
📌S Retain class distribution for seed 6:
Class 0: 450
Class 1: 450
Class 2: 450
Class 3: 450
Class 4: 450
Class 5: 450
Class 6: 450
Class 7: 450
Class 8: 450
Class 9: 450
Class 10: 450
Class 11: 450
Class 12: 450
Class 13: 450
Class 14: 450
Class 15: 450
Class 16: 450
Class 17: 450
Class 18: 450
Class 19: 450
Class 20: 450
Class 21: 450
Class 22: 450
Class 23: 450
Class 24: 450
Class 25: 450
Class 26: 450
Class 27: 450
Class 28: 450
Class 29: 450
Class 30: 450
Class 31: 450
Class 32: 450
Class 33: 450
Class 34: 450
Class 35: 450
Class 36: 450
Class 37: 450
Class 38: 450
Class 39: 450
Class 40: 450
Class 41: 450
Class 42: 450
Class 43: 450
Class 44: 450
Class 45: 450
Class 46: 450
Class 47: 450
Class 48: 450
Class 49: 450
Class 50: 450
Class 51: 450
Class 52: 450
Class 53: 450
Class 54: 450
Class 55: 450
Class 56: 450
Class 57: 450
Class 58: 450
Class 59: 450
Class 60: 450
Class 61: 450
Class 62: 450
Class 63: 450
Class 64: 450
Class 65: 450
Class 66: 450
Class 67: 450
Class 68: 450
Class 69: 450
Class 70: 450
Class 71: 450
Class 72: 450
Class 73: 450
Class 74: 450
Class 75: 450
Class 76: 450
Class 77: 450
Class 78: 450
Class 79: 450
Class 80: 450
Class 81: 450
Class 82: 450
Class 83: 450
Class 84: 450
Class 85: 450
Class 86: 450
Class 87: 450
Class 88: 450
Class 89: 450
Class 90: 450
Class 91: 450
Class 92: 450
Class 93: 450
Class 94: 450
Class 95: 450
Class 96: 450
Class 97: 450
Class 98: 450
Class 99: 450

📌S Forget class distribution for seed 6:
Class 0: 50
Class 1: 50
Class 2: 50
Class 3: 50
Class 4: 50
Class 5: 50
Class 6: 50
Class 7: 50
Class 8: 50
Class 9: 50
Class 10: 50
Class 11: 50
Class 12: 50
Class 13: 50
Class 14: 50
Class 15: 50
Class 16: 50
Class 17: 50
Class 18: 50
Class 19: 50
Class 20: 50
Class 21: 50
Class 22: 50
Class 23: 50
Class 24: 50
Class 25: 50
Class 26: 50
Class 27: 50
Class 28: 50
Class 29: 50
Class 30: 50
Class 31: 50
Class 32: 50
Class 33: 50
Class 34: 50
Class 35: 50
Class 36: 50
Class 37: 50
Class 38: 50
Class 39: 50
Class 40: 50
Class 41: 50
Class 42: 50
Class 43: 50
Class 44: 50
Class 45: 50
Class 46: 50
Class 47: 50
Class 48: 50
Class 49: 50
Class 50: 50
Class 51: 50
Class 52: 50
Class 53: 50
Class 54: 50
Class 55: 50
Class 56: 50
Class 57: 50
Class 58: 50
Class 59: 50
Class 60: 50
Class 61: 50
Class 62: 50
Class 63: 50
Class 64: 50
Class 65: 50
Class 66: 50
Class 67: 50
Class 68: 50
Class 69: 50
Class 70: 50
Class 71: 50
Class 72: 50
Class 73: 50
Class 74: 50
Class 75: 50
Class 76: 50
Class 77: 50
Class 78: 50
Class 79: 50
Class 80: 50
Class 81: 50
Class 82: 50
Class 83: 50
Class 84: 50
Class 85: 50
Class 86: 50
Class 87: 50
Class 88: 50
Class 89: 50
Class 90: 50
Class 91: 50
Class 92: 50
Class 93: 50
Class 94: 50
Class 95: 50
Class 96: 50
Class 97: 50
Class 98: 50
Class 99: 50
⚠️ Warning: Retain train loader may not be shuffled.
Training Epoch: 1 [256/45000]	Loss: 3.2033	LR: 0.000000
Training Epoch: 1 [512/45000]	Loss: 3.1415	LR: 0.000568
Training Epoch: 1 [768/45000]	Loss: 3.1899	LR: 0.001136
Training Epoch: 1 [1024/45000]	Loss: 3.1311	LR: 0.001705
Training Epoch: 1 [1280/45000]	Loss: 3.1155	LR: 0.002273
Training Epoch: 1 [1536/45000]	Loss: 3.0580	LR: 0.002841
Training Epoch: 1 [1792/45000]	Loss: 3.0436	LR: 0.003409
Training Epoch: 1 [2048/45000]	Loss: 2.9498	LR: 0.003977
Training Epoch: 1 [2304/45000]	Loss: 2.9395	LR: 0.004545
Training Epoch: 1 [2560/45000]	Loss: 2.9253	LR: 0.005114
Training Epoch: 1 [2816/45000]	Loss: 3.0158	LR: 0.005682
Training Epoch: 1 [3072/45000]	Loss: 2.9871	LR: 0.006250
Training Epoch: 1 [3328/45000]	Loss: 3.0350	LR: 0.006818
Training Epoch: 1 [3584/45000]	Loss: 2.9879	LR: 0.007386
Training Epoch: 1 [3840/45000]	Loss: 2.8326	LR: 0.007955
Training Epoch: 1 [4096/45000]	Loss: 2.9819	LR: 0.008523
Training Epoch: 1 [4352/45000]	Loss: 2.7925	LR: 0.009091
Training Epoch: 1 [4608/45000]	Loss: 2.7461	LR: 0.009659
Training Epoch: 1 [4864/45000]	Loss: 2.7467	LR: 0.010227
Training Epoch: 1 [5120/45000]	Loss: 2.7056	LR: 0.010795
Training Epoch: 1 [5376/45000]	Loss: 2.8932	LR: 0.011364
Training Epoch: 1 [5632/45000]	Loss: 2.7368	LR: 0.011932
Training Epoch: 1 [5888/45000]	Loss: 2.7340	LR: 0.012500
Training Epoch: 1 [6144/45000]	Loss: 2.6702	LR: 0.013068
Training Epoch: 1 [6400/45000]	Loss: 2.7329	LR: 0.013636
Training Epoch: 1 [6656/45000]	Loss: 2.5194	LR: 0.014205
Training Epoch: 1 [6912/45000]	Loss: 2.6764	LR: 0.014773
Training Epoch: 1 [7168/45000]	Loss: 2.8193	LR: 0.015341
Training Epoch: 1 [7424/45000]	Loss: 2.5792	LR: 0.015909
Training Epoch: 1 [7680/45000]	Loss: 2.6138	LR: 0.016477
Training Epoch: 1 [7936/45000]	Loss: 2.8253	LR: 0.017045
Training Epoch: 1 [8192/45000]	Loss: 2.5525	LR: 0.017614
Training Epoch: 1 [8448/45000]	Loss: 2.6321	LR: 0.018182
Training Epoch: 1 [8704/45000]	Loss: 2.5704	LR: 0.018750
Training Epoch: 1 [8960/45000]	Loss: 2.5694	LR: 0.019318
Training Epoch: 1 [9216/45000]	Loss: 2.5141	LR: 0.019886
Training Epoch: 1 [9472/45000]	Loss: 2.7767	LR: 0.020455
Training Epoch: 1 [9728/45000]	Loss: 2.7501	LR: 0.021023
Training Epoch: 1 [9984/45000]	Loss: 2.6531	LR: 0.021591
Training Epoch: 1 [10240/45000]	Loss: 2.6550	LR: 0.022159
Training Epoch: 1 [10496/45000]	Loss: 2.7287	LR: 0.022727
Training Epoch: 1 [10752/45000]	Loss: 2.5034	LR: 0.023295
Training Epoch: 1 [11008/45000]	Loss: 2.5912	LR: 0.023864
Training Epoch: 1 [11264/45000]	Loss: 2.6452	LR: 0.024432
Training Epoch: 1 [11520/45000]	Loss: 2.5312	LR: 0.025000
Training Epoch: 1 [11776/45000]	Loss: 2.5261	LR: 0.025568
Training Epoch: 1 [12032/45000]	Loss: 2.4750	LR: 0.026136
Training Epoch: 1 [12288/45000]	Loss: 2.7153	LR: 0.026705
Training Epoch: 1 [12544/45000]	Loss: 2.6443	LR: 0.027273
Training Epoch: 1 [12800/45000]	Loss: 2.6886	LR: 0.027841
Training Epoch: 1 [13056/45000]	Loss: 2.5858	LR: 0.028409
Training Epoch: 1 [13312/45000]	Loss: 2.6705	LR: 0.028977
Training Epoch: 1 [13568/45000]	Loss: 2.5575	LR: 0.029545
Training Epoch: 1 [13824/45000]	Loss: 2.6730	LR: 0.030114
Training Epoch: 1 [14080/45000]	Loss: 2.4925	LR: 0.030682
Training Epoch: 1 [14336/45000]	Loss: 2.6751	LR: 0.031250
Training Epoch: 1 [14592/45000]	Loss: 2.6873	LR: 0.031818
Training Epoch: 1 [14848/45000]	Loss: 2.6223	LR: 0.032386
Training Epoch: 1 [15104/45000]	Loss: 2.5920	LR: 0.032955
Training Epoch: 1 [15360/45000]	Loss: 2.5385	LR: 0.033523
Training Epoch: 1 [15616/45000]	Loss: 2.4301	LR: 0.034091
Training Epoch: 1 [15872/45000]	Loss: 2.8259	LR: 0.034659
Training Epoch: 1 [16128/45000]	Loss: 2.5393	LR: 0.035227
Training Epoch: 1 [16384/45000]	Loss: 2.4705	LR: 0.035795
Training Epoch: 1 [16640/45000]	Loss: 2.5487	LR: 0.036364
Training Epoch: 1 [16896/45000]	Loss: 2.5261	LR: 0.036932
Training Epoch: 1 [17152/45000]	Loss: 2.5611	LR: 0.037500
Training Epoch: 1 [17408/45000]	Loss: 2.5169	LR: 0.038068
Training Epoch: 1 [17664/45000]	Loss: 2.7102	LR: 0.038636
Training Epoch: 1 [17920/45000]	Loss: 2.6815	LR: 0.039205
Training Epoch: 1 [18176/45000]	Loss: 2.4360	LR: 0.039773
Training Epoch: 1 [18432/45000]	Loss: 2.6035	LR: 0.040341
Training Epoch: 1 [18688/45000]	Loss: 2.4997	LR: 0.040909
Training Epoch: 1 [18944/45000]	Loss: 2.5833	LR: 0.041477
Training Epoch: 1 [19200/45000]	Loss: 2.4708	LR: 0.042045
Training Epoch: 1 [19456/45000]	Loss: 2.5425	LR: 0.042614
Training Epoch: 1 [19712/45000]	Loss: 2.5940	LR: 0.043182
Training Epoch: 1 [19968/45000]	Loss: 2.6997	LR: 0.043750
Training Epoch: 1 [20224/45000]	Loss: 2.5459	LR: 0.044318
Training Epoch: 1 [20480/45000]	Loss: 2.4823	LR: 0.044886
Training Epoch: 1 [20736/45000]	Loss: 2.5258	LR: 0.045455
Training Epoch: 1 [20992/45000]	Loss: 2.3674	LR: 0.046023
Training Epoch: 1 [21248/45000]	Loss: 2.5159	LR: 0.046591
Training Epoch: 1 [21504/45000]	Loss: 2.5661	LR: 0.047159
Training Epoch: 1 [21760/45000]	Loss: 2.4494	LR: 0.047727
Training Epoch: 1 [22016/45000]	Loss: 2.3358	LR: 0.048295
Training Epoch: 1 [22272/45000]	Loss: 2.4386	LR: 0.048864
Training Epoch: 1 [22528/45000]	Loss: 2.4685	LR: 0.049432
Training Epoch: 1 [22784/45000]	Loss: 2.5442	LR: 0.050000
Training Epoch: 1 [23040/45000]	Loss: 2.3141	LR: 0.050568
Training Epoch: 1 [23296/45000]	Loss: 2.4804	LR: 0.051136
Training Epoch: 1 [23552/45000]	Loss: 2.5134	LR: 0.051705
Training Epoch: 1 [23808/45000]	Loss: 2.5443	LR: 0.052273
Training Epoch: 1 [24064/45000]	Loss: 2.4908	LR: 0.052841
Training Epoch: 1 [24320/45000]	Loss: 2.6395	LR: 0.053409
Training Epoch: 1 [24576/45000]	Loss: 2.5626	LR: 0.053977
Training Epoch: 1 [24832/45000]	Loss: 2.4781	LR: 0.054545
Training Epoch: 1 [25088/45000]	Loss: 2.6383	LR: 0.055114
Training Epoch: 1 [25344/45000]	Loss: 2.4431	LR: 0.055682
Training Epoch: 1 [25600/45000]	Loss: 2.4111	LR: 0.056250
Training Epoch: 1 [25856/45000]	Loss: 2.5462	LR: 0.056818
Training Epoch: 1 [26112/45000]	Loss: 2.5077	LR: 0.057386
Training Epoch: 1 [26368/45000]	Loss: 2.5379	LR: 0.057955
Training Epoch: 1 [26624/45000]	Loss: 2.4999	LR: 0.058523
Training Epoch: 1 [26880/45000]	Loss: 2.5297	LR: 0.059091
Training Epoch: 1 [27136/45000]	Loss: 2.6194	LR: 0.059659
Training Epoch: 1 [27392/45000]	Loss: 2.5762	LR: 0.060227
Training Epoch: 1 [27648/45000]	Loss: 2.5608	LR: 0.060795
Training Epoch: 1 [27904/45000]	Loss: 2.5523	LR: 0.061364
Training Epoch: 1 [28160/45000]	Loss: 2.5320	LR: 0.061932
Training Epoch: 1 [28416/45000]	Loss: 2.5069	LR: 0.062500
Training Epoch: 1 [28672/45000]	Loss: 2.5191	LR: 0.063068
Training Epoch: 1 [28928/45000]	Loss: 2.4938	LR: 0.063636
Training Epoch: 1 [29184/45000]	Loss: 2.4902	LR: 0.064205
Training Epoch: 1 [29440/45000]	Loss: 2.5796	LR: 0.064773
Training Epoch: 1 [29696/45000]	Loss: 2.4387	LR: 0.065341
Training Epoch: 1 [29952/45000]	Loss: 2.4659	LR: 0.065909
Training Epoch: 1 [30208/45000]	Loss: 2.4988	LR: 0.066477
Training Epoch: 1 [30464/45000]	Loss: 2.4525	LR: 0.067045
Training Epoch: 1 [30720/45000]	Loss: 2.5720	LR: 0.067614
Training Epoch: 1 [30976/45000]	Loss: 2.3412	LR: 0.068182
Training Epoch: 1 [31232/45000]	Loss: 2.3165	LR: 0.068750
Training Epoch: 1 [31488/45000]	Loss: 2.4871	LR: 0.069318
Training Epoch: 1 [31744/45000]	Loss: 2.4646	LR: 0.069886
Training Epoch: 1 [32000/45000]	Loss: 2.3170	LR: 0.070455
Training Epoch: 1 [32256/45000]	Loss: 2.2131	LR: 0.071023
Training Epoch: 1 [32512/45000]	Loss: 2.5436	LR: 0.071591
Training Epoch: 1 [32768/45000]	Loss: 2.3697	LR: 0.072159
Training Epoch: 1 [33024/45000]	Loss: 2.4591	LR: 0.072727
Training Epoch: 1 [33280/45000]	Loss: 2.4094	LR: 0.073295
Training Epoch: 1 [33536/45000]	Loss: 2.4993	LR: 0.073864
Training Epoch: 1 [33792/45000]	Loss: 2.4938	LR: 0.074432
Training Epoch: 1 [34048/45000]	Loss: 2.5013	LR: 0.075000
Training Epoch: 1 [34304/45000]	Loss: 2.4969	LR: 0.075568
Training Epoch: 1 [34560/45000]	Loss: 2.4459	LR: 0.076136
Training Epoch: 1 [34816/45000]	Loss: 2.4442	LR: 0.076705
Training Epoch: 1 [35072/45000]	Loss: 2.4287	LR: 0.077273
Training Epoch: 1 [35328/45000]	Loss: 2.2280	LR: 0.077841
Training Epoch: 1 [35584/45000]	Loss: 2.6104	LR: 0.078409
Training Epoch: 1 [35840/45000]	Loss: 2.4579	LR: 0.078977
Training Epoch: 1 [36096/45000]	Loss: 2.4335	LR: 0.079545
Training Epoch: 1 [36352/45000]	Loss: 2.3469	LR: 0.080114
Training Epoch: 1 [36608/45000]	Loss: 2.3386	LR: 0.080682
Training Epoch: 1 [36864/45000]	Loss: 2.5210	LR: 0.081250
Training Epoch: 1 [37120/45000]	Loss: 2.5826	LR: 0.081818
Training Epoch: 1 [37376/45000]	Loss: 2.5446	LR: 0.082386
Training Epoch: 1 [37632/45000]	Loss: 2.2988	LR: 0.082955
Training Epoch: 1 [37888/45000]	Loss: 2.4003	LR: 0.083523
Training Epoch: 1 [38144/45000]	Loss: 2.4014	LR: 0.084091
Training Epoch: 1 [38400/45000]	Loss: 2.5339	LR: 0.084659
Training Epoch: 1 [38656/45000]	Loss: 2.4003	LR: 0.085227
Training Epoch: 1 [38912/45000]	Loss: 2.5074	LR: 0.085795
Training Epoch: 1 [39168/45000]	Loss: 2.4520	LR: 0.086364
Training Epoch: 1 [39424/45000]	Loss: 2.4357	LR: 0.086932
Training Epoch: 1 [39680/45000]	Loss: 2.5006	LR: 0.087500
Training Epoch: 1 [39936/45000]	Loss: 2.3938	LR: 0.088068
Training Epoch: 1 [40192/45000]	Loss: 2.4548	LR: 0.088636
Training Epoch: 1 [40448/45000]	Loss: 2.3792	LR: 0.089205
Training Epoch: 1 [40704/45000]	Loss: 2.3776	LR: 0.089773
Training Epoch: 1 [40960/45000]	Loss: 2.4681	LR: 0.090341
Training Epoch: 1 [41216/45000]	Loss: 2.4104	LR: 0.090909
Training Epoch: 1 [41472/45000]	Loss: 2.4968	LR: 0.091477
Training Epoch: 1 [41728/45000]	Loss: 2.3653	LR: 0.092045
Training Epoch: 1 [41984/45000]	Loss: 2.4595	LR: 0.092614
Training Epoch: 1 [42240/45000]	Loss: 2.5774	LR: 0.093182
Training Epoch: 1 [42496/45000]	Loss: 2.5144	LR: 0.093750
Training Epoch: 1 [42752/45000]	Loss: 2.5266	LR: 0.094318
Training Epoch: 1 [43008/45000]	Loss: 2.4910	LR: 0.094886
Training Epoch: 1 [43264/45000]	Loss: 2.5337	LR: 0.095455
Training Epoch: 1 [43520/45000]	Loss: 2.4058	LR: 0.096023
Training Epoch: 1 [43776/45000]	Loss: 2.4047	LR: 0.096591
Training Epoch: 1 [44032/45000]	Loss: 2.6734	LR: 0.097159
Training Epoch: 1 [44288/45000]	Loss: 2.4127	LR: 0.097727
Training Epoch: 1 [44544/45000]	Loss: 2.4911	LR: 0.098295
Training Epoch: 1 [44800/45000]	Loss: 2.5358	LR: 0.098864
Training Epoch: 1 [45000/45000]	Loss: 2.3689	LR: 0.099432
Epoch 1 - Average Train Loss: 2.5775, Train Accuracy: 0.2112
Epoch 1 training time consumed: 27.60s
Evaluating Network.....
Test set: Epoch: 1, Average loss: 0.0105, Accuracy: 0.2229, Time consumed:1.07s
Saving weights file to checkpoint/retrain/ResNet18/Sunday_13_July_2025_18h_40m_29s/ResNet18-Cifar20-seed6-ret100-1-best.pth
Training Epoch: 2 [256/45000]	Loss: 2.4737	LR: 0.100000
Training Epoch: 2 [512/45000]	Loss: 2.4320	LR: 0.100000
Training Epoch: 2 [768/45000]	Loss: 2.3091	LR: 0.100000
Training Epoch: 2 [1024/45000]	Loss: 2.4683	LR: 0.100000
Training Epoch: 2 [1280/45000]	Loss: 2.4467	LR: 0.100000
Training Epoch: 2 [1536/45000]	Loss: 2.4862	LR: 0.100000
Training Epoch: 2 [1792/45000]	Loss: 2.4227	LR: 0.100000
Training Epoch: 2 [2048/45000]	Loss: 2.2531	LR: 0.100000
Training Epoch: 2 [2304/45000]	Loss: 2.3808	LR: 0.100000
Training Epoch: 2 [2560/45000]	Loss: 2.3978	LR: 0.100000
Training Epoch: 2 [2816/45000]	Loss: 2.4156	LR: 0.100000
Training Epoch: 2 [3072/45000]	Loss: 2.3826	LR: 0.100000
Training Epoch: 2 [3328/45000]	Loss: 2.4292	LR: 0.100000
Training Epoch: 2 [3584/45000]	Loss: 2.2197	LR: 0.100000
Training Epoch: 2 [3840/45000]	Loss: 2.2819	LR: 0.100000
Training Epoch: 2 [4096/45000]	Loss: 2.3948	LR: 0.100000
Training Epoch: 2 [4352/45000]	Loss: 2.3315	LR: 0.100000
Training Epoch: 2 [4608/45000]	Loss: 2.2857	LR: 0.100000
Training Epoch: 2 [4864/45000]	Loss: 2.2495	LR: 0.100000
Training Epoch: 2 [5120/45000]	Loss: 2.4090	LR: 0.100000
Training Epoch: 2 [5376/45000]	Loss: 2.3400	LR: 0.100000
Training Epoch: 2 [5632/45000]	Loss: 2.2975	LR: 0.100000
Training Epoch: 2 [5888/45000]	Loss: 2.3075	LR: 0.100000
Training Epoch: 2 [6144/45000]	Loss: 2.3975	LR: 0.100000
Training Epoch: 2 [6400/45000]	Loss: 2.3216	LR: 0.100000
Training Epoch: 2 [6656/45000]	Loss: 2.3120	LR: 0.100000
Training Epoch: 2 [6912/45000]	Loss: 2.2395	LR: 0.100000
Training Epoch: 2 [7168/45000]	Loss: 2.2600	LR: 0.100000
Training Epoch: 2 [7424/45000]	Loss: 2.3192	LR: 0.100000
Training Epoch: 2 [7680/45000]	Loss: 2.3337	LR: 0.100000
Training Epoch: 2 [7936/45000]	Loss: 2.2528	LR: 0.100000
Training Epoch: 2 [8192/45000]	Loss: 2.3697	LR: 0.100000
Training Epoch: 2 [8448/45000]	Loss: 2.2070	LR: 0.100000
Training Epoch: 2 [8704/45000]	Loss: 2.2135	LR: 0.100000
Training Epoch: 2 [8960/45000]	Loss: 2.1573	LR: 0.100000
Training Epoch: 2 [9216/45000]	Loss: 2.2972	LR: 0.100000
Training Epoch: 2 [9472/45000]	Loss: 2.2231	LR: 0.100000
Training Epoch: 2 [9728/45000]	Loss: 2.2480	LR: 0.100000
Training Epoch: 2 [9984/45000]	Loss: 2.3903	LR: 0.100000
Training Epoch: 2 [10240/45000]	Loss: 2.3534	LR: 0.100000
Training Epoch: 2 [10496/45000]	Loss: 2.2810	LR: 0.100000
Training Epoch: 2 [10752/45000]	Loss: 2.3062	LR: 0.100000
Training Epoch: 2 [11008/45000]	Loss: 2.1673	LR: 0.100000
Training Epoch: 2 [11264/45000]	Loss: 2.3000	LR: 0.100000
Training Epoch: 2 [11520/45000]	Loss: 2.2780	LR: 0.100000
Training Epoch: 2 [11776/45000]	Loss: 2.1985	LR: 0.100000
Training Epoch: 2 [12032/45000]	Loss: 2.3181	LR: 0.100000
Training Epoch: 2 [12288/45000]	Loss: 2.1913	LR: 0.100000
Training Epoch: 2 [12544/45000]	Loss: 2.2742	LR: 0.100000
Training Epoch: 2 [12800/45000]	Loss: 2.1198	LR: 0.100000
Training Epoch: 2 [13056/45000]	Loss: 2.2930	LR: 0.100000
Training Epoch: 2 [13312/45000]	Loss: 2.2196	LR: 0.100000
Training Epoch: 2 [13568/45000]	Loss: 2.1865	LR: 0.100000
Training Epoch: 2 [13824/45000]	Loss: 2.3504	LR: 0.100000
Training Epoch: 2 [14080/45000]	Loss: 2.2192	LR: 0.100000
Training Epoch: 2 [14336/45000]	Loss: 2.1906	LR: 0.100000
Training Epoch: 2 [14592/45000]	Loss: 2.2393	LR: 0.100000
Training Epoch: 2 [14848/45000]	Loss: 2.2033	LR: 0.100000
Training Epoch: 2 [15104/45000]	Loss: 2.1762	LR: 0.100000
Training Epoch: 2 [15360/45000]	Loss: 2.0997	LR: 0.100000
Training Epoch: 2 [15616/45000]	Loss: 2.0614	LR: 0.100000
Training Epoch: 2 [15872/45000]	Loss: 2.1381	LR: 0.100000
Training Epoch: 2 [16128/45000]	Loss: 2.2614	LR: 0.100000
Training Epoch: 2 [16384/45000]	Loss: 2.0612	LR: 0.100000
Training Epoch: 2 [16640/45000]	Loss: 2.1331	LR: 0.100000
Training Epoch: 2 [16896/45000]	Loss: 2.1904	LR: 0.100000
Training Epoch: 2 [17152/45000]	Loss: 2.2441	LR: 0.100000
Training Epoch: 2 [17408/45000]	Loss: 2.1891	LR: 0.100000
Training Epoch: 2 [17664/45000]	Loss: 2.1916	LR: 0.100000
Training Epoch: 2 [17920/45000]	Loss: 2.1073	LR: 0.100000
Training Epoch: 2 [18176/45000]	Loss: 2.0567	LR: 0.100000
Training Epoch: 2 [18432/45000]	Loss: 2.1520	LR: 0.100000
Training Epoch: 2 [18688/45000]	Loss: 2.0544	LR: 0.100000
Training Epoch: 2 [18944/45000]	Loss: 2.1573	LR: 0.100000
Training Epoch: 2 [19200/45000]	Loss: 2.1807	LR: 0.100000
Training Epoch: 2 [19456/45000]	Loss: 2.2534	LR: 0.100000
Training Epoch: 2 [19712/45000]	Loss: 2.2556	LR: 0.100000
Training Epoch: 2 [19968/45000]	Loss: 2.1552	LR: 0.100000
Training Epoch: 2 [20224/45000]	Loss: 2.2971	LR: 0.100000
Training Epoch: 2 [20480/45000]	Loss: 2.2607	LR: 0.100000
Training Epoch: 2 [20736/45000]	Loss: 2.2056	LR: 0.100000
Training Epoch: 2 [20992/45000]	Loss: 2.1718	LR: 0.100000
Training Epoch: 2 [21248/45000]	Loss: 2.2606	LR: 0.100000
Training Epoch: 2 [21504/45000]	Loss: 2.2993	LR: 0.100000
Training Epoch: 2 [21760/45000]	Loss: 2.1491	LR: 0.100000
Training Epoch: 2 [22016/45000]	Loss: 2.1308	LR: 0.100000
Training Epoch: 2 [22272/45000]	Loss: 2.2724	LR: 0.100000
Training Epoch: 2 [22528/45000]	Loss: 2.0931	LR: 0.100000
Training Epoch: 2 [22784/45000]	Loss: 2.2458	LR: 0.100000
Training Epoch: 2 [23040/45000]	Loss: 2.1144	LR: 0.100000
Training Epoch: 2 [23296/45000]	Loss: 2.0403	LR: 0.100000
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Training Epoch: 2 [24064/45000]	Loss: 2.3124	LR: 0.100000
Training Epoch: 2 [24320/45000]	Loss: 2.1789	LR: 0.100000
Training Epoch: 2 [24576/45000]	Loss: 2.1535	LR: 0.100000
Training Epoch: 2 [24832/45000]	Loss: 2.1863	LR: 0.100000
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Training Epoch: 2 [25600/45000]	Loss: 2.1335	LR: 0.100000
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Training Epoch: 2 [26112/45000]	Loss: 2.1581	LR: 0.100000
Training Epoch: 2 [26368/45000]	Loss: 2.0907	LR: 0.100000
Training Epoch: 2 [26624/45000]	Loss: 2.2412	LR: 0.100000
Training Epoch: 2 [26880/45000]	Loss: 2.1361	LR: 0.100000
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Training Epoch: 2 [27904/45000]	Loss: 2.1027	LR: 0.100000
Training Epoch: 2 [28160/45000]	Loss: 2.0737	LR: 0.100000
Training Epoch: 2 [28416/45000]	Loss: 2.1957	LR: 0.100000
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Training Epoch: 2 [28928/45000]	Loss: 2.2194	LR: 0.100000
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Training Epoch: 2 [29440/45000]	Loss: 2.0957	LR: 0.100000
Training Epoch: 2 [29696/45000]	Loss: 2.2035	LR: 0.100000
Training Epoch: 2 [29952/45000]	Loss: 1.9851	LR: 0.100000
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Training Epoch: 2 [32512/45000]	Loss: 1.9430	LR: 0.100000
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Training Epoch: 2 [35328/45000]	Loss: 2.2582	LR: 0.100000
Training Epoch: 2 [35584/45000]	Loss: 2.0375	LR: 0.100000
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Training Epoch: 2 [36352/45000]	Loss: 2.1425	LR: 0.100000
Training Epoch: 2 [36608/45000]	Loss: 2.0389	LR: 0.100000
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Training Epoch: 2 [37120/45000]	Loss: 1.9674	LR: 0.100000
Training Epoch: 2 [37376/45000]	Loss: 2.1559	LR: 0.100000
Training Epoch: 2 [37632/45000]	Loss: 2.1317	LR: 0.100000
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Training Epoch: 2 [38144/45000]	Loss: 2.2216	LR: 0.100000
Training Epoch: 2 [38400/45000]	Loss: 2.1837	LR: 0.100000
Training Epoch: 2 [38656/45000]	Loss: 2.0421	LR: 0.100000
Training Epoch: 2 [38912/45000]	Loss: 2.0562	LR: 0.100000
Training Epoch: 2 [39168/45000]	Loss: 2.0841	LR: 0.100000
Training Epoch: 2 [39424/45000]	Loss: 2.0349	LR: 0.100000
Training Epoch: 2 [39680/45000]	Loss: 2.1283	LR: 0.100000
Training Epoch: 2 [39936/45000]	Loss: 1.9763	LR: 0.100000
Training Epoch: 2 [40192/45000]	Loss: 2.2083	LR: 0.100000
Training Epoch: 2 [40448/45000]	Loss: 2.2390	LR: 0.100000
Training Epoch: 2 [40704/45000]	Loss: 2.0629	LR: 0.100000
Training Epoch: 2 [40960/45000]	Loss: 1.9203	LR: 0.100000
Training Epoch: 2 [41216/45000]	Loss: 2.1627	LR: 0.100000
Training Epoch: 2 [41472/45000]	Loss: 2.0154	LR: 0.100000
Training Epoch: 2 [41728/45000]	Loss: 1.9953	LR: 0.100000
Training Epoch: 2 [41984/45000]	Loss: 2.1366	LR: 0.100000
Training Epoch: 2 [42240/45000]	Loss: 2.2017	LR: 0.100000
Training Epoch: 2 [42496/45000]	Loss: 2.1381	LR: 0.100000
Training Epoch: 2 [42752/45000]	Loss: 2.0199	LR: 0.100000
Training Epoch: 2 [43008/45000]	Loss: 2.1209	LR: 0.100000
Training Epoch: 2 [43264/45000]	Loss: 1.9606	LR: 0.100000
Training Epoch: 2 [43520/45000]	Loss: 2.0848	LR: 0.100000
Training Epoch: 2 [43776/45000]	Loss: 1.9158	LR: 0.100000
Training Epoch: 2 [44032/45000]	Loss: 2.3674	LR: 0.100000
Training Epoch: 2 [44288/45000]	Loss: 2.0413	LR: 0.100000
Training Epoch: 2 [44544/45000]	Loss: 1.9579	LR: 0.100000
Training Epoch: 2 [44800/45000]	Loss: 1.9519	LR: 0.100000
Training Epoch: 2 [45000/45000]	Loss: 2.1332	LR: 0.100000
Epoch 2 - Average Train Loss: 2.1871, Train Accuracy: 0.3210
Epoch 2 training time consumed: 26.87s
Evaluating Network.....
Test set: Epoch: 2, Average loss: 0.0085, Accuracy: 0.3556, Time consumed:0.90s
Saving weights file to checkpoint/retrain/ResNet18/Sunday_13_July_2025_18h_40m_29s/ResNet18-Cifar20-seed6-ret100-2-best.pth
Training Epoch: 3 [256/45000]	Loss: 1.9065	LR: 0.100000
Training Epoch: 3 [512/45000]	Loss: 1.9531	LR: 0.100000
Training Epoch: 3 [768/45000]	Loss: 2.0399	LR: 0.100000
Training Epoch: 3 [1024/45000]	Loss: 2.0025	LR: 0.100000
Training Epoch: 3 [1280/45000]	Loss: 1.9886	LR: 0.100000
Training Epoch: 3 [1536/45000]	Loss: 2.0736	LR: 0.100000
Training Epoch: 3 [1792/45000]	Loss: 2.0228	LR: 0.100000
Training Epoch: 3 [2048/45000]	Loss: 1.9638	LR: 0.100000
Training Epoch: 3 [2304/45000]	Loss: 2.0561	LR: 0.100000
Training Epoch: 3 [2560/45000]	Loss: 1.7802	LR: 0.100000
Training Epoch: 3 [2816/45000]	Loss: 2.0513	LR: 0.100000
Training Epoch: 3 [3072/45000]	Loss: 2.0545	LR: 0.100000
Training Epoch: 3 [3328/45000]	Loss: 1.9819	LR: 0.100000
Training Epoch: 3 [3584/45000]	Loss: 1.9713	LR: 0.100000
Training Epoch: 3 [3840/45000]	Loss: 2.0541	LR: 0.100000
Training Epoch: 3 [4096/45000]	Loss: 2.0461	LR: 0.100000
Training Epoch: 3 [4352/45000]	Loss: 2.0110	LR: 0.100000
Training Epoch: 3 [4608/45000]	Loss: 2.0799	LR: 0.100000
Training Epoch: 3 [4864/45000]	Loss: 2.1329	LR: 0.100000
Training Epoch: 3 [5120/45000]	Loss: 2.1757	LR: 0.100000
Training Epoch: 3 [5376/45000]	Loss: 2.0193	LR: 0.100000
Training Epoch: 3 [5632/45000]	Loss: 2.0745	LR: 0.100000
Training Epoch: 3 [5888/45000]	Loss: 1.9840	LR: 0.100000
Training Epoch: 3 [6144/45000]	Loss: 2.0704	LR: 0.100000
Training Epoch: 3 [6400/45000]	Loss: 1.9548	LR: 0.100000
Training Epoch: 3 [6656/45000]	Loss: 1.8836	LR: 0.100000
Training Epoch: 3 [6912/45000]	Loss: 2.0751	LR: 0.100000
Training Epoch: 3 [7168/45000]	Loss: 1.9948	LR: 0.100000
Training Epoch: 3 [7424/45000]	Loss: 1.9772	LR: 0.100000
Training Epoch: 3 [7680/45000]	Loss: 2.0118	LR: 0.100000
Training Epoch: 3 [7936/45000]	Loss: 2.0573	LR: 0.100000
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Training Epoch: 3 [8448/45000]	Loss: 2.0412	LR: 0.100000
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Training Epoch: 3 [9984/45000]	Loss: 1.9464	LR: 0.100000
Training Epoch: 3 [10240/45000]	Loss: 1.9697	LR: 0.100000
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Training Epoch: 3 [11008/45000]	Loss: 1.9989	LR: 0.100000
Training Epoch: 3 [11264/45000]	Loss: 2.0002	LR: 0.100000
Training Epoch: 3 [11520/45000]	Loss: 1.9469	LR: 0.100000
Training Epoch: 3 [11776/45000]	Loss: 1.9928	LR: 0.100000
Training Epoch: 3 [12032/45000]	Loss: 1.9704	LR: 0.100000
Training Epoch: 3 [12288/45000]	Loss: 1.9816	LR: 0.100000
Training Epoch: 3 [12544/45000]	Loss: 1.8747	LR: 0.100000
Training Epoch: 3 [12800/45000]	Loss: 1.9994	LR: 0.100000
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Training Epoch: 3 [13824/45000]	Loss: 1.9440	LR: 0.100000
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Training Epoch: 3 [15616/45000]	Loss: 2.0524	LR: 0.100000
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Training Epoch: 3 [16384/45000]	Loss: 2.0156	LR: 0.100000
Training Epoch: 3 [16640/45000]	Loss: 1.8727	LR: 0.100000
Training Epoch: 3 [16896/45000]	Loss: 2.0605	LR: 0.100000
Training Epoch: 3 [17152/45000]	Loss: 1.9712	LR: 0.100000
Training Epoch: 3 [17408/45000]	Loss: 1.9105	LR: 0.100000
Training Epoch: 3 [17664/45000]	Loss: 1.9181	LR: 0.100000
Training Epoch: 3 [17920/45000]	Loss: 1.8223	LR: 0.100000
Training Epoch: 3 [18176/45000]	Loss: 2.0602	LR: 0.100000
Training Epoch: 3 [18432/45000]	Loss: 2.0626	LR: 0.100000
Training Epoch: 3 [18688/45000]	Loss: 1.9744	LR: 0.100000
Training Epoch: 3 [18944/45000]	Loss: 2.0389	LR: 0.100000
Training Epoch: 3 [19200/45000]	Loss: 2.0467	LR: 0.100000
Training Epoch: 3 [19456/45000]	Loss: 2.0302	LR: 0.100000
Training Epoch: 3 [19712/45000]	Loss: 1.8821	LR: 0.100000
Training Epoch: 3 [19968/45000]	Loss: 1.8973	LR: 0.100000
Training Epoch: 3 [20224/45000]	Loss: 1.8166	LR: 0.100000
Training Epoch: 3 [20480/45000]	Loss: 1.8672	LR: 0.100000
Training Epoch: 3 [20736/45000]	Loss: 1.8795	LR: 0.100000
Training Epoch: 3 [20992/45000]	Loss: 1.7819	LR: 0.100000
Training Epoch: 3 [21248/45000]	Loss: 1.8413	LR: 0.100000
Training Epoch: 3 [21504/45000]	Loss: 1.9657	LR: 0.100000
Training Epoch: 3 [21760/45000]	Loss: 2.0579	LR: 0.100000
Training Epoch: 3 [22016/45000]	Loss: 2.0210	LR: 0.100000
Training Epoch: 3 [22272/45000]	Loss: 1.8708	LR: 0.100000
Training Epoch: 3 [22528/45000]	Loss: 1.8822	LR: 0.100000
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Training Epoch: 3 [23040/45000]	Loss: 2.0412	LR: 0.100000
Training Epoch: 3 [23296/45000]	Loss: 1.9404	LR: 0.100000
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Training Epoch: 3 [24320/45000]	Loss: 1.9676	LR: 0.100000
Training Epoch: 3 [24576/45000]	Loss: 1.9771	LR: 0.100000
Training Epoch: 3 [24832/45000]	Loss: 1.9331	LR: 0.100000
Training Epoch: 3 [25088/45000]	Loss: 1.9591	LR: 0.100000
Training Epoch: 3 [25344/45000]	Loss: 1.9650	LR: 0.100000
Training Epoch: 3 [25600/45000]	Loss: 1.9566	LR: 0.100000
Training Epoch: 3 [25856/45000]	Loss: 1.9880	LR: 0.100000
Training Epoch: 3 [26112/45000]	Loss: 1.8643	LR: 0.100000
Training Epoch: 3 [26368/45000]	Loss: 1.9804	LR: 0.100000
Training Epoch: 3 [26624/45000]	Loss: 1.9338	LR: 0.100000
Training Epoch: 3 [26880/45000]	Loss: 1.8506	LR: 0.100000
Training Epoch: 3 [27136/45000]	Loss: 1.9981	LR: 0.100000
Training Epoch: 3 [27392/45000]	Loss: 1.9248	LR: 0.100000
Training Epoch: 3 [27648/45000]	Loss: 1.7827	LR: 0.100000
Training Epoch: 3 [27904/45000]	Loss: 1.8566	LR: 0.100000
Training Epoch: 3 [28160/45000]	Loss: 1.9970	LR: 0.100000
Training Epoch: 3 [28416/45000]	Loss: 1.9468	LR: 0.100000
Training Epoch: 3 [28672/45000]	Loss: 2.0087	LR: 0.100000
Training Epoch: 3 [28928/45000]	Loss: 2.0303	LR: 0.100000
Training Epoch: 3 [29184/45000]	Loss: 1.9485	LR: 0.100000
Training Epoch: 3 [29440/45000]	Loss: 1.8863	LR: 0.100000
Training Epoch: 3 [29696/45000]	Loss: 1.8731	LR: 0.100000
Training Epoch: 3 [29952/45000]	Loss: 1.9457	LR: 0.100000
Training Epoch: 3 [30208/45000]	Loss: 1.9694	LR: 0.100000
Training Epoch: 3 [30464/45000]	Loss: 1.8758	LR: 0.100000
Training Epoch: 3 [30720/45000]	Loss: 1.9336	LR: 0.100000
Training Epoch: 3 [30976/45000]	Loss: 1.8950	LR: 0.100000
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Training Epoch: 3 [31744/45000]	Loss: 1.8484	LR: 0.100000
Training Epoch: 3 [32000/45000]	Loss: 1.9759	LR: 0.100000
Training Epoch: 3 [32256/45000]	Loss: 1.9106	LR: 0.100000
Training Epoch: 3 [32512/45000]	Loss: 2.1381	LR: 0.100000
Training Epoch: 3 [32768/45000]	Loss: 1.8582	LR: 0.100000
Training Epoch: 3 [33024/45000]	Loss: 1.8950	LR: 0.100000
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Training Epoch: 3 [33536/45000]	Loss: 1.8275	LR: 0.100000
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Training Epoch: 3 [34560/45000]	Loss: 1.8253	LR: 0.100000
Training Epoch: 3 [34816/45000]	Loss: 1.9397	LR: 0.100000
Training Epoch: 3 [35072/45000]	Loss: 1.8795	LR: 0.100000
Training Epoch: 3 [35328/45000]	Loss: 1.9208	LR: 0.100000
Training Epoch: 3 [35584/45000]	Loss: 1.7731	LR: 0.100000
Training Epoch: 3 [35840/45000]	Loss: 1.8834	LR: 0.100000
Training Epoch: 3 [36096/45000]	Loss: 1.8480	LR: 0.100000
Training Epoch: 3 [36352/45000]	Loss: 1.8365	LR: 0.100000
Training Epoch: 3 [36608/45000]	Loss: 1.9902	LR: 0.100000
Training Epoch: 3 [36864/45000]	Loss: 1.8857	LR: 0.100000
Training Epoch: 3 [37120/45000]	Loss: 1.7314	LR: 0.100000
Training Epoch: 3 [37376/45000]	Loss: 1.8456	LR: 0.100000
Training Epoch: 3 [37632/45000]	Loss: 1.8242	LR: 0.100000
Training Epoch: 3 [37888/45000]	Loss: 1.9946	LR: 0.100000
Training Epoch: 3 [38144/45000]	Loss: 1.9839	LR: 0.100000
Training Epoch: 3 [38400/45000]	Loss: 1.9422	LR: 0.100000
Training Epoch: 3 [38656/45000]	Loss: 1.7787	LR: 0.100000
Training Epoch: 3 [38912/45000]	Loss: 1.8475	LR: 0.100000
Training Epoch: 3 [39168/45000]	Loss: 1.9339	LR: 0.100000
Training Epoch: 3 [39424/45000]	Loss: 1.8679	LR: 0.100000
Training Epoch: 3 [39680/45000]	Loss: 1.8274	LR: 0.100000
Training Epoch: 3 [39936/45000]	Loss: 1.9702	LR: 0.100000
Training Epoch: 3 [40192/45000]	Loss: 1.9223	LR: 0.100000
Training Epoch: 3 [40448/45000]	Loss: 1.6266	LR: 0.100000
Training Epoch: 3 [40704/45000]	Loss: 1.9435	LR: 0.100000
Training Epoch: 3 [40960/45000]	Loss: 1.7087	LR: 0.100000
Training Epoch: 3 [41216/45000]	Loss: 1.6967	LR: 0.100000
Training Epoch: 3 [41472/45000]	Loss: 1.7410	LR: 0.100000
Training Epoch: 3 [41728/45000]	Loss: 1.7780	LR: 0.100000
Training Epoch: 3 [41984/45000]	Loss: 1.8201	LR: 0.100000
Training Epoch: 3 [42240/45000]	Loss: 1.8688	LR: 0.100000
Training Epoch: 3 [42496/45000]	Loss: 1.8077	LR: 0.100000
Training Epoch: 3 [42752/45000]	Loss: 1.7476	LR: 0.100000
Training Epoch: 3 [43008/45000]	Loss: 1.8179	LR: 0.100000
Training Epoch: 3 [43264/45000]	Loss: 2.0532	LR: 0.100000
Training Epoch: 3 [43520/45000]	Loss: 1.9481	LR: 0.100000
Training Epoch: 3 [43776/45000]	Loss: 1.6841	LR: 0.100000
Training Epoch: 3 [44032/45000]	Loss: 1.8352	LR: 0.100000
Training Epoch: 3 [44288/45000]	Loss: 1.8038	LR: 0.100000
Training Epoch: 3 [44544/45000]	Loss: 1.9155	LR: 0.100000
Training Epoch: 3 [44800/45000]	Loss: 1.8479	LR: 0.100000
Training Epoch: 3 [45000/45000]	Loss: 1.9047	LR: 0.100000
Epoch 3 - Average Train Loss: 1.9374, Train Accuracy: 0.3962
Epoch 3 training time consumed: 27.05s
Evaluating Network.....
Test set: Epoch: 3, Average loss: 0.0078, Accuracy: 0.4021, Time consumed:0.93s
Saving weights file to checkpoint/retrain/ResNet18/Sunday_13_July_2025_18h_40m_29s/ResNet18-Cifar20-seed6-ret100-3-best.pth
Training Epoch: 4 [256/45000]	Loss: 1.8657	LR: 0.100000
Training Epoch: 4 [512/45000]	Loss: 1.6302	LR: 0.100000
Training Epoch: 4 [768/45000]	Loss: 1.7090	LR: 0.100000
Training Epoch: 4 [1024/45000]	Loss: 1.9742	LR: 0.100000
Training Epoch: 4 [1280/45000]	Loss: 1.8086	LR: 0.100000
Training Epoch: 4 [1536/45000]	Loss: 1.9067	LR: 0.100000
Training Epoch: 4 [1792/45000]	Loss: 1.6793	LR: 0.100000
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Training Epoch: 4 [44800/45000]	Loss: 1.6379	LR: 0.100000
Training Epoch: 4 [45000/45000]	Loss: 1.5287	LR: 0.100000
Epoch 4 - Average Train Loss: 1.7341, Train Accuracy: 0.4519
Epoch 4 training time consumed: 26.94s
Evaluating Network.....
Test set: Epoch: 4, Average loss: 0.0069, Accuracy: 0.4696, Time consumed:1.00s
Saving weights file to checkpoint/retrain/ResNet18/Sunday_13_July_2025_18h_40m_29s/ResNet18-Cifar20-seed6-ret100-4-best.pth
Training Epoch: 5 [256/45000]	Loss: 1.4846	LR: 0.100000
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Training Epoch: 5 [32256/45000]	Loss: 1.5281	LR: 0.100000
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Training Epoch: 5 [40448/45000]	Loss: 1.5451	LR: 0.100000
Training Epoch: 5 [40704/45000]	Loss: 1.5518	LR: 0.100000
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Training Epoch: 5 [41472/45000]	Loss: 1.4833	LR: 0.100000
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Training Epoch: 5 [42240/45000]	Loss: 1.4595	LR: 0.100000
Training Epoch: 5 [42496/45000]	Loss: 1.4713	LR: 0.100000
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Training Epoch: 5 [43008/45000]	Loss: 1.4223	LR: 0.100000
Training Epoch: 5 [43264/45000]	Loss: 1.5002	LR: 0.100000
Training Epoch: 5 [43520/45000]	Loss: 1.5230	LR: 0.100000
Training Epoch: 5 [43776/45000]	Loss: 1.3291	LR: 0.100000
Training Epoch: 5 [44032/45000]	Loss: 1.4944	LR: 0.100000
Training Epoch: 5 [44288/45000]	Loss: 1.3945	LR: 0.100000
Training Epoch: 5 [44544/45000]	Loss: 1.4020	LR: 0.100000
Training Epoch: 5 [44800/45000]	Loss: 1.4556	LR: 0.100000
Training Epoch: 5 [45000/45000]	Loss: 1.4705	LR: 0.100000
Epoch 5 - Average Train Loss: 1.5589, Train Accuracy: 0.5052
Epoch 5 training time consumed: 26.97s
Evaluating Network.....
Test set: Epoch: 5, Average loss: 0.0062, Accuracy: 0.5080, Time consumed:0.90s
Saving weights file to checkpoint/retrain/ResNet18/Sunday_13_July_2025_18h_40m_29s/ResNet18-Cifar20-seed6-ret100-5-best.pth
Training Epoch: 6 [256/45000]	Loss: 1.4721	LR: 0.100000
Training Epoch: 6 [512/45000]	Loss: 1.3342	LR: 0.100000
Training Epoch: 6 [768/45000]	Loss: 1.4872	LR: 0.100000
Training Epoch: 6 [1024/45000]	Loss: 1.5152	LR: 0.100000
Training Epoch: 6 [1280/45000]	Loss: 1.4644	LR: 0.100000
Training Epoch: 6 [1536/45000]	Loss: 1.4059	LR: 0.100000
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Training Epoch: 6 [2048/45000]	Loss: 1.3560	LR: 0.100000
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Training Epoch: 6 [2560/45000]	Loss: 1.2688	LR: 0.100000
Training Epoch: 6 [2816/45000]	Loss: 1.3372	LR: 0.100000
Training Epoch: 6 [3072/45000]	Loss: 1.3396	LR: 0.100000
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Training Epoch: 6 [3584/45000]	Loss: 1.4001	LR: 0.100000
Training Epoch: 6 [3840/45000]	Loss: 1.2944	LR: 0.100000
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Training Epoch: 6 [4352/45000]	Loss: 1.4418	LR: 0.100000
Training Epoch: 6 [4608/45000]	Loss: 1.4718	LR: 0.100000
Training Epoch: 6 [4864/45000]	Loss: 1.3483	LR: 0.100000
Training Epoch: 6 [5120/45000]	Loss: 1.4731	LR: 0.100000
Training Epoch: 6 [5376/45000]	Loss: 1.3576	LR: 0.100000
Training Epoch: 6 [5632/45000]	Loss: 1.4341	LR: 0.100000
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Training Epoch: 6 [6144/45000]	Loss: 1.3981	LR: 0.100000
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Training Epoch: 6 [37376/45000]	Loss: 1.4634	LR: 0.100000
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Training Epoch: 6 [38144/45000]	Loss: 1.3654	LR: 0.100000
Training Epoch: 6 [38400/45000]	Loss: 1.3492	LR: 0.100000
Training Epoch: 6 [38656/45000]	Loss: 1.3741	LR: 0.100000
Training Epoch: 6 [38912/45000]	Loss: 1.3725	LR: 0.100000
Training Epoch: 6 [39168/45000]	Loss: 1.3257	LR: 0.100000
Training Epoch: 6 [39424/45000]	Loss: 1.2189	LR: 0.100000
Training Epoch: 6 [39680/45000]	Loss: 1.3720	LR: 0.100000
Training Epoch: 6 [39936/45000]	Loss: 1.3240	LR: 0.100000
Training Epoch: 6 [40192/45000]	Loss: 1.5219	LR: 0.100000
Training Epoch: 6 [40448/45000]	Loss: 1.2521	LR: 0.100000
Training Epoch: 6 [40704/45000]	Loss: 1.2702	LR: 0.100000
Training Epoch: 6 [40960/45000]	Loss: 1.3600	LR: 0.100000
Training Epoch: 6 [41216/45000]	Loss: 1.3917	LR: 0.100000
Training Epoch: 6 [41472/45000]	Loss: 1.3365	LR: 0.100000
Training Epoch: 6 [41728/45000]	Loss: 1.3830	LR: 0.100000
Training Epoch: 6 [41984/45000]	Loss: 1.3063	LR: 0.100000
Training Epoch: 6 [42240/45000]	Loss: 1.5098	LR: 0.100000
Training Epoch: 6 [42496/45000]	Loss: 1.1913	LR: 0.100000
Training Epoch: 6 [42752/45000]	Loss: 1.3957	LR: 0.100000
Training Epoch: 6 [43008/45000]	Loss: 1.3496	LR: 0.100000
Training Epoch: 6 [43264/45000]	Loss: 1.4084	LR: 0.100000
Training Epoch: 6 [43520/45000]	Loss: 1.3862	LR: 0.100000
Training Epoch: 6 [43776/45000]	Loss: 1.4665	LR: 0.100000
Training Epoch: 6 [44032/45000]	Loss: 1.2664	LR: 0.100000
Training Epoch: 6 [44288/45000]	Loss: 1.3497	LR: 0.100000
Training Epoch: 6 [44544/45000]	Loss: 1.2834	LR: 0.100000
Training Epoch: 6 [44800/45000]	Loss: 1.3672	LR: 0.100000
Training Epoch: 6 [45000/45000]	Loss: 1.2537	LR: 0.100000
Epoch 6 - Average Train Loss: 1.4026, Train Accuracy: 0.5503
Epoch 6 training time consumed: 26.67s
Evaluating Network.....
Test set: Epoch: 6, Average loss: 0.0062, Accuracy: 0.5347, Time consumed:0.90s
Saving weights file to checkpoint/retrain/ResNet18/Sunday_13_July_2025_18h_40m_29s/ResNet18-Cifar20-seed6-ret100-6-best.pth
Training Epoch: 7 [256/45000]	Loss: 1.4101	LR: 0.100000
Training Epoch: 7 [512/45000]	Loss: 1.2947	LR: 0.100000
Training Epoch: 7 [768/45000]	Loss: 1.4029	LR: 0.100000
Training Epoch: 7 [1024/45000]	Loss: 1.2366	LR: 0.100000
Training Epoch: 7 [1280/45000]	Loss: 1.2330	LR: 0.100000
Training Epoch: 7 [1536/45000]	Loss: 1.3655	LR: 0.100000
Training Epoch: 7 [1792/45000]	Loss: 1.3801	LR: 0.100000
Training Epoch: 7 [2048/45000]	Loss: 1.2481	LR: 0.100000
Training Epoch: 7 [2304/45000]	Loss: 1.3320	LR: 0.100000
Training Epoch: 7 [2560/45000]	Loss: 1.4087	LR: 0.100000
Training Epoch: 7 [2816/45000]	Loss: 1.3727	LR: 0.100000
Training Epoch: 7 [3072/45000]	Loss: 1.3109	LR: 0.100000
Training Epoch: 7 [3328/45000]	Loss: 1.3689	LR: 0.100000
Training Epoch: 7 [3584/45000]	Loss: 1.2735	LR: 0.100000
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Training Epoch: 7 [4352/45000]	Loss: 1.3590	LR: 0.100000
Training Epoch: 7 [4608/45000]	Loss: 1.1640	LR: 0.100000
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Training Epoch: 7 [5120/45000]	Loss: 1.2830	LR: 0.100000
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Training Epoch: 7 [16896/45000]	Loss: 1.2910	LR: 0.100000
Training Epoch: 7 [17152/45000]	Loss: 1.2797	LR: 0.100000
Training Epoch: 7 [17408/45000]	Loss: 1.3466	LR: 0.100000
Training Epoch: 7 [17664/45000]	Loss: 1.4197	LR: 0.100000
Training Epoch: 7 [17920/45000]	Loss: 1.3680	LR: 0.100000
Training Epoch: 7 [18176/45000]	Loss: 1.2755	LR: 0.100000
Training Epoch: 7 [18432/45000]	Loss: 1.1724	LR: 0.100000
Training Epoch: 7 [18688/45000]	Loss: 1.3390	LR: 0.100000
Training Epoch: 7 [18944/45000]	Loss: 1.1329	LR: 0.100000
Training Epoch: 7 [19200/45000]	Loss: 1.2739	LR: 0.100000
Training Epoch: 7 [19456/45000]	Loss: 1.3626	LR: 0.100000
Training Epoch: 7 [19712/45000]	Loss: 1.3201	LR: 0.100000
Training Epoch: 7 [19968/45000]	Loss: 1.1520	LR: 0.100000
Training Epoch: 7 [20224/45000]	Loss: 1.3830	LR: 0.100000
Training Epoch: 7 [20480/45000]	Loss: 1.2484	LR: 0.100000
Training Epoch: 7 [20736/45000]	Loss: 1.2672	LR: 0.100000
Training Epoch: 7 [20992/45000]	Loss: 1.3896	LR: 0.100000
Training Epoch: 7 [21248/45000]	Loss: 1.3414	LR: 0.100000
Training Epoch: 7 [21504/45000]	Loss: 1.3036	LR: 0.100000
Training Epoch: 7 [21760/45000]	Loss: 1.3646	LR: 0.100000
Training Epoch: 7 [22016/45000]	Loss: 1.2697	LR: 0.100000
Training Epoch: 7 [22272/45000]	Loss: 1.3422	LR: 0.100000
Training Epoch: 7 [22528/45000]	Loss: 1.2841	LR: 0.100000
Training Epoch: 7 [22784/45000]	Loss: 1.2260	LR: 0.100000
Training Epoch: 7 [23040/45000]	Loss: 1.2197	LR: 0.100000
Training Epoch: 7 [23296/45000]	Loss: 1.3429	LR: 0.100000
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Training Epoch: 7 [24064/45000]	Loss: 1.3229	LR: 0.100000
Training Epoch: 7 [24320/45000]	Loss: 1.2894	LR: 0.100000
Training Epoch: 7 [24576/45000]	Loss: 1.3261	LR: 0.100000
Training Epoch: 7 [24832/45000]	Loss: 1.3496	LR: 0.100000
Training Epoch: 7 [25088/45000]	Loss: 1.2746	LR: 0.100000
Training Epoch: 7 [25344/45000]	Loss: 1.4621	LR: 0.100000
Training Epoch: 7 [25600/45000]	Loss: 1.2972	LR: 0.100000
Training Epoch: 7 [25856/45000]	Loss: 1.4590	LR: 0.100000
Training Epoch: 7 [26112/45000]	Loss: 1.1950	LR: 0.100000
Training Epoch: 7 [26368/45000]	Loss: 1.3297	LR: 0.100000
Training Epoch: 7 [26624/45000]	Loss: 1.1772	LR: 0.100000
Training Epoch: 7 [26880/45000]	Loss: 1.2887	LR: 0.100000
Training Epoch: 7 [27136/45000]	Loss: 1.3693	LR: 0.100000
Training Epoch: 7 [27392/45000]	Loss: 1.3097	LR: 0.100000
Training Epoch: 7 [27648/45000]	Loss: 1.1538	LR: 0.100000
Training Epoch: 7 [27904/45000]	Loss: 1.4156	LR: 0.100000
Training Epoch: 7 [28160/45000]	Loss: 1.3164	LR: 0.100000
Training Epoch: 7 [28416/45000]	Loss: 1.2262	LR: 0.100000
Training Epoch: 7 [28672/45000]	Loss: 1.1460	LR: 0.100000
Training Epoch: 7 [28928/45000]	Loss: 1.4184	LR: 0.100000
Training Epoch: 7 [29184/45000]	Loss: 1.3139	LR: 0.100000
Training Epoch: 7 [29440/45000]	Loss: 1.4317	LR: 0.100000
Training Epoch: 7 [29696/45000]	Loss: 1.1942	LR: 0.100000
Training Epoch: 7 [29952/45000]	Loss: 1.2683	LR: 0.100000
Training Epoch: 7 [30208/45000]	Loss: 1.0818	LR: 0.100000
Training Epoch: 7 [30464/45000]	Loss: 1.3932	LR: 0.100000
Training Epoch: 7 [30720/45000]	Loss: 1.2640	LR: 0.100000
Training Epoch: 7 [30976/45000]	Loss: 1.3667	LR: 0.100000
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Training Epoch: 7 [32000/45000]	Loss: 1.3301	LR: 0.100000
Training Epoch: 7 [32256/45000]	Loss: 1.2091	LR: 0.100000
Training Epoch: 7 [32512/45000]	Loss: 1.3425	LR: 0.100000
Training Epoch: 7 [32768/45000]	Loss: 1.3766	LR: 0.100000
Training Epoch: 7 [33024/45000]	Loss: 1.0986	LR: 0.100000
Training Epoch: 7 [33280/45000]	Loss: 1.1511	LR: 0.100000
Training Epoch: 7 [33536/45000]	Loss: 1.2738	LR: 0.100000
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Training Epoch: 7 [34048/45000]	Loss: 1.3415	LR: 0.100000
Training Epoch: 7 [34304/45000]	Loss: 1.1332	LR: 0.100000
Training Epoch: 7 [34560/45000]	Loss: 1.1270	LR: 0.100000
Training Epoch: 7 [34816/45000]	Loss: 1.0809	LR: 0.100000
Training Epoch: 7 [35072/45000]	Loss: 1.2266	LR: 0.100000
Training Epoch: 7 [35328/45000]	Loss: 1.2804	LR: 0.100000
Training Epoch: 7 [35584/45000]	Loss: 1.3912	LR: 0.100000
Training Epoch: 7 [35840/45000]	Loss: 1.3155	LR: 0.100000
Training Epoch: 7 [36096/45000]	Loss: 1.3616	LR: 0.100000
Training Epoch: 7 [36352/45000]	Loss: 1.2795	LR: 0.100000
Training Epoch: 7 [36608/45000]	Loss: 1.3293	LR: 0.100000
Training Epoch: 7 [36864/45000]	Loss: 1.3742	LR: 0.100000
Training Epoch: 7 [37120/45000]	Loss: 1.4625	LR: 0.100000
Training Epoch: 7 [37376/45000]	Loss: 1.3286	LR: 0.100000
Training Epoch: 7 [37632/45000]	Loss: 1.2910	LR: 0.100000
Training Epoch: 7 [37888/45000]	Loss: 1.4245	LR: 0.100000
Training Epoch: 7 [38144/45000]	Loss: 1.3427	LR: 0.100000
Training Epoch: 7 [38400/45000]	Loss: 1.3133	LR: 0.100000
Training Epoch: 7 [38656/45000]	Loss: 1.3645	LR: 0.100000
Training Epoch: 7 [38912/45000]	Loss: 1.2976	LR: 0.100000
Training Epoch: 7 [39168/45000]	Loss: 1.2432	LR: 0.100000
Training Epoch: 7 [39424/45000]	Loss: 1.3893	LR: 0.100000
Training Epoch: 7 [39680/45000]	Loss: 1.2906	LR: 0.100000
Training Epoch: 7 [39936/45000]	Loss: 1.3409	LR: 0.100000
Training Epoch: 7 [40192/45000]	Loss: 1.3098	LR: 0.100000
Training Epoch: 7 [40448/45000]	Loss: 1.2643	LR: 0.100000
Training Epoch: 7 [40704/45000]	Loss: 1.1328	LR: 0.100000
Training Epoch: 7 [40960/45000]	Loss: 1.2443	LR: 0.100000
Training Epoch: 7 [41216/45000]	Loss: 1.0529	LR: 0.100000
Training Epoch: 7 [41472/45000]	Loss: 1.2178	LR: 0.100000
Training Epoch: 7 [41728/45000]	Loss: 1.3717	LR: 0.100000
Training Epoch: 7 [41984/45000]	Loss: 1.3214	LR: 0.100000
Training Epoch: 7 [42240/45000]	Loss: 1.3462	LR: 0.100000
Training Epoch: 7 [42496/45000]	Loss: 1.2095	LR: 0.100000
Training Epoch: 7 [42752/45000]	Loss: 1.3151	LR: 0.100000
Training Epoch: 7 [43008/45000]	Loss: 1.3045	LR: 0.100000
Training Epoch: 7 [43264/45000]	Loss: 1.3482	LR: 0.100000
Training Epoch: 7 [43520/45000]	Loss: 1.4087	LR: 0.100000
Training Epoch: 7 [43776/45000]	Loss: 1.4939	LR: 0.100000
Training Epoch: 7 [44032/45000]	Loss: 1.2796	LR: 0.100000
Training Epoch: 7 [44288/45000]	Loss: 1.3911	LR: 0.100000
Training Epoch: 7 [44544/45000]	Loss: 1.2920	LR: 0.100000
Training Epoch: 7 [44800/45000]	Loss: 1.4238	LR: 0.100000
Training Epoch: 7 [45000/45000]	Loss: 1.3311	LR: 0.100000
Epoch 7 - Average Train Loss: 1.3081, Train Accuracy: 0.5818
Epoch 7 training time consumed: 26.76s
Evaluating Network.....
Test set: Epoch: 7, Average loss: 0.0062, Accuracy: 0.5126, Time consumed:0.87s
Training Epoch: 8 [256/45000]	Loss: 1.2046	LR: 0.100000
Training Epoch: 8 [512/45000]	Loss: 1.2056	LR: 0.100000
Training Epoch: 8 [768/45000]	Loss: 1.3373	LR: 0.100000
Training Epoch: 8 [1024/45000]	Loss: 1.2654	LR: 0.100000
Training Epoch: 8 [1280/45000]	Loss: 1.1563	LR: 0.100000
Training Epoch: 8 [1536/45000]	Loss: 1.1225	LR: 0.100000
Training Epoch: 8 [1792/45000]	Loss: 1.2875	LR: 0.100000
Training Epoch: 8 [2048/45000]	Loss: 1.2332	LR: 0.100000
Training Epoch: 8 [2304/45000]	Loss: 1.2322	LR: 0.100000
Training Epoch: 8 [2560/45000]	Loss: 1.3239	LR: 0.100000
Training Epoch: 8 [2816/45000]	Loss: 1.2541	LR: 0.100000
Training Epoch: 8 [3072/45000]	Loss: 1.0857	LR: 0.100000
Training Epoch: 8 [3328/45000]	Loss: 1.1109	LR: 0.100000
Training Epoch: 8 [3584/45000]	Loss: 1.3286	LR: 0.100000
Training Epoch: 8 [3840/45000]	Loss: 1.2168	LR: 0.100000
Training Epoch: 8 [4096/45000]	Loss: 1.2415	LR: 0.100000
Training Epoch: 8 [4352/45000]	Loss: 1.4027	LR: 0.100000
Training Epoch: 8 [4608/45000]	Loss: 1.3237	LR: 0.100000
Training Epoch: 8 [4864/45000]	Loss: 1.3207	LR: 0.100000
Training Epoch: 8 [5120/45000]	Loss: 1.1239	LR: 0.100000
Training Epoch: 8 [5376/45000]	Loss: 1.1664	LR: 0.100000
Training Epoch: 8 [5632/45000]	Loss: 1.0732	LR: 0.100000
Training Epoch: 8 [5888/45000]	Loss: 1.4085	LR: 0.100000
Training Epoch: 8 [6144/45000]	Loss: 1.3055	LR: 0.100000
Training Epoch: 8 [6400/45000]	Loss: 1.3982	LR: 0.100000
Training Epoch: 8 [6656/45000]	Loss: 1.2462	LR: 0.100000
Training Epoch: 8 [6912/45000]	Loss: 1.2324	LR: 0.100000
Training Epoch: 8 [7168/45000]	Loss: 1.2059	LR: 0.100000
Training Epoch: 8 [7424/45000]	Loss: 1.3035	LR: 0.100000
Training Epoch: 8 [7680/45000]	Loss: 1.2659	LR: 0.100000
Training Epoch: 8 [7936/45000]	Loss: 1.2125	LR: 0.100000
Training Epoch: 8 [8192/45000]	Loss: 1.2637	LR: 0.100000
Training Epoch: 8 [8448/45000]	Loss: 1.3305	LR: 0.100000
Training Epoch: 8 [8704/45000]	Loss: 1.1458	LR: 0.100000
Training Epoch: 8 [8960/45000]	Loss: 1.3549	LR: 0.100000
Training Epoch: 8 [9216/45000]	Loss: 1.1743	LR: 0.100000
Training Epoch: 8 [9472/45000]	Loss: 1.2433	LR: 0.100000
Training Epoch: 8 [9728/45000]	Loss: 1.0255	LR: 0.100000
Training Epoch: 8 [9984/45000]	Loss: 1.1763	LR: 0.100000
Training Epoch: 8 [10240/45000]	Loss: 1.2476	LR: 0.100000
Training Epoch: 8 [10496/45000]	Loss: 1.0763	LR: 0.100000
Training Epoch: 8 [10752/45000]	Loss: 1.3183	LR: 0.100000
Training Epoch: 8 [11008/45000]	Loss: 1.3867	LR: 0.100000
Training Epoch: 8 [11264/45000]	Loss: 1.0357	LR: 0.100000
Training Epoch: 8 [11520/45000]	Loss: 1.2199	LR: 0.100000
Training Epoch: 8 [11776/45000]	Loss: 1.1592	LR: 0.100000
Training Epoch: 8 [12032/45000]	Loss: 1.2401	LR: 0.100000
Training Epoch: 8 [12288/45000]	Loss: 1.3511	LR: 0.100000
Training Epoch: 8 [12544/45000]	Loss: 1.1048	LR: 0.100000
Training Epoch: 8 [12800/45000]	Loss: 1.1745	LR: 0.100000
Training Epoch: 8 [13056/45000]	Loss: 1.2884	LR: 0.100000
Training Epoch: 8 [13312/45000]	Loss: 1.1660	LR: 0.100000
Training Epoch: 8 [13568/45000]	Loss: 1.1931	LR: 0.100000
Training Epoch: 8 [13824/45000]	Loss: 1.3452	LR: 0.100000
Training Epoch: 8 [14080/45000]	Loss: 1.1103	LR: 0.100000
Training Epoch: 8 [14336/45000]	Loss: 1.1936	LR: 0.100000
Training Epoch: 8 [14592/45000]	Loss: 1.2223	LR: 0.100000
Training Epoch: 8 [14848/45000]	Loss: 1.2631	LR: 0.100000
Training Epoch: 8 [15104/45000]	Loss: 1.2870	LR: 0.100000
Training Epoch: 8 [15360/45000]	Loss: 1.2114	LR: 0.100000
Training Epoch: 8 [15616/45000]	Loss: 1.1823	LR: 0.100000
Training Epoch: 8 [15872/45000]	Loss: 1.1082	LR: 0.100000
Training Epoch: 8 [16128/45000]	Loss: 1.2694	LR: 0.100000
Training Epoch: 8 [16384/45000]	Loss: 1.2131	LR: 0.100000
Training Epoch: 8 [16640/45000]	Loss: 1.2790	LR: 0.100000
Training Epoch: 8 [16896/45000]	Loss: 1.0750	LR: 0.100000
Training Epoch: 8 [17152/45000]	Loss: 1.0497	LR: 0.100000
Training Epoch: 8 [17408/45000]	Loss: 1.1554	LR: 0.100000
Training Epoch: 8 [17664/45000]	Loss: 1.1890	LR: 0.100000
Training Epoch: 8 [17920/45000]	Loss: 1.2333	LR: 0.100000
Training Epoch: 8 [18176/45000]	Loss: 1.2312	LR: 0.100000
Training Epoch: 8 [18432/45000]	Loss: 1.0679	LR: 0.100000
Training Epoch: 8 [18688/45000]	Loss: 1.1069	LR: 0.100000
Training Epoch: 8 [18944/45000]	Loss: 1.2309	LR: 0.100000
Training Epoch: 8 [19200/45000]	Loss: 1.1062	LR: 0.100000
Training Epoch: 8 [19456/45000]	Loss: 1.2873	LR: 0.100000
Training Epoch: 8 [19712/45000]	Loss: 1.1766	LR: 0.100000
Training Epoch: 8 [19968/45000]	Loss: 1.0515	LR: 0.100000
Training Epoch: 8 [20224/45000]	Loss: 1.2111	LR: 0.100000
Training Epoch: 8 [20480/45000]	Loss: 1.1554	LR: 0.100000
Training Epoch: 8 [20736/45000]	Loss: 1.2680	LR: 0.100000
Training Epoch: 8 [20992/45000]	Loss: 1.1978	LR: 0.100000
Training Epoch: 8 [21248/45000]	Loss: 1.2196	LR: 0.100000
Training Epoch: 8 [21504/45000]	Loss: 1.1471	LR: 0.100000
Training Epoch: 8 [21760/45000]	Loss: 1.1836	LR: 0.100000
Training Epoch: 8 [22016/45000]	Loss: 1.2629	LR: 0.100000
Training Epoch: 8 [22272/45000]	Loss: 1.2923	LR: 0.100000
Training Epoch: 8 [22528/45000]	Loss: 1.0628	LR: 0.100000
Training Epoch: 8 [22784/45000]	Loss: 1.1937	LR: 0.100000
Training Epoch: 8 [23040/45000]	Loss: 1.2850	LR: 0.100000
Training Epoch: 8 [23296/45000]	Loss: 1.1110	LR: 0.100000
Training Epoch: 8 [23552/45000]	Loss: 1.1458	LR: 0.100000
Training Epoch: 8 [23808/45000]	Loss: 1.2651	LR: 0.100000
Training Epoch: 8 [24064/45000]	Loss: 1.3735	LR: 0.100000
Training Epoch: 8 [24320/45000]	Loss: 1.2069	LR: 0.100000
Training Epoch: 8 [24576/45000]	Loss: 1.3031	LR: 0.100000
Training Epoch: 8 [24832/45000]	Loss: 1.1348	LR: 0.100000
Training Epoch: 8 [25088/45000]	Loss: 1.2138	LR: 0.100000
Training Epoch: 8 [25344/45000]	Loss: 1.3129	LR: 0.100000
Training Epoch: 8 [25600/45000]	Loss: 1.2814	LR: 0.100000
Training Epoch: 8 [25856/45000]	Loss: 1.0569	LR: 0.100000
Training Epoch: 8 [26112/45000]	Loss: 1.0590	LR: 0.100000
Training Epoch: 8 [26368/45000]	Loss: 1.2018	LR: 0.100000
Training Epoch: 8 [26624/45000]	Loss: 1.3381	LR: 0.100000
Training Epoch: 8 [26880/45000]	Loss: 1.1777	LR: 0.100000
Training Epoch: 8 [27136/45000]	Loss: 1.2174	LR: 0.100000
Training Epoch: 8 [27392/45000]	Loss: 1.2647	LR: 0.100000
Training Epoch: 8 [27648/45000]	Loss: 1.1473	LR: 0.100000
Training Epoch: 8 [27904/45000]	Loss: 1.2199	LR: 0.100000
Training Epoch: 8 [28160/45000]	Loss: 1.4253	LR: 0.100000
Training Epoch: 8 [28416/45000]	Loss: 1.2594	LR: 0.100000
Training Epoch: 8 [28672/45000]	Loss: 1.1099	LR: 0.100000
Training Epoch: 8 [28928/45000]	Loss: 1.2741	LR: 0.100000
Training Epoch: 8 [29184/45000]	Loss: 1.2234	LR: 0.100000
Training Epoch: 8 [29440/45000]	Loss: 1.3012	LR: 0.100000
Training Epoch: 8 [29696/45000]	Loss: 1.1653	LR: 0.100000
Training Epoch: 8 [29952/45000]	Loss: 1.1690	LR: 0.100000
Training Epoch: 8 [30208/45000]	Loss: 1.2034	LR: 0.100000
Training Epoch: 8 [30464/45000]	Loss: 1.2830	LR: 0.100000
Training Epoch: 8 [30720/45000]	Loss: 1.4008	LR: 0.100000
Training Epoch: 8 [30976/45000]	Loss: 1.2097	LR: 0.100000
Training Epoch: 8 [31232/45000]	Loss: 1.1853	LR: 0.100000
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Training Epoch: 8 [31744/45000]	Loss: 1.2155	LR: 0.100000
Training Epoch: 8 [32000/45000]	Loss: 1.3139	LR: 0.100000
Training Epoch: 8 [32256/45000]	Loss: 1.3857	LR: 0.100000
Training Epoch: 8 [32512/45000]	Loss: 1.3706	LR: 0.100000
Training Epoch: 8 [32768/45000]	Loss: 1.1493	LR: 0.100000
Training Epoch: 8 [33024/45000]	Loss: 1.2601	LR: 0.100000
Training Epoch: 8 [33280/45000]	Loss: 1.3010	LR: 0.100000
Training Epoch: 8 [33536/45000]	Loss: 1.1740	LR: 0.100000
Training Epoch: 8 [33792/45000]	Loss: 1.1232	LR: 0.100000
Training Epoch: 8 [34048/45000]	Loss: 1.1498	LR: 0.100000
Training Epoch: 8 [34304/45000]	Loss: 1.1147	LR: 0.100000
Training Epoch: 8 [34560/45000]	Loss: 1.2325	LR: 0.100000
Training Epoch: 8 [34816/45000]	Loss: 1.1764	LR: 0.100000
Training Epoch: 8 [35072/45000]	Loss: 1.2487	LR: 0.100000
Training Epoch: 8 [35328/45000]	Loss: 1.2624	LR: 0.100000
Training Epoch: 8 [35584/45000]	Loss: 1.2921	LR: 0.100000
Training Epoch: 8 [35840/45000]	Loss: 1.1511	LR: 0.100000
Training Epoch: 8 [36096/45000]	Loss: 1.1034	LR: 0.100000
Training Epoch: 8 [36352/45000]	Loss: 1.3968	LR: 0.100000
Training Epoch: 8 [36608/45000]	Loss: 1.1751	LR: 0.100000
Training Epoch: 8 [36864/45000]	Loss: 1.2469	LR: 0.100000
Training Epoch: 8 [37120/45000]	Loss: 1.2312	LR: 0.100000
Training Epoch: 8 [37376/45000]	Loss: 1.2716	LR: 0.100000
Training Epoch: 8 [37632/45000]	Loss: 1.2313	LR: 0.100000
Training Epoch: 8 [37888/45000]	Loss: 1.1908	LR: 0.100000
Training Epoch: 8 [38144/45000]	Loss: 1.2189	LR: 0.100000
Training Epoch: 8 [38400/45000]	Loss: 1.2649	LR: 0.100000
Training Epoch: 8 [38656/45000]	Loss: 1.4585	LR: 0.100000
Training Epoch: 8 [38912/45000]	Loss: 1.3420	LR: 0.100000
Training Epoch: 8 [39168/45000]	Loss: 1.2084	LR: 0.100000
Training Epoch: 8 [39424/45000]	Loss: 1.1095	LR: 0.100000
Training Epoch: 8 [39680/45000]	Loss: 1.2308	LR: 0.100000
Training Epoch: 8 [39936/45000]	Loss: 1.2252	LR: 0.100000
Training Epoch: 8 [40192/45000]	Loss: 1.1877	LR: 0.100000
Training Epoch: 8 [40448/45000]	Loss: 1.2958	LR: 0.100000
Training Epoch: 8 [40704/45000]	Loss: 1.1428	LR: 0.100000
Training Epoch: 8 [40960/45000]	Loss: 1.1844	LR: 0.100000
Training Epoch: 8 [41216/45000]	Loss: 1.1871	LR: 0.100000
Training Epoch: 8 [41472/45000]	Loss: 1.2461	LR: 0.100000
Training Epoch: 8 [41728/45000]	Loss: 1.2922	LR: 0.100000
Training Epoch: 8 [41984/45000]	Loss: 1.1380	LR: 0.100000
Training Epoch: 8 [42240/45000]	Loss: 1.1977	LR: 0.100000
Training Epoch: 8 [42496/45000]	Loss: 1.1938	LR: 0.100000
Training Epoch: 8 [42752/45000]	Loss: 1.2226	LR: 0.100000
Training Epoch: 8 [43008/45000]	Loss: 1.2217	LR: 0.100000
Training Epoch: 8 [43264/45000]	Loss: 1.2565	LR: 0.100000
Training Epoch: 8 [43520/45000]	Loss: 1.1587	LR: 0.100000
Training Epoch: 8 [43776/45000]	Loss: 1.1858	LR: 0.100000
Training Epoch: 8 [44032/45000]	Loss: 1.3320	LR: 0.100000
Training Epoch: 8 [44288/45000]	Loss: 1.3095	LR: 0.100000
Training Epoch: 8 [44544/45000]	Loss: 1.1825	LR: 0.100000
Training Epoch: 8 [44800/45000]	Loss: 1.1495	LR: 0.100000
Training Epoch: 8 [45000/45000]	Loss: 1.0038	LR: 0.100000
Epoch 8 - Average Train Loss: 1.2205, Train Accuracy: 0.6071
Epoch 8 training time consumed: 26.74s
Evaluating Network.....
Test set: Epoch: 8, Average loss: 0.0053, Accuracy: 0.5782, Time consumed:0.87s
Saving weights file to checkpoint/retrain/ResNet18/Sunday_13_July_2025_18h_40m_29s/ResNet18-Cifar20-seed6-ret100-8-best.pth
Training Epoch: 9 [256/45000]	Loss: 1.0782	LR: 0.100000
Training Epoch: 9 [512/45000]	Loss: 1.2678	LR: 0.100000
Training Epoch: 9 [768/45000]	Loss: 1.1349	LR: 0.100000
Training Epoch: 9 [1024/45000]	Loss: 1.0959	LR: 0.100000
Training Epoch: 9 [1280/45000]	Loss: 1.0117	LR: 0.100000
Training Epoch: 9 [1536/45000]	Loss: 1.0817	LR: 0.100000
Training Epoch: 9 [1792/45000]	Loss: 1.1734	LR: 0.100000
Training Epoch: 9 [2048/45000]	Loss: 1.1357	LR: 0.100000
Training Epoch: 9 [2304/45000]	Loss: 1.0634	LR: 0.100000
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Training Epoch: 9 [43776/45000]	Loss: 1.0848	LR: 0.100000
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Training Epoch: 9 [44800/45000]	Loss: 1.2017	LR: 0.100000
Training Epoch: 9 [45000/45000]	Loss: 1.0188	LR: 0.100000
Epoch 9 - Average Train Loss: 1.1396, Train Accuracy: 0.6335
Epoch 9 training time consumed: 26.63s
Evaluating Network.....
Test set: Epoch: 9, Average loss: 0.0050, Accuracy: 0.6061, Time consumed:0.90s
Saving weights file to checkpoint/retrain/ResNet18/Sunday_13_July_2025_18h_40m_29s/ResNet18-Cifar20-seed6-ret100-9-best.pth
Training Epoch: 10 [256/45000]	Loss: 1.0236	LR: 0.100000
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Training Epoch: 10 [1536/45000]	Loss: 1.0452	LR: 0.100000
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Training Epoch: 10 [33024/45000]	Loss: 1.0947	LR: 0.100000
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Training Epoch: 10 [33536/45000]	Loss: 1.2101	LR: 0.100000
Training Epoch: 10 [33792/45000]	Loss: 0.9838	LR: 0.100000
Training Epoch: 10 [34048/45000]	Loss: 0.9884	LR: 0.100000
Training Epoch: 10 [34304/45000]	Loss: 1.0833	LR: 0.100000
Training Epoch: 10 [34560/45000]	Loss: 0.9976	LR: 0.100000
Training Epoch: 10 [34816/45000]	Loss: 1.0669	LR: 0.100000
Training Epoch: 10 [35072/45000]	Loss: 1.0046	LR: 0.100000
Training Epoch: 10 [35328/45000]	Loss: 1.1049	LR: 0.100000
Training Epoch: 10 [35584/45000]	Loss: 0.9880	LR: 0.100000
Training Epoch: 10 [35840/45000]	Loss: 1.0403	LR: 0.100000
Training Epoch: 10 [36096/45000]	Loss: 1.0742	LR: 0.100000
Training Epoch: 10 [36352/45000]	Loss: 0.8750	LR: 0.100000
Training Epoch: 10 [36608/45000]	Loss: 1.0502	LR: 0.100000
Training Epoch: 10 [36864/45000]	Loss: 1.0646	LR: 0.100000
Training Epoch: 10 [37120/45000]	Loss: 1.0158	LR: 0.100000
Training Epoch: 10 [37376/45000]	Loss: 1.0857	LR: 0.100000
Training Epoch: 10 [37632/45000]	Loss: 1.2678	LR: 0.100000
Training Epoch: 10 [37888/45000]	Loss: 1.1987	LR: 0.100000
Training Epoch: 10 [38144/45000]	Loss: 1.1668	LR: 0.100000
Training Epoch: 10 [38400/45000]	Loss: 1.1366	LR: 0.100000
Training Epoch: 10 [38656/45000]	Loss: 0.9923	LR: 0.100000
Training Epoch: 10 [38912/45000]	Loss: 1.1978	LR: 0.100000
Training Epoch: 10 [39168/45000]	Loss: 0.9837	LR: 0.100000
Training Epoch: 10 [39424/45000]	Loss: 1.0959	LR: 0.100000
Training Epoch: 10 [39680/45000]	Loss: 1.1084	LR: 0.100000
Training Epoch: 10 [39936/45000]	Loss: 1.1521	LR: 0.100000
Training Epoch: 10 [40192/45000]	Loss: 1.1470	LR: 0.100000
Training Epoch: 10 [40448/45000]	Loss: 0.9203	LR: 0.100000
Training Epoch: 10 [40704/45000]	Loss: 1.0314	LR: 0.100000
Training Epoch: 10 [40960/45000]	Loss: 1.1379	LR: 0.100000
Training Epoch: 10 [41216/45000]	Loss: 1.1947	LR: 0.100000
Training Epoch: 10 [41472/45000]	Loss: 1.0379	LR: 0.100000
Training Epoch: 10 [41728/45000]	Loss: 0.9929	LR: 0.100000
Training Epoch: 10 [41984/45000]	Loss: 1.1397	LR: 0.100000
Training Epoch: 10 [42240/45000]	Loss: 1.3107	LR: 0.100000
Training Epoch: 10 [42496/45000]	Loss: 1.0517	LR: 0.100000
Training Epoch: 10 [42752/45000]	Loss: 1.0133	LR: 0.100000
Training Epoch: 10 [43008/45000]	Loss: 0.9934	LR: 0.100000
Training Epoch: 10 [43264/45000]	Loss: 1.1055	LR: 0.100000
Training Epoch: 10 [43520/45000]	Loss: 1.0505	LR: 0.100000
Training Epoch: 10 [43776/45000]	Loss: 1.1137	LR: 0.100000
Training Epoch: 10 [44032/45000]	Loss: 1.0405	LR: 0.100000
Training Epoch: 10 [44288/45000]	Loss: 0.9578	LR: 0.100000
Training Epoch: 10 [44544/45000]	Loss: 0.9890	LR: 0.100000
Training Epoch: 10 [44800/45000]	Loss: 1.0332	LR: 0.100000
Training Epoch: 10 [45000/45000]	Loss: 1.0667	LR: 0.100000
Epoch 10 - Average Train Loss: 1.0794, Train Accuracy: 0.6495
Epoch 10 training time consumed: 26.75s
Evaluating Network.....
Test set: Epoch: 10, Average loss: 0.0050, Accuracy: 0.6051, Time consumed:0.93s
Training Epoch: 11 [256/45000]	Loss: 1.0854	LR: 0.100000
Training Epoch: 11 [512/45000]	Loss: 1.0283	LR: 0.100000
Training Epoch: 11 [768/45000]	Loss: 1.0641	LR: 0.100000
Training Epoch: 11 [1024/45000]	Loss: 1.0280	LR: 0.100000
Training Epoch: 11 [1280/45000]	Loss: 0.9607	LR: 0.100000
Training Epoch: 11 [1536/45000]	Loss: 0.9944	LR: 0.100000
Training Epoch: 11 [1792/45000]	Loss: 1.0653	LR: 0.100000
Training Epoch: 11 [2048/45000]	Loss: 1.1071	LR: 0.100000
Training Epoch: 11 [2304/45000]	Loss: 1.1837	LR: 0.100000
Training Epoch: 11 [2560/45000]	Loss: 1.0135	LR: 0.100000
Training Epoch: 11 [2816/45000]	Loss: 0.9466	LR: 0.100000
Training Epoch: 11 [3072/45000]	Loss: 0.9511	LR: 0.100000
Training Epoch: 11 [3328/45000]	Loss: 1.0675	LR: 0.100000
Training Epoch: 11 [3584/45000]	Loss: 1.1041	LR: 0.100000
Training Epoch: 11 [3840/45000]	Loss: 0.9805	LR: 0.100000
Training Epoch: 11 [4096/45000]	Loss: 0.9334	LR: 0.100000
Training Epoch: 11 [4352/45000]	Loss: 0.9397	LR: 0.100000
Training Epoch: 11 [4608/45000]	Loss: 1.0118	LR: 0.100000
Training Epoch: 11 [4864/45000]	Loss: 0.8980	LR: 0.100000
Training Epoch: 11 [5120/45000]	Loss: 1.0729	LR: 0.100000
Training Epoch: 11 [5376/45000]	Loss: 0.9876	LR: 0.100000
Training Epoch: 11 [5632/45000]	Loss: 1.0572	LR: 0.100000
Training Epoch: 11 [5888/45000]	Loss: 1.0554	LR: 0.100000
Training Epoch: 11 [6144/45000]	Loss: 1.0112	LR: 0.100000
Training Epoch: 11 [6400/45000]	Loss: 0.8429	LR: 0.100000
Training Epoch: 11 [6656/45000]	Loss: 0.8719	LR: 0.100000
Training Epoch: 11 [6912/45000]	Loss: 0.9622	LR: 0.100000
Training Epoch: 11 [7168/45000]	Loss: 1.0400	LR: 0.100000
Training Epoch: 11 [7424/45000]	Loss: 0.9966	LR: 0.100000
Training Epoch: 11 [7680/45000]	Loss: 0.9717	LR: 0.100000
Training Epoch: 11 [7936/45000]	Loss: 1.0864	LR: 0.100000
Training Epoch: 11 [8192/45000]	Loss: 0.9693	LR: 0.100000
Training Epoch: 11 [8448/45000]	Loss: 1.0318	LR: 0.100000
Training Epoch: 11 [8704/45000]	Loss: 0.9719	LR: 0.100000
Training Epoch: 11 [8960/45000]	Loss: 1.0016	LR: 0.100000
Training Epoch: 11 [9216/45000]	Loss: 1.1331	LR: 0.100000
Training Epoch: 11 [9472/45000]	Loss: 0.9256	LR: 0.100000
Training Epoch: 11 [9728/45000]	Loss: 0.9860	LR: 0.100000
Training Epoch: 11 [9984/45000]	Loss: 0.9877	LR: 0.100000
Training Epoch: 11 [10240/45000]	Loss: 0.8687	LR: 0.100000
Training Epoch: 11 [10496/45000]	Loss: 0.8378	LR: 0.100000
Training Epoch: 11 [10752/45000]	Loss: 1.0834	LR: 0.100000
Training Epoch: 11 [11008/45000]	Loss: 1.0216	LR: 0.100000
Training Epoch: 11 [11264/45000]	Loss: 1.0327	LR: 0.100000
Training Epoch: 11 [11520/45000]	Loss: 0.9525	LR: 0.100000
Training Epoch: 11 [11776/45000]	Loss: 0.8706	LR: 0.100000
Training Epoch: 11 [12032/45000]	Loss: 1.0620	LR: 0.100000
Training Epoch: 11 [12288/45000]	Loss: 1.0410	LR: 0.100000
Training Epoch: 11 [12544/45000]	Loss: 1.0655	LR: 0.100000
Training Epoch: 11 [12800/45000]	Loss: 0.8864	LR: 0.100000
Training Epoch: 11 [13056/45000]	Loss: 0.8142	LR: 0.100000
Training Epoch: 11 [13312/45000]	Loss: 0.9667	LR: 0.100000
Training Epoch: 11 [13568/45000]	Loss: 0.9966	LR: 0.100000
Training Epoch: 11 [13824/45000]	Loss: 1.0629	LR: 0.100000
Training Epoch: 11 [14080/45000]	Loss: 0.9749	LR: 0.100000
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Training Epoch: 11 [14848/45000]	Loss: 1.1033	LR: 0.100000
Training Epoch: 11 [15104/45000]	Loss: 1.0494	LR: 0.100000
Training Epoch: 11 [15360/45000]	Loss: 1.0056	LR: 0.100000
Training Epoch: 11 [15616/45000]	Loss: 1.1492	LR: 0.100000
Training Epoch: 11 [15872/45000]	Loss: 1.0244	LR: 0.100000
Training Epoch: 11 [16128/45000]	Loss: 1.0418	LR: 0.100000
Training Epoch: 11 [16384/45000]	Loss: 1.0928	LR: 0.100000
Training Epoch: 11 [16640/45000]	Loss: 1.0705	LR: 0.100000
Training Epoch: 11 [16896/45000]	Loss: 1.0520	LR: 0.100000
Training Epoch: 11 [17152/45000]	Loss: 1.2942	LR: 0.100000
Training Epoch: 11 [17408/45000]	Loss: 0.9998	LR: 0.100000
Training Epoch: 11 [17664/45000]	Loss: 1.1718	LR: 0.100000
Training Epoch: 11 [17920/45000]	Loss: 0.8910	LR: 0.100000
Training Epoch: 11 [18176/45000]	Loss: 1.0699	LR: 0.100000
Training Epoch: 11 [18432/45000]	Loss: 0.9069	LR: 0.100000
Training Epoch: 11 [18688/45000]	Loss: 1.0424	LR: 0.100000
Training Epoch: 11 [18944/45000]	Loss: 1.0882	LR: 0.100000
Training Epoch: 11 [19200/45000]	Loss: 1.0874	LR: 0.100000
Training Epoch: 11 [19456/45000]	Loss: 0.9615	LR: 0.100000
Training Epoch: 11 [19712/45000]	Loss: 1.0437	LR: 0.100000
Training Epoch: 11 [19968/45000]	Loss: 0.9405	LR: 0.100000
Training Epoch: 11 [20224/45000]	Loss: 0.9112	LR: 0.100000
Training Epoch: 11 [20480/45000]	Loss: 1.0575	LR: 0.100000
Training Epoch: 11 [20736/45000]	Loss: 1.0432	LR: 0.100000
Training Epoch: 11 [20992/45000]	Loss: 1.1295	LR: 0.100000
Training Epoch: 11 [21248/45000]	Loss: 0.9700	LR: 0.100000
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Training Epoch: 11 [21760/45000]	Loss: 1.0826	LR: 0.100000
Training Epoch: 11 [22016/45000]	Loss: 0.9832	LR: 0.100000
Training Epoch: 11 [22272/45000]	Loss: 0.8711	LR: 0.100000
Training Epoch: 11 [22528/45000]	Loss: 1.0596	LR: 0.100000
Training Epoch: 11 [22784/45000]	Loss: 0.9771	LR: 0.100000
Training Epoch: 11 [23040/45000]	Loss: 1.1337	LR: 0.100000
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Training Epoch: 11 [25600/45000]	Loss: 1.2256	LR: 0.100000
Training Epoch: 11 [25856/45000]	Loss: 0.9766	LR: 0.100000
Training Epoch: 11 [26112/45000]	Loss: 0.9486	LR: 0.100000
Training Epoch: 11 [26368/45000]	Loss: 1.0480	LR: 0.100000
Training Epoch: 11 [26624/45000]	Loss: 1.0692	LR: 0.100000
Training Epoch: 11 [26880/45000]	Loss: 1.1543	LR: 0.100000
Training Epoch: 11 [27136/45000]	Loss: 1.1246	LR: 0.100000
Training Epoch: 11 [27392/45000]	Loss: 1.1258	LR: 0.100000
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Training Epoch: 11 [27904/45000]	Loss: 1.1473	LR: 0.100000
Training Epoch: 11 [28160/45000]	Loss: 1.1672	LR: 0.100000
Training Epoch: 11 [28416/45000]	Loss: 1.1634	LR: 0.100000
Training Epoch: 11 [28672/45000]	Loss: 1.1410	LR: 0.100000
Training Epoch: 11 [28928/45000]	Loss: 0.9682	LR: 0.100000
Training Epoch: 11 [29184/45000]	Loss: 1.0912	LR: 0.100000
Training Epoch: 11 [29440/45000]	Loss: 1.0674	LR: 0.100000
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Training Epoch: 11 [29952/45000]	Loss: 0.9778	LR: 0.100000
Training Epoch: 11 [30208/45000]	Loss: 1.0715	LR: 0.100000
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Training Epoch: 11 [34304/45000]	Loss: 1.0270	LR: 0.100000
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Training Epoch: 11 [34816/45000]	Loss: 1.0110	LR: 0.100000
Training Epoch: 11 [35072/45000]	Loss: 1.2018	LR: 0.100000
Training Epoch: 11 [35328/45000]	Loss: 0.9822	LR: 0.100000
Training Epoch: 11 [35584/45000]	Loss: 1.0771	LR: 0.100000
Training Epoch: 11 [35840/45000]	Loss: 0.9617	LR: 0.100000
Training Epoch: 11 [36096/45000]	Loss: 0.9470	LR: 0.100000
Training Epoch: 11 [36352/45000]	Loss: 1.1375	LR: 0.100000
Training Epoch: 11 [36608/45000]	Loss: 0.9583	LR: 0.100000
Training Epoch: 11 [36864/45000]	Loss: 1.1419	LR: 0.100000
Training Epoch: 11 [37120/45000]	Loss: 1.0030	LR: 0.100000
Training Epoch: 11 [37376/45000]	Loss: 1.0853	LR: 0.100000
Training Epoch: 11 [37632/45000]	Loss: 1.1136	LR: 0.100000
Training Epoch: 11 [37888/45000]	Loss: 1.0198	LR: 0.100000
Training Epoch: 11 [38144/45000]	Loss: 1.0372	LR: 0.100000
Training Epoch: 11 [38400/45000]	Loss: 0.9450	LR: 0.100000
Training Epoch: 11 [38656/45000]	Loss: 0.9392	LR: 0.100000
Training Epoch: 11 [38912/45000]	Loss: 1.0586	LR: 0.100000
Training Epoch: 11 [39168/45000]	Loss: 1.0532	LR: 0.100000
Training Epoch: 11 [39424/45000]	Loss: 0.8971	LR: 0.100000
Training Epoch: 11 [39680/45000]	Loss: 1.0434	LR: 0.100000
Training Epoch: 11 [39936/45000]	Loss: 1.0641	LR: 0.100000
Training Epoch: 11 [40192/45000]	Loss: 1.0252	LR: 0.100000
Training Epoch: 11 [40448/45000]	Loss: 1.0090	LR: 0.100000
Training Epoch: 11 [40704/45000]	Loss: 0.9168	LR: 0.100000
Training Epoch: 11 [40960/45000]	Loss: 1.0714	LR: 0.100000
Training Epoch: 11 [41216/45000]	Loss: 1.1286	LR: 0.100000
Training Epoch: 11 [41472/45000]	Loss: 0.9555	LR: 0.100000
Training Epoch: 11 [41728/45000]	Loss: 1.1076	LR: 0.100000
Training Epoch: 11 [41984/45000]	Loss: 1.1670	LR: 0.100000
Training Epoch: 11 [42240/45000]	Loss: 0.9618	LR: 0.100000
Training Epoch: 11 [42496/45000]	Loss: 0.9513	LR: 0.100000
Training Epoch: 11 [42752/45000]	Loss: 0.9960	LR: 0.100000
Training Epoch: 11 [43008/45000]	Loss: 1.1474	LR: 0.100000
Training Epoch: 11 [43264/45000]	Loss: 1.0932	LR: 0.100000
Training Epoch: 11 [43520/45000]	Loss: 1.1540	LR: 0.100000
Training Epoch: 11 [43776/45000]	Loss: 0.9714	LR: 0.100000
Training Epoch: 11 [44032/45000]	Loss: 1.0082	LR: 0.100000
Training Epoch: 11 [44288/45000]	Loss: 1.0542	LR: 0.100000
Training Epoch: 11 [44544/45000]	Loss: 1.0413	LR: 0.100000
Training Epoch: 11 [44800/45000]	Loss: 1.0768	LR: 0.100000
Training Epoch: 11 [45000/45000]	Loss: 1.1920	LR: 0.100000
Epoch 11 - Average Train Loss: 1.0297, Train Accuracy: 0.6655
Epoch 11 training time consumed: 26.80s
Evaluating Network.....
Test set: Epoch: 11, Average loss: 0.0044, Accuracy: 0.6420, Time consumed:0.95s
Saving weights file to checkpoint/retrain/ResNet18/Sunday_13_July_2025_18h_40m_29s/ResNet18-Cifar20-seed6-ret100-11-best.pth
Training Epoch: 12 [256/45000]	Loss: 0.8435	LR: 0.100000
Training Epoch: 12 [512/45000]	Loss: 1.0026	LR: 0.100000
Training Epoch: 12 [768/45000]	Loss: 0.9759	LR: 0.100000
Training Epoch: 12 [1024/45000]	Loss: 0.9154	LR: 0.100000
Training Epoch: 12 [1280/45000]	Loss: 0.9371	LR: 0.100000
Training Epoch: 12 [1536/45000]	Loss: 0.9016	LR: 0.100000
Training Epoch: 12 [1792/45000]	Loss: 1.0839	LR: 0.100000
Training Epoch: 12 [2048/45000]	Loss: 0.9839	LR: 0.100000
Training Epoch: 12 [2304/45000]	Loss: 1.0644	LR: 0.100000
Training Epoch: 12 [2560/45000]	Loss: 0.9322	LR: 0.100000
Training Epoch: 12 [2816/45000]	Loss: 0.9558	LR: 0.100000
Training Epoch: 12 [3072/45000]	Loss: 0.9683	LR: 0.100000
Training Epoch: 12 [3328/45000]	Loss: 1.0149	LR: 0.100000
Training Epoch: 12 [3584/45000]	Loss: 1.0199	LR: 0.100000
Training Epoch: 12 [3840/45000]	Loss: 1.0425	LR: 0.100000
Training Epoch: 12 [4096/45000]	Loss: 1.0856	LR: 0.100000
Training Epoch: 12 [4352/45000]	Loss: 0.9302	LR: 0.100000
Training Epoch: 12 [4608/45000]	Loss: 1.0305	LR: 0.100000
Training Epoch: 12 [4864/45000]	Loss: 0.9604	LR: 0.100000
Training Epoch: 12 [5120/45000]	Loss: 0.8894	LR: 0.100000
Training Epoch: 12 [5376/45000]	Loss: 0.9804	LR: 0.100000
Training Epoch: 12 [5632/45000]	Loss: 1.0214	LR: 0.100000
Training Epoch: 12 [5888/45000]	Loss: 0.8677	LR: 0.100000
Training Epoch: 12 [6144/45000]	Loss: 0.9684	LR: 0.100000
Training Epoch: 12 [6400/45000]	Loss: 0.9707	LR: 0.100000
Training Epoch: 12 [6656/45000]	Loss: 0.9281	LR: 0.100000
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Training Epoch: 12 [7168/45000]	Loss: 1.0215	LR: 0.100000
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Training Epoch: 12 [8448/45000]	Loss: 1.0759	LR: 0.100000
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Training Epoch: 12 [10496/45000]	Loss: 0.9842	LR: 0.100000
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Training Epoch: 12 [11008/45000]	Loss: 0.8788	LR: 0.100000
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Training Epoch: 12 [14592/45000]	Loss: 0.9556	LR: 0.100000
Training Epoch: 12 [14848/45000]	Loss: 0.9288	LR: 0.100000
Training Epoch: 12 [15104/45000]	Loss: 0.9946	LR: 0.100000
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Training Epoch: 12 [15616/45000]	Loss: 0.9018	LR: 0.100000
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Training Epoch: 12 [16128/45000]	Loss: 0.8497	LR: 0.100000
Training Epoch: 12 [16384/45000]	Loss: 0.9877	LR: 0.100000
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Training Epoch: 12 [16896/45000]	Loss: 0.9813	LR: 0.100000
Training Epoch: 12 [17152/45000]	Loss: 1.0136	LR: 0.100000
Training Epoch: 12 [17408/45000]	Loss: 0.9777	LR: 0.100000
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Training Epoch: 12 [18176/45000]	Loss: 0.9582	LR: 0.100000
Training Epoch: 12 [18432/45000]	Loss: 0.9346	LR: 0.100000
Training Epoch: 12 [18688/45000]	Loss: 1.0846	LR: 0.100000
Training Epoch: 12 [18944/45000]	Loss: 0.9239	LR: 0.100000
Training Epoch: 12 [19200/45000]	Loss: 0.7753	LR: 0.100000
Training Epoch: 12 [19456/45000]	Loss: 0.9185	LR: 0.100000
Training Epoch: 12 [19712/45000]	Loss: 1.0813	LR: 0.100000
Training Epoch: 12 [19968/45000]	Loss: 0.9123	LR: 0.100000
Training Epoch: 12 [20224/45000]	Loss: 0.8766	LR: 0.100000
Training Epoch: 12 [20480/45000]	Loss: 1.0354	LR: 0.100000
Training Epoch: 12 [20736/45000]	Loss: 0.9482	LR: 0.100000
Training Epoch: 12 [20992/45000]	Loss: 0.9093	LR: 0.100000
Training Epoch: 12 [21248/45000]	Loss: 0.9564	LR: 0.100000
Training Epoch: 12 [21504/45000]	Loss: 0.9614	LR: 0.100000
Training Epoch: 12 [21760/45000]	Loss: 0.9652	LR: 0.100000
Training Epoch: 12 [22016/45000]	Loss: 1.0156	LR: 0.100000
Training Epoch: 12 [22272/45000]	Loss: 1.0354	LR: 0.100000
Training Epoch: 12 [22528/45000]	Loss: 1.1051	LR: 0.100000
Training Epoch: 12 [22784/45000]	Loss: 0.9701	LR: 0.100000
Training Epoch: 12 [23040/45000]	Loss: 1.0550	LR: 0.100000
Training Epoch: 12 [23296/45000]	Loss: 0.8807	LR: 0.100000
Training Epoch: 12 [23552/45000]	Loss: 0.8498	LR: 0.100000
Training Epoch: 12 [23808/45000]	Loss: 1.0655	LR: 0.100000
Training Epoch: 12 [24064/45000]	Loss: 1.0522	LR: 0.100000
Training Epoch: 12 [24320/45000]	Loss: 1.1687	LR: 0.100000
Training Epoch: 12 [24576/45000]	Loss: 1.0155	LR: 0.100000
Training Epoch: 12 [24832/45000]	Loss: 1.0688	LR: 0.100000
Training Epoch: 12 [25088/45000]	Loss: 0.9503	LR: 0.100000
Training Epoch: 12 [25344/45000]	Loss: 1.0587	LR: 0.100000
Training Epoch: 12 [25600/45000]	Loss: 0.9461	LR: 0.100000
Training Epoch: 12 [25856/45000]	Loss: 0.9329	LR: 0.100000
Training Epoch: 12 [26112/45000]	Loss: 0.9867	LR: 0.100000
Training Epoch: 12 [26368/45000]	Loss: 0.8716	LR: 0.100000
Training Epoch: 12 [26624/45000]	Loss: 0.8925	LR: 0.100000
Training Epoch: 12 [26880/45000]	Loss: 1.0839	LR: 0.100000
Training Epoch: 12 [27136/45000]	Loss: 1.0279	LR: 0.100000
Training Epoch: 12 [27392/45000]	Loss: 0.9901	LR: 0.100000
Training Epoch: 12 [27648/45000]	Loss: 0.9000	LR: 0.100000
Training Epoch: 12 [27904/45000]	Loss: 1.0995	LR: 0.100000
Training Epoch: 12 [28160/45000]	Loss: 1.1081	LR: 0.100000
Training Epoch: 12 [28416/45000]	Loss: 1.0062	LR: 0.100000
Training Epoch: 12 [28672/45000]	Loss: 0.9554	LR: 0.100000
Training Epoch: 12 [28928/45000]	Loss: 0.9863	LR: 0.100000
Training Epoch: 12 [29184/45000]	Loss: 1.1495	LR: 0.100000
Training Epoch: 12 [29440/45000]	Loss: 0.8302	LR: 0.100000
Training Epoch: 12 [29696/45000]	Loss: 0.9619	LR: 0.100000
Training Epoch: 12 [29952/45000]	Loss: 1.0963	LR: 0.100000
Training Epoch: 12 [30208/45000]	Loss: 1.0370	LR: 0.100000
Training Epoch: 12 [30464/45000]	Loss: 0.9616	LR: 0.100000
Training Epoch: 12 [30720/45000]	Loss: 0.9664	LR: 0.100000
Training Epoch: 12 [30976/45000]	Loss: 1.0535	LR: 0.100000
Training Epoch: 12 [31232/45000]	Loss: 0.9870	LR: 0.100000
Training Epoch: 12 [31488/45000]	Loss: 1.0461	LR: 0.100000
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Training Epoch: 12 [32000/45000]	Loss: 0.8599	LR: 0.100000
Training Epoch: 12 [32256/45000]	Loss: 1.0299	LR: 0.100000
Training Epoch: 12 [32512/45000]	Loss: 1.0109	LR: 0.100000
Training Epoch: 12 [32768/45000]	Loss: 0.9219	LR: 0.100000
Training Epoch: 12 [33024/45000]	Loss: 1.0185	LR: 0.100000
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Training Epoch: 12 [34048/45000]	Loss: 1.0517	LR: 0.100000
Training Epoch: 12 [34304/45000]	Loss: 1.0569	LR: 0.100000
Training Epoch: 12 [34560/45000]	Loss: 0.9745	LR: 0.100000
Training Epoch: 12 [34816/45000]	Loss: 1.0970	LR: 0.100000
Training Epoch: 12 [35072/45000]	Loss: 0.9687	LR: 0.100000
Training Epoch: 12 [35328/45000]	Loss: 1.0678	LR: 0.100000
Training Epoch: 12 [35584/45000]	Loss: 0.9969	LR: 0.100000
Training Epoch: 12 [35840/45000]	Loss: 0.9097	LR: 0.100000
Training Epoch: 12 [36096/45000]	Loss: 0.8375	LR: 0.100000
Training Epoch: 12 [36352/45000]	Loss: 1.0362	LR: 0.100000
Training Epoch: 12 [36608/45000]	Loss: 1.2156	LR: 0.100000
Training Epoch: 12 [36864/45000]	Loss: 0.9160	LR: 0.100000
Training Epoch: 12 [37120/45000]	Loss: 1.0080	LR: 0.100000
Training Epoch: 12 [37376/45000]	Loss: 1.0673	LR: 0.100000
Training Epoch: 12 [37632/45000]	Loss: 1.0666	LR: 0.100000
Training Epoch: 12 [37888/45000]	Loss: 1.0285	LR: 0.100000
Training Epoch: 12 [38144/45000]	Loss: 1.0307	LR: 0.100000
Training Epoch: 12 [38400/45000]	Loss: 1.0163	LR: 0.100000
Training Epoch: 12 [38656/45000]	Loss: 0.8744	LR: 0.100000
Training Epoch: 12 [38912/45000]	Loss: 1.0337	LR: 0.100000
Training Epoch: 12 [39168/45000]	Loss: 0.9417	LR: 0.100000
Training Epoch: 12 [39424/45000]	Loss: 0.9523	LR: 0.100000
Training Epoch: 12 [39680/45000]	Loss: 1.0220	LR: 0.100000
Training Epoch: 12 [39936/45000]	Loss: 1.1044	LR: 0.100000
Training Epoch: 12 [40192/45000]	Loss: 0.9622	LR: 0.100000
Training Epoch: 12 [40448/45000]	Loss: 1.1373	LR: 0.100000
Training Epoch: 12 [40704/45000]	Loss: 1.1114	LR: 0.100000
Training Epoch: 12 [40960/45000]	Loss: 0.9686	LR: 0.100000
Training Epoch: 12 [41216/45000]	Loss: 0.9619	LR: 0.100000
Training Epoch: 12 [41472/45000]	Loss: 1.0116	LR: 0.100000
Training Epoch: 12 [41728/45000]	Loss: 1.0209	LR: 0.100000
Training Epoch: 12 [41984/45000]	Loss: 1.0475	LR: 0.100000
Training Epoch: 12 [42240/45000]	Loss: 1.0501	LR: 0.100000
Training Epoch: 12 [42496/45000]	Loss: 1.1115	LR: 0.100000
Training Epoch: 12 [42752/45000]	Loss: 1.0184	LR: 0.100000
Training Epoch: 12 [43008/45000]	Loss: 0.9452	LR: 0.100000
Training Epoch: 12 [43264/45000]	Loss: 0.9617	LR: 0.100000
Training Epoch: 12 [43520/45000]	Loss: 0.9774	LR: 0.100000
Training Epoch: 12 [43776/45000]	Loss: 0.8266	LR: 0.100000
Training Epoch: 12 [44032/45000]	Loss: 1.0033	LR: 0.100000
Training Epoch: 12 [44288/45000]	Loss: 1.0523	LR: 0.100000
Training Epoch: 12 [44544/45000]	Loss: 1.0604	LR: 0.100000
Training Epoch: 12 [44800/45000]	Loss: 0.9437	LR: 0.100000
Training Epoch: 12 [45000/45000]	Loss: 1.0295	LR: 0.100000
Epoch 12 - Average Train Loss: 0.9795, Train Accuracy: 0.6840
Epoch 12 training time consumed: 26.76s
Evaluating Network.....
Test set: Epoch: 12, Average loss: 0.0047, Accuracy: 0.6290, Time consumed:0.90s
Training Epoch: 13 [256/45000]	Loss: 0.8440	LR: 0.100000
Training Epoch: 13 [512/45000]	Loss: 0.9734	LR: 0.100000
Training Epoch: 13 [768/45000]	Loss: 0.8632	LR: 0.100000
Training Epoch: 13 [1024/45000]	Loss: 0.8436	LR: 0.100000
Training Epoch: 13 [1280/45000]	Loss: 0.8787	LR: 0.100000
Training Epoch: 13 [1536/45000]	Loss: 0.7948	LR: 0.100000
Training Epoch: 13 [1792/45000]	Loss: 0.8612	LR: 0.100000
Training Epoch: 13 [2048/45000]	Loss: 0.7395	LR: 0.100000
Training Epoch: 13 [2304/45000]	Loss: 0.9961	LR: 0.100000
Training Epoch: 13 [2560/45000]	Loss: 0.8553	LR: 0.100000
Training Epoch: 13 [2816/45000]	Loss: 0.8247	LR: 0.100000
Training Epoch: 13 [3072/45000]	Loss: 0.9481	LR: 0.100000
Training Epoch: 13 [3328/45000]	Loss: 0.9176	LR: 0.100000
Training Epoch: 13 [3584/45000]	Loss: 1.0281	LR: 0.100000
Training Epoch: 13 [3840/45000]	Loss: 0.9055	LR: 0.100000
Training Epoch: 13 [4096/45000]	Loss: 0.7850	LR: 0.100000
Training Epoch: 13 [4352/45000]	Loss: 0.8521	LR: 0.100000
Training Epoch: 13 [4608/45000]	Loss: 0.8110	LR: 0.100000
Training Epoch: 13 [4864/45000]	Loss: 0.9072	LR: 0.100000
Training Epoch: 13 [5120/45000]	Loss: 0.8623	LR: 0.100000
Training Epoch: 13 [5376/45000]	Loss: 0.8635	LR: 0.100000
Training Epoch: 13 [5632/45000]	Loss: 1.0563	LR: 0.100000
Training Epoch: 13 [5888/45000]	Loss: 0.8260	LR: 0.100000
Training Epoch: 13 [6144/45000]	Loss: 0.9313	LR: 0.100000
Training Epoch: 13 [6400/45000]	Loss: 0.8779	LR: 0.100000
Training Epoch: 13 [6656/45000]	Loss: 0.9503	LR: 0.100000
Training Epoch: 13 [6912/45000]	Loss: 0.8047	LR: 0.100000
Training Epoch: 13 [7168/45000]	Loss: 0.9522	LR: 0.100000
Training Epoch: 13 [7424/45000]	Loss: 0.9450	LR: 0.100000
Training Epoch: 13 [7680/45000]	Loss: 1.0086	LR: 0.100000
Training Epoch: 13 [7936/45000]	Loss: 0.7259	LR: 0.100000
Training Epoch: 13 [8192/45000]	Loss: 0.9093	LR: 0.100000
Training Epoch: 13 [8448/45000]	Loss: 0.8656	LR: 0.100000
Training Epoch: 13 [8704/45000]	Loss: 0.9096	LR: 0.100000
Training Epoch: 13 [8960/45000]	Loss: 1.0481	LR: 0.100000
Training Epoch: 13 [9216/45000]	Loss: 1.0210	LR: 0.100000
Training Epoch: 13 [9472/45000]	Loss: 0.9935	LR: 0.100000
Training Epoch: 13 [9728/45000]	Loss: 0.9809	LR: 0.100000
Training Epoch: 13 [9984/45000]	Loss: 1.0353	LR: 0.100000
Training Epoch: 13 [10240/45000]	Loss: 0.9714	LR: 0.100000
Training Epoch: 13 [10496/45000]	Loss: 0.8716	LR: 0.100000
Training Epoch: 13 [10752/45000]	Loss: 0.8682	LR: 0.100000
Training Epoch: 13 [11008/45000]	Loss: 1.0382	LR: 0.100000
Training Epoch: 13 [11264/45000]	Loss: 0.9819	LR: 0.100000
Training Epoch: 13 [11520/45000]	Loss: 0.9518	LR: 0.100000
Training Epoch: 13 [11776/45000]	Loss: 1.0770	LR: 0.100000
Training Epoch: 13 [12032/45000]	Loss: 1.0066	LR: 0.100000
Training Epoch: 13 [12288/45000]	Loss: 0.9848	LR: 0.100000
Training Epoch: 13 [12544/45000]	Loss: 0.9434	LR: 0.100000
Training Epoch: 13 [12800/45000]	Loss: 0.9230	LR: 0.100000
Training Epoch: 13 [13056/45000]	Loss: 0.8620	LR: 0.100000
Training Epoch: 13 [13312/45000]	Loss: 0.9594	LR: 0.100000
Training Epoch: 13 [13568/45000]	Loss: 1.0473	LR: 0.100000
Training Epoch: 13 [13824/45000]	Loss: 0.8570	LR: 0.100000
Training Epoch: 13 [14080/45000]	Loss: 1.0535	LR: 0.100000
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Training Epoch: 13 [15360/45000]	Loss: 0.9835	LR: 0.100000
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Training Epoch: 13 [16128/45000]	Loss: 0.8109	LR: 0.100000
Training Epoch: 13 [16384/45000]	Loss: 0.9721	LR: 0.100000
Training Epoch: 13 [16640/45000]	Loss: 1.0000	LR: 0.100000
Training Epoch: 13 [16896/45000]	Loss: 0.8578	LR: 0.100000
Training Epoch: 13 [17152/45000]	Loss: 0.8931	LR: 0.100000
Training Epoch: 13 [17408/45000]	Loss: 0.8820	LR: 0.100000
Training Epoch: 13 [17664/45000]	Loss: 0.9779	LR: 0.100000
Training Epoch: 13 [17920/45000]	Loss: 0.9936	LR: 0.100000
Training Epoch: 13 [18176/45000]	Loss: 0.8591	LR: 0.100000
Training Epoch: 13 [18432/45000]	Loss: 0.9653	LR: 0.100000
Training Epoch: 13 [18688/45000]	Loss: 0.9071	LR: 0.100000
Training Epoch: 13 [18944/45000]	Loss: 1.0604	LR: 0.100000
Training Epoch: 13 [19200/45000]	Loss: 0.8662	LR: 0.100000
Training Epoch: 13 [19456/45000]	Loss: 0.9936	LR: 0.100000
Training Epoch: 13 [19712/45000]	Loss: 0.8919	LR: 0.100000
Training Epoch: 13 [19968/45000]	Loss: 0.9040	LR: 0.100000
Training Epoch: 13 [20224/45000]	Loss: 1.0350	LR: 0.100000
Training Epoch: 13 [20480/45000]	Loss: 0.9872	LR: 0.100000
Training Epoch: 13 [20736/45000]	Loss: 0.8968	LR: 0.100000
Training Epoch: 13 [20992/45000]	Loss: 0.8996	LR: 0.100000
Training Epoch: 13 [21248/45000]	Loss: 0.8409	LR: 0.100000
Training Epoch: 13 [21504/45000]	Loss: 0.9132	LR: 0.100000
Training Epoch: 13 [21760/45000]	Loss: 1.0171	LR: 0.100000
Training Epoch: 13 [22016/45000]	Loss: 1.0047	LR: 0.100000
Training Epoch: 13 [22272/45000]	Loss: 0.9050	LR: 0.100000
Training Epoch: 13 [22528/45000]	Loss: 0.8898	LR: 0.100000
Training Epoch: 13 [22784/45000]	Loss: 0.8664	LR: 0.100000
Training Epoch: 13 [23040/45000]	Loss: 0.8627	LR: 0.100000
Training Epoch: 13 [23296/45000]	Loss: 1.0838	LR: 0.100000
Training Epoch: 13 [23552/45000]	Loss: 0.7956	LR: 0.100000
Training Epoch: 13 [23808/45000]	Loss: 1.0413	LR: 0.100000
Training Epoch: 13 [24064/45000]	Loss: 0.8718	LR: 0.100000
Training Epoch: 13 [24320/45000]	Loss: 0.9114	LR: 0.100000
Training Epoch: 13 [24576/45000]	Loss: 1.1539	LR: 0.100000
Training Epoch: 13 [24832/45000]	Loss: 0.9509	LR: 0.100000
Training Epoch: 13 [25088/45000]	Loss: 0.8173	LR: 0.100000
Training Epoch: 13 [25344/45000]	Loss: 0.6964	LR: 0.100000
Training Epoch: 13 [25600/45000]	Loss: 0.9673	LR: 0.100000
Training Epoch: 13 [25856/45000]	Loss: 1.0105	LR: 0.100000
Training Epoch: 13 [26112/45000]	Loss: 0.9487	LR: 0.100000
Training Epoch: 13 [26368/45000]	Loss: 0.8934	LR: 0.100000
Training Epoch: 13 [26624/45000]	Loss: 0.8491	LR: 0.100000
Training Epoch: 13 [26880/45000]	Loss: 0.8909	LR: 0.100000
Training Epoch: 13 [27136/45000]	Loss: 0.9726	LR: 0.100000
Training Epoch: 13 [27392/45000]	Loss: 0.9210	LR: 0.100000
Training Epoch: 13 [27648/45000]	Loss: 0.9769	LR: 0.100000
Training Epoch: 13 [27904/45000]	Loss: 0.9977	LR: 0.100000
Training Epoch: 13 [28160/45000]	Loss: 1.0697	LR: 0.100000
Training Epoch: 13 [28416/45000]	Loss: 0.9558	LR: 0.100000
Training Epoch: 13 [28672/45000]	Loss: 0.9055	LR: 0.100000
Training Epoch: 13 [28928/45000]	Loss: 0.9136	LR: 0.100000
Training Epoch: 13 [29184/45000]	Loss: 0.9242	LR: 0.100000
Training Epoch: 13 [29440/45000]	Loss: 0.9340	LR: 0.100000
Training Epoch: 13 [29696/45000]	Loss: 0.9874	LR: 0.100000
Training Epoch: 13 [29952/45000]	Loss: 0.9727	LR: 0.100000
Training Epoch: 13 [30208/45000]	Loss: 0.8639	LR: 0.100000
Training Epoch: 13 [30464/45000]	Loss: 0.9560	LR: 0.100000
Training Epoch: 13 [30720/45000]	Loss: 1.0854	LR: 0.100000
Training Epoch: 13 [30976/45000]	Loss: 1.0381	LR: 0.100000
Training Epoch: 13 [31232/45000]	Loss: 0.9728	LR: 0.100000
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Training Epoch: 13 [31744/45000]	Loss: 0.9447	LR: 0.100000
Training Epoch: 13 [32000/45000]	Loss: 0.9260	LR: 0.100000
Training Epoch: 13 [32256/45000]	Loss: 1.1132	LR: 0.100000
Training Epoch: 13 [32512/45000]	Loss: 0.9454	LR: 0.100000
Training Epoch: 13 [32768/45000]	Loss: 0.9198	LR: 0.100000
Training Epoch: 13 [33024/45000]	Loss: 0.8629	LR: 0.100000
Training Epoch: 13 [33280/45000]	Loss: 1.0329	LR: 0.100000
Training Epoch: 13 [33536/45000]	Loss: 0.9361	LR: 0.100000
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Training Epoch: 13 [34304/45000]	Loss: 1.0400	LR: 0.100000
Training Epoch: 13 [34560/45000]	Loss: 0.9490	LR: 0.100000
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Training Epoch: 13 [35072/45000]	Loss: 0.9610	LR: 0.100000
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Training Epoch: 13 [35584/45000]	Loss: 0.9801	LR: 0.100000
Training Epoch: 13 [35840/45000]	Loss: 0.9464	LR: 0.100000
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Training Epoch: 13 [36352/45000]	Loss: 0.9823	LR: 0.100000
Training Epoch: 13 [36608/45000]	Loss: 0.8962	LR: 0.100000
Training Epoch: 13 [36864/45000]	Loss: 0.9601	LR: 0.100000
Training Epoch: 13 [37120/45000]	Loss: 0.8466	LR: 0.100000
Training Epoch: 13 [37376/45000]	Loss: 0.9762	LR: 0.100000
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Training Epoch: 13 [37888/45000]	Loss: 0.9897	LR: 0.100000
Training Epoch: 13 [38144/45000]	Loss: 1.0574	LR: 0.100000
Training Epoch: 13 [38400/45000]	Loss: 0.9016	LR: 0.100000
Training Epoch: 13 [38656/45000]	Loss: 0.9713	LR: 0.100000
Training Epoch: 13 [38912/45000]	Loss: 1.0586	LR: 0.100000
Training Epoch: 13 [39168/45000]	Loss: 1.0682	LR: 0.100000
Training Epoch: 13 [39424/45000]	Loss: 0.9137	LR: 0.100000
Training Epoch: 13 [39680/45000]	Loss: 0.9792	LR: 0.100000
Training Epoch: 13 [39936/45000]	Loss: 0.9405	LR: 0.100000
Training Epoch: 13 [40192/45000]	Loss: 0.9298	LR: 0.100000
Training Epoch: 13 [40448/45000]	Loss: 0.9866	LR: 0.100000
Training Epoch: 13 [40704/45000]	Loss: 0.9426	LR: 0.100000
Training Epoch: 13 [40960/45000]	Loss: 0.8723	LR: 0.100000
Training Epoch: 13 [41216/45000]	Loss: 0.9821	LR: 0.100000
Training Epoch: 13 [41472/45000]	Loss: 0.7685	LR: 0.100000
Training Epoch: 13 [41728/45000]	Loss: 0.9635	LR: 0.100000
Training Epoch: 13 [41984/45000]	Loss: 0.8983	LR: 0.100000
Training Epoch: 13 [42240/45000]	Loss: 0.9523	LR: 0.100000
Training Epoch: 13 [42496/45000]	Loss: 0.9225	LR: 0.100000
Training Epoch: 13 [42752/45000]	Loss: 0.9101	LR: 0.100000
Training Epoch: 13 [43008/45000]	Loss: 1.0205	LR: 0.100000
Training Epoch: 13 [43264/45000]	Loss: 0.9734	LR: 0.100000
Training Epoch: 13 [43520/45000]	Loss: 0.9060	LR: 0.100000
Training Epoch: 13 [43776/45000]	Loss: 0.9797	LR: 0.100000
Training Epoch: 13 [44032/45000]	Loss: 0.9861	LR: 0.100000
Training Epoch: 13 [44288/45000]	Loss: 0.8446	LR: 0.100000
Training Epoch: 13 [44544/45000]	Loss: 0.8666	LR: 0.100000
Training Epoch: 13 [44800/45000]	Loss: 1.0751	LR: 0.100000
Training Epoch: 13 [45000/45000]	Loss: 0.9827	LR: 0.100000
Epoch 13 - Average Train Loss: 0.9365, Train Accuracy: 0.6969
Epoch 13 training time consumed: 26.67s
Evaluating Network.....
Test set: Epoch: 13, Average loss: 0.0044, Accuracy: 0.6479, Time consumed:0.94s
Saving weights file to checkpoint/retrain/ResNet18/Sunday_13_July_2025_18h_40m_29s/ResNet18-Cifar20-seed6-ret100-13-best.pth
Training Epoch: 14 [256/45000]	Loss: 0.7465	LR: 0.100000
Training Epoch: 14 [512/45000]	Loss: 0.8055	LR: 0.100000
Training Epoch: 14 [768/45000]	Loss: 0.9567	LR: 0.100000
Training Epoch: 14 [1024/45000]	Loss: 0.8184	LR: 0.100000
Training Epoch: 14 [1280/45000]	Loss: 0.8364	LR: 0.100000
Training Epoch: 14 [1536/45000]	Loss: 0.8352	LR: 0.100000
Training Epoch: 14 [1792/45000]	Loss: 0.8688	LR: 0.100000
Training Epoch: 14 [2048/45000]	Loss: 0.8953	LR: 0.100000
Training Epoch: 14 [2304/45000]	Loss: 0.9285	LR: 0.100000
Training Epoch: 14 [2560/45000]	Loss: 0.9241	LR: 0.100000
Training Epoch: 14 [2816/45000]	Loss: 0.9233	LR: 0.100000
Training Epoch: 14 [3072/45000]	Loss: 0.8013	LR: 0.100000
Training Epoch: 14 [3328/45000]	Loss: 0.7748	LR: 0.100000
Training Epoch: 14 [3584/45000]	Loss: 0.8340	LR: 0.100000
Training Epoch: 14 [3840/45000]	Loss: 0.9053	LR: 0.100000
Training Epoch: 14 [4096/45000]	Loss: 0.8767	LR: 0.100000
Training Epoch: 14 [4352/45000]	Loss: 0.8863	LR: 0.100000
Training Epoch: 14 [4608/45000]	Loss: 1.0461	LR: 0.100000
Training Epoch: 14 [4864/45000]	Loss: 0.8944	LR: 0.100000
Training Epoch: 14 [5120/45000]	Loss: 0.8511	LR: 0.100000
Training Epoch: 14 [5376/45000]	Loss: 0.7772	LR: 0.100000
Training Epoch: 14 [5632/45000]	Loss: 0.9738	LR: 0.100000
Training Epoch: 14 [5888/45000]	Loss: 0.8645	LR: 0.100000
Training Epoch: 14 [6144/45000]	Loss: 0.8752	LR: 0.100000
Training Epoch: 14 [6400/45000]	Loss: 0.8520	LR: 0.100000
Training Epoch: 14 [6656/45000]	Loss: 1.0541	LR: 0.100000
Training Epoch: 14 [6912/45000]	Loss: 0.8527	LR: 0.100000
Training Epoch: 14 [7168/45000]	Loss: 0.8015	LR: 0.100000
Training Epoch: 14 [7424/45000]	Loss: 0.9714	LR: 0.100000
Training Epoch: 14 [7680/45000]	Loss: 0.9213	LR: 0.100000
Training Epoch: 14 [7936/45000]	Loss: 0.8879	LR: 0.100000
Training Epoch: 14 [8192/45000]	Loss: 0.9194	LR: 0.100000
Training Epoch: 14 [8448/45000]	Loss: 0.8670	LR: 0.100000
Training Epoch: 14 [8704/45000]	Loss: 0.8484	LR: 0.100000
Training Epoch: 14 [8960/45000]	Loss: 0.8083	LR: 0.100000
Training Epoch: 14 [9216/45000]	Loss: 0.8464	LR: 0.100000
Training Epoch: 14 [9472/45000]	Loss: 0.8696	LR: 0.100000
Training Epoch: 14 [9728/45000]	Loss: 0.7652	LR: 0.100000
Training Epoch: 14 [9984/45000]	Loss: 0.8692	LR: 0.100000
Training Epoch: 14 [10240/45000]	Loss: 0.8037	LR: 0.100000
Training Epoch: 14 [10496/45000]	Loss: 0.8369	LR: 0.100000
Training Epoch: 14 [10752/45000]	Loss: 0.8425	LR: 0.100000
Training Epoch: 14 [11008/45000]	Loss: 0.8514	LR: 0.100000
Training Epoch: 14 [11264/45000]	Loss: 0.8885	LR: 0.100000
Training Epoch: 14 [11520/45000]	Loss: 0.9170	LR: 0.100000
Training Epoch: 14 [11776/45000]	Loss: 0.8289	LR: 0.100000
Training Epoch: 14 [12032/45000]	Loss: 0.8280	LR: 0.100000
Training Epoch: 14 [12288/45000]	Loss: 0.9045	LR: 0.100000
Training Epoch: 14 [12544/45000]	Loss: 0.8030	LR: 0.100000
Training Epoch: 14 [12800/45000]	Loss: 0.8232	LR: 0.100000
Training Epoch: 14 [13056/45000]	Loss: 0.8058	LR: 0.100000
Training Epoch: 14 [13312/45000]	Loss: 0.8841	LR: 0.100000
Training Epoch: 14 [13568/45000]	Loss: 0.8900	LR: 0.100000
Training Epoch: 14 [13824/45000]	Loss: 0.8446	LR: 0.100000
Training Epoch: 14 [14080/45000]	Loss: 0.8547	LR: 0.100000
Training Epoch: 14 [14336/45000]	Loss: 0.9436	LR: 0.100000
Training Epoch: 14 [14592/45000]	Loss: 0.8575	LR: 0.100000
Training Epoch: 14 [14848/45000]	Loss: 0.7927	LR: 0.100000
Training Epoch: 14 [15104/45000]	Loss: 0.8005	LR: 0.100000
Training Epoch: 14 [15360/45000]	Loss: 0.8754	LR: 0.100000
Training Epoch: 14 [15616/45000]	Loss: 0.8738	LR: 0.100000
Training Epoch: 14 [15872/45000]	Loss: 0.8570	LR: 0.100000
Training Epoch: 14 [16128/45000]	Loss: 0.8826	LR: 0.100000
Training Epoch: 14 [16384/45000]	Loss: 0.8562	LR: 0.100000
Training Epoch: 14 [16640/45000]	Loss: 0.8855	LR: 0.100000
Training Epoch: 14 [16896/45000]	Loss: 0.9143	LR: 0.100000
Training Epoch: 14 [17152/45000]	Loss: 0.9998	LR: 0.100000
Training Epoch: 14 [17408/45000]	Loss: 0.7973	LR: 0.100000
Training Epoch: 14 [17664/45000]	Loss: 0.6953	LR: 0.100000
Training Epoch: 14 [17920/45000]	Loss: 0.8546	LR: 0.100000
Training Epoch: 14 [18176/45000]	Loss: 0.9400	LR: 0.100000
Training Epoch: 14 [18432/45000]	Loss: 0.8472	LR: 0.100000
Training Epoch: 14 [18688/45000]	Loss: 0.6487	LR: 0.100000
Training Epoch: 14 [18944/45000]	Loss: 0.9990	LR: 0.100000
Training Epoch: 14 [19200/45000]	Loss: 0.9487	LR: 0.100000
Training Epoch: 14 [19456/45000]	Loss: 1.0194	LR: 0.100000
Training Epoch: 14 [19712/45000]	Loss: 0.9682	LR: 0.100000
Training Epoch: 14 [19968/45000]	Loss: 0.9676	LR: 0.100000
Training Epoch: 14 [20224/45000]	Loss: 0.9918	LR: 0.100000
Training Epoch: 14 [20480/45000]	Loss: 0.8777	LR: 0.100000
Training Epoch: 14 [20736/45000]	Loss: 0.8106	LR: 0.100000
Training Epoch: 14 [20992/45000]	Loss: 0.8229	LR: 0.100000
Training Epoch: 14 [21248/45000]	Loss: 0.9672	LR: 0.100000
Training Epoch: 14 [21504/45000]	Loss: 1.0792	LR: 0.100000
Training Epoch: 14 [21760/45000]	Loss: 0.9937	LR: 0.100000
Training Epoch: 14 [22016/45000]	Loss: 0.9007	LR: 0.100000
Training Epoch: 14 [22272/45000]	Loss: 0.9969	LR: 0.100000
Training Epoch: 14 [22528/45000]	Loss: 0.8904	LR: 0.100000
Training Epoch: 14 [22784/45000]	Loss: 0.8988	LR: 0.100000
Training Epoch: 14 [23040/45000]	Loss: 0.9680	LR: 0.100000
Training Epoch: 14 [23296/45000]	Loss: 1.0261	LR: 0.100000
Training Epoch: 14 [23552/45000]	Loss: 0.8950	LR: 0.100000
Training Epoch: 14 [23808/45000]	Loss: 0.7720	LR: 0.100000
Training Epoch: 14 [24064/45000]	Loss: 0.9978	LR: 0.100000
Training Epoch: 14 [24320/45000]	Loss: 0.9187	LR: 0.100000
Training Epoch: 14 [24576/45000]	Loss: 0.9547	LR: 0.100000
Training Epoch: 14 [24832/45000]	Loss: 0.9222	LR: 0.100000
Training Epoch: 14 [25088/45000]	Loss: 0.7897	LR: 0.100000
Training Epoch: 14 [25344/45000]	Loss: 0.8085	LR: 0.100000
Training Epoch: 14 [25600/45000]	Loss: 0.9245	LR: 0.100000
Training Epoch: 14 [25856/45000]	Loss: 0.9382	LR: 0.100000
Training Epoch: 14 [26112/45000]	Loss: 0.8187	LR: 0.100000
Training Epoch: 14 [26368/45000]	Loss: 1.0128	LR: 0.100000
Training Epoch: 14 [26624/45000]	Loss: 1.0245	LR: 0.100000
Training Epoch: 14 [26880/45000]	Loss: 0.8386	LR: 0.100000
Training Epoch: 14 [27136/45000]	Loss: 0.8933	LR: 0.100000
Training Epoch: 14 [27392/45000]	Loss: 1.0532	LR: 0.100000
Training Epoch: 14 [27648/45000]	Loss: 0.8890	LR: 0.100000
Training Epoch: 14 [27904/45000]	Loss: 0.9677	LR: 0.100000
Training Epoch: 14 [28160/45000]	Loss: 0.8646	LR: 0.100000
Training Epoch: 14 [28416/45000]	Loss: 0.7899	LR: 0.100000
Training Epoch: 14 [28672/45000]	Loss: 0.8314	LR: 0.100000
Training Epoch: 14 [28928/45000]	Loss: 0.9620	LR: 0.100000
Training Epoch: 14 [29184/45000]	Loss: 0.9119	LR: 0.100000
Training Epoch: 14 [29440/45000]	Loss: 0.9136	LR: 0.100000
Training Epoch: 14 [29696/45000]	Loss: 0.9039	LR: 0.100000
Training Epoch: 14 [29952/45000]	Loss: 1.0219	LR: 0.100000
Training Epoch: 14 [30208/45000]	Loss: 0.7881	LR: 0.100000
Training Epoch: 14 [30464/45000]	Loss: 0.9653	LR: 0.100000
Training Epoch: 14 [30720/45000]	Loss: 0.9065	LR: 0.100000
Training Epoch: 14 [30976/45000]	Loss: 0.8901	LR: 0.100000
Training Epoch: 14 [31232/45000]	Loss: 1.0261	LR: 0.100000
Training Epoch: 14 [31488/45000]	Loss: 0.8476	LR: 0.100000
Training Epoch: 14 [31744/45000]	Loss: 0.9856	LR: 0.100000
Training Epoch: 14 [32000/45000]	Loss: 0.8161	LR: 0.100000
Training Epoch: 14 [32256/45000]	Loss: 0.9378	LR: 0.100000
Training Epoch: 14 [32512/45000]	Loss: 0.9870	LR: 0.100000
Training Epoch: 14 [32768/45000]	Loss: 1.0768	LR: 0.100000
Training Epoch: 14 [33024/45000]	Loss: 0.9396	LR: 0.100000
Training Epoch: 14 [33280/45000]	Loss: 0.8676	LR: 0.100000
Training Epoch: 14 [33536/45000]	Loss: 0.8278	LR: 0.100000
Training Epoch: 14 [33792/45000]	Loss: 0.8250	LR: 0.100000
Training Epoch: 14 [34048/45000]	Loss: 0.8498	LR: 0.100000
Training Epoch: 14 [34304/45000]	Loss: 0.9186	LR: 0.100000
Training Epoch: 14 [34560/45000]	Loss: 0.9637	LR: 0.100000
Training Epoch: 14 [34816/45000]	Loss: 0.7861	LR: 0.100000
Training Epoch: 14 [35072/45000]	Loss: 0.8225	LR: 0.100000
Training Epoch: 14 [35328/45000]	Loss: 0.9659	LR: 0.100000
Training Epoch: 14 [35584/45000]	Loss: 0.8401	LR: 0.100000
Training Epoch: 14 [35840/45000]	Loss: 0.9331	LR: 0.100000
Training Epoch: 14 [36096/45000]	Loss: 0.8710	LR: 0.100000
Training Epoch: 14 [36352/45000]	Loss: 0.9099	LR: 0.100000
Training Epoch: 14 [36608/45000]	Loss: 0.8346	LR: 0.100000
Training Epoch: 14 [36864/45000]	Loss: 0.7976	LR: 0.100000
Training Epoch: 14 [37120/45000]	Loss: 0.9249	LR: 0.100000
Training Epoch: 14 [37376/45000]	Loss: 0.9444	LR: 0.100000
Training Epoch: 14 [37632/45000]	Loss: 1.0190	LR: 0.100000
Training Epoch: 14 [37888/45000]	Loss: 0.8268	LR: 0.100000
Training Epoch: 14 [38144/45000]	Loss: 0.9265	LR: 0.100000
Training Epoch: 14 [38400/45000]	Loss: 0.7838	LR: 0.100000
Training Epoch: 14 [38656/45000]	Loss: 0.9051	LR: 0.100000
Training Epoch: 14 [38912/45000]	Loss: 0.8996	LR: 0.100000
Training Epoch: 14 [39168/45000]	Loss: 0.8995	LR: 0.100000
Training Epoch: 14 [39424/45000]	Loss: 0.8566	LR: 0.100000
Training Epoch: 14 [39680/45000]	Loss: 0.9747	LR: 0.100000
Training Epoch: 14 [39936/45000]	Loss: 0.8501	LR: 0.100000
Training Epoch: 14 [40192/45000]	Loss: 1.0055	LR: 0.100000
Training Epoch: 14 [40448/45000]	Loss: 0.8382	LR: 0.100000
Training Epoch: 14 [40704/45000]	Loss: 1.1121	LR: 0.100000
Training Epoch: 14 [40960/45000]	Loss: 0.7744	LR: 0.100000
Training Epoch: 14 [41216/45000]	Loss: 0.9337	LR: 0.100000
Training Epoch: 14 [41472/45000]	Loss: 0.9962	LR: 0.100000
Training Epoch: 14 [41728/45000]	Loss: 0.9804	LR: 0.100000
Training Epoch: 14 [41984/45000]	Loss: 0.8113	LR: 0.100000
Training Epoch: 14 [42240/45000]	Loss: 0.9328	LR: 0.100000
Training Epoch: 14 [42496/45000]	Loss: 0.9268	LR: 0.100000
Training Epoch: 14 [42752/45000]	Loss: 1.0884	LR: 0.100000
Training Epoch: 14 [43008/45000]	Loss: 0.8828	LR: 0.100000
Training Epoch: 14 [43264/45000]	Loss: 0.8984	LR: 0.100000
Training Epoch: 14 [43520/45000]	Loss: 1.0143	LR: 0.100000
Training Epoch: 14 [43776/45000]	Loss: 1.0178	LR: 0.100000
Training Epoch: 14 [44032/45000]	Loss: 0.9480	LR: 0.100000
Training Epoch: 14 [44288/45000]	Loss: 1.0010	LR: 0.100000
Training Epoch: 14 [44544/45000]	Loss: 0.9813	LR: 0.100000
Training Epoch: 14 [44800/45000]	Loss: 0.9036	LR: 0.100000
Training Epoch: 14 [45000/45000]	Loss: 0.8041	LR: 0.100000
Epoch 14 - Average Train Loss: 0.8953, Train Accuracy: 0.7089
Epoch 14 training time consumed: 26.75s
Evaluating Network.....
Test set: Epoch: 14, Average loss: 0.0045, Accuracy: 0.6399, Time consumed:0.95s
Training Epoch: 15 [256/45000]	Loss: 0.8263	LR: 0.020000
Training Epoch: 15 [512/45000]	Loss: 0.8775	LR: 0.020000
Training Epoch: 15 [768/45000]	Loss: 0.8381	LR: 0.020000
Training Epoch: 15 [1024/45000]	Loss: 1.0067	LR: 0.020000
Training Epoch: 15 [1280/45000]	Loss: 0.9243	LR: 0.020000
Training Epoch: 15 [1536/45000]	Loss: 0.8137	LR: 0.020000
Training Epoch: 15 [1792/45000]	Loss: 0.7408	LR: 0.020000
Training Epoch: 15 [2048/45000]	Loss: 0.7393	LR: 0.020000
Training Epoch: 15 [2304/45000]	Loss: 0.7719	LR: 0.020000
Training Epoch: 15 [2560/45000]	Loss: 0.7102	LR: 0.020000
Training Epoch: 15 [2816/45000]	Loss: 0.6753	LR: 0.020000
Training Epoch: 15 [3072/45000]	Loss: 0.7708	LR: 0.020000
Training Epoch: 15 [3328/45000]	Loss: 0.7205	LR: 0.020000
Training Epoch: 15 [3584/45000]	Loss: 0.7590	LR: 0.020000
Training Epoch: 15 [3840/45000]	Loss: 0.7703	LR: 0.020000
Training Epoch: 15 [4096/45000]	Loss: 0.7087	LR: 0.020000
Training Epoch: 15 [4352/45000]	Loss: 0.8346	LR: 0.020000
Training Epoch: 15 [4608/45000]	Loss: 0.7742	LR: 0.020000
Training Epoch: 15 [4864/45000]	Loss: 0.8022	LR: 0.020000
Training Epoch: 15 [5120/45000]	Loss: 0.6416	LR: 0.020000
Training Epoch: 15 [5376/45000]	Loss: 0.6631	LR: 0.020000
Training Epoch: 15 [5632/45000]	Loss: 0.7376	LR: 0.020000
Training Epoch: 15 [5888/45000]	Loss: 0.7757	LR: 0.020000
Training Epoch: 15 [6144/45000]	Loss: 0.7556	LR: 0.020000
Training Epoch: 15 [6400/45000]	Loss: 0.6557	LR: 0.020000
Training Epoch: 15 [6656/45000]	Loss: 0.6052	LR: 0.020000
Training Epoch: 15 [6912/45000]	Loss: 0.7582	LR: 0.020000
Training Epoch: 15 [7168/45000]	Loss: 0.7878	LR: 0.020000
Training Epoch: 15 [7424/45000]	Loss: 0.6994	LR: 0.020000
Training Epoch: 15 [7680/45000]	Loss: 0.5550	LR: 0.020000
Training Epoch: 15 [7936/45000]	Loss: 0.7579	LR: 0.020000
Training Epoch: 15 [8192/45000]	Loss: 0.6878	LR: 0.020000
Training Epoch: 15 [8448/45000]	Loss: 0.6655	LR: 0.020000
Training Epoch: 15 [8704/45000]	Loss: 0.5956	LR: 0.020000
Training Epoch: 15 [8960/45000]	Loss: 0.7988	LR: 0.020000
Training Epoch: 15 [9216/45000]	Loss: 0.6998	LR: 0.020000
Training Epoch: 15 [9472/45000]	Loss: 0.6567	LR: 0.020000
Training Epoch: 15 [9728/45000]	Loss: 0.7335	LR: 0.020000
Training Epoch: 15 [9984/45000]	Loss: 0.7704	LR: 0.020000
Training Epoch: 15 [10240/45000]	Loss: 0.6818	LR: 0.020000
Training Epoch: 15 [10496/45000]	Loss: 0.6333	LR: 0.020000
Training Epoch: 15 [10752/45000]	Loss: 0.7203	LR: 0.020000
Training Epoch: 15 [11008/45000]	Loss: 0.7948	LR: 0.020000
Training Epoch: 15 [11264/45000]	Loss: 0.6595	LR: 0.020000
Training Epoch: 15 [11520/45000]	Loss: 0.7460	LR: 0.020000
Training Epoch: 15 [11776/45000]	Loss: 0.6199	LR: 0.020000
Training Epoch: 15 [12032/45000]	Loss: 0.6948	LR: 0.020000
Training Epoch: 15 [12288/45000]	Loss: 0.7989	LR: 0.020000
Training Epoch: 15 [12544/45000]	Loss: 0.8221	LR: 0.020000
Training Epoch: 15 [12800/45000]	Loss: 0.6349	LR: 0.020000
Training Epoch: 15 [13056/45000]	Loss: 0.6110	LR: 0.020000
Training Epoch: 15 [13312/45000]	Loss: 0.6963	LR: 0.020000
Training Epoch: 15 [13568/45000]	Loss: 0.7495	LR: 0.020000
Training Epoch: 15 [13824/45000]	Loss: 0.6436	LR: 0.020000
Training Epoch: 15 [14080/45000]	Loss: 0.6772	LR: 0.020000
Training Epoch: 15 [14336/45000]	Loss: 0.5773	LR: 0.020000
Training Epoch: 15 [14592/45000]	Loss: 0.6685	LR: 0.020000
Training Epoch: 15 [14848/45000]	Loss: 0.7143	LR: 0.020000
Training Epoch: 15 [15104/45000]	Loss: 0.7044	LR: 0.020000
Training Epoch: 15 [15360/45000]	Loss: 0.6495	LR: 0.020000
Training Epoch: 15 [15616/45000]	Loss: 0.6303	LR: 0.020000
Training Epoch: 15 [15872/45000]	Loss: 0.6198	LR: 0.020000
Training Epoch: 15 [16128/45000]	Loss: 0.5949	LR: 0.020000
Training Epoch: 15 [16384/45000]	Loss: 0.5228	LR: 0.020000
Training Epoch: 15 [16640/45000]	Loss: 0.6331	LR: 0.020000
Training Epoch: 15 [16896/45000]	Loss: 0.6854	LR: 0.020000
Training Epoch: 15 [17152/45000]	Loss: 0.6130	LR: 0.020000
Training Epoch: 15 [17408/45000]	Loss: 0.7094	LR: 0.020000
Training Epoch: 15 [17664/45000]	Loss: 0.6096	LR: 0.020000
Training Epoch: 15 [17920/45000]	Loss: 0.8327	LR: 0.020000
Training Epoch: 15 [18176/45000]	Loss: 0.5211	LR: 0.020000
Training Epoch: 15 [18432/45000]	Loss: 0.6751	LR: 0.020000
Training Epoch: 15 [18688/45000]	Loss: 0.7162	LR: 0.020000
Training Epoch: 15 [18944/45000]	Loss: 0.6905	LR: 0.020000
Training Epoch: 15 [19200/45000]	Loss: 0.6391	LR: 0.020000
Training Epoch: 15 [19456/45000]	Loss: 0.7612	LR: 0.020000
Training Epoch: 15 [19712/45000]	Loss: 0.7107	LR: 0.020000
Training Epoch: 15 [19968/45000]	Loss: 0.7126	LR: 0.020000
Training Epoch: 15 [20224/45000]	Loss: 0.6232	LR: 0.020000
Training Epoch: 15 [20480/45000]	Loss: 0.6349	LR: 0.020000
Training Epoch: 15 [20736/45000]	Loss: 0.5669	LR: 0.020000
Training Epoch: 15 [20992/45000]	Loss: 0.7496	LR: 0.020000
Training Epoch: 15 [21248/45000]	Loss: 0.7745	LR: 0.020000
Training Epoch: 15 [21504/45000]	Loss: 0.6518	LR: 0.020000
Training Epoch: 15 [21760/45000]	Loss: 0.6715	LR: 0.020000
Training Epoch: 15 [22016/45000]	Loss: 0.6057	LR: 0.020000
Training Epoch: 15 [22272/45000]	Loss: 0.6203	LR: 0.020000
Training Epoch: 15 [22528/45000]	Loss: 0.4673	LR: 0.020000
Training Epoch: 15 [22784/45000]	Loss: 0.6059	LR: 0.020000
Training Epoch: 15 [23040/45000]	Loss: 0.7695	LR: 0.020000
Training Epoch: 15 [23296/45000]	Loss: 0.7208	LR: 0.020000
Training Epoch: 15 [23552/45000]	Loss: 0.5532	LR: 0.020000
Training Epoch: 15 [23808/45000]	Loss: 0.6075	LR: 0.020000
Training Epoch: 15 [24064/45000]	Loss: 0.6905	LR: 0.020000
Training Epoch: 15 [24320/45000]	Loss: 0.5586	LR: 0.020000
Training Epoch: 15 [24576/45000]	Loss: 0.7442	LR: 0.020000
Training Epoch: 15 [24832/45000]	Loss: 0.5763	LR: 0.020000
Training Epoch: 15 [25088/45000]	Loss: 0.7351	LR: 0.020000
Training Epoch: 15 [25344/45000]	Loss: 0.7279	LR: 0.020000
Training Epoch: 15 [25600/45000]	Loss: 0.6313	LR: 0.020000
Training Epoch: 15 [25856/45000]	Loss: 0.6444	LR: 0.020000
Training Epoch: 15 [26112/45000]	Loss: 0.5999	LR: 0.020000
Training Epoch: 15 [26368/45000]	Loss: 0.6920	LR: 0.020000
Training Epoch: 15 [26624/45000]	Loss: 0.5717	LR: 0.020000
Training Epoch: 15 [26880/45000]	Loss: 0.6304	LR: 0.020000
Training Epoch: 15 [27136/45000]	Loss: 0.6976	LR: 0.020000
Training Epoch: 15 [27392/45000]	Loss: 0.6290	LR: 0.020000
Training Epoch: 15 [27648/45000]	Loss: 0.7421	LR: 0.020000
Training Epoch: 15 [27904/45000]	Loss: 0.6492	LR: 0.020000
Training Epoch: 15 [28160/45000]	Loss: 0.6763	LR: 0.020000
Training Epoch: 15 [28416/45000]	Loss: 0.5793	LR: 0.020000
Training Epoch: 15 [28672/45000]	Loss: 0.6542	LR: 0.020000
Training Epoch: 15 [28928/45000]	Loss: 0.5492	LR: 0.020000
Training Epoch: 15 [29184/45000]	Loss: 0.5732	LR: 0.020000
Training Epoch: 15 [29440/45000]	Loss: 0.5662	LR: 0.020000
Training Epoch: 15 [29696/45000]	Loss: 0.7585	LR: 0.020000
Training Epoch: 15 [29952/45000]	Loss: 0.6786	LR: 0.020000
Training Epoch: 15 [30208/45000]	Loss: 0.6033	LR: 0.020000
Training Epoch: 15 [30464/45000]	Loss: 0.5912	LR: 0.020000
Training Epoch: 15 [30720/45000]	Loss: 0.6880	LR: 0.020000
Training Epoch: 15 [30976/45000]	Loss: 0.7040	LR: 0.020000
Training Epoch: 15 [31232/45000]	Loss: 0.7221	LR: 0.020000
Training Epoch: 15 [31488/45000]	Loss: 0.5704	LR: 0.020000
Training Epoch: 15 [31744/45000]	Loss: 0.5903	LR: 0.020000
Training Epoch: 15 [32000/45000]	Loss: 0.6812	LR: 0.020000
Training Epoch: 15 [32256/45000]	Loss: 0.6066	LR: 0.020000
Training Epoch: 15 [32512/45000]	Loss: 0.6525	LR: 0.020000
Training Epoch: 15 [32768/45000]	Loss: 0.5646	LR: 0.020000
Training Epoch: 15 [33024/45000]	Loss: 0.6260	LR: 0.020000
Training Epoch: 15 [33280/45000]	Loss: 0.5600	LR: 0.020000
Training Epoch: 15 [33536/45000]	Loss: 0.5700	LR: 0.020000
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Training Epoch: 15 [44544/45000]	Loss: 0.6618	LR: 0.020000
Training Epoch: 15 [44800/45000]	Loss: 0.6988	LR: 0.020000
Training Epoch: 15 [45000/45000]	Loss: 0.7649	LR: 0.020000
Epoch 15 - Average Train Loss: 0.6739, Train Accuracy: 0.7804
Epoch 15 training time consumed: 26.77s
Evaluating Network.....
Test set: Epoch: 15, Average loss: 0.0030, Accuracy: 0.7556, Time consumed:0.87s
Saving weights file to checkpoint/retrain/ResNet18/Sunday_13_July_2025_18h_40m_29s/ResNet18-Cifar20-seed6-ret100-15-best.pth
Training Epoch: 16 [256/45000]	Loss: 0.5534	LR: 0.020000
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Training Epoch: 16 [45000/45000]	Loss: 0.5797	LR: 0.020000
Epoch 16 - Average Train Loss: 0.5895, Train Accuracy: 0.8063
Epoch 16 training time consumed: 26.76s
Evaluating Network.....
Test set: Epoch: 16, Average loss: 0.0030, Accuracy: 0.7617, Time consumed:0.88s
Saving weights file to checkpoint/retrain/ResNet18/Sunday_13_July_2025_18h_40m_29s/ResNet18-Cifar20-seed6-ret100-16-best.pth
Training Epoch: 17 [256/45000]	Loss: 0.5545	LR: 0.020000
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Training Epoch: 17 [15104/45000]	Loss: 0.5574	LR: 0.020000
Training Epoch: 17 [15360/45000]	Loss: 0.5181	LR: 0.020000
Training Epoch: 17 [15616/45000]	Loss: 0.5849	LR: 0.020000
Training Epoch: 17 [15872/45000]	Loss: 0.5245	LR: 0.020000
Training Epoch: 17 [16128/45000]	Loss: 0.5417	LR: 0.020000
Training Epoch: 17 [16384/45000]	Loss: 0.5009	LR: 0.020000
Training Epoch: 17 [16640/45000]	Loss: 0.5023	LR: 0.020000
Training Epoch: 17 [16896/45000]	Loss: 0.6574	LR: 0.020000
Training Epoch: 17 [17152/45000]	Loss: 0.5393	LR: 0.020000
Training Epoch: 17 [17408/45000]	Loss: 0.5289	LR: 0.020000
Training Epoch: 17 [17664/45000]	Loss: 0.5886	LR: 0.020000
Training Epoch: 17 [17920/45000]	Loss: 0.5146	LR: 0.020000
Training Epoch: 17 [18176/45000]	Loss: 0.5010	LR: 0.020000
Training Epoch: 17 [18432/45000]	Loss: 0.6215	LR: 0.020000
Training Epoch: 17 [18688/45000]	Loss: 0.5183	LR: 0.020000
Training Epoch: 17 [18944/45000]	Loss: 0.5315	LR: 0.020000
Training Epoch: 17 [19200/45000]	Loss: 0.5200	LR: 0.020000
Training Epoch: 17 [19456/45000]	Loss: 0.6237	LR: 0.020000
Training Epoch: 17 [19712/45000]	Loss: 0.5257	LR: 0.020000
Training Epoch: 17 [19968/45000]	Loss: 0.6187	LR: 0.020000
Training Epoch: 17 [20224/45000]	Loss: 0.4533	LR: 0.020000
Training Epoch: 17 [20480/45000]	Loss: 0.4859	LR: 0.020000
Training Epoch: 17 [20736/45000]	Loss: 0.5384	LR: 0.020000
Training Epoch: 17 [20992/45000]	Loss: 0.6534	LR: 0.020000
Training Epoch: 17 [21248/45000]	Loss: 0.6274	LR: 0.020000
Training Epoch: 17 [21504/45000]	Loss: 0.6078	LR: 0.020000
Training Epoch: 17 [21760/45000]	Loss: 0.5915	LR: 0.020000
Training Epoch: 17 [22016/45000]	Loss: 0.5010	LR: 0.020000
Training Epoch: 17 [22272/45000]	Loss: 0.6083	LR: 0.020000
Training Epoch: 17 [22528/45000]	Loss: 0.5047	LR: 0.020000
Training Epoch: 17 [22784/45000]	Loss: 0.4946	LR: 0.020000
Training Epoch: 17 [23040/45000]	Loss: 0.5857	LR: 0.020000
Training Epoch: 17 [23296/45000]	Loss: 0.5242	LR: 0.020000
Training Epoch: 17 [23552/45000]	Loss: 0.5517	LR: 0.020000
Training Epoch: 17 [23808/45000]	Loss: 0.5872	LR: 0.020000
Training Epoch: 17 [24064/45000]	Loss: 0.4680	LR: 0.020000
Training Epoch: 17 [24320/45000]	Loss: 0.5786	LR: 0.020000
Training Epoch: 17 [24576/45000]	Loss: 0.4664	LR: 0.020000
Training Epoch: 17 [24832/45000]	Loss: 0.5854	LR: 0.020000
Training Epoch: 17 [25088/45000]	Loss: 0.5379	LR: 0.020000
Training Epoch: 17 [25344/45000]	Loss: 0.5543	LR: 0.020000
Training Epoch: 17 [25600/45000]	Loss: 0.5722	LR: 0.020000
Training Epoch: 17 [25856/45000]	Loss: 0.5096	LR: 0.020000
Training Epoch: 17 [26112/45000]	Loss: 0.5247	LR: 0.020000
Training Epoch: 17 [26368/45000]	Loss: 0.6167	LR: 0.020000
Training Epoch: 17 [26624/45000]	Loss: 0.5775	LR: 0.020000
Training Epoch: 17 [26880/45000]	Loss: 0.4099	LR: 0.020000
Training Epoch: 17 [27136/45000]	Loss: 0.6764	LR: 0.020000
Training Epoch: 17 [27392/45000]	Loss: 0.4417	LR: 0.020000
Training Epoch: 17 [27648/45000]	Loss: 0.6091	LR: 0.020000
Training Epoch: 17 [27904/45000]	Loss: 0.4855	LR: 0.020000
Training Epoch: 17 [28160/45000]	Loss: 0.4304	LR: 0.020000
Training Epoch: 17 [28416/45000]	Loss: 0.5395	LR: 0.020000
Training Epoch: 17 [28672/45000]	Loss: 0.5518	LR: 0.020000
Training Epoch: 17 [28928/45000]	Loss: 0.6350	LR: 0.020000
Training Epoch: 17 [29184/45000]	Loss: 0.5724	LR: 0.020000
Training Epoch: 17 [29440/45000]	Loss: 0.6597	LR: 0.020000
Training Epoch: 17 [29696/45000]	Loss: 0.6316	LR: 0.020000
Training Epoch: 17 [29952/45000]	Loss: 0.5483	LR: 0.020000
Training Epoch: 17 [30208/45000]	Loss: 0.5432	LR: 0.020000
Training Epoch: 17 [30464/45000]	Loss: 0.6793	LR: 0.020000
Training Epoch: 17 [30720/45000]	Loss: 0.5451	LR: 0.020000
Training Epoch: 17 [30976/45000]	Loss: 0.5270	LR: 0.020000
Training Epoch: 17 [31232/45000]	Loss: 0.4963	LR: 0.020000
Training Epoch: 17 [31488/45000]	Loss: 0.5154	LR: 0.020000
Training Epoch: 17 [31744/45000]	Loss: 0.5806	LR: 0.020000
Training Epoch: 17 [32000/45000]	Loss: 0.5369	LR: 0.020000
Training Epoch: 17 [32256/45000]	Loss: 0.5212	LR: 0.020000
Training Epoch: 17 [32512/45000]	Loss: 0.6057	LR: 0.020000
Training Epoch: 17 [32768/45000]	Loss: 0.4621	LR: 0.020000
Training Epoch: 17 [33024/45000]	Loss: 0.5878	LR: 0.020000
Training Epoch: 17 [33280/45000]	Loss: 0.6070	LR: 0.020000
Training Epoch: 17 [33536/45000]	Loss: 0.4811	LR: 0.020000
Training Epoch: 17 [33792/45000]	Loss: 0.5828	LR: 0.020000
Training Epoch: 17 [34048/45000]	Loss: 0.5767	LR: 0.020000
Training Epoch: 17 [34304/45000]	Loss: 0.6031	LR: 0.020000
Training Epoch: 17 [34560/45000]	Loss: 0.5905	LR: 0.020000
Training Epoch: 17 [34816/45000]	Loss: 0.4372	LR: 0.020000
Training Epoch: 17 [35072/45000]	Loss: 0.5040	LR: 0.020000
Training Epoch: 17 [35328/45000]	Loss: 0.6053	LR: 0.020000
Training Epoch: 17 [35584/45000]	Loss: 0.5050	LR: 0.020000
Training Epoch: 17 [35840/45000]	Loss: 0.5150	LR: 0.020000
Training Epoch: 17 [36096/45000]	Loss: 0.5975	LR: 0.020000
Training Epoch: 17 [36352/45000]	Loss: 0.4324	LR: 0.020000
Training Epoch: 17 [36608/45000]	Loss: 0.5202	LR: 0.020000
Training Epoch: 17 [36864/45000]	Loss: 0.4434	LR: 0.020000
Training Epoch: 17 [37120/45000]	Loss: 0.5258	LR: 0.020000
Training Epoch: 17 [37376/45000]	Loss: 0.6010	LR: 0.020000
Training Epoch: 17 [37632/45000]	Loss: 0.5629	LR: 0.020000
Training Epoch: 17 [37888/45000]	Loss: 0.5956	LR: 0.020000
Training Epoch: 17 [38144/45000]	Loss: 0.5683	LR: 0.020000
Training Epoch: 17 [38400/45000]	Loss: 0.5563	LR: 0.020000
Training Epoch: 17 [38656/45000]	Loss: 0.5376	LR: 0.020000
Training Epoch: 17 [38912/45000]	Loss: 0.6073	LR: 0.020000
Training Epoch: 17 [39168/45000]	Loss: 0.4833	LR: 0.020000
Training Epoch: 17 [39424/45000]	Loss: 0.4736	LR: 0.020000
Training Epoch: 17 [39680/45000]	Loss: 0.6397	LR: 0.020000
Training Epoch: 17 [39936/45000]	Loss: 0.4603	LR: 0.020000
Training Epoch: 17 [40192/45000]	Loss: 0.5524	LR: 0.020000
Training Epoch: 17 [40448/45000]	Loss: 0.5280	LR: 0.020000
Training Epoch: 17 [40704/45000]	Loss: 0.5153	LR: 0.020000
Training Epoch: 17 [40960/45000]	Loss: 0.5589	LR: 0.020000
Training Epoch: 17 [41216/45000]	Loss: 0.6206	LR: 0.020000
Training Epoch: 17 [41472/45000]	Loss: 0.5398	LR: 0.020000
Training Epoch: 17 [41728/45000]	Loss: 0.5458	LR: 0.020000
Training Epoch: 17 [41984/45000]	Loss: 0.6043	LR: 0.020000
Training Epoch: 17 [42240/45000]	Loss: 0.4668	LR: 0.020000
Training Epoch: 17 [42496/45000]	Loss: 0.5324	LR: 0.020000
Training Epoch: 17 [42752/45000]	Loss: 0.5703	LR: 0.020000
Training Epoch: 17 [43008/45000]	Loss: 0.5823	LR: 0.020000
Training Epoch: 17 [43264/45000]	Loss: 0.5437	LR: 0.020000
Training Epoch: 17 [43520/45000]	Loss: 0.5190	LR: 0.020000
Training Epoch: 17 [43776/45000]	Loss: 0.6273	LR: 0.020000
Training Epoch: 17 [44032/45000]	Loss: 0.5646	LR: 0.020000
Training Epoch: 17 [44288/45000]	Loss: 0.6126	LR: 0.020000
Training Epoch: 17 [44544/45000]	Loss: 0.4983	LR: 0.020000
Training Epoch: 17 [44800/45000]	Loss: 0.5308	LR: 0.020000
Training Epoch: 17 [45000/45000]	Loss: 0.6106	LR: 0.020000
Epoch 17 - Average Train Loss: 0.5501, Train Accuracy: 0.8188
Epoch 17 training time consumed: 26.75s
Evaluating Network.....
Test set: Epoch: 17, Average loss: 0.0031, Accuracy: 0.7523, Time consumed:0.92s
Training Epoch: 18 [256/45000]	Loss: 0.4270	LR: 0.020000
Training Epoch: 18 [512/45000]	Loss: 0.4806	LR: 0.020000
Training Epoch: 18 [768/45000]	Loss: 0.6076	LR: 0.020000
Training Epoch: 18 [1024/45000]	Loss: 0.4574	LR: 0.020000
Training Epoch: 18 [1280/45000]	Loss: 0.5348	LR: 0.020000
Training Epoch: 18 [1536/45000]	Loss: 0.5161	LR: 0.020000
Training Epoch: 18 [1792/45000]	Loss: 0.6068	LR: 0.020000
Training Epoch: 18 [2048/45000]	Loss: 0.5033	LR: 0.020000
Training Epoch: 18 [2304/45000]	Loss: 0.4382	LR: 0.020000
Training Epoch: 18 [2560/45000]	Loss: 0.4681	LR: 0.020000
Training Epoch: 18 [2816/45000]	Loss: 0.5375	LR: 0.020000
Training Epoch: 18 [3072/45000]	Loss: 0.5086	LR: 0.020000
Training Epoch: 18 [3328/45000]	Loss: 0.5678	LR: 0.020000
Training Epoch: 18 [3584/45000]	Loss: 0.4974	LR: 0.020000
Training Epoch: 18 [3840/45000]	Loss: 0.5636	LR: 0.020000
Training Epoch: 18 [4096/45000]	Loss: 0.4490	LR: 0.020000
Training Epoch: 18 [4352/45000]	Loss: 0.5811	LR: 0.020000
Training Epoch: 18 [4608/45000]	Loss: 0.6785	LR: 0.020000
Training Epoch: 18 [4864/45000]	Loss: 0.4833	LR: 0.020000
Training Epoch: 18 [5120/45000]	Loss: 0.5345	LR: 0.020000
Training Epoch: 18 [5376/45000]	Loss: 0.6446	LR: 0.020000
Training Epoch: 18 [5632/45000]	Loss: 0.4817	LR: 0.020000
Training Epoch: 18 [5888/45000]	Loss: 0.4391	LR: 0.020000
Training Epoch: 18 [6144/45000]	Loss: 0.4881	LR: 0.020000
Training Epoch: 18 [6400/45000]	Loss: 0.4780	LR: 0.020000
Training Epoch: 18 [6656/45000]	Loss: 0.5495	LR: 0.020000
Training Epoch: 18 [6912/45000]	Loss: 0.4646	LR: 0.020000
Training Epoch: 18 [7168/45000]	Loss: 0.5476	LR: 0.020000
Training Epoch: 18 [7424/45000]	Loss: 0.5353	LR: 0.020000
Training Epoch: 18 [7680/45000]	Loss: 0.4450	LR: 0.020000
Training Epoch: 18 [7936/45000]	Loss: 0.5665	LR: 0.020000
Training Epoch: 18 [8192/45000]	Loss: 0.5277	LR: 0.020000
Training Epoch: 18 [8448/45000]	Loss: 0.5839	LR: 0.020000
Training Epoch: 18 [8704/45000]	Loss: 0.4957	LR: 0.020000
Training Epoch: 18 [8960/45000]	Loss: 0.5502	LR: 0.020000
Training Epoch: 18 [9216/45000]	Loss: 0.5012	LR: 0.020000
Training Epoch: 18 [9472/45000]	Loss: 0.5291	LR: 0.020000
Training Epoch: 18 [9728/45000]	Loss: 0.5033	LR: 0.020000
Training Epoch: 18 [9984/45000]	Loss: 0.4753	LR: 0.020000
Training Epoch: 18 [10240/45000]	Loss: 0.5755	LR: 0.020000
Training Epoch: 18 [10496/45000]	Loss: 0.4774	LR: 0.020000
Training Epoch: 18 [10752/45000]	Loss: 0.5635	LR: 0.020000
Training Epoch: 18 [11008/45000]	Loss: 0.4494	LR: 0.020000
Training Epoch: 18 [11264/45000]	Loss: 0.5303	LR: 0.020000
Training Epoch: 18 [11520/45000]	Loss: 0.5729	LR: 0.020000
Training Epoch: 18 [11776/45000]	Loss: 0.5005	LR: 0.020000
Training Epoch: 18 [12032/45000]	Loss: 0.4981	LR: 0.020000
Training Epoch: 18 [12288/45000]	Loss: 0.5033	LR: 0.020000
Training Epoch: 18 [12544/45000]	Loss: 0.5234	LR: 0.020000
Training Epoch: 18 [12800/45000]	Loss: 0.5260	LR: 0.020000
Training Epoch: 18 [13056/45000]	Loss: 0.5991	LR: 0.020000
Training Epoch: 18 [13312/45000]	Loss: 0.5050	LR: 0.020000
Training Epoch: 18 [13568/45000]	Loss: 0.5770	LR: 0.020000
Training Epoch: 18 [13824/45000]	Loss: 0.5466	LR: 0.020000
Training Epoch: 18 [14080/45000]	Loss: 0.5820	LR: 0.020000
Training Epoch: 18 [14336/45000]	Loss: 0.5472	LR: 0.020000
Training Epoch: 18 [14592/45000]	Loss: 0.4359	LR: 0.020000
Training Epoch: 18 [14848/45000]	Loss: 0.6363	LR: 0.020000
Training Epoch: 18 [15104/45000]	Loss: 0.5330	LR: 0.020000
Training Epoch: 18 [15360/45000]	Loss: 0.5681	LR: 0.020000
Training Epoch: 18 [15616/45000]	Loss: 0.7027	LR: 0.020000
Training Epoch: 18 [15872/45000]	Loss: 0.4388	LR: 0.020000
Training Epoch: 18 [16128/45000]	Loss: 0.4879	LR: 0.020000
Training Epoch: 18 [16384/45000]	Loss: 0.4927	LR: 0.020000
Training Epoch: 18 [16640/45000]	Loss: 0.5395	LR: 0.020000
Training Epoch: 18 [16896/45000]	Loss: 0.4515	LR: 0.020000
Training Epoch: 18 [17152/45000]	Loss: 0.4453	LR: 0.020000
Training Epoch: 18 [17408/45000]	Loss: 0.6477	LR: 0.020000
Training Epoch: 18 [17664/45000]	Loss: 0.5024	LR: 0.020000
Training Epoch: 18 [17920/45000]	Loss: 0.4778	LR: 0.020000
Training Epoch: 18 [18176/45000]	Loss: 0.4898	LR: 0.020000
Training Epoch: 18 [18432/45000]	Loss: 0.4906	LR: 0.020000
Training Epoch: 18 [18688/45000]	Loss: 0.4301	LR: 0.020000
Training Epoch: 18 [18944/45000]	Loss: 0.5293	LR: 0.020000
Training Epoch: 18 [19200/45000]	Loss: 0.5003	LR: 0.020000
Training Epoch: 18 [19456/45000]	Loss: 0.4921	LR: 0.020000
Training Epoch: 18 [19712/45000]	Loss: 0.4843	LR: 0.020000
Training Epoch: 18 [19968/45000]	Loss: 0.5699	LR: 0.020000
Training Epoch: 18 [20224/45000]	Loss: 0.4673	LR: 0.020000
Training Epoch: 18 [20480/45000]	Loss: 0.5349	LR: 0.020000
Training Epoch: 18 [20736/45000]	Loss: 0.4955	LR: 0.020000
Training Epoch: 18 [20992/45000]	Loss: 0.5132	LR: 0.020000
Training Epoch: 18 [21248/45000]	Loss: 0.4747	LR: 0.020000
Training Epoch: 18 [21504/45000]	Loss: 0.5353	LR: 0.020000
Training Epoch: 18 [21760/45000]	Loss: 0.4582	LR: 0.020000
Training Epoch: 18 [22016/45000]	Loss: 0.5271	LR: 0.020000
Training Epoch: 18 [22272/45000]	Loss: 0.5514	LR: 0.020000
Training Epoch: 18 [22528/45000]	Loss: 0.6134	LR: 0.020000
Training Epoch: 18 [22784/45000]	Loss: 0.4912	LR: 0.020000
Training Epoch: 18 [23040/45000]	Loss: 0.5566	LR: 0.020000
Training Epoch: 18 [23296/45000]	Loss: 0.5577	LR: 0.020000
Training Epoch: 18 [23552/45000]	Loss: 0.5915	LR: 0.020000
Training Epoch: 18 [23808/45000]	Loss: 0.3531	LR: 0.020000
Training Epoch: 18 [24064/45000]	Loss: 0.5034	LR: 0.020000
Training Epoch: 18 [24320/45000]	Loss: 0.5238	LR: 0.020000
Training Epoch: 18 [24576/45000]	Loss: 0.5453	LR: 0.020000
Training Epoch: 18 [24832/45000]	Loss: 0.5617	LR: 0.020000
Training Epoch: 18 [25088/45000]	Loss: 0.5131	LR: 0.020000
Training Epoch: 18 [25344/45000]	Loss: 0.5472	LR: 0.020000
Training Epoch: 18 [25600/45000]	Loss: 0.5978	LR: 0.020000
Training Epoch: 18 [25856/45000]	Loss: 0.5233	LR: 0.020000
Training Epoch: 18 [26112/45000]	Loss: 0.5029	LR: 0.020000
Training Epoch: 18 [26368/45000]	Loss: 0.5270	LR: 0.020000
Training Epoch: 18 [26624/45000]	Loss: 0.4891	LR: 0.020000
Training Epoch: 18 [26880/45000]	Loss: 0.5058	LR: 0.020000
Training Epoch: 18 [27136/45000]	Loss: 0.5944	LR: 0.020000
Training Epoch: 18 [27392/45000]	Loss: 0.4835	LR: 0.020000
Training Epoch: 18 [27648/45000]	Loss: 0.4812	LR: 0.020000
Training Epoch: 18 [27904/45000]	Loss: 0.7293	LR: 0.020000
Training Epoch: 18 [28160/45000]	Loss: 0.6765	LR: 0.020000
Training Epoch: 18 [28416/45000]	Loss: 0.6228	LR: 0.020000
Training Epoch: 18 [28672/45000]	Loss: 0.5031	LR: 0.020000
Training Epoch: 18 [28928/45000]	Loss: 0.5374	LR: 0.020000
Training Epoch: 18 [29184/45000]	Loss: 0.5566	LR: 0.020000
Training Epoch: 18 [29440/45000]	Loss: 0.5154	LR: 0.020000
Training Epoch: 18 [29696/45000]	Loss: 0.5285	LR: 0.020000
Training Epoch: 18 [29952/45000]	Loss: 0.6198	LR: 0.020000
Training Epoch: 18 [30208/45000]	Loss: 0.4447	LR: 0.020000
Training Epoch: 18 [30464/45000]	Loss: 0.5006	LR: 0.020000
Training Epoch: 18 [30720/45000]	Loss: 0.5550	LR: 0.020000
Training Epoch: 18 [30976/45000]	Loss: 0.4703	LR: 0.020000
Training Epoch: 18 [31232/45000]	Loss: 0.5408	LR: 0.020000
Training Epoch: 18 [31488/45000]	Loss: 0.4851	LR: 0.020000
Training Epoch: 18 [31744/45000]	Loss: 0.5269	LR: 0.020000
Training Epoch: 18 [32000/45000]	Loss: 0.4851	LR: 0.020000
Training Epoch: 18 [32256/45000]	Loss: 0.5024	LR: 0.020000
Training Epoch: 18 [32512/45000]	Loss: 0.5579	LR: 0.020000
Training Epoch: 18 [32768/45000]	Loss: 0.5446	LR: 0.020000
Training Epoch: 18 [33024/45000]	Loss: 0.5136	LR: 0.020000
Training Epoch: 18 [33280/45000]	Loss: 0.5393	LR: 0.020000
Training Epoch: 18 [33536/45000]	Loss: 0.6042	LR: 0.020000
Training Epoch: 18 [33792/45000]	Loss: 0.4600	LR: 0.020000
Training Epoch: 18 [34048/45000]	Loss: 0.4978	LR: 0.020000
Training Epoch: 18 [34304/45000]	Loss: 0.5544	LR: 0.020000
Training Epoch: 18 [34560/45000]	Loss: 0.4050	LR: 0.020000
Training Epoch: 18 [34816/45000]	Loss: 0.5514	LR: 0.020000
Training Epoch: 18 [35072/45000]	Loss: 0.6199	LR: 0.020000
Training Epoch: 18 [35328/45000]	Loss: 0.6230	LR: 0.020000
Training Epoch: 18 [35584/45000]	Loss: 0.4359	LR: 0.020000
Training Epoch: 18 [35840/45000]	Loss: 0.4796	LR: 0.020000
Training Epoch: 18 [36096/45000]	Loss: 0.5635	LR: 0.020000
Training Epoch: 18 [36352/45000]	Loss: 0.6536	LR: 0.020000
Training Epoch: 18 [36608/45000]	Loss: 0.5290	LR: 0.020000
Training Epoch: 18 [36864/45000]	Loss: 0.5906	LR: 0.020000
Training Epoch: 18 [37120/45000]	Loss: 0.5116	LR: 0.020000
Training Epoch: 18 [37376/45000]	Loss: 0.5585	LR: 0.020000
Training Epoch: 18 [37632/45000]	Loss: 0.5181	LR: 0.020000
Training Epoch: 18 [37888/45000]	Loss: 0.5043	LR: 0.020000
Training Epoch: 18 [38144/45000]	Loss: 0.6632	LR: 0.020000
Training Epoch: 18 [38400/45000]	Loss: 0.4841	LR: 0.020000
Training Epoch: 18 [38656/45000]	Loss: 0.3958	LR: 0.020000
Training Epoch: 18 [38912/45000]	Loss: 0.6134	LR: 0.020000
Training Epoch: 18 [39168/45000]	Loss: 0.4461	LR: 0.020000
Training Epoch: 18 [39424/45000]	Loss: 0.6252	LR: 0.020000
Training Epoch: 18 [39680/45000]	Loss: 0.4773	LR: 0.020000
Training Epoch: 18 [39936/45000]	Loss: 0.5446	LR: 0.020000
Training Epoch: 18 [40192/45000]	Loss: 0.4395	LR: 0.020000
Training Epoch: 18 [40448/45000]	Loss: 0.4863	LR: 0.020000
Training Epoch: 18 [40704/45000]	Loss: 0.4375	LR: 0.020000
Training Epoch: 18 [40960/45000]	Loss: 0.6956	LR: 0.020000
Training Epoch: 18 [41216/45000]	Loss: 0.5147	LR: 0.020000
Training Epoch: 18 [41472/45000]	Loss: 0.4239	LR: 0.020000
Training Epoch: 18 [41728/45000]	Loss: 0.5346	LR: 0.020000
Training Epoch: 18 [41984/45000]	Loss: 0.6535	LR: 0.020000
Training Epoch: 18 [42240/45000]	Loss: 0.4881	LR: 0.020000
Training Epoch: 18 [42496/45000]	Loss: 0.5276	LR: 0.020000
Training Epoch: 18 [42752/45000]	Loss: 0.5394	LR: 0.020000
Training Epoch: 18 [43008/45000]	Loss: 0.4837	LR: 0.020000
Training Epoch: 18 [43264/45000]	Loss: 0.5579	LR: 0.020000
Training Epoch: 18 [43520/45000]	Loss: 0.5408	LR: 0.020000
Training Epoch: 18 [43776/45000]	Loss: 0.4518	LR: 0.020000
Training Epoch: 18 [44032/45000]	Loss: 0.5172	LR: 0.020000
Training Epoch: 18 [44288/45000]	Loss: 0.6710	LR: 0.020000
Training Epoch: 18 [44544/45000]	Loss: 0.5694	LR: 0.020000
Training Epoch: 18 [44800/45000]	Loss: 0.5610	LR: 0.020000
Training Epoch: 18 [45000/45000]	Loss: 0.5418	LR: 0.020000
Epoch 18 - Average Train Loss: 0.5272, Train Accuracy: 0.8262
Epoch 18 training time consumed: 26.80s
Evaluating Network.....
Test set: Epoch: 18, Average loss: 0.0029, Accuracy: 0.7718, Time consumed:0.91s
Saving weights file to checkpoint/retrain/ResNet18/Sunday_13_July_2025_18h_40m_29s/ResNet18-Cifar20-seed6-ret100-18-best.pth
Training Epoch: 19 [256/45000]	Loss: 0.4829	LR: 0.020000
Training Epoch: 19 [512/45000]	Loss: 0.3920	LR: 0.020000
Training Epoch: 19 [768/45000]	Loss: 0.5364	LR: 0.020000
Training Epoch: 19 [1024/45000]	Loss: 0.4822	LR: 0.020000
Training Epoch: 19 [1280/45000]	Loss: 0.4770	LR: 0.020000
Training Epoch: 19 [1536/45000]	Loss: 0.4906	LR: 0.020000
Training Epoch: 19 [1792/45000]	Loss: 0.4389	LR: 0.020000
Training Epoch: 19 [2048/45000]	Loss: 0.5351	LR: 0.020000
Training Epoch: 19 [2304/45000]	Loss: 0.5808	LR: 0.020000
Training Epoch: 19 [2560/45000]	Loss: 0.4367	LR: 0.020000
Training Epoch: 19 [2816/45000]	Loss: 0.5966	LR: 0.020000
Training Epoch: 19 [3072/45000]	Loss: 0.4780	LR: 0.020000
Training Epoch: 19 [3328/45000]	Loss: 0.5394	LR: 0.020000
Training Epoch: 19 [3584/45000]	Loss: 0.4337	LR: 0.020000
Training Epoch: 19 [3840/45000]	Loss: 0.3982	LR: 0.020000
Training Epoch: 19 [4096/45000]	Loss: 0.4281	LR: 0.020000
Training Epoch: 19 [4352/45000]	Loss: 0.4772	LR: 0.020000
Training Epoch: 19 [4608/45000]	Loss: 0.4871	LR: 0.020000
Training Epoch: 19 [4864/45000]	Loss: 0.4625	LR: 0.020000
Training Epoch: 19 [5120/45000]	Loss: 0.3874	LR: 0.020000
Training Epoch: 19 [5376/45000]	Loss: 0.5601	LR: 0.020000
Training Epoch: 19 [5632/45000]	Loss: 0.5091	LR: 0.020000
Training Epoch: 19 [5888/45000]	Loss: 0.4888	LR: 0.020000
Training Epoch: 19 [6144/45000]	Loss: 0.5594	LR: 0.020000
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Training Epoch: 19 [6656/45000]	Loss: 0.5323	LR: 0.020000
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Training Epoch: 19 [7168/45000]	Loss: 0.4413	LR: 0.020000
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Training Epoch: 19 [7680/45000]	Loss: 0.6231	LR: 0.020000
Training Epoch: 19 [7936/45000]	Loss: 0.5057	LR: 0.020000
Training Epoch: 19 [8192/45000]	Loss: 0.4688	LR: 0.020000
Training Epoch: 19 [8448/45000]	Loss: 0.4288	LR: 0.020000
Training Epoch: 19 [8704/45000]	Loss: 0.5400	LR: 0.020000
Training Epoch: 19 [8960/45000]	Loss: 0.4636	LR: 0.020000
Training Epoch: 19 [9216/45000]	Loss: 0.4580	LR: 0.020000
Training Epoch: 19 [9472/45000]	Loss: 0.4713	LR: 0.020000
Training Epoch: 19 [9728/45000]	Loss: 0.4774	LR: 0.020000
Training Epoch: 19 [9984/45000]	Loss: 0.5184	LR: 0.020000
Training Epoch: 19 [10240/45000]	Loss: 0.4288	LR: 0.020000
Training Epoch: 19 [10496/45000]	Loss: 0.4758	LR: 0.020000
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Training Epoch: 19 [11008/45000]	Loss: 0.5233	LR: 0.020000
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Training Epoch: 19 [11520/45000]	Loss: 0.5043	LR: 0.020000
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Training Epoch: 19 [12032/45000]	Loss: 0.4705	LR: 0.020000
Training Epoch: 19 [12288/45000]	Loss: 0.5266	LR: 0.020000
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Training Epoch: 19 [12800/45000]	Loss: 0.5984	LR: 0.020000
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Training Epoch: 19 [13312/45000]	Loss: 0.5109	LR: 0.020000
Training Epoch: 19 [13568/45000]	Loss: 0.4492	LR: 0.020000
Training Epoch: 19 [13824/45000]	Loss: 0.4797	LR: 0.020000
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Training Epoch: 19 [15616/45000]	Loss: 0.4086	LR: 0.020000
Training Epoch: 19 [15872/45000]	Loss: 0.4856	LR: 0.020000
Training Epoch: 19 [16128/45000]	Loss: 0.4787	LR: 0.020000
Training Epoch: 19 [16384/45000]	Loss: 0.3993	LR: 0.020000
Training Epoch: 19 [16640/45000]	Loss: 0.5621	LR: 0.020000
Training Epoch: 19 [16896/45000]	Loss: 0.5269	LR: 0.020000
Training Epoch: 19 [17152/45000]	Loss: 0.3932	LR: 0.020000
Training Epoch: 19 [17408/45000]	Loss: 0.4863	LR: 0.020000
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Training Epoch: 19 [18432/45000]	Loss: 0.4698	LR: 0.020000
Training Epoch: 19 [18688/45000]	Loss: 0.5926	LR: 0.020000
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Training Epoch: 19 [19200/45000]	Loss: 0.4479	LR: 0.020000
Training Epoch: 19 [19456/45000]	Loss: 0.5370	LR: 0.020000
Training Epoch: 19 [19712/45000]	Loss: 0.4154	LR: 0.020000
Training Epoch: 19 [19968/45000]	Loss: 0.4660	LR: 0.020000
Training Epoch: 19 [20224/45000]	Loss: 0.5487	LR: 0.020000
Training Epoch: 19 [20480/45000]	Loss: 0.4561	LR: 0.020000
Training Epoch: 19 [20736/45000]	Loss: 0.4375	LR: 0.020000
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Training Epoch: 19 [21504/45000]	Loss: 0.4814	LR: 0.020000
Training Epoch: 19 [21760/45000]	Loss: 0.5790	LR: 0.020000
Training Epoch: 19 [22016/45000]	Loss: 0.5238	LR: 0.020000
Training Epoch: 19 [22272/45000]	Loss: 0.5234	LR: 0.020000
Training Epoch: 19 [22528/45000]	Loss: 0.5159	LR: 0.020000
Training Epoch: 19 [22784/45000]	Loss: 0.5262	LR: 0.020000
Training Epoch: 19 [23040/45000]	Loss: 0.4377	LR: 0.020000
Training Epoch: 19 [23296/45000]	Loss: 0.5579	LR: 0.020000
Training Epoch: 19 [23552/45000]	Loss: 0.4299	LR: 0.020000
Training Epoch: 19 [23808/45000]	Loss: 0.4824	LR: 0.020000
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Training Epoch: 19 [24576/45000]	Loss: 0.4863	LR: 0.020000
Training Epoch: 19 [24832/45000]	Loss: 0.5738	LR: 0.020000
Training Epoch: 19 [25088/45000]	Loss: 0.4782	LR: 0.020000
Training Epoch: 19 [25344/45000]	Loss: 0.5058	LR: 0.020000
Training Epoch: 19 [25600/45000]	Loss: 0.5467	LR: 0.020000
Training Epoch: 19 [25856/45000]	Loss: 0.4902	LR: 0.020000
Training Epoch: 19 [26112/45000]	Loss: 0.4981	LR: 0.020000
Training Epoch: 19 [26368/45000]	Loss: 0.4236	LR: 0.020000
Training Epoch: 19 [26624/45000]	Loss: 0.5994	LR: 0.020000
Training Epoch: 19 [26880/45000]	Loss: 0.4047	LR: 0.020000
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Training Epoch: 19 [27392/45000]	Loss: 0.4524	LR: 0.020000
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Training Epoch: 19 [27904/45000]	Loss: 0.5315	LR: 0.020000
Training Epoch: 19 [28160/45000]	Loss: 0.5506	LR: 0.020000
Training Epoch: 19 [28416/45000]	Loss: 0.4346	LR: 0.020000
Training Epoch: 19 [28672/45000]	Loss: 0.6042	LR: 0.020000
Training Epoch: 19 [28928/45000]	Loss: 0.4098	LR: 0.020000
Training Epoch: 19 [29184/45000]	Loss: 0.6544	LR: 0.020000
Training Epoch: 19 [29440/45000]	Loss: 0.4905	LR: 0.020000
Training Epoch: 19 [29696/45000]	Loss: 0.6002	LR: 0.020000
Training Epoch: 19 [29952/45000]	Loss: 0.4943	LR: 0.020000
Training Epoch: 19 [30208/45000]	Loss: 0.4852	LR: 0.020000
Training Epoch: 19 [30464/45000]	Loss: 0.5522	LR: 0.020000
Training Epoch: 19 [30720/45000]	Loss: 0.4426	LR: 0.020000
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Training Epoch: 19 [31232/45000]	Loss: 0.5468	LR: 0.020000
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Training Epoch: 19 [32256/45000]	Loss: 0.3713	LR: 0.020000
Training Epoch: 19 [32512/45000]	Loss: 0.4744	LR: 0.020000
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Training Epoch: 19 [33024/45000]	Loss: 0.5403	LR: 0.020000
Training Epoch: 19 [33280/45000]	Loss: 0.5647	LR: 0.020000
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Training Epoch: 19 [33792/45000]	Loss: 0.4056	LR: 0.020000
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Training Epoch: 19 [34816/45000]	Loss: 0.4293	LR: 0.020000
Training Epoch: 19 [35072/45000]	Loss: 0.5859	LR: 0.020000
Training Epoch: 19 [35328/45000]	Loss: 0.5042	LR: 0.020000
Training Epoch: 19 [35584/45000]	Loss: 0.5776	LR: 0.020000
Training Epoch: 19 [35840/45000]	Loss: 0.4215	LR: 0.020000
Training Epoch: 19 [36096/45000]	Loss: 0.5132	LR: 0.020000
Training Epoch: 19 [36352/45000]	Loss: 0.4968	LR: 0.020000
Training Epoch: 19 [36608/45000]	Loss: 0.4492	LR: 0.020000
Training Epoch: 19 [36864/45000]	Loss: 0.5832	LR: 0.020000
Training Epoch: 19 [37120/45000]	Loss: 0.4073	LR: 0.020000
Training Epoch: 19 [37376/45000]	Loss: 0.4191	LR: 0.020000
Training Epoch: 19 [37632/45000]	Loss: 0.6264	LR: 0.020000
Training Epoch: 19 [37888/45000]	Loss: 0.4757	LR: 0.020000
Training Epoch: 19 [38144/45000]	Loss: 0.5805	LR: 0.020000
Training Epoch: 19 [38400/45000]	Loss: 0.5314	LR: 0.020000
Training Epoch: 19 [38656/45000]	Loss: 0.4976	LR: 0.020000
Training Epoch: 19 [38912/45000]	Loss: 0.5315	LR: 0.020000
Training Epoch: 19 [39168/45000]	Loss: 0.4221	LR: 0.020000
Training Epoch: 19 [39424/45000]	Loss: 0.5746	LR: 0.020000
Training Epoch: 19 [39680/45000]	Loss: 0.4386	LR: 0.020000
Training Epoch: 19 [39936/45000]	Loss: 0.5489	LR: 0.020000
Training Epoch: 19 [40192/45000]	Loss: 0.3680	LR: 0.020000
Training Epoch: 19 [40448/45000]	Loss: 0.4895	LR: 0.020000
Training Epoch: 19 [40704/45000]	Loss: 0.5085	LR: 0.020000
Training Epoch: 19 [40960/45000]	Loss: 0.4741	LR: 0.020000
Training Epoch: 19 [41216/45000]	Loss: 0.4703	LR: 0.020000
Training Epoch: 19 [41472/45000]	Loss: 0.5117	LR: 0.020000
Training Epoch: 19 [41728/45000]	Loss: 0.5532	LR: 0.020000
Training Epoch: 19 [41984/45000]	Loss: 0.4811	LR: 0.020000
Training Epoch: 19 [42240/45000]	Loss: 0.4171	LR: 0.020000
Training Epoch: 19 [42496/45000]	Loss: 0.4190	LR: 0.020000
Training Epoch: 19 [42752/45000]	Loss: 0.4972	LR: 0.020000
Training Epoch: 19 [43008/45000]	Loss: 0.4876	LR: 0.020000
Training Epoch: 19 [43264/45000]	Loss: 0.4710	LR: 0.020000
Training Epoch: 19 [43520/45000]	Loss: 0.4519	LR: 0.020000
Training Epoch: 19 [43776/45000]	Loss: 0.5655	LR: 0.020000
Training Epoch: 19 [44032/45000]	Loss: 0.5350	LR: 0.020000
Training Epoch: 19 [44288/45000]	Loss: 0.5141	LR: 0.020000
Training Epoch: 19 [44544/45000]	Loss: 0.5870	LR: 0.020000
Training Epoch: 19 [44800/45000]	Loss: 0.4545	LR: 0.020000
Training Epoch: 19 [45000/45000]	Loss: 0.5903	LR: 0.020000
Epoch 19 - Average Train Loss: 0.4947, Train Accuracy: 0.8377
Epoch 19 training time consumed: 26.96s
Evaluating Network.....
Test set: Epoch: 19, Average loss: 0.0030, Accuracy: 0.7672, Time consumed:0.89s
Training Epoch: 20 [256/45000]	Loss: 0.3886	LR: 0.020000
Training Epoch: 20 [512/45000]	Loss: 0.4144	LR: 0.020000
Training Epoch: 20 [768/45000]	Loss: 0.4330	LR: 0.020000
Training Epoch: 20 [1024/45000]	Loss: 0.4382	LR: 0.020000
Training Epoch: 20 [1280/45000]	Loss: 0.4648	LR: 0.020000
Training Epoch: 20 [1536/45000]	Loss: 0.4072	LR: 0.020000
Training Epoch: 20 [1792/45000]	Loss: 0.5299	LR: 0.020000
Training Epoch: 20 [2048/45000]	Loss: 0.5036	LR: 0.020000
Training Epoch: 20 [2304/45000]	Loss: 0.4123	LR: 0.020000
Training Epoch: 20 [2560/45000]	Loss: 0.5209	LR: 0.020000
Training Epoch: 20 [2816/45000]	Loss: 0.5778	LR: 0.020000
Training Epoch: 20 [3072/45000]	Loss: 0.4612	LR: 0.020000
Training Epoch: 20 [3328/45000]	Loss: 0.4190	LR: 0.020000
Training Epoch: 20 [3584/45000]	Loss: 0.4706	LR: 0.020000
Training Epoch: 20 [3840/45000]	Loss: 0.4480	LR: 0.020000
Training Epoch: 20 [4096/45000]	Loss: 0.4659	LR: 0.020000
Training Epoch: 20 [4352/45000]	Loss: 0.5024	LR: 0.020000
Training Epoch: 20 [4608/45000]	Loss: 0.4956	LR: 0.020000
Training Epoch: 20 [4864/45000]	Loss: 0.4093	LR: 0.020000
Training Epoch: 20 [5120/45000]	Loss: 0.3377	LR: 0.020000
Training Epoch: 20 [5376/45000]	Loss: 0.5562	LR: 0.020000
Training Epoch: 20 [5632/45000]	Loss: 0.4899	LR: 0.020000
Training Epoch: 20 [5888/45000]	Loss: 0.4656	LR: 0.020000
Training Epoch: 20 [6144/45000]	Loss: 0.3674	LR: 0.020000
Training Epoch: 20 [6400/45000]	Loss: 0.4981	LR: 0.020000
Training Epoch: 20 [6656/45000]	Loss: 0.4474	LR: 0.020000
Training Epoch: 20 [6912/45000]	Loss: 0.4818	LR: 0.020000
Training Epoch: 20 [7168/45000]	Loss: 0.4051	LR: 0.020000
Training Epoch: 20 [7424/45000]	Loss: 0.3979	LR: 0.020000
Training Epoch: 20 [7680/45000]	Loss: 0.4929	LR: 0.020000
Training Epoch: 20 [7936/45000]	Loss: 0.4523	LR: 0.020000
Training Epoch: 20 [8192/45000]	Loss: 0.5122	LR: 0.020000
Training Epoch: 20 [8448/45000]	Loss: 0.3813	LR: 0.020000
Training Epoch: 20 [8704/45000]	Loss: 0.4952	LR: 0.020000
Training Epoch: 20 [8960/45000]	Loss: 0.4572	LR: 0.020000
Training Epoch: 20 [9216/45000]	Loss: 0.5227	LR: 0.020000
Training Epoch: 20 [9472/45000]	Loss: 0.3651	LR: 0.020000
Training Epoch: 20 [9728/45000]	Loss: 0.4942	LR: 0.020000
Training Epoch: 20 [9984/45000]	Loss: 0.5177	LR: 0.020000
Training Epoch: 20 [10240/45000]	Loss: 0.4603	LR: 0.020000
Training Epoch: 20 [10496/45000]	Loss: 0.3497	LR: 0.020000
Training Epoch: 20 [10752/45000]	Loss: 0.4863	LR: 0.020000
Training Epoch: 20 [11008/45000]	Loss: 0.4753	LR: 0.020000
Training Epoch: 20 [11264/45000]	Loss: 0.5487	LR: 0.020000
Training Epoch: 20 [11520/45000]	Loss: 0.4016	LR: 0.020000
Training Epoch: 20 [11776/45000]	Loss: 0.4581	LR: 0.020000
Training Epoch: 20 [12032/45000]	Loss: 0.5147	LR: 0.020000
Training Epoch: 20 [12288/45000]	Loss: 0.4908	LR: 0.020000
Training Epoch: 20 [12544/45000]	Loss: 0.5766	LR: 0.020000
Training Epoch: 20 [12800/45000]	Loss: 0.5270	LR: 0.020000
Training Epoch: 20 [13056/45000]	Loss: 0.5314	LR: 0.020000
Training Epoch: 20 [13312/45000]	Loss: 0.4578	LR: 0.020000
Training Epoch: 20 [13568/45000]	Loss: 0.4257	LR: 0.020000
Training Epoch: 20 [13824/45000]	Loss: 0.4434	LR: 0.020000
Training Epoch: 20 [14080/45000]	Loss: 0.3901	LR: 0.020000
Training Epoch: 20 [14336/45000]	Loss: 0.4520	LR: 0.020000
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Training Epoch: 20 [14848/45000]	Loss: 0.4281	LR: 0.020000
Training Epoch: 20 [15104/45000]	Loss: 0.4430	LR: 0.020000
Training Epoch: 20 [15360/45000]	Loss: 0.4340	LR: 0.020000
Training Epoch: 20 [15616/45000]	Loss: 0.4499	LR: 0.020000
Training Epoch: 20 [15872/45000]	Loss: 0.4122	LR: 0.020000
Training Epoch: 20 [16128/45000]	Loss: 0.4752	LR: 0.020000
Training Epoch: 20 [16384/45000]	Loss: 0.5331	LR: 0.020000
Training Epoch: 20 [16640/45000]	Loss: 0.3778	LR: 0.020000
Training Epoch: 20 [16896/45000]	Loss: 0.3813	LR: 0.020000
Training Epoch: 20 [17152/45000]	Loss: 0.3891	LR: 0.020000
Training Epoch: 20 [17408/45000]	Loss: 0.4896	LR: 0.020000
Training Epoch: 20 [17664/45000]	Loss: 0.4702	LR: 0.020000
Training Epoch: 20 [17920/45000]	Loss: 0.5049	LR: 0.020000
Training Epoch: 20 [18176/45000]	Loss: 0.5207	LR: 0.020000
Training Epoch: 20 [18432/45000]	Loss: 0.5059	LR: 0.020000
Training Epoch: 20 [18688/45000]	Loss: 0.5121	LR: 0.020000
Training Epoch: 20 [18944/45000]	Loss: 0.5049	LR: 0.020000
Training Epoch: 20 [19200/45000]	Loss: 0.5307	LR: 0.020000
Training Epoch: 20 [19456/45000]	Loss: 0.4628	LR: 0.020000
Training Epoch: 20 [19712/45000]	Loss: 0.3729	LR: 0.020000
Training Epoch: 20 [19968/45000]	Loss: 0.5053	LR: 0.020000
Training Epoch: 20 [20224/45000]	Loss: 0.4073	LR: 0.020000
Training Epoch: 20 [20480/45000]	Loss: 0.5279	LR: 0.020000
Training Epoch: 20 [20736/45000]	Loss: 0.4425	LR: 0.020000
Training Epoch: 20 [20992/45000]	Loss: 0.5347	LR: 0.020000
Training Epoch: 20 [21248/45000]	Loss: 0.4231	LR: 0.020000
Training Epoch: 20 [21504/45000]	Loss: 0.5201	LR: 0.020000
Training Epoch: 20 [21760/45000]	Loss: 0.4822	LR: 0.020000
Training Epoch: 20 [22016/45000]	Loss: 0.4180	LR: 0.020000
Training Epoch: 20 [22272/45000]	Loss: 0.4243	LR: 0.020000
Training Epoch: 20 [22528/45000]	Loss: 0.4191	LR: 0.020000
Training Epoch: 20 [22784/45000]	Loss: 0.5016	LR: 0.020000
Training Epoch: 20 [23040/45000]	Loss: 0.5431	LR: 0.020000
Training Epoch: 20 [23296/45000]	Loss: 0.5069	LR: 0.020000
Training Epoch: 20 [23552/45000]	Loss: 0.5280	LR: 0.020000
Training Epoch: 20 [23808/45000]	Loss: 0.4593	LR: 0.020000
Training Epoch: 20 [24064/45000]	Loss: 0.4618	LR: 0.020000
Training Epoch: 20 [24320/45000]	Loss: 0.6399	LR: 0.020000
Training Epoch: 20 [24576/45000]	Loss: 0.4511	LR: 0.020000
Training Epoch: 20 [24832/45000]	Loss: 0.4657	LR: 0.020000
Training Epoch: 20 [25088/45000]	Loss: 0.3685	LR: 0.020000
Training Epoch: 20 [25344/45000]	Loss: 0.5766	LR: 0.020000
Training Epoch: 20 [25600/45000]	Loss: 0.5237	LR: 0.020000
Training Epoch: 20 [25856/45000]	Loss: 0.4867	LR: 0.020000
Training Epoch: 20 [26112/45000]	Loss: 0.4763	LR: 0.020000
Training Epoch: 20 [26368/45000]	Loss: 0.4966	LR: 0.020000
Training Epoch: 20 [26624/45000]	Loss: 0.4610	LR: 0.020000
Training Epoch: 20 [26880/45000]	Loss: 0.5318	LR: 0.020000
Training Epoch: 20 [27136/45000]	Loss: 0.3694	LR: 0.020000
Training Epoch: 20 [27392/45000]	Loss: 0.4972	LR: 0.020000
Training Epoch: 20 [27648/45000]	Loss: 0.4840	LR: 0.020000
Training Epoch: 20 [27904/45000]	Loss: 0.5336	LR: 0.020000
Training Epoch: 20 [28160/45000]	Loss: 0.4445	LR: 0.020000
Training Epoch: 20 [28416/45000]	Loss: 0.5104	LR: 0.020000
Training Epoch: 20 [28672/45000]	Loss: 0.5114	LR: 0.020000
Training Epoch: 20 [28928/45000]	Loss: 0.5018	LR: 0.020000
Training Epoch: 20 [29184/45000]	Loss: 0.4862	LR: 0.020000
Training Epoch: 20 [29440/45000]	Loss: 0.4165	LR: 0.020000
Training Epoch: 20 [29696/45000]	Loss: 0.4170	LR: 0.020000
Training Epoch: 20 [29952/45000]	Loss: 0.4652	LR: 0.020000
Training Epoch: 20 [30208/45000]	Loss: 0.4533	LR: 0.020000
Training Epoch: 20 [30464/45000]	Loss: 0.4759	LR: 0.020000
Training Epoch: 20 [30720/45000]	Loss: 0.6334	LR: 0.020000
Training Epoch: 20 [30976/45000]	Loss: 0.4508	LR: 0.020000
Training Epoch: 20 [31232/45000]	Loss: 0.5364	LR: 0.020000
Training Epoch: 20 [31488/45000]	Loss: 0.4399	LR: 0.020000
Training Epoch: 20 [31744/45000]	Loss: 0.4736	LR: 0.020000
Training Epoch: 20 [32000/45000]	Loss: 0.5773	LR: 0.020000
Training Epoch: 20 [32256/45000]	Loss: 0.5505	LR: 0.020000
Training Epoch: 20 [32512/45000]	Loss: 0.5040	LR: 0.020000
Training Epoch: 20 [32768/45000]	Loss: 0.4261	LR: 0.020000
Training Epoch: 20 [33024/45000]	Loss: 0.5262	LR: 0.020000
Training Epoch: 20 [33280/45000]	Loss: 0.4348	LR: 0.020000
Training Epoch: 20 [33536/45000]	Loss: 0.5398	LR: 0.020000
Training Epoch: 20 [33792/45000]	Loss: 0.5246	LR: 0.020000
Training Epoch: 20 [34048/45000]	Loss: 0.5045	LR: 0.020000
Training Epoch: 20 [34304/45000]	Loss: 0.4437	LR: 0.020000
Training Epoch: 20 [34560/45000]	Loss: 0.4755	LR: 0.020000
Training Epoch: 20 [34816/45000]	Loss: 0.4068	LR: 0.020000
Training Epoch: 20 [35072/45000]	Loss: 0.3552	LR: 0.020000
Training Epoch: 20 [35328/45000]	Loss: 0.5105	LR: 0.020000
Training Epoch: 20 [35584/45000]	Loss: 0.4142	LR: 0.020000
Training Epoch: 20 [35840/45000]	Loss: 0.4447	LR: 0.020000
Training Epoch: 20 [36096/45000]	Loss: 0.4634	LR: 0.020000
Training Epoch: 20 [36352/45000]	Loss: 0.5396	LR: 0.020000
Training Epoch: 20 [36608/45000]	Loss: 0.4768	LR: 0.020000
Training Epoch: 20 [36864/45000]	Loss: 0.4720	LR: 0.020000
Training Epoch: 20 [37120/45000]	Loss: 0.5346	LR: 0.020000
Training Epoch: 20 [37376/45000]	Loss: 0.5132	LR: 0.020000
Training Epoch: 20 [37632/45000]	Loss: 0.4874	LR: 0.020000
Training Epoch: 20 [37888/45000]	Loss: 0.5106	LR: 0.020000
Training Epoch: 20 [38144/45000]	Loss: 0.5452	LR: 0.020000
Training Epoch: 20 [38400/45000]	Loss: 0.4313	LR: 0.020000
Training Epoch: 20 [38656/45000]	Loss: 0.4022	LR: 0.020000
Training Epoch: 20 [38912/45000]	Loss: 0.4862	LR: 0.020000
Training Epoch: 20 [39168/45000]	Loss: 0.4876	LR: 0.020000
Training Epoch: 20 [39424/45000]	Loss: 0.4667	LR: 0.020000
Training Epoch: 20 [39680/45000]	Loss: 0.4618	LR: 0.020000
Training Epoch: 20 [39936/45000]	Loss: 0.4783	LR: 0.020000
Training Epoch: 20 [40192/45000]	Loss: 0.4105	LR: 0.020000
Training Epoch: 20 [40448/45000]	Loss: 0.6498	LR: 0.020000
Training Epoch: 20 [40704/45000]	Loss: 0.4618	LR: 0.020000
Training Epoch: 20 [40960/45000]	Loss: 0.4510	LR: 0.020000
Training Epoch: 20 [41216/45000]	Loss: 0.4559	LR: 0.020000
Training Epoch: 20 [41472/45000]	Loss: 0.4338	LR: 0.020000
Training Epoch: 20 [41728/45000]	Loss: 0.4622	LR: 0.020000
Training Epoch: 20 [41984/45000]	Loss: 0.4898	LR: 0.020000
Training Epoch: 20 [42240/45000]	Loss: 0.4308	LR: 0.020000
Training Epoch: 20 [42496/45000]	Loss: 0.4674	LR: 0.020000
Training Epoch: 20 [42752/45000]	Loss: 0.4328	LR: 0.020000
Training Epoch: 20 [43008/45000]	Loss: 0.5090	LR: 0.020000
Training Epoch: 20 [43264/45000]	Loss: 0.5350	LR: 0.020000
Training Epoch: 20 [43520/45000]	Loss: 0.4452	LR: 0.020000
Training Epoch: 20 [43776/45000]	Loss: 0.4321	LR: 0.020000
Training Epoch: 20 [44032/45000]	Loss: 0.5189	LR: 0.020000
Training Epoch: 20 [44288/45000]	Loss: 0.4822	LR: 0.020000
Training Epoch: 20 [44544/45000]	Loss: 0.5042	LR: 0.020000
Training Epoch: 20 [44800/45000]	Loss: 0.5777	LR: 0.020000
Training Epoch: 20 [45000/45000]	Loss: 0.5124	LR: 0.020000
Epoch 20 - Average Train Loss: 0.4730, Train Accuracy: 0.8449
Epoch 20 training time consumed: 27.15s
Evaluating Network.....
Test set: Epoch: 20, Average loss: 0.0030, Accuracy: 0.7648, Time consumed:0.88s
Training Epoch: 21 [256/45000]	Loss: 0.3205	LR: 0.020000
Training Epoch: 21 [512/45000]	Loss: 0.4229	LR: 0.020000
Training Epoch: 21 [768/45000]	Loss: 0.4450	LR: 0.020000
Training Epoch: 21 [1024/45000]	Loss: 0.4317	LR: 0.020000
Training Epoch: 21 [1280/45000]	Loss: 0.4229	LR: 0.020000
Training Epoch: 21 [1536/45000]	Loss: 0.3846	LR: 0.020000
Training Epoch: 21 [1792/45000]	Loss: 0.4864	LR: 0.020000
Training Epoch: 21 [2048/45000]	Loss: 0.4673	LR: 0.020000
Training Epoch: 21 [2304/45000]	Loss: 0.4122	LR: 0.020000
Training Epoch: 21 [2560/45000]	Loss: 0.3873	LR: 0.020000
Training Epoch: 21 [2816/45000]	Loss: 0.4819	LR: 0.020000
Training Epoch: 21 [3072/45000]	Loss: 0.4838	LR: 0.020000
Training Epoch: 21 [3328/45000]	Loss: 0.4619	LR: 0.020000
Training Epoch: 21 [3584/45000]	Loss: 0.3880	LR: 0.020000
Training Epoch: 21 [3840/45000]	Loss: 0.3742	LR: 0.020000
Training Epoch: 21 [4096/45000]	Loss: 0.3596	LR: 0.020000
Training Epoch: 21 [4352/45000]	Loss: 0.3705	LR: 0.020000
Training Epoch: 21 [4608/45000]	Loss: 0.3911	LR: 0.020000
Training Epoch: 21 [4864/45000]	Loss: 0.4462	LR: 0.020000
Training Epoch: 21 [5120/45000]	Loss: 0.4488	LR: 0.020000
Training Epoch: 21 [5376/45000]	Loss: 0.3806	LR: 0.020000
Training Epoch: 21 [5632/45000]	Loss: 0.3928	LR: 0.020000
Training Epoch: 21 [5888/45000]	Loss: 0.3958	LR: 0.020000
Training Epoch: 21 [6144/45000]	Loss: 0.4422	LR: 0.020000
Training Epoch: 21 [6400/45000]	Loss: 0.4438	LR: 0.020000
Training Epoch: 21 [6656/45000]	Loss: 0.3579	LR: 0.020000
Training Epoch: 21 [6912/45000]	Loss: 0.4510	LR: 0.020000
Training Epoch: 21 [7168/45000]	Loss: 0.4882	LR: 0.020000
Training Epoch: 21 [7424/45000]	Loss: 0.4203	LR: 0.020000
Training Epoch: 21 [7680/45000]	Loss: 0.3313	LR: 0.020000
Training Epoch: 21 [7936/45000]	Loss: 0.3745	LR: 0.020000
Training Epoch: 21 [8192/45000]	Loss: 0.5092	LR: 0.020000
Training Epoch: 21 [8448/45000]	Loss: 0.4130	LR: 0.020000
Training Epoch: 21 [8704/45000]	Loss: 0.4648	LR: 0.020000
Training Epoch: 21 [8960/45000]	Loss: 0.4529	LR: 0.020000
Training Epoch: 21 [9216/45000]	Loss: 0.4274	LR: 0.020000
Training Epoch: 21 [9472/45000]	Loss: 0.5446	LR: 0.020000
Training Epoch: 21 [9728/45000]	Loss: 0.4501	LR: 0.020000
Training Epoch: 21 [9984/45000]	Loss: 0.4219	LR: 0.020000
Training Epoch: 21 [10240/45000]	Loss: 0.4497	LR: 0.020000
Training Epoch: 21 [10496/45000]	Loss: 0.4079	LR: 0.020000
Training Epoch: 21 [10752/45000]	Loss: 0.4424	LR: 0.020000
Training Epoch: 21 [11008/45000]	Loss: 0.4331	LR: 0.020000
Training Epoch: 21 [11264/45000]	Loss: 0.5896	LR: 0.020000
Training Epoch: 21 [11520/45000]	Loss: 0.4669	LR: 0.020000
Training Epoch: 21 [11776/45000]	Loss: 0.5847	LR: 0.020000
Training Epoch: 21 [12032/45000]	Loss: 0.4617	LR: 0.020000
Training Epoch: 21 [12288/45000]	Loss: 0.4049	LR: 0.020000
Training Epoch: 21 [12544/45000]	Loss: 0.4372	LR: 0.020000
Training Epoch: 21 [12800/45000]	Loss: 0.5448	LR: 0.020000
Training Epoch: 21 [13056/45000]	Loss: 0.5711	LR: 0.020000
Training Epoch: 21 [13312/45000]	Loss: 0.4720	LR: 0.020000
Training Epoch: 21 [13568/45000]	Loss: 0.4828	LR: 0.020000
Training Epoch: 21 [13824/45000]	Loss: 0.4389	LR: 0.020000
Training Epoch: 21 [14080/45000]	Loss: 0.5103	LR: 0.020000
Training Epoch: 21 [14336/45000]	Loss: 0.4511	LR: 0.020000
Training Epoch: 21 [14592/45000]	Loss: 0.4143	LR: 0.020000
Training Epoch: 21 [14848/45000]	Loss: 0.4596	LR: 0.020000
Training Epoch: 21 [15104/45000]	Loss: 0.3757	LR: 0.020000
Training Epoch: 21 [15360/45000]	Loss: 0.3658	LR: 0.020000
Training Epoch: 21 [15616/45000]	Loss: 0.4725	LR: 0.020000
Training Epoch: 21 [15872/45000]	Loss: 0.4772	LR: 0.020000
Training Epoch: 21 [16128/45000]	Loss: 0.3461	LR: 0.020000
Training Epoch: 21 [16384/45000]	Loss: 0.4294	LR: 0.020000
Training Epoch: 21 [16640/45000]	Loss: 0.3470	LR: 0.020000
Training Epoch: 21 [16896/45000]	Loss: 0.3992	LR: 0.020000
Training Epoch: 21 [17152/45000]	Loss: 0.5016	LR: 0.020000
Training Epoch: 21 [17408/45000]	Loss: 0.5800	LR: 0.020000
Training Epoch: 21 [17664/45000]	Loss: 0.3529	LR: 0.020000
Training Epoch: 21 [17920/45000]	Loss: 0.4846	LR: 0.020000
Training Epoch: 21 [18176/45000]	Loss: 0.4405	LR: 0.020000
Training Epoch: 21 [18432/45000]	Loss: 0.4407	LR: 0.020000
Training Epoch: 21 [18688/45000]	Loss: 0.4594	LR: 0.020000
Training Epoch: 21 [18944/45000]	Loss: 0.5295	LR: 0.020000
Training Epoch: 21 [19200/45000]	Loss: 0.4013	LR: 0.020000
Training Epoch: 21 [19456/45000]	Loss: 0.5068	LR: 0.020000
Training Epoch: 21 [19712/45000]	Loss: 0.3829	LR: 0.020000
Training Epoch: 21 [19968/45000]	Loss: 0.3373	LR: 0.020000
Training Epoch: 21 [20224/45000]	Loss: 0.4941	LR: 0.020000
Training Epoch: 21 [20480/45000]	Loss: 0.4567	LR: 0.020000
Training Epoch: 21 [20736/45000]	Loss: 0.3887	LR: 0.020000
Training Epoch: 21 [20992/45000]	Loss: 0.5029	LR: 0.020000
Training Epoch: 21 [21248/45000]	Loss: 0.3783	LR: 0.020000
Training Epoch: 21 [21504/45000]	Loss: 0.4189	LR: 0.020000
Training Epoch: 21 [21760/45000]	Loss: 0.5000	LR: 0.020000
Training Epoch: 21 [22016/45000]	Loss: 0.5008	LR: 0.020000
Training Epoch: 21 [22272/45000]	Loss: 0.5492	LR: 0.020000
Training Epoch: 21 [22528/45000]	Loss: 0.4279	LR: 0.020000
Training Epoch: 21 [22784/45000]	Loss: 0.4427	LR: 0.020000
Training Epoch: 21 [23040/45000]	Loss: 0.4340	LR: 0.020000
Training Epoch: 21 [23296/45000]	Loss: 0.4387	LR: 0.020000
Training Epoch: 21 [23552/45000]	Loss: 0.4173	LR: 0.020000
Training Epoch: 21 [23808/45000]	Loss: 0.4208	LR: 0.020000
Training Epoch: 21 [24064/45000]	Loss: 0.5258	LR: 0.020000
Training Epoch: 21 [24320/45000]	Loss: 0.3964	LR: 0.020000
Training Epoch: 21 [24576/45000]	Loss: 0.5123	LR: 0.020000
Training Epoch: 21 [24832/45000]	Loss: 0.3540	LR: 0.020000
Training Epoch: 21 [25088/45000]	Loss: 0.4420	LR: 0.020000
Training Epoch: 21 [25344/45000]	Loss: 0.4071	LR: 0.020000
Training Epoch: 21 [25600/45000]	Loss: 0.4152	LR: 0.020000
Training Epoch: 21 [25856/45000]	Loss: 0.5196	LR: 0.020000
Training Epoch: 21 [26112/45000]	Loss: 0.4852	LR: 0.020000
Training Epoch: 21 [26368/45000]	Loss: 0.4660	LR: 0.020000
Training Epoch: 21 [26624/45000]	Loss: 0.4415	LR: 0.020000
Training Epoch: 21 [26880/45000]	Loss: 0.4927	LR: 0.020000
Training Epoch: 21 [27136/45000]	Loss: 0.5259	LR: 0.020000
Training Epoch: 21 [27392/45000]	Loss: 0.5212	LR: 0.020000
Training Epoch: 21 [27648/45000]	Loss: 0.3762	LR: 0.020000
Training Epoch: 21 [27904/45000]	Loss: 0.5481	LR: 0.020000
Training Epoch: 21 [28160/45000]	Loss: 0.5813	LR: 0.020000
Training Epoch: 21 [28416/45000]	Loss: 0.5132	LR: 0.020000
Training Epoch: 21 [28672/45000]	Loss: 0.4880	LR: 0.020000
Training Epoch: 21 [28928/45000]	Loss: 0.4890	LR: 0.020000
Training Epoch: 21 [29184/45000]	Loss: 0.4400	LR: 0.020000
Training Epoch: 21 [29440/45000]	Loss: 0.4458	LR: 0.020000
Training Epoch: 21 [29696/45000]	Loss: 0.5008	LR: 0.020000
Training Epoch: 21 [29952/45000]	Loss: 0.5322	LR: 0.020000
Training Epoch: 21 [30208/45000]	Loss: 0.5413	LR: 0.020000
Training Epoch: 21 [30464/45000]	Loss: 0.3895	LR: 0.020000
Training Epoch: 21 [30720/45000]	Loss: 0.5447	LR: 0.020000
Training Epoch: 21 [30976/45000]	Loss: 0.5176	LR: 0.020000
Training Epoch: 21 [31232/45000]	Loss: 0.4615	LR: 0.020000
Training Epoch: 21 [31488/45000]	Loss: 0.4993	LR: 0.020000
Training Epoch: 21 [31744/45000]	Loss: 0.4427	LR: 0.020000
Training Epoch: 21 [32000/45000]	Loss: 0.4977	LR: 0.020000
Training Epoch: 21 [32256/45000]	Loss: 0.3986	LR: 0.020000
Training Epoch: 21 [32512/45000]	Loss: 0.5977	LR: 0.020000
Training Epoch: 21 [32768/45000]	Loss: 0.4876	LR: 0.020000
Training Epoch: 21 [33024/45000]	Loss: 0.4486	LR: 0.020000
Training Epoch: 21 [33280/45000]	Loss: 0.5514	LR: 0.020000
Training Epoch: 21 [33536/45000]	Loss: 0.3656	LR: 0.020000
Training Epoch: 21 [33792/45000]	Loss: 0.4678	LR: 0.020000
Training Epoch: 21 [34048/45000]	Loss: 0.4454	LR: 0.020000
Training Epoch: 21 [34304/45000]	Loss: 0.5531	LR: 0.020000
Training Epoch: 21 [34560/45000]	Loss: 0.5214	LR: 0.020000
Training Epoch: 21 [34816/45000]	Loss: 0.4850	LR: 0.020000
Training Epoch: 21 [35072/45000]	Loss: 0.4717	LR: 0.020000
Training Epoch: 21 [35328/45000]	Loss: 0.4900	LR: 0.020000
Training Epoch: 21 [35584/45000]	Loss: 0.4639	LR: 0.020000
Training Epoch: 21 [35840/45000]	Loss: 0.4571	LR: 0.020000
Training Epoch: 21 [36096/45000]	Loss: 0.5099	LR: 0.020000
Training Epoch: 21 [36352/45000]	Loss: 0.5203	LR: 0.020000
Training Epoch: 21 [36608/45000]	Loss: 0.3634	LR: 0.020000
Training Epoch: 21 [36864/45000]	Loss: 0.4079	LR: 0.020000
Training Epoch: 21 [37120/45000]	Loss: 0.4163	LR: 0.020000
Training Epoch: 21 [37376/45000]	Loss: 0.4846	LR: 0.020000
Training Epoch: 21 [37632/45000]	Loss: 0.5887	LR: 0.020000
Training Epoch: 21 [37888/45000]	Loss: 0.5042	LR: 0.020000
Training Epoch: 21 [38144/45000]	Loss: 0.5671	LR: 0.020000
Training Epoch: 21 [38400/45000]	Loss: 0.5477	LR: 0.020000
Training Epoch: 21 [38656/45000]	Loss: 0.4120	LR: 0.020000
Training Epoch: 21 [38912/45000]	Loss: 0.4955	LR: 0.020000
Training Epoch: 21 [39168/45000]	Loss: 0.4716	LR: 0.020000
Training Epoch: 21 [39424/45000]	Loss: 0.5412	LR: 0.020000
Training Epoch: 21 [39680/45000]	Loss: 0.5214	LR: 0.020000
Training Epoch: 21 [39936/45000]	Loss: 0.4499	LR: 0.020000
Training Epoch: 21 [40192/45000]	Loss: 0.3366	LR: 0.020000
Training Epoch: 21 [40448/45000]	Loss: 0.3968	LR: 0.020000
Training Epoch: 21 [40704/45000]	Loss: 0.4438	LR: 0.020000
Training Epoch: 21 [40960/45000]	Loss: 0.3581	LR: 0.020000
Training Epoch: 21 [41216/45000]	Loss: 0.4936	LR: 0.020000
Training Epoch: 21 [41472/45000]	Loss: 0.5730	LR: 0.020000
Training Epoch: 21 [41728/45000]	Loss: 0.4532	LR: 0.020000
Training Epoch: 21 [41984/45000]	Loss: 0.5150	LR: 0.020000
Training Epoch: 21 [42240/45000]	Loss: 0.4568	LR: 0.020000
Training Epoch: 21 [42496/45000]	Loss: 0.4112	LR: 0.020000
Training Epoch: 21 [42752/45000]	Loss: 0.4433	LR: 0.020000
Training Epoch: 21 [43008/45000]	Loss: 0.5485	LR: 0.020000
Training Epoch: 21 [43264/45000]	Loss: 0.4843	LR: 0.020000
Training Epoch: 21 [43520/45000]	Loss: 0.4421	LR: 0.020000
Training Epoch: 21 [43776/45000]	Loss: 0.4515	LR: 0.020000
Training Epoch: 21 [44032/45000]	Loss: 0.4930	LR: 0.020000
Training Epoch: 21 [44288/45000]	Loss: 0.4464	LR: 0.020000
Training Epoch: 21 [44544/45000]	Loss: 0.5436	LR: 0.020000
Training Epoch: 21 [44800/45000]	Loss: 0.5415	LR: 0.020000
Training Epoch: 21 [45000/45000]	Loss: 0.4628	LR: 0.020000
Epoch 21 - Average Train Loss: 0.4579, Train Accuracy: 0.8493
Epoch 21 training time consumed: 26.91s
Evaluating Network.....
Test set: Epoch: 21, Average loss: 0.0030, Accuracy: 0.7704, Time consumed:0.96s
Training Epoch: 22 [256/45000]	Loss: 0.4456	LR: 0.020000
Training Epoch: 22 [512/45000]	Loss: 0.4151	LR: 0.020000
Training Epoch: 22 [768/45000]	Loss: 0.4080	LR: 0.020000
Training Epoch: 22 [1024/45000]	Loss: 0.3666	LR: 0.020000
Training Epoch: 22 [1280/45000]	Loss: 0.4843	LR: 0.020000
Training Epoch: 22 [1536/45000]	Loss: 0.4269	LR: 0.020000
Training Epoch: 22 [1792/45000]	Loss: 0.4164	LR: 0.020000
Training Epoch: 22 [2048/45000]	Loss: 0.4539	LR: 0.020000
Training Epoch: 22 [2304/45000]	Loss: 0.3958	LR: 0.020000
Training Epoch: 22 [2560/45000]	Loss: 0.4226	LR: 0.020000
Training Epoch: 22 [2816/45000]	Loss: 0.3876	LR: 0.020000
Training Epoch: 22 [3072/45000]	Loss: 0.4025	LR: 0.020000
Training Epoch: 22 [3328/45000]	Loss: 0.4425	LR: 0.020000
Training Epoch: 22 [3584/45000]	Loss: 0.4606	LR: 0.020000
Training Epoch: 22 [3840/45000]	Loss: 0.4837	LR: 0.020000
Training Epoch: 22 [4096/45000]	Loss: 0.3927	LR: 0.020000
Training Epoch: 22 [4352/45000]	Loss: 0.3727	LR: 0.020000
Training Epoch: 22 [4608/45000]	Loss: 0.3744	LR: 0.020000
Training Epoch: 22 [4864/45000]	Loss: 0.4225	LR: 0.020000
Training Epoch: 22 [5120/45000]	Loss: 0.3589	LR: 0.020000
Training Epoch: 22 [5376/45000]	Loss: 0.4320	LR: 0.020000
Training Epoch: 22 [5632/45000]	Loss: 0.4190	LR: 0.020000
Training Epoch: 22 [5888/45000]	Loss: 0.4062	LR: 0.020000
Training Epoch: 22 [6144/45000]	Loss: 0.3516	LR: 0.020000
Training Epoch: 22 [6400/45000]	Loss: 0.4709	LR: 0.020000
Training Epoch: 22 [6656/45000]	Loss: 0.4762	LR: 0.020000
Training Epoch: 22 [6912/45000]	Loss: 0.4003	LR: 0.020000
Training Epoch: 22 [7168/45000]	Loss: 0.3870	LR: 0.020000
Training Epoch: 22 [7424/45000]	Loss: 0.4438	LR: 0.020000
Training Epoch: 22 [7680/45000]	Loss: 0.4110	LR: 0.020000
Training Epoch: 22 [7936/45000]	Loss: 0.3959	LR: 0.020000
Training Epoch: 22 [8192/45000]	Loss: 0.4340	LR: 0.020000
Training Epoch: 22 [8448/45000]	Loss: 0.4325	LR: 0.020000
Training Epoch: 22 [8704/45000]	Loss: 0.4154	LR: 0.020000
Training Epoch: 22 [8960/45000]	Loss: 0.4433	LR: 0.020000
Training Epoch: 22 [9216/45000]	Loss: 0.5237	LR: 0.020000
Training Epoch: 22 [9472/45000]	Loss: 0.4655	LR: 0.020000
Training Epoch: 22 [9728/45000]	Loss: 0.4994	LR: 0.020000
Training Epoch: 22 [9984/45000]	Loss: 0.4070	LR: 0.020000
Training Epoch: 22 [10240/45000]	Loss: 0.4057	LR: 0.020000
Training Epoch: 22 [10496/45000]	Loss: 0.3850	LR: 0.020000
Training Epoch: 22 [10752/45000]	Loss: 0.3348	LR: 0.020000
Training Epoch: 22 [11008/45000]	Loss: 0.5182	LR: 0.020000
Training Epoch: 22 [11264/45000]	Loss: 0.4472	LR: 0.020000
Training Epoch: 22 [11520/45000]	Loss: 0.5475	LR: 0.020000
Training Epoch: 22 [11776/45000]	Loss: 0.4289	LR: 0.020000
Training Epoch: 22 [12032/45000]	Loss: 0.3722	LR: 0.020000
Training Epoch: 22 [12288/45000]	Loss: 0.4017	LR: 0.020000
Training Epoch: 22 [12544/45000]	Loss: 0.3991	LR: 0.020000
Training Epoch: 22 [12800/45000]	Loss: 0.4438	LR: 0.020000
Training Epoch: 22 [13056/45000]	Loss: 0.4785	LR: 0.020000
Training Epoch: 22 [13312/45000]	Loss: 0.4633	LR: 0.020000
Training Epoch: 22 [13568/45000]	Loss: 0.3952	LR: 0.020000
Training Epoch: 22 [13824/45000]	Loss: 0.4494	LR: 0.020000
Training Epoch: 22 [14080/45000]	Loss: 0.4909	LR: 0.020000
Training Epoch: 22 [14336/45000]	Loss: 0.4771	LR: 0.020000
Training Epoch: 22 [14592/45000]	Loss: 0.4707	LR: 0.020000
Training Epoch: 22 [14848/45000]	Loss: 0.4131	LR: 0.020000
Training Epoch: 22 [15104/45000]	Loss: 0.5386	LR: 0.020000
Training Epoch: 22 [15360/45000]	Loss: 0.4296	LR: 0.020000
Training Epoch: 22 [15616/45000]	Loss: 0.3806	LR: 0.020000
Training Epoch: 22 [15872/45000]	Loss: 0.4171	LR: 0.020000
Training Epoch: 22 [16128/45000]	Loss: 0.5334	LR: 0.020000
Training Epoch: 22 [16384/45000]	Loss: 0.3648	LR: 0.020000
Training Epoch: 22 [16640/45000]	Loss: 0.5177	LR: 0.020000
Training Epoch: 22 [16896/45000]	Loss: 0.5252	LR: 0.020000
Training Epoch: 22 [17152/45000]	Loss: 0.4266	LR: 0.020000
Training Epoch: 22 [17408/45000]	Loss: 0.4211	LR: 0.020000
Training Epoch: 22 [17664/45000]	Loss: 0.3466	LR: 0.020000
Training Epoch: 22 [17920/45000]	Loss: 0.4255	LR: 0.020000
Training Epoch: 22 [18176/45000]	Loss: 0.4602	LR: 0.020000
Training Epoch: 22 [18432/45000]	Loss: 0.3985	LR: 0.020000
Training Epoch: 22 [18688/45000]	Loss: 0.3983	LR: 0.020000
Training Epoch: 22 [18944/45000]	Loss: 0.4943	LR: 0.020000
Training Epoch: 22 [19200/45000]	Loss: 0.4777	LR: 0.020000
Training Epoch: 22 [19456/45000]	Loss: 0.3844	LR: 0.020000
Training Epoch: 22 [19712/45000]	Loss: 0.4608	LR: 0.020000
Training Epoch: 22 [19968/45000]	Loss: 0.4262	LR: 0.020000
Training Epoch: 22 [20224/45000]	Loss: 0.4126	LR: 0.020000
Training Epoch: 22 [20480/45000]	Loss: 0.4514	LR: 0.020000
Training Epoch: 22 [20736/45000]	Loss: 0.4181	LR: 0.020000
Training Epoch: 22 [20992/45000]	Loss: 0.3687	LR: 0.020000
Training Epoch: 22 [21248/45000]	Loss: 0.4588	LR: 0.020000
Training Epoch: 22 [21504/45000]	Loss: 0.3634	LR: 0.020000
Training Epoch: 22 [21760/45000]	Loss: 0.4294	LR: 0.020000
Training Epoch: 22 [22016/45000]	Loss: 0.4185	LR: 0.020000
Training Epoch: 22 [22272/45000]	Loss: 0.5251	LR: 0.020000
Training Epoch: 22 [22528/45000]	Loss: 0.4592	LR: 0.020000
Training Epoch: 22 [22784/45000]	Loss: 0.4234	LR: 0.020000
Training Epoch: 22 [23040/45000]	Loss: 0.5854	LR: 0.020000
Training Epoch: 22 [23296/45000]	Loss: 0.4369	LR: 0.020000
Training Epoch: 22 [23552/45000]	Loss: 0.3919	LR: 0.020000
Training Epoch: 22 [23808/45000]	Loss: 0.4403	LR: 0.020000
Training Epoch: 22 [24064/45000]	Loss: 0.4468	LR: 0.020000
Training Epoch: 22 [24320/45000]	Loss: 0.4953	LR: 0.020000
Training Epoch: 22 [24576/45000]	Loss: 0.4321	LR: 0.020000
Training Epoch: 22 [24832/45000]	Loss: 0.4782	LR: 0.020000
Training Epoch: 22 [25088/45000]	Loss: 0.3803	LR: 0.020000
Training Epoch: 22 [25344/45000]	Loss: 0.5194	LR: 0.020000
Training Epoch: 22 [25600/45000]	Loss: 0.3332	LR: 0.020000
Training Epoch: 22 [25856/45000]	Loss: 0.3850	LR: 0.020000
Training Epoch: 22 [26112/45000]	Loss: 0.4494	LR: 0.020000
Training Epoch: 22 [26368/45000]	Loss: 0.3921	LR: 0.020000
Training Epoch: 22 [26624/45000]	Loss: 0.3799	LR: 0.020000
Training Epoch: 22 [26880/45000]	Loss: 0.4811	LR: 0.020000
Training Epoch: 22 [27136/45000]	Loss: 0.5267	LR: 0.020000
Training Epoch: 22 [27392/45000]	Loss: 0.5264	LR: 0.020000
Training Epoch: 22 [27648/45000]	Loss: 0.5021	LR: 0.020000
Training Epoch: 22 [27904/45000]	Loss: 0.4550	LR: 0.020000
Training Epoch: 22 [28160/45000]	Loss: 0.4272	LR: 0.020000
Training Epoch: 22 [28416/45000]	Loss: 0.5224	LR: 0.020000
Training Epoch: 22 [28672/45000]	Loss: 0.4370	LR: 0.020000
Training Epoch: 22 [28928/45000]	Loss: 0.4430	LR: 0.020000
Training Epoch: 22 [29184/45000]	Loss: 0.3521	LR: 0.020000
Training Epoch: 22 [29440/45000]	Loss: 0.3961	LR: 0.020000
Training Epoch: 22 [29696/45000]	Loss: 0.5094	LR: 0.020000
Training Epoch: 22 [29952/45000]	Loss: 0.3416	LR: 0.020000
Training Epoch: 22 [30208/45000]	Loss: 0.4479	LR: 0.020000
Training Epoch: 22 [30464/45000]	Loss: 0.4667	LR: 0.020000
Training Epoch: 22 [30720/45000]	Loss: 0.4659	LR: 0.020000
Training Epoch: 22 [30976/45000]	Loss: 0.4681	LR: 0.020000
Training Epoch: 22 [31232/45000]	Loss: 0.5101	LR: 0.020000
Training Epoch: 22 [31488/45000]	Loss: 0.4823	LR: 0.020000
Training Epoch: 22 [31744/45000]	Loss: 0.4574	LR: 0.020000
Training Epoch: 22 [32000/45000]	Loss: 0.4235	LR: 0.020000
Training Epoch: 22 [32256/45000]	Loss: 0.4908	LR: 0.020000
Training Epoch: 22 [32512/45000]	Loss: 0.4537	LR: 0.020000
Training Epoch: 22 [32768/45000]	Loss: 0.5745	LR: 0.020000
Training Epoch: 22 [33024/45000]	Loss: 0.3913	LR: 0.020000
Training Epoch: 22 [33280/45000]	Loss: 0.3595	LR: 0.020000
Training Epoch: 22 [33536/45000]	Loss: 0.4613	LR: 0.020000
Training Epoch: 22 [33792/45000]	Loss: 0.4853	LR: 0.020000
Training Epoch: 22 [34048/45000]	Loss: 0.5178	LR: 0.020000
Training Epoch: 22 [34304/45000]	Loss: 0.4744	LR: 0.020000
Training Epoch: 22 [34560/45000]	Loss: 0.4256	LR: 0.020000
Training Epoch: 22 [34816/45000]	Loss: 0.4301	LR: 0.020000
Training Epoch: 22 [35072/45000]	Loss: 0.4519	LR: 0.020000
Training Epoch: 22 [35328/45000]	Loss: 0.5682	LR: 0.020000
Training Epoch: 22 [35584/45000]	Loss: 0.4571	LR: 0.020000
Training Epoch: 22 [35840/45000]	Loss: 0.4439	LR: 0.020000
Training Epoch: 22 [36096/45000]	Loss: 0.5234	LR: 0.020000
Training Epoch: 22 [36352/45000]	Loss: 0.4905	LR: 0.020000
Training Epoch: 22 [36608/45000]	Loss: 0.4051	LR: 0.020000
Training Epoch: 22 [36864/45000]	Loss: 0.4644	LR: 0.020000
Training Epoch: 22 [37120/45000]	Loss: 0.3831	LR: 0.020000
Training Epoch: 22 [37376/45000]	Loss: 0.4622	LR: 0.020000
Training Epoch: 22 [37632/45000]	Loss: 0.3871	LR: 0.020000
Training Epoch: 22 [37888/45000]	Loss: 0.3891	LR: 0.020000
Training Epoch: 22 [38144/45000]	Loss: 0.3910	LR: 0.020000
Training Epoch: 22 [38400/45000]	Loss: 0.3871	LR: 0.020000
Training Epoch: 22 [38656/45000]	Loss: 0.5847	LR: 0.020000
Training Epoch: 22 [38912/45000]	Loss: 0.4179	LR: 0.020000
Training Epoch: 22 [39168/45000]	Loss: 0.4798	LR: 0.020000
Training Epoch: 22 [39424/45000]	Loss: 0.4145	LR: 0.020000
Training Epoch: 22 [39680/45000]	Loss: 0.4611	LR: 0.020000
Training Epoch: 22 [39936/45000]	Loss: 0.3913	LR: 0.020000
Training Epoch: 22 [40192/45000]	Loss: 0.3949	LR: 0.020000
Training Epoch: 22 [40448/45000]	Loss: 0.4124	LR: 0.020000
Training Epoch: 22 [40704/45000]	Loss: 0.4501	LR: 0.020000
Training Epoch: 22 [40960/45000]	Loss: 0.4937	LR: 0.020000
Training Epoch: 22 [41216/45000]	Loss: 0.4997	LR: 0.020000
Training Epoch: 22 [41472/45000]	Loss: 0.4998	LR: 0.020000
Training Epoch: 22 [41728/45000]	Loss: 0.5125	LR: 0.020000
Training Epoch: 22 [41984/45000]	Loss: 0.3641	LR: 0.020000
Training Epoch: 22 [42240/45000]	Loss: 0.3888	LR: 0.020000
Training Epoch: 22 [42496/45000]	Loss: 0.5110	LR: 0.020000
Training Epoch: 22 [42752/45000]	Loss: 0.4127	LR: 0.020000
Training Epoch: 22 [43008/45000]	Loss: 0.4540	LR: 0.020000
Training Epoch: 22 [43264/45000]	Loss: 0.5287	LR: 0.020000
Training Epoch: 22 [43520/45000]	Loss: 0.4355	LR: 0.020000
Training Epoch: 22 [43776/45000]	Loss: 0.5376	LR: 0.020000
Training Epoch: 22 [44032/45000]	Loss: 0.4717	LR: 0.020000
Training Epoch: 22 [44288/45000]	Loss: 0.4524	LR: 0.020000
Training Epoch: 22 [44544/45000]	Loss: 0.5083	LR: 0.020000
Training Epoch: 22 [44800/45000]	Loss: 0.4653	LR: 0.020000
Training Epoch: 22 [45000/45000]	Loss: 0.3901	LR: 0.020000
Epoch 22 - Average Train Loss: 0.4422, Train Accuracy: 0.8526
Epoch 22 training time consumed: 26.82s
Evaluating Network.....
Test set: Epoch: 22, Average loss: 0.0031, Accuracy: 0.7672, Time consumed:0.87s
Training Epoch: 23 [256/45000]	Loss: 0.3546	LR: 0.020000
Training Epoch: 23 [512/45000]	Loss: 0.3318	LR: 0.020000
Training Epoch: 23 [768/45000]	Loss: 0.3922	LR: 0.020000
Training Epoch: 23 [1024/45000]	Loss: 0.3957	LR: 0.020000
Training Epoch: 23 [1280/45000]	Loss: 0.4178	LR: 0.020000
Training Epoch: 23 [1536/45000]	Loss: 0.3828	LR: 0.020000
Training Epoch: 23 [1792/45000]	Loss: 0.2958	LR: 0.020000
Training Epoch: 23 [2048/45000]	Loss: 0.3787	LR: 0.020000
Training Epoch: 23 [2304/45000]	Loss: 0.3430	LR: 0.020000
Training Epoch: 23 [2560/45000]	Loss: 0.3838	LR: 0.020000
Training Epoch: 23 [2816/45000]	Loss: 0.3870	LR: 0.020000
Training Epoch: 23 [3072/45000]	Loss: 0.4430	LR: 0.020000
Training Epoch: 23 [3328/45000]	Loss: 0.4359	LR: 0.020000
Training Epoch: 23 [3584/45000]	Loss: 0.4306	LR: 0.020000
Training Epoch: 23 [3840/45000]	Loss: 0.3929	LR: 0.020000
Training Epoch: 23 [4096/45000]	Loss: 0.3991	LR: 0.020000
Training Epoch: 23 [4352/45000]	Loss: 0.3790	LR: 0.020000
Training Epoch: 23 [4608/45000]	Loss: 0.3720	LR: 0.020000
Training Epoch: 23 [4864/45000]	Loss: 0.3070	LR: 0.020000
Training Epoch: 23 [5120/45000]	Loss: 0.3492	LR: 0.020000
Training Epoch: 23 [5376/45000]	Loss: 0.3636	LR: 0.020000
Training Epoch: 23 [5632/45000]	Loss: 0.3883	LR: 0.020000
Training Epoch: 23 [5888/45000]	Loss: 0.4686	LR: 0.020000
Training Epoch: 23 [6144/45000]	Loss: 0.3502	LR: 0.020000
Training Epoch: 23 [6400/45000]	Loss: 0.5257	LR: 0.020000
Training Epoch: 23 [6656/45000]	Loss: 0.3839	LR: 0.020000
Training Epoch: 23 [6912/45000]	Loss: 0.3082	LR: 0.020000
Training Epoch: 23 [7168/45000]	Loss: 0.3911	LR: 0.020000
Training Epoch: 23 [7424/45000]	Loss: 0.4458	LR: 0.020000
Training Epoch: 23 [7680/45000]	Loss: 0.3730	LR: 0.020000
Training Epoch: 23 [7936/45000]	Loss: 0.4956	LR: 0.020000
Training Epoch: 23 [8192/45000]	Loss: 0.3261	LR: 0.020000
Training Epoch: 23 [8448/45000]	Loss: 0.3606	LR: 0.020000
Training Epoch: 23 [8704/45000]	Loss: 0.4230	LR: 0.020000
Training Epoch: 23 [8960/45000]	Loss: 0.5108	LR: 0.020000
Training Epoch: 23 [9216/45000]	Loss: 0.3645	LR: 0.020000
Training Epoch: 23 [9472/45000]	Loss: 0.4142	LR: 0.020000
Training Epoch: 23 [9728/45000]	Loss: 0.4635	LR: 0.020000
Training Epoch: 23 [9984/45000]	Loss: 0.3695	LR: 0.020000
Training Epoch: 23 [10240/45000]	Loss: 0.3458	LR: 0.020000
Training Epoch: 23 [10496/45000]	Loss: 0.3444	LR: 0.020000
Training Epoch: 23 [10752/45000]	Loss: 0.3701	LR: 0.020000
Training Epoch: 23 [11008/45000]	Loss: 0.4411	LR: 0.020000
Training Epoch: 23 [11264/45000]	Loss: 0.4573	LR: 0.020000
Training Epoch: 23 [11520/45000]	Loss: 0.4036	LR: 0.020000
Training Epoch: 23 [11776/45000]	Loss: 0.4031	LR: 0.020000
Training Epoch: 23 [12032/45000]	Loss: 0.4429	LR: 0.020000
Training Epoch: 23 [12288/45000]	Loss: 0.4497	LR: 0.020000
Training Epoch: 23 [12544/45000]	Loss: 0.3475	LR: 0.020000
Training Epoch: 23 [12800/45000]	Loss: 0.4033	LR: 0.020000
Training Epoch: 23 [13056/45000]	Loss: 0.4622	LR: 0.020000
Training Epoch: 23 [13312/45000]	Loss: 0.4258	LR: 0.020000
Training Epoch: 23 [13568/45000]	Loss: 0.5122	LR: 0.020000
Training Epoch: 23 [13824/45000]	Loss: 0.4389	LR: 0.020000
Training Epoch: 23 [14080/45000]	Loss: 0.4987	LR: 0.020000
Training Epoch: 23 [14336/45000]	Loss: 0.4495	LR: 0.020000
Training Epoch: 23 [14592/45000]	Loss: 0.4542	LR: 0.020000
Training Epoch: 23 [14848/45000]	Loss: 0.3718	LR: 0.020000
Training Epoch: 23 [15104/45000]	Loss: 0.3910	LR: 0.020000
Training Epoch: 23 [15360/45000]	Loss: 0.3282	LR: 0.020000
Training Epoch: 23 [15616/45000]	Loss: 0.3921	LR: 0.020000
Training Epoch: 23 [15872/45000]	Loss: 0.3947	LR: 0.020000
Training Epoch: 23 [16128/45000]	Loss: 0.4986	LR: 0.020000
Training Epoch: 23 [16384/45000]	Loss: 0.3610	LR: 0.020000
Training Epoch: 23 [16640/45000]	Loss: 0.4587	LR: 0.020000
Training Epoch: 23 [16896/45000]	Loss: 0.3070	LR: 0.020000
Training Epoch: 23 [17152/45000]	Loss: 0.5329	LR: 0.020000
Training Epoch: 23 [17408/45000]	Loss: 0.4054	LR: 0.020000
Training Epoch: 23 [17664/45000]	Loss: 0.4254	LR: 0.020000
Training Epoch: 23 [17920/45000]	Loss: 0.4639	LR: 0.020000
Training Epoch: 23 [18176/45000]	Loss: 0.4221	LR: 0.020000
Training Epoch: 23 [18432/45000]	Loss: 0.4363	LR: 0.020000
Training Epoch: 23 [18688/45000]	Loss: 0.5480	LR: 0.020000
Training Epoch: 23 [18944/45000]	Loss: 0.3354	LR: 0.020000
Training Epoch: 23 [19200/45000]	Loss: 0.4586	LR: 0.020000
Training Epoch: 23 [19456/45000]	Loss: 0.3944	LR: 0.020000
Training Epoch: 23 [19712/45000]	Loss: 0.4963	LR: 0.020000
Training Epoch: 23 [19968/45000]	Loss: 0.4181	LR: 0.020000
Training Epoch: 23 [20224/45000]	Loss: 0.4473	LR: 0.020000
Training Epoch: 23 [20480/45000]	Loss: 0.3865	LR: 0.020000
Training Epoch: 23 [20736/45000]	Loss: 0.3443	LR: 0.020000
Training Epoch: 23 [20992/45000]	Loss: 0.4448	LR: 0.020000
Training Epoch: 23 [21248/45000]	Loss: 0.4631	LR: 0.020000
Training Epoch: 23 [21504/45000]	Loss: 0.3525	LR: 0.020000
Training Epoch: 23 [21760/45000]	Loss: 0.3312	LR: 0.020000
Training Epoch: 23 [22016/45000]	Loss: 0.4334	LR: 0.020000
Training Epoch: 23 [22272/45000]	Loss: 0.4926	LR: 0.020000
Training Epoch: 23 [22528/45000]	Loss: 0.4795	LR: 0.020000
Training Epoch: 23 [22784/45000]	Loss: 0.4243	LR: 0.020000
Training Epoch: 23 [23040/45000]	Loss: 0.3724	LR: 0.020000
Training Epoch: 23 [23296/45000]	Loss: 0.4440	LR: 0.020000
Training Epoch: 23 [23552/45000]	Loss: 0.4349	LR: 0.020000
Training Epoch: 23 [23808/45000]	Loss: 0.3604	LR: 0.020000
Training Epoch: 23 [24064/45000]	Loss: 0.4797	LR: 0.020000
Training Epoch: 23 [24320/45000]	Loss: 0.5268	LR: 0.020000
Training Epoch: 23 [24576/45000]	Loss: 0.3059	LR: 0.020000
Training Epoch: 23 [24832/45000]	Loss: 0.3292	LR: 0.020000
Training Epoch: 23 [25088/45000]	Loss: 0.4312	LR: 0.020000
Training Epoch: 23 [25344/45000]	Loss: 0.3620	LR: 0.020000
Training Epoch: 23 [25600/45000]	Loss: 0.3366	LR: 0.020000
Training Epoch: 23 [25856/45000]	Loss: 0.4255	LR: 0.020000
Training Epoch: 23 [26112/45000]	Loss: 0.4446	LR: 0.020000
Training Epoch: 23 [26368/45000]	Loss: 0.4361	LR: 0.020000
Training Epoch: 23 [26624/45000]	Loss: 0.4426	LR: 0.020000
Training Epoch: 23 [26880/45000]	Loss: 0.4294	LR: 0.020000
Training Epoch: 23 [27136/45000]	Loss: 0.4045	LR: 0.020000
Training Epoch: 23 [27392/45000]	Loss: 0.4350	LR: 0.020000
Training Epoch: 23 [27648/45000]	Loss: 0.3946	LR: 0.020000
Training Epoch: 23 [27904/45000]	Loss: 0.4246	LR: 0.020000
Training Epoch: 23 [28160/45000]	Loss: 0.4038	LR: 0.020000
Training Epoch: 23 [28416/45000]	Loss: 0.5128	LR: 0.020000
Training Epoch: 23 [28672/45000]	Loss: 0.4735	LR: 0.020000
Training Epoch: 23 [28928/45000]	Loss: 0.4218	LR: 0.020000
Training Epoch: 23 [29184/45000]	Loss: 0.5264	LR: 0.020000
Training Epoch: 23 [29440/45000]	Loss: 0.3979	LR: 0.020000
Training Epoch: 23 [29696/45000]	Loss: 0.3946	LR: 0.020000
Training Epoch: 23 [29952/45000]	Loss: 0.4519	LR: 0.020000
Training Epoch: 23 [30208/45000]	Loss: 0.4640	LR: 0.020000
Training Epoch: 23 [30464/45000]	Loss: 0.4809	LR: 0.020000
Training Epoch: 23 [30720/45000]	Loss: 0.3679	LR: 0.020000
Training Epoch: 23 [30976/45000]	Loss: 0.4067	LR: 0.020000
Training Epoch: 23 [31232/45000]	Loss: 0.3970	LR: 0.020000
Training Epoch: 23 [31488/45000]	Loss: 0.4368	LR: 0.020000
Training Epoch: 23 [31744/45000]	Loss: 0.4119	LR: 0.020000
Training Epoch: 23 [32000/45000]	Loss: 0.4473	LR: 0.020000
Training Epoch: 23 [32256/45000]	Loss: 0.4088	LR: 0.020000
Training Epoch: 23 [32512/45000]	Loss: 0.4666	LR: 0.020000
Training Epoch: 23 [32768/45000]	Loss: 0.3623	LR: 0.020000
Training Epoch: 23 [33024/45000]	Loss: 0.4941	LR: 0.020000
Training Epoch: 23 [33280/45000]	Loss: 0.4654	LR: 0.020000
Training Epoch: 23 [33536/45000]	Loss: 0.3558	LR: 0.020000
Training Epoch: 23 [33792/45000]	Loss: 0.4030	LR: 0.020000
Training Epoch: 23 [34048/45000]	Loss: 0.4482	LR: 0.020000
Training Epoch: 23 [34304/45000]	Loss: 0.4668	LR: 0.020000
Training Epoch: 23 [34560/45000]	Loss: 0.4855	LR: 0.020000
Training Epoch: 23 [34816/45000]	Loss: 0.4525	LR: 0.020000
Training Epoch: 23 [35072/45000]	Loss: 0.4293	LR: 0.020000
Training Epoch: 23 [35328/45000]	Loss: 0.4425	LR: 0.020000
Training Epoch: 23 [35584/45000]	Loss: 0.3677	LR: 0.020000
Training Epoch: 23 [35840/45000]	Loss: 0.4201	LR: 0.020000
Training Epoch: 23 [36096/45000]	Loss: 0.4091	LR: 0.020000
Training Epoch: 23 [36352/45000]	Loss: 0.4870	LR: 0.020000
Training Epoch: 23 [36608/45000]	Loss: 0.4272	LR: 0.020000
Training Epoch: 23 [36864/45000]	Loss: 0.5256	LR: 0.020000
Training Epoch: 23 [37120/45000]	Loss: 0.4541	LR: 0.020000
Training Epoch: 23 [37376/45000]	Loss: 0.4680	LR: 0.020000
Training Epoch: 23 [37632/45000]	Loss: 0.5163	LR: 0.020000
Training Epoch: 23 [37888/45000]	Loss: 0.5615	LR: 0.020000
Training Epoch: 23 [38144/45000]	Loss: 0.4585	LR: 0.020000
Training Epoch: 23 [38400/45000]	Loss: 0.4723	LR: 0.020000
Training Epoch: 23 [38656/45000]	Loss: 0.4497	LR: 0.020000
Training Epoch: 23 [38912/45000]	Loss: 0.5098	LR: 0.020000
Training Epoch: 23 [39168/45000]	Loss: 0.4051	LR: 0.020000
Training Epoch: 23 [39424/45000]	Loss: 0.3992	LR: 0.020000
Training Epoch: 23 [39680/45000]	Loss: 0.4478	LR: 0.020000
Training Epoch: 23 [39936/45000]	Loss: 0.4857	LR: 0.020000
Training Epoch: 23 [40192/45000]	Loss: 0.3597	LR: 0.020000
Training Epoch: 23 [40448/45000]	Loss: 0.3904	LR: 0.020000
Training Epoch: 23 [40704/45000]	Loss: 0.3537	LR: 0.020000
Training Epoch: 23 [40960/45000]	Loss: 0.4869	LR: 0.020000
Training Epoch: 23 [41216/45000]	Loss: 0.4761	LR: 0.020000
Training Epoch: 23 [41472/45000]	Loss: 0.4030	LR: 0.020000
Training Epoch: 23 [41728/45000]	Loss: 0.3555	LR: 0.020000
Training Epoch: 23 [41984/45000]	Loss: 0.5151	LR: 0.020000
Training Epoch: 23 [42240/45000]	Loss: 0.3658	LR: 0.020000
Training Epoch: 23 [42496/45000]	Loss: 0.4096	LR: 0.020000
Training Epoch: 23 [42752/45000]	Loss: 0.5050	LR: 0.020000
Training Epoch: 23 [43008/45000]	Loss: 0.4424	LR: 0.020000
Training Epoch: 23 [43264/45000]	Loss: 0.5200	LR: 0.020000
Training Epoch: 23 [43520/45000]	Loss: 0.4199	LR: 0.020000
Training Epoch: 23 [43776/45000]	Loss: 0.4328	LR: 0.020000
Training Epoch: 23 [44032/45000]	Loss: 0.4588	LR: 0.020000
Training Epoch: 23 [44288/45000]	Loss: 0.4705	LR: 0.020000
Training Epoch: 23 [44544/45000]	Loss: 0.4968	LR: 0.020000
Training Epoch: 23 [44800/45000]	Loss: 0.3496	LR: 0.020000
Training Epoch: 23 [45000/45000]	Loss: 0.5852	LR: 0.020000
Epoch 23 - Average Train Loss: 0.4222, Train Accuracy: 0.8604
Epoch 23 training time consumed: 26.70s
Evaluating Network.....
Test set: Epoch: 23, Average loss: 0.0032, Accuracy: 0.7595, Time consumed:0.89s
Training Epoch: 24 [256/45000]	Loss: 0.3927	LR: 0.020000
Training Epoch: 24 [512/45000]	Loss: 0.4155	LR: 0.020000
Training Epoch: 24 [768/45000]	Loss: 0.3528	LR: 0.020000
Training Epoch: 24 [1024/45000]	Loss: 0.4365	LR: 0.020000
Training Epoch: 24 [1280/45000]	Loss: 0.3546	LR: 0.020000
Training Epoch: 24 [1536/45000]	Loss: 0.4983	LR: 0.020000
Training Epoch: 24 [1792/45000]	Loss: 0.3456	LR: 0.020000
Training Epoch: 24 [2048/45000]	Loss: 0.3740	LR: 0.020000
Training Epoch: 24 [2304/45000]	Loss: 0.3759	LR: 0.020000
Training Epoch: 24 [2560/45000]	Loss: 0.3425	LR: 0.020000
Training Epoch: 24 [2816/45000]	Loss: 0.4778	LR: 0.020000
Training Epoch: 24 [3072/45000]	Loss: 0.4045	LR: 0.020000
Training Epoch: 24 [3328/45000]	Loss: 0.5177	LR: 0.020000
Training Epoch: 24 [3584/45000]	Loss: 0.4004	LR: 0.020000
Training Epoch: 24 [3840/45000]	Loss: 0.5157	LR: 0.020000
Training Epoch: 24 [4096/45000]	Loss: 0.4236	LR: 0.020000
Training Epoch: 24 [4352/45000]	Loss: 0.3844	LR: 0.020000
Training Epoch: 24 [4608/45000]	Loss: 0.3969	LR: 0.020000
Training Epoch: 24 [4864/45000]	Loss: 0.3620	LR: 0.020000
Training Epoch: 24 [5120/45000]	Loss: 0.4137	LR: 0.020000
Training Epoch: 24 [5376/45000]	Loss: 0.3863	LR: 0.020000
Training Epoch: 24 [5632/45000]	Loss: 0.3470	LR: 0.020000
Training Epoch: 24 [5888/45000]	Loss: 0.3999	LR: 0.020000
Training Epoch: 24 [6144/45000]	Loss: 0.3149	LR: 0.020000
Training Epoch: 24 [6400/45000]	Loss: 0.3904	LR: 0.020000
Training Epoch: 24 [6656/45000]	Loss: 0.4125	LR: 0.020000
Training Epoch: 24 [6912/45000]	Loss: 0.4613	LR: 0.020000
Training Epoch: 24 [7168/45000]	Loss: 0.3238	LR: 0.020000
Training Epoch: 24 [7424/45000]	Loss: 0.3612	LR: 0.020000
Training Epoch: 24 [7680/45000]	Loss: 0.3411	LR: 0.020000
Training Epoch: 24 [7936/45000]	Loss: 0.4292	LR: 0.020000
Training Epoch: 24 [8192/45000]	Loss: 0.3287	LR: 0.020000
Training Epoch: 24 [8448/45000]	Loss: 0.3115	LR: 0.020000
Training Epoch: 24 [8704/45000]	Loss: 0.3698	LR: 0.020000
Training Epoch: 24 [8960/45000]	Loss: 0.2917	LR: 0.020000
Training Epoch: 24 [9216/45000]	Loss: 0.3389	LR: 0.020000
Training Epoch: 24 [9472/45000]	Loss: 0.3266	LR: 0.020000
Training Epoch: 24 [9728/45000]	Loss: 0.3499	LR: 0.020000
Training Epoch: 24 [9984/45000]	Loss: 0.3962	LR: 0.020000
Training Epoch: 24 [10240/45000]	Loss: 0.5948	LR: 0.020000
Training Epoch: 24 [10496/45000]	Loss: 0.4467	LR: 0.020000
Training Epoch: 24 [10752/45000]	Loss: 0.3456	LR: 0.020000
Training Epoch: 24 [11008/45000]	Loss: 0.3121	LR: 0.020000
Training Epoch: 24 [11264/45000]	Loss: 0.3703	LR: 0.020000
Training Epoch: 24 [11520/45000]	Loss: 0.4112	LR: 0.020000
Training Epoch: 24 [11776/45000]	Loss: 0.4179	LR: 0.020000
Training Epoch: 24 [12032/45000]	Loss: 0.3541	LR: 0.020000
Training Epoch: 24 [12288/45000]	Loss: 0.4680	LR: 0.020000
Training Epoch: 24 [12544/45000]	Loss: 0.4764	LR: 0.020000
Training Epoch: 24 [12800/45000]	Loss: 0.3860	LR: 0.020000
Training Epoch: 24 [13056/45000]	Loss: 0.3597	LR: 0.020000
Training Epoch: 24 [13312/45000]	Loss: 0.4304	LR: 0.020000
Training Epoch: 24 [13568/45000]	Loss: 0.3947	LR: 0.020000
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Training Epoch: 24 [14080/45000]	Loss: 0.3799	LR: 0.020000
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Training Epoch: 24 [15360/45000]	Loss: 0.3632	LR: 0.020000
Training Epoch: 24 [15616/45000]	Loss: 0.4207	LR: 0.020000
Training Epoch: 24 [15872/45000]	Loss: 0.3644	LR: 0.020000
Training Epoch: 24 [16128/45000]	Loss: 0.4605	LR: 0.020000
Training Epoch: 24 [16384/45000]	Loss: 0.4118	LR: 0.020000
Training Epoch: 24 [16640/45000]	Loss: 0.4394	LR: 0.020000
Training Epoch: 24 [16896/45000]	Loss: 0.3564	LR: 0.020000
Training Epoch: 24 [17152/45000]	Loss: 0.2952	LR: 0.020000
Training Epoch: 24 [17408/45000]	Loss: 0.3965	LR: 0.020000
Training Epoch: 24 [17664/45000]	Loss: 0.4839	LR: 0.020000
Training Epoch: 24 [17920/45000]	Loss: 0.3029	LR: 0.020000
Training Epoch: 24 [18176/45000]	Loss: 0.3295	LR: 0.020000
Training Epoch: 24 [18432/45000]	Loss: 0.4111	LR: 0.020000
Training Epoch: 24 [18688/45000]	Loss: 0.4605	LR: 0.020000
Training Epoch: 24 [18944/45000]	Loss: 0.3965	LR: 0.020000
Training Epoch: 24 [19200/45000]	Loss: 0.4167	LR: 0.020000
Training Epoch: 24 [19456/45000]	Loss: 0.4064	LR: 0.020000
Training Epoch: 24 [19712/45000]	Loss: 0.4592	LR: 0.020000
Training Epoch: 24 [19968/45000]	Loss: 0.3828	LR: 0.020000
Training Epoch: 24 [20224/45000]	Loss: 0.3888	LR: 0.020000
Training Epoch: 24 [20480/45000]	Loss: 0.3787	LR: 0.020000
Training Epoch: 24 [20736/45000]	Loss: 0.5046	LR: 0.020000
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Training Epoch: 24 [22016/45000]	Loss: 0.4352	LR: 0.020000
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Training Epoch: 24 [22528/45000]	Loss: 0.3796	LR: 0.020000
Training Epoch: 24 [22784/45000]	Loss: 0.3738	LR: 0.020000
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Training Epoch: 24 [25088/45000]	Loss: 0.3821	LR: 0.020000
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Training Epoch: 24 [28416/45000]	Loss: 0.3934	LR: 0.020000
Training Epoch: 24 [28672/45000]	Loss: 0.4425	LR: 0.020000
Training Epoch: 24 [28928/45000]	Loss: 0.4658	LR: 0.020000
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Training Epoch: 24 [39424/45000]	Loss: 0.3915	LR: 0.020000
Training Epoch: 24 [39680/45000]	Loss: 0.3841	LR: 0.020000
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Training Epoch: 24 [40192/45000]	Loss: 0.4471	LR: 0.020000
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Training Epoch: 24 [40704/45000]	Loss: 0.4425	LR: 0.020000
Training Epoch: 24 [40960/45000]	Loss: 0.4856	LR: 0.020000
Training Epoch: 24 [41216/45000]	Loss: 0.4679	LR: 0.020000
Training Epoch: 24 [41472/45000]	Loss: 0.3792	LR: 0.020000
Training Epoch: 24 [41728/45000]	Loss: 0.3543	LR: 0.020000
Training Epoch: 24 [41984/45000]	Loss: 0.4902	LR: 0.020000
Training Epoch: 24 [42240/45000]	Loss: 0.5314	LR: 0.020000
Training Epoch: 24 [42496/45000]	Loss: 0.3667	LR: 0.020000
Training Epoch: 24 [42752/45000]	Loss: 0.4933	LR: 0.020000
Training Epoch: 24 [43008/45000]	Loss: 0.4041	LR: 0.020000
Training Epoch: 24 [43264/45000]	Loss: 0.4625	LR: 0.020000
Training Epoch: 24 [43520/45000]	Loss: 0.4084	LR: 0.020000
Training Epoch: 24 [43776/45000]	Loss: 0.4023	LR: 0.020000
Training Epoch: 24 [44032/45000]	Loss: 0.4445	LR: 0.020000
Training Epoch: 24 [44288/45000]	Loss: 0.4070	LR: 0.020000
Training Epoch: 24 [44544/45000]	Loss: 0.4284	LR: 0.020000
Training Epoch: 24 [44800/45000]	Loss: 0.4426	LR: 0.020000
Training Epoch: 24 [45000/45000]	Loss: 0.5749	LR: 0.020000
Epoch 24 - Average Train Loss: 0.4121, Train Accuracy: 0.8628
Epoch 24 training time consumed: 26.77s
Evaluating Network.....
Test set: Epoch: 24, Average loss: 0.0030, Accuracy: 0.7731, Time consumed:1.00s
Saving weights file to checkpoint/retrain/ResNet18/Sunday_13_July_2025_18h_40m_29s/ResNet18-Cifar20-seed6-ret100-24-best.pth
Training Epoch: 25 [256/45000]	Loss: 0.3329	LR: 0.020000
Training Epoch: 25 [512/45000]	Loss: 0.5192	LR: 0.020000
Training Epoch: 25 [768/45000]	Loss: 0.3373	LR: 0.020000
Training Epoch: 25 [1024/45000]	Loss: 0.3508	LR: 0.020000
Training Epoch: 25 [1280/45000]	Loss: 0.3785	LR: 0.020000
Training Epoch: 25 [1536/45000]	Loss: 0.3202	LR: 0.020000
Training Epoch: 25 [1792/45000]	Loss: 0.3106	LR: 0.020000
Training Epoch: 25 [2048/45000]	Loss: 0.4115	LR: 0.020000
Training Epoch: 25 [2304/45000]	Loss: 0.3349	LR: 0.020000
Training Epoch: 25 [2560/45000]	Loss: 0.3211	LR: 0.020000
Training Epoch: 25 [2816/45000]	Loss: 0.2981	LR: 0.020000
Training Epoch: 25 [3072/45000]	Loss: 0.3151	LR: 0.020000
Training Epoch: 25 [3328/45000]	Loss: 0.3586	LR: 0.020000
Training Epoch: 25 [3584/45000]	Loss: 0.3076	LR: 0.020000
Training Epoch: 25 [3840/45000]	Loss: 0.3493	LR: 0.020000
Training Epoch: 25 [4096/45000]	Loss: 0.3826	LR: 0.020000
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Training Epoch: 25 [16896/45000]	Loss: 0.3196	LR: 0.020000
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Training Epoch: 25 [19968/45000]	Loss: 0.3860	LR: 0.020000
Training Epoch: 25 [20224/45000]	Loss: 0.4241	LR: 0.020000
Training Epoch: 25 [20480/45000]	Loss: 0.2728	LR: 0.020000
Training Epoch: 25 [20736/45000]	Loss: 0.4369	LR: 0.020000
Training Epoch: 25 [20992/45000]	Loss: 0.4888	LR: 0.020000
Training Epoch: 25 [21248/45000]	Loss: 0.3901	LR: 0.020000
Training Epoch: 25 [21504/45000]	Loss: 0.3655	LR: 0.020000
Training Epoch: 25 [21760/45000]	Loss: 0.3795	LR: 0.020000
Training Epoch: 25 [22016/45000]	Loss: 0.4016	LR: 0.020000
Training Epoch: 25 [22272/45000]	Loss: 0.4122	LR: 0.020000
Training Epoch: 25 [22528/45000]	Loss: 0.4753	LR: 0.020000
Training Epoch: 25 [22784/45000]	Loss: 0.3604	LR: 0.020000
Training Epoch: 25 [23040/45000]	Loss: 0.3994	LR: 0.020000
Training Epoch: 25 [23296/45000]	Loss: 0.3946	LR: 0.020000
Training Epoch: 25 [23552/45000]	Loss: 0.3911	LR: 0.020000
Training Epoch: 25 [23808/45000]	Loss: 0.4450	LR: 0.020000
Training Epoch: 25 [24064/45000]	Loss: 0.3426	LR: 0.020000
Training Epoch: 25 [24320/45000]	Loss: 0.3100	LR: 0.020000
Training Epoch: 25 [24576/45000]	Loss: 0.3502	LR: 0.020000
Training Epoch: 25 [24832/45000]	Loss: 0.3465	LR: 0.020000
Training Epoch: 25 [25088/45000]	Loss: 0.4381	LR: 0.020000
Training Epoch: 25 [25344/45000]	Loss: 0.4153	LR: 0.020000
Training Epoch: 25 [25600/45000]	Loss: 0.3459	LR: 0.020000
Training Epoch: 25 [25856/45000]	Loss: 0.3429	LR: 0.020000
Training Epoch: 25 [26112/45000]	Loss: 0.4354	LR: 0.020000
Training Epoch: 25 [26368/45000]	Loss: 0.4842	LR: 0.020000
Training Epoch: 25 [26624/45000]	Loss: 0.4022	LR: 0.020000
Training Epoch: 25 [26880/45000]	Loss: 0.3128	LR: 0.020000
Training Epoch: 25 [27136/45000]	Loss: 0.3549	LR: 0.020000
Training Epoch: 25 [27392/45000]	Loss: 0.4615	LR: 0.020000
Training Epoch: 25 [27648/45000]	Loss: 0.3782	LR: 0.020000
Training Epoch: 25 [27904/45000]	Loss: 0.3814	LR: 0.020000
Training Epoch: 25 [28160/45000]	Loss: 0.3677	LR: 0.020000
Training Epoch: 25 [28416/45000]	Loss: 0.3402	LR: 0.020000
Training Epoch: 25 [28672/45000]	Loss: 0.4594	LR: 0.020000
Training Epoch: 25 [28928/45000]	Loss: 0.3572	LR: 0.020000
Training Epoch: 25 [29184/45000]	Loss: 0.4050	LR: 0.020000
Training Epoch: 25 [29440/45000]	Loss: 0.4420	LR: 0.020000
Training Epoch: 25 [29696/45000]	Loss: 0.3499	LR: 0.020000
Training Epoch: 25 [29952/45000]	Loss: 0.3929	LR: 0.020000
Training Epoch: 25 [30208/45000]	Loss: 0.3408	LR: 0.020000
Training Epoch: 25 [30464/45000]	Loss: 0.4338	LR: 0.020000
Training Epoch: 25 [30720/45000]	Loss: 0.4334	LR: 0.020000
Training Epoch: 25 [30976/45000]	Loss: 0.3288	LR: 0.020000
Training Epoch: 25 [31232/45000]	Loss: 0.3878	LR: 0.020000
Training Epoch: 25 [31488/45000]	Loss: 0.3856	LR: 0.020000
Training Epoch: 25 [31744/45000]	Loss: 0.4328	LR: 0.020000
Training Epoch: 25 [32000/45000]	Loss: 0.3984	LR: 0.020000
Training Epoch: 25 [32256/45000]	Loss: 0.3550	LR: 0.020000
Training Epoch: 25 [32512/45000]	Loss: 0.4363	LR: 0.020000
Training Epoch: 25 [32768/45000]	Loss: 0.4840	LR: 0.020000
Training Epoch: 25 [33024/45000]	Loss: 0.3604	LR: 0.020000
Training Epoch: 25 [33280/45000]	Loss: 0.3112	LR: 0.020000
Training Epoch: 25 [33536/45000]	Loss: 0.3843	LR: 0.020000
Training Epoch: 25 [33792/45000]	Loss: 0.4810	LR: 0.020000
Training Epoch: 25 [34048/45000]	Loss: 0.3521	LR: 0.020000
Training Epoch: 25 [34304/45000]	Loss: 0.5199	LR: 0.020000
Training Epoch: 25 [34560/45000]	Loss: 0.3995	LR: 0.020000
Training Epoch: 25 [34816/45000]	Loss: 0.3228	LR: 0.020000
Training Epoch: 25 [35072/45000]	Loss: 0.3751	LR: 0.020000
Training Epoch: 25 [35328/45000]	Loss: 0.3246	LR: 0.020000
Training Epoch: 25 [35584/45000]	Loss: 0.3734	LR: 0.020000
Training Epoch: 25 [35840/45000]	Loss: 0.4784	LR: 0.020000
Training Epoch: 25 [36096/45000]	Loss: 0.4771	LR: 0.020000
Training Epoch: 25 [36352/45000]	Loss: 0.4771	LR: 0.020000
Training Epoch: 25 [36608/45000]	Loss: 0.4174	LR: 0.020000
Training Epoch: 25 [36864/45000]	Loss: 0.3571	LR: 0.020000
Training Epoch: 25 [37120/45000]	Loss: 0.3177	LR: 0.020000
Training Epoch: 25 [37376/45000]	Loss: 0.3762	LR: 0.020000
Training Epoch: 25 [37632/45000]	Loss: 0.4523	LR: 0.020000
Training Epoch: 25 [37888/45000]	Loss: 0.3925	LR: 0.020000
Training Epoch: 25 [38144/45000]	Loss: 0.4059	LR: 0.020000
Training Epoch: 25 [38400/45000]	Loss: 0.4256	LR: 0.020000
Training Epoch: 25 [38656/45000]	Loss: 0.5068	LR: 0.020000
Training Epoch: 25 [38912/45000]	Loss: 0.3935	LR: 0.020000
Training Epoch: 25 [39168/45000]	Loss: 0.4998	LR: 0.020000
Training Epoch: 25 [39424/45000]	Loss: 0.4864	LR: 0.020000
Training Epoch: 25 [39680/45000]	Loss: 0.3813	LR: 0.020000
Training Epoch: 25 [39936/45000]	Loss: 0.3541	LR: 0.020000
Training Epoch: 25 [40192/45000]	Loss: 0.3789	LR: 0.020000
Training Epoch: 25 [40448/45000]	Loss: 0.3640	LR: 0.020000
Training Epoch: 25 [40704/45000]	Loss: 0.4978	LR: 0.020000
Training Epoch: 25 [40960/45000]	Loss: 0.4207	LR: 0.020000
Training Epoch: 25 [41216/45000]	Loss: 0.3748	LR: 0.020000
Training Epoch: 25 [41472/45000]	Loss: 0.4576	LR: 0.020000
Training Epoch: 25 [41728/45000]	Loss: 0.3667	LR: 0.020000
Training Epoch: 25 [41984/45000]	Loss: 0.5259	LR: 0.020000
Training Epoch: 25 [42240/45000]	Loss: 0.4306	LR: 0.020000
Training Epoch: 25 [42496/45000]	Loss: 0.4468	LR: 0.020000
Training Epoch: 25 [42752/45000]	Loss: 0.4190	LR: 0.020000
Training Epoch: 25 [43008/45000]	Loss: 0.4951	LR: 0.020000
Training Epoch: 25 [43264/45000]	Loss: 0.4738	LR: 0.020000
Training Epoch: 25 [43520/45000]	Loss: 0.3373	LR: 0.020000
Training Epoch: 25 [43776/45000]	Loss: 0.4153	LR: 0.020000
Training Epoch: 25 [44032/45000]	Loss: 0.4483	LR: 0.020000
Training Epoch: 25 [44288/45000]	Loss: 0.3667	LR: 0.020000
Training Epoch: 25 [44544/45000]	Loss: 0.3720	LR: 0.020000
Training Epoch: 25 [44800/45000]	Loss: 0.5155	LR: 0.020000
Training Epoch: 25 [45000/45000]	Loss: 0.4837	LR: 0.020000
Epoch 25 - Average Train Loss: 0.3891, Train Accuracy: 0.8709
Epoch 25 training time consumed: 26.74s
Evaluating Network.....
Test set: Epoch: 25, Average loss: 0.0032, Accuracy: 0.7619, Time consumed:0.88s
Training Epoch: 26 [256/45000]	Loss: 0.3058	LR: 0.020000
Training Epoch: 26 [512/45000]	Loss: 0.4114	LR: 0.020000
Training Epoch: 26 [768/45000]	Loss: 0.3401	LR: 0.020000
Training Epoch: 26 [1024/45000]	Loss: 0.4145	LR: 0.020000
Training Epoch: 26 [1280/45000]	Loss: 0.3415	LR: 0.020000
Training Epoch: 26 [1536/45000]	Loss: 0.4021	LR: 0.020000
Training Epoch: 26 [1792/45000]	Loss: 0.3336	LR: 0.020000
Training Epoch: 26 [2048/45000]	Loss: 0.4267	LR: 0.020000
Training Epoch: 26 [2304/45000]	Loss: 0.3929	LR: 0.020000
Training Epoch: 26 [2560/45000]	Loss: 0.3965	LR: 0.020000
Training Epoch: 26 [2816/45000]	Loss: 0.3612	LR: 0.020000
Training Epoch: 26 [3072/45000]	Loss: 0.4676	LR: 0.020000
Training Epoch: 26 [3328/45000]	Loss: 0.3499	LR: 0.020000
Training Epoch: 26 [3584/45000]	Loss: 0.4058	LR: 0.020000
Training Epoch: 26 [3840/45000]	Loss: 0.2385	LR: 0.020000
Training Epoch: 26 [4096/45000]	Loss: 0.3555	LR: 0.020000
Training Epoch: 26 [4352/45000]	Loss: 0.3861	LR: 0.020000
Training Epoch: 26 [4608/45000]	Loss: 0.3770	LR: 0.020000
Training Epoch: 26 [4864/45000]	Loss: 0.4026	LR: 0.020000
Training Epoch: 26 [5120/45000]	Loss: 0.3388	LR: 0.020000
Training Epoch: 26 [5376/45000]	Loss: 0.2841	LR: 0.020000
Training Epoch: 26 [5632/45000]	Loss: 0.2905	LR: 0.020000
Training Epoch: 26 [5888/45000]	Loss: 0.4101	LR: 0.020000
Training Epoch: 26 [6144/45000]	Loss: 0.3683	LR: 0.020000
Training Epoch: 26 [6400/45000]	Loss: 0.3173	LR: 0.020000
Training Epoch: 26 [6656/45000]	Loss: 0.3474	LR: 0.020000
Training Epoch: 26 [6912/45000]	Loss: 0.3488	LR: 0.020000
Training Epoch: 26 [7168/45000]	Loss: 0.3607	LR: 0.020000
Training Epoch: 26 [7424/45000]	Loss: 0.4122	LR: 0.020000
Training Epoch: 26 [7680/45000]	Loss: 0.4219	LR: 0.020000
Training Epoch: 26 [7936/45000]	Loss: 0.3200	LR: 0.020000
Training Epoch: 26 [8192/45000]	Loss: 0.3379	LR: 0.020000
Training Epoch: 26 [8448/45000]	Loss: 0.3298	LR: 0.020000
Training Epoch: 26 [8704/45000]	Loss: 0.2774	LR: 0.020000
Training Epoch: 26 [8960/45000]	Loss: 0.4739	LR: 0.020000
Training Epoch: 26 [9216/45000]	Loss: 0.3994	LR: 0.020000
Training Epoch: 26 [9472/45000]	Loss: 0.3639	LR: 0.020000
Training Epoch: 26 [9728/45000]	Loss: 0.3062	LR: 0.020000
Training Epoch: 26 [9984/45000]	Loss: 0.3169	LR: 0.020000
Training Epoch: 26 [10240/45000]	Loss: 0.3553	LR: 0.020000
Training Epoch: 26 [10496/45000]	Loss: 0.3751	LR: 0.020000
Training Epoch: 26 [10752/45000]	Loss: 0.3404	LR: 0.020000
Training Epoch: 26 [11008/45000]	Loss: 0.3527	LR: 0.020000
Training Epoch: 26 [11264/45000]	Loss: 0.3200	LR: 0.020000
Training Epoch: 26 [11520/45000]	Loss: 0.3234	LR: 0.020000
Training Epoch: 26 [11776/45000]	Loss: 0.2922	LR: 0.020000
Training Epoch: 26 [12032/45000]	Loss: 0.4380	LR: 0.020000
Training Epoch: 26 [12288/45000]	Loss: 0.3496	LR: 0.020000
Training Epoch: 26 [12544/45000]	Loss: 0.4319	LR: 0.020000
Training Epoch: 26 [12800/45000]	Loss: 0.3752	LR: 0.020000
Training Epoch: 26 [13056/45000]	Loss: 0.3097	LR: 0.020000
Training Epoch: 26 [13312/45000]	Loss: 0.3593	LR: 0.020000
Training Epoch: 26 [13568/45000]	Loss: 0.4346	LR: 0.020000
Training Epoch: 26 [13824/45000]	Loss: 0.4054	LR: 0.020000
Training Epoch: 26 [14080/45000]	Loss: 0.4583	LR: 0.020000
Training Epoch: 26 [14336/45000]	Loss: 0.3132	LR: 0.020000
Training Epoch: 26 [14592/45000]	Loss: 0.3473	LR: 0.020000
Training Epoch: 26 [14848/45000]	Loss: 0.3412	LR: 0.020000
Training Epoch: 26 [15104/45000]	Loss: 0.3513	LR: 0.020000
Training Epoch: 26 [15360/45000]	Loss: 0.3691	LR: 0.020000
Training Epoch: 26 [15616/45000]	Loss: 0.3135	LR: 0.020000
Training Epoch: 26 [15872/45000]	Loss: 0.3133	LR: 0.020000
Training Epoch: 26 [16128/45000]	Loss: 0.2909	LR: 0.020000
Training Epoch: 26 [16384/45000]	Loss: 0.2751	LR: 0.020000
Training Epoch: 26 [16640/45000]	Loss: 0.3311	LR: 0.020000
Training Epoch: 26 [16896/45000]	Loss: 0.3256	LR: 0.020000
Training Epoch: 26 [17152/45000]	Loss: 0.4228	LR: 0.020000
Training Epoch: 26 [17408/45000]	Loss: 0.3874	LR: 0.020000
Training Epoch: 26 [17664/45000]	Loss: 0.3831	LR: 0.020000
Training Epoch: 26 [17920/45000]	Loss: 0.4141	LR: 0.020000
Training Epoch: 26 [18176/45000]	Loss: 0.2669	LR: 0.020000
Training Epoch: 26 [18432/45000]	Loss: 0.3713	LR: 0.020000
Training Epoch: 26 [18688/45000]	Loss: 0.3260	LR: 0.020000
Training Epoch: 26 [18944/45000]	Loss: 0.4931	LR: 0.020000
Training Epoch: 26 [19200/45000]	Loss: 0.4092	LR: 0.020000
Training Epoch: 26 [19456/45000]	Loss: 0.3863	LR: 0.020000
Training Epoch: 26 [19712/45000]	Loss: 0.3415	LR: 0.020000
Training Epoch: 26 [19968/45000]	Loss: 0.3343	LR: 0.020000
Training Epoch: 26 [20224/45000]	Loss: 0.3877	LR: 0.020000
Training Epoch: 26 [20480/45000]	Loss: 0.3711	LR: 0.020000
Training Epoch: 26 [20736/45000]	Loss: 0.3317	LR: 0.020000
Training Epoch: 26 [20992/45000]	Loss: 0.3376	LR: 0.020000
Training Epoch: 26 [21248/45000]	Loss: 0.4257	LR: 0.020000
Training Epoch: 26 [21504/45000]	Loss: 0.3551	LR: 0.020000
Training Epoch: 26 [21760/45000]	Loss: 0.4125	LR: 0.020000
Training Epoch: 26 [22016/45000]	Loss: 0.3614	LR: 0.020000
Training Epoch: 26 [22272/45000]	Loss: 0.3653	LR: 0.020000
Training Epoch: 26 [22528/45000]	Loss: 0.4054	LR: 0.020000
Training Epoch: 26 [22784/45000]	Loss: 0.4865	LR: 0.020000
Training Epoch: 26 [23040/45000]	Loss: 0.4658	LR: 0.020000
Training Epoch: 26 [23296/45000]	Loss: 0.3365	LR: 0.020000
Training Epoch: 26 [23552/45000]	Loss: 0.3741	LR: 0.020000
Training Epoch: 26 [23808/45000]	Loss: 0.3520	LR: 0.020000
Training Epoch: 26 [24064/45000]	Loss: 0.3444	LR: 0.020000
Training Epoch: 26 [24320/45000]	Loss: 0.3669	LR: 0.020000
Training Epoch: 26 [24576/45000]	Loss: 0.3570	LR: 0.020000
Training Epoch: 26 [24832/45000]	Loss: 0.3478	LR: 0.020000
Training Epoch: 26 [25088/45000]	Loss: 0.3924	LR: 0.020000
Training Epoch: 26 [25344/45000]	Loss: 0.4184	LR: 0.020000
Training Epoch: 26 [25600/45000]	Loss: 0.3462	LR: 0.020000
Training Epoch: 26 [25856/45000]	Loss: 0.4573	LR: 0.020000
Training Epoch: 26 [26112/45000]	Loss: 0.4003	LR: 0.020000
Training Epoch: 26 [26368/45000]	Loss: 0.4202	LR: 0.020000
Training Epoch: 26 [26624/45000]	Loss: 0.4112	LR: 0.020000
Training Epoch: 26 [26880/45000]	Loss: 0.3501	LR: 0.020000
Training Epoch: 26 [27136/45000]	Loss: 0.4240	LR: 0.020000
Training Epoch: 26 [27392/45000]	Loss: 0.4466	LR: 0.020000
Training Epoch: 26 [27648/45000]	Loss: 0.3757	LR: 0.020000
Training Epoch: 26 [27904/45000]	Loss: 0.4210	LR: 0.020000
Training Epoch: 26 [28160/45000]	Loss: 0.2928	LR: 0.020000
Training Epoch: 26 [28416/45000]	Loss: 0.3142	LR: 0.020000
Training Epoch: 26 [28672/45000]	Loss: 0.3565	LR: 0.020000
Training Epoch: 26 [28928/45000]	Loss: 0.4492	LR: 0.020000
Training Epoch: 26 [29184/45000]	Loss: 0.3888	LR: 0.020000
Training Epoch: 26 [29440/45000]	Loss: 0.3707	LR: 0.020000
Training Epoch: 26 [29696/45000]	Loss: 0.3590	LR: 0.020000
Training Epoch: 26 [29952/45000]	Loss: 0.3694	LR: 0.020000
Training Epoch: 26 [30208/45000]	Loss: 0.4391	LR: 0.020000
Training Epoch: 26 [30464/45000]	Loss: 0.3576	LR: 0.020000
Training Epoch: 26 [30720/45000]	Loss: 0.4003	LR: 0.020000
Training Epoch: 26 [30976/45000]	Loss: 0.3861	LR: 0.020000
Training Epoch: 26 [31232/45000]	Loss: 0.4034	LR: 0.020000
Training Epoch: 26 [31488/45000]	Loss: 0.3365	LR: 0.020000
Training Epoch: 26 [31744/45000]	Loss: 0.3643	LR: 0.020000
Training Epoch: 26 [32000/45000]	Loss: 0.4000	LR: 0.020000
Training Epoch: 26 [32256/45000]	Loss: 0.3933	LR: 0.020000
Training Epoch: 26 [32512/45000]	Loss: 0.3629	LR: 0.020000
Training Epoch: 26 [32768/45000]	Loss: 0.3511	LR: 0.020000
Training Epoch: 26 [33024/45000]	Loss: 0.3808	LR: 0.020000
Training Epoch: 26 [33280/45000]	Loss: 0.3841	LR: 0.020000
Training Epoch: 26 [33536/45000]	Loss: 0.3224	LR: 0.020000
Training Epoch: 26 [33792/45000]	Loss: 0.3960	LR: 0.020000
Training Epoch: 26 [34048/45000]	Loss: 0.3724	LR: 0.020000
Training Epoch: 26 [34304/45000]	Loss: 0.5089	LR: 0.020000
Training Epoch: 26 [34560/45000]	Loss: 0.5913	LR: 0.020000
Training Epoch: 26 [34816/45000]	Loss: 0.3806	LR: 0.020000
Training Epoch: 26 [35072/45000]	Loss: 0.3593	LR: 0.020000
Training Epoch: 26 [35328/45000]	Loss: 0.3916	LR: 0.020000
Training Epoch: 26 [35584/45000]	Loss: 0.5009	LR: 0.020000
Training Epoch: 26 [35840/45000]	Loss: 0.4189	LR: 0.020000
Training Epoch: 26 [36096/45000]	Loss: 0.5381	LR: 0.020000
Training Epoch: 26 [36352/45000]	Loss: 0.3061	LR: 0.020000
Training Epoch: 26 [36608/45000]	Loss: 0.4294	LR: 0.020000
Training Epoch: 26 [36864/45000]	Loss: 0.4128	LR: 0.020000
Training Epoch: 26 [37120/45000]	Loss: 0.3437	LR: 0.020000
Training Epoch: 26 [37376/45000]	Loss: 0.4635	LR: 0.020000
Training Epoch: 26 [37632/45000]	Loss: 0.3184	LR: 0.020000
Training Epoch: 26 [37888/45000]	Loss: 0.4220	LR: 0.020000
Training Epoch: 26 [38144/45000]	Loss: 0.3826	LR: 0.020000
Training Epoch: 26 [38400/45000]	Loss: 0.3650	LR: 0.020000
Training Epoch: 26 [38656/45000]	Loss: 0.4351	LR: 0.020000
Training Epoch: 26 [38912/45000]	Loss: 0.3863	LR: 0.020000
Training Epoch: 26 [39168/45000]	Loss: 0.3503	LR: 0.020000
Training Epoch: 26 [39424/45000]	Loss: 0.4171	LR: 0.020000
Training Epoch: 26 [39680/45000]	Loss: 0.2926	LR: 0.020000
Training Epoch: 26 [39936/45000]	Loss: 0.3325	LR: 0.020000
Training Epoch: 26 [40192/45000]	Loss: 0.3456	LR: 0.020000
Training Epoch: 26 [40448/45000]	Loss: 0.3694	LR: 0.020000
Training Epoch: 26 [40704/45000]	Loss: 0.3898	LR: 0.020000
Training Epoch: 26 [40960/45000]	Loss: 0.3865	LR: 0.020000
Training Epoch: 26 [41216/45000]	Loss: 0.4324	LR: 0.020000
Training Epoch: 26 [41472/45000]	Loss: 0.3873	LR: 0.020000
Training Epoch: 26 [41728/45000]	Loss: 0.4217	LR: 0.020000
Training Epoch: 26 [41984/45000]	Loss: 0.3968	LR: 0.020000
Training Epoch: 26 [42240/45000]	Loss: 0.3176	LR: 0.020000
Training Epoch: 26 [42496/45000]	Loss: 0.4232	LR: 0.020000
Training Epoch: 26 [42752/45000]	Loss: 0.3330	LR: 0.020000
Training Epoch: 26 [43008/45000]	Loss: 0.3634	LR: 0.020000
Training Epoch: 26 [43264/45000]	Loss: 0.4145	LR: 0.020000
Training Epoch: 26 [43520/45000]	Loss: 0.4428	LR: 0.020000
Training Epoch: 26 [43776/45000]	Loss: 0.4172	LR: 0.020000
Training Epoch: 26 [44032/45000]	Loss: 0.3739	LR: 0.020000
Training Epoch: 26 [44288/45000]	Loss: 0.4008	LR: 0.020000
Training Epoch: 26 [44544/45000]	Loss: 0.4747	LR: 0.020000
Training Epoch: 26 [44800/45000]	Loss: 0.4255	LR: 0.020000
Training Epoch: 26 [45000/45000]	Loss: 0.3692	LR: 0.020000
Epoch 26 - Average Train Loss: 0.3772, Train Accuracy: 0.8735
Epoch 26 training time consumed: 26.74s
Evaluating Network.....
Test set: Epoch: 26, Average loss: 0.0034, Accuracy: 0.7562, Time consumed:0.89s
Training Epoch: 27 [256/45000]	Loss: 0.3578	LR: 0.020000
Training Epoch: 27 [512/45000]	Loss: 0.4453	LR: 0.020000
Training Epoch: 27 [768/45000]	Loss: 0.3284	LR: 0.020000
Training Epoch: 27 [1024/45000]	Loss: 0.3682	LR: 0.020000
Training Epoch: 27 [1280/45000]	Loss: 0.3025	LR: 0.020000
Training Epoch: 27 [1536/45000]	Loss: 0.2523	LR: 0.020000
Training Epoch: 27 [1792/45000]	Loss: 0.3569	LR: 0.020000
Training Epoch: 27 [2048/45000]	Loss: 0.3219	LR: 0.020000
Training Epoch: 27 [2304/45000]	Loss: 0.2904	LR: 0.020000
Training Epoch: 27 [2560/45000]	Loss: 0.3968	LR: 0.020000
Training Epoch: 27 [2816/45000]	Loss: 0.3133	LR: 0.020000
Training Epoch: 27 [3072/45000]	Loss: 0.3208	LR: 0.020000
Training Epoch: 27 [3328/45000]	Loss: 0.3299	LR: 0.020000
Training Epoch: 27 [3584/45000]	Loss: 0.2599	LR: 0.020000
Training Epoch: 27 [3840/45000]	Loss: 0.4225	LR: 0.020000
Training Epoch: 27 [4096/45000]	Loss: 0.3743	LR: 0.020000
Training Epoch: 27 [4352/45000]	Loss: 0.3017	LR: 0.020000
Training Epoch: 27 [4608/45000]	Loss: 0.3680	LR: 0.020000
Training Epoch: 27 [4864/45000]	Loss: 0.3116	LR: 0.020000
Training Epoch: 27 [5120/45000]	Loss: 0.3585	LR: 0.020000
Training Epoch: 27 [5376/45000]	Loss: 0.3884	LR: 0.020000
Training Epoch: 27 [5632/45000]	Loss: 0.3627	LR: 0.020000
Training Epoch: 27 [5888/45000]	Loss: 0.3013	LR: 0.020000
Training Epoch: 27 [6144/45000]	Loss: 0.2313	LR: 0.020000
Training Epoch: 27 [6400/45000]	Loss: 0.3855	LR: 0.020000
Training Epoch: 27 [6656/45000]	Loss: 0.3918	LR: 0.020000
Training Epoch: 27 [6912/45000]	Loss: 0.3205	LR: 0.020000
Training Epoch: 27 [7168/45000]	Loss: 0.3499	LR: 0.020000
Training Epoch: 27 [7424/45000]	Loss: 0.3502	LR: 0.020000
Training Epoch: 27 [7680/45000]	Loss: 0.3890	LR: 0.020000
Training Epoch: 27 [7936/45000]	Loss: 0.3918	LR: 0.020000
Training Epoch: 27 [8192/45000]	Loss: 0.2759	LR: 0.020000
Training Epoch: 27 [8448/45000]	Loss: 0.3673	LR: 0.020000
Training Epoch: 27 [8704/45000]	Loss: 0.2807	LR: 0.020000
Training Epoch: 27 [8960/45000]	Loss: 0.3697	LR: 0.020000
Training Epoch: 27 [9216/45000]	Loss: 0.3319	LR: 0.020000
Training Epoch: 27 [9472/45000]	Loss: 0.3661	LR: 0.020000
Training Epoch: 27 [9728/45000]	Loss: 0.3688	LR: 0.020000
Training Epoch: 27 [9984/45000]	Loss: 0.3146	LR: 0.020000
Training Epoch: 27 [10240/45000]	Loss: 0.2946	LR: 0.020000
Training Epoch: 27 [10496/45000]	Loss: 0.3464	LR: 0.020000
Training Epoch: 27 [10752/45000]	Loss: 0.3940	LR: 0.020000
Training Epoch: 27 [11008/45000]	Loss: 0.3587	LR: 0.020000
Training Epoch: 27 [11264/45000]	Loss: 0.3521	LR: 0.020000
Training Epoch: 27 [11520/45000]	Loss: 0.2813	LR: 0.020000
Training Epoch: 27 [11776/45000]	Loss: 0.3356	LR: 0.020000
Training Epoch: 27 [12032/45000]	Loss: 0.2835	LR: 0.020000
Training Epoch: 27 [12288/45000]	Loss: 0.3119	LR: 0.020000
Training Epoch: 27 [12544/45000]	Loss: 0.4861	LR: 0.020000
Training Epoch: 27 [12800/45000]	Loss: 0.2724	LR: 0.020000
Training Epoch: 27 [13056/45000]	Loss: 0.3100	LR: 0.020000
Training Epoch: 27 [13312/45000]	Loss: 0.3342	LR: 0.020000
Training Epoch: 27 [13568/45000]	Loss: 0.3062	LR: 0.020000
Training Epoch: 27 [13824/45000]	Loss: 0.3375	LR: 0.020000
Training Epoch: 27 [14080/45000]	Loss: 0.3149	LR: 0.020000
Training Epoch: 27 [14336/45000]	Loss: 0.3591	LR: 0.020000
Training Epoch: 27 [14592/45000]	Loss: 0.3923	LR: 0.020000
Training Epoch: 27 [14848/45000]	Loss: 0.3314	LR: 0.020000
Training Epoch: 27 [15104/45000]	Loss: 0.3172	LR: 0.020000
Training Epoch: 27 [15360/45000]	Loss: 0.3138	LR: 0.020000
Training Epoch: 27 [15616/45000]	Loss: 0.3219	LR: 0.020000
Training Epoch: 27 [15872/45000]	Loss: 0.3057	LR: 0.020000
Training Epoch: 27 [16128/45000]	Loss: 0.3650	LR: 0.020000
Training Epoch: 27 [16384/45000]	Loss: 0.3827	LR: 0.020000
Training Epoch: 27 [16640/45000]	Loss: 0.3218	LR: 0.020000
Training Epoch: 27 [16896/45000]	Loss: 0.3733	LR: 0.020000
Training Epoch: 27 [17152/45000]	Loss: 0.2867	LR: 0.020000
Training Epoch: 27 [17408/45000]	Loss: 0.3505	LR: 0.020000
Training Epoch: 27 [17664/45000]	Loss: 0.2958	LR: 0.020000
Training Epoch: 27 [17920/45000]	Loss: 0.3440	LR: 0.020000
Training Epoch: 27 [18176/45000]	Loss: 0.4018	LR: 0.020000
Training Epoch: 27 [18432/45000]	Loss: 0.4008	LR: 0.020000
Training Epoch: 27 [18688/45000]	Loss: 0.3535	LR: 0.020000
Training Epoch: 27 [18944/45000]	Loss: 0.3182	LR: 0.020000
Training Epoch: 27 [19200/45000]	Loss: 0.2778	LR: 0.020000
Training Epoch: 27 [19456/45000]	Loss: 0.3773	LR: 0.020000
Training Epoch: 27 [19712/45000]	Loss: 0.3989	LR: 0.020000
Training Epoch: 27 [19968/45000]	Loss: 0.3112	LR: 0.020000
Training Epoch: 27 [20224/45000]	Loss: 0.3353	LR: 0.020000
Training Epoch: 27 [20480/45000]	Loss: 0.3400	LR: 0.020000
Training Epoch: 27 [20736/45000]	Loss: 0.3855	LR: 0.020000
Training Epoch: 27 [20992/45000]	Loss: 0.4131	LR: 0.020000
Training Epoch: 27 [21248/45000]	Loss: 0.4019	LR: 0.020000
Training Epoch: 27 [21504/45000]	Loss: 0.3424	LR: 0.020000
Training Epoch: 27 [21760/45000]	Loss: 0.3228	LR: 0.020000
Training Epoch: 27 [22016/45000]	Loss: 0.4153	LR: 0.020000
Training Epoch: 27 [22272/45000]	Loss: 0.3573	LR: 0.020000
Training Epoch: 27 [22528/45000]	Loss: 0.2511	LR: 0.020000
Training Epoch: 27 [22784/45000]	Loss: 0.3437	LR: 0.020000
Training Epoch: 27 [23040/45000]	Loss: 0.4151	LR: 0.020000
Training Epoch: 27 [23296/45000]	Loss: 0.3965	LR: 0.020000
Training Epoch: 27 [23552/45000]	Loss: 0.4006	LR: 0.020000
Training Epoch: 27 [23808/45000]	Loss: 0.3160	LR: 0.020000
Training Epoch: 27 [24064/45000]	Loss: 0.3283	LR: 0.020000
Training Epoch: 27 [24320/45000]	Loss: 0.3502	LR: 0.020000
Training Epoch: 27 [24576/45000]	Loss: 0.3280	LR: 0.020000
Training Epoch: 27 [24832/45000]	Loss: 0.4459	LR: 0.020000
Training Epoch: 27 [25088/45000]	Loss: 0.4298	LR: 0.020000
Training Epoch: 27 [25344/45000]	Loss: 0.3525	LR: 0.020000
Training Epoch: 27 [25600/45000]	Loss: 0.2946	LR: 0.020000
Training Epoch: 27 [25856/45000]	Loss: 0.4739	LR: 0.020000
Training Epoch: 27 [26112/45000]	Loss: 0.2950	LR: 0.020000
Training Epoch: 27 [26368/45000]	Loss: 0.2821	LR: 0.020000
Training Epoch: 27 [26624/45000]	Loss: 0.3522	LR: 0.020000
Training Epoch: 27 [26880/45000]	Loss: 0.3377	LR: 0.020000
Training Epoch: 27 [27136/45000]	Loss: 0.2946	LR: 0.020000
Training Epoch: 27 [27392/45000]	Loss: 0.4149	LR: 0.020000
Training Epoch: 27 [27648/45000]	Loss: 0.4075	LR: 0.020000
Training Epoch: 27 [27904/45000]	Loss: 0.5273	LR: 0.020000
Training Epoch: 27 [28160/45000]	Loss: 0.3657	LR: 0.020000
Training Epoch: 27 [28416/45000]	Loss: 0.2971	LR: 0.020000
Training Epoch: 27 [28672/45000]	Loss: 0.3852	LR: 0.020000
Training Epoch: 27 [28928/45000]	Loss: 0.3972	LR: 0.020000
Training Epoch: 27 [29184/45000]	Loss: 0.3910	LR: 0.020000
Training Epoch: 27 [29440/45000]	Loss: 0.2844	LR: 0.020000
Training Epoch: 27 [29696/45000]	Loss: 0.3262	LR: 0.020000
Training Epoch: 27 [29952/45000]	Loss: 0.3745	LR: 0.020000
Training Epoch: 27 [30208/45000]	Loss: 0.4232	LR: 0.020000
Training Epoch: 27 [30464/45000]	Loss: 0.2909	LR: 0.020000
Training Epoch: 27 [30720/45000]	Loss: 0.3118	LR: 0.020000
Training Epoch: 27 [30976/45000]	Loss: 0.3826	LR: 0.020000
Training Epoch: 27 [31232/45000]	Loss: 0.3786	LR: 0.020000
Training Epoch: 27 [31488/45000]	Loss: 0.4515	LR: 0.020000
Training Epoch: 27 [31744/45000]	Loss: 0.3126	LR: 0.020000
Training Epoch: 27 [32000/45000]	Loss: 0.3423	LR: 0.020000
Training Epoch: 27 [32256/45000]	Loss: 0.4464	LR: 0.020000
Training Epoch: 27 [32512/45000]	Loss: 0.4416	LR: 0.020000
Training Epoch: 27 [32768/45000]	Loss: 0.4703	LR: 0.020000
Training Epoch: 27 [33024/45000]	Loss: 0.3824	LR: 0.020000
Training Epoch: 27 [33280/45000]	Loss: 0.3429	LR: 0.020000
Training Epoch: 27 [33536/45000]	Loss: 0.4248	LR: 0.020000
Training Epoch: 27 [33792/45000]	Loss: 0.4270	LR: 0.020000
Training Epoch: 27 [34048/45000]	Loss: 0.3583	LR: 0.020000
Training Epoch: 27 [34304/45000]	Loss: 0.4356	LR: 0.020000
Training Epoch: 27 [34560/45000]	Loss: 0.3572	LR: 0.020000
Training Epoch: 27 [34816/45000]	Loss: 0.3311	LR: 0.020000
Training Epoch: 27 [35072/45000]	Loss: 0.3234	LR: 0.020000
Training Epoch: 27 [35328/45000]	Loss: 0.3515	LR: 0.020000
Training Epoch: 27 [35584/45000]	Loss: 0.3365	LR: 0.020000
Training Epoch: 27 [35840/45000]	Loss: 0.2761	LR: 0.020000
Training Epoch: 27 [36096/45000]	Loss: 0.4795	LR: 0.020000
Training Epoch: 27 [36352/45000]	Loss: 0.3992	LR: 0.020000
Training Epoch: 27 [36608/45000]	Loss: 0.3272	LR: 0.020000
Training Epoch: 27 [36864/45000]	Loss: 0.3697	LR: 0.020000
Training Epoch: 27 [37120/45000]	Loss: 0.4280	LR: 0.020000
Training Epoch: 27 [37376/45000]	Loss: 0.3891	LR: 0.020000
Training Epoch: 27 [37632/45000]	Loss: 0.3611	LR: 0.020000
Training Epoch: 27 [37888/45000]	Loss: 0.3655	LR: 0.020000
Training Epoch: 27 [38144/45000]	Loss: 0.3630	LR: 0.020000
Training Epoch: 27 [38400/45000]	Loss: 0.3808	LR: 0.020000
Training Epoch: 27 [38656/45000]	Loss: 0.4302	LR: 0.020000
Training Epoch: 27 [38912/45000]	Loss: 0.3153	LR: 0.020000
Training Epoch: 27 [39168/45000]	Loss: 0.3232	LR: 0.020000
Training Epoch: 27 [39424/45000]	Loss: 0.4287	LR: 0.020000
Training Epoch: 27 [39680/45000]	Loss: 0.3066	LR: 0.020000
Training Epoch: 27 [39936/45000]	Loss: 0.3512	LR: 0.020000
Training Epoch: 27 [40192/45000]	Loss: 0.3690	LR: 0.020000
Training Epoch: 27 [40448/45000]	Loss: 0.3451	LR: 0.020000
Training Epoch: 27 [40704/45000]	Loss: 0.3981	LR: 0.020000
Training Epoch: 27 [40960/45000]	Loss: 0.4179	LR: 0.020000
Training Epoch: 27 [41216/45000]	Loss: 0.3552	LR: 0.020000
Training Epoch: 27 [41472/45000]	Loss: 0.4145	LR: 0.020000
Training Epoch: 27 [41728/45000]	Loss: 0.4198	LR: 0.020000
Training Epoch: 27 [41984/45000]	Loss: 0.3697	LR: 0.020000
Training Epoch: 27 [42240/45000]	Loss: 0.3989	LR: 0.020000
Training Epoch: 27 [42496/45000]	Loss: 0.4302	LR: 0.020000
Training Epoch: 27 [42752/45000]	Loss: 0.3601	LR: 0.020000
Training Epoch: 27 [43008/45000]	Loss: 0.3896	LR: 0.020000
Training Epoch: 27 [43264/45000]	Loss: 0.4111	LR: 0.020000
Training Epoch: 27 [43520/45000]	Loss: 0.3176	LR: 0.020000
Training Epoch: 27 [43776/45000]	Loss: 0.4749	LR: 0.020000
Training Epoch: 27 [44032/45000]	Loss: 0.4020	LR: 0.020000
Training Epoch: 27 [44288/45000]	Loss: 0.3383	LR: 0.020000
Training Epoch: 27 [44544/45000]	Loss: 0.2907	LR: 0.020000
Training Epoch: 27 [44800/45000]	Loss: 0.4016	LR: 0.020000
Training Epoch: 27 [45000/45000]	Loss: 0.4777	LR: 0.020000
Epoch 27 - Average Train Loss: 0.3584, Train Accuracy: 0.8796
Epoch 27 training time consumed: 26.76s
Evaluating Network.....
Test set: Epoch: 27, Average loss: 0.0033, Accuracy: 0.7655, Time consumed:0.91s
Training Epoch: 28 [256/45000]	Loss: 0.3741	LR: 0.020000
Training Epoch: 28 [512/45000]	Loss: 0.3847	LR: 0.020000
Training Epoch: 28 [768/45000]	Loss: 0.3086	LR: 0.020000
Training Epoch: 28 [1024/45000]	Loss: 0.2215	LR: 0.020000
Training Epoch: 28 [1280/45000]	Loss: 0.2777	LR: 0.020000
Training Epoch: 28 [1536/45000]	Loss: 0.2942	LR: 0.020000
Training Epoch: 28 [1792/45000]	Loss: 0.2923	LR: 0.020000
Training Epoch: 28 [2048/45000]	Loss: 0.4195	LR: 0.020000
Training Epoch: 28 [2304/45000]	Loss: 0.3563	LR: 0.020000
Training Epoch: 28 [2560/45000]	Loss: 0.3103	LR: 0.020000
Training Epoch: 28 [2816/45000]	Loss: 0.3293	LR: 0.020000
Training Epoch: 28 [3072/45000]	Loss: 0.3461	LR: 0.020000
Training Epoch: 28 [3328/45000]	Loss: 0.3309	LR: 0.020000
Training Epoch: 28 [3584/45000]	Loss: 0.3175	LR: 0.020000
Training Epoch: 28 [3840/45000]	Loss: 0.3080	LR: 0.020000
Training Epoch: 28 [4096/45000]	Loss: 0.3441	LR: 0.020000
Training Epoch: 28 [4352/45000]	Loss: 0.3975	LR: 0.020000
Training Epoch: 28 [4608/45000]	Loss: 0.2366	LR: 0.020000
Training Epoch: 28 [4864/45000]	Loss: 0.2782	LR: 0.020000
Training Epoch: 28 [5120/45000]	Loss: 0.3535	LR: 0.020000
Training Epoch: 28 [5376/45000]	Loss: 0.3538	LR: 0.020000
Training Epoch: 28 [5632/45000]	Loss: 0.2887	LR: 0.020000
Training Epoch: 28 [5888/45000]	Loss: 0.3343	LR: 0.020000
Training Epoch: 28 [6144/45000]	Loss: 0.3112	LR: 0.020000
Training Epoch: 28 [6400/45000]	Loss: 0.2569	LR: 0.020000
Training Epoch: 28 [6656/45000]	Loss: 0.3000	LR: 0.020000
Training Epoch: 28 [6912/45000]	Loss: 0.3177	LR: 0.020000
Training Epoch: 28 [7168/45000]	Loss: 0.3456	LR: 0.020000
Training Epoch: 28 [7424/45000]	Loss: 0.2765	LR: 0.020000
Training Epoch: 28 [7680/45000]	Loss: 0.3786	LR: 0.020000
Training Epoch: 28 [7936/45000]	Loss: 0.3452	LR: 0.020000
Training Epoch: 28 [8192/45000]	Loss: 0.3248	LR: 0.020000
Training Epoch: 28 [8448/45000]	Loss: 0.3460	LR: 0.020000
Training Epoch: 28 [8704/45000]	Loss: 0.2759	LR: 0.020000
Training Epoch: 28 [8960/45000]	Loss: 0.2993	LR: 0.020000
Training Epoch: 28 [9216/45000]	Loss: 0.3045	LR: 0.020000
Training Epoch: 28 [9472/45000]	Loss: 0.2397	LR: 0.020000
Training Epoch: 28 [9728/45000]	Loss: 0.2875	LR: 0.020000
Training Epoch: 28 [9984/45000]	Loss: 0.2889	LR: 0.020000
Training Epoch: 28 [10240/45000]	Loss: 0.2989	LR: 0.020000
Training Epoch: 28 [10496/45000]	Loss: 0.3924	LR: 0.020000
Training Epoch: 28 [10752/45000]	Loss: 0.2957	LR: 0.020000
Training Epoch: 28 [11008/45000]	Loss: 0.2747	LR: 0.020000
Training Epoch: 28 [11264/45000]	Loss: 0.2178	LR: 0.020000
Training Epoch: 28 [11520/45000]	Loss: 0.2396	LR: 0.020000
Training Epoch: 28 [11776/45000]	Loss: 0.2944	LR: 0.020000
Training Epoch: 28 [12032/45000]	Loss: 0.3619	LR: 0.020000
Training Epoch: 28 [12288/45000]	Loss: 0.3355	LR: 0.020000
Training Epoch: 28 [12544/45000]	Loss: 0.3678	LR: 0.020000
Training Epoch: 28 [12800/45000]	Loss: 0.2641	LR: 0.020000
Training Epoch: 28 [13056/45000]	Loss: 0.2793	LR: 0.020000
Training Epoch: 28 [13312/45000]	Loss: 0.3951	LR: 0.020000
Training Epoch: 28 [13568/45000]	Loss: 0.4294	LR: 0.020000
Training Epoch: 28 [13824/45000]	Loss: 0.3045	LR: 0.020000
Training Epoch: 28 [14080/45000]	Loss: 0.3839	LR: 0.020000
Training Epoch: 28 [14336/45000]	Loss: 0.3627	LR: 0.020000
Training Epoch: 28 [14592/45000]	Loss: 0.4852	LR: 0.020000
Training Epoch: 28 [14848/45000]	Loss: 0.3747	LR: 0.020000
Training Epoch: 28 [15104/45000]	Loss: 0.2553	LR: 0.020000
Training Epoch: 28 [15360/45000]	Loss: 0.3375	LR: 0.020000
Training Epoch: 28 [15616/45000]	Loss: 0.4246	LR: 0.020000
Training Epoch: 28 [15872/45000]	Loss: 0.3462	LR: 0.020000
Training Epoch: 28 [16128/45000]	Loss: 0.2892	LR: 0.020000
Training Epoch: 28 [16384/45000]	Loss: 0.2601	LR: 0.020000
Training Epoch: 28 [16640/45000]	Loss: 0.2744	LR: 0.020000
Training Epoch: 28 [16896/45000]	Loss: 0.2796	LR: 0.020000
Training Epoch: 28 [17152/45000]	Loss: 0.3273	LR: 0.020000
Training Epoch: 28 [17408/45000]	Loss: 0.3488	LR: 0.020000
Training Epoch: 28 [17664/45000]	Loss: 0.3719	LR: 0.020000
Training Epoch: 28 [17920/45000]	Loss: 0.4168	LR: 0.020000
Training Epoch: 28 [18176/45000]	Loss: 0.3882	LR: 0.020000
Training Epoch: 28 [18432/45000]	Loss: 0.3162	LR: 0.020000
Training Epoch: 28 [18688/45000]	Loss: 0.5343	LR: 0.020000
Training Epoch: 28 [18944/45000]	Loss: 0.2899	LR: 0.020000
Training Epoch: 28 [19200/45000]	Loss: 0.3733	LR: 0.020000
Training Epoch: 28 [19456/45000]	Loss: 0.3772	LR: 0.020000
Training Epoch: 28 [19712/45000]	Loss: 0.2982	LR: 0.020000
Training Epoch: 28 [19968/45000]	Loss: 0.3281	LR: 0.020000
Training Epoch: 28 [20224/45000]	Loss: 0.3540	LR: 0.020000
Training Epoch: 28 [20480/45000]	Loss: 0.3311	LR: 0.020000
Training Epoch: 28 [20736/45000]	Loss: 0.3560	LR: 0.020000
Training Epoch: 28 [20992/45000]	Loss: 0.3898	LR: 0.020000
Training Epoch: 28 [21248/45000]	Loss: 0.3656	LR: 0.020000
Training Epoch: 28 [21504/45000]	Loss: 0.3894	LR: 0.020000
Training Epoch: 28 [21760/45000]	Loss: 0.3485	LR: 0.020000
Training Epoch: 28 [22016/45000]	Loss: 0.2759	LR: 0.020000
Training Epoch: 28 [22272/45000]	Loss: 0.3872	LR: 0.020000
Training Epoch: 28 [22528/45000]	Loss: 0.3287	LR: 0.020000
Training Epoch: 28 [22784/45000]	Loss: 0.4313	LR: 0.020000
Training Epoch: 28 [23040/45000]	Loss: 0.3299	LR: 0.020000
Training Epoch: 28 [23296/45000]	Loss: 0.3444	LR: 0.020000
Training Epoch: 28 [23552/45000]	Loss: 0.3251	LR: 0.020000
Training Epoch: 28 [23808/45000]	Loss: 0.3540	LR: 0.020000
Training Epoch: 28 [24064/45000]	Loss: 0.3536	LR: 0.020000
Training Epoch: 28 [24320/45000]	Loss: 0.3469	LR: 0.020000
Training Epoch: 28 [24576/45000]	Loss: 0.3314	LR: 0.020000
Training Epoch: 28 [24832/45000]	Loss: 0.4359	LR: 0.020000
Training Epoch: 28 [25088/45000]	Loss: 0.3225	LR: 0.020000
Training Epoch: 28 [25344/45000]	Loss: 0.3354	LR: 0.020000
Training Epoch: 28 [25600/45000]	Loss: 0.3819	LR: 0.020000
Training Epoch: 28 [25856/45000]	Loss: 0.3608	LR: 0.020000
Training Epoch: 28 [26112/45000]	Loss: 0.3003	LR: 0.020000
Training Epoch: 28 [26368/45000]	Loss: 0.3028	LR: 0.020000
Training Epoch: 28 [26624/45000]	Loss: 0.3320	LR: 0.020000
Training Epoch: 28 [26880/45000]	Loss: 0.3541	LR: 0.020000
Training Epoch: 28 [27136/45000]	Loss: 0.3525	LR: 0.020000
Training Epoch: 28 [27392/45000]	Loss: 0.2843	LR: 0.020000
Training Epoch: 28 [27648/45000]	Loss: 0.3718	LR: 0.020000
Training Epoch: 28 [27904/45000]	Loss: 0.4435	LR: 0.020000
Training Epoch: 28 [28160/45000]	Loss: 0.4290	LR: 0.020000
Training Epoch: 28 [28416/45000]	Loss: 0.3424	LR: 0.020000
Training Epoch: 28 [28672/45000]	Loss: 0.4203	LR: 0.020000
Training Epoch: 28 [28928/45000]	Loss: 0.4464	LR: 0.020000
Training Epoch: 28 [29184/45000]	Loss: 0.4181	LR: 0.020000
Training Epoch: 28 [29440/45000]	Loss: 0.3559	LR: 0.020000
Training Epoch: 28 [29696/45000]	Loss: 0.4248	LR: 0.020000
Training Epoch: 28 [29952/45000]	Loss: 0.3597	LR: 0.020000
Training Epoch: 28 [30208/45000]	Loss: 0.3646	LR: 0.020000
Training Epoch: 28 [30464/45000]	Loss: 0.3858	LR: 0.020000
Training Epoch: 28 [30720/45000]	Loss: 0.3728	LR: 0.020000
Training Epoch: 28 [30976/45000]	Loss: 0.4066	LR: 0.020000
Training Epoch: 28 [31232/45000]	Loss: 0.3295	LR: 0.020000
Training Epoch: 28 [31488/45000]	Loss: 0.3392	LR: 0.020000
Training Epoch: 28 [31744/45000]	Loss: 0.2989	LR: 0.020000
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Training Epoch: 28 [38400/45000]	Loss: 0.3336	LR: 0.020000
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Training Epoch: 28 [38912/45000]	Loss: 0.3684	LR: 0.020000
Training Epoch: 28 [39168/45000]	Loss: 0.4566	LR: 0.020000
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Training Epoch: 28 [39936/45000]	Loss: 0.3339	LR: 0.020000
Training Epoch: 28 [40192/45000]	Loss: 0.3372	LR: 0.020000
Training Epoch: 28 [40448/45000]	Loss: 0.4219	LR: 0.020000
Training Epoch: 28 [40704/45000]	Loss: 0.3654	LR: 0.020000
Training Epoch: 28 [40960/45000]	Loss: 0.3473	LR: 0.020000
Training Epoch: 28 [41216/45000]	Loss: 0.3561	LR: 0.020000
Training Epoch: 28 [41472/45000]	Loss: 0.3656	LR: 0.020000
Training Epoch: 28 [41728/45000]	Loss: 0.3272	LR: 0.020000
Training Epoch: 28 [41984/45000]	Loss: 0.3162	LR: 0.020000
Training Epoch: 28 [42240/45000]	Loss: 0.3662	LR: 0.020000
Training Epoch: 28 [42496/45000]	Loss: 0.3960	LR: 0.020000
Training Epoch: 28 [42752/45000]	Loss: 0.2725	LR: 0.020000
Training Epoch: 28 [43008/45000]	Loss: 0.4065	LR: 0.020000
Training Epoch: 28 [43264/45000]	Loss: 0.2982	LR: 0.020000
Training Epoch: 28 [43520/45000]	Loss: 0.2738	LR: 0.020000
Training Epoch: 28 [43776/45000]	Loss: 0.3643	LR: 0.020000
Training Epoch: 28 [44032/45000]	Loss: 0.4023	LR: 0.020000
Training Epoch: 28 [44288/45000]	Loss: 0.3822	LR: 0.020000
Training Epoch: 28 [44544/45000]	Loss: 0.4523	LR: 0.020000
Training Epoch: 28 [44800/45000]	Loss: 0.3021	LR: 0.020000
Training Epoch: 28 [45000/45000]	Loss: 0.5245	LR: 0.020000
Epoch 28 - Average Train Loss: 0.3474, Train Accuracy: 0.8852
Epoch 28 training time consumed: 26.85s
Evaluating Network.....
Test set: Epoch: 28, Average loss: 0.0032, Accuracy: 0.7739, Time consumed:0.85s
Saving weights file to checkpoint/retrain/ResNet18/Sunday_13_July_2025_18h_40m_29s/ResNet18-Cifar20-seed6-ret100-28-best.pth
Training Epoch: 29 [256/45000]	Loss: 0.2769	LR: 0.020000
Training Epoch: 29 [512/45000]	Loss: 0.3156	LR: 0.020000
Training Epoch: 29 [768/45000]	Loss: 0.3320	LR: 0.020000
Training Epoch: 29 [1024/45000]	Loss: 0.3340	LR: 0.020000
Training Epoch: 29 [1280/45000]	Loss: 0.2749	LR: 0.020000
Training Epoch: 29 [1536/45000]	Loss: 0.3820	LR: 0.020000
Training Epoch: 29 [1792/45000]	Loss: 0.2444	LR: 0.020000
Training Epoch: 29 [2048/45000]	Loss: 0.3364	LR: 0.020000
Training Epoch: 29 [2304/45000]	Loss: 0.2751	LR: 0.020000
Training Epoch: 29 [2560/45000]	Loss: 0.3348	LR: 0.020000
Training Epoch: 29 [2816/45000]	Loss: 0.2524	LR: 0.020000
Training Epoch: 29 [3072/45000]	Loss: 0.2974	LR: 0.020000
Training Epoch: 29 [3328/45000]	Loss: 0.2561	LR: 0.020000
Training Epoch: 29 [3584/45000]	Loss: 0.4020	LR: 0.020000
Training Epoch: 29 [3840/45000]	Loss: 0.3369	LR: 0.020000
Training Epoch: 29 [4096/45000]	Loss: 0.2828	LR: 0.020000
Training Epoch: 29 [4352/45000]	Loss: 0.2701	LR: 0.020000
Training Epoch: 29 [4608/45000]	Loss: 0.3239	LR: 0.020000
Training Epoch: 29 [4864/45000]	Loss: 0.3446	LR: 0.020000
Training Epoch: 29 [5120/45000]	Loss: 0.3593	LR: 0.020000
Training Epoch: 29 [5376/45000]	Loss: 0.3526	LR: 0.020000
Training Epoch: 29 [5632/45000]	Loss: 0.2813	LR: 0.020000
Training Epoch: 29 [5888/45000]	Loss: 0.2799	LR: 0.020000
Training Epoch: 29 [6144/45000]	Loss: 0.2572	LR: 0.020000
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Training Epoch: 29 [6656/45000]	Loss: 0.3638	LR: 0.020000
Training Epoch: 29 [6912/45000]	Loss: 0.3022	LR: 0.020000
Training Epoch: 29 [7168/45000]	Loss: 0.3271	LR: 0.020000
Training Epoch: 29 [7424/45000]	Loss: 0.3346	LR: 0.020000
Training Epoch: 29 [7680/45000]	Loss: 0.3612	LR: 0.020000
Training Epoch: 29 [7936/45000]	Loss: 0.3275	LR: 0.020000
Training Epoch: 29 [8192/45000]	Loss: 0.3577	LR: 0.020000
Training Epoch: 29 [8448/45000]	Loss: 0.3176	LR: 0.020000
Training Epoch: 29 [8704/45000]	Loss: 0.3488	LR: 0.020000
Training Epoch: 29 [8960/45000]	Loss: 0.2673	LR: 0.020000
Training Epoch: 29 [9216/45000]	Loss: 0.3027	LR: 0.020000
Training Epoch: 29 [9472/45000]	Loss: 0.3183	LR: 0.020000
Training Epoch: 29 [9728/45000]	Loss: 0.3072	LR: 0.020000
Training Epoch: 29 [9984/45000]	Loss: 0.3118	LR: 0.020000
Training Epoch: 29 [10240/45000]	Loss: 0.3671	LR: 0.020000
Training Epoch: 29 [10496/45000]	Loss: 0.2322	LR: 0.020000
Training Epoch: 29 [10752/45000]	Loss: 0.3593	LR: 0.020000
Training Epoch: 29 [11008/45000]	Loss: 0.3011	LR: 0.020000
Training Epoch: 29 [11264/45000]	Loss: 0.4168	LR: 0.020000
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Training Epoch: 29 [11776/45000]	Loss: 0.3344	LR: 0.020000
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Training Epoch: 29 [13312/45000]	Loss: 0.3544	LR: 0.020000
Training Epoch: 29 [13568/45000]	Loss: 0.3074	LR: 0.020000
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Training Epoch: 29 [22784/45000]	Loss: 0.3516	LR: 0.020000
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Training Epoch: 29 [28416/45000]	Loss: 0.3545	LR: 0.020000
Training Epoch: 29 [28672/45000]	Loss: 0.3105	LR: 0.020000
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Training Epoch: 29 [29440/45000]	Loss: 0.3151	LR: 0.020000
Training Epoch: 29 [29696/45000]	Loss: 0.3718	LR: 0.020000
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Training Epoch: 29 [30720/45000]	Loss: 0.2810	LR: 0.020000
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Training Epoch: 29 [32256/45000]	Loss: 0.2833	LR: 0.020000
Training Epoch: 29 [32512/45000]	Loss: 0.3687	LR: 0.020000
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Training Epoch: 29 [33024/45000]	Loss: 0.4216	LR: 0.020000
Training Epoch: 29 [33280/45000]	Loss: 0.2960	LR: 0.020000
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Training Epoch: 29 [34560/45000]	Loss: 0.4068	LR: 0.020000
Training Epoch: 29 [34816/45000]	Loss: 0.3196	LR: 0.020000
Training Epoch: 29 [35072/45000]	Loss: 0.2705	LR: 0.020000
Training Epoch: 29 [35328/45000]	Loss: 0.4263	LR: 0.020000
Training Epoch: 29 [35584/45000]	Loss: 0.3798	LR: 0.020000
Training Epoch: 29 [35840/45000]	Loss: 0.2723	LR: 0.020000
Training Epoch: 29 [36096/45000]	Loss: 0.3216	LR: 0.020000
Training Epoch: 29 [36352/45000]	Loss: 0.2727	LR: 0.020000
Training Epoch: 29 [36608/45000]	Loss: 0.4343	LR: 0.020000
Training Epoch: 29 [36864/45000]	Loss: 0.3924	LR: 0.020000
Training Epoch: 29 [37120/45000]	Loss: 0.3692	LR: 0.020000
Training Epoch: 29 [37376/45000]	Loss: 0.3108	LR: 0.020000
Training Epoch: 29 [37632/45000]	Loss: 0.3675	LR: 0.020000
Training Epoch: 29 [37888/45000]	Loss: 0.3591	LR: 0.020000
Training Epoch: 29 [38144/45000]	Loss: 0.3435	LR: 0.020000
Training Epoch: 29 [38400/45000]	Loss: 0.3393	LR: 0.020000
Training Epoch: 29 [38656/45000]	Loss: 0.3506	LR: 0.020000
Training Epoch: 29 [38912/45000]	Loss: 0.3394	LR: 0.020000
Training Epoch: 29 [39168/45000]	Loss: 0.3848	LR: 0.020000
Training Epoch: 29 [39424/45000]	Loss: 0.3267	LR: 0.020000
Training Epoch: 29 [39680/45000]	Loss: 0.3165	LR: 0.020000
Training Epoch: 29 [39936/45000]	Loss: 0.3856	LR: 0.020000
Training Epoch: 29 [40192/45000]	Loss: 0.2798	LR: 0.020000
Training Epoch: 29 [40448/45000]	Loss: 0.3560	LR: 0.020000
Training Epoch: 29 [40704/45000]	Loss: 0.3798	LR: 0.020000
Training Epoch: 29 [40960/45000]	Loss: 0.2906	LR: 0.020000
Training Epoch: 29 [41216/45000]	Loss: 0.3504	LR: 0.020000
Training Epoch: 29 [41472/45000]	Loss: 0.3781	LR: 0.020000
Training Epoch: 29 [41728/45000]	Loss: 0.4175	LR: 0.020000
Training Epoch: 29 [41984/45000]	Loss: 0.3573	LR: 0.020000
Training Epoch: 29 [42240/45000]	Loss: 0.3554	LR: 0.020000
Training Epoch: 29 [42496/45000]	Loss: 0.3754	LR: 0.020000
Training Epoch: 29 [42752/45000]	Loss: 0.4409	LR: 0.020000
Training Epoch: 29 [43008/45000]	Loss: 0.4210	LR: 0.020000
Training Epoch: 29 [43264/45000]	Loss: 0.3442	LR: 0.020000
Training Epoch: 29 [43520/45000]	Loss: 0.3109	LR: 0.020000
Training Epoch: 29 [43776/45000]	Loss: 0.3619	LR: 0.020000
Training Epoch: 29 [44032/45000]	Loss: 0.3498	LR: 0.020000
Training Epoch: 29 [44288/45000]	Loss: 0.4077	LR: 0.020000
Training Epoch: 29 [44544/45000]	Loss: 0.4213	LR: 0.020000
Training Epoch: 29 [44800/45000]	Loss: 0.3271	LR: 0.020000
Training Epoch: 29 [45000/45000]	Loss: 0.3980	LR: 0.020000
Epoch 29 - Average Train Loss: 0.3394, Train Accuracy: 0.8872
Epoch 29 training time consumed: 26.83s
Evaluating Network.....
Test set: Epoch: 29, Average loss: 0.0037, Accuracy: 0.7393, Time consumed:0.89s
Training Epoch: 30 [256/45000]	Loss: 0.3874	LR: 0.004000
Training Epoch: 30 [512/45000]	Loss: 0.3529	LR: 0.004000
Training Epoch: 30 [768/45000]	Loss: 0.2793	LR: 0.004000
Training Epoch: 30 [1024/45000]	Loss: 0.3557	LR: 0.004000
Training Epoch: 30 [1280/45000]	Loss: 0.2462	LR: 0.004000
Training Epoch: 30 [1536/45000]	Loss: 0.2892	LR: 0.004000
Training Epoch: 30 [1792/45000]	Loss: 0.2610	LR: 0.004000
Training Epoch: 30 [2048/45000]	Loss: 0.3040	LR: 0.004000
Training Epoch: 30 [2304/45000]	Loss: 0.2875	LR: 0.004000
Training Epoch: 30 [2560/45000]	Loss: 0.2535	LR: 0.004000
Training Epoch: 30 [2816/45000]	Loss: 0.2834	LR: 0.004000
Training Epoch: 30 [3072/45000]	Loss: 0.2903	LR: 0.004000
Training Epoch: 30 [3328/45000]	Loss: 0.2478	LR: 0.004000
Training Epoch: 30 [3584/45000]	Loss: 0.2807	LR: 0.004000
Training Epoch: 30 [3840/45000]	Loss: 0.3000	LR: 0.004000
Training Epoch: 30 [4096/45000]	Loss: 0.3574	LR: 0.004000
Training Epoch: 30 [4352/45000]	Loss: 0.3149	LR: 0.004000
Training Epoch: 30 [4608/45000]	Loss: 0.3414	LR: 0.004000
Training Epoch: 30 [4864/45000]	Loss: 0.2803	LR: 0.004000
Training Epoch: 30 [5120/45000]	Loss: 0.2815	LR: 0.004000
Training Epoch: 30 [5376/45000]	Loss: 0.2583	LR: 0.004000
Training Epoch: 30 [5632/45000]	Loss: 0.1966	LR: 0.004000
Training Epoch: 30 [5888/45000]	Loss: 0.2335	LR: 0.004000
Training Epoch: 30 [6144/45000]	Loss: 0.2422	LR: 0.004000
Training Epoch: 30 [6400/45000]	Loss: 0.3072	LR: 0.004000
Training Epoch: 30 [6656/45000]	Loss: 0.2884	LR: 0.004000
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Training Epoch: 30 [7168/45000]	Loss: 0.2385	LR: 0.004000
Training Epoch: 30 [7424/45000]	Loss: 0.2151	LR: 0.004000
Training Epoch: 30 [7680/45000]	Loss: 0.2540	LR: 0.004000
Training Epoch: 30 [7936/45000]	Loss: 0.2695	LR: 0.004000
Training Epoch: 30 [8192/45000]	Loss: 0.3031	LR: 0.004000
Training Epoch: 30 [8448/45000]	Loss: 0.2556	LR: 0.004000
Training Epoch: 30 [8704/45000]	Loss: 0.1950	LR: 0.004000
Training Epoch: 30 [8960/45000]	Loss: 0.1908	LR: 0.004000
Training Epoch: 30 [9216/45000]	Loss: 0.2762	LR: 0.004000
Training Epoch: 30 [9472/45000]	Loss: 0.2389	LR: 0.004000
Training Epoch: 30 [9728/45000]	Loss: 0.2352	LR: 0.004000
Training Epoch: 30 [9984/45000]	Loss: 0.2467	LR: 0.004000
Training Epoch: 30 [10240/45000]	Loss: 0.2922	LR: 0.004000
Training Epoch: 30 [10496/45000]	Loss: 0.2578	LR: 0.004000
Training Epoch: 30 [10752/45000]	Loss: 0.2823	LR: 0.004000
Training Epoch: 30 [11008/45000]	Loss: 0.2758	LR: 0.004000
Training Epoch: 30 [11264/45000]	Loss: 0.3403	LR: 0.004000
Training Epoch: 30 [11520/45000]	Loss: 0.2369	LR: 0.004000
Training Epoch: 30 [11776/45000]	Loss: 0.2659	LR: 0.004000
Training Epoch: 30 [12032/45000]	Loss: 0.2155	LR: 0.004000
Training Epoch: 30 [12288/45000]	Loss: 0.2499	LR: 0.004000
Training Epoch: 30 [12544/45000]	Loss: 0.2626	LR: 0.004000
Training Epoch: 30 [12800/45000]	Loss: 0.2355	LR: 0.004000
Training Epoch: 30 [13056/45000]	Loss: 0.2410	LR: 0.004000
Training Epoch: 30 [13312/45000]	Loss: 0.2305	LR: 0.004000
Training Epoch: 30 [13568/45000]	Loss: 0.2262	LR: 0.004000
Training Epoch: 30 [13824/45000]	Loss: 0.1937	LR: 0.004000
Training Epoch: 30 [14080/45000]	Loss: 0.2157	LR: 0.004000
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Training Epoch: 30 [41216/45000]	Loss: 0.1905	LR: 0.004000
Training Epoch: 30 [41472/45000]	Loss: 0.1811	LR: 0.004000
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Training Epoch: 30 [41984/45000]	Loss: 0.1896	LR: 0.004000
Training Epoch: 30 [42240/45000]	Loss: 0.2229	LR: 0.004000
Training Epoch: 30 [42496/45000]	Loss: 0.2396	LR: 0.004000
Training Epoch: 30 [42752/45000]	Loss: 0.2288	LR: 0.004000
Training Epoch: 30 [43008/45000]	Loss: 0.2328	LR: 0.004000
Training Epoch: 30 [43264/45000]	Loss: 0.2358	LR: 0.004000
Training Epoch: 30 [43520/45000]	Loss: 0.2380	LR: 0.004000
Training Epoch: 30 [43776/45000]	Loss: 0.2305	LR: 0.004000
Training Epoch: 30 [44032/45000]	Loss: 0.2491	LR: 0.004000
Training Epoch: 30 [44288/45000]	Loss: 0.2008	LR: 0.004000
Training Epoch: 30 [44544/45000]	Loss: 0.1561	LR: 0.004000
Training Epoch: 30 [44800/45000]	Loss: 0.1797	LR: 0.004000
Training Epoch: 30 [45000/45000]	Loss: 0.3313	LR: 0.004000
Epoch 30 - Average Train Loss: 0.2338, Train Accuracy: 0.9248
Epoch 30 training time consumed: 26.81s
Evaluating Network.....
Test set: Epoch: 30, Average loss: 0.0028, Accuracy: 0.8022, Time consumed:0.89s
Saving weights file to checkpoint/retrain/ResNet18/Sunday_13_July_2025_18h_40m_29s/ResNet18-Cifar20-seed6-ret100-30-best.pth
Training Epoch: 31 [256/45000]	Loss: 0.2139	LR: 0.004000
Training Epoch: 31 [512/45000]	Loss: 0.2526	LR: 0.004000
Training Epoch: 31 [768/45000]	Loss: 0.1991	LR: 0.004000
Training Epoch: 31 [1024/45000]	Loss: 0.1782	LR: 0.004000
Training Epoch: 31 [1280/45000]	Loss: 0.1649	LR: 0.004000
Training Epoch: 31 [1536/45000]	Loss: 0.1643	LR: 0.004000
Training Epoch: 31 [1792/45000]	Loss: 0.2406	LR: 0.004000
Training Epoch: 31 [2048/45000]	Loss: 0.2014	LR: 0.004000
Training Epoch: 31 [2304/45000]	Loss: 0.2040	LR: 0.004000
Training Epoch: 31 [2560/45000]	Loss: 0.1403	LR: 0.004000
Training Epoch: 31 [2816/45000]	Loss: 0.1858	LR: 0.004000
Training Epoch: 31 [3072/45000]	Loss: 0.1831	LR: 0.004000
Training Epoch: 31 [3328/45000]	Loss: 0.2233	LR: 0.004000
Training Epoch: 31 [3584/45000]	Loss: 0.1988	LR: 0.004000
Training Epoch: 31 [3840/45000]	Loss: 0.1625	LR: 0.004000
Training Epoch: 31 [4096/45000]	Loss: 0.1682	LR: 0.004000
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Training Epoch: 31 [4608/45000]	Loss: 0.1913	LR: 0.004000
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Training Epoch: 31 [5120/45000]	Loss: 0.2042	LR: 0.004000
Training Epoch: 31 [5376/45000]	Loss: 0.2762	LR: 0.004000
Training Epoch: 31 [5632/45000]	Loss: 0.1885	LR: 0.004000
Training Epoch: 31 [5888/45000]	Loss: 0.1835	LR: 0.004000
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Training Epoch: 31 [8960/45000]	Loss: 0.2364	LR: 0.004000
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Training Epoch: 31 [9984/45000]	Loss: 0.1989	LR: 0.004000
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Training Epoch: 31 [11008/45000]	Loss: 0.2131	LR: 0.004000
Training Epoch: 31 [11264/45000]	Loss: 0.1856	LR: 0.004000
Training Epoch: 31 [11520/45000]	Loss: 0.1639	LR: 0.004000
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Training Epoch: 31 [12288/45000]	Loss: 0.1813	LR: 0.004000
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Training Epoch: 31 [13568/45000]	Loss: 0.1476	LR: 0.004000
Training Epoch: 31 [13824/45000]	Loss: 0.2231	LR: 0.004000
Training Epoch: 31 [14080/45000]	Loss: 0.1718	LR: 0.004000
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Training Epoch: 31 [14848/45000]	Loss: 0.1681	LR: 0.004000
Training Epoch: 31 [15104/45000]	Loss: 0.1735	LR: 0.004000
Training Epoch: 31 [15360/45000]	Loss: 0.2576	LR: 0.004000
Training Epoch: 31 [15616/45000]	Loss: 0.1240	LR: 0.004000
Training Epoch: 31 [15872/45000]	Loss: 0.1587	LR: 0.004000
Training Epoch: 31 [16128/45000]	Loss: 0.1971	LR: 0.004000
Training Epoch: 31 [16384/45000]	Loss: 0.1648	LR: 0.004000
Training Epoch: 31 [16640/45000]	Loss: 0.2068	LR: 0.004000
Training Epoch: 31 [16896/45000]	Loss: 0.2339	LR: 0.004000
Training Epoch: 31 [17152/45000]	Loss: 0.1892	LR: 0.004000
Training Epoch: 31 [17408/45000]	Loss: 0.1762	LR: 0.004000
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Training Epoch: 31 [18944/45000]	Loss: 0.1981	LR: 0.004000
Training Epoch: 31 [19200/45000]	Loss: 0.1517	LR: 0.004000
Training Epoch: 31 [19456/45000]	Loss: 0.1531	LR: 0.004000
Training Epoch: 31 [19712/45000]	Loss: 0.1762	LR: 0.004000
Training Epoch: 31 [19968/45000]	Loss: 0.2414	LR: 0.004000
Training Epoch: 31 [20224/45000]	Loss: 0.2163	LR: 0.004000
Training Epoch: 31 [20480/45000]	Loss: 0.1763	LR: 0.004000
Training Epoch: 31 [20736/45000]	Loss: 0.2214	LR: 0.004000
Training Epoch: 31 [20992/45000]	Loss: 0.2286	LR: 0.004000
Training Epoch: 31 [21248/45000]	Loss: 0.1811	LR: 0.004000
Training Epoch: 31 [21504/45000]	Loss: 0.1580	LR: 0.004000
Training Epoch: 31 [21760/45000]	Loss: 0.1777	LR: 0.004000
Training Epoch: 31 [22016/45000]	Loss: 0.1707	LR: 0.004000
Training Epoch: 31 [22272/45000]	Loss: 0.1524	LR: 0.004000
Training Epoch: 31 [22528/45000]	Loss: 0.1454	LR: 0.004000
Training Epoch: 31 [22784/45000]	Loss: 0.1758	LR: 0.004000
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Training Epoch: 31 [24320/45000]	Loss: 0.1893	LR: 0.004000
Training Epoch: 31 [24576/45000]	Loss: 0.1542	LR: 0.004000
Training Epoch: 31 [24832/45000]	Loss: 0.1446	LR: 0.004000
Training Epoch: 31 [25088/45000]	Loss: 0.1661	LR: 0.004000
Training Epoch: 31 [25344/45000]	Loss: 0.2050	LR: 0.004000
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Training Epoch: 31 [25856/45000]	Loss: 0.1687	LR: 0.004000
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Training Epoch: 31 [26368/45000]	Loss: 0.1711	LR: 0.004000
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Training Epoch: 31 [27904/45000]	Loss: 0.1752	LR: 0.004000
Training Epoch: 31 [28160/45000]	Loss: 0.1696	LR: 0.004000
Training Epoch: 31 [28416/45000]	Loss: 0.2008	LR: 0.004000
Training Epoch: 31 [28672/45000]	Loss: 0.1938	LR: 0.004000
Training Epoch: 31 [28928/45000]	Loss: 0.1464	LR: 0.004000
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Training Epoch: 31 [29440/45000]	Loss: 0.1627	LR: 0.004000
Training Epoch: 31 [29696/45000]	Loss: 0.1884	LR: 0.004000
Training Epoch: 31 [29952/45000]	Loss: 0.1862	LR: 0.004000
Training Epoch: 31 [30208/45000]	Loss: 0.2042	LR: 0.004000
Training Epoch: 31 [30464/45000]	Loss: 0.1988	LR: 0.004000
Training Epoch: 31 [30720/45000]	Loss: 0.1886	LR: 0.004000
Training Epoch: 31 [30976/45000]	Loss: 0.1588	LR: 0.004000
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Training Epoch: 31 [33536/45000]	Loss: 0.2245	LR: 0.004000
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Training Epoch: 31 [34560/45000]	Loss: 0.2086	LR: 0.004000
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Training Epoch: 31 [35072/45000]	Loss: 0.1397	LR: 0.004000
Training Epoch: 31 [35328/45000]	Loss: 0.1970	LR: 0.004000
Training Epoch: 31 [35584/45000]	Loss: 0.1428	LR: 0.004000
Training Epoch: 31 [35840/45000]	Loss: 0.1780	LR: 0.004000
Training Epoch: 31 [36096/45000]	Loss: 0.2049	LR: 0.004000
Training Epoch: 31 [36352/45000]	Loss: 0.1490	LR: 0.004000
Training Epoch: 31 [36608/45000]	Loss: 0.2320	LR: 0.004000
Training Epoch: 31 [36864/45000]	Loss: 0.1901	LR: 0.004000
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Training Epoch: 31 [38144/45000]	Loss: 0.2022	LR: 0.004000
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Training Epoch: 31 [39168/45000]	Loss: 0.1397	LR: 0.004000
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Training Epoch: 31 [42240/45000]	Loss: 0.1631	LR: 0.004000
Training Epoch: 31 [42496/45000]	Loss: 0.1690	LR: 0.004000
Training Epoch: 31 [42752/45000]	Loss: 0.1273	LR: 0.004000
Training Epoch: 31 [43008/45000]	Loss: 0.1440	LR: 0.004000
Training Epoch: 31 [43264/45000]	Loss: 0.1867	LR: 0.004000
Training Epoch: 31 [43520/45000]	Loss: 0.1744	LR: 0.004000
Training Epoch: 31 [43776/45000]	Loss: 0.2269	LR: 0.004000
Training Epoch: 31 [44032/45000]	Loss: 0.1784	LR: 0.004000
Training Epoch: 31 [44288/45000]	Loss: 0.1841	LR: 0.004000
Training Epoch: 31 [44544/45000]	Loss: 0.1615	LR: 0.004000
Training Epoch: 31 [44800/45000]	Loss: 0.1809	LR: 0.004000
Training Epoch: 31 [45000/45000]	Loss: 0.1525	LR: 0.004000
Epoch 31 - Average Train Loss: 0.1855, Train Accuracy: 0.9432
Epoch 31 training time consumed: 26.86s
Evaluating Network.....
Test set: Epoch: 31, Average loss: 0.0028, Accuracy: 0.8020, Time consumed:0.94s
Training Epoch: 32 [256/45000]	Loss: 0.1615	LR: 0.004000
Training Epoch: 32 [512/45000]	Loss: 0.1389	LR: 0.004000
Training Epoch: 32 [768/45000]	Loss: 0.1724	LR: 0.004000
Training Epoch: 32 [1024/45000]	Loss: 0.1414	LR: 0.004000
Training Epoch: 32 [1280/45000]	Loss: 0.1529	LR: 0.004000
Training Epoch: 32 [1536/45000]	Loss: 0.1761	LR: 0.004000
Training Epoch: 32 [1792/45000]	Loss: 0.2062	LR: 0.004000
Training Epoch: 32 [2048/45000]	Loss: 0.1561	LR: 0.004000
Training Epoch: 32 [2304/45000]	Loss: 0.1459	LR: 0.004000
Training Epoch: 32 [2560/45000]	Loss: 0.1301	LR: 0.004000
Training Epoch: 32 [2816/45000]	Loss: 0.1795	LR: 0.004000
Training Epoch: 32 [3072/45000]	Loss: 0.1700	LR: 0.004000
Training Epoch: 32 [3328/45000]	Loss: 0.1700	LR: 0.004000
Training Epoch: 32 [3584/45000]	Loss: 0.1216	LR: 0.004000
Training Epoch: 32 [3840/45000]	Loss: 0.1685	LR: 0.004000
Training Epoch: 32 [4096/45000]	Loss: 0.2220	LR: 0.004000
Training Epoch: 32 [4352/45000]	Loss: 0.1569	LR: 0.004000
Training Epoch: 32 [4608/45000]	Loss: 0.1234	LR: 0.004000
Training Epoch: 32 [4864/45000]	Loss: 0.1413	LR: 0.004000
Training Epoch: 32 [5120/45000]	Loss: 0.1518	LR: 0.004000
Training Epoch: 32 [5376/45000]	Loss: 0.1786	LR: 0.004000
Training Epoch: 32 [5632/45000]	Loss: 0.1724	LR: 0.004000
Training Epoch: 32 [5888/45000]	Loss: 0.1679	LR: 0.004000
Training Epoch: 32 [6144/45000]	Loss: 0.1985	LR: 0.004000
Training Epoch: 32 [6400/45000]	Loss: 0.1769	LR: 0.004000
Training Epoch: 32 [6656/45000]	Loss: 0.1866	LR: 0.004000
Training Epoch: 32 [6912/45000]	Loss: 0.1958	LR: 0.004000
Training Epoch: 32 [7168/45000]	Loss: 0.1104	LR: 0.004000
Training Epoch: 32 [7424/45000]	Loss: 0.1394	LR: 0.004000
Training Epoch: 32 [7680/45000]	Loss: 0.1652	LR: 0.004000
Training Epoch: 32 [7936/45000]	Loss: 0.1902	LR: 0.004000
Training Epoch: 32 [8192/45000]	Loss: 0.1705	LR: 0.004000
Training Epoch: 32 [8448/45000]	Loss: 0.1659	LR: 0.004000
Training Epoch: 32 [8704/45000]	Loss: 0.1720	LR: 0.004000
Training Epoch: 32 [8960/45000]	Loss: 0.1704	LR: 0.004000
Training Epoch: 32 [9216/45000]	Loss: 0.1298	LR: 0.004000
Training Epoch: 32 [9472/45000]	Loss: 0.1703	LR: 0.004000
Training Epoch: 32 [9728/45000]	Loss: 0.1234	LR: 0.004000
Training Epoch: 32 [9984/45000]	Loss: 0.1617	LR: 0.004000
Training Epoch: 32 [10240/45000]	Loss: 0.1942	LR: 0.004000
Training Epoch: 32 [10496/45000]	Loss: 0.1374	LR: 0.004000
Training Epoch: 32 [10752/45000]	Loss: 0.1397	LR: 0.004000
Training Epoch: 32 [11008/45000]	Loss: 0.1230	LR: 0.004000
Training Epoch: 32 [11264/45000]	Loss: 0.1244	LR: 0.004000
Training Epoch: 32 [11520/45000]	Loss: 0.1954	LR: 0.004000
Training Epoch: 32 [11776/45000]	Loss: 0.1313	LR: 0.004000
Training Epoch: 32 [12032/45000]	Loss: 0.1477	LR: 0.004000
Training Epoch: 32 [12288/45000]	Loss: 0.1651	LR: 0.004000
Training Epoch: 32 [12544/45000]	Loss: 0.1907	LR: 0.004000
Training Epoch: 32 [12800/45000]	Loss: 0.1550	LR: 0.004000
Training Epoch: 32 [13056/45000]	Loss: 0.1242	LR: 0.004000
Training Epoch: 32 [13312/45000]	Loss: 0.2302	LR: 0.004000
Training Epoch: 32 [13568/45000]	Loss: 0.1495	LR: 0.004000
Training Epoch: 32 [13824/45000]	Loss: 0.2084	LR: 0.004000
Training Epoch: 32 [14080/45000]	Loss: 0.1037	LR: 0.004000
Training Epoch: 32 [14336/45000]	Loss: 0.1387	LR: 0.004000
Training Epoch: 32 [14592/45000]	Loss: 0.1931	LR: 0.004000
Training Epoch: 32 [14848/45000]	Loss: 0.1839	LR: 0.004000
Training Epoch: 32 [15104/45000]	Loss: 0.1823	LR: 0.004000
Training Epoch: 32 [15360/45000]	Loss: 0.1396	LR: 0.004000
Training Epoch: 32 [15616/45000]	Loss: 0.1932	LR: 0.004000
Training Epoch: 32 [15872/45000]	Loss: 0.1433	LR: 0.004000
Training Epoch: 32 [16128/45000]	Loss: 0.1607	LR: 0.004000
Training Epoch: 32 [16384/45000]	Loss: 0.2022	LR: 0.004000
Training Epoch: 32 [16640/45000]	Loss: 0.2227	LR: 0.004000
Training Epoch: 32 [16896/45000]	Loss: 0.1995	LR: 0.004000
Training Epoch: 32 [17152/45000]	Loss: 0.1736	LR: 0.004000
Training Epoch: 32 [17408/45000]	Loss: 0.1584	LR: 0.004000
Training Epoch: 32 [17664/45000]	Loss: 0.1651	LR: 0.004000
Training Epoch: 32 [17920/45000]	Loss: 0.1339	LR: 0.004000
Training Epoch: 32 [18176/45000]	Loss: 0.1388	LR: 0.004000
Training Epoch: 32 [18432/45000]	Loss: 0.2112	LR: 0.004000
Training Epoch: 32 [18688/45000]	Loss: 0.1455	LR: 0.004000
Training Epoch: 32 [18944/45000]	Loss: 0.1754	LR: 0.004000
Training Epoch: 32 [19200/45000]	Loss: 0.1878	LR: 0.004000
Training Epoch: 32 [19456/45000]	Loss: 0.1319	LR: 0.004000
Training Epoch: 32 [19712/45000]	Loss: 0.1977	LR: 0.004000
Training Epoch: 32 [19968/45000]	Loss: 0.1994	LR: 0.004000
Training Epoch: 32 [20224/45000]	Loss: 0.1925	LR: 0.004000
Training Epoch: 32 [20480/45000]	Loss: 0.1511	LR: 0.004000
Training Epoch: 32 [20736/45000]	Loss: 0.1501	LR: 0.004000
Training Epoch: 32 [20992/45000]	Loss: 0.1635	LR: 0.004000
Training Epoch: 32 [21248/45000]	Loss: 0.1829	LR: 0.004000
Training Epoch: 32 [21504/45000]	Loss: 0.1487	LR: 0.004000
Training Epoch: 32 [21760/45000]	Loss: 0.1543	LR: 0.004000
Training Epoch: 32 [22016/45000]	Loss: 0.1933	LR: 0.004000
Training Epoch: 32 [22272/45000]	Loss: 0.1631	LR: 0.004000
Training Epoch: 32 [22528/45000]	Loss: 0.1370	LR: 0.004000
Training Epoch: 32 [22784/45000]	Loss: 0.1831	LR: 0.004000
Training Epoch: 32 [23040/45000]	Loss: 0.1652	LR: 0.004000
Training Epoch: 32 [23296/45000]	Loss: 0.2248	LR: 0.004000
Training Epoch: 32 [23552/45000]	Loss: 0.2230	LR: 0.004000
Training Epoch: 32 [23808/45000]	Loss: 0.1323	LR: 0.004000
Training Epoch: 32 [24064/45000]	Loss: 0.1361	LR: 0.004000
Training Epoch: 32 [24320/45000]	Loss: 0.2201	LR: 0.004000
Training Epoch: 32 [24576/45000]	Loss: 0.1422	LR: 0.004000
Training Epoch: 32 [24832/45000]	Loss: 0.1535	LR: 0.004000
Training Epoch: 32 [25088/45000]	Loss: 0.1509	LR: 0.004000
Training Epoch: 32 [25344/45000]	Loss: 0.1313	LR: 0.004000
Training Epoch: 32 [25600/45000]	Loss: 0.1182	LR: 0.004000
Training Epoch: 32 [25856/45000]	Loss: 0.1625	LR: 0.004000
Training Epoch: 32 [26112/45000]	Loss: 0.1419	LR: 0.004000
Training Epoch: 32 [26368/45000]	Loss: 0.1399	LR: 0.004000
Training Epoch: 32 [26624/45000]	Loss: 0.1275	LR: 0.004000
Training Epoch: 32 [26880/45000]	Loss: 0.1969	LR: 0.004000
Training Epoch: 32 [27136/45000]	Loss: 0.1587	LR: 0.004000
Training Epoch: 32 [27392/45000]	Loss: 0.1979	LR: 0.004000
Training Epoch: 32 [27648/45000]	Loss: 0.2701	LR: 0.004000
Training Epoch: 32 [27904/45000]	Loss: 0.2082	LR: 0.004000
Training Epoch: 32 [28160/45000]	Loss: 0.1155	LR: 0.004000
Training Epoch: 32 [28416/45000]	Loss: 0.2034	LR: 0.004000
Training Epoch: 32 [28672/45000]	Loss: 0.2367	LR: 0.004000
Training Epoch: 32 [28928/45000]	Loss: 0.0959	LR: 0.004000
Training Epoch: 32 [29184/45000]	Loss: 0.2093	LR: 0.004000
Training Epoch: 32 [29440/45000]	Loss: 0.1536	LR: 0.004000
Training Epoch: 32 [29696/45000]	Loss: 0.2308	LR: 0.004000
Training Epoch: 32 [29952/45000]	Loss: 0.1650	LR: 0.004000
Training Epoch: 32 [30208/45000]	Loss: 0.1569	LR: 0.004000
Training Epoch: 32 [30464/45000]	Loss: 0.0895	LR: 0.004000
Training Epoch: 32 [30720/45000]	Loss: 0.1898	LR: 0.004000
Training Epoch: 32 [30976/45000]	Loss: 0.1904	LR: 0.004000
Training Epoch: 32 [31232/45000]	Loss: 0.1822	LR: 0.004000
Training Epoch: 32 [31488/45000]	Loss: 0.1877	LR: 0.004000
Training Epoch: 32 [31744/45000]	Loss: 0.1467	LR: 0.004000
Training Epoch: 32 [32000/45000]	Loss: 0.1906	LR: 0.004000
Training Epoch: 32 [32256/45000]	Loss: 0.1511	LR: 0.004000
Training Epoch: 32 [32512/45000]	Loss: 0.1434	LR: 0.004000
Training Epoch: 32 [32768/45000]	Loss: 0.1837	LR: 0.004000
Training Epoch: 32 [33024/45000]	Loss: 0.1518	LR: 0.004000
Training Epoch: 32 [33280/45000]	Loss: 0.1957	LR: 0.004000
Training Epoch: 32 [33536/45000]	Loss: 0.2144	LR: 0.004000
Training Epoch: 32 [33792/45000]	Loss: 0.1411	LR: 0.004000
Training Epoch: 32 [34048/45000]	Loss: 0.1802	LR: 0.004000
Training Epoch: 32 [34304/45000]	Loss: 0.1561	LR: 0.004000
Training Epoch: 32 [34560/45000]	Loss: 0.1557	LR: 0.004000
Training Epoch: 32 [34816/45000]	Loss: 0.1337	LR: 0.004000
Training Epoch: 32 [35072/45000]	Loss: 0.1843	LR: 0.004000
Training Epoch: 32 [35328/45000]	Loss: 0.1327	LR: 0.004000
Training Epoch: 32 [35584/45000]	Loss: 0.1576	LR: 0.004000
Training Epoch: 32 [35840/45000]	Loss: 0.2077	LR: 0.004000
Training Epoch: 32 [36096/45000]	Loss: 0.1183	LR: 0.004000
Training Epoch: 32 [36352/45000]	Loss: 0.2127	LR: 0.004000
Training Epoch: 32 [36608/45000]	Loss: 0.1794	LR: 0.004000
Training Epoch: 32 [36864/45000]	Loss: 0.1836	LR: 0.004000
Training Epoch: 32 [37120/45000]	Loss: 0.1889	LR: 0.004000
Training Epoch: 32 [37376/45000]	Loss: 0.1320	LR: 0.004000
Training Epoch: 32 [37632/45000]	Loss: 0.2017	LR: 0.004000
Training Epoch: 32 [37888/45000]	Loss: 0.1657	LR: 0.004000
Training Epoch: 32 [38144/45000]	Loss: 0.2055	LR: 0.004000
Training Epoch: 32 [38400/45000]	Loss: 0.1611	LR: 0.004000
Training Epoch: 32 [38656/45000]	Loss: 0.1207	LR: 0.004000
Training Epoch: 32 [38912/45000]	Loss: 0.1172	LR: 0.004000
Training Epoch: 32 [39168/45000]	Loss: 0.1740	LR: 0.004000
Training Epoch: 32 [39424/45000]	Loss: 0.2111	LR: 0.004000
Training Epoch: 32 [39680/45000]	Loss: 0.1322	LR: 0.004000
Training Epoch: 32 [39936/45000]	Loss: 0.1983	LR: 0.004000
Training Epoch: 32 [40192/45000]	Loss: 0.1359	LR: 0.004000
Training Epoch: 32 [40448/45000]	Loss: 0.1660	LR: 0.004000
Training Epoch: 32 [40704/45000]	Loss: 0.1130	LR: 0.004000
Training Epoch: 32 [40960/45000]	Loss: 0.1664	LR: 0.004000
Training Epoch: 32 [41216/45000]	Loss: 0.1700	LR: 0.004000
Training Epoch: 32 [41472/45000]	Loss: 0.2146	LR: 0.004000
Training Epoch: 32 [41728/45000]	Loss: 0.1567	LR: 0.004000
Training Epoch: 32 [41984/45000]	Loss: 0.1280	LR: 0.004000
Training Epoch: 32 [42240/45000]	Loss: 0.1777	LR: 0.004000
Training Epoch: 32 [42496/45000]	Loss: 0.1613	LR: 0.004000
Training Epoch: 32 [42752/45000]	Loss: 0.2071	LR: 0.004000
Training Epoch: 32 [43008/45000]	Loss: 0.1525	LR: 0.004000
Training Epoch: 32 [43264/45000]	Loss: 0.1787	LR: 0.004000
Training Epoch: 32 [43520/45000]	Loss: 0.2019	LR: 0.004000
Training Epoch: 32 [43776/45000]	Loss: 0.1934	LR: 0.004000
Training Epoch: 32 [44032/45000]	Loss: 0.1743	LR: 0.004000
Training Epoch: 32 [44288/45000]	Loss: 0.1222	LR: 0.004000
Training Epoch: 32 [44544/45000]	Loss: 0.1470	LR: 0.004000
Training Epoch: 32 [44800/45000]	Loss: 0.1326	LR: 0.004000
Training Epoch: 32 [45000/45000]	Loss: 0.1282	LR: 0.004000
Epoch 32 - Average Train Loss: 0.1660, Train Accuracy: 0.9486
Epoch 32 training time consumed: 26.88s
Evaluating Network.....
Test set: Epoch: 32, Average loss: 0.0028, Accuracy: 0.8018, Time consumed:0.86s
Training Epoch: 33 [256/45000]	Loss: 0.1281	LR: 0.004000
Training Epoch: 33 [512/45000]	Loss: 0.1663	LR: 0.004000
Training Epoch: 33 [768/45000]	Loss: 0.1623	LR: 0.004000
Training Epoch: 33 [1024/45000]	Loss: 0.1094	LR: 0.004000
Training Epoch: 33 [1280/45000]	Loss: 0.1047	LR: 0.004000
Training Epoch: 33 [1536/45000]	Loss: 0.2128	LR: 0.004000
Training Epoch: 33 [1792/45000]	Loss: 0.1359	LR: 0.004000
Training Epoch: 33 [2048/45000]	Loss: 0.1473	LR: 0.004000
Training Epoch: 33 [2304/45000]	Loss: 0.1284	LR: 0.004000
Training Epoch: 33 [2560/45000]	Loss: 0.1291	LR: 0.004000
Training Epoch: 33 [2816/45000]	Loss: 0.1604	LR: 0.004000
Training Epoch: 33 [3072/45000]	Loss: 0.1604	LR: 0.004000
Training Epoch: 33 [3328/45000]	Loss: 0.1786	LR: 0.004000
Training Epoch: 33 [3584/45000]	Loss: 0.1341	LR: 0.004000
Training Epoch: 33 [3840/45000]	Loss: 0.1550	LR: 0.004000
Training Epoch: 33 [4096/45000]	Loss: 0.1639	LR: 0.004000
Training Epoch: 33 [4352/45000]	Loss: 0.1720	LR: 0.004000
Training Epoch: 33 [4608/45000]	Loss: 0.1409	LR: 0.004000
Training Epoch: 33 [4864/45000]	Loss: 0.1953	LR: 0.004000
Training Epoch: 33 [5120/45000]	Loss: 0.1568	LR: 0.004000
Training Epoch: 33 [5376/45000]	Loss: 0.1325	LR: 0.004000
Training Epoch: 33 [5632/45000]	Loss: 0.1822	LR: 0.004000
Training Epoch: 33 [5888/45000]	Loss: 0.1453	LR: 0.004000
Training Epoch: 33 [6144/45000]	Loss: 0.1585	LR: 0.004000
Training Epoch: 33 [6400/45000]	Loss: 0.1068	LR: 0.004000
Training Epoch: 33 [6656/45000]	Loss: 0.1574	LR: 0.004000
Training Epoch: 33 [6912/45000]	Loss: 0.1376	LR: 0.004000
Training Epoch: 33 [7168/45000]	Loss: 0.1640	LR: 0.004000
Training Epoch: 33 [7424/45000]	Loss: 0.1316	LR: 0.004000
Training Epoch: 33 [7680/45000]	Loss: 0.2048	LR: 0.004000
Training Epoch: 33 [7936/45000]	Loss: 0.2181	LR: 0.004000
Training Epoch: 33 [8192/45000]	Loss: 0.1816	LR: 0.004000
Training Epoch: 33 [8448/45000]	Loss: 0.1899	LR: 0.004000
Training Epoch: 33 [8704/45000]	Loss: 0.1613	LR: 0.004000
Training Epoch: 33 [8960/45000]	Loss: 0.1796	LR: 0.004000
Training Epoch: 33 [9216/45000]	Loss: 0.1679	LR: 0.004000
Training Epoch: 33 [9472/45000]	Loss: 0.1540	LR: 0.004000
Training Epoch: 33 [9728/45000]	Loss: 0.2029	LR: 0.004000
Training Epoch: 33 [9984/45000]	Loss: 0.1532	LR: 0.004000
Training Epoch: 33 [10240/45000]	Loss: 0.1419	LR: 0.004000
Training Epoch: 33 [10496/45000]	Loss: 0.1105	LR: 0.004000
Training Epoch: 33 [10752/45000]	Loss: 0.1664	LR: 0.004000
Training Epoch: 33 [11008/45000]	Loss: 0.1275	LR: 0.004000
Training Epoch: 33 [11264/45000]	Loss: 0.1121	LR: 0.004000
Training Epoch: 33 [11520/45000]	Loss: 0.2052	LR: 0.004000
Training Epoch: 33 [11776/45000]	Loss: 0.2081	LR: 0.004000
Training Epoch: 33 [12032/45000]	Loss: 0.1508	LR: 0.004000
Training Epoch: 33 [12288/45000]	Loss: 0.1529	LR: 0.004000
Training Epoch: 33 [12544/45000]	Loss: 0.1115	LR: 0.004000
Training Epoch: 33 [12800/45000]	Loss: 0.1705	LR: 0.004000
Training Epoch: 33 [13056/45000]	Loss: 0.1949	LR: 0.004000
Training Epoch: 33 [13312/45000]	Loss: 0.1321	LR: 0.004000
Training Epoch: 33 [13568/45000]	Loss: 0.1655	LR: 0.004000
Training Epoch: 33 [13824/45000]	Loss: 0.1553	LR: 0.004000
Training Epoch: 33 [14080/45000]	Loss: 0.1279	LR: 0.004000
Training Epoch: 33 [14336/45000]	Loss: 0.1209	LR: 0.004000
Training Epoch: 33 [14592/45000]	Loss: 0.1574	LR: 0.004000
Training Epoch: 33 [14848/45000]	Loss: 0.1600	LR: 0.004000
Training Epoch: 33 [15104/45000]	Loss: 0.1680	LR: 0.004000
Training Epoch: 33 [15360/45000]	Loss: 0.2034	LR: 0.004000
Training Epoch: 33 [15616/45000]	Loss: 0.1759	LR: 0.004000
Training Epoch: 33 [15872/45000]	Loss: 0.1105	LR: 0.004000
Training Epoch: 33 [16128/45000]	Loss: 0.1335	LR: 0.004000
Training Epoch: 33 [16384/45000]	Loss: 0.1820	LR: 0.004000
Training Epoch: 33 [16640/45000]	Loss: 0.1368	LR: 0.004000
Training Epoch: 33 [16896/45000]	Loss: 0.1703	LR: 0.004000
Training Epoch: 33 [17152/45000]	Loss: 0.1570	LR: 0.004000
Training Epoch: 33 [17408/45000]	Loss: 0.1459	LR: 0.004000
Training Epoch: 33 [17664/45000]	Loss: 0.1403	LR: 0.004000
Training Epoch: 33 [17920/45000]	Loss: 0.1865	LR: 0.004000
Training Epoch: 33 [18176/45000]	Loss: 0.1176	LR: 0.004000
Training Epoch: 33 [18432/45000]	Loss: 0.1528	LR: 0.004000
Training Epoch: 33 [18688/45000]	Loss: 0.2010	LR: 0.004000
Training Epoch: 33 [18944/45000]	Loss: 0.1812	LR: 0.004000
Training Epoch: 33 [19200/45000]	Loss: 0.1530	LR: 0.004000
Training Epoch: 33 [19456/45000]	Loss: 0.1272	LR: 0.004000
Training Epoch: 33 [19712/45000]	Loss: 0.1835	LR: 0.004000
Training Epoch: 33 [19968/45000]	Loss: 0.1618	LR: 0.004000
Training Epoch: 33 [20224/45000]	Loss: 0.1457	LR: 0.004000
Training Epoch: 33 [20480/45000]	Loss: 0.1636	LR: 0.004000
Training Epoch: 33 [20736/45000]	Loss: 0.1618	LR: 0.004000
Training Epoch: 33 [20992/45000]	Loss: 0.1498	LR: 0.004000
Training Epoch: 33 [21248/45000]	Loss: 0.1428	LR: 0.004000
Training Epoch: 33 [21504/45000]	Loss: 0.1470	LR: 0.004000
Training Epoch: 33 [21760/45000]	Loss: 0.2156	LR: 0.004000
Training Epoch: 33 [22016/45000]	Loss: 0.1848	LR: 0.004000
Training Epoch: 33 [22272/45000]	Loss: 0.1298	LR: 0.004000
Training Epoch: 33 [22528/45000]	Loss: 0.1139	LR: 0.004000
Training Epoch: 33 [22784/45000]	Loss: 0.1340	LR: 0.004000
Training Epoch: 33 [23040/45000]	Loss: 0.1656	LR: 0.004000
Training Epoch: 33 [23296/45000]	Loss: 0.2090	LR: 0.004000
Training Epoch: 33 [23552/45000]	Loss: 0.1754	LR: 0.004000
Training Epoch: 33 [23808/45000]	Loss: 0.1564	LR: 0.004000
Training Epoch: 33 [24064/45000]	Loss: 0.1731	LR: 0.004000
Training Epoch: 33 [24320/45000]	Loss: 0.1255	LR: 0.004000
Training Epoch: 33 [24576/45000]	Loss: 0.1391	LR: 0.004000
Training Epoch: 33 [24832/45000]	Loss: 0.1430	LR: 0.004000
Training Epoch: 33 [25088/45000]	Loss: 0.1270	LR: 0.004000
Training Epoch: 33 [25344/45000]	Loss: 0.1562	LR: 0.004000
Training Epoch: 33 [25600/45000]	Loss: 0.1665	LR: 0.004000
Training Epoch: 33 [25856/45000]	Loss: 0.1512	LR: 0.004000
Training Epoch: 33 [26112/45000]	Loss: 0.1594	LR: 0.004000
Training Epoch: 33 [26368/45000]	Loss: 0.1833	LR: 0.004000
Training Epoch: 33 [26624/45000]	Loss: 0.1249	LR: 0.004000
Training Epoch: 33 [26880/45000]	Loss: 0.1397	LR: 0.004000
Training Epoch: 33 [27136/45000]	Loss: 0.1573	LR: 0.004000
Training Epoch: 33 [27392/45000]	Loss: 0.1596	LR: 0.004000
Training Epoch: 33 [27648/45000]	Loss: 0.2130	LR: 0.004000
Training Epoch: 33 [27904/45000]	Loss: 0.1351	LR: 0.004000
Training Epoch: 33 [28160/45000]	Loss: 0.1535	LR: 0.004000
Training Epoch: 33 [28416/45000]	Loss: 0.2161	LR: 0.004000
Training Epoch: 33 [28672/45000]	Loss: 0.1493	LR: 0.004000
Training Epoch: 33 [28928/45000]	Loss: 0.1585	LR: 0.004000
Training Epoch: 33 [29184/45000]	Loss: 0.1274	LR: 0.004000
Training Epoch: 33 [29440/45000]	Loss: 0.1795	LR: 0.004000
Training Epoch: 33 [29696/45000]	Loss: 0.1473	LR: 0.004000
Training Epoch: 33 [29952/45000]	Loss: 0.2070	LR: 0.004000
Training Epoch: 33 [30208/45000]	Loss: 0.1750	LR: 0.004000
Training Epoch: 33 [30464/45000]	Loss: 0.1390	LR: 0.004000
Training Epoch: 33 [30720/45000]	Loss: 0.0791	LR: 0.004000
Training Epoch: 33 [30976/45000]	Loss: 0.1731	LR: 0.004000
Training Epoch: 33 [31232/45000]	Loss: 0.1169	LR: 0.004000
Training Epoch: 33 [31488/45000]	Loss: 0.1381	LR: 0.004000
Training Epoch: 33 [31744/45000]	Loss: 0.1483	LR: 0.004000
Training Epoch: 33 [32000/45000]	Loss: 0.1987	LR: 0.004000
Training Epoch: 33 [32256/45000]	Loss: 0.1752	LR: 0.004000
Training Epoch: 33 [32512/45000]	Loss: 0.1159	LR: 0.004000
Training Epoch: 33 [32768/45000]	Loss: 0.2143	LR: 0.004000
Training Epoch: 33 [33024/45000]	Loss: 0.1065	LR: 0.004000
Training Epoch: 33 [33280/45000]	Loss: 0.1657	LR: 0.004000
Training Epoch: 33 [33536/45000]	Loss: 0.1938	LR: 0.004000
Training Epoch: 33 [33792/45000]	Loss: 0.1383	LR: 0.004000
Training Epoch: 33 [34048/45000]	Loss: 0.1322	LR: 0.004000
Training Epoch: 33 [34304/45000]	Loss: 0.1835	LR: 0.004000
Training Epoch: 33 [34560/45000]	Loss: 0.1817	LR: 0.004000
Training Epoch: 33 [34816/45000]	Loss: 0.2109	LR: 0.004000
Training Epoch: 33 [35072/45000]	Loss: 0.1805	LR: 0.004000
Training Epoch: 33 [35328/45000]	Loss: 0.1427	LR: 0.004000
Training Epoch: 33 [35584/45000]	Loss: 0.1736	LR: 0.004000
Training Epoch: 33 [35840/45000]	Loss: 0.1696	LR: 0.004000
Training Epoch: 33 [36096/45000]	Loss: 0.1517	LR: 0.004000
Training Epoch: 33 [36352/45000]	Loss: 0.1703	LR: 0.004000
Training Epoch: 33 [36608/45000]	Loss: 0.1264	LR: 0.004000
Training Epoch: 33 [36864/45000]	Loss: 0.1319	LR: 0.004000
Training Epoch: 33 [37120/45000]	Loss: 0.1732	LR: 0.004000
Training Epoch: 33 [37376/45000]	Loss: 0.2074	LR: 0.004000
Training Epoch: 33 [37632/45000]	Loss: 0.1362	LR: 0.004000
Training Epoch: 33 [37888/45000]	Loss: 0.1216	LR: 0.004000
Training Epoch: 33 [38144/45000]	Loss: 0.1337	LR: 0.004000
Training Epoch: 33 [38400/45000]	Loss: 0.2091	LR: 0.004000
Training Epoch: 33 [38656/45000]	Loss: 0.1525	LR: 0.004000
Training Epoch: 33 [38912/45000]	Loss: 0.1655	LR: 0.004000
Training Epoch: 33 [39168/45000]	Loss: 0.1822	LR: 0.004000
Training Epoch: 33 [39424/45000]	Loss: 0.1337	LR: 0.004000
Training Epoch: 33 [39680/45000]	Loss: 0.1664	LR: 0.004000
Training Epoch: 33 [39936/45000]	Loss: 0.1288	LR: 0.004000
Training Epoch: 33 [40192/45000]	Loss: 0.1482	LR: 0.004000
Training Epoch: 33 [40448/45000]	Loss: 0.1705	LR: 0.004000
Training Epoch: 33 [40704/45000]	Loss: 0.1374	LR: 0.004000
Training Epoch: 33 [40960/45000]	Loss: 0.1569	LR: 0.004000
Training Epoch: 33 [41216/45000]	Loss: 0.1730	LR: 0.004000
Training Epoch: 33 [41472/45000]	Loss: 0.1507	LR: 0.004000
Training Epoch: 33 [41728/45000]	Loss: 0.1677	LR: 0.004000
Training Epoch: 33 [41984/45000]	Loss: 0.0859	LR: 0.004000
Training Epoch: 33 [42240/45000]	Loss: 0.1777	LR: 0.004000
Training Epoch: 33 [42496/45000]	Loss: 0.1454	LR: 0.004000
Training Epoch: 33 [42752/45000]	Loss: 0.1401	LR: 0.004000
Training Epoch: 33 [43008/45000]	Loss: 0.1550	LR: 0.004000
Training Epoch: 33 [43264/45000]	Loss: 0.1343	LR: 0.004000
Training Epoch: 33 [43520/45000]	Loss: 0.1096	LR: 0.004000
Training Epoch: 33 [43776/45000]	Loss: 0.1727	LR: 0.004000
Training Epoch: 33 [44032/45000]	Loss: 0.1147	LR: 0.004000
Training Epoch: 33 [44288/45000]	Loss: 0.1556	LR: 0.004000
Training Epoch: 33 [44544/45000]	Loss: 0.1123	LR: 0.004000
Training Epoch: 33 [44800/45000]	Loss: 0.1617	LR: 0.004000
Training Epoch: 33 [45000/45000]	Loss: 0.1452	LR: 0.004000
Epoch 33 - Average Train Loss: 0.1561, Train Accuracy: 0.9526
Epoch 33 training time consumed: 26.91s
Evaluating Network.....
Test set: Epoch: 33, Average loss: 0.0029, Accuracy: 0.7960, Time consumed:0.88s
Training Epoch: 34 [256/45000]	Loss: 0.1729	LR: 0.004000
Training Epoch: 34 [512/45000]	Loss: 0.1639	LR: 0.004000
Training Epoch: 34 [768/45000]	Loss: 0.1328	LR: 0.004000
Training Epoch: 34 [1024/45000]	Loss: 0.1464	LR: 0.004000
Training Epoch: 34 [1280/45000]	Loss: 0.1565	LR: 0.004000
Training Epoch: 34 [1536/45000]	Loss: 0.1894	LR: 0.004000
Training Epoch: 34 [1792/45000]	Loss: 0.1624	LR: 0.004000
Training Epoch: 34 [2048/45000]	Loss: 0.1420	LR: 0.004000
Training Epoch: 34 [2304/45000]	Loss: 0.1222	LR: 0.004000
Training Epoch: 34 [2560/45000]	Loss: 0.1104	LR: 0.004000
Training Epoch: 34 [2816/45000]	Loss: 0.0961	LR: 0.004000
Training Epoch: 34 [3072/45000]	Loss: 0.1452	LR: 0.004000
Training Epoch: 34 [3328/45000]	Loss: 0.1496	LR: 0.004000
Training Epoch: 34 [3584/45000]	Loss: 0.1274	LR: 0.004000
Training Epoch: 34 [3840/45000]	Loss: 0.0872	LR: 0.004000
Training Epoch: 34 [4096/45000]	Loss: 0.1835	LR: 0.004000
Training Epoch: 34 [4352/45000]	Loss: 0.1193	LR: 0.004000
Training Epoch: 34 [4608/45000]	Loss: 0.1515	LR: 0.004000
Training Epoch: 34 [4864/45000]	Loss: 0.1753	LR: 0.004000
Training Epoch: 34 [5120/45000]	Loss: 0.1215	LR: 0.004000
Training Epoch: 34 [5376/45000]	Loss: 0.1346	LR: 0.004000
Training Epoch: 34 [5632/45000]	Loss: 0.1083	LR: 0.004000
Training Epoch: 34 [5888/45000]	Loss: 0.1182	LR: 0.004000
Training Epoch: 34 [6144/45000]	Loss: 0.1586	LR: 0.004000
Training Epoch: 34 [6400/45000]	Loss: 0.1558	LR: 0.004000
Training Epoch: 34 [6656/45000]	Loss: 0.1525	LR: 0.004000
Training Epoch: 34 [6912/45000]	Loss: 0.1370	LR: 0.004000
Training Epoch: 34 [7168/45000]	Loss: 0.1399	LR: 0.004000
Training Epoch: 34 [7424/45000]	Loss: 0.1898	LR: 0.004000
Training Epoch: 34 [7680/45000]	Loss: 0.0865	LR: 0.004000
Training Epoch: 34 [7936/45000]	Loss: 0.1386	LR: 0.004000
Training Epoch: 34 [8192/45000]	Loss: 0.1274	LR: 0.004000
Training Epoch: 34 [8448/45000]	Loss: 0.1594	LR: 0.004000
Training Epoch: 34 [8704/45000]	Loss: 0.1214	LR: 0.004000
Training Epoch: 34 [8960/45000]	Loss: 0.1598	LR: 0.004000
Training Epoch: 34 [9216/45000]	Loss: 0.1308	LR: 0.004000
Training Epoch: 34 [9472/45000]	Loss: 0.0922	LR: 0.004000
Training Epoch: 34 [9728/45000]	Loss: 0.1015	LR: 0.004000
Training Epoch: 34 [9984/45000]	Loss: 0.0801	LR: 0.004000
Training Epoch: 34 [10240/45000]	Loss: 0.1257	LR: 0.004000
Training Epoch: 34 [10496/45000]	Loss: 0.1546	LR: 0.004000
Training Epoch: 34 [10752/45000]	Loss: 0.1651	LR: 0.004000
Training Epoch: 34 [11008/45000]	Loss: 0.1880	LR: 0.004000
Training Epoch: 34 [11264/45000]	Loss: 0.1430	LR: 0.004000
Training Epoch: 34 [11520/45000]	Loss: 0.1285	LR: 0.004000
Training Epoch: 34 [11776/45000]	Loss: 0.1280	LR: 0.004000
Training Epoch: 34 [12032/45000]	Loss: 0.1258	LR: 0.004000
Training Epoch: 34 [12288/45000]	Loss: 0.1474	LR: 0.004000
Training Epoch: 34 [12544/45000]	Loss: 0.1155	LR: 0.004000
Training Epoch: 34 [12800/45000]	Loss: 0.1311	LR: 0.004000
Training Epoch: 34 [13056/45000]	Loss: 0.1246	LR: 0.004000
Training Epoch: 34 [13312/45000]	Loss: 0.1226	LR: 0.004000
Training Epoch: 34 [13568/45000]	Loss: 0.1394	LR: 0.004000
Training Epoch: 34 [13824/45000]	Loss: 0.1276	LR: 0.004000
Training Epoch: 34 [14080/45000]	Loss: 0.1251	LR: 0.004000
Training Epoch: 34 [14336/45000]	Loss: 0.1528	LR: 0.004000
Training Epoch: 34 [14592/45000]	Loss: 0.1374	LR: 0.004000
Training Epoch: 34 [14848/45000]	Loss: 0.1580	LR: 0.004000
Training Epoch: 34 [15104/45000]	Loss: 0.1768	LR: 0.004000
Training Epoch: 34 [15360/45000]	Loss: 0.1429	LR: 0.004000
Training Epoch: 34 [15616/45000]	Loss: 0.1773	LR: 0.004000
Training Epoch: 34 [15872/45000]	Loss: 0.1420	LR: 0.004000
Training Epoch: 34 [16128/45000]	Loss: 0.1383	LR: 0.004000
Training Epoch: 34 [16384/45000]	Loss: 0.1938	LR: 0.004000
Training Epoch: 34 [16640/45000]	Loss: 0.1161	LR: 0.004000
Training Epoch: 34 [16896/45000]	Loss: 0.1974	LR: 0.004000
Training Epoch: 34 [17152/45000]	Loss: 0.1314	LR: 0.004000
Training Epoch: 34 [17408/45000]	Loss: 0.1641	LR: 0.004000
Training Epoch: 34 [17664/45000]	Loss: 0.1808	LR: 0.004000
Training Epoch: 34 [17920/45000]	Loss: 0.1411	LR: 0.004000
Training Epoch: 34 [18176/45000]	Loss: 0.1207	LR: 0.004000
Training Epoch: 34 [18432/45000]	Loss: 0.2158	LR: 0.004000
Training Epoch: 34 [18688/45000]	Loss: 0.1718	LR: 0.004000
Training Epoch: 34 [18944/45000]	Loss: 0.1606	LR: 0.004000
Training Epoch: 34 [19200/45000]	Loss: 0.1140	LR: 0.004000
Training Epoch: 34 [19456/45000]	Loss: 0.1441	LR: 0.004000
Training Epoch: 34 [19712/45000]	Loss: 0.1349	LR: 0.004000
Training Epoch: 34 [19968/45000]	Loss: 0.1645	LR: 0.004000
Training Epoch: 34 [20224/45000]	Loss: 0.1156	LR: 0.004000
Training Epoch: 34 [20480/45000]	Loss: 0.1634	LR: 0.004000
Training Epoch: 34 [20736/45000]	Loss: 0.1170	LR: 0.004000
Training Epoch: 34 [20992/45000]	Loss: 0.1424	LR: 0.004000
Training Epoch: 34 [21248/45000]	Loss: 0.0990	LR: 0.004000
Training Epoch: 34 [21504/45000]	Loss: 0.1103	LR: 0.004000
Training Epoch: 34 [21760/45000]	Loss: 0.1810	LR: 0.004000
Training Epoch: 34 [22016/45000]	Loss: 0.1725	LR: 0.004000
Training Epoch: 34 [22272/45000]	Loss: 0.1175	LR: 0.004000
Training Epoch: 34 [22528/45000]	Loss: 0.1535	LR: 0.004000
Training Epoch: 34 [22784/45000]	Loss: 0.1299	LR: 0.004000
Training Epoch: 34 [23040/45000]	Loss: 0.1770	LR: 0.004000
Training Epoch: 34 [23296/45000]	Loss: 0.1648	LR: 0.004000
Training Epoch: 34 [23552/45000]	Loss: 0.1709	LR: 0.004000
Training Epoch: 34 [23808/45000]	Loss: 0.1449	LR: 0.004000
Training Epoch: 34 [24064/45000]	Loss: 0.1420	LR: 0.004000
Training Epoch: 34 [24320/45000]	Loss: 0.1507	LR: 0.004000
Training Epoch: 34 [24576/45000]	Loss: 0.1806	LR: 0.004000
Training Epoch: 34 [24832/45000]	Loss: 0.1011	LR: 0.004000
Training Epoch: 34 [25088/45000]	Loss: 0.1334	LR: 0.004000
Training Epoch: 34 [25344/45000]	Loss: 0.1618	LR: 0.004000
Training Epoch: 34 [25600/45000]	Loss: 0.1379	LR: 0.004000
Training Epoch: 34 [25856/45000]	Loss: 0.1499	LR: 0.004000
Training Epoch: 34 [26112/45000]	Loss: 0.1382	LR: 0.004000
Training Epoch: 34 [26368/45000]	Loss: 0.1518	LR: 0.004000
Training Epoch: 34 [26624/45000]	Loss: 0.1882	LR: 0.004000
Training Epoch: 34 [26880/45000]	Loss: 0.1438	LR: 0.004000
Training Epoch: 34 [27136/45000]	Loss: 0.1240	LR: 0.004000
Training Epoch: 34 [27392/45000]	Loss: 0.1549	LR: 0.004000
Training Epoch: 34 [27648/45000]	Loss: 0.1521	LR: 0.004000
Training Epoch: 34 [27904/45000]	Loss: 0.1255	LR: 0.004000
Training Epoch: 34 [28160/45000]	Loss: 0.1063	LR: 0.004000
Training Epoch: 34 [28416/45000]	Loss: 0.1694	LR: 0.004000
Training Epoch: 34 [28672/45000]	Loss: 0.1523	LR: 0.004000
Training Epoch: 34 [28928/45000]	Loss: 0.1868	LR: 0.004000
Training Epoch: 34 [29184/45000]	Loss: 0.1561	LR: 0.004000
Training Epoch: 34 [29440/45000]	Loss: 0.1443	LR: 0.004000
Training Epoch: 34 [29696/45000]	Loss: 0.1442	LR: 0.004000
Training Epoch: 34 [29952/45000]	Loss: 0.1481	LR: 0.004000
Training Epoch: 34 [30208/45000]	Loss: 0.1813	LR: 0.004000
Training Epoch: 34 [30464/45000]	Loss: 0.1134	LR: 0.004000
Training Epoch: 34 [30720/45000]	Loss: 0.1283	LR: 0.004000
Training Epoch: 34 [30976/45000]	Loss: 0.1304	LR: 0.004000
Training Epoch: 34 [31232/45000]	Loss: 0.1578	LR: 0.004000
Training Epoch: 34 [31488/45000]	Loss: 0.1367	LR: 0.004000
Training Epoch: 34 [31744/45000]	Loss: 0.1638	LR: 0.004000
Training Epoch: 34 [32000/45000]	Loss: 0.1495	LR: 0.004000
Training Epoch: 34 [32256/45000]	Loss: 0.1474	LR: 0.004000
Training Epoch: 34 [32512/45000]	Loss: 0.1573	LR: 0.004000
Training Epoch: 34 [32768/45000]	Loss: 0.1440	LR: 0.004000
Training Epoch: 34 [33024/45000]	Loss: 0.1614	LR: 0.004000
Training Epoch: 34 [33280/45000]	Loss: 0.1452	LR: 0.004000
Training Epoch: 34 [33536/45000]	Loss: 0.1607	LR: 0.004000
Training Epoch: 34 [33792/45000]	Loss: 0.1142	LR: 0.004000
Training Epoch: 34 [34048/45000]	Loss: 0.1190	LR: 0.004000
Training Epoch: 34 [34304/45000]	Loss: 0.1642	LR: 0.004000
Training Epoch: 34 [34560/45000]	Loss: 0.1387	LR: 0.004000
Training Epoch: 34 [34816/45000]	Loss: 0.2132	LR: 0.004000
Training Epoch: 34 [35072/45000]	Loss: 0.1428	LR: 0.004000
Training Epoch: 34 [35328/45000]	Loss: 0.1354	LR: 0.004000
Training Epoch: 34 [35584/45000]	Loss: 0.1214	LR: 0.004000
Training Epoch: 34 [35840/45000]	Loss: 0.1367	LR: 0.004000
Training Epoch: 34 [36096/45000]	Loss: 0.1931	LR: 0.004000
Training Epoch: 34 [36352/45000]	Loss: 0.1401	LR: 0.004000
Training Epoch: 34 [36608/45000]	Loss: 0.1293	LR: 0.004000
Training Epoch: 34 [36864/45000]	Loss: 0.1748	LR: 0.004000
Training Epoch: 34 [37120/45000]	Loss: 0.1329	LR: 0.004000
Training Epoch: 34 [37376/45000]	Loss: 0.1172	LR: 0.004000
Training Epoch: 34 [37632/45000]	Loss: 0.1218	LR: 0.004000
Training Epoch: 34 [37888/45000]	Loss: 0.1369	LR: 0.004000
Training Epoch: 34 [38144/45000]	Loss: 0.1675	LR: 0.004000
Training Epoch: 34 [38400/45000]	Loss: 0.1563	LR: 0.004000
Training Epoch: 34 [38656/45000]	Loss: 0.1508	LR: 0.004000
Training Epoch: 34 [38912/45000]	Loss: 0.1897	LR: 0.004000
Training Epoch: 34 [39168/45000]	Loss: 0.1658	LR: 0.004000
Training Epoch: 34 [39424/45000]	Loss: 0.1208	LR: 0.004000
Training Epoch: 34 [39680/45000]	Loss: 0.2172	LR: 0.004000
Training Epoch: 34 [39936/45000]	Loss: 0.0999	LR: 0.004000
Training Epoch: 34 [40192/45000]	Loss: 0.1694	LR: 0.004000
Training Epoch: 34 [40448/45000]	Loss: 0.1338	LR: 0.004000
Training Epoch: 34 [40704/45000]	Loss: 0.1202	LR: 0.004000
Training Epoch: 34 [40960/45000]	Loss: 0.1541	LR: 0.004000
Training Epoch: 34 [41216/45000]	Loss: 0.0992	LR: 0.004000
Training Epoch: 34 [41472/45000]	Loss: 0.1492	LR: 0.004000
Training Epoch: 34 [41728/45000]	Loss: 0.1324	LR: 0.004000
Training Epoch: 34 [41984/45000]	Loss: 0.1034	LR: 0.004000
Training Epoch: 34 [42240/45000]	Loss: 0.1426	LR: 0.004000
Training Epoch: 34 [42496/45000]	Loss: 0.1635	LR: 0.004000
Training Epoch: 34 [42752/45000]	Loss: 0.1555	LR: 0.004000
Training Epoch: 34 [43008/45000]	Loss: 0.1547	LR: 0.004000
Training Epoch: 34 [43264/45000]	Loss: 0.1476	LR: 0.004000
Training Epoch: 34 [43520/45000]	Loss: 0.1500	LR: 0.004000
Training Epoch: 34 [43776/45000]	Loss: 0.1397	LR: 0.004000
Training Epoch: 34 [44032/45000]	Loss: 0.1430	LR: 0.004000
Training Epoch: 34 [44288/45000]	Loss: 0.1582	LR: 0.004000
Training Epoch: 34 [44544/45000]	Loss: 0.1379	LR: 0.004000
Training Epoch: 34 [44800/45000]	Loss: 0.1738	LR: 0.004000
Training Epoch: 34 [45000/45000]	Loss: 0.1670	LR: 0.004000
Epoch 34 - Average Train Loss: 0.1448, Train Accuracy: 0.9566
Epoch 34 training time consumed: 26.72s
Evaluating Network.....
Test set: Epoch: 34, Average loss: 0.0029, Accuracy: 0.7999, Time consumed:0.91s
Training Epoch: 35 [256/45000]	Loss: 0.1039	LR: 0.000800
Training Epoch: 35 [512/45000]	Loss: 0.1057	LR: 0.000800
Training Epoch: 35 [768/45000]	Loss: 0.0891	LR: 0.000800
Training Epoch: 35 [1024/45000]	Loss: 0.1463	LR: 0.000800
Training Epoch: 35 [1280/45000]	Loss: 0.1530	LR: 0.000800
Training Epoch: 35 [1536/45000]	Loss: 0.1434	LR: 0.000800
Training Epoch: 35 [1792/45000]	Loss: 0.1327	LR: 0.000800
Training Epoch: 35 [2048/45000]	Loss: 0.1181	LR: 0.000800
Training Epoch: 35 [2304/45000]	Loss: 0.1145	LR: 0.000800
Training Epoch: 35 [2560/45000]	Loss: 0.1644	LR: 0.000800
Training Epoch: 35 [2816/45000]	Loss: 0.1265	LR: 0.000800
Training Epoch: 35 [3072/45000]	Loss: 0.1540	LR: 0.000800
Training Epoch: 35 [3328/45000]	Loss: 0.1658	LR: 0.000800
Training Epoch: 35 [3584/45000]	Loss: 0.0834	LR: 0.000800
Training Epoch: 35 [3840/45000]	Loss: 0.0786	LR: 0.000800
Training Epoch: 35 [4096/45000]	Loss: 0.1746	LR: 0.000800
Training Epoch: 35 [4352/45000]	Loss: 0.1627	LR: 0.000800
Training Epoch: 35 [4608/45000]	Loss: 0.1212	LR: 0.000800
Training Epoch: 35 [4864/45000]	Loss: 0.1117	LR: 0.000800
Training Epoch: 35 [5120/45000]	Loss: 0.1379	LR: 0.000800
Training Epoch: 35 [5376/45000]	Loss: 0.1572	LR: 0.000800
Training Epoch: 35 [5632/45000]	Loss: 0.1107	LR: 0.000800
Training Epoch: 35 [5888/45000]	Loss: 0.1165	LR: 0.000800
Training Epoch: 35 [6144/45000]	Loss: 0.1237	LR: 0.000800
Training Epoch: 35 [6400/45000]	Loss: 0.0794	LR: 0.000800
Training Epoch: 35 [6656/45000]	Loss: 0.0874	LR: 0.000800
Training Epoch: 35 [6912/45000]	Loss: 0.1042	LR: 0.000800
Training Epoch: 35 [7168/45000]	Loss: 0.1138	LR: 0.000800
Training Epoch: 35 [7424/45000]	Loss: 0.1124	LR: 0.000800
Training Epoch: 35 [7680/45000]	Loss: 0.1217	LR: 0.000800
Training Epoch: 35 [7936/45000]	Loss: 0.0882	LR: 0.000800
Training Epoch: 35 [8192/45000]	Loss: 0.1031	LR: 0.000800
Training Epoch: 35 [8448/45000]	Loss: 0.1113	LR: 0.000800
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Training Epoch: 35 [12800/45000]	Loss: 0.1001	LR: 0.000800
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Training Epoch: 35 [15616/45000]	Loss: 0.1044	LR: 0.000800
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Training Epoch: 35 [16896/45000]	Loss: 0.1409	LR: 0.000800
Training Epoch: 35 [17152/45000]	Loss: 0.1502	LR: 0.000800
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Training Epoch: 35 [19712/45000]	Loss: 0.1400	LR: 0.000800
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Training Epoch: 35 [20224/45000]	Loss: 0.1290	LR: 0.000800
Training Epoch: 35 [20480/45000]	Loss: 0.1075	LR: 0.000800
Training Epoch: 35 [20736/45000]	Loss: 0.1268	LR: 0.000800
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Training Epoch: 35 [21504/45000]	Loss: 0.1690	LR: 0.000800
Training Epoch: 35 [21760/45000]	Loss: 0.1569	LR: 0.000800
Training Epoch: 35 [22016/45000]	Loss: 0.0958	LR: 0.000800
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Training Epoch: 35 [22528/45000]	Loss: 0.1561	LR: 0.000800
Training Epoch: 35 [22784/45000]	Loss: 0.1153	LR: 0.000800
Training Epoch: 35 [23040/45000]	Loss: 0.1100	LR: 0.000800
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Training Epoch: 35 [23552/45000]	Loss: 0.1228	LR: 0.000800
Training Epoch: 35 [23808/45000]	Loss: 0.1156	LR: 0.000800
Training Epoch: 35 [24064/45000]	Loss: 0.1001	LR: 0.000800
Training Epoch: 35 [24320/45000]	Loss: 0.1301	LR: 0.000800
Training Epoch: 35 [24576/45000]	Loss: 0.1341	LR: 0.000800
Training Epoch: 35 [24832/45000]	Loss: 0.1136	LR: 0.000800
Training Epoch: 35 [25088/45000]	Loss: 0.1646	LR: 0.000800
Training Epoch: 35 [25344/45000]	Loss: 0.1205	LR: 0.000800
Training Epoch: 35 [25600/45000]	Loss: 0.1107	LR: 0.000800
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Training Epoch: 35 [26112/45000]	Loss: 0.0912	LR: 0.000800
Training Epoch: 35 [26368/45000]	Loss: 0.1541	LR: 0.000800
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Training Epoch: 35 [27136/45000]	Loss: 0.1017	LR: 0.000800
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Training Epoch: 35 [27648/45000]	Loss: 0.1113	LR: 0.000800
Training Epoch: 35 [27904/45000]	Loss: 0.1211	LR: 0.000800
Training Epoch: 35 [28160/45000]	Loss: 0.1352	LR: 0.000800
Training Epoch: 35 [28416/45000]	Loss: 0.1096	LR: 0.000800
Training Epoch: 35 [28672/45000]	Loss: 0.1210	LR: 0.000800
Training Epoch: 35 [28928/45000]	Loss: 0.1122	LR: 0.000800
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Training Epoch: 35 [29440/45000]	Loss: 0.1010	LR: 0.000800
Training Epoch: 35 [29696/45000]	Loss: 0.1644	LR: 0.000800
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Training Epoch: 35 [30464/45000]	Loss: 0.1678	LR: 0.000800
Training Epoch: 35 [30720/45000]	Loss: 0.0913	LR: 0.000800
Training Epoch: 35 [30976/45000]	Loss: 0.1459	LR: 0.000800
Training Epoch: 35 [31232/45000]	Loss: 0.0896	LR: 0.000800
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Training Epoch: 35 [32512/45000]	Loss: 0.1210	LR: 0.000800
Training Epoch: 35 [32768/45000]	Loss: 0.1394	LR: 0.000800
Training Epoch: 35 [33024/45000]	Loss: 0.1601	LR: 0.000800
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Training Epoch: 35 [34816/45000]	Loss: 0.1496	LR: 0.000800
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Training Epoch: 35 [37888/45000]	Loss: 0.1221	LR: 0.000800
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Training Epoch: 35 [38912/45000]	Loss: 0.1280	LR: 0.000800
Training Epoch: 35 [39168/45000]	Loss: 0.1191	LR: 0.000800
Training Epoch: 35 [39424/45000]	Loss: 0.1768	LR: 0.000800
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Training Epoch: 35 [40192/45000]	Loss: 0.1393	LR: 0.000800
Training Epoch: 35 [40448/45000]	Loss: 0.1126	LR: 0.000800
Training Epoch: 35 [40704/45000]	Loss: 0.1024	LR: 0.000800
Training Epoch: 35 [40960/45000]	Loss: 0.1100	LR: 0.000800
Training Epoch: 35 [41216/45000]	Loss: 0.1072	LR: 0.000800
Training Epoch: 35 [41472/45000]	Loss: 0.1018	LR: 0.000800
Training Epoch: 35 [41728/45000]	Loss: 0.1271	LR: 0.000800
Training Epoch: 35 [41984/45000]	Loss: 0.1070	LR: 0.000800
Training Epoch: 35 [42240/45000]	Loss: 0.1312	LR: 0.000800
Training Epoch: 35 [42496/45000]	Loss: 0.1540	LR: 0.000800
Training Epoch: 35 [42752/45000]	Loss: 0.1487	LR: 0.000800
Training Epoch: 35 [43008/45000]	Loss: 0.1105	LR: 0.000800
Training Epoch: 35 [43264/45000]	Loss: 0.1244	LR: 0.000800
Training Epoch: 35 [43520/45000]	Loss: 0.1204	LR: 0.000800
Training Epoch: 35 [43776/45000]	Loss: 0.1012	LR: 0.000800
Training Epoch: 35 [44032/45000]	Loss: 0.1234	LR: 0.000800
Training Epoch: 35 [44288/45000]	Loss: 0.1082	LR: 0.000800
Training Epoch: 35 [44544/45000]	Loss: 0.0969	LR: 0.000800
Training Epoch: 35 [44800/45000]	Loss: 0.1039	LR: 0.000800
Training Epoch: 35 [45000/45000]	Loss: 0.1297	LR: 0.000800
Epoch 35 - Average Train Loss: 0.1245, Train Accuracy: 0.9639
Epoch 35 training time consumed: 26.80s
Evaluating Network.....
Test set: Epoch: 35, Average loss: 0.0029, Accuracy: 0.8023, Time consumed:0.90s
Saving weights file to checkpoint/retrain/ResNet18/Sunday_13_July_2025_18h_40m_29s/ResNet18-Cifar20-seed6-ret100-35-best.pth
Training Epoch: 36 [256/45000]	Loss: 0.1375	LR: 0.000800
Training Epoch: 36 [512/45000]	Loss: 0.1507	LR: 0.000800
Training Epoch: 36 [768/45000]	Loss: 0.1123	LR: 0.000800
Training Epoch: 36 [1024/45000]	Loss: 0.1247	LR: 0.000800
Training Epoch: 36 [1280/45000]	Loss: 0.1099	LR: 0.000800
Training Epoch: 36 [1536/45000]	Loss: 0.1503	LR: 0.000800
Training Epoch: 36 [1792/45000]	Loss: 0.1267	LR: 0.000800
Training Epoch: 36 [2048/45000]	Loss: 0.1248	LR: 0.000800
Training Epoch: 36 [2304/45000]	Loss: 0.1588	LR: 0.000800
Training Epoch: 36 [2560/45000]	Loss: 0.1418	LR: 0.000800
Training Epoch: 36 [2816/45000]	Loss: 0.0957	LR: 0.000800
Training Epoch: 36 [3072/45000]	Loss: 0.1257	LR: 0.000800
Training Epoch: 36 [3328/45000]	Loss: 0.1377	LR: 0.000800
Training Epoch: 36 [3584/45000]	Loss: 0.1542	LR: 0.000800
Training Epoch: 36 [3840/45000]	Loss: 0.1415	LR: 0.000800
Training Epoch: 36 [4096/45000]	Loss: 0.0986	LR: 0.000800
Training Epoch: 36 [4352/45000]	Loss: 0.1538	LR: 0.000800
Training Epoch: 36 [4608/45000]	Loss: 0.1267	LR: 0.000800
Training Epoch: 36 [4864/45000]	Loss: 0.0663	LR: 0.000800
Training Epoch: 36 [5120/45000]	Loss: 0.1186	LR: 0.000800
Training Epoch: 36 [5376/45000]	Loss: 0.1162	LR: 0.000800
Training Epoch: 36 [5632/45000]	Loss: 0.1446	LR: 0.000800
Training Epoch: 36 [5888/45000]	Loss: 0.1098	LR: 0.000800
Training Epoch: 36 [6144/45000]	Loss: 0.1202	LR: 0.000800
Training Epoch: 36 [6400/45000]	Loss: 0.1686	LR: 0.000800
Training Epoch: 36 [6656/45000]	Loss: 0.0987	LR: 0.000800
Training Epoch: 36 [6912/45000]	Loss: 0.1039	LR: 0.000800
Training Epoch: 36 [7168/45000]	Loss: 0.1127	LR: 0.000800
Training Epoch: 36 [7424/45000]	Loss: 0.0762	LR: 0.000800
Training Epoch: 36 [7680/45000]	Loss: 0.1088	LR: 0.000800
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Training Epoch: 36 [8448/45000]	Loss: 0.1500	LR: 0.000800
Training Epoch: 36 [8704/45000]	Loss: 0.1233	LR: 0.000800
Training Epoch: 36 [8960/45000]	Loss: 0.1140	LR: 0.000800
Training Epoch: 36 [9216/45000]	Loss: 0.1393	LR: 0.000800
Training Epoch: 36 [9472/45000]	Loss: 0.1739	LR: 0.000800
Training Epoch: 36 [9728/45000]	Loss: 0.1090	LR: 0.000800
Training Epoch: 36 [9984/45000]	Loss: 0.1441	LR: 0.000800
Training Epoch: 36 [10240/45000]	Loss: 0.1069	LR: 0.000800
Training Epoch: 36 [10496/45000]	Loss: 0.1337	LR: 0.000800
Training Epoch: 36 [10752/45000]	Loss: 0.1183	LR: 0.000800
Training Epoch: 36 [11008/45000]	Loss: 0.1155	LR: 0.000800
Training Epoch: 36 [11264/45000]	Loss: 0.0768	LR: 0.000800
Training Epoch: 36 [11520/45000]	Loss: 0.1048	LR: 0.000800
Training Epoch: 36 [11776/45000]	Loss: 0.0973	LR: 0.000800
Training Epoch: 36 [12032/45000]	Loss: 0.0998	LR: 0.000800
Training Epoch: 36 [12288/45000]	Loss: 0.0953	LR: 0.000800
Training Epoch: 36 [12544/45000]	Loss: 0.1248	LR: 0.000800
Training Epoch: 36 [12800/45000]	Loss: 0.1408	LR: 0.000800
Training Epoch: 36 [13056/45000]	Loss: 0.1046	LR: 0.000800
Training Epoch: 36 [13312/45000]	Loss: 0.1167	LR: 0.000800
Training Epoch: 36 [13568/45000]	Loss: 0.1036	LR: 0.000800
Training Epoch: 36 [13824/45000]	Loss: 0.1282	LR: 0.000800
Training Epoch: 36 [14080/45000]	Loss: 0.1419	LR: 0.000800
Training Epoch: 36 [14336/45000]	Loss: 0.1344	LR: 0.000800
Training Epoch: 36 [14592/45000]	Loss: 0.1197	LR: 0.000800
Training Epoch: 36 [14848/45000]	Loss: 0.0862	LR: 0.000800
Training Epoch: 36 [15104/45000]	Loss: 0.0893	LR: 0.000800
Training Epoch: 36 [15360/45000]	Loss: 0.0925	LR: 0.000800
Training Epoch: 36 [15616/45000]	Loss: 0.0933	LR: 0.000800
Training Epoch: 36 [15872/45000]	Loss: 0.0926	LR: 0.000800
Training Epoch: 36 [16128/45000]	Loss: 0.0954	LR: 0.000800
Training Epoch: 36 [16384/45000]	Loss: 0.1082	LR: 0.000800
Training Epoch: 36 [16640/45000]	Loss: 0.1779	LR: 0.000800
Training Epoch: 36 [16896/45000]	Loss: 0.1274	LR: 0.000800
Training Epoch: 36 [17152/45000]	Loss: 0.1360	LR: 0.000800
Training Epoch: 36 [17408/45000]	Loss: 0.1527	LR: 0.000800
Training Epoch: 36 [17664/45000]	Loss: 0.0846	LR: 0.000800
Training Epoch: 36 [17920/45000]	Loss: 0.0976	LR: 0.000800
Training Epoch: 36 [18176/45000]	Loss: 0.1697	LR: 0.000800
Training Epoch: 36 [18432/45000]	Loss: 0.1406	LR: 0.000800
Training Epoch: 36 [18688/45000]	Loss: 0.1825	LR: 0.000800
Training Epoch: 36 [18944/45000]	Loss: 0.0936	LR: 0.000800
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Training Epoch: 36 [19456/45000]	Loss: 0.1367	LR: 0.000800
Training Epoch: 36 [19712/45000]	Loss: 0.1456	LR: 0.000800
Training Epoch: 36 [19968/45000]	Loss: 0.1619	LR: 0.000800
Training Epoch: 36 [20224/45000]	Loss: 0.1030	LR: 0.000800
Training Epoch: 36 [20480/45000]	Loss: 0.1027	LR: 0.000800
Training Epoch: 36 [20736/45000]	Loss: 0.1115	LR: 0.000800
Training Epoch: 36 [20992/45000]	Loss: 0.1265	LR: 0.000800
Training Epoch: 36 [21248/45000]	Loss: 0.1463	LR: 0.000800
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Training Epoch: 36 [22016/45000]	Loss: 0.0933	LR: 0.000800
Training Epoch: 36 [22272/45000]	Loss: 0.1392	LR: 0.000800
Training Epoch: 36 [22528/45000]	Loss: 0.1272	LR: 0.000800
Training Epoch: 36 [22784/45000]	Loss: 0.1219	LR: 0.000800
Training Epoch: 36 [23040/45000]	Loss: 0.1686	LR: 0.000800
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Training Epoch: 36 [24576/45000]	Loss: 0.1278	LR: 0.000800
Training Epoch: 36 [24832/45000]	Loss: 0.1282	LR: 0.000800
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Training Epoch: 36 [26368/45000]	Loss: 0.0998	LR: 0.000800
Training Epoch: 36 [26624/45000]	Loss: 0.1014	LR: 0.000800
Training Epoch: 36 [26880/45000]	Loss: 0.1502	LR: 0.000800
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Training Epoch: 36 [27392/45000]	Loss: 0.0885	LR: 0.000800
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Training Epoch: 36 [27904/45000]	Loss: 0.1101	LR: 0.000800
Training Epoch: 36 [28160/45000]	Loss: 0.1279	LR: 0.000800
Training Epoch: 36 [28416/45000]	Loss: 0.1027	LR: 0.000800
Training Epoch: 36 [28672/45000]	Loss: 0.1383	LR: 0.000800
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Training Epoch: 36 [29184/45000]	Loss: 0.1404	LR: 0.000800
Training Epoch: 36 [29440/45000]	Loss: 0.0962	LR: 0.000800
Training Epoch: 36 [29696/45000]	Loss: 0.1242	LR: 0.000800
Training Epoch: 36 [29952/45000]	Loss: 0.1406	LR: 0.000800
Training Epoch: 36 [30208/45000]	Loss: 0.1117	LR: 0.000800
Training Epoch: 36 [30464/45000]	Loss: 0.0959	LR: 0.000800
Training Epoch: 36 [30720/45000]	Loss: 0.0882	LR: 0.000800
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Training Epoch: 36 [33024/45000]	Loss: 0.1104	LR: 0.000800
Training Epoch: 36 [33280/45000]	Loss: 0.1504	LR: 0.000800
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Training Epoch: 36 [34560/45000]	Loss: 0.1046	LR: 0.000800
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Training Epoch: 36 [35328/45000]	Loss: 0.0839	LR: 0.000800
Training Epoch: 36 [35584/45000]	Loss: 0.1079	LR: 0.000800
Training Epoch: 36 [35840/45000]	Loss: 0.1533	LR: 0.000800
Training Epoch: 36 [36096/45000]	Loss: 0.1145	LR: 0.000800
Training Epoch: 36 [36352/45000]	Loss: 0.0907	LR: 0.000800
Training Epoch: 36 [36608/45000]	Loss: 0.1017	LR: 0.000800
Training Epoch: 36 [36864/45000]	Loss: 0.1280	LR: 0.000800
Training Epoch: 36 [37120/45000]	Loss: 0.1213	LR: 0.000800
Training Epoch: 36 [37376/45000]	Loss: 0.1043	LR: 0.000800
Training Epoch: 36 [37632/45000]	Loss: 0.1458	LR: 0.000800
Training Epoch: 36 [37888/45000]	Loss: 0.1161	LR: 0.000800
Training Epoch: 36 [38144/45000]	Loss: 0.1111	LR: 0.000800
Training Epoch: 36 [38400/45000]	Loss: 0.1282	LR: 0.000800
Training Epoch: 36 [38656/45000]	Loss: 0.1430	LR: 0.000800
Training Epoch: 36 [38912/45000]	Loss: 0.1482	LR: 0.000800
Training Epoch: 36 [39168/45000]	Loss: 0.1079	LR: 0.000800
Training Epoch: 36 [39424/45000]	Loss: 0.1424	LR: 0.000800
Training Epoch: 36 [39680/45000]	Loss: 0.1034	LR: 0.000800
Training Epoch: 36 [39936/45000]	Loss: 0.1228	LR: 0.000800
Training Epoch: 36 [40192/45000]	Loss: 0.1083	LR: 0.000800
Training Epoch: 36 [40448/45000]	Loss: 0.1229	LR: 0.000800
Training Epoch: 36 [40704/45000]	Loss: 0.1092	LR: 0.000800
Training Epoch: 36 [40960/45000]	Loss: 0.1508	LR: 0.000800
Training Epoch: 36 [41216/45000]	Loss: 0.0907	LR: 0.000800
Training Epoch: 36 [41472/45000]	Loss: 0.1354	LR: 0.000800
Training Epoch: 36 [41728/45000]	Loss: 0.1294	LR: 0.000800
Training Epoch: 36 [41984/45000]	Loss: 0.0964	LR: 0.000800
Training Epoch: 36 [42240/45000]	Loss: 0.1313	LR: 0.000800
Training Epoch: 36 [42496/45000]	Loss: 0.1040	LR: 0.000800
Training Epoch: 36 [42752/45000]	Loss: 0.1074	LR: 0.000800
Training Epoch: 36 [43008/45000]	Loss: 0.1277	LR: 0.000800
Training Epoch: 36 [43264/45000]	Loss: 0.1139	LR: 0.000800
Training Epoch: 36 [43520/45000]	Loss: 0.1410	LR: 0.000800
Training Epoch: 36 [43776/45000]	Loss: 0.1147	LR: 0.000800
Training Epoch: 36 [44032/45000]	Loss: 0.0906	LR: 0.000800
Training Epoch: 36 [44288/45000]	Loss: 0.0804	LR: 0.000800
Training Epoch: 36 [44544/45000]	Loss: 0.0925	LR: 0.000800
Training Epoch: 36 [44800/45000]	Loss: 0.1166	LR: 0.000800
Training Epoch: 36 [45000/45000]	Loss: 0.0766	LR: 0.000800
Epoch 36 - Average Train Loss: 0.1211, Train Accuracy: 0.9653
Epoch 36 training time consumed: 26.74s
Evaluating Network.....
Test set: Epoch: 36, Average loss: 0.0029, Accuracy: 0.8016, Time consumed:0.90s
Training Epoch: 37 [256/45000]	Loss: 0.1135	LR: 0.000800
Training Epoch: 37 [512/45000]	Loss: 0.1152	LR: 0.000800
Training Epoch: 37 [768/45000]	Loss: 0.1200	LR: 0.000800
Training Epoch: 37 [1024/45000]	Loss: 0.1121	LR: 0.000800
Training Epoch: 37 [1280/45000]	Loss: 0.1044	LR: 0.000800
Training Epoch: 37 [1536/45000]	Loss: 0.0968	LR: 0.000800
Training Epoch: 37 [1792/45000]	Loss: 0.1310	LR: 0.000800
Training Epoch: 37 [2048/45000]	Loss: 0.0947	LR: 0.000800
Training Epoch: 37 [2304/45000]	Loss: 0.1088	LR: 0.000800
Training Epoch: 37 [2560/45000]	Loss: 0.1238	LR: 0.000800
Training Epoch: 37 [2816/45000]	Loss: 0.1010	LR: 0.000800
Training Epoch: 37 [3072/45000]	Loss: 0.1013	LR: 0.000800
Training Epoch: 37 [3328/45000]	Loss: 0.1345	LR: 0.000800
Training Epoch: 37 [3584/45000]	Loss: 0.1508	LR: 0.000800
Training Epoch: 37 [3840/45000]	Loss: 0.1510	LR: 0.000800
Training Epoch: 37 [4096/45000]	Loss: 0.1310	LR: 0.000800
Training Epoch: 37 [4352/45000]	Loss: 0.0843	LR: 0.000800
Training Epoch: 37 [4608/45000]	Loss: 0.1142	LR: 0.000800
Training Epoch: 37 [4864/45000]	Loss: 0.1284	LR: 0.000800
Training Epoch: 37 [5120/45000]	Loss: 0.1553	LR: 0.000800
Training Epoch: 37 [5376/45000]	Loss: 0.1209	LR: 0.000800
Training Epoch: 37 [5632/45000]	Loss: 0.1614	LR: 0.000800
Training Epoch: 37 [5888/45000]	Loss: 0.1524	LR: 0.000800
Training Epoch: 37 [6144/45000]	Loss: 0.0639	LR: 0.000800
Training Epoch: 37 [6400/45000]	Loss: 0.1054	LR: 0.000800
Training Epoch: 37 [6656/45000]	Loss: 0.1163	LR: 0.000800
Training Epoch: 37 [6912/45000]	Loss: 0.0900	LR: 0.000800
Training Epoch: 37 [7168/45000]	Loss: 0.0950	LR: 0.000800
Training Epoch: 37 [7424/45000]	Loss: 0.1132	LR: 0.000800
Training Epoch: 37 [7680/45000]	Loss: 0.1339	LR: 0.000800
Training Epoch: 37 [7936/45000]	Loss: 0.1274	LR: 0.000800
Training Epoch: 37 [8192/45000]	Loss: 0.1073	LR: 0.000800
Training Epoch: 37 [8448/45000]	Loss: 0.1226	LR: 0.000800
Training Epoch: 37 [8704/45000]	Loss: 0.1321	LR: 0.000800
Training Epoch: 37 [8960/45000]	Loss: 0.1862	LR: 0.000800
Training Epoch: 37 [9216/45000]	Loss: 0.1160	LR: 0.000800
Training Epoch: 37 [9472/45000]	Loss: 0.1052	LR: 0.000800
Training Epoch: 37 [9728/45000]	Loss: 0.0887	LR: 0.000800
Training Epoch: 37 [9984/45000]	Loss: 0.1216	LR: 0.000800
Training Epoch: 37 [10240/45000]	Loss: 0.1060	LR: 0.000800
Training Epoch: 37 [10496/45000]	Loss: 0.0883	LR: 0.000800
Training Epoch: 37 [10752/45000]	Loss: 0.0979	LR: 0.000800
Training Epoch: 37 [11008/45000]	Loss: 0.1398	LR: 0.000800
Training Epoch: 37 [11264/45000]	Loss: 0.1155	LR: 0.000800
Training Epoch: 37 [11520/45000]	Loss: 0.0868	LR: 0.000800
Training Epoch: 37 [11776/45000]	Loss: 0.1275	LR: 0.000800
Training Epoch: 37 [12032/45000]	Loss: 0.1015	LR: 0.000800
Training Epoch: 37 [12288/45000]	Loss: 0.1235	LR: 0.000800
Training Epoch: 37 [12544/45000]	Loss: 0.1672	LR: 0.000800
Training Epoch: 37 [12800/45000]	Loss: 0.1323	LR: 0.000800
Training Epoch: 37 [13056/45000]	Loss: 0.1039	LR: 0.000800
Training Epoch: 37 [13312/45000]	Loss: 0.1073	LR: 0.000800
Training Epoch: 37 [13568/45000]	Loss: 0.0897	LR: 0.000800
Training Epoch: 37 [13824/45000]	Loss: 0.1509	LR: 0.000800
Training Epoch: 37 [14080/45000]	Loss: 0.1197	LR: 0.000800
Training Epoch: 37 [14336/45000]	Loss: 0.0849	LR: 0.000800
Training Epoch: 37 [14592/45000]	Loss: 0.1626	LR: 0.000800
Training Epoch: 37 [14848/45000]	Loss: 0.0702	LR: 0.000800
Training Epoch: 37 [15104/45000]	Loss: 0.0731	LR: 0.000800
Training Epoch: 37 [15360/45000]	Loss: 0.1277	LR: 0.000800
Training Epoch: 37 [15616/45000]	Loss: 0.1663	LR: 0.000800
Training Epoch: 37 [15872/45000]	Loss: 0.0854	LR: 0.000800
Training Epoch: 37 [16128/45000]	Loss: 0.1665	LR: 0.000800
Training Epoch: 37 [16384/45000]	Loss: 0.1100	LR: 0.000800
Training Epoch: 37 [16640/45000]	Loss: 0.0989	LR: 0.000800
Training Epoch: 37 [16896/45000]	Loss: 0.1351	LR: 0.000800
Training Epoch: 37 [17152/45000]	Loss: 0.1484	LR: 0.000800
Training Epoch: 37 [17408/45000]	Loss: 0.0831	LR: 0.000800
Training Epoch: 37 [17664/45000]	Loss: 0.0740	LR: 0.000800
Training Epoch: 37 [17920/45000]	Loss: 0.1402	LR: 0.000800
Training Epoch: 37 [18176/45000]	Loss: 0.1203	LR: 0.000800
Training Epoch: 37 [18432/45000]	Loss: 0.1292	LR: 0.000800
Training Epoch: 37 [18688/45000]	Loss: 0.1157	LR: 0.000800
Training Epoch: 37 [18944/45000]	Loss: 0.0983	LR: 0.000800
Training Epoch: 37 [19200/45000]	Loss: 0.0730	LR: 0.000800
Training Epoch: 37 [19456/45000]	Loss: 0.1637	LR: 0.000800
Training Epoch: 37 [19712/45000]	Loss: 0.0801	LR: 0.000800
Training Epoch: 37 [19968/45000]	Loss: 0.0774	LR: 0.000800
Training Epoch: 37 [20224/45000]	Loss: 0.1085	LR: 0.000800
Training Epoch: 37 [20480/45000]	Loss: 0.1162	LR: 0.000800
Training Epoch: 37 [20736/45000]	Loss: 0.1016	LR: 0.000800
Training Epoch: 37 [20992/45000]	Loss: 0.1599	LR: 0.000800
Training Epoch: 37 [21248/45000]	Loss: 0.1258	LR: 0.000800
Training Epoch: 37 [21504/45000]	Loss: 0.1030	LR: 0.000800
Training Epoch: 37 [21760/45000]	Loss: 0.0976	LR: 0.000800
Training Epoch: 37 [22016/45000]	Loss: 0.1156	LR: 0.000800
Training Epoch: 37 [22272/45000]	Loss: 0.1166	LR: 0.000800
Training Epoch: 37 [22528/45000]	Loss: 0.1310	LR: 0.000800
Training Epoch: 37 [22784/45000]	Loss: 0.0995	LR: 0.000800
Training Epoch: 37 [23040/45000]	Loss: 0.1244	LR: 0.000800
Training Epoch: 37 [23296/45000]	Loss: 0.1175	LR: 0.000800
Training Epoch: 37 [23552/45000]	Loss: 0.0795	LR: 0.000800
Training Epoch: 37 [23808/45000]	Loss: 0.1574	LR: 0.000800
Training Epoch: 37 [24064/45000]	Loss: 0.0740	LR: 0.000800
Training Epoch: 37 [24320/45000]	Loss: 0.0958	LR: 0.000800
Training Epoch: 37 [24576/45000]	Loss: 0.0921	LR: 0.000800
Training Epoch: 37 [24832/45000]	Loss: 0.0994	LR: 0.000800
Training Epoch: 37 [25088/45000]	Loss: 0.1205	LR: 0.000800
Training Epoch: 37 [25344/45000]	Loss: 0.0905	LR: 0.000800
Training Epoch: 37 [25600/45000]	Loss: 0.1009	LR: 0.000800
Training Epoch: 37 [25856/45000]	Loss: 0.1036	LR: 0.000800
Training Epoch: 37 [26112/45000]	Loss: 0.1386	LR: 0.000800
Training Epoch: 37 [26368/45000]	Loss: 0.1119	LR: 0.000800
Training Epoch: 37 [26624/45000]	Loss: 0.1264	LR: 0.000800
Training Epoch: 37 [26880/45000]	Loss: 0.0845	LR: 0.000800
Training Epoch: 37 [27136/45000]	Loss: 0.1158	LR: 0.000800
Training Epoch: 37 [27392/45000]	Loss: 0.1495	LR: 0.000800
Training Epoch: 37 [27648/45000]	Loss: 0.1294	LR: 0.000800
Training Epoch: 37 [27904/45000]	Loss: 0.0979	LR: 0.000800
Training Epoch: 37 [28160/45000]	Loss: 0.1081	LR: 0.000800
Training Epoch: 37 [28416/45000]	Loss: 0.1234	LR: 0.000800
Training Epoch: 37 [28672/45000]	Loss: 0.1137	LR: 0.000800
Training Epoch: 37 [28928/45000]	Loss: 0.1298	LR: 0.000800
Training Epoch: 37 [29184/45000]	Loss: 0.0959	LR: 0.000800
Training Epoch: 37 [29440/45000]	Loss: 0.1217	LR: 0.000800
Training Epoch: 37 [29696/45000]	Loss: 0.1441	LR: 0.000800
Training Epoch: 37 [29952/45000]	Loss: 0.1074	LR: 0.000800
Training Epoch: 37 [30208/45000]	Loss: 0.1097	LR: 0.000800
Training Epoch: 37 [30464/45000]	Loss: 0.1614	LR: 0.000800
Training Epoch: 37 [30720/45000]	Loss: 0.1517	LR: 0.000800
Training Epoch: 37 [30976/45000]	Loss: 0.1235	LR: 0.000800
Training Epoch: 37 [31232/45000]	Loss: 0.0971	LR: 0.000800
Training Epoch: 37 [31488/45000]	Loss: 0.1069	LR: 0.000800
Training Epoch: 37 [31744/45000]	Loss: 0.1162	LR: 0.000800
Training Epoch: 37 [32000/45000]	Loss: 0.1450	LR: 0.000800
Training Epoch: 37 [32256/45000]	Loss: 0.0841	LR: 0.000800
Training Epoch: 37 [32512/45000]	Loss: 0.1179	LR: 0.000800
Training Epoch: 37 [32768/45000]	Loss: 0.1086	LR: 0.000800
Training Epoch: 37 [33024/45000]	Loss: 0.1546	LR: 0.000800
Training Epoch: 37 [33280/45000]	Loss: 0.1203	LR: 0.000800
Training Epoch: 37 [33536/45000]	Loss: 0.1359	LR: 0.000800
Training Epoch: 37 [33792/45000]	Loss: 0.1785	LR: 0.000800
Training Epoch: 37 [34048/45000]	Loss: 0.1112	LR: 0.000800
Training Epoch: 37 [34304/45000]	Loss: 0.0746	LR: 0.000800
Training Epoch: 37 [34560/45000]	Loss: 0.1347	LR: 0.000800
Training Epoch: 37 [34816/45000]	Loss: 0.1290	LR: 0.000800
Training Epoch: 37 [35072/45000]	Loss: 0.0991	LR: 0.000800
Training Epoch: 37 [35328/45000]	Loss: 0.1056	LR: 0.000800
Training Epoch: 37 [35584/45000]	Loss: 0.1207	LR: 0.000800
Training Epoch: 37 [35840/45000]	Loss: 0.1406	LR: 0.000800
Training Epoch: 37 [36096/45000]	Loss: 0.1238	LR: 0.000800
Training Epoch: 37 [36352/45000]	Loss: 0.1189	LR: 0.000800
Training Epoch: 37 [36608/45000]	Loss: 0.1522	LR: 0.000800
Training Epoch: 37 [36864/45000]	Loss: 0.1043	LR: 0.000800
Training Epoch: 37 [37120/45000]	Loss: 0.1259	LR: 0.000800
Training Epoch: 37 [37376/45000]	Loss: 0.1113	LR: 0.000800
Training Epoch: 37 [37632/45000]	Loss: 0.1170	LR: 0.000800
Training Epoch: 37 [37888/45000]	Loss: 0.0929	LR: 0.000800
Training Epoch: 37 [38144/45000]	Loss: 0.1206	LR: 0.000800
Training Epoch: 37 [38400/45000]	Loss: 0.1313	LR: 0.000800
Training Epoch: 37 [38656/45000]	Loss: 0.1017	LR: 0.000800
Training Epoch: 37 [38912/45000]	Loss: 0.1031	LR: 0.000800
Training Epoch: 37 [39168/45000]	Loss: 0.1029	LR: 0.000800
Training Epoch: 37 [39424/45000]	Loss: 0.1267	LR: 0.000800
Training Epoch: 37 [39680/45000]	Loss: 0.1152	LR: 0.000800
Training Epoch: 37 [39936/45000]	Loss: 0.1119	LR: 0.000800
Training Epoch: 37 [40192/45000]	Loss: 0.1394	LR: 0.000800
Training Epoch: 37 [40448/45000]	Loss: 0.1016	LR: 0.000800
Training Epoch: 37 [40704/45000]	Loss: 0.1063	LR: 0.000800
Training Epoch: 37 [40960/45000]	Loss: 0.1832	LR: 0.000800
Training Epoch: 37 [41216/45000]	Loss: 0.0995	LR: 0.000800
Training Epoch: 37 [41472/45000]	Loss: 0.1198	LR: 0.000800
Training Epoch: 37 [41728/45000]	Loss: 0.0970	LR: 0.000800
Training Epoch: 37 [41984/45000]	Loss: 0.0874	LR: 0.000800
Training Epoch: 37 [42240/45000]	Loss: 0.1195	LR: 0.000800
Training Epoch: 37 [42496/45000]	Loss: 0.1219	LR: 0.000800
Training Epoch: 37 [42752/45000]	Loss: 0.1430	LR: 0.000800
Training Epoch: 37 [43008/45000]	Loss: 0.1386	LR: 0.000800
Training Epoch: 37 [43264/45000]	Loss: 0.1460	LR: 0.000800
Training Epoch: 37 [43520/45000]	Loss: 0.1192	LR: 0.000800
Training Epoch: 37 [43776/45000]	Loss: 0.0910	LR: 0.000800
Training Epoch: 37 [44032/45000]	Loss: 0.1021	LR: 0.000800
Training Epoch: 37 [44288/45000]	Loss: 0.1330	LR: 0.000800
Training Epoch: 37 [44544/45000]	Loss: 0.1967	LR: 0.000800
Training Epoch: 37 [44800/45000]	Loss: 0.1121	LR: 0.000800
Training Epoch: 37 [45000/45000]	Loss: 0.1418	LR: 0.000800
Epoch 37 - Average Train Loss: 0.1175, Train Accuracy: 0.9664
Epoch 37 training time consumed: 26.78s
Evaluating Network.....
Test set: Epoch: 37, Average loss: 0.0029, Accuracy: 0.8029, Time consumed:0.90s
Saving weights file to checkpoint/retrain/ResNet18/Sunday_13_July_2025_18h_40m_29s/ResNet18-Cifar20-seed6-ret100-37-best.pth
Training Epoch: 38 [256/45000]	Loss: 0.1066	LR: 0.000800
Training Epoch: 38 [512/45000]	Loss: 0.0954	LR: 0.000800
Training Epoch: 38 [768/45000]	Loss: 0.1358	LR: 0.000800
Training Epoch: 38 [1024/45000]	Loss: 0.1315	LR: 0.000800
Training Epoch: 38 [1280/45000]	Loss: 0.1154	LR: 0.000800
Training Epoch: 38 [1536/45000]	Loss: 0.1435	LR: 0.000800
Training Epoch: 38 [1792/45000]	Loss: 0.0793	LR: 0.000800
Training Epoch: 38 [2048/45000]	Loss: 0.1032	LR: 0.000800
Training Epoch: 38 [2304/45000]	Loss: 0.1460	LR: 0.000800
Training Epoch: 38 [2560/45000]	Loss: 0.1131	LR: 0.000800
Training Epoch: 38 [2816/45000]	Loss: 0.1314	LR: 0.000800
Training Epoch: 38 [3072/45000]	Loss: 0.1124	LR: 0.000800
Training Epoch: 38 [3328/45000]	Loss: 0.1523	LR: 0.000800
Training Epoch: 38 [3584/45000]	Loss: 0.0935	LR: 0.000800
Training Epoch: 38 [3840/45000]	Loss: 0.1192	LR: 0.000800
Training Epoch: 38 [4096/45000]	Loss: 0.1107	LR: 0.000800
Training Epoch: 38 [4352/45000]	Loss: 0.1231	LR: 0.000800
Training Epoch: 38 [4608/45000]	Loss: 0.0932	LR: 0.000800
Training Epoch: 38 [4864/45000]	Loss: 0.0923	LR: 0.000800
Training Epoch: 38 [5120/45000]	Loss: 0.1427	LR: 0.000800
Training Epoch: 38 [5376/45000]	Loss: 0.0937	LR: 0.000800
Training Epoch: 38 [5632/45000]	Loss: 0.1529	LR: 0.000800
Training Epoch: 38 [5888/45000]	Loss: 0.1018	LR: 0.000800
Training Epoch: 38 [6144/45000]	Loss: 0.1157	LR: 0.000800
Training Epoch: 38 [6400/45000]	Loss: 0.1095	LR: 0.000800
Training Epoch: 38 [6656/45000]	Loss: 0.0685	LR: 0.000800
Training Epoch: 38 [6912/45000]	Loss: 0.1504	LR: 0.000800
Training Epoch: 38 [7168/45000]	Loss: 0.0993	LR: 0.000800
Training Epoch: 38 [7424/45000]	Loss: 0.0958	LR: 0.000800
Training Epoch: 38 [7680/45000]	Loss: 0.1267	LR: 0.000800
Training Epoch: 38 [7936/45000]	Loss: 0.1060	LR: 0.000800
Training Epoch: 38 [8192/45000]	Loss: 0.0836	LR: 0.000800
Training Epoch: 38 [8448/45000]	Loss: 0.1265	LR: 0.000800
Training Epoch: 38 [8704/45000]	Loss: 0.1204	LR: 0.000800
Training Epoch: 38 [8960/45000]	Loss: 0.1104	LR: 0.000800
Training Epoch: 38 [9216/45000]	Loss: 0.1115	LR: 0.000800
Training Epoch: 38 [9472/45000]	Loss: 0.1141	LR: 0.000800
Training Epoch: 38 [9728/45000]	Loss: 0.0983	LR: 0.000800
Training Epoch: 38 [9984/45000]	Loss: 0.0767	LR: 0.000800
Training Epoch: 38 [10240/45000]	Loss: 0.1198	LR: 0.000800
Training Epoch: 38 [10496/45000]	Loss: 0.1252	LR: 0.000800
Training Epoch: 38 [10752/45000]	Loss: 0.0952	LR: 0.000800
Training Epoch: 38 [11008/45000]	Loss: 0.1400	LR: 0.000800
Training Epoch: 38 [11264/45000]	Loss: 0.1037	LR: 0.000800
Training Epoch: 38 [11520/45000]	Loss: 0.1034	LR: 0.000800
Training Epoch: 38 [11776/45000]	Loss: 0.0754	LR: 0.000800
Training Epoch: 38 [12032/45000]	Loss: 0.1350	LR: 0.000800
Training Epoch: 38 [12288/45000]	Loss: 0.0896	LR: 0.000800
Training Epoch: 38 [12544/45000]	Loss: 0.0869	LR: 0.000800
Training Epoch: 38 [12800/45000]	Loss: 0.0917	LR: 0.000800
Training Epoch: 38 [13056/45000]	Loss: 0.0863	LR: 0.000800
Training Epoch: 38 [13312/45000]	Loss: 0.0925	LR: 0.000800
Training Epoch: 38 [13568/45000]	Loss: 0.0845	LR: 0.000800
Training Epoch: 38 [13824/45000]	Loss: 0.0866	LR: 0.000800
Training Epoch: 38 [14080/45000]	Loss: 0.1121	LR: 0.000800
Training Epoch: 38 [14336/45000]	Loss: 0.1053	LR: 0.000800
Training Epoch: 38 [14592/45000]	Loss: 0.1409	LR: 0.000800
Training Epoch: 38 [14848/45000]	Loss: 0.1777	LR: 0.000800
Training Epoch: 38 [15104/45000]	Loss: 0.0915	LR: 0.000800
Training Epoch: 38 [15360/45000]	Loss: 0.1126	LR: 0.000800
Training Epoch: 38 [15616/45000]	Loss: 0.1111	LR: 0.000800
Training Epoch: 38 [15872/45000]	Loss: 0.1115	LR: 0.000800
Training Epoch: 38 [16128/45000]	Loss: 0.0902	LR: 0.000800
Training Epoch: 38 [16384/45000]	Loss: 0.1067	LR: 0.000800
Training Epoch: 38 [16640/45000]	Loss: 0.1225	LR: 0.000800
Training Epoch: 38 [16896/45000]	Loss: 0.1251	LR: 0.000800
Training Epoch: 38 [17152/45000]	Loss: 0.0801	LR: 0.000800
Training Epoch: 38 [17408/45000]	Loss: 0.1481	LR: 0.000800
Training Epoch: 38 [17664/45000]	Loss: 0.1012	LR: 0.000800
Training Epoch: 38 [17920/45000]	Loss: 0.1175	LR: 0.000800
Training Epoch: 38 [18176/45000]	Loss: 0.0908	LR: 0.000800
Training Epoch: 38 [18432/45000]	Loss: 0.1254	LR: 0.000800
Training Epoch: 38 [18688/45000]	Loss: 0.1198	LR: 0.000800
Training Epoch: 38 [18944/45000]	Loss: 0.0832	LR: 0.000800
Training Epoch: 38 [19200/45000]	Loss: 0.1149	LR: 0.000800
Training Epoch: 38 [19456/45000]	Loss: 0.1648	LR: 0.000800
Training Epoch: 38 [19712/45000]	Loss: 0.1157	LR: 0.000800
Training Epoch: 38 [19968/45000]	Loss: 0.1301	LR: 0.000800
Training Epoch: 38 [20224/45000]	Loss: 0.1275	LR: 0.000800
Training Epoch: 38 [20480/45000]	Loss: 0.1160	LR: 0.000800
Training Epoch: 38 [20736/45000]	Loss: 0.1327	LR: 0.000800
Training Epoch: 38 [20992/45000]	Loss: 0.1395	LR: 0.000800
Training Epoch: 38 [21248/45000]	Loss: 0.1092	LR: 0.000800
Training Epoch: 38 [21504/45000]	Loss: 0.1190	LR: 0.000800
Training Epoch: 38 [21760/45000]	Loss: 0.1116	LR: 0.000800
Training Epoch: 38 [22016/45000]	Loss: 0.1033	LR: 0.000800
Training Epoch: 38 [22272/45000]	Loss: 0.1068	LR: 0.000800
Training Epoch: 38 [22528/45000]	Loss: 0.1549	LR: 0.000800
Training Epoch: 38 [22784/45000]	Loss: 0.1014	LR: 0.000800
Training Epoch: 38 [23040/45000]	Loss: 0.0768	LR: 0.000800
Training Epoch: 38 [23296/45000]	Loss: 0.1397	LR: 0.000800
Training Epoch: 38 [23552/45000]	Loss: 0.1094	LR: 0.000800
Training Epoch: 38 [23808/45000]	Loss: 0.1490	LR: 0.000800
Training Epoch: 38 [24064/45000]	Loss: 0.1096	LR: 0.000800
Training Epoch: 38 [24320/45000]	Loss: 0.1297	LR: 0.000800
Training Epoch: 38 [24576/45000]	Loss: 0.1511	LR: 0.000800
Training Epoch: 38 [24832/45000]	Loss: 0.1186	LR: 0.000800
Training Epoch: 38 [25088/45000]	Loss: 0.1207	LR: 0.000800
Training Epoch: 38 [25344/45000]	Loss: 0.1068	LR: 0.000800
Training Epoch: 38 [25600/45000]	Loss: 0.1082	LR: 0.000800
Training Epoch: 38 [25856/45000]	Loss: 0.1772	LR: 0.000800
Training Epoch: 38 [26112/45000]	Loss: 0.1226	LR: 0.000800
Training Epoch: 38 [26368/45000]	Loss: 0.0810	LR: 0.000800
Training Epoch: 38 [26624/45000]	Loss: 0.1183	LR: 0.000800
Training Epoch: 38 [26880/45000]	Loss: 0.0934	LR: 0.000800
Training Epoch: 38 [27136/45000]	Loss: 0.1135	LR: 0.000800
Training Epoch: 38 [27392/45000]	Loss: 0.1191	LR: 0.000800
Training Epoch: 38 [27648/45000]	Loss: 0.0984	LR: 0.000800
Training Epoch: 38 [27904/45000]	Loss: 0.1070	LR: 0.000800
Training Epoch: 38 [28160/45000]	Loss: 0.1273	LR: 0.000800
Training Epoch: 38 [28416/45000]	Loss: 0.1119	LR: 0.000800
Training Epoch: 38 [28672/45000]	Loss: 0.0947	LR: 0.000800
Training Epoch: 38 [28928/45000]	Loss: 0.1085	LR: 0.000800
Training Epoch: 38 [29184/45000]	Loss: 0.0949	LR: 0.000800
Training Epoch: 38 [29440/45000]	Loss: 0.0913	LR: 0.000800
Training Epoch: 38 [29696/45000]	Loss: 0.1246	LR: 0.000800
Training Epoch: 38 [29952/45000]	Loss: 0.1298	LR: 0.000800
Training Epoch: 38 [30208/45000]	Loss: 0.0910	LR: 0.000800
Training Epoch: 38 [30464/45000]	Loss: 0.0927	LR: 0.000800
Training Epoch: 38 [30720/45000]	Loss: 0.0994	LR: 0.000800
Training Epoch: 38 [30976/45000]	Loss: 0.1199	LR: 0.000800
Training Epoch: 38 [31232/45000]	Loss: 0.1238	LR: 0.000800
Training Epoch: 38 [31488/45000]	Loss: 0.1234	LR: 0.000800
Training Epoch: 38 [31744/45000]	Loss: 0.1058	LR: 0.000800
Training Epoch: 38 [32000/45000]	Loss: 0.1231	LR: 0.000800
Training Epoch: 38 [32256/45000]	Loss: 0.1096	LR: 0.000800
Training Epoch: 38 [32512/45000]	Loss: 0.1182	LR: 0.000800
Training Epoch: 38 [32768/45000]	Loss: 0.1535	LR: 0.000800
Training Epoch: 38 [33024/45000]	Loss: 0.0737	LR: 0.000800
Training Epoch: 38 [33280/45000]	Loss: 0.1222	LR: 0.000800
Training Epoch: 38 [33536/45000]	Loss: 0.0945	LR: 0.000800
Training Epoch: 38 [33792/45000]	Loss: 0.1387	LR: 0.000800
Training Epoch: 38 [34048/45000]	Loss: 0.2220	LR: 0.000800
Training Epoch: 38 [34304/45000]	Loss: 0.1507	LR: 0.000800
Training Epoch: 38 [34560/45000]	Loss: 0.1055	LR: 0.000800
Training Epoch: 38 [34816/45000]	Loss: 0.1016	LR: 0.000800
Training Epoch: 38 [35072/45000]	Loss: 0.0817	LR: 0.000800
Training Epoch: 38 [35328/45000]	Loss: 0.0889	LR: 0.000800
Training Epoch: 38 [35584/45000]	Loss: 0.0846	LR: 0.000800
Training Epoch: 38 [35840/45000]	Loss: 0.1235	LR: 0.000800
Training Epoch: 38 [36096/45000]	Loss: 0.0962	LR: 0.000800
Training Epoch: 38 [36352/45000]	Loss: 0.1391	LR: 0.000800
Training Epoch: 38 [36608/45000]	Loss: 0.0966	LR: 0.000800
Training Epoch: 38 [36864/45000]	Loss: 0.0979	LR: 0.000800
Training Epoch: 38 [37120/45000]	Loss: 0.1096	LR: 0.000800
Training Epoch: 38 [37376/45000]	Loss: 0.0992	LR: 0.000800
Training Epoch: 38 [37632/45000]	Loss: 0.0915	LR: 0.000800
Training Epoch: 38 [37888/45000]	Loss: 0.1284	LR: 0.000800
Training Epoch: 38 [38144/45000]	Loss: 0.0827	LR: 0.000800
Training Epoch: 38 [38400/45000]	Loss: 0.0902	LR: 0.000800
Training Epoch: 38 [38656/45000]	Loss: 0.1097	LR: 0.000800
Training Epoch: 38 [38912/45000]	Loss: 0.1315	LR: 0.000800
Training Epoch: 38 [39168/45000]	Loss: 0.0701	LR: 0.000800
Training Epoch: 38 [39424/45000]	Loss: 0.1090	LR: 0.000800
Training Epoch: 38 [39680/45000]	Loss: 0.1203	LR: 0.000800
Training Epoch: 38 [39936/45000]	Loss: 0.0878	LR: 0.000800
Training Epoch: 38 [40192/45000]	Loss: 0.1053	LR: 0.000800
Training Epoch: 38 [40448/45000]	Loss: 0.1230	LR: 0.000800
Training Epoch: 38 [40704/45000]	Loss: 0.1185	LR: 0.000800
Training Epoch: 38 [40960/45000]	Loss: 0.0853	LR: 0.000800
Training Epoch: 38 [41216/45000]	Loss: 0.1400	LR: 0.000800
Training Epoch: 38 [41472/45000]	Loss: 0.0813	LR: 0.000800
Training Epoch: 38 [41728/45000]	Loss: 0.0932	LR: 0.000800
Training Epoch: 38 [41984/45000]	Loss: 0.1081	LR: 0.000800
Training Epoch: 38 [42240/45000]	Loss: 0.1249	LR: 0.000800
Training Epoch: 38 [42496/45000]	Loss: 0.1012	LR: 0.000800
Training Epoch: 38 [42752/45000]	Loss: 0.1008	LR: 0.000800
Training Epoch: 38 [43008/45000]	Loss: 0.1518	LR: 0.000800
Training Epoch: 38 [43264/45000]	Loss: 0.0989	LR: 0.000800
Training Epoch: 38 [43520/45000]	Loss: 0.1006	LR: 0.000800
Training Epoch: 38 [43776/45000]	Loss: 0.1035	LR: 0.000800
Training Epoch: 38 [44032/45000]	Loss: 0.1629	LR: 0.000800
Training Epoch: 38 [44288/45000]	Loss: 0.1747	LR: 0.000800
Training Epoch: 38 [44544/45000]	Loss: 0.1206	LR: 0.000800
Training Epoch: 38 [44800/45000]	Loss: 0.1298	LR: 0.000800
Training Epoch: 38 [45000/45000]	Loss: 0.0817	LR: 0.000800
Epoch 38 - Average Train Loss: 0.1130, Train Accuracy: 0.9683
Epoch 38 training time consumed: 26.90s
Evaluating Network.....
Test set: Epoch: 38, Average loss: 0.0029, Accuracy: 0.8021, Time consumed:0.93s
Training Epoch: 39 [256/45000]	Loss: 0.1240	LR: 0.000800
Training Epoch: 39 [512/45000]	Loss: 0.1336	LR: 0.000800
Training Epoch: 39 [768/45000]	Loss: 0.1029	LR: 0.000800
Training Epoch: 39 [1024/45000]	Loss: 0.1335	LR: 0.000800
Training Epoch: 39 [1280/45000]	Loss: 0.2023	LR: 0.000800
Training Epoch: 39 [1536/45000]	Loss: 0.1328	LR: 0.000800
Training Epoch: 39 [1792/45000]	Loss: 0.1119	LR: 0.000800
Training Epoch: 39 [2048/45000]	Loss: 0.1045	LR: 0.000800
Training Epoch: 39 [2304/45000]	Loss: 0.1323	LR: 0.000800
Training Epoch: 39 [2560/45000]	Loss: 0.0844	LR: 0.000800
Training Epoch: 39 [2816/45000]	Loss: 0.1307	LR: 0.000800
Training Epoch: 39 [3072/45000]	Loss: 0.1327	LR: 0.000800
Training Epoch: 39 [3328/45000]	Loss: 0.0792	LR: 0.000800
Training Epoch: 39 [3584/45000]	Loss: 0.1076	LR: 0.000800
Training Epoch: 39 [3840/45000]	Loss: 0.0887	LR: 0.000800
Training Epoch: 39 [4096/45000]	Loss: 0.1086	LR: 0.000800
Training Epoch: 39 [4352/45000]	Loss: 0.1240	LR: 0.000800
Training Epoch: 39 [4608/45000]	Loss: 0.1251	LR: 0.000800
Training Epoch: 39 [4864/45000]	Loss: 0.1451	LR: 0.000800
Training Epoch: 39 [5120/45000]	Loss: 0.0951	LR: 0.000800
Training Epoch: 39 [5376/45000]	Loss: 0.1628	LR: 0.000800
Training Epoch: 39 [5632/45000]	Loss: 0.1308	LR: 0.000800
Training Epoch: 39 [5888/45000]	Loss: 0.1964	LR: 0.000800
Training Epoch: 39 [6144/45000]	Loss: 0.0813	LR: 0.000800
Training Epoch: 39 [6400/45000]	Loss: 0.1208	LR: 0.000800
Training Epoch: 39 [6656/45000]	Loss: 0.1405	LR: 0.000800
Training Epoch: 39 [6912/45000]	Loss: 0.1305	LR: 0.000800
Training Epoch: 39 [7168/45000]	Loss: 0.0940	LR: 0.000800
Training Epoch: 39 [7424/45000]	Loss: 0.0849	LR: 0.000800
Training Epoch: 39 [7680/45000]	Loss: 0.1265	LR: 0.000800
Training Epoch: 39 [7936/45000]	Loss: 0.0968	LR: 0.000800
Training Epoch: 39 [8192/45000]	Loss: 0.0950	LR: 0.000800
Training Epoch: 39 [8448/45000]	Loss: 0.0978	LR: 0.000800
Training Epoch: 39 [8704/45000]	Loss: 0.0775	LR: 0.000800
Training Epoch: 39 [8960/45000]	Loss: 0.1252	LR: 0.000800
Training Epoch: 39 [9216/45000]	Loss: 0.1112	LR: 0.000800
Training Epoch: 39 [9472/45000]	Loss: 0.1260	LR: 0.000800
Training Epoch: 39 [9728/45000]	Loss: 0.0785	LR: 0.000800
Training Epoch: 39 [9984/45000]	Loss: 0.1094	LR: 0.000800
Training Epoch: 39 [10240/45000]	Loss: 0.1176	LR: 0.000800
Training Epoch: 39 [10496/45000]	Loss: 0.1117	LR: 0.000800
Training Epoch: 39 [10752/45000]	Loss: 0.1004	LR: 0.000800
Training Epoch: 39 [11008/45000]	Loss: 0.1196	LR: 0.000800
Training Epoch: 39 [11264/45000]	Loss: 0.1263	LR: 0.000800
Training Epoch: 39 [11520/45000]	Loss: 0.0830	LR: 0.000800
Training Epoch: 39 [11776/45000]	Loss: 0.0964	LR: 0.000800
Training Epoch: 39 [12032/45000]	Loss: 0.1302	LR: 0.000800
Training Epoch: 39 [12288/45000]	Loss: 0.0847	LR: 0.000800
Training Epoch: 39 [12544/45000]	Loss: 0.0703	LR: 0.000800
Training Epoch: 39 [12800/45000]	Loss: 0.1137	LR: 0.000800
Training Epoch: 39 [13056/45000]	Loss: 0.1110	LR: 0.000800
Training Epoch: 39 [13312/45000]	Loss: 0.1040	LR: 0.000800
Training Epoch: 39 [13568/45000]	Loss: 0.1023	LR: 0.000800
Training Epoch: 39 [13824/45000]	Loss: 0.0974	LR: 0.000800
Training Epoch: 39 [14080/45000]	Loss: 0.0976	LR: 0.000800
Training Epoch: 39 [14336/45000]	Loss: 0.1227	LR: 0.000800
Training Epoch: 39 [14592/45000]	Loss: 0.1114	LR: 0.000800
Training Epoch: 39 [14848/45000]	Loss: 0.0880	LR: 0.000800
Training Epoch: 39 [15104/45000]	Loss: 0.1142	LR: 0.000800
Training Epoch: 39 [15360/45000]	Loss: 0.0779	LR: 0.000800
Training Epoch: 39 [15616/45000]	Loss: 0.1136	LR: 0.000800
Training Epoch: 39 [15872/45000]	Loss: 0.1447	LR: 0.000800
Training Epoch: 39 [16128/45000]	Loss: 0.1303	LR: 0.000800
Training Epoch: 39 [16384/45000]	Loss: 0.0977	LR: 0.000800
Training Epoch: 39 [16640/45000]	Loss: 0.0931	LR: 0.000800
Training Epoch: 39 [16896/45000]	Loss: 0.1035	LR: 0.000800
Training Epoch: 39 [17152/45000]	Loss: 0.1381	LR: 0.000800
Training Epoch: 39 [17408/45000]	Loss: 0.1351	LR: 0.000800
Training Epoch: 39 [17664/45000]	Loss: 0.1220	LR: 0.000800
Training Epoch: 39 [17920/45000]	Loss: 0.0920	LR: 0.000800
Training Epoch: 39 [18176/45000]	Loss: 0.1421	LR: 0.000800
Training Epoch: 39 [18432/45000]	Loss: 0.1218	LR: 0.000800
Training Epoch: 39 [18688/45000]	Loss: 0.0994	LR: 0.000800
Training Epoch: 39 [18944/45000]	Loss: 0.1121	LR: 0.000800
Training Epoch: 39 [19200/45000]	Loss: 0.0738	LR: 0.000800
Training Epoch: 39 [19456/45000]	Loss: 0.1218	LR: 0.000800
Training Epoch: 39 [19712/45000]	Loss: 0.1022	LR: 0.000800
Training Epoch: 39 [19968/45000]	Loss: 0.1230	LR: 0.000800
Training Epoch: 39 [20224/45000]	Loss: 0.1739	LR: 0.000800
Training Epoch: 39 [20480/45000]	Loss: 0.1195	LR: 0.000800
Training Epoch: 39 [20736/45000]	Loss: 0.0948	LR: 0.000800
Training Epoch: 39 [20992/45000]	Loss: 0.1494	LR: 0.000800
Training Epoch: 39 [21248/45000]	Loss: 0.1355	LR: 0.000800
Training Epoch: 39 [21504/45000]	Loss: 0.1546	LR: 0.000800
Training Epoch: 39 [21760/45000]	Loss: 0.1254	LR: 0.000800
Training Epoch: 39 [22016/45000]	Loss: 0.1268	LR: 0.000800
Training Epoch: 39 [22272/45000]	Loss: 0.1099	LR: 0.000800
Training Epoch: 39 [22528/45000]	Loss: 0.1029	LR: 0.000800
Training Epoch: 39 [22784/45000]	Loss: 0.1148	LR: 0.000800
Training Epoch: 39 [23040/45000]	Loss: 0.1089	LR: 0.000800
Training Epoch: 39 [23296/45000]	Loss: 0.1295	LR: 0.000800
Training Epoch: 39 [23552/45000]	Loss: 0.0908	LR: 0.000800
Training Epoch: 39 [23808/45000]	Loss: 0.1048	LR: 0.000800
Training Epoch: 39 [24064/45000]	Loss: 0.1073	LR: 0.000800
Training Epoch: 39 [24320/45000]	Loss: 0.1553	LR: 0.000800
Training Epoch: 39 [24576/45000]	Loss: 0.0883	LR: 0.000800
Training Epoch: 39 [24832/45000]	Loss: 0.0796	LR: 0.000800
Training Epoch: 39 [25088/45000]	Loss: 0.1088	LR: 0.000800
Training Epoch: 39 [25344/45000]	Loss: 0.0965	LR: 0.000800
Training Epoch: 39 [25600/45000]	Loss: 0.1395	LR: 0.000800
Training Epoch: 39 [25856/45000]	Loss: 0.1310	LR: 0.000800
Training Epoch: 39 [26112/45000]	Loss: 0.1090	LR: 0.000800
Training Epoch: 39 [26368/45000]	Loss: 0.1469	LR: 0.000800
Training Epoch: 39 [26624/45000]	Loss: 0.1196	LR: 0.000800
Training Epoch: 39 [26880/45000]	Loss: 0.0930	LR: 0.000800
Training Epoch: 39 [27136/45000]	Loss: 0.0993	LR: 0.000800
Training Epoch: 39 [27392/45000]	Loss: 0.1374	LR: 0.000800
Training Epoch: 39 [27648/45000]	Loss: 0.0798	LR: 0.000800
Training Epoch: 39 [27904/45000]	Loss: 0.0690	LR: 0.000800
Training Epoch: 39 [28160/45000]	Loss: 0.1009	LR: 0.000800
Training Epoch: 39 [28416/45000]	Loss: 0.0875	LR: 0.000800
Training Epoch: 39 [28672/45000]	Loss: 0.1177	LR: 0.000800
Training Epoch: 39 [28928/45000]	Loss: 0.0740	LR: 0.000800
Training Epoch: 39 [29184/45000]	Loss: 0.1149	LR: 0.000800
Training Epoch: 39 [29440/45000]	Loss: 0.1243	LR: 0.000800
Training Epoch: 39 [29696/45000]	Loss: 0.1200	LR: 0.000800
Training Epoch: 39 [29952/45000]	Loss: 0.1181	LR: 0.000800
Training Epoch: 39 [30208/45000]	Loss: 0.1091	LR: 0.000800
Training Epoch: 39 [30464/45000]	Loss: 0.0993	LR: 0.000800
Training Epoch: 39 [30720/45000]	Loss: 0.0747	LR: 0.000800
Training Epoch: 39 [30976/45000]	Loss: 0.1489	LR: 0.000800
Training Epoch: 39 [31232/45000]	Loss: 0.1334	LR: 0.000800
Training Epoch: 39 [31488/45000]	Loss: 0.0981	LR: 0.000800
Training Epoch: 39 [31744/45000]	Loss: 0.1163	LR: 0.000800
Training Epoch: 39 [32000/45000]	Loss: 0.1138	LR: 0.000800
Training Epoch: 39 [32256/45000]	Loss: 0.1643	LR: 0.000800
Training Epoch: 39 [32512/45000]	Loss: 0.1472	LR: 0.000800
Training Epoch: 39 [32768/45000]	Loss: 0.1014	LR: 0.000800
Training Epoch: 39 [33024/45000]	Loss: 0.1180	LR: 0.000800
Training Epoch: 39 [33280/45000]	Loss: 0.0884	LR: 0.000800
Training Epoch: 39 [33536/45000]	Loss: 0.1089	LR: 0.000800
Training Epoch: 39 [33792/45000]	Loss: 0.0719	LR: 0.000800
Training Epoch: 39 [34048/45000]	Loss: 0.1127	LR: 0.000800
Training Epoch: 39 [34304/45000]	Loss: 0.1068	LR: 0.000800
Training Epoch: 39 [34560/45000]	Loss: 0.0743	LR: 0.000800
Training Epoch: 39 [34816/45000]	Loss: 0.0939	LR: 0.000800
Training Epoch: 39 [35072/45000]	Loss: 0.1527	LR: 0.000800
Training Epoch: 39 [35328/45000]	Loss: 0.1106	LR: 0.000800
Training Epoch: 39 [35584/45000]	Loss: 0.0895	LR: 0.000800
Training Epoch: 39 [35840/45000]	Loss: 0.1302	LR: 0.000800
Training Epoch: 39 [36096/45000]	Loss: 0.1005	LR: 0.000800
Training Epoch: 39 [36352/45000]	Loss: 0.0711	LR: 0.000800
Training Epoch: 39 [36608/45000]	Loss: 0.1296	LR: 0.000800
Training Epoch: 39 [36864/45000]	Loss: 0.0996	LR: 0.000800
Training Epoch: 39 [37120/45000]	Loss: 0.0795	LR: 0.000800
Training Epoch: 39 [37376/45000]	Loss: 0.1423	LR: 0.000800
Training Epoch: 39 [37632/45000]	Loss: 0.0729	LR: 0.000800
Training Epoch: 39 [37888/45000]	Loss: 0.0971	LR: 0.000800
Training Epoch: 39 [38144/45000]	Loss: 0.0817	LR: 0.000800
Training Epoch: 39 [38400/45000]	Loss: 0.0917	LR: 0.000800
Training Epoch: 39 [38656/45000]	Loss: 0.1130	LR: 0.000800
Training Epoch: 39 [38912/45000]	Loss: 0.1201	LR: 0.000800
Training Epoch: 39 [39168/45000]	Loss: 0.1006	LR: 0.000800
Training Epoch: 39 [39424/45000]	Loss: 0.1220	LR: 0.000800
Training Epoch: 39 [39680/45000]	Loss: 0.0996	LR: 0.000800
Training Epoch: 39 [39936/45000]	Loss: 0.1127	LR: 0.000800
Training Epoch: 39 [40192/45000]	Loss: 0.1215	LR: 0.000800
Training Epoch: 39 [40448/45000]	Loss: 0.1167	LR: 0.000800
Training Epoch: 39 [40704/45000]	Loss: 0.1565	LR: 0.000800
Training Epoch: 39 [40960/45000]	Loss: 0.1151	LR: 0.000800
Training Epoch: 39 [41216/45000]	Loss: 0.0773	LR: 0.000800
Training Epoch: 39 [41472/45000]	Loss: 0.1446	LR: 0.000800
Training Epoch: 39 [41728/45000]	Loss: 0.1280	LR: 0.000800
Training Epoch: 39 [41984/45000]	Loss: 0.0907	LR: 0.000800
Training Epoch: 39 [42240/45000]	Loss: 0.1221	LR: 0.000800
Training Epoch: 39 [42496/45000]	Loss: 0.1438	LR: 0.000800
Training Epoch: 39 [42752/45000]	Loss: 0.1132	LR: 0.000800
Training Epoch: 39 [43008/45000]	Loss: 0.0845	LR: 0.000800
Training Epoch: 39 [43264/45000]	Loss: 0.1169	LR: 0.000800
Training Epoch: 39 [43520/45000]	Loss: 0.1164	LR: 0.000800
Training Epoch: 39 [43776/45000]	Loss: 0.0901	LR: 0.000800
Training Epoch: 39 [44032/45000]	Loss: 0.1150	LR: 0.000800
Training Epoch: 39 [44288/45000]	Loss: 0.1048	LR: 0.000800
Training Epoch: 39 [44544/45000]	Loss: 0.0853	LR: 0.000800
Training Epoch: 39 [44800/45000]	Loss: 0.1316	LR: 0.000800
Training Epoch: 39 [45000/45000]	Loss: 0.1149	LR: 0.000800
Epoch 39 - Average Train Loss: 0.1124, Train Accuracy: 0.9683
Epoch 39 training time consumed: 27.19s
Evaluating Network.....
Test set: Epoch: 39, Average loss: 0.0029, Accuracy: 0.8016, Time consumed:0.88s
Training Epoch: 40 [256/45000]	Loss: 0.1103	LR: 0.000800
Training Epoch: 40 [512/45000]	Loss: 0.0808	LR: 0.000800
Training Epoch: 40 [768/45000]	Loss: 0.1290	LR: 0.000800
Training Epoch: 40 [1024/45000]	Loss: 0.0863	LR: 0.000800
Training Epoch: 40 [1280/45000]	Loss: 0.1009	LR: 0.000800
Training Epoch: 40 [1536/45000]	Loss: 0.1336	LR: 0.000800
Training Epoch: 40 [1792/45000]	Loss: 0.0880	LR: 0.000800
Training Epoch: 40 [2048/45000]	Loss: 0.1290	LR: 0.000800
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Training Epoch: 40 [2560/45000]	Loss: 0.1140	LR: 0.000800
Training Epoch: 40 [2816/45000]	Loss: 0.0931	LR: 0.000800
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Training Epoch: 40 [39168/45000]	Loss: 0.0887	LR: 0.000800
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Training Epoch: 40 [40960/45000]	Loss: 0.1281	LR: 0.000800
Training Epoch: 40 [41216/45000]	Loss: 0.1409	LR: 0.000800
Training Epoch: 40 [41472/45000]	Loss: 0.0967	LR: 0.000800
Training Epoch: 40 [41728/45000]	Loss: 0.1171	LR: 0.000800
Training Epoch: 40 [41984/45000]	Loss: 0.0974	LR: 0.000800
Training Epoch: 40 [42240/45000]	Loss: 0.0911	LR: 0.000800
Training Epoch: 40 [42496/45000]	Loss: 0.0888	LR: 0.000800
Training Epoch: 40 [42752/45000]	Loss: 0.0880	LR: 0.000800
Training Epoch: 40 [43008/45000]	Loss: 0.1467	LR: 0.000800
Training Epoch: 40 [43264/45000]	Loss: 0.1063	LR: 0.000800
Training Epoch: 40 [43520/45000]	Loss: 0.1231	LR: 0.000800
Training Epoch: 40 [43776/45000]	Loss: 0.0779	LR: 0.000800
Training Epoch: 40 [44032/45000]	Loss: 0.1157	LR: 0.000800
Training Epoch: 40 [44288/45000]	Loss: 0.0876	LR: 0.000800
Training Epoch: 40 [44544/45000]	Loss: 0.1468	LR: 0.000800
Training Epoch: 40 [44800/45000]	Loss: 0.0938	LR: 0.000800
Training Epoch: 40 [45000/45000]	Loss: 0.1193	LR: 0.000800
Epoch 40 - Average Train Loss: 0.1081, Train Accuracy: 0.9694
Epoch 40 training time consumed: 26.94s
Evaluating Network.....
Test set: Epoch: 40, Average loss: 0.0029, Accuracy: 0.8031, Time consumed:0.87s
Saving weights file to checkpoint/retrain/ResNet18/Sunday_13_July_2025_18h_40m_29s/ResNet18-Cifar20-seed6-ret100-40-best.pth
Valid (Test) Dl:  10000
Train Dl:  50000
Retain Train Dl:  45000
Forget Train Dl:  5000
Retain Valid Dl:  45000
Forget Valid Dl:  5000
retain_prob Distribution: 10000 samples
test_prob Distribution: 10000 samples
forget_prob Distribution: 5000 samples
Set1 Distribution: 5000 samples
Set2 Distribution: 5000 samples
Set1 Distribution: 5000 samples
Set2 Distribution: 5000 samples
Set1 Distribution: 10000 samples
Set2 Distribution: 10000 samples
Set1 Distribution: 10000 samples
Set2 Distribution: 10000 samples
Test Accuracy: 80.33203125
Retain Accuracy: 97.31774139404297
Zero-Retain Forget (ZRF): 0.9027520418167114
Membership Inference Attack (MIA): 0.5946
Forget vs Retain Membership Inference Attack (MIA): 0.5835
Forget vs Test Membership Inference Attack (MIA): 0.5255
Test vs Retain Membership Inference Attack (MIA): 0.57075
Train vs Test Membership Inference Attack (MIA): 0.60225
Forget Set Accuracy (Df): 79.56111907958984
Method Execution Time: 2049.90 seconds
