]	Loss: 0.3574	LR: 0.004000
Training Epoch: 15 [26880/45000]	Loss: 0.2984	LR: 0.004000
Training Epoch: 15 [27136/45000]	Loss: 0.4833	LR: 0.004000
Training Epoch: 15 [27392/45000]	Loss: 0.2847	LR: 0.004000
Training Epoch: 15 [27648/45000]	Loss: 0.2641	LR: 0.004000
Training Epoch: 15 [27904/45000]	Loss: 0.2686	LR: 0.004000
Training Epoch: 15 [28160/45000]	Loss: 0.2722	LR: 0.004000
Training Epoch: 15 [28416/45000]	Loss: 0.3549	LR: 0.004000
Training Epoch: 15 [28672/45000]	Loss: 0.2377	LR: 0.004000
Training Epoch: 15 [28928/45000]	Loss: 0.3026	LR: 0.004000
Training Epoch: 15 [29184/45000]	Loss: 0.3273	LR: 0.004000
Training Epoch: 15 [29440/45000]	Loss: 0.2431	LR: 0.004000
Training Epoch: 15 [29696/45000]	Loss: 0.2484	LR: 0.004000
Training Epoch: 15 [29952/45000]	Loss: 0.2023	LR: 0.004000
Training Epoch: 15 [30208/45000]	Loss: 0.2493	LR: 0.004000
Training Epoch: 15 [30464/45000]	Loss: 0.2352	LR: 0.004000
Training Epoch: 15 [30720/45000]	Loss: 0.2757	LR: 0.004000
Training Epoch: 15 [30976/45000]	Loss: 0.2829	LR: 0.004000
Training Epoch: 15 [31232/45000]	Loss: 0.2830	LR: 0.004000
Training Epoch: 15 [31488/45000]	Loss: 0.2472	LR: 0.004000
Training Epoch: 15 [31744/45000]	Loss: 0.2843	LR: 0.004000
Training Epoch: 15 [32000/45000]	Loss: 0.2640	LR: 0.004000
Training Epoch: 15 [32256/45000]	Loss: 0.3639	LR: 0.004000
Training Epoch: 15 [32512/45000]	Loss: 0.2841	LR: 0.004000
Training Epoch: 15 [32768/45000]	Loss: 0.3109	LR: 0.004000
Training Epoch: 15 [33024/45000]	Loss: 0.3334	LR: 0.004000
Training Epoch: 15 [33280/45000]	Loss: 0.3025	LR: 0.004000
Training Epoch: 15 [33536/45000]	Loss: 0.2618	LR: 0.004000
Training Epoch: 15 [33792/45000]	Loss: 0.2780	LR: 0.004000
Training Epoch: 15 [34048/45000]	Loss: 0.2321	LR: 0.004000
Training Epoch: 15 [34304/45000]	Loss: 0.3593	LR: 0.004000
Training Epoch: 15 [34560/45000]	Loss: 0.3358	LR: 0.004000
Training Epoch: 15 [34816/45000]	Loss: 0.2815	LR: 0.004000
Training Epoch: 15 [35072/45000]	Loss: 0.2665	LR: 0.004000
Training Epoch: 15 [35328/45000]	Loss: 0.3223	LR: 0.004000
Training Epoch: 15 [35584/45000]	Loss: 0.3439	LR: 0.004000
Training Epoch: 15 [35840/45000]	Loss: 0.3600	LR: 0.004000
Training Epoch: 15 [36096/45000]	Loss: 0.2772	LR: 0.004000
Training Epoch: 15 [36352/45000]	Loss: 0.2396	LR: 0.004000
Training Epoch: 15 [36608/45000]	Loss: 0.3179	LR: 0.004000
Training Epoch: 15 [36864/45000]	Loss: 0.2708	LR: 0.004000
Training Epoch: 15 [37120/45000]	Loss: 0.2606	LR: 0.004000
Training Epoch: 15 [37376/45000]	Loss: 0.3203	LR: 0.004000
Training Epoch: 15 [37632/45000]	Loss: 0.3042	LR: 0.004000
Training Epoch: 15 [37888/45000]	Loss: 0.3356	LR: 0.004000
Training Epoch: 15 [38144/45000]	Loss: 0.3133	LR: 0.004000
Training Epoch: 15 [38400/45000]	Loss: 0.3066	LR: 0.004000
Training Epoch: 15 [38656/45000]	Loss: 0.2462	LR: 0.004000
Training Epoch: 15 [38912/45000]	Loss: 0.3604	LR: 0.004000
Training Epoch: 15 [39168/45000]	Loss: 0.3390	LR: 0.004000
Training Epoch: 15 [39424/45000]	Loss: 0.2724	LR: 0.004000
Training Epoch: 15 [39680/45000]	Loss: 0.3404	LR: 0.004000
Training Epoch: 15 [39936/45000]	Loss: 0.3391	LR: 0.004000
Training Epoch: 15 [40192/45000]	Loss: 0.2701	LR: 0.004000
Training Epoch: 15 [40448/45000]	Loss: 0.3413	LR: 0.004000
Training Epoch: 15 [40704/45000]	Loss: 0.3357	LR: 0.004000
Training Epoch: 15 [40960/45000]	Loss: 0.2930	LR: 0.004000
Training Epoch: 15 [41216/45000]	Loss: 0.3124	LR: 0.004000
Training Epoch: 15 [41472/45000]	Loss: 0.3033	LR: 0.004000
Training Epoch: 15 [41728/45000]	Loss: 0.2607	LR: 0.004000
Training Epoch: 15 [41984/45000]	Loss: 0.3387	LR: 0.004000
Training Epoch: 15 [42240/45000]	Loss: 0.2859	LR: 0.004000
Training Epoch: 15 [42496/45000]	Loss: 0.2237	LR: 0.004000
Training Epoch: 15 [42752/45000]	Loss: 0.2679	LR: 0.004000
Training Epoch: 15 [43008/45000]	Loss: 0.1901	LR: 0.004000
Training Epoch: 15 [43264/45000]	Loss: 0.1805	LR: 0.004000
Training Epoch: 15 [43520/45000]	Loss: 0.3390	LR: 0.004000
Training Epoch: 15 [43776/45000]	Loss: 0.3067	LR: 0.004000
Training Epoch: 15 [44032/45000]	Loss: 0.2441	LR: 0.004000
Training Epoch: 15 [44288/45000]	Loss: 0.2777	LR: 0.004000
Training Epoch: 15 [44544/45000]	Loss: 0.2535	LR: 0.004000
Training Epoch: 15 [44800/45000]	Loss: 0.3203	LR: 0.004000
Training Epoch: 15 [45000/45000]	Loss: 0.2135	LR: 0.004000
Epoch 15 - Average Train Loss: 0.2965, Train Accuracy: 0.8968
Epoch 15 training time consumed: 27.17s
Evaluating Network.....
Test set: Epoch: 15, Average loss: 0.0014, Accuracy: 0.8859, Time consumed:0.95s
Saving weights file to checkpoint/retrain/ResNet18/Sunday_21_September_2025_21h_46m_51s/ResNet18-Cifar10-seed5-ret0-15-best.pth
Training Epoch: 16 [256/45000]	Loss: 0.2444	LR: 0.000800
Training Epoch: 16 [512/45000]	Loss: 0.2425	LR: 0.000800
Training Epoch: 16 [768/45000]	Loss: 0.3414	LR: 0.000800
Training Epoch: 16 [1024/45000]	Loss: 0.3167	LR: 0.000800
Training Epoch: 16 [1280/45000]	Loss: 0.2475	LR: 0.000800
Training Epoch: 16 [1536/45000]	Loss: 0.2395	LR: 0.000800
Training Epoch: 16 [1792/45000]	Loss: 0.2422	LR: 0.000800
Training Epoch: 16 [2048/45000]	Loss: 0.3306	LR: 0.000800
Training Epoch: 16 [2304/45000]	Loss: 0.3740	LR: 0.000800
Training Epoch: 16 [2560/45000]	Loss: 0.3393	LR: 0.000800
Training Epoch: 16 [2816/45000]	Loss: 0.2292	LR: 0.000800
Training Epoch: 16 [3072/45000]	Loss: 0.2327	LR: 0.000800
Training Epoch: 16 [3328/45000]	Loss: 0.2666	LR: 0.000800
Training Epoch: 16 [3584/45000]	Loss: 0.3009	LR: 0.000800
Training Epoch: 16 [3840/45000]	Loss: 0.2387	LR: 0.000800
Training Epoch: 16 [4096/45000]	Loss: 0.3012	LR: 0.000800
Training Epoch: 16 [4352/45000]	Loss: 0.2946	LR: 0.000800
Training Epoch: 16 [4608/45000]	Loss: 0.2760	LR: 0.000800
Training Epoch: 16 [4864/45000]	Loss: 0.3162	LR: 0.000800
Training Epoch: 16 [5120/45000]	Loss: 0.2260	LR: 0.000800
Training Epoch: 16 [5376/45000]	Loss: 0.3066	LR: 0.000800
Training Epoch: 16 [5632/45000]	Loss: 0.3363	LR: 0.000800
Training Epoch: 16 [5888/45000]	Loss: 0.2240	LR: 0.000800
Training Epoch: 16 [6144/45000]	Loss: 0.2905	LR: 0.000800
Training Epoch: 16 [6400/45000]	Loss: 0.3031	LR: 0.000800
Training Epoch: 16 [6656/45000]	Loss: 0.2589	LR: 0.000800
Training Epoch: 16 [6912/45000]	Loss: 0.2958	LR: 0.000800
Training Epoch: 16 [7168/45000]	Loss: 0.2857	LR: 0.000800
Training Epoch: 16 [7424/45000]	Loss: 0.3376	LR: 0.000800
Training Epoch: 16 [7680/45000]	Loss: 0.2266	LR: 0.000800
Training Epoch: 16 [7936/45000]	Loss: 0.3062	LR: 0.000800
Training Epoch: 16 [8192/45000]	Loss: 0.2452	LR: 0.000800
Training Epoch: 16 [8448/45000]	Loss: 0.3474	LR: 0.000800
Training Epoch: 16 [8704/45000]	Loss: 0.3242	LR: 0.000800
Training Epoch: 16 [8960/45000]	Loss: 0.2502	LR: 0.000800
Training Epoch: 16 [9216/45000]	Loss: 0.2765	LR: 0.000800
Training Epoch: 16 [9472/45000]	Loss: 0.2518	LR: 0.000800
Training Epoch: 16 [9728/45000]	Loss: 0.2274	LR: 0.000800
Training Epoch: 16 [9984/45000]	Loss: 0.2363	LR: 0.000800
Training Epoch: 16 [10240/45000]	Loss: 0.2402	LR: 0.000800
Training Epoch: 16 [10496/45000]	Loss: 0.3334	LR: 0.000800
Training Epoch: 16 [10752/45000]	Loss: 0.3266	LR: 0.000800
Training Epoch: 16 [11008/45000]	Loss: 0.2987	LR: 0.000800
Training Epoch: 16 [11264/45000]	Loss: 0.2573	LR: 0.000800
Training Epoch: 16 [11520/45000]	Loss: 0.2956	LR: 0.000800
Training Epoch: 16 [11776/45000]	Loss: 0.2828	LR: 0.000800
Training Epoch: 16 [12032/45000]	Loss: 0.2759	LR: 0.000800
Training Epoch: 16 [12288/45000]	Loss: 0.3092	LR: 0.000800
Training Epoch: 16 [12544/45000]	Loss: 0.2400	LR: 0.000800
Training Epoch: 16 [12800/45000]	Loss: 0.2688	LR: 0.000800
Training Epoch: 16 [13056/45000]	Loss: 0.3576	LR: 0.000800
Training Epoch: 16 [13312/45000]	Loss: 0.3204	LR: 0.000800
Training Epoch: 16 [13568/45000]	Loss: 0.3610	LR: 0.000800
Training Epoch: 16 [13824/45000]	Loss: 0.3393	LR: 0.000800
Training Epoch: 16 [14080/45000]	Loss: 0.2792	LR: 0.000800
Training Epoch: 16 [14336/45000]	Loss: 0.3223	LR: 0.000800
Training Epoch: 16 [14592/45000]	Loss: 0.3191	LR: 0.000800
Training Epoch: 16 [14848/45000]	Loss: 0.2636	LR: 0.000800
Training Epoch: 16 [15104/45000]	Loss: 0.2740	LR: 0.000800
Training Epoch: 16 [15360/45000]	Loss: 0.2620	LR: 0.000800
Training Epoch: 16 [15616/45000]	Loss: 0.2139	LR: 0.000800
Training Epoch: 16 [15872/45000]	Loss: 0.2964	LR: 0.000800
Training Epoch: 16 [16128/45000]	Loss: 0.3089	LR: 0.000800
Training Epoch: 16 [16384/45000]	Loss: 0.3396	LR: 0.000800
Training Epoch: 16 [16640/45000]	Loss: 0.2222	LR: 0.000800
Training Epoch: 16 [16896/45000]	Loss: 0.2733	LR: 0.000800
Training Epoch: 16 [17152/45000]	Loss: 0.3066	LR: 0.000800
Training Epoch: 16 [17408/45000]	Loss: 0.3109	LR: 0.000800
Training Epoch: 16 [17664/45000]	Loss: 0.2654	LR: 0.000800
Training Epoch: 16 [17920/45000]	Loss: 0.3080	LR: 0.000800
Training Epoch: 16 [18176/45000]	Loss: 0.3214	LR: 0.000800
Training Epoch: 16 [18432/45000]	Loss: 0.2896	LR: 0.000800
Training Epoch: 16 [18688/45000]	Loss: 0.2984	LR: 0.000800
Training Epoch: 16 [18944/45000]	Loss: 0.3492	LR: 0.000800
Training Epoch: 16 [19200/45000]	Loss: 0.2953	LR: 0.000800
Training Epoch: 16 [19456/45000]	Loss: 0.3269	LR: 0.000800
Training Epoch: 16 [19712/45000]	Loss: 0.2898	LR: 0.000800
Training Epoch: 16 [19968/45000]	Loss: 0.3680	LR: 0.000800
Training Epoch: 16 [20224/45000]	Loss: 0.3030	LR: 0.000800
Training Epoch: 16 [20480/45000]	Loss: 0.2216	LR: 0.000800
Training Epoch: 16 [20736/45000]	Loss: 0.2828	LR: 0.000800
Training Epoch: 16 [20992/45000]	Loss: 0.2534	LR: 0.000800
Training Epoch: 16 [21248/45000]	Loss: 0.2703	LR: 0.000800
Training Epoch: 16 [21504/45000]	Loss: 0.2908	LR: 0.000800
Training Epoch: 16 [21760/45000]	Loss: 0.2746	LR: 0.000800
Training Epoch: 16 [22016/45000]	Loss: 0.2535	LR: 0.000800
Training Epoch: 16 [22272/45000]	Loss: 0.3298	LR: 0.000800
Training Epoch: 16 [22528/45000]	Loss: 0.3001	LR: 0.000800
Training Epoch: 16 [22784/45000]	Loss: 0.2855	LR: 0.000800
Training Epoch: 16 [23040/45000]	Loss: 0.3568	LR: 0.000800
Training Epoch: 16 [23296/45000]	Loss: 0.2597	LR: 0.000800
Training Epoch: 16 [23552/45000]	Loss: 0.2957	LR: 0.000800
Training Epoch: 16 [23808/45000]	Loss: 0.3332	LR: 0.000800
Training Epoch: 16 [24064/45000]	Loss: 0.3494	LR: 0.000800
Training Epoch: 16 [24320/45000]	Loss: 0.2651	LR: 0.000800
Training Epoch: 16 [24576/45000]	Loss: 0.3265	LR: 0.000800
Training Epoch: 16 [24832/45000]	Loss: 0.2123	LR: 0.000800
Training Epoch: 16 [25088/45000]	Loss: 0.2277	LR: 0.000800
Training Epoch: 16 [25344/45000]	Loss: 0.2798	LR: 0.000800
Training Epoch: 16 [25600/45000]	Loss: 0.2904	LR: 0.000800
Training Epoch: 16 [25856/45000]	Loss: 0.2488	LR: 0.000800
Training Epoch: 16 [26112/45000]	Loss: 0.2711	LR: 0.000800
Training Epoch: 16 [26368/45000]	Loss: 0.3198	LR: 0.000800
Training Epoch: 16 [26624/45000]	Loss: 0.2626	LR: 0.000800
Training Epoch: 16 [26880/45000]	Loss: 0.3226	LR: 0.000800
Training Epoch: 16 [27136/45000]	Loss: 0.3011	LR: 0.000800
Training Epoch: 16 [27392/45000]	Loss: 0.3342	LR: 0.000800
Training Epoch: 16 [27648/45000]	Loss: 0.3368	LR: 0.000800
Training Epoch: 16 [27904/45000]	Loss: 0.3038	LR: 0.000800
Training Epoch: 16 [28160/45000]	Loss: 0.2443	LR: 0.000800
Training Epoch: 16 [28416/45000]	Loss: 0.2568	LR: 0.000800
Training Epoch: 16 [28672/45000]	Loss: 0.3561	LR: 0.000800
Training Epoch: 16 [28928/45000]	Loss: 0.3081	LR: 0.000800
Training Epoch: 16 [29184/45000]	Loss: 0.2970	LR: 0.000800
Training Epoch: 16 [29440/45000]	Loss: 0.2311	LR: 0.000800
Training Epoch: 16 [29696/45000]	Loss: 0.2406	LR: 0.000800
Training Epoch: 16 [29952/45000]	Loss: 0.2743	LR: 0.000800
Training Epoch: 16 [30208/45000]	Loss: 0.2927	LR: 0.000800
Training Epoch: 16 [30464/45000]	Loss: 0.2988	LR: 0.000800
Training Epoch: 16 [30720/45000]	Loss: 0.3035	LR: 0.000800
Training Epoch: 16 [30976/45000]	Loss: 0.2741	LR: 0.000800
Training Epoch: 16 [31232/45000]	Loss: 0.3058	LR: 0.000800
Training Epoch: 16 [31488/45000]	Loss: 0.3013	LR: 0.000800
Training Epoch: 16 [31744/45000]	Loss: 0.2365	LR: 0.000800
Training Epoch: 16 [32000/45000]	Loss: 0.2941	LR: 0.000800
Training Epoch: 16 [32256/45000]	Loss: 0.2793	LR: 0.000800
Training Epoch: 16 [32512/45000]	Loss: 0.2892	LR: 0.000800
Training Epoch: 16 [32768/45000]	Loss: 0.3961	LR: 0.000800
Training Epoch: 16 [33024/45000]	Loss: 0.2989	LR: 0.000800
Training Epoch: 16 [33280/45000]	Loss: 0.3409	LR: 0.000800
Training Epoch: 16 [33536/45000]	Loss: 0.3514	LR: 0.000800
Training Epoch: 16 [33792/45000]	Loss: 0.2358	LR: 0.000800
Training Epoch: 16 [34048/45000]	Loss: 0.2591	LR: 0.000800
Training Epoch: 16 [34304/45000]	Loss: 0.2681	LR: 0.000800
Training Epoch: 16 [34560/45000]	Loss: 0.3430	LR: 0.000800
Training Epoch: 16 [34816/45000]	Loss: 0.2901	LR: 0.000800
Training Epoch: 16 [35072/45000]	Loss: 0.2433	LR: 0.000800
Training Epoch: 16 [35328/45000]	Loss: 0.2277	LR: 0.000800
Training Epoch: 16 [35584/45000]	Loss: 0.2292	LR: 0.000800
Training Epoch: 16 [35840/45000]	Loss: 0.2632	LR: 0.000800
Training Epoch: 16 [36096/45000]	Loss: 0.2302	LR: 0.000800
Training Epoch: 16 [36352/45000]	Loss: 0.3137	LR: 0.000800
Training Epoch: 16 [36608/45000]	Loss: 0.3569	LR: 0.000800
Training Epoch: 16 [36864/45000]	Loss: 0.3039	LR: 0.000800
Training Epoch: 16 [37120/45000]	Loss: 0.2473	LR: 0.000800
Training Epoch: 16 [37376/45000]	Loss: 0.2727	LR: 0.000800
Training Epoch: 16 [37632/45000]	Loss: 0.3054	LR: 0.000800
Training Epoch: 16 [37888/45000]	Loss: 0.2581	LR: 0.000800
Training Epoch: 16 [38144/45000]	Loss: 0.2497	LR: 0.000800
Training Epoch: 16 [38400/45000]	Loss: 0.3150	LR: 0.000800
Training Epoch: 16 [38656/45000]	Loss: 0.2950	LR: 0.000800
Training Epoch: 16 [38912/45000]	Loss: 0.2559	LR: 0.000800
Training Epoch: 16 [39168/45000]	Loss: 0.3195	LR: 0.000800
Training Epoch: 16 [39424/45000]	Loss: 0.2457	LR: 0.000800
Training Epoch: 16 [39680/45000]	Loss: 0.2955	LR: 0.000800
Training Epoch: 16 [39936/45000]	Loss: 0.3245	LR: 0.000800
Training Epoch: 16 [40192/45000]	Loss: 0.2174	LR: 0.000800
Training Epoch: 16 [40448/45000]	Loss: 0.3052	LR: 0.000800
Training Epoch: 16 [40704/45000]	Loss: 0.2492	LR: 0.000800
Training Epoch: 16 [40960/45000]	Loss: 0.2114	LR: 0.000800
Training Epoch: 16 [41216/45000]	Loss: 0.3627	LR: 0.000800
Training Epoch: 16 [41472/45000]	Loss: 0.2962	LR: 0.000800
Training Epoch: 16 [41728/45000]	Loss: 0.2938	LR: 0.000800
Training Epoch: 16 [41984/45000]	Loss: 0.2517	LR: 0.000800
Training Epoch: 16 [42240/45000]	Loss: 0.2955	LR: 0.000800
Training Epoch: 16 [42496/45000]	Loss: 0.2613	LR: 0.000800
Training Epoch: 16 [42752/45000]	Loss: 0.2619	LR: 0.000800
Training Epoch: 16 [43008/45000]	Loss: 0.3780	LR: 0.000800
Training Epoch: 16 [43264/45000]	Loss: 0.2374	LR: 0.000800
Training Epoch: 16 [43520/45000]	Loss: 0.1932	LR: 0.000800
Training Epoch: 16 [43776/45000]	Loss: 0.2605	LR: 0.000800
Training Epoch: 16 [44032/45000]	Loss: 0.3000	LR: 0.000800
Training Epoch: 16 [44288/45000]	Loss: 0.1890	LR: 0.000800
Training Epoch: 16 [44544/45000]	Loss: 0.2969	LR: 0.000800
Training Epoch: 16 [44800/45000]	Loss: 0.2894	LR: 0.000800
Training Epoch: 16 [45000/45000]	Loss: 0.3015	LR: 0.000800
Epoch 16 - Average Train Loss: 0.2862, Train Accuracy: 0.8993
Epoch 16 training time consumed: 27.16s
Evaluating Network.....
Test set: Epoch: 16, Average loss: 0.0013, Accuracy: 0.8856, Time consumed:0.96s
Training Epoch: 17 [256/45000]	Loss: 0.2881	LR: 0.000800
Training Epoch: 17 [512/45000]	Loss: 0.2609	LR: 0.000800
Training Epoch: 17 [768/45000]	Loss: 0.3422	LR: 0.000800
Training Epoch: 17 [1024/45000]	Loss: 0.3636	LR: 0.000800
Training Epoch: 17 [1280/45000]	Loss: 0.2288	LR: 0.000800
Training Epoch: 17 [1536/45000]	Loss: 0.2955	LR: 0.000800
Training Epoch: 17 [1792/45000]	Loss: 0.1935	LR: 0.000800
Training Epoch: 17 [2048/45000]	Loss: 0.2595	LR: 0.000800
Training Epoch: 17 [2304/45000]	Loss: 0.3263	LR: 0.000800
Training Epoch: 17 [2560/45000]	Loss: 0.2548	LR: 0.000800
Training Epoch: 17 [2816/45000]	Loss: 0.2959	LR: 0.000800
Training Epoch: 17 [3072/45000]	Loss: 0.2690	LR: 0.000800
Training Epoch: 17 [3328/45000]	Loss: 0.3028	LR: 0.000800
Training Epoch: 17 [3584/45000]	Loss: 0.2701	LR: 0.000800
Training Epoch: 17 [3840/45000]	Loss: 0.3574	LR: 0.000800
Training Epoch: 17 [4096/45000]	Loss: 0.2544	LR: 0.000800
Training Epoch: 17 [4352/45000]	Loss: 0.2625	LR: 0.000800
Training Epoch: 17 [4608/45000]	Loss: 0.3249	LR: 0.000800
Training Epoch: 17 [4864/45000]	Loss: 0.3216	LR: 0.000800
Training Epoch: 17 [5120/45000]	Loss: 0.2245	LR: 0.000800
Training Epoch: 17 [5376/45000]	Loss: 0.3979	LR: 0.000800
Training Epoch: 17 [5632/45000]	Loss: 0.2569	LR: 0.000800
Training Epoch: 17 [5888/45000]	Loss: 0.2883	LR: 0.000800
Training Epoch: 17 [6144/45000]	Loss: 0.3017	LR: 0.000800
Training Epoch: 17 [6400/45000]	Loss: 0.3082	LR: 0.000800
Training Epoch: 17 [6656/45000]	Loss: 0.3065	LR: 0.000800
Training Epoch: 17 [6912/45000]	Loss: 0.2634	LR: 0.000800
Training Epoch: 17 [7168/45000]	Loss: 0.2896	LR: 0.000800
Training Epoch: 17 [7424/45000]	Loss: 0.3051	LR: 0.000800
Training Epoch: 17 [7680/45000]	Loss: 0.2090	LR: 0.000800
Training Epoch: 17 [7936/45000]	Loss: 0.3343	LR: 0.000800
Training Epoch: 17 [8192/45000]	Loss: 0.2578	LR: 0.000800
Training Epoch: 17 [8448/45000]	Loss: 0.2503	LR: 0.000800
Training Epoch: 17 [8704/45000]	Loss: 0.2783	LR: 0.000800
Training Epoch: 17 [8960/45000]	Loss: 0.3015	LR: 0.000800
Training Epoch: 17 [9216/45000]	Loss: 0.2767	LR: 0.000800
Training Epoch: 17 [9472/45000]	Loss: 0.2809	LR: 0.000800
Training Epoch: 17 [9728/45000]	Loss: 0.2930	LR: 0.000800
Training Epoch: 17 [9984/45000]	Loss: 0.3311	LR: 0.000800
Training Epoch: 17 [10240/45000]	Loss: 0.2717	LR: 0.000800
Training Epoch: 17 [10496/45000]	Loss: 0.1728	LR: 0.000800
Training Epoch: 17 [10752/45000]	Loss: 0.2199	LR: 0.000800
Training Epoch: 17 [11008/45000]	Loss: 0.3124	LR: 0.000800
Training Epoch: 17 [11264/45000]	Loss: 0.2055	LR: 0.000800
Training Epoch: 17 [11520/45000]	Loss: 0.2627	LR: 0.000800
Training Epoch: 17 [11776/45000]	Loss: 0.2693	LR: 0.000800
Training Epoch: 17 [12032/45000]	Loss: 0.2116	LR: 0.000800
Training Epoch: 17 [12288/45000]	Loss: 0.2490	LR: 0.000800
Training Epoch: 17 [12544/45000]	Loss: 0.3677	LR: 0.000800
Training Epoch: 17 [12800/45000]	Loss: 0.2176	LR: 0.000800
Training Epoch: 17 [13056/45000]	Loss: 0.2838	LR: 0.000800
Training Epoch: 17 [13312/45000]	Loss: 0.3930	LR: 0.000800
Training Epoch: 17 [13568/45000]	Loss: 0.3408	LR: 0.000800
Training Epoch: 17 [13824/45000]	Loss: 0.2701	LR: 0.000800
Training Epoch: 17 [14080/45000]	Loss: 0.2478	LR: 0.000800
Training Epoch: 17 [14336/45000]	Loss: 0.3124	LR: 0.000800
Training Epoch: 17 [14592/45000]	Loss: 0.2270	LR: 0.000800
Training Epoch: 17 [14848/45000]	Loss: 0.2478	LR: 0.000800
Training Epoch: 17 [15104/45000]	Loss: 0.2911	LR: 0.000800
Training Epoch: 17 [15360/45000]	Loss: 0.3162	LR: 0.000800
Training Epoch: 17 [15616/45000]	Loss: 0.3647	LR: 0.000800
Training Epoch: 17 [15872/45000]	Loss: 0.2959	LR: 0.000800
Training Epoch: 17 [16128/45000]	Loss: 0.3057	LR: 0.000800
Training Epoch: 17 [16384/45000]	Loss: 0.2967	LR: 0.000800
Training Epoch: 17 [16640/45000]	Loss: 0.2804	LR: 0.000800
Training Epoch: 17 [16896/45000]	Loss: 0.3177	LR: 0.000800
Training Epoch: 17 [17152/45000]	Loss: 0.3563	LR: 0.000800
Training Epoch: 17 [17408/45000]	Loss: 0.2769	LR: 0.000800
Training Epoch: 17 [17664/45000]	Loss: 0.3042	LR: 0.000800
Training Epoch: 17 [17920/45000]	Loss: 0.2674	LR: 0.000800
Training Epoch: 17 [18176/45000]	Loss: 0.2760	LR: 0.000800
Training Epoch: 17 [18432/45000]	Loss: 0.2481	LR: 0.000800
Training Epoch: 17 [18688/45000]	Loss: 0.2709	LR: 0.000800
Training Epoch: 17 [18944/45000]	Loss: 0.2671	LR: 0.000800
Training Epoch: 17 [19200/45000]	Loss: 0.2947	LR: 0.000800
Training Epoch: 17 [19456/45000]	Loss: 0.2562	LR: 0.000800
Training Epoch: 17 [19712/45000]	Loss: 0.2679	LR: 0.000800
Training Epoch: 17 [19968/45000]	Loss: 0.2590	LR: 0.000800
Training Epoch: 17 [20224/45000]	Loss: 0.2683	LR: 0.000800
Training Epoch: 17 [20480/45000]	Loss: 0.2464	LR: 0.000800
Training Epoch: 17 [20736/45000]	Loss: 0.2368	LR: 0.000800
Training Epoch: 17 [20992/45000]	Loss: 0.3011	LR: 0.000800
Training Epoch: 17 [21248/45000]	Loss: 0.2493	LR: 0.000800
Training Epoch: 17 [21504/45000]	Loss: 0.2834	LR: 0.000800
Training Epoch: 17 [21760/45000]	Loss: 0.3483	LR: 0.000800
Training Epoch: 17 [22016/45000]	Loss: 0.1751	LR: 0.000800
Training Epoch: 17 [22272/45000]	Loss: 0.2258	LR: 0.000800
Training Epoch: 17 [22528/45000]	Loss: 0.3086	LR: 0.000800
Training Epoch: 17 [22784/45000]	Loss: 0.2740	LR: 0.000800
Training Epoch: 17 [23040/45000]	Loss: 0.2734	LR: 0.000800
Training Epoch: 17 [23296/45000]	Loss: 0.2714	LR: 0.000800
Training Epoch: 17 [23552/45000]	Loss: 0.3431	LR: 0.000800
Training Epoch: 17 [23808/45000]	Loss: 0.3691	LR: 0.000800
Training Epoch: 17 [24064/45000]	Loss: 0.2879	LR: 0.000800
Training Epoch: 17 [24320/45000]	Loss: 0.2495	LR: 0.000800
Training Epoch: 17 [24576/45000]	Loss: 0.3451	LR: 0.000800
Training Epoch: 17 [24832/45000]	Loss: 0.2936	LR: 0.000800
Training Epoch: 17 [25088/45000]	Loss: 0.2510	LR: 0.000800
Training Epoch: 17 [25344/45000]	Loss: 0.2849	LR: 0.000800
Training Epoch: 17 [25600/45000]	Loss: 0.2230	LR: 0.000800
Training Epoch: 17 [25856/45000]	Loss: 0.3399	LR: 0.000800
Training Epoch: 17 [26112/45000]	Loss: 0.2739	LR: 0.000800
Training Epoch: 17 [26368/45000]	Loss: 0.3319	LR: 0.000800
Training Epoch: 17 [26624/45000]	Loss: 0.3212	LR: 0.000800
Training Epoch: 17 [26880/45000]	Loss: 0.3544	LR: 0.000800
Training Epoch: 17 [27136/45000]	Loss: 0.3593	LR: 0.000800
Training Epoch: 17 [27392/45000]	Loss: 0.2334	LR: 0.000800
Training Epoch: 17 [27648/45000]	Loss: 0.3266	LR: 0.000800
Training Epoch: 17 [27904/45000]	Loss: 0.3035	LR: 0.000800
Training Epoch: 17 [28160/45000]	Loss: 0.2204	LR: 0.000800
Training Epoch: 17 [28416/45000]	Loss: 0.2494	LR: 0.000800
Training Epoch: 17 [28672/45000]	Loss: 0.2939	LR: 0.000800
Training Epoch: 17 [28928/45000]	Loss: 0.2696	LR: 0.000800
Training Epoch: 17 [29184/45000]	Loss: 0.1927	LR: 0.000800
Training Epoch: 17 [29440/45000]	Loss: 0.2662	LR: 0.000800
Training Epoch: 17 [29696/45000]	Loss: 0.3445	LR: 0.000800
Training Epoch: 17 [29952/45000]	Loss: 0.2613	LR: 0.000800
Training Epoch: 17 [30208/45000]	Loss: 0.2570	LR: 0.000800
Training Epoch: 17 [30464/45000]	Loss: 0.2316	LR: 0.000800
Training Epoch: 17 [30720/45000]	Loss: 0.1797	LR: 0.000800
Training Epoch: 17 [30976/45000]	Loss: 0.2534	LR: 0.000800
Training Epoch: 17 [31232/45000]	Loss: 0.3249	LR: 0.000800
Training Epoch: 17 [31488/45000]	Loss: 0.2965	LR: 0.000800
Training Epoch: 17 [31744/45000]	Loss: 0.3326	LR: 0.000800
Training Epoch: 17 [32000/45000]	Loss: 0.2554	LR: 0.000800
Training Epoch: 17 [32256/45000]	Loss: 0.2906	LR: 0.000800
Training Epoch: 17 [32512/45000]	Loss: 0.2993	LR: 0.000800
Training Epoch: 17 [32768/45000]	Loss: 0.2605	LR: 0.000800
Training Epoch: 17 [33024/45000]	Loss: 0.2360	LR: 0.000800
Training Epoch: 17 [33280/45000]	Loss: 0.2951	LR: 0.000800
Training Epoch: 17 [33536/45000]	Loss: 0.3703	LR: 0.000800
Training Epoch: 17 [33792/45000]	Loss: 0.2445	LR: 0.000800
Training Epoch: 17 [34048/45000]	Loss: 0.2614	LR: 0.000800
Training Epoch: 17 [34304/45000]	Loss: 0.3476	LR: 0.000800
Training Epoch: 17 [34560/45000]	Loss: 0.2052	LR: 0.000800
Training Epoch: 17 [34816/45000]	Loss: 0.3037	LR: 0.000800
Training Epoch: 17 [35072/45000]	Loss: 0.2864	LR: 0.000800
Training Epoch: 17 [35328/45000]	Loss: 0.2308	LR: 0.000800
Training Epoch: 17 [35584/45000]	Loss: 0.2618	LR: 0.000800
Training Epoch: 17 [35840/45000]	Loss: 0.3092	LR: 0.000800
Training Epoch: 17 [36096/45000]	Loss: 0.2315	LR: 0.000800
Training Epoch: 17 [36352/45000]	Loss: 0.2677	LR: 0.000800
Training Epoch: 17 [36608/45000]	Loss: 0.1966	LR: 0.000800
Training Epoch: 17 [36864/45000]	Loss: 0.3198	LR: 0.000800
Training Epoch: 17 [37120/45000]	Loss: 0.2594	LR: 0.000800
Training Epoch: 17 [37376/45000]	Loss: 0.3416	LR: 0.000800
Training Epoch: 17 [37632/45000]	Loss: 0.3099	LR: 0.000800
Training Epoch: 17 [37888/45000]	Loss: 0.3771	LR: 0.000800
Training Epoch: 17 [38144/45000]	Loss: 0.2817	LR: 0.000800
Training Epoch: 17 [38400/45000]	Loss: 0.2995	LR: 0.000800
Training Epoch: 17 [38656/45000]	Loss: 0.2292	LR: 0.000800
Training Epoch: 17 [38912/45000]	Loss: 0.2998	LR: 0.000800
Training Epoch: 17 [39168/45000]	Loss: 0.2134	LR: 0.000800
Training Epoch: 17 [39424/45000]	Loss: 0.2761	LR: 0.000800
Training Epoch: 17 [39680/45000]	Loss: 0.2452	LR: 0.000800
Training Epoch: 17 [39936/45000]	Loss: 0.2815	LR: 0.000800
Training Epoch: 17 [40192/45000]	Loss: 0.2350	LR: 0.000800
Training Epoch: 17 [40448/45000]	Loss: 0.2574	LR: 0.000800
Training Epoch: 17 [40704/45000]	Loss: 0.3394	LR: 0.000800
Training Epoch: 17 [40960/45000]	Loss: 0.2601	LR: 0.000800
Training Epoch: 17 [41216/45000]	Loss: 0.2835	LR: 0.000800
Training Epoch: 17 [41472/45000]	Loss: 0.2999	LR: 0.000800
Training Epoch: 17 [41728/45000]	Loss: 0.2333	LR: 0.000800
Training Epoch: 17 [41984/45000]	Loss: 0.3119	LR: 0.000800
Training Epoch: 17 [42240/45000]	Loss: 0.2732	LR: 0.000800
Training Epoch: 17 [42496/45000]	Loss: 0.3224	LR: 0.000800
Training Epoch: 17 [42752/45000]	Loss: 0.2990	LR: 0.000800
Training Epoch: 17 [43008/45000]	Loss: 0.3734	LR: 0.000800
Training Epoch: 17 [43264/45000]	Loss: 0.2517	LR: 0.000800
Training Epoch: 17 [43520/45000]	Loss: 0.2298	LR: 0.000800
Training Epoch: 17 [43776/45000]	Loss: 0.2899	LR: 0.000800
Training Epoch: 17 [44032/45000]	Loss: 0.2587	LR: 0.000800
Training Epoch: 17 [44288/45000]	Loss: 0.2838	LR: 0.000800
Training Epoch: 17 [44544/45000]	Loss: 0.3068	LR: 0.000800
Training Epoch: 17 [44800/45000]	Loss: 0.2856	LR: 0.000800
Training Epoch: 17 [45000/45000]	Loss: 0.3132	LR: 0.000800
Epoch 17 - Average Train Loss: 0.2820, Train Accuracy: 0.9010
Epoch 17 training time consumed: 27.04s
Evaluating Network.....
Test set: Epoch: 17, Average loss: 0.0013, Accuracy: 0.8883, Time consumed:1.05s
Saving weights file to checkpoint/retrain/ResNet18/Sunday_21_September_2025_21h_46m_51s/ResNet18-Cifar10-seed5-ret0-17-best.pth
Training Epoch: 18 [256/45000]	Loss: 0.3127	LR: 0.000800
Training Epoch: 18 [512/45000]	Loss: 0.2564	LR: 0.000800
Training Epoch: 18 [768/45000]	Loss: 0.2379	LR: 0.000800
Training Epoch: 18 [1024/45000]	Loss: 0.3259	LR: 0.000800
Training Epoch: 18 [1280/45000]	Loss: 0.3132	LR: 0.000800
Training Epoch: 18 [1536/45000]	Loss: 0.3188	LR: 0.000800
Training Epoch: 18 [1792/45000]	Loss: 0.2631	LR: 0.000800
Training Epoch: 18 [2048/45000]	Loss: 0.3020	LR: 0.000800
Training Epoch: 18 [2304/45000]	Loss: 0.2069	LR: 0.000800
Training Epoch: 18 [2560/45000]	Loss: 0.2724	LR: 0.000800
Training Epoch: 18 [2816/45000]	Loss: 0.2308	LR: 0.000800
Training Epoch: 18 [3072/45000]	Loss: 0.2900	LR: 0.000800
Training Epoch: 18 [3328/45000]	Loss: 0.2711	LR: 0.000800
Training Epoch: 18 [3584/45000]	Loss: 0.2711	LR: 0.000800
Training Epoch: 18 [3840/45000]	Loss: 0.3244	LR: 0.000800
Training Epoch: 18 [4096/45000]	Loss: 0.2796	LR: 0.000800
Training Epoch: 18 [4352/45000]	Loss: 0.2964	LR: 0.000800
Training Epoch: 18 [4608/45000]	Loss: 0.3222	LR: 0.000800
Training Epoch: 18 [4864/45000]	Loss: 0.3366	LR: 0.000800
Training Epoch: 18 [5120/45000]	Loss: 0.3197	LR: 0.000800
Training Epoch: 18 [5376/45000]	Loss: 0.3114	LR: 0.000800
Training Epoch: 18 [5632/45000]	Loss: 0.1990	LR: 0.000800
Training Epoch: 18 [5888/45000]	Loss: 0.3640	LR: 0.000800
Training Epoch: 18 [6144/45000]	Loss: 0.2269	LR: 0.000800
Training Epoch: 18 [6400/45000]	Loss: 0.3547	LR: 0.000800
Training Epoch: 18 [6656/45000]	Loss: 0.2006	LR: 0.000800
Training Epoch: 18 [6912/45000]	Loss: 0.2116	LR: 0.000800
Training Epoch: 18 [7168/45000]	Loss: 0.2124	LR: 0.000800
Training Epoch: 18 [7424/45000]	Loss: 0.2632	LR: 0.000800
Training Epoch: 18 [7680/45000]	Loss: 0.2171	LR: 0.000800
Training Epoch: 18 [7936/45000]	Loss: 0.2785	LR: 0.000800
Training Epoch: 18 [8192/45000]	Loss: 0.2606	LR: 0.000800
Training Epoch: 18 [8448/45000]	Loss: 0.2493	LR: 0.000800
Training Epoch: 18 [8704/45000]	Loss: 0.1812	LR: 0.000800
Training Epoch: 18 [8960/45000]	Loss: 0.3043	LR: 0.000800
Training Epoch: 18 [9216/45000]	Loss: 0.3072	LR: 0.000800
Training Epoch: 18 [9472/45000]	Loss: 0.3216	LR: 0.000800
Training Epoch: 18 [9728/45000]	Loss: 0.2561	LR: 0.000800
Training Epoch: 18 [9984/45000]	Loss: 0.2450	LR: 0.000800
Training Epoch: 18 [10240/45000]	Loss: 0.2791	LR: 0.000800
Training Epoch: 18 [10496/45000]	Loss: 0.2771	LR: 0.000800
Training Epoch: 18 [10752/45000]	Loss: 0.3373	LR: 0.000800
Training Epoch: 18 [11008/45000]	Loss: 0.2893	LR: 0.000800
Training Epoch: 18 [11264/45000]	Loss: 0.2610	LR: 0.000800
Training Epoch: 18 [11520/45000]	Loss: 0.2818	LR: 0.000800
Training Epoch: 18 [11776/45000]	Loss: 0.3599	LR: 0.000800
Training Epoch: 18 [12032/45000]	Loss: 0.2733	LR: 0.000800
Training Epoch: 18 [12288/45000]	Loss: 0.2594	LR: 0.000800
Training Epoch: 18 [12544/45000]	Loss: 0.2741	LR: 0.000800
Training Epoch: 18 [12800/45000]	Loss: 0.2479	LR: 0.000800
Training Epoch: 18 [13056/45000]	Loss: 0.3088	LR: 0.000800
Training Epoch: 18 [13312/45000]	Loss: 0.2807	LR: 0.000800
Training Epoch: 18 [13568/45000]	Loss: 0.2286	LR: 0.000800
Training Epoch: 18 [13824/45000]	Loss: 0.3374	LR: 0.000800
Training Epoch: 18 [14080/45000]	Loss: 0.3092	LR: 0.000800
Training Epoch: 18 [14336/45000]	Loss: 0.2450	LR: 0.000800
Training Epoch: 18 [14592/45000]	Loss: 0.2334	LR: 0.000800
Training Epoch: 18 [14848/45000]	Loss: 0.2925	LR: 0.000800
Training Epoch: 18 [15104/45000]	Loss: 0.2331	LR: 0.000800
Training Epoch: 18 [15360/45000]	Loss: 0.2716	LR: 0.000800
Training Epoch: 18 [15616/45000]	Loss: 0.2612	LR: 0.000800
Training Epoch: 18 [15872/45000]	Loss: 0.3127	LR: 0.000800
Training Epoch: 18 [16128/45000]	Loss: 0.2539	LR: 0.000800
Training Epoch: 18 [16384/45000]	Loss: 0.2541	LR: 0.000800
Training Epoch: 18 [16640/45000]	Loss: 0.3300	LR: 0.000800
Training Epoch: 18 [16896/45000]	Loss: 0.2318	LR: 0.000800
Training Epoch: 18 [17152/45000]	Loss: 0.2620	LR: 0.000800
Training Epoch: 18 [17408/45000]	Loss: 0.2834	LR: 0.000800
Training Epoch: 18 [17664/45000]	Loss: 0.3343	LR: 0.000800
Training Epoch: 18 [17920/45000]	Loss: 0.2634	LR: 0.000800
Training Epoch: 18 [18176/45000]	Loss: 0.2643	LR: 0.000800
Training Epoch: 18 [18432/45000]	Loss: 0.2322	LR: 0.000800
Training Epoch: 18 [18688/45000]	Loss: 0.2121	LR: 0.000800
Training Epoch: 18 [18944/45000]	Loss: 0.1970	LR: 0.000800
Training Epoch: 18 [19200/45000]	Loss: 0.2787	LR: 0.000800
Training Epoch: 18 [19456/45000]	Loss: 0.2743	LR: 0.000800
Training Epoch: 18 [19712/45000]	Loss: 0.2864	LR: 0.000800
Training Epoch: 18 [19968/45000]	Loss: 0.3156	LR: 0.000800
Training Epoch: 18 [20224/45000]	Loss: 0.3106	LR: 0.000800
Training Epoch: 18 [20480/45000]	Loss: 0.2972	LR: 0.000800
Training Epoch: 18 [20736/45000]	Loss: 0.2344	LR: 0.000800
Training Epoch: 18 [20992/45000]	Loss: 0.3404	LR: 0.000800
Training Epoch: 18 [21248/45000]	Loss: 0.2283	LR: 0.000800
Training Epoch: 18 [21504/45000]	Loss: 0.2936	LR: 0.000800
Training Epoch: 18 [21760/45000]	Loss: 0.2625	LR: 0.000800
Training Epoch: 18 [22016/45000]	Loss: 0.2626	LR: 0.000800
Training Epoch: 18 [22272/45000]	Loss: 0.3263	LR: 0.000800
Training Epoch: 18 [22528/45000]	Loss: 0.2345	LR: 0.000800
Training Epoch: 18 [22784/45000]	Loss: 0.2199	LR: 0.000800
Training Epoch: 18 [23040/45000]	Loss: 0.3862	LR: 0.000800
Training Epoch: 18 [23296/45000]	Loss: 0.2131	LR: 0.000800
Training Epoch: 18 [23552/45000]	Loss: 0.2485	LR: 0.000800
Training Epoch: 18 [23808/45000]	Loss: 0.2735	LR: 0.000800
Training Epoch: 18 [24064/45000]	Loss: 0.3129	LR: 0.000800
Training Epoch: 18 [24320/45000]	Loss: 0.2958	LR: 0.000800
Training Epoch: 18 [24576/45000]	Loss: 0.3266	LR: 0.000800
Training Epoch: 18 [24832/45000]	Loss: 0.2521	LR: 0.000800
Training Epoch: 18 [25088/45000]	Loss: 0.3004	LR: 0.000800
Training Epoch: 18 [25344/45000]	Loss: 0.2743	LR: 0.000800
Training Epoch: 18 [25600/45000]	Loss: 0.3237	LR: 0.000800
Training Epoch: 18 [25856/45000]	Loss: 0.3348	LR: 0.000800
Training Epoch: 18 [26112/45000]	Loss: 0.2768	LR: 0.000800
Training Epoch: 18 [26368/45000]	Loss: 0.3108	LR: 0.000800
Training Epoch: 18 [26624/45000]	Loss: 0.3370	LR: 0.000800
Training Epoch: 18 [26880/45000]	Loss: 0.3321	LR: 0.000800
Training Epoch: 18 [27136/45000]	Loss: 0.3287	LR: 0.000800
Training Epoch: 18 [27392/45000]	Loss: 0.3504	LR: 0.000800
Training Epoch: 18 [27648/45000]	Loss: 0.3084	LR: 0.000800
Training Epoch: 18 [27904/45000]	Loss: 0.3090	LR: 0.000800
Training Epoch: 18 [28160/45000]	Loss: 0.3101	LR: 0.000800
Training Epoch: 18 [28416/45000]	Loss: 0.3108	LR: 0.000800
Training Epoch: 18 [28672/45000]	Loss: 0.3396	LR: 0.000800
Training Epoch: 18 [28928/45000]	Loss: 0.2437	LR: 0.000800
Training Epoch: 18 [29184/45000]	Loss: 0.2673	LR: 0.000800
Training Epoch: 18 [29440/45000]	Loss: 0.3141	LR: 0.000800
Training Epoch: 18 [29696/45000]	Loss: 0.3037	LR: 0.000800
Training Epoch: 18 [29952/45000]	Loss: 0.2387	LR: 0.000800
Training Epoch: 18 [30208/45000]	Loss: 0.2811	LR: 0.000800
Training Epoch: 18 [30464/45000]	Loss: 0.3901	LR: 0.000800
Training Epoch: 18 [30720/45000]	Loss: 0.2858	LR: 0.000800
Training Epoch: 18 [30976/45000]	Loss: 0.3432	LR: 0.000800
Training Epoch: 18 [31232/45000]	Loss: 0.3584	LR: 0.000800
Training Epoch: 18 [31488/45000]	Loss: 0.2822	LR: 0.000800
Training Epoch: 18 [31744/45000]	Loss: 0.2442	LR: 0.000800
Training Epoch: 18 [32000/45000]	Loss: 0.2897	LR: 0.000800
Training Epoch: 18 [32256/45000]	Loss: 0.2439	LR: 0.000800
Training Epoch: 18 [32512/45000]	Loss: 0.2822	LR: 0.000800
Training Epoch: 18 [32768/45000]	Loss: 0.2510	LR: 0.000800
Training Epoch: 18 [33024/45000]	Loss: 0.3010	LR: 0.000800
Training Epoch: 18 [33280/45000]	Loss: 0.2715	LR: 0.000800
Training Epoch: 18 [33536/45000]	Loss: 0.2336	LR: 0.000800
Training Epoch: 18 [33792/45000]	Loss: 0.2850	LR: 0.000800
Training Epoch: 18 [34048/45000]	Loss: 0.3593	LR: 0.000800
Training Epoch: 18 [34304/45000]	Loss: 0.3088	LR: 0.000800
Training Epoch: 18 [34560/45000]	Loss: 0.2530	LR: 0.000800
Training Epoch: 18 [34816/45000]	Loss: 0.3379	LR: 0.000800
Training Epoch: 18 [35072/45000]	Loss: 0.3339	LR: 0.000800
Training Epoch: 18 [35328/45000]	Loss: 0.2247	LR: 0.000800
Training Epoch: 18 [35584/45000]	Loss: 0.2777	LR: 0.000800
Training Epoch: 18 [35840/45000]	Loss: 0.3019	LR: 0.000800
Training Epoch: 18 [36096/45000]	Loss: 0.2781	LR: 0.000800
Training Epoch: 18 [36352/45000]	Loss: 0.2124	LR: 0.000800
Training Epoch: 18 [36608/45000]	Loss: 0.1975	LR: 0.000800
Training Epoch: 18 [36864/45000]	Loss: 0.2994	LR: 0.000800
Training Epoch: 18 [37120/45000]	Loss: 0.3124	LR: 0.000800
Training Epoch: 18 [37376/45000]	Loss: 0.2574	LR: 0.000800
Training Epoch: 18 [37632/45000]	Loss: 0.2688	LR: 0.000800
Training Epoch: 18 [37888/45000]	Loss: 0.3445	LR: 0.000800
Training Epoch: 18 [38144/45000]	Loss: 0.3321	LR: 0.000800
Training Epoch: 18 [38400/45000]	Loss: 0.2978	LR: 0.000800
Training Epoch: 18 [38656/45000]	Loss: 0.2884	LR: 0.000800
Training Epoch: 18 [38912/45000]	Loss: 0.2551	LR: 0.000800
Training Epoch: 18 [39168/45000]	Loss: 0.2554	LR: 0.000800
Training Epoch: 18 [39424/45000]	Loss: 0.2700	LR: 0.000800
Training Epoch: 18 [39680/45000]	Loss: 0.2389	LR: 0.000800
Training Epoch: 18 [39936/45000]	Loss: 0.2631	LR: 0.000800
Training Epoch: 18 [40192/45000]	Loss: 0.3119	LR: 0.000800
Training Epoch: 18 [40448/45000]	Loss: 0.2710	LR: 0.000800
Training Epoch: 18 [40704/45000]	Loss: 0.2567	LR: 0.000800
Training Epoch: 18 [40960/45000]	Loss: 0.3177	LR: 0.000800
Training Epoch: 18 [41216/45000]	Loss: 0.3113	LR: 0.000800
Training Epoch: 18 [41472/45000]	Loss: 0.2920	LR: 0.000800
Training Epoch: 18 [41728/45000]	Loss: 0.2394	LR: 0.000800
Training Epoch: 18 [41984/45000]	Loss: 0.2727	LR: 0.000800
Training Epoch: 18 [42240/45000]	Loss: 0.2814	LR: 0.000800
Training Epoch: 18 [42496/45000]	Loss: 0.2270	LR: 0.000800
Training Epoch: 18 [42752/45000]	Loss: 0.2670	LR: 0.000800
Training Epoch: 18 [43008/45000]	Loss: 0.2488	LR: 0.000800
Training Epoch: 18 [43264/45000]	Loss: 0.2394	LR: 0.000800
Training Epoch: 18 [43520/45000]	Loss: 0.2533	LR: 0.000800
Training Epoch: 18 [43776/45000]	Loss: 0.2983	LR: 0.000800
Training Epoch: 18 [44032/45000]	Loss: 0.3101	LR: 0.000800
Training Epoch: 18 [44288/45000]	Loss: 0.2224	LR: 0.000800
Training Epoch: 18 [44544/45000]	Loss: 0.2635	LR: 0.000800
Training Epoch: 18 [44800/45000]	Loss: 0.2551	LR: 0.000800
Training Epoch: 18 [45000/45000]	Loss: 0.2485	LR: 0.000800
Epoch 18 - Average Train Loss: 0.2806, Train Accuracy: 0.9020
Epoch 18 training time consumed: 27.46s
Evaluating Network.....
Test set: Epoch: 18, Average loss: 0.0013, Accuracy: 0.8888, Time consumed:0.95s
Saving weights file to checkpoint/retrain/ResNet18/Sunday_21_September_2025_21h_46m_51s/ResNet18-Cifar10-seed5-ret0-18-best.pth
Training Epoch: 19 [256/45000]	Loss: 0.2139	LR: 0.000800
Training Epoch: 19 [512/45000]	Loss: 0.2886	LR: 0.000800
Training Epoch: 19 [768/45000]	Loss: 0.2801	LR: 0.000800
Training Epoch: 19 [1024/45000]	Loss: 0.2900	LR: 0.000800
Training Epoch: 19 [1280/45000]	Loss: 0.2495	LR: 0.000800
Training Epoch: 19 [1536/45000]	Loss: 0.2220	LR: 0.000800
Training Epoch: 19 [1792/45000]	Loss: 0.2986	LR: 0.000800
Training Epoch: 19 [2048/45000]	Loss: 0.3721	LR: 0.000800
Training Epoch: 19 [2304/45000]	Loss: 0.2502	LR: 0.000800
Training Epoch: 19 [2560/45000]	Loss: 0.3537	LR: 0.000800
Training Epoch: 19 [2816/45000]	Loss: 0.2026	LR: 0.000800
Training Epoch: 19 [3072/45000]	Loss: 0.3189	LR: 0.000800
Training Epoch: 19 [3328/45000]	Loss: 0.2981	LR: 0.000800
Training Epoch: 19 [3584/45000]	Loss: 0.2762	LR: 0.000800
Training Epoch: 19 [3840/45000]	Loss: 0.3162	LR: 0.000800
Training Epoch: 19 [4096/45000]	Loss: 0.2554	LR: 0.000800
Training Epoch: 19 [4352/45000]	Loss: 0.3815	LR: 0.000800
Training Epoch: 19 [4608/45000]	Loss: 0.3113	LR: 0.000800
Training Epoch: 19 [4864/45000]	Loss: 0.2695	LR: 0.000800
Training Epoch: 19 [5120/45000]	Loss: 0.2975	LR: 0.000800
Training Epoch: 19 [5376/45000]	Loss: 0.3402	LR: 0.000800
Training Epoch: 19 [5632/45000]	Loss: 0.2610	LR: 0.000800
Training Epoch: 19 [5888/45000]	Loss: 0.2690	LR: 0.000800
Training Epoch: 19 [6144/45000]	Loss: 0.2941	LR: 0.000800
Training Epoch: 19 [6400/45000]	Loss: 0.2682	LR: 0.000800
Training Epoch: 19 [6656/45000]	Loss: 0.3398	LR: 0.000800
Training Epoch: 19 [6912/45000]	Loss: 0.3187	LR: 0.000800
Training Epoch: 19 [7168/45000]	Loss: 0.2252	LR: 0.000800
Training Epoch: 19 [7424/45000]	Loss: 0.2235	LR: 0.000800
Training Epoch: 19 [7680/45000]	Loss: 0.2918	LR: 0.000800
Training Epoch: 19 [7936/45000]	Loss: 0.3741	LR: 0.000800
Training Epoch: 19 [8192/45000]	Loss: 0.2613	LR: 0.000800
Training Epoch: 19 [8448/45000]	Loss: 0.3021	LR: 0.000800
Training Epoch: 19 [8704/45000]	Loss: 0.2955	LR: 0.000800
Training Epoch: 19 [8960/45000]	Loss: 0.3299	LR: 0.000800
Training Epoch: 19 [9216/45000]	Loss: 0.2283	LR: 0.000800
Training Epoch: 19 [9472/45000]	Loss: 0.2630	LR: 0.000800
Training Epoch: 19 [9728/45000]	Loss: 0.2534	LR: 0.000800
Training Epoch: 19 [9984/45000]	Loss: 0.4030	LR: 0.000800
Training Epoch: 19 [10240/45000]	Loss: 0.2074	LR: 0.000800
Training Epoch: 19 [10496/45000]	Loss: 0.2713	LR: 0.000800
Training Epoch: 19 [10752/45000]	Loss: 0.3333	LR: 0.000800
Training Epoch: 19 [11008/45000]	Loss: 0.3477	LR: 0.000800
Training Epoch: 19 [11264/45000]	Loss: 0.2408	LR: 0.000800
Training Epoch: 19 [11520/45000]	Loss: 0.2050	LR: 0.000800
Training Epoch: 19 [11776/45000]	Loss: 0.2449	LR: 0.000800
Training Epoch: 19 [12032/45000]	Loss: 0.2161	LR: 0.000800
Training Epoch: 19 [12288/45000]	Loss: 0.2973	LR: 0.000800
Training Epoch: 19 [12544/45000]	Loss: 0.2675	LR: 0.000800
Training Epoch: 19 [12800/45000]	Loss: 0.2680	LR: 0.000800
Training Epoch: 19 [13056/45000]	Loss: 0.3385	LR: 0.000800
Training Epoch: 19 [13312/45000]	Loss: 0.2570	LR: 0.000800
Training Epoch: 19 [13568/45000]	Loss: 0.2640	LR: 0.000800
Training Epoch: 19 [13824/45000]	Loss: 0.2887	LR: 0.000800
Training Epoch: 19 [14080/45000]	Loss: 0.3078	LR: 0.000800
Training Epoch: 19 [14336/45000]	Loss: 0.2241	LR: 0.000800
Training Epoch: 19 [14592/45000]	Loss: 0.2491	LR: 0.000800
Training Epoch: 19 [14848/45000]	Loss: 0.3002	LR: 0.000800
Training Epoch: 19 [15104/45000]	Loss: 0.2881	LR: 0.000800
Training Epoch: 19 [15360/45000]	Loss: 0.2583	LR: 0.000800
Training Epoch: 19 [15616/45000]	Loss: 0.2733	LR: 0.000800
Training Epoch: 19 [15872/45000]	Loss: 0.3200	LR: 0.000800
Training Epoch: 19 [16128/45000]	Loss: 0.2517	LR: 0.000800
Training Epoch: 19 [16384/45000]	Loss: 0.3203	LR: 0.000800
Training Epoch: 19 [16640/45000]	Loss: 0.2783	LR: 0.000800
Training Epoch: 19 [16896/45000]	Loss: 0.2994	LR: 0.000800
Training Epoch: 19 [17152/45000]	Loss: 0.3008	LR: 0.000800
Training Epoch: 19 [17408/45000]	Loss: 0.2793	LR: 0.000800
Training Epoch: 19 [17664/45000]	Loss: 0.3092	LR: 0.000800
Training Epoch: 19 [17920/45000]	Loss: 0.2119	LR: 0.000800
Training Epoch: 19 [18176/45000]	Loss: 0.2573	LR: 0.000800
Training Epoch: 19 [18432/45000]	Loss: 0.3731	LR: 0.000800
Training Epoch: 19 [18688/45000]	Loss: 0.2321	LR: 0.000800
Training Epoch: 19 [18944/45000]	Loss: 0.2308	LR: 0.000800
Training Epoch: 19 [19200/45000]	Loss: 0.2157	LR: 0.000800
Training Epoch: 19 [19456/45000]	Loss: 0.2575	LR: 0.000800
Training Epoch: 19 [19712/45000]	Loss: 0.3088	LR: 0.000800
Training Epoch: 19 [19968/45000]	Loss: 0.3021	LR: 0.000800
Training Epoch: 19 [20224/45000]	Loss: 0.2774	LR: 0.000800
Training Epoch: 19 [20480/45000]	Loss: 0.3360	LR: 0.000800
Training Epoch: 19 [20736/45000]	Loss: 0.2900	LR: 0.000800
Training Epoch: 19 [20992/45000]	Loss: 0.2928	LR: 0.000800
Training Epoch: 19 [21248/45000]	Loss: 0.2960	LR: 0.000800
Training Epoch: 19 [21504/45000]	Loss: 0.3473	LR: 0.000800
Training Epoch: 19 [21760/45000]	Loss: 0.2422	LR: 0.000800
Training Epoch: 19 [22016/45000]	Loss: 0.2492	LR: 0.000800
Training Epoch: 19 [22272/45000]	Loss: 0.3209	LR: 0.000800
Training Epoch: 19 [22528/45000]	Loss: 0.2800	LR: 0.000800
Training Epoch: 19 [22784/45000]	Loss: 0.2592	LR: 0.000800
Training Epoch: 19 [23040/45000]	Loss: 0.1441	LR: 0.000800
Training Epoch: 19 [23296/45000]	Loss: 0.2086	LR: 0.000800
Training Epoch: 19 [23552/45000]	Loss: 0.3334	LR: 0.000800
Training Epoch: 19 [23808/45000]	Loss: 0.2968	LR: 0.000800
Training Epoch: 19 [24064/45000]	Loss: 0.2802	LR: 0.000800
Training Epoch: 19 [24320/45000]	Loss: 0.3153	LR: 0.000800
Training Epoch: 19 [24576/45000]	Loss: 0.2513	LR: 0.000800
Training Epoch: 19 [24832/45000]	Loss: 0.3051	LR: 0.000800
Training Epoch: 19 [25088/45000]	Loss: 0.2794	LR: 0.000800
Training Epoch: 19 [25344/45000]	Loss: 0.2806	LR: 0.000800
Training Epoch: 19 [25600/45000]	Loss: 0.3719	LR: 0.000800
Training Epoch: 19 [25856/45000]	Loss: 0.2908	LR: 0.000800
Training Epoch: 19 [26112/45000]	Loss: 0.1842	LR: 0.000800
Training Epoch: 19 [26368/45000]	Loss: 0.2206	LR: 0.000800
Training Epoch: 19 [26624/45000]	Loss: 0.2712	LR: 0.000800
Training Epoch: 19 [26880/45000]	Loss: 0.2641	LR: 0.000800
Training Epoch: 19 [27136/45000]	Loss: 0.2394	LR: 0.000800
Training Epoch: 19 [27392/45000]	Loss: 0.1854	LR: 0.000800
Training Epoch: 19 [27648/45000]	Loss: 0.2795	LR: 0.000800
Training Epoch: 19 [27904/45000]	Loss: 0.2904	LR: 0.000800
Training Epoch: 19 [28160/45000]	Loss: 0.3306	LR: 0.000800
Training Epoch: 19 [28416/45000]	Loss: 0.2494	LR: 0.000800
Training Epoch: 19 [28672/45000]	Loss: 0.2641	LR: 0.000800
Training Epoch: 19 [28928/45000]	Loss: 0.2185	LR: 0.000800
Training Epoch: 19 [29184/45000]	Loss: 0.2507	LR: 0.000800
Training Epoch: 19 [29440/45000]	Loss: 0.3002	LR: 0.000800
Training Epoch: 19 [29696/45000]	Loss: 0.2877	LR: 0.000800
Training Epoch: 19 [29952/45000]	Loss: 0.2611	LR: 0.000800
Training Epoch: 19 [30208/45000]	Loss: 0.3267	LR: 0.000800
Training Epoch: 19 [30464/45000]	Loss: 0.2659	LR: 0.000800
Training Epoch: 19 [30720/45000]	Loss: 0.2705	LR: 0.000800
Training Epoch: 19 [30976/45000]	Loss: 0.3425	LR: 0.000800
Training Epoch: 19 [31232/45000]	Loss: 0.2745	LR: 0.000800
Training Epoch: 19 [31488/45000]	Loss: 0.2052	LR: 0.000800
Training Epoch: 19 [31744/45000]	Loss: 0.2464	LR: 0.000800
Training Epoch: 19 [32000/45000]	Loss: 0.3213	LR: 0.000800
Training Epoch: 19 [32256/45000]	Loss: 0.3803	LR: 0.000800
Training Epoch: 19 [32512/45000]	Loss: 0.2358	LR: 0.000800
Training Epoch: 19 [32768/45000]	Loss: 0.3817	LR: 0.000800
Training Epoch: 19 [33024/45000]	Loss: 0.2343	LR: 0.000800
Training Epoch: 19 [33280/45000]	Loss: 0.3309	LR: 0.000800
Training Epoch: 19 [33536/45000]	Loss: 0.2532	LR: 0.000800
Training Epoch: 19 [33792/45000]	Loss: 0.3635	LR: 0.000800
Training Epoch: 19 [34048/45000]	Loss: 0.2357	LR: 0.000800
Training Epoch: 19 [34304/45000]	Loss: 0.3351	LR: 0.000800
Training Epoch: 19 [34560/45000]	Loss: 0.2903	LR: 0.000800
Training Epoch: 19 [34816/45000]	Loss: 0.2143	LR: 0.000800
Training Epoch: 19 [35072/45000]	Loss: 0.2462	LR: 0.000800
Training Epoch: 19 [35328/45000]	Loss: 0.2681	LR: 0.000800
Training Epoch: 19 [35584/45000]	Loss: 0.2552	LR: 0.000800
Training Epoch: 19 [35840/45000]	Loss: 0.3421	LR: 0.000800
Training Epoch: 19 [36096/45000]	Loss: 0.3274	LR: 0.000800
Training Epoch: 19 [36352/45000]	Loss: 0.3620	LR: 0.000800
Training Epoch: 19 [36608/45000]	Loss: 0.2326	LR: 0.000800
Training Epoch: 19 [36864/45000]	Loss: 0.2621	LR: 0.000800
Training Epoch: 19 [37120/45000]	Loss: 0.2302	LR: 0.000800
Training Epoch: 19 [37376/45000]	Loss: 0.2449	LR: 0.000800
Training Epoch: 19 [37632/45000]	Loss: 0.1931	LR: 0.000800
Training Epoch: 19 [37888/45000]	Loss: 0.2697	LR: 0.000800
Training Epoch: 19 [38144/45000]	Loss: 0.3336	LR: 0.000800
Training Epoch: 19 [38400/45000]	Loss: 0.2852	LR: 0.000800
Training Epoch: 19 [38656/45000]	Loss: 0.2963	LR: 0.000800
Training Epoch: 19 [38912/45000]	Loss: 0.3242	LR: 0.000800
Training Epoch: 19 [39168/45000]	Loss: 0.3296	LR: 0.000800
Training Epoch: 19 [39424/45000]	Loss: 0.2088	LR: 0.000800
Training Epoch: 19 [39680/45000]	Loss: 0.3331	LR: 0.000800
Training Epoch: 19 [39936/45000]	Loss: 0.2734	LR: 0.000800
Training Epoch: 19 [40192/45000]	Loss: 0.3660	LR: 0.000800
Training Epoch: 19 [40448/45000]	Loss: 0.2757	LR: 0.000800
Training Epoch: 19 [40704/45000]	Loss: 0.2889	LR: 0.000800
Training Epoch: 19 [40960/45000]	Loss: 0.3084	LR: 0.000800
Training Epoch: 19 [41216/45000]	Loss: 0.2950	LR: 0.000800
Training Epoch: 19 [41472/45000]	Loss: 0.2772	LR: 0.000800
Training Epoch: 19 [41728/45000]	Loss: 0.2739	LR: 0.000800
Training Epoch: 19 [41984/45000]	Loss: 0.2213	LR: 0.000800
Training Epoch: 19 [42240/45000]	Loss: 0.3039	LR: 0.000800
Training Epoch: 19 [42496/45000]	Loss: 0.2695	LR: 0.000800
Training Epoch: 19 [42752/45000]	Loss: 0.3258	LR: 0.000800
Training Epoch: 19 [43008/45000]	Loss: 0.2454	LR: 0.000800
Training Epoch: 19 [43264/45000]	Loss: 0.2720	LR: 0.000800
Training Epoch: 19 [43520/45000]	Loss: 0.3096	LR: 0.000800
Training Epoch: 19 [43776/45000]	Loss: 0.3308	LR: 0.000800
Training Epoch: 19 [44032/45000]	Loss: 0.2534	LR: 0.000800
Training Epoch: 19 [44288/45000]	Loss: 0.2414	LR: 0.000800
Training Epoch: 19 [44544/45000]	Loss: 0.3294	LR: 0.000800
Training Epoch: 19 [44800/45000]	Loss: 0.2078	LR: 0.000800
Training Epoch: 19 [45000/45000]	Loss: 0.2233	LR: 0.000800
Epoch 19 - Average Train Loss: 0.2806, Train Accuracy: 0.9014
Epoch 19 training time consumed: 27.03s
Evaluating Network.....
Test set: Epoch: 19, Average loss: 0.0013, Accuracy: 0.8876, Time consumed:0.92s
Training Epoch: 20 [256/45000]	Loss: 0.2626	LR: 0.000800
Training Epoch: 20 [512/45000]	Loss: 0.2782	LR: 0.000800
Training Epoch: 20 [768/45000]	Loss: 0.2704	LR: 0.000800
Training Epoch: 20 [1024/45000]	Loss: 0.2828	LR: 0.000800
Training Epoch: 20 [1280/45000]	Loss: 0.2909	LR: 0.000800
Training Epoch: 20 [1536/45000]	Loss: 0.2411	LR: 0.000800
Training Epoch: 20 [1792/45000]	Loss: 0.1993	LR: 0.000800
Training Epoch: 20 [2048/45000]	Loss: 0.2800	LR: 0.000800
Training Epoch: 20 [2304/45000]	Loss: 0.4307	LR: 0.000800
Training Epoch: 20 [2560/45000]	Loss: 0.2038	LR: 0.000800
Training Epoch: 20 [2816/45000]	Loss: 0.2372	LR: 0.000800
Training Epoch: 20 [3072/45000]	Loss: 0.3342	LR: 0.000800
Training Epoch: 20 [3328/45000]	Loss: 0.3118	LR: 0.000800
Training Epoch: 20 [3584/45000]	Loss: 0.2608	LR: 0.000800
Training Epoch: 20 [3840/45000]	Loss: 0.3077	LR: 0.000800
Training Epoch: 20 [4096/45000]	Loss: 0.3051	LR: 0.000800
Training Epoch: 20 [4352/45000]	Loss: 0.3036	LR: 0.000800
Training Epoch: 20 [4608/45000]	Loss: 0.2742	LR: 0.000800
Training Epoch: 20 [4864/45000]	Loss: 0.2956	LR: 0.000800
Training Epoch: 20 [5120/45000]	Loss: 0.2924	LR: 0.000800
Training Epoch: 20 [5376/45000]	Loss: 0.3198	LR: 0.000800
Training Epoch: 20 [5632/45000]	Loss: 0.2823	LR: 0.000800
Training Epoch: 20 [5888/45000]	Loss: 0.2773	LR: 0.000800
Training Epoch: 20 [6144/45000]	Loss: 0.2771	LR: 0.000800
Training Epoch: 20 [6400/45000]	Loss: 0.3128	LR: 0.000800
Training Epoch: 20 [6656/45000]	Loss: 0.2557	LR: 0.000800
Training Epoch: 20 [6912/45000]	Loss: 0.2435	LR: 0.000800
Training Epoch: 20 [7168/45000]	Loss: 0.2765	LR: 0.000800
Training Epoch: 20 [7424/45000]	Loss: 0.3084	LR: 0.000800
Training Epoch: 20 [7680/45000]	Loss: 0.2720	LR: 0.000800
Training Epoch: 20 [7936/45000]	Loss: 0.2011	LR: 0.000800
Training Epoch: 20 [8192/45000]	Loss: 0.2537	LR: 0.000800
Training Epoch: 20 [8448/45000]	Loss: 0.2903	LR: 0.000800
Training Epoch: 20 [8704/45000]	Loss: 0.2945	LR: 0.000800
Training Epoch: 20 [8960/45000]	Loss: 0.2206	LR: 0.000800
Training Epoch: 20 [9216/45000]	Loss: 0.1883	LR: 0.000800
Training Epoch: 20 [9472/45000]	Loss: 0.2903	LR: 0.000800
Training Epoch: 20 [9728/45000]	Loss: 0.2266	LR: 0.000800
Training Epoch: 20 [9984/45000]	Loss: 0.2424	LR: 0.000800
Training Epoch: 20 [10240/45000]	Loss: 0.3641	LR: 0.000800
Training Epoch: 20 [10496/45000]	Loss: 0.3096	LR: 0.000800
Training Epoch: 20 [10752/45000]	Loss: 0.2890	LR: 0.000800
Training Epoch: 20 [11008/45000]	Loss: 0.2096	LR: 0.000800
Training Epoch: 20 [11264/45000]	Loss: 0.2590	LR: 0.000800
Training Epoch: 20 [11520/45000]	Loss: 0.3720	LR: 0.000800
Training Epoch: 20 [11776/45000]	Loss: 0.3186	LR: 0.000800
Training Epoch: 20 [12032/45000]	Loss: 0.2643	LR: 0.000800
Training Epoch: 20 [12288/45000]	Loss: 0.3144	LR: 0.000800
Training Epoch: 20 [12544/45000]	Loss: 0.2760	LR: 0.000800
Training Epoch: 20 [12800/45000]	Loss: 0.3323	LR: 0.000800
Training Epoch: 20 [13056/45000]	Loss: 0.2949	LR: 0.000800
Training Epoch: 20 [13312/45000]	Loss: 0.2906	LR: 0.000800
Training Epoch: 20 [13568/45000]	Loss: 0.2738	LR: 0.000800
Training Epoch: 20 [13824/45000]	Loss: 0.2932	LR: 0.000800
Training Epoch: 20 [14080/45000]	Loss: 0.3293	LR: 0.000800
Training Epoch: 20 [14336/45000]	Loss: 0.3177	LR: 0.000800
Training Epoch: 20 [14592/45000]	Loss: 0.2797	LR: 0.000800
Training Epoch: 20 [14848/45000]	Loss: 0.2221	LR: 0.000800
Training Epoch: 20 [15104/45000]	Loss: 0.3275	LR: 0.000800
Training Epoch: 20 [15360/45000]	Loss: 0.2648	LR: 0.000800
Training Epoch: 20 [15616/45000]	Loss: 0.2931	LR: 0.000800
Training Epoch: 20 [15872/45000]	Loss: 0.2407	LR: 0.000800
Training Epoch: 20 [16128/45000]	Loss: 0.3279	LR: 0.000800
Training Epoch: 20 [16384/45000]	Loss: 0.3271	LR: 0.000800
Training Epoch: 20 [16640/45000]	Loss: 0.2938	LR: 0.000800
Training Epoch: 20 [16896/45000]	Loss: 0.3432	LR: 0.000800
Training Epoch: 20 [17152/45000]	Loss: 0.2210	LR: 0.000800
Training Epoch: 20 [17408/45000]	Loss: 0.2143	LR: 0.000800
Training Epoch: 20 [17664/45000]	Loss: 0.3576	LR: 0.000800
Training Epoch: 20 [17920/45000]	Loss: 0.2378	LR: 0.000800
Training Epoch: 20 [18176/45000]	Loss: 0.3048	LR: 0.000800
Training Epoch: 20 [18432/45000]	Loss: 0.2702	LR: 0.000800
Training Epoch: 20 [18688/45000]	Loss: 0.2652	LR: 0.000800
Training Epoch: 20 [18944/45000]	Loss: 0.3204	LR: 0.000800
Training Epoch: 20 [19200/45000]	Loss: 0.2416	LR: 0.000800
Training Epoch: 20 [19456/45000]	Loss: 0.2474	LR: 0.000800
Training Epoch: 20 [19712/45000]	Loss: 0.2455	LR: 0.000800
Training Epoch: 20 [19968/45000]	Loss: 0.2953	LR: 0.000800
Training Epoch: 20 [20224/45000]	Loss: 0.2430	LR: 0.000800
Training Epoch: 20 [20480/45000]	Loss: 0.2459	LR: 0.000800
Training Epoch: 20 [20736/45000]	Loss: 0.1928	LR: 0.000800
Training Epoch: 20 [20992/45000]	Loss: 0.3031	LR: 0.000800
Training Epoch: 20 [21248/45000]	Loss: 0.2413	LR: 0.000800
Training Epoch: 20 [21504/45000]	Loss: 0.3122	LR: 0.000800
Training Epoch: 20 [21760/45000]	Loss: 0.2530	LR: 0.000800
Training Epoch: 20 [22016/45000]	Loss: 0.3179	LR: 0.000800
Training Epoch: 20 [22272/45000]	Loss: 0.2733	LR: 0.000800
Training Epoch: 20 [22528/45000]	Loss: 0.2705	LR: 0.000800
Training Epoch: 20 [22784/45000]	Loss: 0.2820	LR: 0.000800
Training Epoch: 20 [23040/45000]	Loss: 0.2961	LR: 0.000800
Training Epoch: 20 [23296/45000]	Loss: 0.2123	LR: 0.000800
Training Epoch: 20 [23552/45000]	Loss: 0.2241	LR: 0.000800
Training Epoch: 20 [23808/45000]	Loss: 0.2510	LR: 0.000800
Training Epoch: 20 [24064/45000]	Loss: 0.2620	LR: 0.000800
Training Epoch: 20 [24320/45000]	Loss: 0.2382	LR: 0.000800
Training Epoch: 20 [24576/45000]	Loss: 0.3262	LR: 0.000800
Training Epoch: 20 [24832/45000]	Loss: 0.3047	LR: 0.000800
Training Epoch: 20 [25088/45000]	Loss: 0.2237	LR: 0.000800
Training Epoch: 20 [25344/45000]	Loss: 0.2805	LR: 0.000800
Training Epoch: 20 [25600/45000]	Loss: 0.2474	LR: 0.000800
Training Epoch: 20 [25856/45000]	Loss: 0.2800	LR: 0.000800
Training Epoch: 20 [26112/45000]	Loss: 0.2927	LR: 0.000800
Training Epoch: 20 [26368/45000]	Loss: 0.3230	LR: 0.000800
Training Epoch: 20 [26624/45000]	Loss: 0.2844	LR: 0.000800
Training Epoch: 20 [26880/45000]	Loss: 0.2440	LR: 0.000800
Training Epoch: 20 [27136/45000]	Loss: 0.2941	LR: 0.000800
Training Epoch: 20 [27392/45000]	Loss: 0.2574	LR: 0.000800
Training Epoch: 20 [27648/45000]	Loss: 0.2620	LR: 0.000800
Training Epoch: 20 [27904/45000]	Loss: 0.2670	LR: 0.000800
Training Epoch: 20 [28160/45000]	Loss: 0.2398	LR: 0.000800
Training Epoch: 20 [28416/45000]	Loss: 0.2966	LR: 0.000800
Training Epoch: 20 [28672/45000]	Loss: 0.2242	LR: 0.000800
Training Epoch: 20 [28928/45000]	Loss: 0.2236	LR: 0.000800
Training Epoch: 20 [29184/45000]	Loss: 0.2971	LR: 0.000800
Training Epoch: 20 [29440/45000]	Loss: 0.3143	LR: 0.000800
Training Epoch: 20 [29696/45000]	Loss: 0.3133	LR: 0.000800
Training Epoch: 20 [29952/45000]	Loss: 0.3005	LR: 0.000800
Training Epoch: 20 [30208/45000]	Loss: 0.3116	LR: 0.000800
Training Epoch: 20 [30464/45000]	Loss: 0.2461	LR: 0.000800
Training Epoch: 20 [30720/45000]	Loss: 0.2593	LR: 0.000800
Training Epoch: 20 [30976/45000]	Loss: 0.2990	LR: 0.000800
Training Epoch: 20 [31232/45000]	Loss: 0.2544	LR: 0.000800
Training Epoch: 20 [31488/45000]	Loss: 0.2092	LR: 0.000800
Training Epoch: 20 [31744/45000]	Loss: 0.2828	LR: 0.000800
Training Epoch: 20 [32000/45000]	Loss: 0.3005	LR: 0.000800
Training Epoch: 20 [32256/45000]	Loss: 0.3121	LR: 0.000800
Training Epoch: 20 [32512/45000]	Loss: 0.2053	LR: 0.000800
Training Epoch: 20 [32768/45000]	Loss: 0.2678	LR: 0.000800
Training Epoch: 20 [33024/45000]	Loss: 0.3762	LR: 0.000800
Training Epoch: 20 [33280/45000]	Loss: 0.2498	LR: 0.000800
Training Epoch: 20 [33536/45000]	Loss: 0.2643	LR: 0.000800
Training Epoch: 20 [33792/45000]	Loss: 0.3086	LR: 0.000800
Training Epoch: 20 [34048/45000]	Loss: 0.1927	LR: 0.000800
Training Epoch: 20 [34304/45000]	Loss: 0.2615	LR: 0.000800
Training Epoch: 20 [34560/45000]	Loss: 0.3620	LR: 0.000800
Training Epoch: 20 [34816/45000]	Loss: 0.2776	LR: 0.000800
Training Epoch: 20 [35072/45000]	Loss: 0.2086	LR: 0.000800
Training Epoch: 20 [35328/45000]	Loss: 0.3337	LR: 0.000800
Training Epoch: 20 [35584/45000]	Loss: 0.2303	LR: 0.000800
Training Epoch: 20 [35840/45000]	Loss: 0.3381	LR: 0.000800
Training Epoch: 20 [36096/45000]	Loss: 0.2893	LR: 0.000800
Training Epoch: 20 [36352/45000]	Loss: 0.2638	LR: 0.000800
Training Epoch: 20 [36608/45000]	Loss: 0.2533	LR: 0.000800
Training Epoch: 20 [36864/45000]	Loss: 0.2635	LR: 0.000800
Training Epoch: 20 [37120/45000]	Loss: 0.2504	LR: 0.000800
Training Epoch: 20 [37376/45000]	Loss: 0.2875	LR: 0.000800
Training Epoch: 20 [37632/45000]	Loss: 0.2584	LR: 0.000800
Training Epoch: 20 [37888/45000]	Loss: 0.2689	LR: 0.000800
Training Epoch: 20 [38144/45000]	Loss: 0.2552	LR: 0.000800
Training Epoch: 20 [38400/45000]	Loss: 0.3055	LR: 0.000800
Training Epoch: 20 [38656/45000]	Loss: 0.3252	LR: 0.000800
Training Epoch: 20 [38912/45000]	Loss: 0.2874	LR: 0.000800
Training Epoch: 20 [39168/45000]	Loss: 0.3154	LR: 0.000800
Training Epoch: 20 [39424/45000]	Loss: 0.3435	LR: 0.000800
Training Epoch: 20 [39680/45000]	Loss: 0.2629	LR: 0.000800
Training Epoch: 20 [39936/45000]	Loss: 0.2796	LR: 0.000800
Training Epoch: 20 [40192/45000]	Loss: 0.3160	LR: 0.000800
Training Epoch: 20 [40448/45000]	Loss: 0.2663	LR: 0.000800
Training Epoch: 20 [40704/45000]	Loss: 0.3177	LR: 0.000800
Training Epoch: 20 [40960/45000]	Loss: 0.2513	LR: 0.000800
Training Epoch: 20 [41216/45000]	Loss: 0.2755	LR: 0.000800
Training Epoch: 20 [41472/45000]	Loss: 0.2099	LR: 0.000800
Training Epoch: 20 [41728/45000]	Loss: 0.2171	LR: 0.000800
Training Epoch: 20 [41984/45000]	Loss: 0.2329	LR: 0.000800
Training Epoch: 20 [42240/45000]	Loss: 0.2551	LR: 0.000800
Training Epoch: 20 [42496/45000]	Loss: 0.3032	LR: 0.000800
Training Epoch: 20 [42752/45000]	Loss: 0.3298	LR: 0.000800
Training Epoch: 20 [43008/45000]	Loss: 0.2513	LR: 0.000800
Training Epoch: 20 [43264/45000]	Loss: 0.3287	LR: 0.000800
Training Epoch: 20 [43520/45000]	Loss: 0.2852	LR: 0.000800
Training Epoch: 20 [43776/45000]	Loss: 0.2446	LR: 0.000800
Training Epoch: 20 [44032/45000]	Loss: 0.2901	LR: 0.000800
Training Epoch: 20 [44288/45000]	Loss: 0.2859	LR: 0.000800
Training Epoch: 20 [44544/45000]	Loss: 0.3133	LR: 0.000800
Training Epoch: 20 [44800/45000]	Loss: 0.2567	LR: 0.000800
Training Epoch: 20 [45000/45000]	Loss: 0.4043	LR: 0.000800
Epoch 20 - Average Train Loss: 0.2780, Train Accuracy: 0.9028
Epoch 20 training time consumed: 27.08s
Evaluating Network.....
Test set: Epoch: 20, Average loss: 0.0013, Accuracy: 0.8883, Time consumed:1.02s
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: 0.4995
Set1 Distribution: 10000 samples
Set2 Distribution: 10000 samples
MIA Attack Accuracy with XGBoost: 0.6755
Set1 Distribution: 10000 samples
Set2 Distribution: 10000 samples
MIA Attack Accuracy with XGBoost: 0.5035
Test Accuracy: 91.552734375
Retain Accuracy: 93.93909454345703
Zero-Retain Forget (ZRF): 0.8197800517082214
Membership Inference Attack (MIA): 0.7066
Forget vs Retain Membership Inference Attack (MIA): 0.714
Forget vs Test Membership Inference Attack (MIA): 0.4995
Test vs Retain Membership Inference Attack (MIA): 0.6755
Train vs Test Membership Inference Attack (MIA): 0.5035
Forget Set Accuracy (Df): 95.04365539550781
Method Execution Time: 2293.01 seconds
