
📌S Retain class distribution for seed 4:
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 4:
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: 3.1450	LR: 0.000000
Training Epoch: 1 [512/45000]	Loss: 3.1186	LR: 0.000568
Training Epoch: 1 [768/45000]	Loss: 3.1138	LR: 0.001136
Training Epoch: 1 [1024/45000]	Loss: 3.0716	LR: 0.001705
Training Epoch: 1 [1280/45000]	Loss: 3.0398	LR: 0.002273
Training Epoch: 1 [1536/45000]	Loss: 2.9879	LR: 0.002841
Training Epoch: 1 [1792/45000]	Loss: 2.9741	LR: 0.003409
Training Epoch: 1 [2048/45000]	Loss: 2.9088	LR: 0.003977
Training Epoch: 1 [2304/45000]	Loss: 2.8563	LR: 0.004545
Training Epoch: 1 [2560/45000]	Loss: 2.8798	LR: 0.005114
Training Epoch: 1 [2816/45000]	Loss: 2.9417	LR: 0.005682
Training Epoch: 1 [3072/45000]	Loss: 2.9499	LR: 0.006250
Training Epoch: 1 [3328/45000]	Loss: 3.0544	LR: 0.006818
Training Epoch: 1 [3584/45000]	Loss: 2.9304	LR: 0.007386
Training Epoch: 1 [3840/45000]	Loss: 2.9354	LR: 0.007955
Training Epoch: 1 [4096/45000]	Loss: 2.9379	LR: 0.008523
Training Epoch: 1 [4352/45000]	Loss: 2.9543	LR: 0.009091
Training Epoch: 1 [4608/45000]	Loss: 2.8835	LR: 0.009659
Training Epoch: 1 [4864/45000]	Loss: 2.8772	LR: 0.010227
Training Epoch: 1 [5120/45000]	Loss: 2.8537	LR: 0.010795
Training Epoch: 1 [5376/45000]	Loss: 3.0081	LR: 0.011364
Training Epoch: 1 [5632/45000]	Loss: 2.8444	LR: 0.011932
Training Epoch: 1 [5888/45000]	Loss: 2.7699	LR: 0.012500
Training Epoch: 1 [6144/45000]	Loss: 2.8601	LR: 0.013068
Training Epoch: 1 [6400/45000]	Loss: 2.9018	LR: 0.013636
Training Epoch: 1 [6656/45000]	Loss: 2.6756	LR: 0.014205
Training Epoch: 1 [6912/45000]	Loss: 2.6981	LR: 0.014773
Training Epoch: 1 [7168/45000]	Loss: 2.6428	LR: 0.015341
Training Epoch: 1 [7424/45000]	Loss: 2.7274	LR: 0.015909
Training Epoch: 1 [7680/45000]	Loss: 2.7750	LR: 0.016477
Training Epoch: 1 [7936/45000]	Loss: 2.8251	LR: 0.017045
Training Epoch: 1 [8192/45000]	Loss: 2.6971	LR: 0.017614
Training Epoch: 1 [8448/45000]	Loss: 2.5670	LR: 0.018182
Training Epoch: 1 [8704/45000]	Loss: 2.7059	LR: 0.018750
Training Epoch: 1 [8960/45000]	Loss: 2.7449	LR: 0.019318
Training Epoch: 1 [9216/45000]	Loss: 2.6848	LR: 0.019886
Training Epoch: 1 [9472/45000]	Loss: 2.5353	LR: 0.020455
Training Epoch: 1 [9728/45000]	Loss: 2.8543	LR: 0.021023
Training Epoch: 1 [9984/45000]	Loss: 2.7805	LR: 0.021591
Training Epoch: 1 [10240/45000]	Loss: 2.6316	LR: 0.022159
Training Epoch: 1 [10496/45000]	Loss: 2.5703	LR: 0.022727
Training Epoch: 1 [10752/45000]	Loss: 2.6465	LR: 0.023295
Training Epoch: 1 [11008/45000]	Loss: 2.6321	LR: 0.023864
Training Epoch: 1 [11264/45000]	Loss: 2.5301	LR: 0.024432
Training Epoch: 1 [11520/45000]	Loss: 2.6057	LR: 0.025000
Training Epoch: 1 [11776/45000]	Loss: 2.6121	LR: 0.025568
Training Epoch: 1 [12032/45000]	Loss: 2.5563	LR: 0.026136
Training Epoch: 1 [12288/45000]	Loss: 2.5055	LR: 0.026705
Training Epoch: 1 [12544/45000]	Loss: 2.6601	LR: 0.027273
Training Epoch: 1 [12800/45000]	Loss: 2.4820	LR: 0.027841
Training Epoch: 1 [13056/45000]	Loss: 2.6613	LR: 0.028409
Training Epoch: 1 [13312/45000]	Loss: 2.6701	LR: 0.028977
Training Epoch: 1 [13568/45000]	Loss: 2.6455	LR: 0.029545
Training Epoch: 1 [13824/45000]	Loss: 2.5101	LR: 0.030114
Training Epoch: 1 [14080/45000]	Loss: 2.6877	LR: 0.030682
Training Epoch: 1 [14336/45000]	Loss: 2.6281	LR: 0.031250
Training Epoch: 1 [14592/45000]	Loss: 2.6241	LR: 0.031818
Training Epoch: 1 [14848/45000]	Loss: 2.6841	LR: 0.032386
Training Epoch: 1 [15104/45000]	Loss: 2.6542	LR: 0.032955
Training Epoch: 1 [15360/45000]	Loss: 2.6782	LR: 0.033523
Training Epoch: 1 [15616/45000]	Loss: 2.6560	LR: 0.034091
Training Epoch: 1 [15872/45000]	Loss: 2.5449	LR: 0.034659
Training Epoch: 1 [16128/45000]	Loss: 2.6688	LR: 0.035227
Training Epoch: 1 [16384/45000]	Loss: 2.6360	LR: 0.035795
Training Epoch: 1 [16640/45000]	Loss: 2.7154	LR: 0.036364
Training Epoch: 1 [16896/45000]	Loss: 2.5508	LR: 0.036932
Training Epoch: 1 [17152/45000]	Loss: 2.6999	LR: 0.037500
Training Epoch: 1 [17408/45000]	Loss: 2.6253	LR: 0.038068
Training Epoch: 1 [17664/45000]	Loss: 2.5283	LR: 0.038636
Training Epoch: 1 [17920/45000]	Loss: 2.5296	LR: 0.039205
Training Epoch: 1 [18176/45000]	Loss: 2.6133	LR: 0.039773
Training Epoch: 1 [18432/45000]	Loss: 2.5688	LR: 0.040341
Training Epoch: 1 [18688/45000]	Loss: 2.5098	LR: 0.040909
Training Epoch: 1 [18944/45000]	Loss: 2.7057	LR: 0.041477
Training Epoch: 1 [19200/45000]	Loss: 2.6843	LR: 0.042045
Training Epoch: 1 [19456/45000]	Loss: 2.5591	LR: 0.042614
Training Epoch: 1 [19712/45000]	Loss: 2.5367	LR: 0.043182
Training Epoch: 1 [19968/45000]	Loss: 2.5402	LR: 0.043750
Training Epoch: 1 [20224/45000]	Loss: 2.5118	LR: 0.044318
Training Epoch: 1 [20480/45000]	Loss: 2.6244	LR: 0.044886
Training Epoch: 1 [20736/45000]	Loss: 2.5939	LR: 0.045455
Training Epoch: 1 [20992/45000]	Loss: 2.4466	LR: 0.046023
Training Epoch: 1 [21248/45000]	Loss: 2.4635	LR: 0.046591
Training Epoch: 1 [21504/45000]	Loss: 2.5436	LR: 0.047159
Training Epoch: 1 [21760/45000]	Loss: 2.6089	LR: 0.047727
Training Epoch: 1 [22016/45000]	Loss: 2.5164	LR: 0.048295
Training Epoch: 1 [22272/45000]	Loss: 2.5464	LR: 0.048864
Training Epoch: 1 [22528/45000]	Loss: 2.6160	LR: 0.049432
Training Epoch: 1 [22784/45000]	Loss: 2.5722	LR: 0.050000
Training Epoch: 1 [23040/45000]	Loss: 2.4348	LR: 0.050568
Training Epoch: 1 [23296/45000]	Loss: 2.5805	LR: 0.051136
Training Epoch: 1 [23552/45000]	Loss: 2.4658	LR: 0.051705
Training Epoch: 1 [23808/45000]	Loss: 2.6018	LR: 0.052273
Training Epoch: 1 [24064/45000]	Loss: 2.6009	LR: 0.052841
Training Epoch: 1 [24320/45000]	Loss: 2.5152	LR: 0.053409
Training Epoch: 1 [24576/45000]	Loss: 2.5397	LR: 0.053977
Training Epoch: 1 [24832/45000]	Loss: 2.5156	LR: 0.054545
Training Epoch: 1 [25088/45000]	Loss: 2.5023	LR: 0.055114
Training Epoch: 1 [25344/45000]	Loss: 2.6006	LR: 0.055682
Training Epoch: 1 [25600/45000]	Loss: 2.3491	LR: 0.056250
Training Epoch: 1 [25856/45000]	Loss: 2.4293	LR: 0.056818
Training Epoch: 1 [26112/45000]	Loss: 2.5148	LR: 0.057386
Training Epoch: 1 [26368/45000]	Loss: 2.2833	LR: 0.057955
Training Epoch: 1 [26624/45000]	Loss: 2.6304	LR: 0.058523
Training Epoch: 1 [26880/45000]	Loss: 2.4960	LR: 0.059091
Training Epoch: 1 [27136/45000]	Loss: 2.4306	LR: 0.059659
Training Epoch: 1 [27392/45000]	Loss: 2.5592	LR: 0.060227
Training Epoch: 1 [27648/45000]	Loss: 2.4102	LR: 0.060795
Training Epoch: 1 [27904/45000]	Loss: 2.4615	LR: 0.061364
Training Epoch: 1 [28160/45000]	Loss: 2.5647	LR: 0.061932
Training Epoch: 1 [28416/45000]	Loss: 2.4984	LR: 0.062500
Training Epoch: 1 [28672/45000]	Loss: 2.4914	LR: 0.063068
Training Epoch: 1 [28928/45000]	Loss: 2.5063	LR: 0.063636
Training Epoch: 1 [29184/45000]	Loss: 2.4016	LR: 0.064205
Training Epoch: 1 [29440/45000]	Loss: 2.4619	LR: 0.064773
Training Epoch: 1 [29696/45000]	Loss: 2.3704	LR: 0.065341
Training Epoch: 1 [29952/45000]	Loss: 2.4799	LR: 0.065909
Training Epoch: 1 [30208/45000]	Loss: 2.4574	LR: 0.066477
Training Epoch: 1 [30464/45000]	Loss: 2.5359	LR: 0.067045
Training Epoch: 1 [30720/45000]	Loss: 2.4709	LR: 0.067614
Training Epoch: 1 [30976/45000]	Loss: 2.3677	LR: 0.068182
Training Epoch: 1 [31232/45000]	Loss: 2.3551	LR: 0.068750
Training Epoch: 1 [31488/45000]	Loss: 2.4304	LR: 0.069318
Training Epoch: 1 [31744/45000]	Loss: 2.4091	LR: 0.069886
Training Epoch: 1 [32000/45000]	Loss: 2.4727	LR: 0.070455
Training Epoch: 1 [32256/45000]	Loss: 2.6282	LR: 0.071023
Training Epoch: 1 [32512/45000]	Loss: 2.4104	LR: 0.071591
Training Epoch: 1 [32768/45000]	Loss: 2.5408	LR: 0.072159
Training Epoch: 1 [33024/45000]	Loss: 2.4504	LR: 0.072727
Training Epoch: 1 [33280/45000]	Loss: 2.4580	LR: 0.073295
Training Epoch: 1 [33536/45000]	Loss: 2.4218	LR: 0.073864
Training Epoch: 1 [33792/45000]	Loss: 2.1832	LR: 0.074432
Training Epoch: 1 [34048/45000]	Loss: 2.3428	LR: 0.075000
Training Epoch: 1 [34304/45000]	Loss: 2.4581	LR: 0.075568
Training Epoch: 1 [34560/45000]	Loss: 2.4739	LR: 0.076136
Training Epoch: 1 [34816/45000]	Loss: 2.3673	LR: 0.076705
Training Epoch: 1 [35072/45000]	Loss: 2.4591	LR: 0.077273
Training Epoch: 1 [35328/45000]	Loss: 2.4882	LR: 0.077841
Training Epoch: 1 [35584/45000]	Loss: 2.5240	LR: 0.078409
Training Epoch: 1 [35840/45000]	Loss: 2.3464	LR: 0.078977
Training Epoch: 1 [36096/45000]	Loss: 2.5357	LR: 0.079545
Training Epoch: 1 [36352/45000]	Loss: 2.5080	LR: 0.080114
Training Epoch: 1 [36608/45000]	Loss: 2.3714	LR: 0.080682
Training Epoch: 1 [36864/45000]	Loss: 2.4850	LR: 0.081250
Training Epoch: 1 [37120/45000]	Loss: 2.4328	LR: 0.081818
Training Epoch: 1 [37376/45000]	Loss: 2.3969	LR: 0.082386
Training Epoch: 1 [37632/45000]	Loss: 2.4299	LR: 0.082955
Training Epoch: 1 [37888/45000]	Loss: 2.3414	LR: 0.083523
Training Epoch: 1 [38144/45000]	Loss: 2.3818	LR: 0.084091
Training Epoch: 1 [38400/45000]	Loss: 2.2959	LR: 0.084659
Training Epoch: 1 [38656/45000]	Loss: 2.4133	LR: 0.085227
Training Epoch: 1 [38912/45000]	Loss: 2.3886	LR: 0.085795
Training Epoch: 1 [39168/45000]	Loss: 2.4268	LR: 0.086364
Training Epoch: 1 [39424/45000]	Loss: 2.3875	LR: 0.086932
Training Epoch: 1 [39680/45000]	Loss: 2.2965	LR: 0.087500
Training Epoch: 1 [39936/45000]	Loss: 2.4290	LR: 0.088068
Training Epoch: 1 [40192/45000]	Loss: 2.2439	LR: 0.088636
Training Epoch: 1 [40448/45000]	Loss: 2.4316	LR: 0.089205
Training Epoch: 1 [40704/45000]	Loss: 2.3110	LR: 0.089773
Training Epoch: 1 [40960/45000]	Loss: 2.4644	LR: 0.090341
Training Epoch: 1 [41216/45000]	Loss: 2.4667	LR: 0.090909
Training Epoch: 1 [41472/45000]	Loss: 2.5352	LR: 0.091477
Training Epoch: 1 [41728/45000]	Loss: 2.4593	LR: 0.092045
Training Epoch: 1 [41984/45000]	Loss: 2.4340	LR: 0.092614
Training Epoch: 1 [42240/45000]	Loss: 2.4603	LR: 0.093182
Training Epoch: 1 [42496/45000]	Loss: 2.2716	LR: 0.093750
Training Epoch: 1 [42752/45000]	Loss: 2.3500	LR: 0.094318
Training Epoch: 1 [43008/45000]	Loss: 2.3713	LR: 0.094886
Training Epoch: 1 [43264/45000]	Loss: 2.3293	LR: 0.095455
Training Epoch: 1 [43520/45000]	Loss: 2.2627	LR: 0.096023
Training Epoch: 1 [43776/45000]	Loss: 2.3493	LR: 0.096591
Training Epoch: 1 [44032/45000]	Loss: 2.3507	LR: 0.097159
Training Epoch: 1 [44288/45000]	Loss: 2.2425	LR: 0.097727
Training Epoch: 1 [44544/45000]	Loss: 2.3109	LR: 0.098295
Training Epoch: 1 [44800/45000]	Loss: 2.4612	LR: 0.098864
Training Epoch: 1 [45000/45000]	Loss: 2.5755	LR: 0.099432
Epoch 1 - Average Train Loss: 2.5765, Train Accuracy: 0.2088
Epoch 1 training time consumed: 27.73s
Evaluating Network.....
Test set: Epoch: 1, Average loss: 0.0102, Accuracy: 0.2304, Time consumed:1.01s
Saving weights file to checkpoint/retrain/ResNet18/Sunday_13_July_2025_17h_31m_21s/ResNet18-Cifar20-seed4-ret100-1-best.pth
Training Epoch: 2 [256/45000]	Loss: 2.2365	LR: 0.100000
Training Epoch: 2 [512/45000]	Loss: 2.2456	LR: 0.100000
Training Epoch: 2 [768/45000]	Loss: 2.3783	LR: 0.100000
Training Epoch: 2 [1024/45000]	Loss: 2.3805	LR: 0.100000
Training Epoch: 2 [1280/45000]	Loss: 2.2705	LR: 0.100000
Training Epoch: 2 [1536/45000]	Loss: 2.4309	LR: 0.100000
Training Epoch: 2 [1792/45000]	Loss: 2.2234	LR: 0.100000
Training Epoch: 2 [2048/45000]	Loss: 2.2275	LR: 0.100000
Training Epoch: 2 [2304/45000]	Loss: 2.3043	LR: 0.100000
Training Epoch: 2 [2560/45000]	Loss: 2.2978	LR: 0.100000
Training Epoch: 2 [2816/45000]	Loss: 2.3544	LR: 0.100000
Training Epoch: 2 [3072/45000]	Loss: 2.2261	LR: 0.100000
Training Epoch: 2 [3328/45000]	Loss: 2.2870	LR: 0.100000
Training Epoch: 2 [3584/45000]	Loss: 2.2025	LR: 0.100000
Training Epoch: 2 [3840/45000]	Loss: 2.2645	LR: 0.100000
Training Epoch: 2 [4096/45000]	Loss: 2.3118	LR: 0.100000
Training Epoch: 2 [4352/45000]	Loss: 2.3344	LR: 0.100000
Training Epoch: 2 [4608/45000]	Loss: 2.3993	LR: 0.100000
Training Epoch: 2 [4864/45000]	Loss: 2.1951	LR: 0.100000
Training Epoch: 2 [5120/45000]	Loss: 2.3516	LR: 0.100000
Training Epoch: 2 [5376/45000]	Loss: 2.2720	LR: 0.100000
Training Epoch: 2 [5632/45000]	Loss: 2.3763	LR: 0.100000
Training Epoch: 2 [5888/45000]	Loss: 2.3288	LR: 0.100000
Training Epoch: 2 [6144/45000]	Loss: 2.3409	LR: 0.100000
Training Epoch: 2 [6400/45000]	Loss: 2.3472	LR: 0.100000
Training Epoch: 2 [6656/45000]	Loss: 2.1469	LR: 0.100000
Training Epoch: 2 [6912/45000]	Loss: 2.2607	LR: 0.100000
Training Epoch: 2 [7168/45000]	Loss: 2.3616	LR: 0.100000
Training Epoch: 2 [7424/45000]	Loss: 2.3812	LR: 0.100000
Training Epoch: 2 [7680/45000]	Loss: 2.3391	LR: 0.100000
Training Epoch: 2 [7936/45000]	Loss: 2.2160	LR: 0.100000
Training Epoch: 2 [8192/45000]	Loss: 2.2405	LR: 0.100000
Training Epoch: 2 [8448/45000]	Loss: 2.3150	LR: 0.100000
Training Epoch: 2 [8704/45000]	Loss: 2.3571	LR: 0.100000
Training Epoch: 2 [8960/45000]	Loss: 2.1857	LR: 0.100000
Training Epoch: 2 [9216/45000]	Loss: 2.2054	LR: 0.100000
Training Epoch: 2 [9472/45000]	Loss: 2.1114	LR: 0.100000
Training Epoch: 2 [9728/45000]	Loss: 2.2045	LR: 0.100000
Training Epoch: 2 [9984/45000]	Loss: 2.3157	LR: 0.100000
Training Epoch: 2 [10240/45000]	Loss: 2.3655	LR: 0.100000
Training Epoch: 2 [10496/45000]	Loss: 2.1026	LR: 0.100000
Training Epoch: 2 [10752/45000]	Loss: 2.2619	LR: 0.100000
Training Epoch: 2 [11008/45000]	Loss: 2.2219	LR: 0.100000
Training Epoch: 2 [11264/45000]	Loss: 2.1682	LR: 0.100000
Training Epoch: 2 [11520/45000]	Loss: 2.0907	LR: 0.100000
Training Epoch: 2 [11776/45000]	Loss: 2.2693	LR: 0.100000
Training Epoch: 2 [12032/45000]	Loss: 2.2956	LR: 0.100000
Training Epoch: 2 [12288/45000]	Loss: 2.2125	LR: 0.100000
Training Epoch: 2 [12544/45000]	Loss: 2.2304	LR: 0.100000
Training Epoch: 2 [12800/45000]	Loss: 2.2138	LR: 0.100000
Training Epoch: 2 [13056/45000]	Loss: 2.4037	LR: 0.100000
Training Epoch: 2 [13312/45000]	Loss: 2.0881	LR: 0.100000
Training Epoch: 2 [13568/45000]	Loss: 2.1577	LR: 0.100000
Training Epoch: 2 [13824/45000]	Loss: 2.3646	LR: 0.100000
Training Epoch: 2 [14080/45000]	Loss: 2.4487	LR: 0.100000
Training Epoch: 2 [14336/45000]	Loss: 2.3360	LR: 0.100000
Training Epoch: 2 [14592/45000]	Loss: 2.4043	LR: 0.100000
Training Epoch: 2 [14848/45000]	Loss: 2.1839	LR: 0.100000
Training Epoch: 2 [15104/45000]	Loss: 2.3438	LR: 0.100000
Training Epoch: 2 [15360/45000]	Loss: 2.4086	LR: 0.100000
Training Epoch: 2 [15616/45000]	Loss: 2.3713	LR: 0.100000
Training Epoch: 2 [15872/45000]	Loss: 2.2204	LR: 0.100000
Training Epoch: 2 [16128/45000]	Loss: 2.1875	LR: 0.100000
Training Epoch: 2 [16384/45000]	Loss: 2.3711	LR: 0.100000
Training Epoch: 2 [16640/45000]	Loss: 2.2445	LR: 0.100000
Training Epoch: 2 [16896/45000]	Loss: 2.1985	LR: 0.100000
Training Epoch: 2 [17152/45000]	Loss: 2.3126	LR: 0.100000
Training Epoch: 2 [17408/45000]	Loss: 2.2513	LR: 0.100000
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Training Epoch: 2 [18432/45000]	Loss: 2.1810	LR: 0.100000
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Training Epoch: 2 [18944/45000]	Loss: 2.3400	LR: 0.100000
Training Epoch: 2 [19200/45000]	Loss: 2.3400	LR: 0.100000
Training Epoch: 2 [19456/45000]	Loss: 2.2596	LR: 0.100000
Training Epoch: 2 [19712/45000]	Loss: 2.1723	LR: 0.100000
Training Epoch: 2 [19968/45000]	Loss: 2.1610	LR: 0.100000
Training Epoch: 2 [20224/45000]	Loss: 2.2697	LR: 0.100000
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Training Epoch: 2 [20736/45000]	Loss: 2.2442	LR: 0.100000
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Training Epoch: 2 [26368/45000]	Loss: 2.2596	LR: 0.100000
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Training Epoch: 2 [28160/45000]	Loss: 2.1120	LR: 0.100000
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Training Epoch: 2 [36352/45000]	Loss: 2.1454	LR: 0.100000
Training Epoch: 2 [36608/45000]	Loss: 2.1449	LR: 0.100000
Training Epoch: 2 [36864/45000]	Loss: 2.0905	LR: 0.100000
Training Epoch: 2 [37120/45000]	Loss: 2.1817	LR: 0.100000
Training Epoch: 2 [37376/45000]	Loss: 2.0467	LR: 0.100000
Training Epoch: 2 [37632/45000]	Loss: 2.0637	LR: 0.100000
Training Epoch: 2 [37888/45000]	Loss: 2.1268	LR: 0.100000
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Training Epoch: 2 [38400/45000]	Loss: 2.1699	LR: 0.100000
Training Epoch: 2 [38656/45000]	Loss: 2.1165	LR: 0.100000
Training Epoch: 2 [38912/45000]	Loss: 2.1354	LR: 0.100000
Training Epoch: 2 [39168/45000]	Loss: 2.0474	LR: 0.100000
Training Epoch: 2 [39424/45000]	Loss: 2.1769	LR: 0.100000
Training Epoch: 2 [39680/45000]	Loss: 2.0480	LR: 0.100000
Training Epoch: 2 [39936/45000]	Loss: 2.1833	LR: 0.100000
Training Epoch: 2 [40192/45000]	Loss: 2.0025	LR: 0.100000
Training Epoch: 2 [40448/45000]	Loss: 2.1102	LR: 0.100000
Training Epoch: 2 [40704/45000]	Loss: 2.0169	LR: 0.100000
Training Epoch: 2 [40960/45000]	Loss: 2.1292	LR: 0.100000
Training Epoch: 2 [41216/45000]	Loss: 2.1649	LR: 0.100000
Training Epoch: 2 [41472/45000]	Loss: 1.9572	LR: 0.100000
Training Epoch: 2 [41728/45000]	Loss: 2.0909	LR: 0.100000
Training Epoch: 2 [41984/45000]	Loss: 2.0403	LR: 0.100000
Training Epoch: 2 [42240/45000]	Loss: 2.1800	LR: 0.100000
Training Epoch: 2 [42496/45000]	Loss: 2.0432	LR: 0.100000
Training Epoch: 2 [42752/45000]	Loss: 2.1512	LR: 0.100000
Training Epoch: 2 [43008/45000]	Loss: 1.9670	LR: 0.100000
Training Epoch: 2 [43264/45000]	Loss: 2.0778	LR: 0.100000
Training Epoch: 2 [43520/45000]	Loss: 1.9324	LR: 0.100000
Training Epoch: 2 [43776/45000]	Loss: 2.1145	LR: 0.100000
Training Epoch: 2 [44032/45000]	Loss: 2.1439	LR: 0.100000
Training Epoch: 2 [44288/45000]	Loss: 2.0147	LR: 0.100000
Training Epoch: 2 [44544/45000]	Loss: 2.1010	LR: 0.100000
Training Epoch: 2 [44800/45000]	Loss: 2.0485	LR: 0.100000
Training Epoch: 2 [45000/45000]	Loss: 1.9914	LR: 0.100000
Epoch 2 - Average Train Loss: 2.1964, Train Accuracy: 0.3203
Epoch 2 training time consumed: 26.94s
Evaluating Network.....
Test set: Epoch: 2, Average loss: 0.0084, Accuracy: 0.3463, Time consumed:0.87s
Saving weights file to checkpoint/retrain/ResNet18/Sunday_13_July_2025_17h_31m_21s/ResNet18-Cifar20-seed4-ret100-2-best.pth
Training Epoch: 3 [256/45000]	Loss: 2.2061	LR: 0.100000
Training Epoch: 3 [512/45000]	Loss: 1.9744	LR: 0.100000
Training Epoch: 3 [768/45000]	Loss: 2.0655	LR: 0.100000
Training Epoch: 3 [1024/45000]	Loss: 2.0177	LR: 0.100000
Training Epoch: 3 [1280/45000]	Loss: 1.9388	LR: 0.100000
Training Epoch: 3 [1536/45000]	Loss: 1.9931	LR: 0.100000
Training Epoch: 3 [1792/45000]	Loss: 1.9910	LR: 0.100000
Training Epoch: 3 [2048/45000]	Loss: 2.1320	LR: 0.100000
Training Epoch: 3 [2304/45000]	Loss: 1.9065	LR: 0.100000
Training Epoch: 3 [2560/45000]	Loss: 2.1243	LR: 0.100000
Training Epoch: 3 [2816/45000]	Loss: 2.0505	LR: 0.100000
Training Epoch: 3 [3072/45000]	Loss: 2.0492	LR: 0.100000
Training Epoch: 3 [3328/45000]	Loss: 2.1160	LR: 0.100000
Training Epoch: 3 [3584/45000]	Loss: 2.0137	LR: 0.100000
Training Epoch: 3 [3840/45000]	Loss: 1.9683	LR: 0.100000
Training Epoch: 3 [4096/45000]	Loss: 2.0735	LR: 0.100000
Training Epoch: 3 [4352/45000]	Loss: 2.0332	LR: 0.100000
Training Epoch: 3 [4608/45000]	Loss: 2.1125	LR: 0.100000
Training Epoch: 3 [4864/45000]	Loss: 1.9699	LR: 0.100000
Training Epoch: 3 [5120/45000]	Loss: 1.9482	LR: 0.100000
Training Epoch: 3 [5376/45000]	Loss: 1.9196	LR: 0.100000
Training Epoch: 3 [5632/45000]	Loss: 2.0430	LR: 0.100000
Training Epoch: 3 [5888/45000]	Loss: 1.9279	LR: 0.100000
Training Epoch: 3 [6144/45000]	Loss: 1.9999	LR: 0.100000
Training Epoch: 3 [6400/45000]	Loss: 2.0733	LR: 0.100000
Training Epoch: 3 [6656/45000]	Loss: 1.9187	LR: 0.100000
Training Epoch: 3 [6912/45000]	Loss: 2.0928	LR: 0.100000
Training Epoch: 3 [7168/45000]	Loss: 1.8836	LR: 0.100000
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Training Epoch: 3 [11264/45000]	Loss: 1.9941	LR: 0.100000
Training Epoch: 3 [11520/45000]	Loss: 2.0896	LR: 0.100000
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Training Epoch: 3 [12032/45000]	Loss: 1.9305	LR: 0.100000
Training Epoch: 3 [12288/45000]	Loss: 2.0107	LR: 0.100000
Training Epoch: 3 [12544/45000]	Loss: 1.9188	LR: 0.100000
Training Epoch: 3 [12800/45000]	Loss: 1.8956	LR: 0.100000
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Training Epoch: 3 [16896/45000]	Loss: 2.0021	LR: 0.100000
Training Epoch: 3 [17152/45000]	Loss: 2.0367	LR: 0.100000
Training Epoch: 3 [17408/45000]	Loss: 2.0369	LR: 0.100000
Training Epoch: 3 [17664/45000]	Loss: 1.9461	LR: 0.100000
Training Epoch: 3 [17920/45000]	Loss: 2.1464	LR: 0.100000
Training Epoch: 3 [18176/45000]	Loss: 1.8660	LR: 0.100000
Training Epoch: 3 [18432/45000]	Loss: 1.9214	LR: 0.100000
Training Epoch: 3 [18688/45000]	Loss: 1.9674	LR: 0.100000
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Training Epoch: 3 [19200/45000]	Loss: 1.9309	LR: 0.100000
Training Epoch: 3 [19456/45000]	Loss: 2.1089	LR: 0.100000
Training Epoch: 3 [19712/45000]	Loss: 1.9327	LR: 0.100000
Training Epoch: 3 [19968/45000]	Loss: 1.8733	LR: 0.100000
Training Epoch: 3 [20224/45000]	Loss: 1.9311	LR: 0.100000
Training Epoch: 3 [20480/45000]	Loss: 2.0311	LR: 0.100000
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Training Epoch: 3 [24320/45000]	Loss: 1.9515	LR: 0.100000
Training Epoch: 3 [24576/45000]	Loss: 1.9258	LR: 0.100000
Training Epoch: 3 [24832/45000]	Loss: 1.7646	LR: 0.100000
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Training Epoch: 3 [25600/45000]	Loss: 1.9113	LR: 0.100000
Training Epoch: 3 [25856/45000]	Loss: 1.9403	LR: 0.100000
Training Epoch: 3 [26112/45000]	Loss: 2.0023	LR: 0.100000
Training Epoch: 3 [26368/45000]	Loss: 2.0371	LR: 0.100000
Training Epoch: 3 [26624/45000]	Loss: 1.9262	LR: 0.100000
Training Epoch: 3 [26880/45000]	Loss: 2.0204	LR: 0.100000
Training Epoch: 3 [27136/45000]	Loss: 1.8323	LR: 0.100000
Training Epoch: 3 [27392/45000]	Loss: 1.6930	LR: 0.100000
Training Epoch: 3 [27648/45000]	Loss: 1.7926	LR: 0.100000
Training Epoch: 3 [27904/45000]	Loss: 1.8583	LR: 0.100000
Training Epoch: 3 [28160/45000]	Loss: 1.9331	LR: 0.100000
Training Epoch: 3 [28416/45000]	Loss: 1.9591	LR: 0.100000
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Training Epoch: 3 [28928/45000]	Loss: 1.7210	LR: 0.100000
Training Epoch: 3 [29184/45000]	Loss: 1.8217	LR: 0.100000
Training Epoch: 3 [29440/45000]	Loss: 1.7249	LR: 0.100000
Training Epoch: 3 [29696/45000]	Loss: 1.7250	LR: 0.100000
Training Epoch: 3 [29952/45000]	Loss: 1.8016	LR: 0.100000
Training Epoch: 3 [30208/45000]	Loss: 1.9585	LR: 0.100000
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Training Epoch: 3 [32256/45000]	Loss: 1.8949	LR: 0.100000
Training Epoch: 3 [32512/45000]	Loss: 1.9970	LR: 0.100000
Training Epoch: 3 [32768/45000]	Loss: 2.0066	LR: 0.100000
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Training Epoch: 3 [35328/45000]	Loss: 1.8613	LR: 0.100000
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Training Epoch: 3 [36096/45000]	Loss: 1.9332	LR: 0.100000
Training Epoch: 3 [36352/45000]	Loss: 1.8154	LR: 0.100000
Training Epoch: 3 [36608/45000]	Loss: 1.8800	LR: 0.100000
Training Epoch: 3 [36864/45000]	Loss: 1.7873	LR: 0.100000
Training Epoch: 3 [37120/45000]	Loss: 1.8633	LR: 0.100000
Training Epoch: 3 [37376/45000]	Loss: 1.8304	LR: 0.100000
Training Epoch: 3 [37632/45000]	Loss: 1.7336	LR: 0.100000
Training Epoch: 3 [37888/45000]	Loss: 1.8751	LR: 0.100000
Training Epoch: 3 [38144/45000]	Loss: 1.8847	LR: 0.100000
Training Epoch: 3 [38400/45000]	Loss: 1.9497	LR: 0.100000
Training Epoch: 3 [38656/45000]	Loss: 1.8746	LR: 0.100000
Training Epoch: 3 [38912/45000]	Loss: 1.7820	LR: 0.100000
Training Epoch: 3 [39168/45000]	Loss: 1.8932	LR: 0.100000
Training Epoch: 3 [39424/45000]	Loss: 1.8705	LR: 0.100000
Training Epoch: 3 [39680/45000]	Loss: 1.8320	LR: 0.100000
Training Epoch: 3 [39936/45000]	Loss: 1.9546	LR: 0.100000
Training Epoch: 3 [40192/45000]	Loss: 1.8585	LR: 0.100000
Training Epoch: 3 [40448/45000]	Loss: 1.8840	LR: 0.100000
Training Epoch: 3 [40704/45000]	Loss: 1.8181	LR: 0.100000
Training Epoch: 3 [40960/45000]	Loss: 1.8821	LR: 0.100000
Training Epoch: 3 [41216/45000]	Loss: 1.8546	LR: 0.100000
Training Epoch: 3 [41472/45000]	Loss: 1.7796	LR: 0.100000
Training Epoch: 3 [41728/45000]	Loss: 1.8397	LR: 0.100000
Training Epoch: 3 [41984/45000]	Loss: 1.8812	LR: 0.100000
Training Epoch: 3 [42240/45000]	Loss: 1.9716	LR: 0.100000
Training Epoch: 3 [42496/45000]	Loss: 1.8317	LR: 0.100000
Training Epoch: 3 [42752/45000]	Loss: 1.8784	LR: 0.100000
Training Epoch: 3 [43008/45000]	Loss: 1.8832	LR: 0.100000
Training Epoch: 3 [43264/45000]	Loss: 1.8662	LR: 0.100000
Training Epoch: 3 [43520/45000]	Loss: 1.9540	LR: 0.100000
Training Epoch: 3 [43776/45000]	Loss: 1.8718	LR: 0.100000
Training Epoch: 3 [44032/45000]	Loss: 1.9043	LR: 0.100000
Training Epoch: 3 [44288/45000]	Loss: 1.8107	LR: 0.100000
Training Epoch: 3 [44544/45000]	Loss: 1.7613	LR: 0.100000
Training Epoch: 3 [44800/45000]	Loss: 1.8523	LR: 0.100000
Training Epoch: 3 [45000/45000]	Loss: 1.9348	LR: 0.100000
Epoch 3 - Average Train Loss: 1.9381, Train Accuracy: 0.3917
Epoch 3 training time consumed: 26.84s
Evaluating Network.....
Test set: Epoch: 3, Average loss: 0.0075, Accuracy: 0.4155, Time consumed:0.94s
Saving weights file to checkpoint/retrain/ResNet18/Sunday_13_July_2025_17h_31m_21s/ResNet18-Cifar20-seed4-ret100-3-best.pth
Training Epoch: 4 [256/45000]	Loss: 1.9113	LR: 0.100000
Training Epoch: 4 [512/45000]	Loss: 1.7036	LR: 0.100000
Training Epoch: 4 [768/45000]	Loss: 1.8242	LR: 0.100000
Training Epoch: 4 [1024/45000]	Loss: 1.6789	LR: 0.100000
Training Epoch: 4 [1280/45000]	Loss: 1.9189	LR: 0.100000
Training Epoch: 4 [1536/45000]	Loss: 1.8993	LR: 0.100000
Training Epoch: 4 [1792/45000]	Loss: 1.7806	LR: 0.100000
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Training Epoch: 4 [41472/45000]	Loss: 1.6211	LR: 0.100000
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Training Epoch: 4 [42496/45000]	Loss: 1.6081	LR: 0.100000
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Training Epoch: 4 [43008/45000]	Loss: 1.5041	LR: 0.100000
Training Epoch: 4 [43264/45000]	Loss: 1.7534	LR: 0.100000
Training Epoch: 4 [43520/45000]	Loss: 1.6609	LR: 0.100000
Training Epoch: 4 [43776/45000]	Loss: 1.5534	LR: 0.100000
Training Epoch: 4 [44032/45000]	Loss: 1.5800	LR: 0.100000
Training Epoch: 4 [44288/45000]	Loss: 1.8074	LR: 0.100000
Training Epoch: 4 [44544/45000]	Loss: 1.5553	LR: 0.100000
Training Epoch: 4 [44800/45000]	Loss: 1.5126	LR: 0.100000
Training Epoch: 4 [45000/45000]	Loss: 1.8579	LR: 0.100000
Epoch 4 - Average Train Loss: 1.7376, Train Accuracy: 0.4518
Epoch 4 training time consumed: 27.01s
Evaluating Network.....
Test set: Epoch: 4, Average loss: 0.0069, Accuracy: 0.4778, Time consumed:0.90s
Saving weights file to checkpoint/retrain/ResNet18/Sunday_13_July_2025_17h_31m_21s/ResNet18-Cifar20-seed4-ret100-4-best.pth
Training Epoch: 5 [256/45000]	Loss: 1.6666	LR: 0.100000
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Training Epoch: 5 [32256/45000]	Loss: 1.4688	LR: 0.100000
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Training Epoch: 5 [42240/45000]	Loss: 1.4535	LR: 0.100000
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Training Epoch: 5 [43008/45000]	Loss: 1.3842	LR: 0.100000
Training Epoch: 5 [43264/45000]	Loss: 1.4900	LR: 0.100000
Training Epoch: 5 [43520/45000]	Loss: 1.4018	LR: 0.100000
Training Epoch: 5 [43776/45000]	Loss: 1.6216	LR: 0.100000
Training Epoch: 5 [44032/45000]	Loss: 1.5768	LR: 0.100000
Training Epoch: 5 [44288/45000]	Loss: 1.6509	LR: 0.100000
Training Epoch: 5 [44544/45000]	Loss: 1.4411	LR: 0.100000
Training Epoch: 5 [44800/45000]	Loss: 1.4032	LR: 0.100000
Training Epoch: 5 [45000/45000]	Loss: 1.4118	LR: 0.100000
Epoch 5 - Average Train Loss: 1.5703, Train Accuracy: 0.5032
Epoch 5 training time consumed: 26.91s
Evaluating Network.....
Test set: Epoch: 5, Average loss: 0.0064, Accuracy: 0.5092, Time consumed:0.89s
Saving weights file to checkpoint/retrain/ResNet18/Sunday_13_July_2025_17h_31m_21s/ResNet18-Cifar20-seed4-ret100-5-best.pth
Training Epoch: 6 [256/45000]	Loss: 1.5885	LR: 0.100000
Training Epoch: 6 [512/45000]	Loss: 1.5640	LR: 0.100000
Training Epoch: 6 [768/45000]	Loss: 1.4870	LR: 0.100000
Training Epoch: 6 [1024/45000]	Loss: 1.5309	LR: 0.100000
Training Epoch: 6 [1280/45000]	Loss: 1.4310	LR: 0.100000
Training Epoch: 6 [1536/45000]	Loss: 1.5105	LR: 0.100000
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Training Epoch: 6 [4352/45000]	Loss: 1.5629	LR: 0.100000
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Training Epoch: 6 [5632/45000]	Loss: 1.4037	LR: 0.100000
Training Epoch: 6 [5888/45000]	Loss: 1.3588	LR: 0.100000
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Training Epoch: 6 [38656/45000]	Loss: 1.3561	LR: 0.100000
Training Epoch: 6 [38912/45000]	Loss: 1.2638	LR: 0.100000
Training Epoch: 6 [39168/45000]	Loss: 1.3770	LR: 0.100000
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Training Epoch: 6 [39680/45000]	Loss: 1.4736	LR: 0.100000
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Training Epoch: 6 [40192/45000]	Loss: 1.2856	LR: 0.100000
Training Epoch: 6 [40448/45000]	Loss: 1.1972	LR: 0.100000
Training Epoch: 6 [40704/45000]	Loss: 1.4084	LR: 0.100000
Training Epoch: 6 [40960/45000]	Loss: 1.3100	LR: 0.100000
Training Epoch: 6 [41216/45000]	Loss: 1.3567	LR: 0.100000
Training Epoch: 6 [41472/45000]	Loss: 1.4119	LR: 0.100000
Training Epoch: 6 [41728/45000]	Loss: 1.2702	LR: 0.100000
Training Epoch: 6 [41984/45000]	Loss: 1.2560	LR: 0.100000
Training Epoch: 6 [42240/45000]	Loss: 1.5157	LR: 0.100000
Training Epoch: 6 [42496/45000]	Loss: 1.4989	LR: 0.100000
Training Epoch: 6 [42752/45000]	Loss: 1.3748	LR: 0.100000
Training Epoch: 6 [43008/45000]	Loss: 1.2277	LR: 0.100000
Training Epoch: 6 [43264/45000]	Loss: 1.4332	LR: 0.100000
Training Epoch: 6 [43520/45000]	Loss: 1.4829	LR: 0.100000
Training Epoch: 6 [43776/45000]	Loss: 1.4680	LR: 0.100000
Training Epoch: 6 [44032/45000]	Loss: 1.2980	LR: 0.100000
Training Epoch: 6 [44288/45000]	Loss: 1.3795	LR: 0.100000
Training Epoch: 6 [44544/45000]	Loss: 1.3361	LR: 0.100000
Training Epoch: 6 [44800/45000]	Loss: 1.3758	LR: 0.100000
Training Epoch: 6 [45000/45000]	Loss: 1.3283	LR: 0.100000
Epoch 6 - Average Train Loss: 1.4304, Train Accuracy: 0.5422
Epoch 6 training time consumed: 26.75s
Evaluating Network.....
Test set: Epoch: 6, Average loss: 0.0059, Accuracy: 0.5348, Time consumed:0.95s
Saving weights file to checkpoint/retrain/ResNet18/Sunday_13_July_2025_17h_31m_21s/ResNet18-Cifar20-seed4-ret100-6-best.pth
Training Epoch: 7 [256/45000]	Loss: 1.3448	LR: 0.100000
Training Epoch: 7 [512/45000]	Loss: 1.3045	LR: 0.100000
Training Epoch: 7 [768/45000]	Loss: 1.3140	LR: 0.100000
Training Epoch: 7 [1024/45000]	Loss: 1.3068	LR: 0.100000
Training Epoch: 7 [1280/45000]	Loss: 1.4488	LR: 0.100000
Training Epoch: 7 [1536/45000]	Loss: 1.1495	LR: 0.100000
Training Epoch: 7 [1792/45000]	Loss: 1.3767	LR: 0.100000
Training Epoch: 7 [2048/45000]	Loss: 1.2037	LR: 0.100000
Training Epoch: 7 [2304/45000]	Loss: 1.3508	LR: 0.100000
Training Epoch: 7 [2560/45000]	Loss: 1.4856	LR: 0.100000
Training Epoch: 7 [2816/45000]	Loss: 1.2921	LR: 0.100000
Training Epoch: 7 [3072/45000]	Loss: 1.4436	LR: 0.100000
Training Epoch: 7 [3328/45000]	Loss: 1.3097	LR: 0.100000
Training Epoch: 7 [3584/45000]	Loss: 1.2832	LR: 0.100000
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Training Epoch: 7 [4608/45000]	Loss: 1.4792	LR: 0.100000
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Training Epoch: 7 [16896/45000]	Loss: 1.3632	LR: 0.100000
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Training Epoch: 7 [37376/45000]	Loss: 1.3462	LR: 0.100000
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Training Epoch: 7 [38656/45000]	Loss: 1.3103	LR: 0.100000
Training Epoch: 7 [38912/45000]	Loss: 1.1771	LR: 0.100000
Training Epoch: 7 [39168/45000]	Loss: 1.2196	LR: 0.100000
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Training Epoch: 7 [39936/45000]	Loss: 1.1594	LR: 0.100000
Training Epoch: 7 [40192/45000]	Loss: 1.3751	LR: 0.100000
Training Epoch: 7 [40448/45000]	Loss: 1.1143	LR: 0.100000
Training Epoch: 7 [40704/45000]	Loss: 1.4300	LR: 0.100000
Training Epoch: 7 [40960/45000]	Loss: 1.2651	LR: 0.100000
Training Epoch: 7 [41216/45000]	Loss: 1.2719	LR: 0.100000
Training Epoch: 7 [41472/45000]	Loss: 1.2969	LR: 0.100000
Training Epoch: 7 [41728/45000]	Loss: 1.3638	LR: 0.100000
Training Epoch: 7 [41984/45000]	Loss: 1.2247	LR: 0.100000
Training Epoch: 7 [42240/45000]	Loss: 1.2439	LR: 0.100000
Training Epoch: 7 [42496/45000]	Loss: 1.3007	LR: 0.100000
Training Epoch: 7 [42752/45000]	Loss: 1.2861	LR: 0.100000
Training Epoch: 7 [43008/45000]	Loss: 1.4202	LR: 0.100000
Training Epoch: 7 [43264/45000]	Loss: 1.4245	LR: 0.100000
Training Epoch: 7 [43520/45000]	Loss: 1.3046	LR: 0.100000
Training Epoch: 7 [43776/45000]	Loss: 1.3601	LR: 0.100000
Training Epoch: 7 [44032/45000]	Loss: 1.2271	LR: 0.100000
Training Epoch: 7 [44288/45000]	Loss: 1.2626	LR: 0.100000
Training Epoch: 7 [44544/45000]	Loss: 1.2142	LR: 0.100000
Training Epoch: 7 [44800/45000]	Loss: 1.2173	LR: 0.100000
Training Epoch: 7 [45000/45000]	Loss: 1.2886	LR: 0.100000
Epoch 7 - Average Train Loss: 1.3177, Train Accuracy: 0.5764
Epoch 7 training time consumed: 26.88s
Evaluating Network.....
Test set: Epoch: 7, Average loss: 0.0052, Accuracy: 0.5850, Time consumed:0.90s
Saving weights file to checkpoint/retrain/ResNet18/Sunday_13_July_2025_17h_31m_21s/ResNet18-Cifar20-seed4-ret100-7-best.pth
Training Epoch: 8 [256/45000]	Loss: 1.2499	LR: 0.100000
Training Epoch: 8 [512/45000]	Loss: 1.2174	LR: 0.100000
Training Epoch: 8 [768/45000]	Loss: 1.2149	LR: 0.100000
Training Epoch: 8 [1024/45000]	Loss: 1.4307	LR: 0.100000
Training Epoch: 8 [1280/45000]	Loss: 1.3057	LR: 0.100000
Training Epoch: 8 [1536/45000]	Loss: 1.2810	LR: 0.100000
Training Epoch: 8 [1792/45000]	Loss: 1.1398	LR: 0.100000
Training Epoch: 8 [2048/45000]	Loss: 1.1758	LR: 0.100000
Training Epoch: 8 [2304/45000]	Loss: 1.3163	LR: 0.100000
Training Epoch: 8 [2560/45000]	Loss: 1.1270	LR: 0.100000
Training Epoch: 8 [2816/45000]	Loss: 1.0849	LR: 0.100000
Training Epoch: 8 [3072/45000]	Loss: 1.2459	LR: 0.100000
Training Epoch: 8 [3328/45000]	Loss: 1.1178	LR: 0.100000
Training Epoch: 8 [3584/45000]	Loss: 1.3130	LR: 0.100000
Training Epoch: 8 [3840/45000]	Loss: 1.3871	LR: 0.100000
Training Epoch: 8 [4096/45000]	Loss: 1.1656	LR: 0.100000
Training Epoch: 8 [4352/45000]	Loss: 1.2208	LR: 0.100000
Training Epoch: 8 [4608/45000]	Loss: 1.1689	LR: 0.100000
Training Epoch: 8 [4864/45000]	Loss: 1.2444	LR: 0.100000
Training Epoch: 8 [5120/45000]	Loss: 1.2702	LR: 0.100000
Training Epoch: 8 [5376/45000]	Loss: 1.1012	LR: 0.100000
Training Epoch: 8 [5632/45000]	Loss: 1.1307	LR: 0.100000
Training Epoch: 8 [5888/45000]	Loss: 1.2645	LR: 0.100000
Training Epoch: 8 [6144/45000]	Loss: 1.2445	LR: 0.100000
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Training Epoch: 8 [6656/45000]	Loss: 1.3808	LR: 0.100000
Training Epoch: 8 [6912/45000]	Loss: 1.2819	LR: 0.100000
Training Epoch: 8 [7168/45000]	Loss: 1.3618	LR: 0.100000
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Training Epoch: 8 [7680/45000]	Loss: 1.3253	LR: 0.100000
Training Epoch: 8 [7936/45000]	Loss: 1.1656	LR: 0.100000
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Training Epoch: 8 [9984/45000]	Loss: 1.3666	LR: 0.100000
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Training Epoch: 8 [16896/45000]	Loss: 1.1740	LR: 0.100000
Training Epoch: 8 [17152/45000]	Loss: 1.1185	LR: 0.100000
Training Epoch: 8 [17408/45000]	Loss: 1.2564	LR: 0.100000
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Training Epoch: 8 [19456/45000]	Loss: 1.1740	LR: 0.100000
Training Epoch: 8 [19712/45000]	Loss: 1.2454	LR: 0.100000
Training Epoch: 8 [19968/45000]	Loss: 1.3211	LR: 0.100000
Training Epoch: 8 [20224/45000]	Loss: 1.3256	LR: 0.100000
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Training Epoch: 8 [22272/45000]	Loss: 1.1731	LR: 0.100000
Training Epoch: 8 [22528/45000]	Loss: 1.3433	LR: 0.100000
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Training Epoch: 8 [23040/45000]	Loss: 1.2958	LR: 0.100000
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Training Epoch: 8 [24576/45000]	Loss: 1.2781	LR: 0.100000
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Training Epoch: 8 [25600/45000]	Loss: 1.1643	LR: 0.100000
Training Epoch: 8 [25856/45000]	Loss: 1.2207	LR: 0.100000
Training Epoch: 8 [26112/45000]	Loss: 1.3500	LR: 0.100000
Training Epoch: 8 [26368/45000]	Loss: 1.1812	LR: 0.100000
Training Epoch: 8 [26624/45000]	Loss: 1.1748	LR: 0.100000
Training Epoch: 8 [26880/45000]	Loss: 1.1760	LR: 0.100000
Training Epoch: 8 [27136/45000]	Loss: 1.2103	LR: 0.100000
Training Epoch: 8 [27392/45000]	Loss: 1.2311	LR: 0.100000
Training Epoch: 8 [27648/45000]	Loss: 1.4141	LR: 0.100000
Training Epoch: 8 [27904/45000]	Loss: 1.4605	LR: 0.100000
Training Epoch: 8 [28160/45000]	Loss: 1.3230	LR: 0.100000
Training Epoch: 8 [28416/45000]	Loss: 1.2926	LR: 0.100000
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Training Epoch: 8 [28928/45000]	Loss: 1.1437	LR: 0.100000
Training Epoch: 8 [29184/45000]	Loss: 1.3145	LR: 0.100000
Training Epoch: 8 [29440/45000]	Loss: 1.1353	LR: 0.100000
Training Epoch: 8 [29696/45000]	Loss: 1.2658	LR: 0.100000
Training Epoch: 8 [29952/45000]	Loss: 1.2308	LR: 0.100000
Training Epoch: 8 [30208/45000]	Loss: 1.1496	LR: 0.100000
Training Epoch: 8 [30464/45000]	Loss: 1.1929	LR: 0.100000
Training Epoch: 8 [30720/45000]	Loss: 1.3031	LR: 0.100000
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Training Epoch: 8 [32000/45000]	Loss: 1.2095	LR: 0.100000
Training Epoch: 8 [32256/45000]	Loss: 1.1936	LR: 0.100000
Training Epoch: 8 [32512/45000]	Loss: 1.1919	LR: 0.100000
Training Epoch: 8 [32768/45000]	Loss: 1.1499	LR: 0.100000
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Training Epoch: 8 [35328/45000]	Loss: 1.3486	LR: 0.100000
Training Epoch: 8 [35584/45000]	Loss: 1.2434	LR: 0.100000
Training Epoch: 8 [35840/45000]	Loss: 1.1601	LR: 0.100000
Training Epoch: 8 [36096/45000]	Loss: 1.0400	LR: 0.100000
Training Epoch: 8 [36352/45000]	Loss: 1.0339	LR: 0.100000
Training Epoch: 8 [36608/45000]	Loss: 1.1630	LR: 0.100000
Training Epoch: 8 [36864/45000]	Loss: 1.1552	LR: 0.100000
Training Epoch: 8 [37120/45000]	Loss: 1.2188	LR: 0.100000
Training Epoch: 8 [37376/45000]	Loss: 1.2983	LR: 0.100000
Training Epoch: 8 [37632/45000]	Loss: 1.3068	LR: 0.100000
Training Epoch: 8 [37888/45000]	Loss: 1.1204	LR: 0.100000
Training Epoch: 8 [38144/45000]	Loss: 1.0637	LR: 0.100000
Training Epoch: 8 [38400/45000]	Loss: 1.1848	LR: 0.100000
Training Epoch: 8 [38656/45000]	Loss: 1.2670	LR: 0.100000
Training Epoch: 8 [38912/45000]	Loss: 1.0194	LR: 0.100000
Training Epoch: 8 [39168/45000]	Loss: 1.1950	LR: 0.100000
Training Epoch: 8 [39424/45000]	Loss: 1.2050	LR: 0.100000
Training Epoch: 8 [39680/45000]	Loss: 1.3025	LR: 0.100000
Training Epoch: 8 [39936/45000]	Loss: 1.2652	LR: 0.100000
Training Epoch: 8 [40192/45000]	Loss: 1.1036	LR: 0.100000
Training Epoch: 8 [40448/45000]	Loss: 1.2051	LR: 0.100000
Training Epoch: 8 [40704/45000]	Loss: 1.2114	LR: 0.100000
Training Epoch: 8 [40960/45000]	Loss: 1.2075	LR: 0.100000
Training Epoch: 8 [41216/45000]	Loss: 1.2371	LR: 0.100000
Training Epoch: 8 [41472/45000]	Loss: 1.1084	LR: 0.100000
Training Epoch: 8 [41728/45000]	Loss: 1.2850	LR: 0.100000
Training Epoch: 8 [41984/45000]	Loss: 1.2154	LR: 0.100000
Training Epoch: 8 [42240/45000]	Loss: 1.2046	LR: 0.100000
Training Epoch: 8 [42496/45000]	Loss: 1.2828	LR: 0.100000
Training Epoch: 8 [42752/45000]	Loss: 1.2453	LR: 0.100000
Training Epoch: 8 [43008/45000]	Loss: 1.2631	LR: 0.100000
Training Epoch: 8 [43264/45000]	Loss: 1.1867	LR: 0.100000
Training Epoch: 8 [43520/45000]	Loss: 1.2237	LR: 0.100000
Training Epoch: 8 [43776/45000]	Loss: 1.1765	LR: 0.100000
Training Epoch: 8 [44032/45000]	Loss: 1.2987	LR: 0.100000
Training Epoch: 8 [44288/45000]	Loss: 1.1870	LR: 0.100000
Training Epoch: 8 [44544/45000]	Loss: 1.1010	LR: 0.100000
Training Epoch: 8 [44800/45000]	Loss: 1.2456	LR: 0.100000
Training Epoch: 8 [45000/45000]	Loss: 1.1519	LR: 0.100000
Epoch 8 - Average Train Loss: 1.2264, Train Accuracy: 0.6066
Epoch 8 training time consumed: 27.00s
Evaluating Network.....
Test set: Epoch: 8, Average loss: 0.0054, Accuracy: 0.5810, Time consumed:0.93s
Training Epoch: 9 [256/45000]	Loss: 1.0919	LR: 0.100000
Training Epoch: 9 [512/45000]	Loss: 1.1577	LR: 0.100000
Training Epoch: 9 [768/45000]	Loss: 1.2478	LR: 0.100000
Training Epoch: 9 [1024/45000]	Loss: 1.0993	LR: 0.100000
Training Epoch: 9 [1280/45000]	Loss: 1.1879	LR: 0.100000
Training Epoch: 9 [1536/45000]	Loss: 1.0905	LR: 0.100000
Training Epoch: 9 [1792/45000]	Loss: 1.1290	LR: 0.100000
Training Epoch: 9 [2048/45000]	Loss: 1.2222	LR: 0.100000
Training Epoch: 9 [2304/45000]	Loss: 1.3200	LR: 0.100000
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Training Epoch: 9 [44800/45000]	Loss: 1.1491	LR: 0.100000
Training Epoch: 9 [45000/45000]	Loss: 1.1179	LR: 0.100000
Epoch 9 - Average Train Loss: 1.1488, Train Accuracy: 0.6298
Epoch 9 training time consumed: 26.84s
Evaluating Network.....
Test set: Epoch: 9, Average loss: 0.0054, Accuracy: 0.5866, Time consumed:0.91s
Saving weights file to checkpoint/retrain/ResNet18/Sunday_13_July_2025_17h_31m_21s/ResNet18-Cifar20-seed4-ret100-9-best.pth
Training Epoch: 10 [256/45000]	Loss: 1.2123	LR: 0.100000
Training Epoch: 10 [512/45000]	Loss: 1.0022	LR: 0.100000
Training Epoch: 10 [768/45000]	Loss: 0.9996	LR: 0.100000
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Training Epoch: 10 [1536/45000]	Loss: 1.0174	LR: 0.100000
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Training Epoch: 10 [2048/45000]	Loss: 1.1155	LR: 0.100000
Training Epoch: 10 [2304/45000]	Loss: 0.9988	LR: 0.100000
Training Epoch: 10 [2560/45000]	Loss: 1.0534	LR: 0.100000
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Training Epoch: 10 [3072/45000]	Loss: 1.1068	LR: 0.100000
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Training Epoch: 10 [4608/45000]	Loss: 1.2064	LR: 0.100000
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Training Epoch: 10 [33024/45000]	Loss: 1.0662	LR: 0.100000
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Training Epoch: 10 [35328/45000]	Loss: 1.0646	LR: 0.100000
Training Epoch: 10 [35584/45000]	Loss: 1.0390	LR: 0.100000
Training Epoch: 10 [35840/45000]	Loss: 0.9924	LR: 0.100000
Training Epoch: 10 [36096/45000]	Loss: 1.0558	LR: 0.100000
Training Epoch: 10 [36352/45000]	Loss: 1.0620	LR: 0.100000
Training Epoch: 10 [36608/45000]	Loss: 1.1958	LR: 0.100000
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Training Epoch: 10 [37120/45000]	Loss: 1.0273	LR: 0.100000
Training Epoch: 10 [37376/45000]	Loss: 1.1591	LR: 0.100000
Training Epoch: 10 [37632/45000]	Loss: 1.0693	LR: 0.100000
Training Epoch: 10 [37888/45000]	Loss: 0.9796	LR: 0.100000
Training Epoch: 10 [38144/45000]	Loss: 1.0697	LR: 0.100000
Training Epoch: 10 [38400/45000]	Loss: 1.0754	LR: 0.100000
Training Epoch: 10 [38656/45000]	Loss: 1.0620	LR: 0.100000
Training Epoch: 10 [38912/45000]	Loss: 0.9993	LR: 0.100000
Training Epoch: 10 [39168/45000]	Loss: 1.1399	LR: 0.100000
Training Epoch: 10 [39424/45000]	Loss: 1.0822	LR: 0.100000
Training Epoch: 10 [39680/45000]	Loss: 1.1782	LR: 0.100000
Training Epoch: 10 [39936/45000]	Loss: 1.0338	LR: 0.100000
Training Epoch: 10 [40192/45000]	Loss: 1.0893	LR: 0.100000
Training Epoch: 10 [40448/45000]	Loss: 1.0182	LR: 0.100000
Training Epoch: 10 [40704/45000]	Loss: 1.2418	LR: 0.100000
Training Epoch: 10 [40960/45000]	Loss: 1.1610	LR: 0.100000
Training Epoch: 10 [41216/45000]	Loss: 1.2236	LR: 0.100000
Training Epoch: 10 [41472/45000]	Loss: 1.1132	LR: 0.100000
Training Epoch: 10 [41728/45000]	Loss: 1.0871	LR: 0.100000
Training Epoch: 10 [41984/45000]	Loss: 1.1178	LR: 0.100000
Training Epoch: 10 [42240/45000]	Loss: 1.0159	LR: 0.100000
Training Epoch: 10 [42496/45000]	Loss: 1.1386	LR: 0.100000
Training Epoch: 10 [42752/45000]	Loss: 1.0532	LR: 0.100000
Training Epoch: 10 [43008/45000]	Loss: 0.9824	LR: 0.100000
Training Epoch: 10 [43264/45000]	Loss: 1.1298	LR: 0.100000
Training Epoch: 10 [43520/45000]	Loss: 1.0890	LR: 0.100000
Training Epoch: 10 [43776/45000]	Loss: 1.1239	LR: 0.100000
Training Epoch: 10 [44032/45000]	Loss: 1.0853	LR: 0.100000
Training Epoch: 10 [44288/45000]	Loss: 1.0738	LR: 0.100000
Training Epoch: 10 [44544/45000]	Loss: 1.1306	LR: 0.100000
Training Epoch: 10 [44800/45000]	Loss: 1.0076	LR: 0.100000
Training Epoch: 10 [45000/45000]	Loss: 1.0822	LR: 0.100000
Epoch 10 - Average Train Loss: 1.0710, Train Accuracy: 0.6530
Epoch 10 training time consumed: 27.01s
Evaluating Network.....
Test set: Epoch: 10, Average loss: 0.0048, Accuracy: 0.6165, Time consumed:0.89s
Saving weights file to checkpoint/retrain/ResNet18/Sunday_13_July_2025_17h_31m_21s/ResNet18-Cifar20-seed4-ret100-10-best.pth
Training Epoch: 11 [256/45000]	Loss: 0.9891	LR: 0.100000
Training Epoch: 11 [512/45000]	Loss: 1.0571	LR: 0.100000
Training Epoch: 11 [768/45000]	Loss: 1.0708	LR: 0.100000
Training Epoch: 11 [1024/45000]	Loss: 1.0922	LR: 0.100000
Training Epoch: 11 [1280/45000]	Loss: 0.9570	LR: 0.100000
Training Epoch: 11 [1536/45000]	Loss: 0.9344	LR: 0.100000
Training Epoch: 11 [1792/45000]	Loss: 0.9533	LR: 0.100000
Training Epoch: 11 [2048/45000]	Loss: 1.0291	LR: 0.100000
Training Epoch: 11 [2304/45000]	Loss: 1.0328	LR: 0.100000
Training Epoch: 11 [2560/45000]	Loss: 0.8730	LR: 0.100000
Training Epoch: 11 [2816/45000]	Loss: 1.1014	LR: 0.100000
Training Epoch: 11 [3072/45000]	Loss: 1.0125	LR: 0.100000
Training Epoch: 11 [3328/45000]	Loss: 0.8523	LR: 0.100000
Training Epoch: 11 [3584/45000]	Loss: 1.2928	LR: 0.100000
Training Epoch: 11 [3840/45000]	Loss: 1.0621	LR: 0.100000
Training Epoch: 11 [4096/45000]	Loss: 0.9869	LR: 0.100000
Training Epoch: 11 [4352/45000]	Loss: 1.0275	LR: 0.100000
Training Epoch: 11 [4608/45000]	Loss: 1.0232	LR: 0.100000
Training Epoch: 11 [4864/45000]	Loss: 1.0718	LR: 0.100000
Training Epoch: 11 [5120/45000]	Loss: 0.9066	LR: 0.100000
Training Epoch: 11 [5376/45000]	Loss: 1.0822	LR: 0.100000
Training Epoch: 11 [5632/45000]	Loss: 0.9933	LR: 0.100000
Training Epoch: 11 [5888/45000]	Loss: 1.0678	LR: 0.100000
Training Epoch: 11 [6144/45000]	Loss: 0.9228	LR: 0.100000
Training Epoch: 11 [6400/45000]	Loss: 1.1519	LR: 0.100000
Training Epoch: 11 [6656/45000]	Loss: 1.0354	LR: 0.100000
Training Epoch: 11 [6912/45000]	Loss: 1.0493	LR: 0.100000
Training Epoch: 11 [7168/45000]	Loss: 1.0874	LR: 0.100000
Training Epoch: 11 [7424/45000]	Loss: 0.9018	LR: 0.100000
Training Epoch: 11 [7680/45000]	Loss: 0.8844	LR: 0.100000
Training Epoch: 11 [7936/45000]	Loss: 1.0762	LR: 0.100000
Training Epoch: 11 [8192/45000]	Loss: 1.0840	LR: 0.100000
Training Epoch: 11 [8448/45000]	Loss: 1.0563	LR: 0.100000
Training Epoch: 11 [8704/45000]	Loss: 1.0183	LR: 0.100000
Training Epoch: 11 [8960/45000]	Loss: 1.0702	LR: 0.100000
Training Epoch: 11 [9216/45000]	Loss: 1.0861	LR: 0.100000
Training Epoch: 11 [9472/45000]	Loss: 0.9916	LR: 0.100000
Training Epoch: 11 [9728/45000]	Loss: 1.0955	LR: 0.100000
Training Epoch: 11 [9984/45000]	Loss: 1.1022	LR: 0.100000
Training Epoch: 11 [10240/45000]	Loss: 1.0255	LR: 0.100000
Training Epoch: 11 [10496/45000]	Loss: 0.9798	LR: 0.100000
Training Epoch: 11 [10752/45000]	Loss: 1.0311	LR: 0.100000
Training Epoch: 11 [11008/45000]	Loss: 1.0142	LR: 0.100000
Training Epoch: 11 [11264/45000]	Loss: 1.2222	LR: 0.100000
Training Epoch: 11 [11520/45000]	Loss: 1.1116	LR: 0.100000
Training Epoch: 11 [11776/45000]	Loss: 1.0413	LR: 0.100000
Training Epoch: 11 [12032/45000]	Loss: 1.0778	LR: 0.100000
Training Epoch: 11 [12288/45000]	Loss: 0.9703	LR: 0.100000
Training Epoch: 11 [12544/45000]	Loss: 1.0777	LR: 0.100000
Training Epoch: 11 [12800/45000]	Loss: 0.8976	LR: 0.100000
Training Epoch: 11 [13056/45000]	Loss: 0.8455	LR: 0.100000
Training Epoch: 11 [13312/45000]	Loss: 1.1101	LR: 0.100000
Training Epoch: 11 [13568/45000]	Loss: 1.1158	LR: 0.100000
Training Epoch: 11 [13824/45000]	Loss: 1.0895	LR: 0.100000
Training Epoch: 11 [14080/45000]	Loss: 1.0225	LR: 0.100000
Training Epoch: 11 [14336/45000]	Loss: 1.0962	LR: 0.100000
Training Epoch: 11 [14592/45000]	Loss: 1.0279	LR: 0.100000
Training Epoch: 11 [14848/45000]	Loss: 0.9327	LR: 0.100000
Training Epoch: 11 [15104/45000]	Loss: 1.0445	LR: 0.100000
Training Epoch: 11 [15360/45000]	Loss: 1.0650	LR: 0.100000
Training Epoch: 11 [15616/45000]	Loss: 0.9504	LR: 0.100000
Training Epoch: 11 [15872/45000]	Loss: 1.1749	LR: 0.100000
Training Epoch: 11 [16128/45000]	Loss: 1.1946	LR: 0.100000
Training Epoch: 11 [16384/45000]	Loss: 1.3068	LR: 0.100000
Training Epoch: 11 [16640/45000]	Loss: 1.0888	LR: 0.100000
Training Epoch: 11 [16896/45000]	Loss: 0.9243	LR: 0.100000
Training Epoch: 11 [17152/45000]	Loss: 1.0999	LR: 0.100000
Training Epoch: 11 [17408/45000]	Loss: 0.9633	LR: 0.100000
Training Epoch: 11 [17664/45000]	Loss: 0.9529	LR: 0.100000
Training Epoch: 11 [17920/45000]	Loss: 1.1079	LR: 0.100000
Training Epoch: 11 [18176/45000]	Loss: 1.1189	LR: 0.100000
Training Epoch: 11 [18432/45000]	Loss: 1.0246	LR: 0.100000
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Training Epoch: 11 [19712/45000]	Loss: 0.8381	LR: 0.100000
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Training Epoch: 11 [20224/45000]	Loss: 0.9478	LR: 0.100000
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Training Epoch: 11 [26112/45000]	Loss: 0.9414	LR: 0.100000
Training Epoch: 11 [26368/45000]	Loss: 1.0689	LR: 0.100000
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Training Epoch: 11 [26880/45000]	Loss: 1.0861	LR: 0.100000
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Training Epoch: 11 [27392/45000]	Loss: 1.0174	LR: 0.100000
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Training Epoch: 11 [27904/45000]	Loss: 0.9667	LR: 0.100000
Training Epoch: 11 [28160/45000]	Loss: 1.0340	LR: 0.100000
Training Epoch: 11 [28416/45000]	Loss: 1.1398	LR: 0.100000
Training Epoch: 11 [28672/45000]	Loss: 1.1941	LR: 0.100000
Training Epoch: 11 [28928/45000]	Loss: 1.1188	LR: 0.100000
Training Epoch: 11 [29184/45000]	Loss: 1.1784	LR: 0.100000
Training Epoch: 11 [29440/45000]	Loss: 1.1643	LR: 0.100000
Training Epoch: 11 [29696/45000]	Loss: 1.0286	LR: 0.100000
Training Epoch: 11 [29952/45000]	Loss: 1.0178	LR: 0.100000
Training Epoch: 11 [30208/45000]	Loss: 0.8421	LR: 0.100000
Training Epoch: 11 [30464/45000]	Loss: 1.2050	LR: 0.100000
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Training Epoch: 11 [32000/45000]	Loss: 0.9906	LR: 0.100000
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Training Epoch: 11 [32512/45000]	Loss: 0.9923	LR: 0.100000
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Training Epoch: 11 [33536/45000]	Loss: 1.0335	LR: 0.100000
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Training Epoch: 11 [34304/45000]	Loss: 1.0811	LR: 0.100000
Training Epoch: 11 [34560/45000]	Loss: 1.0159	LR: 0.100000
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Training Epoch: 11 [35072/45000]	Loss: 1.0678	LR: 0.100000
Training Epoch: 11 [35328/45000]	Loss: 0.9594	LR: 0.100000
Training Epoch: 11 [35584/45000]	Loss: 0.9786	LR: 0.100000
Training Epoch: 11 [35840/45000]	Loss: 0.9871	LR: 0.100000
Training Epoch: 11 [36096/45000]	Loss: 1.0387	LR: 0.100000
Training Epoch: 11 [36352/45000]	Loss: 1.0019	LR: 0.100000
Training Epoch: 11 [36608/45000]	Loss: 0.9878	LR: 0.100000
Training Epoch: 11 [36864/45000]	Loss: 1.1391	LR: 0.100000
Training Epoch: 11 [37120/45000]	Loss: 1.0646	LR: 0.100000
Training Epoch: 11 [37376/45000]	Loss: 1.0285	LR: 0.100000
Training Epoch: 11 [37632/45000]	Loss: 1.0390	LR: 0.100000
Training Epoch: 11 [37888/45000]	Loss: 1.0325	LR: 0.100000
Training Epoch: 11 [38144/45000]	Loss: 0.9637	LR: 0.100000
Training Epoch: 11 [38400/45000]	Loss: 0.9729	LR: 0.100000
Training Epoch: 11 [38656/45000]	Loss: 0.9204	LR: 0.100000
Training Epoch: 11 [38912/45000]	Loss: 1.0653	LR: 0.100000
Training Epoch: 11 [39168/45000]	Loss: 1.0074	LR: 0.100000
Training Epoch: 11 [39424/45000]	Loss: 1.0503	LR: 0.100000
Training Epoch: 11 [39680/45000]	Loss: 1.0793	LR: 0.100000
Training Epoch: 11 [39936/45000]	Loss: 1.0704	LR: 0.100000
Training Epoch: 11 [40192/45000]	Loss: 1.1073	LR: 0.100000
Training Epoch: 11 [40448/45000]	Loss: 1.0133	LR: 0.100000
Training Epoch: 11 [40704/45000]	Loss: 1.0238	LR: 0.100000
Training Epoch: 11 [40960/45000]	Loss: 0.9911	LR: 0.100000
Training Epoch: 11 [41216/45000]	Loss: 0.9592	LR: 0.100000
Training Epoch: 11 [41472/45000]	Loss: 1.0707	LR: 0.100000
Training Epoch: 11 [41728/45000]	Loss: 0.9133	LR: 0.100000
Training Epoch: 11 [41984/45000]	Loss: 0.9490	LR: 0.100000
Training Epoch: 11 [42240/45000]	Loss: 1.0806	LR: 0.100000
Training Epoch: 11 [42496/45000]	Loss: 0.9626	LR: 0.100000
Training Epoch: 11 [42752/45000]	Loss: 0.9561	LR: 0.100000
Training Epoch: 11 [43008/45000]	Loss: 0.9329	LR: 0.100000
Training Epoch: 11 [43264/45000]	Loss: 1.0469	LR: 0.100000
Training Epoch: 11 [43520/45000]	Loss: 1.0579	LR: 0.100000
Training Epoch: 11 [43776/45000]	Loss: 0.9571	LR: 0.100000
Training Epoch: 11 [44032/45000]	Loss: 0.9621	LR: 0.100000
Training Epoch: 11 [44288/45000]	Loss: 1.0279	LR: 0.100000
Training Epoch: 11 [44544/45000]	Loss: 1.0231	LR: 0.100000
Training Epoch: 11 [44800/45000]	Loss: 0.8985	LR: 0.100000
Training Epoch: 11 [45000/45000]	Loss: 0.8923	LR: 0.100000
Epoch 11 - Average Train Loss: 1.0292, Train Accuracy: 0.6680
Epoch 11 training time consumed: 26.83s
Evaluating Network.....
Test set: Epoch: 11, Average loss: 0.0051, Accuracy: 0.6124, Time consumed:0.88s
Training Epoch: 12 [256/45000]	Loss: 0.9831	LR: 0.100000
Training Epoch: 12 [512/45000]	Loss: 0.9393	LR: 0.100000
Training Epoch: 12 [768/45000]	Loss: 1.1093	LR: 0.100000
Training Epoch: 12 [1024/45000]	Loss: 1.0357	LR: 0.100000
Training Epoch: 12 [1280/45000]	Loss: 0.9757	LR: 0.100000
Training Epoch: 12 [1536/45000]	Loss: 0.9936	LR: 0.100000
Training Epoch: 12 [1792/45000]	Loss: 0.9052	LR: 0.100000
Training Epoch: 12 [2048/45000]	Loss: 0.9403	LR: 0.100000
Training Epoch: 12 [2304/45000]	Loss: 0.9041	LR: 0.100000
Training Epoch: 12 [2560/45000]	Loss: 0.9135	LR: 0.100000
Training Epoch: 12 [2816/45000]	Loss: 0.8915	LR: 0.100000
Training Epoch: 12 [3072/45000]	Loss: 0.9530	LR: 0.100000
Training Epoch: 12 [3328/45000]	Loss: 0.9953	LR: 0.100000
Training Epoch: 12 [3584/45000]	Loss: 0.9499	LR: 0.100000
Training Epoch: 12 [3840/45000]	Loss: 0.9792	LR: 0.100000
Training Epoch: 12 [4096/45000]	Loss: 0.8794	LR: 0.100000
Training Epoch: 12 [4352/45000]	Loss: 0.9762	LR: 0.100000
Training Epoch: 12 [4608/45000]	Loss: 0.8991	LR: 0.100000
Training Epoch: 12 [4864/45000]	Loss: 0.8471	LR: 0.100000
Training Epoch: 12 [5120/45000]	Loss: 0.9392	LR: 0.100000
Training Epoch: 12 [5376/45000]	Loss: 0.8413	LR: 0.100000
Training Epoch: 12 [5632/45000]	Loss: 0.8432	LR: 0.100000
Training Epoch: 12 [5888/45000]	Loss: 1.0117	LR: 0.100000
Training Epoch: 12 [6144/45000]	Loss: 1.0180	LR: 0.100000
Training Epoch: 12 [6400/45000]	Loss: 1.0357	LR: 0.100000
Training Epoch: 12 [6656/45000]	Loss: 1.0498	LR: 0.100000
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Training Epoch: 12 [7168/45000]	Loss: 0.9781	LR: 0.100000
Training Epoch: 12 [7424/45000]	Loss: 1.1594	LR: 0.100000
Training Epoch: 12 [7680/45000]	Loss: 0.8141	LR: 0.100000
Training Epoch: 12 [7936/45000]	Loss: 0.8353	LR: 0.100000
Training Epoch: 12 [8192/45000]	Loss: 0.9752	LR: 0.100000
Training Epoch: 12 [8448/45000]	Loss: 0.9588	LR: 0.100000
Training Epoch: 12 [8704/45000]	Loss: 0.9031	LR: 0.100000
Training Epoch: 12 [8960/45000]	Loss: 0.7839	LR: 0.100000
Training Epoch: 12 [9216/45000]	Loss: 1.0654	LR: 0.100000
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Training Epoch: 12 [9984/45000]	Loss: 1.0083	LR: 0.100000
Training Epoch: 12 [10240/45000]	Loss: 1.0167	LR: 0.100000
Training Epoch: 12 [10496/45000]	Loss: 1.0837	LR: 0.100000
Training Epoch: 12 [10752/45000]	Loss: 0.9104	LR: 0.100000
Training Epoch: 12 [11008/45000]	Loss: 1.0370	LR: 0.100000
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Training Epoch: 12 [11520/45000]	Loss: 0.9009	LR: 0.100000
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Training Epoch: 12 [12800/45000]	Loss: 1.0494	LR: 0.100000
Training Epoch: 12 [13056/45000]	Loss: 1.1325	LR: 0.100000
Training Epoch: 12 [13312/45000]	Loss: 1.0286	LR: 0.100000
Training Epoch: 12 [13568/45000]	Loss: 0.8779	LR: 0.100000
Training Epoch: 12 [13824/45000]	Loss: 0.9254	LR: 0.100000
Training Epoch: 12 [14080/45000]	Loss: 1.0373	LR: 0.100000
Training Epoch: 12 [14336/45000]	Loss: 1.0856	LR: 0.100000
Training Epoch: 12 [14592/45000]	Loss: 0.9814	LR: 0.100000
Training Epoch: 12 [14848/45000]	Loss: 0.9866	LR: 0.100000
Training Epoch: 12 [15104/45000]	Loss: 1.0655	LR: 0.100000
Training Epoch: 12 [15360/45000]	Loss: 0.9263	LR: 0.100000
Training Epoch: 12 [15616/45000]	Loss: 0.8160	LR: 0.100000
Training Epoch: 12 [15872/45000]	Loss: 1.0039	LR: 0.100000
Training Epoch: 12 [16128/45000]	Loss: 0.9803	LR: 0.100000
Training Epoch: 12 [16384/45000]	Loss: 1.0479	LR: 0.100000
Training Epoch: 12 [16640/45000]	Loss: 0.9417	LR: 0.100000
Training Epoch: 12 [16896/45000]	Loss: 1.0285	LR: 0.100000
Training Epoch: 12 [17152/45000]	Loss: 1.0633	LR: 0.100000
Training Epoch: 12 [17408/45000]	Loss: 0.9008	LR: 0.100000
Training Epoch: 12 [17664/45000]	Loss: 0.9515	LR: 0.100000
Training Epoch: 12 [17920/45000]	Loss: 0.9480	LR: 0.100000
Training Epoch: 12 [18176/45000]	Loss: 0.9245	LR: 0.100000
Training Epoch: 12 [18432/45000]	Loss: 0.9947	LR: 0.100000
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Training Epoch: 12 [40704/45000]	Loss: 0.8519	LR: 0.100000
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Training Epoch: 12 [41216/45000]	Loss: 1.1421	LR: 0.100000
Training Epoch: 12 [41472/45000]	Loss: 1.0954	LR: 0.100000
Training Epoch: 12 [41728/45000]	Loss: 0.8868	LR: 0.100000
Training Epoch: 12 [41984/45000]	Loss: 0.9640	LR: 0.100000
Training Epoch: 12 [42240/45000]	Loss: 1.1073	LR: 0.100000
Training Epoch: 12 [42496/45000]	Loss: 1.0334	LR: 0.100000
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Training Epoch: 12 [43008/45000]	Loss: 1.2097	LR: 0.100000
Training Epoch: 12 [43264/45000]	Loss: 1.0063	LR: 0.100000
Training Epoch: 12 [43520/45000]	Loss: 0.8844	LR: 0.100000
Training Epoch: 12 [43776/45000]	Loss: 1.0368	LR: 0.100000
Training Epoch: 12 [44032/45000]	Loss: 1.0504	LR: 0.100000
Training Epoch: 12 [44288/45000]	Loss: 0.9484	LR: 0.100000
Training Epoch: 12 [44544/45000]	Loss: 1.0082	LR: 0.100000
Training Epoch: 12 [44800/45000]	Loss: 1.1070	LR: 0.100000
Training Epoch: 12 [45000/45000]	Loss: 0.9619	LR: 0.100000
Epoch 12 - Average Train Loss: 0.9798, Train Accuracy: 0.6835
Epoch 12 training time consumed: 26.86s
Evaluating Network.....
Test set: Epoch: 12, Average loss: 0.0048, Accuracy: 0.6257, Time consumed:0.89s
Saving weights file to checkpoint/retrain/ResNet18/Sunday_13_July_2025_17h_31m_21s/ResNet18-Cifar20-seed4-ret100-12-best.pth
Training Epoch: 13 [256/45000]	Loss: 0.9286	LR: 0.100000
Training Epoch: 13 [512/45000]	Loss: 1.0454	LR: 0.100000
Training Epoch: 13 [768/45000]	Loss: 0.9464	LR: 0.100000
Training Epoch: 13 [1024/45000]	Loss: 0.8456	LR: 0.100000
Training Epoch: 13 [1280/45000]	Loss: 0.9426	LR: 0.100000
Training Epoch: 13 [1536/45000]	Loss: 0.8513	LR: 0.100000
Training Epoch: 13 [1792/45000]	Loss: 0.9358	LR: 0.100000
Training Epoch: 13 [2048/45000]	Loss: 0.8513	LR: 0.100000
Training Epoch: 13 [2304/45000]	Loss: 1.0394	LR: 0.100000
Training Epoch: 13 [2560/45000]	Loss: 0.9783	LR: 0.100000
Training Epoch: 13 [2816/45000]	Loss: 0.8505	LR: 0.100000
Training Epoch: 13 [3072/45000]	Loss: 0.9241	LR: 0.100000
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Training Epoch: 13 [29440/45000]	Loss: 0.8584	LR: 0.100000
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Training Epoch: 13 [40192/45000]	Loss: 0.9094	LR: 0.100000
Training Epoch: 13 [40448/45000]	Loss: 0.8951	LR: 0.100000
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Training Epoch: 13 [40960/45000]	Loss: 0.9415	LR: 0.100000
Training Epoch: 13 [41216/45000]	Loss: 1.0579	LR: 0.100000
Training Epoch: 13 [41472/45000]	Loss: 0.9197	LR: 0.100000
Training Epoch: 13 [41728/45000]	Loss: 0.8384	LR: 0.100000
Training Epoch: 13 [41984/45000]	Loss: 0.9089	LR: 0.100000
Training Epoch: 13 [42240/45000]	Loss: 0.9556	LR: 0.100000
Training Epoch: 13 [42496/45000]	Loss: 0.8887	LR: 0.100000
Training Epoch: 13 [42752/45000]	Loss: 0.8748	LR: 0.100000
Training Epoch: 13 [43008/45000]	Loss: 1.0298	LR: 0.100000
Training Epoch: 13 [43264/45000]	Loss: 0.9122	LR: 0.100000
Training Epoch: 13 [43520/45000]	Loss: 0.9296	LR: 0.100000
Training Epoch: 13 [43776/45000]	Loss: 0.9142	LR: 0.100000
Training Epoch: 13 [44032/45000]	Loss: 0.8541	LR: 0.100000
Training Epoch: 13 [44288/45000]	Loss: 0.9562	LR: 0.100000
Training Epoch: 13 [44544/45000]	Loss: 0.9378	LR: 0.100000
Training Epoch: 13 [44800/45000]	Loss: 0.8852	LR: 0.100000
Training Epoch: 13 [45000/45000]	Loss: 0.9342	LR: 0.100000
Epoch 13 - Average Train Loss: 0.9318, Train Accuracy: 0.6978
Epoch 13 training time consumed: 26.88s
Evaluating Network.....
Test set: Epoch: 13, Average loss: 0.0044, Accuracy: 0.6561, Time consumed:1.03s
Saving weights file to checkpoint/retrain/ResNet18/Sunday_13_July_2025_17h_31m_21s/ResNet18-Cifar20-seed4-ret100-13-best.pth
Training Epoch: 14 [256/45000]	Loss: 0.9061	LR: 0.100000
Training Epoch: 14 [512/45000]	Loss: 0.8715	LR: 0.100000
Training Epoch: 14 [768/45000]	Loss: 0.8593	LR: 0.100000
Training Epoch: 14 [1024/45000]	Loss: 0.8249	LR: 0.100000
Training Epoch: 14 [1280/45000]	Loss: 0.9436	LR: 0.100000
Training Epoch: 14 [1536/45000]	Loss: 0.9253	LR: 0.100000
Training Epoch: 14 [1792/45000]	Loss: 0.8614	LR: 0.100000
Training Epoch: 14 [2048/45000]	Loss: 0.8081	LR: 0.100000
Training Epoch: 14 [2304/45000]	Loss: 0.7736	LR: 0.100000
Training Epoch: 14 [2560/45000]	Loss: 0.8256	LR: 0.100000
Training Epoch: 14 [2816/45000]	Loss: 0.9437	LR: 0.100000
Training Epoch: 14 [3072/45000]	Loss: 0.8413	LR: 0.100000
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Training Epoch: 14 [45000/45000]	Loss: 1.1097	LR: 0.100000
Epoch 14 - Average Train Loss: 0.9098, Train Accuracy: 0.7036
Epoch 14 training time consumed: 26.93s
Evaluating Network.....
Test set: Epoch: 14, Average loss: 0.0043, Accuracy: 0.6689, Time consumed:0.89s
Saving weights file to checkpoint/retrain/ResNet18/Sunday_13_July_2025_17h_31m_21s/ResNet18-Cifar20-seed4-ret100-14-best.pth
Training Epoch: 15 [256/45000]	Loss: 0.8679	LR: 0.020000
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Training Epoch: 15 [768/45000]	Loss: 0.9259	LR: 0.020000
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Training Epoch: 15 [32512/45000]	Loss: 0.6541	LR: 0.020000
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Training Epoch: 15 [44800/45000]	Loss: 0.5800	LR: 0.020000
Training Epoch: 15 [45000/45000]	Loss: 0.6854	LR: 0.020000
Epoch 15 - Average Train Loss: 0.6711, Train Accuracy: 0.7800
Epoch 15 training time consumed: 27.09s
Evaluating Network.....
Test set: Epoch: 15, Average loss: 0.0030, Accuracy: 0.7600, Time consumed:0.89s
Saving weights file to checkpoint/retrain/ResNet18/Sunday_13_July_2025_17h_31m_21s/ResNet18-Cifar20-seed4-ret100-15-best.pth
Training Epoch: 16 [256/45000]	Loss: 0.5720	LR: 0.020000
Training Epoch: 16 [512/45000]	Loss: 0.6308	LR: 0.020000
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Training Epoch: 16 [42496/45000]	Loss: 0.5312	LR: 0.020000
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Training Epoch: 16 [44800/45000]	Loss: 0.6007	LR: 0.020000
Training Epoch: 16 [45000/45000]	Loss: 0.6417	LR: 0.020000
Epoch 16 - Average Train Loss: 0.5933, Train Accuracy: 0.8065
Epoch 16 training time consumed: 26.94s
Evaluating Network.....
Test set: Epoch: 16, Average loss: 0.0029, Accuracy: 0.7653, Time consumed:0.97s
Saving weights file to checkpoint/retrain/ResNet18/Sunday_13_July_2025_17h_31m_21s/ResNet18-Cifar20-seed4-ret100-16-best.pth
Training Epoch: 17 [256/45000]	Loss: 0.4478	LR: 0.020000
Training Epoch: 17 [512/45000]	Loss: 0.5006	LR: 0.020000
Training Epoch: 17 [768/45000]	Loss: 0.5113	LR: 0.020000
Training Epoch: 17 [1024/45000]	Loss: 0.5955	LR: 0.020000
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Training Epoch: 17 [1536/45000]	Loss: 0.5316	LR: 0.020000
Training Epoch: 17 [1792/45000]	Loss: 0.5762	LR: 0.020000
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Training Epoch: 17 [14336/45000]	Loss: 0.5355	LR: 0.020000
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Training Epoch: 17 [14848/45000]	Loss: 0.5735	LR: 0.020000
Training Epoch: 17 [15104/45000]	Loss: 0.5912	LR: 0.020000
Training Epoch: 17 [15360/45000]	Loss: 0.5017	LR: 0.020000
Training Epoch: 17 [15616/45000]	Loss: 0.5023	LR: 0.020000
Training Epoch: 17 [15872/45000]	Loss: 0.5398	LR: 0.020000
Training Epoch: 17 [16128/45000]	Loss: 0.5014	LR: 0.020000
Training Epoch: 17 [16384/45000]	Loss: 0.4817	LR: 0.020000
Training Epoch: 17 [16640/45000]	Loss: 0.5406	LR: 0.020000
Training Epoch: 17 [16896/45000]	Loss: 0.6050	LR: 0.020000
Training Epoch: 17 [17152/45000]	Loss: 0.7493	LR: 0.020000
Training Epoch: 17 [17408/45000]	Loss: 0.5960	LR: 0.020000
Training Epoch: 17 [17664/45000]	Loss: 0.6244	LR: 0.020000
Training Epoch: 17 [17920/45000]	Loss: 0.5781	LR: 0.020000
Training Epoch: 17 [18176/45000]	Loss: 0.6857	LR: 0.020000
Training Epoch: 17 [18432/45000]	Loss: 0.6417	LR: 0.020000
Training Epoch: 17 [18688/45000]	Loss: 0.6200	LR: 0.020000
Training Epoch: 17 [18944/45000]	Loss: 0.6382	LR: 0.020000
Training Epoch: 17 [19200/45000]	Loss: 0.4436	LR: 0.020000
Training Epoch: 17 [19456/45000]	Loss: 0.5406	LR: 0.020000
Training Epoch: 17 [19712/45000]	Loss: 0.5848	LR: 0.020000
Training Epoch: 17 [19968/45000]	Loss: 0.5176	LR: 0.020000
Training Epoch: 17 [20224/45000]	Loss: 0.5835	LR: 0.020000
Training Epoch: 17 [20480/45000]	Loss: 0.4817	LR: 0.020000
Training Epoch: 17 [20736/45000]	Loss: 0.6752	LR: 0.020000
Training Epoch: 17 [20992/45000]	Loss: 0.4837	LR: 0.020000
Training Epoch: 17 [21248/45000]	Loss: 0.5104	LR: 0.020000
Training Epoch: 17 [21504/45000]	Loss: 0.5664	LR: 0.020000
Training Epoch: 17 [21760/45000]	Loss: 0.6878	LR: 0.020000
Training Epoch: 17 [22016/45000]	Loss: 0.5474	LR: 0.020000
Training Epoch: 17 [22272/45000]	Loss: 0.6399	LR: 0.020000
Training Epoch: 17 [22528/45000]	Loss: 0.4556	LR: 0.020000
Training Epoch: 17 [22784/45000]	Loss: 0.5802	LR: 0.020000
Training Epoch: 17 [23040/45000]	Loss: 0.5356	LR: 0.020000
Training Epoch: 17 [23296/45000]	Loss: 0.4410	LR: 0.020000
Training Epoch: 17 [23552/45000]	Loss: 0.5608	LR: 0.020000
Training Epoch: 17 [23808/45000]	Loss: 0.5220	LR: 0.020000
Training Epoch: 17 [24064/45000]	Loss: 0.5053	LR: 0.020000
Training Epoch: 17 [24320/45000]	Loss: 0.5527	LR: 0.020000
Training Epoch: 17 [24576/45000]	Loss: 0.4656	LR: 0.020000
Training Epoch: 17 [24832/45000]	Loss: 0.5995	LR: 0.020000
Training Epoch: 17 [25088/45000]	Loss: 0.6386	LR: 0.020000
Training Epoch: 17 [25344/45000]	Loss: 0.5571	LR: 0.020000
Training Epoch: 17 [25600/45000]	Loss: 0.6337	LR: 0.020000
Training Epoch: 17 [25856/45000]	Loss: 0.5037	LR: 0.020000
Training Epoch: 17 [26112/45000]	Loss: 0.5999	LR: 0.020000
Training Epoch: 17 [26368/45000]	Loss: 0.6505	LR: 0.020000
Training Epoch: 17 [26624/45000]	Loss: 0.4799	LR: 0.020000
Training Epoch: 17 [26880/45000]	Loss: 0.6765	LR: 0.020000
Training Epoch: 17 [27136/45000]	Loss: 0.5701	LR: 0.020000
Training Epoch: 17 [27392/45000]	Loss: 0.6200	LR: 0.020000
Training Epoch: 17 [27648/45000]	Loss: 0.5844	LR: 0.020000
Training Epoch: 17 [27904/45000]	Loss: 0.6312	LR: 0.020000
Training Epoch: 17 [28160/45000]	Loss: 0.5338	LR: 0.020000
Training Epoch: 17 [28416/45000]	Loss: 0.5545	LR: 0.020000
Training Epoch: 17 [28672/45000]	Loss: 0.5978	LR: 0.020000
Training Epoch: 17 [28928/45000]	Loss: 0.5493	LR: 0.020000
Training Epoch: 17 [29184/45000]	Loss: 0.4114	LR: 0.020000
Training Epoch: 17 [29440/45000]	Loss: 0.6224	LR: 0.020000
Training Epoch: 17 [29696/45000]	Loss: 0.6102	LR: 0.020000
Training Epoch: 17 [29952/45000]	Loss: 0.5338	LR: 0.020000
Training Epoch: 17 [30208/45000]	Loss: 0.5526	LR: 0.020000
Training Epoch: 17 [30464/45000]	Loss: 0.6303	LR: 0.020000
Training Epoch: 17 [30720/45000]	Loss: 0.6364	LR: 0.020000
Training Epoch: 17 [30976/45000]	Loss: 0.5329	LR: 0.020000
Training Epoch: 17 [31232/45000]	Loss: 0.5558	LR: 0.020000
Training Epoch: 17 [31488/45000]	Loss: 0.5424	LR: 0.020000
Training Epoch: 17 [31744/45000]	Loss: 0.5479	LR: 0.020000
Training Epoch: 17 [32000/45000]	Loss: 0.5885	LR: 0.020000
Training Epoch: 17 [32256/45000]	Loss: 0.5348	LR: 0.020000
Training Epoch: 17 [32512/45000]	Loss: 0.4523	LR: 0.020000
Training Epoch: 17 [32768/45000]	Loss: 0.4529	LR: 0.020000
Training Epoch: 17 [33024/45000]	Loss: 0.5188	LR: 0.020000
Training Epoch: 17 [33280/45000]	Loss: 0.5270	LR: 0.020000
Training Epoch: 17 [33536/45000]	Loss: 0.5445	LR: 0.020000
Training Epoch: 17 [33792/45000]	Loss: 0.7011	LR: 0.020000
Training Epoch: 17 [34048/45000]	Loss: 0.5186	LR: 0.020000
Training Epoch: 17 [34304/45000]	Loss: 0.5756	LR: 0.020000
Training Epoch: 17 [34560/45000]	Loss: 0.4776	LR: 0.020000
Training Epoch: 17 [34816/45000]	Loss: 0.4954	LR: 0.020000
Training Epoch: 17 [35072/45000]	Loss: 0.6044	LR: 0.020000
Training Epoch: 17 [35328/45000]	Loss: 0.5599	LR: 0.020000
Training Epoch: 17 [35584/45000]	Loss: 0.6807	LR: 0.020000
Training Epoch: 17 [35840/45000]	Loss: 0.5771	LR: 0.020000
Training Epoch: 17 [36096/45000]	Loss: 0.5306	LR: 0.020000
Training Epoch: 17 [36352/45000]	Loss: 0.5542	LR: 0.020000
Training Epoch: 17 [36608/45000]	Loss: 0.6263	LR: 0.020000
Training Epoch: 17 [36864/45000]	Loss: 0.6404	LR: 0.020000
Training Epoch: 17 [37120/45000]	Loss: 0.4058	LR: 0.020000
Training Epoch: 17 [37376/45000]	Loss: 0.5526	LR: 0.020000
Training Epoch: 17 [37632/45000]	Loss: 0.5645	LR: 0.020000
Training Epoch: 17 [37888/45000]	Loss: 0.5280	LR: 0.020000
Training Epoch: 17 [38144/45000]	Loss: 0.5408	LR: 0.020000
Training Epoch: 17 [38400/45000]	Loss: 0.5422	LR: 0.020000
Training Epoch: 17 [38656/45000]	Loss: 0.6285	LR: 0.020000
Training Epoch: 17 [38912/45000]	Loss: 0.5635	LR: 0.020000
Training Epoch: 17 [39168/45000]	Loss: 0.5342	LR: 0.020000
Training Epoch: 17 [39424/45000]	Loss: 0.5034	LR: 0.020000
Training Epoch: 17 [39680/45000]	Loss: 0.4941	LR: 0.020000
Training Epoch: 17 [39936/45000]	Loss: 0.5628	LR: 0.020000
Training Epoch: 17 [40192/45000]	Loss: 0.5096	LR: 0.020000
Training Epoch: 17 [40448/45000]	Loss: 0.4640	LR: 0.020000
Training Epoch: 17 [40704/45000]	Loss: 0.5591	LR: 0.020000
Training Epoch: 17 [40960/45000]	Loss: 0.5241	LR: 0.020000
Training Epoch: 17 [41216/45000]	Loss: 0.6525	LR: 0.020000
Training Epoch: 17 [41472/45000]	Loss: 0.5388	LR: 0.020000
Training Epoch: 17 [41728/45000]	Loss: 0.4721	LR: 0.020000
Training Epoch: 17 [41984/45000]	Loss: 0.6225	LR: 0.020000
Training Epoch: 17 [42240/45000]	Loss: 0.4418	LR: 0.020000
Training Epoch: 17 [42496/45000]	Loss: 0.6756	LR: 0.020000
Training Epoch: 17 [42752/45000]	Loss: 0.5308	LR: 0.020000
Training Epoch: 17 [43008/45000]	Loss: 0.5687	LR: 0.020000
Training Epoch: 17 [43264/45000]	Loss: 0.5327	LR: 0.020000
Training Epoch: 17 [43520/45000]	Loss: 0.6024	LR: 0.020000
Training Epoch: 17 [43776/45000]	Loss: 0.4142	LR: 0.020000
Training Epoch: 17 [44032/45000]	Loss: 0.5737	LR: 0.020000
Training Epoch: 17 [44288/45000]	Loss: 0.5702	LR: 0.020000
Training Epoch: 17 [44544/45000]	Loss: 0.6013	LR: 0.020000
Training Epoch: 17 [44800/45000]	Loss: 0.4692	LR: 0.020000
Training Epoch: 17 [45000/45000]	Loss: 0.5114	LR: 0.020000
Epoch 17 - Average Train Loss: 0.5524, Train Accuracy: 0.8182
Epoch 17 training time consumed: 26.93s
Evaluating Network.....
Test set: Epoch: 17, Average loss: 0.0029, Accuracy: 0.7641, Time consumed:0.91s
Training Epoch: 18 [256/45000]	Loss: 0.5496	LR: 0.020000
Training Epoch: 18 [512/45000]	Loss: 0.4208	LR: 0.020000
Training Epoch: 18 [768/45000]	Loss: 0.6205	LR: 0.020000
Training Epoch: 18 [1024/45000]	Loss: 0.4576	LR: 0.020000
Training Epoch: 18 [1280/45000]	Loss: 0.4562	LR: 0.020000
Training Epoch: 18 [1536/45000]	Loss: 0.5151	LR: 0.020000
Training Epoch: 18 [1792/45000]	Loss: 0.4819	LR: 0.020000
Training Epoch: 18 [2048/45000]	Loss: 0.5246	LR: 0.020000
Training Epoch: 18 [2304/45000]	Loss: 0.4909	LR: 0.020000
Training Epoch: 18 [2560/45000]	Loss: 0.5441	LR: 0.020000
Training Epoch: 18 [2816/45000]	Loss: 0.4475	LR: 0.020000
Training Epoch: 18 [3072/45000]	Loss: 0.5113	LR: 0.020000
Training Epoch: 18 [3328/45000]	Loss: 0.4988	LR: 0.020000
Training Epoch: 18 [3584/45000]	Loss: 0.4627	LR: 0.020000
Training Epoch: 18 [3840/45000]	Loss: 0.4517	LR: 0.020000
Training Epoch: 18 [4096/45000]	Loss: 0.6239	LR: 0.020000
Training Epoch: 18 [4352/45000]	Loss: 0.5512	LR: 0.020000
Training Epoch: 18 [4608/45000]	Loss: 0.5003	LR: 0.020000
Training Epoch: 18 [4864/45000]	Loss: 0.4743	LR: 0.020000
Training Epoch: 18 [5120/45000]	Loss: 0.5484	LR: 0.020000
Training Epoch: 18 [5376/45000]	Loss: 0.4148	LR: 0.020000
Training Epoch: 18 [5632/45000]	Loss: 0.5091	LR: 0.020000
Training Epoch: 18 [5888/45000]	Loss: 0.4797	LR: 0.020000
Training Epoch: 18 [6144/45000]	Loss: 0.4029	LR: 0.020000
Training Epoch: 18 [6400/45000]	Loss: 0.5037	LR: 0.020000
Training Epoch: 18 [6656/45000]	Loss: 0.4552	LR: 0.020000
Training Epoch: 18 [6912/45000]	Loss: 0.4830	LR: 0.020000
Training Epoch: 18 [7168/45000]	Loss: 0.7114	LR: 0.020000
Training Epoch: 18 [7424/45000]	Loss: 0.4295	LR: 0.020000
Training Epoch: 18 [7680/45000]	Loss: 0.4937	LR: 0.020000
Training Epoch: 18 [7936/45000]	Loss: 0.5153	LR: 0.020000
Training Epoch: 18 [8192/45000]	Loss: 0.5404	LR: 0.020000
Training Epoch: 18 [8448/45000]	Loss: 0.4748	LR: 0.020000
Training Epoch: 18 [8704/45000]	Loss: 0.4727	LR: 0.020000
Training Epoch: 18 [8960/45000]	Loss: 0.4678	LR: 0.020000
Training Epoch: 18 [9216/45000]	Loss: 0.4072	LR: 0.020000
Training Epoch: 18 [9472/45000]	Loss: 0.5535	LR: 0.020000
Training Epoch: 18 [9728/45000]	Loss: 0.6071	LR: 0.020000
Training Epoch: 18 [9984/45000]	Loss: 0.5408	LR: 0.020000
Training Epoch: 18 [10240/45000]	Loss: 0.6277	LR: 0.020000
Training Epoch: 18 [10496/45000]	Loss: 0.5969	LR: 0.020000
Training Epoch: 18 [10752/45000]	Loss: 0.4512	LR: 0.020000
Training Epoch: 18 [11008/45000]	Loss: 0.6209	LR: 0.020000
Training Epoch: 18 [11264/45000]	Loss: 0.5897	LR: 0.020000
Training Epoch: 18 [11520/45000]	Loss: 0.4869	LR: 0.020000
Training Epoch: 18 [11776/45000]	Loss: 0.6818	LR: 0.020000
Training Epoch: 18 [12032/45000]	Loss: 0.4674	LR: 0.020000
Training Epoch: 18 [12288/45000]	Loss: 0.5197	LR: 0.020000
Training Epoch: 18 [12544/45000]	Loss: 0.5564	LR: 0.020000
Training Epoch: 18 [12800/45000]	Loss: 0.4512	LR: 0.020000
Training Epoch: 18 [13056/45000]	Loss: 0.4862	LR: 0.020000
Training Epoch: 18 [13312/45000]	Loss: 0.5055	LR: 0.020000
Training Epoch: 18 [13568/45000]	Loss: 0.5391	LR: 0.020000
Training Epoch: 18 [13824/45000]	Loss: 0.5598	LR: 0.020000
Training Epoch: 18 [14080/45000]	Loss: 0.5441	LR: 0.020000
Training Epoch: 18 [14336/45000]	Loss: 0.4646	LR: 0.020000
Training Epoch: 18 [14592/45000]	Loss: 0.4608	LR: 0.020000
Training Epoch: 18 [14848/45000]	Loss: 0.6142	LR: 0.020000
Training Epoch: 18 [15104/45000]	Loss: 0.6465	LR: 0.020000
Training Epoch: 18 [15360/45000]	Loss: 0.5081	LR: 0.020000
Training Epoch: 18 [15616/45000]	Loss: 0.4668	LR: 0.020000
Training Epoch: 18 [15872/45000]	Loss: 0.5796	LR: 0.020000
Training Epoch: 18 [16128/45000]	Loss: 0.5082	LR: 0.020000
Training Epoch: 18 [16384/45000]	Loss: 0.5381	LR: 0.020000
Training Epoch: 18 [16640/45000]	Loss: 0.4840	LR: 0.020000
Training Epoch: 18 [16896/45000]	Loss: 0.4930	LR: 0.020000
Training Epoch: 18 [17152/45000]	Loss: 0.4141	LR: 0.020000
Training Epoch: 18 [17408/45000]	Loss: 0.5048	LR: 0.020000
Training Epoch: 18 [17664/45000]	Loss: 0.5422	LR: 0.020000
Training Epoch: 18 [17920/45000]	Loss: 0.5291	LR: 0.020000
Training Epoch: 18 [18176/45000]	Loss: 0.5245	LR: 0.020000
Training Epoch: 18 [18432/45000]	Loss: 0.4171	LR: 0.020000
Training Epoch: 18 [18688/45000]	Loss: 0.4583	LR: 0.020000
Training Epoch: 18 [18944/45000]	Loss: 0.4888	LR: 0.020000
Training Epoch: 18 [19200/45000]	Loss: 0.5800	LR: 0.020000
Training Epoch: 18 [19456/45000]	Loss: 0.3963	LR: 0.020000
Training Epoch: 18 [19712/45000]	Loss: 0.6304	LR: 0.020000
Training Epoch: 18 [19968/45000]	Loss: 0.5933	LR: 0.020000
Training Epoch: 18 [20224/45000]	Loss: 0.4801	LR: 0.020000
Training Epoch: 18 [20480/45000]	Loss: 0.6049	LR: 0.020000
Training Epoch: 18 [20736/45000]	Loss: 0.5997	LR: 0.020000
Training Epoch: 18 [20992/45000]	Loss: 0.5911	LR: 0.020000
Training Epoch: 18 [21248/45000]	Loss: 0.5492	LR: 0.020000
Training Epoch: 18 [21504/45000]	Loss: 0.5437	LR: 0.020000
Training Epoch: 18 [21760/45000]	Loss: 0.5036	LR: 0.020000
Training Epoch: 18 [22016/45000]	Loss: 0.5209	LR: 0.020000
Training Epoch: 18 [22272/45000]	Loss: 0.5026	LR: 0.020000
Training Epoch: 18 [22528/45000]	Loss: 0.5841	LR: 0.020000
Training Epoch: 18 [22784/45000]	Loss: 0.5903	LR: 0.020000
Training Epoch: 18 [23040/45000]	Loss: 0.5415	LR: 0.020000
Training Epoch: 18 [23296/45000]	Loss: 0.6294	LR: 0.020000
Training Epoch: 18 [23552/45000]	Loss: 0.5289	LR: 0.020000
Training Epoch: 18 [23808/45000]	Loss: 0.4620	LR: 0.020000
Training Epoch: 18 [24064/45000]	Loss: 0.5148	LR: 0.020000
Training Epoch: 18 [24320/45000]	Loss: 0.3660	LR: 0.020000
Training Epoch: 18 [24576/45000]	Loss: 0.5901	LR: 0.020000
Training Epoch: 18 [24832/45000]	Loss: 0.5626	LR: 0.020000
Training Epoch: 18 [25088/45000]	Loss: 0.5300	LR: 0.020000
Training Epoch: 18 [25344/45000]	Loss: 0.4778	LR: 0.020000
Training Epoch: 18 [25600/45000]	Loss: 0.5633	LR: 0.020000
Training Epoch: 18 [25856/45000]	Loss: 0.5086	LR: 0.020000
Training Epoch: 18 [26112/45000]	Loss: 0.3749	LR: 0.020000
Training Epoch: 18 [26368/45000]	Loss: 0.4945	LR: 0.020000
Training Epoch: 18 [26624/45000]	Loss: 0.5650	LR: 0.020000
Training Epoch: 18 [26880/45000]	Loss: 0.5898	LR: 0.020000
Training Epoch: 18 [27136/45000]	Loss: 0.5433	LR: 0.020000
Training Epoch: 18 [27392/45000]	Loss: 0.5104	LR: 0.020000
Training Epoch: 18 [27648/45000]	Loss: 0.5380	LR: 0.020000
Training Epoch: 18 [27904/45000]	Loss: 0.5447	LR: 0.020000
Training Epoch: 18 [28160/45000]	Loss: 0.4959	LR: 0.020000
Training Epoch: 18 [28416/45000]	Loss: 0.5194	LR: 0.020000
Training Epoch: 18 [28672/45000]	Loss: 0.5228	LR: 0.020000
Training Epoch: 18 [28928/45000]	Loss: 0.5059	LR: 0.020000
Training Epoch: 18 [29184/45000]	Loss: 0.6174	LR: 0.020000
Training Epoch: 18 [29440/45000]	Loss: 0.4590	LR: 0.020000
Training Epoch: 18 [29696/45000]	Loss: 0.6561	LR: 0.020000
Training Epoch: 18 [29952/45000]	Loss: 0.6992	LR: 0.020000
Training Epoch: 18 [30208/45000]	Loss: 0.5052	LR: 0.020000
Training Epoch: 18 [30464/45000]	Loss: 0.6008	LR: 0.020000
Training Epoch: 18 [30720/45000]	Loss: 0.5019	LR: 0.020000
Training Epoch: 18 [30976/45000]	Loss: 0.5203	LR: 0.020000
Training Epoch: 18 [31232/45000]	Loss: 0.4764	LR: 0.020000
Training Epoch: 18 [31488/45000]	Loss: 0.4748	LR: 0.020000
Training Epoch: 18 [31744/45000]	Loss: 0.6566	LR: 0.020000
Training Epoch: 18 [32000/45000]	Loss: 0.5047	LR: 0.020000
Training Epoch: 18 [32256/45000]	Loss: 0.4348	LR: 0.020000
Training Epoch: 18 [32512/45000]	Loss: 0.5107	LR: 0.020000
Training Epoch: 18 [32768/45000]	Loss: 0.5650	LR: 0.020000
Training Epoch: 18 [33024/45000]	Loss: 0.5073	LR: 0.020000
Training Epoch: 18 [33280/45000]	Loss: 0.5175	LR: 0.020000
Training Epoch: 18 [33536/45000]	Loss: 0.5312	LR: 0.020000
Training Epoch: 18 [33792/45000]	Loss: 0.5153	LR: 0.020000
Training Epoch: 18 [34048/45000]	Loss: 0.5243	LR: 0.020000
Training Epoch: 18 [34304/45000]	Loss: 0.6285	LR: 0.020000
Training Epoch: 18 [34560/45000]	Loss: 0.5779	LR: 0.020000
Training Epoch: 18 [34816/45000]	Loss: 0.4164	LR: 0.020000
Training Epoch: 18 [35072/45000]	Loss: 0.5545	LR: 0.020000
Training Epoch: 18 [35328/45000]	Loss: 0.5269	LR: 0.020000
Training Epoch: 18 [35584/45000]	Loss: 0.6266	LR: 0.020000
Training Epoch: 18 [35840/45000]	Loss: 0.5139	LR: 0.020000
Training Epoch: 18 [36096/45000]	Loss: 0.5989	LR: 0.020000
Training Epoch: 18 [36352/45000]	Loss: 0.4567	LR: 0.020000
Training Epoch: 18 [36608/45000]	Loss: 0.4878	LR: 0.020000
Training Epoch: 18 [36864/45000]	Loss: 0.5084	LR: 0.020000
Training Epoch: 18 [37120/45000]	Loss: 0.5673	LR: 0.020000
Training Epoch: 18 [37376/45000]	Loss: 0.5496	LR: 0.020000
Training Epoch: 18 [37632/45000]	Loss: 0.5354	LR: 0.020000
Training Epoch: 18 [37888/45000]	Loss: 0.5664	LR: 0.020000
Training Epoch: 18 [38144/45000]	Loss: 0.5806	LR: 0.020000
Training Epoch: 18 [38400/45000]	Loss: 0.4525	LR: 0.020000
Training Epoch: 18 [38656/45000]	Loss: 0.5676	LR: 0.020000
Training Epoch: 18 [38912/45000]	Loss: 0.5042	LR: 0.020000
Training Epoch: 18 [39168/45000]	Loss: 0.5482	LR: 0.020000
Training Epoch: 18 [39424/45000]	Loss: 0.5027	LR: 0.020000
Training Epoch: 18 [39680/45000]	Loss: 0.5350	LR: 0.020000
Training Epoch: 18 [39936/45000]	Loss: 0.4437	LR: 0.020000
Training Epoch: 18 [40192/45000]	Loss: 0.4698	LR: 0.020000
Training Epoch: 18 [40448/45000]	Loss: 0.5610	LR: 0.020000
Training Epoch: 18 [40704/45000]	Loss: 0.4819	LR: 0.020000
Training Epoch: 18 [40960/45000]	Loss: 0.6508	LR: 0.020000
Training Epoch: 18 [41216/45000]	Loss: 0.5667	LR: 0.020000
Training Epoch: 18 [41472/45000]	Loss: 0.4918	LR: 0.020000
Training Epoch: 18 [41728/45000]	Loss: 0.6402	LR: 0.020000
Training Epoch: 18 [41984/45000]	Loss: 0.5029	LR: 0.020000
Training Epoch: 18 [42240/45000]	Loss: 0.3891	LR: 0.020000
Training Epoch: 18 [42496/45000]	Loss: 0.5264	LR: 0.020000
Training Epoch: 18 [42752/45000]	Loss: 0.5896	LR: 0.020000
Training Epoch: 18 [43008/45000]	Loss: 0.4578	LR: 0.020000
Training Epoch: 18 [43264/45000]	Loss: 0.5207	LR: 0.020000
Training Epoch: 18 [43520/45000]	Loss: 0.5890	LR: 0.020000
Training Epoch: 18 [43776/45000]	Loss: 0.6132	LR: 0.020000
Training Epoch: 18 [44032/45000]	Loss: 0.5469	LR: 0.020000
Training Epoch: 18 [44288/45000]	Loss: 0.5109	LR: 0.020000
Training Epoch: 18 [44544/45000]	Loss: 0.6614	LR: 0.020000
Training Epoch: 18 [44800/45000]	Loss: 0.4758	LR: 0.020000
Training Epoch: 18 [45000/45000]	Loss: 0.5976	LR: 0.020000
Epoch 18 - Average Train Loss: 0.5257, Train Accuracy: 0.8272
Epoch 18 training time consumed: 26.92s
Evaluating Network.....
Test set: Epoch: 18, Average loss: 0.0030, Accuracy: 0.7628, Time consumed:0.90s
Training Epoch: 19 [256/45000]	Loss: 0.4968	LR: 0.020000
Training Epoch: 19 [512/45000]	Loss: 0.4840	LR: 0.020000
Training Epoch: 19 [768/45000]	Loss: 0.4409	LR: 0.020000
Training Epoch: 19 [1024/45000]	Loss: 0.5403	LR: 0.020000
Training Epoch: 19 [1280/45000]	Loss: 0.5352	LR: 0.020000
Training Epoch: 19 [1536/45000]	Loss: 0.4592	LR: 0.020000
Training Epoch: 19 [1792/45000]	Loss: 0.4296	LR: 0.020000
Training Epoch: 19 [2048/45000]	Loss: 0.5151	LR: 0.020000
Training Epoch: 19 [2304/45000]	Loss: 0.4419	LR: 0.020000
Training Epoch: 19 [2560/45000]	Loss: 0.4313	LR: 0.020000
Training Epoch: 19 [2816/45000]	Loss: 0.5752	LR: 0.020000
Training Epoch: 19 [3072/45000]	Loss: 0.5318	LR: 0.020000
Training Epoch: 19 [3328/45000]	Loss: 0.4359	LR: 0.020000
Training Epoch: 19 [3584/45000]	Loss: 0.4404	LR: 0.020000
Training Epoch: 19 [3840/45000]	Loss: 0.5309	LR: 0.020000
Training Epoch: 19 [4096/45000]	Loss: 0.5122	LR: 0.020000
Training Epoch: 19 [4352/45000]	Loss: 0.5597	LR: 0.020000
Training Epoch: 19 [4608/45000]	Loss: 0.4691	LR: 0.020000
Training Epoch: 19 [4864/45000]	Loss: 0.4914	LR: 0.020000
Training Epoch: 19 [5120/45000]	Loss: 0.4993	LR: 0.020000
Training Epoch: 19 [5376/45000]	Loss: 0.4278	LR: 0.020000
Training Epoch: 19 [5632/45000]	Loss: 0.5335	LR: 0.020000
Training Epoch: 19 [5888/45000]	Loss: 0.4485	LR: 0.020000
Training Epoch: 19 [6144/45000]	Loss: 0.5235	LR: 0.020000
Training Epoch: 19 [6400/45000]	Loss: 0.5032	LR: 0.020000
Training Epoch: 19 [6656/45000]	Loss: 0.4695	LR: 0.020000
Training Epoch: 19 [6912/45000]	Loss: 0.5024	LR: 0.020000
Training Epoch: 19 [7168/45000]	Loss: 0.5345	LR: 0.020000
Training Epoch: 19 [7424/45000]	Loss: 0.5144	LR: 0.020000
Training Epoch: 19 [7680/45000]	Loss: 0.4476	LR: 0.020000
Training Epoch: 19 [7936/45000]	Loss: 0.4880	LR: 0.020000
Training Epoch: 19 [8192/45000]	Loss: 0.4839	LR: 0.020000
Training Epoch: 19 [8448/45000]	Loss: 0.5229	LR: 0.020000
Training Epoch: 19 [8704/45000]	Loss: 0.4613	LR: 0.020000
Training Epoch: 19 [8960/45000]	Loss: 0.4029	LR: 0.020000
Training Epoch: 19 [9216/45000]	Loss: 0.4695	LR: 0.020000
Training Epoch: 19 [9472/45000]	Loss: 0.5065	LR: 0.020000
Training Epoch: 19 [9728/45000]	Loss: 0.4544	LR: 0.020000
Training Epoch: 19 [9984/45000]	Loss: 0.4731	LR: 0.020000
Training Epoch: 19 [10240/45000]	Loss: 0.4905	LR: 0.020000
Training Epoch: 19 [10496/45000]	Loss: 0.4576	LR: 0.020000
Training Epoch: 19 [10752/45000]	Loss: 0.3714	LR: 0.020000
Training Epoch: 19 [11008/45000]	Loss: 0.4664	LR: 0.020000
Training Epoch: 19 [11264/45000]	Loss: 0.5170	LR: 0.020000
Training Epoch: 19 [11520/45000]	Loss: 0.4407	LR: 0.020000
Training Epoch: 19 [11776/45000]	Loss: 0.4050	LR: 0.020000
Training Epoch: 19 [12032/45000]	Loss: 0.4182	LR: 0.020000
Training Epoch: 19 [12288/45000]	Loss: 0.4725	LR: 0.020000
Training Epoch: 19 [12544/45000]	Loss: 0.5829	LR: 0.020000
Training Epoch: 19 [12800/45000]	Loss: 0.4718	LR: 0.020000
Training Epoch: 19 [13056/45000]	Loss: 0.4512	LR: 0.020000
Training Epoch: 19 [13312/45000]	Loss: 0.5863	LR: 0.020000
Training Epoch: 19 [13568/45000]	Loss: 0.5374	LR: 0.020000
Training Epoch: 19 [13824/45000]	Loss: 0.4841	LR: 0.020000
Training Epoch: 19 [14080/45000]	Loss: 0.5946	LR: 0.020000
Training Epoch: 19 [14336/45000]	Loss: 0.4424	LR: 0.020000
Training Epoch: 19 [14592/45000]	Loss: 0.4534	LR: 0.020000
Training Epoch: 19 [14848/45000]	Loss: 0.5181	LR: 0.020000
Training Epoch: 19 [15104/45000]	Loss: 0.4454	LR: 0.020000
Training Epoch: 19 [15360/45000]	Loss: 0.4092	LR: 0.020000
Training Epoch: 19 [15616/45000]	Loss: 0.5154	LR: 0.020000
Training Epoch: 19 [15872/45000]	Loss: 0.5182	LR: 0.020000
Training Epoch: 19 [16128/45000]	Loss: 0.4717	LR: 0.020000
Training Epoch: 19 [16384/45000]	Loss: 0.4739	LR: 0.020000
Training Epoch: 19 [16640/45000]	Loss: 0.4558	LR: 0.020000
Training Epoch: 19 [16896/45000]	Loss: 0.4487	LR: 0.020000
Training Epoch: 19 [17152/45000]	Loss: 0.4429	LR: 0.020000
Training Epoch: 19 [17408/45000]	Loss: 0.5345	LR: 0.020000
Training Epoch: 19 [17664/45000]	Loss: 0.5017	LR: 0.020000
Training Epoch: 19 [17920/45000]	Loss: 0.4940	LR: 0.020000
Training Epoch: 19 [18176/45000]	Loss: 0.4124	LR: 0.020000
Training Epoch: 19 [18432/45000]	Loss: 0.4635	LR: 0.020000
Training Epoch: 19 [18688/45000]	Loss: 0.3942	LR: 0.020000
Training Epoch: 19 [18944/45000]	Loss: 0.5446	LR: 0.020000
Training Epoch: 19 [19200/45000]	Loss: 0.4332	LR: 0.020000
Training Epoch: 19 [19456/45000]	Loss: 0.5191	LR: 0.020000
Training Epoch: 19 [19712/45000]	Loss: 0.4600	LR: 0.020000
Training Epoch: 19 [19968/45000]	Loss: 0.5982	LR: 0.020000
Training Epoch: 19 [20224/45000]	Loss: 0.5062	LR: 0.020000
Training Epoch: 19 [20480/45000]	Loss: 0.4256	LR: 0.020000
Training Epoch: 19 [20736/45000]	Loss: 0.4332	LR: 0.020000
Training Epoch: 19 [20992/45000]	Loss: 0.4399	LR: 0.020000
Training Epoch: 19 [21248/45000]	Loss: 0.5580	LR: 0.020000
Training Epoch: 19 [21504/45000]	Loss: 0.4341	LR: 0.020000
Training Epoch: 19 [21760/45000]	Loss: 0.4621	LR: 0.020000
Training Epoch: 19 [22016/45000]	Loss: 0.5812	LR: 0.020000
Training Epoch: 19 [22272/45000]	Loss: 0.4433	LR: 0.020000
Training Epoch: 19 [22528/45000]	Loss: 0.4937	LR: 0.020000
Training Epoch: 19 [22784/45000]	Loss: 0.5037	LR: 0.020000
Training Epoch: 19 [23040/45000]	Loss: 0.5662	LR: 0.020000
Training Epoch: 19 [23296/45000]	Loss: 0.4822	LR: 0.020000
Training Epoch: 19 [23552/45000]	Loss: 0.4747	LR: 0.020000
Training Epoch: 19 [23808/45000]	Loss: 0.4554	LR: 0.020000
Training Epoch: 19 [24064/45000]	Loss: 0.4146	LR: 0.020000
Training Epoch: 19 [24320/45000]	Loss: 0.5245	LR: 0.020000
Training Epoch: 19 [24576/45000]	Loss: 0.5409	LR: 0.020000
Training Epoch: 19 [24832/45000]	Loss: 0.4819	LR: 0.020000
Training Epoch: 19 [25088/45000]	Loss: 0.5213	LR: 0.020000
Training Epoch: 19 [25344/45000]	Loss: 0.6523	LR: 0.020000
Training Epoch: 19 [25600/45000]	Loss: 0.5208	LR: 0.020000
Training Epoch: 19 [25856/45000]	Loss: 0.5046	LR: 0.020000
Training Epoch: 19 [26112/45000]	Loss: 0.4606	LR: 0.020000
Training Epoch: 19 [26368/45000]	Loss: 0.6464	LR: 0.020000
Training Epoch: 19 [26624/45000]	Loss: 0.4082	LR: 0.020000
Training Epoch: 19 [26880/45000]	Loss: 0.3772	LR: 0.020000
Training Epoch: 19 [27136/45000]	Loss: 0.4338	LR: 0.020000
Training Epoch: 19 [27392/45000]	Loss: 0.4987	LR: 0.020000
Training Epoch: 19 [27648/45000]	Loss: 0.4716	LR: 0.020000
Training Epoch: 19 [27904/45000]	Loss: 0.5355	LR: 0.020000
Training Epoch: 19 [28160/45000]	Loss: 0.4784	LR: 0.020000
Training Epoch: 19 [28416/45000]	Loss: 0.3634	LR: 0.020000
Training Epoch: 19 [28672/45000]	Loss: 0.4598	LR: 0.020000
Training Epoch: 19 [28928/45000]	Loss: 0.5235	LR: 0.020000
Training Epoch: 19 [29184/45000]	Loss: 0.4855	LR: 0.020000
Training Epoch: 19 [29440/45000]	Loss: 0.4859	LR: 0.020000
Training Epoch: 19 [29696/45000]	Loss: 0.5441	LR: 0.020000
Training Epoch: 19 [29952/45000]	Loss: 0.5866	LR: 0.020000
Training Epoch: 19 [30208/45000]	Loss: 0.5310	LR: 0.020000
Training Epoch: 19 [30464/45000]	Loss: 0.4963	LR: 0.020000
Training Epoch: 19 [30720/45000]	Loss: 0.6090	LR: 0.020000
Training Epoch: 19 [30976/45000]	Loss: 0.4497	LR: 0.020000
Training Epoch: 19 [31232/45000]	Loss: 0.4141	LR: 0.020000
Training Epoch: 19 [31488/45000]	Loss: 0.4871	LR: 0.020000
Training Epoch: 19 [31744/45000]	Loss: 0.5517	LR: 0.020000
Training Epoch: 19 [32000/45000]	Loss: 0.5336	LR: 0.020000
Training Epoch: 19 [32256/45000]	Loss: 0.6235	LR: 0.020000
Training Epoch: 19 [32512/45000]	Loss: 0.4521	LR: 0.020000
Training Epoch: 19 [32768/45000]	Loss: 0.5058	LR: 0.020000
Training Epoch: 19 [33024/45000]	Loss: 0.5657	LR: 0.020000
Training Epoch: 19 [33280/45000]	Loss: 0.5141	LR: 0.020000
Training Epoch: 19 [33536/45000]	Loss: 0.4977	LR: 0.020000
Training Epoch: 19 [33792/45000]	Loss: 0.5445	LR: 0.020000
Training Epoch: 19 [34048/45000]	Loss: 0.4429	LR: 0.020000
Training Epoch: 19 [34304/45000]	Loss: 0.4900	LR: 0.020000
Training Epoch: 19 [34560/45000]	Loss: 0.5307	LR: 0.020000
Training Epoch: 19 [34816/45000]	Loss: 0.4161	LR: 0.020000
Training Epoch: 19 [35072/45000]	Loss: 0.5022	LR: 0.020000
Training Epoch: 19 [35328/45000]	Loss: 0.4238	LR: 0.020000
Training Epoch: 19 [35584/45000]	Loss: 0.5491	LR: 0.020000
Training Epoch: 19 [35840/45000]	Loss: 0.4913	LR: 0.020000
Training Epoch: 19 [36096/45000]	Loss: 0.5526	LR: 0.020000
Training Epoch: 19 [36352/45000]	Loss: 0.5009	LR: 0.020000
Training Epoch: 19 [36608/45000]	Loss: 0.5164	LR: 0.020000
Training Epoch: 19 [36864/45000]	Loss: 0.4941	LR: 0.020000
Training Epoch: 19 [37120/45000]	Loss: 0.5461	LR: 0.020000
Training Epoch: 19 [37376/45000]	Loss: 0.5359	LR: 0.020000
Training Epoch: 19 [37632/45000]	Loss: 0.4461	LR: 0.020000
Training Epoch: 19 [37888/45000]	Loss: 0.6944	LR: 0.020000
Training Epoch: 19 [38144/45000]	Loss: 0.4615	LR: 0.020000
Training Epoch: 19 [38400/45000]	Loss: 0.3829	LR: 0.020000
Training Epoch: 19 [38656/45000]	Loss: 0.5375	LR: 0.020000
Training Epoch: 19 [38912/45000]	Loss: 0.4620	LR: 0.020000
Training Epoch: 19 [39168/45000]	Loss: 0.5010	LR: 0.020000
Training Epoch: 19 [39424/45000]	Loss: 0.5168	LR: 0.020000
Training Epoch: 19 [39680/45000]	Loss: 0.5267	LR: 0.020000
Training Epoch: 19 [39936/45000]	Loss: 0.4820	LR: 0.020000
Training Epoch: 19 [40192/45000]	Loss: 0.5165	LR: 0.020000
Training Epoch: 19 [40448/45000]	Loss: 0.5673	LR: 0.020000
Training Epoch: 19 [40704/45000]	Loss: 0.5797	LR: 0.020000
Training Epoch: 19 [40960/45000]	Loss: 0.5889	LR: 0.020000
Training Epoch: 19 [41216/45000]	Loss: 0.5995	LR: 0.020000
Training Epoch: 19 [41472/45000]	Loss: 0.5256	LR: 0.020000
Training Epoch: 19 [41728/45000]	Loss: 0.4241	LR: 0.020000
Training Epoch: 19 [41984/45000]	Loss: 0.5351	LR: 0.020000
Training Epoch: 19 [42240/45000]	Loss: 0.4929	LR: 0.020000
Training Epoch: 19 [42496/45000]	Loss: 0.5102	LR: 0.020000
Training Epoch: 19 [42752/45000]	Loss: 0.5268	LR: 0.020000
Training Epoch: 19 [43008/45000]	Loss: 0.5297	LR: 0.020000
Training Epoch: 19 [43264/45000]	Loss: 0.4722	LR: 0.020000
Training Epoch: 19 [43520/45000]	Loss: 0.5298	LR: 0.020000
Training Epoch: 19 [43776/45000]	Loss: 0.5114	LR: 0.020000
Training Epoch: 19 [44032/45000]	Loss: 0.5258	LR: 0.020000
Training Epoch: 19 [44288/45000]	Loss: 0.4228	LR: 0.020000
Training Epoch: 19 [44544/45000]	Loss: 0.5020	LR: 0.020000
Training Epoch: 19 [44800/45000]	Loss: 0.5164	LR: 0.020000
Training Epoch: 19 [45000/45000]	Loss: 0.4771	LR: 0.020000
Epoch 19 - Average Train Loss: 0.4943, Train Accuracy: 0.8357
Epoch 19 training time consumed: 27.00s
Evaluating Network.....
Test set: Epoch: 19, Average loss: 0.0031, Accuracy: 0.7642, Time consumed:0.97s
Training Epoch: 20 [256/45000]	Loss: 0.4315	LR: 0.020000
Training Epoch: 20 [512/45000]	Loss: 0.3503	LR: 0.020000
Training Epoch: 20 [768/45000]	Loss: 0.5143	LR: 0.020000
Training Epoch: 20 [1024/45000]	Loss: 0.4871	LR: 0.020000
Training Epoch: 20 [1280/45000]	Loss: 0.4173	LR: 0.020000
Training Epoch: 20 [1536/45000]	Loss: 0.4060	LR: 0.020000
Training Epoch: 20 [1792/45000]	Loss: 0.3864	LR: 0.020000
Training Epoch: 20 [2048/45000]	Loss: 0.4555	LR: 0.020000
Training Epoch: 20 [2304/45000]	Loss: 0.3676	LR: 0.020000
Training Epoch: 20 [2560/45000]	Loss: 0.4732	LR: 0.020000
Training Epoch: 20 [2816/45000]	Loss: 0.4539	LR: 0.020000
Training Epoch: 20 [3072/45000]	Loss: 0.5168	LR: 0.020000
Training Epoch: 20 [3328/45000]	Loss: 0.4625	LR: 0.020000
Training Epoch: 20 [3584/45000]	Loss: 0.3671	LR: 0.020000
Training Epoch: 20 [3840/45000]	Loss: 0.4497	LR: 0.020000
Training Epoch: 20 [4096/45000]	Loss: 0.4741	LR: 0.020000
Training Epoch: 20 [4352/45000]	Loss: 0.4606	LR: 0.020000
Training Epoch: 20 [4608/45000]	Loss: 0.5055	LR: 0.020000
Training Epoch: 20 [4864/45000]	Loss: 0.5062	LR: 0.020000
Training Epoch: 20 [5120/45000]	Loss: 0.4823	LR: 0.020000
Training Epoch: 20 [5376/45000]	Loss: 0.4995	LR: 0.020000
Training Epoch: 20 [5632/45000]	Loss: 0.4737	LR: 0.020000
Training Epoch: 20 [5888/45000]	Loss: 0.4179	LR: 0.020000
Training Epoch: 20 [6144/45000]	Loss: 0.4652	LR: 0.020000
Training Epoch: 20 [6400/45000]	Loss: 0.5157	LR: 0.020000
Training Epoch: 20 [6656/45000]	Loss: 0.4476	LR: 0.020000
Training Epoch: 20 [6912/45000]	Loss: 0.3077	LR: 0.020000
Training Epoch: 20 [7168/45000]	Loss: 0.3896	LR: 0.020000
Training Epoch: 20 [7424/45000]	Loss: 0.5527	LR: 0.020000
Training Epoch: 20 [7680/45000]	Loss: 0.5147	LR: 0.020000
Training Epoch: 20 [7936/45000]	Loss: 0.5394	LR: 0.020000
Training Epoch: 20 [8192/45000]	Loss: 0.5035	LR: 0.020000
Training Epoch: 20 [8448/45000]	Loss: 0.5113	LR: 0.020000
Training Epoch: 20 [8704/45000]	Loss: 0.4090	LR: 0.020000
Training Epoch: 20 [8960/45000]	Loss: 0.4786	LR: 0.020000
Training Epoch: 20 [9216/45000]	Loss: 0.4445	LR: 0.020000
Training Epoch: 20 [9472/45000]	Loss: 0.4552	LR: 0.020000
Training Epoch: 20 [9728/45000]	Loss: 0.4119	LR: 0.020000
Training Epoch: 20 [9984/45000]	Loss: 0.4148	LR: 0.020000
Training Epoch: 20 [10240/45000]	Loss: 0.5380	LR: 0.020000
Training Epoch: 20 [10496/45000]	Loss: 0.4644	LR: 0.020000
Training Epoch: 20 [10752/45000]	Loss: 0.4576	LR: 0.020000
Training Epoch: 20 [11008/45000]	Loss: 0.4251	LR: 0.020000
Training Epoch: 20 [11264/45000]	Loss: 0.4856	LR: 0.020000
Training Epoch: 20 [11520/45000]	Loss: 0.4183	LR: 0.020000
Training Epoch: 20 [11776/45000]	Loss: 0.4316	LR: 0.020000
Training Epoch: 20 [12032/45000]	Loss: 0.4912	LR: 0.020000
Training Epoch: 20 [12288/45000]	Loss: 0.5001	LR: 0.020000
Training Epoch: 20 [12544/45000]	Loss: 0.4595	LR: 0.020000
Training Epoch: 20 [12800/45000]	Loss: 0.5116	LR: 0.020000
Training Epoch: 20 [13056/45000]	Loss: 0.4842	LR: 0.020000
Training Epoch: 20 [13312/45000]	Loss: 0.4363	LR: 0.020000
Training Epoch: 20 [13568/45000]	Loss: 0.5373	LR: 0.020000
Training Epoch: 20 [13824/45000]	Loss: 0.3298	LR: 0.020000
Training Epoch: 20 [14080/45000]	Loss: 0.4065	LR: 0.020000
Training Epoch: 20 [14336/45000]	Loss: 0.4829	LR: 0.020000
Training Epoch: 20 [14592/45000]	Loss: 0.5283	LR: 0.020000
Training Epoch: 20 [14848/45000]	Loss: 0.4461	LR: 0.020000
Training Epoch: 20 [15104/45000]	Loss: 0.4043	LR: 0.020000
Training Epoch: 20 [15360/45000]	Loss: 0.4713	LR: 0.020000
Training Epoch: 20 [15616/45000]	Loss: 0.5440	LR: 0.020000
Training Epoch: 20 [15872/45000]	Loss: 0.3332	LR: 0.020000
Training Epoch: 20 [16128/45000]	Loss: 0.4428	LR: 0.020000
Training Epoch: 20 [16384/45000]	Loss: 0.4987	LR: 0.020000
Training Epoch: 20 [16640/45000]	Loss: 0.4431	LR: 0.020000
Training Epoch: 20 [16896/45000]	Loss: 0.4504	LR: 0.020000
Training Epoch: 20 [17152/45000]	Loss: 0.4367	LR: 0.020000
Training Epoch: 20 [17408/45000]	Loss: 0.4741	LR: 0.020000
Training Epoch: 20 [17664/45000]	Loss: 0.4446	LR: 0.020000
Training Epoch: 20 [17920/45000]	Loss: 0.4249	LR: 0.020000
Training Epoch: 20 [18176/45000]	Loss: 0.4633	LR: 0.020000
Training Epoch: 20 [18432/45000]	Loss: 0.4288	LR: 0.020000
Training Epoch: 20 [18688/45000]	Loss: 0.4495	LR: 0.020000
Training Epoch: 20 [18944/45000]	Loss: 0.4089	LR: 0.020000
Training Epoch: 20 [19200/45000]	Loss: 0.5126	LR: 0.020000
Training Epoch: 20 [19456/45000]	Loss: 0.4351	LR: 0.020000
Training Epoch: 20 [19712/45000]	Loss: 0.4484	LR: 0.020000
Training Epoch: 20 [19968/45000]	Loss: 0.4332	LR: 0.020000
Training Epoch: 20 [20224/45000]	Loss: 0.4465	LR: 0.020000
Training Epoch: 20 [20480/45000]	Loss: 0.5261	LR: 0.020000
Training Epoch: 20 [20736/45000]	Loss: 0.4653	LR: 0.020000
Training Epoch: 20 [20992/45000]	Loss: 0.4426	LR: 0.020000
Training Epoch: 20 [21248/45000]	Loss: 0.3944	LR: 0.020000
Training Epoch: 20 [21504/45000]	Loss: 0.5249	LR: 0.020000
Training Epoch: 20 [21760/45000]	Loss: 0.4532	LR: 0.020000
Training Epoch: 20 [22016/45000]	Loss: 0.4246	LR: 0.020000
Training Epoch: 20 [22272/45000]	Loss: 0.3822	LR: 0.020000
Training Epoch: 20 [22528/45000]	Loss: 0.4158	LR: 0.020000
Training Epoch: 20 [22784/45000]	Loss: 0.4677	LR: 0.020000
Training Epoch: 20 [23040/45000]	Loss: 0.5189	LR: 0.020000
Training Epoch: 20 [23296/45000]	Loss: 0.4274	LR: 0.020000
Training Epoch: 20 [23552/45000]	Loss: 0.4109	LR: 0.020000
Training Epoch: 20 [23808/45000]	Loss: 0.4901	LR: 0.020000
Training Epoch: 20 [24064/45000]	Loss: 0.5607	LR: 0.020000
Training Epoch: 20 [24320/45000]	Loss: 0.5314	LR: 0.020000
Training Epoch: 20 [24576/45000]	Loss: 0.5495	LR: 0.020000
Training Epoch: 20 [24832/45000]	Loss: 0.4298	LR: 0.020000
Training Epoch: 20 [25088/45000]	Loss: 0.5425	LR: 0.020000
Training Epoch: 20 [25344/45000]	Loss: 0.4972	LR: 0.020000
Training Epoch: 20 [25600/45000]	Loss: 0.4423	LR: 0.020000
Training Epoch: 20 [25856/45000]	Loss: 0.4084	LR: 0.020000
Training Epoch: 20 [26112/45000]	Loss: 0.4822	LR: 0.020000
Training Epoch: 20 [26368/45000]	Loss: 0.5408	LR: 0.020000
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Training Epoch: 20 [26880/45000]	Loss: 0.4895	LR: 0.020000
Training Epoch: 20 [27136/45000]	Loss: 0.4711	LR: 0.020000
Training Epoch: 20 [27392/45000]	Loss: 0.3774	LR: 0.020000
Training Epoch: 20 [27648/45000]	Loss: 0.4364	LR: 0.020000
Training Epoch: 20 [27904/45000]	Loss: 0.4358	LR: 0.020000
Training Epoch: 20 [28160/45000]	Loss: 0.4355	LR: 0.020000
Training Epoch: 20 [28416/45000]	Loss: 0.4915	LR: 0.020000
Training Epoch: 20 [28672/45000]	Loss: 0.4407	LR: 0.020000
Training Epoch: 20 [28928/45000]	Loss: 0.5188	LR: 0.020000
Training Epoch: 20 [29184/45000]	Loss: 0.5150	LR: 0.020000
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Training Epoch: 20 [29696/45000]	Loss: 0.5152	LR: 0.020000
Training Epoch: 20 [29952/45000]	Loss: 0.4304	LR: 0.020000
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Training Epoch: 20 [37120/45000]	Loss: 0.4827	LR: 0.020000
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Training Epoch: 20 [37888/45000]	Loss: 0.4964	LR: 0.020000
Training Epoch: 20 [38144/45000]	Loss: 0.4662	LR: 0.020000
Training Epoch: 20 [38400/45000]	Loss: 0.4916	LR: 0.020000
Training Epoch: 20 [38656/45000]	Loss: 0.4762	LR: 0.020000
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Training Epoch: 20 [39168/45000]	Loss: 0.4905	LR: 0.020000
Training Epoch: 20 [39424/45000]	Loss: 0.5332	LR: 0.020000
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Training Epoch: 20 [39936/45000]	Loss: 0.5197	LR: 0.020000
Training Epoch: 20 [40192/45000]	Loss: 0.4630	LR: 0.020000
Training Epoch: 20 [40448/45000]	Loss: 0.5680	LR: 0.020000
Training Epoch: 20 [40704/45000]	Loss: 0.4379	LR: 0.020000
Training Epoch: 20 [40960/45000]	Loss: 0.6216	LR: 0.020000
Training Epoch: 20 [41216/45000]	Loss: 0.5784	LR: 0.020000
Training Epoch: 20 [41472/45000]	Loss: 0.4496	LR: 0.020000
Training Epoch: 20 [41728/45000]	Loss: 0.4516	LR: 0.020000
Training Epoch: 20 [41984/45000]	Loss: 0.4415	LR: 0.020000
Training Epoch: 20 [42240/45000]	Loss: 0.4279	LR: 0.020000
Training Epoch: 20 [42496/45000]	Loss: 0.4897	LR: 0.020000
Training Epoch: 20 [42752/45000]	Loss: 0.4288	LR: 0.020000
Training Epoch: 20 [43008/45000]	Loss: 0.4213	LR: 0.020000
Training Epoch: 20 [43264/45000]	Loss: 0.4946	LR: 0.020000
Training Epoch: 20 [43520/45000]	Loss: 0.4946	LR: 0.020000
Training Epoch: 20 [43776/45000]	Loss: 0.4527	LR: 0.020000
Training Epoch: 20 [44032/45000]	Loss: 0.4812	LR: 0.020000
Training Epoch: 20 [44288/45000]	Loss: 0.4770	LR: 0.020000
Training Epoch: 20 [44544/45000]	Loss: 0.4024	LR: 0.020000
Training Epoch: 20 [44800/45000]	Loss: 0.4916	LR: 0.020000
Training Epoch: 20 [45000/45000]	Loss: 0.6607	LR: 0.020000
Epoch 20 - Average Train Loss: 0.4714, Train Accuracy: 0.8433
Epoch 20 training time consumed: 27.37s
Evaluating Network.....
Test set: Epoch: 20, Average loss: 0.0031, Accuracy: 0.7613, Time consumed:0.91s
Training Epoch: 21 [256/45000]	Loss: 0.4318	LR: 0.020000
Training Epoch: 21 [512/45000]	Loss: 0.4304	LR: 0.020000
Training Epoch: 21 [768/45000]	Loss: 0.4762	LR: 0.020000
Training Epoch: 21 [1024/45000]	Loss: 0.4430	LR: 0.020000
Training Epoch: 21 [1280/45000]	Loss: 0.4105	LR: 0.020000
Training Epoch: 21 [1536/45000]	Loss: 0.4403	LR: 0.020000
Training Epoch: 21 [1792/45000]	Loss: 0.3916	LR: 0.020000
Training Epoch: 21 [2048/45000]	Loss: 0.4457	LR: 0.020000
Training Epoch: 21 [2304/45000]	Loss: 0.3852	LR: 0.020000
Training Epoch: 21 [2560/45000]	Loss: 0.3754	LR: 0.020000
Training Epoch: 21 [2816/45000]	Loss: 0.4479	LR: 0.020000
Training Epoch: 21 [3072/45000]	Loss: 0.3810	LR: 0.020000
Training Epoch: 21 [3328/45000]	Loss: 0.4959	LR: 0.020000
Training Epoch: 21 [3584/45000]	Loss: 0.3590	LR: 0.020000
Training Epoch: 21 [3840/45000]	Loss: 0.4433	LR: 0.020000
Training Epoch: 21 [4096/45000]	Loss: 0.4525	LR: 0.020000
Training Epoch: 21 [4352/45000]	Loss: 0.5391	LR: 0.020000
Training Epoch: 21 [4608/45000]	Loss: 0.4021	LR: 0.020000
Training Epoch: 21 [4864/45000]	Loss: 0.4895	LR: 0.020000
Training Epoch: 21 [5120/45000]	Loss: 0.3501	LR: 0.020000
Training Epoch: 21 [5376/45000]	Loss: 0.4522	LR: 0.020000
Training Epoch: 21 [5632/45000]	Loss: 0.4080	LR: 0.020000
Training Epoch: 21 [5888/45000]	Loss: 0.3230	LR: 0.020000
Training Epoch: 21 [6144/45000]	Loss: 0.5417	LR: 0.020000
Training Epoch: 21 [6400/45000]	Loss: 0.4328	LR: 0.020000
Training Epoch: 21 [6656/45000]	Loss: 0.4902	LR: 0.020000
Training Epoch: 21 [6912/45000]	Loss: 0.4280	LR: 0.020000
Training Epoch: 21 [7168/45000]	Loss: 0.3414	LR: 0.020000
Training Epoch: 21 [7424/45000]	Loss: 0.4348	LR: 0.020000
Training Epoch: 21 [7680/45000]	Loss: 0.4232	LR: 0.020000
Training Epoch: 21 [7936/45000]	Loss: 0.4442	LR: 0.020000
Training Epoch: 21 [8192/45000]	Loss: 0.3955	LR: 0.020000
Training Epoch: 21 [8448/45000]	Loss: 0.4065	LR: 0.020000
Training Epoch: 21 [8704/45000]	Loss: 0.3924	LR: 0.020000
Training Epoch: 21 [8960/45000]	Loss: 0.4144	LR: 0.020000
Training Epoch: 21 [9216/45000]	Loss: 0.4937	LR: 0.020000
Training Epoch: 21 [9472/45000]	Loss: 0.5444	LR: 0.020000
Training Epoch: 21 [9728/45000]	Loss: 0.4072	LR: 0.020000
Training Epoch: 21 [9984/45000]	Loss: 0.4504	LR: 0.020000
Training Epoch: 21 [10240/45000]	Loss: 0.3794	LR: 0.020000
Training Epoch: 21 [10496/45000]	Loss: 0.4276	LR: 0.020000
Training Epoch: 21 [10752/45000]	Loss: 0.4154	LR: 0.020000
Training Epoch: 21 [11008/45000]	Loss: 0.4143	LR: 0.020000
Training Epoch: 21 [11264/45000]	Loss: 0.4273	LR: 0.020000
Training Epoch: 21 [11520/45000]	Loss: 0.4413	LR: 0.020000
Training Epoch: 21 [11776/45000]	Loss: 0.4748	LR: 0.020000
Training Epoch: 21 [12032/45000]	Loss: 0.4702	LR: 0.020000
Training Epoch: 21 [12288/45000]	Loss: 0.4235	LR: 0.020000
Training Epoch: 21 [12544/45000]	Loss: 0.3974	LR: 0.020000
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Training Epoch: 21 [13568/45000]	Loss: 0.4993	LR: 0.020000
Training Epoch: 21 [13824/45000]	Loss: 0.3982	LR: 0.020000
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Training Epoch: 21 [15616/45000]	Loss: 0.3399	LR: 0.020000
Training Epoch: 21 [15872/45000]	Loss: 0.5283	LR: 0.020000
Training Epoch: 21 [16128/45000]	Loss: 0.3908	LR: 0.020000
Training Epoch: 21 [16384/45000]	Loss: 0.4846	LR: 0.020000
Training Epoch: 21 [16640/45000]	Loss: 0.3548	LR: 0.020000
Training Epoch: 21 [16896/45000]	Loss: 0.4934	LR: 0.020000
Training Epoch: 21 [17152/45000]	Loss: 0.4275	LR: 0.020000
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Training Epoch: 21 [18176/45000]	Loss: 0.4844	LR: 0.020000
Training Epoch: 21 [18432/45000]	Loss: 0.3729	LR: 0.020000
Training Epoch: 21 [18688/45000]	Loss: 0.4424	LR: 0.020000
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Training Epoch: 21 [19456/45000]	Loss: 0.4251	LR: 0.020000
Training Epoch: 21 [19712/45000]	Loss: 0.4851	LR: 0.020000
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Training Epoch: 21 [20224/45000]	Loss: 0.4170	LR: 0.020000
Training Epoch: 21 [20480/45000]	Loss: 0.4324	LR: 0.020000
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Training Epoch: 21 [22016/45000]	Loss: 0.4152	LR: 0.020000
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Training Epoch: 21 [26368/45000]	Loss: 0.4257	LR: 0.020000
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Training Epoch: 21 [26880/45000]	Loss: 0.4657	LR: 0.020000
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Training Epoch: 21 [27392/45000]	Loss: 0.4856	LR: 0.020000
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Training Epoch: 21 [27904/45000]	Loss: 0.5076	LR: 0.020000
Training Epoch: 21 [28160/45000]	Loss: 0.3935	LR: 0.020000
Training Epoch: 21 [28416/45000]	Loss: 0.4540	LR: 0.020000
Training Epoch: 21 [28672/45000]	Loss: 0.3987	LR: 0.020000
Training Epoch: 21 [28928/45000]	Loss: 0.4752	LR: 0.020000
Training Epoch: 21 [29184/45000]	Loss: 0.3386	LR: 0.020000
Training Epoch: 21 [29440/45000]	Loss: 0.4150	LR: 0.020000
Training Epoch: 21 [29696/45000]	Loss: 0.5726	LR: 0.020000
Training Epoch: 21 [29952/45000]	Loss: 0.4612	LR: 0.020000
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Training Epoch: 21 [30976/45000]	Loss: 0.5516	LR: 0.020000
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Training Epoch: 21 [36096/45000]	Loss: 0.4856	LR: 0.020000
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Training Epoch: 21 [37632/45000]	Loss: 0.4494	LR: 0.020000
Training Epoch: 21 [37888/45000]	Loss: 0.5580	LR: 0.020000
Training Epoch: 21 [38144/45000]	Loss: 0.5251	LR: 0.020000
Training Epoch: 21 [38400/45000]	Loss: 0.3994	LR: 0.020000
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Training Epoch: 21 [38912/45000]	Loss: 0.4908	LR: 0.020000
Training Epoch: 21 [39168/45000]	Loss: 0.5613	LR: 0.020000
Training Epoch: 21 [39424/45000]	Loss: 0.5405	LR: 0.020000
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Training Epoch: 21 [40192/45000]	Loss: 0.5699	LR: 0.020000
Training Epoch: 21 [40448/45000]	Loss: 0.3872	LR: 0.020000
Training Epoch: 21 [40704/45000]	Loss: 0.4465	LR: 0.020000
Training Epoch: 21 [40960/45000]	Loss: 0.4281	LR: 0.020000
Training Epoch: 21 [41216/45000]	Loss: 0.4736	LR: 0.020000
Training Epoch: 21 [41472/45000]	Loss: 0.4983	LR: 0.020000
Training Epoch: 21 [41728/45000]	Loss: 0.4552	LR: 0.020000
Training Epoch: 21 [41984/45000]	Loss: 0.4729	LR: 0.020000
Training Epoch: 21 [42240/45000]	Loss: 0.4594	LR: 0.020000
Training Epoch: 21 [42496/45000]	Loss: 0.4778	LR: 0.020000
Training Epoch: 21 [42752/45000]	Loss: 0.4908	LR: 0.020000
Training Epoch: 21 [43008/45000]	Loss: 0.4227	LR: 0.020000
Training Epoch: 21 [43264/45000]	Loss: 0.5214	LR: 0.020000
Training Epoch: 21 [43520/45000]	Loss: 0.5892	LR: 0.020000
Training Epoch: 21 [43776/45000]	Loss: 0.5121	LR: 0.020000
Training Epoch: 21 [44032/45000]	Loss: 0.4779	LR: 0.020000
Training Epoch: 21 [44288/45000]	Loss: 0.4144	LR: 0.020000
Training Epoch: 21 [44544/45000]	Loss: 0.4212	LR: 0.020000
Training Epoch: 21 [44800/45000]	Loss: 0.4592	LR: 0.020000
Training Epoch: 21 [45000/45000]	Loss: 0.5471	LR: 0.020000
Epoch 21 - Average Train Loss: 0.4515, Train Accuracy: 0.8513
Epoch 21 training time consumed: 26.98s
Evaluating Network.....
Test set: Epoch: 21, Average loss: 0.0030, Accuracy: 0.7695, Time consumed:0.91s
Saving weights file to checkpoint/retrain/ResNet18/Sunday_13_July_2025_17h_31m_21s/ResNet18-Cifar20-seed4-ret100-21-best.pth
Training Epoch: 22 [256/45000]	Loss: 0.3793	LR: 0.020000
Training Epoch: 22 [512/45000]	Loss: 0.4542	LR: 0.020000
Training Epoch: 22 [768/45000]	Loss: 0.3979	LR: 0.020000
Training Epoch: 22 [1024/45000]	Loss: 0.3774	LR: 0.020000
Training Epoch: 22 [1280/45000]	Loss: 0.3533	LR: 0.020000
Training Epoch: 22 [1536/45000]	Loss: 0.4528	LR: 0.020000
Training Epoch: 22 [1792/45000]	Loss: 0.4008	LR: 0.020000
Training Epoch: 22 [2048/45000]	Loss: 0.3966	LR: 0.020000
Training Epoch: 22 [2304/45000]	Loss: 0.3930	LR: 0.020000
Training Epoch: 22 [2560/45000]	Loss: 0.4635	LR: 0.020000
Training Epoch: 22 [2816/45000]	Loss: 0.4518	LR: 0.020000
Training Epoch: 22 [3072/45000]	Loss: 0.4613	LR: 0.020000
Training Epoch: 22 [3328/45000]	Loss: 0.4270	LR: 0.020000
Training Epoch: 22 [3584/45000]	Loss: 0.4931	LR: 0.020000
Training Epoch: 22 [3840/45000]	Loss: 0.4075	LR: 0.020000
Training Epoch: 22 [4096/45000]	Loss: 0.3434	LR: 0.020000
Training Epoch: 22 [4352/45000]	Loss: 0.4034	LR: 0.020000
Training Epoch: 22 [4608/45000]	Loss: 0.3575	LR: 0.020000
Training Epoch: 22 [4864/45000]	Loss: 0.3781	LR: 0.020000
Training Epoch: 22 [5120/45000]	Loss: 0.3710	LR: 0.020000
Training Epoch: 22 [5376/45000]	Loss: 0.3192	LR: 0.020000
Training Epoch: 22 [5632/45000]	Loss: 0.3931	LR: 0.020000
Training Epoch: 22 [5888/45000]	Loss: 0.3849	LR: 0.020000
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Training Epoch: 22 [7168/45000]	Loss: 0.3912	LR: 0.020000
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Training Epoch: 22 [7680/45000]	Loss: 0.3663	LR: 0.020000
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Training Epoch: 22 [8192/45000]	Loss: 0.4850	LR: 0.020000
Training Epoch: 22 [8448/45000]	Loss: 0.3489	LR: 0.020000
Training Epoch: 22 [8704/45000]	Loss: 0.4209	LR: 0.020000
Training Epoch: 22 [8960/45000]	Loss: 0.4518	LR: 0.020000
Training Epoch: 22 [9216/45000]	Loss: 0.4090	LR: 0.020000
Training Epoch: 22 [9472/45000]	Loss: 0.3678	LR: 0.020000
Training Epoch: 22 [9728/45000]	Loss: 0.3718	LR: 0.020000
Training Epoch: 22 [9984/45000]	Loss: 0.5978	LR: 0.020000
Training Epoch: 22 [10240/45000]	Loss: 0.4515	LR: 0.020000
Training Epoch: 22 [10496/45000]	Loss: 0.3490	LR: 0.020000
Training Epoch: 22 [10752/45000]	Loss: 0.4119	LR: 0.020000
Training Epoch: 22 [11008/45000]	Loss: 0.4582	LR: 0.020000
Training Epoch: 22 [11264/45000]	Loss: 0.4254	LR: 0.020000
Training Epoch: 22 [11520/45000]	Loss: 0.4276	LR: 0.020000
Training Epoch: 22 [11776/45000]	Loss: 0.5049	LR: 0.020000
Training Epoch: 22 [12032/45000]	Loss: 0.4907	LR: 0.020000
Training Epoch: 22 [12288/45000]	Loss: 0.3659	LR: 0.020000
Training Epoch: 22 [12544/45000]	Loss: 0.3467	LR: 0.020000
Training Epoch: 22 [12800/45000]	Loss: 0.3635	LR: 0.020000
Training Epoch: 22 [13056/45000]	Loss: 0.4557	LR: 0.020000
Training Epoch: 22 [13312/45000]	Loss: 0.3731	LR: 0.020000
Training Epoch: 22 [13568/45000]	Loss: 0.4984	LR: 0.020000
Training Epoch: 22 [13824/45000]	Loss: 0.3092	LR: 0.020000
Training Epoch: 22 [14080/45000]	Loss: 0.4091	LR: 0.020000
Training Epoch: 22 [14336/45000]	Loss: 0.5316	LR: 0.020000
Training Epoch: 22 [14592/45000]	Loss: 0.3235	LR: 0.020000
Training Epoch: 22 [14848/45000]	Loss: 0.4420	LR: 0.020000
Training Epoch: 22 [15104/45000]	Loss: 0.4102	LR: 0.020000
Training Epoch: 22 [15360/45000]	Loss: 0.4773	LR: 0.020000
Training Epoch: 22 [15616/45000]	Loss: 0.3679	LR: 0.020000
Training Epoch: 22 [15872/45000]	Loss: 0.3900	LR: 0.020000
Training Epoch: 22 [16128/45000]	Loss: 0.4147	LR: 0.020000
Training Epoch: 22 [16384/45000]	Loss: 0.3770	LR: 0.020000
Training Epoch: 22 [16640/45000]	Loss: 0.3987	LR: 0.020000
Training Epoch: 22 [16896/45000]	Loss: 0.4510	LR: 0.020000
Training Epoch: 22 [17152/45000]	Loss: 0.4147	LR: 0.020000
Training Epoch: 22 [17408/45000]	Loss: 0.3760	LR: 0.020000
Training Epoch: 22 [17664/45000]	Loss: 0.4234	LR: 0.020000
Training Epoch: 22 [17920/45000]	Loss: 0.3780	LR: 0.020000
Training Epoch: 22 [18176/45000]	Loss: 0.4254	LR: 0.020000
Training Epoch: 22 [18432/45000]	Loss: 0.5584	LR: 0.020000
Training Epoch: 22 [18688/45000]	Loss: 0.4832	LR: 0.020000
Training Epoch: 22 [18944/45000]	Loss: 0.5107	LR: 0.020000
Training Epoch: 22 [19200/45000]	Loss: 0.3588	LR: 0.020000
Training Epoch: 22 [19456/45000]	Loss: 0.3987	LR: 0.020000
Training Epoch: 22 [19712/45000]	Loss: 0.3580	LR: 0.020000
Training Epoch: 22 [19968/45000]	Loss: 0.4881	LR: 0.020000
Training Epoch: 22 [20224/45000]	Loss: 0.3653	LR: 0.020000
Training Epoch: 22 [20480/45000]	Loss: 0.4356	LR: 0.020000
Training Epoch: 22 [20736/45000]	Loss: 0.4131	LR: 0.020000
Training Epoch: 22 [20992/45000]	Loss: 0.4264	LR: 0.020000
Training Epoch: 22 [21248/45000]	Loss: 0.3452	LR: 0.020000
Training Epoch: 22 [21504/45000]	Loss: 0.4417	LR: 0.020000
Training Epoch: 22 [21760/45000]	Loss: 0.4811	LR: 0.020000
Training Epoch: 22 [22016/45000]	Loss: 0.3494	LR: 0.020000
Training Epoch: 22 [22272/45000]	Loss: 0.3968	LR: 0.020000
Training Epoch: 22 [22528/45000]	Loss: 0.3792	LR: 0.020000
Training Epoch: 22 [22784/45000]	Loss: 0.4115	LR: 0.020000
Training Epoch: 22 [23040/45000]	Loss: 0.4581	LR: 0.020000
Training Epoch: 22 [23296/45000]	Loss: 0.5208	LR: 0.020000
Training Epoch: 22 [23552/45000]	Loss: 0.4188	LR: 0.020000
Training Epoch: 22 [23808/45000]	Loss: 0.4450	LR: 0.020000
Training Epoch: 22 [24064/45000]	Loss: 0.4121	LR: 0.020000
Training Epoch: 22 [24320/45000]	Loss: 0.4529	LR: 0.020000
Training Epoch: 22 [24576/45000]	Loss: 0.4276	LR: 0.020000
Training Epoch: 22 [24832/45000]	Loss: 0.4994	LR: 0.020000
Training Epoch: 22 [25088/45000]	Loss: 0.5608	LR: 0.020000
Training Epoch: 22 [25344/45000]	Loss: 0.3315	LR: 0.020000
Training Epoch: 22 [25600/45000]	Loss: 0.4446	LR: 0.020000
Training Epoch: 22 [25856/45000]	Loss: 0.3912	LR: 0.020000
Training Epoch: 22 [26112/45000]	Loss: 0.3368	LR: 0.020000
Training Epoch: 22 [26368/45000]	Loss: 0.4125	LR: 0.020000
Training Epoch: 22 [26624/45000]	Loss: 0.4544	LR: 0.020000
Training Epoch: 22 [26880/45000]	Loss: 0.4163	LR: 0.020000
Training Epoch: 22 [27136/45000]	Loss: 0.4864	LR: 0.020000
Training Epoch: 22 [27392/45000]	Loss: 0.3659	LR: 0.020000
Training Epoch: 22 [27648/45000]	Loss: 0.5448	LR: 0.020000
Training Epoch: 22 [27904/45000]	Loss: 0.4944	LR: 0.020000
Training Epoch: 22 [28160/45000]	Loss: 0.4147	LR: 0.020000
Training Epoch: 22 [28416/45000]	Loss: 0.3943	LR: 0.020000
Training Epoch: 22 [28672/45000]	Loss: 0.4113	LR: 0.020000
Training Epoch: 22 [28928/45000]	Loss: 0.4392	LR: 0.020000
Training Epoch: 22 [29184/45000]	Loss: 0.3986	LR: 0.020000
Training Epoch: 22 [29440/45000]	Loss: 0.5582	LR: 0.020000
Training Epoch: 22 [29696/45000]	Loss: 0.4269	LR: 0.020000
Training Epoch: 22 [29952/45000]	Loss: 0.5334	LR: 0.020000
Training Epoch: 22 [30208/45000]	Loss: 0.4705	LR: 0.020000
Training Epoch: 22 [30464/45000]	Loss: 0.4972	LR: 0.020000
Training Epoch: 22 [30720/45000]	Loss: 0.4894	LR: 0.020000
Training Epoch: 22 [30976/45000]	Loss: 0.3819	LR: 0.020000
Training Epoch: 22 [31232/45000]	Loss: 0.3972	LR: 0.020000
Training Epoch: 22 [31488/45000]	Loss: 0.3630	LR: 0.020000
Training Epoch: 22 [31744/45000]	Loss: 0.5174	LR: 0.020000
Training Epoch: 22 [32000/45000]	Loss: 0.5090	LR: 0.020000
Training Epoch: 22 [32256/45000]	Loss: 0.3695	LR: 0.020000
Training Epoch: 22 [32512/45000]	Loss: 0.5935	LR: 0.020000
Training Epoch: 22 [32768/45000]	Loss: 0.4640	LR: 0.020000
Training Epoch: 22 [33024/45000]	Loss: 0.4532	LR: 0.020000
Training Epoch: 22 [33280/45000]	Loss: 0.4111	LR: 0.020000
Training Epoch: 22 [33536/45000]	Loss: 0.5372	LR: 0.020000
Training Epoch: 22 [33792/45000]	Loss: 0.3955	LR: 0.020000
Training Epoch: 22 [34048/45000]	Loss: 0.3836	LR: 0.020000
Training Epoch: 22 [34304/45000]	Loss: 0.4937	LR: 0.020000
Training Epoch: 22 [34560/45000]	Loss: 0.5179	LR: 0.020000
Training Epoch: 22 [34816/45000]	Loss: 0.3955	LR: 0.020000
Training Epoch: 22 [35072/45000]	Loss: 0.4120	LR: 0.020000
Training Epoch: 22 [35328/45000]	Loss: 0.4515	LR: 0.020000
Training Epoch: 22 [35584/45000]	Loss: 0.4582	LR: 0.020000
Training Epoch: 22 [35840/45000]	Loss: 0.4413	LR: 0.020000
Training Epoch: 22 [36096/45000]	Loss: 0.5482	LR: 0.020000
Training Epoch: 22 [36352/45000]	Loss: 0.4373	LR: 0.020000
Training Epoch: 22 [36608/45000]	Loss: 0.5067	LR: 0.020000
Training Epoch: 22 [36864/45000]	Loss: 0.4445	LR: 0.020000
Training Epoch: 22 [37120/45000]	Loss: 0.4054	LR: 0.020000
Training Epoch: 22 [37376/45000]	Loss: 0.3961	LR: 0.020000
Training Epoch: 22 [37632/45000]	Loss: 0.5747	LR: 0.020000
Training Epoch: 22 [37888/45000]	Loss: 0.4332	LR: 0.020000
Training Epoch: 22 [38144/45000]	Loss: 0.4029	LR: 0.020000
Training Epoch: 22 [38400/45000]	Loss: 0.3035	LR: 0.020000
Training Epoch: 22 [38656/45000]	Loss: 0.4008	LR: 0.020000
Training Epoch: 22 [38912/45000]	Loss: 0.4332	LR: 0.020000
Training Epoch: 22 [39168/45000]	Loss: 0.4866	LR: 0.020000
Training Epoch: 22 [39424/45000]	Loss: 0.5472	LR: 0.020000
Training Epoch: 22 [39680/45000]	Loss: 0.4573	LR: 0.020000
Training Epoch: 22 [39936/45000]	Loss: 0.4945	LR: 0.020000
Training Epoch: 22 [40192/45000]	Loss: 0.4886	LR: 0.020000
Training Epoch: 22 [40448/45000]	Loss: 0.3903	LR: 0.020000
Training Epoch: 22 [40704/45000]	Loss: 0.4356	LR: 0.020000
Training Epoch: 22 [40960/45000]	Loss: 0.4521	LR: 0.020000
Training Epoch: 22 [41216/45000]	Loss: 0.4849	LR: 0.020000
Training Epoch: 22 [41472/45000]	Loss: 0.3826	LR: 0.020000
Training Epoch: 22 [41728/45000]	Loss: 0.3554	LR: 0.020000
Training Epoch: 22 [41984/45000]	Loss: 0.4511	LR: 0.020000
Training Epoch: 22 [42240/45000]	Loss: 0.5069	LR: 0.020000
Training Epoch: 22 [42496/45000]	Loss: 0.3575	LR: 0.020000
Training Epoch: 22 [42752/45000]	Loss: 0.4576	LR: 0.020000
Training Epoch: 22 [43008/45000]	Loss: 0.4359	LR: 0.020000
Training Epoch: 22 [43264/45000]	Loss: 0.4197	LR: 0.020000
Training Epoch: 22 [43520/45000]	Loss: 0.4772	LR: 0.020000
Training Epoch: 22 [43776/45000]	Loss: 0.4600	LR: 0.020000
Training Epoch: 22 [44032/45000]	Loss: 0.4332	LR: 0.020000
Training Epoch: 22 [44288/45000]	Loss: 0.4320	LR: 0.020000
Training Epoch: 22 [44544/45000]	Loss: 0.4951	LR: 0.020000
Training Epoch: 22 [44800/45000]	Loss: 0.3268	LR: 0.020000
Training Epoch: 22 [45000/45000]	Loss: 0.5621	LR: 0.020000
Epoch 22 - Average Train Loss: 0.4308, Train Accuracy: 0.8560
Epoch 22 training time consumed: 26.74s
Evaluating Network.....
Test set: Epoch: 22, Average loss: 0.0032, Accuracy: 0.7550, Time consumed:0.94s
Training Epoch: 23 [256/45000]	Loss: 0.2868	LR: 0.020000
Training Epoch: 23 [512/45000]	Loss: 0.4508	LR: 0.020000
Training Epoch: 23 [768/45000]	Loss: 0.4067	LR: 0.020000
Training Epoch: 23 [1024/45000]	Loss: 0.4429	LR: 0.020000
Training Epoch: 23 [1280/45000]	Loss: 0.3694	LR: 0.020000
Training Epoch: 23 [1536/45000]	Loss: 0.3185	LR: 0.020000
Training Epoch: 23 [1792/45000]	Loss: 0.3933	LR: 0.020000
Training Epoch: 23 [2048/45000]	Loss: 0.3435	LR: 0.020000
Training Epoch: 23 [2304/45000]	Loss: 0.4005	LR: 0.020000
Training Epoch: 23 [2560/45000]	Loss: 0.2711	LR: 0.020000
Training Epoch: 23 [2816/45000]	Loss: 0.3349	LR: 0.020000
Training Epoch: 23 [3072/45000]	Loss: 0.4173	LR: 0.020000
Training Epoch: 23 [3328/45000]	Loss: 0.3630	LR: 0.020000
Training Epoch: 23 [3584/45000]	Loss: 0.3806	LR: 0.020000
Training Epoch: 23 [3840/45000]	Loss: 0.3553	LR: 0.020000
Training Epoch: 23 [4096/45000]	Loss: 0.4189	LR: 0.020000
Training Epoch: 23 [4352/45000]	Loss: 0.4293	LR: 0.020000
Training Epoch: 23 [4608/45000]	Loss: 0.3305	LR: 0.020000
Training Epoch: 23 [4864/45000]	Loss: 0.5394	LR: 0.020000
Training Epoch: 23 [5120/45000]	Loss: 0.4921	LR: 0.020000
Training Epoch: 23 [5376/45000]	Loss: 0.3392	LR: 0.020000
Training Epoch: 23 [5632/45000]	Loss: 0.3649	LR: 0.020000
Training Epoch: 23 [5888/45000]	Loss: 0.3321	LR: 0.020000
Training Epoch: 23 [6144/45000]	Loss: 0.3713	LR: 0.020000
Training Epoch: 23 [6400/45000]	Loss: 0.4112	LR: 0.020000
Training Epoch: 23 [6656/45000]	Loss: 0.4716	LR: 0.020000
Training Epoch: 23 [6912/45000]	Loss: 0.4409	LR: 0.020000
Training Epoch: 23 [7168/45000]	Loss: 0.4383	LR: 0.020000
Training Epoch: 23 [7424/45000]	Loss: 0.4186	LR: 0.020000
Training Epoch: 23 [7680/45000]	Loss: 0.4362	LR: 0.020000
Training Epoch: 23 [7936/45000]	Loss: 0.4966	LR: 0.020000
Training Epoch: 23 [8192/45000]	Loss: 0.4278	LR: 0.020000
Training Epoch: 23 [8448/45000]	Loss: 0.3745	LR: 0.020000
Training Epoch: 23 [8704/45000]	Loss: 0.3879	LR: 0.020000
Training Epoch: 23 [8960/45000]	Loss: 0.4343	LR: 0.020000
Training Epoch: 23 [9216/45000]	Loss: 0.4127	LR: 0.020000
Training Epoch: 23 [9472/45000]	Loss: 0.3867	LR: 0.020000
Training Epoch: 23 [9728/45000]	Loss: 0.3586	LR: 0.020000
Training Epoch: 23 [9984/45000]	Loss: 0.4465	LR: 0.020000
Training Epoch: 23 [10240/45000]	Loss: 0.3377	LR: 0.020000
Training Epoch: 23 [10496/45000]	Loss: 0.4374	LR: 0.020000
Training Epoch: 23 [10752/45000]	Loss: 0.3956	LR: 0.020000
Training Epoch: 23 [11008/45000]	Loss: 0.4816	LR: 0.020000
Training Epoch: 23 [11264/45000]	Loss: 0.4053	LR: 0.020000
Training Epoch: 23 [11520/45000]	Loss: 0.4633	LR: 0.020000
Training Epoch: 23 [11776/45000]	Loss: 0.3925	LR: 0.020000
Training Epoch: 23 [12032/45000]	Loss: 0.4543	LR: 0.020000
Training Epoch: 23 [12288/45000]	Loss: 0.3683	LR: 0.020000
Training Epoch: 23 [12544/45000]	Loss: 0.4005	LR: 0.020000
Training Epoch: 23 [12800/45000]	Loss: 0.3775	LR: 0.020000
Training Epoch: 23 [13056/45000]	Loss: 0.3614	LR: 0.020000
Training Epoch: 23 [13312/45000]	Loss: 0.4038	LR: 0.020000
Training Epoch: 23 [13568/45000]	Loss: 0.3616	LR: 0.020000
Training Epoch: 23 [13824/45000]	Loss: 0.3965	LR: 0.020000
Training Epoch: 23 [14080/45000]	Loss: 0.3929	LR: 0.020000
Training Epoch: 23 [14336/45000]	Loss: 0.3933	LR: 0.020000
Training Epoch: 23 [14592/45000]	Loss: 0.3768	LR: 0.020000
Training Epoch: 23 [14848/45000]	Loss: 0.3867	LR: 0.020000
Training Epoch: 23 [15104/45000]	Loss: 0.4734	LR: 0.020000
Training Epoch: 23 [15360/45000]	Loss: 0.4660	LR: 0.020000
Training Epoch: 23 [15616/45000]	Loss: 0.3564	LR: 0.020000
Training Epoch: 23 [15872/45000]	Loss: 0.4955	LR: 0.020000
Training Epoch: 23 [16128/45000]	Loss: 0.4929	LR: 0.020000
Training Epoch: 23 [16384/45000]	Loss: 0.3653	LR: 0.020000
Training Epoch: 23 [16640/45000]	Loss: 0.4372	LR: 0.020000
Training Epoch: 23 [16896/45000]	Loss: 0.4118	LR: 0.020000
Training Epoch: 23 [17152/45000]	Loss: 0.3991	LR: 0.020000
Training Epoch: 23 [17408/45000]	Loss: 0.4157	LR: 0.020000
Training Epoch: 23 [17664/45000]	Loss: 0.4319	LR: 0.020000
Training Epoch: 23 [17920/45000]	Loss: 0.4040	LR: 0.020000
Training Epoch: 23 [18176/45000]	Loss: 0.3284	LR: 0.020000
Training Epoch: 23 [18432/45000]	Loss: 0.3611	LR: 0.020000
Training Epoch: 23 [18688/45000]	Loss: 0.3503	LR: 0.020000
Training Epoch: 23 [18944/45000]	Loss: 0.3375	LR: 0.020000
Training Epoch: 23 [19200/45000]	Loss: 0.4317	LR: 0.020000
Training Epoch: 23 [19456/45000]	Loss: 0.4535	LR: 0.020000
Training Epoch: 23 [19712/45000]	Loss: 0.3951	LR: 0.020000
Training Epoch: 23 [19968/45000]	Loss: 0.3928	LR: 0.020000
Training Epoch: 23 [20224/45000]	Loss: 0.4929	LR: 0.020000
Training Epoch: 23 [20480/45000]	Loss: 0.4480	LR: 0.020000
Training Epoch: 23 [20736/45000]	Loss: 0.3994	LR: 0.020000
Training Epoch: 23 [20992/45000]	Loss: 0.4000	LR: 0.020000
Training Epoch: 23 [21248/45000]	Loss: 0.4614	LR: 0.020000
Training Epoch: 23 [21504/45000]	Loss: 0.4395	LR: 0.020000
Training Epoch: 23 [21760/45000]	Loss: 0.3754	LR: 0.020000
Training Epoch: 23 [22016/45000]	Loss: 0.4262	LR: 0.020000
Training Epoch: 23 [22272/45000]	Loss: 0.4312	LR: 0.020000
Training Epoch: 23 [22528/45000]	Loss: 0.4224	LR: 0.020000
Training Epoch: 23 [22784/45000]	Loss: 0.4018	LR: 0.020000
Training Epoch: 23 [23040/45000]	Loss: 0.3712	LR: 0.020000
Training Epoch: 23 [23296/45000]	Loss: 0.4769	LR: 0.020000
Training Epoch: 23 [23552/45000]	Loss: 0.3696	LR: 0.020000
Training Epoch: 23 [23808/45000]	Loss: 0.3932	LR: 0.020000
Training Epoch: 23 [24064/45000]	Loss: 0.5280	LR: 0.020000
Training Epoch: 23 [24320/45000]	Loss: 0.2982	LR: 0.020000
Training Epoch: 23 [24576/45000]	Loss: 0.4088	LR: 0.020000
Training Epoch: 23 [24832/45000]	Loss: 0.4035	LR: 0.020000
Training Epoch: 23 [25088/45000]	Loss: 0.3926	LR: 0.020000
Training Epoch: 23 [25344/45000]	Loss: 0.4020	LR: 0.020000
Training Epoch: 23 [25600/45000]	Loss: 0.5099	LR: 0.020000
Training Epoch: 23 [25856/45000]	Loss: 0.3742	LR: 0.020000
Training Epoch: 23 [26112/45000]	Loss: 0.3489	LR: 0.020000
Training Epoch: 23 [26368/45000]	Loss: 0.4325	LR: 0.020000
Training Epoch: 23 [26624/45000]	Loss: 0.3725	LR: 0.020000
Training Epoch: 23 [26880/45000]	Loss: 0.3715	LR: 0.020000
Training Epoch: 23 [27136/45000]	Loss: 0.4423	LR: 0.020000
Training Epoch: 23 [27392/45000]	Loss: 0.4765	LR: 0.020000
Training Epoch: 23 [27648/45000]	Loss: 0.4304	LR: 0.020000
Training Epoch: 23 [27904/45000]	Loss: 0.4607	LR: 0.020000
Training Epoch: 23 [28160/45000]	Loss: 0.4741	LR: 0.020000
Training Epoch: 23 [28416/45000]	Loss: 0.3369	LR: 0.020000
Training Epoch: 23 [28672/45000]	Loss: 0.4135	LR: 0.020000
Training Epoch: 23 [28928/45000]	Loss: 0.4463	LR: 0.020000
Training Epoch: 23 [29184/45000]	Loss: 0.4646	LR: 0.020000
Training Epoch: 23 [29440/45000]	Loss: 0.4986	LR: 0.020000
Training Epoch: 23 [29696/45000]	Loss: 0.4219	LR: 0.020000
Training Epoch: 23 [29952/45000]	Loss: 0.4174	LR: 0.020000
Training Epoch: 23 [30208/45000]	Loss: 0.4001	LR: 0.020000
Training Epoch: 23 [30464/45000]	Loss: 0.3700	LR: 0.020000
Training Epoch: 23 [30720/45000]	Loss: 0.3859	LR: 0.020000
Training Epoch: 23 [30976/45000]	Loss: 0.4761	LR: 0.020000
Training Epoch: 23 [31232/45000]	Loss: 0.3729	LR: 0.020000
Training Epoch: 23 [31488/45000]	Loss: 0.3930	LR: 0.020000
Training Epoch: 23 [31744/45000]	Loss: 0.4506	LR: 0.020000
Training Epoch: 23 [32000/45000]	Loss: 0.3895	LR: 0.020000
Training Epoch: 23 [32256/45000]	Loss: 0.3946	LR: 0.020000
Training Epoch: 23 [32512/45000]	Loss: 0.4538	LR: 0.020000
Training Epoch: 23 [32768/45000]	Loss: 0.3615	LR: 0.020000
Training Epoch: 23 [33024/45000]	Loss: 0.4210	LR: 0.020000
Training Epoch: 23 [33280/45000]	Loss: 0.4778	LR: 0.020000
Training Epoch: 23 [33536/45000]	Loss: 0.4309	LR: 0.020000
Training Epoch: 23 [33792/45000]	Loss: 0.4664	LR: 0.020000
Training Epoch: 23 [34048/45000]	Loss: 0.3983	LR: 0.020000
Training Epoch: 23 [34304/45000]	Loss: 0.4345	LR: 0.020000
Training Epoch: 23 [34560/45000]	Loss: 0.5256	LR: 0.020000
Training Epoch: 23 [34816/45000]	Loss: 0.4130	LR: 0.020000
Training Epoch: 23 [35072/45000]	Loss: 0.4901	LR: 0.020000
Training Epoch: 23 [35328/45000]	Loss: 0.4205	LR: 0.020000
Training Epoch: 23 [35584/45000]	Loss: 0.3839	LR: 0.020000
Training Epoch: 23 [35840/45000]	Loss: 0.4624	LR: 0.020000
Training Epoch: 23 [36096/45000]	Loss: 0.4100	LR: 0.020000
Training Epoch: 23 [36352/45000]	Loss: 0.4299	LR: 0.020000
Training Epoch: 23 [36608/45000]	Loss: 0.3960	LR: 0.020000
Training Epoch: 23 [36864/45000]	Loss: 0.4184	LR: 0.020000
Training Epoch: 23 [37120/45000]	Loss: 0.4174	LR: 0.020000
Training Epoch: 23 [37376/45000]	Loss: 0.5156	LR: 0.020000
Training Epoch: 23 [37632/45000]	Loss: 0.4064	LR: 0.020000
Training Epoch: 23 [37888/45000]	Loss: 0.5153	LR: 0.020000
Training Epoch: 23 [38144/45000]	Loss: 0.4098	LR: 0.020000
Training Epoch: 23 [38400/45000]	Loss: 0.4595	LR: 0.020000
Training Epoch: 23 [38656/45000]	Loss: 0.4217	LR: 0.020000
Training Epoch: 23 [38912/45000]	Loss: 0.4020	LR: 0.020000
Training Epoch: 23 [39168/45000]	Loss: 0.3606	LR: 0.020000
Training Epoch: 23 [39424/45000]	Loss: 0.3916	LR: 0.020000
Training Epoch: 23 [39680/45000]	Loss: 0.4519	LR: 0.020000
Training Epoch: 23 [39936/45000]	Loss: 0.4868	LR: 0.020000
Training Epoch: 23 [40192/45000]	Loss: 0.4310	LR: 0.020000
Training Epoch: 23 [40448/45000]	Loss: 0.5013	LR: 0.020000
Training Epoch: 23 [40704/45000]	Loss: 0.4618	LR: 0.020000
Training Epoch: 23 [40960/45000]	Loss: 0.5058	LR: 0.020000
Training Epoch: 23 [41216/45000]	Loss: 0.4329	LR: 0.020000
Training Epoch: 23 [41472/45000]	Loss: 0.3092	LR: 0.020000
Training Epoch: 23 [41728/45000]	Loss: 0.4183	LR: 0.020000
Training Epoch: 23 [41984/45000]	Loss: 0.4774	LR: 0.020000
Training Epoch: 23 [42240/45000]	Loss: 0.4284	LR: 0.020000
Training Epoch: 23 [42496/45000]	Loss: 0.5039	LR: 0.020000
Training Epoch: 23 [42752/45000]	Loss: 0.4656	LR: 0.020000
Training Epoch: 23 [43008/45000]	Loss: 0.4461	LR: 0.020000
Training Epoch: 23 [43264/45000]	Loss: 0.4552	LR: 0.020000
Training Epoch: 23 [43520/45000]	Loss: 0.3984	LR: 0.020000
Training Epoch: 23 [43776/45000]	Loss: 0.4131	LR: 0.020000
Training Epoch: 23 [44032/45000]	Loss: 0.4084	LR: 0.020000
Training Epoch: 23 [44288/45000]	Loss: 0.6254	LR: 0.020000
Training Epoch: 23 [44544/45000]	Loss: 0.4876	LR: 0.020000
Training Epoch: 23 [44800/45000]	Loss: 0.2875	LR: 0.020000
Training Epoch: 23 [45000/45000]	Loss: 0.4810	LR: 0.020000
Epoch 23 - Average Train Loss: 0.4165, Train Accuracy: 0.8612
Epoch 23 training time consumed: 26.86s
Evaluating Network.....
Test set: Epoch: 23, Average loss: 0.0031, Accuracy: 0.7689, Time consumed:0.93s
Training Epoch: 24 [256/45000]	Loss: 0.3681	LR: 0.020000
Training Epoch: 24 [512/45000]	Loss: 0.3780	LR: 0.020000
Training Epoch: 24 [768/45000]	Loss: 0.4285	LR: 0.020000
Training Epoch: 24 [1024/45000]	Loss: 0.3059	LR: 0.020000
Training Epoch: 24 [1280/45000]	Loss: 0.3699	LR: 0.020000
Training Epoch: 24 [1536/45000]	Loss: 0.3982	LR: 0.020000
Training Epoch: 24 [1792/45000]	Loss: 0.4210	LR: 0.020000
Training Epoch: 24 [2048/45000]	Loss: 0.2727	LR: 0.020000
Training Epoch: 24 [2304/45000]	Loss: 0.3778	LR: 0.020000
Training Epoch: 24 [2560/45000]	Loss: 0.4036	LR: 0.020000
Training Epoch: 24 [2816/45000]	Loss: 0.3297	LR: 0.020000
Training Epoch: 24 [3072/45000]	Loss: 0.4169	LR: 0.020000
Training Epoch: 24 [3328/45000]	Loss: 0.3866	LR: 0.020000
Training Epoch: 24 [3584/45000]	Loss: 0.4152	LR: 0.020000
Training Epoch: 24 [3840/45000]	Loss: 0.4377	LR: 0.020000
Training Epoch: 24 [4096/45000]	Loss: 0.4381	LR: 0.020000
Training Epoch: 24 [4352/45000]	Loss: 0.3660	LR: 0.020000
Training Epoch: 24 [4608/45000]	Loss: 0.3793	LR: 0.020000
Training Epoch: 24 [4864/45000]	Loss: 0.4117	LR: 0.020000
Training Epoch: 24 [5120/45000]	Loss: 0.4108	LR: 0.020000
Training Epoch: 24 [5376/45000]	Loss: 0.3020	LR: 0.020000
Training Epoch: 24 [5632/45000]	Loss: 0.3503	LR: 0.020000
Training Epoch: 24 [5888/45000]	Loss: 0.3208	LR: 0.020000
Training Epoch: 24 [6144/45000]	Loss: 0.3822	LR: 0.020000
Training Epoch: 24 [6400/45000]	Loss: 0.2732	LR: 0.020000
Training Epoch: 24 [6656/45000]	Loss: 0.3614	LR: 0.020000
Training Epoch: 24 [6912/45000]	Loss: 0.3266	LR: 0.020000
Training Epoch: 24 [7168/45000]	Loss: 0.3946	LR: 0.020000
Training Epoch: 24 [7424/45000]	Loss: 0.3095	LR: 0.020000
Training Epoch: 24 [7680/45000]	Loss: 0.3781	LR: 0.020000
Training Epoch: 24 [7936/45000]	Loss: 0.3734	LR: 0.020000
Training Epoch: 24 [8192/45000]	Loss: 0.4701	LR: 0.020000
Training Epoch: 24 [8448/45000]	Loss: 0.4352	LR: 0.020000
Training Epoch: 24 [8704/45000]	Loss: 0.3395	LR: 0.020000
Training Epoch: 24 [8960/45000]	Loss: 0.2714	LR: 0.020000
Training Epoch: 24 [9216/45000]	Loss: 0.3099	LR: 0.020000
Training Epoch: 24 [9472/45000]	Loss: 0.3716	LR: 0.020000
Training Epoch: 24 [9728/45000]	Loss: 0.3301	LR: 0.020000
Training Epoch: 24 [9984/45000]	Loss: 0.3519	LR: 0.020000
Training Epoch: 24 [10240/45000]	Loss: 0.3302	LR: 0.020000
Training Epoch: 24 [10496/45000]	Loss: 0.4198	LR: 0.020000
Training Epoch: 24 [10752/45000]	Loss: 0.5204	LR: 0.020000
Training Epoch: 24 [11008/45000]	Loss: 0.3843	LR: 0.020000
Training Epoch: 24 [11264/45000]	Loss: 0.4557	LR: 0.020000
Training Epoch: 24 [11520/45000]	Loss: 0.3186	LR: 0.020000
Training Epoch: 24 [11776/45000]	Loss: 0.3598	LR: 0.020000
Training Epoch: 24 [12032/45000]	Loss: 0.3414	LR: 0.020000
Training Epoch: 24 [12288/45000]	Loss: 0.3673	LR: 0.020000
Training Epoch: 24 [12544/45000]	Loss: 0.4322	LR: 0.020000
Training Epoch: 24 [12800/45000]	Loss: 0.3100	LR: 0.020000
Training Epoch: 24 [13056/45000]	Loss: 0.4365	LR: 0.020000
Training Epoch: 24 [13312/45000]	Loss: 0.3565	LR: 0.020000
Training Epoch: 24 [13568/45000]	Loss: 0.3136	LR: 0.020000
Training Epoch: 24 [13824/45000]	Loss: 0.3161	LR: 0.020000
Training Epoch: 24 [14080/45000]	Loss: 0.4439	LR: 0.020000
Training Epoch: 24 [14336/45000]	Loss: 0.3910	LR: 0.020000
Training Epoch: 24 [14592/45000]	Loss: 0.4100	LR: 0.020000
Training Epoch: 24 [14848/45000]	Loss: 0.3981	LR: 0.020000
Training Epoch: 24 [15104/45000]	Loss: 0.4403	LR: 0.020000
Training Epoch: 24 [15360/45000]	Loss: 0.3444	LR: 0.020000
Training Epoch: 24 [15616/45000]	Loss: 0.3388	LR: 0.020000
Training Epoch: 24 [15872/45000]	Loss: 0.3435	LR: 0.020000
Training Epoch: 24 [16128/45000]	Loss: 0.3932	LR: 0.020000
Training Epoch: 24 [16384/45000]	Loss: 0.3973	LR: 0.020000
Training Epoch: 24 [16640/45000]	Loss: 0.3962	LR: 0.020000
Training Epoch: 24 [16896/45000]	Loss: 0.4375	LR: 0.020000
Training Epoch: 24 [17152/45000]	Loss: 0.3973	LR: 0.020000
Training Epoch: 24 [17408/45000]	Loss: 0.3511	LR: 0.020000
Training Epoch: 24 [17664/45000]	Loss: 0.3194	LR: 0.020000
Training Epoch: 24 [17920/45000]	Loss: 0.4131	LR: 0.020000
Training Epoch: 24 [18176/45000]	Loss: 0.4215	LR: 0.020000
Training Epoch: 24 [18432/45000]	Loss: 0.2918	LR: 0.020000
Training Epoch: 24 [18688/45000]	Loss: 0.3641	LR: 0.020000
Training Epoch: 24 [18944/45000]	Loss: 0.4736	LR: 0.020000
Training Epoch: 24 [19200/45000]	Loss: 0.3947	LR: 0.020000
Training Epoch: 24 [19456/45000]	Loss: 0.3189	LR: 0.020000
Training Epoch: 24 [19712/45000]	Loss: 0.4323	LR: 0.020000
Training Epoch: 24 [19968/45000]	Loss: 0.3266	LR: 0.020000
Training Epoch: 24 [20224/45000]	Loss: 0.4092	LR: 0.020000
Training Epoch: 24 [20480/45000]	Loss: 0.4105	LR: 0.020000
Training Epoch: 24 [20736/45000]	Loss: 0.3325	LR: 0.020000
Training Epoch: 24 [20992/45000]	Loss: 0.3723	LR: 0.020000
Training Epoch: 24 [21248/45000]	Loss: 0.4345	LR: 0.020000
Training Epoch: 24 [21504/45000]	Loss: 0.4621	LR: 0.020000
Training Epoch: 24 [21760/45000]	Loss: 0.4189	LR: 0.020000
Training Epoch: 24 [22016/45000]	Loss: 0.4574	LR: 0.020000
Training Epoch: 24 [22272/45000]	Loss: 0.3374	LR: 0.020000
Training Epoch: 24 [22528/45000]	Loss: 0.3127	LR: 0.020000
Training Epoch: 24 [22784/45000]	Loss: 0.4134	LR: 0.020000
Training Epoch: 24 [23040/45000]	Loss: 0.4172	LR: 0.020000
Training Epoch: 24 [23296/45000]	Loss: 0.2925	LR: 0.020000
Training Epoch: 24 [23552/45000]	Loss: 0.3799	LR: 0.020000
Training Epoch: 24 [23808/45000]	Loss: 0.3833	LR: 0.020000
Training Epoch: 24 [24064/45000]	Loss: 0.3218	LR: 0.020000
Training Epoch: 24 [24320/45000]	Loss: 0.3799	LR: 0.020000
Training Epoch: 24 [24576/45000]	Loss: 0.4158	LR: 0.020000
Training Epoch: 24 [24832/45000]	Loss: 0.3977	LR: 0.020000
Training Epoch: 24 [25088/45000]	Loss: 0.4105	LR: 0.020000
Training Epoch: 24 [25344/45000]	Loss: 0.3798	LR: 0.020000
Training Epoch: 24 [25600/45000]	Loss: 0.4143	LR: 0.020000
Training Epoch: 24 [25856/45000]	Loss: 0.4683	LR: 0.020000
Training Epoch: 24 [26112/45000]	Loss: 0.3668	LR: 0.020000
Training Epoch: 24 [26368/45000]	Loss: 0.3401	LR: 0.020000
Training Epoch: 24 [26624/45000]	Loss: 0.4072	LR: 0.020000
Training Epoch: 24 [26880/45000]	Loss: 0.4026	LR: 0.020000
Training Epoch: 24 [27136/45000]	Loss: 0.3681	LR: 0.020000
Training Epoch: 24 [27392/45000]	Loss: 0.3742	LR: 0.020000
Training Epoch: 24 [27648/45000]	Loss: 0.4460	LR: 0.020000
Training Epoch: 24 [27904/45000]	Loss: 0.4316	LR: 0.020000
Training Epoch: 24 [28160/45000]	Loss: 0.3589	LR: 0.020000
Training Epoch: 24 [28416/45000]	Loss: 0.4115	LR: 0.020000
Training Epoch: 24 [28672/45000]	Loss: 0.4122	LR: 0.020000
Training Epoch: 24 [28928/45000]	Loss: 0.3383	LR: 0.020000
Training Epoch: 24 [29184/45000]	Loss: 0.3947	LR: 0.020000
Training Epoch: 24 [29440/45000]	Loss: 0.5286	LR: 0.020000
Training Epoch: 24 [29696/45000]	Loss: 0.4826	LR: 0.020000
Training Epoch: 24 [29952/45000]	Loss: 0.4382	LR: 0.020000
Training Epoch: 24 [30208/45000]	Loss: 0.3763	LR: 0.020000
Training Epoch: 24 [30464/45000]	Loss: 0.4533	LR: 0.020000
Training Epoch: 24 [30720/45000]	Loss: 0.4277	LR: 0.020000
Training Epoch: 24 [30976/45000]	Loss: 0.3571	LR: 0.020000
Training Epoch: 24 [31232/45000]	Loss: 0.4317	LR: 0.020000
Training Epoch: 24 [31488/45000]	Loss: 0.3972	LR: 0.020000
Training Epoch: 24 [31744/45000]	Loss: 0.4512	LR: 0.020000
Training Epoch: 24 [32000/45000]	Loss: 0.3726	LR: 0.020000
Training Epoch: 24 [32256/45000]	Loss: 0.4137	LR: 0.020000
Training Epoch: 24 [32512/45000]	Loss: 0.4735	LR: 0.020000
Training Epoch: 24 [32768/45000]	Loss: 0.3940	LR: 0.020000
Training Epoch: 24 [33024/45000]	Loss: 0.3812	LR: 0.020000
Training Epoch: 24 [33280/45000]	Loss: 0.4168	LR: 0.020000
Training Epoch: 24 [33536/45000]	Loss: 0.4468	LR: 0.020000
Training Epoch: 24 [33792/45000]	Loss: 0.2923	LR: 0.020000
Training Epoch: 24 [34048/45000]	Loss: 0.4704	LR: 0.020000
Training Epoch: 24 [34304/45000]	Loss: 0.3637	LR: 0.020000
Training Epoch: 24 [34560/45000]	Loss: 0.4125	LR: 0.020000
Training Epoch: 24 [34816/45000]	Loss: 0.4823	LR: 0.020000
Training Epoch: 24 [35072/45000]	Loss: 0.4499	LR: 0.020000
Training Epoch: 24 [35328/45000]	Loss: 0.4284	LR: 0.020000
Training Epoch: 24 [35584/45000]	Loss: 0.4294	LR: 0.020000
Training Epoch: 24 [35840/45000]	Loss: 0.3528	LR: 0.020000
Training Epoch: 24 [36096/45000]	Loss: 0.4820	LR: 0.020000
Training Epoch: 24 [36352/45000]	Loss: 0.4418	LR: 0.020000
Training Epoch: 24 [36608/45000]	Loss: 0.4587	LR: 0.020000
Training Epoch: 24 [36864/45000]	Loss: 0.3551	LR: 0.020000
Training Epoch: 24 [37120/45000]	Loss: 0.4035	LR: 0.020000
Training Epoch: 24 [37376/45000]	Loss: 0.4372	LR: 0.020000
Training Epoch: 24 [37632/45000]	Loss: 0.3764	LR: 0.020000
Training Epoch: 24 [37888/45000]	Loss: 0.4079	LR: 0.020000
Training Epoch: 24 [38144/45000]	Loss: 0.4059	LR: 0.020000
Training Epoch: 24 [38400/45000]	Loss: 0.3396	LR: 0.020000
Training Epoch: 24 [38656/45000]	Loss: 0.4039	LR: 0.020000
Training Epoch: 24 [38912/45000]	Loss: 0.3808	LR: 0.020000
Training Epoch: 24 [39168/45000]	Loss: 0.5469	LR: 0.020000
Training Epoch: 24 [39424/45000]	Loss: 0.4843	LR: 0.020000
Training Epoch: 24 [39680/45000]	Loss: 0.4198	LR: 0.020000
Training Epoch: 24 [39936/45000]	Loss: 0.4095	LR: 0.020000
Training Epoch: 24 [40192/45000]	Loss: 0.4653	LR: 0.020000
Training Epoch: 24 [40448/45000]	Loss: 0.4262	LR: 0.020000
Training Epoch: 24 [40704/45000]	Loss: 0.4738	LR: 0.020000
Training Epoch: 24 [40960/45000]	Loss: 0.4412	LR: 0.020000
Training Epoch: 24 [41216/45000]	Loss: 0.4983	LR: 0.020000
Training Epoch: 24 [41472/45000]	Loss: 0.4261	LR: 0.020000
Training Epoch: 24 [41728/45000]	Loss: 0.3405	LR: 0.020000
Training Epoch: 24 [41984/45000]	Loss: 0.4421	LR: 0.020000
Training Epoch: 24 [42240/45000]	Loss: 0.4237	LR: 0.020000
Training Epoch: 24 [42496/45000]	Loss: 0.4240	LR: 0.020000
Training Epoch: 24 [42752/45000]	Loss: 0.4379	LR: 0.020000
Training Epoch: 24 [43008/45000]	Loss: 0.3854	LR: 0.020000
Training Epoch: 24 [43264/45000]	Loss: 0.5005	LR: 0.020000
Training Epoch: 24 [43520/45000]	Loss: 0.3642	LR: 0.020000
Training Epoch: 24 [43776/45000]	Loss: 0.4277	LR: 0.020000
Training Epoch: 24 [44032/45000]	Loss: 0.3874	LR: 0.020000
Training Epoch: 24 [44288/45000]	Loss: 0.4134	LR: 0.020000
Training Epoch: 24 [44544/45000]	Loss: 0.2867	LR: 0.020000
Training Epoch: 24 [44800/45000]	Loss: 0.5653	LR: 0.020000
Training Epoch: 24 [45000/45000]	Loss: 0.4228	LR: 0.020000
Epoch 24 - Average Train Loss: 0.3953, Train Accuracy: 0.8686
Epoch 24 training time consumed: 26.91s
Evaluating Network.....
Test set: Epoch: 24, Average loss: 0.0034, Accuracy: 0.7492, Time consumed:0.91s
Training Epoch: 25 [256/45000]	Loss: 0.3801	LR: 0.020000
Training Epoch: 25 [512/45000]	Loss: 0.3156	LR: 0.020000
Training Epoch: 25 [768/45000]	Loss: 0.3157	LR: 0.020000
Training Epoch: 25 [1024/45000]	Loss: 0.3451	LR: 0.020000
Training Epoch: 25 [1280/45000]	Loss: 0.3626	LR: 0.020000
Training Epoch: 25 [1536/45000]	Loss: 0.3417	LR: 0.020000
Training Epoch: 25 [1792/45000]	Loss: 0.3223	LR: 0.020000
Training Epoch: 25 [2048/45000]	Loss: 0.3640	LR: 0.020000
Training Epoch: 25 [2304/45000]	Loss: 0.3384	LR: 0.020000
Training Epoch: 25 [2560/45000]	Loss: 0.4050	LR: 0.020000
Training Epoch: 25 [2816/45000]	Loss: 0.3890	LR: 0.020000
Training Epoch: 25 [3072/45000]	Loss: 0.4311	LR: 0.020000
Training Epoch: 25 [3328/45000]	Loss: 0.3163	LR: 0.020000
Training Epoch: 25 [3584/45000]	Loss: 0.3399	LR: 0.020000
Training Epoch: 25 [3840/45000]	Loss: 0.3561	LR: 0.020000
Training Epoch: 25 [4096/45000]	Loss: 0.2973	LR: 0.020000
Training Epoch: 25 [4352/45000]	Loss: 0.3415	LR: 0.020000
Training Epoch: 25 [4608/45000]	Loss: 0.3319	LR: 0.020000
Training Epoch: 25 [4864/45000]	Loss: 0.2553	LR: 0.020000
Training Epoch: 25 [5120/45000]	Loss: 0.3746	LR: 0.020000
Training Epoch: 25 [5376/45000]	Loss: 0.3416	LR: 0.020000
Training Epoch: 25 [5632/45000]	Loss: 0.3596	LR: 0.020000
Training Epoch: 25 [5888/45000]	Loss: 0.3555	LR: 0.020000
Training Epoch: 25 [6144/45000]	Loss: 0.4260	LR: 0.020000
Training Epoch: 25 [6400/45000]	Loss: 0.3711	LR: 0.020000
Training Epoch: 25 [6656/45000]	Loss: 0.3163	LR: 0.020000
Training Epoch: 25 [6912/45000]	Loss: 0.3952	LR: 0.020000
Training Epoch: 25 [7168/45000]	Loss: 0.4286	LR: 0.020000
Training Epoch: 25 [7424/45000]	Loss: 0.3213	LR: 0.020000
Training Epoch: 25 [7680/45000]	Loss: 0.4244	LR: 0.020000
Training Epoch: 25 [7936/45000]	Loss: 0.2898	LR: 0.020000
Training Epoch: 25 [8192/45000]	Loss: 0.4017	LR: 0.020000
Training Epoch: 25 [8448/45000]	Loss: 0.3046	LR: 0.020000
Training Epoch: 25 [8704/45000]	Loss: 0.3796	LR: 0.020000
Training Epoch: 25 [8960/45000]	Loss: 0.4214	LR: 0.020000
Training Epoch: 25 [9216/45000]	Loss: 0.3680	LR: 0.020000
Training Epoch: 25 [9472/45000]	Loss: 0.3599	LR: 0.020000
Training Epoch: 25 [9728/45000]	Loss: 0.4629	LR: 0.020000
Training Epoch: 25 [9984/45000]	Loss: 0.4063	LR: 0.020000
Training Epoch: 25 [10240/45000]	Loss: 0.3302	LR: 0.020000
Training Epoch: 25 [10496/45000]	Loss: 0.3616	LR: 0.020000
Training Epoch: 25 [10752/45000]	Loss: 0.4461	LR: 0.020000
Training Epoch: 25 [11008/45000]	Loss: 0.3809	LR: 0.020000
Training Epoch: 25 [11264/45000]	Loss: 0.3110	LR: 0.020000
Training Epoch: 25 [11520/45000]	Loss: 0.4026	LR: 0.020000
Training Epoch: 25 [11776/45000]	Loss: 0.3668	LR: 0.020000
Training Epoch: 25 [12032/45000]	Loss: 0.3994	LR: 0.020000
Training Epoch: 25 [12288/45000]	Loss: 0.3825	LR: 0.020000
Training Epoch: 25 [12544/45000]	Loss: 0.3700	LR: 0.020000
Training Epoch: 25 [12800/45000]	Loss: 0.4174	LR: 0.020000
Training Epoch: 25 [13056/45000]	Loss: 0.3438	LR: 0.020000
Training Epoch: 25 [13312/45000]	Loss: 0.3569	LR: 0.020000
Training Epoch: 25 [13568/45000]	Loss: 0.4713	LR: 0.020000
Training Epoch: 25 [13824/45000]	Loss: 0.3866	LR: 0.020000
Training Epoch: 25 [14080/45000]	Loss: 0.3723	LR: 0.020000
Training Epoch: 25 [14336/45000]	Loss: 0.3863	LR: 0.020000
Training Epoch: 25 [14592/45000]	Loss: 0.4967	LR: 0.020000
Training Epoch: 25 [14848/45000]	Loss: 0.3582	LR: 0.020000
Training Epoch: 25 [15104/45000]	Loss: 0.4080	LR: 0.020000
Training Epoch: 25 [15360/45000]	Loss: 0.4564	LR: 0.020000
Training Epoch: 25 [15616/45000]	Loss: 0.4062	LR: 0.020000
Training Epoch: 25 [15872/45000]	Loss: 0.3549	LR: 0.020000
Training Epoch: 25 [16128/45000]	Loss: 0.3627	LR: 0.020000
Training Epoch: 25 [16384/45000]	Loss: 0.3762	LR: 0.020000
Training Epoch: 25 [16640/45000]	Loss: 0.4190	LR: 0.020000
Training Epoch: 25 [16896/45000]	Loss: 0.4456	LR: 0.020000
Training Epoch: 25 [17152/45000]	Loss: 0.3807	LR: 0.020000
Training Epoch: 25 [17408/45000]	Loss: 0.3922	LR: 0.020000
Training Epoch: 25 [17664/45000]	Loss: 0.3235	LR: 0.020000
Training Epoch: 25 [17920/45000]	Loss: 0.3838	LR: 0.020000
Training Epoch: 25 [18176/45000]	Loss: 0.3673	LR: 0.020000
Training Epoch: 25 [18432/45000]	Loss: 0.3867	LR: 0.020000
Training Epoch: 25 [18688/45000]	Loss: 0.3597	LR: 0.020000
Training Epoch: 25 [18944/45000]	Loss: 0.3877	LR: 0.020000
Training Epoch: 25 [19200/45000]	Loss: 0.3386	LR: 0.020000
Training Epoch: 25 [19456/45000]	Loss: 0.3564	LR: 0.020000
Training Epoch: 25 [19712/45000]	Loss: 0.3559	LR: 0.020000
Training Epoch: 25 [19968/45000]	Loss: 0.3906	LR: 0.020000
Training Epoch: 25 [20224/45000]	Loss: 0.4160	LR: 0.020000
Training Epoch: 25 [20480/45000]	Loss: 0.4708	LR: 0.020000
Training Epoch: 25 [20736/45000]	Loss: 0.3873	LR: 0.020000
Training Epoch: 25 [20992/45000]	Loss: 0.4378	LR: 0.020000
Training Epoch: 25 [21248/45000]	Loss: 0.3747	LR: 0.020000
Training Epoch: 25 [21504/45000]	Loss: 0.4329	LR: 0.020000
Training Epoch: 25 [21760/45000]	Loss: 0.4471	LR: 0.020000
Training Epoch: 25 [22016/45000]	Loss: 0.3449	LR: 0.020000
Training Epoch: 25 [22272/45000]	Loss: 0.3493	LR: 0.020000
Training Epoch: 25 [22528/45000]	Loss: 0.3927	LR: 0.020000
Training Epoch: 25 [22784/45000]	Loss: 0.4294	LR: 0.020000
Training Epoch: 25 [23040/45000]	Loss: 0.4008	LR: 0.020000
Training Epoch: 25 [23296/45000]	Loss: 0.3882	LR: 0.020000
Training Epoch: 25 [23552/45000]	Loss: 0.3550	LR: 0.020000
Training Epoch: 25 [23808/45000]	Loss: 0.2937	LR: 0.020000
Training Epoch: 25 [24064/45000]	Loss: 0.2390	LR: 0.020000
Training Epoch: 25 [24320/45000]	Loss: 0.3230	LR: 0.020000
Training Epoch: 25 [24576/45000]	Loss: 0.3590	LR: 0.020000
Training Epoch: 25 [24832/45000]	Loss: 0.4417	LR: 0.020000
Training Epoch: 25 [25088/45000]	Loss: 0.3797	LR: 0.020000
Training Epoch: 25 [25344/45000]	Loss: 0.3697	LR: 0.020000
Training Epoch: 25 [25600/45000]	Loss: 0.4111	LR: 0.020000
Training Epoch: 25 [25856/45000]	Loss: 0.3424	LR: 0.020000
Training Epoch: 25 [26112/45000]	Loss: 0.4300	LR: 0.020000
Training Epoch: 25 [26368/45000]	Loss: 0.4344	LR: 0.020000
Training Epoch: 25 [26624/45000]	Loss: 0.4638	LR: 0.020000
Training Epoch: 25 [26880/45000]	Loss: 0.3745	LR: 0.020000
Training Epoch: 25 [27136/45000]	Loss: 0.4580	LR: 0.020000
Training Epoch: 25 [27392/45000]	Loss: 0.4296	LR: 0.020000
Training Epoch: 25 [27648/45000]	Loss: 0.4429	LR: 0.020000
Training Epoch: 25 [27904/45000]	Loss: 0.3694	LR: 0.020000
Training Epoch: 25 [28160/45000]	Loss: 0.5687	LR: 0.020000
Training Epoch: 25 [28416/45000]	Loss: 0.4076	LR: 0.020000
Training Epoch: 25 [28672/45000]	Loss: 0.3408	LR: 0.020000
Training Epoch: 25 [28928/45000]	Loss: 0.3096	LR: 0.020000
Training Epoch: 25 [29184/45000]	Loss: 0.4590	LR: 0.020000
Training Epoch: 25 [29440/45000]	Loss: 0.3959	LR: 0.020000
Training Epoch: 25 [29696/45000]	Loss: 0.3808	LR: 0.020000
Training Epoch: 25 [29952/45000]	Loss: 0.3734	LR: 0.020000
Training Epoch: 25 [30208/45000]	Loss: 0.3644	LR: 0.020000
Training Epoch: 25 [30464/45000]	Loss: 0.4424	LR: 0.020000
Training Epoch: 25 [30720/45000]	Loss: 0.3441	LR: 0.020000
Training Epoch: 25 [30976/45000]	Loss: 0.3771	LR: 0.020000
Training Epoch: 25 [31232/45000]	Loss: 0.3745	LR: 0.020000
Training Epoch: 25 [31488/45000]	Loss: 0.4515	LR: 0.020000
Training Epoch: 25 [31744/45000]	Loss: 0.3234	LR: 0.020000
Training Epoch: 25 [32000/45000]	Loss: 0.3368	LR: 0.020000
Training Epoch: 25 [32256/45000]	Loss: 0.4285	LR: 0.020000
Training Epoch: 25 [32512/45000]	Loss: 0.3340	LR: 0.020000
Training Epoch: 25 [32768/45000]	Loss: 0.3928	LR: 0.020000
Training Epoch: 25 [33024/45000]	Loss: 0.4530	LR: 0.020000
Training Epoch: 25 [33280/45000]	Loss: 0.3526	LR: 0.020000
Training Epoch: 25 [33536/45000]	Loss: 0.4498	LR: 0.020000
Training Epoch: 25 [33792/45000]	Loss: 0.3851	LR: 0.020000
Training Epoch: 25 [34048/45000]	Loss: 0.3852	LR: 0.020000
Training Epoch: 25 [34304/45000]	Loss: 0.4513	LR: 0.020000
Training Epoch: 25 [34560/45000]	Loss: 0.4257	LR: 0.020000
Training Epoch: 25 [34816/45000]	Loss: 0.3329	LR: 0.020000
Training Epoch: 25 [35072/45000]	Loss: 0.4026	LR: 0.020000
Training Epoch: 25 [35328/45000]	Loss: 0.4429	LR: 0.020000
Training Epoch: 25 [35584/45000]	Loss: 0.3077	LR: 0.020000
Training Epoch: 25 [35840/45000]	Loss: 0.4253	LR: 0.020000
Training Epoch: 25 [36096/45000]	Loss: 0.3455	LR: 0.020000
Training Epoch: 25 [36352/45000]	Loss: 0.4531	LR: 0.020000
Training Epoch: 25 [36608/45000]	Loss: 0.4596	LR: 0.020000
Training Epoch: 25 [36864/45000]	Loss: 0.4102	LR: 0.020000
Training Epoch: 25 [37120/45000]	Loss: 0.4924	LR: 0.020000
Training Epoch: 25 [37376/45000]	Loss: 0.4027	LR: 0.020000
Training Epoch: 25 [37632/45000]	Loss: 0.4532	LR: 0.020000
Training Epoch: 25 [37888/45000]	Loss: 0.4955	LR: 0.020000
Training Epoch: 25 [38144/45000]	Loss: 0.4923	LR: 0.020000
Training Epoch: 25 [38400/45000]	Loss: 0.4509	LR: 0.020000
Training Epoch: 25 [38656/45000]	Loss: 0.4410	LR: 0.020000
Training Epoch: 25 [38912/45000]	Loss: 0.4292	LR: 0.020000
Training Epoch: 25 [39168/45000]	Loss: 0.4518	LR: 0.020000
Training Epoch: 25 [39424/45000]	Loss: 0.3423	LR: 0.020000
Training Epoch: 25 [39680/45000]	Loss: 0.3905	LR: 0.020000
Training Epoch: 25 [39936/45000]	Loss: 0.3449	LR: 0.020000
Training Epoch: 25 [40192/45000]	Loss: 0.3680	LR: 0.020000
Training Epoch: 25 [40448/45000]	Loss: 0.3935	LR: 0.020000
Training Epoch: 25 [40704/45000]	Loss: 0.4698	LR: 0.020000
Training Epoch: 25 [40960/45000]	Loss: 0.3715	LR: 0.020000
Training Epoch: 25 [41216/45000]	Loss: 0.4090	LR: 0.020000
Training Epoch: 25 [41472/45000]	Loss: 0.3872	LR: 0.020000
Training Epoch: 25 [41728/45000]	Loss: 0.4170	LR: 0.020000
Training Epoch: 25 [41984/45000]	Loss: 0.4481	LR: 0.020000
Training Epoch: 25 [42240/45000]	Loss: 0.4382	LR: 0.020000
Training Epoch: 25 [42496/45000]	Loss: 0.4797	LR: 0.020000
Training Epoch: 25 [42752/45000]	Loss: 0.4367	LR: 0.020000
Training Epoch: 25 [43008/45000]	Loss: 0.5828	LR: 0.020000
Training Epoch: 25 [43264/45000]	Loss: 0.3390	LR: 0.020000
Training Epoch: 25 [43520/45000]	Loss: 0.6110	LR: 0.020000
Training Epoch: 25 [43776/45000]	Loss: 0.4293	LR: 0.020000
Training Epoch: 25 [44032/45000]	Loss: 0.3743	LR: 0.020000
Training Epoch: 25 [44288/45000]	Loss: 0.3680	LR: 0.020000
Training Epoch: 25 [44544/45000]	Loss: 0.3251	LR: 0.020000
Training Epoch: 25 [44800/45000]	Loss: 0.3855	LR: 0.020000
Training Epoch: 25 [45000/45000]	Loss: 0.5157	LR: 0.020000
Epoch 25 - Average Train Loss: 0.3911, Train Accuracy: 0.8684
Epoch 25 training time consumed: 26.80s
Evaluating Network.....
Test set: Epoch: 25, Average loss: 0.0032, Accuracy: 0.7639, Time consumed:0.92s
Training Epoch: 26 [256/45000]	Loss: 0.3453	LR: 0.020000
Training Epoch: 26 [512/45000]	Loss: 0.4269	LR: 0.020000
Training Epoch: 26 [768/45000]	Loss: 0.3727	LR: 0.020000
Training Epoch: 26 [1024/45000]	Loss: 0.3585	LR: 0.020000
Training Epoch: 26 [1280/45000]	Loss: 0.3669	LR: 0.020000
Training Epoch: 26 [1536/45000]	Loss: 0.3581	LR: 0.020000
Training Epoch: 26 [1792/45000]	Loss: 0.2974	LR: 0.020000
Training Epoch: 26 [2048/45000]	Loss: 0.4157	LR: 0.020000
Training Epoch: 26 [2304/45000]	Loss: 0.3965	LR: 0.020000
Training Epoch: 26 [2560/45000]	Loss: 0.3348	LR: 0.020000
Training Epoch: 26 [2816/45000]	Loss: 0.3713	LR: 0.020000
Training Epoch: 26 [3072/45000]	Loss: 0.2866	LR: 0.020000
Training Epoch: 26 [3328/45000]	Loss: 0.3377	LR: 0.020000
Training Epoch: 26 [3584/45000]	Loss: 0.3584	LR: 0.020000
Training Epoch: 26 [3840/45000]	Loss: 0.3936	LR: 0.020000
Training Epoch: 26 [4096/45000]	Loss: 0.3273	LR: 0.020000
Training Epoch: 26 [4352/45000]	Loss: 0.3359	LR: 0.020000
Training Epoch: 26 [4608/45000]	Loss: 0.4767	LR: 0.020000
Training Epoch: 26 [4864/45000]	Loss: 0.2822	LR: 0.020000
Training Epoch: 26 [5120/45000]	Loss: 0.3583	LR: 0.020000
Training Epoch: 26 [5376/45000]	Loss: 0.3716	LR: 0.020000
Training Epoch: 26 [5632/45000]	Loss: 0.2617	LR: 0.020000
Training Epoch: 26 [5888/45000]	Loss: 0.3512	LR: 0.020000
Training Epoch: 26 [6144/45000]	Loss: 0.3095	LR: 0.020000
Training Epoch: 26 [6400/45000]	Loss: 0.3781	LR: 0.020000
Training Epoch: 26 [6656/45000]	Loss: 0.3724	LR: 0.020000
Training Epoch: 26 [6912/45000]	Loss: 0.2990	LR: 0.020000
Training Epoch: 26 [7168/45000]	Loss: 0.3209	LR: 0.020000
Training Epoch: 26 [7424/45000]	Loss: 0.3593	LR: 0.020000
Training Epoch: 26 [7680/45000]	Loss: 0.3466	LR: 0.020000
Training Epoch: 26 [7936/45000]	Loss: 0.3029	LR: 0.020000
Training Epoch: 26 [8192/45000]	Loss: 0.4038	LR: 0.020000
Training Epoch: 26 [8448/45000]	Loss: 0.3986	LR: 0.020000
Training Epoch: 26 [8704/45000]	Loss: 0.3072	LR: 0.020000
Training Epoch: 26 [8960/45000]	Loss: 0.3289	LR: 0.020000
Training Epoch: 26 [9216/45000]	Loss: 0.3673	LR: 0.020000
Training Epoch: 26 [9472/45000]	Loss: 0.3523	LR: 0.020000
Training Epoch: 26 [9728/45000]	Loss: 0.2661	LR: 0.020000
Training Epoch: 26 [9984/45000]	Loss: 0.3739	LR: 0.020000
Training Epoch: 26 [10240/45000]	Loss: 0.3975	LR: 0.020000
Training Epoch: 26 [10496/45000]	Loss: 0.2891	LR: 0.020000
Training Epoch: 26 [10752/45000]	Loss: 0.3408	LR: 0.020000
Training Epoch: 26 [11008/45000]	Loss: 0.4136	LR: 0.020000
Training Epoch: 26 [11264/45000]	Loss: 0.3212	LR: 0.020000
Training Epoch: 26 [11520/45000]	Loss: 0.3482	LR: 0.020000
Training Epoch: 26 [11776/45000]	Loss: 0.2834	LR: 0.020000
Training Epoch: 26 [12032/45000]	Loss: 0.3978	LR: 0.020000
Training Epoch: 26 [12288/45000]	Loss: 0.3380	LR: 0.020000
Training Epoch: 26 [12544/45000]	Loss: 0.3479	LR: 0.020000
Training Epoch: 26 [12800/45000]	Loss: 0.3029	LR: 0.020000
Training Epoch: 26 [13056/45000]	Loss: 0.4669	LR: 0.020000
Training Epoch: 26 [13312/45000]	Loss: 0.3740	LR: 0.020000
Training Epoch: 26 [13568/45000]	Loss: 0.3294	LR: 0.020000
Training Epoch: 26 [13824/45000]	Loss: 0.3065	LR: 0.020000
Training Epoch: 26 [14080/45000]	Loss: 0.3918	LR: 0.020000
Training Epoch: 26 [14336/45000]	Loss: 0.3349	LR: 0.020000
Training Epoch: 26 [14592/45000]	Loss: 0.4089	LR: 0.020000
Training Epoch: 26 [14848/45000]	Loss: 0.3899	LR: 0.020000
Training Epoch: 26 [15104/45000]	Loss: 0.4152	LR: 0.020000
Training Epoch: 26 [15360/45000]	Loss: 0.3696	LR: 0.020000
Training Epoch: 26 [15616/45000]	Loss: 0.3185	LR: 0.020000
Training Epoch: 26 [15872/45000]	Loss: 0.3287	LR: 0.020000
Training Epoch: 26 [16128/45000]	Loss: 0.3864	LR: 0.020000
Training Epoch: 26 [16384/45000]	Loss: 0.3902	LR: 0.020000
Training Epoch: 26 [16640/45000]	Loss: 0.3736	LR: 0.020000
Training Epoch: 26 [16896/45000]	Loss: 0.3609	LR: 0.020000
Training Epoch: 26 [17152/45000]	Loss: 0.4403	LR: 0.020000
Training Epoch: 26 [17408/45000]	Loss: 0.2983	LR: 0.020000
Training Epoch: 26 [17664/45000]	Loss: 0.3296	LR: 0.020000
Training Epoch: 26 [17920/45000]	Loss: 0.3717	LR: 0.020000
Training Epoch: 26 [18176/45000]	Loss: 0.3639	LR: 0.020000
Training Epoch: 26 [18432/45000]	Loss: 0.4402	LR: 0.020000
Training Epoch: 26 [18688/45000]	Loss: 0.3278	LR: 0.020000
Training Epoch: 26 [18944/45000]	Loss: 0.4002	LR: 0.020000
Training Epoch: 26 [19200/45000]	Loss: 0.2736	LR: 0.020000
Training Epoch: 26 [19456/45000]	Loss: 0.3886	LR: 0.020000
Training Epoch: 26 [19712/45000]	Loss: 0.2329	LR: 0.020000
Training Epoch: 26 [19968/45000]	Loss: 0.3206	LR: 0.020000
Training Epoch: 26 [20224/45000]	Loss: 0.3981	LR: 0.020000
Training Epoch: 26 [20480/45000]	Loss: 0.4225	LR: 0.020000
Training Epoch: 26 [20736/45000]	Loss: 0.4455	LR: 0.020000
Training Epoch: 26 [20992/45000]	Loss: 0.4226	LR: 0.020000
Training Epoch: 26 [21248/45000]	Loss: 0.3716	LR: 0.020000
Training Epoch: 26 [21504/45000]	Loss: 0.4443	LR: 0.020000
Training Epoch: 26 [21760/45000]	Loss: 0.4112	LR: 0.020000
Training Epoch: 26 [22016/45000]	Loss: 0.4433	LR: 0.020000
Training Epoch: 26 [22272/45000]	Loss: 0.3361	LR: 0.020000
Training Epoch: 26 [22528/45000]	Loss: 0.3776	LR: 0.020000
Training Epoch: 26 [22784/45000]	Loss: 0.4077	LR: 0.020000
Training Epoch: 26 [23040/45000]	Loss: 0.4816	LR: 0.020000
Training Epoch: 26 [23296/45000]	Loss: 0.4262	LR: 0.020000
Training Epoch: 26 [23552/45000]	Loss: 0.3075	LR: 0.020000
Training Epoch: 26 [23808/45000]	Loss: 0.4008	LR: 0.020000
Training Epoch: 26 [24064/45000]	Loss: 0.4632	LR: 0.020000
Training Epoch: 26 [24320/45000]	Loss: 0.3473	LR: 0.020000
Training Epoch: 26 [24576/45000]	Loss: 0.3720	LR: 0.020000
Training Epoch: 26 [24832/45000]	Loss: 0.2855	LR: 0.020000
Training Epoch: 26 [25088/45000]	Loss: 0.3758	LR: 0.020000
Training Epoch: 26 [25344/45000]	Loss: 0.4357	LR: 0.020000
Training Epoch: 26 [25600/45000]	Loss: 0.2945	LR: 0.020000
Training Epoch: 26 [25856/45000]	Loss: 0.3521	LR: 0.020000
Training Epoch: 26 [26112/45000]	Loss: 0.3303	LR: 0.020000
Training Epoch: 26 [26368/45000]	Loss: 0.3100	LR: 0.020000
Training Epoch: 26 [26624/45000]	Loss: 0.3379	LR: 0.020000
Training Epoch: 26 [26880/45000]	Loss: 0.4222	LR: 0.020000
Training Epoch: 26 [27136/45000]	Loss: 0.3621	LR: 0.020000
Training Epoch: 26 [27392/45000]	Loss: 0.4103	LR: 0.020000
Training Epoch: 26 [27648/45000]	Loss: 0.3041	LR: 0.020000
Training Epoch: 26 [27904/45000]	Loss: 0.3659	LR: 0.020000
Training Epoch: 26 [28160/45000]	Loss: 0.3399	LR: 0.020000
Training Epoch: 26 [28416/45000]	Loss: 0.4506	LR: 0.020000
Training Epoch: 26 [28672/45000]	Loss: 0.3440	LR: 0.020000
Training Epoch: 26 [28928/45000]	Loss: 0.3391	LR: 0.020000
Training Epoch: 26 [29184/45000]	Loss: 0.4274	LR: 0.020000
Training Epoch: 26 [29440/45000]	Loss: 0.4468	LR: 0.020000
Training Epoch: 26 [29696/45000]	Loss: 0.3484	LR: 0.020000
Training Epoch: 26 [29952/45000]	Loss: 0.3656	LR: 0.020000
Training Epoch: 26 [30208/45000]	Loss: 0.3513	LR: 0.020000
Training Epoch: 26 [30464/45000]	Loss: 0.3549	LR: 0.020000
Training Epoch: 26 [30720/45000]	Loss: 0.3385	LR: 0.020000
Training Epoch: 26 [30976/45000]	Loss: 0.3188	LR: 0.020000
Training Epoch: 26 [31232/45000]	Loss: 0.3940	LR: 0.020000
Training Epoch: 26 [31488/45000]	Loss: 0.4166	LR: 0.020000
Training Epoch: 26 [31744/45000]	Loss: 0.3387	LR: 0.020000
Training Epoch: 26 [32000/45000]	Loss: 0.4098	LR: 0.020000
Training Epoch: 26 [32256/45000]	Loss: 0.3489	LR: 0.020000
Training Epoch: 26 [32512/45000]	Loss: 0.3017	LR: 0.020000
Training Epoch: 26 [32768/45000]	Loss: 0.3410	LR: 0.020000
Training Epoch: 26 [33024/45000]	Loss: 0.3655	LR: 0.020000
Training Epoch: 26 [33280/45000]	Loss: 0.3800	LR: 0.020000
Training Epoch: 26 [33536/45000]	Loss: 0.3564	LR: 0.020000
Training Epoch: 26 [33792/45000]	Loss: 0.3144	LR: 0.020000
Training Epoch: 26 [34048/45000]	Loss: 0.3357	LR: 0.020000
Training Epoch: 26 [34304/45000]	Loss: 0.3752	LR: 0.020000
Training Epoch: 26 [34560/45000]	Loss: 0.3247	LR: 0.020000
Training Epoch: 26 [34816/45000]	Loss: 0.3920	LR: 0.020000
Training Epoch: 26 [35072/45000]	Loss: 0.3453	LR: 0.020000
Training Epoch: 26 [35328/45000]	Loss: 0.3734	LR: 0.020000
Training Epoch: 26 [35584/45000]	Loss: 0.4410	LR: 0.020000
Training Epoch: 26 [35840/45000]	Loss: 0.3844	LR: 0.020000
Training Epoch: 26 [36096/45000]	Loss: 0.4207	LR: 0.020000
Training Epoch: 26 [36352/45000]	Loss: 0.3525	LR: 0.020000
Training Epoch: 26 [36608/45000]	Loss: 0.3779	LR: 0.020000
Training Epoch: 26 [36864/45000]	Loss: 0.3705	LR: 0.020000
Training Epoch: 26 [37120/45000]	Loss: 0.3565	LR: 0.020000
Training Epoch: 26 [37376/45000]	Loss: 0.3414	LR: 0.020000
Training Epoch: 26 [37632/45000]	Loss: 0.4284	LR: 0.020000
Training Epoch: 26 [37888/45000]	Loss: 0.4533	LR: 0.020000
Training Epoch: 26 [38144/45000]	Loss: 0.3240	LR: 0.020000
Training Epoch: 26 [38400/45000]	Loss: 0.2994	LR: 0.020000
Training Epoch: 26 [38656/45000]	Loss: 0.4260	LR: 0.020000
Training Epoch: 26 [38912/45000]	Loss: 0.4230	LR: 0.020000
Training Epoch: 26 [39168/45000]	Loss: 0.4872	LR: 0.020000
Training Epoch: 26 [39424/45000]	Loss: 0.3554	LR: 0.020000
Training Epoch: 26 [39680/45000]	Loss: 0.3166	LR: 0.020000
Training Epoch: 26 [39936/45000]	Loss: 0.4097	LR: 0.020000
Training Epoch: 26 [40192/45000]	Loss: 0.3468	LR: 0.020000
Training Epoch: 26 [40448/45000]	Loss: 0.4767	LR: 0.020000
Training Epoch: 26 [40704/45000]	Loss: 0.4927	LR: 0.020000
Training Epoch: 26 [40960/45000]	Loss: 0.3705	LR: 0.020000
Training Epoch: 26 [41216/45000]	Loss: 0.3433	LR: 0.020000
Training Epoch: 26 [41472/45000]	Loss: 0.4183	LR: 0.020000
Training Epoch: 26 [41728/45000]	Loss: 0.3466	LR: 0.020000
Training Epoch: 26 [41984/45000]	Loss: 0.4192	LR: 0.020000
Training Epoch: 26 [42240/45000]	Loss: 0.4415	LR: 0.020000
Training Epoch: 26 [42496/45000]	Loss: 0.3944	LR: 0.020000
Training Epoch: 26 [42752/45000]	Loss: 0.3649	LR: 0.020000
Training Epoch: 26 [43008/45000]	Loss: 0.4304	LR: 0.020000
Training Epoch: 26 [43264/45000]	Loss: 0.4030	LR: 0.020000
Training Epoch: 26 [43520/45000]	Loss: 0.3866	LR: 0.020000
Training Epoch: 26 [43776/45000]	Loss: 0.4560	LR: 0.020000
Training Epoch: 26 [44032/45000]	Loss: 0.3882	LR: 0.020000
Training Epoch: 26 [44288/45000]	Loss: 0.4425	LR: 0.020000
Training Epoch: 26 [44544/45000]	Loss: 0.4187	LR: 0.020000
Training Epoch: 26 [44800/45000]	Loss: 0.3998	LR: 0.020000
Training Epoch: 26 [45000/45000]	Loss: 0.5062	LR: 0.020000
Epoch 26 - Average Train Loss: 0.3703, Train Accuracy: 0.8780
Epoch 26 training time consumed: 26.91s
Evaluating Network.....
Test set: Epoch: 26, Average loss: 0.0033, Accuracy: 0.7594, Time consumed:0.92s
Training Epoch: 27 [256/45000]	Loss: 0.2700	LR: 0.020000
Training Epoch: 27 [512/45000]	Loss: 0.3284	LR: 0.020000
Training Epoch: 27 [768/45000]	Loss: 0.3109	LR: 0.020000
Training Epoch: 27 [1024/45000]	Loss: 0.3729	LR: 0.020000
Training Epoch: 27 [1280/45000]	Loss: 0.3914	LR: 0.020000
Training Epoch: 27 [1536/45000]	Loss: 0.2655	LR: 0.020000
Training Epoch: 27 [1792/45000]	Loss: 0.3090	LR: 0.020000
Training Epoch: 27 [2048/45000]	Loss: 0.2230	LR: 0.020000
Training Epoch: 27 [2304/45000]	Loss: 0.2735	LR: 0.020000
Training Epoch: 27 [2560/45000]	Loss: 0.4203	LR: 0.020000
Training Epoch: 27 [2816/45000]	Loss: 0.3703	LR: 0.020000
Training Epoch: 27 [3072/45000]	Loss: 0.4533	LR: 0.020000
Training Epoch: 27 [3328/45000]	Loss: 0.3848	LR: 0.020000
Training Epoch: 27 [3584/45000]	Loss: 0.3400	LR: 0.020000
Training Epoch: 27 [3840/45000]	Loss: 0.3955	LR: 0.020000
Training Epoch: 27 [4096/45000]	Loss: 0.3122	LR: 0.020000
Training Epoch: 27 [4352/45000]	Loss: 0.2553	LR: 0.020000
Training Epoch: 27 [4608/45000]	Loss: 0.4498	LR: 0.020000
Training Epoch: 27 [4864/45000]	Loss: 0.3025	LR: 0.020000
Training Epoch: 27 [5120/45000]	Loss: 0.2815	LR: 0.020000
Training Epoch: 27 [5376/45000]	Loss: 0.2808	LR: 0.020000
Training Epoch: 27 [5632/45000]	Loss: 0.2847	LR: 0.020000
Training Epoch: 27 [5888/45000]	Loss: 0.4031	LR: 0.020000
Training Epoch: 27 [6144/45000]	Loss: 0.3309	LR: 0.020000
Training Epoch: 27 [6400/45000]	Loss: 0.3562	LR: 0.020000
Training Epoch: 27 [6656/45000]	Loss: 0.4289	LR: 0.020000
Training Epoch: 27 [6912/45000]	Loss: 0.2618	LR: 0.020000
Training Epoch: 27 [7168/45000]	Loss: 0.3482	LR: 0.020000
Training Epoch: 27 [7424/45000]	Loss: 0.3441	LR: 0.020000
Training Epoch: 27 [7680/45000]	Loss: 0.3726	LR: 0.020000
Training Epoch: 27 [7936/45000]	Loss: 0.3151	LR: 0.020000
Training Epoch: 27 [8192/45000]	Loss: 0.3215	LR: 0.020000
Training Epoch: 27 [8448/45000]	Loss: 0.3249	LR: 0.020000
Training Epoch: 27 [8704/45000]	Loss: 0.3156	LR: 0.020000
Training Epoch: 27 [8960/45000]	Loss: 0.4318	LR: 0.020000
Training Epoch: 27 [9216/45000]	Loss: 0.3795	LR: 0.020000
Training Epoch: 27 [9472/45000]	Loss: 0.4099	LR: 0.020000
Training Epoch: 27 [9728/45000]	Loss: 0.3385	LR: 0.020000
Training Epoch: 27 [9984/45000]	Loss: 0.3106	LR: 0.020000
Training Epoch: 27 [10240/45000]	Loss: 0.3752	LR: 0.020000
Training Epoch: 27 [10496/45000]	Loss: 0.3517	LR: 0.020000
Training Epoch: 27 [10752/45000]	Loss: 0.3661	LR: 0.020000
Training Epoch: 27 [11008/45000]	Loss: 0.3412	LR: 0.020000
Training Epoch: 27 [11264/45000]	Loss: 0.3090	LR: 0.020000
Training Epoch: 27 [11520/45000]	Loss: 0.4789	LR: 0.020000
Training Epoch: 27 [11776/45000]	Loss: 0.3574	LR: 0.020000
Training Epoch: 27 [12032/45000]	Loss: 0.2308	LR: 0.020000
Training Epoch: 27 [12288/45000]	Loss: 0.3389	LR: 0.020000
Training Epoch: 27 [12544/45000]	Loss: 0.2119	LR: 0.020000
Training Epoch: 27 [12800/45000]	Loss: 0.3946	LR: 0.020000
Training Epoch: 27 [13056/45000]	Loss: 0.3629	LR: 0.020000
Training Epoch: 27 [13312/45000]	Loss: 0.3113	LR: 0.020000
Training Epoch: 27 [13568/45000]	Loss: 0.3673	LR: 0.020000
Training Epoch: 27 [13824/45000]	Loss: 0.3000	LR: 0.020000
Training Epoch: 27 [14080/45000]	Loss: 0.3929	LR: 0.020000
Training Epoch: 27 [14336/45000]	Loss: 0.3281	LR: 0.020000
Training Epoch: 27 [14592/45000]	Loss: 0.3847	LR: 0.020000
Training Epoch: 27 [14848/45000]	Loss: 0.3611	LR: 0.020000
Training Epoch: 27 [15104/45000]	Loss: 0.3386	LR: 0.020000
Training Epoch: 27 [15360/45000]	Loss: 0.3838	LR: 0.020000
Training Epoch: 27 [15616/45000]	Loss: 0.3505	LR: 0.020000
Training Epoch: 27 [15872/45000]	Loss: 0.3168	LR: 0.020000
Training Epoch: 27 [16128/45000]	Loss: 0.3703	LR: 0.020000
Training Epoch: 27 [16384/45000]	Loss: 0.3837	LR: 0.020000
Training Epoch: 27 [16640/45000]	Loss: 0.3971	LR: 0.020000
Training Epoch: 27 [16896/45000]	Loss: 0.3246	LR: 0.020000
Training Epoch: 27 [17152/45000]	Loss: 0.3178	LR: 0.020000
Training Epoch: 27 [17408/45000]	Loss: 0.2783	LR: 0.020000
Training Epoch: 27 [17664/45000]	Loss: 0.3191	LR: 0.020000
Training Epoch: 27 [17920/45000]	Loss: 0.3451	LR: 0.020000
Training Epoch: 27 [18176/45000]	Loss: 0.2754	LR: 0.020000
Training Epoch: 27 [18432/45000]	Loss: 0.3140	LR: 0.020000
Training Epoch: 27 [18688/45000]	Loss: 0.3265	LR: 0.020000
Training Epoch: 27 [18944/45000]	Loss: 0.3066	LR: 0.020000
Training Epoch: 27 [19200/45000]	Loss: 0.2570	LR: 0.020000
Training Epoch: 27 [19456/45000]	Loss: 0.2810	LR: 0.020000
Training Epoch: 27 [19712/45000]	Loss: 0.2919	LR: 0.020000
Training Epoch: 27 [19968/45000]	Loss: 0.3537	LR: 0.020000
Training Epoch: 27 [20224/45000]	Loss: 0.2875	LR: 0.020000
Training Epoch: 27 [20480/45000]	Loss: 0.3766	LR: 0.020000
Training Epoch: 27 [20736/45000]	Loss: 0.3293	LR: 0.020000
Training Epoch: 27 [20992/45000]	Loss: 0.3515	LR: 0.020000
Training Epoch: 27 [21248/45000]	Loss: 0.4500	LR: 0.020000
Training Epoch: 27 [21504/45000]	Loss: 0.3070	LR: 0.020000
Training Epoch: 27 [21760/45000]	Loss: 0.3309	LR: 0.020000
Training Epoch: 27 [22016/45000]	Loss: 0.2885	LR: 0.020000
Training Epoch: 27 [22272/45000]	Loss: 0.4008	LR: 0.020000
Training Epoch: 27 [22528/45000]	Loss: 0.3611	LR: 0.020000
Training Epoch: 27 [22784/45000]	Loss: 0.3396	LR: 0.020000
Training Epoch: 27 [23040/45000]	Loss: 0.3894	LR: 0.020000
Training Epoch: 27 [23296/45000]	Loss: 0.3585	LR: 0.020000
Training Epoch: 27 [23552/45000]	Loss: 0.3799	LR: 0.020000
Training Epoch: 27 [23808/45000]	Loss: 0.3695	LR: 0.020000
Training Epoch: 27 [24064/45000]	Loss: 0.3254	LR: 0.020000
Training Epoch: 27 [24320/45000]	Loss: 0.3156	LR: 0.020000
Training Epoch: 27 [24576/45000]	Loss: 0.3712	LR: 0.020000
Training Epoch: 27 [24832/45000]	Loss: 0.3898	LR: 0.020000
Training Epoch: 27 [25088/45000]	Loss: 0.3817	LR: 0.020000
Training Epoch: 27 [25344/45000]	Loss: 0.4229	LR: 0.020000
Training Epoch: 27 [25600/45000]	Loss: 0.3755	LR: 0.020000
Training Epoch: 27 [25856/45000]	Loss: 0.3482	LR: 0.020000
Training Epoch: 27 [26112/45000]	Loss: 0.4334	LR: 0.020000
Training Epoch: 27 [26368/45000]	Loss: 0.3976	LR: 0.020000
Training Epoch: 27 [26624/45000]	Loss: 0.5673	LR: 0.020000
Training Epoch: 27 [26880/45000]	Loss: 0.3936	LR: 0.020000
Training Epoch: 27 [27136/45000]	Loss: 0.2737	LR: 0.020000
Training Epoch: 27 [27392/45000]	Loss: 0.3938	LR: 0.020000
Training Epoch: 27 [27648/45000]	Loss: 0.3880	LR: 0.020000
Training Epoch: 27 [27904/45000]	Loss: 0.2674	LR: 0.020000
Training Epoch: 27 [28160/45000]	Loss: 0.4386	LR: 0.020000
Training Epoch: 27 [28416/45000]	Loss: 0.2985	LR: 0.020000
Training Epoch: 27 [28672/45000]	Loss: 0.3522	LR: 0.020000
Training Epoch: 27 [28928/45000]	Loss: 0.4489	LR: 0.020000
Training Epoch: 27 [29184/45000]	Loss: 0.2928	LR: 0.020000
Training Epoch: 27 [29440/45000]	Loss: 0.3509	LR: 0.020000
Training Epoch: 27 [29696/45000]	Loss: 0.4480	LR: 0.020000
Training Epoch: 27 [29952/45000]	Loss: 0.4673	LR: 0.020000
Training Epoch: 27 [30208/45000]	Loss: 0.4084	LR: 0.020000
Training Epoch: 27 [30464/45000]	Loss: 0.3553	LR: 0.020000
Training Epoch: 27 [30720/45000]	Loss: 0.3897	LR: 0.020000
Training Epoch: 27 [30976/45000]	Loss: 0.3182	LR: 0.020000
Training Epoch: 27 [31232/45000]	Loss: 0.3011	LR: 0.020000
Training Epoch: 27 [31488/45000]	Loss: 0.3716	LR: 0.020000
Training Epoch: 27 [31744/45000]	Loss: 0.4152	LR: 0.020000
Training Epoch: 27 [32000/45000]	Loss: 0.3168	LR: 0.020000
Training Epoch: 27 [32256/45000]	Loss: 0.3050	LR: 0.020000
Training Epoch: 27 [32512/45000]	Loss: 0.3125	LR: 0.020000
Training Epoch: 27 [32768/45000]	Loss: 0.2913	LR: 0.020000
Training Epoch: 27 [33024/45000]	Loss: 0.3721	LR: 0.020000
Training Epoch: 27 [33280/45000]	Loss: 0.3984	LR: 0.020000
Training Epoch: 27 [33536/45000]	Loss: 0.3562	LR: 0.020000
Training Epoch: 27 [33792/45000]	Loss: 0.3610	LR: 0.020000
Training Epoch: 27 [34048/45000]	Loss: 0.4751	LR: 0.020000
Training Epoch: 27 [34304/45000]	Loss: 0.3906	LR: 0.020000
Training Epoch: 27 [34560/45000]	Loss: 0.3776	LR: 0.020000
Training Epoch: 27 [34816/45000]	Loss: 0.4070	LR: 0.020000
Training Epoch: 27 [35072/45000]	Loss: 0.3047	LR: 0.020000
Training Epoch: 27 [35328/45000]	Loss: 0.3701	LR: 0.020000
Training Epoch: 27 [35584/45000]	Loss: 0.3083	LR: 0.020000
Training Epoch: 27 [35840/45000]	Loss: 0.4110	LR: 0.020000
Training Epoch: 27 [36096/45000]	Loss: 0.3924	LR: 0.020000
Training Epoch: 27 [36352/45000]	Loss: 0.3475	LR: 0.020000
Training Epoch: 27 [36608/45000]	Loss: 0.4155	LR: 0.020000
Training Epoch: 27 [36864/45000]	Loss: 0.4250	LR: 0.020000
Training Epoch: 27 [37120/45000]	Loss: 0.3716	LR: 0.020000
Training Epoch: 27 [37376/45000]	Loss: 0.3096	LR: 0.020000
Training Epoch: 27 [37632/45000]	Loss: 0.4228	LR: 0.020000
Training Epoch: 27 [37888/45000]	Loss: 0.4204	LR: 0.020000
Training Epoch: 27 [38144/45000]	Loss: 0.4174	LR: 0.020000
Training Epoch: 27 [38400/45000]	Loss: 0.3291	LR: 0.020000
Training Epoch: 27 [38656/45000]	Loss: 0.3112	LR: 0.020000
Training Epoch: 27 [38912/45000]	Loss: 0.3309	LR: 0.020000
Training Epoch: 27 [39168/45000]	Loss: 0.4106	LR: 0.020000
Training Epoch: 27 [39424/45000]	Loss: 0.3107	LR: 0.020000
Training Epoch: 27 [39680/45000]	Loss: 0.4592	LR: 0.020000
Training Epoch: 27 [39936/45000]	Loss: 0.3645	LR: 0.020000
Training Epoch: 27 [40192/45000]	Loss: 0.2407	LR: 0.020000
Training Epoch: 27 [40448/45000]	Loss: 0.4346	LR: 0.020000
Training Epoch: 27 [40704/45000]	Loss: 0.3182	LR: 0.020000
Training Epoch: 27 [40960/45000]	Loss: 0.4269	LR: 0.020000
Training Epoch: 27 [41216/45000]	Loss: 0.3065	LR: 0.020000
Training Epoch: 27 [41472/45000]	Loss: 0.3595	LR: 0.020000
Training Epoch: 27 [41728/45000]	Loss: 0.4039	LR: 0.020000
Training Epoch: 27 [41984/45000]	Loss: 0.4359	LR: 0.020000
Training Epoch: 27 [42240/45000]	Loss: 0.2663	LR: 0.020000
Training Epoch: 27 [42496/45000]	Loss: 0.2926	LR: 0.020000
Training Epoch: 27 [42752/45000]	Loss: 0.3616	LR: 0.020000
Training Epoch: 27 [43008/45000]	Loss: 0.4097	LR: 0.020000
Training Epoch: 27 [43264/45000]	Loss: 0.4261	LR: 0.020000
Training Epoch: 27 [43520/45000]	Loss: 0.3999	LR: 0.020000
Training Epoch: 27 [43776/45000]	Loss: 0.3125	LR: 0.020000
Training Epoch: 27 [44032/45000]	Loss: 0.3898	LR: 0.020000
Training Epoch: 27 [44288/45000]	Loss: 0.4045	LR: 0.020000
Training Epoch: 27 [44544/45000]	Loss: 0.4124	LR: 0.020000
Training Epoch: 27 [44800/45000]	Loss: 0.3456	LR: 0.020000
Training Epoch: 27 [45000/45000]	Loss: 0.4634	LR: 0.020000
Epoch 27 - Average Train Loss: 0.3555, Train Accuracy: 0.8814
Epoch 27 training time consumed: 26.87s
Evaluating Network.....
Test set: Epoch: 27, Average loss: 0.0034, Accuracy: 0.7634, Time consumed:0.90s
Training Epoch: 28 [256/45000]	Loss: 0.3983	LR: 0.020000
Training Epoch: 28 [512/45000]	Loss: 0.3150	LR: 0.020000
Training Epoch: 28 [768/45000]	Loss: 0.3909	LR: 0.020000
Training Epoch: 28 [1024/45000]	Loss: 0.2442	LR: 0.020000
Training Epoch: 28 [1280/45000]	Loss: 0.3350	LR: 0.020000
Training Epoch: 28 [1536/45000]	Loss: 0.3613	LR: 0.020000
Training Epoch: 28 [1792/45000]	Loss: 0.3200	LR: 0.020000
Training Epoch: 28 [2048/45000]	Loss: 0.3270	LR: 0.020000
Training Epoch: 28 [2304/45000]	Loss: 0.3589	LR: 0.020000
Training Epoch: 28 [2560/45000]	Loss: 0.3367	LR: 0.020000
Training Epoch: 28 [2816/45000]	Loss: 0.4386	LR: 0.020000
Training Epoch: 28 [3072/45000]	Loss: 0.3463	LR: 0.020000
Training Epoch: 28 [3328/45000]	Loss: 0.2931	LR: 0.020000
Training Epoch: 28 [3584/45000]	Loss: 0.3087	LR: 0.020000
Training Epoch: 28 [3840/45000]	Loss: 0.3480	LR: 0.020000
Training Epoch: 28 [4096/45000]	Loss: 0.3030	LR: 0.020000
Training Epoch: 28 [4352/45000]	Loss: 0.3122	LR: 0.020000
Training Epoch: 28 [4608/45000]	Loss: 0.3312	LR: 0.020000
Training Epoch: 28 [4864/45000]	Loss: 0.3127	LR: 0.020000
Training Epoch: 28 [5120/45000]	Loss: 0.2669	LR: 0.020000
Training Epoch: 28 [5376/45000]	Loss: 0.3745	LR: 0.020000
Training Epoch: 28 [5632/45000]	Loss: 0.3676	LR: 0.020000
Training Epoch: 28 [5888/45000]	Loss: 0.4050	LR: 0.020000
Training Epoch: 28 [6144/45000]	Loss: 0.2896	LR: 0.020000
Training Epoch: 28 [6400/45000]	Loss: 0.2869	LR: 0.020000
Training Epoch: 28 [6656/45000]	Loss: 0.2645	LR: 0.020000
Training Epoch: 28 [6912/45000]	Loss: 0.3396	LR: 0.020000
Training Epoch: 28 [7168/45000]	Loss: 0.3279	LR: 0.020000
Training Epoch: 28 [7424/45000]	Loss: 0.3257	LR: 0.020000
Training Epoch: 28 [7680/45000]	Loss: 0.3252	LR: 0.020000
Training Epoch: 28 [7936/45000]	Loss: 0.3697	LR: 0.020000
Training Epoch: 28 [8192/45000]	Loss: 0.3565	LR: 0.020000
Training Epoch: 28 [8448/45000]	Loss: 0.2946	LR: 0.020000
Training Epoch: 28 [8704/45000]	Loss: 0.3591	LR: 0.020000
Training Epoch: 28 [8960/45000]	Loss: 0.2524	LR: 0.020000
Training Epoch: 28 [9216/45000]	Loss: 0.3148	LR: 0.020000
Training Epoch: 28 [9472/45000]	Loss: 0.3692	LR: 0.020000
Training Epoch: 28 [9728/45000]	Loss: 0.3284	LR: 0.020000
Training Epoch: 28 [9984/45000]	Loss: 0.3166	LR: 0.020000
Training Epoch: 28 [10240/45000]	Loss: 0.3217	LR: 0.020000
Training Epoch: 28 [10496/45000]	Loss: 0.3735	LR: 0.020000
Training Epoch: 28 [10752/45000]	Loss: 0.3739	LR: 0.020000
Training Epoch: 28 [11008/45000]	Loss: 0.3134	LR: 0.020000
Training Epoch: 28 [11264/45000]	Loss: 0.2246	LR: 0.020000
Training Epoch: 28 [11520/45000]	Loss: 0.3911	LR: 0.020000
Training Epoch: 28 [11776/45000]	Loss: 0.3245	LR: 0.020000
Training Epoch: 28 [12032/45000]	Loss: 0.2891	LR: 0.020000
Training Epoch: 28 [12288/45000]	Loss: 0.3415	LR: 0.020000
Training Epoch: 28 [12544/45000]	Loss: 0.3939	LR: 0.020000
Training Epoch: 28 [12800/45000]	Loss: 0.3198	LR: 0.020000
Training Epoch: 28 [13056/45000]	Loss: 0.3768	LR: 0.020000
Training Epoch: 28 [13312/45000]	Loss: 0.3214	LR: 0.020000
Training Epoch: 28 [13568/45000]	Loss: 0.3732	LR: 0.020000
Training Epoch: 28 [13824/45000]	Loss: 0.3418	LR: 0.020000
Training Epoch: 28 [14080/45000]	Loss: 0.3702	LR: 0.020000
Training Epoch: 28 [14336/45000]	Loss: 0.4131	LR: 0.020000
Training Epoch: 28 [14592/45000]	Loss: 0.2511	LR: 0.020000
Training Epoch: 28 [14848/45000]	Loss: 0.3328	LR: 0.020000
Training Epoch: 28 [15104/45000]	Loss: 0.3579	LR: 0.020000
Training Epoch: 28 [15360/45000]	Loss: 0.3715	LR: 0.020000
Training Epoch: 28 [15616/45000]	Loss: 0.2969	LR: 0.020000
Training Epoch: 28 [15872/45000]	Loss: 0.3193	LR: 0.020000
Training Epoch: 28 [16128/45000]	Loss: 0.2990	LR: 0.020000
Training Epoch: 28 [16384/45000]	Loss: 0.3752	LR: 0.020000
Training Epoch: 28 [16640/45000]	Loss: 0.3279	LR: 0.020000
Training Epoch: 28 [16896/45000]	Loss: 0.3050	LR: 0.020000
Training Epoch: 28 [17152/45000]	Loss: 0.2502	LR: 0.020000
Training Epoch: 28 [17408/45000]	Loss: 0.3510	LR: 0.020000
Training Epoch: 28 [17664/45000]	Loss: 0.3318	LR: 0.020000
Training Epoch: 28 [17920/45000]	Loss: 0.3455	LR: 0.020000
Training Epoch: 28 [18176/45000]	Loss: 0.3238	LR: 0.020000
Training Epoch: 28 [18432/45000]	Loss: 0.3236	LR: 0.020000
Training Epoch: 28 [18688/45000]	Loss: 0.2907	LR: 0.020000
Training Epoch: 28 [18944/45000]	Loss: 0.4291	LR: 0.020000
Training Epoch: 28 [19200/45000]	Loss: 0.3675	LR: 0.020000
Training Epoch: 28 [19456/45000]	Loss: 0.3730	LR: 0.020000
Training Epoch: 28 [19712/45000]	Loss: 0.3526	LR: 0.020000
Training Epoch: 28 [19968/45000]	Loss: 0.3420	LR: 0.020000
Training Epoch: 28 [20224/45000]	Loss: 0.3076	LR: 0.020000
Training Epoch: 28 [20480/45000]	Loss: 0.2582	LR: 0.020000
Training Epoch: 28 [20736/45000]	Loss: 0.2516	LR: 0.020000
Training Epoch: 28 [20992/45000]	Loss: 0.3145	LR: 0.020000
Training Epoch: 28 [21248/45000]	Loss: 0.3311	LR: 0.020000
Training Epoch: 28 [21504/45000]	Loss: 0.3117	LR: 0.020000
Training Epoch: 28 [21760/45000]	Loss: 0.2520	LR: 0.020000
Training Epoch: 28 [22016/45000]	Loss: 0.3048	LR: 0.020000
Training Epoch: 28 [22272/45000]	Loss: 0.2850	LR: 0.020000
Training Epoch: 28 [22528/45000]	Loss: 0.3300	LR: 0.020000
Training Epoch: 28 [22784/45000]	Loss: 0.3508	LR: 0.020000
Training Epoch: 28 [23040/45000]	Loss: 0.2882	LR: 0.020000
Training Epoch: 28 [23296/45000]	Loss: 0.3890	LR: 0.020000
Training Epoch: 28 [23552/45000]	Loss: 0.3939	LR: 0.020000
Training Epoch: 28 [23808/45000]	Loss: 0.3172	LR: 0.020000
Training Epoch: 28 [24064/45000]	Loss: 0.3807	LR: 0.020000
Training Epoch: 28 [24320/45000]	Loss: 0.3639	LR: 0.020000
Training Epoch: 28 [24576/45000]	Loss: 0.3139	LR: 0.020000
Training Epoch: 28 [24832/45000]	Loss: 0.3998	LR: 0.020000
Training Epoch: 28 [25088/45000]	Loss: 0.3201	LR: 0.020000
Training Epoch: 28 [25344/45000]	Loss: 0.4227	LR: 0.020000
Training Epoch: 28 [25600/45000]	Loss: 0.4072	LR: 0.020000
Training Epoch: 28 [25856/45000]	Loss: 0.2618	LR: 0.020000
Training Epoch: 28 [26112/45000]	Loss: 0.3544	LR: 0.020000
Training Epoch: 28 [26368/45000]	Loss: 0.3182	LR: 0.020000
Training Epoch: 28 [26624/45000]	Loss: 0.3346	LR: 0.020000
Training Epoch: 28 [26880/45000]	Loss: 0.3867	LR: 0.020000
Training Epoch: 28 [27136/45000]	Loss: 0.3859	LR: 0.020000
Training Epoch: 28 [27392/45000]	Loss: 0.3427	LR: 0.020000
Training Epoch: 28 [27648/45000]	Loss: 0.3623	LR: 0.020000
Training Epoch: 28 [27904/45000]	Loss: 0.3398	LR: 0.020000
Training Epoch: 28 [28160/45000]	Loss: 0.3674	LR: 0.020000
Training Epoch: 28 [28416/45000]	Loss: 0.3744	LR: 0.020000
Training Epoch: 28 [28672/45000]	Loss: 0.3990	LR: 0.020000
Training Epoch: 28 [28928/45000]	Loss: 0.3099	LR: 0.020000
Training Epoch: 28 [29184/45000]	Loss: 0.4383	LR: 0.020000
Training Epoch: 28 [29440/45000]	Loss: 0.3447	LR: 0.020000
Training Epoch: 28 [29696/45000]	Loss: 0.4375	LR: 0.020000
Training Epoch: 28 [29952/45000]	Loss: 0.4139	LR: 0.020000
Training Epoch: 28 [30208/45000]	Loss: 0.3440	LR: 0.020000
Training Epoch: 28 [30464/45000]	Loss: 0.4075	LR: 0.020000
Training Epoch: 28 [30720/45000]	Loss: 0.3055	LR: 0.020000
Training Epoch: 28 [30976/45000]	Loss: 0.2891	LR: 0.020000
Training Epoch: 28 [31232/45000]	Loss: 0.2926	LR: 0.020000
Training Epoch: 28 [31488/45000]	Loss: 0.3589	LR: 0.020000
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Training Epoch: 28 [37632/45000]	Loss: 0.3481	LR: 0.020000
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Training Epoch: 28 [38144/45000]	Loss: 0.3195	LR: 0.020000
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Training Epoch: 28 [39168/45000]	Loss: 0.3059	LR: 0.020000
Training Epoch: 28 [39424/45000]	Loss: 0.3603	LR: 0.020000
Training Epoch: 28 [39680/45000]	Loss: 0.3337	LR: 0.020000
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Training Epoch: 28 [40448/45000]	Loss: 0.2579	LR: 0.020000
Training Epoch: 28 [40704/45000]	Loss: 0.4591	LR: 0.020000
Training Epoch: 28 [40960/45000]	Loss: 0.3234	LR: 0.020000
Training Epoch: 28 [41216/45000]	Loss: 0.3790	LR: 0.020000
Training Epoch: 28 [41472/45000]	Loss: 0.4510	LR: 0.020000
Training Epoch: 28 [41728/45000]	Loss: 0.4529	LR: 0.020000
Training Epoch: 28 [41984/45000]	Loss: 0.3573	LR: 0.020000
Training Epoch: 28 [42240/45000]	Loss: 0.4378	LR: 0.020000
Training Epoch: 28 [42496/45000]	Loss: 0.3548	LR: 0.020000
Training Epoch: 28 [42752/45000]	Loss: 0.3839	LR: 0.020000
Training Epoch: 28 [43008/45000]	Loss: 0.3323	LR: 0.020000
Training Epoch: 28 [43264/45000]	Loss: 0.3740	LR: 0.020000
Training Epoch: 28 [43520/45000]	Loss: 0.4290	LR: 0.020000
Training Epoch: 28 [43776/45000]	Loss: 0.3896	LR: 0.020000
Training Epoch: 28 [44032/45000]	Loss: 0.3150	LR: 0.020000
Training Epoch: 28 [44288/45000]	Loss: 0.3338	LR: 0.020000
Training Epoch: 28 [44544/45000]	Loss: 0.3431	LR: 0.020000
Training Epoch: 28 [44800/45000]	Loss: 0.4016	LR: 0.020000
Training Epoch: 28 [45000/45000]	Loss: 0.3150	LR: 0.020000
Epoch 28 - Average Train Loss: 0.3469, Train Accuracy: 0.8834
Epoch 28 training time consumed: 26.86s
Evaluating Network.....
Test set: Epoch: 28, Average loss: 0.0032, Accuracy: 0.7758, Time consumed:0.92s
Saving weights file to checkpoint/retrain/ResNet18/Sunday_13_July_2025_17h_31m_21s/ResNet18-Cifar20-seed4-ret100-28-best.pth
Training Epoch: 29 [256/45000]	Loss: 0.2760	LR: 0.020000
Training Epoch: 29 [512/45000]	Loss: 0.2729	LR: 0.020000
Training Epoch: 29 [768/45000]	Loss: 0.2699	LR: 0.020000
Training Epoch: 29 [1024/45000]	Loss: 0.3258	LR: 0.020000
Training Epoch: 29 [1280/45000]	Loss: 0.2957	LR: 0.020000
Training Epoch: 29 [1536/45000]	Loss: 0.3626	LR: 0.020000
Training Epoch: 29 [1792/45000]	Loss: 0.3516	LR: 0.020000
Training Epoch: 29 [2048/45000]	Loss: 0.2831	LR: 0.020000
Training Epoch: 29 [2304/45000]	Loss: 0.3410	LR: 0.020000
Training Epoch: 29 [2560/45000]	Loss: 0.3261	LR: 0.020000
Training Epoch: 29 [2816/45000]	Loss: 0.2944	LR: 0.020000
Training Epoch: 29 [3072/45000]	Loss: 0.3160	LR: 0.020000
Training Epoch: 29 [3328/45000]	Loss: 0.2634	LR: 0.020000
Training Epoch: 29 [3584/45000]	Loss: 0.2639	LR: 0.020000
Training Epoch: 29 [3840/45000]	Loss: 0.3161	LR: 0.020000
Training Epoch: 29 [4096/45000]	Loss: 0.3476	LR: 0.020000
Training Epoch: 29 [4352/45000]	Loss: 0.3099	LR: 0.020000
Training Epoch: 29 [4608/45000]	Loss: 0.3087	LR: 0.020000
Training Epoch: 29 [4864/45000]	Loss: 0.2834	LR: 0.020000
Training Epoch: 29 [5120/45000]	Loss: 0.2691	LR: 0.020000
Training Epoch: 29 [5376/45000]	Loss: 0.3124	LR: 0.020000
Training Epoch: 29 [5632/45000]	Loss: 0.3207	LR: 0.020000
Training Epoch: 29 [5888/45000]	Loss: 0.3012	LR: 0.020000
Training Epoch: 29 [6144/45000]	Loss: 0.3343	LR: 0.020000
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Training Epoch: 29 [6912/45000]	Loss: 0.3937	LR: 0.020000
Training Epoch: 29 [7168/45000]	Loss: 0.4788	LR: 0.020000
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Training Epoch: 29 [7680/45000]	Loss: 0.2456	LR: 0.020000
Training Epoch: 29 [7936/45000]	Loss: 0.3253	LR: 0.020000
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Training Epoch: 29 [8448/45000]	Loss: 0.3427	LR: 0.020000
Training Epoch: 29 [8704/45000]	Loss: 0.3955	LR: 0.020000
Training Epoch: 29 [8960/45000]	Loss: 0.2670	LR: 0.020000
Training Epoch: 29 [9216/45000]	Loss: 0.2948	LR: 0.020000
Training Epoch: 29 [9472/45000]	Loss: 0.3672	LR: 0.020000
Training Epoch: 29 [9728/45000]	Loss: 0.3302	LR: 0.020000
Training Epoch: 29 [9984/45000]	Loss: 0.3122	LR: 0.020000
Training Epoch: 29 [10240/45000]	Loss: 0.3081	LR: 0.020000
Training Epoch: 29 [10496/45000]	Loss: 0.3460	LR: 0.020000
Training Epoch: 29 [10752/45000]	Loss: 0.4035	LR: 0.020000
Training Epoch: 29 [11008/45000]	Loss: 0.3332	LR: 0.020000
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Training Epoch: 29 [11520/45000]	Loss: 0.3055	LR: 0.020000
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Training Epoch: 29 [12288/45000]	Loss: 0.3694	LR: 0.020000
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Training Epoch: 29 [12800/45000]	Loss: 0.3888	LR: 0.020000
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Training Epoch: 29 [13568/45000]	Loss: 0.2891	LR: 0.020000
Training Epoch: 29 [13824/45000]	Loss: 0.3225	LR: 0.020000
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Training Epoch: 29 [15616/45000]	Loss: 0.3034	LR: 0.020000
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Training Epoch: 29 [28416/45000]	Loss: 0.3447	LR: 0.020000
Training Epoch: 29 [28672/45000]	Loss: 0.3585	LR: 0.020000
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Training Epoch: 29 [29440/45000]	Loss: 0.3580	LR: 0.020000
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Training Epoch: 29 [30720/45000]	Loss: 0.3235	LR: 0.020000
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Training Epoch: 29 [32256/45000]	Loss: 0.3743	LR: 0.020000
Training Epoch: 29 [32512/45000]	Loss: 0.3484	LR: 0.020000
Training Epoch: 29 [32768/45000]	Loss: 0.3150	LR: 0.020000
Training Epoch: 29 [33024/45000]	Loss: 0.3296	LR: 0.020000
Training Epoch: 29 [33280/45000]	Loss: 0.4398	LR: 0.020000
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Training Epoch: 29 [34560/45000]	Loss: 0.3449	LR: 0.020000
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Training Epoch: 29 [35072/45000]	Loss: 0.3243	LR: 0.020000
Training Epoch: 29 [35328/45000]	Loss: 0.4221	LR: 0.020000
Training Epoch: 29 [35584/45000]	Loss: 0.2629	LR: 0.020000
Training Epoch: 29 [35840/45000]	Loss: 0.3699	LR: 0.020000
Training Epoch: 29 [36096/45000]	Loss: 0.3948	LR: 0.020000
Training Epoch: 29 [36352/45000]	Loss: 0.3390	LR: 0.020000
Training Epoch: 29 [36608/45000]	Loss: 0.3086	LR: 0.020000
Training Epoch: 29 [36864/45000]	Loss: 0.3579	LR: 0.020000
Training Epoch: 29 [37120/45000]	Loss: 0.3917	LR: 0.020000
Training Epoch: 29 [37376/45000]	Loss: 0.3119	LR: 0.020000
Training Epoch: 29 [37632/45000]	Loss: 0.2768	LR: 0.020000
Training Epoch: 29 [37888/45000]	Loss: 0.3669	LR: 0.020000
Training Epoch: 29 [38144/45000]	Loss: 0.4017	LR: 0.020000
Training Epoch: 29 [38400/45000]	Loss: 0.2680	LR: 0.020000
Training Epoch: 29 [38656/45000]	Loss: 0.3956	LR: 0.020000
Training Epoch: 29 [38912/45000]	Loss: 0.2941	LR: 0.020000
Training Epoch: 29 [39168/45000]	Loss: 0.3642	LR: 0.020000
Training Epoch: 29 [39424/45000]	Loss: 0.2974	LR: 0.020000
Training Epoch: 29 [39680/45000]	Loss: 0.3607	LR: 0.020000
Training Epoch: 29 [39936/45000]	Loss: 0.3264	LR: 0.020000
Training Epoch: 29 [40192/45000]	Loss: 0.3711	LR: 0.020000
Training Epoch: 29 [40448/45000]	Loss: 0.4496	LR: 0.020000
Training Epoch: 29 [40704/45000]	Loss: 0.3204	LR: 0.020000
Training Epoch: 29 [40960/45000]	Loss: 0.4778	LR: 0.020000
Training Epoch: 29 [41216/45000]	Loss: 0.4261	LR: 0.020000
Training Epoch: 29 [41472/45000]	Loss: 0.3790	LR: 0.020000
Training Epoch: 29 [41728/45000]	Loss: 0.4338	LR: 0.020000
Training Epoch: 29 [41984/45000]	Loss: 0.4007	LR: 0.020000
Training Epoch: 29 [42240/45000]	Loss: 0.3436	LR: 0.020000
Training Epoch: 29 [42496/45000]	Loss: 0.3141	LR: 0.020000
Training Epoch: 29 [42752/45000]	Loss: 0.3582	LR: 0.020000
Training Epoch: 29 [43008/45000]	Loss: 0.4272	LR: 0.020000
Training Epoch: 29 [43264/45000]	Loss: 0.3055	LR: 0.020000
Training Epoch: 29 [43520/45000]	Loss: 0.4063	LR: 0.020000
Training Epoch: 29 [43776/45000]	Loss: 0.3384	LR: 0.020000
Training Epoch: 29 [44032/45000]	Loss: 0.5259	LR: 0.020000
Training Epoch: 29 [44288/45000]	Loss: 0.4944	LR: 0.020000
Training Epoch: 29 [44544/45000]	Loss: 0.3780	LR: 0.020000
Training Epoch: 29 [44800/45000]	Loss: 0.3468	LR: 0.020000
Training Epoch: 29 [45000/45000]	Loss: 0.4003	LR: 0.020000
Epoch 29 - Average Train Loss: 0.3363, Train Accuracy: 0.8862
Epoch 29 training time consumed: 27.08s
Evaluating Network.....
Test set: Epoch: 29, Average loss: 0.0035, Accuracy: 0.7545, Time consumed:0.94s
Training Epoch: 30 [256/45000]	Loss: 0.3380	LR: 0.004000
Training Epoch: 30 [512/45000]	Loss: 0.2790	LR: 0.004000
Training Epoch: 30 [768/45000]	Loss: 0.2801	LR: 0.004000
Training Epoch: 30 [1024/45000]	Loss: 0.2679	LR: 0.004000
Training Epoch: 30 [1280/45000]	Loss: 0.2748	LR: 0.004000
Training Epoch: 30 [1536/45000]	Loss: 0.4172	LR: 0.004000
Training Epoch: 30 [1792/45000]	Loss: 0.1935	LR: 0.004000
Training Epoch: 30 [2048/45000]	Loss: 0.3143	LR: 0.004000
Training Epoch: 30 [2304/45000]	Loss: 0.2875	LR: 0.004000
Training Epoch: 30 [2560/45000]	Loss: 0.2957	LR: 0.004000
Training Epoch: 30 [2816/45000]	Loss: 0.2990	LR: 0.004000
Training Epoch: 30 [3072/45000]	Loss: 0.2845	LR: 0.004000
Training Epoch: 30 [3328/45000]	Loss: 0.3426	LR: 0.004000
Training Epoch: 30 [3584/45000]	Loss: 0.3220	LR: 0.004000
Training Epoch: 30 [3840/45000]	Loss: 0.2558	LR: 0.004000
Training Epoch: 30 [4096/45000]	Loss: 0.2542	LR: 0.004000
Training Epoch: 30 [4352/45000]	Loss: 0.3005	LR: 0.004000
Training Epoch: 30 [4608/45000]	Loss: 0.2845	LR: 0.004000
Training Epoch: 30 [4864/45000]	Loss: 0.2566	LR: 0.004000
Training Epoch: 30 [5120/45000]	Loss: 0.2257	LR: 0.004000
Training Epoch: 30 [5376/45000]	Loss: 0.3191	LR: 0.004000
Training Epoch: 30 [5632/45000]	Loss: 0.2425	LR: 0.004000
Training Epoch: 30 [5888/45000]	Loss: 0.2992	LR: 0.004000
Training Epoch: 30 [6144/45000]	Loss: 0.3097	LR: 0.004000
Training Epoch: 30 [6400/45000]	Loss: 0.1667	LR: 0.004000
Training Epoch: 30 [6656/45000]	Loss: 0.2345	LR: 0.004000
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Training Epoch: 30 [7168/45000]	Loss: 0.2016	LR: 0.004000
Training Epoch: 30 [7424/45000]	Loss: 0.2707	LR: 0.004000
Training Epoch: 30 [7680/45000]	Loss: 0.1857	LR: 0.004000
Training Epoch: 30 [7936/45000]	Loss: 0.2505	LR: 0.004000
Training Epoch: 30 [8192/45000]	Loss: 0.2692	LR: 0.004000
Training Epoch: 30 [8448/45000]	Loss: 0.2207	LR: 0.004000
Training Epoch: 30 [8704/45000]	Loss: 0.1758	LR: 0.004000
Training Epoch: 30 [8960/45000]	Loss: 0.1834	LR: 0.004000
Training Epoch: 30 [9216/45000]	Loss: 0.2403	LR: 0.004000
Training Epoch: 30 [9472/45000]	Loss: 0.2454	LR: 0.004000
Training Epoch: 30 [9728/45000]	Loss: 0.2429	LR: 0.004000
Training Epoch: 30 [9984/45000]	Loss: 0.2660	LR: 0.004000
Training Epoch: 30 [10240/45000]	Loss: 0.3109	LR: 0.004000
Training Epoch: 30 [10496/45000]	Loss: 0.2600	LR: 0.004000
Training Epoch: 30 [10752/45000]	Loss: 0.2266	LR: 0.004000
Training Epoch: 30 [11008/45000]	Loss: 0.1864	LR: 0.004000
Training Epoch: 30 [11264/45000]	Loss: 0.2001	LR: 0.004000
Training Epoch: 30 [11520/45000]	Loss: 0.2421	LR: 0.004000
Training Epoch: 30 [11776/45000]	Loss: 0.1946	LR: 0.004000
Training Epoch: 30 [12032/45000]	Loss: 0.2294	LR: 0.004000
Training Epoch: 30 [12288/45000]	Loss: 0.2740	LR: 0.004000
Training Epoch: 30 [12544/45000]	Loss: 0.2340	LR: 0.004000
Training Epoch: 30 [12800/45000]	Loss: 0.2631	LR: 0.004000
Training Epoch: 30 [13056/45000]	Loss: 0.2154	LR: 0.004000
Training Epoch: 30 [13312/45000]	Loss: 0.2144	LR: 0.004000
Training Epoch: 30 [13568/45000]	Loss: 0.2069	LR: 0.004000
Training Epoch: 30 [13824/45000]	Loss: 0.2593	LR: 0.004000
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Training Epoch: 30 [38912/45000]	Loss: 0.1992	LR: 0.004000
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Training Epoch: 30 [39424/45000]	Loss: 0.1569	LR: 0.004000
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Training Epoch: 30 [40704/45000]	Loss: 0.1890	LR: 0.004000
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Training Epoch: 30 [41216/45000]	Loss: 0.1878	LR: 0.004000
Training Epoch: 30 [41472/45000]	Loss: 0.2321	LR: 0.004000
Training Epoch: 30 [41728/45000]	Loss: 0.1552	LR: 0.004000
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Training Epoch: 30 [42240/45000]	Loss: 0.2130	LR: 0.004000
Training Epoch: 30 [42496/45000]	Loss: 0.1998	LR: 0.004000
Training Epoch: 30 [42752/45000]	Loss: 0.2054	LR: 0.004000
Training Epoch: 30 [43008/45000]	Loss: 0.1812	LR: 0.004000
Training Epoch: 30 [43264/45000]	Loss: 0.2486	LR: 0.004000
Training Epoch: 30 [43520/45000]	Loss: 0.1848	LR: 0.004000
Training Epoch: 30 [43776/45000]	Loss: 0.2714	LR: 0.004000
Training Epoch: 30 [44032/45000]	Loss: 0.2294	LR: 0.004000
Training Epoch: 30 [44288/45000]	Loss: 0.1926	LR: 0.004000
Training Epoch: 30 [44544/45000]	Loss: 0.2090	LR: 0.004000
Training Epoch: 30 [44800/45000]	Loss: 0.1670	LR: 0.004000
Training Epoch: 30 [45000/45000]	Loss: 0.1475	LR: 0.004000
Epoch 30 - Average Train Loss: 0.2210, Train Accuracy: 0.9305
Epoch 30 training time consumed: 26.85s
Evaluating Network.....
Test set: Epoch: 30, Average loss: 0.0028, Accuracy: 0.7984, Time consumed:0.90s
Saving weights file to checkpoint/retrain/ResNet18/Sunday_13_July_2025_17h_31m_21s/ResNet18-Cifar20-seed4-ret100-30-best.pth
Training Epoch: 31 [256/45000]	Loss: 0.1597	LR: 0.004000
Training Epoch: 31 [512/45000]	Loss: 0.1963	LR: 0.004000
Training Epoch: 31 [768/45000]	Loss: 0.2302	LR: 0.004000
Training Epoch: 31 [1024/45000]	Loss: 0.1764	LR: 0.004000
Training Epoch: 31 [1280/45000]	Loss: 0.1986	LR: 0.004000
Training Epoch: 31 [1536/45000]	Loss: 0.1637	LR: 0.004000
Training Epoch: 31 [1792/45000]	Loss: 0.1689	LR: 0.004000
Training Epoch: 31 [2048/45000]	Loss: 0.1728	LR: 0.004000
Training Epoch: 31 [2304/45000]	Loss: 0.1739	LR: 0.004000
Training Epoch: 31 [2560/45000]	Loss: 0.1692	LR: 0.004000
Training Epoch: 31 [2816/45000]	Loss: 0.2162	LR: 0.004000
Training Epoch: 31 [3072/45000]	Loss: 0.2284	LR: 0.004000
Training Epoch: 31 [3328/45000]	Loss: 0.1390	LR: 0.004000
Training Epoch: 31 [3584/45000]	Loss: 0.1764	LR: 0.004000
Training Epoch: 31 [3840/45000]	Loss: 0.1894	LR: 0.004000
Training Epoch: 31 [4096/45000]	Loss: 0.2173	LR: 0.004000
Training Epoch: 31 [4352/45000]	Loss: 0.1332	LR: 0.004000
Training Epoch: 31 [4608/45000]	Loss: 0.1756	LR: 0.004000
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Training Epoch: 31 [5376/45000]	Loss: 0.1437	LR: 0.004000
Training Epoch: 31 [5632/45000]	Loss: 0.2112	LR: 0.004000
Training Epoch: 31 [5888/45000]	Loss: 0.1427	LR: 0.004000
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Training Epoch: 31 [7168/45000]	Loss: 0.3196	LR: 0.004000
Training Epoch: 31 [7424/45000]	Loss: 0.1826	LR: 0.004000
Training Epoch: 31 [7680/45000]	Loss: 0.2614	LR: 0.004000
Training Epoch: 31 [7936/45000]	Loss: 0.1508	LR: 0.004000
Training Epoch: 31 [8192/45000]	Loss: 0.2131	LR: 0.004000
Training Epoch: 31 [8448/45000]	Loss: 0.1377	LR: 0.004000
Training Epoch: 31 [8704/45000]	Loss: 0.1526	LR: 0.004000
Training Epoch: 31 [8960/45000]	Loss: 0.1270	LR: 0.004000
Training Epoch: 31 [9216/45000]	Loss: 0.2064	LR: 0.004000
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Training Epoch: 31 [9984/45000]	Loss: 0.2246	LR: 0.004000
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Training Epoch: 31 [10752/45000]	Loss: 0.2170	LR: 0.004000
Training Epoch: 31 [11008/45000]	Loss: 0.2144	LR: 0.004000
Training Epoch: 31 [11264/45000]	Loss: 0.1838	LR: 0.004000
Training Epoch: 31 [11520/45000]	Loss: 0.1897	LR: 0.004000
Training Epoch: 31 [11776/45000]	Loss: 0.2018	LR: 0.004000
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Training Epoch: 31 [12288/45000]	Loss: 0.1822	LR: 0.004000
Training Epoch: 31 [12544/45000]	Loss: 0.1633	LR: 0.004000
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Training Epoch: 31 [13056/45000]	Loss: 0.2131	LR: 0.004000
Training Epoch: 31 [13312/45000]	Loss: 0.1578	LR: 0.004000
Training Epoch: 31 [13568/45000]	Loss: 0.2013	LR: 0.004000
Training Epoch: 31 [13824/45000]	Loss: 0.1869	LR: 0.004000
Training Epoch: 31 [14080/45000]	Loss: 0.1674	LR: 0.004000
Training Epoch: 31 [14336/45000]	Loss: 0.1937	LR: 0.004000
Training Epoch: 31 [14592/45000]	Loss: 0.1428	LR: 0.004000
Training Epoch: 31 [14848/45000]	Loss: 0.1970	LR: 0.004000
Training Epoch: 31 [15104/45000]	Loss: 0.1577	LR: 0.004000
Training Epoch: 31 [15360/45000]	Loss: 0.1708	LR: 0.004000
Training Epoch: 31 [15616/45000]	Loss: 0.1549	LR: 0.004000
Training Epoch: 31 [15872/45000]	Loss: 0.1922	LR: 0.004000
Training Epoch: 31 [16128/45000]	Loss: 0.1914	LR: 0.004000
Training Epoch: 31 [16384/45000]	Loss: 0.1206	LR: 0.004000
Training Epoch: 31 [16640/45000]	Loss: 0.1780	LR: 0.004000
Training Epoch: 31 [16896/45000]	Loss: 0.1808	LR: 0.004000
Training Epoch: 31 [17152/45000]	Loss: 0.1810	LR: 0.004000
Training Epoch: 31 [17408/45000]	Loss: 0.2014	LR: 0.004000
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Training Epoch: 31 [17920/45000]	Loss: 0.1561	LR: 0.004000
Training Epoch: 31 [18176/45000]	Loss: 0.1987	LR: 0.004000
Training Epoch: 31 [18432/45000]	Loss: 0.1773	LR: 0.004000
Training Epoch: 31 [18688/45000]	Loss: 0.1810	LR: 0.004000
Training Epoch: 31 [18944/45000]	Loss: 0.1702	LR: 0.004000
Training Epoch: 31 [19200/45000]	Loss: 0.1703	LR: 0.004000
Training Epoch: 31 [19456/45000]	Loss: 0.2217	LR: 0.004000
Training Epoch: 31 [19712/45000]	Loss: 0.2394	LR: 0.004000
Training Epoch: 31 [19968/45000]	Loss: 0.1678	LR: 0.004000
Training Epoch: 31 [20224/45000]	Loss: 0.1854	LR: 0.004000
Training Epoch: 31 [20480/45000]	Loss: 0.2454	LR: 0.004000
Training Epoch: 31 [20736/45000]	Loss: 0.1751	LR: 0.004000
Training Epoch: 31 [20992/45000]	Loss: 0.1957	LR: 0.004000
Training Epoch: 31 [21248/45000]	Loss: 0.1477	LR: 0.004000
Training Epoch: 31 [21504/45000]	Loss: 0.2103	LR: 0.004000
Training Epoch: 31 [21760/45000]	Loss: 0.2145	LR: 0.004000
Training Epoch: 31 [22016/45000]	Loss: 0.2539	LR: 0.004000
Training Epoch: 31 [22272/45000]	Loss: 0.1979	LR: 0.004000
Training Epoch: 31 [22528/45000]	Loss: 0.1312	LR: 0.004000
Training Epoch: 31 [22784/45000]	Loss: 0.2065	LR: 0.004000
Training Epoch: 31 [23040/45000]	Loss: 0.1852	LR: 0.004000
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Training Epoch: 31 [23808/45000]	Loss: 0.1986	LR: 0.004000
Training Epoch: 31 [24064/45000]	Loss: 0.1621	LR: 0.004000
Training Epoch: 31 [24320/45000]	Loss: 0.1921	LR: 0.004000
Training Epoch: 31 [24576/45000]	Loss: 0.2271	LR: 0.004000
Training Epoch: 31 [24832/45000]	Loss: 0.2188	LR: 0.004000
Training Epoch: 31 [25088/45000]	Loss: 0.1903	LR: 0.004000
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Training Epoch: 31 [25600/45000]	Loss: 0.1582	LR: 0.004000
Training Epoch: 31 [25856/45000]	Loss: 0.1670	LR: 0.004000
Training Epoch: 31 [26112/45000]	Loss: 0.1649	LR: 0.004000
Training Epoch: 31 [26368/45000]	Loss: 0.1716	LR: 0.004000
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Training Epoch: 31 [26880/45000]	Loss: 0.1431	LR: 0.004000
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Training Epoch: 31 [27904/45000]	Loss: 0.1569	LR: 0.004000
Training Epoch: 31 [28160/45000]	Loss: 0.1230	LR: 0.004000
Training Epoch: 31 [28416/45000]	Loss: 0.1835	LR: 0.004000
Training Epoch: 31 [28672/45000]	Loss: 0.1807	LR: 0.004000
Training Epoch: 31 [28928/45000]	Loss: 0.1737	LR: 0.004000
Training Epoch: 31 [29184/45000]	Loss: 0.1896	LR: 0.004000
Training Epoch: 31 [29440/45000]	Loss: 0.2003	LR: 0.004000
Training Epoch: 31 [29696/45000]	Loss: 0.1877	LR: 0.004000
Training Epoch: 31 [29952/45000]	Loss: 0.2311	LR: 0.004000
Training Epoch: 31 [30208/45000]	Loss: 0.2229	LR: 0.004000
Training Epoch: 31 [30464/45000]	Loss: 0.2273	LR: 0.004000
Training Epoch: 31 [30720/45000]	Loss: 0.2036	LR: 0.004000
Training Epoch: 31 [30976/45000]	Loss: 0.1722	LR: 0.004000
Training Epoch: 31 [31232/45000]	Loss: 0.1525	LR: 0.004000
Training Epoch: 31 [31488/45000]	Loss: 0.1573	LR: 0.004000
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Training Epoch: 31 [32512/45000]	Loss: 0.1915	LR: 0.004000
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Training Epoch: 31 [33280/45000]	Loss: 0.1539	LR: 0.004000
Training Epoch: 31 [33536/45000]	Loss: 0.2241	LR: 0.004000
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Training Epoch: 31 [34560/45000]	Loss: 0.1870	LR: 0.004000
Training Epoch: 31 [34816/45000]	Loss: 0.1814	LR: 0.004000
Training Epoch: 31 [35072/45000]	Loss: 0.1204	LR: 0.004000
Training Epoch: 31 [35328/45000]	Loss: 0.1473	LR: 0.004000
Training Epoch: 31 [35584/45000]	Loss: 0.1726	LR: 0.004000
Training Epoch: 31 [35840/45000]	Loss: 0.1727	LR: 0.004000
Training Epoch: 31 [36096/45000]	Loss: 0.1708	LR: 0.004000
Training Epoch: 31 [36352/45000]	Loss: 0.1495	LR: 0.004000
Training Epoch: 31 [36608/45000]	Loss: 0.1800	LR: 0.004000
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Training Epoch: 31 [37376/45000]	Loss: 0.1708	LR: 0.004000
Training Epoch: 31 [37632/45000]	Loss: 0.2244	LR: 0.004000
Training Epoch: 31 [37888/45000]	Loss: 0.1581	LR: 0.004000
Training Epoch: 31 [38144/45000]	Loss: 0.1754	LR: 0.004000
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Training Epoch: 31 [38912/45000]	Loss: 0.1396	LR: 0.004000
Training Epoch: 31 [39168/45000]	Loss: 0.1886	LR: 0.004000
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Training Epoch: 31 [39680/45000]	Loss: 0.1478	LR: 0.004000
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Training Epoch: 31 [40192/45000]	Loss: 0.1571	LR: 0.004000
Training Epoch: 31 [40448/45000]	Loss: 0.2434	LR: 0.004000
Training Epoch: 31 [40704/45000]	Loss: 0.2017	LR: 0.004000
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Training Epoch: 31 [41984/45000]	Loss: 0.1461	LR: 0.004000
Training Epoch: 31 [42240/45000]	Loss: 0.1837	LR: 0.004000
Training Epoch: 31 [42496/45000]	Loss: 0.1791	LR: 0.004000
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Training Epoch: 31 [43008/45000]	Loss: 0.2005	LR: 0.004000
Training Epoch: 31 [43264/45000]	Loss: 0.1643	LR: 0.004000
Training Epoch: 31 [43520/45000]	Loss: 0.2116	LR: 0.004000
Training Epoch: 31 [43776/45000]	Loss: 0.1624	LR: 0.004000
Training Epoch: 31 [44032/45000]	Loss: 0.2060	LR: 0.004000
Training Epoch: 31 [44288/45000]	Loss: 0.1563	LR: 0.004000
Training Epoch: 31 [44544/45000]	Loss: 0.1220	LR: 0.004000
Training Epoch: 31 [44800/45000]	Loss: 0.1912	LR: 0.004000
Training Epoch: 31 [45000/45000]	Loss: 0.1800	LR: 0.004000
Epoch 31 - Average Train Loss: 0.1852, Train Accuracy: 0.9420
Epoch 31 training time consumed: 27.10s
Evaluating Network.....
Test set: Epoch: 31, Average loss: 0.0028, Accuracy: 0.8009, Time consumed:0.92s
Saving weights file to checkpoint/retrain/ResNet18/Sunday_13_July_2025_17h_31m_21s/ResNet18-Cifar20-seed4-ret100-31-best.pth
Training Epoch: 32 [256/45000]	Loss: 0.1765	LR: 0.004000
Training Epoch: 32 [512/45000]	Loss: 0.1430	LR: 0.004000
Training Epoch: 32 [768/45000]	Loss: 0.1507	LR: 0.004000
Training Epoch: 32 [1024/45000]	Loss: 0.1340	LR: 0.004000
Training Epoch: 32 [1280/45000]	Loss: 0.1894	LR: 0.004000
Training Epoch: 32 [1536/45000]	Loss: 0.1639	LR: 0.004000
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Training Epoch: 32 [22016/45000]	Loss: 0.2043	LR: 0.004000
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Training Epoch: 32 [41216/45000]	Loss: 0.1385	LR: 0.004000
Training Epoch: 32 [41472/45000]	Loss: 0.1286	LR: 0.004000
Training Epoch: 32 [41728/45000]	Loss: 0.2032	LR: 0.004000
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Training Epoch: 32 [42240/45000]	Loss: 0.1306	LR: 0.004000
Training Epoch: 32 [42496/45000]	Loss: 0.1109	LR: 0.004000
Training Epoch: 32 [42752/45000]	Loss: 0.1543	LR: 0.004000
Training Epoch: 32 [43008/45000]	Loss: 0.2180	LR: 0.004000
Training Epoch: 32 [43264/45000]	Loss: 0.1370	LR: 0.004000
Training Epoch: 32 [43520/45000]	Loss: 0.1823	LR: 0.004000
Training Epoch: 32 [43776/45000]	Loss: 0.1356	LR: 0.004000
Training Epoch: 32 [44032/45000]	Loss: 0.1736	LR: 0.004000
Training Epoch: 32 [44288/45000]	Loss: 0.1389	LR: 0.004000
Training Epoch: 32 [44544/45000]	Loss: 0.1476	LR: 0.004000
Training Epoch: 32 [44800/45000]	Loss: 0.1181	LR: 0.004000
Training Epoch: 32 [45000/45000]	Loss: 0.1550	LR: 0.004000
Epoch 32 - Average Train Loss: 0.1610, Train Accuracy: 0.9520
Epoch 32 training time consumed: 26.75s
Evaluating Network.....
Test set: Epoch: 32, Average loss: 0.0028, Accuracy: 0.8014, Time consumed:0.91s
Saving weights file to checkpoint/retrain/ResNet18/Sunday_13_July_2025_17h_31m_21s/ResNet18-Cifar20-seed4-ret100-32-best.pth
Training Epoch: 33 [256/45000]	Loss: 0.1358	LR: 0.004000
Training Epoch: 33 [512/45000]	Loss: 0.1414	LR: 0.004000
Training Epoch: 33 [768/45000]	Loss: 0.1377	LR: 0.004000
Training Epoch: 33 [1024/45000]	Loss: 0.1158	LR: 0.004000
Training Epoch: 33 [1280/45000]	Loss: 0.1583	LR: 0.004000
Training Epoch: 33 [1536/45000]	Loss: 0.0984	LR: 0.004000
Training Epoch: 33 [1792/45000]	Loss: 0.1391	LR: 0.004000
Training Epoch: 33 [2048/45000]	Loss: 0.1557	LR: 0.004000
Training Epoch: 33 [2304/45000]	Loss: 0.1415	LR: 0.004000
Training Epoch: 33 [2560/45000]	Loss: 0.0923	LR: 0.004000
Training Epoch: 33 [2816/45000]	Loss: 0.1371	LR: 0.004000
Training Epoch: 33 [3072/45000]	Loss: 0.1403	LR: 0.004000
Training Epoch: 33 [3328/45000]	Loss: 0.1134	LR: 0.004000
Training Epoch: 33 [3584/45000]	Loss: 0.1729	LR: 0.004000
Training Epoch: 33 [3840/45000]	Loss: 0.1211	LR: 0.004000
Training Epoch: 33 [4096/45000]	Loss: 0.0920	LR: 0.004000
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Training Epoch: 33 [24064/45000]	Loss: 0.1002	LR: 0.004000
Training Epoch: 33 [24320/45000]	Loss: 0.1929	LR: 0.004000
Training Epoch: 33 [24576/45000]	Loss: 0.1200	LR: 0.004000
Training Epoch: 33 [24832/45000]	Loss: 0.1634	LR: 0.004000
Training Epoch: 33 [25088/45000]	Loss: 0.1049	LR: 0.004000
Training Epoch: 33 [25344/45000]	Loss: 0.1255	LR: 0.004000
Training Epoch: 33 [25600/45000]	Loss: 0.1672	LR: 0.004000
Training Epoch: 33 [25856/45000]	Loss: 0.2023	LR: 0.004000
Training Epoch: 33 [26112/45000]	Loss: 0.1524	LR: 0.004000
Training Epoch: 33 [26368/45000]	Loss: 0.1285	LR: 0.004000
Training Epoch: 33 [26624/45000]	Loss: 0.1825	LR: 0.004000
Training Epoch: 33 [26880/45000]	Loss: 0.1496	LR: 0.004000
Training Epoch: 33 [27136/45000]	Loss: 0.1793	LR: 0.004000
Training Epoch: 33 [27392/45000]	Loss: 0.1341	LR: 0.004000
Training Epoch: 33 [27648/45000]	Loss: 0.1698	LR: 0.004000
Training Epoch: 33 [27904/45000]	Loss: 0.1463	LR: 0.004000
Training Epoch: 33 [28160/45000]	Loss: 0.2497	LR: 0.004000
Training Epoch: 33 [28416/45000]	Loss: 0.1729	LR: 0.004000
Training Epoch: 33 [28672/45000]	Loss: 0.1611	LR: 0.004000
Training Epoch: 33 [28928/45000]	Loss: 0.1117	LR: 0.004000
Training Epoch: 33 [29184/45000]	Loss: 0.1678	LR: 0.004000
Training Epoch: 33 [29440/45000]	Loss: 0.1562	LR: 0.004000
Training Epoch: 33 [29696/45000]	Loss: 0.1879	LR: 0.004000
Training Epoch: 33 [29952/45000]	Loss: 0.2250	LR: 0.004000
Training Epoch: 33 [30208/45000]	Loss: 0.1457	LR: 0.004000
Training Epoch: 33 [30464/45000]	Loss: 0.2030	LR: 0.004000
Training Epoch: 33 [30720/45000]	Loss: 0.1598	LR: 0.004000
Training Epoch: 33 [30976/45000]	Loss: 0.1181	LR: 0.004000
Training Epoch: 33 [31232/45000]	Loss: 0.1708	LR: 0.004000
Training Epoch: 33 [31488/45000]	Loss: 0.1946	LR: 0.004000
Training Epoch: 33 [31744/45000]	Loss: 0.1078	LR: 0.004000
Training Epoch: 33 [32000/45000]	Loss: 0.1677	LR: 0.004000
Training Epoch: 33 [32256/45000]	Loss: 0.1767	LR: 0.004000
Training Epoch: 33 [32512/45000]	Loss: 0.1579	LR: 0.004000
Training Epoch: 33 [32768/45000]	Loss: 0.1424	LR: 0.004000
Training Epoch: 33 [33024/45000]	Loss: 0.1591	LR: 0.004000
Training Epoch: 33 [33280/45000]	Loss: 0.1219	LR: 0.004000
Training Epoch: 33 [33536/45000]	Loss: 0.1679	LR: 0.004000
Training Epoch: 33 [33792/45000]	Loss: 0.1879	LR: 0.004000
Training Epoch: 33 [34048/45000]	Loss: 0.1189	LR: 0.004000
Training Epoch: 33 [34304/45000]	Loss: 0.1858	LR: 0.004000
Training Epoch: 33 [34560/45000]	Loss: 0.2203	LR: 0.004000
Training Epoch: 33 [34816/45000]	Loss: 0.1175	LR: 0.004000
Training Epoch: 33 [35072/45000]	Loss: 0.1307	LR: 0.004000
Training Epoch: 33 [35328/45000]	Loss: 0.1292	LR: 0.004000
Training Epoch: 33 [35584/45000]	Loss: 0.1287	LR: 0.004000
Training Epoch: 33 [35840/45000]	Loss: 0.1473	LR: 0.004000
Training Epoch: 33 [36096/45000]	Loss: 0.1578	LR: 0.004000
Training Epoch: 33 [36352/45000]	Loss: 0.1623	LR: 0.004000
Training Epoch: 33 [36608/45000]	Loss: 0.1840	LR: 0.004000
Training Epoch: 33 [36864/45000]	Loss: 0.1285	LR: 0.004000
Training Epoch: 33 [37120/45000]	Loss: 0.1793	LR: 0.004000
Training Epoch: 33 [37376/45000]	Loss: 0.1820	LR: 0.004000
Training Epoch: 33 [37632/45000]	Loss: 0.1660	LR: 0.004000
Training Epoch: 33 [37888/45000]	Loss: 0.1951	LR: 0.004000
Training Epoch: 33 [38144/45000]	Loss: 0.1756	LR: 0.004000
Training Epoch: 33 [38400/45000]	Loss: 0.1174	LR: 0.004000
Training Epoch: 33 [38656/45000]	Loss: 0.1344	LR: 0.004000
Training Epoch: 33 [38912/45000]	Loss: 0.1450	LR: 0.004000
Training Epoch: 33 [39168/45000]	Loss: 0.2143	LR: 0.004000
Training Epoch: 33 [39424/45000]	Loss: 0.1457	LR: 0.004000
Training Epoch: 33 [39680/45000]	Loss: 0.1251	LR: 0.004000
Training Epoch: 33 [39936/45000]	Loss: 0.1500	LR: 0.004000
Training Epoch: 33 [40192/45000]	Loss: 0.1389	LR: 0.004000
Training Epoch: 33 [40448/45000]	Loss: 0.1137	LR: 0.004000
Training Epoch: 33 [40704/45000]	Loss: 0.1843	LR: 0.004000
Training Epoch: 33 [40960/45000]	Loss: 0.1865	LR: 0.004000
Training Epoch: 33 [41216/45000]	Loss: 0.1530	LR: 0.004000
Training Epoch: 33 [41472/45000]	Loss: 0.1917	LR: 0.004000
Training Epoch: 33 [41728/45000]	Loss: 0.1358	LR: 0.004000
Training Epoch: 33 [41984/45000]	Loss: 0.1692	LR: 0.004000
Training Epoch: 33 [42240/45000]	Loss: 0.1305	LR: 0.004000
Training Epoch: 33 [42496/45000]	Loss: 0.1435	LR: 0.004000
Training Epoch: 33 [42752/45000]	Loss: 0.1737	LR: 0.004000
Training Epoch: 33 [43008/45000]	Loss: 0.1282	LR: 0.004000
Training Epoch: 33 [43264/45000]	Loss: 0.1638	LR: 0.004000
Training Epoch: 33 [43520/45000]	Loss: 0.1490	LR: 0.004000
Training Epoch: 33 [43776/45000]	Loss: 0.1568	LR: 0.004000
Training Epoch: 33 [44032/45000]	Loss: 0.1394	LR: 0.004000
Training Epoch: 33 [44288/45000]	Loss: 0.1533	LR: 0.004000
Training Epoch: 33 [44544/45000]	Loss: 0.1305	LR: 0.004000
Training Epoch: 33 [44800/45000]	Loss: 0.1306	LR: 0.004000
Training Epoch: 33 [45000/45000]	Loss: 0.1132	LR: 0.004000
Epoch 33 - Average Train Loss: 0.1504, Train Accuracy: 0.9535
Epoch 33 training time consumed: 27.08s
Evaluating Network.....
Test set: Epoch: 33, Average loss: 0.0029, Accuracy: 0.7987, Time consumed:0.94s
Training Epoch: 34 [256/45000]	Loss: 0.1382	LR: 0.004000
Training Epoch: 34 [512/45000]	Loss: 0.1438	LR: 0.004000
Training Epoch: 34 [768/45000]	Loss: 0.0972	LR: 0.004000
Training Epoch: 34 [1024/45000]	Loss: 0.1741	LR: 0.004000
Training Epoch: 34 [1280/45000]	Loss: 0.1017	LR: 0.004000
Training Epoch: 34 [1536/45000]	Loss: 0.1582	LR: 0.004000
Training Epoch: 34 [1792/45000]	Loss: 0.1554	LR: 0.004000
Training Epoch: 34 [2048/45000]	Loss: 0.1443	LR: 0.004000
Training Epoch: 34 [2304/45000]	Loss: 0.0921	LR: 0.004000
Training Epoch: 34 [2560/45000]	Loss: 0.1156	LR: 0.004000
Training Epoch: 34 [2816/45000]	Loss: 0.0688	LR: 0.004000
Training Epoch: 34 [3072/45000]	Loss: 0.1288	LR: 0.004000
Training Epoch: 34 [3328/45000]	Loss: 0.0951	LR: 0.004000
Training Epoch: 34 [3584/45000]	Loss: 0.1343	LR: 0.004000
Training Epoch: 34 [3840/45000]	Loss: 0.1513	LR: 0.004000
Training Epoch: 34 [4096/45000]	Loss: 0.1601	LR: 0.004000
Training Epoch: 34 [4352/45000]	Loss: 0.1101	LR: 0.004000
Training Epoch: 34 [4608/45000]	Loss: 0.1685	LR: 0.004000
Training Epoch: 34 [4864/45000]	Loss: 0.1366	LR: 0.004000
Training Epoch: 34 [5120/45000]	Loss: 0.1238	LR: 0.004000
Training Epoch: 34 [5376/45000]	Loss: 0.1657	LR: 0.004000
Training Epoch: 34 [5632/45000]	Loss: 0.1418	LR: 0.004000
Training Epoch: 34 [5888/45000]	Loss: 0.1613	LR: 0.004000
Training Epoch: 34 [6144/45000]	Loss: 0.0886	LR: 0.004000
Training Epoch: 34 [6400/45000]	Loss: 0.1730	LR: 0.004000
Training Epoch: 34 [6656/45000]	Loss: 0.1519	LR: 0.004000
Training Epoch: 34 [6912/45000]	Loss: 0.1597	LR: 0.004000
Training Epoch: 34 [7168/45000]	Loss: 0.1543	LR: 0.004000
Training Epoch: 34 [7424/45000]	Loss: 0.1116	LR: 0.004000
Training Epoch: 34 [7680/45000]	Loss: 0.1517	LR: 0.004000
Training Epoch: 34 [7936/45000]	Loss: 0.0927	LR: 0.004000
Training Epoch: 34 [8192/45000]	Loss: 0.1225	LR: 0.004000
Training Epoch: 34 [8448/45000]	Loss: 0.1048	LR: 0.004000
Training Epoch: 34 [8704/45000]	Loss: 0.1242	LR: 0.004000
Training Epoch: 34 [8960/45000]	Loss: 0.1698	LR: 0.004000
Training Epoch: 34 [9216/45000]	Loss: 0.0946	LR: 0.004000
Training Epoch: 34 [9472/45000]	Loss: 0.1074	LR: 0.004000
Training Epoch: 34 [9728/45000]	Loss: 0.1359	LR: 0.004000
Training Epoch: 34 [9984/45000]	Loss: 0.0998	LR: 0.004000
Training Epoch: 34 [10240/45000]	Loss: 0.1716	LR: 0.004000
Training Epoch: 34 [10496/45000]	Loss: 0.1696	LR: 0.004000
Training Epoch: 34 [10752/45000]	Loss: 0.1430	LR: 0.004000
Training Epoch: 34 [11008/45000]	Loss: 0.1129	LR: 0.004000
Training Epoch: 34 [11264/45000]	Loss: 0.1137	LR: 0.004000
Training Epoch: 34 [11520/45000]	Loss: 0.1135	LR: 0.004000
Training Epoch: 34 [11776/45000]	Loss: 0.1439	LR: 0.004000
Training Epoch: 34 [12032/45000]	Loss: 0.1326	LR: 0.004000
Training Epoch: 34 [12288/45000]	Loss: 0.1234	LR: 0.004000
Training Epoch: 34 [12544/45000]	Loss: 0.1534	LR: 0.004000
Training Epoch: 34 [12800/45000]	Loss: 0.1675	LR: 0.004000
Training Epoch: 34 [13056/45000]	Loss: 0.1546	LR: 0.004000
Training Epoch: 34 [13312/45000]	Loss: 0.1370	LR: 0.004000
Training Epoch: 34 [13568/45000]	Loss: 0.1349	LR: 0.004000
Training Epoch: 34 [13824/45000]	Loss: 0.1153	LR: 0.004000
Training Epoch: 34 [14080/45000]	Loss: 0.1611	LR: 0.004000
Training Epoch: 34 [14336/45000]	Loss: 0.1417	LR: 0.004000
Training Epoch: 34 [14592/45000]	Loss: 0.1507	LR: 0.004000
Training Epoch: 34 [14848/45000]	Loss: 0.1596	LR: 0.004000
Training Epoch: 34 [15104/45000]	Loss: 0.1745	LR: 0.004000
Training Epoch: 34 [15360/45000]	Loss: 0.1358	LR: 0.004000
Training Epoch: 34 [15616/45000]	Loss: 0.1750	LR: 0.004000
Training Epoch: 34 [15872/45000]	Loss: 0.0689	LR: 0.004000
Training Epoch: 34 [16128/45000]	Loss: 0.1120	LR: 0.004000
Training Epoch: 34 [16384/45000]	Loss: 0.1335	LR: 0.004000
Training Epoch: 34 [16640/45000]	Loss: 0.1691	LR: 0.004000
Training Epoch: 34 [16896/45000]	Loss: 0.2006	LR: 0.004000
Training Epoch: 34 [17152/45000]	Loss: 0.1174	LR: 0.004000
Training Epoch: 34 [17408/45000]	Loss: 0.1193	LR: 0.004000
Training Epoch: 34 [17664/45000]	Loss: 0.1242	LR: 0.004000
Training Epoch: 34 [17920/45000]	Loss: 0.1400	LR: 0.004000
Training Epoch: 34 [18176/45000]	Loss: 0.1165	LR: 0.004000
Training Epoch: 34 [18432/45000]	Loss: 0.1295	LR: 0.004000
Training Epoch: 34 [18688/45000]	Loss: 0.1090	LR: 0.004000
Training Epoch: 34 [18944/45000]	Loss: 0.1441	LR: 0.004000
Training Epoch: 34 [19200/45000]	Loss: 0.1326	LR: 0.004000
Training Epoch: 34 [19456/45000]	Loss: 0.1045	LR: 0.004000
Training Epoch: 34 [19712/45000]	Loss: 0.1453	LR: 0.004000
Training Epoch: 34 [19968/45000]	Loss: 0.1689	LR: 0.004000
Training Epoch: 34 [20224/45000]	Loss: 0.1649	LR: 0.004000
Training Epoch: 34 [20480/45000]	Loss: 0.1642	LR: 0.004000
Training Epoch: 34 [20736/45000]	Loss: 0.1346	LR: 0.004000
Training Epoch: 34 [20992/45000]	Loss: 0.1888	LR: 0.004000
Training Epoch: 34 [21248/45000]	Loss: 0.1545	LR: 0.004000
Training Epoch: 34 [21504/45000]	Loss: 0.1677	LR: 0.004000
Training Epoch: 34 [21760/45000]	Loss: 0.1702	LR: 0.004000
Training Epoch: 34 [22016/45000]	Loss: 0.1776	LR: 0.004000
Training Epoch: 34 [22272/45000]	Loss: 0.1133	LR: 0.004000
Training Epoch: 34 [22528/45000]	Loss: 0.1849	LR: 0.004000
Training Epoch: 34 [22784/45000]	Loss: 0.1373	LR: 0.004000
Training Epoch: 34 [23040/45000]	Loss: 0.1386	LR: 0.004000
Training Epoch: 34 [23296/45000]	Loss: 0.1532	LR: 0.004000
Training Epoch: 34 [23552/45000]	Loss: 0.1139	LR: 0.004000
Training Epoch: 34 [23808/45000]	Loss: 0.1035	LR: 0.004000
Training Epoch: 34 [24064/45000]	Loss: 0.1109	LR: 0.004000
Training Epoch: 34 [24320/45000]	Loss: 0.1405	LR: 0.004000
Training Epoch: 34 [24576/45000]	Loss: 0.1513	LR: 0.004000
Training Epoch: 34 [24832/45000]	Loss: 0.1844	LR: 0.004000
Training Epoch: 34 [25088/45000]	Loss: 0.1311	LR: 0.004000
Training Epoch: 34 [25344/45000]	Loss: 0.1290	LR: 0.004000
Training Epoch: 34 [25600/45000]	Loss: 0.1089	LR: 0.004000
Training Epoch: 34 [25856/45000]	Loss: 0.1223	LR: 0.004000
Training Epoch: 34 [26112/45000]	Loss: 0.1380	LR: 0.004000
Training Epoch: 34 [26368/45000]	Loss: 0.1371	LR: 0.004000
Training Epoch: 34 [26624/45000]	Loss: 0.1384	LR: 0.004000
Training Epoch: 34 [26880/45000]	Loss: 0.1389	LR: 0.004000
Training Epoch: 34 [27136/45000]	Loss: 0.1339	LR: 0.004000
Training Epoch: 34 [27392/45000]	Loss: 0.0866	LR: 0.004000
Training Epoch: 34 [27648/45000]	Loss: 0.1072	LR: 0.004000
Training Epoch: 34 [27904/45000]	Loss: 0.1429	LR: 0.004000
Training Epoch: 34 [28160/45000]	Loss: 0.0948	LR: 0.004000
Training Epoch: 34 [28416/45000]	Loss: 0.1066	LR: 0.004000
Training Epoch: 34 [28672/45000]	Loss: 0.1446	LR: 0.004000
Training Epoch: 34 [28928/45000]	Loss: 0.1117	LR: 0.004000
Training Epoch: 34 [29184/45000]	Loss: 0.1591	LR: 0.004000
Training Epoch: 34 [29440/45000]	Loss: 0.1259	LR: 0.004000
Training Epoch: 34 [29696/45000]	Loss: 0.1756	LR: 0.004000
Training Epoch: 34 [29952/45000]	Loss: 0.1949	LR: 0.004000
Training Epoch: 34 [30208/45000]	Loss: 0.1574	LR: 0.004000
Training Epoch: 34 [30464/45000]	Loss: 0.1463	LR: 0.004000
Training Epoch: 34 [30720/45000]	Loss: 0.1422	LR: 0.004000
Training Epoch: 34 [30976/45000]	Loss: 0.1340	LR: 0.004000
Training Epoch: 34 [31232/45000]	Loss: 0.1531	LR: 0.004000
Training Epoch: 34 [31488/45000]	Loss: 0.1621	LR: 0.004000
Training Epoch: 34 [31744/45000]	Loss: 0.1226	LR: 0.004000
Training Epoch: 34 [32000/45000]	Loss: 0.1177	LR: 0.004000
Training Epoch: 34 [32256/45000]	Loss: 0.1807	LR: 0.004000
Training Epoch: 34 [32512/45000]	Loss: 0.1110	LR: 0.004000
Training Epoch: 34 [32768/45000]	Loss: 0.1639	LR: 0.004000
Training Epoch: 34 [33024/45000]	Loss: 0.1224	LR: 0.004000
Training Epoch: 34 [33280/45000]	Loss: 0.2096	LR: 0.004000
Training Epoch: 34 [33536/45000]	Loss: 0.2048	LR: 0.004000
Training Epoch: 34 [33792/45000]	Loss: 0.1251	LR: 0.004000
Training Epoch: 34 [34048/45000]	Loss: 0.1098	LR: 0.004000
Training Epoch: 34 [34304/45000]	Loss: 0.1378	LR: 0.004000
Training Epoch: 34 [34560/45000]	Loss: 0.1368	LR: 0.004000
Training Epoch: 34 [34816/45000]	Loss: 0.2158	LR: 0.004000
Training Epoch: 34 [35072/45000]	Loss: 0.1904	LR: 0.004000
Training Epoch: 34 [35328/45000]	Loss: 0.1963	LR: 0.004000
Training Epoch: 34 [35584/45000]	Loss: 0.1266	LR: 0.004000
Training Epoch: 34 [35840/45000]	Loss: 0.1530	LR: 0.004000
Training Epoch: 34 [36096/45000]	Loss: 0.0944	LR: 0.004000
Training Epoch: 34 [36352/45000]	Loss: 0.1859	LR: 0.004000
Training Epoch: 34 [36608/45000]	Loss: 0.1223	LR: 0.004000
Training Epoch: 34 [36864/45000]	Loss: 0.1685	LR: 0.004000
Training Epoch: 34 [37120/45000]	Loss: 0.0748	LR: 0.004000
Training Epoch: 34 [37376/45000]	Loss: 0.1652	LR: 0.004000
Training Epoch: 34 [37632/45000]	Loss: 0.1301	LR: 0.004000
Training Epoch: 34 [37888/45000]	Loss: 0.1334	LR: 0.004000
Training Epoch: 34 [38144/45000]	Loss: 0.1254	LR: 0.004000
Training Epoch: 34 [38400/45000]	Loss: 0.1633	LR: 0.004000
Training Epoch: 34 [38656/45000]	Loss: 0.1085	LR: 0.004000
Training Epoch: 34 [38912/45000]	Loss: 0.1152	LR: 0.004000
Training Epoch: 34 [39168/45000]	Loss: 0.0901	LR: 0.004000
Training Epoch: 34 [39424/45000]	Loss: 0.1122	LR: 0.004000
Training Epoch: 34 [39680/45000]	Loss: 0.1658	LR: 0.004000
Training Epoch: 34 [39936/45000]	Loss: 0.1190	LR: 0.004000
Training Epoch: 34 [40192/45000]	Loss: 0.1919	LR: 0.004000
Training Epoch: 34 [40448/45000]	Loss: 0.0965	LR: 0.004000
Training Epoch: 34 [40704/45000]	Loss: 0.1664	LR: 0.004000
Training Epoch: 34 [40960/45000]	Loss: 0.2459	LR: 0.004000
Training Epoch: 34 [41216/45000]	Loss: 0.1013	LR: 0.004000
Training Epoch: 34 [41472/45000]	Loss: 0.1338	LR: 0.004000
Training Epoch: 34 [41728/45000]	Loss: 0.1821	LR: 0.004000
Training Epoch: 34 [41984/45000]	Loss: 0.0981	LR: 0.004000
Training Epoch: 34 [42240/45000]	Loss: 0.1246	LR: 0.004000
Training Epoch: 34 [42496/45000]	Loss: 0.1831	LR: 0.004000
Training Epoch: 34 [42752/45000]	Loss: 0.1454	LR: 0.004000
Training Epoch: 34 [43008/45000]	Loss: 0.1409	LR: 0.004000
Training Epoch: 34 [43264/45000]	Loss: 0.1053	LR: 0.004000
Training Epoch: 34 [43520/45000]	Loss: 0.1655	LR: 0.004000
Training Epoch: 34 [43776/45000]	Loss: 0.1414	LR: 0.004000
Training Epoch: 34 [44032/45000]	Loss: 0.1305	LR: 0.004000
Training Epoch: 34 [44288/45000]	Loss: 0.1565	LR: 0.004000
Training Epoch: 34 [44544/45000]	Loss: 0.1289	LR: 0.004000
Training Epoch: 34 [44800/45000]	Loss: 0.1477	LR: 0.004000
Training Epoch: 34 [45000/45000]	Loss: 0.1177	LR: 0.004000
Epoch 34 - Average Train Loss: 0.1393, Train Accuracy: 0.9583
Epoch 34 training time consumed: 26.94s
Evaluating Network.....
Test set: Epoch: 34, Average loss: 0.0029, Accuracy: 0.7998, Time consumed:0.92s
Training Epoch: 35 [256/45000]	Loss: 0.1011	LR: 0.000800
Training Epoch: 35 [512/45000]	Loss: 0.1100	LR: 0.000800
Training Epoch: 35 [768/45000]	Loss: 0.1282	LR: 0.000800
Training Epoch: 35 [1024/45000]	Loss: 0.1146	LR: 0.000800
Training Epoch: 35 [1280/45000]	Loss: 0.1091	LR: 0.000800
Training Epoch: 35 [1536/45000]	Loss: 0.1371	LR: 0.000800
Training Epoch: 35 [1792/45000]	Loss: 0.1282	LR: 0.000800
Training Epoch: 35 [2048/45000]	Loss: 0.0931	LR: 0.000800
Training Epoch: 35 [2304/45000]	Loss: 0.1326	LR: 0.000800
Training Epoch: 35 [2560/45000]	Loss: 0.1550	LR: 0.000800
Training Epoch: 35 [2816/45000]	Loss: 0.1424	LR: 0.000800
Training Epoch: 35 [3072/45000]	Loss: 0.0718	LR: 0.000800
Training Epoch: 35 [3328/45000]	Loss: 0.1791	LR: 0.000800
Training Epoch: 35 [3584/45000]	Loss: 0.0923	LR: 0.000800
Training Epoch: 35 [3840/45000]	Loss: 0.1238	LR: 0.000800
Training Epoch: 35 [4096/45000]	Loss: 0.0886	LR: 0.000800
Training Epoch: 35 [4352/45000]	Loss: 0.0873	LR: 0.000800
Training Epoch: 35 [4608/45000]	Loss: 0.1432	LR: 0.000800
Training Epoch: 35 [4864/45000]	Loss: 0.1165	LR: 0.000800
Training Epoch: 35 [5120/45000]	Loss: 0.1294	LR: 0.000800
Training Epoch: 35 [5376/45000]	Loss: 0.1340	LR: 0.000800
Training Epoch: 35 [5632/45000]	Loss: 0.1182	LR: 0.000800
Training Epoch: 35 [5888/45000]	Loss: 0.1106	LR: 0.000800
Training Epoch: 35 [6144/45000]	Loss: 0.1320	LR: 0.000800
Training Epoch: 35 [6400/45000]	Loss: 0.1221	LR: 0.000800
Training Epoch: 35 [6656/45000]	Loss: 0.1236	LR: 0.000800
Training Epoch: 35 [6912/45000]	Loss: 0.0910	LR: 0.000800
Training Epoch: 35 [7168/45000]	Loss: 0.1029	LR: 0.000800
Training Epoch: 35 [7424/45000]	Loss: 0.1279	LR: 0.000800
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Training Epoch: 35 [9984/45000]	Loss: 0.1198	LR: 0.000800
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Training Epoch: 35 [13056/45000]	Loss: 0.1241	LR: 0.000800
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Training Epoch: 35 [15616/45000]	Loss: 0.1150	LR: 0.000800
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Training Epoch: 35 [16128/45000]	Loss: 0.1248	LR: 0.000800
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Training Epoch: 35 [16640/45000]	Loss: 0.1198	LR: 0.000800
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Training Epoch: 35 [19712/45000]	Loss: 0.1398	LR: 0.000800
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Training Epoch: 35 [20224/45000]	Loss: 0.1231	LR: 0.000800
Training Epoch: 35 [20480/45000]	Loss: 0.1546	LR: 0.000800
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Training Epoch: 35 [22016/45000]	Loss: 0.0766	LR: 0.000800
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Training Epoch: 35 [22528/45000]	Loss: 0.0955	LR: 0.000800
Training Epoch: 35 [22784/45000]	Loss: 0.0981	LR: 0.000800
Training Epoch: 35 [23040/45000]	Loss: 0.1134	LR: 0.000800
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Training Epoch: 35 [24064/45000]	Loss: 0.1244	LR: 0.000800
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Training Epoch: 35 [24832/45000]	Loss: 0.0927	LR: 0.000800
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Training Epoch: 35 [28160/45000]	Loss: 0.1214	LR: 0.000800
Training Epoch: 35 [28416/45000]	Loss: 0.1536	LR: 0.000800
Training Epoch: 35 [28672/45000]	Loss: 0.0997	LR: 0.000800
Training Epoch: 35 [28928/45000]	Loss: 0.0894	LR: 0.000800
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Training Epoch: 35 [29696/45000]	Loss: 0.1172	LR: 0.000800
Training Epoch: 35 [29952/45000]	Loss: 0.1490	LR: 0.000800
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Training Epoch: 35 [30976/45000]	Loss: 0.1773	LR: 0.000800
Training Epoch: 35 [31232/45000]	Loss: 0.1201	LR: 0.000800
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Training Epoch: 35 [32512/45000]	Loss: 0.1017	LR: 0.000800
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Training Epoch: 35 [35840/45000]	Loss: 0.1151	LR: 0.000800
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Training Epoch: 35 [39168/45000]	Loss: 0.0864	LR: 0.000800
Training Epoch: 35 [39424/45000]	Loss: 0.1716	LR: 0.000800
Training Epoch: 35 [39680/45000]	Loss: 0.1331	LR: 0.000800
Training Epoch: 35 [39936/45000]	Loss: 0.1188	LR: 0.000800
Training Epoch: 35 [40192/45000]	Loss: 0.1051	LR: 0.000800
Training Epoch: 35 [40448/45000]	Loss: 0.0967	LR: 0.000800
Training Epoch: 35 [40704/45000]	Loss: 0.1176	LR: 0.000800
Training Epoch: 35 [40960/45000]	Loss: 0.0992	LR: 0.000800
Training Epoch: 35 [41216/45000]	Loss: 0.1035	LR: 0.000800
Training Epoch: 35 [41472/45000]	Loss: 0.1340	LR: 0.000800
Training Epoch: 35 [41728/45000]	Loss: 0.1355	LR: 0.000800
Training Epoch: 35 [41984/45000]	Loss: 0.1354	LR: 0.000800
Training Epoch: 35 [42240/45000]	Loss: 0.0936	LR: 0.000800
Training Epoch: 35 [42496/45000]	Loss: 0.1371	LR: 0.000800
Training Epoch: 35 [42752/45000]	Loss: 0.0913	LR: 0.000800
Training Epoch: 35 [43008/45000]	Loss: 0.1268	LR: 0.000800
Training Epoch: 35 [43264/45000]	Loss: 0.0797	LR: 0.000800
Training Epoch: 35 [43520/45000]	Loss: 0.0971	LR: 0.000800
Training Epoch: 35 [43776/45000]	Loss: 0.1344	LR: 0.000800
Training Epoch: 35 [44032/45000]	Loss: 0.0935	LR: 0.000800
Training Epoch: 35 [44288/45000]	Loss: 0.0885	LR: 0.000800
Training Epoch: 35 [44544/45000]	Loss: 0.0977	LR: 0.000800
Training Epoch: 35 [44800/45000]	Loss: 0.1181	LR: 0.000800
Training Epoch: 35 [45000/45000]	Loss: 0.1364	LR: 0.000800
Epoch 35 - Average Train Loss: 0.1178, Train Accuracy: 0.9664
Epoch 35 training time consumed: 26.69s
Evaluating Network.....
Test set: Epoch: 35, Average loss: 0.0028, Accuracy: 0.8020, Time consumed:0.94s
Saving weights file to checkpoint/retrain/ResNet18/Sunday_13_July_2025_17h_31m_21s/ResNet18-Cifar20-seed4-ret100-35-best.pth
Training Epoch: 36 [256/45000]	Loss: 0.0955	LR: 0.000800
Training Epoch: 36 [512/45000]	Loss: 0.0770	LR: 0.000800
Training Epoch: 36 [768/45000]	Loss: 0.1179	LR: 0.000800
Training Epoch: 36 [1024/45000]	Loss: 0.0966	LR: 0.000800
Training Epoch: 36 [1280/45000]	Loss: 0.0984	LR: 0.000800
Training Epoch: 36 [1536/45000]	Loss: 0.1118	LR: 0.000800
Training Epoch: 36 [1792/45000]	Loss: 0.1235	LR: 0.000800
Training Epoch: 36 [2048/45000]	Loss: 0.0955	LR: 0.000800
Training Epoch: 36 [2304/45000]	Loss: 0.1216	LR: 0.000800
Training Epoch: 36 [2560/45000]	Loss: 0.1143	LR: 0.000800
Training Epoch: 36 [2816/45000]	Loss: 0.1339	LR: 0.000800
Training Epoch: 36 [3072/45000]	Loss: 0.1604	LR: 0.000800
Training Epoch: 36 [3328/45000]	Loss: 0.0853	LR: 0.000800
Training Epoch: 36 [3584/45000]	Loss: 0.1365	LR: 0.000800
Training Epoch: 36 [3840/45000]	Loss: 0.1073	LR: 0.000800
Training Epoch: 36 [4096/45000]	Loss: 0.1180	LR: 0.000800
Training Epoch: 36 [4352/45000]	Loss: 0.0919	LR: 0.000800
Training Epoch: 36 [4608/45000]	Loss: 0.1075	LR: 0.000800
Training Epoch: 36 [4864/45000]	Loss: 0.1112	LR: 0.000800
Training Epoch: 36 [5120/45000]	Loss: 0.1067	LR: 0.000800
Training Epoch: 36 [5376/45000]	Loss: 0.1090	LR: 0.000800
Training Epoch: 36 [5632/45000]	Loss: 0.1151	LR: 0.000800
Training Epoch: 36 [5888/45000]	Loss: 0.1008	LR: 0.000800
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Training Epoch: 36 [6400/45000]	Loss: 0.1196	LR: 0.000800
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Training Epoch: 36 [7168/45000]	Loss: 0.1081	LR: 0.000800
Training Epoch: 36 [7424/45000]	Loss: 0.1230	LR: 0.000800
Training Epoch: 36 [7680/45000]	Loss: 0.1173	LR: 0.000800
Training Epoch: 36 [7936/45000]	Loss: 0.1130	LR: 0.000800
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Training Epoch: 36 [8448/45000]	Loss: 0.1048	LR: 0.000800
Training Epoch: 36 [8704/45000]	Loss: 0.1597	LR: 0.000800
Training Epoch: 36 [8960/45000]	Loss: 0.0929	LR: 0.000800
Training Epoch: 36 [9216/45000]	Loss: 0.1324	LR: 0.000800
Training Epoch: 36 [9472/45000]	Loss: 0.1375	LR: 0.000800
Training Epoch: 36 [9728/45000]	Loss: 0.1079	LR: 0.000800
Training Epoch: 36 [9984/45000]	Loss: 0.1531	LR: 0.000800
Training Epoch: 36 [10240/45000]	Loss: 0.1440	LR: 0.000800
Training Epoch: 36 [10496/45000]	Loss: 0.0862	LR: 0.000800
Training Epoch: 36 [10752/45000]	Loss: 0.1195	LR: 0.000800
Training Epoch: 36 [11008/45000]	Loss: 0.0942	LR: 0.000800
Training Epoch: 36 [11264/45000]	Loss: 0.1126	LR: 0.000800
Training Epoch: 36 [11520/45000]	Loss: 0.1470	LR: 0.000800
Training Epoch: 36 [11776/45000]	Loss: 0.0988	LR: 0.000800
Training Epoch: 36 [12032/45000]	Loss: 0.1225	LR: 0.000800
Training Epoch: 36 [12288/45000]	Loss: 0.1534	LR: 0.000800
Training Epoch: 36 [12544/45000]	Loss: 0.0929	LR: 0.000800
Training Epoch: 36 [12800/45000]	Loss: 0.1924	LR: 0.000800
Training Epoch: 36 [13056/45000]	Loss: 0.0670	LR: 0.000800
Training Epoch: 36 [13312/45000]	Loss: 0.0880	LR: 0.000800
Training Epoch: 36 [13568/45000]	Loss: 0.0758	LR: 0.000800
Training Epoch: 36 [13824/45000]	Loss: 0.1027	LR: 0.000800
Training Epoch: 36 [14080/45000]	Loss: 0.1216	LR: 0.000800
Training Epoch: 36 [14336/45000]	Loss: 0.1327	LR: 0.000800
Training Epoch: 36 [14592/45000]	Loss: 0.1345	LR: 0.000800
Training Epoch: 36 [14848/45000]	Loss: 0.1479	LR: 0.000800
Training Epoch: 36 [15104/45000]	Loss: 0.0947	LR: 0.000800
Training Epoch: 36 [15360/45000]	Loss: 0.1204	LR: 0.000800
Training Epoch: 36 [15616/45000]	Loss: 0.1279	LR: 0.000800
Training Epoch: 36 [15872/45000]	Loss: 0.1195	LR: 0.000800
Training Epoch: 36 [16128/45000]	Loss: 0.1309	LR: 0.000800
Training Epoch: 36 [16384/45000]	Loss: 0.0654	LR: 0.000800
Training Epoch: 36 [16640/45000]	Loss: 0.1187	LR: 0.000800
Training Epoch: 36 [16896/45000]	Loss: 0.1254	LR: 0.000800
Training Epoch: 36 [17152/45000]	Loss: 0.1494	LR: 0.000800
Training Epoch: 36 [17408/45000]	Loss: 0.1054	LR: 0.000800
Training Epoch: 36 [17664/45000]	Loss: 0.0834	LR: 0.000800
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Training Epoch: 36 [18176/45000]	Loss: 0.0952	LR: 0.000800
Training Epoch: 36 [18432/45000]	Loss: 0.1004	LR: 0.000800
Training Epoch: 36 [18688/45000]	Loss: 0.1003	LR: 0.000800
Training Epoch: 36 [18944/45000]	Loss: 0.0997	LR: 0.000800
Training Epoch: 36 [19200/45000]	Loss: 0.0954	LR: 0.000800
Training Epoch: 36 [19456/45000]	Loss: 0.1169	LR: 0.000800
Training Epoch: 36 [19712/45000]	Loss: 0.1023	LR: 0.000800
Training Epoch: 36 [19968/45000]	Loss: 0.1096	LR: 0.000800
Training Epoch: 36 [20224/45000]	Loss: 0.0831	LR: 0.000800
Training Epoch: 36 [20480/45000]	Loss: 0.1164	LR: 0.000800
Training Epoch: 36 [20736/45000]	Loss: 0.1209	LR: 0.000800
Training Epoch: 36 [20992/45000]	Loss: 0.1311	LR: 0.000800
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Training Epoch: 36 [22016/45000]	Loss: 0.1361	LR: 0.000800
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Training Epoch: 36 [24576/45000]	Loss: 0.1374	LR: 0.000800
Training Epoch: 36 [24832/45000]	Loss: 0.1268	LR: 0.000800
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Training Epoch: 36 [26624/45000]	Loss: 0.0890	LR: 0.000800
Training Epoch: 36 [26880/45000]	Loss: 0.1205	LR: 0.000800
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Training Epoch: 36 [27392/45000]	Loss: 0.1035	LR: 0.000800
Training Epoch: 36 [27648/45000]	Loss: 0.1386	LR: 0.000800
Training Epoch: 36 [27904/45000]	Loss: 0.1317	LR: 0.000800
Training Epoch: 36 [28160/45000]	Loss: 0.1224	LR: 0.000800
Training Epoch: 36 [28416/45000]	Loss: 0.1536	LR: 0.000800
Training Epoch: 36 [28672/45000]	Loss: 0.1100	LR: 0.000800
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Training Epoch: 36 [29440/45000]	Loss: 0.1106	LR: 0.000800
Training Epoch: 36 [29696/45000]	Loss: 0.1147	LR: 0.000800
Training Epoch: 36 [29952/45000]	Loss: 0.0790	LR: 0.000800
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Training Epoch: 36 [30720/45000]	Loss: 0.0863	LR: 0.000800
Training Epoch: 36 [30976/45000]	Loss: 0.0873	LR: 0.000800
Training Epoch: 36 [31232/45000]	Loss: 0.0839	LR: 0.000800
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Training Epoch: 36 [32256/45000]	Loss: 0.0955	LR: 0.000800
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Training Epoch: 36 [32768/45000]	Loss: 0.1193	LR: 0.000800
Training Epoch: 36 [33024/45000]	Loss: 0.0885	LR: 0.000800
Training Epoch: 36 [33280/45000]	Loss: 0.1314	LR: 0.000800
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Training Epoch: 36 [34560/45000]	Loss: 0.1173	LR: 0.000800
Training Epoch: 36 [34816/45000]	Loss: 0.1104	LR: 0.000800
Training Epoch: 36 [35072/45000]	Loss: 0.1139	LR: 0.000800
Training Epoch: 36 [35328/45000]	Loss: 0.1258	LR: 0.000800
Training Epoch: 36 [35584/45000]	Loss: 0.1100	LR: 0.000800
Training Epoch: 36 [35840/45000]	Loss: 0.0667	LR: 0.000800
Training Epoch: 36 [36096/45000]	Loss: 0.1013	LR: 0.000800
Training Epoch: 36 [36352/45000]	Loss: 0.1187	LR: 0.000800
Training Epoch: 36 [36608/45000]	Loss: 0.1104	LR: 0.000800
Training Epoch: 36 [36864/45000]	Loss: 0.0942	LR: 0.000800
Training Epoch: 36 [37120/45000]	Loss: 0.0967	LR: 0.000800
Training Epoch: 36 [37376/45000]	Loss: 0.1267	LR: 0.000800
Training Epoch: 36 [37632/45000]	Loss: 0.1150	LR: 0.000800
Training Epoch: 36 [37888/45000]	Loss: 0.1720	LR: 0.000800
Training Epoch: 36 [38144/45000]	Loss: 0.1196	LR: 0.000800
Training Epoch: 36 [38400/45000]	Loss: 0.1217	LR: 0.000800
Training Epoch: 36 [38656/45000]	Loss: 0.0903	LR: 0.000800
Training Epoch: 36 [38912/45000]	Loss: 0.0911	LR: 0.000800
Training Epoch: 36 [39168/45000]	Loss: 0.1185	LR: 0.000800
Training Epoch: 36 [39424/45000]	Loss: 0.1297	LR: 0.000800
Training Epoch: 36 [39680/45000]	Loss: 0.1794	LR: 0.000800
Training Epoch: 36 [39936/45000]	Loss: 0.1093	LR: 0.000800
Training Epoch: 36 [40192/45000]	Loss: 0.1542	LR: 0.000800
Training Epoch: 36 [40448/45000]	Loss: 0.1262	LR: 0.000800
Training Epoch: 36 [40704/45000]	Loss: 0.1242	LR: 0.000800
Training Epoch: 36 [40960/45000]	Loss: 0.1176	LR: 0.000800
Training Epoch: 36 [41216/45000]	Loss: 0.0595	LR: 0.000800
Training Epoch: 36 [41472/45000]	Loss: 0.0619	LR: 0.000800
Training Epoch: 36 [41728/45000]	Loss: 0.1581	LR: 0.000800
Training Epoch: 36 [41984/45000]	Loss: 0.1158	LR: 0.000800
Training Epoch: 36 [42240/45000]	Loss: 0.1347	LR: 0.000800
Training Epoch: 36 [42496/45000]	Loss: 0.1062	LR: 0.000800
Training Epoch: 36 [42752/45000]	Loss: 0.0918	LR: 0.000800
Training Epoch: 36 [43008/45000]	Loss: 0.1015	LR: 0.000800
Training Epoch: 36 [43264/45000]	Loss: 0.1022	LR: 0.000800
Training Epoch: 36 [43520/45000]	Loss: 0.1242	LR: 0.000800
Training Epoch: 36 [43776/45000]	Loss: 0.1252	LR: 0.000800
Training Epoch: 36 [44032/45000]	Loss: 0.1372	LR: 0.000800
Training Epoch: 36 [44288/45000]	Loss: 0.1211	LR: 0.000800
Training Epoch: 36 [44544/45000]	Loss: 0.1248	LR: 0.000800
Training Epoch: 36 [44800/45000]	Loss: 0.0937	LR: 0.000800
Training Epoch: 36 [45000/45000]	Loss: 0.1445	LR: 0.000800
Epoch 36 - Average Train Loss: 0.1152, Train Accuracy: 0.9672
Epoch 36 training time consumed: 26.98s
Evaluating Network.....
Test set: Epoch: 36, Average loss: 0.0029, Accuracy: 0.8004, Time consumed:0.91s
Training Epoch: 37 [256/45000]	Loss: 0.1382	LR: 0.000800
Training Epoch: 37 [512/45000]	Loss: 0.1095	LR: 0.000800
Training Epoch: 37 [768/45000]	Loss: 0.1327	LR: 0.000800
Training Epoch: 37 [1024/45000]	Loss: 0.0989	LR: 0.000800
Training Epoch: 37 [1280/45000]	Loss: 0.1452	LR: 0.000800
Training Epoch: 37 [1536/45000]	Loss: 0.0853	LR: 0.000800
Training Epoch: 37 [1792/45000]	Loss: 0.0904	LR: 0.000800
Training Epoch: 37 [2048/45000]	Loss: 0.1182	LR: 0.000800
Training Epoch: 37 [2304/45000]	Loss: 0.0893	LR: 0.000800
Training Epoch: 37 [2560/45000]	Loss: 0.1032	LR: 0.000800
Training Epoch: 37 [2816/45000]	Loss: 0.0965	LR: 0.000800
Training Epoch: 37 [3072/45000]	Loss: 0.1047	LR: 0.000800
Training Epoch: 37 [3328/45000]	Loss: 0.0773	LR: 0.000800
Training Epoch: 37 [3584/45000]	Loss: 0.1231	LR: 0.000800
Training Epoch: 37 [3840/45000]	Loss: 0.0895	LR: 0.000800
Training Epoch: 37 [4096/45000]	Loss: 0.1078	LR: 0.000800
Training Epoch: 37 [4352/45000]	Loss: 0.1261	LR: 0.000800
Training Epoch: 37 [4608/45000]	Loss: 0.1042	LR: 0.000800
Training Epoch: 37 [4864/45000]	Loss: 0.1033	LR: 0.000800
Training Epoch: 37 [5120/45000]	Loss: 0.0837	LR: 0.000800
Training Epoch: 37 [5376/45000]	Loss: 0.1436	LR: 0.000800
Training Epoch: 37 [5632/45000]	Loss: 0.1027	LR: 0.000800
Training Epoch: 37 [5888/45000]	Loss: 0.1635	LR: 0.000800
Training Epoch: 37 [6144/45000]	Loss: 0.1128	LR: 0.000800
Training Epoch: 37 [6400/45000]	Loss: 0.0998	LR: 0.000800
Training Epoch: 37 [6656/45000]	Loss: 0.1518	LR: 0.000800
Training Epoch: 37 [6912/45000]	Loss: 0.1189	LR: 0.000800
Training Epoch: 37 [7168/45000]	Loss: 0.1080	LR: 0.000800
Training Epoch: 37 [7424/45000]	Loss: 0.1143	LR: 0.000800
Training Epoch: 37 [7680/45000]	Loss: 0.0798	LR: 0.000800
Training Epoch: 37 [7936/45000]	Loss: 0.1029	LR: 0.000800
Training Epoch: 37 [8192/45000]	Loss: 0.1026	LR: 0.000800
Training Epoch: 37 [8448/45000]	Loss: 0.0996	LR: 0.000800
Training Epoch: 37 [8704/45000]	Loss: 0.0960	LR: 0.000800
Training Epoch: 37 [8960/45000]	Loss: 0.1061	LR: 0.000800
Training Epoch: 37 [9216/45000]	Loss: 0.0928	LR: 0.000800
Training Epoch: 37 [9472/45000]	Loss: 0.1375	LR: 0.000800
Training Epoch: 37 [9728/45000]	Loss: 0.0884	LR: 0.000800
Training Epoch: 37 [9984/45000]	Loss: 0.0767	LR: 0.000800
Training Epoch: 37 [10240/45000]	Loss: 0.1011	LR: 0.000800
Training Epoch: 37 [10496/45000]	Loss: 0.1082	LR: 0.000800
Training Epoch: 37 [10752/45000]	Loss: 0.1187	LR: 0.000800
Training Epoch: 37 [11008/45000]	Loss: 0.0947	LR: 0.000800
Training Epoch: 37 [11264/45000]	Loss: 0.0664	LR: 0.000800
Training Epoch: 37 [11520/45000]	Loss: 0.0939	LR: 0.000800
Training Epoch: 37 [11776/45000]	Loss: 0.1126	LR: 0.000800
Training Epoch: 37 [12032/45000]	Loss: 0.1261	LR: 0.000800
Training Epoch: 37 [12288/45000]	Loss: 0.1149	LR: 0.000800
Training Epoch: 37 [12544/45000]	Loss: 0.1195	LR: 0.000800
Training Epoch: 37 [12800/45000]	Loss: 0.1732	LR: 0.000800
Training Epoch: 37 [13056/45000]	Loss: 0.1174	LR: 0.000800
Training Epoch: 37 [13312/45000]	Loss: 0.1285	LR: 0.000800
Training Epoch: 37 [13568/45000]	Loss: 0.1053	LR: 0.000800
Training Epoch: 37 [13824/45000]	Loss: 0.1303	LR: 0.000800
Training Epoch: 37 [14080/45000]	Loss: 0.1157	LR: 0.000800
Training Epoch: 37 [14336/45000]	Loss: 0.1077	LR: 0.000800
Training Epoch: 37 [14592/45000]	Loss: 0.1222	LR: 0.000800
Training Epoch: 37 [14848/45000]	Loss: 0.1179	LR: 0.000800
Training Epoch: 37 [15104/45000]	Loss: 0.1152	LR: 0.000800
Training Epoch: 37 [15360/45000]	Loss: 0.1276	LR: 0.000800
Training Epoch: 37 [15616/45000]	Loss: 0.1032	LR: 0.000800
Training Epoch: 37 [15872/45000]	Loss: 0.1111	LR: 0.000800
Training Epoch: 37 [16128/45000]	Loss: 0.1177	LR: 0.000800
Training Epoch: 37 [16384/45000]	Loss: 0.1385	LR: 0.000800
Training Epoch: 37 [16640/45000]	Loss: 0.1241	LR: 0.000800
Training Epoch: 37 [16896/45000]	Loss: 0.1153	LR: 0.000800
Training Epoch: 37 [17152/45000]	Loss: 0.0875	LR: 0.000800
Training Epoch: 37 [17408/45000]	Loss: 0.0772	LR: 0.000800
Training Epoch: 37 [17664/45000]	Loss: 0.1180	LR: 0.000800
Training Epoch: 37 [17920/45000]	Loss: 0.0933	LR: 0.000800
Training Epoch: 37 [18176/45000]	Loss: 0.1629	LR: 0.000800
Training Epoch: 37 [18432/45000]	Loss: 0.1244	LR: 0.000800
Training Epoch: 37 [18688/45000]	Loss: 0.1599	LR: 0.000800
Training Epoch: 37 [18944/45000]	Loss: 0.1454	LR: 0.000800
Training Epoch: 37 [19200/45000]	Loss: 0.1250	LR: 0.000800
Training Epoch: 37 [19456/45000]	Loss: 0.1103	LR: 0.000800
Training Epoch: 37 [19712/45000]	Loss: 0.1072	LR: 0.000800
Training Epoch: 37 [19968/45000]	Loss: 0.1114	LR: 0.000800
Training Epoch: 37 [20224/45000]	Loss: 0.1208	LR: 0.000800
Training Epoch: 37 [20480/45000]	Loss: 0.1059	LR: 0.000800
Training Epoch: 37 [20736/45000]	Loss: 0.0768	LR: 0.000800
Training Epoch: 37 [20992/45000]	Loss: 0.1365	LR: 0.000800
Training Epoch: 37 [21248/45000]	Loss: 0.1310	LR: 0.000800
Training Epoch: 37 [21504/45000]	Loss: 0.0987	LR: 0.000800
Training Epoch: 37 [21760/45000]	Loss: 0.1387	LR: 0.000800
Training Epoch: 37 [22016/45000]	Loss: 0.1160	LR: 0.000800
Training Epoch: 37 [22272/45000]	Loss: 0.0983	LR: 0.000800
Training Epoch: 37 [22528/45000]	Loss: 0.1120	LR: 0.000800
Training Epoch: 37 [22784/45000]	Loss: 0.0746	LR: 0.000800
Training Epoch: 37 [23040/45000]	Loss: 0.1417	LR: 0.000800
Training Epoch: 37 [23296/45000]	Loss: 0.1510	LR: 0.000800
Training Epoch: 37 [23552/45000]	Loss: 0.1591	LR: 0.000800
Training Epoch: 37 [23808/45000]	Loss: 0.1175	LR: 0.000800
Training Epoch: 37 [24064/45000]	Loss: 0.1274	LR: 0.000800
Training Epoch: 37 [24320/45000]	Loss: 0.1039	LR: 0.000800
Training Epoch: 37 [24576/45000]	Loss: 0.1294	LR: 0.000800
Training Epoch: 37 [24832/45000]	Loss: 0.1081	LR: 0.000800
Training Epoch: 37 [25088/45000]	Loss: 0.1107	LR: 0.000800
Training Epoch: 37 [25344/45000]	Loss: 0.1428	LR: 0.000800
Training Epoch: 37 [25600/45000]	Loss: 0.1256	LR: 0.000800
Training Epoch: 37 [25856/45000]	Loss: 0.1240	LR: 0.000800
Training Epoch: 37 [26112/45000]	Loss: 0.0802	LR: 0.000800
Training Epoch: 37 [26368/45000]	Loss: 0.1525	LR: 0.000800
Training Epoch: 37 [26624/45000]	Loss: 0.1113	LR: 0.000800
Training Epoch: 37 [26880/45000]	Loss: 0.1115	LR: 0.000800
Training Epoch: 37 [27136/45000]	Loss: 0.0852	LR: 0.000800
Training Epoch: 37 [27392/45000]	Loss: 0.1421	LR: 0.000800
Training Epoch: 37 [27648/45000]	Loss: 0.1018	LR: 0.000800
Training Epoch: 37 [27904/45000]	Loss: 0.1054	LR: 0.000800
Training Epoch: 37 [28160/45000]	Loss: 0.1219	LR: 0.000800
Training Epoch: 37 [28416/45000]	Loss: 0.1243	LR: 0.000800
Training Epoch: 37 [28672/45000]	Loss: 0.1193	LR: 0.000800
Training Epoch: 37 [28928/45000]	Loss: 0.1167	LR: 0.000800
Training Epoch: 37 [29184/45000]	Loss: 0.0758	LR: 0.000800
Training Epoch: 37 [29440/45000]	Loss: 0.1053	LR: 0.000800
Training Epoch: 37 [29696/45000]	Loss: 0.1200	LR: 0.000800
Training Epoch: 37 [29952/45000]	Loss: 0.1301	LR: 0.000800
Training Epoch: 37 [30208/45000]	Loss: 0.1134	LR: 0.000800
Training Epoch: 37 [30464/45000]	Loss: 0.1185	LR: 0.000800
Training Epoch: 37 [30720/45000]	Loss: 0.0977	LR: 0.000800
Training Epoch: 37 [30976/45000]	Loss: 0.1272	LR: 0.000800
Training Epoch: 37 [31232/45000]	Loss: 0.1002	LR: 0.000800
Training Epoch: 37 [31488/45000]	Loss: 0.0932	LR: 0.000800
Training Epoch: 37 [31744/45000]	Loss: 0.1204	LR: 0.000800
Training Epoch: 37 [32000/45000]	Loss: 0.1023	LR: 0.000800
Training Epoch: 37 [32256/45000]	Loss: 0.1471	LR: 0.000800
Training Epoch: 37 [32512/45000]	Loss: 0.1022	LR: 0.000800
Training Epoch: 37 [32768/45000]	Loss: 0.1489	LR: 0.000800
Training Epoch: 37 [33024/45000]	Loss: 0.0820	LR: 0.000800
Training Epoch: 37 [33280/45000]	Loss: 0.0965	LR: 0.000800
Training Epoch: 37 [33536/45000]	Loss: 0.1641	LR: 0.000800
Training Epoch: 37 [33792/45000]	Loss: 0.1457	LR: 0.000800
Training Epoch: 37 [34048/45000]	Loss: 0.0963	LR: 0.000800
Training Epoch: 37 [34304/45000]	Loss: 0.0951	LR: 0.000800
Training Epoch: 37 [34560/45000]	Loss: 0.0732	LR: 0.000800
Training Epoch: 37 [34816/45000]	Loss: 0.0991	LR: 0.000800
Training Epoch: 37 [35072/45000]	Loss: 0.2034	LR: 0.000800
Training Epoch: 37 [35328/45000]	Loss: 0.1373	LR: 0.000800
Training Epoch: 37 [35584/45000]	Loss: 0.1064	LR: 0.000800
Training Epoch: 37 [35840/45000]	Loss: 0.1181	LR: 0.000800
Training Epoch: 37 [36096/45000]	Loss: 0.1019	LR: 0.000800
Training Epoch: 37 [36352/45000]	Loss: 0.1161	LR: 0.000800
Training Epoch: 37 [36608/45000]	Loss: 0.0987	LR: 0.000800
Training Epoch: 37 [36864/45000]	Loss: 0.0909	LR: 0.000800
Training Epoch: 37 [37120/45000]	Loss: 0.1207	LR: 0.000800
Training Epoch: 37 [37376/45000]	Loss: 0.1322	LR: 0.000800
Training Epoch: 37 [37632/45000]	Loss: 0.1127	LR: 0.000800
Training Epoch: 37 [37888/45000]	Loss: 0.1174	LR: 0.000800
Training Epoch: 37 [38144/45000]	Loss: 0.0766	LR: 0.000800
Training Epoch: 37 [38400/45000]	Loss: 0.1233	LR: 0.000800
Training Epoch: 37 [38656/45000]	Loss: 0.0985	LR: 0.000800
Training Epoch: 37 [38912/45000]	Loss: 0.1220	LR: 0.000800
Training Epoch: 37 [39168/45000]	Loss: 0.1158	LR: 0.000800
Training Epoch: 37 [39424/45000]	Loss: 0.1312	LR: 0.000800
Training Epoch: 37 [39680/45000]	Loss: 0.1032	LR: 0.000800
Training Epoch: 37 [39936/45000]	Loss: 0.1241	LR: 0.000800
Training Epoch: 37 [40192/45000]	Loss: 0.0988	LR: 0.000800
Training Epoch: 37 [40448/45000]	Loss: 0.1432	LR: 0.000800
Training Epoch: 37 [40704/45000]	Loss: 0.0913	LR: 0.000800
Training Epoch: 37 [40960/45000]	Loss: 0.1422	LR: 0.000800
Training Epoch: 37 [41216/45000]	Loss: 0.0873	LR: 0.000800
Training Epoch: 37 [41472/45000]	Loss: 0.1166	LR: 0.000800
Training Epoch: 37 [41728/45000]	Loss: 0.0885	LR: 0.000800
Training Epoch: 37 [41984/45000]	Loss: 0.1099	LR: 0.000800
Training Epoch: 37 [42240/45000]	Loss: 0.1665	LR: 0.000800
Training Epoch: 37 [42496/45000]	Loss: 0.0937	LR: 0.000800
Training Epoch: 37 [42752/45000]	Loss: 0.1196	LR: 0.000800
Training Epoch: 37 [43008/45000]	Loss: 0.1152	LR: 0.000800
Training Epoch: 37 [43264/45000]	Loss: 0.1015	LR: 0.000800
Training Epoch: 37 [43520/45000]	Loss: 0.1209	LR: 0.000800
Training Epoch: 37 [43776/45000]	Loss: 0.0837	LR: 0.000800
Training Epoch: 37 [44032/45000]	Loss: 0.1096	LR: 0.000800
Training Epoch: 37 [44288/45000]	Loss: 0.0735	LR: 0.000800
Training Epoch: 37 [44544/45000]	Loss: 0.0619	LR: 0.000800
Training Epoch: 37 [44800/45000]	Loss: 0.0981	LR: 0.000800
Training Epoch: 37 [45000/45000]	Loss: 0.0932	LR: 0.000800
Epoch 37 - Average Train Loss: 0.1132, Train Accuracy: 0.9684
Epoch 37 training time consumed: 26.92s
Evaluating Network.....
Test set: Epoch: 37, Average loss: 0.0028, Accuracy: 0.8016, Time consumed:0.92s
Training Epoch: 38 [256/45000]	Loss: 0.1032	LR: 0.000800
Training Epoch: 38 [512/45000]	Loss: 0.1168	LR: 0.000800
Training Epoch: 38 [768/45000]	Loss: 0.1029	LR: 0.000800
Training Epoch: 38 [1024/45000]	Loss: 0.0769	LR: 0.000800
Training Epoch: 38 [1280/45000]	Loss: 0.1032	LR: 0.000800
Training Epoch: 38 [1536/45000]	Loss: 0.1184	LR: 0.000800
Training Epoch: 38 [1792/45000]	Loss: 0.1066	LR: 0.000800
Training Epoch: 38 [2048/45000]	Loss: 0.1186	LR: 0.000800
Training Epoch: 38 [2304/45000]	Loss: 0.1329	LR: 0.000800
Training Epoch: 38 [2560/45000]	Loss: 0.1564	LR: 0.000800
Training Epoch: 38 [2816/45000]	Loss: 0.1355	LR: 0.000800
Training Epoch: 38 [3072/45000]	Loss: 0.1087	LR: 0.000800
Training Epoch: 38 [3328/45000]	Loss: 0.1000	LR: 0.000800
Training Epoch: 38 [3584/45000]	Loss: 0.0973	LR: 0.000800
Training Epoch: 38 [3840/45000]	Loss: 0.1026	LR: 0.000800
Training Epoch: 38 [4096/45000]	Loss: 0.1243	LR: 0.000800
Training Epoch: 38 [4352/45000]	Loss: 0.0965	LR: 0.000800
Training Epoch: 38 [4608/45000]	Loss: 0.0877	LR: 0.000800
Training Epoch: 38 [4864/45000]	Loss: 0.1221	LR: 0.000800
Training Epoch: 38 [5120/45000]	Loss: 0.0860	LR: 0.000800
Training Epoch: 38 [5376/45000]	Loss: 0.0872	LR: 0.000800
Training Epoch: 38 [5632/45000]	Loss: 0.1002	LR: 0.000800
Training Epoch: 38 [5888/45000]	Loss: 0.1028	LR: 0.000800
Training Epoch: 38 [6144/45000]	Loss: 0.1472	LR: 0.000800
Training Epoch: 38 [6400/45000]	Loss: 0.1038	LR: 0.000800
Training Epoch: 38 [6656/45000]	Loss: 0.1311	LR: 0.000800
Training Epoch: 38 [6912/45000]	Loss: 0.0997	LR: 0.000800
Training Epoch: 38 [7168/45000]	Loss: 0.1080	LR: 0.000800
Training Epoch: 38 [7424/45000]	Loss: 0.0839	LR: 0.000800
Training Epoch: 38 [7680/45000]	Loss: 0.1184	LR: 0.000800
Training Epoch: 38 [7936/45000]	Loss: 0.1050	LR: 0.000800
Training Epoch: 38 [8192/45000]	Loss: 0.1441	LR: 0.000800
Training Epoch: 38 [8448/45000]	Loss: 0.1206	LR: 0.000800
Training Epoch: 38 [8704/45000]	Loss: 0.0908	LR: 0.000800
Training Epoch: 38 [8960/45000]	Loss: 0.1122	LR: 0.000800
Training Epoch: 38 [9216/45000]	Loss: 0.1309	LR: 0.000800
Training Epoch: 38 [9472/45000]	Loss: 0.1014	LR: 0.000800
Training Epoch: 38 [9728/45000]	Loss: 0.1447	LR: 0.000800
Training Epoch: 38 [9984/45000]	Loss: 0.1032	LR: 0.000800
Training Epoch: 38 [10240/45000]	Loss: 0.1181	LR: 0.000800
Training Epoch: 38 [10496/45000]	Loss: 0.0994	LR: 0.000800
Training Epoch: 38 [10752/45000]	Loss: 0.0870	LR: 0.000800
Training Epoch: 38 [11008/45000]	Loss: 0.1264	LR: 0.000800
Training Epoch: 38 [11264/45000]	Loss: 0.1082	LR: 0.000800
Training Epoch: 38 [11520/45000]	Loss: 0.1165	LR: 0.000800
Training Epoch: 38 [11776/45000]	Loss: 0.1104	LR: 0.000800
Training Epoch: 38 [12032/45000]	Loss: 0.0970	LR: 0.000800
Training Epoch: 38 [12288/45000]	Loss: 0.1016	LR: 0.000800
Training Epoch: 38 [12544/45000]	Loss: 0.1528	LR: 0.000800
Training Epoch: 38 [12800/45000]	Loss: 0.1035	LR: 0.000800
Training Epoch: 38 [13056/45000]	Loss: 0.0934	LR: 0.000800
Training Epoch: 38 [13312/45000]	Loss: 0.1180	LR: 0.000800
Training Epoch: 38 [13568/45000]	Loss: 0.0985	LR: 0.000800
Training Epoch: 38 [13824/45000]	Loss: 0.1034	LR: 0.000800
Training Epoch: 38 [14080/45000]	Loss: 0.0866	LR: 0.000800
Training Epoch: 38 [14336/45000]	Loss: 0.1227	LR: 0.000800
Training Epoch: 38 [14592/45000]	Loss: 0.1044	LR: 0.000800
Training Epoch: 38 [14848/45000]	Loss: 0.1161	LR: 0.000800
Training Epoch: 38 [15104/45000]	Loss: 0.0994	LR: 0.000800
Training Epoch: 38 [15360/45000]	Loss: 0.1044	LR: 0.000800
Training Epoch: 38 [15616/45000]	Loss: 0.1010	LR: 0.000800
Training Epoch: 38 [15872/45000]	Loss: 0.1060	LR: 0.000800
Training Epoch: 38 [16128/45000]	Loss: 0.1066	LR: 0.000800
Training Epoch: 38 [16384/45000]	Loss: 0.1339	LR: 0.000800
Training Epoch: 38 [16640/45000]	Loss: 0.0960	LR: 0.000800
Training Epoch: 38 [16896/45000]	Loss: 0.1400	LR: 0.000800
Training Epoch: 38 [17152/45000]	Loss: 0.1201	LR: 0.000800
Training Epoch: 38 [17408/45000]	Loss: 0.0796	LR: 0.000800
Training Epoch: 38 [17664/45000]	Loss: 0.0877	LR: 0.000800
Training Epoch: 38 [17920/45000]	Loss: 0.1144	LR: 0.000800
Training Epoch: 38 [18176/45000]	Loss: 0.0956	LR: 0.000800
Training Epoch: 38 [18432/45000]	Loss: 0.1536	LR: 0.000800
Training Epoch: 38 [18688/45000]	Loss: 0.1050	LR: 0.000800
Training Epoch: 38 [18944/45000]	Loss: 0.0992	LR: 0.000800
Training Epoch: 38 [19200/45000]	Loss: 0.0842	LR: 0.000800
Training Epoch: 38 [19456/45000]	Loss: 0.1167	LR: 0.000800
Training Epoch: 38 [19712/45000]	Loss: 0.1019	LR: 0.000800
Training Epoch: 38 [19968/45000]	Loss: 0.1250	LR: 0.000800
Training Epoch: 38 [20224/45000]	Loss: 0.0962	LR: 0.000800
Training Epoch: 38 [20480/45000]	Loss: 0.0786	LR: 0.000800
Training Epoch: 38 [20736/45000]	Loss: 0.1622	LR: 0.000800
Training Epoch: 38 [20992/45000]	Loss: 0.1038	LR: 0.000800
Training Epoch: 38 [21248/45000]	Loss: 0.1166	LR: 0.000800
Training Epoch: 38 [21504/45000]	Loss: 0.0836	LR: 0.000800
Training Epoch: 38 [21760/45000]	Loss: 0.1007	LR: 0.000800
Training Epoch: 38 [22016/45000]	Loss: 0.1360	LR: 0.000800
Training Epoch: 38 [22272/45000]	Loss: 0.0925	LR: 0.000800
Training Epoch: 38 [22528/45000]	Loss: 0.1170	LR: 0.000800
Training Epoch: 38 [22784/45000]	Loss: 0.0918	LR: 0.000800
Training Epoch: 38 [23040/45000]	Loss: 0.1221	LR: 0.000800
Training Epoch: 38 [23296/45000]	Loss: 0.1477	LR: 0.000800
Training Epoch: 38 [23552/45000]	Loss: 0.1242	LR: 0.000800
Training Epoch: 38 [23808/45000]	Loss: 0.1292	LR: 0.000800
Training Epoch: 38 [24064/45000]	Loss: 0.1496	LR: 0.000800
Training Epoch: 38 [24320/45000]	Loss: 0.1094	LR: 0.000800
Training Epoch: 38 [24576/45000]	Loss: 0.1006	LR: 0.000800
Training Epoch: 38 [24832/45000]	Loss: 0.1374	LR: 0.000800
Training Epoch: 38 [25088/45000]	Loss: 0.1029	LR: 0.000800
Training Epoch: 38 [25344/45000]	Loss: 0.0885	LR: 0.000800
Training Epoch: 38 [25600/45000]	Loss: 0.1183	LR: 0.000800
Training Epoch: 38 [25856/45000]	Loss: 0.0700	LR: 0.000800
Training Epoch: 38 [26112/45000]	Loss: 0.1180	LR: 0.000800
Training Epoch: 38 [26368/45000]	Loss: 0.0757	LR: 0.000800
Training Epoch: 38 [26624/45000]	Loss: 0.0684	LR: 0.000800
Training Epoch: 38 [26880/45000]	Loss: 0.1189	LR: 0.000800
Training Epoch: 38 [27136/45000]	Loss: 0.1203	LR: 0.000800
Training Epoch: 38 [27392/45000]	Loss: 0.0925	LR: 0.000800
Training Epoch: 38 [27648/45000]	Loss: 0.0973	LR: 0.000800
Training Epoch: 38 [27904/45000]	Loss: 0.0941	LR: 0.000800
Training Epoch: 38 [28160/45000]	Loss: 0.1111	LR: 0.000800
Training Epoch: 38 [28416/45000]	Loss: 0.1066	LR: 0.000800
Training Epoch: 38 [28672/45000]	Loss: 0.0866	LR: 0.000800
Training Epoch: 38 [28928/45000]	Loss: 0.1399	LR: 0.000800
Training Epoch: 38 [29184/45000]	Loss: 0.1048	LR: 0.000800
Training Epoch: 38 [29440/45000]	Loss: 0.1369	LR: 0.000800
Training Epoch: 38 [29696/45000]	Loss: 0.1016	LR: 0.000800
Training Epoch: 38 [29952/45000]	Loss: 0.0688	LR: 0.000800
Training Epoch: 38 [30208/45000]	Loss: 0.0957	LR: 0.000800
Training Epoch: 38 [30464/45000]	Loss: 0.1265	LR: 0.000800
Training Epoch: 38 [30720/45000]	Loss: 0.0759	LR: 0.000800
Training Epoch: 38 [30976/45000]	Loss: 0.1102	LR: 0.000800
Training Epoch: 38 [31232/45000]	Loss: 0.0776	LR: 0.000800
Training Epoch: 38 [31488/45000]	Loss: 0.1196	LR: 0.000800
Training Epoch: 38 [31744/45000]	Loss: 0.1014	LR: 0.000800
Training Epoch: 38 [32000/45000]	Loss: 0.0990	LR: 0.000800
Training Epoch: 38 [32256/45000]	Loss: 0.1043	LR: 0.000800
Training Epoch: 38 [32512/45000]	Loss: 0.1187	LR: 0.000800
Training Epoch: 38 [32768/45000]	Loss: 0.1022	LR: 0.000800
Training Epoch: 38 [33024/45000]	Loss: 0.1277	LR: 0.000800
Training Epoch: 38 [33280/45000]	Loss: 0.1361	LR: 0.000800
Training Epoch: 38 [33536/45000]	Loss: 0.1324	LR: 0.000800
Training Epoch: 38 [33792/45000]	Loss: 0.0681	LR: 0.000800
Training Epoch: 38 [34048/45000]	Loss: 0.1181	LR: 0.000800
Training Epoch: 38 [34304/45000]	Loss: 0.1209	LR: 0.000800
Training Epoch: 38 [34560/45000]	Loss: 0.0913	LR: 0.000800
Training Epoch: 38 [34816/45000]	Loss: 0.0945	LR: 0.000800
Training Epoch: 38 [35072/45000]	Loss: 0.1065	LR: 0.000800
Training Epoch: 38 [35328/45000]	Loss: 0.0962	LR: 0.000800
Training Epoch: 38 [35584/45000]	Loss: 0.1031	LR: 0.000800
Training Epoch: 38 [35840/45000]	Loss: 0.0900	LR: 0.000800
Training Epoch: 38 [36096/45000]	Loss: 0.1126	LR: 0.000800
Training Epoch: 38 [36352/45000]	Loss: 0.1027	LR: 0.000800
Training Epoch: 38 [36608/45000]	Loss: 0.1371	LR: 0.000800
Training Epoch: 38 [36864/45000]	Loss: 0.0854	LR: 0.000800
Training Epoch: 38 [37120/45000]	Loss: 0.0983	LR: 0.000800
Training Epoch: 38 [37376/45000]	Loss: 0.1719	LR: 0.000800
Training Epoch: 38 [37632/45000]	Loss: 0.1164	LR: 0.000800
Training Epoch: 38 [37888/45000]	Loss: 0.1019	LR: 0.000800
Training Epoch: 38 [38144/45000]	Loss: 0.1032	LR: 0.000800
Training Epoch: 38 [38400/45000]	Loss: 0.0631	LR: 0.000800
Training Epoch: 38 [38656/45000]	Loss: 0.1724	LR: 0.000800
Training Epoch: 38 [38912/45000]	Loss: 0.0876	LR: 0.000800
Training Epoch: 38 [39168/45000]	Loss: 0.0976	LR: 0.000800
Training Epoch: 38 [39424/45000]	Loss: 0.1335	LR: 0.000800
Training Epoch: 38 [39680/45000]	Loss: 0.1176	LR: 0.000800
Training Epoch: 38 [39936/45000]	Loss: 0.1553	LR: 0.000800
Training Epoch: 38 [40192/45000]	Loss: 0.1069	LR: 0.000800
Training Epoch: 38 [40448/45000]	Loss: 0.1076	LR: 0.000800
Training Epoch: 38 [40704/45000]	Loss: 0.0809	LR: 0.000800
Training Epoch: 38 [40960/45000]	Loss: 0.0738	LR: 0.000800
Training Epoch: 38 [41216/45000]	Loss: 0.1121	LR: 0.000800
Training Epoch: 38 [41472/45000]	Loss: 0.1376	LR: 0.000800
Training Epoch: 38 [41728/45000]	Loss: 0.1027	LR: 0.000800
Training Epoch: 38 [41984/45000]	Loss: 0.0853	LR: 0.000800
Training Epoch: 38 [42240/45000]	Loss: 0.1348	LR: 0.000800
Training Epoch: 38 [42496/45000]	Loss: 0.1054	LR: 0.000800
Training Epoch: 38 [42752/45000]	Loss: 0.1349	LR: 0.000800
Training Epoch: 38 [43008/45000]	Loss: 0.1047	LR: 0.000800
Training Epoch: 38 [43264/45000]	Loss: 0.1357	LR: 0.000800
Training Epoch: 38 [43520/45000]	Loss: 0.1229	LR: 0.000800
Training Epoch: 38 [43776/45000]	Loss: 0.1152	LR: 0.000800
Training Epoch: 38 [44032/45000]	Loss: 0.0920	LR: 0.000800
Training Epoch: 38 [44288/45000]	Loss: 0.1099	LR: 0.000800
Training Epoch: 38 [44544/45000]	Loss: 0.1091	LR: 0.000800
Training Epoch: 38 [44800/45000]	Loss: 0.1037	LR: 0.000800
Training Epoch: 38 [45000/45000]	Loss: 0.1095	LR: 0.000800
Epoch 38 - Average Train Loss: 0.1093, Train Accuracy: 0.9691
Epoch 38 training time consumed: 27.20s
Evaluating Network.....
Test set: Epoch: 38, Average loss: 0.0029, Accuracy: 0.8000, Time consumed:0.93s
Training Epoch: 39 [256/45000]	Loss: 0.0961	LR: 0.000800
Training Epoch: 39 [512/45000]	Loss: 0.1074	LR: 0.000800
Training Epoch: 39 [768/45000]	Loss: 0.1266	LR: 0.000800
Training Epoch: 39 [1024/45000]	Loss: 0.1056	LR: 0.000800
Training Epoch: 39 [1280/45000]	Loss: 0.1010	LR: 0.000800
Training Epoch: 39 [1536/45000]	Loss: 0.0969	LR: 0.000800
Training Epoch: 39 [1792/45000]	Loss: 0.0993	LR: 0.000800
Training Epoch: 39 [2048/45000]	Loss: 0.1036	LR: 0.000800
Training Epoch: 39 [2304/45000]	Loss: 0.1189	LR: 0.000800
Training Epoch: 39 [2560/45000]	Loss: 0.1104	LR: 0.000800
Training Epoch: 39 [2816/45000]	Loss: 0.1142	LR: 0.000800
Training Epoch: 39 [3072/45000]	Loss: 0.1323	LR: 0.000800
Training Epoch: 39 [3328/45000]	Loss: 0.1267	LR: 0.000800
Training Epoch: 39 [3584/45000]	Loss: 0.1317	LR: 0.000800
Training Epoch: 39 [3840/45000]	Loss: 0.1145	LR: 0.000800
Training Epoch: 39 [4096/45000]	Loss: 0.1439	LR: 0.000800
Training Epoch: 39 [4352/45000]	Loss: 0.1062	LR: 0.000800
Training Epoch: 39 [4608/45000]	Loss: 0.1106	LR: 0.000800
Training Epoch: 39 [4864/45000]	Loss: 0.1278	LR: 0.000800
Training Epoch: 39 [5120/45000]	Loss: 0.0879	LR: 0.000800
Training Epoch: 39 [5376/45000]	Loss: 0.1035	LR: 0.000800
Training Epoch: 39 [5632/45000]	Loss: 0.1297	LR: 0.000800
Training Epoch: 39 [5888/45000]	Loss: 0.1222	LR: 0.000800
Training Epoch: 39 [6144/45000]	Loss: 0.1350	LR: 0.000800
Training Epoch: 39 [6400/45000]	Loss: 0.1079	LR: 0.000800
Training Epoch: 39 [6656/45000]	Loss: 0.1312	LR: 0.000800
Training Epoch: 39 [6912/45000]	Loss: 0.0811	LR: 0.000800
Training Epoch: 39 [7168/45000]	Loss: 0.1209	LR: 0.000800
Training Epoch: 39 [7424/45000]	Loss: 0.0870	LR: 0.000800
Training Epoch: 39 [7680/45000]	Loss: 0.0724	LR: 0.000800
Training Epoch: 39 [7936/45000]	Loss: 0.1034	LR: 0.000800
Training Epoch: 39 [8192/45000]	Loss: 0.0872	LR: 0.000800
Training Epoch: 39 [8448/45000]	Loss: 0.1021	LR: 0.000800
Training Epoch: 39 [8704/45000]	Loss: 0.1138	LR: 0.000800
Training Epoch: 39 [8960/45000]	Loss: 0.1105	LR: 0.000800
Training Epoch: 39 [9216/45000]	Loss: 0.0832	LR: 0.000800
Training Epoch: 39 [9472/45000]	Loss: 0.0946	LR: 0.000800
Training Epoch: 39 [9728/45000]	Loss: 0.1047	LR: 0.000800
Training Epoch: 39 [9984/45000]	Loss: 0.1198	LR: 0.000800
Training Epoch: 39 [10240/45000]	Loss: 0.1022	LR: 0.000800
Training Epoch: 39 [10496/45000]	Loss: 0.0759	LR: 0.000800
Training Epoch: 39 [10752/45000]	Loss: 0.0948	LR: 0.000800
Training Epoch: 39 [11008/45000]	Loss: 0.1172	LR: 0.000800
Training Epoch: 39 [11264/45000]	Loss: 0.0788	LR: 0.000800
Training Epoch: 39 [11520/45000]	Loss: 0.0942	LR: 0.000800
Training Epoch: 39 [11776/45000]	Loss: 0.0760	LR: 0.000800
Training Epoch: 39 [12032/45000]	Loss: 0.1355	LR: 0.000800
Training Epoch: 39 [12288/45000]	Loss: 0.0976	LR: 0.000800
Training Epoch: 39 [12544/45000]	Loss: 0.0873	LR: 0.000800
Training Epoch: 39 [12800/45000]	Loss: 0.1075	LR: 0.000800
Training Epoch: 39 [13056/45000]	Loss: 0.0814	LR: 0.000800
Training Epoch: 39 [13312/45000]	Loss: 0.0763	LR: 0.000800
Training Epoch: 39 [13568/45000]	Loss: 0.0923	LR: 0.000800
Training Epoch: 39 [13824/45000]	Loss: 0.1350	LR: 0.000800
Training Epoch: 39 [14080/45000]	Loss: 0.1167	LR: 0.000800
Training Epoch: 39 [14336/45000]	Loss: 0.1232	LR: 0.000800
Training Epoch: 39 [14592/45000]	Loss: 0.0964	LR: 0.000800
Training Epoch: 39 [14848/45000]	Loss: 0.1031	LR: 0.000800
Training Epoch: 39 [15104/45000]	Loss: 0.0702	LR: 0.000800
Training Epoch: 39 [15360/45000]	Loss: 0.0905	LR: 0.000800
Training Epoch: 39 [15616/45000]	Loss: 0.1151	LR: 0.000800
Training Epoch: 39 [15872/45000]	Loss: 0.1299	LR: 0.000800
Training Epoch: 39 [16128/45000]	Loss: 0.0756	LR: 0.000800
Training Epoch: 39 [16384/45000]	Loss: 0.0749	LR: 0.000800
Training Epoch: 39 [16640/45000]	Loss: 0.1274	LR: 0.000800
Training Epoch: 39 [16896/45000]	Loss: 0.1031	LR: 0.000800
Training Epoch: 39 [17152/45000]	Loss: 0.1018	LR: 0.000800
Training Epoch: 39 [17408/45000]	Loss: 0.1004	LR: 0.000800
Training Epoch: 39 [17664/45000]	Loss: 0.1174	LR: 0.000800
Training Epoch: 39 [17920/45000]	Loss: 0.1175	LR: 0.000800
Training Epoch: 39 [18176/45000]	Loss: 0.1205	LR: 0.000800
Training Epoch: 39 [18432/45000]	Loss: 0.0888	LR: 0.000800
Training Epoch: 39 [18688/45000]	Loss: 0.1093	LR: 0.000800
Training Epoch: 39 [18944/45000]	Loss: 0.1038	LR: 0.000800
Training Epoch: 39 [19200/45000]	Loss: 0.0959	LR: 0.000800
Training Epoch: 39 [19456/45000]	Loss: 0.1108	LR: 0.000800
Training Epoch: 39 [19712/45000]	Loss: 0.1197	LR: 0.000800
Training Epoch: 39 [19968/45000]	Loss: 0.1219	LR: 0.000800
Training Epoch: 39 [20224/45000]	Loss: 0.0677	LR: 0.000800
Training Epoch: 39 [20480/45000]	Loss: 0.1382	LR: 0.000800
Training Epoch: 39 [20736/45000]	Loss: 0.1222	LR: 0.000800
Training Epoch: 39 [20992/45000]	Loss: 0.1294	LR: 0.000800
Training Epoch: 39 [21248/45000]	Loss: 0.1487	LR: 0.000800
Training Epoch: 39 [21504/45000]	Loss: 0.0974	LR: 0.000800
Training Epoch: 39 [21760/45000]	Loss: 0.1117	LR: 0.000800
Training Epoch: 39 [22016/45000]	Loss: 0.1226	LR: 0.000800
Training Epoch: 39 [22272/45000]	Loss: 0.1299	LR: 0.000800
Training Epoch: 39 [22528/45000]	Loss: 0.0982	LR: 0.000800
Training Epoch: 39 [22784/45000]	Loss: 0.0989	LR: 0.000800
Training Epoch: 39 [23040/45000]	Loss: 0.0995	LR: 0.000800
Training Epoch: 39 [23296/45000]	Loss: 0.0700	LR: 0.000800
Training Epoch: 39 [23552/45000]	Loss: 0.0882	LR: 0.000800
Training Epoch: 39 [23808/45000]	Loss: 0.1091	LR: 0.000800
Training Epoch: 39 [24064/45000]	Loss: 0.1186	LR: 0.000800
Training Epoch: 39 [24320/45000]	Loss: 0.0879	LR: 0.000800
Training Epoch: 39 [24576/45000]	Loss: 0.1061	LR: 0.000800
Training Epoch: 39 [24832/45000]	Loss: 0.1285	LR: 0.000800
Training Epoch: 39 [25088/45000]	Loss: 0.1115	LR: 0.000800
Training Epoch: 39 [25344/45000]	Loss: 0.0750	LR: 0.000800
Training Epoch: 39 [25600/45000]	Loss: 0.0838	LR: 0.000800
Training Epoch: 39 [25856/45000]	Loss: 0.1171	LR: 0.000800
Training Epoch: 39 [26112/45000]	Loss: 0.0739	LR: 0.000800
Training Epoch: 39 [26368/45000]	Loss: 0.1118	LR: 0.000800
Training Epoch: 39 [26624/45000]	Loss: 0.0923	LR: 0.000800
Training Epoch: 39 [26880/45000]	Loss: 0.0832	LR: 0.000800
Training Epoch: 39 [27136/45000]	Loss: 0.1189	LR: 0.000800
Training Epoch: 39 [27392/45000]	Loss: 0.1036	LR: 0.000800
Training Epoch: 39 [27648/45000]	Loss: 0.1002	LR: 0.000800
Training Epoch: 39 [27904/45000]	Loss: 0.0937	LR: 0.000800
Training Epoch: 39 [28160/45000]	Loss: 0.1240	LR: 0.000800
Training Epoch: 39 [28416/45000]	Loss: 0.1312	LR: 0.000800
Training Epoch: 39 [28672/45000]	Loss: 0.1230	LR: 0.000800
Training Epoch: 39 [28928/45000]	Loss: 0.1280	LR: 0.000800
Training Epoch: 39 [29184/45000]	Loss: 0.1134	LR: 0.000800
Training Epoch: 39 [29440/45000]	Loss: 0.1089	LR: 0.000800
Training Epoch: 39 [29696/45000]	Loss: 0.0950	LR: 0.000800
Training Epoch: 39 [29952/45000]	Loss: 0.1079	LR: 0.000800
Training Epoch: 39 [30208/45000]	Loss: 0.0838	LR: 0.000800
Training Epoch: 39 [30464/45000]	Loss: 0.0949	LR: 0.000800
Training Epoch: 39 [30720/45000]	Loss: 0.0835	LR: 0.000800
Training Epoch: 39 [30976/45000]	Loss: 0.1161	LR: 0.000800
Training Epoch: 39 [31232/45000]	Loss: 0.0996	LR: 0.000800
Training Epoch: 39 [31488/45000]	Loss: 0.1069	LR: 0.000800
Training Epoch: 39 [31744/45000]	Loss: 0.1271	LR: 0.000800
Training Epoch: 39 [32000/45000]	Loss: 0.1262	LR: 0.000800
Training Epoch: 39 [32256/45000]	Loss: 0.0776	LR: 0.000800
Training Epoch: 39 [32512/45000]	Loss: 0.1192	LR: 0.000800
Training Epoch: 39 [32768/45000]	Loss: 0.1324	LR: 0.000800
Training Epoch: 39 [33024/45000]	Loss: 0.1305	LR: 0.000800
Training Epoch: 39 [33280/45000]	Loss: 0.1423	LR: 0.000800
Training Epoch: 39 [33536/45000]	Loss: 0.0840	LR: 0.000800
Training Epoch: 39 [33792/45000]	Loss: 0.0733	LR: 0.000800
Training Epoch: 39 [34048/45000]	Loss: 0.1027	LR: 0.000800
Training Epoch: 39 [34304/45000]	Loss: 0.0982	LR: 0.000800
Training Epoch: 39 [34560/45000]	Loss: 0.1013	LR: 0.000800
Training Epoch: 39 [34816/45000]	Loss: 0.1015	LR: 0.000800
Training Epoch: 39 [35072/45000]	Loss: 0.1069	LR: 0.000800
Training Epoch: 39 [35328/45000]	Loss: 0.1086	LR: 0.000800
Training Epoch: 39 [35584/45000]	Loss: 0.1378	LR: 0.000800
Training Epoch: 39 [35840/45000]	Loss: 0.0973	LR: 0.000800
Training Epoch: 39 [36096/45000]	Loss: 0.1128	LR: 0.000800
Training Epoch: 39 [36352/45000]	Loss: 0.0795	LR: 0.000800
Training Epoch: 39 [36608/45000]	Loss: 0.1144	LR: 0.000800
Training Epoch: 39 [36864/45000]	Loss: 0.1328	LR: 0.000800
Training Epoch: 39 [37120/45000]	Loss: 0.1052	LR: 0.000800
Training Epoch: 39 [37376/45000]	Loss: 0.0735	LR: 0.000800
Training Epoch: 39 [37632/45000]	Loss: 0.1148	LR: 0.000800
Training Epoch: 39 [37888/45000]	Loss: 0.0905	LR: 0.000800
Training Epoch: 39 [38144/45000]	Loss: 0.1414	LR: 0.000800
Training Epoch: 39 [38400/45000]	Loss: 0.0992	LR: 0.000800
Training Epoch: 39 [38656/45000]	Loss: 0.0833	LR: 0.000800
Training Epoch: 39 [38912/45000]	Loss: 0.0794	LR: 0.000800
Training Epoch: 39 [39168/45000]	Loss: 0.1138	LR: 0.000800
Training Epoch: 39 [39424/45000]	Loss: 0.0709	LR: 0.000800
Training Epoch: 39 [39680/45000]	Loss: 0.0727	LR: 0.000800
Training Epoch: 39 [39936/45000]	Loss: 0.0711	LR: 0.000800
Training Epoch: 39 [40192/45000]	Loss: 0.1250	LR: 0.000800
Training Epoch: 39 [40448/45000]	Loss: 0.0956	LR: 0.000800
Training Epoch: 39 [40704/45000]	Loss: 0.1245	LR: 0.000800
Training Epoch: 39 [40960/45000]	Loss: 0.0817	LR: 0.000800
Training Epoch: 39 [41216/45000]	Loss: 0.0952	LR: 0.000800
Training Epoch: 39 [41472/45000]	Loss: 0.1320	LR: 0.000800
Training Epoch: 39 [41728/45000]	Loss: 0.0963	LR: 0.000800
Training Epoch: 39 [41984/45000]	Loss: 0.1090	LR: 0.000800
Training Epoch: 39 [42240/45000]	Loss: 0.0821	LR: 0.000800
Training Epoch: 39 [42496/45000]	Loss: 0.1006	LR: 0.000800
Training Epoch: 39 [42752/45000]	Loss: 0.0796	LR: 0.000800
Training Epoch: 39 [43008/45000]	Loss: 0.1241	LR: 0.000800
Training Epoch: 39 [43264/45000]	Loss: 0.0707	LR: 0.000800
Training Epoch: 39 [43520/45000]	Loss: 0.1495	LR: 0.000800
Training Epoch: 39 [43776/45000]	Loss: 0.0955	LR: 0.000800
Training Epoch: 39 [44032/45000]	Loss: 0.1287	LR: 0.000800
Training Epoch: 39 [44288/45000]	Loss: 0.0973	LR: 0.000800
Training Epoch: 39 [44544/45000]	Loss: 0.1129	LR: 0.000800
Training Epoch: 39 [44800/45000]	Loss: 0.1062	LR: 0.000800
Training Epoch: 39 [45000/45000]	Loss: 0.1035	LR: 0.000800
Epoch 39 - Average Train Loss: 0.1054, Train Accuracy: 0.9706
Epoch 39 training time consumed: 27.00s
Evaluating Network.....
Test set: Epoch: 39, Average loss: 0.0028, Accuracy: 0.8028, Time consumed:0.90s
Saving weights file to checkpoint/retrain/ResNet18/Sunday_13_July_2025_17h_31m_21s/ResNet18-Cifar20-seed4-ret100-39-best.pth
Training Epoch: 40 [256/45000]	Loss: 0.1438	LR: 0.000800
Training Epoch: 40 [512/45000]	Loss: 0.0625	LR: 0.000800
Training Epoch: 40 [768/45000]	Loss: 0.0995	LR: 0.000800
Training Epoch: 40 [1024/45000]	Loss: 0.0832	LR: 0.000800
Training Epoch: 40 [1280/45000]	Loss: 0.0879	LR: 0.000800
Training Epoch: 40 [1536/45000]	Loss: 0.1192	LR: 0.000800
Training Epoch: 40 [1792/45000]	Loss: 0.1180	LR: 0.000800
Training Epoch: 40 [2048/45000]	Loss: 0.0763	LR: 0.000800
Training Epoch: 40 [2304/45000]	Loss: 0.1324	LR: 0.000800
Training Epoch: 40 [2560/45000]	Loss: 0.0841	LR: 0.000800
Training Epoch: 40 [2816/45000]	Loss: 0.1241	LR: 0.000800
Training Epoch: 40 [3072/45000]	Loss: 0.0849	LR: 0.000800
Training Epoch: 40 [3328/45000]	Loss: 0.0439	LR: 0.000800
Training Epoch: 40 [3584/45000]	Loss: 0.0798	LR: 0.000800
Training Epoch: 40 [3840/45000]	Loss: 0.1102	LR: 0.000800
Training Epoch: 40 [4096/45000]	Loss: 0.1134	LR: 0.000800
Training Epoch: 40 [4352/45000]	Loss: 0.1155	LR: 0.000800
Training Epoch: 40 [4608/45000]	Loss: 0.1064	LR: 0.000800
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Training Epoch: 40 [5120/45000]	Loss: 0.0900	LR: 0.000800
Training Epoch: 40 [5376/45000]	Loss: 0.1135	LR: 0.000800
Training Epoch: 40 [5632/45000]	Loss: 0.0991	LR: 0.000800
Training Epoch: 40 [5888/45000]	Loss: 0.1122	LR: 0.000800
Training Epoch: 40 [6144/45000]	Loss: 0.0741	LR: 0.000800
Training Epoch: 40 [6400/45000]	Loss: 0.1062	LR: 0.000800
Training Epoch: 40 [6656/45000]	Loss: 0.0860	LR: 0.000800
Training Epoch: 40 [6912/45000]	Loss: 0.1152	LR: 0.000800
Training Epoch: 40 [7168/45000]	Loss: 0.0789	LR: 0.000800
Training Epoch: 40 [7424/45000]	Loss: 0.0900	LR: 0.000800
Training Epoch: 40 [7680/45000]	Loss: 0.1662	LR: 0.000800
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Training Epoch: 40 [8448/45000]	Loss: 0.0817	LR: 0.000800
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Training Epoch: 40 [8960/45000]	Loss: 0.1495	LR: 0.000800
Training Epoch: 40 [9216/45000]	Loss: 0.0933	LR: 0.000800
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Training Epoch: 40 [9728/45000]	Loss: 0.0916	LR: 0.000800
Training Epoch: 40 [9984/45000]	Loss: 0.1162	LR: 0.000800
Training Epoch: 40 [10240/45000]	Loss: 0.1186	LR: 0.000800
Training Epoch: 40 [10496/45000]	Loss: 0.0948	LR: 0.000800
Training Epoch: 40 [10752/45000]	Loss: 0.1271	LR: 0.000800
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Training Epoch: 40 [11776/45000]	Loss: 0.1095	LR: 0.000800
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Training Epoch: 40 [12288/45000]	Loss: 0.0743	LR: 0.000800
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Training Epoch: 40 [13568/45000]	Loss: 0.0795	LR: 0.000800
Training Epoch: 40 [13824/45000]	Loss: 0.1017	LR: 0.000800
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Training Epoch: 40 [16384/45000]	Loss: 0.1117	LR: 0.000800
Training Epoch: 40 [16640/45000]	Loss: 0.0999	LR: 0.000800
Training Epoch: 40 [16896/45000]	Loss: 0.1051	LR: 0.000800
Training Epoch: 40 [17152/45000]	Loss: 0.0918	LR: 0.000800
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Training Epoch: 40 [18432/45000]	Loss: 0.0812	LR: 0.000800
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Training Epoch: 40 [19456/45000]	Loss: 0.1642	LR: 0.000800
Training Epoch: 40 [19712/45000]	Loss: 0.0778	LR: 0.000800
Training Epoch: 40 [19968/45000]	Loss: 0.1077	LR: 0.000800
Training Epoch: 40 [20224/45000]	Loss: 0.1394	LR: 0.000800
Training Epoch: 40 [20480/45000]	Loss: 0.0848	LR: 0.000800
Training Epoch: 40 [20736/45000]	Loss: 0.0982	LR: 0.000800
Training Epoch: 40 [20992/45000]	Loss: 0.0838	LR: 0.000800
Training Epoch: 40 [21248/45000]	Loss: 0.0914	LR: 0.000800
Training Epoch: 40 [21504/45000]	Loss: 0.1276	LR: 0.000800
Training Epoch: 40 [21760/45000]	Loss: 0.0991	LR: 0.000800
Training Epoch: 40 [22016/45000]	Loss: 0.1241	LR: 0.000800
Training Epoch: 40 [22272/45000]	Loss: 0.0781	LR: 0.000800
Training Epoch: 40 [22528/45000]	Loss: 0.1396	LR: 0.000800
Training Epoch: 40 [22784/45000]	Loss: 0.1259	LR: 0.000800
Training Epoch: 40 [23040/45000]	Loss: 0.0990	LR: 0.000800
Training Epoch: 40 [23296/45000]	Loss: 0.0878	LR: 0.000800
Training Epoch: 40 [23552/45000]	Loss: 0.0620	LR: 0.000800
Training Epoch: 40 [23808/45000]	Loss: 0.1008	LR: 0.000800
Training Epoch: 40 [24064/45000]	Loss: 0.0868	LR: 0.000800
Training Epoch: 40 [24320/45000]	Loss: 0.1197	LR: 0.000800
Training Epoch: 40 [24576/45000]	Loss: 0.1090	LR: 0.000800
Training Epoch: 40 [24832/45000]	Loss: 0.1012	LR: 0.000800
Training Epoch: 40 [25088/45000]	Loss: 0.0946	LR: 0.000800
Training Epoch: 40 [25344/45000]	Loss: 0.0859	LR: 0.000800
Training Epoch: 40 [25600/45000]	Loss: 0.1546	LR: 0.000800
Training Epoch: 40 [25856/45000]	Loss: 0.1177	LR: 0.000800
Training Epoch: 40 [26112/45000]	Loss: 0.0752	LR: 0.000800
Training Epoch: 40 [26368/45000]	Loss: 0.1097	LR: 0.000800
Training Epoch: 40 [26624/45000]	Loss: 0.1085	LR: 0.000800
Training Epoch: 40 [26880/45000]	Loss: 0.1449	LR: 0.000800
Training Epoch: 40 [27136/45000]	Loss: 0.0555	LR: 0.000800
Training Epoch: 40 [27392/45000]	Loss: 0.1429	LR: 0.000800
Training Epoch: 40 [27648/45000]	Loss: 0.0602	LR: 0.000800
Training Epoch: 40 [27904/45000]	Loss: 0.1331	LR: 0.000800
Training Epoch: 40 [28160/45000]	Loss: 0.0802	LR: 0.000800
Training Epoch: 40 [28416/45000]	Loss: 0.1111	LR: 0.000800
Training Epoch: 40 [28672/45000]	Loss: 0.1213	LR: 0.000800
Training Epoch: 40 [28928/45000]	Loss: 0.1432	LR: 0.000800
Training Epoch: 40 [29184/45000]	Loss: 0.1278	LR: 0.000800
Training Epoch: 40 [29440/45000]	Loss: 0.0825	LR: 0.000800
Training Epoch: 40 [29696/45000]	Loss: 0.0769	LR: 0.000800
Training Epoch: 40 [29952/45000]	Loss: 0.1262	LR: 0.000800
Training Epoch: 40 [30208/45000]	Loss: 0.1646	LR: 0.000800
Training Epoch: 40 [30464/45000]	Loss: 0.0964	LR: 0.000800
Training Epoch: 40 [30720/45000]	Loss: 0.0996	LR: 0.000800
Training Epoch: 40 [30976/45000]	Loss: 0.0820	LR: 0.000800
Training Epoch: 40 [31232/45000]	Loss: 0.0889	LR: 0.000800
Training Epoch: 40 [31488/45000]	Loss: 0.1121	LR: 0.000800
Training Epoch: 40 [31744/45000]	Loss: 0.0798	LR: 0.000800
Training Epoch: 40 [32000/45000]	Loss: 0.1349	LR: 0.000800
Training Epoch: 40 [32256/45000]	Loss: 0.0997	LR: 0.000800
Training Epoch: 40 [32512/45000]	Loss: 0.0937	LR: 0.000800
Training Epoch: 40 [32768/45000]	Loss: 0.0685	LR: 0.000800
Training Epoch: 40 [33024/45000]	Loss: 0.1605	LR: 0.000800
Training Epoch: 40 [33280/45000]	Loss: 0.1069	LR: 0.000800
Training Epoch: 40 [33536/45000]	Loss: 0.1126	LR: 0.000800
Training Epoch: 40 [33792/45000]	Loss: 0.1079	LR: 0.000800
Training Epoch: 40 [34048/45000]	Loss: 0.1291	LR: 0.000800
Training Epoch: 40 [34304/45000]	Loss: 0.1437	LR: 0.000800
Training Epoch: 40 [34560/45000]	Loss: 0.1006	LR: 0.000800
Training Epoch: 40 [34816/45000]	Loss: 0.0895	LR: 0.000800
Training Epoch: 40 [35072/45000]	Loss: 0.0941	LR: 0.000800
Training Epoch: 40 [35328/45000]	Loss: 0.1214	LR: 0.000800
Training Epoch: 40 [35584/45000]	Loss: 0.1368	LR: 0.000800
Training Epoch: 40 [35840/45000]	Loss: 0.1200	LR: 0.000800
Training Epoch: 40 [36096/45000]	Loss: 0.1034	LR: 0.000800
Training Epoch: 40 [36352/45000]	Loss: 0.0730	LR: 0.000800
Training Epoch: 40 [36608/45000]	Loss: 0.1087	LR: 0.000800
Training Epoch: 40 [36864/45000]	Loss: 0.1098	LR: 0.000800
Training Epoch: 40 [37120/45000]	Loss: 0.0748	LR: 0.000800
Training Epoch: 40 [37376/45000]	Loss: 0.1521	LR: 0.000800
Training Epoch: 40 [37632/45000]	Loss: 0.1323	LR: 0.000800
Training Epoch: 40 [37888/45000]	Loss: 0.1175	LR: 0.000800
Training Epoch: 40 [38144/45000]	Loss: 0.1181	LR: 0.000800
Training Epoch: 40 [38400/45000]	Loss: 0.1258	LR: 0.000800
Training Epoch: 40 [38656/45000]	Loss: 0.1168	LR: 0.000800
Training Epoch: 40 [38912/45000]	Loss: 0.1059	LR: 0.000800
Training Epoch: 40 [39168/45000]	Loss: 0.0791	LR: 0.000800
Training Epoch: 40 [39424/45000]	Loss: 0.0921	LR: 0.000800
Training Epoch: 40 [39680/45000]	Loss: 0.2107	LR: 0.000800
Training Epoch: 40 [39936/45000]	Loss: 0.0780	LR: 0.000800
Training Epoch: 40 [40192/45000]	Loss: 0.0607	LR: 0.000800
Training Epoch: 40 [40448/45000]	Loss: 0.1598	LR: 0.000800
Training Epoch: 40 [40704/45000]	Loss: 0.0878	LR: 0.000800
Training Epoch: 40 [40960/45000]	Loss: 0.0848	LR: 0.000800
Training Epoch: 40 [41216/45000]	Loss: 0.0890	LR: 0.000800
Training Epoch: 40 [41472/45000]	Loss: 0.1167	LR: 0.000800
Training Epoch: 40 [41728/45000]	Loss: 0.1618	LR: 0.000800
Training Epoch: 40 [41984/45000]	Loss: 0.1095	LR: 0.000800
Training Epoch: 40 [42240/45000]	Loss: 0.0888	LR: 0.000800
Training Epoch: 40 [42496/45000]	Loss: 0.0817	LR: 0.000800
Training Epoch: 40 [42752/45000]	Loss: 0.0768	LR: 0.000800
Training Epoch: 40 [43008/45000]	Loss: 0.1165	LR: 0.000800
Training Epoch: 40 [43264/45000]	Loss: 0.1271	LR: 0.000800
Training Epoch: 40 [43520/45000]	Loss: 0.0751	LR: 0.000800
Training Epoch: 40 [43776/45000]	Loss: 0.0942	LR: 0.000800
Training Epoch: 40 [44032/45000]	Loss: 0.1265	LR: 0.000800
Training Epoch: 40 [44288/45000]	Loss: 0.1156	LR: 0.000800
Training Epoch: 40 [44544/45000]	Loss: 0.1008	LR: 0.000800
Training Epoch: 40 [44800/45000]	Loss: 0.1264	LR: 0.000800
Training Epoch: 40 [45000/45000]	Loss: 0.1177	LR: 0.000800
Epoch 40 - Average Train Loss: 0.1052, Train Accuracy: 0.9709
Epoch 40 training time consumed: 26.85s
Evaluating Network.....
Test set: Epoch: 40, Average loss: 0.0029, Accuracy: 0.8032, Time consumed:0.89s
Saving weights file to checkpoint/retrain/ResNet18/Sunday_13_July_2025_17h_31m_21s/ResNet18-Cifar20-seed4-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: 80.634765625
Retain Accuracy: 97.66486358642578
Zero-Retain Forget (ZRF): 0.9030640721321106
Membership Inference Attack (MIA): 0.5784
Forget vs Retain Membership Inference Attack (MIA): 0.583
Forget vs Test Membership Inference Attack (MIA): 0.516
Test vs Retain Membership Inference Attack (MIA): 0.581
Train vs Test Membership Inference Attack (MIA): 0.58775
Forget Set Accuracy (Df): 78.0055160522461
Method Execution Time: 2051.15 seconds
