
📌S Retain class distribution for seed 1:
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 1:
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: 3.0671	LR: 0.000000
Training Epoch: 1 [512/45000]	Loss: 3.0901	LR: 0.000568
Training Epoch: 1 [768/45000]	Loss: 3.0474	LR: 0.001136
Training Epoch: 1 [1024/45000]	Loss: 3.0299	LR: 0.001705
Training Epoch: 1 [1280/45000]	Loss: 3.0500	LR: 0.002273
Training Epoch: 1 [1536/45000]	Loss: 3.0141	LR: 0.002841
Training Epoch: 1 [1792/45000]	Loss: 2.9332	LR: 0.003409
Training Epoch: 1 [2048/45000]	Loss: 2.9784	LR: 0.003977
Training Epoch: 1 [2304/45000]	Loss: 2.9427	LR: 0.004545
Training Epoch: 1 [2560/45000]	Loss: 2.8866	LR: 0.005114
Training Epoch: 1 [2816/45000]	Loss: 2.9380	LR: 0.005682
Training Epoch: 1 [3072/45000]	Loss: 2.9291	LR: 0.006250
Training Epoch: 1 [3328/45000]	Loss: 2.9442	LR: 0.006818
Training Epoch: 1 [3584/45000]	Loss: 2.9115	LR: 0.007386
Training Epoch: 1 [3840/45000]	Loss: 2.8263	LR: 0.007955
Training Epoch: 1 [4096/45000]	Loss: 2.8208	LR: 0.008523
Training Epoch: 1 [4352/45000]	Loss: 2.8228	LR: 0.009091
Training Epoch: 1 [4608/45000]	Loss: 2.9856	LR: 0.009659
Training Epoch: 1 [4864/45000]	Loss: 2.7822	LR: 0.010227
Training Epoch: 1 [5120/45000]	Loss: 2.8016	LR: 0.010795
Training Epoch: 1 [5376/45000]	Loss: 2.7017	LR: 0.011364
Training Epoch: 1 [5632/45000]	Loss: 2.7993	LR: 0.011932
Training Epoch: 1 [5888/45000]	Loss: 2.7251	LR: 0.012500
Training Epoch: 1 [6144/45000]	Loss: 2.6248	LR: 0.013068
Training Epoch: 1 [6400/45000]	Loss: 2.5743	LR: 0.013636
Training Epoch: 1 [6656/45000]	Loss: 2.7628	LR: 0.014205
Training Epoch: 1 [6912/45000]	Loss: 2.6566	LR: 0.014773
Training Epoch: 1 [7168/45000]	Loss: 2.6230	LR: 0.015341
Training Epoch: 1 [7424/45000]	Loss: 2.7208	LR: 0.015909
Training Epoch: 1 [7680/45000]	Loss: 2.6320	LR: 0.016477
Training Epoch: 1 [7936/45000]	Loss: 2.6544	LR: 0.017045
Training Epoch: 1 [8192/45000]	Loss: 2.5862	LR: 0.017614
Training Epoch: 1 [8448/45000]	Loss: 2.5839	LR: 0.018182
Training Epoch: 1 [8704/45000]	Loss: 2.7100	LR: 0.018750
Training Epoch: 1 [8960/45000]	Loss: 2.5641	LR: 0.019318
Training Epoch: 1 [9216/45000]	Loss: 2.6860	LR: 0.019886
Training Epoch: 1 [9472/45000]	Loss: 2.6997	LR: 0.020455
Training Epoch: 1 [9728/45000]	Loss: 2.6659	LR: 0.021023
Training Epoch: 1 [9984/45000]	Loss: 2.6639	LR: 0.021591
Training Epoch: 1 [10240/45000]	Loss: 2.4932	LR: 0.022159
Training Epoch: 1 [10496/45000]	Loss: 2.6314	LR: 0.022727
Training Epoch: 1 [10752/45000]	Loss: 2.6005	LR: 0.023295
Training Epoch: 1 [11008/45000]	Loss: 2.5698	LR: 0.023864
Training Epoch: 1 [11264/45000]	Loss: 2.5360	LR: 0.024432
Training Epoch: 1 [11520/45000]	Loss: 2.4632	LR: 0.025000
Training Epoch: 1 [11776/45000]	Loss: 2.6520	LR: 0.025568
Training Epoch: 1 [12032/45000]	Loss: 2.5469	LR: 0.026136
Training Epoch: 1 [12288/45000]	Loss: 2.5718	LR: 0.026705
Training Epoch: 1 [12544/45000]	Loss: 2.6039	LR: 0.027273
Training Epoch: 1 [12800/45000]	Loss: 2.5754	LR: 0.027841
Training Epoch: 1 [13056/45000]	Loss: 2.3966	LR: 0.028409
Training Epoch: 1 [13312/45000]	Loss: 2.5133	LR: 0.028977
Training Epoch: 1 [13568/45000]	Loss: 2.5733	LR: 0.029545
Training Epoch: 1 [13824/45000]	Loss: 2.6302	LR: 0.030114
Training Epoch: 1 [14080/45000]	Loss: 2.5326	LR: 0.030682
Training Epoch: 1 [14336/45000]	Loss: 2.5626	LR: 0.031250
Training Epoch: 1 [14592/45000]	Loss: 2.5749	LR: 0.031818
Training Epoch: 1 [14848/45000]	Loss: 2.3988	LR: 0.032386
Training Epoch: 1 [15104/45000]	Loss: 2.4935	LR: 0.032955
Training Epoch: 1 [15360/45000]	Loss: 2.3809	LR: 0.033523
Training Epoch: 1 [15616/45000]	Loss: 2.5926	LR: 0.034091
Training Epoch: 1 [15872/45000]	Loss: 2.5455	LR: 0.034659
Training Epoch: 1 [16128/45000]	Loss: 2.6870	LR: 0.035227
Training Epoch: 1 [16384/45000]	Loss: 2.5708	LR: 0.035795
Training Epoch: 1 [16640/45000]	Loss: 2.4614	LR: 0.036364
Training Epoch: 1 [16896/45000]	Loss: 2.6748	LR: 0.036932
Training Epoch: 1 [17152/45000]	Loss: 2.5880	LR: 0.037500
Training Epoch: 1 [17408/45000]	Loss: 2.4427	LR: 0.038068
Training Epoch: 1 [17664/45000]	Loss: 2.6824	LR: 0.038636
Training Epoch: 1 [17920/45000]	Loss: 2.7388	LR: 0.039205
Training Epoch: 1 [18176/45000]	Loss: 2.6659	LR: 0.039773
Training Epoch: 1 [18432/45000]	Loss: 2.6424	LR: 0.040341
Training Epoch: 1 [18688/45000]	Loss: 2.6222	LR: 0.040909
Training Epoch: 1 [18944/45000]	Loss: 2.6917	LR: 0.041477
Training Epoch: 1 [19200/45000]	Loss: 2.5604	LR: 0.042045
Training Epoch: 1 [19456/45000]	Loss: 2.7025	LR: 0.042614
Training Epoch: 1 [19712/45000]	Loss: 2.5782	LR: 0.043182
Training Epoch: 1 [19968/45000]	Loss: 2.5923	LR: 0.043750
Training Epoch: 1 [20224/45000]	Loss: 2.5610	LR: 0.044318
Training Epoch: 1 [20480/45000]	Loss: 2.4825	LR: 0.044886
Training Epoch: 1 [20736/45000]	Loss: 2.5976	LR: 0.045455
Training Epoch: 1 [20992/45000]	Loss: 2.3976	LR: 0.046023
Training Epoch: 1 [21248/45000]	Loss: 2.5179	LR: 0.046591
Training Epoch: 1 [21504/45000]	Loss: 2.5042	LR: 0.047159
Training Epoch: 1 [21760/45000]	Loss: 2.5469	LR: 0.047727
Training Epoch: 1 [22016/45000]	Loss: 2.5004	LR: 0.048295
Training Epoch: 1 [22272/45000]	Loss: 2.5930	LR: 0.048864
Training Epoch: 1 [22528/45000]	Loss: 2.5113	LR: 0.049432
Training Epoch: 1 [22784/45000]	Loss: 2.4891	LR: 0.050000
Training Epoch: 1 [23040/45000]	Loss: 2.4423	LR: 0.050568
Training Epoch: 1 [23296/45000]	Loss: 2.4912	LR: 0.051136
Training Epoch: 1 [23552/45000]	Loss: 2.3812	LR: 0.051705
Training Epoch: 1 [23808/45000]	Loss: 2.3677	LR: 0.052273
Training Epoch: 1 [24064/45000]	Loss: 2.4885	LR: 0.052841
Training Epoch: 1 [24320/45000]	Loss: 2.4652	LR: 0.053409
Training Epoch: 1 [24576/45000]	Loss: 2.5472	LR: 0.053977
Training Epoch: 1 [24832/45000]	Loss: 2.4266	LR: 0.054545
Training Epoch: 1 [25088/45000]	Loss: 2.5200	LR: 0.055114
Training Epoch: 1 [25344/45000]	Loss: 2.3588	LR: 0.055682
Training Epoch: 1 [25600/45000]	Loss: 2.3580	LR: 0.056250
Training Epoch: 1 [25856/45000]	Loss: 2.5352	LR: 0.056818
Training Epoch: 1 [26112/45000]	Loss: 2.4528	LR: 0.057386
Training Epoch: 1 [26368/45000]	Loss: 2.3914	LR: 0.057955
Training Epoch: 1 [26624/45000]	Loss: 2.4533	LR: 0.058523
Training Epoch: 1 [26880/45000]	Loss: 2.4938	LR: 0.059091
Training Epoch: 1 [27136/45000]	Loss: 2.5909	LR: 0.059659
Training Epoch: 1 [27392/45000]	Loss: 2.4820	LR: 0.060227
Training Epoch: 1 [27648/45000]	Loss: 2.3591	LR: 0.060795
Training Epoch: 1 [27904/45000]	Loss: 2.4987	LR: 0.061364
Training Epoch: 1 [28160/45000]	Loss: 2.3284	LR: 0.061932
Training Epoch: 1 [28416/45000]	Loss: 2.4286	LR: 0.062500
Training Epoch: 1 [28672/45000]	Loss: 2.5433	LR: 0.063068
Training Epoch: 1 [28928/45000]	Loss: 2.2641	LR: 0.063636
Training Epoch: 1 [29184/45000]	Loss: 2.3296	LR: 0.064205
Training Epoch: 1 [29440/45000]	Loss: 2.4175	LR: 0.064773
Training Epoch: 1 [29696/45000]	Loss: 2.4313	LR: 0.065341
Training Epoch: 1 [29952/45000]	Loss: 2.3012	LR: 0.065909
Training Epoch: 1 [30208/45000]	Loss: 2.3137	LR: 0.066477
Training Epoch: 1 [30464/45000]	Loss: 2.4856	LR: 0.067045
Training Epoch: 1 [30720/45000]	Loss: 2.3506	LR: 0.067614
Training Epoch: 1 [30976/45000]	Loss: 2.3963	LR: 0.068182
Training Epoch: 1 [31232/45000]	Loss: 2.3422	LR: 0.068750
Training Epoch: 1 [31488/45000]	Loss: 2.4117	LR: 0.069318
Training Epoch: 1 [31744/45000]	Loss: 2.6687	LR: 0.069886
Training Epoch: 1 [32000/45000]	Loss: 2.5841	LR: 0.070455
Training Epoch: 1 [32256/45000]	Loss: 2.5865	LR: 0.071023
Training Epoch: 1 [32512/45000]	Loss: 2.4771	LR: 0.071591
Training Epoch: 1 [32768/45000]	Loss: 2.4171	LR: 0.072159
Training Epoch: 1 [33024/45000]	Loss: 2.4916	LR: 0.072727
Training Epoch: 1 [33280/45000]	Loss: 2.4420	LR: 0.073295
Training Epoch: 1 [33536/45000]	Loss: 2.7677	LR: 0.073864
Training Epoch: 1 [33792/45000]	Loss: 2.3191	LR: 0.074432
Training Epoch: 1 [34048/45000]	Loss: 2.5951	LR: 0.075000
Training Epoch: 1 [34304/45000]	Loss: 2.5520	LR: 0.075568
Training Epoch: 1 [34560/45000]	Loss: 2.5570	LR: 0.076136
Training Epoch: 1 [34816/45000]	Loss: 2.3230	LR: 0.076705
Training Epoch: 1 [35072/45000]	Loss: 2.4577	LR: 0.077273
Training Epoch: 1 [35328/45000]	Loss: 2.6089	LR: 0.077841
Training Epoch: 1 [35584/45000]	Loss: 2.5961	LR: 0.078409
Training Epoch: 1 [35840/45000]	Loss: 2.4058	LR: 0.078977
Training Epoch: 1 [36096/45000]	Loss: 2.6590	LR: 0.079545
Training Epoch: 1 [36352/45000]	Loss: 2.3991	LR: 0.080114
Training Epoch: 1 [36608/45000]	Loss: 2.4040	LR: 0.080682
Training Epoch: 1 [36864/45000]	Loss: 2.5923	LR: 0.081250
Training Epoch: 1 [37120/45000]	Loss: 2.4991	LR: 0.081818
Training Epoch: 1 [37376/45000]	Loss: 2.3897	LR: 0.082386
Training Epoch: 1 [37632/45000]	Loss: 2.3633	LR: 0.082955
Training Epoch: 1 [37888/45000]	Loss: 2.3474	LR: 0.083523
Training Epoch: 1 [38144/45000]	Loss: 2.4981	LR: 0.084091
Training Epoch: 1 [38400/45000]	Loss: 2.4169	LR: 0.084659
Training Epoch: 1 [38656/45000]	Loss: 2.4302	LR: 0.085227
Training Epoch: 1 [38912/45000]	Loss: 2.5130	LR: 0.085795
Training Epoch: 1 [39168/45000]	Loss: 2.3555	LR: 0.086364
Training Epoch: 1 [39424/45000]	Loss: 2.3493	LR: 0.086932
Training Epoch: 1 [39680/45000]	Loss: 2.3568	LR: 0.087500
Training Epoch: 1 [39936/45000]	Loss: 2.2560	LR: 0.088068
Training Epoch: 1 [40192/45000]	Loss: 2.4019	LR: 0.088636
Training Epoch: 1 [40448/45000]	Loss: 2.3912	LR: 0.089205
Training Epoch: 1 [40704/45000]	Loss: 2.4388	LR: 0.089773
Training Epoch: 1 [40960/45000]	Loss: 2.4979	LR: 0.090341
Training Epoch: 1 [41216/45000]	Loss: 2.3328	LR: 0.090909
Training Epoch: 1 [41472/45000]	Loss: 2.3898	LR: 0.091477
Training Epoch: 1 [41728/45000]	Loss: 2.2345	LR: 0.092045
Training Epoch: 1 [41984/45000]	Loss: 2.3309	LR: 0.092614
Training Epoch: 1 [42240/45000]	Loss: 2.3123	LR: 0.093182
Training Epoch: 1 [42496/45000]	Loss: 2.2126	LR: 0.093750
Training Epoch: 1 [42752/45000]	Loss: 2.3732	LR: 0.094318
Training Epoch: 1 [43008/45000]	Loss: 2.3693	LR: 0.094886
Training Epoch: 1 [43264/45000]	Loss: 2.3249	LR: 0.095455
Training Epoch: 1 [43520/45000]	Loss: 2.4955	LR: 0.096023
Training Epoch: 1 [43776/45000]	Loss: 2.4661	LR: 0.096591
Training Epoch: 1 [44032/45000]	Loss: 2.2387	LR: 0.097159
Training Epoch: 1 [44288/45000]	Loss: 2.3688	LR: 0.097727
Training Epoch: 1 [44544/45000]	Loss: 2.3438	LR: 0.098295
Training Epoch: 1 [44800/45000]	Loss: 2.3155	LR: 0.098864
Training Epoch: 1 [45000/45000]	Loss: 2.2680	LR: 0.099432
Epoch 1 - Average Train Loss: 2.5498, Train Accuracy: 0.2156
Epoch 1 training time consumed: 27.78s
Evaluating Network.....
Test set: Epoch: 1, Average loss: 0.0093, Accuracy: 0.2763, Time consumed:1.06s
Saving weights file to checkpoint/retrain/ResNet18/Sunday_13_July_2025_15h_47m_26s/ResNet18-Cifar20-seed1-ret100-1-best.pth
Training Epoch: 2 [256/45000]	Loss: 2.2305	LR: 0.100000
Training Epoch: 2 [512/45000]	Loss: 2.6063	LR: 0.100000
Training Epoch: 2 [768/45000]	Loss: 2.3717	LR: 0.100000
Training Epoch: 2 [1024/45000]	Loss: 2.1883	LR: 0.100000
Training Epoch: 2 [1280/45000]	Loss: 2.3590	LR: 0.100000
Training Epoch: 2 [1536/45000]	Loss: 2.4146	LR: 0.100000
Training Epoch: 2 [1792/45000]	Loss: 2.4649	LR: 0.100000
Training Epoch: 2 [2048/45000]	Loss: 2.4865	LR: 0.100000
Training Epoch: 2 [2304/45000]	Loss: 2.3389	LR: 0.100000
Training Epoch: 2 [2560/45000]	Loss: 2.3234	LR: 0.100000
Training Epoch: 2 [2816/45000]	Loss: 2.4231	LR: 0.100000
Training Epoch: 2 [3072/45000]	Loss: 2.2906	LR: 0.100000
Training Epoch: 2 [3328/45000]	Loss: 2.2227	LR: 0.100000
Training Epoch: 2 [3584/45000]	Loss: 2.3385	LR: 0.100000
Training Epoch: 2 [3840/45000]	Loss: 2.3325	LR: 0.100000
Training Epoch: 2 [4096/45000]	Loss: 2.4717	LR: 0.100000
Training Epoch: 2 [4352/45000]	Loss: 2.3026	LR: 0.100000
Training Epoch: 2 [4608/45000]	Loss: 2.1832	LR: 0.100000
Training Epoch: 2 [4864/45000]	Loss: 2.2753	LR: 0.100000
Training Epoch: 2 [5120/45000]	Loss: 2.4262	LR: 0.100000
Training Epoch: 2 [5376/45000]	Loss: 2.2514	LR: 0.100000
Training Epoch: 2 [5632/45000]	Loss: 2.2011	LR: 0.100000
Training Epoch: 2 [5888/45000]	Loss: 2.4130	LR: 0.100000
Training Epoch: 2 [6144/45000]	Loss: 2.3398	LR: 0.100000
Training Epoch: 2 [6400/45000]	Loss: 2.1261	LR: 0.100000
Training Epoch: 2 [6656/45000]	Loss: 2.2592	LR: 0.100000
Training Epoch: 2 [6912/45000]	Loss: 2.1940	LR: 0.100000
Training Epoch: 2 [7168/45000]	Loss: 2.2888	LR: 0.100000
Training Epoch: 2 [7424/45000]	Loss: 2.1838	LR: 0.100000
Training Epoch: 2 [7680/45000]	Loss: 2.3203	LR: 0.100000
Training Epoch: 2 [7936/45000]	Loss: 2.2843	LR: 0.100000
Training Epoch: 2 [8192/45000]	Loss: 2.3526	LR: 0.100000
Training Epoch: 2 [8448/45000]	Loss: 2.2299	LR: 0.100000
Training Epoch: 2 [8704/45000]	Loss: 2.1960	LR: 0.100000
Training Epoch: 2 [8960/45000]	Loss: 2.2391	LR: 0.100000
Training Epoch: 2 [9216/45000]	Loss: 2.2208	LR: 0.100000
Training Epoch: 2 [9472/45000]	Loss: 2.3335	LR: 0.100000
Training Epoch: 2 [9728/45000]	Loss: 2.3263	LR: 0.100000
Training Epoch: 2 [9984/45000]	Loss: 2.2631	LR: 0.100000
Training Epoch: 2 [10240/45000]	Loss: 2.2246	LR: 0.100000
Training Epoch: 2 [10496/45000]	Loss: 2.3253	LR: 0.100000
Training Epoch: 2 [10752/45000]	Loss: 2.2315	LR: 0.100000
Training Epoch: 2 [11008/45000]	Loss: 2.2163	LR: 0.100000
Training Epoch: 2 [11264/45000]	Loss: 2.3046	LR: 0.100000
Training Epoch: 2 [11520/45000]	Loss: 2.2118	LR: 0.100000
Training Epoch: 2 [11776/45000]	Loss: 2.1936	LR: 0.100000
Training Epoch: 2 [12032/45000]	Loss: 2.3497	LR: 0.100000
Training Epoch: 2 [12288/45000]	Loss: 2.0670	LR: 0.100000
Training Epoch: 2 [12544/45000]	Loss: 2.1222	LR: 0.100000
Training Epoch: 2 [12800/45000]	Loss: 2.1358	LR: 0.100000
Training Epoch: 2 [13056/45000]	Loss: 2.1357	LR: 0.100000
Training Epoch: 2 [13312/45000]	Loss: 2.4272	LR: 0.100000
Training Epoch: 2 [13568/45000]	Loss: 2.2832	LR: 0.100000
Training Epoch: 2 [13824/45000]	Loss: 2.3391	LR: 0.100000
Training Epoch: 2 [14080/45000]	Loss: 2.2299	LR: 0.100000
Training Epoch: 2 [14336/45000]	Loss: 2.3308	LR: 0.100000
Training Epoch: 2 [14592/45000]	Loss: 2.2944	LR: 0.100000
Training Epoch: 2 [14848/45000]	Loss: 2.1139	LR: 0.100000
Training Epoch: 2 [15104/45000]	Loss: 2.3316	LR: 0.100000
Training Epoch: 2 [15360/45000]	Loss: 2.2897	LR: 0.100000
Training Epoch: 2 [15616/45000]	Loss: 2.2460	LR: 0.100000
Training Epoch: 2 [15872/45000]	Loss: 2.1808	LR: 0.100000
Training Epoch: 2 [16128/45000]	Loss: 2.2494	LR: 0.100000
Training Epoch: 2 [16384/45000]	Loss: 2.2095	LR: 0.100000
Training Epoch: 2 [16640/45000]	Loss: 2.2544	LR: 0.100000
Training Epoch: 2 [16896/45000]	Loss: 2.1772	LR: 0.100000
Training Epoch: 2 [17152/45000]	Loss: 2.2486	LR: 0.100000
Training Epoch: 2 [17408/45000]	Loss: 2.1713	LR: 0.100000
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Training Epoch: 2 [18432/45000]	Loss: 2.1097	LR: 0.100000
Training Epoch: 2 [18688/45000]	Loss: 2.1513	LR: 0.100000
Training Epoch: 2 [18944/45000]	Loss: 2.0637	LR: 0.100000
Training Epoch: 2 [19200/45000]	Loss: 2.2211	LR: 0.100000
Training Epoch: 2 [19456/45000]	Loss: 2.2035	LR: 0.100000
Training Epoch: 2 [19712/45000]	Loss: 1.9881	LR: 0.100000
Training Epoch: 2 [19968/45000]	Loss: 2.0882	LR: 0.100000
Training Epoch: 2 [20224/45000]	Loss: 2.1526	LR: 0.100000
Training Epoch: 2 [20480/45000]	Loss: 2.1408	LR: 0.100000
Training Epoch: 2 [20736/45000]	Loss: 2.1588	LR: 0.100000
Training Epoch: 2 [20992/45000]	Loss: 2.0479	LR: 0.100000
Training Epoch: 2 [21248/45000]	Loss: 2.2047	LR: 0.100000
Training Epoch: 2 [21504/45000]	Loss: 2.0406	LR: 0.100000
Training Epoch: 2 [21760/45000]	Loss: 2.0687	LR: 0.100000
Training Epoch: 2 [22016/45000]	Loss: 2.2160	LR: 0.100000
Training Epoch: 2 [22272/45000]	Loss: 2.2428	LR: 0.100000
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Training Epoch: 2 [24064/45000]	Loss: 2.2198	LR: 0.100000
Training Epoch: 2 [24320/45000]	Loss: 2.1130	LR: 0.100000
Training Epoch: 2 [24576/45000]	Loss: 2.1370	LR: 0.100000
Training Epoch: 2 [24832/45000]	Loss: 2.0704	LR: 0.100000
Training Epoch: 2 [25088/45000]	Loss: 1.9885	LR: 0.100000
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Training Epoch: 2 [25600/45000]	Loss: 1.9460	LR: 0.100000
Training Epoch: 2 [25856/45000]	Loss: 2.1257	LR: 0.100000
Training Epoch: 2 [26112/45000]	Loss: 2.1950	LR: 0.100000
Training Epoch: 2 [26368/45000]	Loss: 1.9895	LR: 0.100000
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Training Epoch: 2 [26880/45000]	Loss: 2.0428	LR: 0.100000
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Training Epoch: 2 [27392/45000]	Loss: 1.9451	LR: 0.100000
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Training Epoch: 2 [27904/45000]	Loss: 1.9442	LR: 0.100000
Training Epoch: 2 [28160/45000]	Loss: 1.9644	LR: 0.100000
Training Epoch: 2 [28416/45000]	Loss: 2.1712	LR: 0.100000
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Training Epoch: 2 [29440/45000]	Loss: 2.1818	LR: 0.100000
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Training Epoch: 2 [36096/45000]	Loss: 2.0986	LR: 0.100000
Training Epoch: 2 [36352/45000]	Loss: 2.2170	LR: 0.100000
Training Epoch: 2 [36608/45000]	Loss: 1.9641	LR: 0.100000
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Training Epoch: 2 [37120/45000]	Loss: 2.2486	LR: 0.100000
Training Epoch: 2 [37376/45000]	Loss: 2.0893	LR: 0.100000
Training Epoch: 2 [37632/45000]	Loss: 1.9484	LR: 0.100000
Training Epoch: 2 [37888/45000]	Loss: 2.1076	LR: 0.100000
Training Epoch: 2 [38144/45000]	Loss: 2.0475	LR: 0.100000
Training Epoch: 2 [38400/45000]	Loss: 2.1759	LR: 0.100000
Training Epoch: 2 [38656/45000]	Loss: 1.9508	LR: 0.100000
Training Epoch: 2 [38912/45000]	Loss: 2.0010	LR: 0.100000
Training Epoch: 2 [39168/45000]	Loss: 2.0430	LR: 0.100000
Training Epoch: 2 [39424/45000]	Loss: 2.0934	LR: 0.100000
Training Epoch: 2 [39680/45000]	Loss: 1.9628	LR: 0.100000
Training Epoch: 2 [39936/45000]	Loss: 2.0464	LR: 0.100000
Training Epoch: 2 [40192/45000]	Loss: 2.1348	LR: 0.100000
Training Epoch: 2 [40448/45000]	Loss: 2.1727	LR: 0.100000
Training Epoch: 2 [40704/45000]	Loss: 2.1358	LR: 0.100000
Training Epoch: 2 [40960/45000]	Loss: 2.1132	LR: 0.100000
Training Epoch: 2 [41216/45000]	Loss: 2.0118	LR: 0.100000
Training Epoch: 2 [41472/45000]	Loss: 2.2112	LR: 0.100000
Training Epoch: 2 [41728/45000]	Loss: 2.1530	LR: 0.100000
Training Epoch: 2 [41984/45000]	Loss: 1.9238	LR: 0.100000
Training Epoch: 2 [42240/45000]	Loss: 2.0454	LR: 0.100000
Training Epoch: 2 [42496/45000]	Loss: 1.9623	LR: 0.100000
Training Epoch: 2 [42752/45000]	Loss: 2.0213	LR: 0.100000
Training Epoch: 2 [43008/45000]	Loss: 2.0167	LR: 0.100000
Training Epoch: 2 [43264/45000]	Loss: 2.0982	LR: 0.100000
Training Epoch: 2 [43520/45000]	Loss: 2.1398	LR: 0.100000
Training Epoch: 2 [43776/45000]	Loss: 2.0574	LR: 0.100000
Training Epoch: 2 [44032/45000]	Loss: 2.0484	LR: 0.100000
Training Epoch: 2 [44288/45000]	Loss: 2.1080	LR: 0.100000
Training Epoch: 2 [44544/45000]	Loss: 2.1478	LR: 0.100000
Training Epoch: 2 [44800/45000]	Loss: 1.9582	LR: 0.100000
Training Epoch: 2 [45000/45000]	Loss: 2.1962	LR: 0.100000
Epoch 2 - Average Train Loss: 2.1698, Train Accuracy: 0.3235
Epoch 2 training time consumed: 26.93s
Evaluating Network.....
Test set: Epoch: 2, Average loss: 0.0087, Accuracy: 0.3335, Time consumed:0.93s
Saving weights file to checkpoint/retrain/ResNet18/Sunday_13_July_2025_15h_47m_26s/ResNet18-Cifar20-seed1-ret100-2-best.pth
Training Epoch: 3 [256/45000]	Loss: 1.9565	LR: 0.100000
Training Epoch: 3 [512/45000]	Loss: 2.0275	LR: 0.100000
Training Epoch: 3 [768/45000]	Loss: 2.1428	LR: 0.100000
Training Epoch: 3 [1024/45000]	Loss: 2.0399	LR: 0.100000
Training Epoch: 3 [1280/45000]	Loss: 1.9420	LR: 0.100000
Training Epoch: 3 [1536/45000]	Loss: 2.0652	LR: 0.100000
Training Epoch: 3 [1792/45000]	Loss: 1.9831	LR: 0.100000
Training Epoch: 3 [2048/45000]	Loss: 2.0146	LR: 0.100000
Training Epoch: 3 [2304/45000]	Loss: 1.9683	LR: 0.100000
Training Epoch: 3 [2560/45000]	Loss: 2.0130	LR: 0.100000
Training Epoch: 3 [2816/45000]	Loss: 2.0931	LR: 0.100000
Training Epoch: 3 [3072/45000]	Loss: 1.9943	LR: 0.100000
Training Epoch: 3 [3328/45000]	Loss: 2.0042	LR: 0.100000
Training Epoch: 3 [3584/45000]	Loss: 1.9450	LR: 0.100000
Training Epoch: 3 [3840/45000]	Loss: 2.0450	LR: 0.100000
Training Epoch: 3 [4096/45000]	Loss: 2.0008	LR: 0.100000
Training Epoch: 3 [4352/45000]	Loss: 2.0009	LR: 0.100000
Training Epoch: 3 [4608/45000]	Loss: 2.0448	LR: 0.100000
Training Epoch: 3 [4864/45000]	Loss: 2.1108	LR: 0.100000
Training Epoch: 3 [5120/45000]	Loss: 1.8093	LR: 0.100000
Training Epoch: 3 [5376/45000]	Loss: 1.9489	LR: 0.100000
Training Epoch: 3 [5632/45000]	Loss: 2.0539	LR: 0.100000
Training Epoch: 3 [5888/45000]	Loss: 1.9648	LR: 0.100000
Training Epoch: 3 [6144/45000]	Loss: 1.9537	LR: 0.100000
Training Epoch: 3 [6400/45000]	Loss: 2.1029	LR: 0.100000
Training Epoch: 3 [6656/45000]	Loss: 1.9610	LR: 0.100000
Training Epoch: 3 [6912/45000]	Loss: 2.1050	LR: 0.100000
Training Epoch: 3 [7168/45000]	Loss: 1.9444	LR: 0.100000
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Training Epoch: 3 [7680/45000]	Loss: 2.0278	LR: 0.100000
Training Epoch: 3 [7936/45000]	Loss: 1.9046	LR: 0.100000
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Training Epoch: 3 [9728/45000]	Loss: 1.9888	LR: 0.100000
Training Epoch: 3 [9984/45000]	Loss: 1.9032	LR: 0.100000
Training Epoch: 3 [10240/45000]	Loss: 1.9506	LR: 0.100000
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Training Epoch: 3 [11008/45000]	Loss: 1.9897	LR: 0.100000
Training Epoch: 3 [11264/45000]	Loss: 2.0936	LR: 0.100000
Training Epoch: 3 [11520/45000]	Loss: 2.1026	LR: 0.100000
Training Epoch: 3 [11776/45000]	Loss: 2.0079	LR: 0.100000
Training Epoch: 3 [12032/45000]	Loss: 1.9171	LR: 0.100000
Training Epoch: 3 [12288/45000]	Loss: 1.9127	LR: 0.100000
Training Epoch: 3 [12544/45000]	Loss: 2.0525	LR: 0.100000
Training Epoch: 3 [12800/45000]	Loss: 2.0347	LR: 0.100000
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Training Epoch: 3 [16384/45000]	Loss: 1.9977	LR: 0.100000
Training Epoch: 3 [16640/45000]	Loss: 1.9211	LR: 0.100000
Training Epoch: 3 [16896/45000]	Loss: 1.9384	LR: 0.100000
Training Epoch: 3 [17152/45000]	Loss: 2.1073	LR: 0.100000
Training Epoch: 3 [17408/45000]	Loss: 1.9408	LR: 0.100000
Training Epoch: 3 [17664/45000]	Loss: 1.8781	LR: 0.100000
Training Epoch: 3 [17920/45000]	Loss: 2.0242	LR: 0.100000
Training Epoch: 3 [18176/45000]	Loss: 1.8448	LR: 0.100000
Training Epoch: 3 [18432/45000]	Loss: 2.0155	LR: 0.100000
Training Epoch: 3 [18688/45000]	Loss: 1.9224	LR: 0.100000
Training Epoch: 3 [18944/45000]	Loss: 2.0327	LR: 0.100000
Training Epoch: 3 [19200/45000]	Loss: 1.9665	LR: 0.100000
Training Epoch: 3 [19456/45000]	Loss: 1.9042	LR: 0.100000
Training Epoch: 3 [19712/45000]	Loss: 1.8398	LR: 0.100000
Training Epoch: 3 [19968/45000]	Loss: 2.0069	LR: 0.100000
Training Epoch: 3 [20224/45000]	Loss: 1.9924	LR: 0.100000
Training Epoch: 3 [20480/45000]	Loss: 1.9509	LR: 0.100000
Training Epoch: 3 [20736/45000]	Loss: 1.9739	LR: 0.100000
Training Epoch: 3 [20992/45000]	Loss: 2.1246	LR: 0.100000
Training Epoch: 3 [21248/45000]	Loss: 1.8915	LR: 0.100000
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Training Epoch: 3 [21760/45000]	Loss: 2.0917	LR: 0.100000
Training Epoch: 3 [22016/45000]	Loss: 2.0332	LR: 0.100000
Training Epoch: 3 [22272/45000]	Loss: 2.0263	LR: 0.100000
Training Epoch: 3 [22528/45000]	Loss: 1.9903	LR: 0.100000
Training Epoch: 3 [22784/45000]	Loss: 1.9649	LR: 0.100000
Training Epoch: 3 [23040/45000]	Loss: 1.9057	LR: 0.100000
Training Epoch: 3 [23296/45000]	Loss: 1.9079	LR: 0.100000
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Training Epoch: 3 [23808/45000]	Loss: 2.0145	LR: 0.100000
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Training Epoch: 3 [24320/45000]	Loss: 1.8673	LR: 0.100000
Training Epoch: 3 [24576/45000]	Loss: 1.8005	LR: 0.100000
Training Epoch: 3 [24832/45000]	Loss: 1.8826	LR: 0.100000
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Training Epoch: 3 [25344/45000]	Loss: 1.8825	LR: 0.100000
Training Epoch: 3 [25600/45000]	Loss: 1.9694	LR: 0.100000
Training Epoch: 3 [25856/45000]	Loss: 1.7825	LR: 0.100000
Training Epoch: 3 [26112/45000]	Loss: 1.8191	LR: 0.100000
Training Epoch: 3 [26368/45000]	Loss: 1.7821	LR: 0.100000
Training Epoch: 3 [26624/45000]	Loss: 1.8556	LR: 0.100000
Training Epoch: 3 [26880/45000]	Loss: 1.7501	LR: 0.100000
Training Epoch: 3 [27136/45000]	Loss: 1.8893	LR: 0.100000
Training Epoch: 3 [27392/45000]	Loss: 1.8388	LR: 0.100000
Training Epoch: 3 [27648/45000]	Loss: 1.8366	LR: 0.100000
Training Epoch: 3 [27904/45000]	Loss: 1.9368	LR: 0.100000
Training Epoch: 3 [28160/45000]	Loss: 1.9879	LR: 0.100000
Training Epoch: 3 [28416/45000]	Loss: 1.9452	LR: 0.100000
Training Epoch: 3 [28672/45000]	Loss: 1.8030	LR: 0.100000
Training Epoch: 3 [28928/45000]	Loss: 1.9401	LR: 0.100000
Training Epoch: 3 [29184/45000]	Loss: 1.8324	LR: 0.100000
Training Epoch: 3 [29440/45000]	Loss: 1.8672	LR: 0.100000
Training Epoch: 3 [29696/45000]	Loss: 1.9636	LR: 0.100000
Training Epoch: 3 [29952/45000]	Loss: 1.8104	LR: 0.100000
Training Epoch: 3 [30208/45000]	Loss: 1.9281	LR: 0.100000
Training Epoch: 3 [30464/45000]	Loss: 1.9638	LR: 0.100000
Training Epoch: 3 [30720/45000]	Loss: 1.8865	LR: 0.100000
Training Epoch: 3 [30976/45000]	Loss: 1.8168	LR: 0.100000
Training Epoch: 3 [31232/45000]	Loss: 1.7968	LR: 0.100000
Training Epoch: 3 [31488/45000]	Loss: 2.0215	LR: 0.100000
Training Epoch: 3 [31744/45000]	Loss: 2.0513	LR: 0.100000
Training Epoch: 3 [32000/45000]	Loss: 1.8097	LR: 0.100000
Training Epoch: 3 [32256/45000]	Loss: 1.7738	LR: 0.100000
Training Epoch: 3 [32512/45000]	Loss: 1.7837	LR: 0.100000
Training Epoch: 3 [32768/45000]	Loss: 1.7291	LR: 0.100000
Training Epoch: 3 [33024/45000]	Loss: 1.8038	LR: 0.100000
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Training Epoch: 3 [33536/45000]	Loss: 1.7598	LR: 0.100000
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Training Epoch: 3 [34560/45000]	Loss: 1.8225	LR: 0.100000
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Training Epoch: 3 [35072/45000]	Loss: 1.8882	LR: 0.100000
Training Epoch: 3 [35328/45000]	Loss: 1.7977	LR: 0.100000
Training Epoch: 3 [35584/45000]	Loss: 1.7083	LR: 0.100000
Training Epoch: 3 [35840/45000]	Loss: 1.8104	LR: 0.100000
Training Epoch: 3 [36096/45000]	Loss: 1.9030	LR: 0.100000
Training Epoch: 3 [36352/45000]	Loss: 1.8704	LR: 0.100000
Training Epoch: 3 [36608/45000]	Loss: 1.8224	LR: 0.100000
Training Epoch: 3 [36864/45000]	Loss: 1.8548	LR: 0.100000
Training Epoch: 3 [37120/45000]	Loss: 1.8779	LR: 0.100000
Training Epoch: 3 [37376/45000]	Loss: 1.9198	LR: 0.100000
Training Epoch: 3 [37632/45000]	Loss: 1.8272	LR: 0.100000
Training Epoch: 3 [37888/45000]	Loss: 1.8676	LR: 0.100000
Training Epoch: 3 [38144/45000]	Loss: 1.8907	LR: 0.100000
Training Epoch: 3 [38400/45000]	Loss: 1.9529	LR: 0.100000
Training Epoch: 3 [38656/45000]	Loss: 1.8010	LR: 0.100000
Training Epoch: 3 [38912/45000]	Loss: 1.9337	LR: 0.100000
Training Epoch: 3 [39168/45000]	Loss: 1.8205	LR: 0.100000
Training Epoch: 3 [39424/45000]	Loss: 1.7948	LR: 0.100000
Training Epoch: 3 [39680/45000]	Loss: 1.7594	LR: 0.100000
Training Epoch: 3 [39936/45000]	Loss: 1.9950	LR: 0.100000
Training Epoch: 3 [40192/45000]	Loss: 1.8448	LR: 0.100000
Training Epoch: 3 [40448/45000]	Loss: 1.8416	LR: 0.100000
Training Epoch: 3 [40704/45000]	Loss: 1.8416	LR: 0.100000
Training Epoch: 3 [40960/45000]	Loss: 1.7223	LR: 0.100000
Training Epoch: 3 [41216/45000]	Loss: 1.9370	LR: 0.100000
Training Epoch: 3 [41472/45000]	Loss: 1.7998	LR: 0.100000
Training Epoch: 3 [41728/45000]	Loss: 1.9783	LR: 0.100000
Training Epoch: 3 [41984/45000]	Loss: 1.8101	LR: 0.100000
Training Epoch: 3 [42240/45000]	Loss: 1.8825	LR: 0.100000
Training Epoch: 3 [42496/45000]	Loss: 1.8794	LR: 0.100000
Training Epoch: 3 [42752/45000]	Loss: 1.8546	LR: 0.100000
Training Epoch: 3 [43008/45000]	Loss: 1.8560	LR: 0.100000
Training Epoch: 3 [43264/45000]	Loss: 1.8663	LR: 0.100000
Training Epoch: 3 [43520/45000]	Loss: 1.8509	LR: 0.100000
Training Epoch: 3 [43776/45000]	Loss: 1.8299	LR: 0.100000
Training Epoch: 3 [44032/45000]	Loss: 1.7303	LR: 0.100000
Training Epoch: 3 [44288/45000]	Loss: 1.8495	LR: 0.100000
Training Epoch: 3 [44544/45000]	Loss: 1.9462	LR: 0.100000
Training Epoch: 3 [44800/45000]	Loss: 1.8272	LR: 0.100000
Training Epoch: 3 [45000/45000]	Loss: 1.7070	LR: 0.100000
Epoch 3 - Average Train Loss: 1.9274, Train Accuracy: 0.3953
Epoch 3 training time consumed: 26.88s
Evaluating Network.....
Test set: Epoch: 3, Average loss: 0.0077, Accuracy: 0.4067, Time consumed:0.93s
Saving weights file to checkpoint/retrain/ResNet18/Sunday_13_July_2025_15h_47m_26s/ResNet18-Cifar20-seed1-ret100-3-best.pth
Training Epoch: 4 [256/45000]	Loss: 1.9225	LR: 0.100000
Training Epoch: 4 [512/45000]	Loss: 1.6516	LR: 0.100000
Training Epoch: 4 [768/45000]	Loss: 1.8975	LR: 0.100000
Training Epoch: 4 [1024/45000]	Loss: 1.7713	LR: 0.100000
Training Epoch: 4 [1280/45000]	Loss: 1.7384	LR: 0.100000
Training Epoch: 4 [1536/45000]	Loss: 1.7858	LR: 0.100000
Training Epoch: 4 [1792/45000]	Loss: 1.8311	LR: 0.100000
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Training Epoch: 4 [42496/45000]	Loss: 1.6219	LR: 0.100000
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Training Epoch: 4 [43520/45000]	Loss: 1.6657	LR: 0.100000
Training Epoch: 4 [43776/45000]	Loss: 1.6518	LR: 0.100000
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Training Epoch: 4 [44288/45000]	Loss: 1.6827	LR: 0.100000
Training Epoch: 4 [44544/45000]	Loss: 1.7886	LR: 0.100000
Training Epoch: 4 [44800/45000]	Loss: 1.8703	LR: 0.100000
Training Epoch: 4 [45000/45000]	Loss: 1.6563	LR: 0.100000
Epoch 4 - Average Train Loss: 1.7424, Train Accuracy: 0.4489
Epoch 4 training time consumed: 26.98s
Evaluating Network.....
Test set: Epoch: 4, Average loss: 0.0067, Accuracy: 0.4612, Time consumed:1.03s
Saving weights file to checkpoint/retrain/ResNet18/Sunday_13_July_2025_15h_47m_26s/ResNet18-Cifar20-seed1-ret100-4-best.pth
Training Epoch: 5 [256/45000]	Loss: 1.6244	LR: 0.100000
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Training Epoch: 5 [32256/45000]	Loss: 1.5606	LR: 0.100000
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Training Epoch: 5 [40704/45000]	Loss: 1.4519	LR: 0.100000
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Training Epoch: 5 [42496/45000]	Loss: 1.3835	LR: 0.100000
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Training Epoch: 5 [43008/45000]	Loss: 1.3330	LR: 0.100000
Training Epoch: 5 [43264/45000]	Loss: 1.3984	LR: 0.100000
Training Epoch: 5 [43520/45000]	Loss: 1.6357	LR: 0.100000
Training Epoch: 5 [43776/45000]	Loss: 1.3798	LR: 0.100000
Training Epoch: 5 [44032/45000]	Loss: 1.5016	LR: 0.100000
Training Epoch: 5 [44288/45000]	Loss: 1.6220	LR: 0.100000
Training Epoch: 5 [44544/45000]	Loss: 1.5410	LR: 0.100000
Training Epoch: 5 [44800/45000]	Loss: 1.5066	LR: 0.100000
Training Epoch: 5 [45000/45000]	Loss: 1.5107	LR: 0.100000
Epoch 5 - Average Train Loss: 1.5618, Train Accuracy: 0.5004
Epoch 5 training time consumed: 27.12s
Evaluating Network.....
Test set: Epoch: 5, Average loss: 0.0069, Accuracy: 0.4705, Time consumed:0.91s
Saving weights file to checkpoint/retrain/ResNet18/Sunday_13_July_2025_15h_47m_26s/ResNet18-Cifar20-seed1-ret100-5-best.pth
Training Epoch: 6 [256/45000]	Loss: 1.4690	LR: 0.100000
Training Epoch: 6 [512/45000]	Loss: 1.5222	LR: 0.100000
Training Epoch: 6 [768/45000]	Loss: 1.4054	LR: 0.100000
Training Epoch: 6 [1024/45000]	Loss: 1.5382	LR: 0.100000
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Training Epoch: 6 [1536/45000]	Loss: 1.4473	LR: 0.100000
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Training Epoch: 6 [4352/45000]	Loss: 1.5851	LR: 0.100000
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Training Epoch: 6 [5120/45000]	Loss: 1.5416	LR: 0.100000
Training Epoch: 6 [5376/45000]	Loss: 1.4536	LR: 0.100000
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Training Epoch: 6 [37376/45000]	Loss: 1.3346	LR: 0.100000
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Training Epoch: 6 [38656/45000]	Loss: 1.4704	LR: 0.100000
Training Epoch: 6 [38912/45000]	Loss: 1.3176	LR: 0.100000
Training Epoch: 6 [39168/45000]	Loss: 1.3513	LR: 0.100000
Training Epoch: 6 [39424/45000]	Loss: 1.3039	LR: 0.100000
Training Epoch: 6 [39680/45000]	Loss: 1.4683	LR: 0.100000
Training Epoch: 6 [39936/45000]	Loss: 1.3235	LR: 0.100000
Training Epoch: 6 [40192/45000]	Loss: 1.3594	LR: 0.100000
Training Epoch: 6 [40448/45000]	Loss: 1.5208	LR: 0.100000
Training Epoch: 6 [40704/45000]	Loss: 1.4379	LR: 0.100000
Training Epoch: 6 [40960/45000]	Loss: 1.4052	LR: 0.100000
Training Epoch: 6 [41216/45000]	Loss: 1.2531	LR: 0.100000
Training Epoch: 6 [41472/45000]	Loss: 1.3269	LR: 0.100000
Training Epoch: 6 [41728/45000]	Loss: 1.2664	LR: 0.100000
Training Epoch: 6 [41984/45000]	Loss: 1.5646	LR: 0.100000
Training Epoch: 6 [42240/45000]	Loss: 1.3581	LR: 0.100000
Training Epoch: 6 [42496/45000]	Loss: 1.4313	LR: 0.100000
Training Epoch: 6 [42752/45000]	Loss: 1.3025	LR: 0.100000
Training Epoch: 6 [43008/45000]	Loss: 1.3465	LR: 0.100000
Training Epoch: 6 [43264/45000]	Loss: 1.5234	LR: 0.100000
Training Epoch: 6 [43520/45000]	Loss: 1.4798	LR: 0.100000
Training Epoch: 6 [43776/45000]	Loss: 1.2978	LR: 0.100000
Training Epoch: 6 [44032/45000]	Loss: 1.3747	LR: 0.100000
Training Epoch: 6 [44288/45000]	Loss: 1.3773	LR: 0.100000
Training Epoch: 6 [44544/45000]	Loss: 1.3380	LR: 0.100000
Training Epoch: 6 [44800/45000]	Loss: 1.3986	LR: 0.100000
Training Epoch: 6 [45000/45000]	Loss: 1.3892	LR: 0.100000
Epoch 6 - Average Train Loss: 1.4359, Train Accuracy: 0.5388
Epoch 6 training time consumed: 26.97s
Evaluating Network.....
Test set: Epoch: 6, Average loss: 0.0062, Accuracy: 0.5234, Time consumed:0.90s
Saving weights file to checkpoint/retrain/ResNet18/Sunday_13_July_2025_15h_47m_26s/ResNet18-Cifar20-seed1-ret100-6-best.pth
Training Epoch: 7 [256/45000]	Loss: 1.3322	LR: 0.100000
Training Epoch: 7 [512/45000]	Loss: 1.4670	LR: 0.100000
Training Epoch: 7 [768/45000]	Loss: 1.2704	LR: 0.100000
Training Epoch: 7 [1024/45000]	Loss: 1.3867	LR: 0.100000
Training Epoch: 7 [1280/45000]	Loss: 1.4328	LR: 0.100000
Training Epoch: 7 [1536/45000]	Loss: 1.3929	LR: 0.100000
Training Epoch: 7 [1792/45000]	Loss: 1.2644	LR: 0.100000
Training Epoch: 7 [2048/45000]	Loss: 1.4476	LR: 0.100000
Training Epoch: 7 [2304/45000]	Loss: 1.4004	LR: 0.100000
Training Epoch: 7 [2560/45000]	Loss: 1.4022	LR: 0.100000
Training Epoch: 7 [2816/45000]	Loss: 1.2673	LR: 0.100000
Training Epoch: 7 [3072/45000]	Loss: 1.3119	LR: 0.100000
Training Epoch: 7 [3328/45000]	Loss: 1.2829	LR: 0.100000
Training Epoch: 7 [3584/45000]	Loss: 1.4016	LR: 0.100000
Training Epoch: 7 [3840/45000]	Loss: 1.3010	LR: 0.100000
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Training Epoch: 7 [4352/45000]	Loss: 1.4009	LR: 0.100000
Training Epoch: 7 [4608/45000]	Loss: 1.4357	LR: 0.100000
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Training Epoch: 7 [5120/45000]	Loss: 1.2686	LR: 0.100000
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Training Epoch: 7 [16896/45000]	Loss: 1.2780	LR: 0.100000
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Training Epoch: 7 [40448/45000]	Loss: 1.3994	LR: 0.100000
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Training Epoch: 7 [42240/45000]	Loss: 1.2104	LR: 0.100000
Training Epoch: 7 [42496/45000]	Loss: 1.2160	LR: 0.100000
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Training Epoch: 7 [43008/45000]	Loss: 1.3740	LR: 0.100000
Training Epoch: 7 [43264/45000]	Loss: 1.1555	LR: 0.100000
Training Epoch: 7 [43520/45000]	Loss: 1.4813	LR: 0.100000
Training Epoch: 7 [43776/45000]	Loss: 1.2927	LR: 0.100000
Training Epoch: 7 [44032/45000]	Loss: 1.2442	LR: 0.100000
Training Epoch: 7 [44288/45000]	Loss: 1.3661	LR: 0.100000
Training Epoch: 7 [44544/45000]	Loss: 1.4130	LR: 0.100000
Training Epoch: 7 [44800/45000]	Loss: 1.3620	LR: 0.100000
Training Epoch: 7 [45000/45000]	Loss: 1.2332	LR: 0.100000
Epoch 7 - Average Train Loss: 1.3212, Train Accuracy: 0.5746
Epoch 7 training time consumed: 26.92s
Evaluating Network.....
Test set: Epoch: 7, Average loss: 0.0051, Accuracy: 0.5888, Time consumed:0.92s
Saving weights file to checkpoint/retrain/ResNet18/Sunday_13_July_2025_15h_47m_26s/ResNet18-Cifar20-seed1-ret100-7-best.pth
Training Epoch: 8 [256/45000]	Loss: 1.4064	LR: 0.100000
Training Epoch: 8 [512/45000]	Loss: 1.2328	LR: 0.100000
Training Epoch: 8 [768/45000]	Loss: 1.2680	LR: 0.100000
Training Epoch: 8 [1024/45000]	Loss: 1.3362	LR: 0.100000
Training Epoch: 8 [1280/45000]	Loss: 1.2265	LR: 0.100000
Training Epoch: 8 [1536/45000]	Loss: 1.2892	LR: 0.100000
Training Epoch: 8 [1792/45000]	Loss: 1.2121	LR: 0.100000
Training Epoch: 8 [2048/45000]	Loss: 1.1613	LR: 0.100000
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Training Epoch: 8 [2560/45000]	Loss: 1.0833	LR: 0.100000
Training Epoch: 8 [2816/45000]	Loss: 1.1985	LR: 0.100000
Training Epoch: 8 [3072/45000]	Loss: 1.3311	LR: 0.100000
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Training Epoch: 8 [3584/45000]	Loss: 1.1851	LR: 0.100000
Training Epoch: 8 [3840/45000]	Loss: 1.2192	LR: 0.100000
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Training Epoch: 8 [4352/45000]	Loss: 1.1904	LR: 0.100000
Training Epoch: 8 [4608/45000]	Loss: 1.1737	LR: 0.100000
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Training Epoch: 8 [20224/45000]	Loss: 1.1608	LR: 0.100000
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Training Epoch: 8 [24576/45000]	Loss: 1.2880	LR: 0.100000
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Training Epoch: 8 [26368/45000]	Loss: 1.2939	LR: 0.100000
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Training Epoch: 8 [26880/45000]	Loss: 1.2129	LR: 0.100000
Training Epoch: 8 [27136/45000]	Loss: 1.2648	LR: 0.100000
Training Epoch: 8 [27392/45000]	Loss: 1.1346	LR: 0.100000
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Training Epoch: 8 [27904/45000]	Loss: 1.3462	LR: 0.100000
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Training Epoch: 8 [28416/45000]	Loss: 1.1129	LR: 0.100000
Training Epoch: 8 [28672/45000]	Loss: 1.3000	LR: 0.100000
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Training Epoch: 8 [29184/45000]	Loss: 1.2270	LR: 0.100000
Training Epoch: 8 [29440/45000]	Loss: 1.2132	LR: 0.100000
Training Epoch: 8 [29696/45000]	Loss: 1.2548	LR: 0.100000
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Training Epoch: 8 [36352/45000]	Loss: 1.2539	LR: 0.100000
Training Epoch: 8 [36608/45000]	Loss: 1.2764	LR: 0.100000
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Training Epoch: 8 [37120/45000]	Loss: 1.3373	LR: 0.100000
Training Epoch: 8 [37376/45000]	Loss: 1.1949	LR: 0.100000
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Training Epoch: 8 [38656/45000]	Loss: 1.1894	LR: 0.100000
Training Epoch: 8 [38912/45000]	Loss: 1.0996	LR: 0.100000
Training Epoch: 8 [39168/45000]	Loss: 1.1340	LR: 0.100000
Training Epoch: 8 [39424/45000]	Loss: 1.1851	LR: 0.100000
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Training Epoch: 8 [39936/45000]	Loss: 1.2458	LR: 0.100000
Training Epoch: 8 [40192/45000]	Loss: 1.4084	LR: 0.100000
Training Epoch: 8 [40448/45000]	Loss: 1.2200	LR: 0.100000
Training Epoch: 8 [40704/45000]	Loss: 1.3431	LR: 0.100000
Training Epoch: 8 [40960/45000]	Loss: 1.2848	LR: 0.100000
Training Epoch: 8 [41216/45000]	Loss: 1.0468	LR: 0.100000
Training Epoch: 8 [41472/45000]	Loss: 1.2046	LR: 0.100000
Training Epoch: 8 [41728/45000]	Loss: 1.1492	LR: 0.100000
Training Epoch: 8 [41984/45000]	Loss: 1.1624	LR: 0.100000
Training Epoch: 8 [42240/45000]	Loss: 1.1614	LR: 0.100000
Training Epoch: 8 [42496/45000]	Loss: 1.3834	LR: 0.100000
Training Epoch: 8 [42752/45000]	Loss: 1.1686	LR: 0.100000
Training Epoch: 8 [43008/45000]	Loss: 1.1189	LR: 0.100000
Training Epoch: 8 [43264/45000]	Loss: 1.4404	LR: 0.100000
Training Epoch: 8 [43520/45000]	Loss: 1.2844	LR: 0.100000
Training Epoch: 8 [43776/45000]	Loss: 1.1771	LR: 0.100000
Training Epoch: 8 [44032/45000]	Loss: 1.1912	LR: 0.100000
Training Epoch: 8 [44288/45000]	Loss: 1.1660	LR: 0.100000
Training Epoch: 8 [44544/45000]	Loss: 1.2898	LR: 0.100000
Training Epoch: 8 [44800/45000]	Loss: 1.1865	LR: 0.100000
Training Epoch: 8 [45000/45000]	Loss: 1.1473	LR: 0.100000
Epoch 8 - Average Train Loss: 1.2326, Train Accuracy: 0.6044
Epoch 8 training time consumed: 27.11s
Evaluating Network.....
Test set: Epoch: 8, Average loss: 0.0056, Accuracy: 0.5725, Time consumed:0.87s
Training Epoch: 9 [256/45000]	Loss: 1.1816	LR: 0.100000
Training Epoch: 9 [512/45000]	Loss: 1.0886	LR: 0.100000
Training Epoch: 9 [768/45000]	Loss: 1.2037	LR: 0.100000
Training Epoch: 9 [1024/45000]	Loss: 1.1622	LR: 0.100000
Training Epoch: 9 [1280/45000]	Loss: 1.1405	LR: 0.100000
Training Epoch: 9 [1536/45000]	Loss: 1.1306	LR: 0.100000
Training Epoch: 9 [1792/45000]	Loss: 1.1130	LR: 0.100000
Training Epoch: 9 [2048/45000]	Loss: 1.1557	LR: 0.100000
Training Epoch: 9 [2304/45000]	Loss: 1.1519	LR: 0.100000
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Training Epoch: 9 [45000/45000]	Loss: 1.0338	LR: 0.100000
Epoch 9 - Average Train Loss: 1.1465, Train Accuracy: 0.6307
Epoch 9 training time consumed: 26.84s
Evaluating Network.....
Test set: Epoch: 9, Average loss: 0.0051, Accuracy: 0.5965, Time consumed:0.90s
Saving weights file to checkpoint/retrain/ResNet18/Sunday_13_July_2025_15h_47m_26s/ResNet18-Cifar20-seed1-ret100-9-best.pth
Training Epoch: 10 [256/45000]	Loss: 1.1467	LR: 0.100000
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Training Epoch: 10 [33024/45000]	Loss: 0.9698	LR: 0.100000
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Training Epoch: 10 [37376/45000]	Loss: 1.2963	LR: 0.100000
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Training Epoch: 10 [38144/45000]	Loss: 1.0114	LR: 0.100000
Training Epoch: 10 [38400/45000]	Loss: 0.9540	LR: 0.100000
Training Epoch: 10 [38656/45000]	Loss: 1.1468	LR: 0.100000
Training Epoch: 10 [38912/45000]	Loss: 1.0303	LR: 0.100000
Training Epoch: 10 [39168/45000]	Loss: 1.0768	LR: 0.100000
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Training Epoch: 10 [39936/45000]	Loss: 0.8923	LR: 0.100000
Training Epoch: 10 [40192/45000]	Loss: 1.1356	LR: 0.100000
Training Epoch: 10 [40448/45000]	Loss: 1.0427	LR: 0.100000
Training Epoch: 10 [40704/45000]	Loss: 0.9214	LR: 0.100000
Training Epoch: 10 [40960/45000]	Loss: 1.0782	LR: 0.100000
Training Epoch: 10 [41216/45000]	Loss: 1.0007	LR: 0.100000
Training Epoch: 10 [41472/45000]	Loss: 1.1714	LR: 0.100000
Training Epoch: 10 [41728/45000]	Loss: 1.1458	LR: 0.100000
Training Epoch: 10 [41984/45000]	Loss: 1.1265	LR: 0.100000
Training Epoch: 10 [42240/45000]	Loss: 1.1746	LR: 0.100000
Training Epoch: 10 [42496/45000]	Loss: 1.1877	LR: 0.100000
Training Epoch: 10 [42752/45000]	Loss: 1.0977	LR: 0.100000
Training Epoch: 10 [43008/45000]	Loss: 0.9687	LR: 0.100000
Training Epoch: 10 [43264/45000]	Loss: 1.1455	LR: 0.100000
Training Epoch: 10 [43520/45000]	Loss: 0.9875	LR: 0.100000
Training Epoch: 10 [43776/45000]	Loss: 1.0164	LR: 0.100000
Training Epoch: 10 [44032/45000]	Loss: 1.0674	LR: 0.100000
Training Epoch: 10 [44288/45000]	Loss: 0.9224	LR: 0.100000
Training Epoch: 10 [44544/45000]	Loss: 1.0498	LR: 0.100000
Training Epoch: 10 [44800/45000]	Loss: 0.9775	LR: 0.100000
Training Epoch: 10 [45000/45000]	Loss: 1.0083	LR: 0.100000
Epoch 10 - Average Train Loss: 1.0871, Train Accuracy: 0.6496
Epoch 10 training time consumed: 26.80s
Evaluating Network.....
Test set: Epoch: 10, Average loss: 0.0046, Accuracy: 0.6343, Time consumed:0.92s
Saving weights file to checkpoint/retrain/ResNet18/Sunday_13_July_2025_15h_47m_26s/ResNet18-Cifar20-seed1-ret100-10-best.pth
Training Epoch: 11 [256/45000]	Loss: 1.0346	LR: 0.100000
Training Epoch: 11 [512/45000]	Loss: 0.9288	LR: 0.100000
Training Epoch: 11 [768/45000]	Loss: 1.0074	LR: 0.100000
Training Epoch: 11 [1024/45000]	Loss: 1.0976	LR: 0.100000
Training Epoch: 11 [1280/45000]	Loss: 0.8935	LR: 0.100000
Training Epoch: 11 [1536/45000]	Loss: 0.9085	LR: 0.100000
Training Epoch: 11 [1792/45000]	Loss: 1.1397	LR: 0.100000
Training Epoch: 11 [2048/45000]	Loss: 1.0992	LR: 0.100000
Training Epoch: 11 [2304/45000]	Loss: 0.9129	LR: 0.100000
Training Epoch: 11 [2560/45000]	Loss: 0.9947	LR: 0.100000
Training Epoch: 11 [2816/45000]	Loss: 1.0461	LR: 0.100000
Training Epoch: 11 [3072/45000]	Loss: 0.9950	LR: 0.100000
Training Epoch: 11 [3328/45000]	Loss: 0.9518	LR: 0.100000
Training Epoch: 11 [3584/45000]	Loss: 1.1776	LR: 0.100000
Training Epoch: 11 [3840/45000]	Loss: 1.1288	LR: 0.100000
Training Epoch: 11 [4096/45000]	Loss: 0.9080	LR: 0.100000
Training Epoch: 11 [4352/45000]	Loss: 1.0148	LR: 0.100000
Training Epoch: 11 [4608/45000]	Loss: 1.0301	LR: 0.100000
Training Epoch: 11 [4864/45000]	Loss: 1.1744	LR: 0.100000
Training Epoch: 11 [5120/45000]	Loss: 1.0000	LR: 0.100000
Training Epoch: 11 [5376/45000]	Loss: 0.9539	LR: 0.100000
Training Epoch: 11 [5632/45000]	Loss: 1.1202	LR: 0.100000
Training Epoch: 11 [5888/45000]	Loss: 0.9078	LR: 0.100000
Training Epoch: 11 [6144/45000]	Loss: 1.0762	LR: 0.100000
Training Epoch: 11 [6400/45000]	Loss: 0.9361	LR: 0.100000
Training Epoch: 11 [6656/45000]	Loss: 0.9486	LR: 0.100000
Training Epoch: 11 [6912/45000]	Loss: 1.0192	LR: 0.100000
Training Epoch: 11 [7168/45000]	Loss: 1.1829	LR: 0.100000
Training Epoch: 11 [7424/45000]	Loss: 0.9019	LR: 0.100000
Training Epoch: 11 [7680/45000]	Loss: 1.0056	LR: 0.100000
Training Epoch: 11 [7936/45000]	Loss: 0.9991	LR: 0.100000
Training Epoch: 11 [8192/45000]	Loss: 0.9229	LR: 0.100000
Training Epoch: 11 [8448/45000]	Loss: 0.9973	LR: 0.100000
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Training Epoch: 11 [9216/45000]	Loss: 1.0015	LR: 0.100000
Training Epoch: 11 [9472/45000]	Loss: 1.0343	LR: 0.100000
Training Epoch: 11 [9728/45000]	Loss: 1.0557	LR: 0.100000
Training Epoch: 11 [9984/45000]	Loss: 1.1239	LR: 0.100000
Training Epoch: 11 [10240/45000]	Loss: 0.8725	LR: 0.100000
Training Epoch: 11 [10496/45000]	Loss: 1.1379	LR: 0.100000
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Training Epoch: 11 [11008/45000]	Loss: 0.9100	LR: 0.100000
Training Epoch: 11 [11264/45000]	Loss: 0.9925	LR: 0.100000
Training Epoch: 11 [11520/45000]	Loss: 1.0780	LR: 0.100000
Training Epoch: 11 [11776/45000]	Loss: 0.8886	LR: 0.100000
Training Epoch: 11 [12032/45000]	Loss: 1.0289	LR: 0.100000
Training Epoch: 11 [12288/45000]	Loss: 1.0105	LR: 0.100000
Training Epoch: 11 [12544/45000]	Loss: 0.9191	LR: 0.100000
Training Epoch: 11 [12800/45000]	Loss: 1.0729	LR: 0.100000
Training Epoch: 11 [13056/45000]	Loss: 0.9620	LR: 0.100000
Training Epoch: 11 [13312/45000]	Loss: 1.1404	LR: 0.100000
Training Epoch: 11 [13568/45000]	Loss: 1.0140	LR: 0.100000
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Training Epoch: 11 [14848/45000]	Loss: 1.1345	LR: 0.100000
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Training Epoch: 11 [15616/45000]	Loss: 1.0899	LR: 0.100000
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Training Epoch: 11 [16640/45000]	Loss: 0.9804	LR: 0.100000
Training Epoch: 11 [16896/45000]	Loss: 0.8866	LR: 0.100000
Training Epoch: 11 [17152/45000]	Loss: 1.0586	LR: 0.100000
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Training Epoch: 11 [29440/45000]	Loss: 1.0495	LR: 0.100000
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Training Epoch: 11 [35072/45000]	Loss: 0.9194	LR: 0.100000
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Training Epoch: 11 [36096/45000]	Loss: 1.0673	LR: 0.100000
Training Epoch: 11 [36352/45000]	Loss: 1.1610	LR: 0.100000
Training Epoch: 11 [36608/45000]	Loss: 1.0483	LR: 0.100000
Training Epoch: 11 [36864/45000]	Loss: 1.0445	LR: 0.100000
Training Epoch: 11 [37120/45000]	Loss: 0.9161	LR: 0.100000
Training Epoch: 11 [37376/45000]	Loss: 1.1201	LR: 0.100000
Training Epoch: 11 [37632/45000]	Loss: 0.8836	LR: 0.100000
Training Epoch: 11 [37888/45000]	Loss: 0.9951	LR: 0.100000
Training Epoch: 11 [38144/45000]	Loss: 1.0961	LR: 0.100000
Training Epoch: 11 [38400/45000]	Loss: 0.9769	LR: 0.100000
Training Epoch: 11 [38656/45000]	Loss: 1.0264	LR: 0.100000
Training Epoch: 11 [38912/45000]	Loss: 1.1103	LR: 0.100000
Training Epoch: 11 [39168/45000]	Loss: 1.0226	LR: 0.100000
Training Epoch: 11 [39424/45000]	Loss: 0.8647	LR: 0.100000
Training Epoch: 11 [39680/45000]	Loss: 1.0009	LR: 0.100000
Training Epoch: 11 [39936/45000]	Loss: 1.1863	LR: 0.100000
Training Epoch: 11 [40192/45000]	Loss: 1.0977	LR: 0.100000
Training Epoch: 11 [40448/45000]	Loss: 1.0897	LR: 0.100000
Training Epoch: 11 [40704/45000]	Loss: 0.9315	LR: 0.100000
Training Epoch: 11 [40960/45000]	Loss: 1.0170	LR: 0.100000
Training Epoch: 11 [41216/45000]	Loss: 0.9444	LR: 0.100000
Training Epoch: 11 [41472/45000]	Loss: 1.0636	LR: 0.100000
Training Epoch: 11 [41728/45000]	Loss: 1.0157	LR: 0.100000
Training Epoch: 11 [41984/45000]	Loss: 1.1613	LR: 0.100000
Training Epoch: 11 [42240/45000]	Loss: 0.8946	LR: 0.100000
Training Epoch: 11 [42496/45000]	Loss: 0.9254	LR: 0.100000
Training Epoch: 11 [42752/45000]	Loss: 0.9847	LR: 0.100000
Training Epoch: 11 [43008/45000]	Loss: 0.9714	LR: 0.100000
Training Epoch: 11 [43264/45000]	Loss: 1.0583	LR: 0.100000
Training Epoch: 11 [43520/45000]	Loss: 0.9587	LR: 0.100000
Training Epoch: 11 [43776/45000]	Loss: 1.0350	LR: 0.100000
Training Epoch: 11 [44032/45000]	Loss: 0.9884	LR: 0.100000
Training Epoch: 11 [44288/45000]	Loss: 1.0040	LR: 0.100000
Training Epoch: 11 [44544/45000]	Loss: 1.0412	LR: 0.100000
Training Epoch: 11 [44800/45000]	Loss: 1.0399	LR: 0.100000
Training Epoch: 11 [45000/45000]	Loss: 0.8717	LR: 0.100000
Epoch 11 - Average Train Loss: 1.0229, Train Accuracy: 0.6695
Epoch 11 training time consumed: 27.05s
Evaluating Network.....
Test set: Epoch: 11, Average loss: 0.0048, Accuracy: 0.6261, Time consumed:0.99s
Training Epoch: 12 [256/45000]	Loss: 1.0722	LR: 0.100000
Training Epoch: 12 [512/45000]	Loss: 1.0198	LR: 0.100000
Training Epoch: 12 [768/45000]	Loss: 0.8325	LR: 0.100000
Training Epoch: 12 [1024/45000]	Loss: 1.0083	LR: 0.100000
Training Epoch: 12 [1280/45000]	Loss: 0.9293	LR: 0.100000
Training Epoch: 12 [1536/45000]	Loss: 0.8716	LR: 0.100000
Training Epoch: 12 [1792/45000]	Loss: 0.9307	LR: 0.100000
Training Epoch: 12 [2048/45000]	Loss: 0.9438	LR: 0.100000
Training Epoch: 12 [2304/45000]	Loss: 1.0512	LR: 0.100000
Training Epoch: 12 [2560/45000]	Loss: 0.9172	LR: 0.100000
Training Epoch: 12 [2816/45000]	Loss: 0.9633	LR: 0.100000
Training Epoch: 12 [3072/45000]	Loss: 0.9003	LR: 0.100000
Training Epoch: 12 [3328/45000]	Loss: 1.0182	LR: 0.100000
Training Epoch: 12 [3584/45000]	Loss: 0.9880	LR: 0.100000
Training Epoch: 12 [3840/45000]	Loss: 0.9164	LR: 0.100000
Training Epoch: 12 [4096/45000]	Loss: 1.0145	LR: 0.100000
Training Epoch: 12 [4352/45000]	Loss: 0.9535	LR: 0.100000
Training Epoch: 12 [4608/45000]	Loss: 0.9965	LR: 0.100000
Training Epoch: 12 [4864/45000]	Loss: 0.9750	LR: 0.100000
Training Epoch: 12 [5120/45000]	Loss: 0.9719	LR: 0.100000
Training Epoch: 12 [5376/45000]	Loss: 1.0003	LR: 0.100000
Training Epoch: 12 [5632/45000]	Loss: 0.8909	LR: 0.100000
Training Epoch: 12 [5888/45000]	Loss: 0.9454	LR: 0.100000
Training Epoch: 12 [6144/45000]	Loss: 1.0350	LR: 0.100000
Training Epoch: 12 [6400/45000]	Loss: 1.0981	LR: 0.100000
Training Epoch: 12 [6656/45000]	Loss: 0.9807	LR: 0.100000
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Training Epoch: 12 [7168/45000]	Loss: 0.9508	LR: 0.100000
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Training Epoch: 12 [8192/45000]	Loss: 1.0436	LR: 0.100000
Training Epoch: 12 [8448/45000]	Loss: 0.9011	LR: 0.100000
Training Epoch: 12 [8704/45000]	Loss: 0.8999	LR: 0.100000
Training Epoch: 12 [8960/45000]	Loss: 1.0959	LR: 0.100000
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Training Epoch: 12 [10496/45000]	Loss: 0.9977	LR: 0.100000
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Training Epoch: 12 [13824/45000]	Loss: 0.8965	LR: 0.100000
Training Epoch: 12 [14080/45000]	Loss: 1.0573	LR: 0.100000
Training Epoch: 12 [14336/45000]	Loss: 0.8240	LR: 0.100000
Training Epoch: 12 [14592/45000]	Loss: 0.9744	LR: 0.100000
Training Epoch: 12 [14848/45000]	Loss: 1.0573	LR: 0.100000
Training Epoch: 12 [15104/45000]	Loss: 0.8980	LR: 0.100000
Training Epoch: 12 [15360/45000]	Loss: 0.9674	LR: 0.100000
Training Epoch: 12 [15616/45000]	Loss: 1.0193	LR: 0.100000
Training Epoch: 12 [15872/45000]	Loss: 1.1032	LR: 0.100000
Training Epoch: 12 [16128/45000]	Loss: 0.8375	LR: 0.100000
Training Epoch: 12 [16384/45000]	Loss: 0.8717	LR: 0.100000
Training Epoch: 12 [16640/45000]	Loss: 1.0228	LR: 0.100000
Training Epoch: 12 [16896/45000]	Loss: 0.9020	LR: 0.100000
Training Epoch: 12 [17152/45000]	Loss: 1.1826	LR: 0.100000
Training Epoch: 12 [17408/45000]	Loss: 1.0806	LR: 0.100000
Training Epoch: 12 [17664/45000]	Loss: 1.1563	LR: 0.100000
Training Epoch: 12 [17920/45000]	Loss: 0.8317	LR: 0.100000
Training Epoch: 12 [18176/45000]	Loss: 1.0438	LR: 0.100000
Training Epoch: 12 [18432/45000]	Loss: 1.0890	LR: 0.100000
Training Epoch: 12 [18688/45000]	Loss: 1.0098	LR: 0.100000
Training Epoch: 12 [18944/45000]	Loss: 0.9380	LR: 0.100000
Training Epoch: 12 [19200/45000]	Loss: 0.9277	LR: 0.100000
Training Epoch: 12 [19456/45000]	Loss: 1.1717	LR: 0.100000
Training Epoch: 12 [19712/45000]	Loss: 1.0289	LR: 0.100000
Training Epoch: 12 [19968/45000]	Loss: 0.9505	LR: 0.100000
Training Epoch: 12 [20224/45000]	Loss: 1.0534	LR: 0.100000
Training Epoch: 12 [20480/45000]	Loss: 0.9056	LR: 0.100000
Training Epoch: 12 [20736/45000]	Loss: 1.0320	LR: 0.100000
Training Epoch: 12 [20992/45000]	Loss: 0.9189	LR: 0.100000
Training Epoch: 12 [21248/45000]	Loss: 0.9926	LR: 0.100000
Training Epoch: 12 [21504/45000]	Loss: 0.9429	LR: 0.100000
Training Epoch: 12 [21760/45000]	Loss: 0.9481	LR: 0.100000
Training Epoch: 12 [22016/45000]	Loss: 0.8852	LR: 0.100000
Training Epoch: 12 [22272/45000]	Loss: 1.0062	LR: 0.100000
Training Epoch: 12 [22528/45000]	Loss: 1.0016	LR: 0.100000
Training Epoch: 12 [22784/45000]	Loss: 1.0063	LR: 0.100000
Training Epoch: 12 [23040/45000]	Loss: 1.0425	LR: 0.100000
Training Epoch: 12 [23296/45000]	Loss: 1.0112	LR: 0.100000
Training Epoch: 12 [23552/45000]	Loss: 0.8963	LR: 0.100000
Training Epoch: 12 [23808/45000]	Loss: 0.8920	LR: 0.100000
Training Epoch: 12 [24064/45000]	Loss: 0.9747	LR: 0.100000
Training Epoch: 12 [24320/45000]	Loss: 0.9494	LR: 0.100000
Training Epoch: 12 [24576/45000]	Loss: 0.8933	LR: 0.100000
Training Epoch: 12 [24832/45000]	Loss: 0.9184	LR: 0.100000
Training Epoch: 12 [25088/45000]	Loss: 0.9846	LR: 0.100000
Training Epoch: 12 [25344/45000]	Loss: 0.9271	LR: 0.100000
Training Epoch: 12 [25600/45000]	Loss: 0.8775	LR: 0.100000
Training Epoch: 12 [25856/45000]	Loss: 0.9493	LR: 0.100000
Training Epoch: 12 [26112/45000]	Loss: 0.9425	LR: 0.100000
Training Epoch: 12 [26368/45000]	Loss: 1.0597	LR: 0.100000
Training Epoch: 12 [26624/45000]	Loss: 0.8909	LR: 0.100000
Training Epoch: 12 [26880/45000]	Loss: 0.8817	LR: 0.100000
Training Epoch: 12 [27136/45000]	Loss: 0.9341	LR: 0.100000
Training Epoch: 12 [27392/45000]	Loss: 0.9739	LR: 0.100000
Training Epoch: 12 [27648/45000]	Loss: 1.0459	LR: 0.100000
Training Epoch: 12 [27904/45000]	Loss: 0.9593	LR: 0.100000
Training Epoch: 12 [28160/45000]	Loss: 0.9353	LR: 0.100000
Training Epoch: 12 [28416/45000]	Loss: 1.0874	LR: 0.100000
Training Epoch: 12 [28672/45000]	Loss: 0.9901	LR: 0.100000
Training Epoch: 12 [28928/45000]	Loss: 0.9965	LR: 0.100000
Training Epoch: 12 [29184/45000]	Loss: 1.0695	LR: 0.100000
Training Epoch: 12 [29440/45000]	Loss: 1.0348	LR: 0.100000
Training Epoch: 12 [29696/45000]	Loss: 0.9967	LR: 0.100000
Training Epoch: 12 [29952/45000]	Loss: 0.9240	LR: 0.100000
Training Epoch: 12 [30208/45000]	Loss: 0.9974	LR: 0.100000
Training Epoch: 12 [30464/45000]	Loss: 0.9648	LR: 0.100000
Training Epoch: 12 [30720/45000]	Loss: 0.8257	LR: 0.100000
Training Epoch: 12 [30976/45000]	Loss: 1.0928	LR: 0.100000
Training Epoch: 12 [31232/45000]	Loss: 1.1157	LR: 0.100000
Training Epoch: 12 [31488/45000]	Loss: 0.8897	LR: 0.100000
Training Epoch: 12 [31744/45000]	Loss: 0.9956	LR: 0.100000
Training Epoch: 12 [32000/45000]	Loss: 0.9999	LR: 0.100000
Training Epoch: 12 [32256/45000]	Loss: 0.9528	LR: 0.100000
Training Epoch: 12 [32512/45000]	Loss: 1.1067	LR: 0.100000
Training Epoch: 12 [32768/45000]	Loss: 0.9828	LR: 0.100000
Training Epoch: 12 [33024/45000]	Loss: 0.9599	LR: 0.100000
Training Epoch: 12 [33280/45000]	Loss: 0.8747	LR: 0.100000
Training Epoch: 12 [33536/45000]	Loss: 1.0719	LR: 0.100000
Training Epoch: 12 [33792/45000]	Loss: 0.9897	LR: 0.100000
Training Epoch: 12 [34048/45000]	Loss: 0.8464	LR: 0.100000
Training Epoch: 12 [34304/45000]	Loss: 0.8340	LR: 0.100000
Training Epoch: 12 [34560/45000]	Loss: 0.9812	LR: 0.100000
Training Epoch: 12 [34816/45000]	Loss: 1.0790	LR: 0.100000
Training Epoch: 12 [35072/45000]	Loss: 0.8811	LR: 0.100000
Training Epoch: 12 [35328/45000]	Loss: 1.0166	LR: 0.100000
Training Epoch: 12 [35584/45000]	Loss: 0.8987	LR: 0.100000
Training Epoch: 12 [35840/45000]	Loss: 0.9964	LR: 0.100000
Training Epoch: 12 [36096/45000]	Loss: 0.9688	LR: 0.100000
Training Epoch: 12 [36352/45000]	Loss: 1.1045	LR: 0.100000
Training Epoch: 12 [36608/45000]	Loss: 1.0693	LR: 0.100000
Training Epoch: 12 [36864/45000]	Loss: 1.0012	LR: 0.100000
Training Epoch: 12 [37120/45000]	Loss: 0.8504	LR: 0.100000
Training Epoch: 12 [37376/45000]	Loss: 0.9759	LR: 0.100000
Training Epoch: 12 [37632/45000]	Loss: 0.9284	LR: 0.100000
Training Epoch: 12 [37888/45000]	Loss: 0.9861	LR: 0.100000
Training Epoch: 12 [38144/45000]	Loss: 1.0076	LR: 0.100000
Training Epoch: 12 [38400/45000]	Loss: 0.8970	LR: 0.100000
Training Epoch: 12 [38656/45000]	Loss: 0.9841	LR: 0.100000
Training Epoch: 12 [38912/45000]	Loss: 1.0033	LR: 0.100000
Training Epoch: 12 [39168/45000]	Loss: 0.9614	LR: 0.100000
Training Epoch: 12 [39424/45000]	Loss: 0.9209	LR: 0.100000
Training Epoch: 12 [39680/45000]	Loss: 1.0793	LR: 0.100000
Training Epoch: 12 [39936/45000]	Loss: 1.0896	LR: 0.100000
Training Epoch: 12 [40192/45000]	Loss: 0.8715	LR: 0.100000
Training Epoch: 12 [40448/45000]	Loss: 0.9921	LR: 0.100000
Training Epoch: 12 [40704/45000]	Loss: 1.1248	LR: 0.100000
Training Epoch: 12 [40960/45000]	Loss: 0.9726	LR: 0.100000
Training Epoch: 12 [41216/45000]	Loss: 0.9563	LR: 0.100000
Training Epoch: 12 [41472/45000]	Loss: 0.8742	LR: 0.100000
Training Epoch: 12 [41728/45000]	Loss: 0.9632	LR: 0.100000
Training Epoch: 12 [41984/45000]	Loss: 0.9442	LR: 0.100000
Training Epoch: 12 [42240/45000]	Loss: 0.9836	LR: 0.100000
Training Epoch: 12 [42496/45000]	Loss: 0.9808	LR: 0.100000
Training Epoch: 12 [42752/45000]	Loss: 0.9816	LR: 0.100000
Training Epoch: 12 [43008/45000]	Loss: 1.0222	LR: 0.100000
Training Epoch: 12 [43264/45000]	Loss: 1.0762	LR: 0.100000
Training Epoch: 12 [43520/45000]	Loss: 0.9597	LR: 0.100000
Training Epoch: 12 [43776/45000]	Loss: 1.0261	LR: 0.100000
Training Epoch: 12 [44032/45000]	Loss: 1.0894	LR: 0.100000
Training Epoch: 12 [44288/45000]	Loss: 0.9679	LR: 0.100000
Training Epoch: 12 [44544/45000]	Loss: 1.0233	LR: 0.100000
Training Epoch: 12 [44800/45000]	Loss: 0.9808	LR: 0.100000
Training Epoch: 12 [45000/45000]	Loss: 1.0200	LR: 0.100000
Epoch 12 - Average Train Loss: 0.9762, Train Accuracy: 0.6837
Epoch 12 training time consumed: 26.97s
Evaluating Network.....
Test set: Epoch: 12, Average loss: 0.0050, Accuracy: 0.6151, Time consumed:0.90s
Training Epoch: 13 [256/45000]	Loss: 1.0390	LR: 0.100000
Training Epoch: 13 [512/45000]	Loss: 1.0096	LR: 0.100000
Training Epoch: 13 [768/45000]	Loss: 0.9223	LR: 0.100000
Training Epoch: 13 [1024/45000]	Loss: 0.9004	LR: 0.100000
Training Epoch: 13 [1280/45000]	Loss: 0.9089	LR: 0.100000
Training Epoch: 13 [1536/45000]	Loss: 0.9201	LR: 0.100000
Training Epoch: 13 [1792/45000]	Loss: 0.8113	LR: 0.100000
Training Epoch: 13 [2048/45000]	Loss: 0.8941	LR: 0.100000
Training Epoch: 13 [2304/45000]	Loss: 0.9500	LR: 0.100000
Training Epoch: 13 [2560/45000]	Loss: 1.0204	LR: 0.100000
Training Epoch: 13 [2816/45000]	Loss: 0.9518	LR: 0.100000
Training Epoch: 13 [3072/45000]	Loss: 0.8674	LR: 0.100000
Training Epoch: 13 [3328/45000]	Loss: 0.9074	LR: 0.100000
Training Epoch: 13 [3584/45000]	Loss: 0.9121	LR: 0.100000
Training Epoch: 13 [3840/45000]	Loss: 0.8067	LR: 0.100000
Training Epoch: 13 [4096/45000]	Loss: 0.8837	LR: 0.100000
Training Epoch: 13 [4352/45000]	Loss: 0.9032	LR: 0.100000
Training Epoch: 13 [4608/45000]	Loss: 0.9241	LR: 0.100000
Training Epoch: 13 [4864/45000]	Loss: 0.7755	LR: 0.100000
Training Epoch: 13 [5120/45000]	Loss: 0.8166	LR: 0.100000
Training Epoch: 13 [5376/45000]	Loss: 0.9722	LR: 0.100000
Training Epoch: 13 [5632/45000]	Loss: 0.8809	LR: 0.100000
Training Epoch: 13 [5888/45000]	Loss: 0.9411	LR: 0.100000
Training Epoch: 13 [6144/45000]	Loss: 0.8956	LR: 0.100000
Training Epoch: 13 [6400/45000]	Loss: 0.8723	LR: 0.100000
Training Epoch: 13 [6656/45000]	Loss: 0.9172	LR: 0.100000
Training Epoch: 13 [6912/45000]	Loss: 0.9240	LR: 0.100000
Training Epoch: 13 [7168/45000]	Loss: 0.9147	LR: 0.100000
Training Epoch: 13 [7424/45000]	Loss: 0.8833	LR: 0.100000
Training Epoch: 13 [7680/45000]	Loss: 1.0217	LR: 0.100000
Training Epoch: 13 [7936/45000]	Loss: 0.8372	LR: 0.100000
Training Epoch: 13 [8192/45000]	Loss: 0.9487	LR: 0.100000
Training Epoch: 13 [8448/45000]	Loss: 0.9088	LR: 0.100000
Training Epoch: 13 [8704/45000]	Loss: 0.8666	LR: 0.100000
Training Epoch: 13 [8960/45000]	Loss: 0.9088	LR: 0.100000
Training Epoch: 13 [9216/45000]	Loss: 0.9322	LR: 0.100000
Training Epoch: 13 [9472/45000]	Loss: 0.8871	LR: 0.100000
Training Epoch: 13 [9728/45000]	Loss: 0.9491	LR: 0.100000
Training Epoch: 13 [9984/45000]	Loss: 0.9626	LR: 0.100000
Training Epoch: 13 [10240/45000]	Loss: 1.0076	LR: 0.100000
Training Epoch: 13 [10496/45000]	Loss: 0.9280	LR: 0.100000
Training Epoch: 13 [10752/45000]	Loss: 0.9197	LR: 0.100000
Training Epoch: 13 [11008/45000]	Loss: 0.9622	LR: 0.100000
Training Epoch: 13 [11264/45000]	Loss: 0.8502	LR: 0.100000
Training Epoch: 13 [11520/45000]	Loss: 0.9538	LR: 0.100000
Training Epoch: 13 [11776/45000]	Loss: 0.9148	LR: 0.100000
Training Epoch: 13 [12032/45000]	Loss: 0.9575	LR: 0.100000
Training Epoch: 13 [12288/45000]	Loss: 0.9230	LR: 0.100000
Training Epoch: 13 [12544/45000]	Loss: 0.8198	LR: 0.100000
Training Epoch: 13 [12800/45000]	Loss: 0.9074	LR: 0.100000
Training Epoch: 13 [13056/45000]	Loss: 0.9476	LR: 0.100000
Training Epoch: 13 [13312/45000]	Loss: 0.8056	LR: 0.100000
Training Epoch: 13 [13568/45000]	Loss: 0.8917	LR: 0.100000
Training Epoch: 13 [13824/45000]	Loss: 0.8887	LR: 0.100000
Training Epoch: 13 [14080/45000]	Loss: 0.8773	LR: 0.100000
Training Epoch: 13 [14336/45000]	Loss: 0.8156	LR: 0.100000
Training Epoch: 13 [14592/45000]	Loss: 0.9832	LR: 0.100000
Training Epoch: 13 [14848/45000]	Loss: 0.9965	LR: 0.100000
Training Epoch: 13 [15104/45000]	Loss: 0.9739	LR: 0.100000
Training Epoch: 13 [15360/45000]	Loss: 0.9092	LR: 0.100000
Training Epoch: 13 [15616/45000]	Loss: 1.0822	LR: 0.100000
Training Epoch: 13 [15872/45000]	Loss: 1.0773	LR: 0.100000
Training Epoch: 13 [16128/45000]	Loss: 1.1142	LR: 0.100000
Training Epoch: 13 [16384/45000]	Loss: 0.9054	LR: 0.100000
Training Epoch: 13 [16640/45000]	Loss: 0.9820	LR: 0.100000
Training Epoch: 13 [16896/45000]	Loss: 0.8061	LR: 0.100000
Training Epoch: 13 [17152/45000]	Loss: 1.0198	LR: 0.100000
Training Epoch: 13 [17408/45000]	Loss: 0.8828	LR: 0.100000
Training Epoch: 13 [17664/45000]	Loss: 1.0443	LR: 0.100000
Training Epoch: 13 [17920/45000]	Loss: 0.9339	LR: 0.100000
Training Epoch: 13 [18176/45000]	Loss: 1.0038	LR: 0.100000
Training Epoch: 13 [18432/45000]	Loss: 1.0584	LR: 0.100000
Training Epoch: 13 [18688/45000]	Loss: 0.9621	LR: 0.100000
Training Epoch: 13 [18944/45000]	Loss: 1.0880	LR: 0.100000
Training Epoch: 13 [19200/45000]	Loss: 0.9822	LR: 0.100000
Training Epoch: 13 [19456/45000]	Loss: 1.0183	LR: 0.100000
Training Epoch: 13 [19712/45000]	Loss: 0.9542	LR: 0.100000
Training Epoch: 13 [19968/45000]	Loss: 1.0123	LR: 0.100000
Training Epoch: 13 [20224/45000]	Loss: 1.0309	LR: 0.100000
Training Epoch: 13 [20480/45000]	Loss: 0.9227	LR: 0.100000
Training Epoch: 13 [20736/45000]	Loss: 0.9339	LR: 0.100000
Training Epoch: 13 [20992/45000]	Loss: 0.9154	LR: 0.100000
Training Epoch: 13 [21248/45000]	Loss: 0.9082	LR: 0.100000
Training Epoch: 13 [21504/45000]	Loss: 0.9889	LR: 0.100000
Training Epoch: 13 [21760/45000]	Loss: 0.8953	LR: 0.100000
Training Epoch: 13 [22016/45000]	Loss: 0.9970	LR: 0.100000
Training Epoch: 13 [22272/45000]	Loss: 0.9457	LR: 0.100000
Training Epoch: 13 [22528/45000]	Loss: 1.0023	LR: 0.100000
Training Epoch: 13 [22784/45000]	Loss: 0.9509	LR: 0.100000
Training Epoch: 13 [23040/45000]	Loss: 0.9987	LR: 0.100000
Training Epoch: 13 [23296/45000]	Loss: 1.0260	LR: 0.100000
Training Epoch: 13 [23552/45000]	Loss: 0.8154	LR: 0.100000
Training Epoch: 13 [23808/45000]	Loss: 0.8545	LR: 0.100000
Training Epoch: 13 [24064/45000]	Loss: 0.9163	LR: 0.100000
Training Epoch: 13 [24320/45000]	Loss: 0.8891	LR: 0.100000
Training Epoch: 13 [24576/45000]	Loss: 0.8231	LR: 0.100000
Training Epoch: 13 [24832/45000]	Loss: 0.9663	LR: 0.100000
Training Epoch: 13 [25088/45000]	Loss: 0.9857	LR: 0.100000
Training Epoch: 13 [25344/45000]	Loss: 0.8915	LR: 0.100000
Training Epoch: 13 [25600/45000]	Loss: 1.0223	LR: 0.100000
Training Epoch: 13 [25856/45000]	Loss: 0.9463	LR: 0.100000
Training Epoch: 13 [26112/45000]	Loss: 1.0187	LR: 0.100000
Training Epoch: 13 [26368/45000]	Loss: 0.8079	LR: 0.100000
Training Epoch: 13 [26624/45000]	Loss: 0.8873	LR: 0.100000
Training Epoch: 13 [26880/45000]	Loss: 0.9423	LR: 0.100000
Training Epoch: 13 [27136/45000]	Loss: 0.9110	LR: 0.100000
Training Epoch: 13 [27392/45000]	Loss: 1.0267	LR: 0.100000
Training Epoch: 13 [27648/45000]	Loss: 0.9629	LR: 0.100000
Training Epoch: 13 [27904/45000]	Loss: 0.8723	LR: 0.100000
Training Epoch: 13 [28160/45000]	Loss: 0.9145	LR: 0.100000
Training Epoch: 13 [28416/45000]	Loss: 1.0930	LR: 0.100000
Training Epoch: 13 [28672/45000]	Loss: 1.0398	LR: 0.100000
Training Epoch: 13 [28928/45000]	Loss: 0.9113	LR: 0.100000
Training Epoch: 13 [29184/45000]	Loss: 0.9163	LR: 0.100000
Training Epoch: 13 [29440/45000]	Loss: 1.0230	LR: 0.100000
Training Epoch: 13 [29696/45000]	Loss: 1.0065	LR: 0.100000
Training Epoch: 13 [29952/45000]	Loss: 1.0510	LR: 0.100000
Training Epoch: 13 [30208/45000]	Loss: 0.8955	LR: 0.100000
Training Epoch: 13 [30464/45000]	Loss: 0.9792	LR: 0.100000
Training Epoch: 13 [30720/45000]	Loss: 0.9172	LR: 0.100000
Training Epoch: 13 [30976/45000]	Loss: 0.9204	LR: 0.100000
Training Epoch: 13 [31232/45000]	Loss: 1.1088	LR: 0.100000
Training Epoch: 13 [31488/45000]	Loss: 0.9706	LR: 0.100000
Training Epoch: 13 [31744/45000]	Loss: 0.8853	LR: 0.100000
Training Epoch: 13 [32000/45000]	Loss: 0.9656	LR: 0.100000
Training Epoch: 13 [32256/45000]	Loss: 0.8526	LR: 0.100000
Training Epoch: 13 [32512/45000]	Loss: 0.8614	LR: 0.100000
Training Epoch: 13 [32768/45000]	Loss: 0.8946	LR: 0.100000
Training Epoch: 13 [33024/45000]	Loss: 0.8206	LR: 0.100000
Training Epoch: 13 [33280/45000]	Loss: 1.0034	LR: 0.100000
Training Epoch: 13 [33536/45000]	Loss: 1.0247	LR: 0.100000
Training Epoch: 13 [33792/45000]	Loss: 0.8253	LR: 0.100000
Training Epoch: 13 [34048/45000]	Loss: 1.0284	LR: 0.100000
Training Epoch: 13 [34304/45000]	Loss: 1.0879	LR: 0.100000
Training Epoch: 13 [34560/45000]	Loss: 1.0067	LR: 0.100000
Training Epoch: 13 [34816/45000]	Loss: 0.8724	LR: 0.100000
Training Epoch: 13 [35072/45000]	Loss: 0.8343	LR: 0.100000
Training Epoch: 13 [35328/45000]	Loss: 0.9197	LR: 0.100000
Training Epoch: 13 [35584/45000]	Loss: 0.8154	LR: 0.100000
Training Epoch: 13 [35840/45000]	Loss: 0.9262	LR: 0.100000
Training Epoch: 13 [36096/45000]	Loss: 0.8339	LR: 0.100000
Training Epoch: 13 [36352/45000]	Loss: 1.1249	LR: 0.100000
Training Epoch: 13 [36608/45000]	Loss: 0.9812	LR: 0.100000
Training Epoch: 13 [36864/45000]	Loss: 0.9737	LR: 0.100000
Training Epoch: 13 [37120/45000]	Loss: 0.9224	LR: 0.100000
Training Epoch: 13 [37376/45000]	Loss: 1.0945	LR: 0.100000
Training Epoch: 13 [37632/45000]	Loss: 0.9499	LR: 0.100000
Training Epoch: 13 [37888/45000]	Loss: 0.9393	LR: 0.100000
Training Epoch: 13 [38144/45000]	Loss: 0.7407	LR: 0.100000
Training Epoch: 13 [38400/45000]	Loss: 0.8580	LR: 0.100000
Training Epoch: 13 [38656/45000]	Loss: 0.9615	LR: 0.100000
Training Epoch: 13 [38912/45000]	Loss: 0.9100	LR: 0.100000
Training Epoch: 13 [39168/45000]	Loss: 0.9217	LR: 0.100000
Training Epoch: 13 [39424/45000]	Loss: 0.8411	LR: 0.100000
Training Epoch: 13 [39680/45000]	Loss: 0.9605	LR: 0.100000
Training Epoch: 13 [39936/45000]	Loss: 0.9658	LR: 0.100000
Training Epoch: 13 [40192/45000]	Loss: 0.9571	LR: 0.100000
Training Epoch: 13 [40448/45000]	Loss: 0.9442	LR: 0.100000
Training Epoch: 13 [40704/45000]	Loss: 1.0366	LR: 0.100000
Training Epoch: 13 [40960/45000]	Loss: 0.8030	LR: 0.100000
Training Epoch: 13 [41216/45000]	Loss: 0.9251	LR: 0.100000
Training Epoch: 13 [41472/45000]	Loss: 0.9815	LR: 0.100000
Training Epoch: 13 [41728/45000]	Loss: 0.9521	LR: 0.100000
Training Epoch: 13 [41984/45000]	Loss: 1.0720	LR: 0.100000
Training Epoch: 13 [42240/45000]	Loss: 0.8595	LR: 0.100000
Training Epoch: 13 [42496/45000]	Loss: 0.9333	LR: 0.100000
Training Epoch: 13 [42752/45000]	Loss: 0.9598	LR: 0.100000
Training Epoch: 13 [43008/45000]	Loss: 0.9196	LR: 0.100000
Training Epoch: 13 [43264/45000]	Loss: 1.0051	LR: 0.100000
Training Epoch: 13 [43520/45000]	Loss: 0.8985	LR: 0.100000
Training Epoch: 13 [43776/45000]	Loss: 1.0009	LR: 0.100000
Training Epoch: 13 [44032/45000]	Loss: 1.0283	LR: 0.100000
Training Epoch: 13 [44288/45000]	Loss: 0.8643	LR: 0.100000
Training Epoch: 13 [44544/45000]	Loss: 0.9399	LR: 0.100000
Training Epoch: 13 [44800/45000]	Loss: 0.8124	LR: 0.100000
Training Epoch: 13 [45000/45000]	Loss: 0.9117	LR: 0.100000
Epoch 13 - Average Train Loss: 0.9371, Train Accuracy: 0.6958
Epoch 13 training time consumed: 27.06s
Evaluating Network.....
Test set: Epoch: 13, Average loss: 0.0051, Accuracy: 0.6117, Time consumed:1.02s
Training Epoch: 14 [256/45000]	Loss: 0.9594	LR: 0.100000
Training Epoch: 14 [512/45000]	Loss: 0.8487	LR: 0.100000
Training Epoch: 14 [768/45000]	Loss: 0.9344	LR: 0.100000
Training Epoch: 14 [1024/45000]	Loss: 0.9501	LR: 0.100000
Training Epoch: 14 [1280/45000]	Loss: 0.8104	LR: 0.100000
Training Epoch: 14 [1536/45000]	Loss: 1.0348	LR: 0.100000
Training Epoch: 14 [1792/45000]	Loss: 0.8571	LR: 0.100000
Training Epoch: 14 [2048/45000]	Loss: 0.9604	LR: 0.100000
Training Epoch: 14 [2304/45000]	Loss: 0.8724	LR: 0.100000
Training Epoch: 14 [2560/45000]	Loss: 0.7764	LR: 0.100000
Training Epoch: 14 [2816/45000]	Loss: 0.9655	LR: 0.100000
Training Epoch: 14 [3072/45000]	Loss: 1.0335	LR: 0.100000
Training Epoch: 14 [3328/45000]	Loss: 0.9303	LR: 0.100000
Training Epoch: 14 [3584/45000]	Loss: 0.8555	LR: 0.100000
Training Epoch: 14 [3840/45000]	Loss: 0.8514	LR: 0.100000
Training Epoch: 14 [4096/45000]	Loss: 0.8518	LR: 0.100000
Training Epoch: 14 [4352/45000]	Loss: 0.8681	LR: 0.100000
Training Epoch: 14 [4608/45000]	Loss: 0.9858	LR: 0.100000
Training Epoch: 14 [4864/45000]	Loss: 0.9501	LR: 0.100000
Training Epoch: 14 [5120/45000]	Loss: 0.6893	LR: 0.100000
Training Epoch: 14 [5376/45000]	Loss: 0.8985	LR: 0.100000
Training Epoch: 14 [5632/45000]	Loss: 0.8668	LR: 0.100000
Training Epoch: 14 [5888/45000]	Loss: 0.8636	LR: 0.100000
Training Epoch: 14 [6144/45000]	Loss: 0.8878	LR: 0.100000
Training Epoch: 14 [6400/45000]	Loss: 0.9880	LR: 0.100000
Training Epoch: 14 [6656/45000]	Loss: 0.8350	LR: 0.100000
Training Epoch: 14 [6912/45000]	Loss: 0.9379	LR: 0.100000
Training Epoch: 14 [7168/45000]	Loss: 1.1546	LR: 0.100000
Training Epoch: 14 [7424/45000]	Loss: 0.9291	LR: 0.100000
Training Epoch: 14 [7680/45000]	Loss: 0.8091	LR: 0.100000
Training Epoch: 14 [7936/45000]	Loss: 0.8559	LR: 0.100000
Training Epoch: 14 [8192/45000]	Loss: 0.9473	LR: 0.100000
Training Epoch: 14 [8448/45000]	Loss: 0.9729	LR: 0.100000
Training Epoch: 14 [8704/45000]	Loss: 1.0170	LR: 0.100000
Training Epoch: 14 [8960/45000]	Loss: 0.9695	LR: 0.100000
Training Epoch: 14 [9216/45000]	Loss: 1.0310	LR: 0.100000
Training Epoch: 14 [9472/45000]	Loss: 1.0262	LR: 0.100000
Training Epoch: 14 [9728/45000]	Loss: 0.9168	LR: 0.100000
Training Epoch: 14 [9984/45000]	Loss: 0.8670	LR: 0.100000
Training Epoch: 14 [10240/45000]	Loss: 0.9975	LR: 0.100000
Training Epoch: 14 [10496/45000]	Loss: 0.9366	LR: 0.100000
Training Epoch: 14 [10752/45000]	Loss: 0.9965	LR: 0.100000
Training Epoch: 14 [11008/45000]	Loss: 0.9679	LR: 0.100000
Training Epoch: 14 [11264/45000]	Loss: 0.9502	LR: 0.100000
Training Epoch: 14 [11520/45000]	Loss: 0.8268	LR: 0.100000
Training Epoch: 14 [11776/45000]	Loss: 0.7032	LR: 0.100000
Training Epoch: 14 [12032/45000]	Loss: 0.9453	LR: 0.100000
Training Epoch: 14 [12288/45000]	Loss: 0.8833	LR: 0.100000
Training Epoch: 14 [12544/45000]	Loss: 0.8603	LR: 0.100000
Training Epoch: 14 [12800/45000]	Loss: 1.0833	LR: 0.100000
Training Epoch: 14 [13056/45000]	Loss: 0.9095	LR: 0.100000
Training Epoch: 14 [13312/45000]	Loss: 0.9699	LR: 0.100000
Training Epoch: 14 [13568/45000]	Loss: 0.9027	LR: 0.100000
Training Epoch: 14 [13824/45000]	Loss: 0.8114	LR: 0.100000
Training Epoch: 14 [14080/45000]	Loss: 0.8914	LR: 0.100000
Training Epoch: 14 [14336/45000]	Loss: 0.7556	LR: 0.100000
Training Epoch: 14 [14592/45000]	Loss: 0.8990	LR: 0.100000
Training Epoch: 14 [14848/45000]	Loss: 0.9267	LR: 0.100000
Training Epoch: 14 [15104/45000]	Loss: 0.7905	LR: 0.100000
Training Epoch: 14 [15360/45000]	Loss: 0.8417	LR: 0.100000
Training Epoch: 14 [15616/45000]	Loss: 0.7836	LR: 0.100000
Training Epoch: 14 [15872/45000]	Loss: 0.8374	LR: 0.100000
Training Epoch: 14 [16128/45000]	Loss: 0.9902	LR: 0.100000
Training Epoch: 14 [16384/45000]	Loss: 0.9496	LR: 0.100000
Training Epoch: 14 [16640/45000]	Loss: 0.9357	LR: 0.100000
Training Epoch: 14 [16896/45000]	Loss: 0.8025	LR: 0.100000
Training Epoch: 14 [17152/45000]	Loss: 0.9280	LR: 0.100000
Training Epoch: 14 [17408/45000]	Loss: 0.8614	LR: 0.100000
Training Epoch: 14 [17664/45000]	Loss: 0.8484	LR: 0.100000
Training Epoch: 14 [17920/45000]	Loss: 0.9731	LR: 0.100000
Training Epoch: 14 [18176/45000]	Loss: 0.9169	LR: 0.100000
Training Epoch: 14 [18432/45000]	Loss: 0.8884	LR: 0.100000
Training Epoch: 14 [18688/45000]	Loss: 0.8561	LR: 0.100000
Training Epoch: 14 [18944/45000]	Loss: 1.0162	LR: 0.100000
Training Epoch: 14 [19200/45000]	Loss: 0.9195	LR: 0.100000
Training Epoch: 14 [19456/45000]	Loss: 0.9806	LR: 0.100000
Training Epoch: 14 [19712/45000]	Loss: 0.8102	LR: 0.100000
Training Epoch: 14 [19968/45000]	Loss: 0.9141	LR: 0.100000
Training Epoch: 14 [20224/45000]	Loss: 0.8593	LR: 0.100000
Training Epoch: 14 [20480/45000]	Loss: 1.0797	LR: 0.100000
Training Epoch: 14 [20736/45000]	Loss: 1.0439	LR: 0.100000
Training Epoch: 14 [20992/45000]	Loss: 0.8624	LR: 0.100000
Training Epoch: 14 [21248/45000]	Loss: 0.8894	LR: 0.100000
Training Epoch: 14 [21504/45000]	Loss: 0.9027	LR: 0.100000
Training Epoch: 14 [21760/45000]	Loss: 0.9232	LR: 0.100000
Training Epoch: 14 [22016/45000]	Loss: 0.9540	LR: 0.100000
Training Epoch: 14 [22272/45000]	Loss: 0.8268	LR: 0.100000
Training Epoch: 14 [22528/45000]	Loss: 0.8927	LR: 0.100000
Training Epoch: 14 [22784/45000]	Loss: 1.0130	LR: 0.100000
Training Epoch: 14 [23040/45000]	Loss: 1.0410	LR: 0.100000
Training Epoch: 14 [23296/45000]	Loss: 1.0510	LR: 0.100000
Training Epoch: 14 [23552/45000]	Loss: 0.7647	LR: 0.100000
Training Epoch: 14 [23808/45000]	Loss: 0.9512	LR: 0.100000
Training Epoch: 14 [24064/45000]	Loss: 1.0022	LR: 0.100000
Training Epoch: 14 [24320/45000]	Loss: 0.7575	LR: 0.100000
Training Epoch: 14 [24576/45000]	Loss: 0.9458	LR: 0.100000
Training Epoch: 14 [24832/45000]	Loss: 0.8739	LR: 0.100000
Training Epoch: 14 [25088/45000]	Loss: 0.8287	LR: 0.100000
Training Epoch: 14 [25344/45000]	Loss: 0.9144	LR: 0.100000
Training Epoch: 14 [25600/45000]	Loss: 0.9225	LR: 0.100000
Training Epoch: 14 [25856/45000]	Loss: 0.9745	LR: 0.100000
Training Epoch: 14 [26112/45000]	Loss: 0.9875	LR: 0.100000
Training Epoch: 14 [26368/45000]	Loss: 0.9607	LR: 0.100000
Training Epoch: 14 [26624/45000]	Loss: 1.0374	LR: 0.100000
Training Epoch: 14 [26880/45000]	Loss: 0.9323	LR: 0.100000
Training Epoch: 14 [27136/45000]	Loss: 0.8374	LR: 0.100000
Training Epoch: 14 [27392/45000]	Loss: 0.8995	LR: 0.100000
Training Epoch: 14 [27648/45000]	Loss: 0.8245	LR: 0.100000
Training Epoch: 14 [27904/45000]	Loss: 0.9484	LR: 0.100000
Training Epoch: 14 [28160/45000]	Loss: 0.9181	LR: 0.100000
Training Epoch: 14 [28416/45000]	Loss: 0.9970	LR: 0.100000
Training Epoch: 14 [28672/45000]	Loss: 0.9640	LR: 0.100000
Training Epoch: 14 [28928/45000]	Loss: 0.8625	LR: 0.100000
Training Epoch: 14 [29184/45000]	Loss: 0.8166	LR: 0.100000
Training Epoch: 14 [29440/45000]	Loss: 0.9213	LR: 0.100000
Training Epoch: 14 [29696/45000]	Loss: 0.8625	LR: 0.100000
Training Epoch: 14 [29952/45000]	Loss: 0.9139	LR: 0.100000
Training Epoch: 14 [30208/45000]	Loss: 0.8833	LR: 0.100000
Training Epoch: 14 [30464/45000]	Loss: 1.0246	LR: 0.100000
Training Epoch: 14 [30720/45000]	Loss: 0.7896	LR: 0.100000
Training Epoch: 14 [30976/45000]	Loss: 0.7990	LR: 0.100000
Training Epoch: 14 [31232/45000]	Loss: 0.9871	LR: 0.100000
Training Epoch: 14 [31488/45000]	Loss: 1.0355	LR: 0.100000
Training Epoch: 14 [31744/45000]	Loss: 0.9108	LR: 0.100000
Training Epoch: 14 [32000/45000]	Loss: 1.0003	LR: 0.100000
Training Epoch: 14 [32256/45000]	Loss: 0.8526	LR: 0.100000
Training Epoch: 14 [32512/45000]	Loss: 0.9425	LR: 0.100000
Training Epoch: 14 [32768/45000]	Loss: 1.0219	LR: 0.100000
Training Epoch: 14 [33024/45000]	Loss: 0.9860	LR: 0.100000
Training Epoch: 14 [33280/45000]	Loss: 0.9263	LR: 0.100000
Training Epoch: 14 [33536/45000]	Loss: 0.9937	LR: 0.100000
Training Epoch: 14 [33792/45000]	Loss: 0.9090	LR: 0.100000
Training Epoch: 14 [34048/45000]	Loss: 0.8626	LR: 0.100000
Training Epoch: 14 [34304/45000]	Loss: 0.8927	LR: 0.100000
Training Epoch: 14 [34560/45000]	Loss: 1.0096	LR: 0.100000
Training Epoch: 14 [34816/45000]	Loss: 1.0421	LR: 0.100000
Training Epoch: 14 [35072/45000]	Loss: 0.8730	LR: 0.100000
Training Epoch: 14 [35328/45000]	Loss: 0.9367	LR: 0.100000
Training Epoch: 14 [35584/45000]	Loss: 0.9031	LR: 0.100000
Training Epoch: 14 [35840/45000]	Loss: 0.9040	LR: 0.100000
Training Epoch: 14 [36096/45000]	Loss: 0.9870	LR: 0.100000
Training Epoch: 14 [36352/45000]	Loss: 0.8204	LR: 0.100000
Training Epoch: 14 [36608/45000]	Loss: 0.8907	LR: 0.100000
Training Epoch: 14 [36864/45000]	Loss: 1.1234	LR: 0.100000
Training Epoch: 14 [37120/45000]	Loss: 0.9358	LR: 0.100000
Training Epoch: 14 [37376/45000]	Loss: 0.9603	LR: 0.100000
Training Epoch: 14 [37632/45000]	Loss: 0.9715	LR: 0.100000
Training Epoch: 14 [37888/45000]	Loss: 0.8663	LR: 0.100000
Training Epoch: 14 [38144/45000]	Loss: 0.9872	LR: 0.100000
Training Epoch: 14 [38400/45000]	Loss: 0.8408	LR: 0.100000
Training Epoch: 14 [38656/45000]	Loss: 0.9609	LR: 0.100000
Training Epoch: 14 [38912/45000]	Loss: 0.9743	LR: 0.100000
Training Epoch: 14 [39168/45000]	Loss: 0.8996	LR: 0.100000
Training Epoch: 14 [39424/45000]	Loss: 0.9474	LR: 0.100000
Training Epoch: 14 [39680/45000]	Loss: 0.9502	LR: 0.100000
Training Epoch: 14 [39936/45000]	Loss: 1.0545	LR: 0.100000
Training Epoch: 14 [40192/45000]	Loss: 0.8741	LR: 0.100000
Training Epoch: 14 [40448/45000]	Loss: 1.0586	LR: 0.100000
Training Epoch: 14 [40704/45000]	Loss: 0.8930	LR: 0.100000
Training Epoch: 14 [40960/45000]	Loss: 0.8418	LR: 0.100000
Training Epoch: 14 [41216/45000]	Loss: 0.9624	LR: 0.100000
Training Epoch: 14 [41472/45000]	Loss: 0.8899	LR: 0.100000
Training Epoch: 14 [41728/45000]	Loss: 0.8581	LR: 0.100000
Training Epoch: 14 [41984/45000]	Loss: 0.7528	LR: 0.100000
Training Epoch: 14 [42240/45000]	Loss: 0.9591	LR: 0.100000
Training Epoch: 14 [42496/45000]	Loss: 0.9013	LR: 0.100000
Training Epoch: 14 [42752/45000]	Loss: 1.0115	LR: 0.100000
Training Epoch: 14 [43008/45000]	Loss: 1.1376	LR: 0.100000
Training Epoch: 14 [43264/45000]	Loss: 0.7093	LR: 0.100000
Training Epoch: 14 [43520/45000]	Loss: 0.9015	LR: 0.100000
Training Epoch: 14 [43776/45000]	Loss: 1.1365	LR: 0.100000
Training Epoch: 14 [44032/45000]	Loss: 0.9062	LR: 0.100000
Training Epoch: 14 [44288/45000]	Loss: 0.8910	LR: 0.100000
Training Epoch: 14 [44544/45000]	Loss: 0.8148	LR: 0.100000
Training Epoch: 14 [44800/45000]	Loss: 0.8533	LR: 0.100000
Training Epoch: 14 [45000/45000]	Loss: 0.9581	LR: 0.100000
Epoch 14 - Average Train Loss: 0.9190, Train Accuracy: 0.7014
Epoch 14 training time consumed: 27.23s
Evaluating Network.....
Test set: Epoch: 14, Average loss: 0.0049, Accuracy: 0.6276, Time consumed:0.89s
Training Epoch: 15 [256/45000]	Loss: 0.9371	LR: 0.020000
Training Epoch: 15 [512/45000]	Loss: 0.8196	LR: 0.020000
Training Epoch: 15 [768/45000]	Loss: 0.8481	LR: 0.020000
Training Epoch: 15 [1024/45000]	Loss: 0.8735	LR: 0.020000
Training Epoch: 15 [1280/45000]	Loss: 0.8816	LR: 0.020000
Training Epoch: 15 [1536/45000]	Loss: 0.7972	LR: 0.020000
Training Epoch: 15 [1792/45000]	Loss: 0.8198	LR: 0.020000
Training Epoch: 15 [2048/45000]	Loss: 0.9499	LR: 0.020000
Training Epoch: 15 [2304/45000]	Loss: 0.7806	LR: 0.020000
Training Epoch: 15 [2560/45000]	Loss: 0.8096	LR: 0.020000
Training Epoch: 15 [2816/45000]	Loss: 0.7305	LR: 0.020000
Training Epoch: 15 [3072/45000]	Loss: 0.8033	LR: 0.020000
Training Epoch: 15 [3328/45000]	Loss: 0.6946	LR: 0.020000
Training Epoch: 15 [3584/45000]	Loss: 0.6692	LR: 0.020000
Training Epoch: 15 [3840/45000]	Loss: 0.7675	LR: 0.020000
Training Epoch: 15 [4096/45000]	Loss: 0.8015	LR: 0.020000
Training Epoch: 15 [4352/45000]	Loss: 0.7846	LR: 0.020000
Training Epoch: 15 [4608/45000]	Loss: 0.8156	LR: 0.020000
Training Epoch: 15 [4864/45000]	Loss: 0.8396	LR: 0.020000
Training Epoch: 15 [5120/45000]	Loss: 0.6941	LR: 0.020000
Training Epoch: 15 [5376/45000]	Loss: 0.6787	LR: 0.020000
Training Epoch: 15 [5632/45000]	Loss: 0.7449	LR: 0.020000
Training Epoch: 15 [5888/45000]	Loss: 0.6542	LR: 0.020000
Training Epoch: 15 [6144/45000]	Loss: 0.7108	LR: 0.020000
Training Epoch: 15 [6400/45000]	Loss: 0.6831	LR: 0.020000
Training Epoch: 15 [6656/45000]	Loss: 0.6366	LR: 0.020000
Training Epoch: 15 [6912/45000]	Loss: 0.7117	LR: 0.020000
Training Epoch: 15 [7168/45000]	Loss: 0.5841	LR: 0.020000
Training Epoch: 15 [7424/45000]	Loss: 0.6293	LR: 0.020000
Training Epoch: 15 [7680/45000]	Loss: 0.6463	LR: 0.020000
Training Epoch: 15 [7936/45000]	Loss: 0.7285	LR: 0.020000
Training Epoch: 15 [8192/45000]	Loss: 0.6823	LR: 0.020000
Training Epoch: 15 [8448/45000]	Loss: 0.6654	LR: 0.020000
Training Epoch: 15 [8704/45000]	Loss: 0.7025	LR: 0.020000
Training Epoch: 15 [8960/45000]	Loss: 0.6618	LR: 0.020000
Training Epoch: 15 [9216/45000]	Loss: 0.6540	LR: 0.020000
Training Epoch: 15 [9472/45000]	Loss: 0.6861	LR: 0.020000
Training Epoch: 15 [9728/45000]	Loss: 0.6185	LR: 0.020000
Training Epoch: 15 [9984/45000]	Loss: 0.8155	LR: 0.020000
Training Epoch: 15 [10240/45000]	Loss: 0.7024	LR: 0.020000
Training Epoch: 15 [10496/45000]	Loss: 0.6340	LR: 0.020000
Training Epoch: 15 [10752/45000]	Loss: 0.6405	LR: 0.020000
Training Epoch: 15 [11008/45000]	Loss: 0.7149	LR: 0.020000
Training Epoch: 15 [11264/45000]	Loss: 0.6562	LR: 0.020000
Training Epoch: 15 [11520/45000]	Loss: 0.6903	LR: 0.020000
Training Epoch: 15 [11776/45000]	Loss: 0.7969	LR: 0.020000
Training Epoch: 15 [12032/45000]	Loss: 0.7466	LR: 0.020000
Training Epoch: 15 [12288/45000]	Loss: 0.6870	LR: 0.020000
Training Epoch: 15 [12544/45000]	Loss: 0.6804	LR: 0.020000
Training Epoch: 15 [12800/45000]	Loss: 0.6451	LR: 0.020000
Training Epoch: 15 [13056/45000]	Loss: 0.7055	LR: 0.020000
Training Epoch: 15 [13312/45000]	Loss: 0.7083	LR: 0.020000
Training Epoch: 15 [13568/45000]	Loss: 0.8183	LR: 0.020000
Training Epoch: 15 [13824/45000]	Loss: 0.7001	LR: 0.020000
Training Epoch: 15 [14080/45000]	Loss: 0.5623	LR: 0.020000
Training Epoch: 15 [14336/45000]	Loss: 0.5829	LR: 0.020000
Training Epoch: 15 [14592/45000]	Loss: 0.6039	LR: 0.020000
Training Epoch: 15 [14848/45000]	Loss: 0.6288	LR: 0.020000
Training Epoch: 15 [15104/45000]	Loss: 0.6808	LR: 0.020000
Training Epoch: 15 [15360/45000]	Loss: 0.5863	LR: 0.020000
Training Epoch: 15 [15616/45000]	Loss: 0.7708	LR: 0.020000
Training Epoch: 15 [15872/45000]	Loss: 0.8064	LR: 0.020000
Training Epoch: 15 [16128/45000]	Loss: 0.6357	LR: 0.020000
Training Epoch: 15 [16384/45000]	Loss: 0.6900	LR: 0.020000
Training Epoch: 15 [16640/45000]	Loss: 0.6365	LR: 0.020000
Training Epoch: 15 [16896/45000]	Loss: 0.7174	LR: 0.020000
Training Epoch: 15 [17152/45000]	Loss: 0.7044	LR: 0.020000
Training Epoch: 15 [17408/45000]	Loss: 0.8094	LR: 0.020000
Training Epoch: 15 [17664/45000]	Loss: 0.6741	LR: 0.020000
Training Epoch: 15 [17920/45000]	Loss: 0.6936	LR: 0.020000
Training Epoch: 15 [18176/45000]	Loss: 0.7056	LR: 0.020000
Training Epoch: 15 [18432/45000]	Loss: 0.7856	LR: 0.020000
Training Epoch: 15 [18688/45000]	Loss: 0.7920	LR: 0.020000
Training Epoch: 15 [18944/45000]	Loss: 0.7300	LR: 0.020000
Training Epoch: 15 [19200/45000]	Loss: 0.6577	LR: 0.020000
Training Epoch: 15 [19456/45000]	Loss: 0.6596	LR: 0.020000
Training Epoch: 15 [19712/45000]	Loss: 0.7137	LR: 0.020000
Training Epoch: 15 [19968/45000]	Loss: 0.6878	LR: 0.020000
Training Epoch: 15 [20224/45000]	Loss: 0.5642	LR: 0.020000
Training Epoch: 15 [20480/45000]	Loss: 0.6058	LR: 0.020000
Training Epoch: 15 [20736/45000]	Loss: 0.6542	LR: 0.020000
Training Epoch: 15 [20992/45000]	Loss: 0.5765	LR: 0.020000
Training Epoch: 15 [21248/45000]	Loss: 0.5279	LR: 0.020000
Training Epoch: 15 [21504/45000]	Loss: 0.6453	LR: 0.020000
Training Epoch: 15 [21760/45000]	Loss: 0.6416	LR: 0.020000
Training Epoch: 15 [22016/45000]	Loss: 0.5556	LR: 0.020000
Training Epoch: 15 [22272/45000]	Loss: 0.7511	LR: 0.020000
Training Epoch: 15 [22528/45000]	Loss: 0.6145	LR: 0.020000
Training Epoch: 15 [22784/45000]	Loss: 0.5475	LR: 0.020000
Training Epoch: 15 [23040/45000]	Loss: 0.6161	LR: 0.020000
Training Epoch: 15 [23296/45000]	Loss: 0.6958	LR: 0.020000
Training Epoch: 15 [23552/45000]	Loss: 0.5841	LR: 0.020000
Training Epoch: 15 [23808/45000]	Loss: 0.8060	LR: 0.020000
Training Epoch: 15 [24064/45000]	Loss: 0.5548	LR: 0.020000
Training Epoch: 15 [24320/45000]	Loss: 0.7533	LR: 0.020000
Training Epoch: 15 [24576/45000]	Loss: 0.7331	LR: 0.020000
Training Epoch: 15 [24832/45000]	Loss: 0.6037	LR: 0.020000
Training Epoch: 15 [25088/45000]	Loss: 0.6833	LR: 0.020000
Training Epoch: 15 [25344/45000]	Loss: 0.6172	LR: 0.020000
Training Epoch: 15 [25600/45000]	Loss: 0.6841	LR: 0.020000
Training Epoch: 15 [25856/45000]	Loss: 0.6054	LR: 0.020000
Training Epoch: 15 [26112/45000]	Loss: 0.5538	LR: 0.020000
Training Epoch: 15 [26368/45000]	Loss: 0.6865	LR: 0.020000
Training Epoch: 15 [26624/45000]	Loss: 0.5900	LR: 0.020000
Training Epoch: 15 [26880/45000]	Loss: 0.7397	LR: 0.020000
Training Epoch: 15 [27136/45000]	Loss: 0.6534	LR: 0.020000
Training Epoch: 15 [27392/45000]	Loss: 0.6637	LR: 0.020000
Training Epoch: 15 [27648/45000]	Loss: 0.7967	LR: 0.020000
Training Epoch: 15 [27904/45000]	Loss: 0.6187	LR: 0.020000
Training Epoch: 15 [28160/45000]	Loss: 0.6312	LR: 0.020000
Training Epoch: 15 [28416/45000]	Loss: 0.8477	LR: 0.020000
Training Epoch: 15 [28672/45000]	Loss: 0.5950	LR: 0.020000
Training Epoch: 15 [28928/45000]	Loss: 0.6945	LR: 0.020000
Training Epoch: 15 [29184/45000]	Loss: 0.6724	LR: 0.020000
Training Epoch: 15 [29440/45000]	Loss: 0.5754	LR: 0.020000
Training Epoch: 15 [29696/45000]	Loss: 0.7651	LR: 0.020000
Training Epoch: 15 [29952/45000]	Loss: 0.6867	LR: 0.020000
Training Epoch: 15 [30208/45000]	Loss: 0.6744	LR: 0.020000
Training Epoch: 15 [30464/45000]	Loss: 0.7534	LR: 0.020000
Training Epoch: 15 [30720/45000]	Loss: 0.7267	LR: 0.020000
Training Epoch: 15 [30976/45000]	Loss: 0.5997	LR: 0.020000
Training Epoch: 15 [31232/45000]	Loss: 0.6019	LR: 0.020000
Training Epoch: 15 [31488/45000]	Loss: 0.5564	LR: 0.020000
Training Epoch: 15 [31744/45000]	Loss: 0.5962	LR: 0.020000
Training Epoch: 15 [32000/45000]	Loss: 0.6536	LR: 0.020000
Training Epoch: 15 [32256/45000]	Loss: 0.7115	LR: 0.020000
Training Epoch: 15 [32512/45000]	Loss: 0.5902	LR: 0.020000
Training Epoch: 15 [32768/45000]	Loss: 0.5525	LR: 0.020000
Training Epoch: 15 [33024/45000]	Loss: 0.6491	LR: 0.020000
Training Epoch: 15 [33280/45000]	Loss: 0.6127	LR: 0.020000
Training Epoch: 15 [33536/45000]	Loss: 0.7081	LR: 0.020000
Training Epoch: 15 [33792/45000]	Loss: 0.7028	LR: 0.020000
Training Epoch: 15 [34048/45000]	Loss: 0.6058	LR: 0.020000
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Training Epoch: 15 [44288/45000]	Loss: 0.5245	LR: 0.020000
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Training Epoch: 15 [44800/45000]	Loss: 0.7100	LR: 0.020000
Training Epoch: 15 [45000/45000]	Loss: 0.6598	LR: 0.020000
Epoch 15 - Average Train Loss: 0.6795, Train Accuracy: 0.7806
Epoch 15 training time consumed: 26.97s
Evaluating Network.....
Test set: Epoch: 15, Average loss: 0.0030, Accuracy: 0.7609, Time consumed:0.88s
Saving weights file to checkpoint/retrain/ResNet18/Sunday_13_July_2025_15h_47m_26s/ResNet18-Cifar20-seed1-ret100-15-best.pth
Training Epoch: 16 [256/45000]	Loss: 0.5671	LR: 0.020000
Training Epoch: 16 [512/45000]	Loss: 0.4931	LR: 0.020000
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Training Epoch: 16 [43520/45000]	Loss: 0.5040	LR: 0.020000
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Training Epoch: 16 [44800/45000]	Loss: 0.5911	LR: 0.020000
Training Epoch: 16 [45000/45000]	Loss: 0.4629	LR: 0.020000
Epoch 16 - Average Train Loss: 0.5931, Train Accuracy: 0.8072
Epoch 16 training time consumed: 27.11s
Evaluating Network.....
Test set: Epoch: 16, Average loss: 0.0029, Accuracy: 0.7634, Time consumed:0.90s
Saving weights file to checkpoint/retrain/ResNet18/Sunday_13_July_2025_15h_47m_26s/ResNet18-Cifar20-seed1-ret100-16-best.pth
Training Epoch: 17 [256/45000]	Loss: 0.6122	LR: 0.020000
Training Epoch: 17 [512/45000]	Loss: 0.5071	LR: 0.020000
Training Epoch: 17 [768/45000]	Loss: 0.4795	LR: 0.020000
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Training Epoch: 17 [1536/45000]	Loss: 0.5699	LR: 0.020000
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Training Epoch: 17 [45000/45000]	Loss: 0.6298	LR: 0.020000
Epoch 17 - Average Train Loss: 0.5543, Train Accuracy: 0.8182
Epoch 17 training time consumed: 27.04s
Evaluating Network.....
Test set: Epoch: 17, Average loss: 0.0029, Accuracy: 0.7694, Time consumed:0.88s
Saving weights file to checkpoint/retrain/ResNet18/Sunday_13_July_2025_15h_47m_26s/ResNet18-Cifar20-seed1-ret100-17-best.pth
Training Epoch: 18 [256/45000]	Loss: 0.4973	LR: 0.020000
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Training Epoch: 18 [43776/45000]	Loss: 0.4521	LR: 0.020000
Training Epoch: 18 [44032/45000]	Loss: 0.3928	LR: 0.020000
Training Epoch: 18 [44288/45000]	Loss: 0.5610	LR: 0.020000
Training Epoch: 18 [44544/45000]	Loss: 0.7161	LR: 0.020000
Training Epoch: 18 [44800/45000]	Loss: 0.4854	LR: 0.020000
Training Epoch: 18 [45000/45000]	Loss: 0.4287	LR: 0.020000
Epoch 18 - Average Train Loss: 0.5230, Train Accuracy: 0.8288
Epoch 18 training time consumed: 26.91s
Evaluating Network.....
Test set: Epoch: 18, Average loss: 0.0029, Accuracy: 0.7735, Time consumed:0.88s
Saving weights file to checkpoint/retrain/ResNet18/Sunday_13_July_2025_15h_47m_26s/ResNet18-Cifar20-seed1-ret100-18-best.pth
Training Epoch: 19 [256/45000]	Loss: 0.4933	LR: 0.020000
Training Epoch: 19 [512/45000]	Loss: 0.4641	LR: 0.020000
Training Epoch: 19 [768/45000]	Loss: 0.4722	LR: 0.020000
Training Epoch: 19 [1024/45000]	Loss: 0.4475	LR: 0.020000
Training Epoch: 19 [1280/45000]	Loss: 0.5585	LR: 0.020000
Training Epoch: 19 [1536/45000]	Loss: 0.4503	LR: 0.020000
Training Epoch: 19 [1792/45000]	Loss: 0.3824	LR: 0.020000
Training Epoch: 19 [2048/45000]	Loss: 0.4219	LR: 0.020000
Training Epoch: 19 [2304/45000]	Loss: 0.5935	LR: 0.020000
Training Epoch: 19 [2560/45000]	Loss: 0.5062	LR: 0.020000
Training Epoch: 19 [2816/45000]	Loss: 0.5104	LR: 0.020000
Training Epoch: 19 [3072/45000]	Loss: 0.5692	LR: 0.020000
Training Epoch: 19 [3328/45000]	Loss: 0.5136	LR: 0.020000
Training Epoch: 19 [3584/45000]	Loss: 0.6013	LR: 0.020000
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Training Epoch: 19 [4096/45000]	Loss: 0.4882	LR: 0.020000
Training Epoch: 19 [4352/45000]	Loss: 0.4189	LR: 0.020000
Training Epoch: 19 [4608/45000]	Loss: 0.3667	LR: 0.020000
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Training Epoch: 19 [7168/45000]	Loss: 0.4906	LR: 0.020000
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Training Epoch: 19 [7680/45000]	Loss: 0.4892	LR: 0.020000
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Training Epoch: 19 [9984/45000]	Loss: 0.4154	LR: 0.020000
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Training Epoch: 19 [13312/45000]	Loss: 0.4369	LR: 0.020000
Training Epoch: 19 [13568/45000]	Loss: 0.3738	LR: 0.020000
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Training Epoch: 19 [15616/45000]	Loss: 0.5216	LR: 0.020000
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Training Epoch: 19 [16896/45000]	Loss: 0.6515	LR: 0.020000
Training Epoch: 19 [17152/45000]	Loss: 0.3541	LR: 0.020000
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Training Epoch: 19 [19456/45000]	Loss: 0.4928	LR: 0.020000
Training Epoch: 19 [19712/45000]	Loss: 0.4299	LR: 0.020000
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Training Epoch: 19 [20224/45000]	Loss: 0.4755	LR: 0.020000
Training Epoch: 19 [20480/45000]	Loss: 0.4792	LR: 0.020000
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Training Epoch: 19 [22016/45000]	Loss: 0.4624	LR: 0.020000
Training Epoch: 19 [22272/45000]	Loss: 0.4857	LR: 0.020000
Training Epoch: 19 [22528/45000]	Loss: 0.4938	LR: 0.020000
Training Epoch: 19 [22784/45000]	Loss: 0.5008	LR: 0.020000
Training Epoch: 19 [23040/45000]	Loss: 0.5595	LR: 0.020000
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Training Epoch: 19 [26112/45000]	Loss: 0.5337	LR: 0.020000
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Training Epoch: 19 [27904/45000]	Loss: 0.4220	LR: 0.020000
Training Epoch: 19 [28160/45000]	Loss: 0.5020	LR: 0.020000
Training Epoch: 19 [28416/45000]	Loss: 0.5133	LR: 0.020000
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Training Epoch: 19 [28928/45000]	Loss: 0.6431	LR: 0.020000
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Training Epoch: 19 [29440/45000]	Loss: 0.5357	LR: 0.020000
Training Epoch: 19 [29696/45000]	Loss: 0.4884	LR: 0.020000
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Training Epoch: 19 [30720/45000]	Loss: 0.4189	LR: 0.020000
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Training Epoch: 19 [37376/45000]	Loss: 0.5502	LR: 0.020000
Training Epoch: 19 [37632/45000]	Loss: 0.4526	LR: 0.020000
Training Epoch: 19 [37888/45000]	Loss: 0.5235	LR: 0.020000
Training Epoch: 19 [38144/45000]	Loss: 0.4993	LR: 0.020000
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Training Epoch: 19 [38656/45000]	Loss: 0.5025	LR: 0.020000
Training Epoch: 19 [38912/45000]	Loss: 0.5946	LR: 0.020000
Training Epoch: 19 [39168/45000]	Loss: 0.4507	LR: 0.020000
Training Epoch: 19 [39424/45000]	Loss: 0.5300	LR: 0.020000
Training Epoch: 19 [39680/45000]	Loss: 0.5563	LR: 0.020000
Training Epoch: 19 [39936/45000]	Loss: 0.4851	LR: 0.020000
Training Epoch: 19 [40192/45000]	Loss: 0.5200	LR: 0.020000
Training Epoch: 19 [40448/45000]	Loss: 0.4278	LR: 0.020000
Training Epoch: 19 [40704/45000]	Loss: 0.5551	LR: 0.020000
Training Epoch: 19 [40960/45000]	Loss: 0.5125	LR: 0.020000
Training Epoch: 19 [41216/45000]	Loss: 0.5878	LR: 0.020000
Training Epoch: 19 [41472/45000]	Loss: 0.5464	LR: 0.020000
Training Epoch: 19 [41728/45000]	Loss: 0.5024	LR: 0.020000
Training Epoch: 19 [41984/45000]	Loss: 0.5944	LR: 0.020000
Training Epoch: 19 [42240/45000]	Loss: 0.5184	LR: 0.020000
Training Epoch: 19 [42496/45000]	Loss: 0.4161	LR: 0.020000
Training Epoch: 19 [42752/45000]	Loss: 0.5372	LR: 0.020000
Training Epoch: 19 [43008/45000]	Loss: 0.4623	LR: 0.020000
Training Epoch: 19 [43264/45000]	Loss: 0.3782	LR: 0.020000
Training Epoch: 19 [43520/45000]	Loss: 0.4974	LR: 0.020000
Training Epoch: 19 [43776/45000]	Loss: 0.5362	LR: 0.020000
Training Epoch: 19 [44032/45000]	Loss: 0.5862	LR: 0.020000
Training Epoch: 19 [44288/45000]	Loss: 0.5196	LR: 0.020000
Training Epoch: 19 [44544/45000]	Loss: 0.4384	LR: 0.020000
Training Epoch: 19 [44800/45000]	Loss: 0.4175	LR: 0.020000
Training Epoch: 19 [45000/45000]	Loss: 0.4080	LR: 0.020000
Epoch 19 - Average Train Loss: 0.4947, Train Accuracy: 0.8377
Epoch 19 training time consumed: 26.99s
Evaluating Network.....
Test set: Epoch: 19, Average loss: 0.0030, Accuracy: 0.7679, Time consumed:0.88s
Training Epoch: 20 [256/45000]	Loss: 0.3959	LR: 0.020000
Training Epoch: 20 [512/45000]	Loss: 0.3706	LR: 0.020000
Training Epoch: 20 [768/45000]	Loss: 0.4391	LR: 0.020000
Training Epoch: 20 [1024/45000]	Loss: 0.4235	LR: 0.020000
Training Epoch: 20 [1280/45000]	Loss: 0.4527	LR: 0.020000
Training Epoch: 20 [1536/45000]	Loss: 0.5020	LR: 0.020000
Training Epoch: 20 [1792/45000]	Loss: 0.5422	LR: 0.020000
Training Epoch: 20 [2048/45000]	Loss: 0.3968	LR: 0.020000
Training Epoch: 20 [2304/45000]	Loss: 0.3941	LR: 0.020000
Training Epoch: 20 [2560/45000]	Loss: 0.4385	LR: 0.020000
Training Epoch: 20 [2816/45000]	Loss: 0.4926	LR: 0.020000
Training Epoch: 20 [3072/45000]	Loss: 0.5376	LR: 0.020000
Training Epoch: 20 [3328/45000]	Loss: 0.4564	LR: 0.020000
Training Epoch: 20 [3584/45000]	Loss: 0.3815	LR: 0.020000
Training Epoch: 20 [3840/45000]	Loss: 0.4211	LR: 0.020000
Training Epoch: 20 [4096/45000]	Loss: 0.4274	LR: 0.020000
Training Epoch: 20 [4352/45000]	Loss: 0.5095	LR: 0.020000
Training Epoch: 20 [4608/45000]	Loss: 0.4561	LR: 0.020000
Training Epoch: 20 [4864/45000]	Loss: 0.4901	LR: 0.020000
Training Epoch: 20 [5120/45000]	Loss: 0.5316	LR: 0.020000
Training Epoch: 20 [5376/45000]	Loss: 0.4317	LR: 0.020000
Training Epoch: 20 [5632/45000]	Loss: 0.5232	LR: 0.020000
Training Epoch: 20 [5888/45000]	Loss: 0.4613	LR: 0.020000
Training Epoch: 20 [6144/45000]	Loss: 0.4369	LR: 0.020000
Training Epoch: 20 [6400/45000]	Loss: 0.4718	LR: 0.020000
Training Epoch: 20 [6656/45000]	Loss: 0.5564	LR: 0.020000
Training Epoch: 20 [6912/45000]	Loss: 0.5220	LR: 0.020000
Training Epoch: 20 [7168/45000]	Loss: 0.4236	LR: 0.020000
Training Epoch: 20 [7424/45000]	Loss: 0.5298	LR: 0.020000
Training Epoch: 20 [7680/45000]	Loss: 0.4902	LR: 0.020000
Training Epoch: 20 [7936/45000]	Loss: 0.4635	LR: 0.020000
Training Epoch: 20 [8192/45000]	Loss: 0.4311	LR: 0.020000
Training Epoch: 20 [8448/45000]	Loss: 0.4427	LR: 0.020000
Training Epoch: 20 [8704/45000]	Loss: 0.4861	LR: 0.020000
Training Epoch: 20 [8960/45000]	Loss: 0.4635	LR: 0.020000
Training Epoch: 20 [9216/45000]	Loss: 0.4814	LR: 0.020000
Training Epoch: 20 [9472/45000]	Loss: 0.4363	LR: 0.020000
Training Epoch: 20 [9728/45000]	Loss: 0.4364	LR: 0.020000
Training Epoch: 20 [9984/45000]	Loss: 0.3826	LR: 0.020000
Training Epoch: 20 [10240/45000]	Loss: 0.3698	LR: 0.020000
Training Epoch: 20 [10496/45000]	Loss: 0.4286	LR: 0.020000
Training Epoch: 20 [10752/45000]	Loss: 0.3562	LR: 0.020000
Training Epoch: 20 [11008/45000]	Loss: 0.4661	LR: 0.020000
Training Epoch: 20 [11264/45000]	Loss: 0.5681	LR: 0.020000
Training Epoch: 20 [11520/45000]	Loss: 0.4394	LR: 0.020000
Training Epoch: 20 [11776/45000]	Loss: 0.4617	LR: 0.020000
Training Epoch: 20 [12032/45000]	Loss: 0.5198	LR: 0.020000
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Training Epoch: 20 [15616/45000]	Loss: 0.4573	LR: 0.020000
Training Epoch: 20 [15872/45000]	Loss: 0.4545	LR: 0.020000
Training Epoch: 20 [16128/45000]	Loss: 0.5799	LR: 0.020000
Training Epoch: 20 [16384/45000]	Loss: 0.5870	LR: 0.020000
Training Epoch: 20 [16640/45000]	Loss: 0.4807	LR: 0.020000
Training Epoch: 20 [16896/45000]	Loss: 0.5100	LR: 0.020000
Training Epoch: 20 [17152/45000]	Loss: 0.4519	LR: 0.020000
Training Epoch: 20 [17408/45000]	Loss: 0.5067	LR: 0.020000
Training Epoch: 20 [17664/45000]	Loss: 0.4138	LR: 0.020000
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Training Epoch: 20 [18176/45000]	Loss: 0.4689	LR: 0.020000
Training Epoch: 20 [18432/45000]	Loss: 0.4938	LR: 0.020000
Training Epoch: 20 [18688/45000]	Loss: 0.4715	LR: 0.020000
Training Epoch: 20 [18944/45000]	Loss: 0.4931	LR: 0.020000
Training Epoch: 20 [19200/45000]	Loss: 0.4843	LR: 0.020000
Training Epoch: 20 [19456/45000]	Loss: 0.4467	LR: 0.020000
Training Epoch: 20 [19712/45000]	Loss: 0.5471	LR: 0.020000
Training Epoch: 20 [19968/45000]	Loss: 0.4744	LR: 0.020000
Training Epoch: 20 [20224/45000]	Loss: 0.4365	LR: 0.020000
Training Epoch: 20 [20480/45000]	Loss: 0.4984	LR: 0.020000
Training Epoch: 20 [20736/45000]	Loss: 0.5006	LR: 0.020000
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Training Epoch: 20 [21248/45000]	Loss: 0.4582	LR: 0.020000
Training Epoch: 20 [21504/45000]	Loss: 0.4472	LR: 0.020000
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Training Epoch: 20 [22016/45000]	Loss: 0.4616	LR: 0.020000
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Training Epoch: 20 [22528/45000]	Loss: 0.4257	LR: 0.020000
Training Epoch: 20 [22784/45000]	Loss: 0.4868	LR: 0.020000
Training Epoch: 20 [23040/45000]	Loss: 0.4663	LR: 0.020000
Training Epoch: 20 [23296/45000]	Loss: 0.5175	LR: 0.020000
Training Epoch: 20 [23552/45000]	Loss: 0.4717	LR: 0.020000
Training Epoch: 20 [23808/45000]	Loss: 0.4429	LR: 0.020000
Training Epoch: 20 [24064/45000]	Loss: 0.5167	LR: 0.020000
Training Epoch: 20 [24320/45000]	Loss: 0.4394	LR: 0.020000
Training Epoch: 20 [24576/45000]	Loss: 0.4515	LR: 0.020000
Training Epoch: 20 [24832/45000]	Loss: 0.5352	LR: 0.020000
Training Epoch: 20 [25088/45000]	Loss: 0.4763	LR: 0.020000
Training Epoch: 20 [25344/45000]	Loss: 0.4296	LR: 0.020000
Training Epoch: 20 [25600/45000]	Loss: 0.4602	LR: 0.020000
Training Epoch: 20 [25856/45000]	Loss: 0.3911	LR: 0.020000
Training Epoch: 20 [26112/45000]	Loss: 0.4375	LR: 0.020000
Training Epoch: 20 [26368/45000]	Loss: 0.4542	LR: 0.020000
Training Epoch: 20 [26624/45000]	Loss: 0.5375	LR: 0.020000
Training Epoch: 20 [26880/45000]	Loss: 0.5269	LR: 0.020000
Training Epoch: 20 [27136/45000]	Loss: 0.4880	LR: 0.020000
Training Epoch: 20 [27392/45000]	Loss: 0.5844	LR: 0.020000
Training Epoch: 20 [27648/45000]	Loss: 0.5596	LR: 0.020000
Training Epoch: 20 [27904/45000]	Loss: 0.5408	LR: 0.020000
Training Epoch: 20 [28160/45000]	Loss: 0.4899	LR: 0.020000
Training Epoch: 20 [28416/45000]	Loss: 0.5044	LR: 0.020000
Training Epoch: 20 [28672/45000]	Loss: 0.5610	LR: 0.020000
Training Epoch: 20 [28928/45000]	Loss: 0.4679	LR: 0.020000
Training Epoch: 20 [29184/45000]	Loss: 0.5534	LR: 0.020000
Training Epoch: 20 [29440/45000]	Loss: 0.3945	LR: 0.020000
Training Epoch: 20 [29696/45000]	Loss: 0.5239	LR: 0.020000
Training Epoch: 20 [29952/45000]	Loss: 0.6085	LR: 0.020000
Training Epoch: 20 [30208/45000]	Loss: 0.5139	LR: 0.020000
Training Epoch: 20 [30464/45000]	Loss: 0.3856	LR: 0.020000
Training Epoch: 20 [30720/45000]	Loss: 0.5075	LR: 0.020000
Training Epoch: 20 [30976/45000]	Loss: 0.6533	LR: 0.020000
Training Epoch: 20 [31232/45000]	Loss: 0.3847	LR: 0.020000
Training Epoch: 20 [31488/45000]	Loss: 0.5408	LR: 0.020000
Training Epoch: 20 [31744/45000]	Loss: 0.4525	LR: 0.020000
Training Epoch: 20 [32000/45000]	Loss: 0.4684	LR: 0.020000
Training Epoch: 20 [32256/45000]	Loss: 0.5333	LR: 0.020000
Training Epoch: 20 [32512/45000]	Loss: 0.5636	LR: 0.020000
Training Epoch: 20 [32768/45000]	Loss: 0.5206	LR: 0.020000
Training Epoch: 20 [33024/45000]	Loss: 0.5375	LR: 0.020000
Training Epoch: 20 [33280/45000]	Loss: 0.4551	LR: 0.020000
Training Epoch: 20 [33536/45000]	Loss: 0.6728	LR: 0.020000
Training Epoch: 20 [33792/45000]	Loss: 0.4470	LR: 0.020000
Training Epoch: 20 [34048/45000]	Loss: 0.4737	LR: 0.020000
Training Epoch: 20 [34304/45000]	Loss: 0.5165	LR: 0.020000
Training Epoch: 20 [34560/45000]	Loss: 0.4702	LR: 0.020000
Training Epoch: 20 [34816/45000]	Loss: 0.5141	LR: 0.020000
Training Epoch: 20 [35072/45000]	Loss: 0.5137	LR: 0.020000
Training Epoch: 20 [35328/45000]	Loss: 0.3676	LR: 0.020000
Training Epoch: 20 [35584/45000]	Loss: 0.4950	LR: 0.020000
Training Epoch: 20 [35840/45000]	Loss: 0.4302	LR: 0.020000
Training Epoch: 20 [36096/45000]	Loss: 0.5143	LR: 0.020000
Training Epoch: 20 [36352/45000]	Loss: 0.4386	LR: 0.020000
Training Epoch: 20 [36608/45000]	Loss: 0.5914	LR: 0.020000
Training Epoch: 20 [36864/45000]	Loss: 0.4578	LR: 0.020000
Training Epoch: 20 [37120/45000]	Loss: 0.4385	LR: 0.020000
Training Epoch: 20 [37376/45000]	Loss: 0.4863	LR: 0.020000
Training Epoch: 20 [37632/45000]	Loss: 0.6295	LR: 0.020000
Training Epoch: 20 [37888/45000]	Loss: 0.5822	LR: 0.020000
Training Epoch: 20 [38144/45000]	Loss: 0.4880	LR: 0.020000
Training Epoch: 20 [38400/45000]	Loss: 0.4434	LR: 0.020000
Training Epoch: 20 [38656/45000]	Loss: 0.4770	LR: 0.020000
Training Epoch: 20 [38912/45000]	Loss: 0.4177	LR: 0.020000
Training Epoch: 20 [39168/45000]	Loss: 0.4529	LR: 0.020000
Training Epoch: 20 [39424/45000]	Loss: 0.3964	LR: 0.020000
Training Epoch: 20 [39680/45000]	Loss: 0.4785	LR: 0.020000
Training Epoch: 20 [39936/45000]	Loss: 0.5042	LR: 0.020000
Training Epoch: 20 [40192/45000]	Loss: 0.5541	LR: 0.020000
Training Epoch: 20 [40448/45000]	Loss: 0.4637	LR: 0.020000
Training Epoch: 20 [40704/45000]	Loss: 0.4699	LR: 0.020000
Training Epoch: 20 [40960/45000]	Loss: 0.4923	LR: 0.020000
Training Epoch: 20 [41216/45000]	Loss: 0.5718	LR: 0.020000
Training Epoch: 20 [41472/45000]	Loss: 0.5278	LR: 0.020000
Training Epoch: 20 [41728/45000]	Loss: 0.4789	LR: 0.020000
Training Epoch: 20 [41984/45000]	Loss: 0.5347	LR: 0.020000
Training Epoch: 20 [42240/45000]	Loss: 0.5488	LR: 0.020000
Training Epoch: 20 [42496/45000]	Loss: 0.5551	LR: 0.020000
Training Epoch: 20 [42752/45000]	Loss: 0.4746	LR: 0.020000
Training Epoch: 20 [43008/45000]	Loss: 0.3971	LR: 0.020000
Training Epoch: 20 [43264/45000]	Loss: 0.6016	LR: 0.020000
Training Epoch: 20 [43520/45000]	Loss: 0.4788	LR: 0.020000
Training Epoch: 20 [43776/45000]	Loss: 0.5240	LR: 0.020000
Training Epoch: 20 [44032/45000]	Loss: 0.5393	LR: 0.020000
Training Epoch: 20 [44288/45000]	Loss: 0.4997	LR: 0.020000
Training Epoch: 20 [44544/45000]	Loss: 0.4370	LR: 0.020000
Training Epoch: 20 [44800/45000]	Loss: 0.5372	LR: 0.020000
Training Epoch: 20 [45000/45000]	Loss: 0.4514	LR: 0.020000
Epoch 20 - Average Train Loss: 0.4825, Train Accuracy: 0.8403
Epoch 20 training time consumed: 27.49s
Evaluating Network.....
Test set: Epoch: 20, Average loss: 0.0030, Accuracy: 0.7720, Time consumed:0.94s
Training Epoch: 21 [256/45000]	Loss: 0.5055	LR: 0.020000
Training Epoch: 21 [512/45000]	Loss: 0.4590	LR: 0.020000
Training Epoch: 21 [768/45000]	Loss: 0.4129	LR: 0.020000
Training Epoch: 21 [1024/45000]	Loss: 0.4291	LR: 0.020000
Training Epoch: 21 [1280/45000]	Loss: 0.4476	LR: 0.020000
Training Epoch: 21 [1536/45000]	Loss: 0.4002	LR: 0.020000
Training Epoch: 21 [1792/45000]	Loss: 0.3720	LR: 0.020000
Training Epoch: 21 [2048/45000]	Loss: 0.4777	LR: 0.020000
Training Epoch: 21 [2304/45000]	Loss: 0.4728	LR: 0.020000
Training Epoch: 21 [2560/45000]	Loss: 0.3674	LR: 0.020000
Training Epoch: 21 [2816/45000]	Loss: 0.4664	LR: 0.020000
Training Epoch: 21 [3072/45000]	Loss: 0.4779	LR: 0.020000
Training Epoch: 21 [3328/45000]	Loss: 0.4180	LR: 0.020000
Training Epoch: 21 [3584/45000]	Loss: 0.4269	LR: 0.020000
Training Epoch: 21 [3840/45000]	Loss: 0.4659	LR: 0.020000
Training Epoch: 21 [4096/45000]	Loss: 0.5154	LR: 0.020000
Training Epoch: 21 [4352/45000]	Loss: 0.4042	LR: 0.020000
Training Epoch: 21 [4608/45000]	Loss: 0.3401	LR: 0.020000
Training Epoch: 21 [4864/45000]	Loss: 0.3676	LR: 0.020000
Training Epoch: 21 [5120/45000]	Loss: 0.4476	LR: 0.020000
Training Epoch: 21 [5376/45000]	Loss: 0.4753	LR: 0.020000
Training Epoch: 21 [5632/45000]	Loss: 0.4423	LR: 0.020000
Training Epoch: 21 [5888/45000]	Loss: 0.5175	LR: 0.020000
Training Epoch: 21 [6144/45000]	Loss: 0.4124	LR: 0.020000
Training Epoch: 21 [6400/45000]	Loss: 0.3621	LR: 0.020000
Training Epoch: 21 [6656/45000]	Loss: 0.4850	LR: 0.020000
Training Epoch: 21 [6912/45000]	Loss: 0.5083	LR: 0.020000
Training Epoch: 21 [7168/45000]	Loss: 0.4130	LR: 0.020000
Training Epoch: 21 [7424/45000]	Loss: 0.4196	LR: 0.020000
Training Epoch: 21 [7680/45000]	Loss: 0.5125	LR: 0.020000
Training Epoch: 21 [7936/45000]	Loss: 0.5448	LR: 0.020000
Training Epoch: 21 [8192/45000]	Loss: 0.4303	LR: 0.020000
Training Epoch: 21 [8448/45000]	Loss: 0.4529	LR: 0.020000
Training Epoch: 21 [8704/45000]	Loss: 0.4277	LR: 0.020000
Training Epoch: 21 [8960/45000]	Loss: 0.4240	LR: 0.020000
Training Epoch: 21 [9216/45000]	Loss: 0.3517	LR: 0.020000
Training Epoch: 21 [9472/45000]	Loss: 0.4709	LR: 0.020000
Training Epoch: 21 [9728/45000]	Loss: 0.4823	LR: 0.020000
Training Epoch: 21 [9984/45000]	Loss: 0.4027	LR: 0.020000
Training Epoch: 21 [10240/45000]	Loss: 0.4822	LR: 0.020000
Training Epoch: 21 [10496/45000]	Loss: 0.4389	LR: 0.020000
Training Epoch: 21 [10752/45000]	Loss: 0.5361	LR: 0.020000
Training Epoch: 21 [11008/45000]	Loss: 0.5127	LR: 0.020000
Training Epoch: 21 [11264/45000]	Loss: 0.4202	LR: 0.020000
Training Epoch: 21 [11520/45000]	Loss: 0.3673	LR: 0.020000
Training Epoch: 21 [11776/45000]	Loss: 0.4032	LR: 0.020000
Training Epoch: 21 [12032/45000]	Loss: 0.4818	LR: 0.020000
Training Epoch: 21 [12288/45000]	Loss: 0.4063	LR: 0.020000
Training Epoch: 21 [12544/45000]	Loss: 0.4910	LR: 0.020000
Training Epoch: 21 [12800/45000]	Loss: 0.4511	LR: 0.020000
Training Epoch: 21 [13056/45000]	Loss: 0.3827	LR: 0.020000
Training Epoch: 21 [13312/45000]	Loss: 0.4587	LR: 0.020000
Training Epoch: 21 [13568/45000]	Loss: 0.3495	LR: 0.020000
Training Epoch: 21 [13824/45000]	Loss: 0.3996	LR: 0.020000
Training Epoch: 21 [14080/45000]	Loss: 0.4101	LR: 0.020000
Training Epoch: 21 [14336/45000]	Loss: 0.4476	LR: 0.020000
Training Epoch: 21 [14592/45000]	Loss: 0.4159	LR: 0.020000
Training Epoch: 21 [14848/45000]	Loss: 0.4561	LR: 0.020000
Training Epoch: 21 [15104/45000]	Loss: 0.4720	LR: 0.020000
Training Epoch: 21 [15360/45000]	Loss: 0.4446	LR: 0.020000
Training Epoch: 21 [15616/45000]	Loss: 0.4127	LR: 0.020000
Training Epoch: 21 [15872/45000]	Loss: 0.4890	LR: 0.020000
Training Epoch: 21 [16128/45000]	Loss: 0.5199	LR: 0.020000
Training Epoch: 21 [16384/45000]	Loss: 0.5320	LR: 0.020000
Training Epoch: 21 [16640/45000]	Loss: 0.4769	LR: 0.020000
Training Epoch: 21 [16896/45000]	Loss: 0.4146	LR: 0.020000
Training Epoch: 21 [17152/45000]	Loss: 0.4303	LR: 0.020000
Training Epoch: 21 [17408/45000]	Loss: 0.4407	LR: 0.020000
Training Epoch: 21 [17664/45000]	Loss: 0.5632	LR: 0.020000
Training Epoch: 21 [17920/45000]	Loss: 0.4066	LR: 0.020000
Training Epoch: 21 [18176/45000]	Loss: 0.5132	LR: 0.020000
Training Epoch: 21 [18432/45000]	Loss: 0.5408	LR: 0.020000
Training Epoch: 21 [18688/45000]	Loss: 0.4805	LR: 0.020000
Training Epoch: 21 [18944/45000]	Loss: 0.4672	LR: 0.020000
Training Epoch: 21 [19200/45000]	Loss: 0.4556	LR: 0.020000
Training Epoch: 21 [19456/45000]	Loss: 0.3984	LR: 0.020000
Training Epoch: 21 [19712/45000]	Loss: 0.5276	LR: 0.020000
Training Epoch: 21 [19968/45000]	Loss: 0.3977	LR: 0.020000
Training Epoch: 21 [20224/45000]	Loss: 0.4929	LR: 0.020000
Training Epoch: 21 [20480/45000]	Loss: 0.4208	LR: 0.020000
Training Epoch: 21 [20736/45000]	Loss: 0.4513	LR: 0.020000
Training Epoch: 21 [20992/45000]	Loss: 0.3624	LR: 0.020000
Training Epoch: 21 [21248/45000]	Loss: 0.4817	LR: 0.020000
Training Epoch: 21 [21504/45000]	Loss: 0.5153	LR: 0.020000
Training Epoch: 21 [21760/45000]	Loss: 0.3800	LR: 0.020000
Training Epoch: 21 [22016/45000]	Loss: 0.4564	LR: 0.020000
Training Epoch: 21 [22272/45000]	Loss: 0.5194	LR: 0.020000
Training Epoch: 21 [22528/45000]	Loss: 0.4722	LR: 0.020000
Training Epoch: 21 [22784/45000]	Loss: 0.5808	LR: 0.020000
Training Epoch: 21 [23040/45000]	Loss: 0.4892	LR: 0.020000
Training Epoch: 21 [23296/45000]	Loss: 0.5160	LR: 0.020000
Training Epoch: 21 [23552/45000]	Loss: 0.5030	LR: 0.020000
Training Epoch: 21 [23808/45000]	Loss: 0.3519	LR: 0.020000
Training Epoch: 21 [24064/45000]	Loss: 0.4327	LR: 0.020000
Training Epoch: 21 [24320/45000]	Loss: 0.4198	LR: 0.020000
Training Epoch: 21 [24576/45000]	Loss: 0.4889	LR: 0.020000
Training Epoch: 21 [24832/45000]	Loss: 0.4900	LR: 0.020000
Training Epoch: 21 [25088/45000]	Loss: 0.4197	LR: 0.020000
Training Epoch: 21 [25344/45000]	Loss: 0.4059	LR: 0.020000
Training Epoch: 21 [25600/45000]	Loss: 0.5584	LR: 0.020000
Training Epoch: 21 [25856/45000]	Loss: 0.4247	LR: 0.020000
Training Epoch: 21 [26112/45000]	Loss: 0.4366	LR: 0.020000
Training Epoch: 21 [26368/45000]	Loss: 0.4597	LR: 0.020000
Training Epoch: 21 [26624/45000]	Loss: 0.4809	LR: 0.020000
Training Epoch: 21 [26880/45000]	Loss: 0.5184	LR: 0.020000
Training Epoch: 21 [27136/45000]	Loss: 0.4767	LR: 0.020000
Training Epoch: 21 [27392/45000]	Loss: 0.3919	LR: 0.020000
Training Epoch: 21 [27648/45000]	Loss: 0.5080	LR: 0.020000
Training Epoch: 21 [27904/45000]	Loss: 0.4249	LR: 0.020000
Training Epoch: 21 [28160/45000]	Loss: 0.4563	LR: 0.020000
Training Epoch: 21 [28416/45000]	Loss: 0.4182	LR: 0.020000
Training Epoch: 21 [28672/45000]	Loss: 0.5319	LR: 0.020000
Training Epoch: 21 [28928/45000]	Loss: 0.4077	LR: 0.020000
Training Epoch: 21 [29184/45000]	Loss: 0.4252	LR: 0.020000
Training Epoch: 21 [29440/45000]	Loss: 0.4974	LR: 0.020000
Training Epoch: 21 [29696/45000]	Loss: 0.4331	LR: 0.020000
Training Epoch: 21 [29952/45000]	Loss: 0.5352	LR: 0.020000
Training Epoch: 21 [30208/45000]	Loss: 0.4201	LR: 0.020000
Training Epoch: 21 [30464/45000]	Loss: 0.4391	LR: 0.020000
Training Epoch: 21 [30720/45000]	Loss: 0.4224	LR: 0.020000
Training Epoch: 21 [30976/45000]	Loss: 0.5054	LR: 0.020000
Training Epoch: 21 [31232/45000]	Loss: 0.5316	LR: 0.020000
Training Epoch: 21 [31488/45000]	Loss: 0.4813	LR: 0.020000
Training Epoch: 21 [31744/45000]	Loss: 0.4724	LR: 0.020000
Training Epoch: 21 [32000/45000]	Loss: 0.4282	LR: 0.020000
Training Epoch: 21 [32256/45000]	Loss: 0.4185	LR: 0.020000
Training Epoch: 21 [32512/45000]	Loss: 0.4443	LR: 0.020000
Training Epoch: 21 [32768/45000]	Loss: 0.4379	LR: 0.020000
Training Epoch: 21 [33024/45000]	Loss: 0.5934	LR: 0.020000
Training Epoch: 21 [33280/45000]	Loss: 0.4522	LR: 0.020000
Training Epoch: 21 [33536/45000]	Loss: 0.5050	LR: 0.020000
Training Epoch: 21 [33792/45000]	Loss: 0.4781	LR: 0.020000
Training Epoch: 21 [34048/45000]	Loss: 0.4369	LR: 0.020000
Training Epoch: 21 [34304/45000]	Loss: 0.5388	LR: 0.020000
Training Epoch: 21 [34560/45000]	Loss: 0.4159	LR: 0.020000
Training Epoch: 21 [34816/45000]	Loss: 0.4874	LR: 0.020000
Training Epoch: 21 [35072/45000]	Loss: 0.4391	LR: 0.020000
Training Epoch: 21 [35328/45000]	Loss: 0.4880	LR: 0.020000
Training Epoch: 21 [35584/45000]	Loss: 0.4298	LR: 0.020000
Training Epoch: 21 [35840/45000]	Loss: 0.4516	LR: 0.020000
Training Epoch: 21 [36096/45000]	Loss: 0.5529	LR: 0.020000
Training Epoch: 21 [36352/45000]	Loss: 0.4817	LR: 0.020000
Training Epoch: 21 [36608/45000]	Loss: 0.5452	LR: 0.020000
Training Epoch: 21 [36864/45000]	Loss: 0.3877	LR: 0.020000
Training Epoch: 21 [37120/45000]	Loss: 0.4914	LR: 0.020000
Training Epoch: 21 [37376/45000]	Loss: 0.4036	LR: 0.020000
Training Epoch: 21 [37632/45000]	Loss: 0.4246	LR: 0.020000
Training Epoch: 21 [37888/45000]	Loss: 0.4893	LR: 0.020000
Training Epoch: 21 [38144/45000]	Loss: 0.5274	LR: 0.020000
Training Epoch: 21 [38400/45000]	Loss: 0.5199	LR: 0.020000
Training Epoch: 21 [38656/45000]	Loss: 0.5173	LR: 0.020000
Training Epoch: 21 [38912/45000]	Loss: 0.4669	LR: 0.020000
Training Epoch: 21 [39168/45000]	Loss: 0.4787	LR: 0.020000
Training Epoch: 21 [39424/45000]	Loss: 0.4194	LR: 0.020000
Training Epoch: 21 [39680/45000]	Loss: 0.4922	LR: 0.020000
Training Epoch: 21 [39936/45000]	Loss: 0.4725	LR: 0.020000
Training Epoch: 21 [40192/45000]	Loss: 0.4755	LR: 0.020000
Training Epoch: 21 [40448/45000]	Loss: 0.4434	LR: 0.020000
Training Epoch: 21 [40704/45000]	Loss: 0.4786	LR: 0.020000
Training Epoch: 21 [40960/45000]	Loss: 0.3717	LR: 0.020000
Training Epoch: 21 [41216/45000]	Loss: 0.5171	LR: 0.020000
Training Epoch: 21 [41472/45000]	Loss: 0.3968	LR: 0.020000
Training Epoch: 21 [41728/45000]	Loss: 0.4659	LR: 0.020000
Training Epoch: 21 [41984/45000]	Loss: 0.5939	LR: 0.020000
Training Epoch: 21 [42240/45000]	Loss: 0.5429	LR: 0.020000
Training Epoch: 21 [42496/45000]	Loss: 0.4277	LR: 0.020000
Training Epoch: 21 [42752/45000]	Loss: 0.4771	LR: 0.020000
Training Epoch: 21 [43008/45000]	Loss: 0.4773	LR: 0.020000
Training Epoch: 21 [43264/45000]	Loss: 0.4429	LR: 0.020000
Training Epoch: 21 [43520/45000]	Loss: 0.4035	LR: 0.020000
Training Epoch: 21 [43776/45000]	Loss: 0.5295	LR: 0.020000
Training Epoch: 21 [44032/45000]	Loss: 0.3633	LR: 0.020000
Training Epoch: 21 [44288/45000]	Loss: 0.5966	LR: 0.020000
Training Epoch: 21 [44544/45000]	Loss: 0.5441	LR: 0.020000
Training Epoch: 21 [44800/45000]	Loss: 0.4335	LR: 0.020000
Training Epoch: 21 [45000/45000]	Loss: 0.4734	LR: 0.020000
Epoch 21 - Average Train Loss: 0.4590, Train Accuracy: 0.8481
Epoch 21 training time consumed: 27.28s
Evaluating Network.....
Test set: Epoch: 21, Average loss: 0.0030, Accuracy: 0.7682, Time consumed:0.93s
Training Epoch: 22 [256/45000]	Loss: 0.4221	LR: 0.020000
Training Epoch: 22 [512/45000]	Loss: 0.3851	LR: 0.020000
Training Epoch: 22 [768/45000]	Loss: 0.4941	LR: 0.020000
Training Epoch: 22 [1024/45000]	Loss: 0.5228	LR: 0.020000
Training Epoch: 22 [1280/45000]	Loss: 0.3430	LR: 0.020000
Training Epoch: 22 [1536/45000]	Loss: 0.3500	LR: 0.020000
Training Epoch: 22 [1792/45000]	Loss: 0.4525	LR: 0.020000
Training Epoch: 22 [2048/45000]	Loss: 0.4220	LR: 0.020000
Training Epoch: 22 [2304/45000]	Loss: 0.3914	LR: 0.020000
Training Epoch: 22 [2560/45000]	Loss: 0.4021	LR: 0.020000
Training Epoch: 22 [2816/45000]	Loss: 0.4496	LR: 0.020000
Training Epoch: 22 [3072/45000]	Loss: 0.3183	LR: 0.020000
Training Epoch: 22 [3328/45000]	Loss: 0.3750	LR: 0.020000
Training Epoch: 22 [3584/45000]	Loss: 0.5282	LR: 0.020000
Training Epoch: 22 [3840/45000]	Loss: 0.4983	LR: 0.020000
Training Epoch: 22 [4096/45000]	Loss: 0.4121	LR: 0.020000
Training Epoch: 22 [4352/45000]	Loss: 0.4140	LR: 0.020000
Training Epoch: 22 [4608/45000]	Loss: 0.3540	LR: 0.020000
Training Epoch: 22 [4864/45000]	Loss: 0.3512	LR: 0.020000
Training Epoch: 22 [5120/45000]	Loss: 0.3736	LR: 0.020000
Training Epoch: 22 [5376/45000]	Loss: 0.4891	LR: 0.020000
Training Epoch: 22 [5632/45000]	Loss: 0.4355	LR: 0.020000
Training Epoch: 22 [5888/45000]	Loss: 0.3960	LR: 0.020000
Training Epoch: 22 [6144/45000]	Loss: 0.3112	LR: 0.020000
Training Epoch: 22 [6400/45000]	Loss: 0.4782	LR: 0.020000
Training Epoch: 22 [6656/45000]	Loss: 0.3831	LR: 0.020000
Training Epoch: 22 [6912/45000]	Loss: 0.3563	LR: 0.020000
Training Epoch: 22 [7168/45000]	Loss: 0.4143	LR: 0.020000
Training Epoch: 22 [7424/45000]	Loss: 0.3756	LR: 0.020000
Training Epoch: 22 [7680/45000]	Loss: 0.3859	LR: 0.020000
Training Epoch: 22 [7936/45000]	Loss: 0.4483	LR: 0.020000
Training Epoch: 22 [8192/45000]	Loss: 0.4608	LR: 0.020000
Training Epoch: 22 [8448/45000]	Loss: 0.4603	LR: 0.020000
Training Epoch: 22 [8704/45000]	Loss: 0.3567	LR: 0.020000
Training Epoch: 22 [8960/45000]	Loss: 0.4807	LR: 0.020000
Training Epoch: 22 [9216/45000]	Loss: 0.3987	LR: 0.020000
Training Epoch: 22 [9472/45000]	Loss: 0.4914	LR: 0.020000
Training Epoch: 22 [9728/45000]	Loss: 0.4808	LR: 0.020000
Training Epoch: 22 [9984/45000]	Loss: 0.4217	LR: 0.020000
Training Epoch: 22 [10240/45000]	Loss: 0.3726	LR: 0.020000
Training Epoch: 22 [10496/45000]	Loss: 0.5980	LR: 0.020000
Training Epoch: 22 [10752/45000]	Loss: 0.4557	LR: 0.020000
Training Epoch: 22 [11008/45000]	Loss: 0.4493	LR: 0.020000
Training Epoch: 22 [11264/45000]	Loss: 0.4076	LR: 0.020000
Training Epoch: 22 [11520/45000]	Loss: 0.3696	LR: 0.020000
Training Epoch: 22 [11776/45000]	Loss: 0.5016	LR: 0.020000
Training Epoch: 22 [12032/45000]	Loss: 0.4661	LR: 0.020000
Training Epoch: 22 [12288/45000]	Loss: 0.3687	LR: 0.020000
Training Epoch: 22 [12544/45000]	Loss: 0.3896	LR: 0.020000
Training Epoch: 22 [12800/45000]	Loss: 0.4363	LR: 0.020000
Training Epoch: 22 [13056/45000]	Loss: 0.4629	LR: 0.020000
Training Epoch: 22 [13312/45000]	Loss: 0.4083	LR: 0.020000
Training Epoch: 22 [13568/45000]	Loss: 0.4302	LR: 0.020000
Training Epoch: 22 [13824/45000]	Loss: 0.4470	LR: 0.020000
Training Epoch: 22 [14080/45000]	Loss: 0.4399	LR: 0.020000
Training Epoch: 22 [14336/45000]	Loss: 0.4500	LR: 0.020000
Training Epoch: 22 [14592/45000]	Loss: 0.4183	LR: 0.020000
Training Epoch: 22 [14848/45000]	Loss: 0.4393	LR: 0.020000
Training Epoch: 22 [15104/45000]	Loss: 0.3750	LR: 0.020000
Training Epoch: 22 [15360/45000]	Loss: 0.4561	LR: 0.020000
Training Epoch: 22 [15616/45000]	Loss: 0.4272	LR: 0.020000
Training Epoch: 22 [15872/45000]	Loss: 0.4023	LR: 0.020000
Training Epoch: 22 [16128/45000]	Loss: 0.3990	LR: 0.020000
Training Epoch: 22 [16384/45000]	Loss: 0.4477	LR: 0.020000
Training Epoch: 22 [16640/45000]	Loss: 0.4804	LR: 0.020000
Training Epoch: 22 [16896/45000]	Loss: 0.4199	LR: 0.020000
Training Epoch: 22 [17152/45000]	Loss: 0.4660	LR: 0.020000
Training Epoch: 22 [17408/45000]	Loss: 0.4733	LR: 0.020000
Training Epoch: 22 [17664/45000]	Loss: 0.4380	LR: 0.020000
Training Epoch: 22 [17920/45000]	Loss: 0.3893	LR: 0.020000
Training Epoch: 22 [18176/45000]	Loss: 0.4258	LR: 0.020000
Training Epoch: 22 [18432/45000]	Loss: 0.4394	LR: 0.020000
Training Epoch: 22 [18688/45000]	Loss: 0.3899	LR: 0.020000
Training Epoch: 22 [18944/45000]	Loss: 0.4523	LR: 0.020000
Training Epoch: 22 [19200/45000]	Loss: 0.3686	LR: 0.020000
Training Epoch: 22 [19456/45000]	Loss: 0.3555	LR: 0.020000
Training Epoch: 22 [19712/45000]	Loss: 0.3883	LR: 0.020000
Training Epoch: 22 [19968/45000]	Loss: 0.5288	LR: 0.020000
Training Epoch: 22 [20224/45000]	Loss: 0.4608	LR: 0.020000
Training Epoch: 22 [20480/45000]	Loss: 0.4626	LR: 0.020000
Training Epoch: 22 [20736/45000]	Loss: 0.4059	LR: 0.020000
Training Epoch: 22 [20992/45000]	Loss: 0.4770	LR: 0.020000
Training Epoch: 22 [21248/45000]	Loss: 0.4658	LR: 0.020000
Training Epoch: 22 [21504/45000]	Loss: 0.4562	LR: 0.020000
Training Epoch: 22 [21760/45000]	Loss: 0.3629	LR: 0.020000
Training Epoch: 22 [22016/45000]	Loss: 0.4859	LR: 0.020000
Training Epoch: 22 [22272/45000]	Loss: 0.5562	LR: 0.020000
Training Epoch: 22 [22528/45000]	Loss: 0.4393	LR: 0.020000
Training Epoch: 22 [22784/45000]	Loss: 0.3983	LR: 0.020000
Training Epoch: 22 [23040/45000]	Loss: 0.4553	LR: 0.020000
Training Epoch: 22 [23296/45000]	Loss: 0.3822	LR: 0.020000
Training Epoch: 22 [23552/45000]	Loss: 0.3894	LR: 0.020000
Training Epoch: 22 [23808/45000]	Loss: 0.3952	LR: 0.020000
Training Epoch: 22 [24064/45000]	Loss: 0.4812	LR: 0.020000
Training Epoch: 22 [24320/45000]	Loss: 0.4514	LR: 0.020000
Training Epoch: 22 [24576/45000]	Loss: 0.4670	LR: 0.020000
Training Epoch: 22 [24832/45000]	Loss: 0.4812	LR: 0.020000
Training Epoch: 22 [25088/45000]	Loss: 0.4638	LR: 0.020000
Training Epoch: 22 [25344/45000]	Loss: 0.5404	LR: 0.020000
Training Epoch: 22 [25600/45000]	Loss: 0.4447	LR: 0.020000
Training Epoch: 22 [25856/45000]	Loss: 0.4871	LR: 0.020000
Training Epoch: 22 [26112/45000]	Loss: 0.4229	LR: 0.020000
Training Epoch: 22 [26368/45000]	Loss: 0.3680	LR: 0.020000
Training Epoch: 22 [26624/45000]	Loss: 0.4710	LR: 0.020000
Training Epoch: 22 [26880/45000]	Loss: 0.5210	LR: 0.020000
Training Epoch: 22 [27136/45000]	Loss: 0.4758	LR: 0.020000
Training Epoch: 22 [27392/45000]	Loss: 0.3963	LR: 0.020000
Training Epoch: 22 [27648/45000]	Loss: 0.4566	LR: 0.020000
Training Epoch: 22 [27904/45000]	Loss: 0.4704	LR: 0.020000
Training Epoch: 22 [28160/45000]	Loss: 0.5943	LR: 0.020000
Training Epoch: 22 [28416/45000]	Loss: 0.4071	LR: 0.020000
Training Epoch: 22 [28672/45000]	Loss: 0.4536	LR: 0.020000
Training Epoch: 22 [28928/45000]	Loss: 0.4193	LR: 0.020000
Training Epoch: 22 [29184/45000]	Loss: 0.4474	LR: 0.020000
Training Epoch: 22 [29440/45000]	Loss: 0.4304	LR: 0.020000
Training Epoch: 22 [29696/45000]	Loss: 0.3879	LR: 0.020000
Training Epoch: 22 [29952/45000]	Loss: 0.4718	LR: 0.020000
Training Epoch: 22 [30208/45000]	Loss: 0.4425	LR: 0.020000
Training Epoch: 22 [30464/45000]	Loss: 0.4677	LR: 0.020000
Training Epoch: 22 [30720/45000]	Loss: 0.4406	LR: 0.020000
Training Epoch: 22 [30976/45000]	Loss: 0.3965	LR: 0.020000
Training Epoch: 22 [31232/45000]	Loss: 0.4440	LR: 0.020000
Training Epoch: 22 [31488/45000]	Loss: 0.3637	LR: 0.020000
Training Epoch: 22 [31744/45000]	Loss: 0.3435	LR: 0.020000
Training Epoch: 22 [32000/45000]	Loss: 0.4880	LR: 0.020000
Training Epoch: 22 [32256/45000]	Loss: 0.3380	LR: 0.020000
Training Epoch: 22 [32512/45000]	Loss: 0.4413	LR: 0.020000
Training Epoch: 22 [32768/45000]	Loss: 0.4517	LR: 0.020000
Training Epoch: 22 [33024/45000]	Loss: 0.3840	LR: 0.020000
Training Epoch: 22 [33280/45000]	Loss: 0.4561	LR: 0.020000
Training Epoch: 22 [33536/45000]	Loss: 0.3885	LR: 0.020000
Training Epoch: 22 [33792/45000]	Loss: 0.4572	LR: 0.020000
Training Epoch: 22 [34048/45000]	Loss: 0.4794	LR: 0.020000
Training Epoch: 22 [34304/45000]	Loss: 0.4772	LR: 0.020000
Training Epoch: 22 [34560/45000]	Loss: 0.5571	LR: 0.020000
Training Epoch: 22 [34816/45000]	Loss: 0.4437	LR: 0.020000
Training Epoch: 22 [35072/45000]	Loss: 0.4168	LR: 0.020000
Training Epoch: 22 [35328/45000]	Loss: 0.4424	LR: 0.020000
Training Epoch: 22 [35584/45000]	Loss: 0.4795	LR: 0.020000
Training Epoch: 22 [35840/45000]	Loss: 0.5299	LR: 0.020000
Training Epoch: 22 [36096/45000]	Loss: 0.4489	LR: 0.020000
Training Epoch: 22 [36352/45000]	Loss: 0.4807	LR: 0.020000
Training Epoch: 22 [36608/45000]	Loss: 0.4232	LR: 0.020000
Training Epoch: 22 [36864/45000]	Loss: 0.4839	LR: 0.020000
Training Epoch: 22 [37120/45000]	Loss: 0.4092	LR: 0.020000
Training Epoch: 22 [37376/45000]	Loss: 0.4371	LR: 0.020000
Training Epoch: 22 [37632/45000]	Loss: 0.4812	LR: 0.020000
Training Epoch: 22 [37888/45000]	Loss: 0.5064	LR: 0.020000
Training Epoch: 22 [38144/45000]	Loss: 0.4695	LR: 0.020000
Training Epoch: 22 [38400/45000]	Loss: 0.3525	LR: 0.020000
Training Epoch: 22 [38656/45000]	Loss: 0.3606	LR: 0.020000
Training Epoch: 22 [38912/45000]	Loss: 0.4420	LR: 0.020000
Training Epoch: 22 [39168/45000]	Loss: 0.4075	LR: 0.020000
Training Epoch: 22 [39424/45000]	Loss: 0.5724	LR: 0.020000
Training Epoch: 22 [39680/45000]	Loss: 0.4782	LR: 0.020000
Training Epoch: 22 [39936/45000]	Loss: 0.3991	LR: 0.020000
Training Epoch: 22 [40192/45000]	Loss: 0.4195	LR: 0.020000
Training Epoch: 22 [40448/45000]	Loss: 0.4054	LR: 0.020000
Training Epoch: 22 [40704/45000]	Loss: 0.4612	LR: 0.020000
Training Epoch: 22 [40960/45000]	Loss: 0.4766	LR: 0.020000
Training Epoch: 22 [41216/45000]	Loss: 0.5041	LR: 0.020000
Training Epoch: 22 [41472/45000]	Loss: 0.3954	LR: 0.020000
Training Epoch: 22 [41728/45000]	Loss: 0.5128	LR: 0.020000
Training Epoch: 22 [41984/45000]	Loss: 0.3183	LR: 0.020000
Training Epoch: 22 [42240/45000]	Loss: 0.6027	LR: 0.020000
Training Epoch: 22 [42496/45000]	Loss: 0.4490	LR: 0.020000
Training Epoch: 22 [42752/45000]	Loss: 0.4856	LR: 0.020000
Training Epoch: 22 [43008/45000]	Loss: 0.4646	LR: 0.020000
Training Epoch: 22 [43264/45000]	Loss: 0.4619	LR: 0.020000
Training Epoch: 22 [43520/45000]	Loss: 0.3792	LR: 0.020000
Training Epoch: 22 [43776/45000]	Loss: 0.5659	LR: 0.020000
Training Epoch: 22 [44032/45000]	Loss: 0.6044	LR: 0.020000
Training Epoch: 22 [44288/45000]	Loss: 0.4848	LR: 0.020000
Training Epoch: 22 [44544/45000]	Loss: 0.4294	LR: 0.020000
Training Epoch: 22 [44800/45000]	Loss: 0.4223	LR: 0.020000
Training Epoch: 22 [45000/45000]	Loss: 0.4234	LR: 0.020000
Epoch 22 - Average Train Loss: 0.4390, Train Accuracy: 0.8533
Epoch 22 training time consumed: 27.06s
Evaluating Network.....
Test set: Epoch: 22, Average loss: 0.0030, Accuracy: 0.7703, Time consumed:0.89s
Training Epoch: 23 [256/45000]	Loss: 0.3093	LR: 0.020000
Training Epoch: 23 [512/45000]	Loss: 0.4595	LR: 0.020000
Training Epoch: 23 [768/45000]	Loss: 0.4209	LR: 0.020000
Training Epoch: 23 [1024/45000]	Loss: 0.3213	LR: 0.020000
Training Epoch: 23 [1280/45000]	Loss: 0.5767	LR: 0.020000
Training Epoch: 23 [1536/45000]	Loss: 0.4256	LR: 0.020000
Training Epoch: 23 [1792/45000]	Loss: 0.3849	LR: 0.020000
Training Epoch: 23 [2048/45000]	Loss: 0.4039	LR: 0.020000
Training Epoch: 23 [2304/45000]	Loss: 0.4011	LR: 0.020000
Training Epoch: 23 [2560/45000]	Loss: 0.3757	LR: 0.020000
Training Epoch: 23 [2816/45000]	Loss: 0.3458	LR: 0.020000
Training Epoch: 23 [3072/45000]	Loss: 0.3604	LR: 0.020000
Training Epoch: 23 [3328/45000]	Loss: 0.4061	LR: 0.020000
Training Epoch: 23 [3584/45000]	Loss: 0.3727	LR: 0.020000
Training Epoch: 23 [3840/45000]	Loss: 0.3629	LR: 0.020000
Training Epoch: 23 [4096/45000]	Loss: 0.3941	LR: 0.020000
Training Epoch: 23 [4352/45000]	Loss: 0.4144	LR: 0.020000
Training Epoch: 23 [4608/45000]	Loss: 0.3495	LR: 0.020000
Training Epoch: 23 [4864/45000]	Loss: 0.4209	LR: 0.020000
Training Epoch: 23 [5120/45000]	Loss: 0.3968	LR: 0.020000
Training Epoch: 23 [5376/45000]	Loss: 0.3335	LR: 0.020000
Training Epoch: 23 [5632/45000]	Loss: 0.2761	LR: 0.020000
Training Epoch: 23 [5888/45000]	Loss: 0.3809	LR: 0.020000
Training Epoch: 23 [6144/45000]	Loss: 0.4581	LR: 0.020000
Training Epoch: 23 [6400/45000]	Loss: 0.4407	LR: 0.020000
Training Epoch: 23 [6656/45000]	Loss: 0.4043	LR: 0.020000
Training Epoch: 23 [6912/45000]	Loss: 0.3677	LR: 0.020000
Training Epoch: 23 [7168/45000]	Loss: 0.4138	LR: 0.020000
Training Epoch: 23 [7424/45000]	Loss: 0.3490	LR: 0.020000
Training Epoch: 23 [7680/45000]	Loss: 0.5154	LR: 0.020000
Training Epoch: 23 [7936/45000]	Loss: 0.4894	LR: 0.020000
Training Epoch: 23 [8192/45000]	Loss: 0.4010	LR: 0.020000
Training Epoch: 23 [8448/45000]	Loss: 0.4428	LR: 0.020000
Training Epoch: 23 [8704/45000]	Loss: 0.4410	LR: 0.020000
Training Epoch: 23 [8960/45000]	Loss: 0.3871	LR: 0.020000
Training Epoch: 23 [9216/45000]	Loss: 0.4505	LR: 0.020000
Training Epoch: 23 [9472/45000]	Loss: 0.3179	LR: 0.020000
Training Epoch: 23 [9728/45000]	Loss: 0.4394	LR: 0.020000
Training Epoch: 23 [9984/45000]	Loss: 0.4401	LR: 0.020000
Training Epoch: 23 [10240/45000]	Loss: 0.3639	LR: 0.020000
Training Epoch: 23 [10496/45000]	Loss: 0.4066	LR: 0.020000
Training Epoch: 23 [10752/45000]	Loss: 0.5129	LR: 0.020000
Training Epoch: 23 [11008/45000]	Loss: 0.3786	LR: 0.020000
Training Epoch: 23 [11264/45000]	Loss: 0.4591	LR: 0.020000
Training Epoch: 23 [11520/45000]	Loss: 0.3526	LR: 0.020000
Training Epoch: 23 [11776/45000]	Loss: 0.4065	LR: 0.020000
Training Epoch: 23 [12032/45000]	Loss: 0.3690	LR: 0.020000
Training Epoch: 23 [12288/45000]	Loss: 0.3268	LR: 0.020000
Training Epoch: 23 [12544/45000]	Loss: 0.4094	LR: 0.020000
Training Epoch: 23 [12800/45000]	Loss: 0.3613	LR: 0.020000
Training Epoch: 23 [13056/45000]	Loss: 0.4076	LR: 0.020000
Training Epoch: 23 [13312/45000]	Loss: 0.3272	LR: 0.020000
Training Epoch: 23 [13568/45000]	Loss: 0.4193	LR: 0.020000
Training Epoch: 23 [13824/45000]	Loss: 0.4433	LR: 0.020000
Training Epoch: 23 [14080/45000]	Loss: 0.5053	LR: 0.020000
Training Epoch: 23 [14336/45000]	Loss: 0.4623	LR: 0.020000
Training Epoch: 23 [14592/45000]	Loss: 0.4307	LR: 0.020000
Training Epoch: 23 [14848/45000]	Loss: 0.4569	LR: 0.020000
Training Epoch: 23 [15104/45000]	Loss: 0.4062	LR: 0.020000
Training Epoch: 23 [15360/45000]	Loss: 0.4647	LR: 0.020000
Training Epoch: 23 [15616/45000]	Loss: 0.3846	LR: 0.020000
Training Epoch: 23 [15872/45000]	Loss: 0.3551	LR: 0.020000
Training Epoch: 23 [16128/45000]	Loss: 0.3814	LR: 0.020000
Training Epoch: 23 [16384/45000]	Loss: 0.4429	LR: 0.020000
Training Epoch: 23 [16640/45000]	Loss: 0.5242	LR: 0.020000
Training Epoch: 23 [16896/45000]	Loss: 0.3674	LR: 0.020000
Training Epoch: 23 [17152/45000]	Loss: 0.4560	LR: 0.020000
Training Epoch: 23 [17408/45000]	Loss: 0.3842	LR: 0.020000
Training Epoch: 23 [17664/45000]	Loss: 0.4366	LR: 0.020000
Training Epoch: 23 [17920/45000]	Loss: 0.4936	LR: 0.020000
Training Epoch: 23 [18176/45000]	Loss: 0.4991	LR: 0.020000
Training Epoch: 23 [18432/45000]	Loss: 0.3657	LR: 0.020000
Training Epoch: 23 [18688/45000]	Loss: 0.3726	LR: 0.020000
Training Epoch: 23 [18944/45000]	Loss: 0.4594	LR: 0.020000
Training Epoch: 23 [19200/45000]	Loss: 0.3453	LR: 0.020000
Training Epoch: 23 [19456/45000]	Loss: 0.3843	LR: 0.020000
Training Epoch: 23 [19712/45000]	Loss: 0.4243	LR: 0.020000
Training Epoch: 23 [19968/45000]	Loss: 0.3977	LR: 0.020000
Training Epoch: 23 [20224/45000]	Loss: 0.3619	LR: 0.020000
Training Epoch: 23 [20480/45000]	Loss: 0.5029	LR: 0.020000
Training Epoch: 23 [20736/45000]	Loss: 0.4346	LR: 0.020000
Training Epoch: 23 [20992/45000]	Loss: 0.4711	LR: 0.020000
Training Epoch: 23 [21248/45000]	Loss: 0.3963	LR: 0.020000
Training Epoch: 23 [21504/45000]	Loss: 0.3278	LR: 0.020000
Training Epoch: 23 [21760/45000]	Loss: 0.4545	LR: 0.020000
Training Epoch: 23 [22016/45000]	Loss: 0.4632	LR: 0.020000
Training Epoch: 23 [22272/45000]	Loss: 0.3148	LR: 0.020000
Training Epoch: 23 [22528/45000]	Loss: 0.4734	LR: 0.020000
Training Epoch: 23 [22784/45000]	Loss: 0.4775	LR: 0.020000
Training Epoch: 23 [23040/45000]	Loss: 0.4470	LR: 0.020000
Training Epoch: 23 [23296/45000]	Loss: 0.4567	LR: 0.020000
Training Epoch: 23 [23552/45000]	Loss: 0.3262	LR: 0.020000
Training Epoch: 23 [23808/45000]	Loss: 0.4361	LR: 0.020000
Training Epoch: 23 [24064/45000]	Loss: 0.4892	LR: 0.020000
Training Epoch: 23 [24320/45000]	Loss: 0.3693	LR: 0.020000
Training Epoch: 23 [24576/45000]	Loss: 0.4715	LR: 0.020000
Training Epoch: 23 [24832/45000]	Loss: 0.4126	LR: 0.020000
Training Epoch: 23 [25088/45000]	Loss: 0.4785	LR: 0.020000
Training Epoch: 23 [25344/45000]	Loss: 0.2472	LR: 0.020000
Training Epoch: 23 [25600/45000]	Loss: 0.3559	LR: 0.020000
Training Epoch: 23 [25856/45000]	Loss: 0.4566	LR: 0.020000
Training Epoch: 23 [26112/45000]	Loss: 0.4285	LR: 0.020000
Training Epoch: 23 [26368/45000]	Loss: 0.4893	LR: 0.020000
Training Epoch: 23 [26624/45000]	Loss: 0.4172	LR: 0.020000
Training Epoch: 23 [26880/45000]	Loss: 0.4290	LR: 0.020000
Training Epoch: 23 [27136/45000]	Loss: 0.2964	LR: 0.020000
Training Epoch: 23 [27392/45000]	Loss: 0.4533	LR: 0.020000
Training Epoch: 23 [27648/45000]	Loss: 0.4252	LR: 0.020000
Training Epoch: 23 [27904/45000]	Loss: 0.4092	LR: 0.020000
Training Epoch: 23 [28160/45000]	Loss: 0.4513	LR: 0.020000
Training Epoch: 23 [28416/45000]	Loss: 0.3958	LR: 0.020000
Training Epoch: 23 [28672/45000]	Loss: 0.4655	LR: 0.020000
Training Epoch: 23 [28928/45000]	Loss: 0.5530	LR: 0.020000
Training Epoch: 23 [29184/45000]	Loss: 0.3545	LR: 0.020000
Training Epoch: 23 [29440/45000]	Loss: 0.4516	LR: 0.020000
Training Epoch: 23 [29696/45000]	Loss: 0.4031	LR: 0.020000
Training Epoch: 23 [29952/45000]	Loss: 0.3524	LR: 0.020000
Training Epoch: 23 [30208/45000]	Loss: 0.6175	LR: 0.020000
Training Epoch: 23 [30464/45000]	Loss: 0.4851	LR: 0.020000
Training Epoch: 23 [30720/45000]	Loss: 0.4178	LR: 0.020000
Training Epoch: 23 [30976/45000]	Loss: 0.4091	LR: 0.020000
Training Epoch: 23 [31232/45000]	Loss: 0.4302	LR: 0.020000
Training Epoch: 23 [31488/45000]	Loss: 0.4059	LR: 0.020000
Training Epoch: 23 [31744/45000]	Loss: 0.4433	LR: 0.020000
Training Epoch: 23 [32000/45000]	Loss: 0.5496	LR: 0.020000
Training Epoch: 23 [32256/45000]	Loss: 0.4048	LR: 0.020000
Training Epoch: 23 [32512/45000]	Loss: 0.4460	LR: 0.020000
Training Epoch: 23 [32768/45000]	Loss: 0.4886	LR: 0.020000
Training Epoch: 23 [33024/45000]	Loss: 0.4111	LR: 0.020000
Training Epoch: 23 [33280/45000]	Loss: 0.3972	LR: 0.020000
Training Epoch: 23 [33536/45000]	Loss: 0.4569	LR: 0.020000
Training Epoch: 23 [33792/45000]	Loss: 0.3517	LR: 0.020000
Training Epoch: 23 [34048/45000]	Loss: 0.3965	LR: 0.020000
Training Epoch: 23 [34304/45000]	Loss: 0.5467	LR: 0.020000
Training Epoch: 23 [34560/45000]	Loss: 0.4995	LR: 0.020000
Training Epoch: 23 [34816/45000]	Loss: 0.4557	LR: 0.020000
Training Epoch: 23 [35072/45000]	Loss: 0.4478	LR: 0.020000
Training Epoch: 23 [35328/45000]	Loss: 0.4108	LR: 0.020000
Training Epoch: 23 [35584/45000]	Loss: 0.4006	LR: 0.020000
Training Epoch: 23 [35840/45000]	Loss: 0.4621	LR: 0.020000
Training Epoch: 23 [36096/45000]	Loss: 0.4038	LR: 0.020000
Training Epoch: 23 [36352/45000]	Loss: 0.4952	LR: 0.020000
Training Epoch: 23 [36608/45000]	Loss: 0.3854	LR: 0.020000
Training Epoch: 23 [36864/45000]	Loss: 0.3658	LR: 0.020000
Training Epoch: 23 [37120/45000]	Loss: 0.3264	LR: 0.020000
Training Epoch: 23 [37376/45000]	Loss: 0.4510	LR: 0.020000
Training Epoch: 23 [37632/45000]	Loss: 0.4731	LR: 0.020000
Training Epoch: 23 [37888/45000]	Loss: 0.3925	LR: 0.020000
Training Epoch: 23 [38144/45000]	Loss: 0.4208	LR: 0.020000
Training Epoch: 23 [38400/45000]	Loss: 0.4587	LR: 0.020000
Training Epoch: 23 [38656/45000]	Loss: 0.4686	LR: 0.020000
Training Epoch: 23 [38912/45000]	Loss: 0.3852	LR: 0.020000
Training Epoch: 23 [39168/45000]	Loss: 0.3870	LR: 0.020000
Training Epoch: 23 [39424/45000]	Loss: 0.4283	LR: 0.020000
Training Epoch: 23 [39680/45000]	Loss: 0.4261	LR: 0.020000
Training Epoch: 23 [39936/45000]	Loss: 0.4153	LR: 0.020000
Training Epoch: 23 [40192/45000]	Loss: 0.4227	LR: 0.020000
Training Epoch: 23 [40448/45000]	Loss: 0.3931	LR: 0.020000
Training Epoch: 23 [40704/45000]	Loss: 0.5372	LR: 0.020000
Training Epoch: 23 [40960/45000]	Loss: 0.4940	LR: 0.020000
Training Epoch: 23 [41216/45000]	Loss: 0.4751	LR: 0.020000
Training Epoch: 23 [41472/45000]	Loss: 0.4397	LR: 0.020000
Training Epoch: 23 [41728/45000]	Loss: 0.4366	LR: 0.020000
Training Epoch: 23 [41984/45000]	Loss: 0.4305	LR: 0.020000
Training Epoch: 23 [42240/45000]	Loss: 0.4155	LR: 0.020000
Training Epoch: 23 [42496/45000]	Loss: 0.3754	LR: 0.020000
Training Epoch: 23 [42752/45000]	Loss: 0.4143	LR: 0.020000
Training Epoch: 23 [43008/45000]	Loss: 0.4479	LR: 0.020000
Training Epoch: 23 [43264/45000]	Loss: 0.4069	LR: 0.020000
Training Epoch: 23 [43520/45000]	Loss: 0.3951	LR: 0.020000
Training Epoch: 23 [43776/45000]	Loss: 0.4955	LR: 0.020000
Training Epoch: 23 [44032/45000]	Loss: 0.4377	LR: 0.020000
Training Epoch: 23 [44288/45000]	Loss: 0.4115	LR: 0.020000
Training Epoch: 23 [44544/45000]	Loss: 0.4481	LR: 0.020000
Training Epoch: 23 [44800/45000]	Loss: 0.4960	LR: 0.020000
Training Epoch: 23 [45000/45000]	Loss: 0.3645	LR: 0.020000
Epoch 23 - Average Train Loss: 0.4202, Train Accuracy: 0.8600
Epoch 23 training time consumed: 27.02s
Evaluating Network.....
Test set: Epoch: 23, Average loss: 0.0032, Accuracy: 0.7647, Time consumed:0.88s
Training Epoch: 24 [256/45000]	Loss: 0.3503	LR: 0.020000
Training Epoch: 24 [512/45000]	Loss: 0.4909	LR: 0.020000
Training Epoch: 24 [768/45000]	Loss: 0.3681	LR: 0.020000
Training Epoch: 24 [1024/45000]	Loss: 0.3907	LR: 0.020000
Training Epoch: 24 [1280/45000]	Loss: 0.3132	LR: 0.020000
Training Epoch: 24 [1536/45000]	Loss: 0.3052	LR: 0.020000
Training Epoch: 24 [1792/45000]	Loss: 0.4689	LR: 0.020000
Training Epoch: 24 [2048/45000]	Loss: 0.3621	LR: 0.020000
Training Epoch: 24 [2304/45000]	Loss: 0.3631	LR: 0.020000
Training Epoch: 24 [2560/45000]	Loss: 0.3501	LR: 0.020000
Training Epoch: 24 [2816/45000]	Loss: 0.3629	LR: 0.020000
Training Epoch: 24 [3072/45000]	Loss: 0.3688	LR: 0.020000
Training Epoch: 24 [3328/45000]	Loss: 0.3651	LR: 0.020000
Training Epoch: 24 [3584/45000]	Loss: 0.3293	LR: 0.020000
Training Epoch: 24 [3840/45000]	Loss: 0.2578	LR: 0.020000
Training Epoch: 24 [4096/45000]	Loss: 0.3927	LR: 0.020000
Training Epoch: 24 [4352/45000]	Loss: 0.4331	LR: 0.020000
Training Epoch: 24 [4608/45000]	Loss: 0.4316	LR: 0.020000
Training Epoch: 24 [4864/45000]	Loss: 0.3371	LR: 0.020000
Training Epoch: 24 [5120/45000]	Loss: 0.3841	LR: 0.020000
Training Epoch: 24 [5376/45000]	Loss: 0.3949	LR: 0.020000
Training Epoch: 24 [5632/45000]	Loss: 0.4226	LR: 0.020000
Training Epoch: 24 [5888/45000]	Loss: 0.3450	LR: 0.020000
Training Epoch: 24 [6144/45000]	Loss: 0.3962	LR: 0.020000
Training Epoch: 24 [6400/45000]	Loss: 0.3976	LR: 0.020000
Training Epoch: 24 [6656/45000]	Loss: 0.3524	LR: 0.020000
Training Epoch: 24 [6912/45000]	Loss: 0.3833	LR: 0.020000
Training Epoch: 24 [7168/45000]	Loss: 0.3374	LR: 0.020000
Training Epoch: 24 [7424/45000]	Loss: 0.4576	LR: 0.020000
Training Epoch: 24 [7680/45000]	Loss: 0.4305	LR: 0.020000
Training Epoch: 24 [7936/45000]	Loss: 0.4484	LR: 0.020000
Training Epoch: 24 [8192/45000]	Loss: 0.3600	LR: 0.020000
Training Epoch: 24 [8448/45000]	Loss: 0.3954	LR: 0.020000
Training Epoch: 24 [8704/45000]	Loss: 0.3442	LR: 0.020000
Training Epoch: 24 [8960/45000]	Loss: 0.3693	LR: 0.020000
Training Epoch: 24 [9216/45000]	Loss: 0.3691	LR: 0.020000
Training Epoch: 24 [9472/45000]	Loss: 0.4490	LR: 0.020000
Training Epoch: 24 [9728/45000]	Loss: 0.3881	LR: 0.020000
Training Epoch: 24 [9984/45000]	Loss: 0.4024	LR: 0.020000
Training Epoch: 24 [10240/45000]	Loss: 0.3434	LR: 0.020000
Training Epoch: 24 [10496/45000]	Loss: 0.4012	LR: 0.020000
Training Epoch: 24 [10752/45000]	Loss: 0.2849	LR: 0.020000
Training Epoch: 24 [11008/45000]	Loss: 0.3411	LR: 0.020000
Training Epoch: 24 [11264/45000]	Loss: 0.4379	LR: 0.020000
Training Epoch: 24 [11520/45000]	Loss: 0.4300	LR: 0.020000
Training Epoch: 24 [11776/45000]	Loss: 0.3891	LR: 0.020000
Training Epoch: 24 [12032/45000]	Loss: 0.3911	LR: 0.020000
Training Epoch: 24 [12288/45000]	Loss: 0.3668	LR: 0.020000
Training Epoch: 24 [12544/45000]	Loss: 0.3556	LR: 0.020000
Training Epoch: 24 [12800/45000]	Loss: 0.3366	LR: 0.020000
Training Epoch: 24 [13056/45000]	Loss: 0.3743	LR: 0.020000
Training Epoch: 24 [13312/45000]	Loss: 0.4814	LR: 0.020000
Training Epoch: 24 [13568/45000]	Loss: 0.4102	LR: 0.020000
Training Epoch: 24 [13824/45000]	Loss: 0.3768	LR: 0.020000
Training Epoch: 24 [14080/45000]	Loss: 0.4268	LR: 0.020000
Training Epoch: 24 [14336/45000]	Loss: 0.3811	LR: 0.020000
Training Epoch: 24 [14592/45000]	Loss: 0.3974	LR: 0.020000
Training Epoch: 24 [14848/45000]	Loss: 0.3446	LR: 0.020000
Training Epoch: 24 [15104/45000]	Loss: 0.4228	LR: 0.020000
Training Epoch: 24 [15360/45000]	Loss: 0.4611	LR: 0.020000
Training Epoch: 24 [15616/45000]	Loss: 0.3373	LR: 0.020000
Training Epoch: 24 [15872/45000]	Loss: 0.3425	LR: 0.020000
Training Epoch: 24 [16128/45000]	Loss: 0.3946	LR: 0.020000
Training Epoch: 24 [16384/45000]	Loss: 0.3954	LR: 0.020000
Training Epoch: 24 [16640/45000]	Loss: 0.3913	LR: 0.020000
Training Epoch: 24 [16896/45000]	Loss: 0.3729	LR: 0.020000
Training Epoch: 24 [17152/45000]	Loss: 0.4078	LR: 0.020000
Training Epoch: 24 [17408/45000]	Loss: 0.3589	LR: 0.020000
Training Epoch: 24 [17664/45000]	Loss: 0.4842	LR: 0.020000
Training Epoch: 24 [17920/45000]	Loss: 0.4389	LR: 0.020000
Training Epoch: 24 [18176/45000]	Loss: 0.4303	LR: 0.020000
Training Epoch: 24 [18432/45000]	Loss: 0.3683	LR: 0.020000
Training Epoch: 24 [18688/45000]	Loss: 0.4168	LR: 0.020000
Training Epoch: 24 [18944/45000]	Loss: 0.3881	LR: 0.020000
Training Epoch: 24 [19200/45000]	Loss: 0.4722	LR: 0.020000
Training Epoch: 24 [19456/45000]	Loss: 0.3520	LR: 0.020000
Training Epoch: 24 [19712/45000]	Loss: 0.3638	LR: 0.020000
Training Epoch: 24 [19968/45000]	Loss: 0.5208	LR: 0.020000
Training Epoch: 24 [20224/45000]	Loss: 0.4644	LR: 0.020000
Training Epoch: 24 [20480/45000]	Loss: 0.3686	LR: 0.020000
Training Epoch: 24 [20736/45000]	Loss: 0.5055	LR: 0.020000
Training Epoch: 24 [20992/45000]	Loss: 0.3255	LR: 0.020000
Training Epoch: 24 [21248/45000]	Loss: 0.3532	LR: 0.020000
Training Epoch: 24 [21504/45000]	Loss: 0.4382	LR: 0.020000
Training Epoch: 24 [21760/45000]	Loss: 0.4705	LR: 0.020000
Training Epoch: 24 [22016/45000]	Loss: 0.3790	LR: 0.020000
Training Epoch: 24 [22272/45000]	Loss: 0.3844	LR: 0.020000
Training Epoch: 24 [22528/45000]	Loss: 0.3621	LR: 0.020000
Training Epoch: 24 [22784/45000]	Loss: 0.4233	LR: 0.020000
Training Epoch: 24 [23040/45000]	Loss: 0.3716	LR: 0.020000
Training Epoch: 24 [23296/45000]	Loss: 0.4734	LR: 0.020000
Training Epoch: 24 [23552/45000]	Loss: 0.3583	LR: 0.020000
Training Epoch: 24 [23808/45000]	Loss: 0.3999	LR: 0.020000
Training Epoch: 24 [24064/45000]	Loss: 0.3522	LR: 0.020000
Training Epoch: 24 [24320/45000]	Loss: 0.4159	LR: 0.020000
Training Epoch: 24 [24576/45000]	Loss: 0.5272	LR: 0.020000
Training Epoch: 24 [24832/45000]	Loss: 0.3090	LR: 0.020000
Training Epoch: 24 [25088/45000]	Loss: 0.5064	LR: 0.020000
Training Epoch: 24 [25344/45000]	Loss: 0.4196	LR: 0.020000
Training Epoch: 24 [25600/45000]	Loss: 0.3996	LR: 0.020000
Training Epoch: 24 [25856/45000]	Loss: 0.4303	LR: 0.020000
Training Epoch: 24 [26112/45000]	Loss: 0.3756	LR: 0.020000
Training Epoch: 24 [26368/45000]	Loss: 0.4449	LR: 0.020000
Training Epoch: 24 [26624/45000]	Loss: 0.3594	LR: 0.020000
Training Epoch: 24 [26880/45000]	Loss: 0.4623	LR: 0.020000
Training Epoch: 24 [27136/45000]	Loss: 0.4060	LR: 0.020000
Training Epoch: 24 [27392/45000]	Loss: 0.4526	LR: 0.020000
Training Epoch: 24 [27648/45000]	Loss: 0.4160	LR: 0.020000
Training Epoch: 24 [27904/45000]	Loss: 0.4567	LR: 0.020000
Training Epoch: 24 [28160/45000]	Loss: 0.4397	LR: 0.020000
Training Epoch: 24 [28416/45000]	Loss: 0.5129	LR: 0.020000
Training Epoch: 24 [28672/45000]	Loss: 0.5058	LR: 0.020000
Training Epoch: 24 [28928/45000]	Loss: 0.4415	LR: 0.020000
Training Epoch: 24 [29184/45000]	Loss: 0.4863	LR: 0.020000
Training Epoch: 24 [29440/45000]	Loss: 0.3223	LR: 0.020000
Training Epoch: 24 [29696/45000]	Loss: 0.4128	LR: 0.020000
Training Epoch: 24 [29952/45000]	Loss: 0.3547	LR: 0.020000
Training Epoch: 24 [30208/45000]	Loss: 0.3753	LR: 0.020000
Training Epoch: 24 [30464/45000]	Loss: 0.5484	LR: 0.020000
Training Epoch: 24 [30720/45000]	Loss: 0.3594	LR: 0.020000
Training Epoch: 24 [30976/45000]	Loss: 0.4309	LR: 0.020000
Training Epoch: 24 [31232/45000]	Loss: 0.3903	LR: 0.020000
Training Epoch: 24 [31488/45000]	Loss: 0.3877	LR: 0.020000
Training Epoch: 24 [31744/45000]	Loss: 0.4101	LR: 0.020000
Training Epoch: 24 [32000/45000]	Loss: 0.3884	LR: 0.020000
Training Epoch: 24 [32256/45000]	Loss: 0.5048	LR: 0.020000
Training Epoch: 24 [32512/45000]	Loss: 0.3930	LR: 0.020000
Training Epoch: 24 [32768/45000]	Loss: 0.4672	LR: 0.020000
Training Epoch: 24 [33024/45000]	Loss: 0.3379	LR: 0.020000
Training Epoch: 24 [33280/45000]	Loss: 0.3702	LR: 0.020000
Training Epoch: 24 [33536/45000]	Loss: 0.3681	LR: 0.020000
Training Epoch: 24 [33792/45000]	Loss: 0.5077	LR: 0.020000
Training Epoch: 24 [34048/45000]	Loss: 0.4063	LR: 0.020000
Training Epoch: 24 [34304/45000]	Loss: 0.3434	LR: 0.020000
Training Epoch: 24 [34560/45000]	Loss: 0.4662	LR: 0.020000
Training Epoch: 24 [34816/45000]	Loss: 0.4252	LR: 0.020000
Training Epoch: 24 [35072/45000]	Loss: 0.4021	LR: 0.020000
Training Epoch: 24 [35328/45000]	Loss: 0.5039	LR: 0.020000
Training Epoch: 24 [35584/45000]	Loss: 0.4343	LR: 0.020000
Training Epoch: 24 [35840/45000]	Loss: 0.3606	LR: 0.020000
Training Epoch: 24 [36096/45000]	Loss: 0.4570	LR: 0.020000
Training Epoch: 24 [36352/45000]	Loss: 0.3869	LR: 0.020000
Training Epoch: 24 [36608/45000]	Loss: 0.4029	LR: 0.020000
Training Epoch: 24 [36864/45000]	Loss: 0.4642	LR: 0.020000
Training Epoch: 24 [37120/45000]	Loss: 0.4509	LR: 0.020000
Training Epoch: 24 [37376/45000]	Loss: 0.4160	LR: 0.020000
Training Epoch: 24 [37632/45000]	Loss: 0.4119	LR: 0.020000
Training Epoch: 24 [37888/45000]	Loss: 0.4103	LR: 0.020000
Training Epoch: 24 [38144/45000]	Loss: 0.4696	LR: 0.020000
Training Epoch: 24 [38400/45000]	Loss: 0.4464	LR: 0.020000
Training Epoch: 24 [38656/45000]	Loss: 0.3629	LR: 0.020000
Training Epoch: 24 [38912/45000]	Loss: 0.4028	LR: 0.020000
Training Epoch: 24 [39168/45000]	Loss: 0.3950	LR: 0.020000
Training Epoch: 24 [39424/45000]	Loss: 0.3556	LR: 0.020000
Training Epoch: 24 [39680/45000]	Loss: 0.4260	LR: 0.020000
Training Epoch: 24 [39936/45000]	Loss: 0.3712	LR: 0.020000
Training Epoch: 24 [40192/45000]	Loss: 0.4456	LR: 0.020000
Training Epoch: 24 [40448/45000]	Loss: 0.4117	LR: 0.020000
Training Epoch: 24 [40704/45000]	Loss: 0.4583	LR: 0.020000
Training Epoch: 24 [40960/45000]	Loss: 0.4407	LR: 0.020000
Training Epoch: 24 [41216/45000]	Loss: 0.4627	LR: 0.020000
Training Epoch: 24 [41472/45000]	Loss: 0.4040	LR: 0.020000
Training Epoch: 24 [41728/45000]	Loss: 0.3941	LR: 0.020000
Training Epoch: 24 [41984/45000]	Loss: 0.3669	LR: 0.020000
Training Epoch: 24 [42240/45000]	Loss: 0.4821	LR: 0.020000
Training Epoch: 24 [42496/45000]	Loss: 0.3596	LR: 0.020000
Training Epoch: 24 [42752/45000]	Loss: 0.4460	LR: 0.020000
Training Epoch: 24 [43008/45000]	Loss: 0.4352	LR: 0.020000
Training Epoch: 24 [43264/45000]	Loss: 0.5392	LR: 0.020000
Training Epoch: 24 [43520/45000]	Loss: 0.3708	LR: 0.020000
Training Epoch: 24 [43776/45000]	Loss: 0.4196	LR: 0.020000
Training Epoch: 24 [44032/45000]	Loss: 0.4413	LR: 0.020000
Training Epoch: 24 [44288/45000]	Loss: 0.5065	LR: 0.020000
Training Epoch: 24 [44544/45000]	Loss: 0.4291	LR: 0.020000
Training Epoch: 24 [44800/45000]	Loss: 0.4202	LR: 0.020000
Training Epoch: 24 [45000/45000]	Loss: 0.4224	LR: 0.020000
Epoch 24 - Average Train Loss: 0.4057, Train Accuracy: 0.8646
Epoch 24 training time consumed: 26.89s
Evaluating Network.....
Test set: Epoch: 24, Average loss: 0.0032, Accuracy: 0.7640, Time consumed:0.90s
Training Epoch: 25 [256/45000]	Loss: 0.3210	LR: 0.020000
Training Epoch: 25 [512/45000]	Loss: 0.3508	LR: 0.020000
Training Epoch: 25 [768/45000]	Loss: 0.3424	LR: 0.020000
Training Epoch: 25 [1024/45000]	Loss: 0.2797	LR: 0.020000
Training Epoch: 25 [1280/45000]	Loss: 0.3430	LR: 0.020000
Training Epoch: 25 [1536/45000]	Loss: 0.3017	LR: 0.020000
Training Epoch: 25 [1792/45000]	Loss: 0.3422	LR: 0.020000
Training Epoch: 25 [2048/45000]	Loss: 0.4936	LR: 0.020000
Training Epoch: 25 [2304/45000]	Loss: 0.3089	LR: 0.020000
Training Epoch: 25 [2560/45000]	Loss: 0.3280	LR: 0.020000
Training Epoch: 25 [2816/45000]	Loss: 0.3671	LR: 0.020000
Training Epoch: 25 [3072/45000]	Loss: 0.4191	LR: 0.020000
Training Epoch: 25 [3328/45000]	Loss: 0.3447	LR: 0.020000
Training Epoch: 25 [3584/45000]	Loss: 0.3688	LR: 0.020000
Training Epoch: 25 [3840/45000]	Loss: 0.3745	LR: 0.020000
Training Epoch: 25 [4096/45000]	Loss: 0.3265	LR: 0.020000
Training Epoch: 25 [4352/45000]	Loss: 0.4683	LR: 0.020000
Training Epoch: 25 [4608/45000]	Loss: 0.3696	LR: 0.020000
Training Epoch: 25 [4864/45000]	Loss: 0.4059	LR: 0.020000
Training Epoch: 25 [5120/45000]	Loss: 0.4087	LR: 0.020000
Training Epoch: 25 [5376/45000]	Loss: 0.4046	LR: 0.020000
Training Epoch: 25 [5632/45000]	Loss: 0.4253	LR: 0.020000
Training Epoch: 25 [5888/45000]	Loss: 0.3707	LR: 0.020000
Training Epoch: 25 [6144/45000]	Loss: 0.3879	LR: 0.020000
Training Epoch: 25 [6400/45000]	Loss: 0.3591	LR: 0.020000
Training Epoch: 25 [6656/45000]	Loss: 0.3398	LR: 0.020000
Training Epoch: 25 [6912/45000]	Loss: 0.4346	LR: 0.020000
Training Epoch: 25 [7168/45000]	Loss: 0.2727	LR: 0.020000
Training Epoch: 25 [7424/45000]	Loss: 0.4844	LR: 0.020000
Training Epoch: 25 [7680/45000]	Loss: 0.4490	LR: 0.020000
Training Epoch: 25 [7936/45000]	Loss: 0.3704	LR: 0.020000
Training Epoch: 25 [8192/45000]	Loss: 0.4509	LR: 0.020000
Training Epoch: 25 [8448/45000]	Loss: 0.3600	LR: 0.020000
Training Epoch: 25 [8704/45000]	Loss: 0.4071	LR: 0.020000
Training Epoch: 25 [8960/45000]	Loss: 0.3074	LR: 0.020000
Training Epoch: 25 [9216/45000]	Loss: 0.3191	LR: 0.020000
Training Epoch: 25 [9472/45000]	Loss: 0.3810	LR: 0.020000
Training Epoch: 25 [9728/45000]	Loss: 0.3550	LR: 0.020000
Training Epoch: 25 [9984/45000]	Loss: 0.3725	LR: 0.020000
Training Epoch: 25 [10240/45000]	Loss: 0.4635	LR: 0.020000
Training Epoch: 25 [10496/45000]	Loss: 0.4976	LR: 0.020000
Training Epoch: 25 [10752/45000]	Loss: 0.3820	LR: 0.020000
Training Epoch: 25 [11008/45000]	Loss: 0.4173	LR: 0.020000
Training Epoch: 25 [11264/45000]	Loss: 0.3383	LR: 0.020000
Training Epoch: 25 [11520/45000]	Loss: 0.3853	LR: 0.020000
Training Epoch: 25 [11776/45000]	Loss: 0.4388	LR: 0.020000
Training Epoch: 25 [12032/45000]	Loss: 0.3189	LR: 0.020000
Training Epoch: 25 [12288/45000]	Loss: 0.3839	LR: 0.020000
Training Epoch: 25 [12544/45000]	Loss: 0.3820	LR: 0.020000
Training Epoch: 25 [12800/45000]	Loss: 0.4157	LR: 0.020000
Training Epoch: 25 [13056/45000]	Loss: 0.3567	LR: 0.020000
Training Epoch: 25 [13312/45000]	Loss: 0.4167	LR: 0.020000
Training Epoch: 25 [13568/45000]	Loss: 0.3675	LR: 0.020000
Training Epoch: 25 [13824/45000]	Loss: 0.4010	LR: 0.020000
Training Epoch: 25 [14080/45000]	Loss: 0.3314	LR: 0.020000
Training Epoch: 25 [14336/45000]	Loss: 0.4012	LR: 0.020000
Training Epoch: 25 [14592/45000]	Loss: 0.3224	LR: 0.020000
Training Epoch: 25 [14848/45000]	Loss: 0.3472	LR: 0.020000
Training Epoch: 25 [15104/45000]	Loss: 0.4231	LR: 0.020000
Training Epoch: 25 [15360/45000]	Loss: 0.3298	LR: 0.020000
Training Epoch: 25 [15616/45000]	Loss: 0.4061	LR: 0.020000
Training Epoch: 25 [15872/45000]	Loss: 0.4219	LR: 0.020000
Training Epoch: 25 [16128/45000]	Loss: 0.4708	LR: 0.020000
Training Epoch: 25 [16384/45000]	Loss: 0.4677	LR: 0.020000
Training Epoch: 25 [16640/45000]	Loss: 0.3948	LR: 0.020000
Training Epoch: 25 [16896/45000]	Loss: 0.4922	LR: 0.020000
Training Epoch: 25 [17152/45000]	Loss: 0.3682	LR: 0.020000
Training Epoch: 25 [17408/45000]	Loss: 0.4406	LR: 0.020000
Training Epoch: 25 [17664/45000]	Loss: 0.3715	LR: 0.020000
Training Epoch: 25 [17920/45000]	Loss: 0.4266	LR: 0.020000
Training Epoch: 25 [18176/45000]	Loss: 0.4506	LR: 0.020000
Training Epoch: 25 [18432/45000]	Loss: 0.4226	LR: 0.020000
Training Epoch: 25 [18688/45000]	Loss: 0.3970	LR: 0.020000
Training Epoch: 25 [18944/45000]	Loss: 0.3357	LR: 0.020000
Training Epoch: 25 [19200/45000]	Loss: 0.3264	LR: 0.020000
Training Epoch: 25 [19456/45000]	Loss: 0.3647	LR: 0.020000
Training Epoch: 25 [19712/45000]	Loss: 0.4155	LR: 0.020000
Training Epoch: 25 [19968/45000]	Loss: 0.4225	LR: 0.020000
Training Epoch: 25 [20224/45000]	Loss: 0.3017	LR: 0.020000
Training Epoch: 25 [20480/45000]	Loss: 0.4384	LR: 0.020000
Training Epoch: 25 [20736/45000]	Loss: 0.3828	LR: 0.020000
Training Epoch: 25 [20992/45000]	Loss: 0.3845	LR: 0.020000
Training Epoch: 25 [21248/45000]	Loss: 0.2794	LR: 0.020000
Training Epoch: 25 [21504/45000]	Loss: 0.3906	LR: 0.020000
Training Epoch: 25 [21760/45000]	Loss: 0.3714	LR: 0.020000
Training Epoch: 25 [22016/45000]	Loss: 0.2974	LR: 0.020000
Training Epoch: 25 [22272/45000]	Loss: 0.3542	LR: 0.020000
Training Epoch: 25 [22528/45000]	Loss: 0.3839	LR: 0.020000
Training Epoch: 25 [22784/45000]	Loss: 0.3566	LR: 0.020000
Training Epoch: 25 [23040/45000]	Loss: 0.3875	LR: 0.020000
Training Epoch: 25 [23296/45000]	Loss: 0.3508	LR: 0.020000
Training Epoch: 25 [23552/45000]	Loss: 0.3618	LR: 0.020000
Training Epoch: 25 [23808/45000]	Loss: 0.4125	LR: 0.020000
Training Epoch: 25 [24064/45000]	Loss: 0.4438	LR: 0.020000
Training Epoch: 25 [24320/45000]	Loss: 0.3727	LR: 0.020000
Training Epoch: 25 [24576/45000]	Loss: 0.3225	LR: 0.020000
Training Epoch: 25 [24832/45000]	Loss: 0.4263	LR: 0.020000
Training Epoch: 25 [25088/45000]	Loss: 0.4467	LR: 0.020000
Training Epoch: 25 [25344/45000]	Loss: 0.5201	LR: 0.020000
Training Epoch: 25 [25600/45000]	Loss: 0.4424	LR: 0.020000
Training Epoch: 25 [25856/45000]	Loss: 0.3658	LR: 0.020000
Training Epoch: 25 [26112/45000]	Loss: 0.4427	LR: 0.020000
Training Epoch: 25 [26368/45000]	Loss: 0.3915	LR: 0.020000
Training Epoch: 25 [26624/45000]	Loss: 0.3902	LR: 0.020000
Training Epoch: 25 [26880/45000]	Loss: 0.3957	LR: 0.020000
Training Epoch: 25 [27136/45000]	Loss: 0.3868	LR: 0.020000
Training Epoch: 25 [27392/45000]	Loss: 0.3926	LR: 0.020000
Training Epoch: 25 [27648/45000]	Loss: 0.4241	LR: 0.020000
Training Epoch: 25 [27904/45000]	Loss: 0.3939	LR: 0.020000
Training Epoch: 25 [28160/45000]	Loss: 0.3822	LR: 0.020000
Training Epoch: 25 [28416/45000]	Loss: 0.4232	LR: 0.020000
Training Epoch: 25 [28672/45000]	Loss: 0.2710	LR: 0.020000
Training Epoch: 25 [28928/45000]	Loss: 0.4805	LR: 0.020000
Training Epoch: 25 [29184/45000]	Loss: 0.3342	LR: 0.020000
Training Epoch: 25 [29440/45000]	Loss: 0.3940	LR: 0.020000
Training Epoch: 25 [29696/45000]	Loss: 0.3626	LR: 0.020000
Training Epoch: 25 [29952/45000]	Loss: 0.3628	LR: 0.020000
Training Epoch: 25 [30208/45000]	Loss: 0.4115	LR: 0.020000
Training Epoch: 25 [30464/45000]	Loss: 0.3462	LR: 0.020000
Training Epoch: 25 [30720/45000]	Loss: 0.4701	LR: 0.020000
Training Epoch: 25 [30976/45000]	Loss: 0.3528	LR: 0.020000
Training Epoch: 25 [31232/45000]	Loss: 0.3739	LR: 0.020000
Training Epoch: 25 [31488/45000]	Loss: 0.4143	LR: 0.020000
Training Epoch: 25 [31744/45000]	Loss: 0.3321	LR: 0.020000
Training Epoch: 25 [32000/45000]	Loss: 0.4622	LR: 0.020000
Training Epoch: 25 [32256/45000]	Loss: 0.3384	LR: 0.020000
Training Epoch: 25 [32512/45000]	Loss: 0.3439	LR: 0.020000
Training Epoch: 25 [32768/45000]	Loss: 0.4584	LR: 0.020000
Training Epoch: 25 [33024/45000]	Loss: 0.4604	LR: 0.020000
Training Epoch: 25 [33280/45000]	Loss: 0.4102	LR: 0.020000
Training Epoch: 25 [33536/45000]	Loss: 0.4754	LR: 0.020000
Training Epoch: 25 [33792/45000]	Loss: 0.4707	LR: 0.020000
Training Epoch: 25 [34048/45000]	Loss: 0.4925	LR: 0.020000
Training Epoch: 25 [34304/45000]	Loss: 0.3832	LR: 0.020000
Training Epoch: 25 [34560/45000]	Loss: 0.4196	LR: 0.020000
Training Epoch: 25 [34816/45000]	Loss: 0.4345	LR: 0.020000
Training Epoch: 25 [35072/45000]	Loss: 0.4333	LR: 0.020000
Training Epoch: 25 [35328/45000]	Loss: 0.3851	LR: 0.020000
Training Epoch: 25 [35584/45000]	Loss: 0.4256	LR: 0.020000
Training Epoch: 25 [35840/45000]	Loss: 0.4145	LR: 0.020000
Training Epoch: 25 [36096/45000]	Loss: 0.5152	LR: 0.020000
Training Epoch: 25 [36352/45000]	Loss: 0.4394	LR: 0.020000
Training Epoch: 25 [36608/45000]	Loss: 0.4379	LR: 0.020000
Training Epoch: 25 [36864/45000]	Loss: 0.4102	LR: 0.020000
Training Epoch: 25 [37120/45000]	Loss: 0.3661	LR: 0.020000
Training Epoch: 25 [37376/45000]	Loss: 0.4463	LR: 0.020000
Training Epoch: 25 [37632/45000]	Loss: 0.4006	LR: 0.020000
Training Epoch: 25 [37888/45000]	Loss: 0.4108	LR: 0.020000
Training Epoch: 25 [38144/45000]	Loss: 0.3768	LR: 0.020000
Training Epoch: 25 [38400/45000]	Loss: 0.4354	LR: 0.020000
Training Epoch: 25 [38656/45000]	Loss: 0.4442	LR: 0.020000
Training Epoch: 25 [38912/45000]	Loss: 0.3893	LR: 0.020000
Training Epoch: 25 [39168/45000]	Loss: 0.4457	LR: 0.020000
Training Epoch: 25 [39424/45000]	Loss: 0.3560	LR: 0.020000
Training Epoch: 25 [39680/45000]	Loss: 0.4037	LR: 0.020000
Training Epoch: 25 [39936/45000]	Loss: 0.5033	LR: 0.020000
Training Epoch: 25 [40192/45000]	Loss: 0.5151	LR: 0.020000
Training Epoch: 25 [40448/45000]	Loss: 0.4477	LR: 0.020000
Training Epoch: 25 [40704/45000]	Loss: 0.4491	LR: 0.020000
Training Epoch: 25 [40960/45000]	Loss: 0.4515	LR: 0.020000
Training Epoch: 25 [41216/45000]	Loss: 0.4384	LR: 0.020000
Training Epoch: 25 [41472/45000]	Loss: 0.4435	LR: 0.020000
Training Epoch: 25 [41728/45000]	Loss: 0.4290	LR: 0.020000
Training Epoch: 25 [41984/45000]	Loss: 0.3972	LR: 0.020000
Training Epoch: 25 [42240/45000]	Loss: 0.4465	LR: 0.020000
Training Epoch: 25 [42496/45000]	Loss: 0.5528	LR: 0.020000
Training Epoch: 25 [42752/45000]	Loss: 0.3275	LR: 0.020000
Training Epoch: 25 [43008/45000]	Loss: 0.4209	LR: 0.020000
Training Epoch: 25 [43264/45000]	Loss: 0.3632	LR: 0.020000
Training Epoch: 25 [43520/45000]	Loss: 0.3860	LR: 0.020000
Training Epoch: 25 [43776/45000]	Loss: 0.5120	LR: 0.020000
Training Epoch: 25 [44032/45000]	Loss: 0.4693	LR: 0.020000
Training Epoch: 25 [44288/45000]	Loss: 0.4348	LR: 0.020000
Training Epoch: 25 [44544/45000]	Loss: 0.4002	LR: 0.020000
Training Epoch: 25 [44800/45000]	Loss: 0.4925	LR: 0.020000
Training Epoch: 25 [45000/45000]	Loss: 0.4189	LR: 0.020000
Epoch 25 - Average Train Loss: 0.3985, Train Accuracy: 0.8688
Epoch 25 training time consumed: 26.86s
Evaluating Network.....
Test set: Epoch: 25, Average loss: 0.0033, Accuracy: 0.7625, Time consumed:0.88s
Training Epoch: 26 [256/45000]	Loss: 0.3122	LR: 0.020000
Training Epoch: 26 [512/45000]	Loss: 0.4066	LR: 0.020000
Training Epoch: 26 [768/45000]	Loss: 0.3395	LR: 0.020000
Training Epoch: 26 [1024/45000]	Loss: 0.3971	LR: 0.020000
Training Epoch: 26 [1280/45000]	Loss: 0.2991	LR: 0.020000
Training Epoch: 26 [1536/45000]	Loss: 0.3837	LR: 0.020000
Training Epoch: 26 [1792/45000]	Loss: 0.2743	LR: 0.020000
Training Epoch: 26 [2048/45000]	Loss: 0.3123	LR: 0.020000
Training Epoch: 26 [2304/45000]	Loss: 0.3340	LR: 0.020000
Training Epoch: 26 [2560/45000]	Loss: 0.3954	LR: 0.020000
Training Epoch: 26 [2816/45000]	Loss: 0.4551	LR: 0.020000
Training Epoch: 26 [3072/45000]	Loss: 0.3649	LR: 0.020000
Training Epoch: 26 [3328/45000]	Loss: 0.2612	LR: 0.020000
Training Epoch: 26 [3584/45000]	Loss: 0.3284	LR: 0.020000
Training Epoch: 26 [3840/45000]	Loss: 0.2867	LR: 0.020000
Training Epoch: 26 [4096/45000]	Loss: 0.3570	LR: 0.020000
Training Epoch: 26 [4352/45000]	Loss: 0.3019	LR: 0.020000
Training Epoch: 26 [4608/45000]	Loss: 0.2939	LR: 0.020000
Training Epoch: 26 [4864/45000]	Loss: 0.2546	LR: 0.020000
Training Epoch: 26 [5120/45000]	Loss: 0.3331	LR: 0.020000
Training Epoch: 26 [5376/45000]	Loss: 0.3605	LR: 0.020000
Training Epoch: 26 [5632/45000]	Loss: 0.3039	LR: 0.020000
Training Epoch: 26 [5888/45000]	Loss: 0.2792	LR: 0.020000
Training Epoch: 26 [6144/45000]	Loss: 0.3960	LR: 0.020000
Training Epoch: 26 [6400/45000]	Loss: 0.4282	LR: 0.020000
Training Epoch: 26 [6656/45000]	Loss: 0.3182	LR: 0.020000
Training Epoch: 26 [6912/45000]	Loss: 0.2906	LR: 0.020000
Training Epoch: 26 [7168/45000]	Loss: 0.4010	LR: 0.020000
Training Epoch: 26 [7424/45000]	Loss: 0.2833	LR: 0.020000
Training Epoch: 26 [7680/45000]	Loss: 0.4211	LR: 0.020000
Training Epoch: 26 [7936/45000]	Loss: 0.3783	LR: 0.020000
Training Epoch: 26 [8192/45000]	Loss: 0.4166	LR: 0.020000
Training Epoch: 26 [8448/45000]	Loss: 0.4154	LR: 0.020000
Training Epoch: 26 [8704/45000]	Loss: 0.2497	LR: 0.020000
Training Epoch: 26 [8960/45000]	Loss: 0.2474	LR: 0.020000
Training Epoch: 26 [9216/45000]	Loss: 0.3630	LR: 0.020000
Training Epoch: 26 [9472/45000]	Loss: 0.3844	LR: 0.020000
Training Epoch: 26 [9728/45000]	Loss: 0.3774	LR: 0.020000
Training Epoch: 26 [9984/45000]	Loss: 0.3273	LR: 0.020000
Training Epoch: 26 [10240/45000]	Loss: 0.3464	LR: 0.020000
Training Epoch: 26 [10496/45000]	Loss: 0.3474	LR: 0.020000
Training Epoch: 26 [10752/45000]	Loss: 0.3795	LR: 0.020000
Training Epoch: 26 [11008/45000]	Loss: 0.3258	LR: 0.020000
Training Epoch: 26 [11264/45000]	Loss: 0.3076	LR: 0.020000
Training Epoch: 26 [11520/45000]	Loss: 0.3498	LR: 0.020000
Training Epoch: 26 [11776/45000]	Loss: 0.3729	LR: 0.020000
Training Epoch: 26 [12032/45000]	Loss: 0.3676	LR: 0.020000
Training Epoch: 26 [12288/45000]	Loss: 0.4545	LR: 0.020000
Training Epoch: 26 [12544/45000]	Loss: 0.3520	LR: 0.020000
Training Epoch: 26 [12800/45000]	Loss: 0.3230	LR: 0.020000
Training Epoch: 26 [13056/45000]	Loss: 0.3304	LR: 0.020000
Training Epoch: 26 [13312/45000]	Loss: 0.3832	LR: 0.020000
Training Epoch: 26 [13568/45000]	Loss: 0.3911	LR: 0.020000
Training Epoch: 26 [13824/45000]	Loss: 0.3216	LR: 0.020000
Training Epoch: 26 [14080/45000]	Loss: 0.3846	LR: 0.020000
Training Epoch: 26 [14336/45000]	Loss: 0.3538	LR: 0.020000
Training Epoch: 26 [14592/45000]	Loss: 0.3925	LR: 0.020000
Training Epoch: 26 [14848/45000]	Loss: 0.2928	LR: 0.020000
Training Epoch: 26 [15104/45000]	Loss: 0.4394	LR: 0.020000
Training Epoch: 26 [15360/45000]	Loss: 0.4150	LR: 0.020000
Training Epoch: 26 [15616/45000]	Loss: 0.4436	LR: 0.020000
Training Epoch: 26 [15872/45000]	Loss: 0.3048	LR: 0.020000
Training Epoch: 26 [16128/45000]	Loss: 0.3404	LR: 0.020000
Training Epoch: 26 [16384/45000]	Loss: 0.4250	LR: 0.020000
Training Epoch: 26 [16640/45000]	Loss: 0.3827	LR: 0.020000
Training Epoch: 26 [16896/45000]	Loss: 0.4351	LR: 0.020000
Training Epoch: 26 [17152/45000]	Loss: 0.3299	LR: 0.020000
Training Epoch: 26 [17408/45000]	Loss: 0.3537	LR: 0.020000
Training Epoch: 26 [17664/45000]	Loss: 0.3443	LR: 0.020000
Training Epoch: 26 [17920/45000]	Loss: 0.3338	LR: 0.020000
Training Epoch: 26 [18176/45000]	Loss: 0.3158	LR: 0.020000
Training Epoch: 26 [18432/45000]	Loss: 0.3552	LR: 0.020000
Training Epoch: 26 [18688/45000]	Loss: 0.4277	LR: 0.020000
Training Epoch: 26 [18944/45000]	Loss: 0.4261	LR: 0.020000
Training Epoch: 26 [19200/45000]	Loss: 0.3705	LR: 0.020000
Training Epoch: 26 [19456/45000]	Loss: 0.4364	LR: 0.020000
Training Epoch: 26 [19712/45000]	Loss: 0.4642	LR: 0.020000
Training Epoch: 26 [19968/45000]	Loss: 0.3781	LR: 0.020000
Training Epoch: 26 [20224/45000]	Loss: 0.3211	LR: 0.020000
Training Epoch: 26 [20480/45000]	Loss: 0.3060	LR: 0.020000
Training Epoch: 26 [20736/45000]	Loss: 0.3783	LR: 0.020000
Training Epoch: 26 [20992/45000]	Loss: 0.3254	LR: 0.020000
Training Epoch: 26 [21248/45000]	Loss: 0.3250	LR: 0.020000
Training Epoch: 26 [21504/45000]	Loss: 0.3822	LR: 0.020000
Training Epoch: 26 [21760/45000]	Loss: 0.3117	LR: 0.020000
Training Epoch: 26 [22016/45000]	Loss: 0.3711	LR: 0.020000
Training Epoch: 26 [22272/45000]	Loss: 0.3261	LR: 0.020000
Training Epoch: 26 [22528/45000]	Loss: 0.4245	LR: 0.020000
Training Epoch: 26 [22784/45000]	Loss: 0.3789	LR: 0.020000
Training Epoch: 26 [23040/45000]	Loss: 0.5749	LR: 0.020000
Training Epoch: 26 [23296/45000]	Loss: 0.3841	LR: 0.020000
Training Epoch: 26 [23552/45000]	Loss: 0.3354	LR: 0.020000
Training Epoch: 26 [23808/45000]	Loss: 0.3897	LR: 0.020000
Training Epoch: 26 [24064/45000]	Loss: 0.4141	LR: 0.020000
Training Epoch: 26 [24320/45000]	Loss: 0.3101	LR: 0.020000
Training Epoch: 26 [24576/45000]	Loss: 0.3671	LR: 0.020000
Training Epoch: 26 [24832/45000]	Loss: 0.4362	LR: 0.020000
Training Epoch: 26 [25088/45000]	Loss: 0.3477	LR: 0.020000
Training Epoch: 26 [25344/45000]	Loss: 0.3747	LR: 0.020000
Training Epoch: 26 [25600/45000]	Loss: 0.3859	LR: 0.020000
Training Epoch: 26 [25856/45000]	Loss: 0.3004	LR: 0.020000
Training Epoch: 26 [26112/45000]	Loss: 0.3547	LR: 0.020000
Training Epoch: 26 [26368/45000]	Loss: 0.3734	LR: 0.020000
Training Epoch: 26 [26624/45000]	Loss: 0.4308	LR: 0.020000
Training Epoch: 26 [26880/45000]	Loss: 0.3600	LR: 0.020000
Training Epoch: 26 [27136/45000]	Loss: 0.3004	LR: 0.020000
Training Epoch: 26 [27392/45000]	Loss: 0.4175	LR: 0.020000
Training Epoch: 26 [27648/45000]	Loss: 0.3618	LR: 0.020000
Training Epoch: 26 [27904/45000]	Loss: 0.3989	LR: 0.020000
Training Epoch: 26 [28160/45000]	Loss: 0.5116	LR: 0.020000
Training Epoch: 26 [28416/45000]	Loss: 0.4197	LR: 0.020000
Training Epoch: 26 [28672/45000]	Loss: 0.3448	LR: 0.020000
Training Epoch: 26 [28928/45000]	Loss: 0.3625	LR: 0.020000
Training Epoch: 26 [29184/45000]	Loss: 0.3781	LR: 0.020000
Training Epoch: 26 [29440/45000]	Loss: 0.2946	LR: 0.020000
Training Epoch: 26 [29696/45000]	Loss: 0.4091	LR: 0.020000
Training Epoch: 26 [29952/45000]	Loss: 0.4225	LR: 0.020000
Training Epoch: 26 [30208/45000]	Loss: 0.4415	LR: 0.020000
Training Epoch: 26 [30464/45000]	Loss: 0.3971	LR: 0.020000
Training Epoch: 26 [30720/45000]	Loss: 0.3520	LR: 0.020000
Training Epoch: 26 [30976/45000]	Loss: 0.4069	LR: 0.020000
Training Epoch: 26 [31232/45000]	Loss: 0.4995	LR: 0.020000
Training Epoch: 26 [31488/45000]	Loss: 0.4885	LR: 0.020000
Training Epoch: 26 [31744/45000]	Loss: 0.3494	LR: 0.020000
Training Epoch: 26 [32000/45000]	Loss: 0.4258	LR: 0.020000
Training Epoch: 26 [32256/45000]	Loss: 0.3580	LR: 0.020000
Training Epoch: 26 [32512/45000]	Loss: 0.4541	LR: 0.020000
Training Epoch: 26 [32768/45000]	Loss: 0.3121	LR: 0.020000
Training Epoch: 26 [33024/45000]	Loss: 0.5280	LR: 0.020000
Training Epoch: 26 [33280/45000]	Loss: 0.3304	LR: 0.020000
Training Epoch: 26 [33536/45000]	Loss: 0.3794	LR: 0.020000
Training Epoch: 26 [33792/45000]	Loss: 0.3517	LR: 0.020000
Training Epoch: 26 [34048/45000]	Loss: 0.4443	LR: 0.020000
Training Epoch: 26 [34304/45000]	Loss: 0.3965	LR: 0.020000
Training Epoch: 26 [34560/45000]	Loss: 0.4235	LR: 0.020000
Training Epoch: 26 [34816/45000]	Loss: 0.3158	LR: 0.020000
Training Epoch: 26 [35072/45000]	Loss: 0.4167	LR: 0.020000
Training Epoch: 26 [35328/45000]	Loss: 0.3827	LR: 0.020000
Training Epoch: 26 [35584/45000]	Loss: 0.4090	LR: 0.020000
Training Epoch: 26 [35840/45000]	Loss: 0.4868	LR: 0.020000
Training Epoch: 26 [36096/45000]	Loss: 0.4464	LR: 0.020000
Training Epoch: 26 [36352/45000]	Loss: 0.3769	LR: 0.020000
Training Epoch: 26 [36608/45000]	Loss: 0.3608	LR: 0.020000
Training Epoch: 26 [36864/45000]	Loss: 0.3984	LR: 0.020000
Training Epoch: 26 [37120/45000]	Loss: 0.3847	LR: 0.020000
Training Epoch: 26 [37376/45000]	Loss: 0.4069	LR: 0.020000
Training Epoch: 26 [37632/45000]	Loss: 0.3520	LR: 0.020000
Training Epoch: 26 [37888/45000]	Loss: 0.3342	LR: 0.020000
Training Epoch: 26 [38144/45000]	Loss: 0.3559	LR: 0.020000
Training Epoch: 26 [38400/45000]	Loss: 0.3093	LR: 0.020000
Training Epoch: 26 [38656/45000]	Loss: 0.3439	LR: 0.020000
Training Epoch: 26 [38912/45000]	Loss: 0.4343	LR: 0.020000
Training Epoch: 26 [39168/45000]	Loss: 0.3840	LR: 0.020000
Training Epoch: 26 [39424/45000]	Loss: 0.3785	LR: 0.020000
Training Epoch: 26 [39680/45000]	Loss: 0.3927	LR: 0.020000
Training Epoch: 26 [39936/45000]	Loss: 0.4107	LR: 0.020000
Training Epoch: 26 [40192/45000]	Loss: 0.3571	LR: 0.020000
Training Epoch: 26 [40448/45000]	Loss: 0.4073	LR: 0.020000
Training Epoch: 26 [40704/45000]	Loss: 0.4407	LR: 0.020000
Training Epoch: 26 [40960/45000]	Loss: 0.2893	LR: 0.020000
Training Epoch: 26 [41216/45000]	Loss: 0.3797	LR: 0.020000
Training Epoch: 26 [41472/45000]	Loss: 0.4044	LR: 0.020000
Training Epoch: 26 [41728/45000]	Loss: 0.3543	LR: 0.020000
Training Epoch: 26 [41984/45000]	Loss: 0.3959	LR: 0.020000
Training Epoch: 26 [42240/45000]	Loss: 0.3919	LR: 0.020000
Training Epoch: 26 [42496/45000]	Loss: 0.4817	LR: 0.020000
Training Epoch: 26 [42752/45000]	Loss: 0.4633	LR: 0.020000
Training Epoch: 26 [43008/45000]	Loss: 0.3370	LR: 0.020000
Training Epoch: 26 [43264/45000]	Loss: 0.3763	LR: 0.020000
Training Epoch: 26 [43520/45000]	Loss: 0.4674	LR: 0.020000
Training Epoch: 26 [43776/45000]	Loss: 0.3798	LR: 0.020000
Training Epoch: 26 [44032/45000]	Loss: 0.4014	LR: 0.020000
Training Epoch: 26 [44288/45000]	Loss: 0.3673	LR: 0.020000
Training Epoch: 26 [44544/45000]	Loss: 0.4181	LR: 0.020000
Training Epoch: 26 [44800/45000]	Loss: 0.3710	LR: 0.020000
Training Epoch: 26 [45000/45000]	Loss: 0.3562	LR: 0.020000
Epoch 26 - Average Train Loss: 0.3733, Train Accuracy: 0.8775
Epoch 26 training time consumed: 26.89s
Evaluating Network.....
Test set: Epoch: 26, Average loss: 0.0033, Accuracy: 0.7647, Time consumed:0.91s
Training Epoch: 27 [256/45000]	Loss: 0.2463	LR: 0.020000
Training Epoch: 27 [512/45000]	Loss: 0.4006	LR: 0.020000
Training Epoch: 27 [768/45000]	Loss: 0.3733	LR: 0.020000
Training Epoch: 27 [1024/45000]	Loss: 0.3860	LR: 0.020000
Training Epoch: 27 [1280/45000]	Loss: 0.3867	LR: 0.020000
Training Epoch: 27 [1536/45000]	Loss: 0.2764	LR: 0.020000
Training Epoch: 27 [1792/45000]	Loss: 0.3572	LR: 0.020000
Training Epoch: 27 [2048/45000]	Loss: 0.3643	LR: 0.020000
Training Epoch: 27 [2304/45000]	Loss: 0.3034	LR: 0.020000
Training Epoch: 27 [2560/45000]	Loss: 0.4097	LR: 0.020000
Training Epoch: 27 [2816/45000]	Loss: 0.3017	LR: 0.020000
Training Epoch: 27 [3072/45000]	Loss: 0.3712	LR: 0.020000
Training Epoch: 27 [3328/45000]	Loss: 0.3914	LR: 0.020000
Training Epoch: 27 [3584/45000]	Loss: 0.3543	LR: 0.020000
Training Epoch: 27 [3840/45000]	Loss: 0.3338	LR: 0.020000
Training Epoch: 27 [4096/45000]	Loss: 0.3453	LR: 0.020000
Training Epoch: 27 [4352/45000]	Loss: 0.3501	LR: 0.020000
Training Epoch: 27 [4608/45000]	Loss: 0.2684	LR: 0.020000
Training Epoch: 27 [4864/45000]	Loss: 0.3882	LR: 0.020000
Training Epoch: 27 [5120/45000]	Loss: 0.3501	LR: 0.020000
Training Epoch: 27 [5376/45000]	Loss: 0.4236	LR: 0.020000
Training Epoch: 27 [5632/45000]	Loss: 0.3740	LR: 0.020000
Training Epoch: 27 [5888/45000]	Loss: 0.3658	LR: 0.020000
Training Epoch: 27 [6144/45000]	Loss: 0.2915	LR: 0.020000
Training Epoch: 27 [6400/45000]	Loss: 0.3106	LR: 0.020000
Training Epoch: 27 [6656/45000]	Loss: 0.3225	LR: 0.020000
Training Epoch: 27 [6912/45000]	Loss: 0.3486	LR: 0.020000
Training Epoch: 27 [7168/45000]	Loss: 0.3378	LR: 0.020000
Training Epoch: 27 [7424/45000]	Loss: 0.3094	LR: 0.020000
Training Epoch: 27 [7680/45000]	Loss: 0.4416	LR: 0.020000
Training Epoch: 27 [7936/45000]	Loss: 0.4018	LR: 0.020000
Training Epoch: 27 [8192/45000]	Loss: 0.4537	LR: 0.020000
Training Epoch: 27 [8448/45000]	Loss: 0.3826	LR: 0.020000
Training Epoch: 27 [8704/45000]	Loss: 0.3291	LR: 0.020000
Training Epoch: 27 [8960/45000]	Loss: 0.2972	LR: 0.020000
Training Epoch: 27 [9216/45000]	Loss: 0.3612	LR: 0.020000
Training Epoch: 27 [9472/45000]	Loss: 0.3676	LR: 0.020000
Training Epoch: 27 [9728/45000]	Loss: 0.3086	LR: 0.020000
Training Epoch: 27 [9984/45000]	Loss: 0.3005	LR: 0.020000
Training Epoch: 27 [10240/45000]	Loss: 0.3627	LR: 0.020000
Training Epoch: 27 [10496/45000]	Loss: 0.3010	LR: 0.020000
Training Epoch: 27 [10752/45000]	Loss: 0.3661	LR: 0.020000
Training Epoch: 27 [11008/45000]	Loss: 0.3523	LR: 0.020000
Training Epoch: 27 [11264/45000]	Loss: 0.3063	LR: 0.020000
Training Epoch: 27 [11520/45000]	Loss: 0.3897	LR: 0.020000
Training Epoch: 27 [11776/45000]	Loss: 0.4136	LR: 0.020000
Training Epoch: 27 [12032/45000]	Loss: 0.3360	LR: 0.020000
Training Epoch: 27 [12288/45000]	Loss: 0.4264	LR: 0.020000
Training Epoch: 27 [12544/45000]	Loss: 0.3071	LR: 0.020000
Training Epoch: 27 [12800/45000]	Loss: 0.3123	LR: 0.020000
Training Epoch: 27 [13056/45000]	Loss: 0.3519	LR: 0.020000
Training Epoch: 27 [13312/45000]	Loss: 0.2496	LR: 0.020000
Training Epoch: 27 [13568/45000]	Loss: 0.3373	LR: 0.020000
Training Epoch: 27 [13824/45000]	Loss: 0.3755	LR: 0.020000
Training Epoch: 27 [14080/45000]	Loss: 0.3178	LR: 0.020000
Training Epoch: 27 [14336/45000]	Loss: 0.3907	LR: 0.020000
Training Epoch: 27 [14592/45000]	Loss: 0.2977	LR: 0.020000
Training Epoch: 27 [14848/45000]	Loss: 0.3776	LR: 0.020000
Training Epoch: 27 [15104/45000]	Loss: 0.3907	LR: 0.020000
Training Epoch: 27 [15360/45000]	Loss: 0.3330	LR: 0.020000
Training Epoch: 27 [15616/45000]	Loss: 0.2922	LR: 0.020000
Training Epoch: 27 [15872/45000]	Loss: 0.3975	LR: 0.020000
Training Epoch: 27 [16128/45000]	Loss: 0.3935	LR: 0.020000
Training Epoch: 27 [16384/45000]	Loss: 0.3825	LR: 0.020000
Training Epoch: 27 [16640/45000]	Loss: 0.4160	LR: 0.020000
Training Epoch: 27 [16896/45000]	Loss: 0.4015	LR: 0.020000
Training Epoch: 27 [17152/45000]	Loss: 0.2826	LR: 0.020000
Training Epoch: 27 [17408/45000]	Loss: 0.3372	LR: 0.020000
Training Epoch: 27 [17664/45000]	Loss: 0.3530	LR: 0.020000
Training Epoch: 27 [17920/45000]	Loss: 0.3636	LR: 0.020000
Training Epoch: 27 [18176/45000]	Loss: 0.2852	LR: 0.020000
Training Epoch: 27 [18432/45000]	Loss: 0.4542	LR: 0.020000
Training Epoch: 27 [18688/45000]	Loss: 0.3320	LR: 0.020000
Training Epoch: 27 [18944/45000]	Loss: 0.3642	LR: 0.020000
Training Epoch: 27 [19200/45000]	Loss: 0.3163	LR: 0.020000
Training Epoch: 27 [19456/45000]	Loss: 0.4563	LR: 0.020000
Training Epoch: 27 [19712/45000]	Loss: 0.4198	LR: 0.020000
Training Epoch: 27 [19968/45000]	Loss: 0.3271	LR: 0.020000
Training Epoch: 27 [20224/45000]	Loss: 0.3908	LR: 0.020000
Training Epoch: 27 [20480/45000]	Loss: 0.3989	LR: 0.020000
Training Epoch: 27 [20736/45000]	Loss: 0.4133	LR: 0.020000
Training Epoch: 27 [20992/45000]	Loss: 0.3756	LR: 0.020000
Training Epoch: 27 [21248/45000]	Loss: 0.3396	LR: 0.020000
Training Epoch: 27 [21504/45000]	Loss: 0.4200	LR: 0.020000
Training Epoch: 27 [21760/45000]	Loss: 0.3938	LR: 0.020000
Training Epoch: 27 [22016/45000]	Loss: 0.3931	LR: 0.020000
Training Epoch: 27 [22272/45000]	Loss: 0.2819	LR: 0.020000
Training Epoch: 27 [22528/45000]	Loss: 0.3009	LR: 0.020000
Training Epoch: 27 [22784/45000]	Loss: 0.3110	LR: 0.020000
Training Epoch: 27 [23040/45000]	Loss: 0.3653	LR: 0.020000
Training Epoch: 27 [23296/45000]	Loss: 0.3844	LR: 0.020000
Training Epoch: 27 [23552/45000]	Loss: 0.3300	LR: 0.020000
Training Epoch: 27 [23808/45000]	Loss: 0.3652	LR: 0.020000
Training Epoch: 27 [24064/45000]	Loss: 0.3472	LR: 0.020000
Training Epoch: 27 [24320/45000]	Loss: 0.3755	LR: 0.020000
Training Epoch: 27 [24576/45000]	Loss: 0.3307	LR: 0.020000
Training Epoch: 27 [24832/45000]	Loss: 0.4493	LR: 0.020000
Training Epoch: 27 [25088/45000]	Loss: 0.4016	LR: 0.020000
Training Epoch: 27 [25344/45000]	Loss: 0.3452	LR: 0.020000
Training Epoch: 27 [25600/45000]	Loss: 0.3945	LR: 0.020000
Training Epoch: 27 [25856/45000]	Loss: 0.4101	LR: 0.020000
Training Epoch: 27 [26112/45000]	Loss: 0.3296	LR: 0.020000
Training Epoch: 27 [26368/45000]	Loss: 0.3616	LR: 0.020000
Training Epoch: 27 [26624/45000]	Loss: 0.3425	LR: 0.020000
Training Epoch: 27 [26880/45000]	Loss: 0.3240	LR: 0.020000
Training Epoch: 27 [27136/45000]	Loss: 0.4407	LR: 0.020000
Training Epoch: 27 [27392/45000]	Loss: 0.3467	LR: 0.020000
Training Epoch: 27 [27648/45000]	Loss: 0.3794	LR: 0.020000
Training Epoch: 27 [27904/45000]	Loss: 0.3443	LR: 0.020000
Training Epoch: 27 [28160/45000]	Loss: 0.4688	LR: 0.020000
Training Epoch: 27 [28416/45000]	Loss: 0.3503	LR: 0.020000
Training Epoch: 27 [28672/45000]	Loss: 0.2955	LR: 0.020000
Training Epoch: 27 [28928/45000]	Loss: 0.3845	LR: 0.020000
Training Epoch: 27 [29184/45000]	Loss: 0.4558	LR: 0.020000
Training Epoch: 27 [29440/45000]	Loss: 0.3789	LR: 0.020000
Training Epoch: 27 [29696/45000]	Loss: 0.3339	LR: 0.020000
Training Epoch: 27 [29952/45000]	Loss: 0.4200	LR: 0.020000
Training Epoch: 27 [30208/45000]	Loss: 0.3807	LR: 0.020000
Training Epoch: 27 [30464/45000]	Loss: 0.3405	LR: 0.020000
Training Epoch: 27 [30720/45000]	Loss: 0.3791	LR: 0.020000
Training Epoch: 27 [30976/45000]	Loss: 0.4228	LR: 0.020000
Training Epoch: 27 [31232/45000]	Loss: 0.4050	LR: 0.020000
Training Epoch: 27 [31488/45000]	Loss: 0.3356	LR: 0.020000
Training Epoch: 27 [31744/45000]	Loss: 0.4147	LR: 0.020000
Training Epoch: 27 [32000/45000]	Loss: 0.3443	LR: 0.020000
Training Epoch: 27 [32256/45000]	Loss: 0.4041	LR: 0.020000
Training Epoch: 27 [32512/45000]	Loss: 0.4033	LR: 0.020000
Training Epoch: 27 [32768/45000]	Loss: 0.3084	LR: 0.020000
Training Epoch: 27 [33024/45000]	Loss: 0.3505	LR: 0.020000
Training Epoch: 27 [33280/45000]	Loss: 0.4521	LR: 0.020000
Training Epoch: 27 [33536/45000]	Loss: 0.3588	LR: 0.020000
Training Epoch: 27 [33792/45000]	Loss: 0.3125	LR: 0.020000
Training Epoch: 27 [34048/45000]	Loss: 0.3306	LR: 0.020000
Training Epoch: 27 [34304/45000]	Loss: 0.3559	LR: 0.020000
Training Epoch: 27 [34560/45000]	Loss: 0.2648	LR: 0.020000
Training Epoch: 27 [34816/45000]	Loss: 0.3664	LR: 0.020000
Training Epoch: 27 [35072/45000]	Loss: 0.3640	LR: 0.020000
Training Epoch: 27 [35328/45000]	Loss: 0.3328	LR: 0.020000
Training Epoch: 27 [35584/45000]	Loss: 0.4058	LR: 0.020000
Training Epoch: 27 [35840/45000]	Loss: 0.4123	LR: 0.020000
Training Epoch: 27 [36096/45000]	Loss: 0.4520	LR: 0.020000
Training Epoch: 27 [36352/45000]	Loss: 0.3490	LR: 0.020000
Training Epoch: 27 [36608/45000]	Loss: 0.4432	LR: 0.020000
Training Epoch: 27 [36864/45000]	Loss: 0.4043	LR: 0.020000
Training Epoch: 27 [37120/45000]	Loss: 0.3241	LR: 0.020000
Training Epoch: 27 [37376/45000]	Loss: 0.4336	LR: 0.020000
Training Epoch: 27 [37632/45000]	Loss: 0.4022	LR: 0.020000
Training Epoch: 27 [37888/45000]	Loss: 0.4133	LR: 0.020000
Training Epoch: 27 [38144/45000]	Loss: 0.4967	LR: 0.020000
Training Epoch: 27 [38400/45000]	Loss: 0.3942	LR: 0.020000
Training Epoch: 27 [38656/45000]	Loss: 0.3141	LR: 0.020000
Training Epoch: 27 [38912/45000]	Loss: 0.3357	LR: 0.020000
Training Epoch: 27 [39168/45000]	Loss: 0.4089	LR: 0.020000
Training Epoch: 27 [39424/45000]	Loss: 0.3782	LR: 0.020000
Training Epoch: 27 [39680/45000]	Loss: 0.4138	LR: 0.020000
Training Epoch: 27 [39936/45000]	Loss: 0.3817	LR: 0.020000
Training Epoch: 27 [40192/45000]	Loss: 0.3310	LR: 0.020000
Training Epoch: 27 [40448/45000]	Loss: 0.3869	LR: 0.020000
Training Epoch: 27 [40704/45000]	Loss: 0.3932	LR: 0.020000
Training Epoch: 27 [40960/45000]	Loss: 0.3337	LR: 0.020000
Training Epoch: 27 [41216/45000]	Loss: 0.4849	LR: 0.020000
Training Epoch: 27 [41472/45000]	Loss: 0.4217	LR: 0.020000
Training Epoch: 27 [41728/45000]	Loss: 0.3657	LR: 0.020000
Training Epoch: 27 [41984/45000]	Loss: 0.3549	LR: 0.020000
Training Epoch: 27 [42240/45000]	Loss: 0.4144	LR: 0.020000
Training Epoch: 27 [42496/45000]	Loss: 0.4383	LR: 0.020000
Training Epoch: 27 [42752/45000]	Loss: 0.4038	LR: 0.020000
Training Epoch: 27 [43008/45000]	Loss: 0.3428	LR: 0.020000
Training Epoch: 27 [43264/45000]	Loss: 0.3353	LR: 0.020000
Training Epoch: 27 [43520/45000]	Loss: 0.3492	LR: 0.020000
Training Epoch: 27 [43776/45000]	Loss: 0.3464	LR: 0.020000
Training Epoch: 27 [44032/45000]	Loss: 0.3141	LR: 0.020000
Training Epoch: 27 [44288/45000]	Loss: 0.4059	LR: 0.020000
Training Epoch: 27 [44544/45000]	Loss: 0.5266	LR: 0.020000
Training Epoch: 27 [44800/45000]	Loss: 0.4885	LR: 0.020000
Training Epoch: 27 [45000/45000]	Loss: 0.2931	LR: 0.020000
Epoch 27 - Average Train Loss: 0.3669, Train Accuracy: 0.8782
Epoch 27 training time consumed: 27.08s
Evaluating Network.....
Test set: Epoch: 27, Average loss: 0.0033, Accuracy: 0.7598, Time consumed:0.89s
Training Epoch: 28 [256/45000]	Loss: 0.3258	LR: 0.020000
Training Epoch: 28 [512/45000]	Loss: 0.2850	LR: 0.020000
Training Epoch: 28 [768/45000]	Loss: 0.3519	LR: 0.020000
Training Epoch: 28 [1024/45000]	Loss: 0.2830	LR: 0.020000
Training Epoch: 28 [1280/45000]	Loss: 0.3589	LR: 0.020000
Training Epoch: 28 [1536/45000]	Loss: 0.3200	LR: 0.020000
Training Epoch: 28 [1792/45000]	Loss: 0.3046	LR: 0.020000
Training Epoch: 28 [2048/45000]	Loss: 0.3003	LR: 0.020000
Training Epoch: 28 [2304/45000]	Loss: 0.2957	LR: 0.020000
Training Epoch: 28 [2560/45000]	Loss: 0.3338	LR: 0.020000
Training Epoch: 28 [2816/45000]	Loss: 0.3049	LR: 0.020000
Training Epoch: 28 [3072/45000]	Loss: 0.3141	LR: 0.020000
Training Epoch: 28 [3328/45000]	Loss: 0.3813	LR: 0.020000
Training Epoch: 28 [3584/45000]	Loss: 0.2739	LR: 0.020000
Training Epoch: 28 [3840/45000]	Loss: 0.3718	LR: 0.020000
Training Epoch: 28 [4096/45000]	Loss: 0.3920	LR: 0.020000
Training Epoch: 28 [4352/45000]	Loss: 0.4248	LR: 0.020000
Training Epoch: 28 [4608/45000]	Loss: 0.3152	LR: 0.020000
Training Epoch: 28 [4864/45000]	Loss: 0.3120	LR: 0.020000
Training Epoch: 28 [5120/45000]	Loss: 0.2536	LR: 0.020000
Training Epoch: 28 [5376/45000]	Loss: 0.3934	LR: 0.020000
Training Epoch: 28 [5632/45000]	Loss: 0.2910	LR: 0.020000
Training Epoch: 28 [5888/45000]	Loss: 0.3638	LR: 0.020000
Training Epoch: 28 [6144/45000]	Loss: 0.2602	LR: 0.020000
Training Epoch: 28 [6400/45000]	Loss: 0.3580	LR: 0.020000
Training Epoch: 28 [6656/45000]	Loss: 0.3214	LR: 0.020000
Training Epoch: 28 [6912/45000]	Loss: 0.2410	LR: 0.020000
Training Epoch: 28 [7168/45000]	Loss: 0.3253	LR: 0.020000
Training Epoch: 28 [7424/45000]	Loss: 0.3195	LR: 0.020000
Training Epoch: 28 [7680/45000]	Loss: 0.3473	LR: 0.020000
Training Epoch: 28 [7936/45000]	Loss: 0.3673	LR: 0.020000
Training Epoch: 28 [8192/45000]	Loss: 0.3900	LR: 0.020000
Training Epoch: 28 [8448/45000]	Loss: 0.3702	LR: 0.020000
Training Epoch: 28 [8704/45000]	Loss: 0.3717	LR: 0.020000
Training Epoch: 28 [8960/45000]	Loss: 0.3195	LR: 0.020000
Training Epoch: 28 [9216/45000]	Loss: 0.3017	LR: 0.020000
Training Epoch: 28 [9472/45000]	Loss: 0.4294	LR: 0.020000
Training Epoch: 28 [9728/45000]	Loss: 0.3748	LR: 0.020000
Training Epoch: 28 [9984/45000]	Loss: 0.3507	LR: 0.020000
Training Epoch: 28 [10240/45000]	Loss: 0.3551	LR: 0.020000
Training Epoch: 28 [10496/45000]	Loss: 0.2941	LR: 0.020000
Training Epoch: 28 [10752/45000]	Loss: 0.3116	LR: 0.020000
Training Epoch: 28 [11008/45000]	Loss: 0.3056	LR: 0.020000
Training Epoch: 28 [11264/45000]	Loss: 0.2830	LR: 0.020000
Training Epoch: 28 [11520/45000]	Loss: 0.2907	LR: 0.020000
Training Epoch: 28 [11776/45000]	Loss: 0.3147	LR: 0.020000
Training Epoch: 28 [12032/45000]	Loss: 0.2401	LR: 0.020000
Training Epoch: 28 [12288/45000]	Loss: 0.3866	LR: 0.020000
Training Epoch: 28 [12544/45000]	Loss: 0.4217	LR: 0.020000
Training Epoch: 28 [12800/45000]	Loss: 0.3432	LR: 0.020000
Training Epoch: 28 [13056/45000]	Loss: 0.3628	LR: 0.020000
Training Epoch: 28 [13312/45000]	Loss: 0.3398	LR: 0.020000
Training Epoch: 28 [13568/45000]	Loss: 0.3708	LR: 0.020000
Training Epoch: 28 [13824/45000]	Loss: 0.3664	LR: 0.020000
Training Epoch: 28 [14080/45000]	Loss: 0.3311	LR: 0.020000
Training Epoch: 28 [14336/45000]	Loss: 0.3485	LR: 0.020000
Training Epoch: 28 [14592/45000]	Loss: 0.3189	LR: 0.020000
Training Epoch: 28 [14848/45000]	Loss: 0.3041	LR: 0.020000
Training Epoch: 28 [15104/45000]	Loss: 0.3682	LR: 0.020000
Training Epoch: 28 [15360/45000]	Loss: 0.4081	LR: 0.020000
Training Epoch: 28 [15616/45000]	Loss: 0.3896	LR: 0.020000
Training Epoch: 28 [15872/45000]	Loss: 0.4169	LR: 0.020000
Training Epoch: 28 [16128/45000]	Loss: 0.3760	LR: 0.020000
Training Epoch: 28 [16384/45000]	Loss: 0.3730	LR: 0.020000
Training Epoch: 28 [16640/45000]	Loss: 0.3395	LR: 0.020000
Training Epoch: 28 [16896/45000]	Loss: 0.4779	LR: 0.020000
Training Epoch: 28 [17152/45000]	Loss: 0.3259	LR: 0.020000
Training Epoch: 28 [17408/45000]	Loss: 0.3310	LR: 0.020000
Training Epoch: 28 [17664/45000]	Loss: 0.3942	LR: 0.020000
Training Epoch: 28 [17920/45000]	Loss: 0.3980	LR: 0.020000
Training Epoch: 28 [18176/45000]	Loss: 0.2943	LR: 0.020000
Training Epoch: 28 [18432/45000]	Loss: 0.3710	LR: 0.020000
Training Epoch: 28 [18688/45000]	Loss: 0.4634	LR: 0.020000
Training Epoch: 28 [18944/45000]	Loss: 0.3626	LR: 0.020000
Training Epoch: 28 [19200/45000]	Loss: 0.2960	LR: 0.020000
Training Epoch: 28 [19456/45000]	Loss: 0.3491	LR: 0.020000
Training Epoch: 28 [19712/45000]	Loss: 0.3457	LR: 0.020000
Training Epoch: 28 [19968/45000]	Loss: 0.4093	LR: 0.020000
Training Epoch: 28 [20224/45000]	Loss: 0.3927	LR: 0.020000
Training Epoch: 28 [20480/45000]	Loss: 0.2911	LR: 0.020000
Training Epoch: 28 [20736/45000]	Loss: 0.2764	LR: 0.020000
Training Epoch: 28 [20992/45000]	Loss: 0.4068	LR: 0.020000
Training Epoch: 28 [21248/45000]	Loss: 0.3259	LR: 0.020000
Training Epoch: 28 [21504/45000]	Loss: 0.3824	LR: 0.020000
Training Epoch: 28 [21760/45000]	Loss: 0.3917	LR: 0.020000
Training Epoch: 28 [22016/45000]	Loss: 0.4086	LR: 0.020000
Training Epoch: 28 [22272/45000]	Loss: 0.3874	LR: 0.020000
Training Epoch: 28 [22528/45000]	Loss: 0.3328	LR: 0.020000
Training Epoch: 28 [22784/45000]	Loss: 0.4209	LR: 0.020000
Training Epoch: 28 [23040/45000]	Loss: 0.4122	LR: 0.020000
Training Epoch: 28 [23296/45000]	Loss: 0.3512	LR: 0.020000
Training Epoch: 28 [23552/45000]	Loss: 0.4407	LR: 0.020000
Training Epoch: 28 [23808/45000]	Loss: 0.3457	LR: 0.020000
Training Epoch: 28 [24064/45000]	Loss: 0.3604	LR: 0.020000
Training Epoch: 28 [24320/45000]	Loss: 0.3858	LR: 0.020000
Training Epoch: 28 [24576/45000]	Loss: 0.2933	LR: 0.020000
Training Epoch: 28 [24832/45000]	Loss: 0.4146	LR: 0.020000
Training Epoch: 28 [25088/45000]	Loss: 0.3781	LR: 0.020000
Training Epoch: 28 [25344/45000]	Loss: 0.3911	LR: 0.020000
Training Epoch: 28 [25600/45000]	Loss: 0.3790	LR: 0.020000
Training Epoch: 28 [25856/45000]	Loss: 0.2994	LR: 0.020000
Training Epoch: 28 [26112/45000]	Loss: 0.2690	LR: 0.020000
Training Epoch: 28 [26368/45000]	Loss: 0.3883	LR: 0.020000
Training Epoch: 28 [26624/45000]	Loss: 0.3552	LR: 0.020000
Training Epoch: 28 [26880/45000]	Loss: 0.2965	LR: 0.020000
Training Epoch: 28 [27136/45000]	Loss: 0.4026	LR: 0.020000
Training Epoch: 28 [27392/45000]	Loss: 0.3588	LR: 0.020000
Training Epoch: 28 [27648/45000]	Loss: 0.3165	LR: 0.020000
Training Epoch: 28 [27904/45000]	Loss: 0.3630	LR: 0.020000
Training Epoch: 28 [28160/45000]	Loss: 0.3217	LR: 0.020000
Training Epoch: 28 [28416/45000]	Loss: 0.3925	LR: 0.020000
Training Epoch: 28 [28672/45000]	Loss: 0.3810	LR: 0.020000
Training Epoch: 28 [28928/45000]	Loss: 0.3554	LR: 0.020000
Training Epoch: 28 [29184/45000]	Loss: 0.3240	LR: 0.020000
Training Epoch: 28 [29440/45000]	Loss: 0.3218	LR: 0.020000
Training Epoch: 28 [29696/45000]	Loss: 0.4190	LR: 0.020000
Training Epoch: 28 [29952/45000]	Loss: 0.2410	LR: 0.020000
Training Epoch: 28 [30208/45000]	Loss: 0.4505	LR: 0.020000
Training Epoch: 28 [30464/45000]	Loss: 0.3066	LR: 0.020000
Training Epoch: 28 [30720/45000]	Loss: 0.2893	LR: 0.020000
Training Epoch: 28 [30976/45000]	Loss: 0.3313	LR: 0.020000
Training Epoch: 28 [31232/45000]	Loss: 0.4392	LR: 0.020000
Training Epoch: 28 [31488/45000]	Loss: 0.3043	LR: 0.020000
Training Epoch: 28 [31744/45000]	Loss: 0.3708	LR: 0.020000
Training Epoch: 28 [32000/45000]	Loss: 0.4342	LR: 0.020000
Training Epoch: 28 [32256/45000]	Loss: 0.3561	LR: 0.020000
Training Epoch: 28 [32512/45000]	Loss: 0.3252	LR: 0.020000
Training Epoch: 28 [32768/45000]	Loss: 0.3666	LR: 0.020000
Training Epoch: 28 [33024/45000]	Loss: 0.3031	LR: 0.020000
Training Epoch: 28 [33280/45000]	Loss: 0.2821	LR: 0.020000
Training Epoch: 28 [33536/45000]	Loss: 0.3365	LR: 0.020000
Training Epoch: 28 [33792/45000]	Loss: 0.3282	LR: 0.020000
Training Epoch: 28 [34048/45000]	Loss: 0.3761	LR: 0.020000
Training Epoch: 28 [34304/45000]	Loss: 0.4709	LR: 0.020000
Training Epoch: 28 [34560/45000]	Loss: 0.3548	LR: 0.020000
Training Epoch: 28 [34816/45000]	Loss: 0.2193	LR: 0.020000
Training Epoch: 28 [35072/45000]	Loss: 0.3874	LR: 0.020000
Training Epoch: 28 [35328/45000]	Loss: 0.3491	LR: 0.020000
Training Epoch: 28 [35584/45000]	Loss: 0.3541	LR: 0.020000
Training Epoch: 28 [35840/45000]	Loss: 0.4631	LR: 0.020000
Training Epoch: 28 [36096/45000]	Loss: 0.3315	LR: 0.020000
Training Epoch: 28 [36352/45000]	Loss: 0.3916	LR: 0.020000
Training Epoch: 28 [36608/45000]	Loss: 0.3918	LR: 0.020000
Training Epoch: 28 [36864/45000]	Loss: 0.3213	LR: 0.020000
Training Epoch: 28 [37120/45000]	Loss: 0.4148	LR: 0.020000
Training Epoch: 28 [37376/45000]	Loss: 0.3516	LR: 0.020000
Training Epoch: 28 [37632/45000]	Loss: 0.3297	LR: 0.020000
Training Epoch: 28 [37888/45000]	Loss: 0.3301	LR: 0.020000
Training Epoch: 28 [38144/45000]	Loss: 0.3990	LR: 0.020000
Training Epoch: 28 [38400/45000]	Loss: 0.3201	LR: 0.020000
Training Epoch: 28 [38656/45000]	Loss: 0.2851	LR: 0.020000
Training Epoch: 28 [38912/45000]	Loss: 0.3942	LR: 0.020000
Training Epoch: 28 [39168/45000]	Loss: 0.4819	LR: 0.020000
Training Epoch: 28 [39424/45000]	Loss: 0.3536	LR: 0.020000
Training Epoch: 28 [39680/45000]	Loss: 0.4065	LR: 0.020000
Training Epoch: 28 [39936/45000]	Loss: 0.4001	LR: 0.020000
Training Epoch: 28 [40192/45000]	Loss: 0.4199	LR: 0.020000
Training Epoch: 28 [40448/45000]	Loss: 0.4532	LR: 0.020000
Training Epoch: 28 [40704/45000]	Loss: 0.3944	LR: 0.020000
Training Epoch: 28 [40960/45000]	Loss: 0.3833	LR: 0.020000
Training Epoch: 28 [41216/45000]	Loss: 0.3859	LR: 0.020000
Training Epoch: 28 [41472/45000]	Loss: 0.3575	LR: 0.020000
Training Epoch: 28 [41728/45000]	Loss: 0.3413	LR: 0.020000
Training Epoch: 28 [41984/45000]	Loss: 0.4277	LR: 0.020000
Training Epoch: 28 [42240/45000]	Loss: 0.3461	LR: 0.020000
Training Epoch: 28 [42496/45000]	Loss: 0.4212	LR: 0.020000
Training Epoch: 28 [42752/45000]	Loss: 0.3574	LR: 0.020000
Training Epoch: 28 [43008/45000]	Loss: 0.3121	LR: 0.020000
Training Epoch: 28 [43264/45000]	Loss: 0.3954	LR: 0.020000
Training Epoch: 28 [43520/45000]	Loss: 0.3688	LR: 0.020000
Training Epoch: 28 [43776/45000]	Loss: 0.2872	LR: 0.020000
Training Epoch: 28 [44032/45000]	Loss: 0.3218	LR: 0.020000
Training Epoch: 28 [44288/45000]	Loss: 0.4253	LR: 0.020000
Training Epoch: 28 [44544/45000]	Loss: 0.3853	LR: 0.020000
Training Epoch: 28 [44800/45000]	Loss: 0.4056	LR: 0.020000
Training Epoch: 28 [45000/45000]	Loss: 0.3160	LR: 0.020000
Epoch 28 - Average Train Loss: 0.3544, Train Accuracy: 0.8803
Epoch 28 training time consumed: 27.02s
Evaluating Network.....
Test set: Epoch: 28, Average loss: 0.0031, Accuracy: 0.7714, Time consumed:0.87s
Training Epoch: 29 [256/45000]	Loss: 0.3405	LR: 0.020000
Training Epoch: 29 [512/45000]	Loss: 0.3438	LR: 0.020000
Training Epoch: 29 [768/45000]	Loss: 0.3243	LR: 0.020000
Training Epoch: 29 [1024/45000]	Loss: 0.2855	LR: 0.020000
Training Epoch: 29 [1280/45000]	Loss: 0.2990	LR: 0.020000
Training Epoch: 29 [1536/45000]	Loss: 0.3177	LR: 0.020000
Training Epoch: 29 [1792/45000]	Loss: 0.3029	LR: 0.020000
Training Epoch: 29 [2048/45000]	Loss: 0.3844	LR: 0.020000
Training Epoch: 29 [2304/45000]	Loss: 0.3329	LR: 0.020000
Training Epoch: 29 [2560/45000]	Loss: 0.3104	LR: 0.020000
Training Epoch: 29 [2816/45000]	Loss: 0.2979	LR: 0.020000
Training Epoch: 29 [3072/45000]	Loss: 0.3141	LR: 0.020000
Training Epoch: 29 [3328/45000]	Loss: 0.3846	LR: 0.020000
Training Epoch: 29 [3584/45000]	Loss: 0.4356	LR: 0.020000
Training Epoch: 29 [3840/45000]	Loss: 0.3878	LR: 0.020000
Training Epoch: 29 [4096/45000]	Loss: 0.4000	LR: 0.020000
Training Epoch: 29 [4352/45000]	Loss: 0.3211	LR: 0.020000
Training Epoch: 29 [4608/45000]	Loss: 0.3398	LR: 0.020000
Training Epoch: 29 [4864/45000]	Loss: 0.3201	LR: 0.020000
Training Epoch: 29 [5120/45000]	Loss: 0.2515	LR: 0.020000
Training Epoch: 29 [5376/45000]	Loss: 0.2780	LR: 0.020000
Training Epoch: 29 [5632/45000]	Loss: 0.3154	LR: 0.020000
Training Epoch: 29 [5888/45000]	Loss: 0.2585	LR: 0.020000
Training Epoch: 29 [6144/45000]	Loss: 0.3030	LR: 0.020000
Training Epoch: 29 [6400/45000]	Loss: 0.3217	LR: 0.020000
Training Epoch: 29 [6656/45000]	Loss: 0.2866	LR: 0.020000
Training Epoch: 29 [6912/45000]	Loss: 0.3235	LR: 0.020000
Training Epoch: 29 [7168/45000]	Loss: 0.3166	LR: 0.020000
Training Epoch: 29 [7424/45000]	Loss: 0.3816	LR: 0.020000
Training Epoch: 29 [7680/45000]	Loss: 0.3563	LR: 0.020000
Training Epoch: 29 [7936/45000]	Loss: 0.2584	LR: 0.020000
Training Epoch: 29 [8192/45000]	Loss: 0.3720	LR: 0.020000
Training Epoch: 29 [8448/45000]	Loss: 0.3779	LR: 0.020000
Training Epoch: 29 [8704/45000]	Loss: 0.2821	LR: 0.020000
Training Epoch: 29 [8960/45000]	Loss: 0.3052	LR: 0.020000
Training Epoch: 29 [9216/45000]	Loss: 0.3336	LR: 0.020000
Training Epoch: 29 [9472/45000]	Loss: 0.3216	LR: 0.020000
Training Epoch: 29 [9728/45000]	Loss: 0.2926	LR: 0.020000
Training Epoch: 29 [9984/45000]	Loss: 0.3968	LR: 0.020000
Training Epoch: 29 [10240/45000]	Loss: 0.3597	LR: 0.020000
Training Epoch: 29 [10496/45000]	Loss: 0.2619	LR: 0.020000
Training Epoch: 29 [10752/45000]	Loss: 0.3704	LR: 0.020000
Training Epoch: 29 [11008/45000]	Loss: 0.2864	LR: 0.020000
Training Epoch: 29 [11264/45000]	Loss: 0.2836	LR: 0.020000
Training Epoch: 29 [11520/45000]	Loss: 0.3256	LR: 0.020000
Training Epoch: 29 [11776/45000]	Loss: 0.2190	LR: 0.020000
Training Epoch: 29 [12032/45000]	Loss: 0.3381	LR: 0.020000
Training Epoch: 29 [12288/45000]	Loss: 0.3370	LR: 0.020000
Training Epoch: 29 [12544/45000]	Loss: 0.3950	LR: 0.020000
Training Epoch: 29 [12800/45000]	Loss: 0.3755	LR: 0.020000
Training Epoch: 29 [13056/45000]	Loss: 0.3298	LR: 0.020000
Training Epoch: 29 [13312/45000]	Loss: 0.4027	LR: 0.020000
Training Epoch: 29 [13568/45000]	Loss: 0.3376	LR: 0.020000
Training Epoch: 29 [13824/45000]	Loss: 0.2970	LR: 0.020000
Training Epoch: 29 [14080/45000]	Loss: 0.2947	LR: 0.020000
Training Epoch: 29 [14336/45000]	Loss: 0.3199	LR: 0.020000
Training Epoch: 29 [14592/45000]	Loss: 0.3554	LR: 0.020000
Training Epoch: 29 [14848/45000]	Loss: 0.3285	LR: 0.020000
Training Epoch: 29 [15104/45000]	Loss: 0.4399	LR: 0.020000
Training Epoch: 29 [15360/45000]	Loss: 0.3034	LR: 0.020000
Training Epoch: 29 [15616/45000]	Loss: 0.3529	LR: 0.020000
Training Epoch: 29 [15872/45000]	Loss: 0.2383	LR: 0.020000
Training Epoch: 29 [16128/45000]	Loss: 0.2965	LR: 0.020000
Training Epoch: 29 [16384/45000]	Loss: 0.2881	LR: 0.020000
Training Epoch: 29 [16640/45000]	Loss: 0.3078	LR: 0.020000
Training Epoch: 29 [16896/45000]	Loss: 0.3629	LR: 0.020000
Training Epoch: 29 [17152/45000]	Loss: 0.4792	LR: 0.020000
Training Epoch: 29 [17408/45000]	Loss: 0.4081	LR: 0.020000
Training Epoch: 29 [17664/45000]	Loss: 0.2341	LR: 0.020000
Training Epoch: 29 [17920/45000]	Loss: 0.4299	LR: 0.020000
Training Epoch: 29 [18176/45000]	Loss: 0.3076	LR: 0.020000
Training Epoch: 29 [18432/45000]	Loss: 0.3670	LR: 0.020000
Training Epoch: 29 [18688/45000]	Loss: 0.3310	LR: 0.020000
Training Epoch: 29 [18944/45000]	Loss: 0.3289	LR: 0.020000
Training Epoch: 29 [19200/45000]	Loss: 0.2952	LR: 0.020000
Training Epoch: 29 [19456/45000]	Loss: 0.3621	LR: 0.020000
Training Epoch: 29 [19712/45000]	Loss: 0.3627	LR: 0.020000
Training Epoch: 29 [19968/45000]	Loss: 0.4064	LR: 0.020000
Training Epoch: 29 [20224/45000]	Loss: 0.3433	LR: 0.020000
Training Epoch: 29 [20480/45000]	Loss: 0.4103	LR: 0.020000
Training Epoch: 29 [20736/45000]	Loss: 0.3597	LR: 0.020000
Training Epoch: 29 [20992/45000]	Loss: 0.3304	LR: 0.020000
Training Epoch: 29 [21248/45000]	Loss: 0.3928	LR: 0.020000
Training Epoch: 29 [21504/45000]	Loss: 0.3300	LR: 0.020000
Training Epoch: 29 [21760/45000]	Loss: 0.3102	LR: 0.020000
Training Epoch: 29 [22016/45000]	Loss: 0.3311	LR: 0.020000
Training Epoch: 29 [22272/45000]	Loss: 0.3280	LR: 0.020000
Training Epoch: 29 [22528/45000]	Loss: 0.3901	LR: 0.020000
Training Epoch: 29 [22784/45000]	Loss: 0.3279	LR: 0.020000
Training Epoch: 29 [23040/45000]	Loss: 0.3274	LR: 0.020000
Training Epoch: 29 [23296/45000]	Loss: 0.4228	LR: 0.020000
Training Epoch: 29 [23552/45000]	Loss: 0.3358	LR: 0.020000
Training Epoch: 29 [23808/45000]	Loss: 0.3016	LR: 0.020000
Training Epoch: 29 [24064/45000]	Loss: 0.3741	LR: 0.020000
Training Epoch: 29 [24320/45000]	Loss: 0.4300	LR: 0.020000
Training Epoch: 29 [24576/45000]	Loss: 0.4194	LR: 0.020000
Training Epoch: 29 [24832/45000]	Loss: 0.3521	LR: 0.020000
Training Epoch: 29 [25088/45000]	Loss: 0.4035	LR: 0.020000
Training Epoch: 29 [25344/45000]	Loss: 0.3231	LR: 0.020000
Training Epoch: 29 [25600/45000]	Loss: 0.3216	LR: 0.020000
Training Epoch: 29 [25856/45000]	Loss: 0.3407	LR: 0.020000
Training Epoch: 29 [26112/45000]	Loss: 0.3705	LR: 0.020000
Training Epoch: 29 [26368/45000]	Loss: 0.4556	LR: 0.020000
Training Epoch: 29 [26624/45000]	Loss: 0.4169	LR: 0.020000
Training Epoch: 29 [26880/45000]	Loss: 0.3301	LR: 0.020000
Training Epoch: 29 [27136/45000]	Loss: 0.4426	LR: 0.020000
Training Epoch: 29 [27392/45000]	Loss: 0.2632	LR: 0.020000
Training Epoch: 29 [27648/45000]	Loss: 0.4167	LR: 0.020000
Training Epoch: 29 [27904/45000]	Loss: 0.3581	LR: 0.020000
Training Epoch: 29 [28160/45000]	Loss: 0.3077	LR: 0.020000
Training Epoch: 29 [28416/45000]	Loss: 0.3177	LR: 0.020000
Training Epoch: 29 [28672/45000]	Loss: 0.3194	LR: 0.020000
Training Epoch: 29 [28928/45000]	Loss: 0.3537	LR: 0.020000
Training Epoch: 29 [29184/45000]	Loss: 0.4719	LR: 0.020000
Training Epoch: 29 [29440/45000]	Loss: 0.3043	LR: 0.020000
Training Epoch: 29 [29696/45000]	Loss: 0.3756	LR: 0.020000
Training Epoch: 29 [29952/45000]	Loss: 0.3035	LR: 0.020000
Training Epoch: 29 [30208/45000]	Loss: 0.3437	LR: 0.020000
Training Epoch: 29 [30464/45000]	Loss: 0.4382	LR: 0.020000
Training Epoch: 29 [30720/45000]	Loss: 0.3305	LR: 0.020000
Training Epoch: 29 [30976/45000]	Loss: 0.3879	LR: 0.020000
Training Epoch: 29 [31232/45000]	Loss: 0.3393	LR: 0.020000
Training Epoch: 29 [31488/45000]	Loss: 0.3308	LR: 0.020000
Training Epoch: 29 [31744/45000]	Loss: 0.3690	LR: 0.020000
Training Epoch: 29 [32000/45000]	Loss: 0.3363	LR: 0.020000
Training Epoch: 29 [32256/45000]	Loss: 0.3505	LR: 0.020000
Training Epoch: 29 [32512/45000]	Loss: 0.2801	LR: 0.020000
Training Epoch: 29 [32768/45000]	Loss: 0.3622	LR: 0.020000
Training Epoch: 29 [33024/45000]	Loss: 0.3451	LR: 0.020000
Training Epoch: 29 [33280/45000]	Loss: 0.3305	LR: 0.020000
Training Epoch: 29 [33536/45000]	Loss: 0.3434	LR: 0.020000
Training Epoch: 29 [33792/45000]	Loss: 0.3035	LR: 0.020000
Training Epoch: 29 [34048/45000]	Loss: 0.3247	LR: 0.020000
Training Epoch: 29 [34304/45000]	Loss: 0.3796	LR: 0.020000
Training Epoch: 29 [34560/45000]	Loss: 0.3339	LR: 0.020000
Training Epoch: 29 [34816/45000]	Loss: 0.3380	LR: 0.020000
Training Epoch: 29 [35072/45000]	Loss: 0.2893	LR: 0.020000
Training Epoch: 29 [35328/45000]	Loss: 0.3063	LR: 0.020000
Training Epoch: 29 [35584/45000]	Loss: 0.3673	LR: 0.020000
Training Epoch: 29 [35840/45000]	Loss: 0.3502	LR: 0.020000
Training Epoch: 29 [36096/45000]	Loss: 0.3712	LR: 0.020000
Training Epoch: 29 [36352/45000]	Loss: 0.3759	LR: 0.020000
Training Epoch: 29 [36608/45000]	Loss: 0.3256	LR: 0.020000
Training Epoch: 29 [36864/45000]	Loss: 0.3043	LR: 0.020000
Training Epoch: 29 [37120/45000]	Loss: 0.3797	LR: 0.020000
Training Epoch: 29 [37376/45000]	Loss: 0.3156	LR: 0.020000
Training Epoch: 29 [37632/45000]	Loss: 0.2913	LR: 0.020000
Training Epoch: 29 [37888/45000]	Loss: 0.3063	LR: 0.020000
Training Epoch: 29 [38144/45000]	Loss: 0.2625	LR: 0.020000
Training Epoch: 29 [38400/45000]	Loss: 0.3527	LR: 0.020000
Training Epoch: 29 [38656/45000]	Loss: 0.3425	LR: 0.020000
Training Epoch: 29 [38912/45000]	Loss: 0.2904	LR: 0.020000
Training Epoch: 29 [39168/45000]	Loss: 0.4810	LR: 0.020000
Training Epoch: 29 [39424/45000]	Loss: 0.3195	LR: 0.020000
Training Epoch: 29 [39680/45000]	Loss: 0.3813	LR: 0.020000
Training Epoch: 29 [39936/45000]	Loss: 0.4647	LR: 0.020000
Training Epoch: 29 [40192/45000]	Loss: 0.3463	LR: 0.020000
Training Epoch: 29 [40448/45000]	Loss: 0.2723	LR: 0.020000
Training Epoch: 29 [40704/45000]	Loss: 0.3357	LR: 0.020000
Training Epoch: 29 [40960/45000]	Loss: 0.4971	LR: 0.020000
Training Epoch: 29 [41216/45000]	Loss: 0.3536	LR: 0.020000
Training Epoch: 29 [41472/45000]	Loss: 0.2618	LR: 0.020000
Training Epoch: 29 [41728/45000]	Loss: 0.3274	LR: 0.020000
Training Epoch: 29 [41984/45000]	Loss: 0.3799	LR: 0.020000
Training Epoch: 29 [42240/45000]	Loss: 0.3184	LR: 0.020000
Training Epoch: 29 [42496/45000]	Loss: 0.3385	LR: 0.020000
Training Epoch: 29 [42752/45000]	Loss: 0.4583	LR: 0.020000
Training Epoch: 29 [43008/45000]	Loss: 0.3553	LR: 0.020000
Training Epoch: 29 [43264/45000]	Loss: 0.3389	LR: 0.020000
Training Epoch: 29 [43520/45000]	Loss: 0.3549	LR: 0.020000
Training Epoch: 29 [43776/45000]	Loss: 0.3048	LR: 0.020000
Training Epoch: 29 [44032/45000]	Loss: 0.3719	LR: 0.020000
Training Epoch: 29 [44288/45000]	Loss: 0.3060	LR: 0.020000
Training Epoch: 29 [44544/45000]	Loss: 0.4300	LR: 0.020000
Training Epoch: 29 [44800/45000]	Loss: 0.3617	LR: 0.020000
Training Epoch: 29 [45000/45000]	Loss: 0.3341	LR: 0.020000
Epoch 29 - Average Train Loss: 0.3432, Train Accuracy: 0.8847
Epoch 29 training time consumed: 27.01s
Evaluating Network.....
Test set: Epoch: 29, Average loss: 0.0034, Accuracy: 0.7644, Time consumed:0.94s
Training Epoch: 30 [256/45000]	Loss: 0.2398	LR: 0.004000
Training Epoch: 30 [512/45000]	Loss: 0.3199	LR: 0.004000
Training Epoch: 30 [768/45000]	Loss: 0.3063	LR: 0.004000
Training Epoch: 30 [1024/45000]	Loss: 0.2460	LR: 0.004000
Training Epoch: 30 [1280/45000]	Loss: 0.2581	LR: 0.004000
Training Epoch: 30 [1536/45000]	Loss: 0.3327	LR: 0.004000
Training Epoch: 30 [1792/45000]	Loss: 0.2180	LR: 0.004000
Training Epoch: 30 [2048/45000]	Loss: 0.2760	LR: 0.004000
Training Epoch: 30 [2304/45000]	Loss: 0.2556	LR: 0.004000
Training Epoch: 30 [2560/45000]	Loss: 0.2857	LR: 0.004000
Training Epoch: 30 [2816/45000]	Loss: 0.3067	LR: 0.004000
Training Epoch: 30 [3072/45000]	Loss: 0.2936	LR: 0.004000
Training Epoch: 30 [3328/45000]	Loss: 0.2716	LR: 0.004000
Training Epoch: 30 [3584/45000]	Loss: 0.2422	LR: 0.004000
Training Epoch: 30 [3840/45000]	Loss: 0.2708	LR: 0.004000
Training Epoch: 30 [4096/45000]	Loss: 0.2786	LR: 0.004000
Training Epoch: 30 [4352/45000]	Loss: 0.2378	LR: 0.004000
Training Epoch: 30 [4608/45000]	Loss: 0.2206	LR: 0.004000
Training Epoch: 30 [4864/45000]	Loss: 0.2927	LR: 0.004000
Training Epoch: 30 [5120/45000]	Loss: 0.2222	LR: 0.004000
Training Epoch: 30 [5376/45000]	Loss: 0.1943	LR: 0.004000
Training Epoch: 30 [5632/45000]	Loss: 0.2537	LR: 0.004000
Training Epoch: 30 [5888/45000]	Loss: 0.2561	LR: 0.004000
Training Epoch: 30 [6144/45000]	Loss: 0.2620	LR: 0.004000
Training Epoch: 30 [6400/45000]	Loss: 0.2759	LR: 0.004000
Training Epoch: 30 [6656/45000]	Loss: 0.2020	LR: 0.004000
Training Epoch: 30 [6912/45000]	Loss: 0.3025	LR: 0.004000
Training Epoch: 30 [7168/45000]	Loss: 0.2589	LR: 0.004000
Training Epoch: 30 [7424/45000]	Loss: 0.2749	LR: 0.004000
Training Epoch: 30 [7680/45000]	Loss: 0.2090	LR: 0.004000
Training Epoch: 30 [7936/45000]	Loss: 0.2569	LR: 0.004000
Training Epoch: 30 [8192/45000]	Loss: 0.2306	LR: 0.004000
Training Epoch: 30 [8448/45000]	Loss: 0.2915	LR: 0.004000
Training Epoch: 30 [8704/45000]	Loss: 0.2279	LR: 0.004000
Training Epoch: 30 [8960/45000]	Loss: 0.2092	LR: 0.004000
Training Epoch: 30 [9216/45000]	Loss: 0.2445	LR: 0.004000
Training Epoch: 30 [9472/45000]	Loss: 0.1805	LR: 0.004000
Training Epoch: 30 [9728/45000]	Loss: 0.2468	LR: 0.004000
Training Epoch: 30 [9984/45000]	Loss: 0.2266	LR: 0.004000
Training Epoch: 30 [10240/45000]	Loss: 0.2973	LR: 0.004000
Training Epoch: 30 [10496/45000]	Loss: 0.1579	LR: 0.004000
Training Epoch: 30 [10752/45000]	Loss: 0.2018	LR: 0.004000
Training Epoch: 30 [11008/45000]	Loss: 0.3019	LR: 0.004000
Training Epoch: 30 [11264/45000]	Loss: 0.2300	LR: 0.004000
Training Epoch: 30 [11520/45000]	Loss: 0.3154	LR: 0.004000
Training Epoch: 30 [11776/45000]	Loss: 0.2818	LR: 0.004000
Training Epoch: 30 [12032/45000]	Loss: 0.2180	LR: 0.004000
Training Epoch: 30 [12288/45000]	Loss: 0.2777	LR: 0.004000
Training Epoch: 30 [12544/45000]	Loss: 0.1889	LR: 0.004000
Training Epoch: 30 [12800/45000]	Loss: 0.2623	LR: 0.004000
Training Epoch: 30 [13056/45000]	Loss: 0.1974	LR: 0.004000
Training Epoch: 30 [13312/45000]	Loss: 0.2586	LR: 0.004000
Training Epoch: 30 [13568/45000]	Loss: 0.2305	LR: 0.004000
Training Epoch: 30 [13824/45000]	Loss: 0.2667	LR: 0.004000
Training Epoch: 30 [14080/45000]	Loss: 0.1975	LR: 0.004000
Training Epoch: 30 [14336/45000]	Loss: 0.1614	LR: 0.004000
Training Epoch: 30 [14592/45000]	Loss: 0.2124	LR: 0.004000
Training Epoch: 30 [14848/45000]	Loss: 0.1615	LR: 0.004000
Training Epoch: 30 [15104/45000]	Loss: 0.2846	LR: 0.004000
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Training Epoch: 30 [41472/45000]	Loss: 0.1960	LR: 0.004000
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Training Epoch: 30 [43008/45000]	Loss: 0.1818	LR: 0.004000
Training Epoch: 30 [43264/45000]	Loss: 0.2015	LR: 0.004000
Training Epoch: 30 [43520/45000]	Loss: 0.1476	LR: 0.004000
Training Epoch: 30 [43776/45000]	Loss: 0.2365	LR: 0.004000
Training Epoch: 30 [44032/45000]	Loss: 0.1804	LR: 0.004000
Training Epoch: 30 [44288/45000]	Loss: 0.2146	LR: 0.004000
Training Epoch: 30 [44544/45000]	Loss: 0.1509	LR: 0.004000
Training Epoch: 30 [44800/45000]	Loss: 0.2223	LR: 0.004000
Training Epoch: 30 [45000/45000]	Loss: 0.2241	LR: 0.004000
Epoch 30 - Average Train Loss: 0.2261, Train Accuracy: 0.9281
Epoch 30 training time consumed: 26.96s
Evaluating Network.....
Test set: Epoch: 30, Average loss: 0.0028, Accuracy: 0.7982, Time consumed:0.89s
Saving weights file to checkpoint/retrain/ResNet18/Sunday_13_July_2025_15h_47m_26s/ResNet18-Cifar20-seed1-ret100-30-best.pth
Training Epoch: 31 [256/45000]	Loss: 0.1685	LR: 0.004000
Training Epoch: 31 [512/45000]	Loss: 0.1579	LR: 0.004000
Training Epoch: 31 [768/45000]	Loss: 0.1453	LR: 0.004000
Training Epoch: 31 [1024/45000]	Loss: 0.2477	LR: 0.004000
Training Epoch: 31 [1280/45000]	Loss: 0.1898	LR: 0.004000
Training Epoch: 31 [1536/45000]	Loss: 0.1665	LR: 0.004000
Training Epoch: 31 [1792/45000]	Loss: 0.2059	LR: 0.004000
Training Epoch: 31 [2048/45000]	Loss: 0.2011	LR: 0.004000
Training Epoch: 31 [2304/45000]	Loss: 0.2055	LR: 0.004000
Training Epoch: 31 [2560/45000]	Loss: 0.2223	LR: 0.004000
Training Epoch: 31 [2816/45000]	Loss: 0.2063	LR: 0.004000
Training Epoch: 31 [3072/45000]	Loss: 0.1498	LR: 0.004000
Training Epoch: 31 [3328/45000]	Loss: 0.1633	LR: 0.004000
Training Epoch: 31 [3584/45000]	Loss: 0.1674	LR: 0.004000
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Training Epoch: 31 [9984/45000]	Loss: 0.2017	LR: 0.004000
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Training Epoch: 31 [15616/45000]	Loss: 0.1964	LR: 0.004000
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Training Epoch: 31 [16128/45000]	Loss: 0.1489	LR: 0.004000
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Training Epoch: 31 [16640/45000]	Loss: 0.1859	LR: 0.004000
Training Epoch: 31 [16896/45000]	Loss: 0.1662	LR: 0.004000
Training Epoch: 31 [17152/45000]	Loss: 0.2320	LR: 0.004000
Training Epoch: 31 [17408/45000]	Loss: 0.2481	LR: 0.004000
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Training Epoch: 31 [19456/45000]	Loss: 0.1778	LR: 0.004000
Training Epoch: 31 [19712/45000]	Loss: 0.2213	LR: 0.004000
Training Epoch: 31 [19968/45000]	Loss: 0.2061	LR: 0.004000
Training Epoch: 31 [20224/45000]	Loss: 0.1653	LR: 0.004000
Training Epoch: 31 [20480/45000]	Loss: 0.2013	LR: 0.004000
Training Epoch: 31 [20736/45000]	Loss: 0.1860	LR: 0.004000
Training Epoch: 31 [20992/45000]	Loss: 0.1881	LR: 0.004000
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Training Epoch: 31 [22016/45000]	Loss: 0.1814	LR: 0.004000
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Training Epoch: 31 [24576/45000]	Loss: 0.1257	LR: 0.004000
Training Epoch: 31 [24832/45000]	Loss: 0.1629	LR: 0.004000
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Training Epoch: 31 [25600/45000]	Loss: 0.2007	LR: 0.004000
Training Epoch: 31 [25856/45000]	Loss: 0.1574	LR: 0.004000
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Training Epoch: 31 [27904/45000]	Loss: 0.1603	LR: 0.004000
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Training Epoch: 31 [28416/45000]	Loss: 0.2022	LR: 0.004000
Training Epoch: 31 [28672/45000]	Loss: 0.1807	LR: 0.004000
Training Epoch: 31 [28928/45000]	Loss: 0.1378	LR: 0.004000
Training Epoch: 31 [29184/45000]	Loss: 0.1727	LR: 0.004000
Training Epoch: 31 [29440/45000]	Loss: 0.1637	LR: 0.004000
Training Epoch: 31 [29696/45000]	Loss: 0.2141	LR: 0.004000
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Training Epoch: 31 [30464/45000]	Loss: 0.2141	LR: 0.004000
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Training Epoch: 31 [34560/45000]	Loss: 0.1949	LR: 0.004000
Training Epoch: 31 [34816/45000]	Loss: 0.1514	LR: 0.004000
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Training Epoch: 31 [35328/45000]	Loss: 0.1533	LR: 0.004000
Training Epoch: 31 [35584/45000]	Loss: 0.2305	LR: 0.004000
Training Epoch: 31 [35840/45000]	Loss: 0.1926	LR: 0.004000
Training Epoch: 31 [36096/45000]	Loss: 0.1863	LR: 0.004000
Training Epoch: 31 [36352/45000]	Loss: 0.1675	LR: 0.004000
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Training Epoch: 31 [37376/45000]	Loss: 0.1626	LR: 0.004000
Training Epoch: 31 [37632/45000]	Loss: 0.1715	LR: 0.004000
Training Epoch: 31 [37888/45000]	Loss: 0.1874	LR: 0.004000
Training Epoch: 31 [38144/45000]	Loss: 0.1541	LR: 0.004000
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Training Epoch: 31 [43264/45000]	Loss: 0.1019	LR: 0.004000
Training Epoch: 31 [43520/45000]	Loss: 0.1708	LR: 0.004000
Training Epoch: 31 [43776/45000]	Loss: 0.2331	LR: 0.004000
Training Epoch: 31 [44032/45000]	Loss: 0.1469	LR: 0.004000
Training Epoch: 31 [44288/45000]	Loss: 0.1904	LR: 0.004000
Training Epoch: 31 [44544/45000]	Loss: 0.1418	LR: 0.004000
Training Epoch: 31 [44800/45000]	Loss: 0.2040	LR: 0.004000
Training Epoch: 31 [45000/45000]	Loss: 0.2006	LR: 0.004000
Epoch 31 - Average Train Loss: 0.1822, Train Accuracy: 0.9443
Epoch 31 training time consumed: 26.97s
Evaluating Network.....
Test set: Epoch: 31, Average loss: 0.0028, Accuracy: 0.8019, Time consumed:0.86s
Saving weights file to checkpoint/retrain/ResNet18/Sunday_13_July_2025_15h_47m_26s/ResNet18-Cifar20-seed1-ret100-31-best.pth
Training Epoch: 32 [256/45000]	Loss: 0.1466	LR: 0.004000
Training Epoch: 32 [512/45000]	Loss: 0.1726	LR: 0.004000
Training Epoch: 32 [768/45000]	Loss: 0.1036	LR: 0.004000
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Training Epoch: 32 [1280/45000]	Loss: 0.1734	LR: 0.004000
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Training Epoch: 32 [41472/45000]	Loss: 0.2035	LR: 0.004000
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Training Epoch: 32 [42496/45000]	Loss: 0.1856	LR: 0.004000
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Training Epoch: 32 [43008/45000]	Loss: 0.2334	LR: 0.004000
Training Epoch: 32 [43264/45000]	Loss: 0.1515	LR: 0.004000
Training Epoch: 32 [43520/45000]	Loss: 0.1416	LR: 0.004000
Training Epoch: 32 [43776/45000]	Loss: 0.1277	LR: 0.004000
Training Epoch: 32 [44032/45000]	Loss: 0.2780	LR: 0.004000
Training Epoch: 32 [44288/45000]	Loss: 0.1578	LR: 0.004000
Training Epoch: 32 [44544/45000]	Loss: 0.1421	LR: 0.004000
Training Epoch: 32 [44800/45000]	Loss: 0.1804	LR: 0.004000
Training Epoch: 32 [45000/45000]	Loss: 0.1447	LR: 0.004000
Epoch 32 - Average Train Loss: 0.1675, Train Accuracy: 0.9488
Epoch 32 training time consumed: 27.09s
Evaluating Network.....
Test set: Epoch: 32, Average loss: 0.0028, Accuracy: 0.8053, Time consumed:0.92s
Saving weights file to checkpoint/retrain/ResNet18/Sunday_13_July_2025_15h_47m_26s/ResNet18-Cifar20-seed1-ret100-32-best.pth
Training Epoch: 33 [256/45000]	Loss: 0.1683	LR: 0.004000
Training Epoch: 33 [512/45000]	Loss: 0.1390	LR: 0.004000
Training Epoch: 33 [768/45000]	Loss: 0.1336	LR: 0.004000
Training Epoch: 33 [1024/45000]	Loss: 0.1634	LR: 0.004000
Training Epoch: 33 [1280/45000]	Loss: 0.1767	LR: 0.004000
Training Epoch: 33 [1536/45000]	Loss: 0.0975	LR: 0.004000
Training Epoch: 33 [1792/45000]	Loss: 0.1852	LR: 0.004000
Training Epoch: 33 [2048/45000]	Loss: 0.1424	LR: 0.004000
Training Epoch: 33 [2304/45000]	Loss: 0.2169	LR: 0.004000
Training Epoch: 33 [2560/45000]	Loss: 0.1675	LR: 0.004000
Training Epoch: 33 [2816/45000]	Loss: 0.2039	LR: 0.004000
Training Epoch: 33 [3072/45000]	Loss: 0.1271	LR: 0.004000
Training Epoch: 33 [3328/45000]	Loss: 0.1011	LR: 0.004000
Training Epoch: 33 [3584/45000]	Loss: 0.1602	LR: 0.004000
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Training Epoch: 33 [25344/45000]	Loss: 0.1742	LR: 0.004000
Training Epoch: 33 [25600/45000]	Loss: 0.1854	LR: 0.004000
Training Epoch: 33 [25856/45000]	Loss: 0.1480	LR: 0.004000
Training Epoch: 33 [26112/45000]	Loss: 0.1326	LR: 0.004000
Training Epoch: 33 [26368/45000]	Loss: 0.1684	LR: 0.004000
Training Epoch: 33 [26624/45000]	Loss: 0.1742	LR: 0.004000
Training Epoch: 33 [26880/45000]	Loss: 0.1865	LR: 0.004000
Training Epoch: 33 [27136/45000]	Loss: 0.1163	LR: 0.004000
Training Epoch: 33 [27392/45000]	Loss: 0.1179	LR: 0.004000
Training Epoch: 33 [27648/45000]	Loss: 0.1919	LR: 0.004000
Training Epoch: 33 [27904/45000]	Loss: 0.1772	LR: 0.004000
Training Epoch: 33 [28160/45000]	Loss: 0.1260	LR: 0.004000
Training Epoch: 33 [28416/45000]	Loss: 0.1784	LR: 0.004000
Training Epoch: 33 [28672/45000]	Loss: 0.1562	LR: 0.004000
Training Epoch: 33 [28928/45000]	Loss: 0.1252	LR: 0.004000
Training Epoch: 33 [29184/45000]	Loss: 0.1274	LR: 0.004000
Training Epoch: 33 [29440/45000]	Loss: 0.1630	LR: 0.004000
Training Epoch: 33 [29696/45000]	Loss: 0.1371	LR: 0.004000
Training Epoch: 33 [29952/45000]	Loss: 0.1262	LR: 0.004000
Training Epoch: 33 [30208/45000]	Loss: 0.1553	LR: 0.004000
Training Epoch: 33 [30464/45000]	Loss: 0.1739	LR: 0.004000
Training Epoch: 33 [30720/45000]	Loss: 0.1350	LR: 0.004000
Training Epoch: 33 [30976/45000]	Loss: 0.1403	LR: 0.004000
Training Epoch: 33 [31232/45000]	Loss: 0.1659	LR: 0.004000
Training Epoch: 33 [31488/45000]	Loss: 0.1378	LR: 0.004000
Training Epoch: 33 [31744/45000]	Loss: 0.1591	LR: 0.004000
Training Epoch: 33 [32000/45000]	Loss: 0.1391	LR: 0.004000
Training Epoch: 33 [32256/45000]	Loss: 0.1656	LR: 0.004000
Training Epoch: 33 [32512/45000]	Loss: 0.1776	LR: 0.004000
Training Epoch: 33 [32768/45000]	Loss: 0.1410	LR: 0.004000
Training Epoch: 33 [33024/45000]	Loss: 0.1835	LR: 0.004000
Training Epoch: 33 [33280/45000]	Loss: 0.1755	LR: 0.004000
Training Epoch: 33 [33536/45000]	Loss: 0.1452	LR: 0.004000
Training Epoch: 33 [33792/45000]	Loss: 0.1692	LR: 0.004000
Training Epoch: 33 [34048/45000]	Loss: 0.1755	LR: 0.004000
Training Epoch: 33 [34304/45000]	Loss: 0.1249	LR: 0.004000
Training Epoch: 33 [34560/45000]	Loss: 0.1637	LR: 0.004000
Training Epoch: 33 [34816/45000]	Loss: 0.1739	LR: 0.004000
Training Epoch: 33 [35072/45000]	Loss: 0.1864	LR: 0.004000
Training Epoch: 33 [35328/45000]	Loss: 0.1691	LR: 0.004000
Training Epoch: 33 [35584/45000]	Loss: 0.1506	LR: 0.004000
Training Epoch: 33 [35840/45000]	Loss: 0.1583	LR: 0.004000
Training Epoch: 33 [36096/45000]	Loss: 0.1740	LR: 0.004000
Training Epoch: 33 [36352/45000]	Loss: 0.1256	LR: 0.004000
Training Epoch: 33 [36608/45000]	Loss: 0.2126	LR: 0.004000
Training Epoch: 33 [36864/45000]	Loss: 0.1517	LR: 0.004000
Training Epoch: 33 [37120/45000]	Loss: 0.1409	LR: 0.004000
Training Epoch: 33 [37376/45000]	Loss: 0.1831	LR: 0.004000
Training Epoch: 33 [37632/45000]	Loss: 0.1672	LR: 0.004000
Training Epoch: 33 [37888/45000]	Loss: 0.1689	LR: 0.004000
Training Epoch: 33 [38144/45000]	Loss: 0.1638	LR: 0.004000
Training Epoch: 33 [38400/45000]	Loss: 0.1199	LR: 0.004000
Training Epoch: 33 [38656/45000]	Loss: 0.1436	LR: 0.004000
Training Epoch: 33 [38912/45000]	Loss: 0.1705	LR: 0.004000
Training Epoch: 33 [39168/45000]	Loss: 0.1885	LR: 0.004000
Training Epoch: 33 [39424/45000]	Loss: 0.1697	LR: 0.004000
Training Epoch: 33 [39680/45000]	Loss: 0.1654	LR: 0.004000
Training Epoch: 33 [39936/45000]	Loss: 0.1540	LR: 0.004000
Training Epoch: 33 [40192/45000]	Loss: 0.1480	LR: 0.004000
Training Epoch: 33 [40448/45000]	Loss: 0.1724	LR: 0.004000
Training Epoch: 33 [40704/45000]	Loss: 0.2045	LR: 0.004000
Training Epoch: 33 [40960/45000]	Loss: 0.1529	LR: 0.004000
Training Epoch: 33 [41216/45000]	Loss: 0.1659	LR: 0.004000
Training Epoch: 33 [41472/45000]	Loss: 0.1594	LR: 0.004000
Training Epoch: 33 [41728/45000]	Loss: 0.2021	LR: 0.004000
Training Epoch: 33 [41984/45000]	Loss: 0.1876	LR: 0.004000
Training Epoch: 33 [42240/45000]	Loss: 0.1420	LR: 0.004000
Training Epoch: 33 [42496/45000]	Loss: 0.1847	LR: 0.004000
Training Epoch: 33 [42752/45000]	Loss: 0.1842	LR: 0.004000
Training Epoch: 33 [43008/45000]	Loss: 0.1473	LR: 0.004000
Training Epoch: 33 [43264/45000]	Loss: 0.1336	LR: 0.004000
Training Epoch: 33 [43520/45000]	Loss: 0.1326	LR: 0.004000
Training Epoch: 33 [43776/45000]	Loss: 0.1767	LR: 0.004000
Training Epoch: 33 [44032/45000]	Loss: 0.1305	LR: 0.004000
Training Epoch: 33 [44288/45000]	Loss: 0.2193	LR: 0.004000
Training Epoch: 33 [44544/45000]	Loss: 0.1720	LR: 0.004000
Training Epoch: 33 [44800/45000]	Loss: 0.1828	LR: 0.004000
Training Epoch: 33 [45000/45000]	Loss: 0.1612	LR: 0.004000
Epoch 33 - Average Train Loss: 0.1574, Train Accuracy: 0.9523
Epoch 33 training time consumed: 26.96s
Evaluating Network.....
Test set: Epoch: 33, Average loss: 0.0028, Accuracy: 0.8014, Time consumed:0.90s
Training Epoch: 34 [256/45000]	Loss: 0.1146	LR: 0.004000
Training Epoch: 34 [512/45000]	Loss: 0.1405	LR: 0.004000
Training Epoch: 34 [768/45000]	Loss: 0.1622	LR: 0.004000
Training Epoch: 34 [1024/45000]	Loss: 0.1152	LR: 0.004000
Training Epoch: 34 [1280/45000]	Loss: 0.1313	LR: 0.004000
Training Epoch: 34 [1536/45000]	Loss: 0.1521	LR: 0.004000
Training Epoch: 34 [1792/45000]	Loss: 0.1613	LR: 0.004000
Training Epoch: 34 [2048/45000]	Loss: 0.1627	LR: 0.004000
Training Epoch: 34 [2304/45000]	Loss: 0.1173	LR: 0.004000
Training Epoch: 34 [2560/45000]	Loss: 0.1176	LR: 0.004000
Training Epoch: 34 [2816/45000]	Loss: 0.2035	LR: 0.004000
Training Epoch: 34 [3072/45000]	Loss: 0.1608	LR: 0.004000
Training Epoch: 34 [3328/45000]	Loss: 0.1354	LR: 0.004000
Training Epoch: 34 [3584/45000]	Loss: 0.1116	LR: 0.004000
Training Epoch: 34 [3840/45000]	Loss: 0.1093	LR: 0.004000
Training Epoch: 34 [4096/45000]	Loss: 0.1236	LR: 0.004000
Training Epoch: 34 [4352/45000]	Loss: 0.2002	LR: 0.004000
Training Epoch: 34 [4608/45000]	Loss: 0.1584	LR: 0.004000
Training Epoch: 34 [4864/45000]	Loss: 0.0983	LR: 0.004000
Training Epoch: 34 [5120/45000]	Loss: 0.0802	LR: 0.004000
Training Epoch: 34 [5376/45000]	Loss: 0.1324	LR: 0.004000
Training Epoch: 34 [5632/45000]	Loss: 0.1464	LR: 0.004000
Training Epoch: 34 [5888/45000]	Loss: 0.1389	LR: 0.004000
Training Epoch: 34 [6144/45000]	Loss: 0.1683	LR: 0.004000
Training Epoch: 34 [6400/45000]	Loss: 0.1616	LR: 0.004000
Training Epoch: 34 [6656/45000]	Loss: 0.1354	LR: 0.004000
Training Epoch: 34 [6912/45000]	Loss: 0.1295	LR: 0.004000
Training Epoch: 34 [7168/45000]	Loss: 0.1530	LR: 0.004000
Training Epoch: 34 [7424/45000]	Loss: 0.1279	LR: 0.004000
Training Epoch: 34 [7680/45000]	Loss: 0.1454	LR: 0.004000
Training Epoch: 34 [7936/45000]	Loss: 0.1390	LR: 0.004000
Training Epoch: 34 [8192/45000]	Loss: 0.1032	LR: 0.004000
Training Epoch: 34 [8448/45000]	Loss: 0.1297	LR: 0.004000
Training Epoch: 34 [8704/45000]	Loss: 0.1775	LR: 0.004000
Training Epoch: 34 [8960/45000]	Loss: 0.1820	LR: 0.004000
Training Epoch: 34 [9216/45000]	Loss: 0.1905	LR: 0.004000
Training Epoch: 34 [9472/45000]	Loss: 0.1649	LR: 0.004000
Training Epoch: 34 [9728/45000]	Loss: 0.1456	LR: 0.004000
Training Epoch: 34 [9984/45000]	Loss: 0.1186	LR: 0.004000
Training Epoch: 34 [10240/45000]	Loss: 0.1941	LR: 0.004000
Training Epoch: 34 [10496/45000]	Loss: 0.1227	LR: 0.004000
Training Epoch: 34 [10752/45000]	Loss: 0.1240	LR: 0.004000
Training Epoch: 34 [11008/45000]	Loss: 0.1412	LR: 0.004000
Training Epoch: 34 [11264/45000]	Loss: 0.1821	LR: 0.004000
Training Epoch: 34 [11520/45000]	Loss: 0.1395	LR: 0.004000
Training Epoch: 34 [11776/45000]	Loss: 0.1662	LR: 0.004000
Training Epoch: 34 [12032/45000]	Loss: 0.1395	LR: 0.004000
Training Epoch: 34 [12288/45000]	Loss: 0.1227	LR: 0.004000
Training Epoch: 34 [12544/45000]	Loss: 0.2055	LR: 0.004000
Training Epoch: 34 [12800/45000]	Loss: 0.1419	LR: 0.004000
Training Epoch: 34 [13056/45000]	Loss: 0.1338	LR: 0.004000
Training Epoch: 34 [13312/45000]	Loss: 0.1349	LR: 0.004000
Training Epoch: 34 [13568/45000]	Loss: 0.1690	LR: 0.004000
Training Epoch: 34 [13824/45000]	Loss: 0.1746	LR: 0.004000
Training Epoch: 34 [14080/45000]	Loss: 0.1681	LR: 0.004000
Training Epoch: 34 [14336/45000]	Loss: 0.1497	LR: 0.004000
Training Epoch: 34 [14592/45000]	Loss: 0.0848	LR: 0.004000
Training Epoch: 34 [14848/45000]	Loss: 0.1310	LR: 0.004000
Training Epoch: 34 [15104/45000]	Loss: 0.1237	LR: 0.004000
Training Epoch: 34 [15360/45000]	Loss: 0.1825	LR: 0.004000
Training Epoch: 34 [15616/45000]	Loss: 0.1392	LR: 0.004000
Training Epoch: 34 [15872/45000]	Loss: 0.1347	LR: 0.004000
Training Epoch: 34 [16128/45000]	Loss: 0.1976	LR: 0.004000
Training Epoch: 34 [16384/45000]	Loss: 0.1232	LR: 0.004000
Training Epoch: 34 [16640/45000]	Loss: 0.1257	LR: 0.004000
Training Epoch: 34 [16896/45000]	Loss: 0.1389	LR: 0.004000
Training Epoch: 34 [17152/45000]	Loss: 0.1615	LR: 0.004000
Training Epoch: 34 [17408/45000]	Loss: 0.1482	LR: 0.004000
Training Epoch: 34 [17664/45000]	Loss: 0.0959	LR: 0.004000
Training Epoch: 34 [17920/45000]	Loss: 0.1707	LR: 0.004000
Training Epoch: 34 [18176/45000]	Loss: 0.1364	LR: 0.004000
Training Epoch: 34 [18432/45000]	Loss: 0.1524	LR: 0.004000
Training Epoch: 34 [18688/45000]	Loss: 0.1253	LR: 0.004000
Training Epoch: 34 [18944/45000]	Loss: 0.1539	LR: 0.004000
Training Epoch: 34 [19200/45000]	Loss: 0.1398	LR: 0.004000
Training Epoch: 34 [19456/45000]	Loss: 0.1171	LR: 0.004000
Training Epoch: 34 [19712/45000]	Loss: 0.1824	LR: 0.004000
Training Epoch: 34 [19968/45000]	Loss: 0.1205	LR: 0.004000
Training Epoch: 34 [20224/45000]	Loss: 0.1719	LR: 0.004000
Training Epoch: 34 [20480/45000]	Loss: 0.1568	LR: 0.004000
Training Epoch: 34 [20736/45000]	Loss: 0.1898	LR: 0.004000
Training Epoch: 34 [20992/45000]	Loss: 0.1236	LR: 0.004000
Training Epoch: 34 [21248/45000]	Loss: 0.1884	LR: 0.004000
Training Epoch: 34 [21504/45000]	Loss: 0.1035	LR: 0.004000
Training Epoch: 34 [21760/45000]	Loss: 0.1296	LR: 0.004000
Training Epoch: 34 [22016/45000]	Loss: 0.1540	LR: 0.004000
Training Epoch: 34 [22272/45000]	Loss: 0.0987	LR: 0.004000
Training Epoch: 34 [22528/45000]	Loss: 0.1729	LR: 0.004000
Training Epoch: 34 [22784/45000]	Loss: 0.1662	LR: 0.004000
Training Epoch: 34 [23040/45000]	Loss: 0.1606	LR: 0.004000
Training Epoch: 34 [23296/45000]	Loss: 0.1340	LR: 0.004000
Training Epoch: 34 [23552/45000]	Loss: 0.1204	LR: 0.004000
Training Epoch: 34 [23808/45000]	Loss: 0.1474	LR: 0.004000
Training Epoch: 34 [24064/45000]	Loss: 0.1316	LR: 0.004000
Training Epoch: 34 [24320/45000]	Loss: 0.0952	LR: 0.004000
Training Epoch: 34 [24576/45000]	Loss: 0.1305	LR: 0.004000
Training Epoch: 34 [24832/45000]	Loss: 0.2144	LR: 0.004000
Training Epoch: 34 [25088/45000]	Loss: 0.1163	LR: 0.004000
Training Epoch: 34 [25344/45000]	Loss: 0.1411	LR: 0.004000
Training Epoch: 34 [25600/45000]	Loss: 0.1322	LR: 0.004000
Training Epoch: 34 [25856/45000]	Loss: 0.1810	LR: 0.004000
Training Epoch: 34 [26112/45000]	Loss: 0.1323	LR: 0.004000
Training Epoch: 34 [26368/45000]	Loss: 0.1843	LR: 0.004000
Training Epoch: 34 [26624/45000]	Loss: 0.1446	LR: 0.004000
Training Epoch: 34 [26880/45000]	Loss: 0.1358	LR: 0.004000
Training Epoch: 34 [27136/45000]	Loss: 0.1455	LR: 0.004000
Training Epoch: 34 [27392/45000]	Loss: 0.1179	LR: 0.004000
Training Epoch: 34 [27648/45000]	Loss: 0.1228	LR: 0.004000
Training Epoch: 34 [27904/45000]	Loss: 0.1492	LR: 0.004000
Training Epoch: 34 [28160/45000]	Loss: 0.1662	LR: 0.004000
Training Epoch: 34 [28416/45000]	Loss: 0.1226	LR: 0.004000
Training Epoch: 34 [28672/45000]	Loss: 0.2007	LR: 0.004000
Training Epoch: 34 [28928/45000]	Loss: 0.1599	LR: 0.004000
Training Epoch: 34 [29184/45000]	Loss: 0.1259	LR: 0.004000
Training Epoch: 34 [29440/45000]	Loss: 0.1897	LR: 0.004000
Training Epoch: 34 [29696/45000]	Loss: 0.1262	LR: 0.004000
Training Epoch: 34 [29952/45000]	Loss: 0.1359	LR: 0.004000
Training Epoch: 34 [30208/45000]	Loss: 0.1654	LR: 0.004000
Training Epoch: 34 [30464/45000]	Loss: 0.1695	LR: 0.004000
Training Epoch: 34 [30720/45000]	Loss: 0.1194	LR: 0.004000
Training Epoch: 34 [30976/45000]	Loss: 0.1448	LR: 0.004000
Training Epoch: 34 [31232/45000]	Loss: 0.1760	LR: 0.004000
Training Epoch: 34 [31488/45000]	Loss: 0.1108	LR: 0.004000
Training Epoch: 34 [31744/45000]	Loss: 0.1665	LR: 0.004000
Training Epoch: 34 [32000/45000]	Loss: 0.1112	LR: 0.004000
Training Epoch: 34 [32256/45000]	Loss: 0.1399	LR: 0.004000
Training Epoch: 34 [32512/45000]	Loss: 0.1236	LR: 0.004000
Training Epoch: 34 [32768/45000]	Loss: 0.1481	LR: 0.004000
Training Epoch: 34 [33024/45000]	Loss: 0.1278	LR: 0.004000
Training Epoch: 34 [33280/45000]	Loss: 0.1642	LR: 0.004000
Training Epoch: 34 [33536/45000]	Loss: 0.1164	LR: 0.004000
Training Epoch: 34 [33792/45000]	Loss: 0.1459	LR: 0.004000
Training Epoch: 34 [34048/45000]	Loss: 0.1193	LR: 0.004000
Training Epoch: 34 [34304/45000]	Loss: 0.1548	LR: 0.004000
Training Epoch: 34 [34560/45000]	Loss: 0.1342	LR: 0.004000
Training Epoch: 34 [34816/45000]	Loss: 0.1449	LR: 0.004000
Training Epoch: 34 [35072/45000]	Loss: 0.1334	LR: 0.004000
Training Epoch: 34 [35328/45000]	Loss: 0.1316	LR: 0.004000
Training Epoch: 34 [35584/45000]	Loss: 0.1535	LR: 0.004000
Training Epoch: 34 [35840/45000]	Loss: 0.1584	LR: 0.004000
Training Epoch: 34 [36096/45000]	Loss: 0.1682	LR: 0.004000
Training Epoch: 34 [36352/45000]	Loss: 0.1700	LR: 0.004000
Training Epoch: 34 [36608/45000]	Loss: 0.1258	LR: 0.004000
Training Epoch: 34 [36864/45000]	Loss: 0.1462	LR: 0.004000
Training Epoch: 34 [37120/45000]	Loss: 0.1671	LR: 0.004000
Training Epoch: 34 [37376/45000]	Loss: 0.1822	LR: 0.004000
Training Epoch: 34 [37632/45000]	Loss: 0.1315	LR: 0.004000
Training Epoch: 34 [37888/45000]	Loss: 0.1062	LR: 0.004000
Training Epoch: 34 [38144/45000]	Loss: 0.1351	LR: 0.004000
Training Epoch: 34 [38400/45000]	Loss: 0.1425	LR: 0.004000
Training Epoch: 34 [38656/45000]	Loss: 0.0988	LR: 0.004000
Training Epoch: 34 [38912/45000]	Loss: 0.1444	LR: 0.004000
Training Epoch: 34 [39168/45000]	Loss: 0.1599	LR: 0.004000
Training Epoch: 34 [39424/45000]	Loss: 0.1507	LR: 0.004000
Training Epoch: 34 [39680/45000]	Loss: 0.1558	LR: 0.004000
Training Epoch: 34 [39936/45000]	Loss: 0.1630	LR: 0.004000
Training Epoch: 34 [40192/45000]	Loss: 0.1280	LR: 0.004000
Training Epoch: 34 [40448/45000]	Loss: 0.1437	LR: 0.004000
Training Epoch: 34 [40704/45000]	Loss: 0.1747	LR: 0.004000
Training Epoch: 34 [40960/45000]	Loss: 0.1501	LR: 0.004000
Training Epoch: 34 [41216/45000]	Loss: 0.1471	LR: 0.004000
Training Epoch: 34 [41472/45000]	Loss: 0.1058	LR: 0.004000
Training Epoch: 34 [41728/45000]	Loss: 0.1577	LR: 0.004000
Training Epoch: 34 [41984/45000]	Loss: 0.1446	LR: 0.004000
Training Epoch: 34 [42240/45000]	Loss: 0.1612	LR: 0.004000
Training Epoch: 34 [42496/45000]	Loss: 0.1697	LR: 0.004000
Training Epoch: 34 [42752/45000]	Loss: 0.1295	LR: 0.004000
Training Epoch: 34 [43008/45000]	Loss: 0.1697	LR: 0.004000
Training Epoch: 34 [43264/45000]	Loss: 0.1526	LR: 0.004000
Training Epoch: 34 [43520/45000]	Loss: 0.1414	LR: 0.004000
Training Epoch: 34 [43776/45000]	Loss: 0.1789	LR: 0.004000
Training Epoch: 34 [44032/45000]	Loss: 0.2000	LR: 0.004000
Training Epoch: 34 [44288/45000]	Loss: 0.1634	LR: 0.004000
Training Epoch: 34 [44544/45000]	Loss: 0.1228	LR: 0.004000
Training Epoch: 34 [44800/45000]	Loss: 0.1876	LR: 0.004000
Training Epoch: 34 [45000/45000]	Loss: 0.1440	LR: 0.004000
Epoch 34 - Average Train Loss: 0.1457, Train Accuracy: 0.9552
Epoch 34 training time consumed: 26.99s
Evaluating Network.....
Test set: Epoch: 34, Average loss: 0.0029, Accuracy: 0.8024, Time consumed:0.90s
Training Epoch: 35 [256/45000]	Loss: 0.1223	LR: 0.000800
Training Epoch: 35 [512/45000]	Loss: 0.1548	LR: 0.000800
Training Epoch: 35 [768/45000]	Loss: 0.1296	LR: 0.000800
Training Epoch: 35 [1024/45000]	Loss: 0.1682	LR: 0.000800
Training Epoch: 35 [1280/45000]	Loss: 0.1090	LR: 0.000800
Training Epoch: 35 [1536/45000]	Loss: 0.1054	LR: 0.000800
Training Epoch: 35 [1792/45000]	Loss: 0.1199	LR: 0.000800
Training Epoch: 35 [2048/45000]	Loss: 0.1256	LR: 0.000800
Training Epoch: 35 [2304/45000]	Loss: 0.1312	LR: 0.000800
Training Epoch: 35 [2560/45000]	Loss: 0.1325	LR: 0.000800
Training Epoch: 35 [2816/45000]	Loss: 0.1214	LR: 0.000800
Training Epoch: 35 [3072/45000]	Loss: 0.0912	LR: 0.000800
Training Epoch: 35 [3328/45000]	Loss: 0.1512	LR: 0.000800
Training Epoch: 35 [3584/45000]	Loss: 0.0851	LR: 0.000800
Training Epoch: 35 [3840/45000]	Loss: 0.1462	LR: 0.000800
Training Epoch: 35 [4096/45000]	Loss: 0.1068	LR: 0.000800
Training Epoch: 35 [4352/45000]	Loss: 0.1429	LR: 0.000800
Training Epoch: 35 [4608/45000]	Loss: 0.1232	LR: 0.000800
Training Epoch: 35 [4864/45000]	Loss: 0.1509	LR: 0.000800
Training Epoch: 35 [5120/45000]	Loss: 0.1140	LR: 0.000800
Training Epoch: 35 [5376/45000]	Loss: 0.1335	LR: 0.000800
Training Epoch: 35 [5632/45000]	Loss: 0.1112	LR: 0.000800
Training Epoch: 35 [5888/45000]	Loss: 0.1476	LR: 0.000800
Training Epoch: 35 [6144/45000]	Loss: 0.1881	LR: 0.000800
Training Epoch: 35 [6400/45000]	Loss: 0.1620	LR: 0.000800
Training Epoch: 35 [6656/45000]	Loss: 0.1107	LR: 0.000800
Training Epoch: 35 [6912/45000]	Loss: 0.1255	LR: 0.000800
Training Epoch: 35 [7168/45000]	Loss: 0.0866	LR: 0.000800
Training Epoch: 35 [7424/45000]	Loss: 0.1682	LR: 0.000800
Training Epoch: 35 [7680/45000]	Loss: 0.0817	LR: 0.000800
Training Epoch: 35 [7936/45000]	Loss: 0.1214	LR: 0.000800
Training Epoch: 35 [8192/45000]	Loss: 0.0930	LR: 0.000800
Training Epoch: 35 [8448/45000]	Loss: 0.1396	LR: 0.000800
Training Epoch: 35 [8704/45000]	Loss: 0.0784	LR: 0.000800
Training Epoch: 35 [8960/45000]	Loss: 0.1414	LR: 0.000800
Training Epoch: 35 [9216/45000]	Loss: 0.1825	LR: 0.000800
Training Epoch: 35 [9472/45000]	Loss: 0.1280	LR: 0.000800
Training Epoch: 35 [9728/45000]	Loss: 0.1610	LR: 0.000800
Training Epoch: 35 [9984/45000]	Loss: 0.1631	LR: 0.000800
Training Epoch: 35 [10240/45000]	Loss: 0.1369	LR: 0.000800
Training Epoch: 35 [10496/45000]	Loss: 0.0975	LR: 0.000800
Training Epoch: 35 [10752/45000]	Loss: 0.1401	LR: 0.000800
Training Epoch: 35 [11008/45000]	Loss: 0.1167	LR: 0.000800
Training Epoch: 35 [11264/45000]	Loss: 0.1219	LR: 0.000800
Training Epoch: 35 [11520/45000]	Loss: 0.1198	LR: 0.000800
Training Epoch: 35 [11776/45000]	Loss: 0.1226	LR: 0.000800
Training Epoch: 35 [12032/45000]	Loss: 0.1493	LR: 0.000800
Training Epoch: 35 [12288/45000]	Loss: 0.1258	LR: 0.000800
Training Epoch: 35 [12544/45000]	Loss: 0.1237	LR: 0.000800
Training Epoch: 35 [12800/45000]	Loss: 0.1014	LR: 0.000800
Training Epoch: 35 [13056/45000]	Loss: 0.0981	LR: 0.000800
Training Epoch: 35 [13312/45000]	Loss: 0.1091	LR: 0.000800
Training Epoch: 35 [13568/45000]	Loss: 0.1193	LR: 0.000800
Training Epoch: 35 [13824/45000]	Loss: 0.1526	LR: 0.000800
Training Epoch: 35 [14080/45000]	Loss: 0.1031	LR: 0.000800
Training Epoch: 35 [14336/45000]	Loss: 0.0741	LR: 0.000800
Training Epoch: 35 [14592/45000]	Loss: 0.0947	LR: 0.000800
Training Epoch: 35 [14848/45000]	Loss: 0.1469	LR: 0.000800
Training Epoch: 35 [15104/45000]	Loss: 0.1119	LR: 0.000800
Training Epoch: 35 [15360/45000]	Loss: 0.1120	LR: 0.000800
Training Epoch: 35 [15616/45000]	Loss: 0.1166	LR: 0.000800
Training Epoch: 35 [15872/45000]	Loss: 0.1261	LR: 0.000800
Training Epoch: 35 [16128/45000]	Loss: 0.1263	LR: 0.000800
Training Epoch: 35 [16384/45000]	Loss: 0.1413	LR: 0.000800
Training Epoch: 35 [16640/45000]	Loss: 0.1194	LR: 0.000800
Training Epoch: 35 [16896/45000]	Loss: 0.1609	LR: 0.000800
Training Epoch: 35 [17152/45000]	Loss: 0.1698	LR: 0.000800
Training Epoch: 35 [17408/45000]	Loss: 0.1469	LR: 0.000800
Training Epoch: 35 [17664/45000]	Loss: 0.1270	LR: 0.000800
Training Epoch: 35 [17920/45000]	Loss: 0.1167	LR: 0.000800
Training Epoch: 35 [18176/45000]	Loss: 0.1633	LR: 0.000800
Training Epoch: 35 [18432/45000]	Loss: 0.1046	LR: 0.000800
Training Epoch: 35 [18688/45000]	Loss: 0.1329	LR: 0.000800
Training Epoch: 35 [18944/45000]	Loss: 0.1401	LR: 0.000800
Training Epoch: 35 [19200/45000]	Loss: 0.1311	LR: 0.000800
Training Epoch: 35 [19456/45000]	Loss: 0.1419	LR: 0.000800
Training Epoch: 35 [19712/45000]	Loss: 0.1208	LR: 0.000800
Training Epoch: 35 [19968/45000]	Loss: 0.1113	LR: 0.000800
Training Epoch: 35 [20224/45000]	Loss: 0.1030	LR: 0.000800
Training Epoch: 35 [20480/45000]	Loss: 0.1172	LR: 0.000800
Training Epoch: 35 [20736/45000]	Loss: 0.1281	LR: 0.000800
Training Epoch: 35 [20992/45000]	Loss: 0.1100	LR: 0.000800
Training Epoch: 35 [21248/45000]	Loss: 0.1377	LR: 0.000800
Training Epoch: 35 [21504/45000]	Loss: 0.1275	LR: 0.000800
Training Epoch: 35 [21760/45000]	Loss: 0.1125	LR: 0.000800
Training Epoch: 35 [22016/45000]	Loss: 0.1632	LR: 0.000800
Training Epoch: 35 [22272/45000]	Loss: 0.1283	LR: 0.000800
Training Epoch: 35 [22528/45000]	Loss: 0.1048	LR: 0.000800
Training Epoch: 35 [22784/45000]	Loss: 0.1543	LR: 0.000800
Training Epoch: 35 [23040/45000]	Loss: 0.1241	LR: 0.000800
Training Epoch: 35 [23296/45000]	Loss: 0.1303	LR: 0.000800
Training Epoch: 35 [23552/45000]	Loss: 0.1081	LR: 0.000800
Training Epoch: 35 [23808/45000]	Loss: 0.0729	LR: 0.000800
Training Epoch: 35 [24064/45000]	Loss: 0.1118	LR: 0.000800
Training Epoch: 35 [24320/45000]	Loss: 0.1226	LR: 0.000800
Training Epoch: 35 [24576/45000]	Loss: 0.1559	LR: 0.000800
Training Epoch: 35 [24832/45000]	Loss: 0.1148	LR: 0.000800
Training Epoch: 35 [25088/45000]	Loss: 0.0989	LR: 0.000800
Training Epoch: 35 [25344/45000]	Loss: 0.0960	LR: 0.000800
Training Epoch: 35 [25600/45000]	Loss: 0.1331	LR: 0.000800
Training Epoch: 35 [25856/45000]	Loss: 0.1148	LR: 0.000800
Training Epoch: 35 [26112/45000]	Loss: 0.0981	LR: 0.000800
Training Epoch: 35 [26368/45000]	Loss: 0.1180	LR: 0.000800
Training Epoch: 35 [26624/45000]	Loss: 0.1238	LR: 0.000800
Training Epoch: 35 [26880/45000]	Loss: 0.1170	LR: 0.000800
Training Epoch: 35 [27136/45000]	Loss: 0.1266	LR: 0.000800
Training Epoch: 35 [27392/45000]	Loss: 0.1313	LR: 0.000800
Training Epoch: 35 [27648/45000]	Loss: 0.0883	LR: 0.000800
Training Epoch: 35 [27904/45000]	Loss: 0.1326	LR: 0.000800
Training Epoch: 35 [28160/45000]	Loss: 0.1392	LR: 0.000800
Training Epoch: 35 [28416/45000]	Loss: 0.1388	LR: 0.000800
Training Epoch: 35 [28672/45000]	Loss: 0.1228	LR: 0.000800
Training Epoch: 35 [28928/45000]	Loss: 0.1241	LR: 0.000800
Training Epoch: 35 [29184/45000]	Loss: 0.1281	LR: 0.000800
Training Epoch: 35 [29440/45000]	Loss: 0.1329	LR: 0.000800
Training Epoch: 35 [29696/45000]	Loss: 0.1084	LR: 0.000800
Training Epoch: 35 [29952/45000]	Loss: 0.1145	LR: 0.000800
Training Epoch: 35 [30208/45000]	Loss: 0.1193	LR: 0.000800
Training Epoch: 35 [30464/45000]	Loss: 0.1095	LR: 0.000800
Training Epoch: 35 [30720/45000]	Loss: 0.1320	LR: 0.000800
Training Epoch: 35 [30976/45000]	Loss: 0.0850	LR: 0.000800
Training Epoch: 35 [31232/45000]	Loss: 0.1081	LR: 0.000800
Training Epoch: 35 [31488/45000]	Loss: 0.1188	LR: 0.000800
Training Epoch: 35 [31744/45000]	Loss: 0.1390	LR: 0.000800
Training Epoch: 35 [32000/45000]	Loss: 0.1191	LR: 0.000800
Training Epoch: 35 [32256/45000]	Loss: 0.0744	LR: 0.000800
Training Epoch: 35 [32512/45000]	Loss: 0.1296	LR: 0.000800
Training Epoch: 35 [32768/45000]	Loss: 0.1294	LR: 0.000800
Training Epoch: 35 [33024/45000]	Loss: 0.1912	LR: 0.000800
Training Epoch: 35 [33280/45000]	Loss: 0.1169	LR: 0.000800
Training Epoch: 35 [33536/45000]	Loss: 0.1590	LR: 0.000800
Training Epoch: 35 [33792/45000]	Loss: 0.1263	LR: 0.000800
Training Epoch: 35 [34048/45000]	Loss: 0.1109	LR: 0.000800
Training Epoch: 35 [34304/45000]	Loss: 0.0844	LR: 0.000800
Training Epoch: 35 [34560/45000]	Loss: 0.1575	LR: 0.000800
Training Epoch: 35 [34816/45000]	Loss: 0.1041	LR: 0.000800
Training Epoch: 35 [35072/45000]	Loss: 0.2131	LR: 0.000800
Training Epoch: 35 [35328/45000]	Loss: 0.1317	LR: 0.000800
Training Epoch: 35 [35584/45000]	Loss: 0.1685	LR: 0.000800
Training Epoch: 35 [35840/45000]	Loss: 0.1339	LR: 0.000800
Training Epoch: 35 [36096/45000]	Loss: 0.1030	LR: 0.000800
Training Epoch: 35 [36352/45000]	Loss: 0.1018	LR: 0.000800
Training Epoch: 35 [36608/45000]	Loss: 0.1120	LR: 0.000800
Training Epoch: 35 [36864/45000]	Loss: 0.1233	LR: 0.000800
Training Epoch: 35 [37120/45000]	Loss: 0.1199	LR: 0.000800
Training Epoch: 35 [37376/45000]	Loss: 0.1117	LR: 0.000800
Training Epoch: 35 [37632/45000]	Loss: 0.1041	LR: 0.000800
Training Epoch: 35 [37888/45000]	Loss: 0.1443	LR: 0.000800
Training Epoch: 35 [38144/45000]	Loss: 0.1313	LR: 0.000800
Training Epoch: 35 [38400/45000]	Loss: 0.1442	LR: 0.000800
Training Epoch: 35 [38656/45000]	Loss: 0.1292	LR: 0.000800
Training Epoch: 35 [38912/45000]	Loss: 0.1628	LR: 0.000800
Training Epoch: 35 [39168/45000]	Loss: 0.1838	LR: 0.000800
Training Epoch: 35 [39424/45000]	Loss: 0.1120	LR: 0.000800
Training Epoch: 35 [39680/45000]	Loss: 0.1339	LR: 0.000800
Training Epoch: 35 [39936/45000]	Loss: 0.1516	LR: 0.000800
Training Epoch: 35 [40192/45000]	Loss: 0.1294	LR: 0.000800
Training Epoch: 35 [40448/45000]	Loss: 0.1323	LR: 0.000800
Training Epoch: 35 [40704/45000]	Loss: 0.1219	LR: 0.000800
Training Epoch: 35 [40960/45000]	Loss: 0.1012	LR: 0.000800
Training Epoch: 35 [41216/45000]	Loss: 0.1339	LR: 0.000800
Training Epoch: 35 [41472/45000]	Loss: 0.1458	LR: 0.000800
Training Epoch: 35 [41728/45000]	Loss: 0.1148	LR: 0.000800
Training Epoch: 35 [41984/45000]	Loss: 0.1251	LR: 0.000800
Training Epoch: 35 [42240/45000]	Loss: 0.1515	LR: 0.000800
Training Epoch: 35 [42496/45000]	Loss: 0.1694	LR: 0.000800
Training Epoch: 35 [42752/45000]	Loss: 0.0759	LR: 0.000800
Training Epoch: 35 [43008/45000]	Loss: 0.1422	LR: 0.000800
Training Epoch: 35 [43264/45000]	Loss: 0.1654	LR: 0.000800
Training Epoch: 35 [43520/45000]	Loss: 0.1196	LR: 0.000800
Training Epoch: 35 [43776/45000]	Loss: 0.1293	LR: 0.000800
Training Epoch: 35 [44032/45000]	Loss: 0.1229	LR: 0.000800
Training Epoch: 35 [44288/45000]	Loss: 0.1150	LR: 0.000800
Training Epoch: 35 [44544/45000]	Loss: 0.1109	LR: 0.000800
Training Epoch: 35 [44800/45000]	Loss: 0.0915	LR: 0.000800
Training Epoch: 35 [45000/45000]	Loss: 0.1220	LR: 0.000800
Epoch 35 - Average Train Loss: 0.1261, Train Accuracy: 0.9633
Epoch 35 training time consumed: 26.88s
Evaluating Network.....
Test set: Epoch: 35, Average loss: 0.0028, Accuracy: 0.8051, Time consumed:0.89s
Training Epoch: 36 [256/45000]	Loss: 0.1168	LR: 0.000800
Training Epoch: 36 [512/45000]	Loss: 0.1109	LR: 0.000800
Training Epoch: 36 [768/45000]	Loss: 0.1205	LR: 0.000800
Training Epoch: 36 [1024/45000]	Loss: 0.1156	LR: 0.000800
Training Epoch: 36 [1280/45000]	Loss: 0.1122	LR: 0.000800
Training Epoch: 36 [1536/45000]	Loss: 0.1132	LR: 0.000800
Training Epoch: 36 [1792/45000]	Loss: 0.1251	LR: 0.000800
Training Epoch: 36 [2048/45000]	Loss: 0.1427	LR: 0.000800
Training Epoch: 36 [2304/45000]	Loss: 0.1306	LR: 0.000800
Training Epoch: 36 [2560/45000]	Loss: 0.0902	LR: 0.000800
Training Epoch: 36 [2816/45000]	Loss: 0.1299	LR: 0.000800
Training Epoch: 36 [3072/45000]	Loss: 0.1158	LR: 0.000800
Training Epoch: 36 [3328/45000]	Loss: 0.0914	LR: 0.000800
Training Epoch: 36 [3584/45000]	Loss: 0.0962	LR: 0.000800
Training Epoch: 36 [3840/45000]	Loss: 0.0996	LR: 0.000800
Training Epoch: 36 [4096/45000]	Loss: 0.1414	LR: 0.000800
Training Epoch: 36 [4352/45000]	Loss: 0.0939	LR: 0.000800
Training Epoch: 36 [4608/45000]	Loss: 0.1472	LR: 0.000800
Training Epoch: 36 [4864/45000]	Loss: 0.1296	LR: 0.000800
Training Epoch: 36 [5120/45000]	Loss: 0.1161	LR: 0.000800
Training Epoch: 36 [5376/45000]	Loss: 0.0984	LR: 0.000800
Training Epoch: 36 [5632/45000]	Loss: 0.1053	LR: 0.000800
Training Epoch: 36 [5888/45000]	Loss: 0.1438	LR: 0.000800
Training Epoch: 36 [6144/45000]	Loss: 0.1459	LR: 0.000800
Training Epoch: 36 [6400/45000]	Loss: 0.1084	LR: 0.000800
Training Epoch: 36 [6656/45000]	Loss: 0.1641	LR: 0.000800
Training Epoch: 36 [6912/45000]	Loss: 0.1083	LR: 0.000800
Training Epoch: 36 [7168/45000]	Loss: 0.1261	LR: 0.000800
Training Epoch: 36 [7424/45000]	Loss: 0.1292	LR: 0.000800
Training Epoch: 36 [7680/45000]	Loss: 0.1255	LR: 0.000800
Training Epoch: 36 [7936/45000]	Loss: 0.1186	LR: 0.000800
Training Epoch: 36 [8192/45000]	Loss: 0.0862	LR: 0.000800
Training Epoch: 36 [8448/45000]	Loss: 0.0919	LR: 0.000800
Training Epoch: 36 [8704/45000]	Loss: 0.0681	LR: 0.000800
Training Epoch: 36 [8960/45000]	Loss: 0.1379	LR: 0.000800
Training Epoch: 36 [9216/45000]	Loss: 0.1260	LR: 0.000800
Training Epoch: 36 [9472/45000]	Loss: 0.1279	LR: 0.000800
Training Epoch: 36 [9728/45000]	Loss: 0.0958	LR: 0.000800
Training Epoch: 36 [9984/45000]	Loss: 0.0703	LR: 0.000800
Training Epoch: 36 [10240/45000]	Loss: 0.1411	LR: 0.000800
Training Epoch: 36 [10496/45000]	Loss: 0.1453	LR: 0.000800
Training Epoch: 36 [10752/45000]	Loss: 0.0972	LR: 0.000800
Training Epoch: 36 [11008/45000]	Loss: 0.0745	LR: 0.000800
Training Epoch: 36 [11264/45000]	Loss: 0.1095	LR: 0.000800
Training Epoch: 36 [11520/45000]	Loss: 0.1113	LR: 0.000800
Training Epoch: 36 [11776/45000]	Loss: 0.0967	LR: 0.000800
Training Epoch: 36 [12032/45000]	Loss: 0.0930	LR: 0.000800
Training Epoch: 36 [12288/45000]	Loss: 0.1137	LR: 0.000800
Training Epoch: 36 [12544/45000]	Loss: 0.1259	LR: 0.000800
Training Epoch: 36 [12800/45000]	Loss: 0.1232	LR: 0.000800
Training Epoch: 36 [13056/45000]	Loss: 0.0905	LR: 0.000800
Training Epoch: 36 [13312/45000]	Loss: 0.1111	LR: 0.000800
Training Epoch: 36 [13568/45000]	Loss: 0.1063	LR: 0.000800
Training Epoch: 36 [13824/45000]	Loss: 0.1209	LR: 0.000800
Training Epoch: 36 [14080/45000]	Loss: 0.0732	LR: 0.000800
Training Epoch: 36 [14336/45000]	Loss: 0.1045	LR: 0.000800
Training Epoch: 36 [14592/45000]	Loss: 0.1370	LR: 0.000800
Training Epoch: 36 [14848/45000]	Loss: 0.1515	LR: 0.000800
Training Epoch: 36 [15104/45000]	Loss: 0.0927	LR: 0.000800
Training Epoch: 36 [15360/45000]	Loss: 0.1071	LR: 0.000800
Training Epoch: 36 [15616/45000]	Loss: 0.1016	LR: 0.000800
Training Epoch: 36 [15872/45000]	Loss: 0.1010	LR: 0.000800
Training Epoch: 36 [16128/45000]	Loss: 0.1292	LR: 0.000800
Training Epoch: 36 [16384/45000]	Loss: 0.1150	LR: 0.000800
Training Epoch: 36 [16640/45000]	Loss: 0.0964	LR: 0.000800
Training Epoch: 36 [16896/45000]	Loss: 0.0692	LR: 0.000800
Training Epoch: 36 [17152/45000]	Loss: 0.1425	LR: 0.000800
Training Epoch: 36 [17408/45000]	Loss: 0.1342	LR: 0.000800
Training Epoch: 36 [17664/45000]	Loss: 0.0898	LR: 0.000800
Training Epoch: 36 [17920/45000]	Loss: 0.1616	LR: 0.000800
Training Epoch: 36 [18176/45000]	Loss: 0.0813	LR: 0.000800
Training Epoch: 36 [18432/45000]	Loss: 0.0888	LR: 0.000800
Training Epoch: 36 [18688/45000]	Loss: 0.1045	LR: 0.000800
Training Epoch: 36 [18944/45000]	Loss: 0.1256	LR: 0.000800
Training Epoch: 36 [19200/45000]	Loss: 0.1541	LR: 0.000800
Training Epoch: 36 [19456/45000]	Loss: 0.1288	LR: 0.000800
Training Epoch: 36 [19712/45000]	Loss: 0.1355	LR: 0.000800
Training Epoch: 36 [19968/45000]	Loss: 0.1301	LR: 0.000800
Training Epoch: 36 [20224/45000]	Loss: 0.1378	LR: 0.000800
Training Epoch: 36 [20480/45000]	Loss: 0.1184	LR: 0.000800
Training Epoch: 36 [20736/45000]	Loss: 0.1308	LR: 0.000800
Training Epoch: 36 [20992/45000]	Loss: 0.1042	LR: 0.000800
Training Epoch: 36 [21248/45000]	Loss: 0.1235	LR: 0.000800
Training Epoch: 36 [21504/45000]	Loss: 0.1079	LR: 0.000800
Training Epoch: 36 [21760/45000]	Loss: 0.1281	LR: 0.000800
Training Epoch: 36 [22016/45000]	Loss: 0.1055	LR: 0.000800
Training Epoch: 36 [22272/45000]	Loss: 0.0958	LR: 0.000800
Training Epoch: 36 [22528/45000]	Loss: 0.1154	LR: 0.000800
Training Epoch: 36 [22784/45000]	Loss: 0.0838	LR: 0.000800
Training Epoch: 36 [23040/45000]	Loss: 0.1381	LR: 0.000800
Training Epoch: 36 [23296/45000]	Loss: 0.1035	LR: 0.000800
Training Epoch: 36 [23552/45000]	Loss: 0.1383	LR: 0.000800
Training Epoch: 36 [23808/45000]	Loss: 0.1086	LR: 0.000800
Training Epoch: 36 [24064/45000]	Loss: 0.1031	LR: 0.000800
Training Epoch: 36 [24320/45000]	Loss: 0.1139	LR: 0.000800
Training Epoch: 36 [24576/45000]	Loss: 0.1328	LR: 0.000800
Training Epoch: 36 [24832/45000]	Loss: 0.1305	LR: 0.000800
Training Epoch: 36 [25088/45000]	Loss: 0.1067	LR: 0.000800
Training Epoch: 36 [25344/45000]	Loss: 0.1448	LR: 0.000800
Training Epoch: 36 [25600/45000]	Loss: 0.1096	LR: 0.000800
Training Epoch: 36 [25856/45000]	Loss: 0.1435	LR: 0.000800
Training Epoch: 36 [26112/45000]	Loss: 0.1313	LR: 0.000800
Training Epoch: 36 [26368/45000]	Loss: 0.1662	LR: 0.000800
Training Epoch: 36 [26624/45000]	Loss: 0.0799	LR: 0.000800
Training Epoch: 36 [26880/45000]	Loss: 0.1472	LR: 0.000800
Training Epoch: 36 [27136/45000]	Loss: 0.1237	LR: 0.000800
Training Epoch: 36 [27392/45000]	Loss: 0.0878	LR: 0.000800
Training Epoch: 36 [27648/45000]	Loss: 0.1285	LR: 0.000800
Training Epoch: 36 [27904/45000]	Loss: 0.0698	LR: 0.000800
Training Epoch: 36 [28160/45000]	Loss: 0.1143	LR: 0.000800
Training Epoch: 36 [28416/45000]	Loss: 0.0638	LR: 0.000800
Training Epoch: 36 [28672/45000]	Loss: 0.1393	LR: 0.000800
Training Epoch: 36 [28928/45000]	Loss: 0.1086	LR: 0.000800
Training Epoch: 36 [29184/45000]	Loss: 0.1307	LR: 0.000800
Training Epoch: 36 [29440/45000]	Loss: 0.0946	LR: 0.000800
Training Epoch: 36 [29696/45000]	Loss: 0.1559	LR: 0.000800
Training Epoch: 36 [29952/45000]	Loss: 0.1193	LR: 0.000800
Training Epoch: 36 [30208/45000]	Loss: 0.1338	LR: 0.000800
Training Epoch: 36 [30464/45000]	Loss: 0.1180	LR: 0.000800
Training Epoch: 36 [30720/45000]	Loss: 0.0932	LR: 0.000800
Training Epoch: 36 [30976/45000]	Loss: 0.0775	LR: 0.000800
Training Epoch: 36 [31232/45000]	Loss: 0.1667	LR: 0.000800
Training Epoch: 36 [31488/45000]	Loss: 0.1072	LR: 0.000800
Training Epoch: 36 [31744/45000]	Loss: 0.1156	LR: 0.000800
Training Epoch: 36 [32000/45000]	Loss: 0.0997	LR: 0.000800
Training Epoch: 36 [32256/45000]	Loss: 0.0896	LR: 0.000800
Training Epoch: 36 [32512/45000]	Loss: 0.1401	LR: 0.000800
Training Epoch: 36 [32768/45000]	Loss: 0.1126	LR: 0.000800
Training Epoch: 36 [33024/45000]	Loss: 0.1443	LR: 0.000800
Training Epoch: 36 [33280/45000]	Loss: 0.1304	LR: 0.000800
Training Epoch: 36 [33536/45000]	Loss: 0.1182	LR: 0.000800
Training Epoch: 36 [33792/45000]	Loss: 0.0864	LR: 0.000800
Training Epoch: 36 [34048/45000]	Loss: 0.1401	LR: 0.000800
Training Epoch: 36 [34304/45000]	Loss: 0.0807	LR: 0.000800
Training Epoch: 36 [34560/45000]	Loss: 0.1064	LR: 0.000800
Training Epoch: 36 [34816/45000]	Loss: 0.1400	LR: 0.000800
Training Epoch: 36 [35072/45000]	Loss: 0.1283	LR: 0.000800
Training Epoch: 36 [35328/45000]	Loss: 0.0911	LR: 0.000800
Training Epoch: 36 [35584/45000]	Loss: 0.0861	LR: 0.000800
Training Epoch: 36 [35840/45000]	Loss: 0.0946	LR: 0.000800
Training Epoch: 36 [36096/45000]	Loss: 0.1125	LR: 0.000800
Training Epoch: 36 [36352/45000]	Loss: 0.1279	LR: 0.000800
Training Epoch: 36 [36608/45000]	Loss: 0.1088	LR: 0.000800
Training Epoch: 36 [36864/45000]	Loss: 0.1346	LR: 0.000800
Training Epoch: 36 [37120/45000]	Loss: 0.1041	LR: 0.000800
Training Epoch: 36 [37376/45000]	Loss: 0.1503	LR: 0.000800
Training Epoch: 36 [37632/45000]	Loss: 0.1125	LR: 0.000800
Training Epoch: 36 [37888/45000]	Loss: 0.0897	LR: 0.000800
Training Epoch: 36 [38144/45000]	Loss: 0.1114	LR: 0.000800
Training Epoch: 36 [38400/45000]	Loss: 0.1543	LR: 0.000800
Training Epoch: 36 [38656/45000]	Loss: 0.1385	LR: 0.000800
Training Epoch: 36 [38912/45000]	Loss: 0.1154	LR: 0.000800
Training Epoch: 36 [39168/45000]	Loss: 0.0972	LR: 0.000800
Training Epoch: 36 [39424/45000]	Loss: 0.1228	LR: 0.000800
Training Epoch: 36 [39680/45000]	Loss: 0.1582	LR: 0.000800
Training Epoch: 36 [39936/45000]	Loss: 0.0820	LR: 0.000800
Training Epoch: 36 [40192/45000]	Loss: 0.1504	LR: 0.000800
Training Epoch: 36 [40448/45000]	Loss: 0.1335	LR: 0.000800
Training Epoch: 36 [40704/45000]	Loss: 0.0956	LR: 0.000800
Training Epoch: 36 [40960/45000]	Loss: 0.1220	LR: 0.000800
Training Epoch: 36 [41216/45000]	Loss: 0.1303	LR: 0.000800
Training Epoch: 36 [41472/45000]	Loss: 0.1336	LR: 0.000800
Training Epoch: 36 [41728/45000]	Loss: 0.1166	LR: 0.000800
Training Epoch: 36 [41984/45000]	Loss: 0.1091	LR: 0.000800
Training Epoch: 36 [42240/45000]	Loss: 0.1328	LR: 0.000800
Training Epoch: 36 [42496/45000]	Loss: 0.1342	LR: 0.000800
Training Epoch: 36 [42752/45000]	Loss: 0.1451	LR: 0.000800
Training Epoch: 36 [43008/45000]	Loss: 0.0849	LR: 0.000800
Training Epoch: 36 [43264/45000]	Loss: 0.1696	LR: 0.000800
Training Epoch: 36 [43520/45000]	Loss: 0.1081	LR: 0.000800
Training Epoch: 36 [43776/45000]	Loss: 0.1338	LR: 0.000800
Training Epoch: 36 [44032/45000]	Loss: 0.1091	LR: 0.000800
Training Epoch: 36 [44288/45000]	Loss: 0.1095	LR: 0.000800
Training Epoch: 36 [44544/45000]	Loss: 0.1463	LR: 0.000800
Training Epoch: 36 [44800/45000]	Loss: 0.1330	LR: 0.000800
Training Epoch: 36 [45000/45000]	Loss: 0.0603	LR: 0.000800
Epoch 36 - Average Train Loss: 0.1165, Train Accuracy: 0.9669
Epoch 36 training time consumed: 27.09s
Evaluating Network.....
Test set: Epoch: 36, Average loss: 0.0028, Accuracy: 0.8064, Time consumed:0.89s
Saving weights file to checkpoint/retrain/ResNet18/Sunday_13_July_2025_15h_47m_26s/ResNet18-Cifar20-seed1-ret100-36-best.pth
Training Epoch: 37 [256/45000]	Loss: 0.1081	LR: 0.000800
Training Epoch: 37 [512/45000]	Loss: 0.1196	LR: 0.000800
Training Epoch: 37 [768/45000]	Loss: 0.1017	LR: 0.000800
Training Epoch: 37 [1024/45000]	Loss: 0.0976	LR: 0.000800
Training Epoch: 37 [1280/45000]	Loss: 0.1497	LR: 0.000800
Training Epoch: 37 [1536/45000]	Loss: 0.1044	LR: 0.000800
Training Epoch: 37 [1792/45000]	Loss: 0.1501	LR: 0.000800
Training Epoch: 37 [2048/45000]	Loss: 0.1066	LR: 0.000800
Training Epoch: 37 [2304/45000]	Loss: 0.0968	LR: 0.000800
Training Epoch: 37 [2560/45000]	Loss: 0.1104	LR: 0.000800
Training Epoch: 37 [2816/45000]	Loss: 0.1342	LR: 0.000800
Training Epoch: 37 [3072/45000]	Loss: 0.1189	LR: 0.000800
Training Epoch: 37 [3328/45000]	Loss: 0.0818	LR: 0.000800
Training Epoch: 37 [3584/45000]	Loss: 0.1228	LR: 0.000800
Training Epoch: 37 [3840/45000]	Loss: 0.0925	LR: 0.000800
Training Epoch: 37 [4096/45000]	Loss: 0.1174	LR: 0.000800
Training Epoch: 37 [4352/45000]	Loss: 0.1263	LR: 0.000800
Training Epoch: 37 [4608/45000]	Loss: 0.0934	LR: 0.000800
Training Epoch: 37 [4864/45000]	Loss: 0.1502	LR: 0.000800
Training Epoch: 37 [5120/45000]	Loss: 0.1438	LR: 0.000800
Training Epoch: 37 [5376/45000]	Loss: 0.1144	LR: 0.000800
Training Epoch: 37 [5632/45000]	Loss: 0.1345	LR: 0.000800
Training Epoch: 37 [5888/45000]	Loss: 0.1371	LR: 0.000800
Training Epoch: 37 [6144/45000]	Loss: 0.1613	LR: 0.000800
Training Epoch: 37 [6400/45000]	Loss: 0.1048	LR: 0.000800
Training Epoch: 37 [6656/45000]	Loss: 0.1205	LR: 0.000800
Training Epoch: 37 [6912/45000]	Loss: 0.1084	LR: 0.000800
Training Epoch: 37 [7168/45000]	Loss: 0.1352	LR: 0.000800
Training Epoch: 37 [7424/45000]	Loss: 0.1122	LR: 0.000800
Training Epoch: 37 [7680/45000]	Loss: 0.1232	LR: 0.000800
Training Epoch: 37 [7936/45000]	Loss: 0.1208	LR: 0.000800
Training Epoch: 37 [8192/45000]	Loss: 0.1636	LR: 0.000800
Training Epoch: 37 [8448/45000]	Loss: 0.0813	LR: 0.000800
Training Epoch: 37 [8704/45000]	Loss: 0.1189	LR: 0.000800
Training Epoch: 37 [8960/45000]	Loss: 0.1117	LR: 0.000800
Training Epoch: 37 [9216/45000]	Loss: 0.1181	LR: 0.000800
Training Epoch: 37 [9472/45000]	Loss: 0.1315	LR: 0.000800
Training Epoch: 37 [9728/45000]	Loss: 0.1337	LR: 0.000800
Training Epoch: 37 [9984/45000]	Loss: 0.1529	LR: 0.000800
Training Epoch: 37 [10240/45000]	Loss: 0.1434	LR: 0.000800
Training Epoch: 37 [10496/45000]	Loss: 0.1305	LR: 0.000800
Training Epoch: 37 [10752/45000]	Loss: 0.1187	LR: 0.000800
Training Epoch: 37 [11008/45000]	Loss: 0.1330	LR: 0.000800
Training Epoch: 37 [11264/45000]	Loss: 0.1284	LR: 0.000800
Training Epoch: 37 [11520/45000]	Loss: 0.1194	LR: 0.000800
Training Epoch: 37 [11776/45000]	Loss: 0.1023	LR: 0.000800
Training Epoch: 37 [12032/45000]	Loss: 0.1163	LR: 0.000800
Training Epoch: 37 [12288/45000]	Loss: 0.0849	LR: 0.000800
Training Epoch: 37 [12544/45000]	Loss: 0.1360	LR: 0.000800
Training Epoch: 37 [12800/45000]	Loss: 0.1411	LR: 0.000800
Training Epoch: 37 [13056/45000]	Loss: 0.1116	LR: 0.000800
Training Epoch: 37 [13312/45000]	Loss: 0.0790	LR: 0.000800
Training Epoch: 37 [13568/45000]	Loss: 0.1107	LR: 0.000800
Training Epoch: 37 [13824/45000]	Loss: 0.1149	LR: 0.000800
Training Epoch: 37 [14080/45000]	Loss: 0.1601	LR: 0.000800
Training Epoch: 37 [14336/45000]	Loss: 0.0886	LR: 0.000800
Training Epoch: 37 [14592/45000]	Loss: 0.1151	LR: 0.000800
Training Epoch: 37 [14848/45000]	Loss: 0.1148	LR: 0.000800
Training Epoch: 37 [15104/45000]	Loss: 0.1746	LR: 0.000800
Training Epoch: 37 [15360/45000]	Loss: 0.1058	LR: 0.000800
Training Epoch: 37 [15616/45000]	Loss: 0.1342	LR: 0.000800
Training Epoch: 37 [15872/45000]	Loss: 0.0727	LR: 0.000800
Training Epoch: 37 [16128/45000]	Loss: 0.0695	LR: 0.000800
Training Epoch: 37 [16384/45000]	Loss: 0.1577	LR: 0.000800
Training Epoch: 37 [16640/45000]	Loss: 0.0827	LR: 0.000800
Training Epoch: 37 [16896/45000]	Loss: 0.1054	LR: 0.000800
Training Epoch: 37 [17152/45000]	Loss: 0.1744	LR: 0.000800
Training Epoch: 37 [17408/45000]	Loss: 0.1205	LR: 0.000800
Training Epoch: 37 [17664/45000]	Loss: 0.1291	LR: 0.000800
Training Epoch: 37 [17920/45000]	Loss: 0.1076	LR: 0.000800
Training Epoch: 37 [18176/45000]	Loss: 0.0926	LR: 0.000800
Training Epoch: 37 [18432/45000]	Loss: 0.0813	LR: 0.000800
Training Epoch: 37 [18688/45000]	Loss: 0.1510	LR: 0.000800
Training Epoch: 37 [18944/45000]	Loss: 0.0895	LR: 0.000800
Training Epoch: 37 [19200/45000]	Loss: 0.0942	LR: 0.000800
Training Epoch: 37 [19456/45000]	Loss: 0.0983	LR: 0.000800
Training Epoch: 37 [19712/45000]	Loss: 0.1358	LR: 0.000800
Training Epoch: 37 [19968/45000]	Loss: 0.1172	LR: 0.000800
Training Epoch: 37 [20224/45000]	Loss: 0.0995	LR: 0.000800
Training Epoch: 37 [20480/45000]	Loss: 0.1053	LR: 0.000800
Training Epoch: 37 [20736/45000]	Loss: 0.0847	LR: 0.000800
Training Epoch: 37 [20992/45000]	Loss: 0.1178	LR: 0.000800
Training Epoch: 37 [21248/45000]	Loss: 0.1132	LR: 0.000800
Training Epoch: 37 [21504/45000]	Loss: 0.0884	LR: 0.000800
Training Epoch: 37 [21760/45000]	Loss: 0.1073	LR: 0.000800
Training Epoch: 37 [22016/45000]	Loss: 0.1505	LR: 0.000800
Training Epoch: 37 [22272/45000]	Loss: 0.1376	LR: 0.000800
Training Epoch: 37 [22528/45000]	Loss: 0.1247	LR: 0.000800
Training Epoch: 37 [22784/45000]	Loss: 0.1295	LR: 0.000800
Training Epoch: 37 [23040/45000]	Loss: 0.1253	LR: 0.000800
Training Epoch: 37 [23296/45000]	Loss: 0.0846	LR: 0.000800
Training Epoch: 37 [23552/45000]	Loss: 0.1356	LR: 0.000800
Training Epoch: 37 [23808/45000]	Loss: 0.1059	LR: 0.000800
Training Epoch: 37 [24064/45000]	Loss: 0.1334	LR: 0.000800
Training Epoch: 37 [24320/45000]	Loss: 0.1338	LR: 0.000800
Training Epoch: 37 [24576/45000]	Loss: 0.0851	LR: 0.000800
Training Epoch: 37 [24832/45000]	Loss: 0.0707	LR: 0.000800
Training Epoch: 37 [25088/45000]	Loss: 0.1375	LR: 0.000800
Training Epoch: 37 [25344/45000]	Loss: 0.1040	LR: 0.000800
Training Epoch: 37 [25600/45000]	Loss: 0.1001	LR: 0.000800
Training Epoch: 37 [25856/45000]	Loss: 0.1067	LR: 0.000800
Training Epoch: 37 [26112/45000]	Loss: 0.1188	LR: 0.000800
Training Epoch: 37 [26368/45000]	Loss: 0.1211	LR: 0.000800
Training Epoch: 37 [26624/45000]	Loss: 0.0918	LR: 0.000800
Training Epoch: 37 [26880/45000]	Loss: 0.0828	LR: 0.000800
Training Epoch: 37 [27136/45000]	Loss: 0.0912	LR: 0.000800
Training Epoch: 37 [27392/45000]	Loss: 0.0768	LR: 0.000800
Training Epoch: 37 [27648/45000]	Loss: 0.0957	LR: 0.000800
Training Epoch: 37 [27904/45000]	Loss: 0.1284	LR: 0.000800
Training Epoch: 37 [28160/45000]	Loss: 0.1378	LR: 0.000800
Training Epoch: 37 [28416/45000]	Loss: 0.0875	LR: 0.000800
Training Epoch: 37 [28672/45000]	Loss: 0.1070	LR: 0.000800
Training Epoch: 37 [28928/45000]	Loss: 0.0965	LR: 0.000800
Training Epoch: 37 [29184/45000]	Loss: 0.1124	LR: 0.000800
Training Epoch: 37 [29440/45000]	Loss: 0.0969	LR: 0.000800
Training Epoch: 37 [29696/45000]	Loss: 0.1129	LR: 0.000800
Training Epoch: 37 [29952/45000]	Loss: 0.1412	LR: 0.000800
Training Epoch: 37 [30208/45000]	Loss: 0.1395	LR: 0.000800
Training Epoch: 37 [30464/45000]	Loss: 0.1006	LR: 0.000800
Training Epoch: 37 [30720/45000]	Loss: 0.1243	LR: 0.000800
Training Epoch: 37 [30976/45000]	Loss: 0.1006	LR: 0.000800
Training Epoch: 37 [31232/45000]	Loss: 0.0875	LR: 0.000800
Training Epoch: 37 [31488/45000]	Loss: 0.1218	LR: 0.000800
Training Epoch: 37 [31744/45000]	Loss: 0.1241	LR: 0.000800
Training Epoch: 37 [32000/45000]	Loss: 0.0675	LR: 0.000800
Training Epoch: 37 [32256/45000]	Loss: 0.0875	LR: 0.000800
Training Epoch: 37 [32512/45000]	Loss: 0.1361	LR: 0.000800
Training Epoch: 37 [32768/45000]	Loss: 0.1155	LR: 0.000800
Training Epoch: 37 [33024/45000]	Loss: 0.1257	LR: 0.000800
Training Epoch: 37 [33280/45000]	Loss: 0.1666	LR: 0.000800
Training Epoch: 37 [33536/45000]	Loss: 0.1168	LR: 0.000800
Training Epoch: 37 [33792/45000]	Loss: 0.1330	LR: 0.000800
Training Epoch: 37 [34048/45000]	Loss: 0.1129	LR: 0.000800
Training Epoch: 37 [34304/45000]	Loss: 0.0869	LR: 0.000800
Training Epoch: 37 [34560/45000]	Loss: 0.1325	LR: 0.000800
Training Epoch: 37 [34816/45000]	Loss: 0.1787	LR: 0.000800
Training Epoch: 37 [35072/45000]	Loss: 0.1026	LR: 0.000800
Training Epoch: 37 [35328/45000]	Loss: 0.1714	LR: 0.000800
Training Epoch: 37 [35584/45000]	Loss: 0.1283	LR: 0.000800
Training Epoch: 37 [35840/45000]	Loss: 0.1134	LR: 0.000800
Training Epoch: 37 [36096/45000]	Loss: 0.1019	LR: 0.000800
Training Epoch: 37 [36352/45000]	Loss: 0.1569	LR: 0.000800
Training Epoch: 37 [36608/45000]	Loss: 0.1502	LR: 0.000800
Training Epoch: 37 [36864/45000]	Loss: 0.1101	LR: 0.000800
Training Epoch: 37 [37120/45000]	Loss: 0.0678	LR: 0.000800
Training Epoch: 37 [37376/45000]	Loss: 0.0985	LR: 0.000800
Training Epoch: 37 [37632/45000]	Loss: 0.1590	LR: 0.000800
Training Epoch: 37 [37888/45000]	Loss: 0.1234	LR: 0.000800
Training Epoch: 37 [38144/45000]	Loss: 0.0729	LR: 0.000800
Training Epoch: 37 [38400/45000]	Loss: 0.1178	LR: 0.000800
Training Epoch: 37 [38656/45000]	Loss: 0.1481	LR: 0.000800
Training Epoch: 37 [38912/45000]	Loss: 0.1074	LR: 0.000800
Training Epoch: 37 [39168/45000]	Loss: 0.1140	LR: 0.000800
Training Epoch: 37 [39424/45000]	Loss: 0.1020	LR: 0.000800
Training Epoch: 37 [39680/45000]	Loss: 0.1668	LR: 0.000800
Training Epoch: 37 [39936/45000]	Loss: 0.0936	LR: 0.000800
Training Epoch: 37 [40192/45000]	Loss: 0.1592	LR: 0.000800
Training Epoch: 37 [40448/45000]	Loss: 0.1052	LR: 0.000800
Training Epoch: 37 [40704/45000]	Loss: 0.0904	LR: 0.000800
Training Epoch: 37 [40960/45000]	Loss: 0.1025	LR: 0.000800
Training Epoch: 37 [41216/45000]	Loss: 0.1642	LR: 0.000800
Training Epoch: 37 [41472/45000]	Loss: 0.0736	LR: 0.000800
Training Epoch: 37 [41728/45000]	Loss: 0.0711	LR: 0.000800
Training Epoch: 37 [41984/45000]	Loss: 0.1314	LR: 0.000800
Training Epoch: 37 [42240/45000]	Loss: 0.1342	LR: 0.000800
Training Epoch: 37 [42496/45000]	Loss: 0.1370	LR: 0.000800
Training Epoch: 37 [42752/45000]	Loss: 0.0993	LR: 0.000800
Training Epoch: 37 [43008/45000]	Loss: 0.1481	LR: 0.000800
Training Epoch: 37 [43264/45000]	Loss: 0.1046	LR: 0.000800
Training Epoch: 37 [43520/45000]	Loss: 0.1561	LR: 0.000800
Training Epoch: 37 [43776/45000]	Loss: 0.1255	LR: 0.000800
Training Epoch: 37 [44032/45000]	Loss: 0.1183	LR: 0.000800
Training Epoch: 37 [44288/45000]	Loss: 0.1198	LR: 0.000800
Training Epoch: 37 [44544/45000]	Loss: 0.1093	LR: 0.000800
Training Epoch: 37 [44800/45000]	Loss: 0.0921	LR: 0.000800
Training Epoch: 37 [45000/45000]	Loss: 0.1109	LR: 0.000800
Epoch 37 - Average Train Loss: 0.1168, Train Accuracy: 0.9669
Epoch 37 training time consumed: 27.09s
Evaluating Network.....
Test set: Epoch: 37, Average loss: 0.0028, Accuracy: 0.8058, Time consumed:0.90s
Training Epoch: 38 [256/45000]	Loss: 0.1550	LR: 0.000800
Training Epoch: 38 [512/45000]	Loss: 0.0876	LR: 0.000800
Training Epoch: 38 [768/45000]	Loss: 0.1621	LR: 0.000800
Training Epoch: 38 [1024/45000]	Loss: 0.1670	LR: 0.000800
Training Epoch: 38 [1280/45000]	Loss: 0.1147	LR: 0.000800
Training Epoch: 38 [1536/45000]	Loss: 0.1237	LR: 0.000800
Training Epoch: 38 [1792/45000]	Loss: 0.0867	LR: 0.000800
Training Epoch: 38 [2048/45000]	Loss: 0.0956	LR: 0.000800
Training Epoch: 38 [2304/45000]	Loss: 0.0979	LR: 0.000800
Training Epoch: 38 [2560/45000]	Loss: 0.0898	LR: 0.000800
Training Epoch: 38 [2816/45000]	Loss: 0.1060	LR: 0.000800
Training Epoch: 38 [3072/45000]	Loss: 0.1143	LR: 0.000800
Training Epoch: 38 [3328/45000]	Loss: 0.1507	LR: 0.000800
Training Epoch: 38 [3584/45000]	Loss: 0.0635	LR: 0.000800
Training Epoch: 38 [3840/45000]	Loss: 0.1245	LR: 0.000800
Training Epoch: 38 [4096/45000]	Loss: 0.1202	LR: 0.000800
Training Epoch: 38 [4352/45000]	Loss: 0.0895	LR: 0.000800
Training Epoch: 38 [4608/45000]	Loss: 0.1489	LR: 0.000800
Training Epoch: 38 [4864/45000]	Loss: 0.1423	LR: 0.000800
Training Epoch: 38 [5120/45000]	Loss: 0.1113	LR: 0.000800
Training Epoch: 38 [5376/45000]	Loss: 0.1299	LR: 0.000800
Training Epoch: 38 [5632/45000]	Loss: 0.1190	LR: 0.000800
Training Epoch: 38 [5888/45000]	Loss: 0.0822	LR: 0.000800
Training Epoch: 38 [6144/45000]	Loss: 0.1240	LR: 0.000800
Training Epoch: 38 [6400/45000]	Loss: 0.1009	LR: 0.000800
Training Epoch: 38 [6656/45000]	Loss: 0.1050	LR: 0.000800
Training Epoch: 38 [6912/45000]	Loss: 0.0984	LR: 0.000800
Training Epoch: 38 [7168/45000]	Loss: 0.1040	LR: 0.000800
Training Epoch: 38 [7424/45000]	Loss: 0.1005	LR: 0.000800
Training Epoch: 38 [7680/45000]	Loss: 0.1359	LR: 0.000800
Training Epoch: 38 [7936/45000]	Loss: 0.1235	LR: 0.000800
Training Epoch: 38 [8192/45000]	Loss: 0.1157	LR: 0.000800
Training Epoch: 38 [8448/45000]	Loss: 0.1333	LR: 0.000800
Training Epoch: 38 [8704/45000]	Loss: 0.1277	LR: 0.000800
Training Epoch: 38 [8960/45000]	Loss: 0.1223	LR: 0.000800
Training Epoch: 38 [9216/45000]	Loss: 0.1206	LR: 0.000800
Training Epoch: 38 [9472/45000]	Loss: 0.1494	LR: 0.000800
Training Epoch: 38 [9728/45000]	Loss: 0.0941	LR: 0.000800
Training Epoch: 38 [9984/45000]	Loss: 0.0995	LR: 0.000800
Training Epoch: 38 [10240/45000]	Loss: 0.0991	LR: 0.000800
Training Epoch: 38 [10496/45000]	Loss: 0.1320	LR: 0.000800
Training Epoch: 38 [10752/45000]	Loss: 0.1257	LR: 0.000800
Training Epoch: 38 [11008/45000]	Loss: 0.0981	LR: 0.000800
Training Epoch: 38 [11264/45000]	Loss: 0.1020	LR: 0.000800
Training Epoch: 38 [11520/45000]	Loss: 0.1085	LR: 0.000800
Training Epoch: 38 [11776/45000]	Loss: 0.1196	LR: 0.000800
Training Epoch: 38 [12032/45000]	Loss: 0.1132	LR: 0.000800
Training Epoch: 38 [12288/45000]	Loss: 0.0827	LR: 0.000800
Training Epoch: 38 [12544/45000]	Loss: 0.1488	LR: 0.000800
Training Epoch: 38 [12800/45000]	Loss: 0.1183	LR: 0.000800
Training Epoch: 38 [13056/45000]	Loss: 0.1194	LR: 0.000800
Training Epoch: 38 [13312/45000]	Loss: 0.0803	LR: 0.000800
Training Epoch: 38 [13568/45000]	Loss: 0.0899	LR: 0.000800
Training Epoch: 38 [13824/45000]	Loss: 0.1527	LR: 0.000800
Training Epoch: 38 [14080/45000]	Loss: 0.1106	LR: 0.000800
Training Epoch: 38 [14336/45000]	Loss: 0.1478	LR: 0.000800
Training Epoch: 38 [14592/45000]	Loss: 0.1051	LR: 0.000800
Training Epoch: 38 [14848/45000]	Loss: 0.1003	LR: 0.000800
Training Epoch: 38 [15104/45000]	Loss: 0.1049	LR: 0.000800
Training Epoch: 38 [15360/45000]	Loss: 0.1145	LR: 0.000800
Training Epoch: 38 [15616/45000]	Loss: 0.0878	LR: 0.000800
Training Epoch: 38 [15872/45000]	Loss: 0.1240	LR: 0.000800
Training Epoch: 38 [16128/45000]	Loss: 0.0814	LR: 0.000800
Training Epoch: 38 [16384/45000]	Loss: 0.1062	LR: 0.000800
Training Epoch: 38 [16640/45000]	Loss: 0.0883	LR: 0.000800
Training Epoch: 38 [16896/45000]	Loss: 0.1149	LR: 0.000800
Training Epoch: 38 [17152/45000]	Loss: 0.1226	LR: 0.000800
Training Epoch: 38 [17408/45000]	Loss: 0.0843	LR: 0.000800
Training Epoch: 38 [17664/45000]	Loss: 0.0938	LR: 0.000800
Training Epoch: 38 [17920/45000]	Loss: 0.1209	LR: 0.000800
Training Epoch: 38 [18176/45000]	Loss: 0.1081	LR: 0.000800
Training Epoch: 38 [18432/45000]	Loss: 0.0914	LR: 0.000800
Training Epoch: 38 [18688/45000]	Loss: 0.1024	LR: 0.000800
Training Epoch: 38 [18944/45000]	Loss: 0.1188	LR: 0.000800
Training Epoch: 38 [19200/45000]	Loss: 0.0969	LR: 0.000800
Training Epoch: 38 [19456/45000]	Loss: 0.1134	LR: 0.000800
Training Epoch: 38 [19712/45000]	Loss: 0.1090	LR: 0.000800
Training Epoch: 38 [19968/45000]	Loss: 0.1153	LR: 0.000800
Training Epoch: 38 [20224/45000]	Loss: 0.0970	LR: 0.000800
Training Epoch: 38 [20480/45000]	Loss: 0.0971	LR: 0.000800
Training Epoch: 38 [20736/45000]	Loss: 0.1552	LR: 0.000800
Training Epoch: 38 [20992/45000]	Loss: 0.1037	LR: 0.000800
Training Epoch: 38 [21248/45000]	Loss: 0.0779	LR: 0.000800
Training Epoch: 38 [21504/45000]	Loss: 0.1025	LR: 0.000800
Training Epoch: 38 [21760/45000]	Loss: 0.0930	LR: 0.000800
Training Epoch: 38 [22016/45000]	Loss: 0.1410	LR: 0.000800
Training Epoch: 38 [22272/45000]	Loss: 0.1291	LR: 0.000800
Training Epoch: 38 [22528/45000]	Loss: 0.1209	LR: 0.000800
Training Epoch: 38 [22784/45000]	Loss: 0.1203	LR: 0.000800
Training Epoch: 38 [23040/45000]	Loss: 0.1160	LR: 0.000800
Training Epoch: 38 [23296/45000]	Loss: 0.1636	LR: 0.000800
Training Epoch: 38 [23552/45000]	Loss: 0.1254	LR: 0.000800
Training Epoch: 38 [23808/45000]	Loss: 0.1572	LR: 0.000800
Training Epoch: 38 [24064/45000]	Loss: 0.1208	LR: 0.000800
Training Epoch: 38 [24320/45000]	Loss: 0.1021	LR: 0.000800
Training Epoch: 38 [24576/45000]	Loss: 0.1294	LR: 0.000800
Training Epoch: 38 [24832/45000]	Loss: 0.1533	LR: 0.000800
Training Epoch: 38 [25088/45000]	Loss: 0.1448	LR: 0.000800
Training Epoch: 38 [25344/45000]	Loss: 0.1181	LR: 0.000800
Training Epoch: 38 [25600/45000]	Loss: 0.1487	LR: 0.000800
Training Epoch: 38 [25856/45000]	Loss: 0.1251	LR: 0.000800
Training Epoch: 38 [26112/45000]	Loss: 0.0917	LR: 0.000800
Training Epoch: 38 [26368/45000]	Loss: 0.1066	LR: 0.000800
Training Epoch: 38 [26624/45000]	Loss: 0.0853	LR: 0.000800
Training Epoch: 38 [26880/45000]	Loss: 0.1455	LR: 0.000800
Training Epoch: 38 [27136/45000]	Loss: 0.1405	LR: 0.000800
Training Epoch: 38 [27392/45000]	Loss: 0.1042	LR: 0.000800
Training Epoch: 38 [27648/45000]	Loss: 0.1493	LR: 0.000800
Training Epoch: 38 [27904/45000]	Loss: 0.1017	LR: 0.000800
Training Epoch: 38 [28160/45000]	Loss: 0.1173	LR: 0.000800
Training Epoch: 38 [28416/45000]	Loss: 0.1199	LR: 0.000800
Training Epoch: 38 [28672/45000]	Loss: 0.0917	LR: 0.000800
Training Epoch: 38 [28928/45000]	Loss: 0.0674	LR: 0.000800
Training Epoch: 38 [29184/45000]	Loss: 0.1033	LR: 0.000800
Training Epoch: 38 [29440/45000]	Loss: 0.0996	LR: 0.000800
Training Epoch: 38 [29696/45000]	Loss: 0.1124	LR: 0.000800
Training Epoch: 38 [29952/45000]	Loss: 0.1214	LR: 0.000800
Training Epoch: 38 [30208/45000]	Loss: 0.1206	LR: 0.000800
Training Epoch: 38 [30464/45000]	Loss: 0.0956	LR: 0.000800
Training Epoch: 38 [30720/45000]	Loss: 0.1217	LR: 0.000800
Training Epoch: 38 [30976/45000]	Loss: 0.0745	LR: 0.000800
Training Epoch: 38 [31232/45000]	Loss: 0.1354	LR: 0.000800
Training Epoch: 38 [31488/45000]	Loss: 0.0948	LR: 0.000800
Training Epoch: 38 [31744/45000]	Loss: 0.0864	LR: 0.000800
Training Epoch: 38 [32000/45000]	Loss: 0.1310	LR: 0.000800
Training Epoch: 38 [32256/45000]	Loss: 0.1239	LR: 0.000800
Training Epoch: 38 [32512/45000]	Loss: 0.0949	LR: 0.000800
Training Epoch: 38 [32768/45000]	Loss: 0.1231	LR: 0.000800
Training Epoch: 38 [33024/45000]	Loss: 0.1366	LR: 0.000800
Training Epoch: 38 [33280/45000]	Loss: 0.0799	LR: 0.000800
Training Epoch: 38 [33536/45000]	Loss: 0.0756	LR: 0.000800
Training Epoch: 38 [33792/45000]	Loss: 0.1478	LR: 0.000800
Training Epoch: 38 [34048/45000]	Loss: 0.1106	LR: 0.000800
Training Epoch: 38 [34304/45000]	Loss: 0.1261	LR: 0.000800
Training Epoch: 38 [34560/45000]	Loss: 0.1271	LR: 0.000800
Training Epoch: 38 [34816/45000]	Loss: 0.1104	LR: 0.000800
Training Epoch: 38 [35072/45000]	Loss: 0.1369	LR: 0.000800
Training Epoch: 38 [35328/45000]	Loss: 0.1143	LR: 0.000800
Training Epoch: 38 [35584/45000]	Loss: 0.1042	LR: 0.000800
Training Epoch: 38 [35840/45000]	Loss: 0.0900	LR: 0.000800
Training Epoch: 38 [36096/45000]	Loss: 0.1349	LR: 0.000800
Training Epoch: 38 [36352/45000]	Loss: 0.1563	LR: 0.000800
Training Epoch: 38 [36608/45000]	Loss: 0.1179	LR: 0.000800
Training Epoch: 38 [36864/45000]	Loss: 0.1402	LR: 0.000800
Training Epoch: 38 [37120/45000]	Loss: 0.1749	LR: 0.000800
Training Epoch: 38 [37376/45000]	Loss: 0.1041	LR: 0.000800
Training Epoch: 38 [37632/45000]	Loss: 0.1158	LR: 0.000800
Training Epoch: 38 [37888/45000]	Loss: 0.0710	LR: 0.000800
Training Epoch: 38 [38144/45000]	Loss: 0.0869	LR: 0.000800
Training Epoch: 38 [38400/45000]	Loss: 0.1080	LR: 0.000800
Training Epoch: 38 [38656/45000]	Loss: 0.1240	LR: 0.000800
Training Epoch: 38 [38912/45000]	Loss: 0.1720	LR: 0.000800
Training Epoch: 38 [39168/45000]	Loss: 0.1290	LR: 0.000800
Training Epoch: 38 [39424/45000]	Loss: 0.1040	LR: 0.000800
Training Epoch: 38 [39680/45000]	Loss: 0.0768	LR: 0.000800
Training Epoch: 38 [39936/45000]	Loss: 0.1118	LR: 0.000800
Training Epoch: 38 [40192/45000]	Loss: 0.0962	LR: 0.000800
Training Epoch: 38 [40448/45000]	Loss: 0.1707	LR: 0.000800
Training Epoch: 38 [40704/45000]	Loss: 0.1039	LR: 0.000800
Training Epoch: 38 [40960/45000]	Loss: 0.1239	LR: 0.000800
Training Epoch: 38 [41216/45000]	Loss: 0.1161	LR: 0.000800
Training Epoch: 38 [41472/45000]	Loss: 0.1343	LR: 0.000800
Training Epoch: 38 [41728/45000]	Loss: 0.1076	LR: 0.000800
Training Epoch: 38 [41984/45000]	Loss: 0.1785	LR: 0.000800
Training Epoch: 38 [42240/45000]	Loss: 0.1113	LR: 0.000800
Training Epoch: 38 [42496/45000]	Loss: 0.0721	LR: 0.000800
Training Epoch: 38 [42752/45000]	Loss: 0.1155	LR: 0.000800
Training Epoch: 38 [43008/45000]	Loss: 0.0924	LR: 0.000800
Training Epoch: 38 [43264/45000]	Loss: 0.1610	LR: 0.000800
Training Epoch: 38 [43520/45000]	Loss: 0.1361	LR: 0.000800
Training Epoch: 38 [43776/45000]	Loss: 0.1415	LR: 0.000800
Training Epoch: 38 [44032/45000]	Loss: 0.0797	LR: 0.000800
Training Epoch: 38 [44288/45000]	Loss: 0.0942	LR: 0.000800
Training Epoch: 38 [44544/45000]	Loss: 0.1059	LR: 0.000800
Training Epoch: 38 [44800/45000]	Loss: 0.0911	LR: 0.000800
Training Epoch: 38 [45000/45000]	Loss: 0.1080	LR: 0.000800
Epoch 38 - Average Train Loss: 0.1149, Train Accuracy: 0.9663
Epoch 38 training time consumed: 26.99s
Evaluating Network.....
Test set: Epoch: 38, Average loss: 0.0028, Accuracy: 0.8063, Time consumed:0.88s
Training Epoch: 39 [256/45000]	Loss: 0.0798	LR: 0.000800
Training Epoch: 39 [512/45000]	Loss: 0.1324	LR: 0.000800
Training Epoch: 39 [768/45000]	Loss: 0.1258	LR: 0.000800
Training Epoch: 39 [1024/45000]	Loss: 0.1434	LR: 0.000800
Training Epoch: 39 [1280/45000]	Loss: 0.0842	LR: 0.000800
Training Epoch: 39 [1536/45000]	Loss: 0.0767	LR: 0.000800
Training Epoch: 39 [1792/45000]	Loss: 0.0870	LR: 0.000800
Training Epoch: 39 [2048/45000]	Loss: 0.1262	LR: 0.000800
Training Epoch: 39 [2304/45000]	Loss: 0.1119	LR: 0.000800
Training Epoch: 39 [2560/45000]	Loss: 0.0806	LR: 0.000800
Training Epoch: 39 [2816/45000]	Loss: 0.0892	LR: 0.000800
Training Epoch: 39 [3072/45000]	Loss: 0.1294	LR: 0.000800
Training Epoch: 39 [3328/45000]	Loss: 0.1030	LR: 0.000800
Training Epoch: 39 [3584/45000]	Loss: 0.1337	LR: 0.000800
Training Epoch: 39 [3840/45000]	Loss: 0.1245	LR: 0.000800
Training Epoch: 39 [4096/45000]	Loss: 0.1009	LR: 0.000800
Training Epoch: 39 [4352/45000]	Loss: 0.1076	LR: 0.000800
Training Epoch: 39 [4608/45000]	Loss: 0.0697	LR: 0.000800
Training Epoch: 39 [4864/45000]	Loss: 0.1013	LR: 0.000800
Training Epoch: 39 [5120/45000]	Loss: 0.1302	LR: 0.000800
Training Epoch: 39 [5376/45000]	Loss: 0.0956	LR: 0.000800
Training Epoch: 39 [5632/45000]	Loss: 0.1226	LR: 0.000800
Training Epoch: 39 [5888/45000]	Loss: 0.1364	LR: 0.000800
Training Epoch: 39 [6144/45000]	Loss: 0.1708	LR: 0.000800
Training Epoch: 39 [6400/45000]	Loss: 0.1329	LR: 0.000800
Training Epoch: 39 [6656/45000]	Loss: 0.1040	LR: 0.000800
Training Epoch: 39 [6912/45000]	Loss: 0.1073	LR: 0.000800
Training Epoch: 39 [7168/45000]	Loss: 0.1148	LR: 0.000800
Training Epoch: 39 [7424/45000]	Loss: 0.1129	LR: 0.000800
Training Epoch: 39 [7680/45000]	Loss: 0.0945	LR: 0.000800
Training Epoch: 39 [7936/45000]	Loss: 0.0906	LR: 0.000800
Training Epoch: 39 [8192/45000]	Loss: 0.1084	LR: 0.000800
Training Epoch: 39 [8448/45000]	Loss: 0.0868	LR: 0.000800
Training Epoch: 39 [8704/45000]	Loss: 0.0846	LR: 0.000800
Training Epoch: 39 [8960/45000]	Loss: 0.1108	LR: 0.000800
Training Epoch: 39 [9216/45000]	Loss: 0.1310	LR: 0.000800
Training Epoch: 39 [9472/45000]	Loss: 0.1152	LR: 0.000800
Training Epoch: 39 [9728/45000]	Loss: 0.0655	LR: 0.000800
Training Epoch: 39 [9984/45000]	Loss: 0.1264	LR: 0.000800
Training Epoch: 39 [10240/45000]	Loss: 0.0982	LR: 0.000800
Training Epoch: 39 [10496/45000]	Loss: 0.1299	LR: 0.000800
Training Epoch: 39 [10752/45000]	Loss: 0.1418	LR: 0.000800
Training Epoch: 39 [11008/45000]	Loss: 0.1061	LR: 0.000800
Training Epoch: 39 [11264/45000]	Loss: 0.1301	LR: 0.000800
Training Epoch: 39 [11520/45000]	Loss: 0.1489	LR: 0.000800
Training Epoch: 39 [11776/45000]	Loss: 0.0876	LR: 0.000800
Training Epoch: 39 [12032/45000]	Loss: 0.1074	LR: 0.000800
Training Epoch: 39 [12288/45000]	Loss: 0.1239	LR: 0.000800
Training Epoch: 39 [12544/45000]	Loss: 0.0860	LR: 0.000800
Training Epoch: 39 [12800/45000]	Loss: 0.1143	LR: 0.000800
Training Epoch: 39 [13056/45000]	Loss: 0.1124	LR: 0.000800
Training Epoch: 39 [13312/45000]	Loss: 0.1184	LR: 0.000800
Training Epoch: 39 [13568/45000]	Loss: 0.1248	LR: 0.000800
Training Epoch: 39 [13824/45000]	Loss: 0.1056	LR: 0.000800
Training Epoch: 39 [14080/45000]	Loss: 0.1104	LR: 0.000800
Training Epoch: 39 [14336/45000]	Loss: 0.1857	LR: 0.000800
Training Epoch: 39 [14592/45000]	Loss: 0.0834	LR: 0.000800
Training Epoch: 39 [14848/45000]	Loss: 0.1210	LR: 0.000800
Training Epoch: 39 [15104/45000]	Loss: 0.0987	LR: 0.000800
Training Epoch: 39 [15360/45000]	Loss: 0.1098	LR: 0.000800
Training Epoch: 39 [15616/45000]	Loss: 0.1274	LR: 0.000800
Training Epoch: 39 [15872/45000]	Loss: 0.1051	LR: 0.000800
Training Epoch: 39 [16128/45000]	Loss: 0.1471	LR: 0.000800
Training Epoch: 39 [16384/45000]	Loss: 0.1435	LR: 0.000800
Training Epoch: 39 [16640/45000]	Loss: 0.1076	LR: 0.000800
Training Epoch: 39 [16896/45000]	Loss: 0.0758	LR: 0.000800
Training Epoch: 39 [17152/45000]	Loss: 0.1466	LR: 0.000800
Training Epoch: 39 [17408/45000]	Loss: 0.1035	LR: 0.000800
Training Epoch: 39 [17664/45000]	Loss: 0.0852	LR: 0.000800
Training Epoch: 39 [17920/45000]	Loss: 0.0855	LR: 0.000800
Training Epoch: 39 [18176/45000]	Loss: 0.0838	LR: 0.000800
Training Epoch: 39 [18432/45000]	Loss: 0.1267	LR: 0.000800
Training Epoch: 39 [18688/45000]	Loss: 0.0942	LR: 0.000800
Training Epoch: 39 [18944/45000]	Loss: 0.1210	LR: 0.000800
Training Epoch: 39 [19200/45000]	Loss: 0.1077	LR: 0.000800
Training Epoch: 39 [19456/45000]	Loss: 0.1111	LR: 0.000800
Training Epoch: 39 [19712/45000]	Loss: 0.1361	LR: 0.000800
Training Epoch: 39 [19968/45000]	Loss: 0.1030	LR: 0.000800
Training Epoch: 39 [20224/45000]	Loss: 0.1052	LR: 0.000800
Training Epoch: 39 [20480/45000]	Loss: 0.1096	LR: 0.000800
Training Epoch: 39 [20736/45000]	Loss: 0.0903	LR: 0.000800
Training Epoch: 39 [20992/45000]	Loss: 0.1045	LR: 0.000800
Training Epoch: 39 [21248/45000]	Loss: 0.0951	LR: 0.000800
Training Epoch: 39 [21504/45000]	Loss: 0.1296	LR: 0.000800
Training Epoch: 39 [21760/45000]	Loss: 0.1502	LR: 0.000800
Training Epoch: 39 [22016/45000]	Loss: 0.1242	LR: 0.000800
Training Epoch: 39 [22272/45000]	Loss: 0.1375	LR: 0.000800
Training Epoch: 39 [22528/45000]	Loss: 0.1115	LR: 0.000800
Training Epoch: 39 [22784/45000]	Loss: 0.1218	LR: 0.000800
Training Epoch: 39 [23040/45000]	Loss: 0.0871	LR: 0.000800
Training Epoch: 39 [23296/45000]	Loss: 0.1111	LR: 0.000800
Training Epoch: 39 [23552/45000]	Loss: 0.1149	LR: 0.000800
Training Epoch: 39 [23808/45000]	Loss: 0.1066	LR: 0.000800
Training Epoch: 39 [24064/45000]	Loss: 0.0943	LR: 0.000800
Training Epoch: 39 [24320/45000]	Loss: 0.1131	LR: 0.000800
Training Epoch: 39 [24576/45000]	Loss: 0.1331	LR: 0.000800
Training Epoch: 39 [24832/45000]	Loss: 0.0862	LR: 0.000800
Training Epoch: 39 [25088/45000]	Loss: 0.1139	LR: 0.000800
Training Epoch: 39 [25344/45000]	Loss: 0.1288	LR: 0.000800
Training Epoch: 39 [25600/45000]	Loss: 0.1278	LR: 0.000800
Training Epoch: 39 [25856/45000]	Loss: 0.1207	LR: 0.000800
Training Epoch: 39 [26112/45000]	Loss: 0.1263	LR: 0.000800
Training Epoch: 39 [26368/45000]	Loss: 0.0807	LR: 0.000800
Training Epoch: 39 [26624/45000]	Loss: 0.1003	LR: 0.000800
Training Epoch: 39 [26880/45000]	Loss: 0.1180	LR: 0.000800
Training Epoch: 39 [27136/45000]	Loss: 0.1256	LR: 0.000800
Training Epoch: 39 [27392/45000]	Loss: 0.0876	LR: 0.000800
Training Epoch: 39 [27648/45000]	Loss: 0.1275	LR: 0.000800
Training Epoch: 39 [27904/45000]	Loss: 0.0927	LR: 0.000800
Training Epoch: 39 [28160/45000]	Loss: 0.0622	LR: 0.000800
Training Epoch: 39 [28416/45000]	Loss: 0.1540	LR: 0.000800
Training Epoch: 39 [28672/45000]	Loss: 0.0949	LR: 0.000800
Training Epoch: 39 [28928/45000]	Loss: 0.0644	LR: 0.000800
Training Epoch: 39 [29184/45000]	Loss: 0.0929	LR: 0.000800
Training Epoch: 39 [29440/45000]	Loss: 0.1249	LR: 0.000800
Training Epoch: 39 [29696/45000]	Loss: 0.1419	LR: 0.000800
Training Epoch: 39 [29952/45000]	Loss: 0.0955	LR: 0.000800
Training Epoch: 39 [30208/45000]	Loss: 0.1501	LR: 0.000800
Training Epoch: 39 [30464/45000]	Loss: 0.0945	LR: 0.000800
Training Epoch: 39 [30720/45000]	Loss: 0.1377	LR: 0.000800
Training Epoch: 39 [30976/45000]	Loss: 0.1512	LR: 0.000800
Training Epoch: 39 [31232/45000]	Loss: 0.1179	LR: 0.000800
Training Epoch: 39 [31488/45000]	Loss: 0.1183	LR: 0.000800
Training Epoch: 39 [31744/45000]	Loss: 0.1024	LR: 0.000800
Training Epoch: 39 [32000/45000]	Loss: 0.0994	LR: 0.000800
Training Epoch: 39 [32256/45000]	Loss: 0.0762	LR: 0.000800
Training Epoch: 39 [32512/45000]	Loss: 0.1558	LR: 0.000800
Training Epoch: 39 [32768/45000]	Loss: 0.1144	LR: 0.000800
Training Epoch: 39 [33024/45000]	Loss: 0.1243	LR: 0.000800
Training Epoch: 39 [33280/45000]	Loss: 0.1006	LR: 0.000800
Training Epoch: 39 [33536/45000]	Loss: 0.1406	LR: 0.000800
Training Epoch: 39 [33792/45000]	Loss: 0.0995	LR: 0.000800
Training Epoch: 39 [34048/45000]	Loss: 0.1297	LR: 0.000800
Training Epoch: 39 [34304/45000]	Loss: 0.1378	LR: 0.000800
Training Epoch: 39 [34560/45000]	Loss: 0.1140	LR: 0.000800
Training Epoch: 39 [34816/45000]	Loss: 0.1154	LR: 0.000800
Training Epoch: 39 [35072/45000]	Loss: 0.0998	LR: 0.000800
Training Epoch: 39 [35328/45000]	Loss: 0.0992	LR: 0.000800
Training Epoch: 39 [35584/45000]	Loss: 0.1414	LR: 0.000800
Training Epoch: 39 [35840/45000]	Loss: 0.1019	LR: 0.000800
Training Epoch: 39 [36096/45000]	Loss: 0.1055	LR: 0.000800
Training Epoch: 39 [36352/45000]	Loss: 0.0941	LR: 0.000800
Training Epoch: 39 [36608/45000]	Loss: 0.1464	LR: 0.000800
Training Epoch: 39 [36864/45000]	Loss: 0.0988	LR: 0.000800
Training Epoch: 39 [37120/45000]	Loss: 0.1098	LR: 0.000800
Training Epoch: 39 [37376/45000]	Loss: 0.0797	LR: 0.000800
Training Epoch: 39 [37632/45000]	Loss: 0.1402	LR: 0.000800
Training Epoch: 39 [37888/45000]	Loss: 0.1276	LR: 0.000800
Training Epoch: 39 [38144/45000]	Loss: 0.1044	LR: 0.000800
Training Epoch: 39 [38400/45000]	Loss: 0.1155	LR: 0.000800
Training Epoch: 39 [38656/45000]	Loss: 0.0891	LR: 0.000800
Training Epoch: 39 [38912/45000]	Loss: 0.1105	LR: 0.000800
Training Epoch: 39 [39168/45000]	Loss: 0.1212	LR: 0.000800
Training Epoch: 39 [39424/45000]	Loss: 0.1075	LR: 0.000800
Training Epoch: 39 [39680/45000]	Loss: 0.1420	LR: 0.000800
Training Epoch: 39 [39936/45000]	Loss: 0.1602	LR: 0.000800
Training Epoch: 39 [40192/45000]	Loss: 0.1035	LR: 0.000800
Training Epoch: 39 [40448/45000]	Loss: 0.1435	LR: 0.000800
Training Epoch: 39 [40704/45000]	Loss: 0.1034	LR: 0.000800
Training Epoch: 39 [40960/45000]	Loss: 0.1395	LR: 0.000800
Training Epoch: 39 [41216/45000]	Loss: 0.0727	LR: 0.000800
Training Epoch: 39 [41472/45000]	Loss: 0.1317	LR: 0.000800
Training Epoch: 39 [41728/45000]	Loss: 0.0928	LR: 0.000800
Training Epoch: 39 [41984/45000]	Loss: 0.1489	LR: 0.000800
Training Epoch: 39 [42240/45000]	Loss: 0.1023	LR: 0.000800
Training Epoch: 39 [42496/45000]	Loss: 0.1194	LR: 0.000800
Training Epoch: 39 [42752/45000]	Loss: 0.0822	LR: 0.000800
Training Epoch: 39 [43008/45000]	Loss: 0.1153	LR: 0.000800
Training Epoch: 39 [43264/45000]	Loss: 0.1058	LR: 0.000800
Training Epoch: 39 [43520/45000]	Loss: 0.1074	LR: 0.000800
Training Epoch: 39 [43776/45000]	Loss: 0.1095	LR: 0.000800
Training Epoch: 39 [44032/45000]	Loss: 0.1370	LR: 0.000800
Training Epoch: 39 [44288/45000]	Loss: 0.1068	LR: 0.000800
Training Epoch: 39 [44544/45000]	Loss: 0.0980	LR: 0.000800
Training Epoch: 39 [44800/45000]	Loss: 0.1003	LR: 0.000800
Training Epoch: 39 [45000/45000]	Loss: 0.1095	LR: 0.000800
Epoch 39 - Average Train Loss: 0.1126, Train Accuracy: 0.9671
Epoch 39 training time consumed: 27.29s
Evaluating Network.....
Test set: Epoch: 39, Average loss: 0.0028, Accuracy: 0.8056, Time consumed:0.89s
Training Epoch: 40 [256/45000]	Loss: 0.1050	LR: 0.000800
Training Epoch: 40 [512/45000]	Loss: 0.1121	LR: 0.000800
Training Epoch: 40 [768/45000]	Loss: 0.0922	LR: 0.000800
Training Epoch: 40 [1024/45000]	Loss: 0.1261	LR: 0.000800
Training Epoch: 40 [1280/45000]	Loss: 0.1071	LR: 0.000800
Training Epoch: 40 [1536/45000]	Loss: 0.1249	LR: 0.000800
Training Epoch: 40 [1792/45000]	Loss: 0.1172	LR: 0.000800
Training Epoch: 40 [2048/45000]	Loss: 0.1084	LR: 0.000800
Training Epoch: 40 [2304/45000]	Loss: 0.0777	LR: 0.000800
Training Epoch: 40 [2560/45000]	Loss: 0.1033	LR: 0.000800
Training Epoch: 40 [2816/45000]	Loss: 0.1175	LR: 0.000800
Training Epoch: 40 [3072/45000]	Loss: 0.0955	LR: 0.000800
Training Epoch: 40 [3328/45000]	Loss: 0.0831	LR: 0.000800
Training Epoch: 40 [3584/45000]	Loss: 0.1149	LR: 0.000800
Training Epoch: 40 [3840/45000]	Loss: 0.1070	LR: 0.000800
Training Epoch: 40 [4096/45000]	Loss: 0.0943	LR: 0.000800
Training Epoch: 40 [4352/45000]	Loss: 0.1111	LR: 0.000800
Training Epoch: 40 [4608/45000]	Loss: 0.1094	LR: 0.000800
Training Epoch: 40 [4864/45000]	Loss: 0.1539	LR: 0.000800
Training Epoch: 40 [5120/45000]	Loss: 0.0667	LR: 0.000800
Training Epoch: 40 [5376/45000]	Loss: 0.0920	LR: 0.000800
Training Epoch: 40 [5632/45000]	Loss: 0.1376	LR: 0.000800
Training Epoch: 40 [5888/45000]	Loss: 0.0939	LR: 0.000800
Training Epoch: 40 [6144/45000]	Loss: 0.1017	LR: 0.000800
Training Epoch: 40 [6400/45000]	Loss: 0.1415	LR: 0.000800
Training Epoch: 40 [6656/45000]	Loss: 0.1438	LR: 0.000800
Training Epoch: 40 [6912/45000]	Loss: 0.1056	LR: 0.000800
Training Epoch: 40 [7168/45000]	Loss: 0.1128	LR: 0.000800
Training Epoch: 40 [7424/45000]	Loss: 0.1507	LR: 0.000800
Training Epoch: 40 [7680/45000]	Loss: 0.1062	LR: 0.000800
Training Epoch: 40 [7936/45000]	Loss: 0.0868	LR: 0.000800
Training Epoch: 40 [8192/45000]	Loss: 0.1032	LR: 0.000800
Training Epoch: 40 [8448/45000]	Loss: 0.0847	LR: 0.000800
Training Epoch: 40 [8704/45000]	Loss: 0.0784	LR: 0.000800
Training Epoch: 40 [8960/45000]	Loss: 0.1115	LR: 0.000800
Training Epoch: 40 [9216/45000]	Loss: 0.1166	LR: 0.000800
Training Epoch: 40 [9472/45000]	Loss: 0.1028	LR: 0.000800
Training Epoch: 40 [9728/45000]	Loss: 0.1298	LR: 0.000800
Training Epoch: 40 [9984/45000]	Loss: 0.0894	LR: 0.000800
Training Epoch: 40 [10240/45000]	Loss: 0.0931	LR: 0.000800
Training Epoch: 40 [10496/45000]	Loss: 0.0815	LR: 0.000800
Training Epoch: 40 [10752/45000]	Loss: 0.0879	LR: 0.000800
Training Epoch: 40 [11008/45000]	Loss: 0.1031	LR: 0.000800
Training Epoch: 40 [11264/45000]	Loss: 0.0845	LR: 0.000800
Training Epoch: 40 [11520/45000]	Loss: 0.1303	LR: 0.000800
Training Epoch: 40 [11776/45000]	Loss: 0.0984	LR: 0.000800
Training Epoch: 40 [12032/45000]	Loss: 0.1423	LR: 0.000800
Training Epoch: 40 [12288/45000]	Loss: 0.1338	LR: 0.000800
Training Epoch: 40 [12544/45000]	Loss: 0.1043	LR: 0.000800
Training Epoch: 40 [12800/45000]	Loss: 0.0949	LR: 0.000800
Training Epoch: 40 [13056/45000]	Loss: 0.1397	LR: 0.000800
Training Epoch: 40 [13312/45000]	Loss: 0.0955	LR: 0.000800
Training Epoch: 40 [13568/45000]	Loss: 0.1046	LR: 0.000800
Training Epoch: 40 [13824/45000]	Loss: 0.1160	LR: 0.000800
Training Epoch: 40 [14080/45000]	Loss: 0.1071	LR: 0.000800
Training Epoch: 40 [14336/45000]	Loss: 0.1099	LR: 0.000800
Training Epoch: 40 [14592/45000]	Loss: 0.1223	LR: 0.000800
Training Epoch: 40 [14848/45000]	Loss: 0.1500	LR: 0.000800
Training Epoch: 40 [15104/45000]	Loss: 0.1189	LR: 0.000800
Training Epoch: 40 [15360/45000]	Loss: 0.1443	LR: 0.000800
Training Epoch: 40 [15616/45000]	Loss: 0.0905	LR: 0.000800
Training Epoch: 40 [15872/45000]	Loss: 0.1054	LR: 0.000800
Training Epoch: 40 [16128/45000]	Loss: 0.1076	LR: 0.000800
Training Epoch: 40 [16384/45000]	Loss: 0.1329	LR: 0.000800
Training Epoch: 40 [16640/45000]	Loss: 0.1029	LR: 0.000800
Training Epoch: 40 [16896/45000]	Loss: 0.1130	LR: 0.000800
Training Epoch: 40 [17152/45000]	Loss: 0.1010	LR: 0.000800
Training Epoch: 40 [17408/45000]	Loss: 0.0896	LR: 0.000800
Training Epoch: 40 [17664/45000]	Loss: 0.0883	LR: 0.000800
Training Epoch: 40 [17920/45000]	Loss: 0.0815	LR: 0.000800
Training Epoch: 40 [18176/45000]	Loss: 0.1098	LR: 0.000800
Training Epoch: 40 [18432/45000]	Loss: 0.0878	LR: 0.000800
Training Epoch: 40 [18688/45000]	Loss: 0.1075	LR: 0.000800
Training Epoch: 40 [18944/45000]	Loss: 0.1398	LR: 0.000800
Training Epoch: 40 [19200/45000]	Loss: 0.1077	LR: 0.000800
Training Epoch: 40 [19456/45000]	Loss: 0.1096	LR: 0.000800
Training Epoch: 40 [19712/45000]	Loss: 0.1389	LR: 0.000800
Training Epoch: 40 [19968/45000]	Loss: 0.0938	LR: 0.000800
Training Epoch: 40 [20224/45000]	Loss: 0.1112	LR: 0.000800
Training Epoch: 40 [20480/45000]	Loss: 0.1368	LR: 0.000800
Training Epoch: 40 [20736/45000]	Loss: 0.1105	LR: 0.000800
Training Epoch: 40 [20992/45000]	Loss: 0.1100	LR: 0.000800
Training Epoch: 40 [21248/45000]	Loss: 0.0984	LR: 0.000800
Training Epoch: 40 [21504/45000]	Loss: 0.1963	LR: 0.000800
Training Epoch: 40 [21760/45000]	Loss: 0.0731	LR: 0.000800
Training Epoch: 40 [22016/45000]	Loss: 0.1063	LR: 0.000800
Training Epoch: 40 [22272/45000]	Loss: 0.1171	LR: 0.000800
Training Epoch: 40 [22528/45000]	Loss: 0.0914	LR: 0.000800
Training Epoch: 40 [22784/45000]	Loss: 0.1834	LR: 0.000800
Training Epoch: 40 [23040/45000]	Loss: 0.1217	LR: 0.000800
Training Epoch: 40 [23296/45000]	Loss: 0.0815	LR: 0.000800
Training Epoch: 40 [23552/45000]	Loss: 0.0686	LR: 0.000800
Training Epoch: 40 [23808/45000]	Loss: 0.0925	LR: 0.000800
Training Epoch: 40 [24064/45000]	Loss: 0.1477	LR: 0.000800
Training Epoch: 40 [24320/45000]	Loss: 0.1048	LR: 0.000800
Training Epoch: 40 [24576/45000]	Loss: 0.1089	LR: 0.000800
Training Epoch: 40 [24832/45000]	Loss: 0.1040	LR: 0.000800
Training Epoch: 40 [25088/45000]	Loss: 0.1002	LR: 0.000800
Training Epoch: 40 [25344/45000]	Loss: 0.1113	LR: 0.000800
Training Epoch: 40 [25600/45000]	Loss: 0.1219	LR: 0.000800
Training Epoch: 40 [25856/45000]	Loss: 0.1224	LR: 0.000800
Training Epoch: 40 [26112/45000]	Loss: 0.0930	LR: 0.000800
Training Epoch: 40 [26368/45000]	Loss: 0.0903	LR: 0.000800
Training Epoch: 40 [26624/45000]	Loss: 0.0964	LR: 0.000800
Training Epoch: 40 [26880/45000]	Loss: 0.1467	LR: 0.000800
Training Epoch: 40 [27136/45000]	Loss: 0.0859	LR: 0.000800
Training Epoch: 40 [27392/45000]	Loss: 0.1207	LR: 0.000800
Training Epoch: 40 [27648/45000]	Loss: 0.1275	LR: 0.000800
Training Epoch: 40 [27904/45000]	Loss: 0.1374	LR: 0.000800
Training Epoch: 40 [28160/45000]	Loss: 0.1065	LR: 0.000800
Training Epoch: 40 [28416/45000]	Loss: 0.1162	LR: 0.000800
Training Epoch: 40 [28672/45000]	Loss: 0.1406	LR: 0.000800
Training Epoch: 40 [28928/45000]	Loss: 0.0919	LR: 0.000800
Training Epoch: 40 [29184/45000]	Loss: 0.0682	LR: 0.000800
Training Epoch: 40 [29440/45000]	Loss: 0.1141	LR: 0.000800
Training Epoch: 40 [29696/45000]	Loss: 0.0987	LR: 0.000800
Training Epoch: 40 [29952/45000]	Loss: 0.0756	LR: 0.000800
Training Epoch: 40 [30208/45000]	Loss: 0.0982	LR: 0.000800
Training Epoch: 40 [30464/45000]	Loss: 0.0853	LR: 0.000800
Training Epoch: 40 [30720/45000]	Loss: 0.1030	LR: 0.000800
Training Epoch: 40 [30976/45000]	Loss: 0.0931	LR: 0.000800
Training Epoch: 40 [31232/45000]	Loss: 0.0968	LR: 0.000800
Training Epoch: 40 [31488/45000]	Loss: 0.0892	LR: 0.000800
Training Epoch: 40 [31744/45000]	Loss: 0.0970	LR: 0.000800
Training Epoch: 40 [32000/45000]	Loss: 0.0822	LR: 0.000800
Training Epoch: 40 [32256/45000]	Loss: 0.1078	LR: 0.000800
Training Epoch: 40 [32512/45000]	Loss: 0.1022	LR: 0.000800
Training Epoch: 40 [32768/45000]	Loss: 0.1394	LR: 0.000800
Training Epoch: 40 [33024/45000]	Loss: 0.1509	LR: 0.000800
Training Epoch: 40 [33280/45000]	Loss: 0.0993	LR: 0.000800
Training Epoch: 40 [33536/45000]	Loss: 0.1032	LR: 0.000800
Training Epoch: 40 [33792/45000]	Loss: 0.1108	LR: 0.000800
Training Epoch: 40 [34048/45000]	Loss: 0.1214	LR: 0.000800
Training Epoch: 40 [34304/45000]	Loss: 0.1419	LR: 0.000800
Training Epoch: 40 [34560/45000]	Loss: 0.1196	LR: 0.000800
Training Epoch: 40 [34816/45000]	Loss: 0.1410	LR: 0.000800
Training Epoch: 40 [35072/45000]	Loss: 0.1219	LR: 0.000800
Training Epoch: 40 [35328/45000]	Loss: 0.1094	LR: 0.000800
Training Epoch: 40 [35584/45000]	Loss: 0.1512	LR: 0.000800
Training Epoch: 40 [35840/45000]	Loss: 0.1016	LR: 0.000800
Training Epoch: 40 [36096/45000]	Loss: 0.1131	LR: 0.000800
Training Epoch: 40 [36352/45000]	Loss: 0.1359	LR: 0.000800
Training Epoch: 40 [36608/45000]	Loss: 0.0920	LR: 0.000800
Training Epoch: 40 [36864/45000]	Loss: 0.1112	LR: 0.000800
Training Epoch: 40 [37120/45000]	Loss: 0.0765	LR: 0.000800
Training Epoch: 40 [37376/45000]	Loss: 0.1300	LR: 0.000800
Training Epoch: 40 [37632/45000]	Loss: 0.0982	LR: 0.000800
Training Epoch: 40 [37888/45000]	Loss: 0.1121	LR: 0.000800
Training Epoch: 40 [38144/45000]	Loss: 0.1280	LR: 0.000800
Training Epoch: 40 [38400/45000]	Loss: 0.1164	LR: 0.000800
Training Epoch: 40 [38656/45000]	Loss: 0.1224	LR: 0.000800
Training Epoch: 40 [38912/45000]	Loss: 0.0843	LR: 0.000800
Training Epoch: 40 [39168/45000]	Loss: 0.0872	LR: 0.000800
Training Epoch: 40 [39424/45000]	Loss: 0.1078	LR: 0.000800
Training Epoch: 40 [39680/45000]	Loss: 0.1284	LR: 0.000800
Training Epoch: 40 [39936/45000]	Loss: 0.0997	LR: 0.000800
Training Epoch: 40 [40192/45000]	Loss: 0.1137	LR: 0.000800
Training Epoch: 40 [40448/45000]	Loss: 0.0955	LR: 0.000800
Training Epoch: 40 [40704/45000]	Loss: 0.0936	LR: 0.000800
Training Epoch: 40 [40960/45000]	Loss: 0.0804	LR: 0.000800
Training Epoch: 40 [41216/45000]	Loss: 0.1037	LR: 0.000800
Training Epoch: 40 [41472/45000]	Loss: 0.1068	LR: 0.000800
Training Epoch: 40 [41728/45000]	Loss: 0.1303	LR: 0.000800
Training Epoch: 40 [41984/45000]	Loss: 0.1122	LR: 0.000800
Training Epoch: 40 [42240/45000]	Loss: 0.1155	LR: 0.000800
Training Epoch: 40 [42496/45000]	Loss: 0.0865	LR: 0.000800
Training Epoch: 40 [42752/45000]	Loss: 0.1071	LR: 0.000800
Training Epoch: 40 [43008/45000]	Loss: 0.0767	LR: 0.000800
Training Epoch: 40 [43264/45000]	Loss: 0.1061	LR: 0.000800
Training Epoch: 40 [43520/45000]	Loss: 0.0810	LR: 0.000800
Training Epoch: 40 [43776/45000]	Loss: 0.0916	LR: 0.000800
Training Epoch: 40 [44032/45000]	Loss: 0.1218	LR: 0.000800
Training Epoch: 40 [44288/45000]	Loss: 0.1404	LR: 0.000800
Training Epoch: 40 [44544/45000]	Loss: 0.0847	LR: 0.000800
Training Epoch: 40 [44800/45000]	Loss: 0.0849	LR: 0.000800
Training Epoch: 40 [45000/45000]	Loss: 0.1839	LR: 0.000800
Epoch 40 - Average Train Loss: 0.1092, Train Accuracy: 0.9692
Epoch 40 training time consumed: 26.89s
Evaluating Network.....
Test set: Epoch: 40, Average loss: 0.0028, Accuracy: 0.8061, Time consumed:0.89s
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: 80.625
Retain Accuracy: 97.32093048095703
Zero-Retain Forget (ZRF): 0.9032213687896729
Membership Inference Attack (MIA): 0.5968
Forget vs Retain Membership Inference Attack (MIA): 0.584
Forget vs Test Membership Inference Attack (MIA): 0.5015
Test vs Retain Membership Inference Attack (MIA): 0.57525
Train vs Test Membership Inference Attack (MIA): 0.59275
Forget Set Accuracy (Df): 79.35202026367188
Method Execution Time: 2059.63 seconds
