
📌S Retain class distribution for seed 8:
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 8:
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: 3.0661	LR: 0.000000
Training Epoch: 1 [512/45000]	Loss: 3.1563	LR: 0.000568
Training Epoch: 1 [768/45000]	Loss: 3.0970	LR: 0.001136
Training Epoch: 1 [1024/45000]	Loss: 3.0529	LR: 0.001705
Training Epoch: 1 [1280/45000]	Loss: 3.0213	LR: 0.002273
Training Epoch: 1 [1536/45000]	Loss: 3.0296	LR: 0.002841
Training Epoch: 1 [1792/45000]	Loss: 2.9994	LR: 0.003409
Training Epoch: 1 [2048/45000]	Loss: 2.9469	LR: 0.003977
Training Epoch: 1 [2304/45000]	Loss: 3.0127	LR: 0.004545
Training Epoch: 1 [2560/45000]	Loss: 2.9653	LR: 0.005114
Training Epoch: 1 [2816/45000]	Loss: 2.9799	LR: 0.005682
Training Epoch: 1 [3072/45000]	Loss: 2.9485	LR: 0.006250
Training Epoch: 1 [3328/45000]	Loss: 2.9247	LR: 0.006818
Training Epoch: 1 [3584/45000]	Loss: 2.8234	LR: 0.007386
Training Epoch: 1 [3840/45000]	Loss: 2.8723	LR: 0.007955
Training Epoch: 1 [4096/45000]	Loss: 2.8363	LR: 0.008523
Training Epoch: 1 [4352/45000]	Loss: 2.7588	LR: 0.009091
Training Epoch: 1 [4608/45000]	Loss: 2.8467	LR: 0.009659
Training Epoch: 1 [4864/45000]	Loss: 2.8516	LR: 0.010227
Training Epoch: 1 [5120/45000]	Loss: 2.6882	LR: 0.010795
Training Epoch: 1 [5376/45000]	Loss: 2.6408	LR: 0.011364
Training Epoch: 1 [5632/45000]	Loss: 2.6850	LR: 0.011932
Training Epoch: 1 [5888/45000]	Loss: 2.7852	LR: 0.012500
Training Epoch: 1 [6144/45000]	Loss: 2.7641	LR: 0.013068
Training Epoch: 1 [6400/45000]	Loss: 2.7198	LR: 0.013636
Training Epoch: 1 [6656/45000]	Loss: 2.7602	LR: 0.014205
Training Epoch: 1 [6912/45000]	Loss: 2.5895	LR: 0.014773
Training Epoch: 1 [7168/45000]	Loss: 2.6657	LR: 0.015341
Training Epoch: 1 [7424/45000]	Loss: 2.6472	LR: 0.015909
Training Epoch: 1 [7680/45000]	Loss: 2.5705	LR: 0.016477
Training Epoch: 1 [7936/45000]	Loss: 2.5307	LR: 0.017045
Training Epoch: 1 [8192/45000]	Loss: 2.5798	LR: 0.017614
Training Epoch: 1 [8448/45000]	Loss: 2.6349	LR: 0.018182
Training Epoch: 1 [8704/45000]	Loss: 2.5764	LR: 0.018750
Training Epoch: 1 [8960/45000]	Loss: 2.5942	LR: 0.019318
Training Epoch: 1 [9216/45000]	Loss: 2.6353	LR: 0.019886
Training Epoch: 1 [9472/45000]	Loss: 2.5626	LR: 0.020455
Training Epoch: 1 [9728/45000]	Loss: 2.5106	LR: 0.021023
Training Epoch: 1 [9984/45000]	Loss: 2.5642	LR: 0.021591
Training Epoch: 1 [10240/45000]	Loss: 2.5604	LR: 0.022159
Training Epoch: 1 [10496/45000]	Loss: 2.6015	LR: 0.022727
Training Epoch: 1 [10752/45000]	Loss: 2.6379	LR: 0.023295
Training Epoch: 1 [11008/45000]	Loss: 2.5981	LR: 0.023864
Training Epoch: 1 [11264/45000]	Loss: 2.5859	LR: 0.024432
Training Epoch: 1 [11520/45000]	Loss: 2.7601	LR: 0.025000
Training Epoch: 1 [11776/45000]	Loss: 2.6063	LR: 0.025568
Training Epoch: 1 [12032/45000]	Loss: 2.6215	LR: 0.026136
Training Epoch: 1 [12288/45000]	Loss: 2.6026	LR: 0.026705
Training Epoch: 1 [12544/45000]	Loss: 2.6100	LR: 0.027273
Training Epoch: 1 [12800/45000]	Loss: 2.6591	LR: 0.027841
Training Epoch: 1 [13056/45000]	Loss: 2.6612	LR: 0.028409
Training Epoch: 1 [13312/45000]	Loss: 2.6620	LR: 0.028977
Training Epoch: 1 [13568/45000]	Loss: 2.6419	LR: 0.029545
Training Epoch: 1 [13824/45000]	Loss: 2.5613	LR: 0.030114
Training Epoch: 1 [14080/45000]	Loss: 2.6726	LR: 0.030682
Training Epoch: 1 [14336/45000]	Loss: 2.5815	LR: 0.031250
Training Epoch: 1 [14592/45000]	Loss: 2.5756	LR: 0.031818
Training Epoch: 1 [14848/45000]	Loss: 2.6718	LR: 0.032386
Training Epoch: 1 [15104/45000]	Loss: 2.5776	LR: 0.032955
Training Epoch: 1 [15360/45000]	Loss: 2.6112	LR: 0.033523
Training Epoch: 1 [15616/45000]	Loss: 2.6488	LR: 0.034091
Training Epoch: 1 [15872/45000]	Loss: 2.6031	LR: 0.034659
Training Epoch: 1 [16128/45000]	Loss: 2.4798	LR: 0.035227
Training Epoch: 1 [16384/45000]	Loss: 2.5231	LR: 0.035795
Training Epoch: 1 [16640/45000]	Loss: 2.6838	LR: 0.036364
Training Epoch: 1 [16896/45000]	Loss: 2.5770	LR: 0.036932
Training Epoch: 1 [17152/45000]	Loss: 2.5218	LR: 0.037500
Training Epoch: 1 [17408/45000]	Loss: 2.6050	LR: 0.038068
Training Epoch: 1 [17664/45000]	Loss: 2.4875	LR: 0.038636
Training Epoch: 1 [17920/45000]	Loss: 2.5174	LR: 0.039205
Training Epoch: 1 [18176/45000]	Loss: 2.5244	LR: 0.039773
Training Epoch: 1 [18432/45000]	Loss: 2.5349	LR: 0.040341
Training Epoch: 1 [18688/45000]	Loss: 2.4646	LR: 0.040909
Training Epoch: 1 [18944/45000]	Loss: 2.4548	LR: 0.041477
Training Epoch: 1 [19200/45000]	Loss: 2.6377	LR: 0.042045
Training Epoch: 1 [19456/45000]	Loss: 2.5451	LR: 0.042614
Training Epoch: 1 [19712/45000]	Loss: 2.5349	LR: 0.043182
Training Epoch: 1 [19968/45000]	Loss: 2.5905	LR: 0.043750
Training Epoch: 1 [20224/45000]	Loss: 2.4095	LR: 0.044318
Training Epoch: 1 [20480/45000]	Loss: 2.5303	LR: 0.044886
Training Epoch: 1 [20736/45000]	Loss: 2.5797	LR: 0.045455
Training Epoch: 1 [20992/45000]	Loss: 2.5684	LR: 0.046023
Training Epoch: 1 [21248/45000]	Loss: 2.6782	LR: 0.046591
Training Epoch: 1 [21504/45000]	Loss: 2.5883	LR: 0.047159
Training Epoch: 1 [21760/45000]	Loss: 2.6100	LR: 0.047727
Training Epoch: 1 [22016/45000]	Loss: 2.4081	LR: 0.048295
Training Epoch: 1 [22272/45000]	Loss: 2.4645	LR: 0.048864
Training Epoch: 1 [22528/45000]	Loss: 2.5490	LR: 0.049432
Training Epoch: 1 [22784/45000]	Loss: 2.4870	LR: 0.050000
Training Epoch: 1 [23040/45000]	Loss: 2.4967	LR: 0.050568
Training Epoch: 1 [23296/45000]	Loss: 2.4731	LR: 0.051136
Training Epoch: 1 [23552/45000]	Loss: 2.5014	LR: 0.051705
Training Epoch: 1 [23808/45000]	Loss: 2.6030	LR: 0.052273
Training Epoch: 1 [24064/45000]	Loss: 2.5352	LR: 0.052841
Training Epoch: 1 [24320/45000]	Loss: 2.4595	LR: 0.053409
Training Epoch: 1 [24576/45000]	Loss: 2.5803	LR: 0.053977
Training Epoch: 1 [24832/45000]	Loss: 2.4596	LR: 0.054545
Training Epoch: 1 [25088/45000]	Loss: 2.5140	LR: 0.055114
Training Epoch: 1 [25344/45000]	Loss: 2.5394	LR: 0.055682
Training Epoch: 1 [25600/45000]	Loss: 2.4738	LR: 0.056250
Training Epoch: 1 [25856/45000]	Loss: 2.5058	LR: 0.056818
Training Epoch: 1 [26112/45000]	Loss: 2.4285	LR: 0.057386
Training Epoch: 1 [26368/45000]	Loss: 2.4878	LR: 0.057955
Training Epoch: 1 [26624/45000]	Loss: 2.4406	LR: 0.058523
Training Epoch: 1 [26880/45000]	Loss: 2.5069	LR: 0.059091
Training Epoch: 1 [27136/45000]	Loss: 2.4068	LR: 0.059659
Training Epoch: 1 [27392/45000]	Loss: 2.6025	LR: 0.060227
Training Epoch: 1 [27648/45000]	Loss: 2.6357	LR: 0.060795
Training Epoch: 1 [27904/45000]	Loss: 2.4278	LR: 0.061364
Training Epoch: 1 [28160/45000]	Loss: 2.4414	LR: 0.061932
Training Epoch: 1 [28416/45000]	Loss: 2.5345	LR: 0.062500
Training Epoch: 1 [28672/45000]	Loss: 2.4320	LR: 0.063068
Training Epoch: 1 [28928/45000]	Loss: 2.5578	LR: 0.063636
Training Epoch: 1 [29184/45000]	Loss: 2.4287	LR: 0.064205
Training Epoch: 1 [29440/45000]	Loss: 2.5791	LR: 0.064773
Training Epoch: 1 [29696/45000]	Loss: 2.5504	LR: 0.065341
Training Epoch: 1 [29952/45000]	Loss: 2.4154	LR: 0.065909
Training Epoch: 1 [30208/45000]	Loss: 2.3369	LR: 0.066477
Training Epoch: 1 [30464/45000]	Loss: 2.3981	LR: 0.067045
Training Epoch: 1 [30720/45000]	Loss: 2.4341	LR: 0.067614
Training Epoch: 1 [30976/45000]	Loss: 2.5190	LR: 0.068182
Training Epoch: 1 [31232/45000]	Loss: 2.2674	LR: 0.068750
Training Epoch: 1 [31488/45000]	Loss: 2.3912	LR: 0.069318
Training Epoch: 1 [31744/45000]	Loss: 2.5326	LR: 0.069886
Training Epoch: 1 [32000/45000]	Loss: 2.5039	LR: 0.070455
Training Epoch: 1 [32256/45000]	Loss: 2.4952	LR: 0.071023
Training Epoch: 1 [32512/45000]	Loss: 2.4775	LR: 0.071591
Training Epoch: 1 [32768/45000]	Loss: 2.4392	LR: 0.072159
Training Epoch: 1 [33024/45000]	Loss: 2.4693	LR: 0.072727
Training Epoch: 1 [33280/45000]	Loss: 2.3748	LR: 0.073295
Training Epoch: 1 [33536/45000]	Loss: 2.4288	LR: 0.073864
Training Epoch: 1 [33792/45000]	Loss: 2.3944	LR: 0.074432
Training Epoch: 1 [34048/45000]	Loss: 2.3148	LR: 0.075000
Training Epoch: 1 [34304/45000]	Loss: 2.4164	LR: 0.075568
Training Epoch: 1 [34560/45000]	Loss: 2.4159	LR: 0.076136
Training Epoch: 1 [34816/45000]	Loss: 2.3783	LR: 0.076705
Training Epoch: 1 [35072/45000]	Loss: 2.3418	LR: 0.077273
Training Epoch: 1 [35328/45000]	Loss: 2.4742	LR: 0.077841
Training Epoch: 1 [35584/45000]	Loss: 2.2917	LR: 0.078409
Training Epoch: 1 [35840/45000]	Loss: 2.4332	LR: 0.078977
Training Epoch: 1 [36096/45000]	Loss: 2.3463	LR: 0.079545
Training Epoch: 1 [36352/45000]	Loss: 2.4902	LR: 0.080114
Training Epoch: 1 [36608/45000]	Loss: 2.4587	LR: 0.080682
Training Epoch: 1 [36864/45000]	Loss: 2.3753	LR: 0.081250
Training Epoch: 1 [37120/45000]	Loss: 2.6298	LR: 0.081818
Training Epoch: 1 [37376/45000]	Loss: 2.4247	LR: 0.082386
Training Epoch: 1 [37632/45000]	Loss: 2.3274	LR: 0.082955
Training Epoch: 1 [37888/45000]	Loss: 2.4104	LR: 0.083523
Training Epoch: 1 [38144/45000]	Loss: 2.4958	LR: 0.084091
Training Epoch: 1 [38400/45000]	Loss: 2.2638	LR: 0.084659
Training Epoch: 1 [38656/45000]	Loss: 2.3070	LR: 0.085227
Training Epoch: 1 [38912/45000]	Loss: 2.3367	LR: 0.085795
Training Epoch: 1 [39168/45000]	Loss: 2.4107	LR: 0.086364
Training Epoch: 1 [39424/45000]	Loss: 2.4500	LR: 0.086932
Training Epoch: 1 [39680/45000]	Loss: 2.3279	LR: 0.087500
Training Epoch: 1 [39936/45000]	Loss: 2.4306	LR: 0.088068
Training Epoch: 1 [40192/45000]	Loss: 2.3444	LR: 0.088636
Training Epoch: 1 [40448/45000]	Loss: 2.3754	LR: 0.089205
Training Epoch: 1 [40704/45000]	Loss: 2.4695	LR: 0.089773
Training Epoch: 1 [40960/45000]	Loss: 2.3731	LR: 0.090341
Training Epoch: 1 [41216/45000]	Loss: 2.3175	LR: 0.090909
Training Epoch: 1 [41472/45000]	Loss: 2.2772	LR: 0.091477
Training Epoch: 1 [41728/45000]	Loss: 2.4701	LR: 0.092045
Training Epoch: 1 [41984/45000]	Loss: 2.5367	LR: 0.092614
Training Epoch: 1 [42240/45000]	Loss: 2.4309	LR: 0.093182
Training Epoch: 1 [42496/45000]	Loss: 2.3781	LR: 0.093750
Training Epoch: 1 [42752/45000]	Loss: 2.3126	LR: 0.094318
Training Epoch: 1 [43008/45000]	Loss: 2.2876	LR: 0.094886
Training Epoch: 1 [43264/45000]	Loss: 2.5813	LR: 0.095455
Training Epoch: 1 [43520/45000]	Loss: 2.4351	LR: 0.096023
Training Epoch: 1 [43776/45000]	Loss: 2.5288	LR: 0.096591
Training Epoch: 1 [44032/45000]	Loss: 2.4484	LR: 0.097159
Training Epoch: 1 [44288/45000]	Loss: 2.4670	LR: 0.097727
Training Epoch: 1 [44544/45000]	Loss: 2.4681	LR: 0.098295
Training Epoch: 1 [44800/45000]	Loss: 2.4108	LR: 0.098864
Training Epoch: 1 [45000/45000]	Loss: 2.3934	LR: 0.099432
Epoch 1 - Average Train Loss: 2.5576, Train Accuracy: 0.2151
Epoch 1 training time consumed: 27.84s
Evaluating Network.....
Test set: Epoch: 1, Average loss: 0.0099, Accuracy: 0.2525, Time consumed:1.02s
Saving weights file to checkpoint/retrain/ResNet18/Sunday_13_July_2025_19h_49m_22s/ResNet18-Cifar20-seed8-ret100-1-best.pth
Training Epoch: 2 [256/45000]	Loss: 2.3281	LR: 0.100000
Training Epoch: 2 [512/45000]	Loss: 2.4593	LR: 0.100000
Training Epoch: 2 [768/45000]	Loss: 2.2856	LR: 0.100000
Training Epoch: 2 [1024/45000]	Loss: 2.3361	LR: 0.100000
Training Epoch: 2 [1280/45000]	Loss: 2.4179	LR: 0.100000
Training Epoch: 2 [1536/45000]	Loss: 2.4096	LR: 0.100000
Training Epoch: 2 [1792/45000]	Loss: 2.3927	LR: 0.100000
Training Epoch: 2 [2048/45000]	Loss: 2.3131	LR: 0.100000
Training Epoch: 2 [2304/45000]	Loss: 2.2839	LR: 0.100000
Training Epoch: 2 [2560/45000]	Loss: 2.4223	LR: 0.100000
Training Epoch: 2 [2816/45000]	Loss: 2.2315	LR: 0.100000
Training Epoch: 2 [3072/45000]	Loss: 2.3160	LR: 0.100000
Training Epoch: 2 [3328/45000]	Loss: 2.3119	LR: 0.100000
Training Epoch: 2 [3584/45000]	Loss: 2.3687	LR: 0.100000
Training Epoch: 2 [3840/45000]	Loss: 2.4089	LR: 0.100000
Training Epoch: 2 [4096/45000]	Loss: 2.3094	LR: 0.100000
Training Epoch: 2 [4352/45000]	Loss: 2.3095	LR: 0.100000
Training Epoch: 2 [4608/45000]	Loss: 2.3366	LR: 0.100000
Training Epoch: 2 [4864/45000]	Loss: 2.2547	LR: 0.100000
Training Epoch: 2 [5120/45000]	Loss: 2.4067	LR: 0.100000
Training Epoch: 2 [5376/45000]	Loss: 2.2724	LR: 0.100000
Training Epoch: 2 [5632/45000]	Loss: 2.4424	LR: 0.100000
Training Epoch: 2 [5888/45000]	Loss: 2.3312	LR: 0.100000
Training Epoch: 2 [6144/45000]	Loss: 2.3349	LR: 0.100000
Training Epoch: 2 [6400/45000]	Loss: 2.3498	LR: 0.100000
Training Epoch: 2 [6656/45000]	Loss: 2.2885	LR: 0.100000
Training Epoch: 2 [6912/45000]	Loss: 2.3056	LR: 0.100000
Training Epoch: 2 [7168/45000]	Loss: 2.2764	LR: 0.100000
Training Epoch: 2 [7424/45000]	Loss: 2.1794	LR: 0.100000
Training Epoch: 2 [7680/45000]	Loss: 2.2286	LR: 0.100000
Training Epoch: 2 [7936/45000]	Loss: 2.1716	LR: 0.100000
Training Epoch: 2 [8192/45000]	Loss: 2.1966	LR: 0.100000
Training Epoch: 2 [8448/45000]	Loss: 2.2575	LR: 0.100000
Training Epoch: 2 [8704/45000]	Loss: 2.1655	LR: 0.100000
Training Epoch: 2 [8960/45000]	Loss: 2.2322	LR: 0.100000
Training Epoch: 2 [9216/45000]	Loss: 2.1519	LR: 0.100000
Training Epoch: 2 [9472/45000]	Loss: 2.1928	LR: 0.100000
Training Epoch: 2 [9728/45000]	Loss: 2.0965	LR: 0.100000
Training Epoch: 2 [9984/45000]	Loss: 2.1643	LR: 0.100000
Training Epoch: 2 [10240/45000]	Loss: 2.2182	LR: 0.100000
Training Epoch: 2 [10496/45000]	Loss: 2.2013	LR: 0.100000
Training Epoch: 2 [10752/45000]	Loss: 2.2005	LR: 0.100000
Training Epoch: 2 [11008/45000]	Loss: 2.2081	LR: 0.100000
Training Epoch: 2 [11264/45000]	Loss: 2.3659	LR: 0.100000
Training Epoch: 2 [11520/45000]	Loss: 2.1850	LR: 0.100000
Training Epoch: 2 [11776/45000]	Loss: 2.3051	LR: 0.100000
Training Epoch: 2 [12032/45000]	Loss: 2.2736	LR: 0.100000
Training Epoch: 2 [12288/45000]	Loss: 2.2395	LR: 0.100000
Training Epoch: 2 [12544/45000]	Loss: 2.2882	LR: 0.100000
Training Epoch: 2 [12800/45000]	Loss: 2.1904	LR: 0.100000
Training Epoch: 2 [13056/45000]	Loss: 2.2816	LR: 0.100000
Training Epoch: 2 [13312/45000]	Loss: 2.3056	LR: 0.100000
Training Epoch: 2 [13568/45000]	Loss: 2.3102	LR: 0.100000
Training Epoch: 2 [13824/45000]	Loss: 2.2209	LR: 0.100000
Training Epoch: 2 [14080/45000]	Loss: 2.3264	LR: 0.100000
Training Epoch: 2 [14336/45000]	Loss: 2.2494	LR: 0.100000
Training Epoch: 2 [14592/45000]	Loss: 2.1477	LR: 0.100000
Training Epoch: 2 [14848/45000]	Loss: 2.2254	LR: 0.100000
Training Epoch: 2 [15104/45000]	Loss: 2.2718	LR: 0.100000
Training Epoch: 2 [15360/45000]	Loss: 2.1745	LR: 0.100000
Training Epoch: 2 [15616/45000]	Loss: 2.2653	LR: 0.100000
Training Epoch: 2 [15872/45000]	Loss: 2.2761	LR: 0.100000
Training Epoch: 2 [16128/45000]	Loss: 2.3490	LR: 0.100000
Training Epoch: 2 [16384/45000]	Loss: 2.3060	LR: 0.100000
Training Epoch: 2 [16640/45000]	Loss: 2.2012	LR: 0.100000
Training Epoch: 2 [16896/45000]	Loss: 2.2038	LR: 0.100000
Training Epoch: 2 [17152/45000]	Loss: 2.1558	LR: 0.100000
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Training Epoch: 2 [19456/45000]	Loss: 2.1307	LR: 0.100000
Training Epoch: 2 [19712/45000]	Loss: 2.2243	LR: 0.100000
Training Epoch: 2 [19968/45000]	Loss: 2.0992	LR: 0.100000
Training Epoch: 2 [20224/45000]	Loss: 2.2455	LR: 0.100000
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Training Epoch: 2 [20736/45000]	Loss: 2.1151	LR: 0.100000
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Training Epoch: 2 [26368/45000]	Loss: 2.2038	LR: 0.100000
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Training Epoch: 2 [37376/45000]	Loss: 2.0682	LR: 0.100000
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Training Epoch: 2 [38656/45000]	Loss: 2.0658	LR: 0.100000
Training Epoch: 2 [38912/45000]	Loss: 2.1249	LR: 0.100000
Training Epoch: 2 [39168/45000]	Loss: 2.0024	LR: 0.100000
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Training Epoch: 2 [39936/45000]	Loss: 2.0136	LR: 0.100000
Training Epoch: 2 [40192/45000]	Loss: 2.0985	LR: 0.100000
Training Epoch: 2 [40448/45000]	Loss: 1.9094	LR: 0.100000
Training Epoch: 2 [40704/45000]	Loss: 2.1798	LR: 0.100000
Training Epoch: 2 [40960/45000]	Loss: 1.9043	LR: 0.100000
Training Epoch: 2 [41216/45000]	Loss: 2.0115	LR: 0.100000
Training Epoch: 2 [41472/45000]	Loss: 2.0332	LR: 0.100000
Training Epoch: 2 [41728/45000]	Loss: 1.9255	LR: 0.100000
Training Epoch: 2 [41984/45000]	Loss: 2.0085	LR: 0.100000
Training Epoch: 2 [42240/45000]	Loss: 2.0956	LR: 0.100000
Training Epoch: 2 [42496/45000]	Loss: 2.1363	LR: 0.100000
Training Epoch: 2 [42752/45000]	Loss: 2.0422	LR: 0.100000
Training Epoch: 2 [43008/45000]	Loss: 2.1191	LR: 0.100000
Training Epoch: 2 [43264/45000]	Loss: 2.1068	LR: 0.100000
Training Epoch: 2 [43520/45000]	Loss: 2.1168	LR: 0.100000
Training Epoch: 2 [43776/45000]	Loss: 2.1245	LR: 0.100000
Training Epoch: 2 [44032/45000]	Loss: 2.0202	LR: 0.100000
Training Epoch: 2 [44288/45000]	Loss: 1.9738	LR: 0.100000
Training Epoch: 2 [44544/45000]	Loss: 2.0977	LR: 0.100000
Training Epoch: 2 [44800/45000]	Loss: 2.0417	LR: 0.100000
Training Epoch: 2 [45000/45000]	Loss: 2.0299	LR: 0.100000
Epoch 2 - Average Train Loss: 2.1888, Train Accuracy: 0.3165
Epoch 2 training time consumed: 26.93s
Evaluating Network.....
Test set: Epoch: 2, Average loss: 0.0087, Accuracy: 0.3321, Time consumed:0.91s
Saving weights file to checkpoint/retrain/ResNet18/Sunday_13_July_2025_19h_49m_22s/ResNet18-Cifar20-seed8-ret100-2-best.pth
Training Epoch: 3 [256/45000]	Loss: 2.0217	LR: 0.100000
Training Epoch: 3 [512/45000]	Loss: 1.9449	LR: 0.100000
Training Epoch: 3 [768/45000]	Loss: 1.9650	LR: 0.100000
Training Epoch: 3 [1024/45000]	Loss: 2.1537	LR: 0.100000
Training Epoch: 3 [1280/45000]	Loss: 2.0454	LR: 0.100000
Training Epoch: 3 [1536/45000]	Loss: 1.9545	LR: 0.100000
Training Epoch: 3 [1792/45000]	Loss: 1.9415	LR: 0.100000
Training Epoch: 3 [2048/45000]	Loss: 2.1285	LR: 0.100000
Training Epoch: 3 [2304/45000]	Loss: 2.0617	LR: 0.100000
Training Epoch: 3 [2560/45000]	Loss: 1.8632	LR: 0.100000
Training Epoch: 3 [2816/45000]	Loss: 2.1354	LR: 0.100000
Training Epoch: 3 [3072/45000]	Loss: 1.9674	LR: 0.100000
Training Epoch: 3 [3328/45000]	Loss: 1.9845	LR: 0.100000
Training Epoch: 3 [3584/45000]	Loss: 2.1364	LR: 0.100000
Training Epoch: 3 [3840/45000]	Loss: 2.1627	LR: 0.100000
Training Epoch: 3 [4096/45000]	Loss: 2.1205	LR: 0.100000
Training Epoch: 3 [4352/45000]	Loss: 2.0817	LR: 0.100000
Training Epoch: 3 [4608/45000]	Loss: 2.0550	LR: 0.100000
Training Epoch: 3 [4864/45000]	Loss: 1.9132	LR: 0.100000
Training Epoch: 3 [5120/45000]	Loss: 2.0392	LR: 0.100000
Training Epoch: 3 [5376/45000]	Loss: 2.1080	LR: 0.100000
Training Epoch: 3 [5632/45000]	Loss: 1.9163	LR: 0.100000
Training Epoch: 3 [5888/45000]	Loss: 2.0197	LR: 0.100000
Training Epoch: 3 [6144/45000]	Loss: 2.0029	LR: 0.100000
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Training Epoch: 3 [6912/45000]	Loss: 1.9214	LR: 0.100000
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Training Epoch: 3 [11264/45000]	Loss: 1.9732	LR: 0.100000
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Training Epoch: 3 [16896/45000]	Loss: 2.1182	LR: 0.100000
Training Epoch: 3 [17152/45000]	Loss: 1.9946	LR: 0.100000
Training Epoch: 3 [17408/45000]	Loss: 1.9427	LR: 0.100000
Training Epoch: 3 [17664/45000]	Loss: 1.9963	LR: 0.100000
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Training Epoch: 3 [18176/45000]	Loss: 1.9096	LR: 0.100000
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Training Epoch: 3 [25856/45000]	Loss: 1.9934	LR: 0.100000
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Training Epoch: 3 [26368/45000]	Loss: 1.8248	LR: 0.100000
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Training Epoch: 3 [26880/45000]	Loss: 2.0797	LR: 0.100000
Training Epoch: 3 [27136/45000]	Loss: 1.8825	LR: 0.100000
Training Epoch: 3 [27392/45000]	Loss: 1.8569	LR: 0.100000
Training Epoch: 3 [27648/45000]	Loss: 1.9900	LR: 0.100000
Training Epoch: 3 [27904/45000]	Loss: 2.0406	LR: 0.100000
Training Epoch: 3 [28160/45000]	Loss: 2.0212	LR: 0.100000
Training Epoch: 3 [28416/45000]	Loss: 1.9705	LR: 0.100000
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Training Epoch: 3 [29440/45000]	Loss: 1.9339	LR: 0.100000
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Training Epoch: 3 [29952/45000]	Loss: 1.9084	LR: 0.100000
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Training Epoch: 3 [36352/45000]	Loss: 1.9452	LR: 0.100000
Training Epoch: 3 [36608/45000]	Loss: 1.8596	LR: 0.100000
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Training Epoch: 3 [37376/45000]	Loss: 1.8416	LR: 0.100000
Training Epoch: 3 [37632/45000]	Loss: 1.9624	LR: 0.100000
Training Epoch: 3 [37888/45000]	Loss: 1.8713	LR: 0.100000
Training Epoch: 3 [38144/45000]	Loss: 1.8237	LR: 0.100000
Training Epoch: 3 [38400/45000]	Loss: 1.9845	LR: 0.100000
Training Epoch: 3 [38656/45000]	Loss: 1.8348	LR: 0.100000
Training Epoch: 3 [38912/45000]	Loss: 1.7893	LR: 0.100000
Training Epoch: 3 [39168/45000]	Loss: 1.9853	LR: 0.100000
Training Epoch: 3 [39424/45000]	Loss: 1.8260	LR: 0.100000
Training Epoch: 3 [39680/45000]	Loss: 1.9144	LR: 0.100000
Training Epoch: 3 [39936/45000]	Loss: 1.8790	LR: 0.100000
Training Epoch: 3 [40192/45000]	Loss: 1.9399	LR: 0.100000
Training Epoch: 3 [40448/45000]	Loss: 1.9765	LR: 0.100000
Training Epoch: 3 [40704/45000]	Loss: 1.8722	LR: 0.100000
Training Epoch: 3 [40960/45000]	Loss: 1.8247	LR: 0.100000
Training Epoch: 3 [41216/45000]	Loss: 1.7963	LR: 0.100000
Training Epoch: 3 [41472/45000]	Loss: 1.9983	LR: 0.100000
Training Epoch: 3 [41728/45000]	Loss: 1.7869	LR: 0.100000
Training Epoch: 3 [41984/45000]	Loss: 1.9002	LR: 0.100000
Training Epoch: 3 [42240/45000]	Loss: 1.8514	LR: 0.100000
Training Epoch: 3 [42496/45000]	Loss: 1.9329	LR: 0.100000
Training Epoch: 3 [42752/45000]	Loss: 1.7921	LR: 0.100000
Training Epoch: 3 [43008/45000]	Loss: 1.8144	LR: 0.100000
Training Epoch: 3 [43264/45000]	Loss: 1.9207	LR: 0.100000
Training Epoch: 3 [43520/45000]	Loss: 1.9196	LR: 0.100000
Training Epoch: 3 [43776/45000]	Loss: 1.9087	LR: 0.100000
Training Epoch: 3 [44032/45000]	Loss: 1.7715	LR: 0.100000
Training Epoch: 3 [44288/45000]	Loss: 1.7679	LR: 0.100000
Training Epoch: 3 [44544/45000]	Loss: 2.0950	LR: 0.100000
Training Epoch: 3 [44800/45000]	Loss: 1.7957	LR: 0.100000
Training Epoch: 3 [45000/45000]	Loss: 1.7628	LR: 0.100000
Epoch 3 - Average Train Loss: 1.9575, Train Accuracy: 0.3872
Epoch 3 training time consumed: 27.08s
Evaluating Network.....
Test set: Epoch: 3, Average loss: 0.0076, Accuracy: 0.4171, Time consumed:0.92s
Saving weights file to checkpoint/retrain/ResNet18/Sunday_13_July_2025_19h_49m_22s/ResNet18-Cifar20-seed8-ret100-3-best.pth
Training Epoch: 4 [256/45000]	Loss: 1.9921	LR: 0.100000
Training Epoch: 4 [512/45000]	Loss: 1.7290	LR: 0.100000
Training Epoch: 4 [768/45000]	Loss: 1.7403	LR: 0.100000
Training Epoch: 4 [1024/45000]	Loss: 1.8469	LR: 0.100000
Training Epoch: 4 [1280/45000]	Loss: 1.8675	LR: 0.100000
Training Epoch: 4 [1536/45000]	Loss: 1.8296	LR: 0.100000
Training Epoch: 4 [1792/45000]	Loss: 1.6425	LR: 0.100000
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Training Epoch: 4 [43776/45000]	Loss: 1.7173	LR: 0.100000
Training Epoch: 4 [44032/45000]	Loss: 1.6838	LR: 0.100000
Training Epoch: 4 [44288/45000]	Loss: 1.7705	LR: 0.100000
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Training Epoch: 4 [44800/45000]	Loss: 1.7146	LR: 0.100000
Training Epoch: 4 [45000/45000]	Loss: 1.6738	LR: 0.100000
Epoch 4 - Average Train Loss: 1.7461, Train Accuracy: 0.4494
Epoch 4 training time consumed: 27.09s
Evaluating Network.....
Test set: Epoch: 4, Average loss: 0.0071, Accuracy: 0.4411, Time consumed:0.91s
Saving weights file to checkpoint/retrain/ResNet18/Sunday_13_July_2025_19h_49m_22s/ResNet18-Cifar20-seed8-ret100-4-best.pth
Training Epoch: 5 [256/45000]	Loss: 1.5538	LR: 0.100000
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Training Epoch: 5 [32256/45000]	Loss: 1.4950	LR: 0.100000
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Training Epoch: 5 [40704/45000]	Loss: 1.5086	LR: 0.100000
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Training Epoch: 5 [41216/45000]	Loss: 1.4517	LR: 0.100000
Training Epoch: 5 [41472/45000]	Loss: 1.4635	LR: 0.100000
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Training Epoch: 5 [42240/45000]	Loss: 1.4931	LR: 0.100000
Training Epoch: 5 [42496/45000]	Loss: 1.5658	LR: 0.100000
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Training Epoch: 5 [43008/45000]	Loss: 1.5517	LR: 0.100000
Training Epoch: 5 [43264/45000]	Loss: 1.8002	LR: 0.100000
Training Epoch: 5 [43520/45000]	Loss: 1.4132	LR: 0.100000
Training Epoch: 5 [43776/45000]	Loss: 1.6205	LR: 0.100000
Training Epoch: 5 [44032/45000]	Loss: 1.4495	LR: 0.100000
Training Epoch: 5 [44288/45000]	Loss: 1.6653	LR: 0.100000
Training Epoch: 5 [44544/45000]	Loss: 1.5638	LR: 0.100000
Training Epoch: 5 [44800/45000]	Loss: 1.5603	LR: 0.100000
Training Epoch: 5 [45000/45000]	Loss: 1.5211	LR: 0.100000
Epoch 5 - Average Train Loss: 1.5770, Train Accuracy: 0.4974
Epoch 5 training time consumed: 27.12s
Evaluating Network.....
Test set: Epoch: 5, Average loss: 0.0060, Accuracy: 0.5171, Time consumed:0.88s
Saving weights file to checkpoint/retrain/ResNet18/Sunday_13_July_2025_19h_49m_22s/ResNet18-Cifar20-seed8-ret100-5-best.pth
Training Epoch: 6 [256/45000]	Loss: 1.5786	LR: 0.100000
Training Epoch: 6 [512/45000]	Loss: 1.4816	LR: 0.100000
Training Epoch: 6 [768/45000]	Loss: 1.5600	LR: 0.100000
Training Epoch: 6 [1024/45000]	Loss: 1.4251	LR: 0.100000
Training Epoch: 6 [1280/45000]	Loss: 1.4842	LR: 0.100000
Training Epoch: 6 [1536/45000]	Loss: 1.4096	LR: 0.100000
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Training Epoch: 6 [3072/45000]	Loss: 1.3631	LR: 0.100000
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Training Epoch: 6 [4352/45000]	Loss: 1.5925	LR: 0.100000
Training Epoch: 6 [4608/45000]	Loss: 1.2984	LR: 0.100000
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Training Epoch: 6 [5376/45000]	Loss: 1.6592	LR: 0.100000
Training Epoch: 6 [5632/45000]	Loss: 1.5171	LR: 0.100000
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Training Epoch: 6 [37376/45000]	Loss: 1.3634	LR: 0.100000
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Training Epoch: 6 [38912/45000]	Loss: 1.3238	LR: 0.100000
Training Epoch: 6 [39168/45000]	Loss: 1.5610	LR: 0.100000
Training Epoch: 6 [39424/45000]	Loss: 1.4843	LR: 0.100000
Training Epoch: 6 [39680/45000]	Loss: 1.3767	LR: 0.100000
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Training Epoch: 6 [40192/45000]	Loss: 1.4933	LR: 0.100000
Training Epoch: 6 [40448/45000]	Loss: 1.3219	LR: 0.100000
Training Epoch: 6 [40704/45000]	Loss: 1.3752	LR: 0.100000
Training Epoch: 6 [40960/45000]	Loss: 1.5444	LR: 0.100000
Training Epoch: 6 [41216/45000]	Loss: 1.4240	LR: 0.100000
Training Epoch: 6 [41472/45000]	Loss: 1.2947	LR: 0.100000
Training Epoch: 6 [41728/45000]	Loss: 1.4586	LR: 0.100000
Training Epoch: 6 [41984/45000]	Loss: 1.2139	LR: 0.100000
Training Epoch: 6 [42240/45000]	Loss: 1.4030	LR: 0.100000
Training Epoch: 6 [42496/45000]	Loss: 1.2995	LR: 0.100000
Training Epoch: 6 [42752/45000]	Loss: 1.4846	LR: 0.100000
Training Epoch: 6 [43008/45000]	Loss: 1.3368	LR: 0.100000
Training Epoch: 6 [43264/45000]	Loss: 1.2876	LR: 0.100000
Training Epoch: 6 [43520/45000]	Loss: 1.3272	LR: 0.100000
Training Epoch: 6 [43776/45000]	Loss: 1.4638	LR: 0.100000
Training Epoch: 6 [44032/45000]	Loss: 1.4790	LR: 0.100000
Training Epoch: 6 [44288/45000]	Loss: 1.2331	LR: 0.100000
Training Epoch: 6 [44544/45000]	Loss: 1.5287	LR: 0.100000
Training Epoch: 6 [44800/45000]	Loss: 1.4045	LR: 0.100000
Training Epoch: 6 [45000/45000]	Loss: 1.3948	LR: 0.100000
Epoch 6 - Average Train Loss: 1.4395, Train Accuracy: 0.5380
Epoch 6 training time consumed: 27.16s
Evaluating Network.....
Test set: Epoch: 6, Average loss: 0.0059, Accuracy: 0.5389, Time consumed:0.91s
Saving weights file to checkpoint/retrain/ResNet18/Sunday_13_July_2025_19h_49m_22s/ResNet18-Cifar20-seed8-ret100-6-best.pth
Training Epoch: 7 [256/45000]	Loss: 1.2940	LR: 0.100000
Training Epoch: 7 [512/45000]	Loss: 1.3319	LR: 0.100000
Training Epoch: 7 [768/45000]	Loss: 1.4141	LR: 0.100000
Training Epoch: 7 [1024/45000]	Loss: 1.2585	LR: 0.100000
Training Epoch: 7 [1280/45000]	Loss: 1.2126	LR: 0.100000
Training Epoch: 7 [1536/45000]	Loss: 1.5244	LR: 0.100000
Training Epoch: 7 [1792/45000]	Loss: 1.4327	LR: 0.100000
Training Epoch: 7 [2048/45000]	Loss: 1.4809	LR: 0.100000
Training Epoch: 7 [2304/45000]	Loss: 1.4506	LR: 0.100000
Training Epoch: 7 [2560/45000]	Loss: 1.4081	LR: 0.100000
Training Epoch: 7 [2816/45000]	Loss: 1.3179	LR: 0.100000
Training Epoch: 7 [3072/45000]	Loss: 1.4865	LR: 0.100000
Training Epoch: 7 [3328/45000]	Loss: 1.3895	LR: 0.100000
Training Epoch: 7 [3584/45000]	Loss: 1.3392	LR: 0.100000
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Training Epoch: 7 [4352/45000]	Loss: 1.3320	LR: 0.100000
Training Epoch: 7 [4608/45000]	Loss: 1.3909	LR: 0.100000
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Training Epoch: 7 [16896/45000]	Loss: 1.3171	LR: 0.100000
Training Epoch: 7 [17152/45000]	Loss: 1.2250	LR: 0.100000
Training Epoch: 7 [17408/45000]	Loss: 1.3153	LR: 0.100000
Training Epoch: 7 [17664/45000]	Loss: 1.3227	LR: 0.100000
Training Epoch: 7 [17920/45000]	Loss: 1.4151	LR: 0.100000
Training Epoch: 7 [18176/45000]	Loss: 1.4051	LR: 0.100000
Training Epoch: 7 [18432/45000]	Loss: 1.2453	LR: 0.100000
Training Epoch: 7 [18688/45000]	Loss: 1.3375	LR: 0.100000
Training Epoch: 7 [18944/45000]	Loss: 1.2908	LR: 0.100000
Training Epoch: 7 [19200/45000]	Loss: 1.2416	LR: 0.100000
Training Epoch: 7 [19456/45000]	Loss: 1.3497	LR: 0.100000
Training Epoch: 7 [19712/45000]	Loss: 1.2366	LR: 0.100000
Training Epoch: 7 [19968/45000]	Loss: 1.5395	LR: 0.100000
Training Epoch: 7 [20224/45000]	Loss: 1.3100	LR: 0.100000
Training Epoch: 7 [20480/45000]	Loss: 1.3145	LR: 0.100000
Training Epoch: 7 [20736/45000]	Loss: 1.4270	LR: 0.100000
Training Epoch: 7 [20992/45000]	Loss: 1.3598	LR: 0.100000
Training Epoch: 7 [21248/45000]	Loss: 1.4151	LR: 0.100000
Training Epoch: 7 [21504/45000]	Loss: 1.2374	LR: 0.100000
Training Epoch: 7 [21760/45000]	Loss: 1.3814	LR: 0.100000
Training Epoch: 7 [22016/45000]	Loss: 1.5872	LR: 0.100000
Training Epoch: 7 [22272/45000]	Loss: 1.3150	LR: 0.100000
Training Epoch: 7 [22528/45000]	Loss: 1.3898	LR: 0.100000
Training Epoch: 7 [22784/45000]	Loss: 1.3489	LR: 0.100000
Training Epoch: 7 [23040/45000]	Loss: 1.3547	LR: 0.100000
Training Epoch: 7 [23296/45000]	Loss: 1.3131	LR: 0.100000
Training Epoch: 7 [23552/45000]	Loss: 1.3655	LR: 0.100000
Training Epoch: 7 [23808/45000]	Loss: 1.2753	LR: 0.100000
Training Epoch: 7 [24064/45000]	Loss: 1.3055	LR: 0.100000
Training Epoch: 7 [24320/45000]	Loss: 1.4406	LR: 0.100000
Training Epoch: 7 [24576/45000]	Loss: 1.3276	LR: 0.100000
Training Epoch: 7 [24832/45000]	Loss: 1.5080	LR: 0.100000
Training Epoch: 7 [25088/45000]	Loss: 1.3000	LR: 0.100000
Training Epoch: 7 [25344/45000]	Loss: 1.2777	LR: 0.100000
Training Epoch: 7 [25600/45000]	Loss: 1.4581	LR: 0.100000
Training Epoch: 7 [25856/45000]	Loss: 1.3012	LR: 0.100000
Training Epoch: 7 [26112/45000]	Loss: 1.2699	LR: 0.100000
Training Epoch: 7 [26368/45000]	Loss: 1.2924	LR: 0.100000
Training Epoch: 7 [26624/45000]	Loss: 1.2288	LR: 0.100000
Training Epoch: 7 [26880/45000]	Loss: 1.3419	LR: 0.100000
Training Epoch: 7 [27136/45000]	Loss: 1.2165	LR: 0.100000
Training Epoch: 7 [27392/45000]	Loss: 1.2679	LR: 0.100000
Training Epoch: 7 [27648/45000]	Loss: 1.3663	LR: 0.100000
Training Epoch: 7 [27904/45000]	Loss: 1.2641	LR: 0.100000
Training Epoch: 7 [28160/45000]	Loss: 1.2256	LR: 0.100000
Training Epoch: 7 [28416/45000]	Loss: 1.3793	LR: 0.100000
Training Epoch: 7 [28672/45000]	Loss: 1.2673	LR: 0.100000
Training Epoch: 7 [28928/45000]	Loss: 1.3453	LR: 0.100000
Training Epoch: 7 [29184/45000]	Loss: 1.3831	LR: 0.100000
Training Epoch: 7 [29440/45000]	Loss: 1.2907	LR: 0.100000
Training Epoch: 7 [29696/45000]	Loss: 1.3192	LR: 0.100000
Training Epoch: 7 [29952/45000]	Loss: 1.1924	LR: 0.100000
Training Epoch: 7 [30208/45000]	Loss: 1.3280	LR: 0.100000
Training Epoch: 7 [30464/45000]	Loss: 1.3873	LR: 0.100000
Training Epoch: 7 [30720/45000]	Loss: 1.1405	LR: 0.100000
Training Epoch: 7 [30976/45000]	Loss: 1.2302	LR: 0.100000
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Training Epoch: 7 [31488/45000]	Loss: 1.2391	LR: 0.100000
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Training Epoch: 7 [32000/45000]	Loss: 1.4132	LR: 0.100000
Training Epoch: 7 [32256/45000]	Loss: 1.3458	LR: 0.100000
Training Epoch: 7 [32512/45000]	Loss: 1.3430	LR: 0.100000
Training Epoch: 7 [32768/45000]	Loss: 1.3423	LR: 0.100000
Training Epoch: 7 [33024/45000]	Loss: 1.3520	LR: 0.100000
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Training Epoch: 7 [33536/45000]	Loss: 1.1922	LR: 0.100000
Training Epoch: 7 [33792/45000]	Loss: 1.2962	LR: 0.100000
Training Epoch: 7 [34048/45000]	Loss: 1.2906	LR: 0.100000
Training Epoch: 7 [34304/45000]	Loss: 1.2363	LR: 0.100000
Training Epoch: 7 [34560/45000]	Loss: 1.3223	LR: 0.100000
Training Epoch: 7 [34816/45000]	Loss: 1.2124	LR: 0.100000
Training Epoch: 7 [35072/45000]	Loss: 1.2143	LR: 0.100000
Training Epoch: 7 [35328/45000]	Loss: 1.1010	LR: 0.100000
Training Epoch: 7 [35584/45000]	Loss: 1.4105	LR: 0.100000
Training Epoch: 7 [35840/45000]	Loss: 1.2263	LR: 0.100000
Training Epoch: 7 [36096/45000]	Loss: 1.3147	LR: 0.100000
Training Epoch: 7 [36352/45000]	Loss: 1.2339	LR: 0.100000
Training Epoch: 7 [36608/45000]	Loss: 1.3975	LR: 0.100000
Training Epoch: 7 [36864/45000]	Loss: 1.3274	LR: 0.100000
Training Epoch: 7 [37120/45000]	Loss: 1.3485	LR: 0.100000
Training Epoch: 7 [37376/45000]	Loss: 1.2925	LR: 0.100000
Training Epoch: 7 [37632/45000]	Loss: 1.1858	LR: 0.100000
Training Epoch: 7 [37888/45000]	Loss: 1.2886	LR: 0.100000
Training Epoch: 7 [38144/45000]	Loss: 1.2302	LR: 0.100000
Training Epoch: 7 [38400/45000]	Loss: 1.2810	LR: 0.100000
Training Epoch: 7 [38656/45000]	Loss: 1.3156	LR: 0.100000
Training Epoch: 7 [38912/45000]	Loss: 1.2063	LR: 0.100000
Training Epoch: 7 [39168/45000]	Loss: 1.1902	LR: 0.100000
Training Epoch: 7 [39424/45000]	Loss: 1.2310	LR: 0.100000
Training Epoch: 7 [39680/45000]	Loss: 1.2902	LR: 0.100000
Training Epoch: 7 [39936/45000]	Loss: 1.3229	LR: 0.100000
Training Epoch: 7 [40192/45000]	Loss: 1.2476	LR: 0.100000
Training Epoch: 7 [40448/45000]	Loss: 1.2343	LR: 0.100000
Training Epoch: 7 [40704/45000]	Loss: 1.3361	LR: 0.100000
Training Epoch: 7 [40960/45000]	Loss: 1.4288	LR: 0.100000
Training Epoch: 7 [41216/45000]	Loss: 1.2687	LR: 0.100000
Training Epoch: 7 [41472/45000]	Loss: 1.3116	LR: 0.100000
Training Epoch: 7 [41728/45000]	Loss: 1.3841	LR: 0.100000
Training Epoch: 7 [41984/45000]	Loss: 1.3675	LR: 0.100000
Training Epoch: 7 [42240/45000]	Loss: 1.3782	LR: 0.100000
Training Epoch: 7 [42496/45000]	Loss: 1.2859	LR: 0.100000
Training Epoch: 7 [42752/45000]	Loss: 1.2962	LR: 0.100000
Training Epoch: 7 [43008/45000]	Loss: 1.3521	LR: 0.100000
Training Epoch: 7 [43264/45000]	Loss: 1.2963	LR: 0.100000
Training Epoch: 7 [43520/45000]	Loss: 1.3164	LR: 0.100000
Training Epoch: 7 [43776/45000]	Loss: 1.2976	LR: 0.100000
Training Epoch: 7 [44032/45000]	Loss: 1.1961	LR: 0.100000
Training Epoch: 7 [44288/45000]	Loss: 1.3840	LR: 0.100000
Training Epoch: 7 [44544/45000]	Loss: 1.3789	LR: 0.100000
Training Epoch: 7 [44800/45000]	Loss: 1.3866	LR: 0.100000
Training Epoch: 7 [45000/45000]	Loss: 1.3614	LR: 0.100000
Epoch 7 - Average Train Loss: 1.3330, Train Accuracy: 0.5708
Epoch 7 training time consumed: 27.03s
Evaluating Network.....
Test set: Epoch: 7, Average loss: 0.0061, Accuracy: 0.5265, Time consumed:0.93s
Training Epoch: 8 [256/45000]	Loss: 1.2081	LR: 0.100000
Training Epoch: 8 [512/45000]	Loss: 1.1256	LR: 0.100000
Training Epoch: 8 [768/45000]	Loss: 1.1840	LR: 0.100000
Training Epoch: 8 [1024/45000]	Loss: 1.3186	LR: 0.100000
Training Epoch: 8 [1280/45000]	Loss: 1.3196	LR: 0.100000
Training Epoch: 8 [1536/45000]	Loss: 1.2993	LR: 0.100000
Training Epoch: 8 [1792/45000]	Loss: 1.3895	LR: 0.100000
Training Epoch: 8 [2048/45000]	Loss: 1.3916	LR: 0.100000
Training Epoch: 8 [2304/45000]	Loss: 1.1923	LR: 0.100000
Training Epoch: 8 [2560/45000]	Loss: 1.1855	LR: 0.100000
Training Epoch: 8 [2816/45000]	Loss: 1.1307	LR: 0.100000
Training Epoch: 8 [3072/45000]	Loss: 1.3512	LR: 0.100000
Training Epoch: 8 [3328/45000]	Loss: 1.1845	LR: 0.100000
Training Epoch: 8 [3584/45000]	Loss: 1.1574	LR: 0.100000
Training Epoch: 8 [3840/45000]	Loss: 1.2153	LR: 0.100000
Training Epoch: 8 [4096/45000]	Loss: 1.1840	LR: 0.100000
Training Epoch: 8 [4352/45000]	Loss: 1.1213	LR: 0.100000
Training Epoch: 8 [4608/45000]	Loss: 1.3046	LR: 0.100000
Training Epoch: 8 [4864/45000]	Loss: 1.3865	LR: 0.100000
Training Epoch: 8 [5120/45000]	Loss: 1.1677	LR: 0.100000
Training Epoch: 8 [5376/45000]	Loss: 1.2204	LR: 0.100000
Training Epoch: 8 [5632/45000]	Loss: 1.3110	LR: 0.100000
Training Epoch: 8 [5888/45000]	Loss: 1.3793	LR: 0.100000
Training Epoch: 8 [6144/45000]	Loss: 1.1822	LR: 0.100000
Training Epoch: 8 [6400/45000]	Loss: 1.5034	LR: 0.100000
Training Epoch: 8 [6656/45000]	Loss: 1.2470	LR: 0.100000
Training Epoch: 8 [6912/45000]	Loss: 1.1079	LR: 0.100000
Training Epoch: 8 [7168/45000]	Loss: 1.0865	LR: 0.100000
Training Epoch: 8 [7424/45000]	Loss: 1.2764	LR: 0.100000
Training Epoch: 8 [7680/45000]	Loss: 1.3685	LR: 0.100000
Training Epoch: 8 [7936/45000]	Loss: 1.2418	LR: 0.100000
Training Epoch: 8 [8192/45000]	Loss: 1.3441	LR: 0.100000
Training Epoch: 8 [8448/45000]	Loss: 1.2580	LR: 0.100000
Training Epoch: 8 [8704/45000]	Loss: 1.2621	LR: 0.100000
Training Epoch: 8 [8960/45000]	Loss: 1.2500	LR: 0.100000
Training Epoch: 8 [9216/45000]	Loss: 1.1676	LR: 0.100000
Training Epoch: 8 [9472/45000]	Loss: 1.2612	LR: 0.100000
Training Epoch: 8 [9728/45000]	Loss: 1.2857	LR: 0.100000
Training Epoch: 8 [9984/45000]	Loss: 1.2919	LR: 0.100000
Training Epoch: 8 [10240/45000]	Loss: 1.2676	LR: 0.100000
Training Epoch: 8 [10496/45000]	Loss: 1.4275	LR: 0.100000
Training Epoch: 8 [10752/45000]	Loss: 1.2486	LR: 0.100000
Training Epoch: 8 [11008/45000]	Loss: 1.3082	LR: 0.100000
Training Epoch: 8 [11264/45000]	Loss: 1.1975	LR: 0.100000
Training Epoch: 8 [11520/45000]	Loss: 1.4105	LR: 0.100000
Training Epoch: 8 [11776/45000]	Loss: 1.2654	LR: 0.100000
Training Epoch: 8 [12032/45000]	Loss: 1.2954	LR: 0.100000
Training Epoch: 8 [12288/45000]	Loss: 1.2315	LR: 0.100000
Training Epoch: 8 [12544/45000]	Loss: 1.1380	LR: 0.100000
Training Epoch: 8 [12800/45000]	Loss: 1.2315	LR: 0.100000
Training Epoch: 8 [13056/45000]	Loss: 1.2250	LR: 0.100000
Training Epoch: 8 [13312/45000]	Loss: 1.2917	LR: 0.100000
Training Epoch: 8 [13568/45000]	Loss: 1.3294	LR: 0.100000
Training Epoch: 8 [13824/45000]	Loss: 1.2774	LR: 0.100000
Training Epoch: 8 [14080/45000]	Loss: 1.1278	LR: 0.100000
Training Epoch: 8 [14336/45000]	Loss: 1.3300	LR: 0.100000
Training Epoch: 8 [14592/45000]	Loss: 1.1739	LR: 0.100000
Training Epoch: 8 [14848/45000]	Loss: 1.2006	LR: 0.100000
Training Epoch: 8 [15104/45000]	Loss: 1.3216	LR: 0.100000
Training Epoch: 8 [15360/45000]	Loss: 1.2375	LR: 0.100000
Training Epoch: 8 [15616/45000]	Loss: 1.3263	LR: 0.100000
Training Epoch: 8 [15872/45000]	Loss: 1.3367	LR: 0.100000
Training Epoch: 8 [16128/45000]	Loss: 1.3297	LR: 0.100000
Training Epoch: 8 [16384/45000]	Loss: 1.1708	LR: 0.100000
Training Epoch: 8 [16640/45000]	Loss: 1.1821	LR: 0.100000
Training Epoch: 8 [16896/45000]	Loss: 1.2966	LR: 0.100000
Training Epoch: 8 [17152/45000]	Loss: 1.1680	LR: 0.100000
Training Epoch: 8 [17408/45000]	Loss: 1.2224	LR: 0.100000
Training Epoch: 8 [17664/45000]	Loss: 1.2726	LR: 0.100000
Training Epoch: 8 [17920/45000]	Loss: 1.1973	LR: 0.100000
Training Epoch: 8 [18176/45000]	Loss: 1.4428	LR: 0.100000
Training Epoch: 8 [18432/45000]	Loss: 1.3466	LR: 0.100000
Training Epoch: 8 [18688/45000]	Loss: 1.3103	LR: 0.100000
Training Epoch: 8 [18944/45000]	Loss: 1.2735	LR: 0.100000
Training Epoch: 8 [19200/45000]	Loss: 1.2342	LR: 0.100000
Training Epoch: 8 [19456/45000]	Loss: 1.3370	LR: 0.100000
Training Epoch: 8 [19712/45000]	Loss: 1.3244	LR: 0.100000
Training Epoch: 8 [19968/45000]	Loss: 1.2947	LR: 0.100000
Training Epoch: 8 [20224/45000]	Loss: 1.2883	LR: 0.100000
Training Epoch: 8 [20480/45000]	Loss: 1.2546	LR: 0.100000
Training Epoch: 8 [20736/45000]	Loss: 1.1559	LR: 0.100000
Training Epoch: 8 [20992/45000]	Loss: 1.2627	LR: 0.100000
Training Epoch: 8 [21248/45000]	Loss: 1.1311	LR: 0.100000
Training Epoch: 8 [21504/45000]	Loss: 1.1729	LR: 0.100000
Training Epoch: 8 [21760/45000]	Loss: 1.2695	LR: 0.100000
Training Epoch: 8 [22016/45000]	Loss: 1.0654	LR: 0.100000
Training Epoch: 8 [22272/45000]	Loss: 1.2204	LR: 0.100000
Training Epoch: 8 [22528/45000]	Loss: 1.2213	LR: 0.100000
Training Epoch: 8 [22784/45000]	Loss: 1.2950	LR: 0.100000
Training Epoch: 8 [23040/45000]	Loss: 1.1904	LR: 0.100000
Training Epoch: 8 [23296/45000]	Loss: 1.1664	LR: 0.100000
Training Epoch: 8 [23552/45000]	Loss: 1.2088	LR: 0.100000
Training Epoch: 8 [23808/45000]	Loss: 1.1833	LR: 0.100000
Training Epoch: 8 [24064/45000]	Loss: 1.2771	LR: 0.100000
Training Epoch: 8 [24320/45000]	Loss: 1.2224	LR: 0.100000
Training Epoch: 8 [24576/45000]	Loss: 1.3005	LR: 0.100000
Training Epoch: 8 [24832/45000]	Loss: 1.3686	LR: 0.100000
Training Epoch: 8 [25088/45000]	Loss: 1.2771	LR: 0.100000
Training Epoch: 8 [25344/45000]	Loss: 1.3221	LR: 0.100000
Training Epoch: 8 [25600/45000]	Loss: 1.2968	LR: 0.100000
Training Epoch: 8 [25856/45000]	Loss: 1.3796	LR: 0.100000
Training Epoch: 8 [26112/45000]	Loss: 1.3184	LR: 0.100000
Training Epoch: 8 [26368/45000]	Loss: 1.2350	LR: 0.100000
Training Epoch: 8 [26624/45000]	Loss: 1.2349	LR: 0.100000
Training Epoch: 8 [26880/45000]	Loss: 1.1564	LR: 0.100000
Training Epoch: 8 [27136/45000]	Loss: 1.1603	LR: 0.100000
Training Epoch: 8 [27392/45000]	Loss: 1.2823	LR: 0.100000
Training Epoch: 8 [27648/45000]	Loss: 1.0933	LR: 0.100000
Training Epoch: 8 [27904/45000]	Loss: 1.1710	LR: 0.100000
Training Epoch: 8 [28160/45000]	Loss: 1.3835	LR: 0.100000
Training Epoch: 8 [28416/45000]	Loss: 1.2150	LR: 0.100000
Training Epoch: 8 [28672/45000]	Loss: 1.2087	LR: 0.100000
Training Epoch: 8 [28928/45000]	Loss: 1.2911	LR: 0.100000
Training Epoch: 8 [29184/45000]	Loss: 1.3263	LR: 0.100000
Training Epoch: 8 [29440/45000]	Loss: 1.1803	LR: 0.100000
Training Epoch: 8 [29696/45000]	Loss: 1.1581	LR: 0.100000
Training Epoch: 8 [29952/45000]	Loss: 1.2089	LR: 0.100000
Training Epoch: 8 [30208/45000]	Loss: 1.1772	LR: 0.100000
Training Epoch: 8 [30464/45000]	Loss: 1.1921	LR: 0.100000
Training Epoch: 8 [30720/45000]	Loss: 1.1648	LR: 0.100000
Training Epoch: 8 [30976/45000]	Loss: 1.2766	LR: 0.100000
Training Epoch: 8 [31232/45000]	Loss: 1.2974	LR: 0.100000
Training Epoch: 8 [31488/45000]	Loss: 1.3106	LR: 0.100000
Training Epoch: 8 [31744/45000]	Loss: 1.2043	LR: 0.100000
Training Epoch: 8 [32000/45000]	Loss: 1.2899	LR: 0.100000
Training Epoch: 8 [32256/45000]	Loss: 1.4435	LR: 0.100000
Training Epoch: 8 [32512/45000]	Loss: 1.1954	LR: 0.100000
Training Epoch: 8 [32768/45000]	Loss: 1.2586	LR: 0.100000
Training Epoch: 8 [33024/45000]	Loss: 1.2619	LR: 0.100000
Training Epoch: 8 [33280/45000]	Loss: 1.2532	LR: 0.100000
Training Epoch: 8 [33536/45000]	Loss: 1.1610	LR: 0.100000
Training Epoch: 8 [33792/45000]	Loss: 1.3739	LR: 0.100000
Training Epoch: 8 [34048/45000]	Loss: 1.2511	LR: 0.100000
Training Epoch: 8 [34304/45000]	Loss: 1.2485	LR: 0.100000
Training Epoch: 8 [34560/45000]	Loss: 1.2226	LR: 0.100000
Training Epoch: 8 [34816/45000]	Loss: 1.2145	LR: 0.100000
Training Epoch: 8 [35072/45000]	Loss: 1.1936	LR: 0.100000
Training Epoch: 8 [35328/45000]	Loss: 1.3239	LR: 0.100000
Training Epoch: 8 [35584/45000]	Loss: 1.2222	LR: 0.100000
Training Epoch: 8 [35840/45000]	Loss: 1.2262	LR: 0.100000
Training Epoch: 8 [36096/45000]	Loss: 1.2482	LR: 0.100000
Training Epoch: 8 [36352/45000]	Loss: 1.2638	LR: 0.100000
Training Epoch: 8 [36608/45000]	Loss: 1.3580	LR: 0.100000
Training Epoch: 8 [36864/45000]	Loss: 1.1609	LR: 0.100000
Training Epoch: 8 [37120/45000]	Loss: 1.1636	LR: 0.100000
Training Epoch: 8 [37376/45000]	Loss: 1.1734	LR: 0.100000
Training Epoch: 8 [37632/45000]	Loss: 1.3667	LR: 0.100000
Training Epoch: 8 [37888/45000]	Loss: 1.1878	LR: 0.100000
Training Epoch: 8 [38144/45000]	Loss: 1.1129	LR: 0.100000
Training Epoch: 8 [38400/45000]	Loss: 1.3098	LR: 0.100000
Training Epoch: 8 [38656/45000]	Loss: 1.1637	LR: 0.100000
Training Epoch: 8 [38912/45000]	Loss: 1.0756	LR: 0.100000
Training Epoch: 8 [39168/45000]	Loss: 1.2606	LR: 0.100000
Training Epoch: 8 [39424/45000]	Loss: 1.2202	LR: 0.100000
Training Epoch: 8 [39680/45000]	Loss: 1.0801	LR: 0.100000
Training Epoch: 8 [39936/45000]	Loss: 1.2797	LR: 0.100000
Training Epoch: 8 [40192/45000]	Loss: 1.1878	LR: 0.100000
Training Epoch: 8 [40448/45000]	Loss: 1.1139	LR: 0.100000
Training Epoch: 8 [40704/45000]	Loss: 1.2698	LR: 0.100000
Training Epoch: 8 [40960/45000]	Loss: 1.2045	LR: 0.100000
Training Epoch: 8 [41216/45000]	Loss: 1.1950	LR: 0.100000
Training Epoch: 8 [41472/45000]	Loss: 1.1699	LR: 0.100000
Training Epoch: 8 [41728/45000]	Loss: 1.2985	LR: 0.100000
Training Epoch: 8 [41984/45000]	Loss: 1.2998	LR: 0.100000
Training Epoch: 8 [42240/45000]	Loss: 1.2141	LR: 0.100000
Training Epoch: 8 [42496/45000]	Loss: 1.2141	LR: 0.100000
Training Epoch: 8 [42752/45000]	Loss: 1.1831	LR: 0.100000
Training Epoch: 8 [43008/45000]	Loss: 1.0947	LR: 0.100000
Training Epoch: 8 [43264/45000]	Loss: 1.1425	LR: 0.100000
Training Epoch: 8 [43520/45000]	Loss: 1.3313	LR: 0.100000
Training Epoch: 8 [43776/45000]	Loss: 1.2678	LR: 0.100000
Training Epoch: 8 [44032/45000]	Loss: 1.2572	LR: 0.100000
Training Epoch: 8 [44288/45000]	Loss: 1.2186	LR: 0.100000
Training Epoch: 8 [44544/45000]	Loss: 1.2056	LR: 0.100000
Training Epoch: 8 [44800/45000]	Loss: 1.1438	LR: 0.100000
Training Epoch: 8 [45000/45000]	Loss: 1.2228	LR: 0.100000
Epoch 8 - Average Train Loss: 1.2446, Train Accuracy: 0.6000
Epoch 8 training time consumed: 27.24s
Evaluating Network.....
Test set: Epoch: 8, Average loss: 0.0061, Accuracy: 0.5471, Time consumed:0.93s
Saving weights file to checkpoint/retrain/ResNet18/Sunday_13_July_2025_19h_49m_22s/ResNet18-Cifar20-seed8-ret100-8-best.pth
Training Epoch: 9 [256/45000]	Loss: 1.1683	LR: 0.100000
Training Epoch: 9 [512/45000]	Loss: 1.1762	LR: 0.100000
Training Epoch: 9 [768/45000]	Loss: 1.2798	LR: 0.100000
Training Epoch: 9 [1024/45000]	Loss: 1.1936	LR: 0.100000
Training Epoch: 9 [1280/45000]	Loss: 1.2466	LR: 0.100000
Training Epoch: 9 [1536/45000]	Loss: 1.0043	LR: 0.100000
Training Epoch: 9 [1792/45000]	Loss: 1.0878	LR: 0.100000
Training Epoch: 9 [2048/45000]	Loss: 0.9471	LR: 0.100000
Training Epoch: 9 [2304/45000]	Loss: 1.2106	LR: 0.100000
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Training Epoch: 9 [45000/45000]	Loss: 1.1990	LR: 0.100000
Epoch 9 - Average Train Loss: 1.1474, Train Accuracy: 0.6274
Epoch 9 training time consumed: 27.01s
Evaluating Network.....
Test set: Epoch: 9, Average loss: 0.0052, Accuracy: 0.5917, Time consumed:0.89s
Saving weights file to checkpoint/retrain/ResNet18/Sunday_13_July_2025_19h_49m_22s/ResNet18-Cifar20-seed8-ret100-9-best.pth
Training Epoch: 10 [256/45000]	Loss: 1.1491	LR: 0.100000
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Training Epoch: 10 [33024/45000]	Loss: 1.2244	LR: 0.100000
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Training Epoch: 10 [37376/45000]	Loss: 1.1524	LR: 0.100000
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Training Epoch: 10 [38656/45000]	Loss: 1.0042	LR: 0.100000
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Training Epoch: 10 [39168/45000]	Loss: 1.1642	LR: 0.100000
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Training Epoch: 10 [40192/45000]	Loss: 1.1792	LR: 0.100000
Training Epoch: 10 [40448/45000]	Loss: 1.1260	LR: 0.100000
Training Epoch: 10 [40704/45000]	Loss: 1.0682	LR: 0.100000
Training Epoch: 10 [40960/45000]	Loss: 1.0661	LR: 0.100000
Training Epoch: 10 [41216/45000]	Loss: 1.0744	LR: 0.100000
Training Epoch: 10 [41472/45000]	Loss: 1.2457	LR: 0.100000
Training Epoch: 10 [41728/45000]	Loss: 1.0875	LR: 0.100000
Training Epoch: 10 [41984/45000]	Loss: 1.1462	LR: 0.100000
Training Epoch: 10 [42240/45000]	Loss: 1.1013	LR: 0.100000
Training Epoch: 10 [42496/45000]	Loss: 0.9455	LR: 0.100000
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Training Epoch: 10 [43008/45000]	Loss: 1.0956	LR: 0.100000
Training Epoch: 10 [43264/45000]	Loss: 1.0539	LR: 0.100000
Training Epoch: 10 [43520/45000]	Loss: 1.1106	LR: 0.100000
Training Epoch: 10 [43776/45000]	Loss: 1.2081	LR: 0.100000
Training Epoch: 10 [44032/45000]	Loss: 1.1171	LR: 0.100000
Training Epoch: 10 [44288/45000]	Loss: 1.0745	LR: 0.100000
Training Epoch: 10 [44544/45000]	Loss: 1.0085	LR: 0.100000
Training Epoch: 10 [44800/45000]	Loss: 1.0697	LR: 0.100000
Training Epoch: 10 [45000/45000]	Loss: 0.9671	LR: 0.100000
Epoch 10 - Average Train Loss: 1.0891, Train Accuracy: 0.6462
Epoch 10 training time consumed: 27.07s
Evaluating Network.....
Test set: Epoch: 10, Average loss: 0.0046, Accuracy: 0.6330, Time consumed:0.89s
Saving weights file to checkpoint/retrain/ResNet18/Sunday_13_July_2025_19h_49m_22s/ResNet18-Cifar20-seed8-ret100-10-best.pth
Training Epoch: 11 [256/45000]	Loss: 0.9852	LR: 0.100000
Training Epoch: 11 [512/45000]	Loss: 0.9667	LR: 0.100000
Training Epoch: 11 [768/45000]	Loss: 0.9251	LR: 0.100000
Training Epoch: 11 [1024/45000]	Loss: 0.9967	LR: 0.100000
Training Epoch: 11 [1280/45000]	Loss: 1.0898	LR: 0.100000
Training Epoch: 11 [1536/45000]	Loss: 0.9841	LR: 0.100000
Training Epoch: 11 [1792/45000]	Loss: 0.9096	LR: 0.100000
Training Epoch: 11 [2048/45000]	Loss: 1.0479	LR: 0.100000
Training Epoch: 11 [2304/45000]	Loss: 1.0428	LR: 0.100000
Training Epoch: 11 [2560/45000]	Loss: 1.0427	LR: 0.100000
Training Epoch: 11 [2816/45000]	Loss: 1.0171	LR: 0.100000
Training Epoch: 11 [3072/45000]	Loss: 1.0480	LR: 0.100000
Training Epoch: 11 [3328/45000]	Loss: 0.8687	LR: 0.100000
Training Epoch: 11 [3584/45000]	Loss: 0.9439	LR: 0.100000
Training Epoch: 11 [3840/45000]	Loss: 1.1950	LR: 0.100000
Training Epoch: 11 [4096/45000]	Loss: 0.9817	LR: 0.100000
Training Epoch: 11 [4352/45000]	Loss: 1.1595	LR: 0.100000
Training Epoch: 11 [4608/45000]	Loss: 0.9597	LR: 0.100000
Training Epoch: 11 [4864/45000]	Loss: 0.8625	LR: 0.100000
Training Epoch: 11 [5120/45000]	Loss: 1.0319	LR: 0.100000
Training Epoch: 11 [5376/45000]	Loss: 0.9470	LR: 0.100000
Training Epoch: 11 [5632/45000]	Loss: 0.9937	LR: 0.100000
Training Epoch: 11 [5888/45000]	Loss: 1.0375	LR: 0.100000
Training Epoch: 11 [6144/45000]	Loss: 0.9368	LR: 0.100000
Training Epoch: 11 [6400/45000]	Loss: 0.9802	LR: 0.100000
Training Epoch: 11 [6656/45000]	Loss: 1.1123	LR: 0.100000
Training Epoch: 11 [6912/45000]	Loss: 1.0451	LR: 0.100000
Training Epoch: 11 [7168/45000]	Loss: 1.0763	LR: 0.100000
Training Epoch: 11 [7424/45000]	Loss: 0.9738	LR: 0.100000
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Training Epoch: 11 [8448/45000]	Loss: 1.0793	LR: 0.100000
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Training Epoch: 11 [9216/45000]	Loss: 0.9025	LR: 0.100000
Training Epoch: 11 [9472/45000]	Loss: 1.0978	LR: 0.100000
Training Epoch: 11 [9728/45000]	Loss: 0.9440	LR: 0.100000
Training Epoch: 11 [9984/45000]	Loss: 1.0668	LR: 0.100000
Training Epoch: 11 [10240/45000]	Loss: 1.0281	LR: 0.100000
Training Epoch: 11 [10496/45000]	Loss: 1.0300	LR: 0.100000
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Training Epoch: 11 [11520/45000]	Loss: 0.9824	LR: 0.100000
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Training Epoch: 11 [12800/45000]	Loss: 1.0679	LR: 0.100000
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Training Epoch: 11 [37376/45000]	Loss: 1.0693	LR: 0.100000
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Training Epoch: 11 [38144/45000]	Loss: 0.9733	LR: 0.100000
Training Epoch: 11 [38400/45000]	Loss: 1.0298	LR: 0.100000
Training Epoch: 11 [38656/45000]	Loss: 1.0426	LR: 0.100000
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Training Epoch: 11 [39168/45000]	Loss: 0.9784	LR: 0.100000
Training Epoch: 11 [39424/45000]	Loss: 0.9831	LR: 0.100000
Training Epoch: 11 [39680/45000]	Loss: 1.1241	LR: 0.100000
Training Epoch: 11 [39936/45000]	Loss: 1.0547	LR: 0.100000
Training Epoch: 11 [40192/45000]	Loss: 1.0422	LR: 0.100000
Training Epoch: 11 [40448/45000]	Loss: 1.0827	LR: 0.100000
Training Epoch: 11 [40704/45000]	Loss: 0.8723	LR: 0.100000
Training Epoch: 11 [40960/45000]	Loss: 1.0418	LR: 0.100000
Training Epoch: 11 [41216/45000]	Loss: 0.9230	LR: 0.100000
Training Epoch: 11 [41472/45000]	Loss: 1.1038	LR: 0.100000
Training Epoch: 11 [41728/45000]	Loss: 1.0973	LR: 0.100000
Training Epoch: 11 [41984/45000]	Loss: 0.9519	LR: 0.100000
Training Epoch: 11 [42240/45000]	Loss: 1.0309	LR: 0.100000
Training Epoch: 11 [42496/45000]	Loss: 0.9269	LR: 0.100000
Training Epoch: 11 [42752/45000]	Loss: 1.0242	LR: 0.100000
Training Epoch: 11 [43008/45000]	Loss: 1.0478	LR: 0.100000
Training Epoch: 11 [43264/45000]	Loss: 1.1578	LR: 0.100000
Training Epoch: 11 [43520/45000]	Loss: 0.9014	LR: 0.100000
Training Epoch: 11 [43776/45000]	Loss: 1.1907	LR: 0.100000
Training Epoch: 11 [44032/45000]	Loss: 0.9552	LR: 0.100000
Training Epoch: 11 [44288/45000]	Loss: 0.9678	LR: 0.100000
Training Epoch: 11 [44544/45000]	Loss: 0.9957	LR: 0.100000
Training Epoch: 11 [44800/45000]	Loss: 1.1209	LR: 0.100000
Training Epoch: 11 [45000/45000]	Loss: 1.0644	LR: 0.100000
Epoch 11 - Average Train Loss: 1.0284, Train Accuracy: 0.6680
Epoch 11 training time consumed: 27.00s
Evaluating Network.....
Test set: Epoch: 11, Average loss: 0.0045, Accuracy: 0.6402, Time consumed:0.91s
Saving weights file to checkpoint/retrain/ResNet18/Sunday_13_July_2025_19h_49m_22s/ResNet18-Cifar20-seed8-ret100-11-best.pth
Training Epoch: 12 [256/45000]	Loss: 0.9215	LR: 0.100000
Training Epoch: 12 [512/45000]	Loss: 0.9167	LR: 0.100000
Training Epoch: 12 [768/45000]	Loss: 0.8868	LR: 0.100000
Training Epoch: 12 [1024/45000]	Loss: 1.0437	LR: 0.100000
Training Epoch: 12 [1280/45000]	Loss: 0.8856	LR: 0.100000
Training Epoch: 12 [1536/45000]	Loss: 0.8657	LR: 0.100000
Training Epoch: 12 [1792/45000]	Loss: 0.9335	LR: 0.100000
Training Epoch: 12 [2048/45000]	Loss: 1.0226	LR: 0.100000
Training Epoch: 12 [2304/45000]	Loss: 0.9905	LR: 0.100000
Training Epoch: 12 [2560/45000]	Loss: 0.9645	LR: 0.100000
Training Epoch: 12 [2816/45000]	Loss: 0.9389	LR: 0.100000
Training Epoch: 12 [3072/45000]	Loss: 0.9172	LR: 0.100000
Training Epoch: 12 [3328/45000]	Loss: 0.9733	LR: 0.100000
Training Epoch: 12 [3584/45000]	Loss: 0.9974	LR: 0.100000
Training Epoch: 12 [3840/45000]	Loss: 0.9237	LR: 0.100000
Training Epoch: 12 [4096/45000]	Loss: 0.9974	LR: 0.100000
Training Epoch: 12 [4352/45000]	Loss: 1.0693	LR: 0.100000
Training Epoch: 12 [4608/45000]	Loss: 0.9717	LR: 0.100000
Training Epoch: 12 [4864/45000]	Loss: 1.0315	LR: 0.100000
Training Epoch: 12 [5120/45000]	Loss: 0.9705	LR: 0.100000
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Training Epoch: 12 [16896/45000]	Loss: 0.8875	LR: 0.100000
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Training Epoch: 12 [17664/45000]	Loss: 0.9221	LR: 0.100000
Training Epoch: 12 [17920/45000]	Loss: 1.0997	LR: 0.100000
Training Epoch: 12 [18176/45000]	Loss: 0.9982	LR: 0.100000
Training Epoch: 12 [18432/45000]	Loss: 1.1037	LR: 0.100000
Training Epoch: 12 [18688/45000]	Loss: 0.9302	LR: 0.100000
Training Epoch: 12 [18944/45000]	Loss: 1.0200	LR: 0.100000
Training Epoch: 12 [19200/45000]	Loss: 0.9431	LR: 0.100000
Training Epoch: 12 [19456/45000]	Loss: 0.9186	LR: 0.100000
Training Epoch: 12 [19712/45000]	Loss: 1.0578	LR: 0.100000
Training Epoch: 12 [19968/45000]	Loss: 1.0647	LR: 0.100000
Training Epoch: 12 [20224/45000]	Loss: 1.0062	LR: 0.100000
Training Epoch: 12 [20480/45000]	Loss: 0.8266	LR: 0.100000
Training Epoch: 12 [20736/45000]	Loss: 0.9534	LR: 0.100000
Training Epoch: 12 [20992/45000]	Loss: 1.0297	LR: 0.100000
Training Epoch: 12 [21248/45000]	Loss: 0.8265	LR: 0.100000
Training Epoch: 12 [21504/45000]	Loss: 0.8983	LR: 0.100000
Training Epoch: 12 [21760/45000]	Loss: 0.9720	LR: 0.100000
Training Epoch: 12 [22016/45000]	Loss: 0.9615	LR: 0.100000
Training Epoch: 12 [22272/45000]	Loss: 1.0104	LR: 0.100000
Training Epoch: 12 [22528/45000]	Loss: 0.8778	LR: 0.100000
Training Epoch: 12 [22784/45000]	Loss: 0.9423	LR: 0.100000
Training Epoch: 12 [23040/45000]	Loss: 1.0138	LR: 0.100000
Training Epoch: 12 [23296/45000]	Loss: 0.9882	LR: 0.100000
Training Epoch: 12 [23552/45000]	Loss: 1.0375	LR: 0.100000
Training Epoch: 12 [23808/45000]	Loss: 1.0487	LR: 0.100000
Training Epoch: 12 [24064/45000]	Loss: 0.8843	LR: 0.100000
Training Epoch: 12 [24320/45000]	Loss: 1.0145	LR: 0.100000
Training Epoch: 12 [24576/45000]	Loss: 1.0247	LR: 0.100000
Training Epoch: 12 [24832/45000]	Loss: 0.9688	LR: 0.100000
Training Epoch: 12 [25088/45000]	Loss: 1.0307	LR: 0.100000
Training Epoch: 12 [25344/45000]	Loss: 1.1182	LR: 0.100000
Training Epoch: 12 [25600/45000]	Loss: 1.0615	LR: 0.100000
Training Epoch: 12 [25856/45000]	Loss: 1.0310	LR: 0.100000
Training Epoch: 12 [26112/45000]	Loss: 0.8832	LR: 0.100000
Training Epoch: 12 [26368/45000]	Loss: 0.8991	LR: 0.100000
Training Epoch: 12 [26624/45000]	Loss: 1.0050	LR: 0.100000
Training Epoch: 12 [26880/45000]	Loss: 0.9444	LR: 0.100000
Training Epoch: 12 [27136/45000]	Loss: 1.0612	LR: 0.100000
Training Epoch: 12 [27392/45000]	Loss: 1.1074	LR: 0.100000
Training Epoch: 12 [27648/45000]	Loss: 1.0102	LR: 0.100000
Training Epoch: 12 [27904/45000]	Loss: 0.9656	LR: 0.100000
Training Epoch: 12 [28160/45000]	Loss: 0.9626	LR: 0.100000
Training Epoch: 12 [28416/45000]	Loss: 1.0131	LR: 0.100000
Training Epoch: 12 [28672/45000]	Loss: 1.0453	LR: 0.100000
Training Epoch: 12 [28928/45000]	Loss: 1.0658	LR: 0.100000
Training Epoch: 12 [29184/45000]	Loss: 0.9795	LR: 0.100000
Training Epoch: 12 [29440/45000]	Loss: 1.0195	LR: 0.100000
Training Epoch: 12 [29696/45000]	Loss: 0.9152	LR: 0.100000
Training Epoch: 12 [29952/45000]	Loss: 1.1600	LR: 0.100000
Training Epoch: 12 [30208/45000]	Loss: 1.0857	LR: 0.100000
Training Epoch: 12 [30464/45000]	Loss: 0.9905	LR: 0.100000
Training Epoch: 12 [30720/45000]	Loss: 1.0143	LR: 0.100000
Training Epoch: 12 [30976/45000]	Loss: 1.0587	LR: 0.100000
Training Epoch: 12 [31232/45000]	Loss: 1.0831	LR: 0.100000
Training Epoch: 12 [31488/45000]	Loss: 0.9193	LR: 0.100000
Training Epoch: 12 [31744/45000]	Loss: 1.1475	LR: 0.100000
Training Epoch: 12 [32000/45000]	Loss: 0.8905	LR: 0.100000
Training Epoch: 12 [32256/45000]	Loss: 1.0335	LR: 0.100000
Training Epoch: 12 [32512/45000]	Loss: 0.9795	LR: 0.100000
Training Epoch: 12 [32768/45000]	Loss: 1.1101	LR: 0.100000
Training Epoch: 12 [33024/45000]	Loss: 0.9510	LR: 0.100000
Training Epoch: 12 [33280/45000]	Loss: 0.9531	LR: 0.100000
Training Epoch: 12 [33536/45000]	Loss: 0.9488	LR: 0.100000
Training Epoch: 12 [33792/45000]	Loss: 0.9837	LR: 0.100000
Training Epoch: 12 [34048/45000]	Loss: 1.1538	LR: 0.100000
Training Epoch: 12 [34304/45000]	Loss: 1.1150	LR: 0.100000
Training Epoch: 12 [34560/45000]	Loss: 1.0468	LR: 0.100000
Training Epoch: 12 [34816/45000]	Loss: 1.0618	LR: 0.100000
Training Epoch: 12 [35072/45000]	Loss: 0.9059	LR: 0.100000
Training Epoch: 12 [35328/45000]	Loss: 0.9588	LR: 0.100000
Training Epoch: 12 [35584/45000]	Loss: 0.9803	LR: 0.100000
Training Epoch: 12 [35840/45000]	Loss: 1.0389	LR: 0.100000
Training Epoch: 12 [36096/45000]	Loss: 1.0264	LR: 0.100000
Training Epoch: 12 [36352/45000]	Loss: 1.0438	LR: 0.100000
Training Epoch: 12 [36608/45000]	Loss: 0.8847	LR: 0.100000
Training Epoch: 12 [36864/45000]	Loss: 0.9289	LR: 0.100000
Training Epoch: 12 [37120/45000]	Loss: 0.9305	LR: 0.100000
Training Epoch: 12 [37376/45000]	Loss: 0.9385	LR: 0.100000
Training Epoch: 12 [37632/45000]	Loss: 0.9095	LR: 0.100000
Training Epoch: 12 [37888/45000]	Loss: 1.0331	LR: 0.100000
Training Epoch: 12 [38144/45000]	Loss: 0.8913	LR: 0.100000
Training Epoch: 12 [38400/45000]	Loss: 1.0306	LR: 0.100000
Training Epoch: 12 [38656/45000]	Loss: 1.0268	LR: 0.100000
Training Epoch: 12 [38912/45000]	Loss: 0.9899	LR: 0.100000
Training Epoch: 12 [39168/45000]	Loss: 0.8642	LR: 0.100000
Training Epoch: 12 [39424/45000]	Loss: 0.9956	LR: 0.100000
Training Epoch: 12 [39680/45000]	Loss: 0.8622	LR: 0.100000
Training Epoch: 12 [39936/45000]	Loss: 0.8946	LR: 0.100000
Training Epoch: 12 [40192/45000]	Loss: 0.8450	LR: 0.100000
Training Epoch: 12 [40448/45000]	Loss: 1.0695	LR: 0.100000
Training Epoch: 12 [40704/45000]	Loss: 1.0442	LR: 0.100000
Training Epoch: 12 [40960/45000]	Loss: 0.9878	LR: 0.100000
Training Epoch: 12 [41216/45000]	Loss: 0.9496	LR: 0.100000
Training Epoch: 12 [41472/45000]	Loss: 1.0848	LR: 0.100000
Training Epoch: 12 [41728/45000]	Loss: 1.0253	LR: 0.100000
Training Epoch: 12 [41984/45000]	Loss: 1.0873	LR: 0.100000
Training Epoch: 12 [42240/45000]	Loss: 0.9980	LR: 0.100000
Training Epoch: 12 [42496/45000]	Loss: 0.8730	LR: 0.100000
Training Epoch: 12 [42752/45000]	Loss: 1.1919	LR: 0.100000
Training Epoch: 12 [43008/45000]	Loss: 0.9860	LR: 0.100000
Training Epoch: 12 [43264/45000]	Loss: 0.9714	LR: 0.100000
Training Epoch: 12 [43520/45000]	Loss: 0.9646	LR: 0.100000
Training Epoch: 12 [43776/45000]	Loss: 0.9206	LR: 0.100000
Training Epoch: 12 [44032/45000]	Loss: 0.9321	LR: 0.100000
Training Epoch: 12 [44288/45000]	Loss: 0.8552	LR: 0.100000
Training Epoch: 12 [44544/45000]	Loss: 0.8866	LR: 0.100000
Training Epoch: 12 [44800/45000]	Loss: 1.0876	LR: 0.100000
Training Epoch: 12 [45000/45000]	Loss: 1.0866	LR: 0.100000
Epoch 12 - Average Train Loss: 0.9874, Train Accuracy: 0.6786
Epoch 12 training time consumed: 27.04s
Evaluating Network.....
Test set: Epoch: 12, Average loss: 0.0050, Accuracy: 0.6192, Time consumed:0.91s
Training Epoch: 13 [256/45000]	Loss: 0.9542	LR: 0.100000
Training Epoch: 13 [512/45000]	Loss: 0.8250	LR: 0.100000
Training Epoch: 13 [768/45000]	Loss: 0.8397	LR: 0.100000
Training Epoch: 13 [1024/45000]	Loss: 0.8846	LR: 0.100000
Training Epoch: 13 [1280/45000]	Loss: 0.7979	LR: 0.100000
Training Epoch: 13 [1536/45000]	Loss: 0.9399	LR: 0.100000
Training Epoch: 13 [1792/45000]	Loss: 0.9167	LR: 0.100000
Training Epoch: 13 [2048/45000]	Loss: 0.9705	LR: 0.100000
Training Epoch: 13 [2304/45000]	Loss: 0.8604	LR: 0.100000
Training Epoch: 13 [2560/45000]	Loss: 0.7475	LR: 0.100000
Training Epoch: 13 [2816/45000]	Loss: 0.9514	LR: 0.100000
Training Epoch: 13 [3072/45000]	Loss: 0.8769	LR: 0.100000
Training Epoch: 13 [3328/45000]	Loss: 0.8999	LR: 0.100000
Training Epoch: 13 [3584/45000]	Loss: 1.0249	LR: 0.100000
Training Epoch: 13 [3840/45000]	Loss: 0.9706	LR: 0.100000
Training Epoch: 13 [4096/45000]	Loss: 0.8795	LR: 0.100000
Training Epoch: 13 [4352/45000]	Loss: 1.0303	LR: 0.100000
Training Epoch: 13 [4608/45000]	Loss: 1.0359	LR: 0.100000
Training Epoch: 13 [4864/45000]	Loss: 0.9412	LR: 0.100000
Training Epoch: 13 [5120/45000]	Loss: 0.8661	LR: 0.100000
Training Epoch: 13 [5376/45000]	Loss: 0.8573	LR: 0.100000
Training Epoch: 13 [5632/45000]	Loss: 0.9546	LR: 0.100000
Training Epoch: 13 [5888/45000]	Loss: 1.0094	LR: 0.100000
Training Epoch: 13 [6144/45000]	Loss: 1.1476	LR: 0.100000
Training Epoch: 13 [6400/45000]	Loss: 0.8363	LR: 0.100000
Training Epoch: 13 [6656/45000]	Loss: 0.7715	LR: 0.100000
Training Epoch: 13 [6912/45000]	Loss: 0.8928	LR: 0.100000
Training Epoch: 13 [7168/45000]	Loss: 0.9021	LR: 0.100000
Training Epoch: 13 [7424/45000]	Loss: 0.9396	LR: 0.100000
Training Epoch: 13 [7680/45000]	Loss: 0.9709	LR: 0.100000
Training Epoch: 13 [7936/45000]	Loss: 0.9086	LR: 0.100000
Training Epoch: 13 [8192/45000]	Loss: 0.9902	LR: 0.100000
Training Epoch: 13 [8448/45000]	Loss: 0.9759	LR: 0.100000
Training Epoch: 13 [8704/45000]	Loss: 0.8536	LR: 0.100000
Training Epoch: 13 [8960/45000]	Loss: 0.7912	LR: 0.100000
Training Epoch: 13 [9216/45000]	Loss: 0.9930	LR: 0.100000
Training Epoch: 13 [9472/45000]	Loss: 0.8651	LR: 0.100000
Training Epoch: 13 [9728/45000]	Loss: 0.9873	LR: 0.100000
Training Epoch: 13 [9984/45000]	Loss: 1.0771	LR: 0.100000
Training Epoch: 13 [10240/45000]	Loss: 0.7886	LR: 0.100000
Training Epoch: 13 [10496/45000]	Loss: 0.8375	LR: 0.100000
Training Epoch: 13 [10752/45000]	Loss: 0.9432	LR: 0.100000
Training Epoch: 13 [11008/45000]	Loss: 1.0143	LR: 0.100000
Training Epoch: 13 [11264/45000]	Loss: 0.8941	LR: 0.100000
Training Epoch: 13 [11520/45000]	Loss: 1.0137	LR: 0.100000
Training Epoch: 13 [11776/45000]	Loss: 0.9744	LR: 0.100000
Training Epoch: 13 [12032/45000]	Loss: 1.0957	LR: 0.100000
Training Epoch: 13 [12288/45000]	Loss: 1.0269	LR: 0.100000
Training Epoch: 13 [12544/45000]	Loss: 0.8752	LR: 0.100000
Training Epoch: 13 [12800/45000]	Loss: 0.9454	LR: 0.100000
Training Epoch: 13 [13056/45000]	Loss: 0.9576	LR: 0.100000
Training Epoch: 13 [13312/45000]	Loss: 0.8412	LR: 0.100000
Training Epoch: 13 [13568/45000]	Loss: 1.0899	LR: 0.100000
Training Epoch: 13 [13824/45000]	Loss: 0.8939	LR: 0.100000
Training Epoch: 13 [14080/45000]	Loss: 0.8787	LR: 0.100000
Training Epoch: 13 [14336/45000]	Loss: 0.9392	LR: 0.100000
Training Epoch: 13 [14592/45000]	Loss: 1.0174	LR: 0.100000
Training Epoch: 13 [14848/45000]	Loss: 0.9299	LR: 0.100000
Training Epoch: 13 [15104/45000]	Loss: 0.9804	LR: 0.100000
Training Epoch: 13 [15360/45000]	Loss: 0.9350	LR: 0.100000
Training Epoch: 13 [15616/45000]	Loss: 0.9388	LR: 0.100000
Training Epoch: 13 [15872/45000]	Loss: 0.9541	LR: 0.100000
Training Epoch: 13 [16128/45000]	Loss: 1.0473	LR: 0.100000
Training Epoch: 13 [16384/45000]	Loss: 0.9904	LR: 0.100000
Training Epoch: 13 [16640/45000]	Loss: 0.9589	LR: 0.100000
Training Epoch: 13 [16896/45000]	Loss: 0.9585	LR: 0.100000
Training Epoch: 13 [17152/45000]	Loss: 0.8467	LR: 0.100000
Training Epoch: 13 [17408/45000]	Loss: 0.8325	LR: 0.100000
Training Epoch: 13 [17664/45000]	Loss: 0.9996	LR: 0.100000
Training Epoch: 13 [17920/45000]	Loss: 0.9548	LR: 0.100000
Training Epoch: 13 [18176/45000]	Loss: 1.0268	LR: 0.100000
Training Epoch: 13 [18432/45000]	Loss: 0.9873	LR: 0.100000
Training Epoch: 13 [18688/45000]	Loss: 0.8375	LR: 0.100000
Training Epoch: 13 [18944/45000]	Loss: 0.9579	LR: 0.100000
Training Epoch: 13 [19200/45000]	Loss: 0.9965	LR: 0.100000
Training Epoch: 13 [19456/45000]	Loss: 1.0631	LR: 0.100000
Training Epoch: 13 [19712/45000]	Loss: 1.0188	LR: 0.100000
Training Epoch: 13 [19968/45000]	Loss: 0.9365	LR: 0.100000
Training Epoch: 13 [20224/45000]	Loss: 0.9792	LR: 0.100000
Training Epoch: 13 [20480/45000]	Loss: 0.8951	LR: 0.100000
Training Epoch: 13 [20736/45000]	Loss: 0.8630	LR: 0.100000
Training Epoch: 13 [20992/45000]	Loss: 0.8772	LR: 0.100000
Training Epoch: 13 [21248/45000]	Loss: 0.8796	LR: 0.100000
Training Epoch: 13 [21504/45000]	Loss: 0.9509	LR: 0.100000
Training Epoch: 13 [21760/45000]	Loss: 1.1200	LR: 0.100000
Training Epoch: 13 [22016/45000]	Loss: 0.8633	LR: 0.100000
Training Epoch: 13 [22272/45000]	Loss: 0.8809	LR: 0.100000
Training Epoch: 13 [22528/45000]	Loss: 0.9130	LR: 0.100000
Training Epoch: 13 [22784/45000]	Loss: 0.9640	LR: 0.100000
Training Epoch: 13 [23040/45000]	Loss: 1.0169	LR: 0.100000
Training Epoch: 13 [23296/45000]	Loss: 1.0667	LR: 0.100000
Training Epoch: 13 [23552/45000]	Loss: 1.1155	LR: 0.100000
Training Epoch: 13 [23808/45000]	Loss: 0.9338	LR: 0.100000
Training Epoch: 13 [24064/45000]	Loss: 1.0290	LR: 0.100000
Training Epoch: 13 [24320/45000]	Loss: 0.9455	LR: 0.100000
Training Epoch: 13 [24576/45000]	Loss: 1.0605	LR: 0.100000
Training Epoch: 13 [24832/45000]	Loss: 1.0567	LR: 0.100000
Training Epoch: 13 [25088/45000]	Loss: 1.0127	LR: 0.100000
Training Epoch: 13 [25344/45000]	Loss: 0.9434	LR: 0.100000
Training Epoch: 13 [25600/45000]	Loss: 1.0262	LR: 0.100000
Training Epoch: 13 [25856/45000]	Loss: 1.0566	LR: 0.100000
Training Epoch: 13 [26112/45000]	Loss: 0.9688	LR: 0.100000
Training Epoch: 13 [26368/45000]	Loss: 0.9974	LR: 0.100000
Training Epoch: 13 [26624/45000]	Loss: 0.8903	LR: 0.100000
Training Epoch: 13 [26880/45000]	Loss: 0.8630	LR: 0.100000
Training Epoch: 13 [27136/45000]	Loss: 1.0584	LR: 0.100000
Training Epoch: 13 [27392/45000]	Loss: 0.9334	LR: 0.100000
Training Epoch: 13 [27648/45000]	Loss: 0.9436	LR: 0.100000
Training Epoch: 13 [27904/45000]	Loss: 0.9649	LR: 0.100000
Training Epoch: 13 [28160/45000]	Loss: 1.0501	LR: 0.100000
Training Epoch: 13 [28416/45000]	Loss: 1.0590	LR: 0.100000
Training Epoch: 13 [28672/45000]	Loss: 1.0062	LR: 0.100000
Training Epoch: 13 [28928/45000]	Loss: 0.9657	LR: 0.100000
Training Epoch: 13 [29184/45000]	Loss: 0.9346	LR: 0.100000
Training Epoch: 13 [29440/45000]	Loss: 1.0100	LR: 0.100000
Training Epoch: 13 [29696/45000]	Loss: 0.9702	LR: 0.100000
Training Epoch: 13 [29952/45000]	Loss: 0.8965	LR: 0.100000
Training Epoch: 13 [30208/45000]	Loss: 0.9954	LR: 0.100000
Training Epoch: 13 [30464/45000]	Loss: 0.9599	LR: 0.100000
Training Epoch: 13 [30720/45000]	Loss: 0.9663	LR: 0.100000
Training Epoch: 13 [30976/45000]	Loss: 0.9067	LR: 0.100000
Training Epoch: 13 [31232/45000]	Loss: 0.9650	LR: 0.100000
Training Epoch: 13 [31488/45000]	Loss: 0.9783	LR: 0.100000
Training Epoch: 13 [31744/45000]	Loss: 0.9321	LR: 0.100000
Training Epoch: 13 [32000/45000]	Loss: 0.9335	LR: 0.100000
Training Epoch: 13 [32256/45000]	Loss: 0.9400	LR: 0.100000
Training Epoch: 13 [32512/45000]	Loss: 1.0411	LR: 0.100000
Training Epoch: 13 [32768/45000]	Loss: 0.8789	LR: 0.100000
Training Epoch: 13 [33024/45000]	Loss: 0.9534	LR: 0.100000
Training Epoch: 13 [33280/45000]	Loss: 0.9036	LR: 0.100000
Training Epoch: 13 [33536/45000]	Loss: 0.9659	LR: 0.100000
Training Epoch: 13 [33792/45000]	Loss: 0.8917	LR: 0.100000
Training Epoch: 13 [34048/45000]	Loss: 0.9057	LR: 0.100000
Training Epoch: 13 [34304/45000]	Loss: 0.9262	LR: 0.100000
Training Epoch: 13 [34560/45000]	Loss: 0.9584	LR: 0.100000
Training Epoch: 13 [34816/45000]	Loss: 0.9975	LR: 0.100000
Training Epoch: 13 [35072/45000]	Loss: 0.9562	LR: 0.100000
Training Epoch: 13 [35328/45000]	Loss: 1.1078	LR: 0.100000
Training Epoch: 13 [35584/45000]	Loss: 1.0928	LR: 0.100000
Training Epoch: 13 [35840/45000]	Loss: 0.9201	LR: 0.100000
Training Epoch: 13 [36096/45000]	Loss: 1.0647	LR: 0.100000
Training Epoch: 13 [36352/45000]	Loss: 1.0305	LR: 0.100000
Training Epoch: 13 [36608/45000]	Loss: 0.9155	LR: 0.100000
Training Epoch: 13 [36864/45000]	Loss: 0.9690	LR: 0.100000
Training Epoch: 13 [37120/45000]	Loss: 0.9153	LR: 0.100000
Training Epoch: 13 [37376/45000]	Loss: 0.9041	LR: 0.100000
Training Epoch: 13 [37632/45000]	Loss: 1.1007	LR: 0.100000
Training Epoch: 13 [37888/45000]	Loss: 1.0637	LR: 0.100000
Training Epoch: 13 [38144/45000]	Loss: 0.9864	LR: 0.100000
Training Epoch: 13 [38400/45000]	Loss: 0.8946	LR: 0.100000
Training Epoch: 13 [38656/45000]	Loss: 0.9290	LR: 0.100000
Training Epoch: 13 [38912/45000]	Loss: 1.0330	LR: 0.100000
Training Epoch: 13 [39168/45000]	Loss: 1.0471	LR: 0.100000
Training Epoch: 13 [39424/45000]	Loss: 1.0105	LR: 0.100000
Training Epoch: 13 [39680/45000]	Loss: 0.9300	LR: 0.100000
Training Epoch: 13 [39936/45000]	Loss: 1.0088	LR: 0.100000
Training Epoch: 13 [40192/45000]	Loss: 0.9828	LR: 0.100000
Training Epoch: 13 [40448/45000]	Loss: 0.9458	LR: 0.100000
Training Epoch: 13 [40704/45000]	Loss: 0.8873	LR: 0.100000
Training Epoch: 13 [40960/45000]	Loss: 0.8030	LR: 0.100000
Training Epoch: 13 [41216/45000]	Loss: 0.9641	LR: 0.100000
Training Epoch: 13 [41472/45000]	Loss: 1.0405	LR: 0.100000
Training Epoch: 13 [41728/45000]	Loss: 0.8576	LR: 0.100000
Training Epoch: 13 [41984/45000]	Loss: 0.9473	LR: 0.100000
Training Epoch: 13 [42240/45000]	Loss: 0.8591	LR: 0.100000
Training Epoch: 13 [42496/45000]	Loss: 0.9723	LR: 0.100000
Training Epoch: 13 [42752/45000]	Loss: 0.9228	LR: 0.100000
Training Epoch: 13 [43008/45000]	Loss: 0.9316	LR: 0.100000
Training Epoch: 13 [43264/45000]	Loss: 1.0457	LR: 0.100000
Training Epoch: 13 [43520/45000]	Loss: 0.9507	LR: 0.100000
Training Epoch: 13 [43776/45000]	Loss: 0.9920	LR: 0.100000
Training Epoch: 13 [44032/45000]	Loss: 0.8776	LR: 0.100000
Training Epoch: 13 [44288/45000]	Loss: 0.9481	LR: 0.100000
Training Epoch: 13 [44544/45000]	Loss: 0.7631	LR: 0.100000
Training Epoch: 13 [44800/45000]	Loss: 0.8330	LR: 0.100000
Training Epoch: 13 [45000/45000]	Loss: 0.9661	LR: 0.100000
Epoch 13 - Average Train Loss: 0.9514, Train Accuracy: 0.6911
Epoch 13 training time consumed: 27.16s
Evaluating Network.....
Test set: Epoch: 13, Average loss: 0.0048, Accuracy: 0.6194, Time consumed:0.93s
Training Epoch: 14 [256/45000]	Loss: 0.7931	LR: 0.100000
Training Epoch: 14 [512/45000]	Loss: 0.9894	LR: 0.100000
Training Epoch: 14 [768/45000]	Loss: 0.7788	LR: 0.100000
Training Epoch: 14 [1024/45000]	Loss: 0.9968	LR: 0.100000
Training Epoch: 14 [1280/45000]	Loss: 0.9092	LR: 0.100000
Training Epoch: 14 [1536/45000]	Loss: 0.8907	LR: 0.100000
Training Epoch: 14 [1792/45000]	Loss: 0.8455	LR: 0.100000
Training Epoch: 14 [2048/45000]	Loss: 0.9248	LR: 0.100000
Training Epoch: 14 [2304/45000]	Loss: 0.8620	LR: 0.100000
Training Epoch: 14 [2560/45000]	Loss: 0.8888	LR: 0.100000
Training Epoch: 14 [2816/45000]	Loss: 0.9561	LR: 0.100000
Training Epoch: 14 [3072/45000]	Loss: 0.8734	LR: 0.100000
Training Epoch: 14 [3328/45000]	Loss: 0.9161	LR: 0.100000
Training Epoch: 14 [3584/45000]	Loss: 0.8870	LR: 0.100000
Training Epoch: 14 [3840/45000]	Loss: 0.8791	LR: 0.100000
Training Epoch: 14 [4096/45000]	Loss: 0.9990	LR: 0.100000
Training Epoch: 14 [4352/45000]	Loss: 0.9637	LR: 0.100000
Training Epoch: 14 [4608/45000]	Loss: 0.9418	LR: 0.100000
Training Epoch: 14 [4864/45000]	Loss: 0.9394	LR: 0.100000
Training Epoch: 14 [5120/45000]	Loss: 0.9358	LR: 0.100000
Training Epoch: 14 [5376/45000]	Loss: 0.7784	LR: 0.100000
Training Epoch: 14 [5632/45000]	Loss: 0.8599	LR: 0.100000
Training Epoch: 14 [5888/45000]	Loss: 0.9363	LR: 0.100000
Training Epoch: 14 [6144/45000]	Loss: 0.9758	LR: 0.100000
Training Epoch: 14 [6400/45000]	Loss: 0.9078	LR: 0.100000
Training Epoch: 14 [6656/45000]	Loss: 0.9381	LR: 0.100000
Training Epoch: 14 [6912/45000]	Loss: 0.8021	LR: 0.100000
Training Epoch: 14 [7168/45000]	Loss: 1.0250	LR: 0.100000
Training Epoch: 14 [7424/45000]	Loss: 0.8684	LR: 0.100000
Training Epoch: 14 [7680/45000]	Loss: 0.9035	LR: 0.100000
Training Epoch: 14 [7936/45000]	Loss: 0.9383	LR: 0.100000
Training Epoch: 14 [8192/45000]	Loss: 0.9985	LR: 0.100000
Training Epoch: 14 [8448/45000]	Loss: 0.7718	LR: 0.100000
Training Epoch: 14 [8704/45000]	Loss: 0.9527	LR: 0.100000
Training Epoch: 14 [8960/45000]	Loss: 0.8441	LR: 0.100000
Training Epoch: 14 [9216/45000]	Loss: 0.7275	LR: 0.100000
Training Epoch: 14 [9472/45000]	Loss: 0.8488	LR: 0.100000
Training Epoch: 14 [9728/45000]	Loss: 0.8731	LR: 0.100000
Training Epoch: 14 [9984/45000]	Loss: 0.8666	LR: 0.100000
Training Epoch: 14 [10240/45000]	Loss: 0.9404	LR: 0.100000
Training Epoch: 14 [10496/45000]	Loss: 0.9634	LR: 0.100000
Training Epoch: 14 [10752/45000]	Loss: 0.9898	LR: 0.100000
Training Epoch: 14 [11008/45000]	Loss: 0.9039	LR: 0.100000
Training Epoch: 14 [11264/45000]	Loss: 0.8470	LR: 0.100000
Training Epoch: 14 [11520/45000]	Loss: 0.9417	LR: 0.100000
Training Epoch: 14 [11776/45000]	Loss: 0.8313	LR: 0.100000
Training Epoch: 14 [12032/45000]	Loss: 0.9371	LR: 0.100000
Training Epoch: 14 [12288/45000]	Loss: 0.8087	LR: 0.100000
Training Epoch: 14 [12544/45000]	Loss: 1.0735	LR: 0.100000
Training Epoch: 14 [12800/45000]	Loss: 0.8422	LR: 0.100000
Training Epoch: 14 [13056/45000]	Loss: 0.9017	LR: 0.100000
Training Epoch: 14 [13312/45000]	Loss: 0.8718	LR: 0.100000
Training Epoch: 14 [13568/45000]	Loss: 0.8892	LR: 0.100000
Training Epoch: 14 [13824/45000]	Loss: 0.9473	LR: 0.100000
Training Epoch: 14 [14080/45000]	Loss: 1.0025	LR: 0.100000
Training Epoch: 14 [14336/45000]	Loss: 0.9219	LR: 0.100000
Training Epoch: 14 [14592/45000]	Loss: 0.9509	LR: 0.100000
Training Epoch: 14 [14848/45000]	Loss: 0.8493	LR: 0.100000
Training Epoch: 14 [15104/45000]	Loss: 0.7460	LR: 0.100000
Training Epoch: 14 [15360/45000]	Loss: 0.8024	LR: 0.100000
Training Epoch: 14 [15616/45000]	Loss: 0.8099	LR: 0.100000
Training Epoch: 14 [15872/45000]	Loss: 0.8562	LR: 0.100000
Training Epoch: 14 [16128/45000]	Loss: 0.8346	LR: 0.100000
Training Epoch: 14 [16384/45000]	Loss: 0.7711	LR: 0.100000
Training Epoch: 14 [16640/45000]	Loss: 1.0139	LR: 0.100000
Training Epoch: 14 [16896/45000]	Loss: 0.7447	LR: 0.100000
Training Epoch: 14 [17152/45000]	Loss: 0.9196	LR: 0.100000
Training Epoch: 14 [17408/45000]	Loss: 0.9400	LR: 0.100000
Training Epoch: 14 [17664/45000]	Loss: 1.0210	LR: 0.100000
Training Epoch: 14 [17920/45000]	Loss: 0.8141	LR: 0.100000
Training Epoch: 14 [18176/45000]	Loss: 0.8371	LR: 0.100000
Training Epoch: 14 [18432/45000]	Loss: 0.9756	LR: 0.100000
Training Epoch: 14 [18688/45000]	Loss: 0.9046	LR: 0.100000
Training Epoch: 14 [18944/45000]	Loss: 0.8807	LR: 0.100000
Training Epoch: 14 [19200/45000]	Loss: 0.9898	LR: 0.100000
Training Epoch: 14 [19456/45000]	Loss: 0.9893	LR: 0.100000
Training Epoch: 14 [19712/45000]	Loss: 0.9208	LR: 0.100000
Training Epoch: 14 [19968/45000]	Loss: 0.8822	LR: 0.100000
Training Epoch: 14 [20224/45000]	Loss: 0.9852	LR: 0.100000
Training Epoch: 14 [20480/45000]	Loss: 0.7871	LR: 0.100000
Training Epoch: 14 [20736/45000]	Loss: 0.8217	LR: 0.100000
Training Epoch: 14 [20992/45000]	Loss: 0.8539	LR: 0.100000
Training Epoch: 14 [21248/45000]	Loss: 0.8270	LR: 0.100000
Training Epoch: 14 [21504/45000]	Loss: 0.8321	LR: 0.100000
Training Epoch: 14 [21760/45000]	Loss: 0.9071	LR: 0.100000
Training Epoch: 14 [22016/45000]	Loss: 0.9409	LR: 0.100000
Training Epoch: 14 [22272/45000]	Loss: 1.0300	LR: 0.100000
Training Epoch: 14 [22528/45000]	Loss: 0.9575	LR: 0.100000
Training Epoch: 14 [22784/45000]	Loss: 0.9475	LR: 0.100000
Training Epoch: 14 [23040/45000]	Loss: 0.9345	LR: 0.100000
Training Epoch: 14 [23296/45000]	Loss: 0.9195	LR: 0.100000
Training Epoch: 14 [23552/45000]	Loss: 0.9360	LR: 0.100000
Training Epoch: 14 [23808/45000]	Loss: 0.9575	LR: 0.100000
Training Epoch: 14 [24064/45000]	Loss: 0.9186	LR: 0.100000
Training Epoch: 14 [24320/45000]	Loss: 0.9071	LR: 0.100000
Training Epoch: 14 [24576/45000]	Loss: 1.0144	LR: 0.100000
Training Epoch: 14 [24832/45000]	Loss: 0.8882	LR: 0.100000
Training Epoch: 14 [25088/45000]	Loss: 0.9388	LR: 0.100000
Training Epoch: 14 [25344/45000]	Loss: 0.9386	LR: 0.100000
Training Epoch: 14 [25600/45000]	Loss: 1.0694	LR: 0.100000
Training Epoch: 14 [25856/45000]	Loss: 0.9307	LR: 0.100000
Training Epoch: 14 [26112/45000]	Loss: 0.7994	LR: 0.100000
Training Epoch: 14 [26368/45000]	Loss: 0.9354	LR: 0.100000
Training Epoch: 14 [26624/45000]	Loss: 1.0001	LR: 0.100000
Training Epoch: 14 [26880/45000]	Loss: 0.9738	LR: 0.100000
Training Epoch: 14 [27136/45000]	Loss: 0.8775	LR: 0.100000
Training Epoch: 14 [27392/45000]	Loss: 0.9796	LR: 0.100000
Training Epoch: 14 [27648/45000]	Loss: 0.9894	LR: 0.100000
Training Epoch: 14 [27904/45000]	Loss: 0.7861	LR: 0.100000
Training Epoch: 14 [28160/45000]	Loss: 0.9536	LR: 0.100000
Training Epoch: 14 [28416/45000]	Loss: 0.9345	LR: 0.100000
Training Epoch: 14 [28672/45000]	Loss: 1.0386	LR: 0.100000
Training Epoch: 14 [28928/45000]	Loss: 0.9306	LR: 0.100000
Training Epoch: 14 [29184/45000]	Loss: 0.8991	LR: 0.100000
Training Epoch: 14 [29440/45000]	Loss: 0.9812	LR: 0.100000
Training Epoch: 14 [29696/45000]	Loss: 1.0452	LR: 0.100000
Training Epoch: 14 [29952/45000]	Loss: 0.8329	LR: 0.100000
Training Epoch: 14 [30208/45000]	Loss: 0.9197	LR: 0.100000
Training Epoch: 14 [30464/45000]	Loss: 0.9046	LR: 0.100000
Training Epoch: 14 [30720/45000]	Loss: 0.9398	LR: 0.100000
Training Epoch: 14 [30976/45000]	Loss: 0.8849	LR: 0.100000
Training Epoch: 14 [31232/45000]	Loss: 0.9657	LR: 0.100000
Training Epoch: 14 [31488/45000]	Loss: 0.9019	LR: 0.100000
Training Epoch: 14 [31744/45000]	Loss: 0.8963	LR: 0.100000
Training Epoch: 14 [32000/45000]	Loss: 1.0091	LR: 0.100000
Training Epoch: 14 [32256/45000]	Loss: 1.0082	LR: 0.100000
Training Epoch: 14 [32512/45000]	Loss: 0.9006	LR: 0.100000
Training Epoch: 14 [32768/45000]	Loss: 0.8282	LR: 0.100000
Training Epoch: 14 [33024/45000]	Loss: 0.8655	LR: 0.100000
Training Epoch: 14 [33280/45000]	Loss: 0.9084	LR: 0.100000
Training Epoch: 14 [33536/45000]	Loss: 0.7727	LR: 0.100000
Training Epoch: 14 [33792/45000]	Loss: 0.8692	LR: 0.100000
Training Epoch: 14 [34048/45000]	Loss: 0.9199	LR: 0.100000
Training Epoch: 14 [34304/45000]	Loss: 0.8876	LR: 0.100000
Training Epoch: 14 [34560/45000]	Loss: 0.8884	LR: 0.100000
Training Epoch: 14 [34816/45000]	Loss: 0.9475	LR: 0.100000
Training Epoch: 14 [35072/45000]	Loss: 1.0584	LR: 0.100000
Training Epoch: 14 [35328/45000]	Loss: 0.9564	LR: 0.100000
Training Epoch: 14 [35584/45000]	Loss: 0.8646	LR: 0.100000
Training Epoch: 14 [35840/45000]	Loss: 0.9790	LR: 0.100000
Training Epoch: 14 [36096/45000]	Loss: 0.9945	LR: 0.100000
Training Epoch: 14 [36352/45000]	Loss: 0.9709	LR: 0.100000
Training Epoch: 14 [36608/45000]	Loss: 1.0323	LR: 0.100000
Training Epoch: 14 [36864/45000]	Loss: 0.9298	LR: 0.100000
Training Epoch: 14 [37120/45000]	Loss: 0.9331	LR: 0.100000
Training Epoch: 14 [37376/45000]	Loss: 0.9082	LR: 0.100000
Training Epoch: 14 [37632/45000]	Loss: 0.8895	LR: 0.100000
Training Epoch: 14 [37888/45000]	Loss: 1.0008	LR: 0.100000
Training Epoch: 14 [38144/45000]	Loss: 0.9897	LR: 0.100000
Training Epoch: 14 [38400/45000]	Loss: 0.9982	LR: 0.100000
Training Epoch: 14 [38656/45000]	Loss: 0.9326	LR: 0.100000
Training Epoch: 14 [38912/45000]	Loss: 0.8874	LR: 0.100000
Training Epoch: 14 [39168/45000]	Loss: 0.8662	LR: 0.100000
Training Epoch: 14 [39424/45000]	Loss: 1.1089	LR: 0.100000
Training Epoch: 14 [39680/45000]	Loss: 0.9337	LR: 0.100000
Training Epoch: 14 [39936/45000]	Loss: 1.1464	LR: 0.100000
Training Epoch: 14 [40192/45000]	Loss: 0.8651	LR: 0.100000
Training Epoch: 14 [40448/45000]	Loss: 0.8202	LR: 0.100000
Training Epoch: 14 [40704/45000]	Loss: 0.8618	LR: 0.100000
Training Epoch: 14 [40960/45000]	Loss: 0.8889	LR: 0.100000
Training Epoch: 14 [41216/45000]	Loss: 1.0187	LR: 0.100000
Training Epoch: 14 [41472/45000]	Loss: 0.9749	LR: 0.100000
Training Epoch: 14 [41728/45000]	Loss: 0.7959	LR: 0.100000
Training Epoch: 14 [41984/45000]	Loss: 1.0926	LR: 0.100000
Training Epoch: 14 [42240/45000]	Loss: 0.9369	LR: 0.100000
Training Epoch: 14 [42496/45000]	Loss: 0.8796	LR: 0.100000
Training Epoch: 14 [42752/45000]	Loss: 0.9363	LR: 0.100000
Training Epoch: 14 [43008/45000]	Loss: 1.0120	LR: 0.100000
Training Epoch: 14 [43264/45000]	Loss: 0.8763	LR: 0.100000
Training Epoch: 14 [43520/45000]	Loss: 0.9842	LR: 0.100000
Training Epoch: 14 [43776/45000]	Loss: 0.7944	LR: 0.100000
Training Epoch: 14 [44032/45000]	Loss: 1.0461	LR: 0.100000
Training Epoch: 14 [44288/45000]	Loss: 0.9704	LR: 0.100000
Training Epoch: 14 [44544/45000]	Loss: 0.9683	LR: 0.100000
Training Epoch: 14 [44800/45000]	Loss: 0.8486	LR: 0.100000
Training Epoch: 14 [45000/45000]	Loss: 1.0280	LR: 0.100000
Epoch 14 - Average Train Loss: 0.9172, Train Accuracy: 0.7028
Epoch 14 training time consumed: 27.06s
Evaluating Network.....
Test set: Epoch: 14, Average loss: 0.0047, Accuracy: 0.6370, Time consumed:0.97s
Training Epoch: 15 [256/45000]	Loss: 0.8874	LR: 0.020000
Training Epoch: 15 [512/45000]	Loss: 0.8053	LR: 0.020000
Training Epoch: 15 [768/45000]	Loss: 0.7879	LR: 0.020000
Training Epoch: 15 [1024/45000]	Loss: 0.8307	LR: 0.020000
Training Epoch: 15 [1280/45000]	Loss: 0.8498	LR: 0.020000
Training Epoch: 15 [1536/45000]	Loss: 0.7806	LR: 0.020000
Training Epoch: 15 [1792/45000]	Loss: 0.8995	LR: 0.020000
Training Epoch: 15 [2048/45000]	Loss: 0.8222	LR: 0.020000
Training Epoch: 15 [2304/45000]	Loss: 0.7130	LR: 0.020000
Training Epoch: 15 [2560/45000]	Loss: 0.8289	LR: 0.020000
Training Epoch: 15 [2816/45000]	Loss: 0.8402	LR: 0.020000
Training Epoch: 15 [3072/45000]	Loss: 0.7871	LR: 0.020000
Training Epoch: 15 [3328/45000]	Loss: 0.7913	LR: 0.020000
Training Epoch: 15 [3584/45000]	Loss: 0.8037	LR: 0.020000
Training Epoch: 15 [3840/45000]	Loss: 0.8725	LR: 0.020000
Training Epoch: 15 [4096/45000]	Loss: 0.7192	LR: 0.020000
Training Epoch: 15 [4352/45000]	Loss: 0.8087	LR: 0.020000
Training Epoch: 15 [4608/45000]	Loss: 0.7719	LR: 0.020000
Training Epoch: 15 [4864/45000]	Loss: 0.7821	LR: 0.020000
Training Epoch: 15 [5120/45000]	Loss: 0.7980	LR: 0.020000
Training Epoch: 15 [5376/45000]	Loss: 0.8561	LR: 0.020000
Training Epoch: 15 [5632/45000]	Loss: 0.6643	LR: 0.020000
Training Epoch: 15 [5888/45000]	Loss: 0.6751	LR: 0.020000
Training Epoch: 15 [6144/45000]	Loss: 0.6687	LR: 0.020000
Training Epoch: 15 [6400/45000]	Loss: 0.6916	LR: 0.020000
Training Epoch: 15 [6656/45000]	Loss: 0.8502	LR: 0.020000
Training Epoch: 15 [6912/45000]	Loss: 0.6973	LR: 0.020000
Training Epoch: 15 [7168/45000]	Loss: 0.7102	LR: 0.020000
Training Epoch: 15 [7424/45000]	Loss: 0.7089	LR: 0.020000
Training Epoch: 15 [7680/45000]	Loss: 0.7024	LR: 0.020000
Training Epoch: 15 [7936/45000]	Loss: 0.6528	LR: 0.020000
Training Epoch: 15 [8192/45000]	Loss: 0.6916	LR: 0.020000
Training Epoch: 15 [8448/45000]	Loss: 0.6723	LR: 0.020000
Training Epoch: 15 [8704/45000]	Loss: 0.7410	LR: 0.020000
Training Epoch: 15 [8960/45000]	Loss: 0.8041	LR: 0.020000
Training Epoch: 15 [9216/45000]	Loss: 0.7003	LR: 0.020000
Training Epoch: 15 [9472/45000]	Loss: 0.6455	LR: 0.020000
Training Epoch: 15 [9728/45000]	Loss: 0.6888	LR: 0.020000
Training Epoch: 15 [9984/45000]	Loss: 0.7662	LR: 0.020000
Training Epoch: 15 [10240/45000]	Loss: 0.7703	LR: 0.020000
Training Epoch: 15 [10496/45000]	Loss: 0.7070	LR: 0.020000
Training Epoch: 15 [10752/45000]	Loss: 0.6931	LR: 0.020000
Training Epoch: 15 [11008/45000]	Loss: 0.6761	LR: 0.020000
Training Epoch: 15 [11264/45000]	Loss: 0.5993	LR: 0.020000
Training Epoch: 15 [11520/45000]	Loss: 0.6822	LR: 0.020000
Training Epoch: 15 [11776/45000]	Loss: 0.7062	LR: 0.020000
Training Epoch: 15 [12032/45000]	Loss: 0.7990	LR: 0.020000
Training Epoch: 15 [12288/45000]	Loss: 0.6754	LR: 0.020000
Training Epoch: 15 [12544/45000]	Loss: 0.6249	LR: 0.020000
Training Epoch: 15 [12800/45000]	Loss: 0.6746	LR: 0.020000
Training Epoch: 15 [13056/45000]	Loss: 0.7824	LR: 0.020000
Training Epoch: 15 [13312/45000]	Loss: 0.7106	LR: 0.020000
Training Epoch: 15 [13568/45000]	Loss: 0.7741	LR: 0.020000
Training Epoch: 15 [13824/45000]	Loss: 0.7986	LR: 0.020000
Training Epoch: 15 [14080/45000]	Loss: 0.7016	LR: 0.020000
Training Epoch: 15 [14336/45000]	Loss: 0.8199	LR: 0.020000
Training Epoch: 15 [14592/45000]	Loss: 0.7252	LR: 0.020000
Training Epoch: 15 [14848/45000]	Loss: 0.6283	LR: 0.020000
Training Epoch: 15 [15104/45000]	Loss: 0.6157	LR: 0.020000
Training Epoch: 15 [15360/45000]	Loss: 0.6074	LR: 0.020000
Training Epoch: 15 [15616/45000]	Loss: 0.6598	LR: 0.020000
Training Epoch: 15 [15872/45000]	Loss: 0.6185	LR: 0.020000
Training Epoch: 15 [16128/45000]	Loss: 0.6442	LR: 0.020000
Training Epoch: 15 [16384/45000]	Loss: 0.6202	LR: 0.020000
Training Epoch: 15 [16640/45000]	Loss: 0.6884	LR: 0.020000
Training Epoch: 15 [16896/45000]	Loss: 0.6896	LR: 0.020000
Training Epoch: 15 [17152/45000]	Loss: 0.6006	LR: 0.020000
Training Epoch: 15 [17408/45000]	Loss: 0.6133	LR: 0.020000
Training Epoch: 15 [17664/45000]	Loss: 0.7494	LR: 0.020000
Training Epoch: 15 [17920/45000]	Loss: 0.6610	LR: 0.020000
Training Epoch: 15 [18176/45000]	Loss: 0.8348	LR: 0.020000
Training Epoch: 15 [18432/45000]	Loss: 0.7298	LR: 0.020000
Training Epoch: 15 [18688/45000]	Loss: 0.7047	LR: 0.020000
Training Epoch: 15 [18944/45000]	Loss: 0.7289	LR: 0.020000
Training Epoch: 15 [19200/45000]	Loss: 0.5995	LR: 0.020000
Training Epoch: 15 [19456/45000]	Loss: 0.5974	LR: 0.020000
Training Epoch: 15 [19712/45000]	Loss: 0.6790	LR: 0.020000
Training Epoch: 15 [19968/45000]	Loss: 0.7607	LR: 0.020000
Training Epoch: 15 [20224/45000]	Loss: 0.6344	LR: 0.020000
Training Epoch: 15 [20480/45000]	Loss: 0.5454	LR: 0.020000
Training Epoch: 15 [20736/45000]	Loss: 0.7163	LR: 0.020000
Training Epoch: 15 [20992/45000]	Loss: 0.6109	LR: 0.020000
Training Epoch: 15 [21248/45000]	Loss: 0.6840	LR: 0.020000
Training Epoch: 15 [21504/45000]	Loss: 0.6205	LR: 0.020000
Training Epoch: 15 [21760/45000]	Loss: 0.5883	LR: 0.020000
Training Epoch: 15 [22016/45000]	Loss: 0.6151	LR: 0.020000
Training Epoch: 15 [22272/45000]	Loss: 0.6564	LR: 0.020000
Training Epoch: 15 [22528/45000]	Loss: 0.6981	LR: 0.020000
Training Epoch: 15 [22784/45000]	Loss: 0.6356	LR: 0.020000
Training Epoch: 15 [23040/45000]	Loss: 0.8025	LR: 0.020000
Training Epoch: 15 [23296/45000]	Loss: 0.6285	LR: 0.020000
Training Epoch: 15 [23552/45000]	Loss: 0.7327	LR: 0.020000
Training Epoch: 15 [23808/45000]	Loss: 0.5848	LR: 0.020000
Training Epoch: 15 [24064/45000]	Loss: 0.6181	LR: 0.020000
Training Epoch: 15 [24320/45000]	Loss: 0.6634	LR: 0.020000
Training Epoch: 15 [24576/45000]	Loss: 0.6983	LR: 0.020000
Training Epoch: 15 [24832/45000]	Loss: 0.5726	LR: 0.020000
Training Epoch: 15 [25088/45000]	Loss: 0.7897	LR: 0.020000
Training Epoch: 15 [25344/45000]	Loss: 0.6340	LR: 0.020000
Training Epoch: 15 [25600/45000]	Loss: 0.6378	LR: 0.020000
Training Epoch: 15 [25856/45000]	Loss: 0.7838	LR: 0.020000
Training Epoch: 15 [26112/45000]	Loss: 0.6045	LR: 0.020000
Training Epoch: 15 [26368/45000]	Loss: 0.6030	LR: 0.020000
Training Epoch: 15 [26624/45000]	Loss: 0.7434	LR: 0.020000
Training Epoch: 15 [26880/45000]	Loss: 0.6842	LR: 0.020000
Training Epoch: 15 [27136/45000]	Loss: 0.6590	LR: 0.020000
Training Epoch: 15 [27392/45000]	Loss: 0.7025	LR: 0.020000
Training Epoch: 15 [27648/45000]	Loss: 0.7128	LR: 0.020000
Training Epoch: 15 [27904/45000]	Loss: 0.5947	LR: 0.020000
Training Epoch: 15 [28160/45000]	Loss: 0.6389	LR: 0.020000
Training Epoch: 15 [28416/45000]	Loss: 0.6598	LR: 0.020000
Training Epoch: 15 [28672/45000]	Loss: 0.6475	LR: 0.020000
Training Epoch: 15 [28928/45000]	Loss: 0.5581	LR: 0.020000
Training Epoch: 15 [29184/45000]	Loss: 0.6179	LR: 0.020000
Training Epoch: 15 [29440/45000]	Loss: 0.7051	LR: 0.020000
Training Epoch: 15 [29696/45000]	Loss: 0.6511	LR: 0.020000
Training Epoch: 15 [29952/45000]	Loss: 0.5795	LR: 0.020000
Training Epoch: 15 [30208/45000]	Loss: 0.7070	LR: 0.020000
Training Epoch: 15 [30464/45000]	Loss: 0.7864	LR: 0.020000
Training Epoch: 15 [30720/45000]	Loss: 0.6732	LR: 0.020000
Training Epoch: 15 [30976/45000]	Loss: 0.6692	LR: 0.020000
Training Epoch: 15 [31232/45000]	Loss: 0.6356	LR: 0.020000
Training Epoch: 15 [31488/45000]	Loss: 0.5772	LR: 0.020000
Training Epoch: 15 [31744/45000]	Loss: 0.6162	LR: 0.020000
Training Epoch: 15 [32000/45000]	Loss: 0.7028	LR: 0.020000
Training Epoch: 15 [32256/45000]	Loss: 0.7221	LR: 0.020000
Training Epoch: 15 [32512/45000]	Loss: 0.5658	LR: 0.020000
Training Epoch: 15 [32768/45000]	Loss: 0.6538	LR: 0.020000
Training Epoch: 15 [33024/45000]	Loss: 0.6582	LR: 0.020000
Training Epoch: 15 [33280/45000]	Loss: 0.5629	LR: 0.020000
Training Epoch: 15 [33536/45000]	Loss: 0.6029	LR: 0.020000
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Training Epoch: 15 [44800/45000]	Loss: 0.5791	LR: 0.020000
Training Epoch: 15 [45000/45000]	Loss: 0.5754	LR: 0.020000
Epoch 15 - Average Train Loss: 0.6876, Train Accuracy: 0.7760
Epoch 15 training time consumed: 26.97s
Evaluating Network.....
Test set: Epoch: 15, Average loss: 0.0030, Accuracy: 0.7603, Time consumed:0.90s
Saving weights file to checkpoint/retrain/ResNet18/Sunday_13_July_2025_19h_49m_22s/ResNet18-Cifar20-seed8-ret100-15-best.pth
Training Epoch: 16 [256/45000]	Loss: 0.6852	LR: 0.020000
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Training Epoch: 16 [44800/45000]	Loss: 0.6382	LR: 0.020000
Training Epoch: 16 [45000/45000]	Loss: 0.6215	LR: 0.020000
Epoch 16 - Average Train Loss: 0.6015, Train Accuracy: 0.8027
Epoch 16 training time consumed: 27.00s
Evaluating Network.....
Test set: Epoch: 16, Average loss: 0.0030, Accuracy: 0.7605, Time consumed:0.92s
Saving weights file to checkpoint/retrain/ResNet18/Sunday_13_July_2025_19h_49m_22s/ResNet18-Cifar20-seed8-ret100-16-best.pth
Training Epoch: 17 [256/45000]	Loss: 0.6075	LR: 0.020000
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Training Epoch: 17 [768/45000]	Loss: 0.5773	LR: 0.020000
Training Epoch: 17 [1024/45000]	Loss: 0.5934	LR: 0.020000
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Training Epoch: 17 [1536/45000]	Loss: 0.4362	LR: 0.020000
Training Epoch: 17 [1792/45000]	Loss: 0.5819	LR: 0.020000
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Training Epoch: 17 [45000/45000]	Loss: 0.5491	LR: 0.020000
Epoch 17 - Average Train Loss: 0.5658, Train Accuracy: 0.8155
Epoch 17 training time consumed: 27.10s
Evaluating Network.....
Test set: Epoch: 17, Average loss: 0.0029, Accuracy: 0.7672, Time consumed:0.91s
Saving weights file to checkpoint/retrain/ResNet18/Sunday_13_July_2025_19h_49m_22s/ResNet18-Cifar20-seed8-ret100-17-best.pth
Training Epoch: 18 [256/45000]	Loss: 0.4940	LR: 0.020000
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Training Epoch: 18 [43264/45000]	Loss: 0.4560	LR: 0.020000
Training Epoch: 18 [43520/45000]	Loss: 0.4994	LR: 0.020000
Training Epoch: 18 [43776/45000]	Loss: 0.5194	LR: 0.020000
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Training Epoch: 18 [44288/45000]	Loss: 0.5921	LR: 0.020000
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Training Epoch: 18 [44800/45000]	Loss: 0.6214	LR: 0.020000
Training Epoch: 18 [45000/45000]	Loss: 0.5875	LR: 0.020000
Epoch 18 - Average Train Loss: 0.5348, Train Accuracy: 0.8245
Epoch 18 training time consumed: 27.07s
Evaluating Network.....
Test set: Epoch: 18, Average loss: 0.0030, Accuracy: 0.7676, Time consumed:0.92s
Saving weights file to checkpoint/retrain/ResNet18/Sunday_13_July_2025_19h_49m_22s/ResNet18-Cifar20-seed8-ret100-18-best.pth
Training Epoch: 19 [256/45000]	Loss: 0.4528	LR: 0.020000
Training Epoch: 19 [512/45000]	Loss: 0.5677	LR: 0.020000
Training Epoch: 19 [768/45000]	Loss: 0.5697	LR: 0.020000
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Training Epoch: 19 [43520/45000]	Loss: 0.4456	LR: 0.020000
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Training Epoch: 19 [44032/45000]	Loss: 0.4846	LR: 0.020000
Training Epoch: 19 [44288/45000]	Loss: 0.5311	LR: 0.020000
Training Epoch: 19 [44544/45000]	Loss: 0.5034	LR: 0.020000
Training Epoch: 19 [44800/45000]	Loss: 0.5838	LR: 0.020000
Training Epoch: 19 [45000/45000]	Loss: 0.5683	LR: 0.020000
Epoch 19 - Average Train Loss: 0.5090, Train Accuracy: 0.8311
Epoch 19 training time consumed: 27.11s
Evaluating Network.....
Test set: Epoch: 19, Average loss: 0.0029, Accuracy: 0.7692, Time consumed:0.94s
Saving weights file to checkpoint/retrain/ResNet18/Sunday_13_July_2025_19h_49m_22s/ResNet18-Cifar20-seed8-ret100-19-best.pth
Training Epoch: 20 [256/45000]	Loss: 0.4964	LR: 0.020000
Training Epoch: 20 [512/45000]	Loss: 0.5409	LR: 0.020000
Training Epoch: 20 [768/45000]	Loss: 0.4106	LR: 0.020000
Training Epoch: 20 [1024/45000]	Loss: 0.4457	LR: 0.020000
Training Epoch: 20 [1280/45000]	Loss: 0.5536	LR: 0.020000
Training Epoch: 20 [1536/45000]	Loss: 0.4702	LR: 0.020000
Training Epoch: 20 [1792/45000]	Loss: 0.4576	LR: 0.020000
Training Epoch: 20 [2048/45000]	Loss: 0.5214	LR: 0.020000
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Training Epoch: 20 [2560/45000]	Loss: 0.5117	LR: 0.020000
Training Epoch: 20 [2816/45000]	Loss: 0.3695	LR: 0.020000
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Training Epoch: 20 [25088/45000]	Loss: 0.4836	LR: 0.020000
Training Epoch: 20 [25344/45000]	Loss: 0.4862	LR: 0.020000
Training Epoch: 20 [25600/45000]	Loss: 0.4973	LR: 0.020000
Training Epoch: 20 [25856/45000]	Loss: 0.4991	LR: 0.020000
Training Epoch: 20 [26112/45000]	Loss: 0.4387	LR: 0.020000
Training Epoch: 20 [26368/45000]	Loss: 0.4515	LR: 0.020000
Training Epoch: 20 [26624/45000]	Loss: 0.5322	LR: 0.020000
Training Epoch: 20 [26880/45000]	Loss: 0.5126	LR: 0.020000
Training Epoch: 20 [27136/45000]	Loss: 0.4894	LR: 0.020000
Training Epoch: 20 [27392/45000]	Loss: 0.5460	LR: 0.020000
Training Epoch: 20 [27648/45000]	Loss: 0.5013	LR: 0.020000
Training Epoch: 20 [27904/45000]	Loss: 0.4923	LR: 0.020000
Training Epoch: 20 [28160/45000]	Loss: 0.4998	LR: 0.020000
Training Epoch: 20 [28416/45000]	Loss: 0.5315	LR: 0.020000
Training Epoch: 20 [28672/45000]	Loss: 0.5380	LR: 0.020000
Training Epoch: 20 [28928/45000]	Loss: 0.5042	LR: 0.020000
Training Epoch: 20 [29184/45000]	Loss: 0.6138	LR: 0.020000
Training Epoch: 20 [29440/45000]	Loss: 0.5216	LR: 0.020000
Training Epoch: 20 [29696/45000]	Loss: 0.5517	LR: 0.020000
Training Epoch: 20 [29952/45000]	Loss: 0.5458	LR: 0.020000
Training Epoch: 20 [30208/45000]	Loss: 0.4871	LR: 0.020000
Training Epoch: 20 [30464/45000]	Loss: 0.4864	LR: 0.020000
Training Epoch: 20 [30720/45000]	Loss: 0.4916	LR: 0.020000
Training Epoch: 20 [30976/45000]	Loss: 0.5131	LR: 0.020000
Training Epoch: 20 [31232/45000]	Loss: 0.4698	LR: 0.020000
Training Epoch: 20 [31488/45000]	Loss: 0.5559	LR: 0.020000
Training Epoch: 20 [31744/45000]	Loss: 0.4116	LR: 0.020000
Training Epoch: 20 [32000/45000]	Loss: 0.5279	LR: 0.020000
Training Epoch: 20 [32256/45000]	Loss: 0.5735	LR: 0.020000
Training Epoch: 20 [32512/45000]	Loss: 0.5429	LR: 0.020000
Training Epoch: 20 [32768/45000]	Loss: 0.5204	LR: 0.020000
Training Epoch: 20 [33024/45000]	Loss: 0.4919	LR: 0.020000
Training Epoch: 20 [33280/45000]	Loss: 0.4870	LR: 0.020000
Training Epoch: 20 [33536/45000]	Loss: 0.4429	LR: 0.020000
Training Epoch: 20 [33792/45000]	Loss: 0.5275	LR: 0.020000
Training Epoch: 20 [34048/45000]	Loss: 0.4967	LR: 0.020000
Training Epoch: 20 [34304/45000]	Loss: 0.5229	LR: 0.020000
Training Epoch: 20 [34560/45000]	Loss: 0.4350	LR: 0.020000
Training Epoch: 20 [34816/45000]	Loss: 0.4475	LR: 0.020000
Training Epoch: 20 [35072/45000]	Loss: 0.4381	LR: 0.020000
Training Epoch: 20 [35328/45000]	Loss: 0.5105	LR: 0.020000
Training Epoch: 20 [35584/45000]	Loss: 0.5395	LR: 0.020000
Training Epoch: 20 [35840/45000]	Loss: 0.5201	LR: 0.020000
Training Epoch: 20 [36096/45000]	Loss: 0.5952	LR: 0.020000
Training Epoch: 20 [36352/45000]	Loss: 0.3737	LR: 0.020000
Training Epoch: 20 [36608/45000]	Loss: 0.3950	LR: 0.020000
Training Epoch: 20 [36864/45000]	Loss: 0.4509	LR: 0.020000
Training Epoch: 20 [37120/45000]	Loss: 0.5396	LR: 0.020000
Training Epoch: 20 [37376/45000]	Loss: 0.5993	LR: 0.020000
Training Epoch: 20 [37632/45000]	Loss: 0.5003	LR: 0.020000
Training Epoch: 20 [37888/45000]	Loss: 0.3935	LR: 0.020000
Training Epoch: 20 [38144/45000]	Loss: 0.4811	LR: 0.020000
Training Epoch: 20 [38400/45000]	Loss: 0.4788	LR: 0.020000
Training Epoch: 20 [38656/45000]	Loss: 0.4831	LR: 0.020000
Training Epoch: 20 [38912/45000]	Loss: 0.4120	LR: 0.020000
Training Epoch: 20 [39168/45000]	Loss: 0.4703	LR: 0.020000
Training Epoch: 20 [39424/45000]	Loss: 0.4608	LR: 0.020000
Training Epoch: 20 [39680/45000]	Loss: 0.4874	LR: 0.020000
Training Epoch: 20 [39936/45000]	Loss: 0.5234	LR: 0.020000
Training Epoch: 20 [40192/45000]	Loss: 0.5081	LR: 0.020000
Training Epoch: 20 [40448/45000]	Loss: 0.5074	LR: 0.020000
Training Epoch: 20 [40704/45000]	Loss: 0.4388	LR: 0.020000
Training Epoch: 20 [40960/45000]	Loss: 0.4895	LR: 0.020000
Training Epoch: 20 [41216/45000]	Loss: 0.4587	LR: 0.020000
Training Epoch: 20 [41472/45000]	Loss: 0.5159	LR: 0.020000
Training Epoch: 20 [41728/45000]	Loss: 0.4499	LR: 0.020000
Training Epoch: 20 [41984/45000]	Loss: 0.5095	LR: 0.020000
Training Epoch: 20 [42240/45000]	Loss: 0.6201	LR: 0.020000
Training Epoch: 20 [42496/45000]	Loss: 0.5801	LR: 0.020000
Training Epoch: 20 [42752/45000]	Loss: 0.6145	LR: 0.020000
Training Epoch: 20 [43008/45000]	Loss: 0.5238	LR: 0.020000
Training Epoch: 20 [43264/45000]	Loss: 0.4105	LR: 0.020000
Training Epoch: 20 [43520/45000]	Loss: 0.4633	LR: 0.020000
Training Epoch: 20 [43776/45000]	Loss: 0.4289	LR: 0.020000
Training Epoch: 20 [44032/45000]	Loss: 0.5471	LR: 0.020000
Training Epoch: 20 [44288/45000]	Loss: 0.4788	LR: 0.020000
Training Epoch: 20 [44544/45000]	Loss: 0.4423	LR: 0.020000
Training Epoch: 20 [44800/45000]	Loss: 0.6010	LR: 0.020000
Training Epoch: 20 [45000/45000]	Loss: 0.4729	LR: 0.020000
Epoch 20 - Average Train Loss: 0.4862, Train Accuracy: 0.8388
Epoch 20 training time consumed: 27.54s
Evaluating Network.....
Test set: Epoch: 20, Average loss: 0.0030, Accuracy: 0.7691, Time consumed:0.93s
Training Epoch: 21 [256/45000]	Loss: 0.3792	LR: 0.020000
Training Epoch: 21 [512/45000]	Loss: 0.5526	LR: 0.020000
Training Epoch: 21 [768/45000]	Loss: 0.4953	LR: 0.020000
Training Epoch: 21 [1024/45000]	Loss: 0.4422	LR: 0.020000
Training Epoch: 21 [1280/45000]	Loss: 0.4977	LR: 0.020000
Training Epoch: 21 [1536/45000]	Loss: 0.3975	LR: 0.020000
Training Epoch: 21 [1792/45000]	Loss: 0.4268	LR: 0.020000
Training Epoch: 21 [2048/45000]	Loss: 0.4604	LR: 0.020000
Training Epoch: 21 [2304/45000]	Loss: 0.4842	LR: 0.020000
Training Epoch: 21 [2560/45000]	Loss: 0.3092	LR: 0.020000
Training Epoch: 21 [2816/45000]	Loss: 0.5111	LR: 0.020000
Training Epoch: 21 [3072/45000]	Loss: 0.4903	LR: 0.020000
Training Epoch: 21 [3328/45000]	Loss: 0.4287	LR: 0.020000
Training Epoch: 21 [3584/45000]	Loss: 0.4801	LR: 0.020000
Training Epoch: 21 [3840/45000]	Loss: 0.3350	LR: 0.020000
Training Epoch: 21 [4096/45000]	Loss: 0.3953	LR: 0.020000
Training Epoch: 21 [4352/45000]	Loss: 0.4188	LR: 0.020000
Training Epoch: 21 [4608/45000]	Loss: 0.3841	LR: 0.020000
Training Epoch: 21 [4864/45000]	Loss: 0.4621	LR: 0.020000
Training Epoch: 21 [5120/45000]	Loss: 0.4239	LR: 0.020000
Training Epoch: 21 [5376/45000]	Loss: 0.4586	LR: 0.020000
Training Epoch: 21 [5632/45000]	Loss: 0.3618	LR: 0.020000
Training Epoch: 21 [5888/45000]	Loss: 0.5046	LR: 0.020000
Training Epoch: 21 [6144/45000]	Loss: 0.4013	LR: 0.020000
Training Epoch: 21 [6400/45000]	Loss: 0.4888	LR: 0.020000
Training Epoch: 21 [6656/45000]	Loss: 0.4145	LR: 0.020000
Training Epoch: 21 [6912/45000]	Loss: 0.4573	LR: 0.020000
Training Epoch: 21 [7168/45000]	Loss: 0.4712	LR: 0.020000
Training Epoch: 21 [7424/45000]	Loss: 0.4187	LR: 0.020000
Training Epoch: 21 [7680/45000]	Loss: 0.4448	LR: 0.020000
Training Epoch: 21 [7936/45000]	Loss: 0.4701	LR: 0.020000
Training Epoch: 21 [8192/45000]	Loss: 0.4386	LR: 0.020000
Training Epoch: 21 [8448/45000]	Loss: 0.4442	LR: 0.020000
Training Epoch: 21 [8704/45000]	Loss: 0.3827	LR: 0.020000
Training Epoch: 21 [8960/45000]	Loss: 0.4060	LR: 0.020000
Training Epoch: 21 [9216/45000]	Loss: 0.5290	LR: 0.020000
Training Epoch: 21 [9472/45000]	Loss: 0.4312	LR: 0.020000
Training Epoch: 21 [9728/45000]	Loss: 0.5217	LR: 0.020000
Training Epoch: 21 [9984/45000]	Loss: 0.4649	LR: 0.020000
Training Epoch: 21 [10240/45000]	Loss: 0.4811	LR: 0.020000
Training Epoch: 21 [10496/45000]	Loss: 0.3714	LR: 0.020000
Training Epoch: 21 [10752/45000]	Loss: 0.6182	LR: 0.020000
Training Epoch: 21 [11008/45000]	Loss: 0.4926	LR: 0.020000
Training Epoch: 21 [11264/45000]	Loss: 0.4036	LR: 0.020000
Training Epoch: 21 [11520/45000]	Loss: 0.5281	LR: 0.020000
Training Epoch: 21 [11776/45000]	Loss: 0.5140	LR: 0.020000
Training Epoch: 21 [12032/45000]	Loss: 0.4410	LR: 0.020000
Training Epoch: 21 [12288/45000]	Loss: 0.4074	LR: 0.020000
Training Epoch: 21 [12544/45000]	Loss: 0.4607	LR: 0.020000
Training Epoch: 21 [12800/45000]	Loss: 0.4451	LR: 0.020000
Training Epoch: 21 [13056/45000]	Loss: 0.4667	LR: 0.020000
Training Epoch: 21 [13312/45000]	Loss: 0.5052	LR: 0.020000
Training Epoch: 21 [13568/45000]	Loss: 0.4197	LR: 0.020000
Training Epoch: 21 [13824/45000]	Loss: 0.4529	LR: 0.020000
Training Epoch: 21 [14080/45000]	Loss: 0.4020	LR: 0.020000
Training Epoch: 21 [14336/45000]	Loss: 0.4552	LR: 0.020000
Training Epoch: 21 [14592/45000]	Loss: 0.3837	LR: 0.020000
Training Epoch: 21 [14848/45000]	Loss: 0.4404	LR: 0.020000
Training Epoch: 21 [15104/45000]	Loss: 0.5302	LR: 0.020000
Training Epoch: 21 [15360/45000]	Loss: 0.4754	LR: 0.020000
Training Epoch: 21 [15616/45000]	Loss: 0.4587	LR: 0.020000
Training Epoch: 21 [15872/45000]	Loss: 0.4895	LR: 0.020000
Training Epoch: 21 [16128/45000]	Loss: 0.5185	LR: 0.020000
Training Epoch: 21 [16384/45000]	Loss: 0.4879	LR: 0.020000
Training Epoch: 21 [16640/45000]	Loss: 0.5345	LR: 0.020000
Training Epoch: 21 [16896/45000]	Loss: 0.4185	LR: 0.020000
Training Epoch: 21 [17152/45000]	Loss: 0.3843	LR: 0.020000
Training Epoch: 21 [17408/45000]	Loss: 0.5155	LR: 0.020000
Training Epoch: 21 [17664/45000]	Loss: 0.4887	LR: 0.020000
Training Epoch: 21 [17920/45000]	Loss: 0.4667	LR: 0.020000
Training Epoch: 21 [18176/45000]	Loss: 0.4464	LR: 0.020000
Training Epoch: 21 [18432/45000]	Loss: 0.3850	LR: 0.020000
Training Epoch: 21 [18688/45000]	Loss: 0.4419	LR: 0.020000
Training Epoch: 21 [18944/45000]	Loss: 0.4911	LR: 0.020000
Training Epoch: 21 [19200/45000]	Loss: 0.5081	LR: 0.020000
Training Epoch: 21 [19456/45000]	Loss: 0.4837	LR: 0.020000
Training Epoch: 21 [19712/45000]	Loss: 0.4905	LR: 0.020000
Training Epoch: 21 [19968/45000]	Loss: 0.4922	LR: 0.020000
Training Epoch: 21 [20224/45000]	Loss: 0.5335	LR: 0.020000
Training Epoch: 21 [20480/45000]	Loss: 0.4602	LR: 0.020000
Training Epoch: 21 [20736/45000]	Loss: 0.5896	LR: 0.020000
Training Epoch: 21 [20992/45000]	Loss: 0.4477	LR: 0.020000
Training Epoch: 21 [21248/45000]	Loss: 0.5406	LR: 0.020000
Training Epoch: 21 [21504/45000]	Loss: 0.4703	LR: 0.020000
Training Epoch: 21 [21760/45000]	Loss: 0.5358	LR: 0.020000
Training Epoch: 21 [22016/45000]	Loss: 0.4686	LR: 0.020000
Training Epoch: 21 [22272/45000]	Loss: 0.4929	LR: 0.020000
Training Epoch: 21 [22528/45000]	Loss: 0.4808	LR: 0.020000
Training Epoch: 21 [22784/45000]	Loss: 0.4805	LR: 0.020000
Training Epoch: 21 [23040/45000]	Loss: 0.5080	LR: 0.020000
Training Epoch: 21 [23296/45000]	Loss: 0.4637	LR: 0.020000
Training Epoch: 21 [23552/45000]	Loss: 0.4611	LR: 0.020000
Training Epoch: 21 [23808/45000]	Loss: 0.5058	LR: 0.020000
Training Epoch: 21 [24064/45000]	Loss: 0.5389	LR: 0.020000
Training Epoch: 21 [24320/45000]	Loss: 0.4897	LR: 0.020000
Training Epoch: 21 [24576/45000]	Loss: 0.3993	LR: 0.020000
Training Epoch: 21 [24832/45000]	Loss: 0.5524	LR: 0.020000
Training Epoch: 21 [25088/45000]	Loss: 0.5623	LR: 0.020000
Training Epoch: 21 [25344/45000]	Loss: 0.3722	LR: 0.020000
Training Epoch: 21 [25600/45000]	Loss: 0.4093	LR: 0.020000
Training Epoch: 21 [25856/45000]	Loss: 0.3880	LR: 0.020000
Training Epoch: 21 [26112/45000]	Loss: 0.3377	LR: 0.020000
Training Epoch: 21 [26368/45000]	Loss: 0.4847	LR: 0.020000
Training Epoch: 21 [26624/45000]	Loss: 0.4813	LR: 0.020000
Training Epoch: 21 [26880/45000]	Loss: 0.5074	LR: 0.020000
Training Epoch: 21 [27136/45000]	Loss: 0.4382	LR: 0.020000
Training Epoch: 21 [27392/45000]	Loss: 0.5546	LR: 0.020000
Training Epoch: 21 [27648/45000]	Loss: 0.4065	LR: 0.020000
Training Epoch: 21 [27904/45000]	Loss: 0.4091	LR: 0.020000
Training Epoch: 21 [28160/45000]	Loss: 0.4988	LR: 0.020000
Training Epoch: 21 [28416/45000]	Loss: 0.4369	LR: 0.020000
Training Epoch: 21 [28672/45000]	Loss: 0.4829	LR: 0.020000
Training Epoch: 21 [28928/45000]	Loss: 0.4674	LR: 0.020000
Training Epoch: 21 [29184/45000]	Loss: 0.3786	LR: 0.020000
Training Epoch: 21 [29440/45000]	Loss: 0.4840	LR: 0.020000
Training Epoch: 21 [29696/45000]	Loss: 0.4297	LR: 0.020000
Training Epoch: 21 [29952/45000]	Loss: 0.4518	LR: 0.020000
Training Epoch: 21 [30208/45000]	Loss: 0.4711	LR: 0.020000
Training Epoch: 21 [30464/45000]	Loss: 0.4556	LR: 0.020000
Training Epoch: 21 [30720/45000]	Loss: 0.5007	LR: 0.020000
Training Epoch: 21 [30976/45000]	Loss: 0.4317	LR: 0.020000
Training Epoch: 21 [31232/45000]	Loss: 0.4876	LR: 0.020000
Training Epoch: 21 [31488/45000]	Loss: 0.3739	LR: 0.020000
Training Epoch: 21 [31744/45000]	Loss: 0.4612	LR: 0.020000
Training Epoch: 21 [32000/45000]	Loss: 0.4562	LR: 0.020000
Training Epoch: 21 [32256/45000]	Loss: 0.5713	LR: 0.020000
Training Epoch: 21 [32512/45000]	Loss: 0.4612	LR: 0.020000
Training Epoch: 21 [32768/45000]	Loss: 0.4408	LR: 0.020000
Training Epoch: 21 [33024/45000]	Loss: 0.4519	LR: 0.020000
Training Epoch: 21 [33280/45000]	Loss: 0.4268	LR: 0.020000
Training Epoch: 21 [33536/45000]	Loss: 0.5177	LR: 0.020000
Training Epoch: 21 [33792/45000]	Loss: 0.4844	LR: 0.020000
Training Epoch: 21 [34048/45000]	Loss: 0.4339	LR: 0.020000
Training Epoch: 21 [34304/45000]	Loss: 0.4829	LR: 0.020000
Training Epoch: 21 [34560/45000]	Loss: 0.5400	LR: 0.020000
Training Epoch: 21 [34816/45000]	Loss: 0.4250	LR: 0.020000
Training Epoch: 21 [35072/45000]	Loss: 0.5128	LR: 0.020000
Training Epoch: 21 [35328/45000]	Loss: 0.4530	LR: 0.020000
Training Epoch: 21 [35584/45000]	Loss: 0.3742	LR: 0.020000
Training Epoch: 21 [35840/45000]	Loss: 0.4894	LR: 0.020000
Training Epoch: 21 [36096/45000]	Loss: 0.4957	LR: 0.020000
Training Epoch: 21 [36352/45000]	Loss: 0.5755	LR: 0.020000
Training Epoch: 21 [36608/45000]	Loss: 0.5513	LR: 0.020000
Training Epoch: 21 [36864/45000]	Loss: 0.5883	LR: 0.020000
Training Epoch: 21 [37120/45000]	Loss: 0.4930	LR: 0.020000
Training Epoch: 21 [37376/45000]	Loss: 0.4548	LR: 0.020000
Training Epoch: 21 [37632/45000]	Loss: 0.4504	LR: 0.020000
Training Epoch: 21 [37888/45000]	Loss: 0.5278	LR: 0.020000
Training Epoch: 21 [38144/45000]	Loss: 0.4649	LR: 0.020000
Training Epoch: 21 [38400/45000]	Loss: 0.4237	LR: 0.020000
Training Epoch: 21 [38656/45000]	Loss: 0.5125	LR: 0.020000
Training Epoch: 21 [38912/45000]	Loss: 0.4108	LR: 0.020000
Training Epoch: 21 [39168/45000]	Loss: 0.5375	LR: 0.020000
Training Epoch: 21 [39424/45000]	Loss: 0.4148	LR: 0.020000
Training Epoch: 21 [39680/45000]	Loss: 0.5275	LR: 0.020000
Training Epoch: 21 [39936/45000]	Loss: 0.5407	LR: 0.020000
Training Epoch: 21 [40192/45000]	Loss: 0.4791	LR: 0.020000
Training Epoch: 21 [40448/45000]	Loss: 0.3919	LR: 0.020000
Training Epoch: 21 [40704/45000]	Loss: 0.4688	LR: 0.020000
Training Epoch: 21 [40960/45000]	Loss: 0.5379	LR: 0.020000
Training Epoch: 21 [41216/45000]	Loss: 0.5048	LR: 0.020000
Training Epoch: 21 [41472/45000]	Loss: 0.4505	LR: 0.020000
Training Epoch: 21 [41728/45000]	Loss: 0.5672	LR: 0.020000
Training Epoch: 21 [41984/45000]	Loss: 0.4414	LR: 0.020000
Training Epoch: 21 [42240/45000]	Loss: 0.4394	LR: 0.020000
Training Epoch: 21 [42496/45000]	Loss: 0.4387	LR: 0.020000
Training Epoch: 21 [42752/45000]	Loss: 0.4878	LR: 0.020000
Training Epoch: 21 [43008/45000]	Loss: 0.4107	LR: 0.020000
Training Epoch: 21 [43264/45000]	Loss: 0.5695	LR: 0.020000
Training Epoch: 21 [43520/45000]	Loss: 0.4218	LR: 0.020000
Training Epoch: 21 [43776/45000]	Loss: 0.4537	LR: 0.020000
Training Epoch: 21 [44032/45000]	Loss: 0.4606	LR: 0.020000
Training Epoch: 21 [44288/45000]	Loss: 0.4222	LR: 0.020000
Training Epoch: 21 [44544/45000]	Loss: 0.3817	LR: 0.020000
Training Epoch: 21 [44800/45000]	Loss: 0.4904	LR: 0.020000
Training Epoch: 21 [45000/45000]	Loss: 0.3367	LR: 0.020000
Epoch 21 - Average Train Loss: 0.4644, Train Accuracy: 0.8458
Epoch 21 training time consumed: 26.94s
Evaluating Network.....
Test set: Epoch: 21, Average loss: 0.0031, Accuracy: 0.7657, Time consumed:0.92s
Training Epoch: 22 [256/45000]	Loss: 0.3870	LR: 0.020000
Training Epoch: 22 [512/45000]	Loss: 0.4598	LR: 0.020000
Training Epoch: 22 [768/45000]	Loss: 0.5047	LR: 0.020000
Training Epoch: 22 [1024/45000]	Loss: 0.3495	LR: 0.020000
Training Epoch: 22 [1280/45000]	Loss: 0.4407	LR: 0.020000
Training Epoch: 22 [1536/45000]	Loss: 0.4656	LR: 0.020000
Training Epoch: 22 [1792/45000]	Loss: 0.4914	LR: 0.020000
Training Epoch: 22 [2048/45000]	Loss: 0.4304	LR: 0.020000
Training Epoch: 22 [2304/45000]	Loss: 0.3178	LR: 0.020000
Training Epoch: 22 [2560/45000]	Loss: 0.4684	LR: 0.020000
Training Epoch: 22 [2816/45000]	Loss: 0.4296	LR: 0.020000
Training Epoch: 22 [3072/45000]	Loss: 0.4217	LR: 0.020000
Training Epoch: 22 [3328/45000]	Loss: 0.5337	LR: 0.020000
Training Epoch: 22 [3584/45000]	Loss: 0.3899	LR: 0.020000
Training Epoch: 22 [3840/45000]	Loss: 0.4404	LR: 0.020000
Training Epoch: 22 [4096/45000]	Loss: 0.3279	LR: 0.020000
Training Epoch: 22 [4352/45000]	Loss: 0.3620	LR: 0.020000
Training Epoch: 22 [4608/45000]	Loss: 0.3551	LR: 0.020000
Training Epoch: 22 [4864/45000]	Loss: 0.3671	LR: 0.020000
Training Epoch: 22 [5120/45000]	Loss: 0.3771	LR: 0.020000
Training Epoch: 22 [5376/45000]	Loss: 0.4161	LR: 0.020000
Training Epoch: 22 [5632/45000]	Loss: 0.4740	LR: 0.020000
Training Epoch: 22 [5888/45000]	Loss: 0.3945	LR: 0.020000
Training Epoch: 22 [6144/45000]	Loss: 0.3689	LR: 0.020000
Training Epoch: 22 [6400/45000]	Loss: 0.3955	LR: 0.020000
Training Epoch: 22 [6656/45000]	Loss: 0.3790	LR: 0.020000
Training Epoch: 22 [6912/45000]	Loss: 0.3866	LR: 0.020000
Training Epoch: 22 [7168/45000]	Loss: 0.4138	LR: 0.020000
Training Epoch: 22 [7424/45000]	Loss: 0.3838	LR: 0.020000
Training Epoch: 22 [7680/45000]	Loss: 0.3982	LR: 0.020000
Training Epoch: 22 [7936/45000]	Loss: 0.4554	LR: 0.020000
Training Epoch: 22 [8192/45000]	Loss: 0.4224	LR: 0.020000
Training Epoch: 22 [8448/45000]	Loss: 0.4640	LR: 0.020000
Training Epoch: 22 [8704/45000]	Loss: 0.4155	LR: 0.020000
Training Epoch: 22 [8960/45000]	Loss: 0.4236	LR: 0.020000
Training Epoch: 22 [9216/45000]	Loss: 0.3840	LR: 0.020000
Training Epoch: 22 [9472/45000]	Loss: 0.4732	LR: 0.020000
Training Epoch: 22 [9728/45000]	Loss: 0.4167	LR: 0.020000
Training Epoch: 22 [9984/45000]	Loss: 0.3453	LR: 0.020000
Training Epoch: 22 [10240/45000]	Loss: 0.3619	LR: 0.020000
Training Epoch: 22 [10496/45000]	Loss: 0.4419	LR: 0.020000
Training Epoch: 22 [10752/45000]	Loss: 0.3846	LR: 0.020000
Training Epoch: 22 [11008/45000]	Loss: 0.4003	LR: 0.020000
Training Epoch: 22 [11264/45000]	Loss: 0.5469	LR: 0.020000
Training Epoch: 22 [11520/45000]	Loss: 0.5344	LR: 0.020000
Training Epoch: 22 [11776/45000]	Loss: 0.4528	LR: 0.020000
Training Epoch: 22 [12032/45000]	Loss: 0.4629	LR: 0.020000
Training Epoch: 22 [12288/45000]	Loss: 0.4010	LR: 0.020000
Training Epoch: 22 [12544/45000]	Loss: 0.5019	LR: 0.020000
Training Epoch: 22 [12800/45000]	Loss: 0.4848	LR: 0.020000
Training Epoch: 22 [13056/45000]	Loss: 0.4353	LR: 0.020000
Training Epoch: 22 [13312/45000]	Loss: 0.4544	LR: 0.020000
Training Epoch: 22 [13568/45000]	Loss: 0.3898	LR: 0.020000
Training Epoch: 22 [13824/45000]	Loss: 0.4448	LR: 0.020000
Training Epoch: 22 [14080/45000]	Loss: 0.4334	LR: 0.020000
Training Epoch: 22 [14336/45000]	Loss: 0.4533	LR: 0.020000
Training Epoch: 22 [14592/45000]	Loss: 0.3750	LR: 0.020000
Training Epoch: 22 [14848/45000]	Loss: 0.4264	LR: 0.020000
Training Epoch: 22 [15104/45000]	Loss: 0.5165	LR: 0.020000
Training Epoch: 22 [15360/45000]	Loss: 0.4944	LR: 0.020000
Training Epoch: 22 [15616/45000]	Loss: 0.4373	LR: 0.020000
Training Epoch: 22 [15872/45000]	Loss: 0.4344	LR: 0.020000
Training Epoch: 22 [16128/45000]	Loss: 0.4646	LR: 0.020000
Training Epoch: 22 [16384/45000]	Loss: 0.4508	LR: 0.020000
Training Epoch: 22 [16640/45000]	Loss: 0.4946	LR: 0.020000
Training Epoch: 22 [16896/45000]	Loss: 0.4853	LR: 0.020000
Training Epoch: 22 [17152/45000]	Loss: 0.4922	LR: 0.020000
Training Epoch: 22 [17408/45000]	Loss: 0.3837	LR: 0.020000
Training Epoch: 22 [17664/45000]	Loss: 0.4754	LR: 0.020000
Training Epoch: 22 [17920/45000]	Loss: 0.4357	LR: 0.020000
Training Epoch: 22 [18176/45000]	Loss: 0.4021	LR: 0.020000
Training Epoch: 22 [18432/45000]	Loss: 0.4936	LR: 0.020000
Training Epoch: 22 [18688/45000]	Loss: 0.3528	LR: 0.020000
Training Epoch: 22 [18944/45000]	Loss: 0.5152	LR: 0.020000
Training Epoch: 22 [19200/45000]	Loss: 0.5441	LR: 0.020000
Training Epoch: 22 [19456/45000]	Loss: 0.4035	LR: 0.020000
Training Epoch: 22 [19712/45000]	Loss: 0.4511	LR: 0.020000
Training Epoch: 22 [19968/45000]	Loss: 0.4402	LR: 0.020000
Training Epoch: 22 [20224/45000]	Loss: 0.4781	LR: 0.020000
Training Epoch: 22 [20480/45000]	Loss: 0.4728	LR: 0.020000
Training Epoch: 22 [20736/45000]	Loss: 0.3649	LR: 0.020000
Training Epoch: 22 [20992/45000]	Loss: 0.3756	LR: 0.020000
Training Epoch: 22 [21248/45000]	Loss: 0.4704	LR: 0.020000
Training Epoch: 22 [21504/45000]	Loss: 0.4564	LR: 0.020000
Training Epoch: 22 [21760/45000]	Loss: 0.4951	LR: 0.020000
Training Epoch: 22 [22016/45000]	Loss: 0.6441	LR: 0.020000
Training Epoch: 22 [22272/45000]	Loss: 0.3350	LR: 0.020000
Training Epoch: 22 [22528/45000]	Loss: 0.5417	LR: 0.020000
Training Epoch: 22 [22784/45000]	Loss: 0.4404	LR: 0.020000
Training Epoch: 22 [23040/45000]	Loss: 0.5213	LR: 0.020000
Training Epoch: 22 [23296/45000]	Loss: 0.4667	LR: 0.020000
Training Epoch: 22 [23552/45000]	Loss: 0.5737	LR: 0.020000
Training Epoch: 22 [23808/45000]	Loss: 0.4360	LR: 0.020000
Training Epoch: 22 [24064/45000]	Loss: 0.4816	LR: 0.020000
Training Epoch: 22 [24320/45000]	Loss: 0.4312	LR: 0.020000
Training Epoch: 22 [24576/45000]	Loss: 0.3301	LR: 0.020000
Training Epoch: 22 [24832/45000]	Loss: 0.4338	LR: 0.020000
Training Epoch: 22 [25088/45000]	Loss: 0.4930	LR: 0.020000
Training Epoch: 22 [25344/45000]	Loss: 0.3856	LR: 0.020000
Training Epoch: 22 [25600/45000]	Loss: 0.4741	LR: 0.020000
Training Epoch: 22 [25856/45000]	Loss: 0.5186	LR: 0.020000
Training Epoch: 22 [26112/45000]	Loss: 0.6213	LR: 0.020000
Training Epoch: 22 [26368/45000]	Loss: 0.5289	LR: 0.020000
Training Epoch: 22 [26624/45000]	Loss: 0.5387	LR: 0.020000
Training Epoch: 22 [26880/45000]	Loss: 0.4344	LR: 0.020000
Training Epoch: 22 [27136/45000]	Loss: 0.4914	LR: 0.020000
Training Epoch: 22 [27392/45000]	Loss: 0.3617	LR: 0.020000
Training Epoch: 22 [27648/45000]	Loss: 0.4996	LR: 0.020000
Training Epoch: 22 [27904/45000]	Loss: 0.3807	LR: 0.020000
Training Epoch: 22 [28160/45000]	Loss: 0.4750	LR: 0.020000
Training Epoch: 22 [28416/45000]	Loss: 0.4528	LR: 0.020000
Training Epoch: 22 [28672/45000]	Loss: 0.4410	LR: 0.020000
Training Epoch: 22 [28928/45000]	Loss: 0.5027	LR: 0.020000
Training Epoch: 22 [29184/45000]	Loss: 0.4239	LR: 0.020000
Training Epoch: 22 [29440/45000]	Loss: 0.4021	LR: 0.020000
Training Epoch: 22 [29696/45000]	Loss: 0.4712	LR: 0.020000
Training Epoch: 22 [29952/45000]	Loss: 0.3870	LR: 0.020000
Training Epoch: 22 [30208/45000]	Loss: 0.3831	LR: 0.020000
Training Epoch: 22 [30464/45000]	Loss: 0.4652	LR: 0.020000
Training Epoch: 22 [30720/45000]	Loss: 0.4979	LR: 0.020000
Training Epoch: 22 [30976/45000]	Loss: 0.4737	LR: 0.020000
Training Epoch: 22 [31232/45000]	Loss: 0.4745	LR: 0.020000
Training Epoch: 22 [31488/45000]	Loss: 0.4963	LR: 0.020000
Training Epoch: 22 [31744/45000]	Loss: 0.4814	LR: 0.020000
Training Epoch: 22 [32000/45000]	Loss: 0.4452	LR: 0.020000
Training Epoch: 22 [32256/45000]	Loss: 0.5043	LR: 0.020000
Training Epoch: 22 [32512/45000]	Loss: 0.5332	LR: 0.020000
Training Epoch: 22 [32768/45000]	Loss: 0.5008	LR: 0.020000
Training Epoch: 22 [33024/45000]	Loss: 0.4274	LR: 0.020000
Training Epoch: 22 [33280/45000]	Loss: 0.4444	LR: 0.020000
Training Epoch: 22 [33536/45000]	Loss: 0.4340	LR: 0.020000
Training Epoch: 22 [33792/45000]	Loss: 0.4088	LR: 0.020000
Training Epoch: 22 [34048/45000]	Loss: 0.5158	LR: 0.020000
Training Epoch: 22 [34304/45000]	Loss: 0.5630	LR: 0.020000
Training Epoch: 22 [34560/45000]	Loss: 0.4225	LR: 0.020000
Training Epoch: 22 [34816/45000]	Loss: 0.3470	LR: 0.020000
Training Epoch: 22 [35072/45000]	Loss: 0.4935	LR: 0.020000
Training Epoch: 22 [35328/45000]	Loss: 0.3733	LR: 0.020000
Training Epoch: 22 [35584/45000]	Loss: 0.4364	LR: 0.020000
Training Epoch: 22 [35840/45000]	Loss: 0.4633	LR: 0.020000
Training Epoch: 22 [36096/45000]	Loss: 0.4577	LR: 0.020000
Training Epoch: 22 [36352/45000]	Loss: 0.5038	LR: 0.020000
Training Epoch: 22 [36608/45000]	Loss: 0.5089	LR: 0.020000
Training Epoch: 22 [36864/45000]	Loss: 0.4252	LR: 0.020000
Training Epoch: 22 [37120/45000]	Loss: 0.5157	LR: 0.020000
Training Epoch: 22 [37376/45000]	Loss: 0.5744	LR: 0.020000
Training Epoch: 22 [37632/45000]	Loss: 0.4467	LR: 0.020000
Training Epoch: 22 [37888/45000]	Loss: 0.4846	LR: 0.020000
Training Epoch: 22 [38144/45000]	Loss: 0.4766	LR: 0.020000
Training Epoch: 22 [38400/45000]	Loss: 0.5278	LR: 0.020000
Training Epoch: 22 [38656/45000]	Loss: 0.5490	LR: 0.020000
Training Epoch: 22 [38912/45000]	Loss: 0.4165	LR: 0.020000
Training Epoch: 22 [39168/45000]	Loss: 0.4583	LR: 0.020000
Training Epoch: 22 [39424/45000]	Loss: 0.4164	LR: 0.020000
Training Epoch: 22 [39680/45000]	Loss: 0.5415	LR: 0.020000
Training Epoch: 22 [39936/45000]	Loss: 0.4176	LR: 0.020000
Training Epoch: 22 [40192/45000]	Loss: 0.4840	LR: 0.020000
Training Epoch: 22 [40448/45000]	Loss: 0.5026	LR: 0.020000
Training Epoch: 22 [40704/45000]	Loss: 0.4161	LR: 0.020000
Training Epoch: 22 [40960/45000]	Loss: 0.4553	LR: 0.020000
Training Epoch: 22 [41216/45000]	Loss: 0.5758	LR: 0.020000
Training Epoch: 22 [41472/45000]	Loss: 0.4901	LR: 0.020000
Training Epoch: 22 [41728/45000]	Loss: 0.4342	LR: 0.020000
Training Epoch: 22 [41984/45000]	Loss: 0.5082	LR: 0.020000
Training Epoch: 22 [42240/45000]	Loss: 0.4161	LR: 0.020000
Training Epoch: 22 [42496/45000]	Loss: 0.4025	LR: 0.020000
Training Epoch: 22 [42752/45000]	Loss: 0.4555	LR: 0.020000
Training Epoch: 22 [43008/45000]	Loss: 0.5069	LR: 0.020000
Training Epoch: 22 [43264/45000]	Loss: 0.5298	LR: 0.020000
Training Epoch: 22 [43520/45000]	Loss: 0.4045	LR: 0.020000
Training Epoch: 22 [43776/45000]	Loss: 0.3944	LR: 0.020000
Training Epoch: 22 [44032/45000]	Loss: 0.4887	LR: 0.020000
Training Epoch: 22 [44288/45000]	Loss: 0.4993	LR: 0.020000
Training Epoch: 22 [44544/45000]	Loss: 0.4395	LR: 0.020000
Training Epoch: 22 [44800/45000]	Loss: 0.4807	LR: 0.020000
Training Epoch: 22 [45000/45000]	Loss: 0.4459	LR: 0.020000
Epoch 22 - Average Train Loss: 0.4509, Train Accuracy: 0.8501
Epoch 22 training time consumed: 27.04s
Evaluating Network.....
Test set: Epoch: 22, Average loss: 0.0031, Accuracy: 0.7654, Time consumed:0.94s
Training Epoch: 23 [256/45000]	Loss: 0.4043	LR: 0.020000
Training Epoch: 23 [512/45000]	Loss: 0.4014	LR: 0.020000
Training Epoch: 23 [768/45000]	Loss: 0.3600	LR: 0.020000
Training Epoch: 23 [1024/45000]	Loss: 0.3402	LR: 0.020000
Training Epoch: 23 [1280/45000]	Loss: 0.4249	LR: 0.020000
Training Epoch: 23 [1536/45000]	Loss: 0.4573	LR: 0.020000
Training Epoch: 23 [1792/45000]	Loss: 0.3845	LR: 0.020000
Training Epoch: 23 [2048/45000]	Loss: 0.5403	LR: 0.020000
Training Epoch: 23 [2304/45000]	Loss: 0.3582	LR: 0.020000
Training Epoch: 23 [2560/45000]	Loss: 0.4717	LR: 0.020000
Training Epoch: 23 [2816/45000]	Loss: 0.4614	LR: 0.020000
Training Epoch: 23 [3072/45000]	Loss: 0.3527	LR: 0.020000
Training Epoch: 23 [3328/45000]	Loss: 0.3421	LR: 0.020000
Training Epoch: 23 [3584/45000]	Loss: 0.4199	LR: 0.020000
Training Epoch: 23 [3840/45000]	Loss: 0.3983	LR: 0.020000
Training Epoch: 23 [4096/45000]	Loss: 0.4350	LR: 0.020000
Training Epoch: 23 [4352/45000]	Loss: 0.4160	LR: 0.020000
Training Epoch: 23 [4608/45000]	Loss: 0.4359	LR: 0.020000
Training Epoch: 23 [4864/45000]	Loss: 0.3742	LR: 0.020000
Training Epoch: 23 [5120/45000]	Loss: 0.4664	LR: 0.020000
Training Epoch: 23 [5376/45000]	Loss: 0.4077	LR: 0.020000
Training Epoch: 23 [5632/45000]	Loss: 0.4082	LR: 0.020000
Training Epoch: 23 [5888/45000]	Loss: 0.2792	LR: 0.020000
Training Epoch: 23 [6144/45000]	Loss: 0.3850	LR: 0.020000
Training Epoch: 23 [6400/45000]	Loss: 0.3901	LR: 0.020000
Training Epoch: 23 [6656/45000]	Loss: 0.4502	LR: 0.020000
Training Epoch: 23 [6912/45000]	Loss: 0.3634	LR: 0.020000
Training Epoch: 23 [7168/45000]	Loss: 0.3889	LR: 0.020000
Training Epoch: 23 [7424/45000]	Loss: 0.3574	LR: 0.020000
Training Epoch: 23 [7680/45000]	Loss: 0.4552	LR: 0.020000
Training Epoch: 23 [7936/45000]	Loss: 0.3905	LR: 0.020000
Training Epoch: 23 [8192/45000]	Loss: 0.4302	LR: 0.020000
Training Epoch: 23 [8448/45000]	Loss: 0.4908	LR: 0.020000
Training Epoch: 23 [8704/45000]	Loss: 0.5350	LR: 0.020000
Training Epoch: 23 [8960/45000]	Loss: 0.3752	LR: 0.020000
Training Epoch: 23 [9216/45000]	Loss: 0.3500	LR: 0.020000
Training Epoch: 23 [9472/45000]	Loss: 0.4267	LR: 0.020000
Training Epoch: 23 [9728/45000]	Loss: 0.5405	LR: 0.020000
Training Epoch: 23 [9984/45000]	Loss: 0.3692	LR: 0.020000
Training Epoch: 23 [10240/45000]	Loss: 0.3908	LR: 0.020000
Training Epoch: 23 [10496/45000]	Loss: 0.4279	LR: 0.020000
Training Epoch: 23 [10752/45000]	Loss: 0.3962	LR: 0.020000
Training Epoch: 23 [11008/45000]	Loss: 0.4576	LR: 0.020000
Training Epoch: 23 [11264/45000]	Loss: 0.4094	LR: 0.020000
Training Epoch: 23 [11520/45000]	Loss: 0.4335	LR: 0.020000
Training Epoch: 23 [11776/45000]	Loss: 0.3426	LR: 0.020000
Training Epoch: 23 [12032/45000]	Loss: 0.4083	LR: 0.020000
Training Epoch: 23 [12288/45000]	Loss: 0.4146	LR: 0.020000
Training Epoch: 23 [12544/45000]	Loss: 0.3470	LR: 0.020000
Training Epoch: 23 [12800/45000]	Loss: 0.3272	LR: 0.020000
Training Epoch: 23 [13056/45000]	Loss: 0.4477	LR: 0.020000
Training Epoch: 23 [13312/45000]	Loss: 0.4919	LR: 0.020000
Training Epoch: 23 [13568/45000]	Loss: 0.3431	LR: 0.020000
Training Epoch: 23 [13824/45000]	Loss: 0.4892	LR: 0.020000
Training Epoch: 23 [14080/45000]	Loss: 0.4434	LR: 0.020000
Training Epoch: 23 [14336/45000]	Loss: 0.4190	LR: 0.020000
Training Epoch: 23 [14592/45000]	Loss: 0.4155	LR: 0.020000
Training Epoch: 23 [14848/45000]	Loss: 0.3615	LR: 0.020000
Training Epoch: 23 [15104/45000]	Loss: 0.5385	LR: 0.020000
Training Epoch: 23 [15360/45000]	Loss: 0.5617	LR: 0.020000
Training Epoch: 23 [15616/45000]	Loss: 0.4419	LR: 0.020000
Training Epoch: 23 [15872/45000]	Loss: 0.4375	LR: 0.020000
Training Epoch: 23 [16128/45000]	Loss: 0.4236	LR: 0.020000
Training Epoch: 23 [16384/45000]	Loss: 0.3264	LR: 0.020000
Training Epoch: 23 [16640/45000]	Loss: 0.4234	LR: 0.020000
Training Epoch: 23 [16896/45000]	Loss: 0.3638	LR: 0.020000
Training Epoch: 23 [17152/45000]	Loss: 0.5178	LR: 0.020000
Training Epoch: 23 [17408/45000]	Loss: 0.4381	LR: 0.020000
Training Epoch: 23 [17664/45000]	Loss: 0.5121	LR: 0.020000
Training Epoch: 23 [17920/45000]	Loss: 0.4994	LR: 0.020000
Training Epoch: 23 [18176/45000]	Loss: 0.4514	LR: 0.020000
Training Epoch: 23 [18432/45000]	Loss: 0.3894	LR: 0.020000
Training Epoch: 23 [18688/45000]	Loss: 0.3315	LR: 0.020000
Training Epoch: 23 [18944/45000]	Loss: 0.4146	LR: 0.020000
Training Epoch: 23 [19200/45000]	Loss: 0.4020	LR: 0.020000
Training Epoch: 23 [19456/45000]	Loss: 0.4279	LR: 0.020000
Training Epoch: 23 [19712/45000]	Loss: 0.3811	LR: 0.020000
Training Epoch: 23 [19968/45000]	Loss: 0.4150	LR: 0.020000
Training Epoch: 23 [20224/45000]	Loss: 0.4900	LR: 0.020000
Training Epoch: 23 [20480/45000]	Loss: 0.4279	LR: 0.020000
Training Epoch: 23 [20736/45000]	Loss: 0.3813	LR: 0.020000
Training Epoch: 23 [20992/45000]	Loss: 0.4532	LR: 0.020000
Training Epoch: 23 [21248/45000]	Loss: 0.3984	LR: 0.020000
Training Epoch: 23 [21504/45000]	Loss: 0.3062	LR: 0.020000
Training Epoch: 23 [21760/45000]	Loss: 0.3828	LR: 0.020000
Training Epoch: 23 [22016/45000]	Loss: 0.4197	LR: 0.020000
Training Epoch: 23 [22272/45000]	Loss: 0.3304	LR: 0.020000
Training Epoch: 23 [22528/45000]	Loss: 0.4142	LR: 0.020000
Training Epoch: 23 [22784/45000]	Loss: 0.3737	LR: 0.020000
Training Epoch: 23 [23040/45000]	Loss: 0.4475	LR: 0.020000
Training Epoch: 23 [23296/45000]	Loss: 0.3676	LR: 0.020000
Training Epoch: 23 [23552/45000]	Loss: 0.3472	LR: 0.020000
Training Epoch: 23 [23808/45000]	Loss: 0.3728	LR: 0.020000
Training Epoch: 23 [24064/45000]	Loss: 0.5572	LR: 0.020000
Training Epoch: 23 [24320/45000]	Loss: 0.5173	LR: 0.020000
Training Epoch: 23 [24576/45000]	Loss: 0.3831	LR: 0.020000
Training Epoch: 23 [24832/45000]	Loss: 0.3206	LR: 0.020000
Training Epoch: 23 [25088/45000]	Loss: 0.5194	LR: 0.020000
Training Epoch: 23 [25344/45000]	Loss: 0.4152	LR: 0.020000
Training Epoch: 23 [25600/45000]	Loss: 0.4392	LR: 0.020000
Training Epoch: 23 [25856/45000]	Loss: 0.4413	LR: 0.020000
Training Epoch: 23 [26112/45000]	Loss: 0.4053	LR: 0.020000
Training Epoch: 23 [26368/45000]	Loss: 0.3682	LR: 0.020000
Training Epoch: 23 [26624/45000]	Loss: 0.4711	LR: 0.020000
Training Epoch: 23 [26880/45000]	Loss: 0.3832	LR: 0.020000
Training Epoch: 23 [27136/45000]	Loss: 0.4072	LR: 0.020000
Training Epoch: 23 [27392/45000]	Loss: 0.4842	LR: 0.020000
Training Epoch: 23 [27648/45000]	Loss: 0.4363	LR: 0.020000
Training Epoch: 23 [27904/45000]	Loss: 0.4028	LR: 0.020000
Training Epoch: 23 [28160/45000]	Loss: 0.3684	LR: 0.020000
Training Epoch: 23 [28416/45000]	Loss: 0.3164	LR: 0.020000
Training Epoch: 23 [28672/45000]	Loss: 0.4368	LR: 0.020000
Training Epoch: 23 [28928/45000]	Loss: 0.5076	LR: 0.020000
Training Epoch: 23 [29184/45000]	Loss: 0.5342	LR: 0.020000
Training Epoch: 23 [29440/45000]	Loss: 0.5138	LR: 0.020000
Training Epoch: 23 [29696/45000]	Loss: 0.3742	LR: 0.020000
Training Epoch: 23 [29952/45000]	Loss: 0.3676	LR: 0.020000
Training Epoch: 23 [30208/45000]	Loss: 0.4372	LR: 0.020000
Training Epoch: 23 [30464/45000]	Loss: 0.3757	LR: 0.020000
Training Epoch: 23 [30720/45000]	Loss: 0.4224	LR: 0.020000
Training Epoch: 23 [30976/45000]	Loss: 0.4034	LR: 0.020000
Training Epoch: 23 [31232/45000]	Loss: 0.4445	LR: 0.020000
Training Epoch: 23 [31488/45000]	Loss: 0.4415	LR: 0.020000
Training Epoch: 23 [31744/45000]	Loss: 0.4227	LR: 0.020000
Training Epoch: 23 [32000/45000]	Loss: 0.4595	LR: 0.020000
Training Epoch: 23 [32256/45000]	Loss: 0.4340	LR: 0.020000
Training Epoch: 23 [32512/45000]	Loss: 0.4647	LR: 0.020000
Training Epoch: 23 [32768/45000]	Loss: 0.3719	LR: 0.020000
Training Epoch: 23 [33024/45000]	Loss: 0.3781	LR: 0.020000
Training Epoch: 23 [33280/45000]	Loss: 0.4359	LR: 0.020000
Training Epoch: 23 [33536/45000]	Loss: 0.4567	LR: 0.020000
Training Epoch: 23 [33792/45000]	Loss: 0.4706	LR: 0.020000
Training Epoch: 23 [34048/45000]	Loss: 0.3716	LR: 0.020000
Training Epoch: 23 [34304/45000]	Loss: 0.4576	LR: 0.020000
Training Epoch: 23 [34560/45000]	Loss: 0.6518	LR: 0.020000
Training Epoch: 23 [34816/45000]	Loss: 0.4905	LR: 0.020000
Training Epoch: 23 [35072/45000]	Loss: 0.4498	LR: 0.020000
Training Epoch: 23 [35328/45000]	Loss: 0.5216	LR: 0.020000
Training Epoch: 23 [35584/45000]	Loss: 0.4005	LR: 0.020000
Training Epoch: 23 [35840/45000]	Loss: 0.4057	LR: 0.020000
Training Epoch: 23 [36096/45000]	Loss: 0.4934	LR: 0.020000
Training Epoch: 23 [36352/45000]	Loss: 0.4095	LR: 0.020000
Training Epoch: 23 [36608/45000]	Loss: 0.3947	LR: 0.020000
Training Epoch: 23 [36864/45000]	Loss: 0.4899	LR: 0.020000
Training Epoch: 23 [37120/45000]	Loss: 0.3555	LR: 0.020000
Training Epoch: 23 [37376/45000]	Loss: 0.5543	LR: 0.020000
Training Epoch: 23 [37632/45000]	Loss: 0.3998	LR: 0.020000
Training Epoch: 23 [37888/45000]	Loss: 0.6382	LR: 0.020000
Training Epoch: 23 [38144/45000]	Loss: 0.3638	LR: 0.020000
Training Epoch: 23 [38400/45000]	Loss: 0.5172	LR: 0.020000
Training Epoch: 23 [38656/45000]	Loss: 0.5182	LR: 0.020000
Training Epoch: 23 [38912/45000]	Loss: 0.5188	LR: 0.020000
Training Epoch: 23 [39168/45000]	Loss: 0.6064	LR: 0.020000
Training Epoch: 23 [39424/45000]	Loss: 0.5169	LR: 0.020000
Training Epoch: 23 [39680/45000]	Loss: 0.4606	LR: 0.020000
Training Epoch: 23 [39936/45000]	Loss: 0.5454	LR: 0.020000
Training Epoch: 23 [40192/45000]	Loss: 0.5032	LR: 0.020000
Training Epoch: 23 [40448/45000]	Loss: 0.4139	LR: 0.020000
Training Epoch: 23 [40704/45000]	Loss: 0.4469	LR: 0.020000
Training Epoch: 23 [40960/45000]	Loss: 0.3836	LR: 0.020000
Training Epoch: 23 [41216/45000]	Loss: 0.3568	LR: 0.020000
Training Epoch: 23 [41472/45000]	Loss: 0.4587	LR: 0.020000
Training Epoch: 23 [41728/45000]	Loss: 0.4955	LR: 0.020000
Training Epoch: 23 [41984/45000]	Loss: 0.4408	LR: 0.020000
Training Epoch: 23 [42240/45000]	Loss: 0.5273	LR: 0.020000
Training Epoch: 23 [42496/45000]	Loss: 0.4064	LR: 0.020000
Training Epoch: 23 [42752/45000]	Loss: 0.4746	LR: 0.020000
Training Epoch: 23 [43008/45000]	Loss: 0.3375	LR: 0.020000
Training Epoch: 23 [43264/45000]	Loss: 0.4824	LR: 0.020000
Training Epoch: 23 [43520/45000]	Loss: 0.4876	LR: 0.020000
Training Epoch: 23 [43776/45000]	Loss: 0.4132	LR: 0.020000
Training Epoch: 23 [44032/45000]	Loss: 0.3868	LR: 0.020000
Training Epoch: 23 [44288/45000]	Loss: 0.4546	LR: 0.020000
Training Epoch: 23 [44544/45000]	Loss: 0.4679	LR: 0.020000
Training Epoch: 23 [44800/45000]	Loss: 0.5324	LR: 0.020000
Training Epoch: 23 [45000/45000]	Loss: 0.4738	LR: 0.020000
Epoch 23 - Average Train Loss: 0.4299, Train Accuracy: 0.8595
Epoch 23 training time consumed: 27.08s
Evaluating Network.....
Test set: Epoch: 23, Average loss: 0.0033, Accuracy: 0.7557, Time consumed:0.94s
Training Epoch: 24 [256/45000]	Loss: 0.3673	LR: 0.020000
Training Epoch: 24 [512/45000]	Loss: 0.3405	LR: 0.020000
Training Epoch: 24 [768/45000]	Loss: 0.4076	LR: 0.020000
Training Epoch: 24 [1024/45000]	Loss: 0.3851	LR: 0.020000
Training Epoch: 24 [1280/45000]	Loss: 0.4287	LR: 0.020000
Training Epoch: 24 [1536/45000]	Loss: 0.3473	LR: 0.020000
Training Epoch: 24 [1792/45000]	Loss: 0.4188	LR: 0.020000
Training Epoch: 24 [2048/45000]	Loss: 0.3935	LR: 0.020000
Training Epoch: 24 [2304/45000]	Loss: 0.3711	LR: 0.020000
Training Epoch: 24 [2560/45000]	Loss: 0.3992	LR: 0.020000
Training Epoch: 24 [2816/45000]	Loss: 0.3510	LR: 0.020000
Training Epoch: 24 [3072/45000]	Loss: 0.3769	LR: 0.020000
Training Epoch: 24 [3328/45000]	Loss: 0.3889	LR: 0.020000
Training Epoch: 24 [3584/45000]	Loss: 0.3937	LR: 0.020000
Training Epoch: 24 [3840/45000]	Loss: 0.4391	LR: 0.020000
Training Epoch: 24 [4096/45000]	Loss: 0.3743	LR: 0.020000
Training Epoch: 24 [4352/45000]	Loss: 0.3564	LR: 0.020000
Training Epoch: 24 [4608/45000]	Loss: 0.4281	LR: 0.020000
Training Epoch: 24 [4864/45000]	Loss: 0.3610	LR: 0.020000
Training Epoch: 24 [5120/45000]	Loss: 0.3824	LR: 0.020000
Training Epoch: 24 [5376/45000]	Loss: 0.3846	LR: 0.020000
Training Epoch: 24 [5632/45000]	Loss: 0.4018	LR: 0.020000
Training Epoch: 24 [5888/45000]	Loss: 0.5038	LR: 0.020000
Training Epoch: 24 [6144/45000]	Loss: 0.4237	LR: 0.020000
Training Epoch: 24 [6400/45000]	Loss: 0.4022	LR: 0.020000
Training Epoch: 24 [6656/45000]	Loss: 0.4110	LR: 0.020000
Training Epoch: 24 [6912/45000]	Loss: 0.4789	LR: 0.020000
Training Epoch: 24 [7168/45000]	Loss: 0.4324	LR: 0.020000
Training Epoch: 24 [7424/45000]	Loss: 0.4170	LR: 0.020000
Training Epoch: 24 [7680/45000]	Loss: 0.3811	LR: 0.020000
Training Epoch: 24 [7936/45000]	Loss: 0.4625	LR: 0.020000
Training Epoch: 24 [8192/45000]	Loss: 0.4535	LR: 0.020000
Training Epoch: 24 [8448/45000]	Loss: 0.3297	LR: 0.020000
Training Epoch: 24 [8704/45000]	Loss: 0.4327	LR: 0.020000
Training Epoch: 24 [8960/45000]	Loss: 0.4715	LR: 0.020000
Training Epoch: 24 [9216/45000]	Loss: 0.4252	LR: 0.020000
Training Epoch: 24 [9472/45000]	Loss: 0.4903	LR: 0.020000
Training Epoch: 24 [9728/45000]	Loss: 0.5086	LR: 0.020000
Training Epoch: 24 [9984/45000]	Loss: 0.3404	LR: 0.020000
Training Epoch: 24 [10240/45000]	Loss: 0.4380	LR: 0.020000
Training Epoch: 24 [10496/45000]	Loss: 0.4282	LR: 0.020000
Training Epoch: 24 [10752/45000]	Loss: 0.3701	LR: 0.020000
Training Epoch: 24 [11008/45000]	Loss: 0.3329	LR: 0.020000
Training Epoch: 24 [11264/45000]	Loss: 0.4065	LR: 0.020000
Training Epoch: 24 [11520/45000]	Loss: 0.3497	LR: 0.020000
Training Epoch: 24 [11776/45000]	Loss: 0.4118	LR: 0.020000
Training Epoch: 24 [12032/45000]	Loss: 0.3443	LR: 0.020000
Training Epoch: 24 [12288/45000]	Loss: 0.4538	LR: 0.020000
Training Epoch: 24 [12544/45000]	Loss: 0.5100	LR: 0.020000
Training Epoch: 24 [12800/45000]	Loss: 0.3820	LR: 0.020000
Training Epoch: 24 [13056/45000]	Loss: 0.3918	LR: 0.020000
Training Epoch: 24 [13312/45000]	Loss: 0.4010	LR: 0.020000
Training Epoch: 24 [13568/45000]	Loss: 0.3267	LR: 0.020000
Training Epoch: 24 [13824/45000]	Loss: 0.4824	LR: 0.020000
Training Epoch: 24 [14080/45000]	Loss: 0.4655	LR: 0.020000
Training Epoch: 24 [14336/45000]	Loss: 0.3938	LR: 0.020000
Training Epoch: 24 [14592/45000]	Loss: 0.4961	LR: 0.020000
Training Epoch: 24 [14848/45000]	Loss: 0.3540	LR: 0.020000
Training Epoch: 24 [15104/45000]	Loss: 0.3782	LR: 0.020000
Training Epoch: 24 [15360/45000]	Loss: 0.3875	LR: 0.020000
Training Epoch: 24 [15616/45000]	Loss: 0.3853	LR: 0.020000
Training Epoch: 24 [15872/45000]	Loss: 0.3466	LR: 0.020000
Training Epoch: 24 [16128/45000]	Loss: 0.3616	LR: 0.020000
Training Epoch: 24 [16384/45000]	Loss: 0.4130	LR: 0.020000
Training Epoch: 24 [16640/45000]	Loss: 0.4397	LR: 0.020000
Training Epoch: 24 [16896/45000]	Loss: 0.3647	LR: 0.020000
Training Epoch: 24 [17152/45000]	Loss: 0.3757	LR: 0.020000
Training Epoch: 24 [17408/45000]	Loss: 0.4394	LR: 0.020000
Training Epoch: 24 [17664/45000]	Loss: 0.5259	LR: 0.020000
Training Epoch: 24 [17920/45000]	Loss: 0.4078	LR: 0.020000
Training Epoch: 24 [18176/45000]	Loss: 0.4234	LR: 0.020000
Training Epoch: 24 [18432/45000]	Loss: 0.3857	LR: 0.020000
Training Epoch: 24 [18688/45000]	Loss: 0.4844	LR: 0.020000
Training Epoch: 24 [18944/45000]	Loss: 0.4617	LR: 0.020000
Training Epoch: 24 [19200/45000]	Loss: 0.4241	LR: 0.020000
Training Epoch: 24 [19456/45000]	Loss: 0.4437	LR: 0.020000
Training Epoch: 24 [19712/45000]	Loss: 0.4962	LR: 0.020000
Training Epoch: 24 [19968/45000]	Loss: 0.4096	LR: 0.020000
Training Epoch: 24 [20224/45000]	Loss: 0.2963	LR: 0.020000
Training Epoch: 24 [20480/45000]	Loss: 0.4473	LR: 0.020000
Training Epoch: 24 [20736/45000]	Loss: 0.3521	LR: 0.020000
Training Epoch: 24 [20992/45000]	Loss: 0.4060	LR: 0.020000
Training Epoch: 24 [21248/45000]	Loss: 0.4816	LR: 0.020000
Training Epoch: 24 [21504/45000]	Loss: 0.5119	LR: 0.020000
Training Epoch: 24 [21760/45000]	Loss: 0.4809	LR: 0.020000
Training Epoch: 24 [22016/45000]	Loss: 0.4109	LR: 0.020000
Training Epoch: 24 [22272/45000]	Loss: 0.3800	LR: 0.020000
Training Epoch: 24 [22528/45000]	Loss: 0.4225	LR: 0.020000
Training Epoch: 24 [22784/45000]	Loss: 0.4106	LR: 0.020000
Training Epoch: 24 [23040/45000]	Loss: 0.4666	LR: 0.020000
Training Epoch: 24 [23296/45000]	Loss: 0.4878	LR: 0.020000
Training Epoch: 24 [23552/45000]	Loss: 0.3643	LR: 0.020000
Training Epoch: 24 [23808/45000]	Loss: 0.4290	LR: 0.020000
Training Epoch: 24 [24064/45000]	Loss: 0.4203	LR: 0.020000
Training Epoch: 24 [24320/45000]	Loss: 0.4795	LR: 0.020000
Training Epoch: 24 [24576/45000]	Loss: 0.4658	LR: 0.020000
Training Epoch: 24 [24832/45000]	Loss: 0.4417	LR: 0.020000
Training Epoch: 24 [25088/45000]	Loss: 0.4361	LR: 0.020000
Training Epoch: 24 [25344/45000]	Loss: 0.4031	LR: 0.020000
Training Epoch: 24 [25600/45000]	Loss: 0.3631	LR: 0.020000
Training Epoch: 24 [25856/45000]	Loss: 0.4170	LR: 0.020000
Training Epoch: 24 [26112/45000]	Loss: 0.4008	LR: 0.020000
Training Epoch: 24 [26368/45000]	Loss: 0.3374	LR: 0.020000
Training Epoch: 24 [26624/45000]	Loss: 0.5001	LR: 0.020000
Training Epoch: 24 [26880/45000]	Loss: 0.4297	LR: 0.020000
Training Epoch: 24 [27136/45000]	Loss: 0.4877	LR: 0.020000
Training Epoch: 24 [27392/45000]	Loss: 0.3520	LR: 0.020000
Training Epoch: 24 [27648/45000]	Loss: 0.4045	LR: 0.020000
Training Epoch: 24 [27904/45000]	Loss: 0.3136	LR: 0.020000
Training Epoch: 24 [28160/45000]	Loss: 0.4538	LR: 0.020000
Training Epoch: 24 [28416/45000]	Loss: 0.4608	LR: 0.020000
Training Epoch: 24 [28672/45000]	Loss: 0.3502	LR: 0.020000
Training Epoch: 24 [28928/45000]	Loss: 0.3771	LR: 0.020000
Training Epoch: 24 [29184/45000]	Loss: 0.3336	LR: 0.020000
Training Epoch: 24 [29440/45000]	Loss: 0.3484	LR: 0.020000
Training Epoch: 24 [29696/45000]	Loss: 0.5216	LR: 0.020000
Training Epoch: 24 [29952/45000]	Loss: 0.4781	LR: 0.020000
Training Epoch: 24 [30208/45000]	Loss: 0.4576	LR: 0.020000
Training Epoch: 24 [30464/45000]	Loss: 0.4640	LR: 0.020000
Training Epoch: 24 [30720/45000]	Loss: 0.3729	LR: 0.020000
Training Epoch: 24 [30976/45000]	Loss: 0.4648	LR: 0.020000
Training Epoch: 24 [31232/45000]	Loss: 0.4166	LR: 0.020000
Training Epoch: 24 [31488/45000]	Loss: 0.4008	LR: 0.020000
Training Epoch: 24 [31744/45000]	Loss: 0.3778	LR: 0.020000
Training Epoch: 24 [32000/45000]	Loss: 0.4296	LR: 0.020000
Training Epoch: 24 [32256/45000]	Loss: 0.3898	LR: 0.020000
Training Epoch: 24 [32512/45000]	Loss: 0.3533	LR: 0.020000
Training Epoch: 24 [32768/45000]	Loss: 0.4580	LR: 0.020000
Training Epoch: 24 [33024/45000]	Loss: 0.4669	LR: 0.020000
Training Epoch: 24 [33280/45000]	Loss: 0.4554	LR: 0.020000
Training Epoch: 24 [33536/45000]	Loss: 0.5168	LR: 0.020000
Training Epoch: 24 [33792/45000]	Loss: 0.4162	LR: 0.020000
Training Epoch: 24 [34048/45000]	Loss: 0.3805	LR: 0.020000
Training Epoch: 24 [34304/45000]	Loss: 0.4741	LR: 0.020000
Training Epoch: 24 [34560/45000]	Loss: 0.3821	LR: 0.020000
Training Epoch: 24 [34816/45000]	Loss: 0.3763	LR: 0.020000
Training Epoch: 24 [35072/45000]	Loss: 0.4488	LR: 0.020000
Training Epoch: 24 [35328/45000]	Loss: 0.4189	LR: 0.020000
Training Epoch: 24 [35584/45000]	Loss: 0.4485	LR: 0.020000
Training Epoch: 24 [35840/45000]	Loss: 0.3571	LR: 0.020000
Training Epoch: 24 [36096/45000]	Loss: 0.5142	LR: 0.020000
Training Epoch: 24 [36352/45000]	Loss: 0.3809	LR: 0.020000
Training Epoch: 24 [36608/45000]	Loss: 0.4254	LR: 0.020000
Training Epoch: 24 [36864/45000]	Loss: 0.4609	LR: 0.020000
Training Epoch: 24 [37120/45000]	Loss: 0.4790	LR: 0.020000
Training Epoch: 24 [37376/45000]	Loss: 0.4055	LR: 0.020000
Training Epoch: 24 [37632/45000]	Loss: 0.3996	LR: 0.020000
Training Epoch: 24 [37888/45000]	Loss: 0.3341	LR: 0.020000
Training Epoch: 24 [38144/45000]	Loss: 0.4625	LR: 0.020000
Training Epoch: 24 [38400/45000]	Loss: 0.4794	LR: 0.020000
Training Epoch: 24 [38656/45000]	Loss: 0.4298	LR: 0.020000
Training Epoch: 24 [38912/45000]	Loss: 0.4862	LR: 0.020000
Training Epoch: 24 [39168/45000]	Loss: 0.3832	LR: 0.020000
Training Epoch: 24 [39424/45000]	Loss: 0.3527	LR: 0.020000
Training Epoch: 24 [39680/45000]	Loss: 0.4741	LR: 0.020000
Training Epoch: 24 [39936/45000]	Loss: 0.3404	LR: 0.020000
Training Epoch: 24 [40192/45000]	Loss: 0.3668	LR: 0.020000
Training Epoch: 24 [40448/45000]	Loss: 0.4772	LR: 0.020000
Training Epoch: 24 [40704/45000]	Loss: 0.4063	LR: 0.020000
Training Epoch: 24 [40960/45000]	Loss: 0.5450	LR: 0.020000
Training Epoch: 24 [41216/45000]	Loss: 0.5133	LR: 0.020000
Training Epoch: 24 [41472/45000]	Loss: 0.4882	LR: 0.020000
Training Epoch: 24 [41728/45000]	Loss: 0.4740	LR: 0.020000
Training Epoch: 24 [41984/45000]	Loss: 0.3485	LR: 0.020000
Training Epoch: 24 [42240/45000]	Loss: 0.5549	LR: 0.020000
Training Epoch: 24 [42496/45000]	Loss: 0.4124	LR: 0.020000
Training Epoch: 24 [42752/45000]	Loss: 0.5252	LR: 0.020000
Training Epoch: 24 [43008/45000]	Loss: 0.5813	LR: 0.020000
Training Epoch: 24 [43264/45000]	Loss: 0.3688	LR: 0.020000
Training Epoch: 24 [43520/45000]	Loss: 0.3921	LR: 0.020000
Training Epoch: 24 [43776/45000]	Loss: 0.4770	LR: 0.020000
Training Epoch: 24 [44032/45000]	Loss: 0.4458	LR: 0.020000
Training Epoch: 24 [44288/45000]	Loss: 0.4709	LR: 0.020000
Training Epoch: 24 [44544/45000]	Loss: 0.4590	LR: 0.020000
Training Epoch: 24 [44800/45000]	Loss: 0.4434	LR: 0.020000
Training Epoch: 24 [45000/45000]	Loss: 0.4271	LR: 0.020000
Epoch 24 - Average Train Loss: 0.4204, Train Accuracy: 0.8600
Epoch 24 training time consumed: 26.97s
Evaluating Network.....
Test set: Epoch: 24, Average loss: 0.0032, Accuracy: 0.7580, Time consumed:0.89s
Training Epoch: 25 [256/45000]	Loss: 0.4068	LR: 0.020000
Training Epoch: 25 [512/45000]	Loss: 0.3953	LR: 0.020000
Training Epoch: 25 [768/45000]	Loss: 0.4423	LR: 0.020000
Training Epoch: 25 [1024/45000]	Loss: 0.4469	LR: 0.020000
Training Epoch: 25 [1280/45000]	Loss: 0.4225	LR: 0.020000
Training Epoch: 25 [1536/45000]	Loss: 0.3805	LR: 0.020000
Training Epoch: 25 [1792/45000]	Loss: 0.3187	LR: 0.020000
Training Epoch: 25 [2048/45000]	Loss: 0.3649	LR: 0.020000
Training Epoch: 25 [2304/45000]	Loss: 0.4147	LR: 0.020000
Training Epoch: 25 [2560/45000]	Loss: 0.4606	LR: 0.020000
Training Epoch: 25 [2816/45000]	Loss: 0.4148	LR: 0.020000
Training Epoch: 25 [3072/45000]	Loss: 0.3520	LR: 0.020000
Training Epoch: 25 [3328/45000]	Loss: 0.4275	LR: 0.020000
Training Epoch: 25 [3584/45000]	Loss: 0.3664	LR: 0.020000
Training Epoch: 25 [3840/45000]	Loss: 0.4079	LR: 0.020000
Training Epoch: 25 [4096/45000]	Loss: 0.3275	LR: 0.020000
Training Epoch: 25 [4352/45000]	Loss: 0.3373	LR: 0.020000
Training Epoch: 25 [4608/45000]	Loss: 0.4675	LR: 0.020000
Training Epoch: 25 [4864/45000]	Loss: 0.3845	LR: 0.020000
Training Epoch: 25 [5120/45000]	Loss: 0.3655	LR: 0.020000
Training Epoch: 25 [5376/45000]	Loss: 0.4282	LR: 0.020000
Training Epoch: 25 [5632/45000]	Loss: 0.3758	LR: 0.020000
Training Epoch: 25 [5888/45000]	Loss: 0.3021	LR: 0.020000
Training Epoch: 25 [6144/45000]	Loss: 0.3757	LR: 0.020000
Training Epoch: 25 [6400/45000]	Loss: 0.3838	LR: 0.020000
Training Epoch: 25 [6656/45000]	Loss: 0.3860	LR: 0.020000
Training Epoch: 25 [6912/45000]	Loss: 0.3992	LR: 0.020000
Training Epoch: 25 [7168/45000]	Loss: 0.3399	LR: 0.020000
Training Epoch: 25 [7424/45000]	Loss: 0.3446	LR: 0.020000
Training Epoch: 25 [7680/45000]	Loss: 0.3891	LR: 0.020000
Training Epoch: 25 [7936/45000]	Loss: 0.3511	LR: 0.020000
Training Epoch: 25 [8192/45000]	Loss: 0.3942	LR: 0.020000
Training Epoch: 25 [8448/45000]	Loss: 0.4351	LR: 0.020000
Training Epoch: 25 [8704/45000]	Loss: 0.3414	LR: 0.020000
Training Epoch: 25 [8960/45000]	Loss: 0.4118	LR: 0.020000
Training Epoch: 25 [9216/45000]	Loss: 0.2561	LR: 0.020000
Training Epoch: 25 [9472/45000]	Loss: 0.3742	LR: 0.020000
Training Epoch: 25 [9728/45000]	Loss: 0.3930	LR: 0.020000
Training Epoch: 25 [9984/45000]	Loss: 0.4323	LR: 0.020000
Training Epoch: 25 [10240/45000]	Loss: 0.3564	LR: 0.020000
Training Epoch: 25 [10496/45000]	Loss: 0.4278	LR: 0.020000
Training Epoch: 25 [10752/45000]	Loss: 0.3998	LR: 0.020000
Training Epoch: 25 [11008/45000]	Loss: 0.3544	LR: 0.020000
Training Epoch: 25 [11264/45000]	Loss: 0.2871	LR: 0.020000
Training Epoch: 25 [11520/45000]	Loss: 0.3751	LR: 0.020000
Training Epoch: 25 [11776/45000]	Loss: 0.4192	LR: 0.020000
Training Epoch: 25 [12032/45000]	Loss: 0.3774	LR: 0.020000
Training Epoch: 25 [12288/45000]	Loss: 0.3891	LR: 0.020000
Training Epoch: 25 [12544/45000]	Loss: 0.4068	LR: 0.020000
Training Epoch: 25 [12800/45000]	Loss: 0.3729	LR: 0.020000
Training Epoch: 25 [13056/45000]	Loss: 0.3719	LR: 0.020000
Training Epoch: 25 [13312/45000]	Loss: 0.4656	LR: 0.020000
Training Epoch: 25 [13568/45000]	Loss: 0.3785	LR: 0.020000
Training Epoch: 25 [13824/45000]	Loss: 0.3915	LR: 0.020000
Training Epoch: 25 [14080/45000]	Loss: 0.4272	LR: 0.020000
Training Epoch: 25 [14336/45000]	Loss: 0.3889	LR: 0.020000
Training Epoch: 25 [14592/45000]	Loss: 0.3760	LR: 0.020000
Training Epoch: 25 [14848/45000]	Loss: 0.4730	LR: 0.020000
Training Epoch: 25 [15104/45000]	Loss: 0.4019	LR: 0.020000
Training Epoch: 25 [15360/45000]	Loss: 0.4323	LR: 0.020000
Training Epoch: 25 [15616/45000]	Loss: 0.2900	LR: 0.020000
Training Epoch: 25 [15872/45000]	Loss: 0.3659	LR: 0.020000
Training Epoch: 25 [16128/45000]	Loss: 0.4484	LR: 0.020000
Training Epoch: 25 [16384/45000]	Loss: 0.3799	LR: 0.020000
Training Epoch: 25 [16640/45000]	Loss: 0.4402	LR: 0.020000
Training Epoch: 25 [16896/45000]	Loss: 0.4229	LR: 0.020000
Training Epoch: 25 [17152/45000]	Loss: 0.3562	LR: 0.020000
Training Epoch: 25 [17408/45000]	Loss: 0.3421	LR: 0.020000
Training Epoch: 25 [17664/45000]	Loss: 0.3273	LR: 0.020000
Training Epoch: 25 [17920/45000]	Loss: 0.3970	LR: 0.020000
Training Epoch: 25 [18176/45000]	Loss: 0.3939	LR: 0.020000
Training Epoch: 25 [18432/45000]	Loss: 0.3187	LR: 0.020000
Training Epoch: 25 [18688/45000]	Loss: 0.4261	LR: 0.020000
Training Epoch: 25 [18944/45000]	Loss: 0.3465	LR: 0.020000
Training Epoch: 25 [19200/45000]	Loss: 0.4112	LR: 0.020000
Training Epoch: 25 [19456/45000]	Loss: 0.3934	LR: 0.020000
Training Epoch: 25 [19712/45000]	Loss: 0.4983	LR: 0.020000
Training Epoch: 25 [19968/45000]	Loss: 0.4180	LR: 0.020000
Training Epoch: 25 [20224/45000]	Loss: 0.4322	LR: 0.020000
Training Epoch: 25 [20480/45000]	Loss: 0.4221	LR: 0.020000
Training Epoch: 25 [20736/45000]	Loss: 0.3513	LR: 0.020000
Training Epoch: 25 [20992/45000]	Loss: 0.3670	LR: 0.020000
Training Epoch: 25 [21248/45000]	Loss: 0.3168	LR: 0.020000
Training Epoch: 25 [21504/45000]	Loss: 0.3727	LR: 0.020000
Training Epoch: 25 [21760/45000]	Loss: 0.4635	LR: 0.020000
Training Epoch: 25 [22016/45000]	Loss: 0.4593	LR: 0.020000
Training Epoch: 25 [22272/45000]	Loss: 0.4042	LR: 0.020000
Training Epoch: 25 [22528/45000]	Loss: 0.3938	LR: 0.020000
Training Epoch: 25 [22784/45000]	Loss: 0.3176	LR: 0.020000
Training Epoch: 25 [23040/45000]	Loss: 0.4139	LR: 0.020000
Training Epoch: 25 [23296/45000]	Loss: 0.3894	LR: 0.020000
Training Epoch: 25 [23552/45000]	Loss: 0.4669	LR: 0.020000
Training Epoch: 25 [23808/45000]	Loss: 0.4477	LR: 0.020000
Training Epoch: 25 [24064/45000]	Loss: 0.3441	LR: 0.020000
Training Epoch: 25 [24320/45000]	Loss: 0.3394	LR: 0.020000
Training Epoch: 25 [24576/45000]	Loss: 0.4079	LR: 0.020000
Training Epoch: 25 [24832/45000]	Loss: 0.3829	LR: 0.020000
Training Epoch: 25 [25088/45000]	Loss: 0.3287	LR: 0.020000
Training Epoch: 25 [25344/45000]	Loss: 0.4618	LR: 0.020000
Training Epoch: 25 [25600/45000]	Loss: 0.3452	LR: 0.020000
Training Epoch: 25 [25856/45000]	Loss: 0.3678	LR: 0.020000
Training Epoch: 25 [26112/45000]	Loss: 0.3906	LR: 0.020000
Training Epoch: 25 [26368/45000]	Loss: 0.4308	LR: 0.020000
Training Epoch: 25 [26624/45000]	Loss: 0.3690	LR: 0.020000
Training Epoch: 25 [26880/45000]	Loss: 0.3720	LR: 0.020000
Training Epoch: 25 [27136/45000]	Loss: 0.4031	LR: 0.020000
Training Epoch: 25 [27392/45000]	Loss: 0.4138	LR: 0.020000
Training Epoch: 25 [27648/45000]	Loss: 0.3888	LR: 0.020000
Training Epoch: 25 [27904/45000]	Loss: 0.4083	LR: 0.020000
Training Epoch: 25 [28160/45000]	Loss: 0.3777	LR: 0.020000
Training Epoch: 25 [28416/45000]	Loss: 0.4605	LR: 0.020000
Training Epoch: 25 [28672/45000]	Loss: 0.4173	LR: 0.020000
Training Epoch: 25 [28928/45000]	Loss: 0.3820	LR: 0.020000
Training Epoch: 25 [29184/45000]	Loss: 0.4511	LR: 0.020000
Training Epoch: 25 [29440/45000]	Loss: 0.4376	LR: 0.020000
Training Epoch: 25 [29696/45000]	Loss: 0.4512	LR: 0.020000
Training Epoch: 25 [29952/45000]	Loss: 0.4065	LR: 0.020000
Training Epoch: 25 [30208/45000]	Loss: 0.3477	LR: 0.020000
Training Epoch: 25 [30464/45000]	Loss: 0.4081	LR: 0.020000
Training Epoch: 25 [30720/45000]	Loss: 0.3571	LR: 0.020000
Training Epoch: 25 [30976/45000]	Loss: 0.4166	LR: 0.020000
Training Epoch: 25 [31232/45000]	Loss: 0.4375	LR: 0.020000
Training Epoch: 25 [31488/45000]	Loss: 0.4122	LR: 0.020000
Training Epoch: 25 [31744/45000]	Loss: 0.3810	LR: 0.020000
Training Epoch: 25 [32000/45000]	Loss: 0.3798	LR: 0.020000
Training Epoch: 25 [32256/45000]	Loss: 0.5055	LR: 0.020000
Training Epoch: 25 [32512/45000]	Loss: 0.4814	LR: 0.020000
Training Epoch: 25 [32768/45000]	Loss: 0.5080	LR: 0.020000
Training Epoch: 25 [33024/45000]	Loss: 0.3810	LR: 0.020000
Training Epoch: 25 [33280/45000]	Loss: 0.4424	LR: 0.020000
Training Epoch: 25 [33536/45000]	Loss: 0.4292	LR: 0.020000
Training Epoch: 25 [33792/45000]	Loss: 0.4285	LR: 0.020000
Training Epoch: 25 [34048/45000]	Loss: 0.4121	LR: 0.020000
Training Epoch: 25 [34304/45000]	Loss: 0.5641	LR: 0.020000
Training Epoch: 25 [34560/45000]	Loss: 0.4318	LR: 0.020000
Training Epoch: 25 [34816/45000]	Loss: 0.3597	LR: 0.020000
Training Epoch: 25 [35072/45000]	Loss: 0.3220	LR: 0.020000
Training Epoch: 25 [35328/45000]	Loss: 0.5029	LR: 0.020000
Training Epoch: 25 [35584/45000]	Loss: 0.3964	LR: 0.020000
Training Epoch: 25 [35840/45000]	Loss: 0.4148	LR: 0.020000
Training Epoch: 25 [36096/45000]	Loss: 0.3967	LR: 0.020000
Training Epoch: 25 [36352/45000]	Loss: 0.4924	LR: 0.020000
Training Epoch: 25 [36608/45000]	Loss: 0.3964	LR: 0.020000
Training Epoch: 25 [36864/45000]	Loss: 0.4473	LR: 0.020000
Training Epoch: 25 [37120/45000]	Loss: 0.4392	LR: 0.020000
Training Epoch: 25 [37376/45000]	Loss: 0.3862	LR: 0.020000
Training Epoch: 25 [37632/45000]	Loss: 0.4404	LR: 0.020000
Training Epoch: 25 [37888/45000]	Loss: 0.3562	LR: 0.020000
Training Epoch: 25 [38144/45000]	Loss: 0.3610	LR: 0.020000
Training Epoch: 25 [38400/45000]	Loss: 0.3937	LR: 0.020000
Training Epoch: 25 [38656/45000]	Loss: 0.3922	LR: 0.020000
Training Epoch: 25 [38912/45000]	Loss: 0.4306	LR: 0.020000
Training Epoch: 25 [39168/45000]	Loss: 0.3930	LR: 0.020000
Training Epoch: 25 [39424/45000]	Loss: 0.3810	LR: 0.020000
Training Epoch: 25 [39680/45000]	Loss: 0.4747	LR: 0.020000
Training Epoch: 25 [39936/45000]	Loss: 0.4315	LR: 0.020000
Training Epoch: 25 [40192/45000]	Loss: 0.5113	LR: 0.020000
Training Epoch: 25 [40448/45000]	Loss: 0.4886	LR: 0.020000
Training Epoch: 25 [40704/45000]	Loss: 0.4517	LR: 0.020000
Training Epoch: 25 [40960/45000]	Loss: 0.4007	LR: 0.020000
Training Epoch: 25 [41216/45000]	Loss: 0.4913	LR: 0.020000
Training Epoch: 25 [41472/45000]	Loss: 0.3279	LR: 0.020000
Training Epoch: 25 [41728/45000]	Loss: 0.4643	LR: 0.020000
Training Epoch: 25 [41984/45000]	Loss: 0.4151	LR: 0.020000
Training Epoch: 25 [42240/45000]	Loss: 0.4628	LR: 0.020000
Training Epoch: 25 [42496/45000]	Loss: 0.4024	LR: 0.020000
Training Epoch: 25 [42752/45000]	Loss: 0.4690	LR: 0.020000
Training Epoch: 25 [43008/45000]	Loss: 0.4167	LR: 0.020000
Training Epoch: 25 [43264/45000]	Loss: 0.3446	LR: 0.020000
Training Epoch: 25 [43520/45000]	Loss: 0.4987	LR: 0.020000
Training Epoch: 25 [43776/45000]	Loss: 0.4303	LR: 0.020000
Training Epoch: 25 [44032/45000]	Loss: 0.5179	LR: 0.020000
Training Epoch: 25 [44288/45000]	Loss: 0.4750	LR: 0.020000
Training Epoch: 25 [44544/45000]	Loss: 0.4397	LR: 0.020000
Training Epoch: 25 [44800/45000]	Loss: 0.5057	LR: 0.020000
Training Epoch: 25 [45000/45000]	Loss: 0.5889	LR: 0.020000
Epoch 25 - Average Train Loss: 0.4046, Train Accuracy: 0.8663
Epoch 25 training time consumed: 27.17s
Evaluating Network.....
Test set: Epoch: 25, Average loss: 0.0034, Accuracy: 0.7564, Time consumed:0.94s
Training Epoch: 26 [256/45000]	Loss: 0.4440	LR: 0.020000
Training Epoch: 26 [512/45000]	Loss: 0.3760	LR: 0.020000
Training Epoch: 26 [768/45000]	Loss: 0.3447	LR: 0.020000
Training Epoch: 26 [1024/45000]	Loss: 0.4378	LR: 0.020000
Training Epoch: 26 [1280/45000]	Loss: 0.3445	LR: 0.020000
Training Epoch: 26 [1536/45000]	Loss: 0.4188	LR: 0.020000
Training Epoch: 26 [1792/45000]	Loss: 0.3298	LR: 0.020000
Training Epoch: 26 [2048/45000]	Loss: 0.3985	LR: 0.020000
Training Epoch: 26 [2304/45000]	Loss: 0.3602	LR: 0.020000
Training Epoch: 26 [2560/45000]	Loss: 0.3379	LR: 0.020000
Training Epoch: 26 [2816/45000]	Loss: 0.3425	LR: 0.020000
Training Epoch: 26 [3072/45000]	Loss: 0.3524	LR: 0.020000
Training Epoch: 26 [3328/45000]	Loss: 0.3059	LR: 0.020000
Training Epoch: 26 [3584/45000]	Loss: 0.2960	LR: 0.020000
Training Epoch: 26 [3840/45000]	Loss: 0.3723	LR: 0.020000
Training Epoch: 26 [4096/45000]	Loss: 0.3652	LR: 0.020000
Training Epoch: 26 [4352/45000]	Loss: 0.3560	LR: 0.020000
Training Epoch: 26 [4608/45000]	Loss: 0.2794	LR: 0.020000
Training Epoch: 26 [4864/45000]	Loss: 0.3999	LR: 0.020000
Training Epoch: 26 [5120/45000]	Loss: 0.3232	LR: 0.020000
Training Epoch: 26 [5376/45000]	Loss: 0.3684	LR: 0.020000
Training Epoch: 26 [5632/45000]	Loss: 0.2805	LR: 0.020000
Training Epoch: 26 [5888/45000]	Loss: 0.3701	LR: 0.020000
Training Epoch: 26 [6144/45000]	Loss: 0.4454	LR: 0.020000
Training Epoch: 26 [6400/45000]	Loss: 0.3259	LR: 0.020000
Training Epoch: 26 [6656/45000]	Loss: 0.3317	LR: 0.020000
Training Epoch: 26 [6912/45000]	Loss: 0.3574	LR: 0.020000
Training Epoch: 26 [7168/45000]	Loss: 0.3618	LR: 0.020000
Training Epoch: 26 [7424/45000]	Loss: 0.3723	LR: 0.020000
Training Epoch: 26 [7680/45000]	Loss: 0.4631	LR: 0.020000
Training Epoch: 26 [7936/45000]	Loss: 0.3626	LR: 0.020000
Training Epoch: 26 [8192/45000]	Loss: 0.2947	LR: 0.020000
Training Epoch: 26 [8448/45000]	Loss: 0.3367	LR: 0.020000
Training Epoch: 26 [8704/45000]	Loss: 0.3189	LR: 0.020000
Training Epoch: 26 [8960/45000]	Loss: 0.3213	LR: 0.020000
Training Epoch: 26 [9216/45000]	Loss: 0.3769	LR: 0.020000
Training Epoch: 26 [9472/45000]	Loss: 0.3032	LR: 0.020000
Training Epoch: 26 [9728/45000]	Loss: 0.3912	LR: 0.020000
Training Epoch: 26 [9984/45000]	Loss: 0.3911	LR: 0.020000
Training Epoch: 26 [10240/45000]	Loss: 0.4053	LR: 0.020000
Training Epoch: 26 [10496/45000]	Loss: 0.3879	LR: 0.020000
Training Epoch: 26 [10752/45000]	Loss: 0.3594	LR: 0.020000
Training Epoch: 26 [11008/45000]	Loss: 0.3086	LR: 0.020000
Training Epoch: 26 [11264/45000]	Loss: 0.3449	LR: 0.020000
Training Epoch: 26 [11520/45000]	Loss: 0.2852	LR: 0.020000
Training Epoch: 26 [11776/45000]	Loss: 0.3921	LR: 0.020000
Training Epoch: 26 [12032/45000]	Loss: 0.3015	LR: 0.020000
Training Epoch: 26 [12288/45000]	Loss: 0.3481	LR: 0.020000
Training Epoch: 26 [12544/45000]	Loss: 0.4771	LR: 0.020000
Training Epoch: 26 [12800/45000]	Loss: 0.3743	LR: 0.020000
Training Epoch: 26 [13056/45000]	Loss: 0.4201	LR: 0.020000
Training Epoch: 26 [13312/45000]	Loss: 0.3718	LR: 0.020000
Training Epoch: 26 [13568/45000]	Loss: 0.3075	LR: 0.020000
Training Epoch: 26 [13824/45000]	Loss: 0.3135	LR: 0.020000
Training Epoch: 26 [14080/45000]	Loss: 0.4122	LR: 0.020000
Training Epoch: 26 [14336/45000]	Loss: 0.3822	LR: 0.020000
Training Epoch: 26 [14592/45000]	Loss: 0.3844	LR: 0.020000
Training Epoch: 26 [14848/45000]	Loss: 0.4045	LR: 0.020000
Training Epoch: 26 [15104/45000]	Loss: 0.4781	LR: 0.020000
Training Epoch: 26 [15360/45000]	Loss: 0.4080	LR: 0.020000
Training Epoch: 26 [15616/45000]	Loss: 0.3808	LR: 0.020000
Training Epoch: 26 [15872/45000]	Loss: 0.4039	LR: 0.020000
Training Epoch: 26 [16128/45000]	Loss: 0.3523	LR: 0.020000
Training Epoch: 26 [16384/45000]	Loss: 0.3614	LR: 0.020000
Training Epoch: 26 [16640/45000]	Loss: 0.3552	LR: 0.020000
Training Epoch: 26 [16896/45000]	Loss: 0.3863	LR: 0.020000
Training Epoch: 26 [17152/45000]	Loss: 0.2480	LR: 0.020000
Training Epoch: 26 [17408/45000]	Loss: 0.3172	LR: 0.020000
Training Epoch: 26 [17664/45000]	Loss: 0.3886	LR: 0.020000
Training Epoch: 26 [17920/45000]	Loss: 0.4226	LR: 0.020000
Training Epoch: 26 [18176/45000]	Loss: 0.4113	LR: 0.020000
Training Epoch: 26 [18432/45000]	Loss: 0.3700	LR: 0.020000
Training Epoch: 26 [18688/45000]	Loss: 0.4216	LR: 0.020000
Training Epoch: 26 [18944/45000]	Loss: 0.3382	LR: 0.020000
Training Epoch: 26 [19200/45000]	Loss: 0.4276	LR: 0.020000
Training Epoch: 26 [19456/45000]	Loss: 0.3713	LR: 0.020000
Training Epoch: 26 [19712/45000]	Loss: 0.3155	LR: 0.020000
Training Epoch: 26 [19968/45000]	Loss: 0.4013	LR: 0.020000
Training Epoch: 26 [20224/45000]	Loss: 0.3586	LR: 0.020000
Training Epoch: 26 [20480/45000]	Loss: 0.3479	LR: 0.020000
Training Epoch: 26 [20736/45000]	Loss: 0.4771	LR: 0.020000
Training Epoch: 26 [20992/45000]	Loss: 0.4394	LR: 0.020000
Training Epoch: 26 [21248/45000]	Loss: 0.3818	LR: 0.020000
Training Epoch: 26 [21504/45000]	Loss: 0.3999	LR: 0.020000
Training Epoch: 26 [21760/45000]	Loss: 0.3932	LR: 0.020000
Training Epoch: 26 [22016/45000]	Loss: 0.3871	LR: 0.020000
Training Epoch: 26 [22272/45000]	Loss: 0.3726	LR: 0.020000
Training Epoch: 26 [22528/45000]	Loss: 0.3330	LR: 0.020000
Training Epoch: 26 [22784/45000]	Loss: 0.3535	LR: 0.020000
Training Epoch: 26 [23040/45000]	Loss: 0.3915	LR: 0.020000
Training Epoch: 26 [23296/45000]	Loss: 0.3648	LR: 0.020000
Training Epoch: 26 [23552/45000]	Loss: 0.3604	LR: 0.020000
Training Epoch: 26 [23808/45000]	Loss: 0.4044	LR: 0.020000
Training Epoch: 26 [24064/45000]	Loss: 0.4519	LR: 0.020000
Training Epoch: 26 [24320/45000]	Loss: 0.3879	LR: 0.020000
Training Epoch: 26 [24576/45000]	Loss: 0.4460	LR: 0.020000
Training Epoch: 26 [24832/45000]	Loss: 0.3560	LR: 0.020000
Training Epoch: 26 [25088/45000]	Loss: 0.4243	LR: 0.020000
Training Epoch: 26 [25344/45000]	Loss: 0.3580	LR: 0.020000
Training Epoch: 26 [25600/45000]	Loss: 0.3248	LR: 0.020000
Training Epoch: 26 [25856/45000]	Loss: 0.3456	LR: 0.020000
Training Epoch: 26 [26112/45000]	Loss: 0.3508	LR: 0.020000
Training Epoch: 26 [26368/45000]	Loss: 0.4108	LR: 0.020000
Training Epoch: 26 [26624/45000]	Loss: 0.4618	LR: 0.020000
Training Epoch: 26 [26880/45000]	Loss: 0.3684	LR: 0.020000
Training Epoch: 26 [27136/45000]	Loss: 0.4196	LR: 0.020000
Training Epoch: 26 [27392/45000]	Loss: 0.3861	LR: 0.020000
Training Epoch: 26 [27648/45000]	Loss: 0.5269	LR: 0.020000
Training Epoch: 26 [27904/45000]	Loss: 0.4307	LR: 0.020000
Training Epoch: 26 [28160/45000]	Loss: 0.3585	LR: 0.020000
Training Epoch: 26 [28416/45000]	Loss: 0.3396	LR: 0.020000
Training Epoch: 26 [28672/45000]	Loss: 0.3542	LR: 0.020000
Training Epoch: 26 [28928/45000]	Loss: 0.3680	LR: 0.020000
Training Epoch: 26 [29184/45000]	Loss: 0.3603	LR: 0.020000
Training Epoch: 26 [29440/45000]	Loss: 0.4303	LR: 0.020000
Training Epoch: 26 [29696/45000]	Loss: 0.3505	LR: 0.020000
Training Epoch: 26 [29952/45000]	Loss: 0.4150	LR: 0.020000
Training Epoch: 26 [30208/45000]	Loss: 0.3969	LR: 0.020000
Training Epoch: 26 [30464/45000]	Loss: 0.3977	LR: 0.020000
Training Epoch: 26 [30720/45000]	Loss: 0.4082	LR: 0.020000
Training Epoch: 26 [30976/45000]	Loss: 0.3823	LR: 0.020000
Training Epoch: 26 [31232/45000]	Loss: 0.4198	LR: 0.020000
Training Epoch: 26 [31488/45000]	Loss: 0.3941	LR: 0.020000
Training Epoch: 26 [31744/45000]	Loss: 0.4119	LR: 0.020000
Training Epoch: 26 [32000/45000]	Loss: 0.4842	LR: 0.020000
Training Epoch: 26 [32256/45000]	Loss: 0.3989	LR: 0.020000
Training Epoch: 26 [32512/45000]	Loss: 0.3440	LR: 0.020000
Training Epoch: 26 [32768/45000]	Loss: 0.3489	LR: 0.020000
Training Epoch: 26 [33024/45000]	Loss: 0.4463	LR: 0.020000
Training Epoch: 26 [33280/45000]	Loss: 0.3879	LR: 0.020000
Training Epoch: 26 [33536/45000]	Loss: 0.3525	LR: 0.020000
Training Epoch: 26 [33792/45000]	Loss: 0.3575	LR: 0.020000
Training Epoch: 26 [34048/45000]	Loss: 0.4583	LR: 0.020000
Training Epoch: 26 [34304/45000]	Loss: 0.4677	LR: 0.020000
Training Epoch: 26 [34560/45000]	Loss: 0.4003	LR: 0.020000
Training Epoch: 26 [34816/45000]	Loss: 0.3968	LR: 0.020000
Training Epoch: 26 [35072/45000]	Loss: 0.4760	LR: 0.020000
Training Epoch: 26 [35328/45000]	Loss: 0.3722	LR: 0.020000
Training Epoch: 26 [35584/45000]	Loss: 0.3117	LR: 0.020000
Training Epoch: 26 [35840/45000]	Loss: 0.3956	LR: 0.020000
Training Epoch: 26 [36096/45000]	Loss: 0.4724	LR: 0.020000
Training Epoch: 26 [36352/45000]	Loss: 0.4567	LR: 0.020000
Training Epoch: 26 [36608/45000]	Loss: 0.3309	LR: 0.020000
Training Epoch: 26 [36864/45000]	Loss: 0.4440	LR: 0.020000
Training Epoch: 26 [37120/45000]	Loss: 0.3728	LR: 0.020000
Training Epoch: 26 [37376/45000]	Loss: 0.3971	LR: 0.020000
Training Epoch: 26 [37632/45000]	Loss: 0.4468	LR: 0.020000
Training Epoch: 26 [37888/45000]	Loss: 0.4269	LR: 0.020000
Training Epoch: 26 [38144/45000]	Loss: 0.4344	LR: 0.020000
Training Epoch: 26 [38400/45000]	Loss: 0.3690	LR: 0.020000
Training Epoch: 26 [38656/45000]	Loss: 0.3483	LR: 0.020000
Training Epoch: 26 [38912/45000]	Loss: 0.4328	LR: 0.020000
Training Epoch: 26 [39168/45000]	Loss: 0.3891	LR: 0.020000
Training Epoch: 26 [39424/45000]	Loss: 0.3505	LR: 0.020000
Training Epoch: 26 [39680/45000]	Loss: 0.4764	LR: 0.020000
Training Epoch: 26 [39936/45000]	Loss: 0.4310	LR: 0.020000
Training Epoch: 26 [40192/45000]	Loss: 0.3331	LR: 0.020000
Training Epoch: 26 [40448/45000]	Loss: 0.3435	LR: 0.020000
Training Epoch: 26 [40704/45000]	Loss: 0.5164	LR: 0.020000
Training Epoch: 26 [40960/45000]	Loss: 0.4326	LR: 0.020000
Training Epoch: 26 [41216/45000]	Loss: 0.3856	LR: 0.020000
Training Epoch: 26 [41472/45000]	Loss: 0.3600	LR: 0.020000
Training Epoch: 26 [41728/45000]	Loss: 0.3665	LR: 0.020000
Training Epoch: 26 [41984/45000]	Loss: 0.4233	LR: 0.020000
Training Epoch: 26 [42240/45000]	Loss: 0.4165	LR: 0.020000
Training Epoch: 26 [42496/45000]	Loss: 0.3860	LR: 0.020000
Training Epoch: 26 [42752/45000]	Loss: 0.4472	LR: 0.020000
Training Epoch: 26 [43008/45000]	Loss: 0.4168	LR: 0.020000
Training Epoch: 26 [43264/45000]	Loss: 0.4386	LR: 0.020000
Training Epoch: 26 [43520/45000]	Loss: 0.4588	LR: 0.020000
Training Epoch: 26 [43776/45000]	Loss: 0.3462	LR: 0.020000
Training Epoch: 26 [44032/45000]	Loss: 0.3919	LR: 0.020000
Training Epoch: 26 [44288/45000]	Loss: 0.3512	LR: 0.020000
Training Epoch: 26 [44544/45000]	Loss: 0.4020	LR: 0.020000
Training Epoch: 26 [44800/45000]	Loss: 0.3977	LR: 0.020000
Training Epoch: 26 [45000/45000]	Loss: 0.3767	LR: 0.020000
Epoch 26 - Average Train Loss: 0.3834, Train Accuracy: 0.8717
Epoch 26 training time consumed: 27.13s
Evaluating Network.....
Test set: Epoch: 26, Average loss: 0.0033, Accuracy: 0.7636, Time consumed:0.94s
Training Epoch: 27 [256/45000]	Loss: 0.3424	LR: 0.020000
Training Epoch: 27 [512/45000]	Loss: 0.3820	LR: 0.020000
Training Epoch: 27 [768/45000]	Loss: 0.3617	LR: 0.020000
Training Epoch: 27 [1024/45000]	Loss: 0.3103	LR: 0.020000
Training Epoch: 27 [1280/45000]	Loss: 0.4183	LR: 0.020000
Training Epoch: 27 [1536/45000]	Loss: 0.3257	LR: 0.020000
Training Epoch: 27 [1792/45000]	Loss: 0.3940	LR: 0.020000
Training Epoch: 27 [2048/45000]	Loss: 0.2650	LR: 0.020000
Training Epoch: 27 [2304/45000]	Loss: 0.2942	LR: 0.020000
Training Epoch: 27 [2560/45000]	Loss: 0.2706	LR: 0.020000
Training Epoch: 27 [2816/45000]	Loss: 0.3437	LR: 0.020000
Training Epoch: 27 [3072/45000]	Loss: 0.3686	LR: 0.020000
Training Epoch: 27 [3328/45000]	Loss: 0.3368	LR: 0.020000
Training Epoch: 27 [3584/45000]	Loss: 0.4021	LR: 0.020000
Training Epoch: 27 [3840/45000]	Loss: 0.2919	LR: 0.020000
Training Epoch: 27 [4096/45000]	Loss: 0.4728	LR: 0.020000
Training Epoch: 27 [4352/45000]	Loss: 0.4014	LR: 0.020000
Training Epoch: 27 [4608/45000]	Loss: 0.4300	LR: 0.020000
Training Epoch: 27 [4864/45000]	Loss: 0.4153	LR: 0.020000
Training Epoch: 27 [5120/45000]	Loss: 0.3507	LR: 0.020000
Training Epoch: 27 [5376/45000]	Loss: 0.3404	LR: 0.020000
Training Epoch: 27 [5632/45000]	Loss: 0.3353	LR: 0.020000
Training Epoch: 27 [5888/45000]	Loss: 0.3763	LR: 0.020000
Training Epoch: 27 [6144/45000]	Loss: 0.3803	LR: 0.020000
Training Epoch: 27 [6400/45000]	Loss: 0.3418	LR: 0.020000
Training Epoch: 27 [6656/45000]	Loss: 0.3687	LR: 0.020000
Training Epoch: 27 [6912/45000]	Loss: 0.3775	LR: 0.020000
Training Epoch: 27 [7168/45000]	Loss: 0.3406	LR: 0.020000
Training Epoch: 27 [7424/45000]	Loss: 0.3359	LR: 0.020000
Training Epoch: 27 [7680/45000]	Loss: 0.3351	LR: 0.020000
Training Epoch: 27 [7936/45000]	Loss: 0.2526	LR: 0.020000
Training Epoch: 27 [8192/45000]	Loss: 0.3275	LR: 0.020000
Training Epoch: 27 [8448/45000]	Loss: 0.4458	LR: 0.020000
Training Epoch: 27 [8704/45000]	Loss: 0.3516	LR: 0.020000
Training Epoch: 27 [8960/45000]	Loss: 0.2605	LR: 0.020000
Training Epoch: 27 [9216/45000]	Loss: 0.3298	LR: 0.020000
Training Epoch: 27 [9472/45000]	Loss: 0.3107	LR: 0.020000
Training Epoch: 27 [9728/45000]	Loss: 0.3980	LR: 0.020000
Training Epoch: 27 [9984/45000]	Loss: 0.3411	LR: 0.020000
Training Epoch: 27 [10240/45000]	Loss: 0.3645	LR: 0.020000
Training Epoch: 27 [10496/45000]	Loss: 0.3957	LR: 0.020000
Training Epoch: 27 [10752/45000]	Loss: 0.3494	LR: 0.020000
Training Epoch: 27 [11008/45000]	Loss: 0.3117	LR: 0.020000
Training Epoch: 27 [11264/45000]	Loss: 0.4115	LR: 0.020000
Training Epoch: 27 [11520/45000]	Loss: 0.2769	LR: 0.020000
Training Epoch: 27 [11776/45000]	Loss: 0.3653	LR: 0.020000
Training Epoch: 27 [12032/45000]	Loss: 0.3047	LR: 0.020000
Training Epoch: 27 [12288/45000]	Loss: 0.3941	LR: 0.020000
Training Epoch: 27 [12544/45000]	Loss: 0.2782	LR: 0.020000
Training Epoch: 27 [12800/45000]	Loss: 0.3458	LR: 0.020000
Training Epoch: 27 [13056/45000]	Loss: 0.3060	LR: 0.020000
Training Epoch: 27 [13312/45000]	Loss: 0.2809	LR: 0.020000
Training Epoch: 27 [13568/45000]	Loss: 0.3704	LR: 0.020000
Training Epoch: 27 [13824/45000]	Loss: 0.4089	LR: 0.020000
Training Epoch: 27 [14080/45000]	Loss: 0.4084	LR: 0.020000
Training Epoch: 27 [14336/45000]	Loss: 0.3309	LR: 0.020000
Training Epoch: 27 [14592/45000]	Loss: 0.3209	LR: 0.020000
Training Epoch: 27 [14848/45000]	Loss: 0.3605	LR: 0.020000
Training Epoch: 27 [15104/45000]	Loss: 0.3951	LR: 0.020000
Training Epoch: 27 [15360/45000]	Loss: 0.3706	LR: 0.020000
Training Epoch: 27 [15616/45000]	Loss: 0.3461	LR: 0.020000
Training Epoch: 27 [15872/45000]	Loss: 0.2874	LR: 0.020000
Training Epoch: 27 [16128/45000]	Loss: 0.2684	LR: 0.020000
Training Epoch: 27 [16384/45000]	Loss: 0.3869	LR: 0.020000
Training Epoch: 27 [16640/45000]	Loss: 0.3719	LR: 0.020000
Training Epoch: 27 [16896/45000]	Loss: 0.3264	LR: 0.020000
Training Epoch: 27 [17152/45000]	Loss: 0.3110	LR: 0.020000
Training Epoch: 27 [17408/45000]	Loss: 0.3202	LR: 0.020000
Training Epoch: 27 [17664/45000]	Loss: 0.4259	LR: 0.020000
Training Epoch: 27 [17920/45000]	Loss: 0.3422	LR: 0.020000
Training Epoch: 27 [18176/45000]	Loss: 0.3534	LR: 0.020000
Training Epoch: 27 [18432/45000]	Loss: 0.3854	LR: 0.020000
Training Epoch: 27 [18688/45000]	Loss: 0.4052	LR: 0.020000
Training Epoch: 27 [18944/45000]	Loss: 0.3447	LR: 0.020000
Training Epoch: 27 [19200/45000]	Loss: 0.3585	LR: 0.020000
Training Epoch: 27 [19456/45000]	Loss: 0.4193	LR: 0.020000
Training Epoch: 27 [19712/45000]	Loss: 0.3873	LR: 0.020000
Training Epoch: 27 [19968/45000]	Loss: 0.4184	LR: 0.020000
Training Epoch: 27 [20224/45000]	Loss: 0.4110	LR: 0.020000
Training Epoch: 27 [20480/45000]	Loss: 0.3303	LR: 0.020000
Training Epoch: 27 [20736/45000]	Loss: 0.3986	LR: 0.020000
Training Epoch: 27 [20992/45000]	Loss: 0.3715	LR: 0.020000
Training Epoch: 27 [21248/45000]	Loss: 0.4125	LR: 0.020000
Training Epoch: 27 [21504/45000]	Loss: 0.3418	LR: 0.020000
Training Epoch: 27 [21760/45000]	Loss: 0.3715	LR: 0.020000
Training Epoch: 27 [22016/45000]	Loss: 0.3976	LR: 0.020000
Training Epoch: 27 [22272/45000]	Loss: 0.3685	LR: 0.020000
Training Epoch: 27 [22528/45000]	Loss: 0.4087	LR: 0.020000
Training Epoch: 27 [22784/45000]	Loss: 0.3271	LR: 0.020000
Training Epoch: 27 [23040/45000]	Loss: 0.3340	LR: 0.020000
Training Epoch: 27 [23296/45000]	Loss: 0.3317	LR: 0.020000
Training Epoch: 27 [23552/45000]	Loss: 0.3530	LR: 0.020000
Training Epoch: 27 [23808/45000]	Loss: 0.4502	LR: 0.020000
Training Epoch: 27 [24064/45000]	Loss: 0.3108	LR: 0.020000
Training Epoch: 27 [24320/45000]	Loss: 0.3320	LR: 0.020000
Training Epoch: 27 [24576/45000]	Loss: 0.4028	LR: 0.020000
Training Epoch: 27 [24832/45000]	Loss: 0.4074	LR: 0.020000
Training Epoch: 27 [25088/45000]	Loss: 0.3368	LR: 0.020000
Training Epoch: 27 [25344/45000]	Loss: 0.3912	LR: 0.020000
Training Epoch: 27 [25600/45000]	Loss: 0.4153	LR: 0.020000
Training Epoch: 27 [25856/45000]	Loss: 0.3920	LR: 0.020000
Training Epoch: 27 [26112/45000]	Loss: 0.4103	LR: 0.020000
Training Epoch: 27 [26368/45000]	Loss: 0.4301	LR: 0.020000
Training Epoch: 27 [26624/45000]	Loss: 0.4030	LR: 0.020000
Training Epoch: 27 [26880/45000]	Loss: 0.4502	LR: 0.020000
Training Epoch: 27 [27136/45000]	Loss: 0.4298	LR: 0.020000
Training Epoch: 27 [27392/45000]	Loss: 0.4440	LR: 0.020000
Training Epoch: 27 [27648/45000]	Loss: 0.4133	LR: 0.020000
Training Epoch: 27 [27904/45000]	Loss: 0.4279	LR: 0.020000
Training Epoch: 27 [28160/45000]	Loss: 0.4120	LR: 0.020000
Training Epoch: 27 [28416/45000]	Loss: 0.4783	LR: 0.020000
Training Epoch: 27 [28672/45000]	Loss: 0.2888	LR: 0.020000
Training Epoch: 27 [28928/45000]	Loss: 0.4914	LR: 0.020000
Training Epoch: 27 [29184/45000]	Loss: 0.4550	LR: 0.020000
Training Epoch: 27 [29440/45000]	Loss: 0.3797	LR: 0.020000
Training Epoch: 27 [29696/45000]	Loss: 0.3886	LR: 0.020000
Training Epoch: 27 [29952/45000]	Loss: 0.4194	LR: 0.020000
Training Epoch: 27 [30208/45000]	Loss: 0.4093	LR: 0.020000
Training Epoch: 27 [30464/45000]	Loss: 0.4870	LR: 0.020000
Training Epoch: 27 [30720/45000]	Loss: 0.3286	LR: 0.020000
Training Epoch: 27 [30976/45000]	Loss: 0.3854	LR: 0.020000
Training Epoch: 27 [31232/45000]	Loss: 0.3118	LR: 0.020000
Training Epoch: 27 [31488/45000]	Loss: 0.3013	LR: 0.020000
Training Epoch: 27 [31744/45000]	Loss: 0.3729	LR: 0.020000
Training Epoch: 27 [32000/45000]	Loss: 0.3438	LR: 0.020000
Training Epoch: 27 [32256/45000]	Loss: 0.4089	LR: 0.020000
Training Epoch: 27 [32512/45000]	Loss: 0.4064	LR: 0.020000
Training Epoch: 27 [32768/45000]	Loss: 0.3912	LR: 0.020000
Training Epoch: 27 [33024/45000]	Loss: 0.4403	LR: 0.020000
Training Epoch: 27 [33280/45000]	Loss: 0.3162	LR: 0.020000
Training Epoch: 27 [33536/45000]	Loss: 0.4498	LR: 0.020000
Training Epoch: 27 [33792/45000]	Loss: 0.4149	LR: 0.020000
Training Epoch: 27 [34048/45000]	Loss: 0.3850	LR: 0.020000
Training Epoch: 27 [34304/45000]	Loss: 0.3840	LR: 0.020000
Training Epoch: 27 [34560/45000]	Loss: 0.4372	LR: 0.020000
Training Epoch: 27 [34816/45000]	Loss: 0.4234	LR: 0.020000
Training Epoch: 27 [35072/45000]	Loss: 0.3380	LR: 0.020000
Training Epoch: 27 [35328/45000]	Loss: 0.4587	LR: 0.020000
Training Epoch: 27 [35584/45000]	Loss: 0.3575	LR: 0.020000
Training Epoch: 27 [35840/45000]	Loss: 0.3572	LR: 0.020000
Training Epoch: 27 [36096/45000]	Loss: 0.4162	LR: 0.020000
Training Epoch: 27 [36352/45000]	Loss: 0.4815	LR: 0.020000
Training Epoch: 27 [36608/45000]	Loss: 0.2944	LR: 0.020000
Training Epoch: 27 [36864/45000]	Loss: 0.3421	LR: 0.020000
Training Epoch: 27 [37120/45000]	Loss: 0.3502	LR: 0.020000
Training Epoch: 27 [37376/45000]	Loss: 0.4589	LR: 0.020000
Training Epoch: 27 [37632/45000]	Loss: 0.3473	LR: 0.020000
Training Epoch: 27 [37888/45000]	Loss: 0.4269	LR: 0.020000
Training Epoch: 27 [38144/45000]	Loss: 0.4095	LR: 0.020000
Training Epoch: 27 [38400/45000]	Loss: 0.3536	LR: 0.020000
Training Epoch: 27 [38656/45000]	Loss: 0.3930	LR: 0.020000
Training Epoch: 27 [38912/45000]	Loss: 0.3939	LR: 0.020000
Training Epoch: 27 [39168/45000]	Loss: 0.3732	LR: 0.020000
Training Epoch: 27 [39424/45000]	Loss: 0.3861	LR: 0.020000
Training Epoch: 27 [39680/45000]	Loss: 0.3515	LR: 0.020000
Training Epoch: 27 [39936/45000]	Loss: 0.4288	LR: 0.020000
Training Epoch: 27 [40192/45000]	Loss: 0.3275	LR: 0.020000
Training Epoch: 27 [40448/45000]	Loss: 0.3498	LR: 0.020000
Training Epoch: 27 [40704/45000]	Loss: 0.3974	LR: 0.020000
Training Epoch: 27 [40960/45000]	Loss: 0.3456	LR: 0.020000
Training Epoch: 27 [41216/45000]	Loss: 0.3502	LR: 0.020000
Training Epoch: 27 [41472/45000]	Loss: 0.3449	LR: 0.020000
Training Epoch: 27 [41728/45000]	Loss: 0.4178	LR: 0.020000
Training Epoch: 27 [41984/45000]	Loss: 0.5145	LR: 0.020000
Training Epoch: 27 [42240/45000]	Loss: 0.3779	LR: 0.020000
Training Epoch: 27 [42496/45000]	Loss: 0.3495	LR: 0.020000
Training Epoch: 27 [42752/45000]	Loss: 0.4713	LR: 0.020000
Training Epoch: 27 [43008/45000]	Loss: 0.3343	LR: 0.020000
Training Epoch: 27 [43264/45000]	Loss: 0.4692	LR: 0.020000
Training Epoch: 27 [43520/45000]	Loss: 0.4687	LR: 0.020000
Training Epoch: 27 [43776/45000]	Loss: 0.3022	LR: 0.020000
Training Epoch: 27 [44032/45000]	Loss: 0.4817	LR: 0.020000
Training Epoch: 27 [44288/45000]	Loss: 0.3855	LR: 0.020000
Training Epoch: 27 [44544/45000]	Loss: 0.3705	LR: 0.020000
Training Epoch: 27 [44800/45000]	Loss: 0.4655	LR: 0.020000
Training Epoch: 27 [45000/45000]	Loss: 0.5786	LR: 0.020000
Epoch 27 - Average Train Loss: 0.3752, Train Accuracy: 0.8742
Epoch 27 training time consumed: 27.05s
Evaluating Network.....
Test set: Epoch: 27, Average loss: 0.0033, Accuracy: 0.7630, Time consumed:0.90s
Training Epoch: 28 [256/45000]	Loss: 0.3393	LR: 0.020000
Training Epoch: 28 [512/45000]	Loss: 0.3124	LR: 0.020000
Training Epoch: 28 [768/45000]	Loss: 0.3199	LR: 0.020000
Training Epoch: 28 [1024/45000]	Loss: 0.3192	LR: 0.020000
Training Epoch: 28 [1280/45000]	Loss: 0.3159	LR: 0.020000
Training Epoch: 28 [1536/45000]	Loss: 0.2383	LR: 0.020000
Training Epoch: 28 [1792/45000]	Loss: 0.2982	LR: 0.020000
Training Epoch: 28 [2048/45000]	Loss: 0.2792	LR: 0.020000
Training Epoch: 28 [2304/45000]	Loss: 0.4485	LR: 0.020000
Training Epoch: 28 [2560/45000]	Loss: 0.3739	LR: 0.020000
Training Epoch: 28 [2816/45000]	Loss: 0.3406	LR: 0.020000
Training Epoch: 28 [3072/45000]	Loss: 0.3160	LR: 0.020000
Training Epoch: 28 [3328/45000]	Loss: 0.3125	LR: 0.020000
Training Epoch: 28 [3584/45000]	Loss: 0.3437	LR: 0.020000
Training Epoch: 28 [3840/45000]	Loss: 0.3501	LR: 0.020000
Training Epoch: 28 [4096/45000]	Loss: 0.3588	LR: 0.020000
Training Epoch: 28 [4352/45000]	Loss: 0.3245	LR: 0.020000
Training Epoch: 28 [4608/45000]	Loss: 0.2740	LR: 0.020000
Training Epoch: 28 [4864/45000]	Loss: 0.3130	LR: 0.020000
Training Epoch: 28 [5120/45000]	Loss: 0.3623	LR: 0.020000
Training Epoch: 28 [5376/45000]	Loss: 0.2895	LR: 0.020000
Training Epoch: 28 [5632/45000]	Loss: 0.2760	LR: 0.020000
Training Epoch: 28 [5888/45000]	Loss: 0.3764	LR: 0.020000
Training Epoch: 28 [6144/45000]	Loss: 0.3407	LR: 0.020000
Training Epoch: 28 [6400/45000]	Loss: 0.3922	LR: 0.020000
Training Epoch: 28 [6656/45000]	Loss: 0.3423	LR: 0.020000
Training Epoch: 28 [6912/45000]	Loss: 0.3523	LR: 0.020000
Training Epoch: 28 [7168/45000]	Loss: 0.3005	LR: 0.020000
Training Epoch: 28 [7424/45000]	Loss: 0.3379	LR: 0.020000
Training Epoch: 28 [7680/45000]	Loss: 0.3138	LR: 0.020000
Training Epoch: 28 [7936/45000]	Loss: 0.4159	LR: 0.020000
Training Epoch: 28 [8192/45000]	Loss: 0.3021	LR: 0.020000
Training Epoch: 28 [8448/45000]	Loss: 0.3099	LR: 0.020000
Training Epoch: 28 [8704/45000]	Loss: 0.3410	LR: 0.020000
Training Epoch: 28 [8960/45000]	Loss: 0.3274	LR: 0.020000
Training Epoch: 28 [9216/45000]	Loss: 0.3008	LR: 0.020000
Training Epoch: 28 [9472/45000]	Loss: 0.2896	LR: 0.020000
Training Epoch: 28 [9728/45000]	Loss: 0.3515	LR: 0.020000
Training Epoch: 28 [9984/45000]	Loss: 0.2995	LR: 0.020000
Training Epoch: 28 [10240/45000]	Loss: 0.3401	LR: 0.020000
Training Epoch: 28 [10496/45000]	Loss: 0.3266	LR: 0.020000
Training Epoch: 28 [10752/45000]	Loss: 0.3765	LR: 0.020000
Training Epoch: 28 [11008/45000]	Loss: 0.3148	LR: 0.020000
Training Epoch: 28 [11264/45000]	Loss: 0.3587	LR: 0.020000
Training Epoch: 28 [11520/45000]	Loss: 0.4345	LR: 0.020000
Training Epoch: 28 [11776/45000]	Loss: 0.3766	LR: 0.020000
Training Epoch: 28 [12032/45000]	Loss: 0.3599	LR: 0.020000
Training Epoch: 28 [12288/45000]	Loss: 0.3118	LR: 0.020000
Training Epoch: 28 [12544/45000]	Loss: 0.2511	LR: 0.020000
Training Epoch: 28 [12800/45000]	Loss: 0.2759	LR: 0.020000
Training Epoch: 28 [13056/45000]	Loss: 0.3387	LR: 0.020000
Training Epoch: 28 [13312/45000]	Loss: 0.4268	LR: 0.020000
Training Epoch: 28 [13568/45000]	Loss: 0.3531	LR: 0.020000
Training Epoch: 28 [13824/45000]	Loss: 0.3680	LR: 0.020000
Training Epoch: 28 [14080/45000]	Loss: 0.3579	LR: 0.020000
Training Epoch: 28 [14336/45000]	Loss: 0.3341	LR: 0.020000
Training Epoch: 28 [14592/45000]	Loss: 0.2953	LR: 0.020000
Training Epoch: 28 [14848/45000]	Loss: 0.4211	LR: 0.020000
Training Epoch: 28 [15104/45000]	Loss: 0.3901	LR: 0.020000
Training Epoch: 28 [15360/45000]	Loss: 0.3768	LR: 0.020000
Training Epoch: 28 [15616/45000]	Loss: 0.4173	LR: 0.020000
Training Epoch: 28 [15872/45000]	Loss: 0.3775	LR: 0.020000
Training Epoch: 28 [16128/45000]	Loss: 0.3437	LR: 0.020000
Training Epoch: 28 [16384/45000]	Loss: 0.4486	LR: 0.020000
Training Epoch: 28 [16640/45000]	Loss: 0.3269	LR: 0.020000
Training Epoch: 28 [16896/45000]	Loss: 0.3206	LR: 0.020000
Training Epoch: 28 [17152/45000]	Loss: 0.3503	LR: 0.020000
Training Epoch: 28 [17408/45000]	Loss: 0.3946	LR: 0.020000
Training Epoch: 28 [17664/45000]	Loss: 0.3929	LR: 0.020000
Training Epoch: 28 [17920/45000]	Loss: 0.4142	LR: 0.020000
Training Epoch: 28 [18176/45000]	Loss: 0.3550	LR: 0.020000
Training Epoch: 28 [18432/45000]	Loss: 0.4100	LR: 0.020000
Training Epoch: 28 [18688/45000]	Loss: 0.3958	LR: 0.020000
Training Epoch: 28 [18944/45000]	Loss: 0.3803	LR: 0.020000
Training Epoch: 28 [19200/45000]	Loss: 0.2981	LR: 0.020000
Training Epoch: 28 [19456/45000]	Loss: 0.3910	LR: 0.020000
Training Epoch: 28 [19712/45000]	Loss: 0.3897	LR: 0.020000
Training Epoch: 28 [19968/45000]	Loss: 0.2899	LR: 0.020000
Training Epoch: 28 [20224/45000]	Loss: 0.3375	LR: 0.020000
Training Epoch: 28 [20480/45000]	Loss: 0.3712	LR: 0.020000
Training Epoch: 28 [20736/45000]	Loss: 0.4048	LR: 0.020000
Training Epoch: 28 [20992/45000]	Loss: 0.3583	LR: 0.020000
Training Epoch: 28 [21248/45000]	Loss: 0.3545	LR: 0.020000
Training Epoch: 28 [21504/45000]	Loss: 0.3999	LR: 0.020000
Training Epoch: 28 [21760/45000]	Loss: 0.3082	LR: 0.020000
Training Epoch: 28 [22016/45000]	Loss: 0.3235	LR: 0.020000
Training Epoch: 28 [22272/45000]	Loss: 0.3952	LR: 0.020000
Training Epoch: 28 [22528/45000]	Loss: 0.4581	LR: 0.020000
Training Epoch: 28 [22784/45000]	Loss: 0.3893	LR: 0.020000
Training Epoch: 28 [23040/45000]	Loss: 0.3273	LR: 0.020000
Training Epoch: 28 [23296/45000]	Loss: 0.3747	LR: 0.020000
Training Epoch: 28 [23552/45000]	Loss: 0.2715	LR: 0.020000
Training Epoch: 28 [23808/45000]	Loss: 0.3296	LR: 0.020000
Training Epoch: 28 [24064/45000]	Loss: 0.4152	LR: 0.020000
Training Epoch: 28 [24320/45000]	Loss: 0.3438	LR: 0.020000
Training Epoch: 28 [24576/45000]	Loss: 0.4076	LR: 0.020000
Training Epoch: 28 [24832/45000]	Loss: 0.3581	LR: 0.020000
Training Epoch: 28 [25088/45000]	Loss: 0.4374	LR: 0.020000
Training Epoch: 28 [25344/45000]	Loss: 0.3581	LR: 0.020000
Training Epoch: 28 [25600/45000]	Loss: 0.3480	LR: 0.020000
Training Epoch: 28 [25856/45000]	Loss: 0.3286	LR: 0.020000
Training Epoch: 28 [26112/45000]	Loss: 0.3096	LR: 0.020000
Training Epoch: 28 [26368/45000]	Loss: 0.3147	LR: 0.020000
Training Epoch: 28 [26624/45000]	Loss: 0.4110	LR: 0.020000
Training Epoch: 28 [26880/45000]	Loss: 0.3210	LR: 0.020000
Training Epoch: 28 [27136/45000]	Loss: 0.3534	LR: 0.020000
Training Epoch: 28 [27392/45000]	Loss: 0.3642	LR: 0.020000
Training Epoch: 28 [27648/45000]	Loss: 0.3112	LR: 0.020000
Training Epoch: 28 [27904/45000]	Loss: 0.3624	LR: 0.020000
Training Epoch: 28 [28160/45000]	Loss: 0.3363	LR: 0.020000
Training Epoch: 28 [28416/45000]	Loss: 0.3989	LR: 0.020000
Training Epoch: 28 [28672/45000]	Loss: 0.3185	LR: 0.020000
Training Epoch: 28 [28928/45000]	Loss: 0.3834	LR: 0.020000
Training Epoch: 28 [29184/45000]	Loss: 0.2791	LR: 0.020000
Training Epoch: 28 [29440/45000]	Loss: 0.3001	LR: 0.020000
Training Epoch: 28 [29696/45000]	Loss: 0.3668	LR: 0.020000
Training Epoch: 28 [29952/45000]	Loss: 0.4002	LR: 0.020000
Training Epoch: 28 [30208/45000]	Loss: 0.4085	LR: 0.020000
Training Epoch: 28 [30464/45000]	Loss: 0.4241	LR: 0.020000
Training Epoch: 28 [30720/45000]	Loss: 0.4316	LR: 0.020000
Training Epoch: 28 [30976/45000]	Loss: 0.3298	LR: 0.020000
Training Epoch: 28 [31232/45000]	Loss: 0.3384	LR: 0.020000
Training Epoch: 28 [31488/45000]	Loss: 0.4264	LR: 0.020000
Training Epoch: 28 [31744/45000]	Loss: 0.4174	LR: 0.020000
Training Epoch: 28 [32000/45000]	Loss: 0.3791	LR: 0.020000
Training Epoch: 28 [32256/45000]	Loss: 0.3246	LR: 0.020000
Training Epoch: 28 [32512/45000]	Loss: 0.3562	LR: 0.020000
Training Epoch: 28 [32768/45000]	Loss: 0.3945	LR: 0.020000
Training Epoch: 28 [33024/45000]	Loss: 0.3770	LR: 0.020000
Training Epoch: 28 [33280/45000]	Loss: 0.3260	LR: 0.020000
Training Epoch: 28 [33536/45000]	Loss: 0.3833	LR: 0.020000
Training Epoch: 28 [33792/45000]	Loss: 0.4080	LR: 0.020000
Training Epoch: 28 [34048/45000]	Loss: 0.3692	LR: 0.020000
Training Epoch: 28 [34304/45000]	Loss: 0.3570	LR: 0.020000
Training Epoch: 28 [34560/45000]	Loss: 0.3526	LR: 0.020000
Training Epoch: 28 [34816/45000]	Loss: 0.3640	LR: 0.020000
Training Epoch: 28 [35072/45000]	Loss: 0.2984	LR: 0.020000
Training Epoch: 28 [35328/45000]	Loss: 0.4723	LR: 0.020000
Training Epoch: 28 [35584/45000]	Loss: 0.5192	LR: 0.020000
Training Epoch: 28 [35840/45000]	Loss: 0.3395	LR: 0.020000
Training Epoch: 28 [36096/45000]	Loss: 0.3057	LR: 0.020000
Training Epoch: 28 [36352/45000]	Loss: 0.3315	LR: 0.020000
Training Epoch: 28 [36608/45000]	Loss: 0.3373	LR: 0.020000
Training Epoch: 28 [36864/45000]	Loss: 0.4322	LR: 0.020000
Training Epoch: 28 [37120/45000]	Loss: 0.4432	LR: 0.020000
Training Epoch: 28 [37376/45000]	Loss: 0.3442	LR: 0.020000
Training Epoch: 28 [37632/45000]	Loss: 0.3940	LR: 0.020000
Training Epoch: 28 [37888/45000]	Loss: 0.3825	LR: 0.020000
Training Epoch: 28 [38144/45000]	Loss: 0.3835	LR: 0.020000
Training Epoch: 28 [38400/45000]	Loss: 0.3144	LR: 0.020000
Training Epoch: 28 [38656/45000]	Loss: 0.4141	LR: 0.020000
Training Epoch: 28 [38912/45000]	Loss: 0.3531	LR: 0.020000
Training Epoch: 28 [39168/45000]	Loss: 0.3133	LR: 0.020000
Training Epoch: 28 [39424/45000]	Loss: 0.4347	LR: 0.020000
Training Epoch: 28 [39680/45000]	Loss: 0.4098	LR: 0.020000
Training Epoch: 28 [39936/45000]	Loss: 0.3377	LR: 0.020000
Training Epoch: 28 [40192/45000]	Loss: 0.3511	LR: 0.020000
Training Epoch: 28 [40448/45000]	Loss: 0.3456	LR: 0.020000
Training Epoch: 28 [40704/45000]	Loss: 0.3794	LR: 0.020000
Training Epoch: 28 [40960/45000]	Loss: 0.4400	LR: 0.020000
Training Epoch: 28 [41216/45000]	Loss: 0.3179	LR: 0.020000
Training Epoch: 28 [41472/45000]	Loss: 0.3602	LR: 0.020000
Training Epoch: 28 [41728/45000]	Loss: 0.3829	LR: 0.020000
Training Epoch: 28 [41984/45000]	Loss: 0.4054	LR: 0.020000
Training Epoch: 28 [42240/45000]	Loss: 0.4736	LR: 0.020000
Training Epoch: 28 [42496/45000]	Loss: 0.3808	LR: 0.020000
Training Epoch: 28 [42752/45000]	Loss: 0.4052	LR: 0.020000
Training Epoch: 28 [43008/45000]	Loss: 0.3504	LR: 0.020000
Training Epoch: 28 [43264/45000]	Loss: 0.3995	LR: 0.020000
Training Epoch: 28 [43520/45000]	Loss: 0.3562	LR: 0.020000
Training Epoch: 28 [43776/45000]	Loss: 0.3707	LR: 0.020000
Training Epoch: 28 [44032/45000]	Loss: 0.3856	LR: 0.020000
Training Epoch: 28 [44288/45000]	Loss: 0.4402	LR: 0.020000
Training Epoch: 28 [44544/45000]	Loss: 0.3548	LR: 0.020000
Training Epoch: 28 [44800/45000]	Loss: 0.4779	LR: 0.020000
Training Epoch: 28 [45000/45000]	Loss: 0.4651	LR: 0.020000
Epoch 28 - Average Train Loss: 0.3600, Train Accuracy: 0.8792
Epoch 28 training time consumed: 27.23s
Evaluating Network.....
Test set: Epoch: 28, Average loss: 0.0036, Accuracy: 0.7525, Time consumed:0.96s
Training Epoch: 29 [256/45000]	Loss: 0.3054	LR: 0.020000
Training Epoch: 29 [512/45000]	Loss: 0.3923	LR: 0.020000
Training Epoch: 29 [768/45000]	Loss: 0.3435	LR: 0.020000
Training Epoch: 29 [1024/45000]	Loss: 0.3848	LR: 0.020000
Training Epoch: 29 [1280/45000]	Loss: 0.3207	LR: 0.020000
Training Epoch: 29 [1536/45000]	Loss: 0.3938	LR: 0.020000
Training Epoch: 29 [1792/45000]	Loss: 0.2942	LR: 0.020000
Training Epoch: 29 [2048/45000]	Loss: 0.3059	LR: 0.020000
Training Epoch: 29 [2304/45000]	Loss: 0.2578	LR: 0.020000
Training Epoch: 29 [2560/45000]	Loss: 0.3313	LR: 0.020000
Training Epoch: 29 [2816/45000]	Loss: 0.3265	LR: 0.020000
Training Epoch: 29 [3072/45000]	Loss: 0.3105	LR: 0.020000
Training Epoch: 29 [3328/45000]	Loss: 0.3258	LR: 0.020000
Training Epoch: 29 [3584/45000]	Loss: 0.3451	LR: 0.020000
Training Epoch: 29 [3840/45000]	Loss: 0.2654	LR: 0.020000
Training Epoch: 29 [4096/45000]	Loss: 0.3888	LR: 0.020000
Training Epoch: 29 [4352/45000]	Loss: 0.2545	LR: 0.020000
Training Epoch: 29 [4608/45000]	Loss: 0.3223	LR: 0.020000
Training Epoch: 29 [4864/45000]	Loss: 0.3904	LR: 0.020000
Training Epoch: 29 [5120/45000]	Loss: 0.3073	LR: 0.020000
Training Epoch: 29 [5376/45000]	Loss: 0.3055	LR: 0.020000
Training Epoch: 29 [5632/45000]	Loss: 0.4150	LR: 0.020000
Training Epoch: 29 [5888/45000]	Loss: 0.3617	LR: 0.020000
Training Epoch: 29 [6144/45000]	Loss: 0.3089	LR: 0.020000
Training Epoch: 29 [6400/45000]	Loss: 0.3903	LR: 0.020000
Training Epoch: 29 [6656/45000]	Loss: 0.4017	LR: 0.020000
Training Epoch: 29 [6912/45000]	Loss: 0.3765	LR: 0.020000
Training Epoch: 29 [7168/45000]	Loss: 0.3292	LR: 0.020000
Training Epoch: 29 [7424/45000]	Loss: 0.2381	LR: 0.020000
Training Epoch: 29 [7680/45000]	Loss: 0.3723	LR: 0.020000
Training Epoch: 29 [7936/45000]	Loss: 0.3448	LR: 0.020000
Training Epoch: 29 [8192/45000]	Loss: 0.5220	LR: 0.020000
Training Epoch: 29 [8448/45000]	Loss: 0.2928	LR: 0.020000
Training Epoch: 29 [8704/45000]	Loss: 0.4132	LR: 0.020000
Training Epoch: 29 [8960/45000]	Loss: 0.3227	LR: 0.020000
Training Epoch: 29 [9216/45000]	Loss: 0.2845	LR: 0.020000
Training Epoch: 29 [9472/45000]	Loss: 0.3720	LR: 0.020000
Training Epoch: 29 [9728/45000]	Loss: 0.4329	LR: 0.020000
Training Epoch: 29 [9984/45000]	Loss: 0.2523	LR: 0.020000
Training Epoch: 29 [10240/45000]	Loss: 0.2647	LR: 0.020000
Training Epoch: 29 [10496/45000]	Loss: 0.3484	LR: 0.020000
Training Epoch: 29 [10752/45000]	Loss: 0.3620	LR: 0.020000
Training Epoch: 29 [11008/45000]	Loss: 0.3244	LR: 0.020000
Training Epoch: 29 [11264/45000]	Loss: 0.2986	LR: 0.020000
Training Epoch: 29 [11520/45000]	Loss: 0.3364	LR: 0.020000
Training Epoch: 29 [11776/45000]	Loss: 0.2597	LR: 0.020000
Training Epoch: 29 [12032/45000]	Loss: 0.3106	LR: 0.020000
Training Epoch: 29 [12288/45000]	Loss: 0.3724	LR: 0.020000
Training Epoch: 29 [12544/45000]	Loss: 0.3919	LR: 0.020000
Training Epoch: 29 [12800/45000]	Loss: 0.2349	LR: 0.020000
Training Epoch: 29 [13056/45000]	Loss: 0.3250	LR: 0.020000
Training Epoch: 29 [13312/45000]	Loss: 0.2584	LR: 0.020000
Training Epoch: 29 [13568/45000]	Loss: 0.2731	LR: 0.020000
Training Epoch: 29 [13824/45000]	Loss: 0.3513	LR: 0.020000
Training Epoch: 29 [14080/45000]	Loss: 0.4170	LR: 0.020000
Training Epoch: 29 [14336/45000]	Loss: 0.3076	LR: 0.020000
Training Epoch: 29 [14592/45000]	Loss: 0.3551	LR: 0.020000
Training Epoch: 29 [14848/45000]	Loss: 0.4204	LR: 0.020000
Training Epoch: 29 [15104/45000]	Loss: 0.2909	LR: 0.020000
Training Epoch: 29 [15360/45000]	Loss: 0.3076	LR: 0.020000
Training Epoch: 29 [15616/45000]	Loss: 0.3527	LR: 0.020000
Training Epoch: 29 [15872/45000]	Loss: 0.2959	LR: 0.020000
Training Epoch: 29 [16128/45000]	Loss: 0.3644	LR: 0.020000
Training Epoch: 29 [16384/45000]	Loss: 0.3526	LR: 0.020000
Training Epoch: 29 [16640/45000]	Loss: 0.3832	LR: 0.020000
Training Epoch: 29 [16896/45000]	Loss: 0.3432	LR: 0.020000
Training Epoch: 29 [17152/45000]	Loss: 0.3277	LR: 0.020000
Training Epoch: 29 [17408/45000]	Loss: 0.3386	LR: 0.020000
Training Epoch: 29 [17664/45000]	Loss: 0.3463	LR: 0.020000
Training Epoch: 29 [17920/45000]	Loss: 0.3169	LR: 0.020000
Training Epoch: 29 [18176/45000]	Loss: 0.2687	LR: 0.020000
Training Epoch: 29 [18432/45000]	Loss: 0.2904	LR: 0.020000
Training Epoch: 29 [18688/45000]	Loss: 0.3378	LR: 0.020000
Training Epoch: 29 [18944/45000]	Loss: 0.2972	LR: 0.020000
Training Epoch: 29 [19200/45000]	Loss: 0.3215	LR: 0.020000
Training Epoch: 29 [19456/45000]	Loss: 0.2431	LR: 0.020000
Training Epoch: 29 [19712/45000]	Loss: 0.4120	LR: 0.020000
Training Epoch: 29 [19968/45000]	Loss: 0.3757	LR: 0.020000
Training Epoch: 29 [20224/45000]	Loss: 0.3564	LR: 0.020000
Training Epoch: 29 [20480/45000]	Loss: 0.4467	LR: 0.020000
Training Epoch: 29 [20736/45000]	Loss: 0.3503	LR: 0.020000
Training Epoch: 29 [20992/45000]	Loss: 0.3985	LR: 0.020000
Training Epoch: 29 [21248/45000]	Loss: 0.4049	LR: 0.020000
Training Epoch: 29 [21504/45000]	Loss: 0.3905	LR: 0.020000
Training Epoch: 29 [21760/45000]	Loss: 0.3960	LR: 0.020000
Training Epoch: 29 [22016/45000]	Loss: 0.3092	LR: 0.020000
Training Epoch: 29 [22272/45000]	Loss: 0.3786	LR: 0.020000
Training Epoch: 29 [22528/45000]	Loss: 0.3752	LR: 0.020000
Training Epoch: 29 [22784/45000]	Loss: 0.2905	LR: 0.020000
Training Epoch: 29 [23040/45000]	Loss: 0.3086	LR: 0.020000
Training Epoch: 29 [23296/45000]	Loss: 0.3125	LR: 0.020000
Training Epoch: 29 [23552/45000]	Loss: 0.2908	LR: 0.020000
Training Epoch: 29 [23808/45000]	Loss: 0.3333	LR: 0.020000
Training Epoch: 29 [24064/45000]	Loss: 0.3702	LR: 0.020000
Training Epoch: 29 [24320/45000]	Loss: 0.3271	LR: 0.020000
Training Epoch: 29 [24576/45000]	Loss: 0.3349	LR: 0.020000
Training Epoch: 29 [24832/45000]	Loss: 0.3360	LR: 0.020000
Training Epoch: 29 [25088/45000]	Loss: 0.3700	LR: 0.020000
Training Epoch: 29 [25344/45000]	Loss: 0.3314	LR: 0.020000
Training Epoch: 29 [25600/45000]	Loss: 0.3790	LR: 0.020000
Training Epoch: 29 [25856/45000]	Loss: 0.3118	LR: 0.020000
Training Epoch: 29 [26112/45000]	Loss: 0.3931	LR: 0.020000
Training Epoch: 29 [26368/45000]	Loss: 0.4136	LR: 0.020000
Training Epoch: 29 [26624/45000]	Loss: 0.3045	LR: 0.020000
Training Epoch: 29 [26880/45000]	Loss: 0.3167	LR: 0.020000
Training Epoch: 29 [27136/45000]	Loss: 0.3905	LR: 0.020000
Training Epoch: 29 [27392/45000]	Loss: 0.2476	LR: 0.020000
Training Epoch: 29 [27648/45000]	Loss: 0.3255	LR: 0.020000
Training Epoch: 29 [27904/45000]	Loss: 0.4080	LR: 0.020000
Training Epoch: 29 [28160/45000]	Loss: 0.4031	LR: 0.020000
Training Epoch: 29 [28416/45000]	Loss: 0.3026	LR: 0.020000
Training Epoch: 29 [28672/45000]	Loss: 0.3546	LR: 0.020000
Training Epoch: 29 [28928/45000]	Loss: 0.3398	LR: 0.020000
Training Epoch: 29 [29184/45000]	Loss: 0.3759	LR: 0.020000
Training Epoch: 29 [29440/45000]	Loss: 0.3723	LR: 0.020000
Training Epoch: 29 [29696/45000]	Loss: 0.3404	LR: 0.020000
Training Epoch: 29 [29952/45000]	Loss: 0.3565	LR: 0.020000
Training Epoch: 29 [30208/45000]	Loss: 0.3565	LR: 0.020000
Training Epoch: 29 [30464/45000]	Loss: 0.3684	LR: 0.020000
Training Epoch: 29 [30720/45000]	Loss: 0.3041	LR: 0.020000
Training Epoch: 29 [30976/45000]	Loss: 0.3901	LR: 0.020000
Training Epoch: 29 [31232/45000]	Loss: 0.3111	LR: 0.020000
Training Epoch: 29 [31488/45000]	Loss: 0.2816	LR: 0.020000
Training Epoch: 29 [31744/45000]	Loss: 0.3577	LR: 0.020000
Training Epoch: 29 [32000/45000]	Loss: 0.3239	LR: 0.020000
Training Epoch: 29 [32256/45000]	Loss: 0.3647	LR: 0.020000
Training Epoch: 29 [32512/45000]	Loss: 0.3905	LR: 0.020000
Training Epoch: 29 [32768/45000]	Loss: 0.3287	LR: 0.020000
Training Epoch: 29 [33024/45000]	Loss: 0.2500	LR: 0.020000
Training Epoch: 29 [33280/45000]	Loss: 0.4002	LR: 0.020000
Training Epoch: 29 [33536/45000]	Loss: 0.3904	LR: 0.020000
Training Epoch: 29 [33792/45000]	Loss: 0.3164	LR: 0.020000
Training Epoch: 29 [34048/45000]	Loss: 0.3513	LR: 0.020000
Training Epoch: 29 [34304/45000]	Loss: 0.2959	LR: 0.020000
Training Epoch: 29 [34560/45000]	Loss: 0.3613	LR: 0.020000
Training Epoch: 29 [34816/45000]	Loss: 0.3499	LR: 0.020000
Training Epoch: 29 [35072/45000]	Loss: 0.3404	LR: 0.020000
Training Epoch: 29 [35328/45000]	Loss: 0.3052	LR: 0.020000
Training Epoch: 29 [35584/45000]	Loss: 0.3688	LR: 0.020000
Training Epoch: 29 [35840/45000]	Loss: 0.3699	LR: 0.020000
Training Epoch: 29 [36096/45000]	Loss: 0.4701	LR: 0.020000
Training Epoch: 29 [36352/45000]	Loss: 0.4155	LR: 0.020000
Training Epoch: 29 [36608/45000]	Loss: 0.3377	LR: 0.020000
Training Epoch: 29 [36864/45000]	Loss: 0.4627	LR: 0.020000
Training Epoch: 29 [37120/45000]	Loss: 0.4513	LR: 0.020000
Training Epoch: 29 [37376/45000]	Loss: 0.3648	LR: 0.020000
Training Epoch: 29 [37632/45000]	Loss: 0.3931	LR: 0.020000
Training Epoch: 29 [37888/45000]	Loss: 0.3600	LR: 0.020000
Training Epoch: 29 [38144/45000]	Loss: 0.4029	LR: 0.020000
Training Epoch: 29 [38400/45000]	Loss: 0.3801	LR: 0.020000
Training Epoch: 29 [38656/45000]	Loss: 0.3871	LR: 0.020000
Training Epoch: 29 [38912/45000]	Loss: 0.2966	LR: 0.020000
Training Epoch: 29 [39168/45000]	Loss: 0.3762	LR: 0.020000
Training Epoch: 29 [39424/45000]	Loss: 0.3936	LR: 0.020000
Training Epoch: 29 [39680/45000]	Loss: 0.3853	LR: 0.020000
Training Epoch: 29 [39936/45000]	Loss: 0.3766	LR: 0.020000
Training Epoch: 29 [40192/45000]	Loss: 0.3300	LR: 0.020000
Training Epoch: 29 [40448/45000]	Loss: 0.4374	LR: 0.020000
Training Epoch: 29 [40704/45000]	Loss: 0.3731	LR: 0.020000
Training Epoch: 29 [40960/45000]	Loss: 0.3521	LR: 0.020000
Training Epoch: 29 [41216/45000]	Loss: 0.3257	LR: 0.020000
Training Epoch: 29 [41472/45000]	Loss: 0.3605	LR: 0.020000
Training Epoch: 29 [41728/45000]	Loss: 0.3289	LR: 0.020000
Training Epoch: 29 [41984/45000]	Loss: 0.4105	LR: 0.020000
Training Epoch: 29 [42240/45000]	Loss: 0.3570	LR: 0.020000
Training Epoch: 29 [42496/45000]	Loss: 0.4713	LR: 0.020000
Training Epoch: 29 [42752/45000]	Loss: 0.3670	LR: 0.020000
Training Epoch: 29 [43008/45000]	Loss: 0.3613	LR: 0.020000
Training Epoch: 29 [43264/45000]	Loss: 0.3626	LR: 0.020000
Training Epoch: 29 [43520/45000]	Loss: 0.3043	LR: 0.020000
Training Epoch: 29 [43776/45000]	Loss: 0.3548	LR: 0.020000
Training Epoch: 29 [44032/45000]	Loss: 0.3828	LR: 0.020000
Training Epoch: 29 [44288/45000]	Loss: 0.4143	LR: 0.020000
Training Epoch: 29 [44544/45000]	Loss: 0.4508	LR: 0.020000
Training Epoch: 29 [44800/45000]	Loss: 0.3901	LR: 0.020000
Training Epoch: 29 [45000/45000]	Loss: 0.4406	LR: 0.020000
Epoch 29 - Average Train Loss: 0.3495, Train Accuracy: 0.8826
Epoch 29 training time consumed: 27.11s
Evaluating Network.....
Test set: Epoch: 29, Average loss: 0.0034, Accuracy: 0.7621, Time consumed:0.92s
Training Epoch: 30 [256/45000]	Loss: 0.2805	LR: 0.004000
Training Epoch: 30 [512/45000]	Loss: 0.3240	LR: 0.004000
Training Epoch: 30 [768/45000]	Loss: 0.3210	LR: 0.004000
Training Epoch: 30 [1024/45000]	Loss: 0.3374	LR: 0.004000
Training Epoch: 30 [1280/45000]	Loss: 0.2770	LR: 0.004000
Training Epoch: 30 [1536/45000]	Loss: 0.3202	LR: 0.004000
Training Epoch: 30 [1792/45000]	Loss: 0.2682	LR: 0.004000
Training Epoch: 30 [2048/45000]	Loss: 0.2735	LR: 0.004000
Training Epoch: 30 [2304/45000]	Loss: 0.2635	LR: 0.004000
Training Epoch: 30 [2560/45000]	Loss: 0.3146	LR: 0.004000
Training Epoch: 30 [2816/45000]	Loss: 0.2634	LR: 0.004000
Training Epoch: 30 [3072/45000]	Loss: 0.3400	LR: 0.004000
Training Epoch: 30 [3328/45000]	Loss: 0.3145	LR: 0.004000
Training Epoch: 30 [3584/45000]	Loss: 0.2796	LR: 0.004000
Training Epoch: 30 [3840/45000]	Loss: 0.2300	LR: 0.004000
Training Epoch: 30 [4096/45000]	Loss: 0.1918	LR: 0.004000
Training Epoch: 30 [4352/45000]	Loss: 0.2076	LR: 0.004000
Training Epoch: 30 [4608/45000]	Loss: 0.2078	LR: 0.004000
Training Epoch: 30 [4864/45000]	Loss: 0.2429	LR: 0.004000
Training Epoch: 30 [5120/45000]	Loss: 0.2136	LR: 0.004000
Training Epoch: 30 [5376/45000]	Loss: 0.1982	LR: 0.004000
Training Epoch: 30 [5632/45000]	Loss: 0.2522	LR: 0.004000
Training Epoch: 30 [5888/45000]	Loss: 0.2731	LR: 0.004000
Training Epoch: 30 [6144/45000]	Loss: 0.1952	LR: 0.004000
Training Epoch: 30 [6400/45000]	Loss: 0.2865	LR: 0.004000
Training Epoch: 30 [6656/45000]	Loss: 0.2804	LR: 0.004000
Training Epoch: 30 [6912/45000]	Loss: 0.2365	LR: 0.004000
Training Epoch: 30 [7168/45000]	Loss: 0.3011	LR: 0.004000
Training Epoch: 30 [7424/45000]	Loss: 0.2610	LR: 0.004000
Training Epoch: 30 [7680/45000]	Loss: 0.2372	LR: 0.004000
Training Epoch: 30 [7936/45000]	Loss: 0.2762	LR: 0.004000
Training Epoch: 30 [8192/45000]	Loss: 0.3156	LR: 0.004000
Training Epoch: 30 [8448/45000]	Loss: 0.1984	LR: 0.004000
Training Epoch: 30 [8704/45000]	Loss: 0.2346	LR: 0.004000
Training Epoch: 30 [8960/45000]	Loss: 0.2193	LR: 0.004000
Training Epoch: 30 [9216/45000]	Loss: 0.2291	LR: 0.004000
Training Epoch: 30 [9472/45000]	Loss: 0.2980	LR: 0.004000
Training Epoch: 30 [9728/45000]	Loss: 0.2142	LR: 0.004000
Training Epoch: 30 [9984/45000]	Loss: 0.3014	LR: 0.004000
Training Epoch: 30 [10240/45000]	Loss: 0.2262	LR: 0.004000
Training Epoch: 30 [10496/45000]	Loss: 0.3094	LR: 0.004000
Training Epoch: 30 [10752/45000]	Loss: 0.2226	LR: 0.004000
Training Epoch: 30 [11008/45000]	Loss: 0.2036	LR: 0.004000
Training Epoch: 30 [11264/45000]	Loss: 0.2475	LR: 0.004000
Training Epoch: 30 [11520/45000]	Loss: 0.2544	LR: 0.004000
Training Epoch: 30 [11776/45000]	Loss: 0.1999	LR: 0.004000
Training Epoch: 30 [12032/45000]	Loss: 0.2511	LR: 0.004000
Training Epoch: 30 [12288/45000]	Loss: 0.2406	LR: 0.004000
Training Epoch: 30 [12544/45000]	Loss: 0.2317	LR: 0.004000
Training Epoch: 30 [12800/45000]	Loss: 0.2165	LR: 0.004000
Training Epoch: 30 [13056/45000]	Loss: 0.2809	LR: 0.004000
Training Epoch: 30 [13312/45000]	Loss: 0.2293	LR: 0.004000
Training Epoch: 30 [13568/45000]	Loss: 0.2540	LR: 0.004000
Training Epoch: 30 [13824/45000]	Loss: 0.2471	LR: 0.004000
Training Epoch: 30 [14080/45000]	Loss: 0.2742	LR: 0.004000
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Training Epoch: 30 [43776/45000]	Loss: 0.2511	LR: 0.004000
Training Epoch: 30 [44032/45000]	Loss: 0.2263	LR: 0.004000
Training Epoch: 30 [44288/45000]	Loss: 0.1988	LR: 0.004000
Training Epoch: 30 [44544/45000]	Loss: 0.1742	LR: 0.004000
Training Epoch: 30 [44800/45000]	Loss: 0.2378	LR: 0.004000
Training Epoch: 30 [45000/45000]	Loss: 0.2630	LR: 0.004000
Epoch 30 - Average Train Loss: 0.2343, Train Accuracy: 0.9254
Epoch 30 training time consumed: 27.06s
Evaluating Network.....
Test set: Epoch: 30, Average loss: 0.0028, Accuracy: 0.7986, Time consumed:0.91s
Saving weights file to checkpoint/retrain/ResNet18/Sunday_13_July_2025_19h_49m_22s/ResNet18-Cifar20-seed8-ret100-30-best.pth
Training Epoch: 31 [256/45000]	Loss: 0.1507	LR: 0.004000
Training Epoch: 31 [512/45000]	Loss: 0.1766	LR: 0.004000
Training Epoch: 31 [768/45000]	Loss: 0.1993	LR: 0.004000
Training Epoch: 31 [1024/45000]	Loss: 0.2114	LR: 0.004000
Training Epoch: 31 [1280/45000]	Loss: 0.1954	LR: 0.004000
Training Epoch: 31 [1536/45000]	Loss: 0.1507	LR: 0.004000
Training Epoch: 31 [1792/45000]	Loss: 0.2076	LR: 0.004000
Training Epoch: 31 [2048/45000]	Loss: 0.1367	LR: 0.004000
Training Epoch: 31 [2304/45000]	Loss: 0.1553	LR: 0.004000
Training Epoch: 31 [2560/45000]	Loss: 0.1671	LR: 0.004000
Training Epoch: 31 [2816/45000]	Loss: 0.1450	LR: 0.004000
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Training Epoch: 31 [3328/45000]	Loss: 0.1511	LR: 0.004000
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Training Epoch: 31 [3840/45000]	Loss: 0.1713	LR: 0.004000
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Training Epoch: 31 [4608/45000]	Loss: 0.2371	LR: 0.004000
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Training Epoch: 31 [16896/45000]	Loss: 0.1157	LR: 0.004000
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Training Epoch: 31 [19712/45000]	Loss: 0.2096	LR: 0.004000
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Training Epoch: 31 [20224/45000]	Loss: 0.2134	LR: 0.004000
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Training Epoch: 31 [28672/45000]	Loss: 0.1687	LR: 0.004000
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Training Epoch: 31 [35840/45000]	Loss: 0.1826	LR: 0.004000
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Training Epoch: 31 [42240/45000]	Loss: 0.1731	LR: 0.004000
Training Epoch: 31 [42496/45000]	Loss: 0.2457	LR: 0.004000
Training Epoch: 31 [42752/45000]	Loss: 0.1999	LR: 0.004000
Training Epoch: 31 [43008/45000]	Loss: 0.1672	LR: 0.004000
Training Epoch: 31 [43264/45000]	Loss: 0.1412	LR: 0.004000
Training Epoch: 31 [43520/45000]	Loss: 0.1474	LR: 0.004000
Training Epoch: 31 [43776/45000]	Loss: 0.1959	LR: 0.004000
Training Epoch: 31 [44032/45000]	Loss: 0.1826	LR: 0.004000
Training Epoch: 31 [44288/45000]	Loss: 0.1570	LR: 0.004000
Training Epoch: 31 [44544/45000]	Loss: 0.2151	LR: 0.004000
Training Epoch: 31 [44800/45000]	Loss: 0.2230	LR: 0.004000
Training Epoch: 31 [45000/45000]	Loss: 0.2040	LR: 0.004000
Epoch 31 - Average Train Loss: 0.1906, Train Accuracy: 0.9401
Epoch 31 training time consumed: 26.93s
Evaluating Network.....
Test set: Epoch: 31, Average loss: 0.0028, Accuracy: 0.8019, Time consumed:0.94s
Saving weights file to checkpoint/retrain/ResNet18/Sunday_13_July_2025_19h_49m_22s/ResNet18-Cifar20-seed8-ret100-31-best.pth
Training Epoch: 32 [256/45000]	Loss: 0.1898	LR: 0.004000
Training Epoch: 32 [512/45000]	Loss: 0.2157	LR: 0.004000
Training Epoch: 32 [768/45000]	Loss: 0.1298	LR: 0.004000
Training Epoch: 32 [1024/45000]	Loss: 0.1525	LR: 0.004000
Training Epoch: 32 [1280/45000]	Loss: 0.1685	LR: 0.004000
Training Epoch: 32 [1536/45000]	Loss: 0.1868	LR: 0.004000
Training Epoch: 32 [1792/45000]	Loss: 0.1853	LR: 0.004000
Training Epoch: 32 [2048/45000]	Loss: 0.1503	LR: 0.004000
Training Epoch: 32 [2304/45000]	Loss: 0.1402	LR: 0.004000
Training Epoch: 32 [2560/45000]	Loss: 0.1856	LR: 0.004000
Training Epoch: 32 [2816/45000]	Loss: 0.1550	LR: 0.004000
Training Epoch: 32 [3072/45000]	Loss: 0.2100	LR: 0.004000
Training Epoch: 32 [3328/45000]	Loss: 0.1889	LR: 0.004000
Training Epoch: 32 [3584/45000]	Loss: 0.1667	LR: 0.004000
Training Epoch: 32 [3840/45000]	Loss: 0.1364	LR: 0.004000
Training Epoch: 32 [4096/45000]	Loss: 0.1373	LR: 0.004000
Training Epoch: 32 [4352/45000]	Loss: 0.1948	LR: 0.004000
Training Epoch: 32 [4608/45000]	Loss: 0.1627	LR: 0.004000
Training Epoch: 32 [4864/45000]	Loss: 0.1236	LR: 0.004000
Training Epoch: 32 [5120/45000]	Loss: 0.1805	LR: 0.004000
Training Epoch: 32 [5376/45000]	Loss: 0.1477	LR: 0.004000
Training Epoch: 32 [5632/45000]	Loss: 0.2105	LR: 0.004000
Training Epoch: 32 [5888/45000]	Loss: 0.1772	LR: 0.004000
Training Epoch: 32 [6144/45000]	Loss: 0.1802	LR: 0.004000
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Training Epoch: 32 [6656/45000]	Loss: 0.1531	LR: 0.004000
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Training Epoch: 32 [7168/45000]	Loss: 0.1671	LR: 0.004000
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Training Epoch: 32 [7680/45000]	Loss: 0.1679	LR: 0.004000
Training Epoch: 32 [7936/45000]	Loss: 0.1327	LR: 0.004000
Training Epoch: 32 [8192/45000]	Loss: 0.2063	LR: 0.004000
Training Epoch: 32 [8448/45000]	Loss: 0.1829	LR: 0.004000
Training Epoch: 32 [8704/45000]	Loss: 0.1536	LR: 0.004000
Training Epoch: 32 [8960/45000]	Loss: 0.1553	LR: 0.004000
Training Epoch: 32 [9216/45000]	Loss: 0.1798	LR: 0.004000
Training Epoch: 32 [9472/45000]	Loss: 0.1406	LR: 0.004000
Training Epoch: 32 [9728/45000]	Loss: 0.1258	LR: 0.004000
Training Epoch: 32 [9984/45000]	Loss: 0.1979	LR: 0.004000
Training Epoch: 32 [10240/45000]	Loss: 0.1813	LR: 0.004000
Training Epoch: 32 [10496/45000]	Loss: 0.1609	LR: 0.004000
Training Epoch: 32 [10752/45000]	Loss: 0.2041	LR: 0.004000
Training Epoch: 32 [11008/45000]	Loss: 0.1792	LR: 0.004000
Training Epoch: 32 [11264/45000]	Loss: 0.1773	LR: 0.004000
Training Epoch: 32 [11520/45000]	Loss: 0.1433	LR: 0.004000
Training Epoch: 32 [11776/45000]	Loss: 0.1671	LR: 0.004000
Training Epoch: 32 [12032/45000]	Loss: 0.1316	LR: 0.004000
Training Epoch: 32 [12288/45000]	Loss: 0.1868	LR: 0.004000
Training Epoch: 32 [12544/45000]	Loss: 0.1842	LR: 0.004000
Training Epoch: 32 [12800/45000]	Loss: 0.2025	LR: 0.004000
Training Epoch: 32 [13056/45000]	Loss: 0.1902	LR: 0.004000
Training Epoch: 32 [13312/45000]	Loss: 0.1905	LR: 0.004000
Training Epoch: 32 [13568/45000]	Loss: 0.1182	LR: 0.004000
Training Epoch: 32 [13824/45000]	Loss: 0.1432	LR: 0.004000
Training Epoch: 32 [14080/45000]	Loss: 0.1548	LR: 0.004000
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Training Epoch: 32 [15360/45000]	Loss: 0.1697	LR: 0.004000
Training Epoch: 32 [15616/45000]	Loss: 0.1380	LR: 0.004000
Training Epoch: 32 [15872/45000]	Loss: 0.2152	LR: 0.004000
Training Epoch: 32 [16128/45000]	Loss: 0.1401	LR: 0.004000
Training Epoch: 32 [16384/45000]	Loss: 0.2029	LR: 0.004000
Training Epoch: 32 [16640/45000]	Loss: 0.1682	LR: 0.004000
Training Epoch: 32 [16896/45000]	Loss: 0.1667	LR: 0.004000
Training Epoch: 32 [17152/45000]	Loss: 0.1250	LR: 0.004000
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Training Epoch: 32 [17664/45000]	Loss: 0.2190	LR: 0.004000
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Training Epoch: 32 [18688/45000]	Loss: 0.1526	LR: 0.004000
Training Epoch: 32 [18944/45000]	Loss: 0.1884	LR: 0.004000
Training Epoch: 32 [19200/45000]	Loss: 0.2196	LR: 0.004000
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Training Epoch: 32 [19712/45000]	Loss: 0.1812	LR: 0.004000
Training Epoch: 32 [19968/45000]	Loss: 0.1891	LR: 0.004000
Training Epoch: 32 [20224/45000]	Loss: 0.1337	LR: 0.004000
Training Epoch: 32 [20480/45000]	Loss: 0.1790	LR: 0.004000
Training Epoch: 32 [20736/45000]	Loss: 0.1653	LR: 0.004000
Training Epoch: 32 [20992/45000]	Loss: 0.1205	LR: 0.004000
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Training Epoch: 32 [21504/45000]	Loss: 0.1320	LR: 0.004000
Training Epoch: 32 [21760/45000]	Loss: 0.1608	LR: 0.004000
Training Epoch: 32 [22016/45000]	Loss: 0.2357	LR: 0.004000
Training Epoch: 32 [22272/45000]	Loss: 0.1775	LR: 0.004000
Training Epoch: 32 [22528/45000]	Loss: 0.1879	LR: 0.004000
Training Epoch: 32 [22784/45000]	Loss: 0.1698	LR: 0.004000
Training Epoch: 32 [23040/45000]	Loss: 0.2293	LR: 0.004000
Training Epoch: 32 [23296/45000]	Loss: 0.1425	LR: 0.004000
Training Epoch: 32 [23552/45000]	Loss: 0.1715	LR: 0.004000
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Training Epoch: 32 [24320/45000]	Loss: 0.2194	LR: 0.004000
Training Epoch: 32 [24576/45000]	Loss: 0.1720	LR: 0.004000
Training Epoch: 32 [24832/45000]	Loss: 0.1915	LR: 0.004000
Training Epoch: 32 [25088/45000]	Loss: 0.1624	LR: 0.004000
Training Epoch: 32 [25344/45000]	Loss: 0.1832	LR: 0.004000
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Training Epoch: 32 [26368/45000]	Loss: 0.1043	LR: 0.004000
Training Epoch: 32 [26624/45000]	Loss: 0.1802	LR: 0.004000
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Training Epoch: 32 [27136/45000]	Loss: 0.1182	LR: 0.004000
Training Epoch: 32 [27392/45000]	Loss: 0.1494	LR: 0.004000
Training Epoch: 32 [27648/45000]	Loss: 0.1966	LR: 0.004000
Training Epoch: 32 [27904/45000]	Loss: 0.2225	LR: 0.004000
Training Epoch: 32 [28160/45000]	Loss: 0.1743	LR: 0.004000
Training Epoch: 32 [28416/45000]	Loss: 0.1611	LR: 0.004000
Training Epoch: 32 [28672/45000]	Loss: 0.1780	LR: 0.004000
Training Epoch: 32 [28928/45000]	Loss: 0.1452	LR: 0.004000
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Training Epoch: 32 [29440/45000]	Loss: 0.1757	LR: 0.004000
Training Epoch: 32 [29696/45000]	Loss: 0.1932	LR: 0.004000
Training Epoch: 32 [29952/45000]	Loss: 0.1479	LR: 0.004000
Training Epoch: 32 [30208/45000]	Loss: 0.1963	LR: 0.004000
Training Epoch: 32 [30464/45000]	Loss: 0.1967	LR: 0.004000
Training Epoch: 32 [30720/45000]	Loss: 0.1807	LR: 0.004000
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Training Epoch: 32 [35072/45000]	Loss: 0.1503	LR: 0.004000
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Training Epoch: 32 [35584/45000]	Loss: 0.2050	LR: 0.004000
Training Epoch: 32 [35840/45000]	Loss: 0.1761	LR: 0.004000
Training Epoch: 32 [36096/45000]	Loss: 0.1827	LR: 0.004000
Training Epoch: 32 [36352/45000]	Loss: 0.1288	LR: 0.004000
Training Epoch: 32 [36608/45000]	Loss: 0.1564	LR: 0.004000
Training Epoch: 32 [36864/45000]	Loss: 0.1812	LR: 0.004000
Training Epoch: 32 [37120/45000]	Loss: 0.2336	LR: 0.004000
Training Epoch: 32 [37376/45000]	Loss: 0.1758	LR: 0.004000
Training Epoch: 32 [37632/45000]	Loss: 0.1244	LR: 0.004000
Training Epoch: 32 [37888/45000]	Loss: 0.2026	LR: 0.004000
Training Epoch: 32 [38144/45000]	Loss: 0.2138	LR: 0.004000
Training Epoch: 32 [38400/45000]	Loss: 0.2008	LR: 0.004000
Training Epoch: 32 [38656/45000]	Loss: 0.1544	LR: 0.004000
Training Epoch: 32 [38912/45000]	Loss: 0.1567	LR: 0.004000
Training Epoch: 32 [39168/45000]	Loss: 0.1536	LR: 0.004000
Training Epoch: 32 [39424/45000]	Loss: 0.1310	LR: 0.004000
Training Epoch: 32 [39680/45000]	Loss: 0.1655	LR: 0.004000
Training Epoch: 32 [39936/45000]	Loss: 0.1555	LR: 0.004000
Training Epoch: 32 [40192/45000]	Loss: 0.1778	LR: 0.004000
Training Epoch: 32 [40448/45000]	Loss: 0.1534	LR: 0.004000
Training Epoch: 32 [40704/45000]	Loss: 0.2022	LR: 0.004000
Training Epoch: 32 [40960/45000]	Loss: 0.1234	LR: 0.004000
Training Epoch: 32 [41216/45000]	Loss: 0.1681	LR: 0.004000
Training Epoch: 32 [41472/45000]	Loss: 0.1959	LR: 0.004000
Training Epoch: 32 [41728/45000]	Loss: 0.1555	LR: 0.004000
Training Epoch: 32 [41984/45000]	Loss: 0.1801	LR: 0.004000
Training Epoch: 32 [42240/45000]	Loss: 0.2316	LR: 0.004000
Training Epoch: 32 [42496/45000]	Loss: 0.1535	LR: 0.004000
Training Epoch: 32 [42752/45000]	Loss: 0.1495	LR: 0.004000
Training Epoch: 32 [43008/45000]	Loss: 0.1513	LR: 0.004000
Training Epoch: 32 [43264/45000]	Loss: 0.1754	LR: 0.004000
Training Epoch: 32 [43520/45000]	Loss: 0.1593	LR: 0.004000
Training Epoch: 32 [43776/45000]	Loss: 0.1841	LR: 0.004000
Training Epoch: 32 [44032/45000]	Loss: 0.1915	LR: 0.004000
Training Epoch: 32 [44288/45000]	Loss: 0.1666	LR: 0.004000
Training Epoch: 32 [44544/45000]	Loss: 0.2096	LR: 0.004000
Training Epoch: 32 [44800/45000]	Loss: 0.1323	LR: 0.004000
Training Epoch: 32 [45000/45000]	Loss: 0.1185	LR: 0.004000
Epoch 32 - Average Train Loss: 0.1695, Train Accuracy: 0.9486
Epoch 32 training time consumed: 27.08s
Evaluating Network.....
Test set: Epoch: 32, Average loss: 0.0028, Accuracy: 0.8016, Time consumed:0.90s
Training Epoch: 33 [256/45000]	Loss: 0.1206	LR: 0.004000
Training Epoch: 33 [512/45000]	Loss: 0.1540	LR: 0.004000
Training Epoch: 33 [768/45000]	Loss: 0.1877	LR: 0.004000
Training Epoch: 33 [1024/45000]	Loss: 0.1135	LR: 0.004000
Training Epoch: 33 [1280/45000]	Loss: 0.1329	LR: 0.004000
Training Epoch: 33 [1536/45000]	Loss: 0.1635	LR: 0.004000
Training Epoch: 33 [1792/45000]	Loss: 0.1276	LR: 0.004000
Training Epoch: 33 [2048/45000]	Loss: 0.1561	LR: 0.004000
Training Epoch: 33 [2304/45000]	Loss: 0.1736	LR: 0.004000
Training Epoch: 33 [2560/45000]	Loss: 0.1673	LR: 0.004000
Training Epoch: 33 [2816/45000]	Loss: 0.1633	LR: 0.004000
Training Epoch: 33 [3072/45000]	Loss: 0.1554	LR: 0.004000
Training Epoch: 33 [3328/45000]	Loss: 0.1141	LR: 0.004000
Training Epoch: 33 [3584/45000]	Loss: 0.2024	LR: 0.004000
Training Epoch: 33 [3840/45000]	Loss: 0.1163	LR: 0.004000
Training Epoch: 33 [4096/45000]	Loss: 0.1224	LR: 0.004000
Training Epoch: 33 [4352/45000]	Loss: 0.1298	LR: 0.004000
Training Epoch: 33 [4608/45000]	Loss: 0.1363	LR: 0.004000
Training Epoch: 33 [4864/45000]	Loss: 0.2048	LR: 0.004000
Training Epoch: 33 [5120/45000]	Loss: 0.1346	LR: 0.004000
Training Epoch: 33 [5376/45000]	Loss: 0.1042	LR: 0.004000
Training Epoch: 33 [5632/45000]	Loss: 0.1022	LR: 0.004000
Training Epoch: 33 [5888/45000]	Loss: 0.1638	LR: 0.004000
Training Epoch: 33 [6144/45000]	Loss: 0.1779	LR: 0.004000
Training Epoch: 33 [6400/45000]	Loss: 0.1190	LR: 0.004000
Training Epoch: 33 [6656/45000]	Loss: 0.1485	LR: 0.004000
Training Epoch: 33 [6912/45000]	Loss: 0.1644	LR: 0.004000
Training Epoch: 33 [7168/45000]	Loss: 0.1621	LR: 0.004000
Training Epoch: 33 [7424/45000]	Loss: 0.1539	LR: 0.004000
Training Epoch: 33 [7680/45000]	Loss: 0.1748	LR: 0.004000
Training Epoch: 33 [7936/45000]	Loss: 0.1275	LR: 0.004000
Training Epoch: 33 [8192/45000]	Loss: 0.1426	LR: 0.004000
Training Epoch: 33 [8448/45000]	Loss: 0.1731	LR: 0.004000
Training Epoch: 33 [8704/45000]	Loss: 0.1205	LR: 0.004000
Training Epoch: 33 [8960/45000]	Loss: 0.1251	LR: 0.004000
Training Epoch: 33 [9216/45000]	Loss: 0.1206	LR: 0.004000
Training Epoch: 33 [9472/45000]	Loss: 0.1624	LR: 0.004000
Training Epoch: 33 [9728/45000]	Loss: 0.1518	LR: 0.004000
Training Epoch: 33 [9984/45000]	Loss: 0.1879	LR: 0.004000
Training Epoch: 33 [10240/45000]	Loss: 0.1415	LR: 0.004000
Training Epoch: 33 [10496/45000]	Loss: 0.1729	LR: 0.004000
Training Epoch: 33 [10752/45000]	Loss: 0.1147	LR: 0.004000
Training Epoch: 33 [11008/45000]	Loss: 0.1098	LR: 0.004000
Training Epoch: 33 [11264/45000]	Loss: 0.1395	LR: 0.004000
Training Epoch: 33 [11520/45000]	Loss: 0.1529	LR: 0.004000
Training Epoch: 33 [11776/45000]	Loss: 0.1228	LR: 0.004000
Training Epoch: 33 [12032/45000]	Loss: 0.1343	LR: 0.004000
Training Epoch: 33 [12288/45000]	Loss: 0.1278	LR: 0.004000
Training Epoch: 33 [12544/45000]	Loss: 0.1786	LR: 0.004000
Training Epoch: 33 [12800/45000]	Loss: 0.1336	LR: 0.004000
Training Epoch: 33 [13056/45000]	Loss: 0.1221	LR: 0.004000
Training Epoch: 33 [13312/45000]	Loss: 0.1838	LR: 0.004000
Training Epoch: 33 [13568/45000]	Loss: 0.1944	LR: 0.004000
Training Epoch: 33 [13824/45000]	Loss: 0.1721	LR: 0.004000
Training Epoch: 33 [14080/45000]	Loss: 0.1225	LR: 0.004000
Training Epoch: 33 [14336/45000]	Loss: 0.1579	LR: 0.004000
Training Epoch: 33 [14592/45000]	Loss: 0.1791	LR: 0.004000
Training Epoch: 33 [14848/45000]	Loss: 0.1705	LR: 0.004000
Training Epoch: 33 [15104/45000]	Loss: 0.1461	LR: 0.004000
Training Epoch: 33 [15360/45000]	Loss: 0.1632	LR: 0.004000
Training Epoch: 33 [15616/45000]	Loss: 0.1165	LR: 0.004000
Training Epoch: 33 [15872/45000]	Loss: 0.1795	LR: 0.004000
Training Epoch: 33 [16128/45000]	Loss: 0.1515	LR: 0.004000
Training Epoch: 33 [16384/45000]	Loss: 0.1725	LR: 0.004000
Training Epoch: 33 [16640/45000]	Loss: 0.1695	LR: 0.004000
Training Epoch: 33 [16896/45000]	Loss: 0.1560	LR: 0.004000
Training Epoch: 33 [17152/45000]	Loss: 0.1610	LR: 0.004000
Training Epoch: 33 [17408/45000]	Loss: 0.1558	LR: 0.004000
Training Epoch: 33 [17664/45000]	Loss: 0.1814	LR: 0.004000
Training Epoch: 33 [17920/45000]	Loss: 0.2252	LR: 0.004000
Training Epoch: 33 [18176/45000]	Loss: 0.1816	LR: 0.004000
Training Epoch: 33 [18432/45000]	Loss: 0.1419	LR: 0.004000
Training Epoch: 33 [18688/45000]	Loss: 0.1993	LR: 0.004000
Training Epoch: 33 [18944/45000]	Loss: 0.1679	LR: 0.004000
Training Epoch: 33 [19200/45000]	Loss: 0.1760	LR: 0.004000
Training Epoch: 33 [19456/45000]	Loss: 0.1395	LR: 0.004000
Training Epoch: 33 [19712/45000]	Loss: 0.1706	LR: 0.004000
Training Epoch: 33 [19968/45000]	Loss: 0.1540	LR: 0.004000
Training Epoch: 33 [20224/45000]	Loss: 0.1786	LR: 0.004000
Training Epoch: 33 [20480/45000]	Loss: 0.1095	LR: 0.004000
Training Epoch: 33 [20736/45000]	Loss: 0.1469	LR: 0.004000
Training Epoch: 33 [20992/45000]	Loss: 0.1370	LR: 0.004000
Training Epoch: 33 [21248/45000]	Loss: 0.1457	LR: 0.004000
Training Epoch: 33 [21504/45000]	Loss: 0.1896	LR: 0.004000
Training Epoch: 33 [21760/45000]	Loss: 0.1507	LR: 0.004000
Training Epoch: 33 [22016/45000]	Loss: 0.2150	LR: 0.004000
Training Epoch: 33 [22272/45000]	Loss: 0.2505	LR: 0.004000
Training Epoch: 33 [22528/45000]	Loss: 0.1651	LR: 0.004000
Training Epoch: 33 [22784/45000]	Loss: 0.1199	LR: 0.004000
Training Epoch: 33 [23040/45000]	Loss: 0.1534	LR: 0.004000
Training Epoch: 33 [23296/45000]	Loss: 0.1731	LR: 0.004000
Training Epoch: 33 [23552/45000]	Loss: 0.1795	LR: 0.004000
Training Epoch: 33 [23808/45000]	Loss: 0.1398	LR: 0.004000
Training Epoch: 33 [24064/45000]	Loss: 0.1533	LR: 0.004000
Training Epoch: 33 [24320/45000]	Loss: 0.1339	LR: 0.004000
Training Epoch: 33 [24576/45000]	Loss: 0.1374	LR: 0.004000
Training Epoch: 33 [24832/45000]	Loss: 0.1635	LR: 0.004000
Training Epoch: 33 [25088/45000]	Loss: 0.1612	LR: 0.004000
Training Epoch: 33 [25344/45000]	Loss: 0.1535	LR: 0.004000
Training Epoch: 33 [25600/45000]	Loss: 0.1506	LR: 0.004000
Training Epoch: 33 [25856/45000]	Loss: 0.1526	LR: 0.004000
Training Epoch: 33 [26112/45000]	Loss: 0.1131	LR: 0.004000
Training Epoch: 33 [26368/45000]	Loss: 0.1720	LR: 0.004000
Training Epoch: 33 [26624/45000]	Loss: 0.1670	LR: 0.004000
Training Epoch: 33 [26880/45000]	Loss: 0.1925	LR: 0.004000
Training Epoch: 33 [27136/45000]	Loss: 0.1319	LR: 0.004000
Training Epoch: 33 [27392/45000]	Loss: 0.1482	LR: 0.004000
Training Epoch: 33 [27648/45000]	Loss: 0.1710	LR: 0.004000
Training Epoch: 33 [27904/45000]	Loss: 0.1029	LR: 0.004000
Training Epoch: 33 [28160/45000]	Loss: 0.1767	LR: 0.004000
Training Epoch: 33 [28416/45000]	Loss: 0.1377	LR: 0.004000
Training Epoch: 33 [28672/45000]	Loss: 0.1849	LR: 0.004000
Training Epoch: 33 [28928/45000]	Loss: 0.1169	LR: 0.004000
Training Epoch: 33 [29184/45000]	Loss: 0.1699	LR: 0.004000
Training Epoch: 33 [29440/45000]	Loss: 0.1833	LR: 0.004000
Training Epoch: 33 [29696/45000]	Loss: 0.1591	LR: 0.004000
Training Epoch: 33 [29952/45000]	Loss: 0.1087	LR: 0.004000
Training Epoch: 33 [30208/45000]	Loss: 0.1242	LR: 0.004000
Training Epoch: 33 [30464/45000]	Loss: 0.1547	LR: 0.004000
Training Epoch: 33 [30720/45000]	Loss: 0.1418	LR: 0.004000
Training Epoch: 33 [30976/45000]	Loss: 0.1344	LR: 0.004000
Training Epoch: 33 [31232/45000]	Loss: 0.2014	LR: 0.004000
Training Epoch: 33 [31488/45000]	Loss: 0.1080	LR: 0.004000
Training Epoch: 33 [31744/45000]	Loss: 0.1560	LR: 0.004000
Training Epoch: 33 [32000/45000]	Loss: 0.1441	LR: 0.004000
Training Epoch: 33 [32256/45000]	Loss: 0.1081	LR: 0.004000
Training Epoch: 33 [32512/45000]	Loss: 0.1622	LR: 0.004000
Training Epoch: 33 [32768/45000]	Loss: 0.1431	LR: 0.004000
Training Epoch: 33 [33024/45000]	Loss: 0.1601	LR: 0.004000
Training Epoch: 33 [33280/45000]	Loss: 0.1590	LR: 0.004000
Training Epoch: 33 [33536/45000]	Loss: 0.1369	LR: 0.004000
Training Epoch: 33 [33792/45000]	Loss: 0.1947	LR: 0.004000
Training Epoch: 33 [34048/45000]	Loss: 0.1128	LR: 0.004000
Training Epoch: 33 [34304/45000]	Loss: 0.1947	LR: 0.004000
Training Epoch: 33 [34560/45000]	Loss: 0.1503	LR: 0.004000
Training Epoch: 33 [34816/45000]	Loss: 0.1934	LR: 0.004000
Training Epoch: 33 [35072/45000]	Loss: 0.1374	LR: 0.004000
Training Epoch: 33 [35328/45000]	Loss: 0.1415	LR: 0.004000
Training Epoch: 33 [35584/45000]	Loss: 0.1695	LR: 0.004000
Training Epoch: 33 [35840/45000]	Loss: 0.1259	LR: 0.004000
Training Epoch: 33 [36096/45000]	Loss: 0.1491	LR: 0.004000
Training Epoch: 33 [36352/45000]	Loss: 0.2050	LR: 0.004000
Training Epoch: 33 [36608/45000]	Loss: 0.1673	LR: 0.004000
Training Epoch: 33 [36864/45000]	Loss: 0.1740	LR: 0.004000
Training Epoch: 33 [37120/45000]	Loss: 0.1569	LR: 0.004000
Training Epoch: 33 [37376/45000]	Loss: 0.1861	LR: 0.004000
Training Epoch: 33 [37632/45000]	Loss: 0.1770	LR: 0.004000
Training Epoch: 33 [37888/45000]	Loss: 0.1578	LR: 0.004000
Training Epoch: 33 [38144/45000]	Loss: 0.1962	LR: 0.004000
Training Epoch: 33 [38400/45000]	Loss: 0.1420	LR: 0.004000
Training Epoch: 33 [38656/45000]	Loss: 0.1425	LR: 0.004000
Training Epoch: 33 [38912/45000]	Loss: 0.1776	LR: 0.004000
Training Epoch: 33 [39168/45000]	Loss: 0.1246	LR: 0.004000
Training Epoch: 33 [39424/45000]	Loss: 0.1366	LR: 0.004000
Training Epoch: 33 [39680/45000]	Loss: 0.1565	LR: 0.004000
Training Epoch: 33 [39936/45000]	Loss: 0.1543	LR: 0.004000
Training Epoch: 33 [40192/45000]	Loss: 0.1696	LR: 0.004000
Training Epoch: 33 [40448/45000]	Loss: 0.1840	LR: 0.004000
Training Epoch: 33 [40704/45000]	Loss: 0.1775	LR: 0.004000
Training Epoch: 33 [40960/45000]	Loss: 0.1617	LR: 0.004000
Training Epoch: 33 [41216/45000]	Loss: 0.2325	LR: 0.004000
Training Epoch: 33 [41472/45000]	Loss: 0.1224	LR: 0.004000
Training Epoch: 33 [41728/45000]	Loss: 0.1071	LR: 0.004000
Training Epoch: 33 [41984/45000]	Loss: 0.1894	LR: 0.004000
Training Epoch: 33 [42240/45000]	Loss: 0.1836	LR: 0.004000
Training Epoch: 33 [42496/45000]	Loss: 0.2056	LR: 0.004000
Training Epoch: 33 [42752/45000]	Loss: 0.1559	LR: 0.004000
Training Epoch: 33 [43008/45000]	Loss: 0.1643	LR: 0.004000
Training Epoch: 33 [43264/45000]	Loss: 0.2037	LR: 0.004000
Training Epoch: 33 [43520/45000]	Loss: 0.1867	LR: 0.004000
Training Epoch: 33 [43776/45000]	Loss: 0.2110	LR: 0.004000
Training Epoch: 33 [44032/45000]	Loss: 0.1500	LR: 0.004000
Training Epoch: 33 [44288/45000]	Loss: 0.1939	LR: 0.004000
Training Epoch: 33 [44544/45000]	Loss: 0.1540	LR: 0.004000
Training Epoch: 33 [44800/45000]	Loss: 0.1773	LR: 0.004000
Training Epoch: 33 [45000/45000]	Loss: 0.1806	LR: 0.004000
Epoch 33 - Average Train Loss: 0.1566, Train Accuracy: 0.9515
Epoch 33 training time consumed: 27.20s
Evaluating Network.....
Test set: Epoch: 33, Average loss: 0.0029, Accuracy: 0.8009, Time consumed:0.89s
Training Epoch: 34 [256/45000]	Loss: 0.1541	LR: 0.004000
Training Epoch: 34 [512/45000]	Loss: 0.1010	LR: 0.004000
Training Epoch: 34 [768/45000]	Loss: 0.1569	LR: 0.004000
Training Epoch: 34 [1024/45000]	Loss: 0.1422	LR: 0.004000
Training Epoch: 34 [1280/45000]	Loss: 0.1508	LR: 0.004000
Training Epoch: 34 [1536/45000]	Loss: 0.1416	LR: 0.004000
Training Epoch: 34 [1792/45000]	Loss: 0.1320	LR: 0.004000
Training Epoch: 34 [2048/45000]	Loss: 0.1005	LR: 0.004000
Training Epoch: 34 [2304/45000]	Loss: 0.1054	LR: 0.004000
Training Epoch: 34 [2560/45000]	Loss: 0.1548	LR: 0.004000
Training Epoch: 34 [2816/45000]	Loss: 0.1374	LR: 0.004000
Training Epoch: 34 [3072/45000]	Loss: 0.1442	LR: 0.004000
Training Epoch: 34 [3328/45000]	Loss: 0.1519	LR: 0.004000
Training Epoch: 34 [3584/45000]	Loss: 0.1629	LR: 0.004000
Training Epoch: 34 [3840/45000]	Loss: 0.1405	LR: 0.004000
Training Epoch: 34 [4096/45000]	Loss: 0.1341	LR: 0.004000
Training Epoch: 34 [4352/45000]	Loss: 0.1962	LR: 0.004000
Training Epoch: 34 [4608/45000]	Loss: 0.1614	LR: 0.004000
Training Epoch: 34 [4864/45000]	Loss: 0.1710	LR: 0.004000
Training Epoch: 34 [5120/45000]	Loss: 0.1719	LR: 0.004000
Training Epoch: 34 [5376/45000]	Loss: 0.1368	LR: 0.004000
Training Epoch: 34 [5632/45000]	Loss: 0.1314	LR: 0.004000
Training Epoch: 34 [5888/45000]	Loss: 0.1641	LR: 0.004000
Training Epoch: 34 [6144/45000]	Loss: 0.1693	LR: 0.004000
Training Epoch: 34 [6400/45000]	Loss: 0.1528	LR: 0.004000
Training Epoch: 34 [6656/45000]	Loss: 0.1540	LR: 0.004000
Training Epoch: 34 [6912/45000]	Loss: 0.1211	LR: 0.004000
Training Epoch: 34 [7168/45000]	Loss: 0.1408	LR: 0.004000
Training Epoch: 34 [7424/45000]	Loss: 0.1697	LR: 0.004000
Training Epoch: 34 [7680/45000]	Loss: 0.1521	LR: 0.004000
Training Epoch: 34 [7936/45000]	Loss: 0.1894	LR: 0.004000
Training Epoch: 34 [8192/45000]	Loss: 0.1263	LR: 0.004000
Training Epoch: 34 [8448/45000]	Loss: 0.1107	LR: 0.004000
Training Epoch: 34 [8704/45000]	Loss: 0.1225	LR: 0.004000
Training Epoch: 34 [8960/45000]	Loss: 0.1775	LR: 0.004000
Training Epoch: 34 [9216/45000]	Loss: 0.1288	LR: 0.004000
Training Epoch: 34 [9472/45000]	Loss: 0.1500	LR: 0.004000
Training Epoch: 34 [9728/45000]	Loss: 0.1407	LR: 0.004000
Training Epoch: 34 [9984/45000]	Loss: 0.1751	LR: 0.004000
Training Epoch: 34 [10240/45000]	Loss: 0.1194	LR: 0.004000
Training Epoch: 34 [10496/45000]	Loss: 0.1417	LR: 0.004000
Training Epoch: 34 [10752/45000]	Loss: 0.1551	LR: 0.004000
Training Epoch: 34 [11008/45000]	Loss: 0.1699	LR: 0.004000
Training Epoch: 34 [11264/45000]	Loss: 0.1194	LR: 0.004000
Training Epoch: 34 [11520/45000]	Loss: 0.1766	LR: 0.004000
Training Epoch: 34 [11776/45000]	Loss: 0.1667	LR: 0.004000
Training Epoch: 34 [12032/45000]	Loss: 0.1887	LR: 0.004000
Training Epoch: 34 [12288/45000]	Loss: 0.1220	LR: 0.004000
Training Epoch: 34 [12544/45000]	Loss: 0.1229	LR: 0.004000
Training Epoch: 34 [12800/45000]	Loss: 0.1450	LR: 0.004000
Training Epoch: 34 [13056/45000]	Loss: 0.1845	LR: 0.004000
Training Epoch: 34 [13312/45000]	Loss: 0.1255	LR: 0.004000
Training Epoch: 34 [13568/45000]	Loss: 0.1264	LR: 0.004000
Training Epoch: 34 [13824/45000]	Loss: 0.1213	LR: 0.004000
Training Epoch: 34 [14080/45000]	Loss: 0.1274	LR: 0.004000
Training Epoch: 34 [14336/45000]	Loss: 0.1660	LR: 0.004000
Training Epoch: 34 [14592/45000]	Loss: 0.2245	LR: 0.004000
Training Epoch: 34 [14848/45000]	Loss: 0.1182	LR: 0.004000
Training Epoch: 34 [15104/45000]	Loss: 0.1540	LR: 0.004000
Training Epoch: 34 [15360/45000]	Loss: 0.1657	LR: 0.004000
Training Epoch: 34 [15616/45000]	Loss: 0.1704	LR: 0.004000
Training Epoch: 34 [15872/45000]	Loss: 0.1410	LR: 0.004000
Training Epoch: 34 [16128/45000]	Loss: 0.1731	LR: 0.004000
Training Epoch: 34 [16384/45000]	Loss: 0.1311	LR: 0.004000
Training Epoch: 34 [16640/45000]	Loss: 0.1186	LR: 0.004000
Training Epoch: 34 [16896/45000]	Loss: 0.1132	LR: 0.004000
Training Epoch: 34 [17152/45000]	Loss: 0.1295	LR: 0.004000
Training Epoch: 34 [17408/45000]	Loss: 0.1456	LR: 0.004000
Training Epoch: 34 [17664/45000]	Loss: 0.1780	LR: 0.004000
Training Epoch: 34 [17920/45000]	Loss: 0.1445	LR: 0.004000
Training Epoch: 34 [18176/45000]	Loss: 0.1458	LR: 0.004000
Training Epoch: 34 [18432/45000]	Loss: 0.1358	LR: 0.004000
Training Epoch: 34 [18688/45000]	Loss: 0.1438	LR: 0.004000
Training Epoch: 34 [18944/45000]	Loss: 0.1624	LR: 0.004000
Training Epoch: 34 [19200/45000]	Loss: 0.0869	LR: 0.004000
Training Epoch: 34 [19456/45000]	Loss: 0.1867	LR: 0.004000
Training Epoch: 34 [19712/45000]	Loss: 0.1466	LR: 0.004000
Training Epoch: 34 [19968/45000]	Loss: 0.1881	LR: 0.004000
Training Epoch: 34 [20224/45000]	Loss: 0.2199	LR: 0.004000
Training Epoch: 34 [20480/45000]	Loss: 0.1304	LR: 0.004000
Training Epoch: 34 [20736/45000]	Loss: 0.1359	LR: 0.004000
Training Epoch: 34 [20992/45000]	Loss: 0.1281	LR: 0.004000
Training Epoch: 34 [21248/45000]	Loss: 0.1199	LR: 0.004000
Training Epoch: 34 [21504/45000]	Loss: 0.1552	LR: 0.004000
Training Epoch: 34 [21760/45000]	Loss: 0.1655	LR: 0.004000
Training Epoch: 34 [22016/45000]	Loss: 0.1603	LR: 0.004000
Training Epoch: 34 [22272/45000]	Loss: 0.1289	LR: 0.004000
Training Epoch: 34 [22528/45000]	Loss: 0.1724	LR: 0.004000
Training Epoch: 34 [22784/45000]	Loss: 0.1295	LR: 0.004000
Training Epoch: 34 [23040/45000]	Loss: 0.1803	LR: 0.004000
Training Epoch: 34 [23296/45000]	Loss: 0.1583	LR: 0.004000
Training Epoch: 34 [23552/45000]	Loss: 0.1586	LR: 0.004000
Training Epoch: 34 [23808/45000]	Loss: 0.1501	LR: 0.004000
Training Epoch: 34 [24064/45000]	Loss: 0.0943	LR: 0.004000
Training Epoch: 34 [24320/45000]	Loss: 0.1381	LR: 0.004000
Training Epoch: 34 [24576/45000]	Loss: 0.1880	LR: 0.004000
Training Epoch: 34 [24832/45000]	Loss: 0.1627	LR: 0.004000
Training Epoch: 34 [25088/45000]	Loss: 0.1521	LR: 0.004000
Training Epoch: 34 [25344/45000]	Loss: 0.1933	LR: 0.004000
Training Epoch: 34 [25600/45000]	Loss: 0.1455	LR: 0.004000
Training Epoch: 34 [25856/45000]	Loss: 0.1239	LR: 0.004000
Training Epoch: 34 [26112/45000]	Loss: 0.1682	LR: 0.004000
Training Epoch: 34 [26368/45000]	Loss: 0.1315	LR: 0.004000
Training Epoch: 34 [26624/45000]	Loss: 0.1134	LR: 0.004000
Training Epoch: 34 [26880/45000]	Loss: 0.1279	LR: 0.004000
Training Epoch: 34 [27136/45000]	Loss: 0.1573	LR: 0.004000
Training Epoch: 34 [27392/45000]	Loss: 0.1377	LR: 0.004000
Training Epoch: 34 [27648/45000]	Loss: 0.1623	LR: 0.004000
Training Epoch: 34 [27904/45000]	Loss: 0.1477	LR: 0.004000
Training Epoch: 34 [28160/45000]	Loss: 0.1970	LR: 0.004000
Training Epoch: 34 [28416/45000]	Loss: 0.1384	LR: 0.004000
Training Epoch: 34 [28672/45000]	Loss: 0.1519	LR: 0.004000
Training Epoch: 34 [28928/45000]	Loss: 0.1321	LR: 0.004000
Training Epoch: 34 [29184/45000]	Loss: 0.1676	LR: 0.004000
Training Epoch: 34 [29440/45000]	Loss: 0.2047	LR: 0.004000
Training Epoch: 34 [29696/45000]	Loss: 0.1532	LR: 0.004000
Training Epoch: 34 [29952/45000]	Loss: 0.1029	LR: 0.004000
Training Epoch: 34 [30208/45000]	Loss: 0.1252	LR: 0.004000
Training Epoch: 34 [30464/45000]	Loss: 0.1204	LR: 0.004000
Training Epoch: 34 [30720/45000]	Loss: 0.2049	LR: 0.004000
Training Epoch: 34 [30976/45000]	Loss: 0.1243	LR: 0.004000
Training Epoch: 34 [31232/45000]	Loss: 0.1514	LR: 0.004000
Training Epoch: 34 [31488/45000]	Loss: 0.1718	LR: 0.004000
Training Epoch: 34 [31744/45000]	Loss: 0.1343	LR: 0.004000
Training Epoch: 34 [32000/45000]	Loss: 0.1597	LR: 0.004000
Training Epoch: 34 [32256/45000]	Loss: 0.1056	LR: 0.004000
Training Epoch: 34 [32512/45000]	Loss: 0.1515	LR: 0.004000
Training Epoch: 34 [32768/45000]	Loss: 0.1730	LR: 0.004000
Training Epoch: 34 [33024/45000]	Loss: 0.1396	LR: 0.004000
Training Epoch: 34 [33280/45000]	Loss: 0.1331	LR: 0.004000
Training Epoch: 34 [33536/45000]	Loss: 0.1580	LR: 0.004000
Training Epoch: 34 [33792/45000]	Loss: 0.1702	LR: 0.004000
Training Epoch: 34 [34048/45000]	Loss: 0.1211	LR: 0.004000
Training Epoch: 34 [34304/45000]	Loss: 0.1121	LR: 0.004000
Training Epoch: 34 [34560/45000]	Loss: 0.1235	LR: 0.004000
Training Epoch: 34 [34816/45000]	Loss: 0.1444	LR: 0.004000
Training Epoch: 34 [35072/45000]	Loss: 0.1480	LR: 0.004000
Training Epoch: 34 [35328/45000]	Loss: 0.1868	LR: 0.004000
Training Epoch: 34 [35584/45000]	Loss: 0.1386	LR: 0.004000
Training Epoch: 34 [35840/45000]	Loss: 0.1382	LR: 0.004000
Training Epoch: 34 [36096/45000]	Loss: 0.1421	LR: 0.004000
Training Epoch: 34 [36352/45000]	Loss: 0.1329	LR: 0.004000
Training Epoch: 34 [36608/45000]	Loss: 0.1032	LR: 0.004000
Training Epoch: 34 [36864/45000]	Loss: 0.1101	LR: 0.004000
Training Epoch: 34 [37120/45000]	Loss: 0.1829	LR: 0.004000
Training Epoch: 34 [37376/45000]	Loss: 0.1415	LR: 0.004000
Training Epoch: 34 [37632/45000]	Loss: 0.1414	LR: 0.004000
Training Epoch: 34 [37888/45000]	Loss: 0.0991	LR: 0.004000
Training Epoch: 34 [38144/45000]	Loss: 0.1630	LR: 0.004000
Training Epoch: 34 [38400/45000]	Loss: 0.1845	LR: 0.004000
Training Epoch: 34 [38656/45000]	Loss: 0.1433	LR: 0.004000
Training Epoch: 34 [38912/45000]	Loss: 0.1420	LR: 0.004000
Training Epoch: 34 [39168/45000]	Loss: 0.1257	LR: 0.004000
Training Epoch: 34 [39424/45000]	Loss: 0.1086	LR: 0.004000
Training Epoch: 34 [39680/45000]	Loss: 0.1868	LR: 0.004000
Training Epoch: 34 [39936/45000]	Loss: 0.1782	LR: 0.004000
Training Epoch: 34 [40192/45000]	Loss: 0.1652	LR: 0.004000
Training Epoch: 34 [40448/45000]	Loss: 0.1679	LR: 0.004000
Training Epoch: 34 [40704/45000]	Loss: 0.1217	LR: 0.004000
Training Epoch: 34 [40960/45000]	Loss: 0.1526	LR: 0.004000
Training Epoch: 34 [41216/45000]	Loss: 0.1539	LR: 0.004000
Training Epoch: 34 [41472/45000]	Loss: 0.1958	LR: 0.004000
Training Epoch: 34 [41728/45000]	Loss: 0.1452	LR: 0.004000
Training Epoch: 34 [41984/45000]	Loss: 0.1562	LR: 0.004000
Training Epoch: 34 [42240/45000]	Loss: 0.1226	LR: 0.004000
Training Epoch: 34 [42496/45000]	Loss: 0.1540	LR: 0.004000
Training Epoch: 34 [42752/45000]	Loss: 0.1656	LR: 0.004000
Training Epoch: 34 [43008/45000]	Loss: 0.1352	LR: 0.004000
Training Epoch: 34 [43264/45000]	Loss: 0.1498	LR: 0.004000
Training Epoch: 34 [43520/45000]	Loss: 0.1207	LR: 0.004000
Training Epoch: 34 [43776/45000]	Loss: 0.1409	LR: 0.004000
Training Epoch: 34 [44032/45000]	Loss: 0.2080	LR: 0.004000
Training Epoch: 34 [44288/45000]	Loss: 0.1194	LR: 0.004000
Training Epoch: 34 [44544/45000]	Loss: 0.1589	LR: 0.004000
Training Epoch: 34 [44800/45000]	Loss: 0.1564	LR: 0.004000
Training Epoch: 34 [45000/45000]	Loss: 0.1435	LR: 0.004000
Epoch 34 - Average Train Loss: 0.1480, Train Accuracy: 0.9560
Epoch 34 training time consumed: 27.09s
Evaluating Network.....
Test set: Epoch: 34, Average loss: 0.0029, Accuracy: 0.8008, Time consumed:0.93s
Training Epoch: 35 [256/45000]	Loss: 0.1079	LR: 0.000800
Training Epoch: 35 [512/45000]	Loss: 0.1292	LR: 0.000800
Training Epoch: 35 [768/45000]	Loss: 0.1168	LR: 0.000800
Training Epoch: 35 [1024/45000]	Loss: 0.1532	LR: 0.000800
Training Epoch: 35 [1280/45000]	Loss: 0.1396	LR: 0.000800
Training Epoch: 35 [1536/45000]	Loss: 0.0923	LR: 0.000800
Training Epoch: 35 [1792/45000]	Loss: 0.1573	LR: 0.000800
Training Epoch: 35 [2048/45000]	Loss: 0.1273	LR: 0.000800
Training Epoch: 35 [2304/45000]	Loss: 0.0840	LR: 0.000800
Training Epoch: 35 [2560/45000]	Loss: 0.1463	LR: 0.000800
Training Epoch: 35 [2816/45000]	Loss: 0.1961	LR: 0.000800
Training Epoch: 35 [3072/45000]	Loss: 0.0829	LR: 0.000800
Training Epoch: 35 [3328/45000]	Loss: 0.1053	LR: 0.000800
Training Epoch: 35 [3584/45000]	Loss: 0.1330	LR: 0.000800
Training Epoch: 35 [3840/45000]	Loss: 0.1818	LR: 0.000800
Training Epoch: 35 [4096/45000]	Loss: 0.1356	LR: 0.000800
Training Epoch: 35 [4352/45000]	Loss: 0.1629	LR: 0.000800
Training Epoch: 35 [4608/45000]	Loss: 0.1519	LR: 0.000800
Training Epoch: 35 [4864/45000]	Loss: 0.0947	LR: 0.000800
Training Epoch: 35 [5120/45000]	Loss: 0.1567	LR: 0.000800
Training Epoch: 35 [5376/45000]	Loss: 0.1215	LR: 0.000800
Training Epoch: 35 [5632/45000]	Loss: 0.1099	LR: 0.000800
Training Epoch: 35 [5888/45000]	Loss: 0.1219	LR: 0.000800
Training Epoch: 35 [6144/45000]	Loss: 0.1207	LR: 0.000800
Training Epoch: 35 [6400/45000]	Loss: 0.1092	LR: 0.000800
Training Epoch: 35 [6656/45000]	Loss: 0.1361	LR: 0.000800
Training Epoch: 35 [6912/45000]	Loss: 0.1270	LR: 0.000800
Training Epoch: 35 [7168/45000]	Loss: 0.1270	LR: 0.000800
Training Epoch: 35 [7424/45000]	Loss: 0.0924	LR: 0.000800
Training Epoch: 35 [7680/45000]	Loss: 0.1011	LR: 0.000800
Training Epoch: 35 [7936/45000]	Loss: 0.1266	LR: 0.000800
Training Epoch: 35 [8192/45000]	Loss: 0.1071	LR: 0.000800
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Training Epoch: 35 [20224/45000]	Loss: 0.1091	LR: 0.000800
Training Epoch: 35 [20480/45000]	Loss: 0.1287	LR: 0.000800
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Training Epoch: 35 [22528/45000]	Loss: 0.1194	LR: 0.000800
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Training Epoch: 35 [23296/45000]	Loss: 0.1299	LR: 0.000800
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Training Epoch: 35 [24064/45000]	Loss: 0.1132	LR: 0.000800
Training Epoch: 35 [24320/45000]	Loss: 0.1084	LR: 0.000800
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Training Epoch: 35 [24832/45000]	Loss: 0.1303	LR: 0.000800
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Training Epoch: 35 [25600/45000]	Loss: 0.1644	LR: 0.000800
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Training Epoch: 35 [26624/45000]	Loss: 0.1028	LR: 0.000800
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Training Epoch: 35 [28416/45000]	Loss: 0.1470	LR: 0.000800
Training Epoch: 35 [28672/45000]	Loss: 0.1663	LR: 0.000800
Training Epoch: 35 [28928/45000]	Loss: 0.1097	LR: 0.000800
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Training Epoch: 35 [29440/45000]	Loss: 0.1486	LR: 0.000800
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Training Epoch: 35 [30464/45000]	Loss: 0.1158	LR: 0.000800
Training Epoch: 35 [30720/45000]	Loss: 0.1304	LR: 0.000800
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Training Epoch: 35 [31232/45000]	Loss: 0.1284	LR: 0.000800
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Training Epoch: 35 [32256/45000]	Loss: 0.1261	LR: 0.000800
Training Epoch: 35 [32512/45000]	Loss: 0.1051	LR: 0.000800
Training Epoch: 35 [32768/45000]	Loss: 0.1228	LR: 0.000800
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Training Epoch: 35 [39168/45000]	Loss: 0.1591	LR: 0.000800
Training Epoch: 35 [39424/45000]	Loss: 0.1190	LR: 0.000800
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Training Epoch: 35 [39936/45000]	Loss: 0.1597	LR: 0.000800
Training Epoch: 35 [40192/45000]	Loss: 0.1381	LR: 0.000800
Training Epoch: 35 [40448/45000]	Loss: 0.1531	LR: 0.000800
Training Epoch: 35 [40704/45000]	Loss: 0.0725	LR: 0.000800
Training Epoch: 35 [40960/45000]	Loss: 0.1454	LR: 0.000800
Training Epoch: 35 [41216/45000]	Loss: 0.2162	LR: 0.000800
Training Epoch: 35 [41472/45000]	Loss: 0.1165	LR: 0.000800
Training Epoch: 35 [41728/45000]	Loss: 0.1230	LR: 0.000800
Training Epoch: 35 [41984/45000]	Loss: 0.1149	LR: 0.000800
Training Epoch: 35 [42240/45000]	Loss: 0.1181	LR: 0.000800
Training Epoch: 35 [42496/45000]	Loss: 0.0820	LR: 0.000800
Training Epoch: 35 [42752/45000]	Loss: 0.1222	LR: 0.000800
Training Epoch: 35 [43008/45000]	Loss: 0.1180	LR: 0.000800
Training Epoch: 35 [43264/45000]	Loss: 0.1238	LR: 0.000800
Training Epoch: 35 [43520/45000]	Loss: 0.0754	LR: 0.000800
Training Epoch: 35 [43776/45000]	Loss: 0.0961	LR: 0.000800
Training Epoch: 35 [44032/45000]	Loss: 0.1685	LR: 0.000800
Training Epoch: 35 [44288/45000]	Loss: 0.1356	LR: 0.000800
Training Epoch: 35 [44544/45000]	Loss: 0.1260	LR: 0.000800
Training Epoch: 35 [44800/45000]	Loss: 0.1289	LR: 0.000800
Training Epoch: 35 [45000/45000]	Loss: 0.1350	LR: 0.000800
Epoch 35 - Average Train Loss: 0.1298, Train Accuracy: 0.9617
Epoch 35 training time consumed: 27.11s
Evaluating Network.....
Test set: Epoch: 35, Average loss: 0.0029, Accuracy: 0.8034, Time consumed:0.88s
Saving weights file to checkpoint/retrain/ResNet18/Sunday_13_July_2025_19h_49m_22s/ResNet18-Cifar20-seed8-ret100-35-best.pth
Training Epoch: 36 [256/45000]	Loss: 0.0995	LR: 0.000800
Training Epoch: 36 [512/45000]	Loss: 0.1206	LR: 0.000800
Training Epoch: 36 [768/45000]	Loss: 0.1372	LR: 0.000800
Training Epoch: 36 [1024/45000]	Loss: 0.1054	LR: 0.000800
Training Epoch: 36 [1280/45000]	Loss: 0.1340	LR: 0.000800
Training Epoch: 36 [1536/45000]	Loss: 0.1175	LR: 0.000800
Training Epoch: 36 [1792/45000]	Loss: 0.0722	LR: 0.000800
Training Epoch: 36 [2048/45000]	Loss: 0.1103	LR: 0.000800
Training Epoch: 36 [2304/45000]	Loss: 0.1472	LR: 0.000800
Training Epoch: 36 [2560/45000]	Loss: 0.1135	LR: 0.000800
Training Epoch: 36 [2816/45000]	Loss: 0.1226	LR: 0.000800
Training Epoch: 36 [3072/45000]	Loss: 0.1073	LR: 0.000800
Training Epoch: 36 [3328/45000]	Loss: 0.1047	LR: 0.000800
Training Epoch: 36 [3584/45000]	Loss: 0.1512	LR: 0.000800
Training Epoch: 36 [3840/45000]	Loss: 0.1353	LR: 0.000800
Training Epoch: 36 [4096/45000]	Loss: 0.0780	LR: 0.000800
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Training Epoch: 36 [4608/45000]	Loss: 0.1752	LR: 0.000800
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Training Epoch: 36 [5120/45000]	Loss: 0.0934	LR: 0.000800
Training Epoch: 36 [5376/45000]	Loss: 0.0961	LR: 0.000800
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Training Epoch: 36 [5888/45000]	Loss: 0.0961	LR: 0.000800
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Training Epoch: 36 [6656/45000]	Loss: 0.1192	LR: 0.000800
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Training Epoch: 36 [7168/45000]	Loss: 0.1026	LR: 0.000800
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Training Epoch: 36 [7680/45000]	Loss: 0.1505	LR: 0.000800
Training Epoch: 36 [7936/45000]	Loss: 0.1386	LR: 0.000800
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Training Epoch: 36 [8448/45000]	Loss: 0.1073	LR: 0.000800
Training Epoch: 36 [8704/45000]	Loss: 0.0893	LR: 0.000800
Training Epoch: 36 [8960/45000]	Loss: 0.1898	LR: 0.000800
Training Epoch: 36 [9216/45000]	Loss: 0.1263	LR: 0.000800
Training Epoch: 36 [9472/45000]	Loss: 0.1557	LR: 0.000800
Training Epoch: 36 [9728/45000]	Loss: 0.1018	LR: 0.000800
Training Epoch: 36 [9984/45000]	Loss: 0.1263	LR: 0.000800
Training Epoch: 36 [10240/45000]	Loss: 0.1520	LR: 0.000800
Training Epoch: 36 [10496/45000]	Loss: 0.1299	LR: 0.000800
Training Epoch: 36 [10752/45000]	Loss: 0.1093	LR: 0.000800
Training Epoch: 36 [11008/45000]	Loss: 0.1088	LR: 0.000800
Training Epoch: 36 [11264/45000]	Loss: 0.1432	LR: 0.000800
Training Epoch: 36 [11520/45000]	Loss: 0.0953	LR: 0.000800
Training Epoch: 36 [11776/45000]	Loss: 0.0884	LR: 0.000800
Training Epoch: 36 [12032/45000]	Loss: 0.1150	LR: 0.000800
Training Epoch: 36 [12288/45000]	Loss: 0.1199	LR: 0.000800
Training Epoch: 36 [12544/45000]	Loss: 0.1290	LR: 0.000800
Training Epoch: 36 [12800/45000]	Loss: 0.1790	LR: 0.000800
Training Epoch: 36 [13056/45000]	Loss: 0.1193	LR: 0.000800
Training Epoch: 36 [13312/45000]	Loss: 0.2024	LR: 0.000800
Training Epoch: 36 [13568/45000]	Loss: 0.1148	LR: 0.000800
Training Epoch: 36 [13824/45000]	Loss: 0.1104	LR: 0.000800
Training Epoch: 36 [14080/45000]	Loss: 0.1214	LR: 0.000800
Training Epoch: 36 [14336/45000]	Loss: 0.1061	LR: 0.000800
Training Epoch: 36 [14592/45000]	Loss: 0.1568	LR: 0.000800
Training Epoch: 36 [14848/45000]	Loss: 0.1262	LR: 0.000800
Training Epoch: 36 [15104/45000]	Loss: 0.1175	LR: 0.000800
Training Epoch: 36 [15360/45000]	Loss: 0.1088	LR: 0.000800
Training Epoch: 36 [15616/45000]	Loss: 0.1436	LR: 0.000800
Training Epoch: 36 [15872/45000]	Loss: 0.1285	LR: 0.000800
Training Epoch: 36 [16128/45000]	Loss: 0.1162	LR: 0.000800
Training Epoch: 36 [16384/45000]	Loss: 0.1039	LR: 0.000800
Training Epoch: 36 [16640/45000]	Loss: 0.1139	LR: 0.000800
Training Epoch: 36 [16896/45000]	Loss: 0.1549	LR: 0.000800
Training Epoch: 36 [17152/45000]	Loss: 0.0981	LR: 0.000800
Training Epoch: 36 [17408/45000]	Loss: 0.1850	LR: 0.000800
Training Epoch: 36 [17664/45000]	Loss: 0.2028	LR: 0.000800
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Training Epoch: 36 [18176/45000]	Loss: 0.1284	LR: 0.000800
Training Epoch: 36 [18432/45000]	Loss: 0.0960	LR: 0.000800
Training Epoch: 36 [18688/45000]	Loss: 0.1175	LR: 0.000800
Training Epoch: 36 [18944/45000]	Loss: 0.1786	LR: 0.000800
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Training Epoch: 36 [19456/45000]	Loss: 0.1464	LR: 0.000800
Training Epoch: 36 [19712/45000]	Loss: 0.0955	LR: 0.000800
Training Epoch: 36 [19968/45000]	Loss: 0.1060	LR: 0.000800
Training Epoch: 36 [20224/45000]	Loss: 0.1223	LR: 0.000800
Training Epoch: 36 [20480/45000]	Loss: 0.1354	LR: 0.000800
Training Epoch: 36 [20736/45000]	Loss: 0.1025	LR: 0.000800
Training Epoch: 36 [20992/45000]	Loss: 0.1203	LR: 0.000800
Training Epoch: 36 [21248/45000]	Loss: 0.1528	LR: 0.000800
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Training Epoch: 36 [22016/45000]	Loss: 0.1060	LR: 0.000800
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Training Epoch: 36 [22528/45000]	Loss: 0.1396	LR: 0.000800
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Training Epoch: 36 [24576/45000]	Loss: 0.1092	LR: 0.000800
Training Epoch: 36 [24832/45000]	Loss: 0.1184	LR: 0.000800
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Training Epoch: 36 [26368/45000]	Loss: 0.1063	LR: 0.000800
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Training Epoch: 36 [27392/45000]	Loss: 0.1231	LR: 0.000800
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Training Epoch: 36 [28416/45000]	Loss: 0.1066	LR: 0.000800
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Training Epoch: 36 [29440/45000]	Loss: 0.1010	LR: 0.000800
Training Epoch: 36 [29696/45000]	Loss: 0.0876	LR: 0.000800
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Training Epoch: 36 [35328/45000]	Loss: 0.1428	LR: 0.000800
Training Epoch: 36 [35584/45000]	Loss: 0.0936	LR: 0.000800
Training Epoch: 36 [35840/45000]	Loss: 0.0968	LR: 0.000800
Training Epoch: 36 [36096/45000]	Loss: 0.1561	LR: 0.000800
Training Epoch: 36 [36352/45000]	Loss: 0.1242	LR: 0.000800
Training Epoch: 36 [36608/45000]	Loss: 0.0964	LR: 0.000800
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Training Epoch: 36 [37120/45000]	Loss: 0.0859	LR: 0.000800
Training Epoch: 36 [37376/45000]	Loss: 0.1068	LR: 0.000800
Training Epoch: 36 [37632/45000]	Loss: 0.0988	LR: 0.000800
Training Epoch: 36 [37888/45000]	Loss: 0.1096	LR: 0.000800
Training Epoch: 36 [38144/45000]	Loss: 0.1800	LR: 0.000800
Training Epoch: 36 [38400/45000]	Loss: 0.1118	LR: 0.000800
Training Epoch: 36 [38656/45000]	Loss: 0.1614	LR: 0.000800
Training Epoch: 36 [38912/45000]	Loss: 0.1425	LR: 0.000800
Training Epoch: 36 [39168/45000]	Loss: 0.1314	LR: 0.000800
Training Epoch: 36 [39424/45000]	Loss: 0.0967	LR: 0.000800
Training Epoch: 36 [39680/45000]	Loss: 0.1559	LR: 0.000800
Training Epoch: 36 [39936/45000]	Loss: 0.1938	LR: 0.000800
Training Epoch: 36 [40192/45000]	Loss: 0.1426	LR: 0.000800
Training Epoch: 36 [40448/45000]	Loss: 0.1109	LR: 0.000800
Training Epoch: 36 [40704/45000]	Loss: 0.1658	LR: 0.000800
Training Epoch: 36 [40960/45000]	Loss: 0.1063	LR: 0.000800
Training Epoch: 36 [41216/45000]	Loss: 0.1372	LR: 0.000800
Training Epoch: 36 [41472/45000]	Loss: 0.1292	LR: 0.000800
Training Epoch: 36 [41728/45000]	Loss: 0.1306	LR: 0.000800
Training Epoch: 36 [41984/45000]	Loss: 0.1357	LR: 0.000800
Training Epoch: 36 [42240/45000]	Loss: 0.1197	LR: 0.000800
Training Epoch: 36 [42496/45000]	Loss: 0.1604	LR: 0.000800
Training Epoch: 36 [42752/45000]	Loss: 0.1124	LR: 0.000800
Training Epoch: 36 [43008/45000]	Loss: 0.1250	LR: 0.000800
Training Epoch: 36 [43264/45000]	Loss: 0.1248	LR: 0.000800
Training Epoch: 36 [43520/45000]	Loss: 0.1566	LR: 0.000800
Training Epoch: 36 [43776/45000]	Loss: 0.1513	LR: 0.000800
Training Epoch: 36 [44032/45000]	Loss: 0.1062	LR: 0.000800
Training Epoch: 36 [44288/45000]	Loss: 0.1772	LR: 0.000800
Training Epoch: 36 [44544/45000]	Loss: 0.1209	LR: 0.000800
Training Epoch: 36 [44800/45000]	Loss: 0.1240	LR: 0.000800
Training Epoch: 36 [45000/45000]	Loss: 0.1311	LR: 0.000800
Epoch 36 - Average Train Loss: 0.1264, Train Accuracy: 0.9630
Epoch 36 training time consumed: 26.97s
Evaluating Network.....
Test set: Epoch: 36, Average loss: 0.0029, Accuracy: 0.8046, Time consumed:0.87s
Saving weights file to checkpoint/retrain/ResNet18/Sunday_13_July_2025_19h_49m_22s/ResNet18-Cifar20-seed8-ret100-36-best.pth
Training Epoch: 37 [256/45000]	Loss: 0.1144	LR: 0.000800
Training Epoch: 37 [512/45000]	Loss: 0.1097	LR: 0.000800
Training Epoch: 37 [768/45000]	Loss: 0.1291	LR: 0.000800
Training Epoch: 37 [1024/45000]	Loss: 0.1493	LR: 0.000800
Training Epoch: 37 [1280/45000]	Loss: 0.1102	LR: 0.000800
Training Epoch: 37 [1536/45000]	Loss: 0.1399	LR: 0.000800
Training Epoch: 37 [1792/45000]	Loss: 0.1439	LR: 0.000800
Training Epoch: 37 [2048/45000]	Loss: 0.1135	LR: 0.000800
Training Epoch: 37 [2304/45000]	Loss: 0.1296	LR: 0.000800
Training Epoch: 37 [2560/45000]	Loss: 0.1273	LR: 0.000800
Training Epoch: 37 [2816/45000]	Loss: 0.1335	LR: 0.000800
Training Epoch: 37 [3072/45000]	Loss: 0.0987	LR: 0.000800
Training Epoch: 37 [3328/45000]	Loss: 0.0993	LR: 0.000800
Training Epoch: 37 [3584/45000]	Loss: 0.1047	LR: 0.000800
Training Epoch: 37 [3840/45000]	Loss: 0.1112	LR: 0.000800
Training Epoch: 37 [4096/45000]	Loss: 0.1260	LR: 0.000800
Training Epoch: 37 [4352/45000]	Loss: 0.1139	LR: 0.000800
Training Epoch: 37 [4608/45000]	Loss: 0.1212	LR: 0.000800
Training Epoch: 37 [4864/45000]	Loss: 0.1652	LR: 0.000800
Training Epoch: 37 [5120/45000]	Loss: 0.0998	LR: 0.000800
Training Epoch: 37 [5376/45000]	Loss: 0.1404	LR: 0.000800
Training Epoch: 37 [5632/45000]	Loss: 0.1162	LR: 0.000800
Training Epoch: 37 [5888/45000]	Loss: 0.1765	LR: 0.000800
Training Epoch: 37 [6144/45000]	Loss: 0.1011	LR: 0.000800
Training Epoch: 37 [6400/45000]	Loss: 0.1566	LR: 0.000800
Training Epoch: 37 [6656/45000]	Loss: 0.0677	LR: 0.000800
Training Epoch: 37 [6912/45000]	Loss: 0.1537	LR: 0.000800
Training Epoch: 37 [7168/45000]	Loss: 0.1362	LR: 0.000800
Training Epoch: 37 [7424/45000]	Loss: 0.0962	LR: 0.000800
Training Epoch: 37 [7680/45000]	Loss: 0.1129	LR: 0.000800
Training Epoch: 37 [7936/45000]	Loss: 0.0907	LR: 0.000800
Training Epoch: 37 [8192/45000]	Loss: 0.1141	LR: 0.000800
Training Epoch: 37 [8448/45000]	Loss: 0.1357	LR: 0.000800
Training Epoch: 37 [8704/45000]	Loss: 0.1306	LR: 0.000800
Training Epoch: 37 [8960/45000]	Loss: 0.1344	LR: 0.000800
Training Epoch: 37 [9216/45000]	Loss: 0.1319	LR: 0.000800
Training Epoch: 37 [9472/45000]	Loss: 0.0868	LR: 0.000800
Training Epoch: 37 [9728/45000]	Loss: 0.1286	LR: 0.000800
Training Epoch: 37 [9984/45000]	Loss: 0.1244	LR: 0.000800
Training Epoch: 37 [10240/45000]	Loss: 0.1337	LR: 0.000800
Training Epoch: 37 [10496/45000]	Loss: 0.1110	LR: 0.000800
Training Epoch: 37 [10752/45000]	Loss: 0.1326	LR: 0.000800
Training Epoch: 37 [11008/45000]	Loss: 0.1416	LR: 0.000800
Training Epoch: 37 [11264/45000]	Loss: 0.1321	LR: 0.000800
Training Epoch: 37 [11520/45000]	Loss: 0.0869	LR: 0.000800
Training Epoch: 37 [11776/45000]	Loss: 0.1404	LR: 0.000800
Training Epoch: 37 [12032/45000]	Loss: 0.1035	LR: 0.000800
Training Epoch: 37 [12288/45000]	Loss: 0.1271	LR: 0.000800
Training Epoch: 37 [12544/45000]	Loss: 0.1428	LR: 0.000800
Training Epoch: 37 [12800/45000]	Loss: 0.0947	LR: 0.000800
Training Epoch: 37 [13056/45000]	Loss: 0.1282	LR: 0.000800
Training Epoch: 37 [13312/45000]	Loss: 0.1017	LR: 0.000800
Training Epoch: 37 [13568/45000]	Loss: 0.1311	LR: 0.000800
Training Epoch: 37 [13824/45000]	Loss: 0.1103	LR: 0.000800
Training Epoch: 37 [14080/45000]	Loss: 0.1180	LR: 0.000800
Training Epoch: 37 [14336/45000]	Loss: 0.1013	LR: 0.000800
Training Epoch: 37 [14592/45000]	Loss: 0.1102	LR: 0.000800
Training Epoch: 37 [14848/45000]	Loss: 0.1136	LR: 0.000800
Training Epoch: 37 [15104/45000]	Loss: 0.1211	LR: 0.000800
Training Epoch: 37 [15360/45000]	Loss: 0.0879	LR: 0.000800
Training Epoch: 37 [15616/45000]	Loss: 0.0926	LR: 0.000800
Training Epoch: 37 [15872/45000]	Loss: 0.1184	LR: 0.000800
Training Epoch: 37 [16128/45000]	Loss: 0.1358	LR: 0.000800
Training Epoch: 37 [16384/45000]	Loss: 0.0729	LR: 0.000800
Training Epoch: 37 [16640/45000]	Loss: 0.0845	LR: 0.000800
Training Epoch: 37 [16896/45000]	Loss: 0.1610	LR: 0.000800
Training Epoch: 37 [17152/45000]	Loss: 0.1445	LR: 0.000800
Training Epoch: 37 [17408/45000]	Loss: 0.1107	LR: 0.000800
Training Epoch: 37 [17664/45000]	Loss: 0.1417	LR: 0.000800
Training Epoch: 37 [17920/45000]	Loss: 0.0751	LR: 0.000800
Training Epoch: 37 [18176/45000]	Loss: 0.0993	LR: 0.000800
Training Epoch: 37 [18432/45000]	Loss: 0.0669	LR: 0.000800
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Training Epoch: 37 [19712/45000]	Loss: 0.1345	LR: 0.000800
Training Epoch: 37 [19968/45000]	Loss: 0.0896	LR: 0.000800
Training Epoch: 37 [20224/45000]	Loss: 0.1022	LR: 0.000800
Training Epoch: 37 [20480/45000]	Loss: 0.1159	LR: 0.000800
Training Epoch: 37 [20736/45000]	Loss: 0.1437	LR: 0.000800
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Training Epoch: 37 [21760/45000]	Loss: 0.1041	LR: 0.000800
Training Epoch: 37 [22016/45000]	Loss: 0.1142	LR: 0.000800
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Training Epoch: 37 [22528/45000]	Loss: 0.1267	LR: 0.000800
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Training Epoch: 37 [23040/45000]	Loss: 0.1247	LR: 0.000800
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Training Epoch: 37 [25088/45000]	Loss: 0.0941	LR: 0.000800
Training Epoch: 37 [25344/45000]	Loss: 0.1542	LR: 0.000800
Training Epoch: 37 [25600/45000]	Loss: 0.1197	LR: 0.000800
Training Epoch: 37 [25856/45000]	Loss: 0.1422	LR: 0.000800
Training Epoch: 37 [26112/45000]	Loss: 0.1600	LR: 0.000800
Training Epoch: 37 [26368/45000]	Loss: 0.1349	LR: 0.000800
Training Epoch: 37 [26624/45000]	Loss: 0.1578	LR: 0.000800
Training Epoch: 37 [26880/45000]	Loss: 0.1501	LR: 0.000800
Training Epoch: 37 [27136/45000]	Loss: 0.1392	LR: 0.000800
Training Epoch: 37 [27392/45000]	Loss: 0.1264	LR: 0.000800
Training Epoch: 37 [27648/45000]	Loss: 0.1141	LR: 0.000800
Training Epoch: 37 [27904/45000]	Loss: 0.1408	LR: 0.000800
Training Epoch: 37 [28160/45000]	Loss: 0.1124	LR: 0.000800
Training Epoch: 37 [28416/45000]	Loss: 0.1157	LR: 0.000800
Training Epoch: 37 [28672/45000]	Loss: 0.1721	LR: 0.000800
Training Epoch: 37 [28928/45000]	Loss: 0.1113	LR: 0.000800
Training Epoch: 37 [29184/45000]	Loss: 0.1648	LR: 0.000800
Training Epoch: 37 [29440/45000]	Loss: 0.1270	LR: 0.000800
Training Epoch: 37 [29696/45000]	Loss: 0.1330	LR: 0.000800
Training Epoch: 37 [29952/45000]	Loss: 0.0976	LR: 0.000800
Training Epoch: 37 [30208/45000]	Loss: 0.1367	LR: 0.000800
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Training Epoch: 37 [30720/45000]	Loss: 0.1244	LR: 0.000800
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Training Epoch: 37 [31232/45000]	Loss: 0.0871	LR: 0.000800
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Training Epoch: 37 [33024/45000]	Loss: 0.1521	LR: 0.000800
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Training Epoch: 37 [34816/45000]	Loss: 0.1372	LR: 0.000800
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Training Epoch: 37 [35584/45000]	Loss: 0.1014	LR: 0.000800
Training Epoch: 37 [35840/45000]	Loss: 0.1038	LR: 0.000800
Training Epoch: 37 [36096/45000]	Loss: 0.1154	LR: 0.000800
Training Epoch: 37 [36352/45000]	Loss: 0.1717	LR: 0.000800
Training Epoch: 37 [36608/45000]	Loss: 0.0931	LR: 0.000800
Training Epoch: 37 [36864/45000]	Loss: 0.1382	LR: 0.000800
Training Epoch: 37 [37120/45000]	Loss: 0.1185	LR: 0.000800
Training Epoch: 37 [37376/45000]	Loss: 0.1390	LR: 0.000800
Training Epoch: 37 [37632/45000]	Loss: 0.1179	LR: 0.000800
Training Epoch: 37 [37888/45000]	Loss: 0.1160	LR: 0.000800
Training Epoch: 37 [38144/45000]	Loss: 0.1123	LR: 0.000800
Training Epoch: 37 [38400/45000]	Loss: 0.1383	LR: 0.000800
Training Epoch: 37 [38656/45000]	Loss: 0.1175	LR: 0.000800
Training Epoch: 37 [38912/45000]	Loss: 0.0960	LR: 0.000800
Training Epoch: 37 [39168/45000]	Loss: 0.1710	LR: 0.000800
Training Epoch: 37 [39424/45000]	Loss: 0.1199	LR: 0.000800
Training Epoch: 37 [39680/45000]	Loss: 0.1089	LR: 0.000800
Training Epoch: 37 [39936/45000]	Loss: 0.1167	LR: 0.000800
Training Epoch: 37 [40192/45000]	Loss: 0.1055	LR: 0.000800
Training Epoch: 37 [40448/45000]	Loss: 0.1059	LR: 0.000800
Training Epoch: 37 [40704/45000]	Loss: 0.1259	LR: 0.000800
Training Epoch: 37 [40960/45000]	Loss: 0.1262	LR: 0.000800
Training Epoch: 37 [41216/45000]	Loss: 0.1161	LR: 0.000800
Training Epoch: 37 [41472/45000]	Loss: 0.1121	LR: 0.000800
Training Epoch: 37 [41728/45000]	Loss: 0.1571	LR: 0.000800
Training Epoch: 37 [41984/45000]	Loss: 0.0967	LR: 0.000800
Training Epoch: 37 [42240/45000]	Loss: 0.1347	LR: 0.000800
Training Epoch: 37 [42496/45000]	Loss: 0.1604	LR: 0.000800
Training Epoch: 37 [42752/45000]	Loss: 0.1796	LR: 0.000800
Training Epoch: 37 [43008/45000]	Loss: 0.1223	LR: 0.000800
Training Epoch: 37 [43264/45000]	Loss: 0.0810	LR: 0.000800
Training Epoch: 37 [43520/45000]	Loss: 0.1522	LR: 0.000800
Training Epoch: 37 [43776/45000]	Loss: 0.1115	LR: 0.000800
Training Epoch: 37 [44032/45000]	Loss: 0.1298	LR: 0.000800
Training Epoch: 37 [44288/45000]	Loss: 0.1383	LR: 0.000800
Training Epoch: 37 [44544/45000]	Loss: 0.0957	LR: 0.000800
Training Epoch: 37 [44800/45000]	Loss: 0.1211	LR: 0.000800
Training Epoch: 37 [45000/45000]	Loss: 0.1086	LR: 0.000800
Epoch 37 - Average Train Loss: 0.1214, Train Accuracy: 0.9653
Epoch 37 training time consumed: 27.14s
Evaluating Network.....
Test set: Epoch: 37, Average loss: 0.0029, Accuracy: 0.8069, Time consumed:0.89s
Saving weights file to checkpoint/retrain/ResNet18/Sunday_13_July_2025_19h_49m_22s/ResNet18-Cifar20-seed8-ret100-37-best.pth
Training Epoch: 38 [256/45000]	Loss: 0.1031	LR: 0.000800
Training Epoch: 38 [512/45000]	Loss: 0.1102	LR: 0.000800
Training Epoch: 38 [768/45000]	Loss: 0.1859	LR: 0.000800
Training Epoch: 38 [1024/45000]	Loss: 0.0827	LR: 0.000800
Training Epoch: 38 [1280/45000]	Loss: 0.1502	LR: 0.000800
Training Epoch: 38 [1536/45000]	Loss: 0.0909	LR: 0.000800
Training Epoch: 38 [1792/45000]	Loss: 0.0902	LR: 0.000800
Training Epoch: 38 [2048/45000]	Loss: 0.1224	LR: 0.000800
Training Epoch: 38 [2304/45000]	Loss: 0.1345	LR: 0.000800
Training Epoch: 38 [2560/45000]	Loss: 0.1015	LR: 0.000800
Training Epoch: 38 [2816/45000]	Loss: 0.1117	LR: 0.000800
Training Epoch: 38 [3072/45000]	Loss: 0.1206	LR: 0.000800
Training Epoch: 38 [3328/45000]	Loss: 0.1533	LR: 0.000800
Training Epoch: 38 [3584/45000]	Loss: 0.1273	LR: 0.000800
Training Epoch: 38 [3840/45000]	Loss: 0.1395	LR: 0.000800
Training Epoch: 38 [4096/45000]	Loss: 0.0986	LR: 0.000800
Training Epoch: 38 [4352/45000]	Loss: 0.1310	LR: 0.000800
Training Epoch: 38 [4608/45000]	Loss: 0.1708	LR: 0.000800
Training Epoch: 38 [4864/45000]	Loss: 0.0981	LR: 0.000800
Training Epoch: 38 [5120/45000]	Loss: 0.1232	LR: 0.000800
Training Epoch: 38 [5376/45000]	Loss: 0.1047	LR: 0.000800
Training Epoch: 38 [5632/45000]	Loss: 0.1013	LR: 0.000800
Training Epoch: 38 [5888/45000]	Loss: 0.0798	LR: 0.000800
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Training Epoch: 38 [10496/45000]	Loss: 0.1417	LR: 0.000800
Training Epoch: 38 [10752/45000]	Loss: 0.1101	LR: 0.000800
Training Epoch: 38 [11008/45000]	Loss: 0.0935	LR: 0.000800
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Training Epoch: 38 [13312/45000]	Loss: 0.0872	LR: 0.000800
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Training Epoch: 38 [13824/45000]	Loss: 0.1011	LR: 0.000800
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Training Epoch: 38 [14848/45000]	Loss: 0.1303	LR: 0.000800
Training Epoch: 38 [15104/45000]	Loss: 0.1318	LR: 0.000800
Training Epoch: 38 [15360/45000]	Loss: 0.1185	LR: 0.000800
Training Epoch: 38 [15616/45000]	Loss: 0.0967	LR: 0.000800
Training Epoch: 38 [15872/45000]	Loss: 0.1178	LR: 0.000800
Training Epoch: 38 [16128/45000]	Loss: 0.1180	LR: 0.000800
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Training Epoch: 38 [16640/45000]	Loss: 0.1122	LR: 0.000800
Training Epoch: 38 [16896/45000]	Loss: 0.1355	LR: 0.000800
Training Epoch: 38 [17152/45000]	Loss: 0.0903	LR: 0.000800
Training Epoch: 38 [17408/45000]	Loss: 0.1076	LR: 0.000800
Training Epoch: 38 [17664/45000]	Loss: 0.1273	LR: 0.000800
Training Epoch: 38 [17920/45000]	Loss: 0.1595	LR: 0.000800
Training Epoch: 38 [18176/45000]	Loss: 0.1109	LR: 0.000800
Training Epoch: 38 [18432/45000]	Loss: 0.1511	LR: 0.000800
Training Epoch: 38 [18688/45000]	Loss: 0.1125	LR: 0.000800
Training Epoch: 38 [18944/45000]	Loss: 0.1199	LR: 0.000800
Training Epoch: 38 [19200/45000]	Loss: 0.0727	LR: 0.000800
Training Epoch: 38 [19456/45000]	Loss: 0.1112	LR: 0.000800
Training Epoch: 38 [19712/45000]	Loss: 0.1148	LR: 0.000800
Training Epoch: 38 [19968/45000]	Loss: 0.0895	LR: 0.000800
Training Epoch: 38 [20224/45000]	Loss: 0.1202	LR: 0.000800
Training Epoch: 38 [20480/45000]	Loss: 0.1001	LR: 0.000800
Training Epoch: 38 [20736/45000]	Loss: 0.1278	LR: 0.000800
Training Epoch: 38 [20992/45000]	Loss: 0.0842	LR: 0.000800
Training Epoch: 38 [21248/45000]	Loss: 0.1144	LR: 0.000800
Training Epoch: 38 [21504/45000]	Loss: 0.1131	LR: 0.000800
Training Epoch: 38 [21760/45000]	Loss: 0.1316	LR: 0.000800
Training Epoch: 38 [22016/45000]	Loss: 0.1096	LR: 0.000800
Training Epoch: 38 [22272/45000]	Loss: 0.1663	LR: 0.000800
Training Epoch: 38 [22528/45000]	Loss: 0.1512	LR: 0.000800
Training Epoch: 38 [22784/45000]	Loss: 0.1062	LR: 0.000800
Training Epoch: 38 [23040/45000]	Loss: 0.1426	LR: 0.000800
Training Epoch: 38 [23296/45000]	Loss: 0.1405	LR: 0.000800
Training Epoch: 38 [23552/45000]	Loss: 0.1213	LR: 0.000800
Training Epoch: 38 [23808/45000]	Loss: 0.0923	LR: 0.000800
Training Epoch: 38 [24064/45000]	Loss: 0.1026	LR: 0.000800
Training Epoch: 38 [24320/45000]	Loss: 0.1517	LR: 0.000800
Training Epoch: 38 [24576/45000]	Loss: 0.1784	LR: 0.000800
Training Epoch: 38 [24832/45000]	Loss: 0.0913	LR: 0.000800
Training Epoch: 38 [25088/45000]	Loss: 0.0841	LR: 0.000800
Training Epoch: 38 [25344/45000]	Loss: 0.1086	LR: 0.000800
Training Epoch: 38 [25600/45000]	Loss: 0.1432	LR: 0.000800
Training Epoch: 38 [25856/45000]	Loss: 0.1355	LR: 0.000800
Training Epoch: 38 [26112/45000]	Loss: 0.1329	LR: 0.000800
Training Epoch: 38 [26368/45000]	Loss: 0.1246	LR: 0.000800
Training Epoch: 38 [26624/45000]	Loss: 0.1058	LR: 0.000800
Training Epoch: 38 [26880/45000]	Loss: 0.1143	LR: 0.000800
Training Epoch: 38 [27136/45000]	Loss: 0.1027	LR: 0.000800
Training Epoch: 38 [27392/45000]	Loss: 0.0864	LR: 0.000800
Training Epoch: 38 [27648/45000]	Loss: 0.0994	LR: 0.000800
Training Epoch: 38 [27904/45000]	Loss: 0.1337	LR: 0.000800
Training Epoch: 38 [28160/45000]	Loss: 0.1059	LR: 0.000800
Training Epoch: 38 [28416/45000]	Loss: 0.1106	LR: 0.000800
Training Epoch: 38 [28672/45000]	Loss: 0.1347	LR: 0.000800
Training Epoch: 38 [28928/45000]	Loss: 0.1449	LR: 0.000800
Training Epoch: 38 [29184/45000]	Loss: 0.1010	LR: 0.000800
Training Epoch: 38 [29440/45000]	Loss: 0.1145	LR: 0.000800
Training Epoch: 38 [29696/45000]	Loss: 0.0877	LR: 0.000800
Training Epoch: 38 [29952/45000]	Loss: 0.1572	LR: 0.000800
Training Epoch: 38 [30208/45000]	Loss: 0.1164	LR: 0.000800
Training Epoch: 38 [30464/45000]	Loss: 0.0903	LR: 0.000800
Training Epoch: 38 [30720/45000]	Loss: 0.1215	LR: 0.000800
Training Epoch: 38 [30976/45000]	Loss: 0.1296	LR: 0.000800
Training Epoch: 38 [31232/45000]	Loss: 0.1113	LR: 0.000800
Training Epoch: 38 [31488/45000]	Loss: 0.1291	LR: 0.000800
Training Epoch: 38 [31744/45000]	Loss: 0.1563	LR: 0.000800
Training Epoch: 38 [32000/45000]	Loss: 0.0839	LR: 0.000800
Training Epoch: 38 [32256/45000]	Loss: 0.1195	LR: 0.000800
Training Epoch: 38 [32512/45000]	Loss: 0.1672	LR: 0.000800
Training Epoch: 38 [32768/45000]	Loss: 0.0846	LR: 0.000800
Training Epoch: 38 [33024/45000]	Loss: 0.0803	LR: 0.000800
Training Epoch: 38 [33280/45000]	Loss: 0.1062	LR: 0.000800
Training Epoch: 38 [33536/45000]	Loss: 0.1317	LR: 0.000800
Training Epoch: 38 [33792/45000]	Loss: 0.1474	LR: 0.000800
Training Epoch: 38 [34048/45000]	Loss: 0.1333	LR: 0.000800
Training Epoch: 38 [34304/45000]	Loss: 0.1126	LR: 0.000800
Training Epoch: 38 [34560/45000]	Loss: 0.0809	LR: 0.000800
Training Epoch: 38 [34816/45000]	Loss: 0.1424	LR: 0.000800
Training Epoch: 38 [35072/45000]	Loss: 0.1222	LR: 0.000800
Training Epoch: 38 [35328/45000]	Loss: 0.1206	LR: 0.000800
Training Epoch: 38 [35584/45000]	Loss: 0.1040	LR: 0.000800
Training Epoch: 38 [35840/45000]	Loss: 0.0967	LR: 0.000800
Training Epoch: 38 [36096/45000]	Loss: 0.1051	LR: 0.000800
Training Epoch: 38 [36352/45000]	Loss: 0.1077	LR: 0.000800
Training Epoch: 38 [36608/45000]	Loss: 0.0884	LR: 0.000800
Training Epoch: 38 [36864/45000]	Loss: 0.1423	LR: 0.000800
Training Epoch: 38 [37120/45000]	Loss: 0.0908	LR: 0.000800
Training Epoch: 38 [37376/45000]	Loss: 0.1164	LR: 0.000800
Training Epoch: 38 [37632/45000]	Loss: 0.1077	LR: 0.000800
Training Epoch: 38 [37888/45000]	Loss: 0.1124	LR: 0.000800
Training Epoch: 38 [38144/45000]	Loss: 0.0886	LR: 0.000800
Training Epoch: 38 [38400/45000]	Loss: 0.1180	LR: 0.000800
Training Epoch: 38 [38656/45000]	Loss: 0.0989	LR: 0.000800
Training Epoch: 38 [38912/45000]	Loss: 0.1447	LR: 0.000800
Training Epoch: 38 [39168/45000]	Loss: 0.1126	LR: 0.000800
Training Epoch: 38 [39424/45000]	Loss: 0.0884	LR: 0.000800
Training Epoch: 38 [39680/45000]	Loss: 0.1427	LR: 0.000800
Training Epoch: 38 [39936/45000]	Loss: 0.1339	LR: 0.000800
Training Epoch: 38 [40192/45000]	Loss: 0.1491	LR: 0.000800
Training Epoch: 38 [40448/45000]	Loss: 0.0985	LR: 0.000800
Training Epoch: 38 [40704/45000]	Loss: 0.0918	LR: 0.000800
Training Epoch: 38 [40960/45000]	Loss: 0.1438	LR: 0.000800
Training Epoch: 38 [41216/45000]	Loss: 0.1077	LR: 0.000800
Training Epoch: 38 [41472/45000]	Loss: 0.1076	LR: 0.000800
Training Epoch: 38 [41728/45000]	Loss: 0.1042	LR: 0.000800
Training Epoch: 38 [41984/45000]	Loss: 0.1210	LR: 0.000800
Training Epoch: 38 [42240/45000]	Loss: 0.1583	LR: 0.000800
Training Epoch: 38 [42496/45000]	Loss: 0.1273	LR: 0.000800
Training Epoch: 38 [42752/45000]	Loss: 0.1427	LR: 0.000800
Training Epoch: 38 [43008/45000]	Loss: 0.1186	LR: 0.000800
Training Epoch: 38 [43264/45000]	Loss: 0.0985	LR: 0.000800
Training Epoch: 38 [43520/45000]	Loss: 0.1073	LR: 0.000800
Training Epoch: 38 [43776/45000]	Loss: 0.1221	LR: 0.000800
Training Epoch: 38 [44032/45000]	Loss: 0.0754	LR: 0.000800
Training Epoch: 38 [44288/45000]	Loss: 0.1341	LR: 0.000800
Training Epoch: 38 [44544/45000]	Loss: 0.1102	LR: 0.000800
Training Epoch: 38 [44800/45000]	Loss: 0.1021	LR: 0.000800
Training Epoch: 38 [45000/45000]	Loss: 0.0977	LR: 0.000800
Epoch 38 - Average Train Loss: 0.1165, Train Accuracy: 0.9666
Epoch 38 training time consumed: 27.57s
Evaluating Network.....
Test set: Epoch: 38, Average loss: 0.0029, Accuracy: 0.8057, Time consumed:0.90s
Training Epoch: 39 [256/45000]	Loss: 0.0808	LR: 0.000800
Training Epoch: 39 [512/45000]	Loss: 0.1480	LR: 0.000800
Training Epoch: 39 [768/45000]	Loss: 0.1093	LR: 0.000800
Training Epoch: 39 [1024/45000]	Loss: 0.0718	LR: 0.000800
Training Epoch: 39 [1280/45000]	Loss: 0.1099	LR: 0.000800
Training Epoch: 39 [1536/45000]	Loss: 0.1180	LR: 0.000800
Training Epoch: 39 [1792/45000]	Loss: 0.1072	LR: 0.000800
Training Epoch: 39 [2048/45000]	Loss: 0.0862	LR: 0.000800
Training Epoch: 39 [2304/45000]	Loss: 0.1248	LR: 0.000800
Training Epoch: 39 [2560/45000]	Loss: 0.0751	LR: 0.000800
Training Epoch: 39 [2816/45000]	Loss: 0.0880	LR: 0.000800
Training Epoch: 39 [3072/45000]	Loss: 0.1183	LR: 0.000800
Training Epoch: 39 [3328/45000]	Loss: 0.1056	LR: 0.000800
Training Epoch: 39 [3584/45000]	Loss: 0.0977	LR: 0.000800
Training Epoch: 39 [3840/45000]	Loss: 0.0896	LR: 0.000800
Training Epoch: 39 [4096/45000]	Loss: 0.1121	LR: 0.000800
Training Epoch: 39 [4352/45000]	Loss: 0.1249	LR: 0.000800
Training Epoch: 39 [4608/45000]	Loss: 0.1332	LR: 0.000800
Training Epoch: 39 [4864/45000]	Loss: 0.1337	LR: 0.000800
Training Epoch: 39 [5120/45000]	Loss: 0.1008	LR: 0.000800
Training Epoch: 39 [5376/45000]	Loss: 0.0676	LR: 0.000800
Training Epoch: 39 [5632/45000]	Loss: 0.1021	LR: 0.000800
Training Epoch: 39 [5888/45000]	Loss: 0.0967	LR: 0.000800
Training Epoch: 39 [6144/45000]	Loss: 0.0833	LR: 0.000800
Training Epoch: 39 [6400/45000]	Loss: 0.1123	LR: 0.000800
Training Epoch: 39 [6656/45000]	Loss: 0.1101	LR: 0.000800
Training Epoch: 39 [6912/45000]	Loss: 0.0972	LR: 0.000800
Training Epoch: 39 [7168/45000]	Loss: 0.0796	LR: 0.000800
Training Epoch: 39 [7424/45000]	Loss: 0.0828	LR: 0.000800
Training Epoch: 39 [7680/45000]	Loss: 0.1484	LR: 0.000800
Training Epoch: 39 [7936/45000]	Loss: 0.0854	LR: 0.000800
Training Epoch: 39 [8192/45000]	Loss: 0.0859	LR: 0.000800
Training Epoch: 39 [8448/45000]	Loss: 0.0989	LR: 0.000800
Training Epoch: 39 [8704/45000]	Loss: 0.1515	LR: 0.000800
Training Epoch: 39 [8960/45000]	Loss: 0.1022	LR: 0.000800
Training Epoch: 39 [9216/45000]	Loss: 0.1358	LR: 0.000800
Training Epoch: 39 [9472/45000]	Loss: 0.1028	LR: 0.000800
Training Epoch: 39 [9728/45000]	Loss: 0.1420	LR: 0.000800
Training Epoch: 39 [9984/45000]	Loss: 0.1007	LR: 0.000800
Training Epoch: 39 [10240/45000]	Loss: 0.1245	LR: 0.000800
Training Epoch: 39 [10496/45000]	Loss: 0.1237	LR: 0.000800
Training Epoch: 39 [10752/45000]	Loss: 0.1289	LR: 0.000800
Training Epoch: 39 [11008/45000]	Loss: 0.1161	LR: 0.000800
Training Epoch: 39 [11264/45000]	Loss: 0.1782	LR: 0.000800
Training Epoch: 39 [11520/45000]	Loss: 0.0922	LR: 0.000800
Training Epoch: 39 [11776/45000]	Loss: 0.0830	LR: 0.000800
Training Epoch: 39 [12032/45000]	Loss: 0.0959	LR: 0.000800
Training Epoch: 39 [12288/45000]	Loss: 0.1584	LR: 0.000800
Training Epoch: 39 [12544/45000]	Loss: 0.0889	LR: 0.000800
Training Epoch: 39 [12800/45000]	Loss: 0.0929	LR: 0.000800
Training Epoch: 39 [13056/45000]	Loss: 0.1037	LR: 0.000800
Training Epoch: 39 [13312/45000]	Loss: 0.0895	LR: 0.000800
Training Epoch: 39 [13568/45000]	Loss: 0.0990	LR: 0.000800
Training Epoch: 39 [13824/45000]	Loss: 0.1577	LR: 0.000800
Training Epoch: 39 [14080/45000]	Loss: 0.1022	LR: 0.000800
Training Epoch: 39 [14336/45000]	Loss: 0.1635	LR: 0.000800
Training Epoch: 39 [14592/45000]	Loss: 0.1133	LR: 0.000800
Training Epoch: 39 [14848/45000]	Loss: 0.0873	LR: 0.000800
Training Epoch: 39 [15104/45000]	Loss: 0.1269	LR: 0.000800
Training Epoch: 39 [15360/45000]	Loss: 0.1124	LR: 0.000800
Training Epoch: 39 [15616/45000]	Loss: 0.2021	LR: 0.000800
Training Epoch: 39 [15872/45000]	Loss: 0.1019	LR: 0.000800
Training Epoch: 39 [16128/45000]	Loss: 0.0991	LR: 0.000800
Training Epoch: 39 [16384/45000]	Loss: 0.0971	LR: 0.000800
Training Epoch: 39 [16640/45000]	Loss: 0.0786	LR: 0.000800
Training Epoch: 39 [16896/45000]	Loss: 0.1486	LR: 0.000800
Training Epoch: 39 [17152/45000]	Loss: 0.1063	LR: 0.000800
Training Epoch: 39 [17408/45000]	Loss: 0.0992	LR: 0.000800
Training Epoch: 39 [17664/45000]	Loss: 0.1291	LR: 0.000800
Training Epoch: 39 [17920/45000]	Loss: 0.1407	LR: 0.000800
Training Epoch: 39 [18176/45000]	Loss: 0.1232	LR: 0.000800
Training Epoch: 39 [18432/45000]	Loss: 0.1091	LR: 0.000800
Training Epoch: 39 [18688/45000]	Loss: 0.1012	LR: 0.000800
Training Epoch: 39 [18944/45000]	Loss: 0.1328	LR: 0.000800
Training Epoch: 39 [19200/45000]	Loss: 0.1303	LR: 0.000800
Training Epoch: 39 [19456/45000]	Loss: 0.0882	LR: 0.000800
Training Epoch: 39 [19712/45000]	Loss: 0.0923	LR: 0.000800
Training Epoch: 39 [19968/45000]	Loss: 0.1407	LR: 0.000800
Training Epoch: 39 [20224/45000]	Loss: 0.1451	LR: 0.000800
Training Epoch: 39 [20480/45000]	Loss: 0.0942	LR: 0.000800
Training Epoch: 39 [20736/45000]	Loss: 0.0992	LR: 0.000800
Training Epoch: 39 [20992/45000]	Loss: 0.1048	LR: 0.000800
Training Epoch: 39 [21248/45000]	Loss: 0.1415	LR: 0.000800
Training Epoch: 39 [21504/45000]	Loss: 0.1496	LR: 0.000800
Training Epoch: 39 [21760/45000]	Loss: 0.1105	LR: 0.000800
Training Epoch: 39 [22016/45000]	Loss: 0.1113	LR: 0.000800
Training Epoch: 39 [22272/45000]	Loss: 0.1113	LR: 0.000800
Training Epoch: 39 [22528/45000]	Loss: 0.1437	LR: 0.000800
Training Epoch: 39 [22784/45000]	Loss: 0.1144	LR: 0.000800
Training Epoch: 39 [23040/45000]	Loss: 0.1020	LR: 0.000800
Training Epoch: 39 [23296/45000]	Loss: 0.1259	LR: 0.000800
Training Epoch: 39 [23552/45000]	Loss: 0.1167	LR: 0.000800
Training Epoch: 39 [23808/45000]	Loss: 0.1318	LR: 0.000800
Training Epoch: 39 [24064/45000]	Loss: 0.1083	LR: 0.000800
Training Epoch: 39 [24320/45000]	Loss: 0.0980	LR: 0.000800
Training Epoch: 39 [24576/45000]	Loss: 0.0983	LR: 0.000800
Training Epoch: 39 [24832/45000]	Loss: 0.1247	LR: 0.000800
Training Epoch: 39 [25088/45000]	Loss: 0.1123	LR: 0.000800
Training Epoch: 39 [25344/45000]	Loss: 0.1348	LR: 0.000800
Training Epoch: 39 [25600/45000]	Loss: 0.0933	LR: 0.000800
Training Epoch: 39 [25856/45000]	Loss: 0.1713	LR: 0.000800
Training Epoch: 39 [26112/45000]	Loss: 0.1198	LR: 0.000800
Training Epoch: 39 [26368/45000]	Loss: 0.1272	LR: 0.000800
Training Epoch: 39 [26624/45000]	Loss: 0.0897	LR: 0.000800
Training Epoch: 39 [26880/45000]	Loss: 0.0907	LR: 0.000800
Training Epoch: 39 [27136/45000]	Loss: 0.1464	LR: 0.000800
Training Epoch: 39 [27392/45000]	Loss: 0.1497	LR: 0.000800
Training Epoch: 39 [27648/45000]	Loss: 0.0884	LR: 0.000800
Training Epoch: 39 [27904/45000]	Loss: 0.1160	LR: 0.000800
Training Epoch: 39 [28160/45000]	Loss: 0.1172	LR: 0.000800
Training Epoch: 39 [28416/45000]	Loss: 0.1117	LR: 0.000800
Training Epoch: 39 [28672/45000]	Loss: 0.0929	LR: 0.000800
Training Epoch: 39 [28928/45000]	Loss: 0.1176	LR: 0.000800
Training Epoch: 39 [29184/45000]	Loss: 0.1293	LR: 0.000800
Training Epoch: 39 [29440/45000]	Loss: 0.0978	LR: 0.000800
Training Epoch: 39 [29696/45000]	Loss: 0.1364	LR: 0.000800
Training Epoch: 39 [29952/45000]	Loss: 0.1225	LR: 0.000800
Training Epoch: 39 [30208/45000]	Loss: 0.1299	LR: 0.000800
Training Epoch: 39 [30464/45000]	Loss: 0.1373	LR: 0.000800
Training Epoch: 39 [30720/45000]	Loss: 0.1058	LR: 0.000800
Training Epoch: 39 [30976/45000]	Loss: 0.1546	LR: 0.000800
Training Epoch: 39 [31232/45000]	Loss: 0.0945	LR: 0.000800
Training Epoch: 39 [31488/45000]	Loss: 0.1767	LR: 0.000800
Training Epoch: 39 [31744/45000]	Loss: 0.1364	LR: 0.000800
Training Epoch: 39 [32000/45000]	Loss: 0.1056	LR: 0.000800
Training Epoch: 39 [32256/45000]	Loss: 0.0944	LR: 0.000800
Training Epoch: 39 [32512/45000]	Loss: 0.1328	LR: 0.000800
Training Epoch: 39 [32768/45000]	Loss: 0.1019	LR: 0.000800
Training Epoch: 39 [33024/45000]	Loss: 0.0886	LR: 0.000800
Training Epoch: 39 [33280/45000]	Loss: 0.1347	LR: 0.000800
Training Epoch: 39 [33536/45000]	Loss: 0.0809	LR: 0.000800
Training Epoch: 39 [33792/45000]	Loss: 0.1203	LR: 0.000800
Training Epoch: 39 [34048/45000]	Loss: 0.1045	LR: 0.000800
Training Epoch: 39 [34304/45000]	Loss: 0.1523	LR: 0.000800
Training Epoch: 39 [34560/45000]	Loss: 0.1029	LR: 0.000800
Training Epoch: 39 [34816/45000]	Loss: 0.1445	LR: 0.000800
Training Epoch: 39 [35072/45000]	Loss: 0.1036	LR: 0.000800
Training Epoch: 39 [35328/45000]	Loss: 0.1256	LR: 0.000800
Training Epoch: 39 [35584/45000]	Loss: 0.1118	LR: 0.000800
Training Epoch: 39 [35840/45000]	Loss: 0.1188	LR: 0.000800
Training Epoch: 39 [36096/45000]	Loss: 0.1026	LR: 0.000800
Training Epoch: 39 [36352/45000]	Loss: 0.1204	LR: 0.000800
Training Epoch: 39 [36608/45000]	Loss: 0.0708	LR: 0.000800
Training Epoch: 39 [36864/45000]	Loss: 0.1105	LR: 0.000800
Training Epoch: 39 [37120/45000]	Loss: 0.1155	LR: 0.000800
Training Epoch: 39 [37376/45000]	Loss: 0.1299	LR: 0.000800
Training Epoch: 39 [37632/45000]	Loss: 0.0957	LR: 0.000800
Training Epoch: 39 [37888/45000]	Loss: 0.1489	LR: 0.000800
Training Epoch: 39 [38144/45000]	Loss: 0.1319	LR: 0.000800
Training Epoch: 39 [38400/45000]	Loss: 0.1166	LR: 0.000800
Training Epoch: 39 [38656/45000]	Loss: 0.1100	LR: 0.000800
Training Epoch: 39 [38912/45000]	Loss: 0.1230	LR: 0.000800
Training Epoch: 39 [39168/45000]	Loss: 0.0934	LR: 0.000800
Training Epoch: 39 [39424/45000]	Loss: 0.1078	LR: 0.000800
Training Epoch: 39 [39680/45000]	Loss: 0.1611	LR: 0.000800
Training Epoch: 39 [39936/45000]	Loss: 0.1051	LR: 0.000800
Training Epoch: 39 [40192/45000]	Loss: 0.1108	LR: 0.000800
Training Epoch: 39 [40448/45000]	Loss: 0.0752	LR: 0.000800
Training Epoch: 39 [40704/45000]	Loss: 0.1492	LR: 0.000800
Training Epoch: 39 [40960/45000]	Loss: 0.1134	LR: 0.000800
Training Epoch: 39 [41216/45000]	Loss: 0.1290	LR: 0.000800
Training Epoch: 39 [41472/45000]	Loss: 0.1123	LR: 0.000800
Training Epoch: 39 [41728/45000]	Loss: 0.1193	LR: 0.000800
Training Epoch: 39 [41984/45000]	Loss: 0.1455	LR: 0.000800
Training Epoch: 39 [42240/45000]	Loss: 0.1225	LR: 0.000800
Training Epoch: 39 [42496/45000]	Loss: 0.1043	LR: 0.000800
Training Epoch: 39 [42752/45000]	Loss: 0.1205	LR: 0.000800
Training Epoch: 39 [43008/45000]	Loss: 0.0837	LR: 0.000800
Training Epoch: 39 [43264/45000]	Loss: 0.1133	LR: 0.000800
Training Epoch: 39 [43520/45000]	Loss: 0.0905	LR: 0.000800
Training Epoch: 39 [43776/45000]	Loss: 0.1375	LR: 0.000800
Training Epoch: 39 [44032/45000]	Loss: 0.0927	LR: 0.000800
Training Epoch: 39 [44288/45000]	Loss: 0.0882	LR: 0.000800
Training Epoch: 39 [44544/45000]	Loss: 0.1053	LR: 0.000800
Training Epoch: 39 [44800/45000]	Loss: 0.1567	LR: 0.000800
Training Epoch: 39 [45000/45000]	Loss: 0.0919	LR: 0.000800
Epoch 39 - Average Train Loss: 0.1145, Train Accuracy: 0.9677
Epoch 39 training time consumed: 27.05s
Evaluating Network.....
Test set: Epoch: 39, Average loss: 0.0029, Accuracy: 0.8071, Time consumed:0.88s
Saving weights file to checkpoint/retrain/ResNet18/Sunday_13_July_2025_19h_49m_22s/ResNet18-Cifar20-seed8-ret100-39-best.pth
Training Epoch: 40 [256/45000]	Loss: 0.1023	LR: 0.000800
Training Epoch: 40 [512/45000]	Loss: 0.0757	LR: 0.000800
Training Epoch: 40 [768/45000]	Loss: 0.1419	LR: 0.000800
Training Epoch: 40 [1024/45000]	Loss: 0.0764	LR: 0.000800
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Training Epoch: 40 [1536/45000]	Loss: 0.1166	LR: 0.000800
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Training Epoch: 40 [2048/45000]	Loss: 0.1458	LR: 0.000800
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Training Epoch: 40 [2560/45000]	Loss: 0.0998	LR: 0.000800
Training Epoch: 40 [2816/45000]	Loss: 0.1025	LR: 0.000800
Training Epoch: 40 [3072/45000]	Loss: 0.0889	LR: 0.000800
Training Epoch: 40 [3328/45000]	Loss: 0.1547	LR: 0.000800
Training Epoch: 40 [3584/45000]	Loss: 0.1251	LR: 0.000800
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Training Epoch: 40 [21760/45000]	Loss: 0.0825	LR: 0.000800
Training Epoch: 40 [22016/45000]	Loss: 0.0752	LR: 0.000800
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Training Epoch: 40 [22528/45000]	Loss: 0.1186	LR: 0.000800
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Training Epoch: 40 [37888/45000]	Loss: 0.0998	LR: 0.000800
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Training Epoch: 40 [40192/45000]	Loss: 0.1402	LR: 0.000800
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Training Epoch: 40 [40704/45000]	Loss: 0.0968	LR: 0.000800
Training Epoch: 40 [40960/45000]	Loss: 0.1572	LR: 0.000800
Training Epoch: 40 [41216/45000]	Loss: 0.0841	LR: 0.000800
Training Epoch: 40 [41472/45000]	Loss: 0.0947	LR: 0.000800
Training Epoch: 40 [41728/45000]	Loss: 0.1444	LR: 0.000800
Training Epoch: 40 [41984/45000]	Loss: 0.0732	LR: 0.000800
Training Epoch: 40 [42240/45000]	Loss: 0.1077	LR: 0.000800
Training Epoch: 40 [42496/45000]	Loss: 0.1336	LR: 0.000800
Training Epoch: 40 [42752/45000]	Loss: 0.0985	LR: 0.000800
Training Epoch: 40 [43008/45000]	Loss: 0.1030	LR: 0.000800
Training Epoch: 40 [43264/45000]	Loss: 0.1145	LR: 0.000800
Training Epoch: 40 [43520/45000]	Loss: 0.0889	LR: 0.000800
Training Epoch: 40 [43776/45000]	Loss: 0.1190	LR: 0.000800
Training Epoch: 40 [44032/45000]	Loss: 0.1435	LR: 0.000800
Training Epoch: 40 [44288/45000]	Loss: 0.1311	LR: 0.000800
Training Epoch: 40 [44544/45000]	Loss: 0.1111	LR: 0.000800
Training Epoch: 40 [44800/45000]	Loss: 0.1011	LR: 0.000800
Training Epoch: 40 [45000/45000]	Loss: 0.1270	LR: 0.000800
Epoch 40 - Average Train Loss: 0.1149, Train Accuracy: 0.9668
Epoch 40 training time consumed: 27.00s
Evaluating Network.....
Test set: Epoch: 40, Average loss: 0.0029, Accuracy: 0.8087, Time consumed:0.89s
Saving weights file to checkpoint/retrain/ResNet18/Sunday_13_July_2025_19h_49m_22s/ResNet18-Cifar20-seed8-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: 80.732421875
Retain Accuracy: 97.28408813476562
Zero-Retain Forget (ZRF): 0.9048336744308472
Membership Inference Attack (MIA): 0.5908
Forget vs Retain Membership Inference Attack (MIA): 0.5865
Forget vs Test Membership Inference Attack (MIA): 0.531
Test vs Retain Membership Inference Attack (MIA): 0.56725
Train vs Test Membership Inference Attack (MIA): 0.6015
Forget Set Accuracy (Df): 79.3968276977539
Method Execution Time: 2071.74 seconds
