
📌S Retain class distribution for seed 3:
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 3:
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: 3.1608	LR: 0.000000
Training Epoch: 1 [512/45000]	Loss: 3.2035	LR: 0.000568
Training Epoch: 1 [768/45000]	Loss: 3.1562	LR: 0.001136
Training Epoch: 1 [1024/45000]	Loss: 3.1339	LR: 0.001705
Training Epoch: 1 [1280/45000]	Loss: 3.0780	LR: 0.002273
Training Epoch: 1 [1536/45000]	Loss: 3.0092	LR: 0.002841
Training Epoch: 1 [1792/45000]	Loss: 2.9370	LR: 0.003409
Training Epoch: 1 [2048/45000]	Loss: 2.9571	LR: 0.003977
Training Epoch: 1 [2304/45000]	Loss: 2.9413	LR: 0.004545
Training Epoch: 1 [2560/45000]	Loss: 2.8924	LR: 0.005114
Training Epoch: 1 [2816/45000]	Loss: 2.9668	LR: 0.005682
Training Epoch: 1 [3072/45000]	Loss: 2.9004	LR: 0.006250
Training Epoch: 1 [3328/45000]	Loss: 2.9487	LR: 0.006818
Training Epoch: 1 [3584/45000]	Loss: 2.8928	LR: 0.007386
Training Epoch: 1 [3840/45000]	Loss: 2.9685	LR: 0.007955
Training Epoch: 1 [4096/45000]	Loss: 2.8710	LR: 0.008523
Training Epoch: 1 [4352/45000]	Loss: 2.8845	LR: 0.009091
Training Epoch: 1 [4608/45000]	Loss: 2.7035	LR: 0.009659
Training Epoch: 1 [4864/45000]	Loss: 2.8210	LR: 0.010227
Training Epoch: 1 [5120/45000]	Loss: 2.7598	LR: 0.010795
Training Epoch: 1 [5376/45000]	Loss: 2.8115	LR: 0.011364
Training Epoch: 1 [5632/45000]	Loss: 2.5959	LR: 0.011932
Training Epoch: 1 [5888/45000]	Loss: 2.6647	LR: 0.012500
Training Epoch: 1 [6144/45000]	Loss: 2.7507	LR: 0.013068
Training Epoch: 1 [6400/45000]	Loss: 2.7311	LR: 0.013636
Training Epoch: 1 [6656/45000]	Loss: 2.8030	LR: 0.014205
Training Epoch: 1 [6912/45000]	Loss: 2.6389	LR: 0.014773
Training Epoch: 1 [7168/45000]	Loss: 2.5629	LR: 0.015341
Training Epoch: 1 [7424/45000]	Loss: 2.6840	LR: 0.015909
Training Epoch: 1 [7680/45000]	Loss: 2.6667	LR: 0.016477
Training Epoch: 1 [7936/45000]	Loss: 2.6736	LR: 0.017045
Training Epoch: 1 [8192/45000]	Loss: 2.5855	LR: 0.017614
Training Epoch: 1 [8448/45000]	Loss: 2.7410	LR: 0.018182
Training Epoch: 1 [8704/45000]	Loss: 2.6964	LR: 0.018750
Training Epoch: 1 [8960/45000]	Loss: 2.6630	LR: 0.019318
Training Epoch: 1 [9216/45000]	Loss: 2.6756	LR: 0.019886
Training Epoch: 1 [9472/45000]	Loss: 2.6996	LR: 0.020455
Training Epoch: 1 [9728/45000]	Loss: 2.7325	LR: 0.021023
Training Epoch: 1 [9984/45000]	Loss: 2.7203	LR: 0.021591
Training Epoch: 1 [10240/45000]	Loss: 2.5217	LR: 0.022159
Training Epoch: 1 [10496/45000]	Loss: 2.6946	LR: 0.022727
Training Epoch: 1 [10752/45000]	Loss: 2.5510	LR: 0.023295
Training Epoch: 1 [11008/45000]	Loss: 2.5998	LR: 0.023864
Training Epoch: 1 [11264/45000]	Loss: 2.6906	LR: 0.024432
Training Epoch: 1 [11520/45000]	Loss: 2.6575	LR: 0.025000
Training Epoch: 1 [11776/45000]	Loss: 2.7235	LR: 0.025568
Training Epoch: 1 [12032/45000]	Loss: 2.6740	LR: 0.026136
Training Epoch: 1 [12288/45000]	Loss: 2.6689	LR: 0.026705
Training Epoch: 1 [12544/45000]	Loss: 2.5748	LR: 0.027273
Training Epoch: 1 [12800/45000]	Loss: 2.5491	LR: 0.027841
Training Epoch: 1 [13056/45000]	Loss: 2.5872	LR: 0.028409
Training Epoch: 1 [13312/45000]	Loss: 2.6720	LR: 0.028977
Training Epoch: 1 [13568/45000]	Loss: 2.6564	LR: 0.029545
Training Epoch: 1 [13824/45000]	Loss: 2.5825	LR: 0.030114
Training Epoch: 1 [14080/45000]	Loss: 2.5970	LR: 0.030682
Training Epoch: 1 [14336/45000]	Loss: 2.5806	LR: 0.031250
Training Epoch: 1 [14592/45000]	Loss: 2.5355	LR: 0.031818
Training Epoch: 1 [14848/45000]	Loss: 2.5223	LR: 0.032386
Training Epoch: 1 [15104/45000]	Loss: 2.5278	LR: 0.032955
Training Epoch: 1 [15360/45000]	Loss: 2.4102	LR: 0.033523
Training Epoch: 1 [15616/45000]	Loss: 2.5118	LR: 0.034091
Training Epoch: 1 [15872/45000]	Loss: 2.5306	LR: 0.034659
Training Epoch: 1 [16128/45000]	Loss: 2.4663	LR: 0.035227
Training Epoch: 1 [16384/45000]	Loss: 2.3831	LR: 0.035795
Training Epoch: 1 [16640/45000]	Loss: 2.6635	LR: 0.036364
Training Epoch: 1 [16896/45000]	Loss: 2.4830	LR: 0.036932
Training Epoch: 1 [17152/45000]	Loss: 2.5255	LR: 0.037500
Training Epoch: 1 [17408/45000]	Loss: 2.3783	LR: 0.038068
Training Epoch: 1 [17664/45000]	Loss: 2.6475	LR: 0.038636
Training Epoch: 1 [17920/45000]	Loss: 2.4554	LR: 0.039205
Training Epoch: 1 [18176/45000]	Loss: 2.6745	LR: 0.039773
Training Epoch: 1 [18432/45000]	Loss: 2.5311	LR: 0.040341
Training Epoch: 1 [18688/45000]	Loss: 2.5750	LR: 0.040909
Training Epoch: 1 [18944/45000]	Loss: 2.6798	LR: 0.041477
Training Epoch: 1 [19200/45000]	Loss: 2.7298	LR: 0.042045
Training Epoch: 1 [19456/45000]	Loss: 2.5671	LR: 0.042614
Training Epoch: 1 [19712/45000]	Loss: 2.5809	LR: 0.043182
Training Epoch: 1 [19968/45000]	Loss: 2.4969	LR: 0.043750
Training Epoch: 1 [20224/45000]	Loss: 2.5196	LR: 0.044318
Training Epoch: 1 [20480/45000]	Loss: 2.6303	LR: 0.044886
Training Epoch: 1 [20736/45000]	Loss: 2.5386	LR: 0.045455
Training Epoch: 1 [20992/45000]	Loss: 2.6597	LR: 0.046023
Training Epoch: 1 [21248/45000]	Loss: 2.6329	LR: 0.046591
Training Epoch: 1 [21504/45000]	Loss: 2.5305	LR: 0.047159
Training Epoch: 1 [21760/45000]	Loss: 2.6403	LR: 0.047727
Training Epoch: 1 [22016/45000]	Loss: 2.4497	LR: 0.048295
Training Epoch: 1 [22272/45000]	Loss: 2.6067	LR: 0.048864
Training Epoch: 1 [22528/45000]	Loss: 2.6097	LR: 0.049432
Training Epoch: 1 [22784/45000]	Loss: 2.7152	LR: 0.050000
Training Epoch: 1 [23040/45000]	Loss: 2.5118	LR: 0.050568
Training Epoch: 1 [23296/45000]	Loss: 2.4426	LR: 0.051136
Training Epoch: 1 [23552/45000]	Loss: 2.4805	LR: 0.051705
Training Epoch: 1 [23808/45000]	Loss: 2.6010	LR: 0.052273
Training Epoch: 1 [24064/45000]	Loss: 2.5303	LR: 0.052841
Training Epoch: 1 [24320/45000]	Loss: 2.4913	LR: 0.053409
Training Epoch: 1 [24576/45000]	Loss: 2.5511	LR: 0.053977
Training Epoch: 1 [24832/45000]	Loss: 2.6843	LR: 0.054545
Training Epoch: 1 [25088/45000]	Loss: 2.6281	LR: 0.055114
Training Epoch: 1 [25344/45000]	Loss: 2.5799	LR: 0.055682
Training Epoch: 1 [25600/45000]	Loss: 2.4906	LR: 0.056250
Training Epoch: 1 [25856/45000]	Loss: 2.5244	LR: 0.056818
Training Epoch: 1 [26112/45000]	Loss: 2.5366	LR: 0.057386
Training Epoch: 1 [26368/45000]	Loss: 2.4970	LR: 0.057955
Training Epoch: 1 [26624/45000]	Loss: 2.4255	LR: 0.058523
Training Epoch: 1 [26880/45000]	Loss: 2.6540	LR: 0.059091
Training Epoch: 1 [27136/45000]	Loss: 2.6212	LR: 0.059659
Training Epoch: 1 [27392/45000]	Loss: 2.4861	LR: 0.060227
Training Epoch: 1 [27648/45000]	Loss: 2.6352	LR: 0.060795
Training Epoch: 1 [27904/45000]	Loss: 2.4562	LR: 0.061364
Training Epoch: 1 [28160/45000]	Loss: 2.5213	LR: 0.061932
Training Epoch: 1 [28416/45000]	Loss: 2.5441	LR: 0.062500
Training Epoch: 1 [28672/45000]	Loss: 2.4286	LR: 0.063068
Training Epoch: 1 [28928/45000]	Loss: 2.4068	LR: 0.063636
Training Epoch: 1 [29184/45000]	Loss: 2.5869	LR: 0.064205
Training Epoch: 1 [29440/45000]	Loss: 2.5435	LR: 0.064773
Training Epoch: 1 [29696/45000]	Loss: 2.4350	LR: 0.065341
Training Epoch: 1 [29952/45000]	Loss: 2.4447	LR: 0.065909
Training Epoch: 1 [30208/45000]	Loss: 2.6494	LR: 0.066477
Training Epoch: 1 [30464/45000]	Loss: 2.4540	LR: 0.067045
Training Epoch: 1 [30720/45000]	Loss: 2.4999	LR: 0.067614
Training Epoch: 1 [30976/45000]	Loss: 2.6156	LR: 0.068182
Training Epoch: 1 [31232/45000]	Loss: 2.4756	LR: 0.068750
Training Epoch: 1 [31488/45000]	Loss: 2.4655	LR: 0.069318
Training Epoch: 1 [31744/45000]	Loss: 2.6258	LR: 0.069886
Training Epoch: 1 [32000/45000]	Loss: 2.4898	LR: 0.070455
Training Epoch: 1 [32256/45000]	Loss: 2.4596	LR: 0.071023
Training Epoch: 1 [32512/45000]	Loss: 2.5567	LR: 0.071591
Training Epoch: 1 [32768/45000]	Loss: 2.4627	LR: 0.072159
Training Epoch: 1 [33024/45000]	Loss: 2.4704	LR: 0.072727
Training Epoch: 1 [33280/45000]	Loss: 2.6374	LR: 0.073295
Training Epoch: 1 [33536/45000]	Loss: 2.5269	LR: 0.073864
Training Epoch: 1 [33792/45000]	Loss: 2.4586	LR: 0.074432
Training Epoch: 1 [34048/45000]	Loss: 2.4525	LR: 0.075000
Training Epoch: 1 [34304/45000]	Loss: 2.7100	LR: 0.075568
Training Epoch: 1 [34560/45000]	Loss: 2.5372	LR: 0.076136
Training Epoch: 1 [34816/45000]	Loss: 2.4818	LR: 0.076705
Training Epoch: 1 [35072/45000]	Loss: 2.6677	LR: 0.077273
Training Epoch: 1 [35328/45000]	Loss: 2.4098	LR: 0.077841
Training Epoch: 1 [35584/45000]	Loss: 2.4711	LR: 0.078409
Training Epoch: 1 [35840/45000]	Loss: 2.5265	LR: 0.078977
Training Epoch: 1 [36096/45000]	Loss: 2.2826	LR: 0.079545
Training Epoch: 1 [36352/45000]	Loss: 2.5416	LR: 0.080114
Training Epoch: 1 [36608/45000]	Loss: 2.4685	LR: 0.080682
Training Epoch: 1 [36864/45000]	Loss: 2.3986	LR: 0.081250
Training Epoch: 1 [37120/45000]	Loss: 2.3075	LR: 0.081818
Training Epoch: 1 [37376/45000]	Loss: 2.4264	LR: 0.082386
Training Epoch: 1 [37632/45000]	Loss: 2.4325	LR: 0.082955
Training Epoch: 1 [37888/45000]	Loss: 2.4417	LR: 0.083523
Training Epoch: 1 [38144/45000]	Loss: 2.5267	LR: 0.084091
Training Epoch: 1 [38400/45000]	Loss: 2.6056	LR: 0.084659
Training Epoch: 1 [38656/45000]	Loss: 2.5170	LR: 0.085227
Training Epoch: 1 [38912/45000]	Loss: 2.4006	LR: 0.085795
Training Epoch: 1 [39168/45000]	Loss: 2.3944	LR: 0.086364
Training Epoch: 1 [39424/45000]	Loss: 2.5337	LR: 0.086932
Training Epoch: 1 [39680/45000]	Loss: 2.4088	LR: 0.087500
Training Epoch: 1 [39936/45000]	Loss: 2.4978	LR: 0.088068
Training Epoch: 1 [40192/45000]	Loss: 2.4476	LR: 0.088636
Training Epoch: 1 [40448/45000]	Loss: 2.2190	LR: 0.089205
Training Epoch: 1 [40704/45000]	Loss: 2.2253	LR: 0.089773
Training Epoch: 1 [40960/45000]	Loss: 2.3440	LR: 0.090341
Training Epoch: 1 [41216/45000]	Loss: 2.4359	LR: 0.090909
Training Epoch: 1 [41472/45000]	Loss: 2.3961	LR: 0.091477
Training Epoch: 1 [41728/45000]	Loss: 2.3992	LR: 0.092045
Training Epoch: 1 [41984/45000]	Loss: 2.4651	LR: 0.092614
Training Epoch: 1 [42240/45000]	Loss: 2.4520	LR: 0.093182
Training Epoch: 1 [42496/45000]	Loss: 2.3548	LR: 0.093750
Training Epoch: 1 [42752/45000]	Loss: 2.3359	LR: 0.094318
Training Epoch: 1 [43008/45000]	Loss: 2.4755	LR: 0.094886
Training Epoch: 1 [43264/45000]	Loss: 2.3724	LR: 0.095455
Training Epoch: 1 [43520/45000]	Loss: 2.3398	LR: 0.096023
Training Epoch: 1 [43776/45000]	Loss: 2.2894	LR: 0.096591
Training Epoch: 1 [44032/45000]	Loss: 2.3488	LR: 0.097159
Training Epoch: 1 [44288/45000]	Loss: 2.4972	LR: 0.097727
Training Epoch: 1 [44544/45000]	Loss: 2.3704	LR: 0.098295
Training Epoch: 1 [44800/45000]	Loss: 2.3012	LR: 0.098864
Training Epoch: 1 [45000/45000]	Loss: 2.5123	LR: 0.099432
Epoch 1 - Average Train Loss: 2.5846, Train Accuracy: 0.2076
Epoch 1 training time consumed: 27.88s
Evaluating Network.....
Test set: Epoch: 1, Average loss: 0.0093, Accuracy: 0.2747, Time consumed:1.02s
Saving weights file to checkpoint/retrain/ResNet18/Sunday_13_July_2025_16h_56m_41s/ResNet18-Cifar20-seed3-ret100-1-best.pth
Training Epoch: 2 [256/45000]	Loss: 2.3076	LR: 0.100000
Training Epoch: 2 [512/45000]	Loss: 2.3888	LR: 0.100000
Training Epoch: 2 [768/45000]	Loss: 2.3594	LR: 0.100000
Training Epoch: 2 [1024/45000]	Loss: 2.3003	LR: 0.100000
Training Epoch: 2 [1280/45000]	Loss: 2.3554	LR: 0.100000
Training Epoch: 2 [1536/45000]	Loss: 2.1331	LR: 0.100000
Training Epoch: 2 [1792/45000]	Loss: 2.2110	LR: 0.100000
Training Epoch: 2 [2048/45000]	Loss: 2.2243	LR: 0.100000
Training Epoch: 2 [2304/45000]	Loss: 2.2305	LR: 0.100000
Training Epoch: 2 [2560/45000]	Loss: 2.3246	LR: 0.100000
Training Epoch: 2 [2816/45000]	Loss: 2.2394	LR: 0.100000
Training Epoch: 2 [3072/45000]	Loss: 2.2419	LR: 0.100000
Training Epoch: 2 [3328/45000]	Loss: 2.3617	LR: 0.100000
Training Epoch: 2 [3584/45000]	Loss: 2.4728	LR: 0.100000
Training Epoch: 2 [3840/45000]	Loss: 2.3823	LR: 0.100000
Training Epoch: 2 [4096/45000]	Loss: 2.3723	LR: 0.100000
Training Epoch: 2 [4352/45000]	Loss: 2.3098	LR: 0.100000
Training Epoch: 2 [4608/45000]	Loss: 2.4423	LR: 0.100000
Training Epoch: 2 [4864/45000]	Loss: 2.3675	LR: 0.100000
Training Epoch: 2 [5120/45000]	Loss: 2.3009	LR: 0.100000
Training Epoch: 2 [5376/45000]	Loss: 2.3255	LR: 0.100000
Training Epoch: 2 [5632/45000]	Loss: 2.2233	LR: 0.100000
Training Epoch: 2 [5888/45000]	Loss: 2.2735	LR: 0.100000
Training Epoch: 2 [6144/45000]	Loss: 2.2863	LR: 0.100000
Training Epoch: 2 [6400/45000]	Loss: 2.3674	LR: 0.100000
Training Epoch: 2 [6656/45000]	Loss: 2.3271	LR: 0.100000
Training Epoch: 2 [6912/45000]	Loss: 2.2508	LR: 0.100000
Training Epoch: 2 [7168/45000]	Loss: 2.2328	LR: 0.100000
Training Epoch: 2 [7424/45000]	Loss: 2.3360	LR: 0.100000
Training Epoch: 2 [7680/45000]	Loss: 2.4374	LR: 0.100000
Training Epoch: 2 [7936/45000]	Loss: 2.3367	LR: 0.100000
Training Epoch: 2 [8192/45000]	Loss: 2.3149	LR: 0.100000
Training Epoch: 2 [8448/45000]	Loss: 2.2227	LR: 0.100000
Training Epoch: 2 [8704/45000]	Loss: 2.2434	LR: 0.100000
Training Epoch: 2 [8960/45000]	Loss: 2.2687	LR: 0.100000
Training Epoch: 2 [9216/45000]	Loss: 2.3121	LR: 0.100000
Training Epoch: 2 [9472/45000]	Loss: 2.2776	LR: 0.100000
Training Epoch: 2 [9728/45000]	Loss: 2.3672	LR: 0.100000
Training Epoch: 2 [9984/45000]	Loss: 2.2126	LR: 0.100000
Training Epoch: 2 [10240/45000]	Loss: 2.1912	LR: 0.100000
Training Epoch: 2 [10496/45000]	Loss: 2.3175	LR: 0.100000
Training Epoch: 2 [10752/45000]	Loss: 2.2174	LR: 0.100000
Training Epoch: 2 [11008/45000]	Loss: 2.3597	LR: 0.100000
Training Epoch: 2 [11264/45000]	Loss: 2.2272	LR: 0.100000
Training Epoch: 2 [11520/45000]	Loss: 2.2348	LR: 0.100000
Training Epoch: 2 [11776/45000]	Loss: 2.2754	LR: 0.100000
Training Epoch: 2 [12032/45000]	Loss: 2.3702	LR: 0.100000
Training Epoch: 2 [12288/45000]	Loss: 2.2852	LR: 0.100000
Training Epoch: 2 [12544/45000]	Loss: 2.0616	LR: 0.100000
Training Epoch: 2 [12800/45000]	Loss: 2.2229	LR: 0.100000
Training Epoch: 2 [13056/45000]	Loss: 2.1863	LR: 0.100000
Training Epoch: 2 [13312/45000]	Loss: 2.3866	LR: 0.100000
Training Epoch: 2 [13568/45000]	Loss: 2.3645	LR: 0.100000
Training Epoch: 2 [13824/45000]	Loss: 2.2399	LR: 0.100000
Training Epoch: 2 [14080/45000]	Loss: 2.3447	LR: 0.100000
Training Epoch: 2 [14336/45000]	Loss: 2.3425	LR: 0.100000
Training Epoch: 2 [14592/45000]	Loss: 2.3102	LR: 0.100000
Training Epoch: 2 [14848/45000]	Loss: 2.3246	LR: 0.100000
Training Epoch: 2 [15104/45000]	Loss: 2.3608	LR: 0.100000
Training Epoch: 2 [15360/45000]	Loss: 2.2511	LR: 0.100000
Training Epoch: 2 [15616/45000]	Loss: 2.1903	LR: 0.100000
Training Epoch: 2 [15872/45000]	Loss: 2.2997	LR: 0.100000
Training Epoch: 2 [16128/45000]	Loss: 2.2789	LR: 0.100000
Training Epoch: 2 [16384/45000]	Loss: 2.3616	LR: 0.100000
Training Epoch: 2 [16640/45000]	Loss: 2.3617	LR: 0.100000
Training Epoch: 2 [16896/45000]	Loss: 2.1777	LR: 0.100000
Training Epoch: 2 [17152/45000]	Loss: 2.4149	LR: 0.100000
Training Epoch: 2 [17408/45000]	Loss: 2.1438	LR: 0.100000
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Training Epoch: 2 [18432/45000]	Loss: 2.0824	LR: 0.100000
Training Epoch: 2 [18688/45000]	Loss: 2.2416	LR: 0.100000
Training Epoch: 2 [18944/45000]	Loss: 2.1176	LR: 0.100000
Training Epoch: 2 [19200/45000]	Loss: 2.0846	LR: 0.100000
Training Epoch: 2 [19456/45000]	Loss: 2.2479	LR: 0.100000
Training Epoch: 2 [19712/45000]	Loss: 2.2667	LR: 0.100000
Training Epoch: 2 [19968/45000]	Loss: 2.1465	LR: 0.100000
Training Epoch: 2 [20224/45000]	Loss: 2.2844	LR: 0.100000
Training Epoch: 2 [20480/45000]	Loss: 2.1924	LR: 0.100000
Training Epoch: 2 [20736/45000]	Loss: 2.2329	LR: 0.100000
Training Epoch: 2 [20992/45000]	Loss: 2.3329	LR: 0.100000
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Training Epoch: 2 [21504/45000]	Loss: 2.1196	LR: 0.100000
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Training Epoch: 2 [26368/45000]	Loss: 2.2641	LR: 0.100000
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Training Epoch: 2 [26880/45000]	Loss: 1.9668	LR: 0.100000
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Training Epoch: 2 [27904/45000]	Loss: 2.1530	LR: 0.100000
Training Epoch: 2 [28160/45000]	Loss: 2.0676	LR: 0.100000
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Training Epoch: 2 [35840/45000]	Loss: 2.1750	LR: 0.100000
Training Epoch: 2 [36096/45000]	Loss: 2.1937	LR: 0.100000
Training Epoch: 2 [36352/45000]	Loss: 2.1192	LR: 0.100000
Training Epoch: 2 [36608/45000]	Loss: 2.0441	LR: 0.100000
Training Epoch: 2 [36864/45000]	Loss: 2.1677	LR: 0.100000
Training Epoch: 2 [37120/45000]	Loss: 2.3210	LR: 0.100000
Training Epoch: 2 [37376/45000]	Loss: 2.2449	LR: 0.100000
Training Epoch: 2 [37632/45000]	Loss: 2.1522	LR: 0.100000
Training Epoch: 2 [37888/45000]	Loss: 2.1904	LR: 0.100000
Training Epoch: 2 [38144/45000]	Loss: 2.1177	LR: 0.100000
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Training Epoch: 2 [38656/45000]	Loss: 2.1398	LR: 0.100000
Training Epoch: 2 [38912/45000]	Loss: 2.1125	LR: 0.100000
Training Epoch: 2 [39168/45000]	Loss: 2.1215	LR: 0.100000
Training Epoch: 2 [39424/45000]	Loss: 2.1925	LR: 0.100000
Training Epoch: 2 [39680/45000]	Loss: 2.3690	LR: 0.100000
Training Epoch: 2 [39936/45000]	Loss: 2.1888	LR: 0.100000
Training Epoch: 2 [40192/45000]	Loss: 2.0980	LR: 0.100000
Training Epoch: 2 [40448/45000]	Loss: 2.1801	LR: 0.100000
Training Epoch: 2 [40704/45000]	Loss: 2.2623	LR: 0.100000
Training Epoch: 2 [40960/45000]	Loss: 2.0952	LR: 0.100000
Training Epoch: 2 [41216/45000]	Loss: 2.1570	LR: 0.100000
Training Epoch: 2 [41472/45000]	Loss: 2.1877	LR: 0.100000
Training Epoch: 2 [41728/45000]	Loss: 2.1085	LR: 0.100000
Training Epoch: 2 [41984/45000]	Loss: 2.0545	LR: 0.100000
Training Epoch: 2 [42240/45000]	Loss: 2.0859	LR: 0.100000
Training Epoch: 2 [42496/45000]	Loss: 1.9945	LR: 0.100000
Training Epoch: 2 [42752/45000]	Loss: 2.0099	LR: 0.100000
Training Epoch: 2 [43008/45000]	Loss: 2.0180	LR: 0.100000
Training Epoch: 2 [43264/45000]	Loss: 2.1260	LR: 0.100000
Training Epoch: 2 [43520/45000]	Loss: 2.2337	LR: 0.100000
Training Epoch: 2 [43776/45000]	Loss: 2.0714	LR: 0.100000
Training Epoch: 2 [44032/45000]	Loss: 2.0680	LR: 0.100000
Training Epoch: 2 [44288/45000]	Loss: 2.2517	LR: 0.100000
Training Epoch: 2 [44544/45000]	Loss: 2.2034	LR: 0.100000
Training Epoch: 2 [44800/45000]	Loss: 2.1034	LR: 0.100000
Training Epoch: 2 [45000/45000]	Loss: 2.0063	LR: 0.100000
Epoch 2 - Average Train Loss: 2.2242, Train Accuracy: 0.3101
Epoch 2 training time consumed: 26.93s
Evaluating Network.....
Test set: Epoch: 2, Average loss: 0.0086, Accuracy: 0.3345, Time consumed:0.91s
Saving weights file to checkpoint/retrain/ResNet18/Sunday_13_July_2025_16h_56m_41s/ResNet18-Cifar20-seed3-ret100-2-best.pth
Training Epoch: 3 [256/45000]	Loss: 2.0602	LR: 0.100000
Training Epoch: 3 [512/45000]	Loss: 1.9863	LR: 0.100000
Training Epoch: 3 [768/45000]	Loss: 2.0501	LR: 0.100000
Training Epoch: 3 [1024/45000]	Loss: 2.1652	LR: 0.100000
Training Epoch: 3 [1280/45000]	Loss: 2.0260	LR: 0.100000
Training Epoch: 3 [1536/45000]	Loss: 2.1500	LR: 0.100000
Training Epoch: 3 [1792/45000]	Loss: 1.9550	LR: 0.100000
Training Epoch: 3 [2048/45000]	Loss: 1.9428	LR: 0.100000
Training Epoch: 3 [2304/45000]	Loss: 2.1145	LR: 0.100000
Training Epoch: 3 [2560/45000]	Loss: 2.0776	LR: 0.100000
Training Epoch: 3 [2816/45000]	Loss: 2.1076	LR: 0.100000
Training Epoch: 3 [3072/45000]	Loss: 2.0739	LR: 0.100000
Training Epoch: 3 [3328/45000]	Loss: 2.1147	LR: 0.100000
Training Epoch: 3 [3584/45000]	Loss: 1.9634	LR: 0.100000
Training Epoch: 3 [3840/45000]	Loss: 1.9984	LR: 0.100000
Training Epoch: 3 [4096/45000]	Loss: 2.0538	LR: 0.100000
Training Epoch: 3 [4352/45000]	Loss: 2.0673	LR: 0.100000
Training Epoch: 3 [4608/45000]	Loss: 1.9801	LR: 0.100000
Training Epoch: 3 [4864/45000]	Loss: 2.0162	LR: 0.100000
Training Epoch: 3 [5120/45000]	Loss: 1.9596	LR: 0.100000
Training Epoch: 3 [5376/45000]	Loss: 2.0703	LR: 0.100000
Training Epoch: 3 [5632/45000]	Loss: 2.1631	LR: 0.100000
Training Epoch: 3 [5888/45000]	Loss: 1.9089	LR: 0.100000
Training Epoch: 3 [6144/45000]	Loss: 1.9694	LR: 0.100000
Training Epoch: 3 [6400/45000]	Loss: 2.0718	LR: 0.100000
Training Epoch: 3 [6656/45000]	Loss: 2.1447	LR: 0.100000
Training Epoch: 3 [6912/45000]	Loss: 2.0048	LR: 0.100000
Training Epoch: 3 [7168/45000]	Loss: 2.0305	LR: 0.100000
Training Epoch: 3 [7424/45000]	Loss: 1.9544	LR: 0.100000
Training Epoch: 3 [7680/45000]	Loss: 2.1015	LR: 0.100000
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Training Epoch: 3 [10752/45000]	Loss: 1.9421	LR: 0.100000
Training Epoch: 3 [11008/45000]	Loss: 2.0056	LR: 0.100000
Training Epoch: 3 [11264/45000]	Loss: 2.0906	LR: 0.100000
Training Epoch: 3 [11520/45000]	Loss: 2.0967	LR: 0.100000
Training Epoch: 3 [11776/45000]	Loss: 1.9860	LR: 0.100000
Training Epoch: 3 [12032/45000]	Loss: 2.0313	LR: 0.100000
Training Epoch: 3 [12288/45000]	Loss: 2.0479	LR: 0.100000
Training Epoch: 3 [12544/45000]	Loss: 1.9504	LR: 0.100000
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Training Epoch: 3 [16640/45000]	Loss: 1.9358	LR: 0.100000
Training Epoch: 3 [16896/45000]	Loss: 1.9946	LR: 0.100000
Training Epoch: 3 [17152/45000]	Loss: 1.8553	LR: 0.100000
Training Epoch: 3 [17408/45000]	Loss: 1.9534	LR: 0.100000
Training Epoch: 3 [17664/45000]	Loss: 1.9207	LR: 0.100000
Training Epoch: 3 [17920/45000]	Loss: 1.8668	LR: 0.100000
Training Epoch: 3 [18176/45000]	Loss: 2.0055	LR: 0.100000
Training Epoch: 3 [18432/45000]	Loss: 2.0337	LR: 0.100000
Training Epoch: 3 [18688/45000]	Loss: 2.0963	LR: 0.100000
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Training Epoch: 3 [19200/45000]	Loss: 1.9306	LR: 0.100000
Training Epoch: 3 [19456/45000]	Loss: 2.0778	LR: 0.100000
Training Epoch: 3 [19712/45000]	Loss: 1.9426	LR: 0.100000
Training Epoch: 3 [19968/45000]	Loss: 2.0880	LR: 0.100000
Training Epoch: 3 [20224/45000]	Loss: 1.9425	LR: 0.100000
Training Epoch: 3 [20480/45000]	Loss: 2.0173	LR: 0.100000
Training Epoch: 3 [20736/45000]	Loss: 2.1055	LR: 0.100000
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Training Epoch: 3 [21760/45000]	Loss: 1.8668	LR: 0.100000
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Training Epoch: 3 [22272/45000]	Loss: 2.0838	LR: 0.100000
Training Epoch: 3 [22528/45000]	Loss: 1.9584	LR: 0.100000
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Training Epoch: 3 [24320/45000]	Loss: 1.9370	LR: 0.100000
Training Epoch: 3 [24576/45000]	Loss: 2.1127	LR: 0.100000
Training Epoch: 3 [24832/45000]	Loss: 1.9572	LR: 0.100000
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Training Epoch: 3 [25344/45000]	Loss: 1.9045	LR: 0.100000
Training Epoch: 3 [25600/45000]	Loss: 2.0588	LR: 0.100000
Training Epoch: 3 [25856/45000]	Loss: 1.8545	LR: 0.100000
Training Epoch: 3 [26112/45000]	Loss: 1.9060	LR: 0.100000
Training Epoch: 3 [26368/45000]	Loss: 1.9270	LR: 0.100000
Training Epoch: 3 [26624/45000]	Loss: 1.9559	LR: 0.100000
Training Epoch: 3 [26880/45000]	Loss: 1.9236	LR: 0.100000
Training Epoch: 3 [27136/45000]	Loss: 2.0150	LR: 0.100000
Training Epoch: 3 [27392/45000]	Loss: 1.9818	LR: 0.100000
Training Epoch: 3 [27648/45000]	Loss: 1.9281	LR: 0.100000
Training Epoch: 3 [27904/45000]	Loss: 1.9633	LR: 0.100000
Training Epoch: 3 [28160/45000]	Loss: 1.9922	LR: 0.100000
Training Epoch: 3 [28416/45000]	Loss: 1.8492	LR: 0.100000
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Training Epoch: 3 [28928/45000]	Loss: 1.9060	LR: 0.100000
Training Epoch: 3 [29184/45000]	Loss: 2.0359	LR: 0.100000
Training Epoch: 3 [29440/45000]	Loss: 1.9271	LR: 0.100000
Training Epoch: 3 [29696/45000]	Loss: 1.9389	LR: 0.100000
Training Epoch: 3 [29952/45000]	Loss: 1.8208	LR: 0.100000
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Training Epoch: 3 [30464/45000]	Loss: 1.9082	LR: 0.100000
Training Epoch: 3 [30720/45000]	Loss: 1.9421	LR: 0.100000
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Training Epoch: 3 [32256/45000]	Loss: 1.9940	LR: 0.100000
Training Epoch: 3 [32512/45000]	Loss: 2.0167	LR: 0.100000
Training Epoch: 3 [32768/45000]	Loss: 1.8336	LR: 0.100000
Training Epoch: 3 [33024/45000]	Loss: 1.8150	LR: 0.100000
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Training Epoch: 3 [33536/45000]	Loss: 1.8454	LR: 0.100000
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Training Epoch: 3 [35072/45000]	Loss: 1.9333	LR: 0.100000
Training Epoch: 3 [35328/45000]	Loss: 1.9915	LR: 0.100000
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Training Epoch: 3 [35840/45000]	Loss: 1.8699	LR: 0.100000
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Training Epoch: 3 [36352/45000]	Loss: 1.9027	LR: 0.100000
Training Epoch: 3 [36608/45000]	Loss: 1.9304	LR: 0.100000
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Training Epoch: 3 [37120/45000]	Loss: 1.8078	LR: 0.100000
Training Epoch: 3 [37376/45000]	Loss: 1.9591	LR: 0.100000
Training Epoch: 3 [37632/45000]	Loss: 1.9290	LR: 0.100000
Training Epoch: 3 [37888/45000]	Loss: 1.9982	LR: 0.100000
Training Epoch: 3 [38144/45000]	Loss: 1.9890	LR: 0.100000
Training Epoch: 3 [38400/45000]	Loss: 1.8534	LR: 0.100000
Training Epoch: 3 [38656/45000]	Loss: 1.9205	LR: 0.100000
Training Epoch: 3 [38912/45000]	Loss: 1.9472	LR: 0.100000
Training Epoch: 3 [39168/45000]	Loss: 1.8250	LR: 0.100000
Training Epoch: 3 [39424/45000]	Loss: 1.9452	LR: 0.100000
Training Epoch: 3 [39680/45000]	Loss: 1.8358	LR: 0.100000
Training Epoch: 3 [39936/45000]	Loss: 1.7896	LR: 0.100000
Training Epoch: 3 [40192/45000]	Loss: 1.9521	LR: 0.100000
Training Epoch: 3 [40448/45000]	Loss: 1.9463	LR: 0.100000
Training Epoch: 3 [40704/45000]	Loss: 1.9821	LR: 0.100000
Training Epoch: 3 [40960/45000]	Loss: 1.8381	LR: 0.100000
Training Epoch: 3 [41216/45000]	Loss: 1.9704	LR: 0.100000
Training Epoch: 3 [41472/45000]	Loss: 1.9077	LR: 0.100000
Training Epoch: 3 [41728/45000]	Loss: 1.8112	LR: 0.100000
Training Epoch: 3 [41984/45000]	Loss: 2.0151	LR: 0.100000
Training Epoch: 3 [42240/45000]	Loss: 1.8119	LR: 0.100000
Training Epoch: 3 [42496/45000]	Loss: 2.0475	LR: 0.100000
Training Epoch: 3 [42752/45000]	Loss: 1.8535	LR: 0.100000
Training Epoch: 3 [43008/45000]	Loss: 1.9913	LR: 0.100000
Training Epoch: 3 [43264/45000]	Loss: 1.8902	LR: 0.100000
Training Epoch: 3 [43520/45000]	Loss: 1.8622	LR: 0.100000
Training Epoch: 3 [43776/45000]	Loss: 1.8897	LR: 0.100000
Training Epoch: 3 [44032/45000]	Loss: 1.8392	LR: 0.100000
Training Epoch: 3 [44288/45000]	Loss: 1.9431	LR: 0.100000
Training Epoch: 3 [44544/45000]	Loss: 1.8783	LR: 0.100000
Training Epoch: 3 [44800/45000]	Loss: 2.0273	LR: 0.100000
Training Epoch: 3 [45000/45000]	Loss: 1.6964	LR: 0.100000
Epoch 3 - Average Train Loss: 1.9729, Train Accuracy: 0.3832
Epoch 3 training time consumed: 27.00s
Evaluating Network.....
Test set: Epoch: 3, Average loss: 0.0080, Accuracy: 0.3791, Time consumed:0.88s
Saving weights file to checkpoint/retrain/ResNet18/Sunday_13_July_2025_16h_56m_41s/ResNet18-Cifar20-seed3-ret100-3-best.pth
Training Epoch: 4 [256/45000]	Loss: 1.9238	LR: 0.100000
Training Epoch: 4 [512/45000]	Loss: 1.9055	LR: 0.100000
Training Epoch: 4 [768/45000]	Loss: 1.8503	LR: 0.100000
Training Epoch: 4 [1024/45000]	Loss: 1.8269	LR: 0.100000
Training Epoch: 4 [1280/45000]	Loss: 1.8962	LR: 0.100000
Training Epoch: 4 [1536/45000]	Loss: 1.9694	LR: 0.100000
Training Epoch: 4 [1792/45000]	Loss: 1.7550	LR: 0.100000
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Training Epoch: 4 [42240/45000]	Loss: 1.6593	LR: 0.100000
Training Epoch: 4 [42496/45000]	Loss: 1.5730	LR: 0.100000
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Training Epoch: 4 [43008/45000]	Loss: 1.8456	LR: 0.100000
Training Epoch: 4 [43264/45000]	Loss: 1.7435	LR: 0.100000
Training Epoch: 4 [43520/45000]	Loss: 1.6848	LR: 0.100000
Training Epoch: 4 [43776/45000]	Loss: 1.7963	LR: 0.100000
Training Epoch: 4 [44032/45000]	Loss: 1.8200	LR: 0.100000
Training Epoch: 4 [44288/45000]	Loss: 1.7217	LR: 0.100000
Training Epoch: 4 [44544/45000]	Loss: 1.6252	LR: 0.100000
Training Epoch: 4 [44800/45000]	Loss: 1.7568	LR: 0.100000
Training Epoch: 4 [45000/45000]	Loss: 1.7887	LR: 0.100000
Epoch 4 - Average Train Loss: 1.7962, Train Accuracy: 0.4327
Epoch 4 training time consumed: 27.02s
Evaluating Network.....
Test set: Epoch: 4, Average loss: 0.0068, Accuracy: 0.4608, Time consumed:0.98s
Saving weights file to checkpoint/retrain/ResNet18/Sunday_13_July_2025_16h_56m_41s/ResNet18-Cifar20-seed3-ret100-4-best.pth
Training Epoch: 5 [256/45000]	Loss: 1.8079	LR: 0.100000
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Training Epoch: 5 [32256/45000]	Loss: 1.6391	LR: 0.100000
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Training Epoch: 5 [40448/45000]	Loss: 1.5077	LR: 0.100000
Training Epoch: 5 [40704/45000]	Loss: 1.6096	LR: 0.100000
Training Epoch: 5 [40960/45000]	Loss: 1.5860	LR: 0.100000
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Training Epoch: 5 [42240/45000]	Loss: 1.4126	LR: 0.100000
Training Epoch: 5 [42496/45000]	Loss: 1.5468	LR: 0.100000
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Training Epoch: 5 [43008/45000]	Loss: 1.5587	LR: 0.100000
Training Epoch: 5 [43264/45000]	Loss: 1.4181	LR: 0.100000
Training Epoch: 5 [43520/45000]	Loss: 1.6338	LR: 0.100000
Training Epoch: 5 [43776/45000]	Loss: 1.4560	LR: 0.100000
Training Epoch: 5 [44032/45000]	Loss: 1.5961	LR: 0.100000
Training Epoch: 5 [44288/45000]	Loss: 1.5508	LR: 0.100000
Training Epoch: 5 [44544/45000]	Loss: 1.4757	LR: 0.100000
Training Epoch: 5 [44800/45000]	Loss: 1.4819	LR: 0.100000
Training Epoch: 5 [45000/45000]	Loss: 1.4486	LR: 0.100000
Epoch 5 - Average Train Loss: 1.6093, Train Accuracy: 0.4885
Epoch 5 training time consumed: 27.00s
Evaluating Network.....
Test set: Epoch: 5, Average loss: 0.0061, Accuracy: 0.5174, Time consumed:0.87s
Saving weights file to checkpoint/retrain/ResNet18/Sunday_13_July_2025_16h_56m_41s/ResNet18-Cifar20-seed3-ret100-5-best.pth
Training Epoch: 6 [256/45000]	Loss: 1.4748	LR: 0.100000
Training Epoch: 6 [512/45000]	Loss: 1.4900	LR: 0.100000
Training Epoch: 6 [768/45000]	Loss: 1.3507	LR: 0.100000
Training Epoch: 6 [1024/45000]	Loss: 1.4395	LR: 0.100000
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Training Epoch: 6 [1536/45000]	Loss: 1.4582	LR: 0.100000
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Training Epoch: 6 [4352/45000]	Loss: 1.5817	LR: 0.100000
Training Epoch: 6 [4608/45000]	Loss: 1.4126	LR: 0.100000
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Training Epoch: 6 [37376/45000]	Loss: 1.5377	LR: 0.100000
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Training Epoch: 6 [38912/45000]	Loss: 1.4902	LR: 0.100000
Training Epoch: 6 [39168/45000]	Loss: 1.5977	LR: 0.100000
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Training Epoch: 6 [40192/45000]	Loss: 1.4377	LR: 0.100000
Training Epoch: 6 [40448/45000]	Loss: 1.4025	LR: 0.100000
Training Epoch: 6 [40704/45000]	Loss: 1.5226	LR: 0.100000
Training Epoch: 6 [40960/45000]	Loss: 1.4267	LR: 0.100000
Training Epoch: 6 [41216/45000]	Loss: 1.3812	LR: 0.100000
Training Epoch: 6 [41472/45000]	Loss: 1.2497	LR: 0.100000
Training Epoch: 6 [41728/45000]	Loss: 1.2877	LR: 0.100000
Training Epoch: 6 [41984/45000]	Loss: 1.4806	LR: 0.100000
Training Epoch: 6 [42240/45000]	Loss: 1.4287	LR: 0.100000
Training Epoch: 6 [42496/45000]	Loss: 1.3108	LR: 0.100000
Training Epoch: 6 [42752/45000]	Loss: 1.4770	LR: 0.100000
Training Epoch: 6 [43008/45000]	Loss: 1.3951	LR: 0.100000
Training Epoch: 6 [43264/45000]	Loss: 1.3864	LR: 0.100000
Training Epoch: 6 [43520/45000]	Loss: 1.2826	LR: 0.100000
Training Epoch: 6 [43776/45000]	Loss: 1.3853	LR: 0.100000
Training Epoch: 6 [44032/45000]	Loss: 1.2847	LR: 0.100000
Training Epoch: 6 [44288/45000]	Loss: 1.4030	LR: 0.100000
Training Epoch: 6 [44544/45000]	Loss: 1.2728	LR: 0.100000
Training Epoch: 6 [44800/45000]	Loss: 1.3951	LR: 0.100000
Training Epoch: 6 [45000/45000]	Loss: 1.5424	LR: 0.100000
Epoch 6 - Average Train Loss: 1.4738, Train Accuracy: 0.5301
Epoch 6 training time consumed: 27.11s
Evaluating Network.....
Test set: Epoch: 6, Average loss: 0.0062, Accuracy: 0.5182, Time consumed:0.91s
Saving weights file to checkpoint/retrain/ResNet18/Sunday_13_July_2025_16h_56m_41s/ResNet18-Cifar20-seed3-ret100-6-best.pth
Training Epoch: 7 [256/45000]	Loss: 1.2711	LR: 0.100000
Training Epoch: 7 [512/45000]	Loss: 1.4120	LR: 0.100000
Training Epoch: 7 [768/45000]	Loss: 1.2058	LR: 0.100000
Training Epoch: 7 [1024/45000]	Loss: 1.3899	LR: 0.100000
Training Epoch: 7 [1280/45000]	Loss: 1.4247	LR: 0.100000
Training Epoch: 7 [1536/45000]	Loss: 1.3813	LR: 0.100000
Training Epoch: 7 [1792/45000]	Loss: 1.4575	LR: 0.100000
Training Epoch: 7 [2048/45000]	Loss: 1.3306	LR: 0.100000
Training Epoch: 7 [2304/45000]	Loss: 1.4939	LR: 0.100000
Training Epoch: 7 [2560/45000]	Loss: 1.4246	LR: 0.100000
Training Epoch: 7 [2816/45000]	Loss: 1.3127	LR: 0.100000
Training Epoch: 7 [3072/45000]	Loss: 1.3840	LR: 0.100000
Training Epoch: 7 [3328/45000]	Loss: 1.2958	LR: 0.100000
Training Epoch: 7 [3584/45000]	Loss: 1.3946	LR: 0.100000
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Training Epoch: 7 [4352/45000]	Loss: 1.3642	LR: 0.100000
Training Epoch: 7 [4608/45000]	Loss: 1.3171	LR: 0.100000
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Training Epoch: 7 [5120/45000]	Loss: 1.3129	LR: 0.100000
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Training Epoch: 7 [16896/45000]	Loss: 1.4518	LR: 0.100000
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Training Epoch: 7 [19712/45000]	Loss: 1.3272	LR: 0.100000
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Training Epoch: 7 [40448/45000]	Loss: 1.3811	LR: 0.100000
Training Epoch: 7 [40704/45000]	Loss: 1.2042	LR: 0.100000
Training Epoch: 7 [40960/45000]	Loss: 1.1913	LR: 0.100000
Training Epoch: 7 [41216/45000]	Loss: 1.2770	LR: 0.100000
Training Epoch: 7 [41472/45000]	Loss: 1.3981	LR: 0.100000
Training Epoch: 7 [41728/45000]	Loss: 1.4397	LR: 0.100000
Training Epoch: 7 [41984/45000]	Loss: 1.1842	LR: 0.100000
Training Epoch: 7 [42240/45000]	Loss: 1.5294	LR: 0.100000
Training Epoch: 7 [42496/45000]	Loss: 1.2798	LR: 0.100000
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Training Epoch: 7 [43008/45000]	Loss: 1.3008	LR: 0.100000
Training Epoch: 7 [43264/45000]	Loss: 1.3422	LR: 0.100000
Training Epoch: 7 [43520/45000]	Loss: 1.3157	LR: 0.100000
Training Epoch: 7 [43776/45000]	Loss: 1.2734	LR: 0.100000
Training Epoch: 7 [44032/45000]	Loss: 1.2214	LR: 0.100000
Training Epoch: 7 [44288/45000]	Loss: 1.3591	LR: 0.100000
Training Epoch: 7 [44544/45000]	Loss: 1.2085	LR: 0.100000
Training Epoch: 7 [44800/45000]	Loss: 1.3558	LR: 0.100000
Training Epoch: 7 [45000/45000]	Loss: 1.3054	LR: 0.100000
Epoch 7 - Average Train Loss: 1.3592, Train Accuracy: 0.5643
Epoch 7 training time consumed: 26.98s
Evaluating Network.....
Test set: Epoch: 7, Average loss: 0.0056, Accuracy: 0.5664, Time consumed:0.99s
Saving weights file to checkpoint/retrain/ResNet18/Sunday_13_July_2025_16h_56m_41s/ResNet18-Cifar20-seed3-ret100-7-best.pth
Training Epoch: 8 [256/45000]	Loss: 1.3472	LR: 0.100000
Training Epoch: 8 [512/45000]	Loss: 1.1143	LR: 0.100000
Training Epoch: 8 [768/45000]	Loss: 1.3576	LR: 0.100000
Training Epoch: 8 [1024/45000]	Loss: 1.1660	LR: 0.100000
Training Epoch: 8 [1280/45000]	Loss: 1.3622	LR: 0.100000
Training Epoch: 8 [1536/45000]	Loss: 1.2320	LR: 0.100000
Training Epoch: 8 [1792/45000]	Loss: 1.3034	LR: 0.100000
Training Epoch: 8 [2048/45000]	Loss: 1.1979	LR: 0.100000
Training Epoch: 8 [2304/45000]	Loss: 1.1960	LR: 0.100000
Training Epoch: 8 [2560/45000]	Loss: 1.3678	LR: 0.100000
Training Epoch: 8 [2816/45000]	Loss: 1.1910	LR: 0.100000
Training Epoch: 8 [3072/45000]	Loss: 1.1138	LR: 0.100000
Training Epoch: 8 [3328/45000]	Loss: 1.1743	LR: 0.100000
Training Epoch: 8 [3584/45000]	Loss: 1.4039	LR: 0.100000
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Training Epoch: 8 [4352/45000]	Loss: 1.2460	LR: 0.100000
Training Epoch: 8 [4608/45000]	Loss: 1.2334	LR: 0.100000
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Training Epoch: 8 [5376/45000]	Loss: 1.3133	LR: 0.100000
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Training Epoch: 8 [17152/45000]	Loss: 1.3512	LR: 0.100000
Training Epoch: 8 [17408/45000]	Loss: 1.3223	LR: 0.100000
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Training Epoch: 8 [26880/45000]	Loss: 1.3529	LR: 0.100000
Training Epoch: 8 [27136/45000]	Loss: 1.3441	LR: 0.100000
Training Epoch: 8 [27392/45000]	Loss: 1.2107	LR: 0.100000
Training Epoch: 8 [27648/45000]	Loss: 1.3024	LR: 0.100000
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Training Epoch: 8 [29184/45000]	Loss: 1.2391	LR: 0.100000
Training Epoch: 8 [29440/45000]	Loss: 1.2601	LR: 0.100000
Training Epoch: 8 [29696/45000]	Loss: 1.3266	LR: 0.100000
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Training Epoch: 8 [37120/45000]	Loss: 1.3028	LR: 0.100000
Training Epoch: 8 [37376/45000]	Loss: 1.2335	LR: 0.100000
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Training Epoch: 8 [38400/45000]	Loss: 1.3463	LR: 0.100000
Training Epoch: 8 [38656/45000]	Loss: 1.1652	LR: 0.100000
Training Epoch: 8 [38912/45000]	Loss: 1.1761	LR: 0.100000
Training Epoch: 8 [39168/45000]	Loss: 1.2233	LR: 0.100000
Training Epoch: 8 [39424/45000]	Loss: 1.2424	LR: 0.100000
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Training Epoch: 8 [40192/45000]	Loss: 1.2534	LR: 0.100000
Training Epoch: 8 [40448/45000]	Loss: 1.2409	LR: 0.100000
Training Epoch: 8 [40704/45000]	Loss: 1.1946	LR: 0.100000
Training Epoch: 8 [40960/45000]	Loss: 1.1721	LR: 0.100000
Training Epoch: 8 [41216/45000]	Loss: 1.2089	LR: 0.100000
Training Epoch: 8 [41472/45000]	Loss: 1.1150	LR: 0.100000
Training Epoch: 8 [41728/45000]	Loss: 1.0890	LR: 0.100000
Training Epoch: 8 [41984/45000]	Loss: 1.3451	LR: 0.100000
Training Epoch: 8 [42240/45000]	Loss: 1.2020	LR: 0.100000
Training Epoch: 8 [42496/45000]	Loss: 1.0955	LR: 0.100000
Training Epoch: 8 [42752/45000]	Loss: 1.2983	LR: 0.100000
Training Epoch: 8 [43008/45000]	Loss: 1.2108	LR: 0.100000
Training Epoch: 8 [43264/45000]	Loss: 1.2171	LR: 0.100000
Training Epoch: 8 [43520/45000]	Loss: 1.2388	LR: 0.100000
Training Epoch: 8 [43776/45000]	Loss: 1.2739	LR: 0.100000
Training Epoch: 8 [44032/45000]	Loss: 1.2753	LR: 0.100000
Training Epoch: 8 [44288/45000]	Loss: 1.2728	LR: 0.100000
Training Epoch: 8 [44544/45000]	Loss: 1.2693	LR: 0.100000
Training Epoch: 8 [44800/45000]	Loss: 1.1163	LR: 0.100000
Training Epoch: 8 [45000/45000]	Loss: 1.3947	LR: 0.100000
Epoch 8 - Average Train Loss: 1.2538, Train Accuracy: 0.5976
Epoch 8 training time consumed: 27.03s
Evaluating Network.....
Test set: Epoch: 8, Average loss: 0.0055, Accuracy: 0.5747, Time consumed:0.89s
Saving weights file to checkpoint/retrain/ResNet18/Sunday_13_July_2025_16h_56m_41s/ResNet18-Cifar20-seed3-ret100-8-best.pth
Training Epoch: 9 [256/45000]	Loss: 1.2087	LR: 0.100000
Training Epoch: 9 [512/45000]	Loss: 1.1487	LR: 0.100000
Training Epoch: 9 [768/45000]	Loss: 1.1995	LR: 0.100000
Training Epoch: 9 [1024/45000]	Loss: 1.3320	LR: 0.100000
Training Epoch: 9 [1280/45000]	Loss: 1.1803	LR: 0.100000
Training Epoch: 9 [1536/45000]	Loss: 1.1423	LR: 0.100000
Training Epoch: 9 [1792/45000]	Loss: 1.2422	LR: 0.100000
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Training Epoch: 9 [45000/45000]	Loss: 1.4058	LR: 0.100000
Epoch 9 - Average Train Loss: 1.1779, Train Accuracy: 0.6189
Epoch 9 training time consumed: 27.12s
Evaluating Network.....
Test set: Epoch: 9, Average loss: 0.0051, Accuracy: 0.5905, Time consumed:0.89s
Saving weights file to checkpoint/retrain/ResNet18/Sunday_13_July_2025_16h_56m_41s/ResNet18-Cifar20-seed3-ret100-9-best.pth
Training Epoch: 10 [256/45000]	Loss: 1.1387	LR: 0.100000
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Training Epoch: 10 [32512/45000]	Loss: 1.2844	LR: 0.100000
Training Epoch: 10 [32768/45000]	Loss: 0.9828	LR: 0.100000
Training Epoch: 10 [33024/45000]	Loss: 1.2402	LR: 0.100000
Training Epoch: 10 [33280/45000]	Loss: 0.9860	LR: 0.100000
Training Epoch: 10 [33536/45000]	Loss: 1.1061	LR: 0.100000
Training Epoch: 10 [33792/45000]	Loss: 1.0884	LR: 0.100000
Training Epoch: 10 [34048/45000]	Loss: 1.1641	LR: 0.100000
Training Epoch: 10 [34304/45000]	Loss: 1.0170	LR: 0.100000
Training Epoch: 10 [34560/45000]	Loss: 1.2005	LR: 0.100000
Training Epoch: 10 [34816/45000]	Loss: 1.0340	LR: 0.100000
Training Epoch: 10 [35072/45000]	Loss: 1.0358	LR: 0.100000
Training Epoch: 10 [35328/45000]	Loss: 1.0074	LR: 0.100000
Training Epoch: 10 [35584/45000]	Loss: 1.0577	LR: 0.100000
Training Epoch: 10 [35840/45000]	Loss: 1.0655	LR: 0.100000
Training Epoch: 10 [36096/45000]	Loss: 1.0987	LR: 0.100000
Training Epoch: 10 [36352/45000]	Loss: 1.0123	LR: 0.100000
Training Epoch: 10 [36608/45000]	Loss: 1.0398	LR: 0.100000
Training Epoch: 10 [36864/45000]	Loss: 0.9967	LR: 0.100000
Training Epoch: 10 [37120/45000]	Loss: 1.1727	LR: 0.100000
Training Epoch: 10 [37376/45000]	Loss: 1.0200	LR: 0.100000
Training Epoch: 10 [37632/45000]	Loss: 1.0603	LR: 0.100000
Training Epoch: 10 [37888/45000]	Loss: 1.0564	LR: 0.100000
Training Epoch: 10 [38144/45000]	Loss: 1.1304	LR: 0.100000
Training Epoch: 10 [38400/45000]	Loss: 1.1053	LR: 0.100000
Training Epoch: 10 [38656/45000]	Loss: 0.9113	LR: 0.100000
Training Epoch: 10 [38912/45000]	Loss: 1.0722	LR: 0.100000
Training Epoch: 10 [39168/45000]	Loss: 0.9304	LR: 0.100000
Training Epoch: 10 [39424/45000]	Loss: 1.0420	LR: 0.100000
Training Epoch: 10 [39680/45000]	Loss: 1.2326	LR: 0.100000
Training Epoch: 10 [39936/45000]	Loss: 1.1405	LR: 0.100000
Training Epoch: 10 [40192/45000]	Loss: 1.0685	LR: 0.100000
Training Epoch: 10 [40448/45000]	Loss: 1.0159	LR: 0.100000
Training Epoch: 10 [40704/45000]	Loss: 1.1173	LR: 0.100000
Training Epoch: 10 [40960/45000]	Loss: 1.0740	LR: 0.100000
Training Epoch: 10 [41216/45000]	Loss: 1.0878	LR: 0.100000
Training Epoch: 10 [41472/45000]	Loss: 1.0608	LR: 0.100000
Training Epoch: 10 [41728/45000]	Loss: 1.0075	LR: 0.100000
Training Epoch: 10 [41984/45000]	Loss: 1.1747	LR: 0.100000
Training Epoch: 10 [42240/45000]	Loss: 0.9653	LR: 0.100000
Training Epoch: 10 [42496/45000]	Loss: 1.0451	LR: 0.100000
Training Epoch: 10 [42752/45000]	Loss: 1.1657	LR: 0.100000
Training Epoch: 10 [43008/45000]	Loss: 1.2220	LR: 0.100000
Training Epoch: 10 [43264/45000]	Loss: 1.1395	LR: 0.100000
Training Epoch: 10 [43520/45000]	Loss: 1.1304	LR: 0.100000
Training Epoch: 10 [43776/45000]	Loss: 1.0671	LR: 0.100000
Training Epoch: 10 [44032/45000]	Loss: 1.0828	LR: 0.100000
Training Epoch: 10 [44288/45000]	Loss: 0.9955	LR: 0.100000
Training Epoch: 10 [44544/45000]	Loss: 1.1280	LR: 0.100000
Training Epoch: 10 [44800/45000]	Loss: 1.1423	LR: 0.100000
Training Epoch: 10 [45000/45000]	Loss: 1.1611	LR: 0.100000
Epoch 10 - Average Train Loss: 1.0935, Train Accuracy: 0.6472
Epoch 10 training time consumed: 27.03s
Evaluating Network.....
Test set: Epoch: 10, Average loss: 0.0057, Accuracy: 0.5775, Time consumed:0.92s
Training Epoch: 11 [256/45000]	Loss: 1.0685	LR: 0.100000
Training Epoch: 11 [512/45000]	Loss: 0.8871	LR: 0.100000
Training Epoch: 11 [768/45000]	Loss: 0.9526	LR: 0.100000
Training Epoch: 11 [1024/45000]	Loss: 1.0466	LR: 0.100000
Training Epoch: 11 [1280/45000]	Loss: 1.0669	LR: 0.100000
Training Epoch: 11 [1536/45000]	Loss: 0.9113	LR: 0.100000
Training Epoch: 11 [1792/45000]	Loss: 1.0960	LR: 0.100000
Training Epoch: 11 [2048/45000]	Loss: 1.0325	LR: 0.100000
Training Epoch: 11 [2304/45000]	Loss: 1.1381	LR: 0.100000
Training Epoch: 11 [2560/45000]	Loss: 1.1254	LR: 0.100000
Training Epoch: 11 [2816/45000]	Loss: 1.1881	LR: 0.100000
Training Epoch: 11 [3072/45000]	Loss: 1.0013	LR: 0.100000
Training Epoch: 11 [3328/45000]	Loss: 1.0581	LR: 0.100000
Training Epoch: 11 [3584/45000]	Loss: 0.9646	LR: 0.100000
Training Epoch: 11 [3840/45000]	Loss: 0.9848	LR: 0.100000
Training Epoch: 11 [4096/45000]	Loss: 1.1063	LR: 0.100000
Training Epoch: 11 [4352/45000]	Loss: 1.1508	LR: 0.100000
Training Epoch: 11 [4608/45000]	Loss: 1.1089	LR: 0.100000
Training Epoch: 11 [4864/45000]	Loss: 1.1322	LR: 0.100000
Training Epoch: 11 [5120/45000]	Loss: 1.0360	LR: 0.100000
Training Epoch: 11 [5376/45000]	Loss: 1.0373	LR: 0.100000
Training Epoch: 11 [5632/45000]	Loss: 1.0947	LR: 0.100000
Training Epoch: 11 [5888/45000]	Loss: 1.0416	LR: 0.100000
Training Epoch: 11 [6144/45000]	Loss: 0.8686	LR: 0.100000
Training Epoch: 11 [6400/45000]	Loss: 0.9821	LR: 0.100000
Training Epoch: 11 [6656/45000]	Loss: 1.0648	LR: 0.100000
Training Epoch: 11 [6912/45000]	Loss: 0.9839	LR: 0.100000
Training Epoch: 11 [7168/45000]	Loss: 1.0437	LR: 0.100000
Training Epoch: 11 [7424/45000]	Loss: 1.1774	LR: 0.100000
Training Epoch: 11 [7680/45000]	Loss: 0.9911	LR: 0.100000
Training Epoch: 11 [7936/45000]	Loss: 0.8775	LR: 0.100000
Training Epoch: 11 [8192/45000]	Loss: 1.0084	LR: 0.100000
Training Epoch: 11 [8448/45000]	Loss: 0.9879	LR: 0.100000
Training Epoch: 11 [8704/45000]	Loss: 0.9616	LR: 0.100000
Training Epoch: 11 [8960/45000]	Loss: 1.0888	LR: 0.100000
Training Epoch: 11 [9216/45000]	Loss: 0.9222	LR: 0.100000
Training Epoch: 11 [9472/45000]	Loss: 1.1180	LR: 0.100000
Training Epoch: 11 [9728/45000]	Loss: 1.1819	LR: 0.100000
Training Epoch: 11 [9984/45000]	Loss: 0.9413	LR: 0.100000
Training Epoch: 11 [10240/45000]	Loss: 1.0079	LR: 0.100000
Training Epoch: 11 [10496/45000]	Loss: 1.0065	LR: 0.100000
Training Epoch: 11 [10752/45000]	Loss: 0.9960	LR: 0.100000
Training Epoch: 11 [11008/45000]	Loss: 0.9548	LR: 0.100000
Training Epoch: 11 [11264/45000]	Loss: 0.9697	LR: 0.100000
Training Epoch: 11 [11520/45000]	Loss: 1.0830	LR: 0.100000
Training Epoch: 11 [11776/45000]	Loss: 0.9067	LR: 0.100000
Training Epoch: 11 [12032/45000]	Loss: 1.2084	LR: 0.100000
Training Epoch: 11 [12288/45000]	Loss: 0.8969	LR: 0.100000
Training Epoch: 11 [12544/45000]	Loss: 1.1309	LR: 0.100000
Training Epoch: 11 [12800/45000]	Loss: 1.0433	LR: 0.100000
Training Epoch: 11 [13056/45000]	Loss: 1.0976	LR: 0.100000
Training Epoch: 11 [13312/45000]	Loss: 0.9703	LR: 0.100000
Training Epoch: 11 [13568/45000]	Loss: 1.1435	LR: 0.100000
Training Epoch: 11 [13824/45000]	Loss: 1.0506	LR: 0.100000
Training Epoch: 11 [14080/45000]	Loss: 1.0019	LR: 0.100000
Training Epoch: 11 [14336/45000]	Loss: 1.1712	LR: 0.100000
Training Epoch: 11 [14592/45000]	Loss: 1.1625	LR: 0.100000
Training Epoch: 11 [14848/45000]	Loss: 0.9031	LR: 0.100000
Training Epoch: 11 [15104/45000]	Loss: 1.0220	LR: 0.100000
Training Epoch: 11 [15360/45000]	Loss: 1.1533	LR: 0.100000
Training Epoch: 11 [15616/45000]	Loss: 1.1085	LR: 0.100000
Training Epoch: 11 [15872/45000]	Loss: 1.0164	LR: 0.100000
Training Epoch: 11 [16128/45000]	Loss: 0.9814	LR: 0.100000
Training Epoch: 11 [16384/45000]	Loss: 0.9495	LR: 0.100000
Training Epoch: 11 [16640/45000]	Loss: 0.9436	LR: 0.100000
Training Epoch: 11 [16896/45000]	Loss: 1.0478	LR: 0.100000
Training Epoch: 11 [17152/45000]	Loss: 1.0365	LR: 0.100000
Training Epoch: 11 [17408/45000]	Loss: 1.1548	LR: 0.100000
Training Epoch: 11 [17664/45000]	Loss: 0.9104	LR: 0.100000
Training Epoch: 11 [17920/45000]	Loss: 1.1675	LR: 0.100000
Training Epoch: 11 [18176/45000]	Loss: 1.0807	LR: 0.100000
Training Epoch: 11 [18432/45000]	Loss: 0.9894	LR: 0.100000
Training Epoch: 11 [18688/45000]	Loss: 1.1103	LR: 0.100000
Training Epoch: 11 [18944/45000]	Loss: 1.0673	LR: 0.100000
Training Epoch: 11 [19200/45000]	Loss: 1.1784	LR: 0.100000
Training Epoch: 11 [19456/45000]	Loss: 1.0457	LR: 0.100000
Training Epoch: 11 [19712/45000]	Loss: 0.9322	LR: 0.100000
Training Epoch: 11 [19968/45000]	Loss: 1.0321	LR: 0.100000
Training Epoch: 11 [20224/45000]	Loss: 0.9747	LR: 0.100000
Training Epoch: 11 [20480/45000]	Loss: 1.0135	LR: 0.100000
Training Epoch: 11 [20736/45000]	Loss: 1.0750	LR: 0.100000
Training Epoch: 11 [20992/45000]	Loss: 1.0473	LR: 0.100000
Training Epoch: 11 [21248/45000]	Loss: 1.1177	LR: 0.100000
Training Epoch: 11 [21504/45000]	Loss: 1.0309	LR: 0.100000
Training Epoch: 11 [21760/45000]	Loss: 0.8905	LR: 0.100000
Training Epoch: 11 [22016/45000]	Loss: 1.1112	LR: 0.100000
Training Epoch: 11 [22272/45000]	Loss: 1.0178	LR: 0.100000
Training Epoch: 11 [22528/45000]	Loss: 1.0045	LR: 0.100000
Training Epoch: 11 [22784/45000]	Loss: 0.9235	LR: 0.100000
Training Epoch: 11 [23040/45000]	Loss: 1.0305	LR: 0.100000
Training Epoch: 11 [23296/45000]	Loss: 1.0667	LR: 0.100000
Training Epoch: 11 [23552/45000]	Loss: 1.0747	LR: 0.100000
Training Epoch: 11 [23808/45000]	Loss: 1.1538	LR: 0.100000
Training Epoch: 11 [24064/45000]	Loss: 1.1305	LR: 0.100000
Training Epoch: 11 [24320/45000]	Loss: 1.0527	LR: 0.100000
Training Epoch: 11 [24576/45000]	Loss: 0.9628	LR: 0.100000
Training Epoch: 11 [24832/45000]	Loss: 1.1236	LR: 0.100000
Training Epoch: 11 [25088/45000]	Loss: 1.0390	LR: 0.100000
Training Epoch: 11 [25344/45000]	Loss: 0.9797	LR: 0.100000
Training Epoch: 11 [25600/45000]	Loss: 1.1268	LR: 0.100000
Training Epoch: 11 [25856/45000]	Loss: 1.0976	LR: 0.100000
Training Epoch: 11 [26112/45000]	Loss: 1.0289	LR: 0.100000
Training Epoch: 11 [26368/45000]	Loss: 1.1856	LR: 0.100000
Training Epoch: 11 [26624/45000]	Loss: 0.8719	LR: 0.100000
Training Epoch: 11 [26880/45000]	Loss: 0.9913	LR: 0.100000
Training Epoch: 11 [27136/45000]	Loss: 1.1877	LR: 0.100000
Training Epoch: 11 [27392/45000]	Loss: 1.2568	LR: 0.100000
Training Epoch: 11 [27648/45000]	Loss: 1.1310	LR: 0.100000
Training Epoch: 11 [27904/45000]	Loss: 1.0599	LR: 0.100000
Training Epoch: 11 [28160/45000]	Loss: 1.1195	LR: 0.100000
Training Epoch: 11 [28416/45000]	Loss: 0.9479	LR: 0.100000
Training Epoch: 11 [28672/45000]	Loss: 0.9985	LR: 0.100000
Training Epoch: 11 [28928/45000]	Loss: 0.9678	LR: 0.100000
Training Epoch: 11 [29184/45000]	Loss: 1.0781	LR: 0.100000
Training Epoch: 11 [29440/45000]	Loss: 1.1029	LR: 0.100000
Training Epoch: 11 [29696/45000]	Loss: 1.0305	LR: 0.100000
Training Epoch: 11 [29952/45000]	Loss: 1.0614	LR: 0.100000
Training Epoch: 11 [30208/45000]	Loss: 0.9722	LR: 0.100000
Training Epoch: 11 [30464/45000]	Loss: 1.0897	LR: 0.100000
Training Epoch: 11 [30720/45000]	Loss: 1.0024	LR: 0.100000
Training Epoch: 11 [30976/45000]	Loss: 0.9734	LR: 0.100000
Training Epoch: 11 [31232/45000]	Loss: 0.9349	LR: 0.100000
Training Epoch: 11 [31488/45000]	Loss: 1.0285	LR: 0.100000
Training Epoch: 11 [31744/45000]	Loss: 0.9935	LR: 0.100000
Training Epoch: 11 [32000/45000]	Loss: 0.9566	LR: 0.100000
Training Epoch: 11 [32256/45000]	Loss: 1.1179	LR: 0.100000
Training Epoch: 11 [32512/45000]	Loss: 1.1073	LR: 0.100000
Training Epoch: 11 [32768/45000]	Loss: 0.9731	LR: 0.100000
Training Epoch: 11 [33024/45000]	Loss: 1.1056	LR: 0.100000
Training Epoch: 11 [33280/45000]	Loss: 1.2195	LR: 0.100000
Training Epoch: 11 [33536/45000]	Loss: 1.0183	LR: 0.100000
Training Epoch: 11 [33792/45000]	Loss: 1.1744	LR: 0.100000
Training Epoch: 11 [34048/45000]	Loss: 0.8966	LR: 0.100000
Training Epoch: 11 [34304/45000]	Loss: 0.9217	LR: 0.100000
Training Epoch: 11 [34560/45000]	Loss: 0.9868	LR: 0.100000
Training Epoch: 11 [34816/45000]	Loss: 1.2081	LR: 0.100000
Training Epoch: 11 [35072/45000]	Loss: 0.9438	LR: 0.100000
Training Epoch: 11 [35328/45000]	Loss: 1.0512	LR: 0.100000
Training Epoch: 11 [35584/45000]	Loss: 0.9237	LR: 0.100000
Training Epoch: 11 [35840/45000]	Loss: 1.0558	LR: 0.100000
Training Epoch: 11 [36096/45000]	Loss: 1.0290	LR: 0.100000
Training Epoch: 11 [36352/45000]	Loss: 0.9676	LR: 0.100000
Training Epoch: 11 [36608/45000]	Loss: 0.9887	LR: 0.100000
Training Epoch: 11 [36864/45000]	Loss: 1.0665	LR: 0.100000
Training Epoch: 11 [37120/45000]	Loss: 0.9192	LR: 0.100000
Training Epoch: 11 [37376/45000]	Loss: 0.9681	LR: 0.100000
Training Epoch: 11 [37632/45000]	Loss: 0.8941	LR: 0.100000
Training Epoch: 11 [37888/45000]	Loss: 1.0763	LR: 0.100000
Training Epoch: 11 [38144/45000]	Loss: 0.9196	LR: 0.100000
Training Epoch: 11 [38400/45000]	Loss: 1.1433	LR: 0.100000
Training Epoch: 11 [38656/45000]	Loss: 1.0639	LR: 0.100000
Training Epoch: 11 [38912/45000]	Loss: 0.9922	LR: 0.100000
Training Epoch: 11 [39168/45000]	Loss: 0.9312	LR: 0.100000
Training Epoch: 11 [39424/45000]	Loss: 0.9759	LR: 0.100000
Training Epoch: 11 [39680/45000]	Loss: 1.0932	LR: 0.100000
Training Epoch: 11 [39936/45000]	Loss: 1.1361	LR: 0.100000
Training Epoch: 11 [40192/45000]	Loss: 0.9871	LR: 0.100000
Training Epoch: 11 [40448/45000]	Loss: 0.9030	LR: 0.100000
Training Epoch: 11 [40704/45000]	Loss: 0.8969	LR: 0.100000
Training Epoch: 11 [40960/45000]	Loss: 1.0720	LR: 0.100000
Training Epoch: 11 [41216/45000]	Loss: 1.0485	LR: 0.100000
Training Epoch: 11 [41472/45000]	Loss: 1.0430	LR: 0.100000
Training Epoch: 11 [41728/45000]	Loss: 1.0582	LR: 0.100000
Training Epoch: 11 [41984/45000]	Loss: 0.8895	LR: 0.100000
Training Epoch: 11 [42240/45000]	Loss: 1.0581	LR: 0.100000
Training Epoch: 11 [42496/45000]	Loss: 0.9300	LR: 0.100000
Training Epoch: 11 [42752/45000]	Loss: 1.1845	LR: 0.100000
Training Epoch: 11 [43008/45000]	Loss: 1.1666	LR: 0.100000
Training Epoch: 11 [43264/45000]	Loss: 1.0945	LR: 0.100000
Training Epoch: 11 [43520/45000]	Loss: 1.0092	LR: 0.100000
Training Epoch: 11 [43776/45000]	Loss: 1.0990	LR: 0.100000
Training Epoch: 11 [44032/45000]	Loss: 1.0780	LR: 0.100000
Training Epoch: 11 [44288/45000]	Loss: 1.0359	LR: 0.100000
Training Epoch: 11 [44544/45000]	Loss: 0.9813	LR: 0.100000
Training Epoch: 11 [44800/45000]	Loss: 0.9400	LR: 0.100000
Training Epoch: 11 [45000/45000]	Loss: 1.0370	LR: 0.100000
Epoch 11 - Average Train Loss: 1.0367, Train Accuracy: 0.6617
Epoch 11 training time consumed: 26.99s
Evaluating Network.....
Test set: Epoch: 11, Average loss: 0.0060, Accuracy: 0.5642, Time consumed:0.88s
Training Epoch: 12 [256/45000]	Loss: 0.8579	LR: 0.100000
Training Epoch: 12 [512/45000]	Loss: 0.9313	LR: 0.100000
Training Epoch: 12 [768/45000]	Loss: 1.1178	LR: 0.100000
Training Epoch: 12 [1024/45000]	Loss: 1.0243	LR: 0.100000
Training Epoch: 12 [1280/45000]	Loss: 0.9521	LR: 0.100000
Training Epoch: 12 [1536/45000]	Loss: 1.0680	LR: 0.100000
Training Epoch: 12 [1792/45000]	Loss: 0.8595	LR: 0.100000
Training Epoch: 12 [2048/45000]	Loss: 0.9309	LR: 0.100000
Training Epoch: 12 [2304/45000]	Loss: 0.8070	LR: 0.100000
Training Epoch: 12 [2560/45000]	Loss: 1.0109	LR: 0.100000
Training Epoch: 12 [2816/45000]	Loss: 0.9093	LR: 0.100000
Training Epoch: 12 [3072/45000]	Loss: 0.9493	LR: 0.100000
Training Epoch: 12 [3328/45000]	Loss: 0.9211	LR: 0.100000
Training Epoch: 12 [3584/45000]	Loss: 1.1748	LR: 0.100000
Training Epoch: 12 [3840/45000]	Loss: 0.9329	LR: 0.100000
Training Epoch: 12 [4096/45000]	Loss: 0.9405	LR: 0.100000
Training Epoch: 12 [4352/45000]	Loss: 0.9205	LR: 0.100000
Training Epoch: 12 [4608/45000]	Loss: 1.0302	LR: 0.100000
Training Epoch: 12 [4864/45000]	Loss: 0.9667	LR: 0.100000
Training Epoch: 12 [5120/45000]	Loss: 1.1107	LR: 0.100000
Training Epoch: 12 [5376/45000]	Loss: 1.1141	LR: 0.100000
Training Epoch: 12 [5632/45000]	Loss: 1.1065	LR: 0.100000
Training Epoch: 12 [5888/45000]	Loss: 0.9240	LR: 0.100000
Training Epoch: 12 [6144/45000]	Loss: 1.1960	LR: 0.100000
Training Epoch: 12 [6400/45000]	Loss: 0.9962	LR: 0.100000
Training Epoch: 12 [6656/45000]	Loss: 1.0207	LR: 0.100000
Training Epoch: 12 [6912/45000]	Loss: 1.0413	LR: 0.100000
Training Epoch: 12 [7168/45000]	Loss: 1.0110	LR: 0.100000
Training Epoch: 12 [7424/45000]	Loss: 1.0246	LR: 0.100000
Training Epoch: 12 [7680/45000]	Loss: 0.9581	LR: 0.100000
Training Epoch: 12 [7936/45000]	Loss: 1.0838	LR: 0.100000
Training Epoch: 12 [8192/45000]	Loss: 0.9091	LR: 0.100000
Training Epoch: 12 [8448/45000]	Loss: 0.9886	LR: 0.100000
Training Epoch: 12 [8704/45000]	Loss: 0.8491	LR: 0.100000
Training Epoch: 12 [8960/45000]	Loss: 0.8537	LR: 0.100000
Training Epoch: 12 [9216/45000]	Loss: 1.1140	LR: 0.100000
Training Epoch: 12 [9472/45000]	Loss: 0.9637	LR: 0.100000
Training Epoch: 12 [9728/45000]	Loss: 0.9194	LR: 0.100000
Training Epoch: 12 [9984/45000]	Loss: 1.0934	LR: 0.100000
Training Epoch: 12 [10240/45000]	Loss: 1.1165	LR: 0.100000
Training Epoch: 12 [10496/45000]	Loss: 0.9690	LR: 0.100000
Training Epoch: 12 [10752/45000]	Loss: 0.9127	LR: 0.100000
Training Epoch: 12 [11008/45000]	Loss: 0.9414	LR: 0.100000
Training Epoch: 12 [11264/45000]	Loss: 1.0198	LR: 0.100000
Training Epoch: 12 [11520/45000]	Loss: 0.9319	LR: 0.100000
Training Epoch: 12 [11776/45000]	Loss: 1.0059	LR: 0.100000
Training Epoch: 12 [12032/45000]	Loss: 0.8874	LR: 0.100000
Training Epoch: 12 [12288/45000]	Loss: 0.9815	LR: 0.100000
Training Epoch: 12 [12544/45000]	Loss: 0.9957	LR: 0.100000
Training Epoch: 12 [12800/45000]	Loss: 0.8671	LR: 0.100000
Training Epoch: 12 [13056/45000]	Loss: 0.9355	LR: 0.100000
Training Epoch: 12 [13312/45000]	Loss: 0.9369	LR: 0.100000
Training Epoch: 12 [13568/45000]	Loss: 0.8956	LR: 0.100000
Training Epoch: 12 [13824/45000]	Loss: 1.0381	LR: 0.100000
Training Epoch: 12 [14080/45000]	Loss: 1.0045	LR: 0.100000
Training Epoch: 12 [14336/45000]	Loss: 1.0148	LR: 0.100000
Training Epoch: 12 [14592/45000]	Loss: 1.0647	LR: 0.100000
Training Epoch: 12 [14848/45000]	Loss: 1.1409	LR: 0.100000
Training Epoch: 12 [15104/45000]	Loss: 0.9465	LR: 0.100000
Training Epoch: 12 [15360/45000]	Loss: 1.0252	LR: 0.100000
Training Epoch: 12 [15616/45000]	Loss: 0.9769	LR: 0.100000
Training Epoch: 12 [15872/45000]	Loss: 0.9437	LR: 0.100000
Training Epoch: 12 [16128/45000]	Loss: 0.9761	LR: 0.100000
Training Epoch: 12 [16384/45000]	Loss: 1.1572	LR: 0.100000
Training Epoch: 12 [16640/45000]	Loss: 0.9904	LR: 0.100000
Training Epoch: 12 [16896/45000]	Loss: 1.0108	LR: 0.100000
Training Epoch: 12 [17152/45000]	Loss: 0.9003	LR: 0.100000
Training Epoch: 12 [17408/45000]	Loss: 0.9551	LR: 0.100000
Training Epoch: 12 [17664/45000]	Loss: 0.9567	LR: 0.100000
Training Epoch: 12 [17920/45000]	Loss: 0.9405	LR: 0.100000
Training Epoch: 12 [18176/45000]	Loss: 1.1023	LR: 0.100000
Training Epoch: 12 [18432/45000]	Loss: 0.9565	LR: 0.100000
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Training Epoch: 12 [26880/45000]	Loss: 1.0176	LR: 0.100000
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Training Epoch: 12 [27904/45000]	Loss: 0.9026	LR: 0.100000
Training Epoch: 12 [28160/45000]	Loss: 1.1278	LR: 0.100000
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Training Epoch: 12 [37376/45000]	Loss: 0.9673	LR: 0.100000
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Training Epoch: 12 [38144/45000]	Loss: 0.8942	LR: 0.100000
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Training Epoch: 12 [38656/45000]	Loss: 0.9617	LR: 0.100000
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Training Epoch: 12 [39168/45000]	Loss: 0.8677	LR: 0.100000
Training Epoch: 12 [39424/45000]	Loss: 0.9328	LR: 0.100000
Training Epoch: 12 [39680/45000]	Loss: 1.0135	LR: 0.100000
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Training Epoch: 12 [40192/45000]	Loss: 0.9651	LR: 0.100000
Training Epoch: 12 [40448/45000]	Loss: 0.9612	LR: 0.100000
Training Epoch: 12 [40704/45000]	Loss: 1.0265	LR: 0.100000
Training Epoch: 12 [40960/45000]	Loss: 1.0631	LR: 0.100000
Training Epoch: 12 [41216/45000]	Loss: 1.0104	LR: 0.100000
Training Epoch: 12 [41472/45000]	Loss: 1.0087	LR: 0.100000
Training Epoch: 12 [41728/45000]	Loss: 0.8557	LR: 0.100000
Training Epoch: 12 [41984/45000]	Loss: 0.9009	LR: 0.100000
Training Epoch: 12 [42240/45000]	Loss: 0.9814	LR: 0.100000
Training Epoch: 12 [42496/45000]	Loss: 1.0333	LR: 0.100000
Training Epoch: 12 [42752/45000]	Loss: 0.8894	LR: 0.100000
Training Epoch: 12 [43008/45000]	Loss: 1.0388	LR: 0.100000
Training Epoch: 12 [43264/45000]	Loss: 0.9538	LR: 0.100000
Training Epoch: 12 [43520/45000]	Loss: 0.9261	LR: 0.100000
Training Epoch: 12 [43776/45000]	Loss: 0.9448	LR: 0.100000
Training Epoch: 12 [44032/45000]	Loss: 0.9749	LR: 0.100000
Training Epoch: 12 [44288/45000]	Loss: 0.8793	LR: 0.100000
Training Epoch: 12 [44544/45000]	Loss: 0.9687	LR: 0.100000
Training Epoch: 12 [44800/45000]	Loss: 1.0087	LR: 0.100000
Training Epoch: 12 [45000/45000]	Loss: 1.1375	LR: 0.100000
Epoch 12 - Average Train Loss: 0.9920, Train Accuracy: 0.6792
Epoch 12 training time consumed: 27.01s
Evaluating Network.....
Test set: Epoch: 12, Average loss: 0.0044, Accuracy: 0.6529, Time consumed:0.93s
Saving weights file to checkpoint/retrain/ResNet18/Sunday_13_July_2025_16h_56m_41s/ResNet18-Cifar20-seed3-ret100-12-best.pth
Training Epoch: 13 [256/45000]	Loss: 0.8955	LR: 0.100000
Training Epoch: 13 [512/45000]	Loss: 0.8160	LR: 0.100000
Training Epoch: 13 [768/45000]	Loss: 0.8965	LR: 0.100000
Training Epoch: 13 [1024/45000]	Loss: 0.9495	LR: 0.100000
Training Epoch: 13 [1280/45000]	Loss: 0.8195	LR: 0.100000
Training Epoch: 13 [1536/45000]	Loss: 1.1977	LR: 0.100000
Training Epoch: 13 [1792/45000]	Loss: 0.9290	LR: 0.100000
Training Epoch: 13 [2048/45000]	Loss: 1.0799	LR: 0.100000
Training Epoch: 13 [2304/45000]	Loss: 0.9384	LR: 0.100000
Training Epoch: 13 [2560/45000]	Loss: 0.9046	LR: 0.100000
Training Epoch: 13 [2816/45000]	Loss: 0.9133	LR: 0.100000
Training Epoch: 13 [3072/45000]	Loss: 0.8757	LR: 0.100000
Training Epoch: 13 [3328/45000]	Loss: 0.8491	LR: 0.100000
Training Epoch: 13 [3584/45000]	Loss: 0.9076	LR: 0.100000
Training Epoch: 13 [3840/45000]	Loss: 0.9560	LR: 0.100000
Training Epoch: 13 [4096/45000]	Loss: 0.9252	LR: 0.100000
Training Epoch: 13 [4352/45000]	Loss: 0.9965	LR: 0.100000
Training Epoch: 13 [4608/45000]	Loss: 1.0516	LR: 0.100000
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Training Epoch: 13 [5888/45000]	Loss: 0.9267	LR: 0.100000
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Training Epoch: 13 [19200/45000]	Loss: 0.9040	LR: 0.100000
Training Epoch: 13 [19456/45000]	Loss: 0.9558	LR: 0.100000
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Training Epoch: 13 [20224/45000]	Loss: 0.9988	LR: 0.100000
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Training Epoch: 13 [20736/45000]	Loss: 0.9448	LR: 0.100000
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Training Epoch: 13 [24320/45000]	Loss: 0.8889	LR: 0.100000
Training Epoch: 13 [24576/45000]	Loss: 0.9348	LR: 0.100000
Training Epoch: 13 [24832/45000]	Loss: 1.0692	LR: 0.100000
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Training Epoch: 13 [26112/45000]	Loss: 0.8952	LR: 0.100000
Training Epoch: 13 [26368/45000]	Loss: 0.9702	LR: 0.100000
Training Epoch: 13 [26624/45000]	Loss: 0.9257	LR: 0.100000
Training Epoch: 13 [26880/45000]	Loss: 1.0343	LR: 0.100000
Training Epoch: 13 [27136/45000]	Loss: 0.8900	LR: 0.100000
Training Epoch: 13 [27392/45000]	Loss: 1.1923	LR: 0.100000
Training Epoch: 13 [27648/45000]	Loss: 1.0343	LR: 0.100000
Training Epoch: 13 [27904/45000]	Loss: 0.9020	LR: 0.100000
Training Epoch: 13 [28160/45000]	Loss: 1.0496	LR: 0.100000
Training Epoch: 13 [28416/45000]	Loss: 1.0137	LR: 0.100000
Training Epoch: 13 [28672/45000]	Loss: 0.8962	LR: 0.100000
Training Epoch: 13 [28928/45000]	Loss: 1.0273	LR: 0.100000
Training Epoch: 13 [29184/45000]	Loss: 1.0618	LR: 0.100000
Training Epoch: 13 [29440/45000]	Loss: 0.8915	LR: 0.100000
Training Epoch: 13 [29696/45000]	Loss: 0.9305	LR: 0.100000
Training Epoch: 13 [29952/45000]	Loss: 0.9808	LR: 0.100000
Training Epoch: 13 [30208/45000]	Loss: 0.8982	LR: 0.100000
Training Epoch: 13 [30464/45000]	Loss: 0.9200	LR: 0.100000
Training Epoch: 13 [30720/45000]	Loss: 1.0075	LR: 0.100000
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Training Epoch: 13 [31232/45000]	Loss: 1.0143	LR: 0.100000
Training Epoch: 13 [31488/45000]	Loss: 0.9955	LR: 0.100000
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Training Epoch: 13 [32000/45000]	Loss: 1.0620	LR: 0.100000
Training Epoch: 13 [32256/45000]	Loss: 0.9536	LR: 0.100000
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Training Epoch: 13 [32768/45000]	Loss: 1.0811	LR: 0.100000
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Training Epoch: 13 [33536/45000]	Loss: 0.8690	LR: 0.100000
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Training Epoch: 13 [35328/45000]	Loss: 0.8942	LR: 0.100000
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Training Epoch: 13 [36352/45000]	Loss: 0.9092	LR: 0.100000
Training Epoch: 13 [36608/45000]	Loss: 0.9014	LR: 0.100000
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Training Epoch: 13 [37120/45000]	Loss: 0.8716	LR: 0.100000
Training Epoch: 13 [37376/45000]	Loss: 0.8074	LR: 0.100000
Training Epoch: 13 [37632/45000]	Loss: 1.0063	LR: 0.100000
Training Epoch: 13 [37888/45000]	Loss: 1.0106	LR: 0.100000
Training Epoch: 13 [38144/45000]	Loss: 0.8859	LR: 0.100000
Training Epoch: 13 [38400/45000]	Loss: 0.9374	LR: 0.100000
Training Epoch: 13 [38656/45000]	Loss: 0.8459	LR: 0.100000
Training Epoch: 13 [38912/45000]	Loss: 0.9475	LR: 0.100000
Training Epoch: 13 [39168/45000]	Loss: 0.8498	LR: 0.100000
Training Epoch: 13 [39424/45000]	Loss: 1.0325	LR: 0.100000
Training Epoch: 13 [39680/45000]	Loss: 1.0990	LR: 0.100000
Training Epoch: 13 [39936/45000]	Loss: 1.0443	LR: 0.100000
Training Epoch: 13 [40192/45000]	Loss: 0.8485	LR: 0.100000
Training Epoch: 13 [40448/45000]	Loss: 1.0719	LR: 0.100000
Training Epoch: 13 [40704/45000]	Loss: 0.8660	LR: 0.100000
Training Epoch: 13 [40960/45000]	Loss: 0.9106	LR: 0.100000
Training Epoch: 13 [41216/45000]	Loss: 1.0311	LR: 0.100000
Training Epoch: 13 [41472/45000]	Loss: 0.9614	LR: 0.100000
Training Epoch: 13 [41728/45000]	Loss: 0.9200	LR: 0.100000
Training Epoch: 13 [41984/45000]	Loss: 0.9907	LR: 0.100000
Training Epoch: 13 [42240/45000]	Loss: 0.9098	LR: 0.100000
Training Epoch: 13 [42496/45000]	Loss: 0.8723	LR: 0.100000
Training Epoch: 13 [42752/45000]	Loss: 1.1089	LR: 0.100000
Training Epoch: 13 [43008/45000]	Loss: 0.9691	LR: 0.100000
Training Epoch: 13 [43264/45000]	Loss: 0.9167	LR: 0.100000
Training Epoch: 13 [43520/45000]	Loss: 0.8138	LR: 0.100000
Training Epoch: 13 [43776/45000]	Loss: 0.9560	LR: 0.100000
Training Epoch: 13 [44032/45000]	Loss: 0.8777	LR: 0.100000
Training Epoch: 13 [44288/45000]	Loss: 0.9465	LR: 0.100000
Training Epoch: 13 [44544/45000]	Loss: 0.9889	LR: 0.100000
Training Epoch: 13 [44800/45000]	Loss: 0.9042	LR: 0.100000
Training Epoch: 13 [45000/45000]	Loss: 1.0933	LR: 0.100000
Epoch 13 - Average Train Loss: 0.9524, Train Accuracy: 0.6927
Epoch 13 training time consumed: 27.05s
Evaluating Network.....
Test set: Epoch: 13, Average loss: 0.0045, Accuracy: 0.6371, Time consumed:1.03s
Training Epoch: 14 [256/45000]	Loss: 0.8866	LR: 0.100000
Training Epoch: 14 [512/45000]	Loss: 0.9176	LR: 0.100000
Training Epoch: 14 [768/45000]	Loss: 0.8863	LR: 0.100000
Training Epoch: 14 [1024/45000]	Loss: 0.7464	LR: 0.100000
Training Epoch: 14 [1280/45000]	Loss: 0.8066	LR: 0.100000
Training Epoch: 14 [1536/45000]	Loss: 1.0638	LR: 0.100000
Training Epoch: 14 [1792/45000]	Loss: 0.9000	LR: 0.100000
Training Epoch: 14 [2048/45000]	Loss: 0.8821	LR: 0.100000
Training Epoch: 14 [2304/45000]	Loss: 0.9096	LR: 0.100000
Training Epoch: 14 [2560/45000]	Loss: 0.8347	LR: 0.100000
Training Epoch: 14 [2816/45000]	Loss: 0.8482	LR: 0.100000
Training Epoch: 14 [3072/45000]	Loss: 0.9145	LR: 0.100000
Training Epoch: 14 [3328/45000]	Loss: 0.8458	LR: 0.100000
Training Epoch: 14 [3584/45000]	Loss: 0.8437	LR: 0.100000
Training Epoch: 14 [3840/45000]	Loss: 0.9422	LR: 0.100000
Training Epoch: 14 [4096/45000]	Loss: 0.8349	LR: 0.100000
Training Epoch: 14 [4352/45000]	Loss: 0.8011	LR: 0.100000
Training Epoch: 14 [4608/45000]	Loss: 0.8664	LR: 0.100000
Training Epoch: 14 [4864/45000]	Loss: 0.8523	LR: 0.100000
Training Epoch: 14 [5120/45000]	Loss: 0.9438	LR: 0.100000
Training Epoch: 14 [5376/45000]	Loss: 0.8769	LR: 0.100000
Training Epoch: 14 [5632/45000]	Loss: 0.9481	LR: 0.100000
Training Epoch: 14 [5888/45000]	Loss: 0.9852	LR: 0.100000
Training Epoch: 14 [6144/45000]	Loss: 0.7458	LR: 0.100000
Training Epoch: 14 [6400/45000]	Loss: 0.8557	LR: 0.100000
Training Epoch: 14 [6656/45000]	Loss: 0.9249	LR: 0.100000
Training Epoch: 14 [6912/45000]	Loss: 0.8576	LR: 0.100000
Training Epoch: 14 [7168/45000]	Loss: 0.7677	LR: 0.100000
Training Epoch: 14 [7424/45000]	Loss: 0.9687	LR: 0.100000
Training Epoch: 14 [7680/45000]	Loss: 0.9133	LR: 0.100000
Training Epoch: 14 [7936/45000]	Loss: 0.8680	LR: 0.100000
Training Epoch: 14 [8192/45000]	Loss: 0.8442	LR: 0.100000
Training Epoch: 14 [8448/45000]	Loss: 0.8290	LR: 0.100000
Training Epoch: 14 [8704/45000]	Loss: 0.9452	LR: 0.100000
Training Epoch: 14 [8960/45000]	Loss: 0.9585	LR: 0.100000
Training Epoch: 14 [9216/45000]	Loss: 0.9306	LR: 0.100000
Training Epoch: 14 [9472/45000]	Loss: 0.8627	LR: 0.100000
Training Epoch: 14 [9728/45000]	Loss: 0.8565	LR: 0.100000
Training Epoch: 14 [9984/45000]	Loss: 0.9212	LR: 0.100000
Training Epoch: 14 [10240/45000]	Loss: 0.8884	LR: 0.100000
Training Epoch: 14 [10496/45000]	Loss: 0.9514	LR: 0.100000
Training Epoch: 14 [10752/45000]	Loss: 0.8523	LR: 0.100000
Training Epoch: 14 [11008/45000]	Loss: 0.7970	LR: 0.100000
Training Epoch: 14 [11264/45000]	Loss: 0.8646	LR: 0.100000
Training Epoch: 14 [11520/45000]	Loss: 1.0066	LR: 0.100000
Training Epoch: 14 [11776/45000]	Loss: 0.8604	LR: 0.100000
Training Epoch: 14 [12032/45000]	Loss: 0.9613	LR: 0.100000
Training Epoch: 14 [12288/45000]	Loss: 0.8501	LR: 0.100000
Training Epoch: 14 [12544/45000]	Loss: 0.8345	LR: 0.100000
Training Epoch: 14 [12800/45000]	Loss: 0.9848	LR: 0.100000
Training Epoch: 14 [13056/45000]	Loss: 1.0271	LR: 0.100000
Training Epoch: 14 [13312/45000]	Loss: 0.8721	LR: 0.100000
Training Epoch: 14 [13568/45000]	Loss: 0.9573	LR: 0.100000
Training Epoch: 14 [13824/45000]	Loss: 0.7773	LR: 0.100000
Training Epoch: 14 [14080/45000]	Loss: 0.8790	LR: 0.100000
Training Epoch: 14 [14336/45000]	Loss: 0.7932	LR: 0.100000
Training Epoch: 14 [14592/45000]	Loss: 0.9535	LR: 0.100000
Training Epoch: 14 [14848/45000]	Loss: 0.8274	LR: 0.100000
Training Epoch: 14 [15104/45000]	Loss: 0.8615	LR: 0.100000
Training Epoch: 14 [15360/45000]	Loss: 0.9292	LR: 0.100000
Training Epoch: 14 [15616/45000]	Loss: 0.8960	LR: 0.100000
Training Epoch: 14 [15872/45000]	Loss: 0.9625	LR: 0.100000
Training Epoch: 14 [16128/45000]	Loss: 0.8552	LR: 0.100000
Training Epoch: 14 [16384/45000]	Loss: 0.8699	LR: 0.100000
Training Epoch: 14 [16640/45000]	Loss: 0.9713	LR: 0.100000
Training Epoch: 14 [16896/45000]	Loss: 0.9306	LR: 0.100000
Training Epoch: 14 [17152/45000]	Loss: 0.8894	LR: 0.100000
Training Epoch: 14 [17408/45000]	Loss: 0.9263	LR: 0.100000
Training Epoch: 14 [17664/45000]	Loss: 0.9752	LR: 0.100000
Training Epoch: 14 [17920/45000]	Loss: 1.0431	LR: 0.100000
Training Epoch: 14 [18176/45000]	Loss: 0.9430	LR: 0.100000
Training Epoch: 14 [18432/45000]	Loss: 0.9690	LR: 0.100000
Training Epoch: 14 [18688/45000]	Loss: 0.8493	LR: 0.100000
Training Epoch: 14 [18944/45000]	Loss: 0.9580	LR: 0.100000
Training Epoch: 14 [19200/45000]	Loss: 0.9748	LR: 0.100000
Training Epoch: 14 [19456/45000]	Loss: 0.8902	LR: 0.100000
Training Epoch: 14 [19712/45000]	Loss: 0.9686	LR: 0.100000
Training Epoch: 14 [19968/45000]	Loss: 0.9751	LR: 0.100000
Training Epoch: 14 [20224/45000]	Loss: 0.9316	LR: 0.100000
Training Epoch: 14 [20480/45000]	Loss: 0.8996	LR: 0.100000
Training Epoch: 14 [20736/45000]	Loss: 0.9355	LR: 0.100000
Training Epoch: 14 [20992/45000]	Loss: 0.9561	LR: 0.100000
Training Epoch: 14 [21248/45000]	Loss: 0.9867	LR: 0.100000
Training Epoch: 14 [21504/45000]	Loss: 1.0307	LR: 0.100000
Training Epoch: 14 [21760/45000]	Loss: 0.8526	LR: 0.100000
Training Epoch: 14 [22016/45000]	Loss: 0.9270	LR: 0.100000
Training Epoch: 14 [22272/45000]	Loss: 0.8917	LR: 0.100000
Training Epoch: 14 [22528/45000]	Loss: 0.9655	LR: 0.100000
Training Epoch: 14 [22784/45000]	Loss: 0.9881	LR: 0.100000
Training Epoch: 14 [23040/45000]	Loss: 1.0556	LR: 0.100000
Training Epoch: 14 [23296/45000]	Loss: 0.7716	LR: 0.100000
Training Epoch: 14 [23552/45000]	Loss: 0.9907	LR: 0.100000
Training Epoch: 14 [23808/45000]	Loss: 0.9424	LR: 0.100000
Training Epoch: 14 [24064/45000]	Loss: 0.8975	LR: 0.100000
Training Epoch: 14 [24320/45000]	Loss: 0.9819	LR: 0.100000
Training Epoch: 14 [24576/45000]	Loss: 0.8690	LR: 0.100000
Training Epoch: 14 [24832/45000]	Loss: 0.8563	LR: 0.100000
Training Epoch: 14 [25088/45000]	Loss: 1.0323	LR: 0.100000
Training Epoch: 14 [25344/45000]	Loss: 0.7701	LR: 0.100000
Training Epoch: 14 [25600/45000]	Loss: 0.9458	LR: 0.100000
Training Epoch: 14 [25856/45000]	Loss: 0.9358	LR: 0.100000
Training Epoch: 14 [26112/45000]	Loss: 0.9501	LR: 0.100000
Training Epoch: 14 [26368/45000]	Loss: 0.7650	LR: 0.100000
Training Epoch: 14 [26624/45000]	Loss: 1.0353	LR: 0.100000
Training Epoch: 14 [26880/45000]	Loss: 0.8659	LR: 0.100000
Training Epoch: 14 [27136/45000]	Loss: 0.9312	LR: 0.100000
Training Epoch: 14 [27392/45000]	Loss: 0.7577	LR: 0.100000
Training Epoch: 14 [27648/45000]	Loss: 0.9933	LR: 0.100000
Training Epoch: 14 [27904/45000]	Loss: 0.9484	LR: 0.100000
Training Epoch: 14 [28160/45000]	Loss: 0.8955	LR: 0.100000
Training Epoch: 14 [28416/45000]	Loss: 0.9259	LR: 0.100000
Training Epoch: 14 [28672/45000]	Loss: 0.7803	LR: 0.100000
Training Epoch: 14 [28928/45000]	Loss: 0.8171	LR: 0.100000
Training Epoch: 14 [29184/45000]	Loss: 1.0512	LR: 0.100000
Training Epoch: 14 [29440/45000]	Loss: 0.9217	LR: 0.100000
Training Epoch: 14 [29696/45000]	Loss: 0.9458	LR: 0.100000
Training Epoch: 14 [29952/45000]	Loss: 0.8130	LR: 0.100000
Training Epoch: 14 [30208/45000]	Loss: 1.0492	LR: 0.100000
Training Epoch: 14 [30464/45000]	Loss: 0.8097	LR: 0.100000
Training Epoch: 14 [30720/45000]	Loss: 0.8659	LR: 0.100000
Training Epoch: 14 [30976/45000]	Loss: 0.7923	LR: 0.100000
Training Epoch: 14 [31232/45000]	Loss: 0.9720	LR: 0.100000
Training Epoch: 14 [31488/45000]	Loss: 0.8944	LR: 0.100000
Training Epoch: 14 [31744/45000]	Loss: 0.7833	LR: 0.100000
Training Epoch: 14 [32000/45000]	Loss: 0.8862	LR: 0.100000
Training Epoch: 14 [32256/45000]	Loss: 0.8857	LR: 0.100000
Training Epoch: 14 [32512/45000]	Loss: 0.9376	LR: 0.100000
Training Epoch: 14 [32768/45000]	Loss: 0.8185	LR: 0.100000
Training Epoch: 14 [33024/45000]	Loss: 1.1142	LR: 0.100000
Training Epoch: 14 [33280/45000]	Loss: 0.9270	LR: 0.100000
Training Epoch: 14 [33536/45000]	Loss: 1.0668	LR: 0.100000
Training Epoch: 14 [33792/45000]	Loss: 1.0080	LR: 0.100000
Training Epoch: 14 [34048/45000]	Loss: 0.8533	LR: 0.100000
Training Epoch: 14 [34304/45000]	Loss: 0.8474	LR: 0.100000
Training Epoch: 14 [34560/45000]	Loss: 0.8998	LR: 0.100000
Training Epoch: 14 [34816/45000]	Loss: 0.8331	LR: 0.100000
Training Epoch: 14 [35072/45000]	Loss: 0.9129	LR: 0.100000
Training Epoch: 14 [35328/45000]	Loss: 0.8921	LR: 0.100000
Training Epoch: 14 [35584/45000]	Loss: 0.9017	LR: 0.100000
Training Epoch: 14 [35840/45000]	Loss: 0.9691	LR: 0.100000
Training Epoch: 14 [36096/45000]	Loss: 0.9137	LR: 0.100000
Training Epoch: 14 [36352/45000]	Loss: 0.9880	LR: 0.100000
Training Epoch: 14 [36608/45000]	Loss: 0.9273	LR: 0.100000
Training Epoch: 14 [36864/45000]	Loss: 0.9847	LR: 0.100000
Training Epoch: 14 [37120/45000]	Loss: 0.9282	LR: 0.100000
Training Epoch: 14 [37376/45000]	Loss: 0.7923	LR: 0.100000
Training Epoch: 14 [37632/45000]	Loss: 0.9330	LR: 0.100000
Training Epoch: 14 [37888/45000]	Loss: 1.0083	LR: 0.100000
Training Epoch: 14 [38144/45000]	Loss: 1.1590	LR: 0.100000
Training Epoch: 14 [38400/45000]	Loss: 0.8900	LR: 0.100000
Training Epoch: 14 [38656/45000]	Loss: 1.0510	LR: 0.100000
Training Epoch: 14 [38912/45000]	Loss: 0.9309	LR: 0.100000
Training Epoch: 14 [39168/45000]	Loss: 0.9634	LR: 0.100000
Training Epoch: 14 [39424/45000]	Loss: 0.9841	LR: 0.100000
Training Epoch: 14 [39680/45000]	Loss: 0.9866	LR: 0.100000
Training Epoch: 14 [39936/45000]	Loss: 1.0030	LR: 0.100000
Training Epoch: 14 [40192/45000]	Loss: 0.8845	LR: 0.100000
Training Epoch: 14 [40448/45000]	Loss: 0.9873	LR: 0.100000
Training Epoch: 14 [40704/45000]	Loss: 0.8293	LR: 0.100000
Training Epoch: 14 [40960/45000]	Loss: 0.8882	LR: 0.100000
Training Epoch: 14 [41216/45000]	Loss: 1.0486	LR: 0.100000
Training Epoch: 14 [41472/45000]	Loss: 1.0029	LR: 0.100000
Training Epoch: 14 [41728/45000]	Loss: 0.9715	LR: 0.100000
Training Epoch: 14 [41984/45000]	Loss: 0.9104	LR: 0.100000
Training Epoch: 14 [42240/45000]	Loss: 0.9002	LR: 0.100000
Training Epoch: 14 [42496/45000]	Loss: 0.9717	LR: 0.100000
Training Epoch: 14 [42752/45000]	Loss: 0.9799	LR: 0.100000
Training Epoch: 14 [43008/45000]	Loss: 0.9169	LR: 0.100000
Training Epoch: 14 [43264/45000]	Loss: 0.9886	LR: 0.100000
Training Epoch: 14 [43520/45000]	Loss: 1.0261	LR: 0.100000
Training Epoch: 14 [43776/45000]	Loss: 0.9415	LR: 0.100000
Training Epoch: 14 [44032/45000]	Loss: 0.8886	LR: 0.100000
Training Epoch: 14 [44288/45000]	Loss: 0.8951	LR: 0.100000
Training Epoch: 14 [44544/45000]	Loss: 0.9225	LR: 0.100000
Training Epoch: 14 [44800/45000]	Loss: 0.8253	LR: 0.100000
Training Epoch: 14 [45000/45000]	Loss: 0.7535	LR: 0.100000
Epoch 14 - Average Train Loss: 0.9131, Train Accuracy: 0.7026
Epoch 14 training time consumed: 27.06s
Evaluating Network.....
Test set: Epoch: 14, Average loss: 0.0046, Accuracy: 0.6343, Time consumed:0.87s
Training Epoch: 15 [256/45000]	Loss: 0.8774	LR: 0.020000
Training Epoch: 15 [512/45000]	Loss: 0.9368	LR: 0.020000
Training Epoch: 15 [768/45000]	Loss: 0.7134	LR: 0.020000
Training Epoch: 15 [1024/45000]	Loss: 0.9638	LR: 0.020000
Training Epoch: 15 [1280/45000]	Loss: 0.9657	LR: 0.020000
Training Epoch: 15 [1536/45000]	Loss: 0.8472	LR: 0.020000
Training Epoch: 15 [1792/45000]	Loss: 0.7857	LR: 0.020000
Training Epoch: 15 [2048/45000]	Loss: 0.8029	LR: 0.020000
Training Epoch: 15 [2304/45000]	Loss: 0.7880	LR: 0.020000
Training Epoch: 15 [2560/45000]	Loss: 0.6588	LR: 0.020000
Training Epoch: 15 [2816/45000]	Loss: 0.7668	LR: 0.020000
Training Epoch: 15 [3072/45000]	Loss: 0.8444	LR: 0.020000
Training Epoch: 15 [3328/45000]	Loss: 0.7400	LR: 0.020000
Training Epoch: 15 [3584/45000]	Loss: 0.7210	LR: 0.020000
Training Epoch: 15 [3840/45000]	Loss: 0.7329	LR: 0.020000
Training Epoch: 15 [4096/45000]	Loss: 0.6884	LR: 0.020000
Training Epoch: 15 [4352/45000]	Loss: 0.5952	LR: 0.020000
Training Epoch: 15 [4608/45000]	Loss: 0.6666	LR: 0.020000
Training Epoch: 15 [4864/45000]	Loss: 0.7024	LR: 0.020000
Training Epoch: 15 [5120/45000]	Loss: 0.8735	LR: 0.020000
Training Epoch: 15 [5376/45000]	Loss: 0.7372	LR: 0.020000
Training Epoch: 15 [5632/45000]	Loss: 0.7065	LR: 0.020000
Training Epoch: 15 [5888/45000]	Loss: 0.7766	LR: 0.020000
Training Epoch: 15 [6144/45000]	Loss: 0.7343	LR: 0.020000
Training Epoch: 15 [6400/45000]	Loss: 0.6466	LR: 0.020000
Training Epoch: 15 [6656/45000]	Loss: 0.7920	LR: 0.020000
Training Epoch: 15 [6912/45000]	Loss: 0.7857	LR: 0.020000
Training Epoch: 15 [7168/45000]	Loss: 0.6674	LR: 0.020000
Training Epoch: 15 [7424/45000]	Loss: 0.6350	LR: 0.020000
Training Epoch: 15 [7680/45000]	Loss: 0.6860	LR: 0.020000
Training Epoch: 15 [7936/45000]	Loss: 0.7936	LR: 0.020000
Training Epoch: 15 [8192/45000]	Loss: 0.7540	LR: 0.020000
Training Epoch: 15 [8448/45000]	Loss: 0.6831	LR: 0.020000
Training Epoch: 15 [8704/45000]	Loss: 0.6945	LR: 0.020000
Training Epoch: 15 [8960/45000]	Loss: 0.6011	LR: 0.020000
Training Epoch: 15 [9216/45000]	Loss: 0.6980	LR: 0.020000
Training Epoch: 15 [9472/45000]	Loss: 0.7059	LR: 0.020000
Training Epoch: 15 [9728/45000]	Loss: 0.6522	LR: 0.020000
Training Epoch: 15 [9984/45000]	Loss: 0.6721	LR: 0.020000
Training Epoch: 15 [10240/45000]	Loss: 0.7225	LR: 0.020000
Training Epoch: 15 [10496/45000]	Loss: 0.6808	LR: 0.020000
Training Epoch: 15 [10752/45000]	Loss: 0.7192	LR: 0.020000
Training Epoch: 15 [11008/45000]	Loss: 0.6478	LR: 0.020000
Training Epoch: 15 [11264/45000]	Loss: 0.7291	LR: 0.020000
Training Epoch: 15 [11520/45000]	Loss: 0.6549	LR: 0.020000
Training Epoch: 15 [11776/45000]	Loss: 0.7624	LR: 0.020000
Training Epoch: 15 [12032/45000]	Loss: 0.6946	LR: 0.020000
Training Epoch: 15 [12288/45000]	Loss: 0.7308	LR: 0.020000
Training Epoch: 15 [12544/45000]	Loss: 0.6921	LR: 0.020000
Training Epoch: 15 [12800/45000]	Loss: 0.6391	LR: 0.020000
Training Epoch: 15 [13056/45000]	Loss: 0.6636	LR: 0.020000
Training Epoch: 15 [13312/45000]	Loss: 0.8421	LR: 0.020000
Training Epoch: 15 [13568/45000]	Loss: 0.6945	LR: 0.020000
Training Epoch: 15 [13824/45000]	Loss: 0.5800	LR: 0.020000
Training Epoch: 15 [14080/45000]	Loss: 0.6705	LR: 0.020000
Training Epoch: 15 [14336/45000]	Loss: 0.5727	LR: 0.020000
Training Epoch: 15 [14592/45000]	Loss: 0.7912	LR: 0.020000
Training Epoch: 15 [14848/45000]	Loss: 0.9075	LR: 0.020000
Training Epoch: 15 [15104/45000]	Loss: 0.5750	LR: 0.020000
Training Epoch: 15 [15360/45000]	Loss: 0.6470	LR: 0.020000
Training Epoch: 15 [15616/45000]	Loss: 0.7200	LR: 0.020000
Training Epoch: 15 [15872/45000]	Loss: 0.6843	LR: 0.020000
Training Epoch: 15 [16128/45000]	Loss: 0.7091	LR: 0.020000
Training Epoch: 15 [16384/45000]	Loss: 0.6733	LR: 0.020000
Training Epoch: 15 [16640/45000]	Loss: 0.6938	LR: 0.020000
Training Epoch: 15 [16896/45000]	Loss: 0.6996	LR: 0.020000
Training Epoch: 15 [17152/45000]	Loss: 0.5456	LR: 0.020000
Training Epoch: 15 [17408/45000]	Loss: 0.7392	LR: 0.020000
Training Epoch: 15 [17664/45000]	Loss: 0.6657	LR: 0.020000
Training Epoch: 15 [17920/45000]	Loss: 0.7605	LR: 0.020000
Training Epoch: 15 [18176/45000]	Loss: 0.6355	LR: 0.020000
Training Epoch: 15 [18432/45000]	Loss: 0.6884	LR: 0.020000
Training Epoch: 15 [18688/45000]	Loss: 0.6623	LR: 0.020000
Training Epoch: 15 [18944/45000]	Loss: 0.6495	LR: 0.020000
Training Epoch: 15 [19200/45000]	Loss: 0.7193	LR: 0.020000
Training Epoch: 15 [19456/45000]	Loss: 0.6533	LR: 0.020000
Training Epoch: 15 [19712/45000]	Loss: 0.6495	LR: 0.020000
Training Epoch: 15 [19968/45000]	Loss: 0.7250	LR: 0.020000
Training Epoch: 15 [20224/45000]	Loss: 0.6194	LR: 0.020000
Training Epoch: 15 [20480/45000]	Loss: 0.7042	LR: 0.020000
Training Epoch: 15 [20736/45000]	Loss: 0.7055	LR: 0.020000
Training Epoch: 15 [20992/45000]	Loss: 0.6566	LR: 0.020000
Training Epoch: 15 [21248/45000]	Loss: 0.6204	LR: 0.020000
Training Epoch: 15 [21504/45000]	Loss: 0.6584	LR: 0.020000
Training Epoch: 15 [21760/45000]	Loss: 0.6575	LR: 0.020000
Training Epoch: 15 [22016/45000]	Loss: 0.6810	LR: 0.020000
Training Epoch: 15 [22272/45000]	Loss: 0.7151	LR: 0.020000
Training Epoch: 15 [22528/45000]	Loss: 0.6203	LR: 0.020000
Training Epoch: 15 [22784/45000]	Loss: 0.5663	LR: 0.020000
Training Epoch: 15 [23040/45000]	Loss: 0.5998	LR: 0.020000
Training Epoch: 15 [23296/45000]	Loss: 0.5101	LR: 0.020000
Training Epoch: 15 [23552/45000]	Loss: 0.6194	LR: 0.020000
Training Epoch: 15 [23808/45000]	Loss: 0.6322	LR: 0.020000
Training Epoch: 15 [24064/45000]	Loss: 0.6675	LR: 0.020000
Training Epoch: 15 [24320/45000]	Loss: 0.5973	LR: 0.020000
Training Epoch: 15 [24576/45000]	Loss: 0.5692	LR: 0.020000
Training Epoch: 15 [24832/45000]	Loss: 0.6427	LR: 0.020000
Training Epoch: 15 [25088/45000]	Loss: 0.7343	LR: 0.020000
Training Epoch: 15 [25344/45000]	Loss: 0.6400	LR: 0.020000
Training Epoch: 15 [25600/45000]	Loss: 0.6880	LR: 0.020000
Training Epoch: 15 [25856/45000]	Loss: 0.5940	LR: 0.020000
Training Epoch: 15 [26112/45000]	Loss: 0.7581	LR: 0.020000
Training Epoch: 15 [26368/45000]	Loss: 0.7220	LR: 0.020000
Training Epoch: 15 [26624/45000]	Loss: 0.6568	LR: 0.020000
Training Epoch: 15 [26880/45000]	Loss: 0.6308	LR: 0.020000
Training Epoch: 15 [27136/45000]	Loss: 0.5928	LR: 0.020000
Training Epoch: 15 [27392/45000]	Loss: 0.6184	LR: 0.020000
Training Epoch: 15 [27648/45000]	Loss: 0.6782	LR: 0.020000
Training Epoch: 15 [27904/45000]	Loss: 0.7608	LR: 0.020000
Training Epoch: 15 [28160/45000]	Loss: 0.7324	LR: 0.020000
Training Epoch: 15 [28416/45000]	Loss: 0.5827	LR: 0.020000
Training Epoch: 15 [28672/45000]	Loss: 0.6606	LR: 0.020000
Training Epoch: 15 [28928/45000]	Loss: 0.5943	LR: 0.020000
Training Epoch: 15 [29184/45000]	Loss: 0.7010	LR: 0.020000
Training Epoch: 15 [29440/45000]	Loss: 0.6805	LR: 0.020000
Training Epoch: 15 [29696/45000]	Loss: 0.6647	LR: 0.020000
Training Epoch: 15 [29952/45000]	Loss: 0.7428	LR: 0.020000
Training Epoch: 15 [30208/45000]	Loss: 0.6377	LR: 0.020000
Training Epoch: 15 [30464/45000]	Loss: 0.7076	LR: 0.020000
Training Epoch: 15 [30720/45000]	Loss: 0.7378	LR: 0.020000
Training Epoch: 15 [30976/45000]	Loss: 0.7373	LR: 0.020000
Training Epoch: 15 [31232/45000]	Loss: 0.6914	LR: 0.020000
Training Epoch: 15 [31488/45000]	Loss: 0.5765	LR: 0.020000
Training Epoch: 15 [31744/45000]	Loss: 0.7107	LR: 0.020000
Training Epoch: 15 [32000/45000]	Loss: 0.6158	LR: 0.020000
Training Epoch: 15 [32256/45000]	Loss: 0.6766	LR: 0.020000
Training Epoch: 15 [32512/45000]	Loss: 0.6773	LR: 0.020000
Training Epoch: 15 [32768/45000]	Loss: 0.6194	LR: 0.020000
Training Epoch: 15 [33024/45000]	Loss: 0.5422	LR: 0.020000
Training Epoch: 15 [33280/45000]	Loss: 0.7386	LR: 0.020000
Training Epoch: 15 [33536/45000]	Loss: 0.7052	LR: 0.020000
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Training Epoch: 15 [44288/45000]	Loss: 0.6599	LR: 0.020000
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Training Epoch: 15 [44800/45000]	Loss: 0.7089	LR: 0.020000
Training Epoch: 15 [45000/45000]	Loss: 0.7754	LR: 0.020000
Epoch 15 - Average Train Loss: 0.6814, Train Accuracy: 0.7790
Epoch 15 training time consumed: 27.10s
Evaluating Network.....
Test set: Epoch: 15, Average loss: 0.0030, Accuracy: 0.7558, Time consumed:0.89s
Saving weights file to checkpoint/retrain/ResNet18/Sunday_13_July_2025_16h_56m_41s/ResNet18-Cifar20-seed3-ret100-15-best.pth
Training Epoch: 16 [256/45000]	Loss: 0.6180	LR: 0.020000
Training Epoch: 16 [512/45000]	Loss: 0.6170	LR: 0.020000
Training Epoch: 16 [768/45000]	Loss: 0.5621	LR: 0.020000
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Training Epoch: 16 [44800/45000]	Loss: 0.5092	LR: 0.020000
Training Epoch: 16 [45000/45000]	Loss: 0.6276	LR: 0.020000
Epoch 16 - Average Train Loss: 0.5979, Train Accuracy: 0.8067
Epoch 16 training time consumed: 27.03s
Evaluating Network.....
Test set: Epoch: 16, Average loss: 0.0030, Accuracy: 0.7635, Time consumed:0.96s
Saving weights file to checkpoint/retrain/ResNet18/Sunday_13_July_2025_16h_56m_41s/ResNet18-Cifar20-seed3-ret100-16-best.pth
Training Epoch: 17 [256/45000]	Loss: 0.6032	LR: 0.020000
Training Epoch: 17 [512/45000]	Loss: 0.4697	LR: 0.020000
Training Epoch: 17 [768/45000]	Loss: 0.5635	LR: 0.020000
Training Epoch: 17 [1024/45000]	Loss: 0.5528	LR: 0.020000
Training Epoch: 17 [1280/45000]	Loss: 0.5330	LR: 0.020000
Training Epoch: 17 [1536/45000]	Loss: 0.4431	LR: 0.020000
Training Epoch: 17 [1792/45000]	Loss: 0.5171	LR: 0.020000
Training Epoch: 17 [2048/45000]	Loss: 0.5757	LR: 0.020000
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Training Epoch: 17 [15104/45000]	Loss: 0.6433	LR: 0.020000
Training Epoch: 17 [15360/45000]	Loss: 0.5294	LR: 0.020000
Training Epoch: 17 [15616/45000]	Loss: 0.6187	LR: 0.020000
Training Epoch: 17 [15872/45000]	Loss: 0.5092	LR: 0.020000
Training Epoch: 17 [16128/45000]	Loss: 0.6797	LR: 0.020000
Training Epoch: 17 [16384/45000]	Loss: 0.5327	LR: 0.020000
Training Epoch: 17 [16640/45000]	Loss: 0.5003	LR: 0.020000
Training Epoch: 17 [16896/45000]	Loss: 0.6187	LR: 0.020000
Training Epoch: 17 [17152/45000]	Loss: 0.6162	LR: 0.020000
Training Epoch: 17 [17408/45000]	Loss: 0.5466	LR: 0.020000
Training Epoch: 17 [17664/45000]	Loss: 0.5392	LR: 0.020000
Training Epoch: 17 [17920/45000]	Loss: 0.6186	LR: 0.020000
Training Epoch: 17 [18176/45000]	Loss: 0.5415	LR: 0.020000
Training Epoch: 17 [18432/45000]	Loss: 0.5079	LR: 0.020000
Training Epoch: 17 [18688/45000]	Loss: 0.4867	LR: 0.020000
Training Epoch: 17 [18944/45000]	Loss: 0.5195	LR: 0.020000
Training Epoch: 17 [19200/45000]	Loss: 0.6043	LR: 0.020000
Training Epoch: 17 [19456/45000]	Loss: 0.6925	LR: 0.020000
Training Epoch: 17 [19712/45000]	Loss: 0.5615	LR: 0.020000
Training Epoch: 17 [19968/45000]	Loss: 0.6425	LR: 0.020000
Training Epoch: 17 [20224/45000]	Loss: 0.4912	LR: 0.020000
Training Epoch: 17 [20480/45000]	Loss: 0.5278	LR: 0.020000
Training Epoch: 17 [20736/45000]	Loss: 0.5828	LR: 0.020000
Training Epoch: 17 [20992/45000]	Loss: 0.5798	LR: 0.020000
Training Epoch: 17 [21248/45000]	Loss: 0.6990	LR: 0.020000
Training Epoch: 17 [21504/45000]	Loss: 0.5687	LR: 0.020000
Training Epoch: 17 [21760/45000]	Loss: 0.5215	LR: 0.020000
Training Epoch: 17 [22016/45000]	Loss: 0.5671	LR: 0.020000
Training Epoch: 17 [22272/45000]	Loss: 0.4295	LR: 0.020000
Training Epoch: 17 [22528/45000]	Loss: 0.5158	LR: 0.020000
Training Epoch: 17 [22784/45000]	Loss: 0.5852	LR: 0.020000
Training Epoch: 17 [23040/45000]	Loss: 0.5793	LR: 0.020000
Training Epoch: 17 [23296/45000]	Loss: 0.6403	LR: 0.020000
Training Epoch: 17 [23552/45000]	Loss: 0.6469	LR: 0.020000
Training Epoch: 17 [23808/45000]	Loss: 0.4947	LR: 0.020000
Training Epoch: 17 [24064/45000]	Loss: 0.5576	LR: 0.020000
Training Epoch: 17 [24320/45000]	Loss: 0.5568	LR: 0.020000
Training Epoch: 17 [24576/45000]	Loss: 0.5737	LR: 0.020000
Training Epoch: 17 [24832/45000]	Loss: 0.4779	LR: 0.020000
Training Epoch: 17 [25088/45000]	Loss: 0.5252	LR: 0.020000
Training Epoch: 17 [25344/45000]	Loss: 0.6149	LR: 0.020000
Training Epoch: 17 [25600/45000]	Loss: 0.5189	LR: 0.020000
Training Epoch: 17 [25856/45000]	Loss: 0.6798	LR: 0.020000
Training Epoch: 17 [26112/45000]	Loss: 0.5664	LR: 0.020000
Training Epoch: 17 [26368/45000]	Loss: 0.4727	LR: 0.020000
Training Epoch: 17 [26624/45000]	Loss: 0.6392	LR: 0.020000
Training Epoch: 17 [26880/45000]	Loss: 0.5539	LR: 0.020000
Training Epoch: 17 [27136/45000]	Loss: 0.5036	LR: 0.020000
Training Epoch: 17 [27392/45000]	Loss: 0.5316	LR: 0.020000
Training Epoch: 17 [27648/45000]	Loss: 0.6824	LR: 0.020000
Training Epoch: 17 [27904/45000]	Loss: 0.5121	LR: 0.020000
Training Epoch: 17 [28160/45000]	Loss: 0.5058	LR: 0.020000
Training Epoch: 17 [28416/45000]	Loss: 0.5177	LR: 0.020000
Training Epoch: 17 [28672/45000]	Loss: 0.6049	LR: 0.020000
Training Epoch: 17 [28928/45000]	Loss: 0.5825	LR: 0.020000
Training Epoch: 17 [29184/45000]	Loss: 0.5089	LR: 0.020000
Training Epoch: 17 [29440/45000]	Loss: 0.6454	LR: 0.020000
Training Epoch: 17 [29696/45000]	Loss: 0.5418	LR: 0.020000
Training Epoch: 17 [29952/45000]	Loss: 0.5789	LR: 0.020000
Training Epoch: 17 [30208/45000]	Loss: 0.5139	LR: 0.020000
Training Epoch: 17 [30464/45000]	Loss: 0.5916	LR: 0.020000
Training Epoch: 17 [30720/45000]	Loss: 0.5923	LR: 0.020000
Training Epoch: 17 [30976/45000]	Loss: 0.4975	LR: 0.020000
Training Epoch: 17 [31232/45000]	Loss: 0.7120	LR: 0.020000
Training Epoch: 17 [31488/45000]	Loss: 0.5288	LR: 0.020000
Training Epoch: 17 [31744/45000]	Loss: 0.5727	LR: 0.020000
Training Epoch: 17 [32000/45000]	Loss: 0.4819	LR: 0.020000
Training Epoch: 17 [32256/45000]	Loss: 0.5314	LR: 0.020000
Training Epoch: 17 [32512/45000]	Loss: 0.5815	LR: 0.020000
Training Epoch: 17 [32768/45000]	Loss: 0.3881	LR: 0.020000
Training Epoch: 17 [33024/45000]	Loss: 0.7634	LR: 0.020000
Training Epoch: 17 [33280/45000]	Loss: 0.5880	LR: 0.020000
Training Epoch: 17 [33536/45000]	Loss: 0.4701	LR: 0.020000
Training Epoch: 17 [33792/45000]	Loss: 0.5670	LR: 0.020000
Training Epoch: 17 [34048/45000]	Loss: 0.5970	LR: 0.020000
Training Epoch: 17 [34304/45000]	Loss: 0.5558	LR: 0.020000
Training Epoch: 17 [34560/45000]	Loss: 0.6784	LR: 0.020000
Training Epoch: 17 [34816/45000]	Loss: 0.5014	LR: 0.020000
Training Epoch: 17 [35072/45000]	Loss: 0.5552	LR: 0.020000
Training Epoch: 17 [35328/45000]	Loss: 0.5470	LR: 0.020000
Training Epoch: 17 [35584/45000]	Loss: 0.5018	LR: 0.020000
Training Epoch: 17 [35840/45000]	Loss: 0.4689	LR: 0.020000
Training Epoch: 17 [36096/45000]	Loss: 0.6678	LR: 0.020000
Training Epoch: 17 [36352/45000]	Loss: 0.5951	LR: 0.020000
Training Epoch: 17 [36608/45000]	Loss: 0.5194	LR: 0.020000
Training Epoch: 17 [36864/45000]	Loss: 0.4796	LR: 0.020000
Training Epoch: 17 [37120/45000]	Loss: 0.5101	LR: 0.020000
Training Epoch: 17 [37376/45000]	Loss: 0.5950	LR: 0.020000
Training Epoch: 17 [37632/45000]	Loss: 0.6360	LR: 0.020000
Training Epoch: 17 [37888/45000]	Loss: 0.5739	LR: 0.020000
Training Epoch: 17 [38144/45000]	Loss: 0.4237	LR: 0.020000
Training Epoch: 17 [38400/45000]	Loss: 0.5685	LR: 0.020000
Training Epoch: 17 [38656/45000]	Loss: 0.4989	LR: 0.020000
Training Epoch: 17 [38912/45000]	Loss: 0.5376	LR: 0.020000
Training Epoch: 17 [39168/45000]	Loss: 0.5909	LR: 0.020000
Training Epoch: 17 [39424/45000]	Loss: 0.7124	LR: 0.020000
Training Epoch: 17 [39680/45000]	Loss: 0.5353	LR: 0.020000
Training Epoch: 17 [39936/45000]	Loss: 0.5761	LR: 0.020000
Training Epoch: 17 [40192/45000]	Loss: 0.5727	LR: 0.020000
Training Epoch: 17 [40448/45000]	Loss: 0.5749	LR: 0.020000
Training Epoch: 17 [40704/45000]	Loss: 0.5642	LR: 0.020000
Training Epoch: 17 [40960/45000]	Loss: 0.6091	LR: 0.020000
Training Epoch: 17 [41216/45000]	Loss: 0.5325	LR: 0.020000
Training Epoch: 17 [41472/45000]	Loss: 0.5671	LR: 0.020000
Training Epoch: 17 [41728/45000]	Loss: 0.4643	LR: 0.020000
Training Epoch: 17 [41984/45000]	Loss: 0.6101	LR: 0.020000
Training Epoch: 17 [42240/45000]	Loss: 0.5346	LR: 0.020000
Training Epoch: 17 [42496/45000]	Loss: 0.5460	LR: 0.020000
Training Epoch: 17 [42752/45000]	Loss: 0.5944	LR: 0.020000
Training Epoch: 17 [43008/45000]	Loss: 0.6032	LR: 0.020000
Training Epoch: 17 [43264/45000]	Loss: 0.5666	LR: 0.020000
Training Epoch: 17 [43520/45000]	Loss: 0.5517	LR: 0.020000
Training Epoch: 17 [43776/45000]	Loss: 0.5173	LR: 0.020000
Training Epoch: 17 [44032/45000]	Loss: 0.4850	LR: 0.020000
Training Epoch: 17 [44288/45000]	Loss: 0.5138	LR: 0.020000
Training Epoch: 17 [44544/45000]	Loss: 0.4867	LR: 0.020000
Training Epoch: 17 [44800/45000]	Loss: 0.5439	LR: 0.020000
Training Epoch: 17 [45000/45000]	Loss: 0.5361	LR: 0.020000
Epoch 17 - Average Train Loss: 0.5586, Train Accuracy: 0.8179
Epoch 17 training time consumed: 26.90s
Evaluating Network.....
Test set: Epoch: 17, Average loss: 0.0030, Accuracy: 0.7617, Time consumed:0.89s
Training Epoch: 18 [256/45000]	Loss: 0.5458	LR: 0.020000
Training Epoch: 18 [512/45000]	Loss: 0.5235	LR: 0.020000
Training Epoch: 18 [768/45000]	Loss: 0.5265	LR: 0.020000
Training Epoch: 18 [1024/45000]	Loss: 0.4780	LR: 0.020000
Training Epoch: 18 [1280/45000]	Loss: 0.5777	LR: 0.020000
Training Epoch: 18 [1536/45000]	Loss: 0.5086	LR: 0.020000
Training Epoch: 18 [1792/45000]	Loss: 0.5964	LR: 0.020000
Training Epoch: 18 [2048/45000]	Loss: 0.5526	LR: 0.020000
Training Epoch: 18 [2304/45000]	Loss: 0.7469	LR: 0.020000
Training Epoch: 18 [2560/45000]	Loss: 0.4763	LR: 0.020000
Training Epoch: 18 [2816/45000]	Loss: 0.6163	LR: 0.020000
Training Epoch: 18 [3072/45000]	Loss: 0.5199	LR: 0.020000
Training Epoch: 18 [3328/45000]	Loss: 0.5714	LR: 0.020000
Training Epoch: 18 [3584/45000]	Loss: 0.5442	LR: 0.020000
Training Epoch: 18 [3840/45000]	Loss: 0.5498	LR: 0.020000
Training Epoch: 18 [4096/45000]	Loss: 0.5064	LR: 0.020000
Training Epoch: 18 [4352/45000]	Loss: 0.5048	LR: 0.020000
Training Epoch: 18 [4608/45000]	Loss: 0.5444	LR: 0.020000
Training Epoch: 18 [4864/45000]	Loss: 0.5162	LR: 0.020000
Training Epoch: 18 [5120/45000]	Loss: 0.4531	LR: 0.020000
Training Epoch: 18 [5376/45000]	Loss: 0.4842	LR: 0.020000
Training Epoch: 18 [5632/45000]	Loss: 0.4831	LR: 0.020000
Training Epoch: 18 [5888/45000]	Loss: 0.5345	LR: 0.020000
Training Epoch: 18 [6144/45000]	Loss: 0.4388	LR: 0.020000
Training Epoch: 18 [6400/45000]	Loss: 0.5622	LR: 0.020000
Training Epoch: 18 [6656/45000]	Loss: 0.4997	LR: 0.020000
Training Epoch: 18 [6912/45000]	Loss: 0.5451	LR: 0.020000
Training Epoch: 18 [7168/45000]	Loss: 0.5552	LR: 0.020000
Training Epoch: 18 [7424/45000]	Loss: 0.5365	LR: 0.020000
Training Epoch: 18 [7680/45000]	Loss: 0.4757	LR: 0.020000
Training Epoch: 18 [7936/45000]	Loss: 0.4481	LR: 0.020000
Training Epoch: 18 [8192/45000]	Loss: 0.4835	LR: 0.020000
Training Epoch: 18 [8448/45000]	Loss: 0.4744	LR: 0.020000
Training Epoch: 18 [8704/45000]	Loss: 0.5505	LR: 0.020000
Training Epoch: 18 [8960/45000]	Loss: 0.6452	LR: 0.020000
Training Epoch: 18 [9216/45000]	Loss: 0.4739	LR: 0.020000
Training Epoch: 18 [9472/45000]	Loss: 0.5304	LR: 0.020000
Training Epoch: 18 [9728/45000]	Loss: 0.4675	LR: 0.020000
Training Epoch: 18 [9984/45000]	Loss: 0.4913	LR: 0.020000
Training Epoch: 18 [10240/45000]	Loss: 0.5433	LR: 0.020000
Training Epoch: 18 [10496/45000]	Loss: 0.4849	LR: 0.020000
Training Epoch: 18 [10752/45000]	Loss: 0.5417	LR: 0.020000
Training Epoch: 18 [11008/45000]	Loss: 0.5486	LR: 0.020000
Training Epoch: 18 [11264/45000]	Loss: 0.5253	LR: 0.020000
Training Epoch: 18 [11520/45000]	Loss: 0.4858	LR: 0.020000
Training Epoch: 18 [11776/45000]	Loss: 0.5041	LR: 0.020000
Training Epoch: 18 [12032/45000]	Loss: 0.5335	LR: 0.020000
Training Epoch: 18 [12288/45000]	Loss: 0.5205	LR: 0.020000
Training Epoch: 18 [12544/45000]	Loss: 0.4866	LR: 0.020000
Training Epoch: 18 [12800/45000]	Loss: 0.4716	LR: 0.020000
Training Epoch: 18 [13056/45000]	Loss: 0.5438	LR: 0.020000
Training Epoch: 18 [13312/45000]	Loss: 0.5794	LR: 0.020000
Training Epoch: 18 [13568/45000]	Loss: 0.4949	LR: 0.020000
Training Epoch: 18 [13824/45000]	Loss: 0.5290	LR: 0.020000
Training Epoch: 18 [14080/45000]	Loss: 0.5291	LR: 0.020000
Training Epoch: 18 [14336/45000]	Loss: 0.4860	LR: 0.020000
Training Epoch: 18 [14592/45000]	Loss: 0.5647	LR: 0.020000
Training Epoch: 18 [14848/45000]	Loss: 0.6298	LR: 0.020000
Training Epoch: 18 [15104/45000]	Loss: 0.4915	LR: 0.020000
Training Epoch: 18 [15360/45000]	Loss: 0.5535	LR: 0.020000
Training Epoch: 18 [15616/45000]	Loss: 0.6161	LR: 0.020000
Training Epoch: 18 [15872/45000]	Loss: 0.4230	LR: 0.020000
Training Epoch: 18 [16128/45000]	Loss: 0.5162	LR: 0.020000
Training Epoch: 18 [16384/45000]	Loss: 0.5373	LR: 0.020000
Training Epoch: 18 [16640/45000]	Loss: 0.5374	LR: 0.020000
Training Epoch: 18 [16896/45000]	Loss: 0.6015	LR: 0.020000
Training Epoch: 18 [17152/45000]	Loss: 0.5037	LR: 0.020000
Training Epoch: 18 [17408/45000]	Loss: 0.5097	LR: 0.020000
Training Epoch: 18 [17664/45000]	Loss: 0.5016	LR: 0.020000
Training Epoch: 18 [17920/45000]	Loss: 0.5133	LR: 0.020000
Training Epoch: 18 [18176/45000]	Loss: 0.5428	LR: 0.020000
Training Epoch: 18 [18432/45000]	Loss: 0.6478	LR: 0.020000
Training Epoch: 18 [18688/45000]	Loss: 0.4817	LR: 0.020000
Training Epoch: 18 [18944/45000]	Loss: 0.5171	LR: 0.020000
Training Epoch: 18 [19200/45000]	Loss: 0.4763	LR: 0.020000
Training Epoch: 18 [19456/45000]	Loss: 0.6252	LR: 0.020000
Training Epoch: 18 [19712/45000]	Loss: 0.5180	LR: 0.020000
Training Epoch: 18 [19968/45000]	Loss: 0.5193	LR: 0.020000
Training Epoch: 18 [20224/45000]	Loss: 0.5056	LR: 0.020000
Training Epoch: 18 [20480/45000]	Loss: 0.4797	LR: 0.020000
Training Epoch: 18 [20736/45000]	Loss: 0.5117	LR: 0.020000
Training Epoch: 18 [20992/45000]	Loss: 0.5897	LR: 0.020000
Training Epoch: 18 [21248/45000]	Loss: 0.6164	LR: 0.020000
Training Epoch: 18 [21504/45000]	Loss: 0.4877	LR: 0.020000
Training Epoch: 18 [21760/45000]	Loss: 0.5398	LR: 0.020000
Training Epoch: 18 [22016/45000]	Loss: 0.6036	LR: 0.020000
Training Epoch: 18 [22272/45000]	Loss: 0.5394	LR: 0.020000
Training Epoch: 18 [22528/45000]	Loss: 0.5093	LR: 0.020000
Training Epoch: 18 [22784/45000]	Loss: 0.4821	LR: 0.020000
Training Epoch: 18 [23040/45000]	Loss: 0.5039	LR: 0.020000
Training Epoch: 18 [23296/45000]	Loss: 0.5877	LR: 0.020000
Training Epoch: 18 [23552/45000]	Loss: 0.4654	LR: 0.020000
Training Epoch: 18 [23808/45000]	Loss: 0.4987	LR: 0.020000
Training Epoch: 18 [24064/45000]	Loss: 0.5437	LR: 0.020000
Training Epoch: 18 [24320/45000]	Loss: 0.5484	LR: 0.020000
Training Epoch: 18 [24576/45000]	Loss: 0.4435	LR: 0.020000
Training Epoch: 18 [24832/45000]	Loss: 0.5469	LR: 0.020000
Training Epoch: 18 [25088/45000]	Loss: 0.5106	LR: 0.020000
Training Epoch: 18 [25344/45000]	Loss: 0.5358	LR: 0.020000
Training Epoch: 18 [25600/45000]	Loss: 0.4996	LR: 0.020000
Training Epoch: 18 [25856/45000]	Loss: 0.5747	LR: 0.020000
Training Epoch: 18 [26112/45000]	Loss: 0.4445	LR: 0.020000
Training Epoch: 18 [26368/45000]	Loss: 0.6146	LR: 0.020000
Training Epoch: 18 [26624/45000]	Loss: 0.4211	LR: 0.020000
Training Epoch: 18 [26880/45000]	Loss: 0.5226	LR: 0.020000
Training Epoch: 18 [27136/45000]	Loss: 0.4970	LR: 0.020000
Training Epoch: 18 [27392/45000]	Loss: 0.4469	LR: 0.020000
Training Epoch: 18 [27648/45000]	Loss: 0.5623	LR: 0.020000
Training Epoch: 18 [27904/45000]	Loss: 0.5554	LR: 0.020000
Training Epoch: 18 [28160/45000]	Loss: 0.4822	LR: 0.020000
Training Epoch: 18 [28416/45000]	Loss: 0.4255	LR: 0.020000
Training Epoch: 18 [28672/45000]	Loss: 0.5956	LR: 0.020000
Training Epoch: 18 [28928/45000]	Loss: 0.5896	LR: 0.020000
Training Epoch: 18 [29184/45000]	Loss: 0.5410	LR: 0.020000
Training Epoch: 18 [29440/45000]	Loss: 0.5014	LR: 0.020000
Training Epoch: 18 [29696/45000]	Loss: 0.6073	LR: 0.020000
Training Epoch: 18 [29952/45000]	Loss: 0.5478	LR: 0.020000
Training Epoch: 18 [30208/45000]	Loss: 0.5086	LR: 0.020000
Training Epoch: 18 [30464/45000]	Loss: 0.4932	LR: 0.020000
Training Epoch: 18 [30720/45000]	Loss: 0.4768	LR: 0.020000
Training Epoch: 18 [30976/45000]	Loss: 0.5884	LR: 0.020000
Training Epoch: 18 [31232/45000]	Loss: 0.5147	LR: 0.020000
Training Epoch: 18 [31488/45000]	Loss: 0.5000	LR: 0.020000
Training Epoch: 18 [31744/45000]	Loss: 0.6063	LR: 0.020000
Training Epoch: 18 [32000/45000]	Loss: 0.4764	LR: 0.020000
Training Epoch: 18 [32256/45000]	Loss: 0.5161	LR: 0.020000
Training Epoch: 18 [32512/45000]	Loss: 0.5586	LR: 0.020000
Training Epoch: 18 [32768/45000]	Loss: 0.6479	LR: 0.020000
Training Epoch: 18 [33024/45000]	Loss: 0.5361	LR: 0.020000
Training Epoch: 18 [33280/45000]	Loss: 0.4968	LR: 0.020000
Training Epoch: 18 [33536/45000]	Loss: 0.4656	LR: 0.020000
Training Epoch: 18 [33792/45000]	Loss: 0.4784	LR: 0.020000
Training Epoch: 18 [34048/45000]	Loss: 0.5404	LR: 0.020000
Training Epoch: 18 [34304/45000]	Loss: 0.4721	LR: 0.020000
Training Epoch: 18 [34560/45000]	Loss: 0.4887	LR: 0.020000
Training Epoch: 18 [34816/45000]	Loss: 0.5787	LR: 0.020000
Training Epoch: 18 [35072/45000]	Loss: 0.4140	LR: 0.020000
Training Epoch: 18 [35328/45000]	Loss: 0.5476	LR: 0.020000
Training Epoch: 18 [35584/45000]	Loss: 0.5423	LR: 0.020000
Training Epoch: 18 [35840/45000]	Loss: 0.5029	LR: 0.020000
Training Epoch: 18 [36096/45000]	Loss: 0.5005	LR: 0.020000
Training Epoch: 18 [36352/45000]	Loss: 0.6061	LR: 0.020000
Training Epoch: 18 [36608/45000]	Loss: 0.4435	LR: 0.020000
Training Epoch: 18 [36864/45000]	Loss: 0.5990	LR: 0.020000
Training Epoch: 18 [37120/45000]	Loss: 0.5736	LR: 0.020000
Training Epoch: 18 [37376/45000]	Loss: 0.5578	LR: 0.020000
Training Epoch: 18 [37632/45000]	Loss: 0.5942	LR: 0.020000
Training Epoch: 18 [37888/45000]	Loss: 0.4960	LR: 0.020000
Training Epoch: 18 [38144/45000]	Loss: 0.4498	LR: 0.020000
Training Epoch: 18 [38400/45000]	Loss: 0.5038	LR: 0.020000
Training Epoch: 18 [38656/45000]	Loss: 0.4945	LR: 0.020000
Training Epoch: 18 [38912/45000]	Loss: 0.6263	LR: 0.020000
Training Epoch: 18 [39168/45000]	Loss: 0.5686	LR: 0.020000
Training Epoch: 18 [39424/45000]	Loss: 0.5802	LR: 0.020000
Training Epoch: 18 [39680/45000]	Loss: 0.4766	LR: 0.020000
Training Epoch: 18 [39936/45000]	Loss: 0.4897	LR: 0.020000
Training Epoch: 18 [40192/45000]	Loss: 0.6707	LR: 0.020000
Training Epoch: 18 [40448/45000]	Loss: 0.4931	LR: 0.020000
Training Epoch: 18 [40704/45000]	Loss: 0.4662	LR: 0.020000
Training Epoch: 18 [40960/45000]	Loss: 0.6392	LR: 0.020000
Training Epoch: 18 [41216/45000]	Loss: 0.5585	LR: 0.020000
Training Epoch: 18 [41472/45000]	Loss: 0.5741	LR: 0.020000
Training Epoch: 18 [41728/45000]	Loss: 0.4639	LR: 0.020000
Training Epoch: 18 [41984/45000]	Loss: 0.5654	LR: 0.020000
Training Epoch: 18 [42240/45000]	Loss: 0.5511	LR: 0.020000
Training Epoch: 18 [42496/45000]	Loss: 0.5271	LR: 0.020000
Training Epoch: 18 [42752/45000]	Loss: 0.5016	LR: 0.020000
Training Epoch: 18 [43008/45000]	Loss: 0.4551	LR: 0.020000
Training Epoch: 18 [43264/45000]	Loss: 0.5609	LR: 0.020000
Training Epoch: 18 [43520/45000]	Loss: 0.6292	LR: 0.020000
Training Epoch: 18 [43776/45000]	Loss: 0.4578	LR: 0.020000
Training Epoch: 18 [44032/45000]	Loss: 0.5875	LR: 0.020000
Training Epoch: 18 [44288/45000]	Loss: 0.5940	LR: 0.020000
Training Epoch: 18 [44544/45000]	Loss: 0.6194	LR: 0.020000
Training Epoch: 18 [44800/45000]	Loss: 0.6004	LR: 0.020000
Training Epoch: 18 [45000/45000]	Loss: 0.5882	LR: 0.020000
Epoch 18 - Average Train Loss: 0.5298, Train Accuracy: 0.8277
Epoch 18 training time consumed: 26.93s
Evaluating Network.....
Test set: Epoch: 18, Average loss: 0.0031, Accuracy: 0.7559, Time consumed:0.95s
Training Epoch: 19 [256/45000]	Loss: 0.4940	LR: 0.020000
Training Epoch: 19 [512/45000]	Loss: 0.4307	LR: 0.020000
Training Epoch: 19 [768/45000]	Loss: 0.5071	LR: 0.020000
Training Epoch: 19 [1024/45000]	Loss: 0.4875	LR: 0.020000
Training Epoch: 19 [1280/45000]	Loss: 0.5852	LR: 0.020000
Training Epoch: 19 [1536/45000]	Loss: 0.4417	LR: 0.020000
Training Epoch: 19 [1792/45000]	Loss: 0.5652	LR: 0.020000
Training Epoch: 19 [2048/45000]	Loss: 0.4430	LR: 0.020000
Training Epoch: 19 [2304/45000]	Loss: 0.5360	LR: 0.020000
Training Epoch: 19 [2560/45000]	Loss: 0.5104	LR: 0.020000
Training Epoch: 19 [2816/45000]	Loss: 0.4109	LR: 0.020000
Training Epoch: 19 [3072/45000]	Loss: 0.4901	LR: 0.020000
Training Epoch: 19 [3328/45000]	Loss: 0.5444	LR: 0.020000
Training Epoch: 19 [3584/45000]	Loss: 0.5084	LR: 0.020000
Training Epoch: 19 [3840/45000]	Loss: 0.5770	LR: 0.020000
Training Epoch: 19 [4096/45000]	Loss: 0.4337	LR: 0.020000
Training Epoch: 19 [4352/45000]	Loss: 0.5103	LR: 0.020000
Training Epoch: 19 [4608/45000]	Loss: 0.5070	LR: 0.020000
Training Epoch: 19 [4864/45000]	Loss: 0.4889	LR: 0.020000
Training Epoch: 19 [5120/45000]	Loss: 0.4537	LR: 0.020000
Training Epoch: 19 [5376/45000]	Loss: 0.5075	LR: 0.020000
Training Epoch: 19 [5632/45000]	Loss: 0.5878	LR: 0.020000
Training Epoch: 19 [5888/45000]	Loss: 0.5184	LR: 0.020000
Training Epoch: 19 [6144/45000]	Loss: 0.4830	LR: 0.020000
Training Epoch: 19 [6400/45000]	Loss: 0.5574	LR: 0.020000
Training Epoch: 19 [6656/45000]	Loss: 0.4322	LR: 0.020000
Training Epoch: 19 [6912/45000]	Loss: 0.5300	LR: 0.020000
Training Epoch: 19 [7168/45000]	Loss: 0.4752	LR: 0.020000
Training Epoch: 19 [7424/45000]	Loss: 0.5093	LR: 0.020000
Training Epoch: 19 [7680/45000]	Loss: 0.5360	LR: 0.020000
Training Epoch: 19 [7936/45000]	Loss: 0.5663	LR: 0.020000
Training Epoch: 19 [8192/45000]	Loss: 0.4764	LR: 0.020000
Training Epoch: 19 [8448/45000]	Loss: 0.5182	LR: 0.020000
Training Epoch: 19 [8704/45000]	Loss: 0.4316	LR: 0.020000
Training Epoch: 19 [8960/45000]	Loss: 0.5679	LR: 0.020000
Training Epoch: 19 [9216/45000]	Loss: 0.4852	LR: 0.020000
Training Epoch: 19 [9472/45000]	Loss: 0.5577	LR: 0.020000
Training Epoch: 19 [9728/45000]	Loss: 0.4141	LR: 0.020000
Training Epoch: 19 [9984/45000]	Loss: 0.5350	LR: 0.020000
Training Epoch: 19 [10240/45000]	Loss: 0.5569	LR: 0.020000
Training Epoch: 19 [10496/45000]	Loss: 0.4632	LR: 0.020000
Training Epoch: 19 [10752/45000]	Loss: 0.5564	LR: 0.020000
Training Epoch: 19 [11008/45000]	Loss: 0.6792	LR: 0.020000
Training Epoch: 19 [11264/45000]	Loss: 0.5683	LR: 0.020000
Training Epoch: 19 [11520/45000]	Loss: 0.4915	LR: 0.020000
Training Epoch: 19 [11776/45000]	Loss: 0.4933	LR: 0.020000
Training Epoch: 19 [12032/45000]	Loss: 0.5616	LR: 0.020000
Training Epoch: 19 [12288/45000]	Loss: 0.5370	LR: 0.020000
Training Epoch: 19 [12544/45000]	Loss: 0.4894	LR: 0.020000
Training Epoch: 19 [12800/45000]	Loss: 0.4258	LR: 0.020000
Training Epoch: 19 [13056/45000]	Loss: 0.5194	LR: 0.020000
Training Epoch: 19 [13312/45000]	Loss: 0.4382	LR: 0.020000
Training Epoch: 19 [13568/45000]	Loss: 0.4688	LR: 0.020000
Training Epoch: 19 [13824/45000]	Loss: 0.4078	LR: 0.020000
Training Epoch: 19 [14080/45000]	Loss: 0.6104	LR: 0.020000
Training Epoch: 19 [14336/45000]	Loss: 0.5895	LR: 0.020000
Training Epoch: 19 [14592/45000]	Loss: 0.4560	LR: 0.020000
Training Epoch: 19 [14848/45000]	Loss: 0.4876	LR: 0.020000
Training Epoch: 19 [15104/45000]	Loss: 0.4259	LR: 0.020000
Training Epoch: 19 [15360/45000]	Loss: 0.4482	LR: 0.020000
Training Epoch: 19 [15616/45000]	Loss: 0.4311	LR: 0.020000
Training Epoch: 19 [15872/45000]	Loss: 0.4661	LR: 0.020000
Training Epoch: 19 [16128/45000]	Loss: 0.4881	LR: 0.020000
Training Epoch: 19 [16384/45000]	Loss: 0.5362	LR: 0.020000
Training Epoch: 19 [16640/45000]	Loss: 0.5297	LR: 0.020000
Training Epoch: 19 [16896/45000]	Loss: 0.4626	LR: 0.020000
Training Epoch: 19 [17152/45000]	Loss: 0.6846	LR: 0.020000
Training Epoch: 19 [17408/45000]	Loss: 0.4878	LR: 0.020000
Training Epoch: 19 [17664/45000]	Loss: 0.4993	LR: 0.020000
Training Epoch: 19 [17920/45000]	Loss: 0.5303	LR: 0.020000
Training Epoch: 19 [18176/45000]	Loss: 0.4808	LR: 0.020000
Training Epoch: 19 [18432/45000]	Loss: 0.4269	LR: 0.020000
Training Epoch: 19 [18688/45000]	Loss: 0.5549	LR: 0.020000
Training Epoch: 19 [18944/45000]	Loss: 0.5974	LR: 0.020000
Training Epoch: 19 [19200/45000]	Loss: 0.4918	LR: 0.020000
Training Epoch: 19 [19456/45000]	Loss: 0.4351	LR: 0.020000
Training Epoch: 19 [19712/45000]	Loss: 0.5095	LR: 0.020000
Training Epoch: 19 [19968/45000]	Loss: 0.4737	LR: 0.020000
Training Epoch: 19 [20224/45000]	Loss: 0.5203	LR: 0.020000
Training Epoch: 19 [20480/45000]	Loss: 0.4697	LR: 0.020000
Training Epoch: 19 [20736/45000]	Loss: 0.6116	LR: 0.020000
Training Epoch: 19 [20992/45000]	Loss: 0.4806	LR: 0.020000
Training Epoch: 19 [21248/45000]	Loss: 0.5666	LR: 0.020000
Training Epoch: 19 [21504/45000]	Loss: 0.5118	LR: 0.020000
Training Epoch: 19 [21760/45000]	Loss: 0.5631	LR: 0.020000
Training Epoch: 19 [22016/45000]	Loss: 0.5307	LR: 0.020000
Training Epoch: 19 [22272/45000]	Loss: 0.5371	LR: 0.020000
Training Epoch: 19 [22528/45000]	Loss: 0.5331	LR: 0.020000
Training Epoch: 19 [22784/45000]	Loss: 0.3845	LR: 0.020000
Training Epoch: 19 [23040/45000]	Loss: 0.5765	LR: 0.020000
Training Epoch: 19 [23296/45000]	Loss: 0.5385	LR: 0.020000
Training Epoch: 19 [23552/45000]	Loss: 0.4349	LR: 0.020000
Training Epoch: 19 [23808/45000]	Loss: 0.5261	LR: 0.020000
Training Epoch: 19 [24064/45000]	Loss: 0.5118	LR: 0.020000
Training Epoch: 19 [24320/45000]	Loss: 0.4362	LR: 0.020000
Training Epoch: 19 [24576/45000]	Loss: 0.3982	LR: 0.020000
Training Epoch: 19 [24832/45000]	Loss: 0.4932	LR: 0.020000
Training Epoch: 19 [25088/45000]	Loss: 0.5109	LR: 0.020000
Training Epoch: 19 [25344/45000]	Loss: 0.5501	LR: 0.020000
Training Epoch: 19 [25600/45000]	Loss: 0.4757	LR: 0.020000
Training Epoch: 19 [25856/45000]	Loss: 0.5615	LR: 0.020000
Training Epoch: 19 [26112/45000]	Loss: 0.4862	LR: 0.020000
Training Epoch: 19 [26368/45000]	Loss: 0.5104	LR: 0.020000
Training Epoch: 19 [26624/45000]	Loss: 0.5433	LR: 0.020000
Training Epoch: 19 [26880/45000]	Loss: 0.4481	LR: 0.020000
Training Epoch: 19 [27136/45000]	Loss: 0.5393	LR: 0.020000
Training Epoch: 19 [27392/45000]	Loss: 0.4526	LR: 0.020000
Training Epoch: 19 [27648/45000]	Loss: 0.5547	LR: 0.020000
Training Epoch: 19 [27904/45000]	Loss: 0.4986	LR: 0.020000
Training Epoch: 19 [28160/45000]	Loss: 0.5731	LR: 0.020000
Training Epoch: 19 [28416/45000]	Loss: 0.4744	LR: 0.020000
Training Epoch: 19 [28672/45000]	Loss: 0.5836	LR: 0.020000
Training Epoch: 19 [28928/45000]	Loss: 0.6174	LR: 0.020000
Training Epoch: 19 [29184/45000]	Loss: 0.5008	LR: 0.020000
Training Epoch: 19 [29440/45000]	Loss: 0.4620	LR: 0.020000
Training Epoch: 19 [29696/45000]	Loss: 0.4972	LR: 0.020000
Training Epoch: 19 [29952/45000]	Loss: 0.5856	LR: 0.020000
Training Epoch: 19 [30208/45000]	Loss: 0.5073	LR: 0.020000
Training Epoch: 19 [30464/45000]	Loss: 0.4310	LR: 0.020000
Training Epoch: 19 [30720/45000]	Loss: 0.5078	LR: 0.020000
Training Epoch: 19 [30976/45000]	Loss: 0.4267	LR: 0.020000
Training Epoch: 19 [31232/45000]	Loss: 0.4443	LR: 0.020000
Training Epoch: 19 [31488/45000]	Loss: 0.4335	LR: 0.020000
Training Epoch: 19 [31744/45000]	Loss: 0.6056	LR: 0.020000
Training Epoch: 19 [32000/45000]	Loss: 0.5423	LR: 0.020000
Training Epoch: 19 [32256/45000]	Loss: 0.4437	LR: 0.020000
Training Epoch: 19 [32512/45000]	Loss: 0.4843	LR: 0.020000
Training Epoch: 19 [32768/45000]	Loss: 0.5191	LR: 0.020000
Training Epoch: 19 [33024/45000]	Loss: 0.6101	LR: 0.020000
Training Epoch: 19 [33280/45000]	Loss: 0.4393	LR: 0.020000
Training Epoch: 19 [33536/45000]	Loss: 0.4477	LR: 0.020000
Training Epoch: 19 [33792/45000]	Loss: 0.6818	LR: 0.020000
Training Epoch: 19 [34048/45000]	Loss: 0.4949	LR: 0.020000
Training Epoch: 19 [34304/45000]	Loss: 0.5502	LR: 0.020000
Training Epoch: 19 [34560/45000]	Loss: 0.5262	LR: 0.020000
Training Epoch: 19 [34816/45000]	Loss: 0.4725	LR: 0.020000
Training Epoch: 19 [35072/45000]	Loss: 0.4762	LR: 0.020000
Training Epoch: 19 [35328/45000]	Loss: 0.4897	LR: 0.020000
Training Epoch: 19 [35584/45000]	Loss: 0.5869	LR: 0.020000
Training Epoch: 19 [35840/45000]	Loss: 0.5084	LR: 0.020000
Training Epoch: 19 [36096/45000]	Loss: 0.4771	LR: 0.020000
Training Epoch: 19 [36352/45000]	Loss: 0.5077	LR: 0.020000
Training Epoch: 19 [36608/45000]	Loss: 0.4496	LR: 0.020000
Training Epoch: 19 [36864/45000]	Loss: 0.3913	LR: 0.020000
Training Epoch: 19 [37120/45000]	Loss: 0.4490	LR: 0.020000
Training Epoch: 19 [37376/45000]	Loss: 0.5185	LR: 0.020000
Training Epoch: 19 [37632/45000]	Loss: 0.5904	LR: 0.020000
Training Epoch: 19 [37888/45000]	Loss: 0.4392	LR: 0.020000
Training Epoch: 19 [38144/45000]	Loss: 0.5957	LR: 0.020000
Training Epoch: 19 [38400/45000]	Loss: 0.4367	LR: 0.020000
Training Epoch: 19 [38656/45000]	Loss: 0.4581	LR: 0.020000
Training Epoch: 19 [38912/45000]	Loss: 0.5444	LR: 0.020000
Training Epoch: 19 [39168/45000]	Loss: 0.5077	LR: 0.020000
Training Epoch: 19 [39424/45000]	Loss: 0.6354	LR: 0.020000
Training Epoch: 19 [39680/45000]	Loss: 0.4345	LR: 0.020000
Training Epoch: 19 [39936/45000]	Loss: 0.5342	LR: 0.020000
Training Epoch: 19 [40192/45000]	Loss: 0.4710	LR: 0.020000
Training Epoch: 19 [40448/45000]	Loss: 0.5484	LR: 0.020000
Training Epoch: 19 [40704/45000]	Loss: 0.4522	LR: 0.020000
Training Epoch: 19 [40960/45000]	Loss: 0.4628	LR: 0.020000
Training Epoch: 19 [41216/45000]	Loss: 0.4969	LR: 0.020000
Training Epoch: 19 [41472/45000]	Loss: 0.4771	LR: 0.020000
Training Epoch: 19 [41728/45000]	Loss: 0.6355	LR: 0.020000
Training Epoch: 19 [41984/45000]	Loss: 0.5262	LR: 0.020000
Training Epoch: 19 [42240/45000]	Loss: 0.6337	LR: 0.020000
Training Epoch: 19 [42496/45000]	Loss: 0.4756	LR: 0.020000
Training Epoch: 19 [42752/45000]	Loss: 0.5487	LR: 0.020000
Training Epoch: 19 [43008/45000]	Loss: 0.6082	LR: 0.020000
Training Epoch: 19 [43264/45000]	Loss: 0.5717	LR: 0.020000
Training Epoch: 19 [43520/45000]	Loss: 0.5672	LR: 0.020000
Training Epoch: 19 [43776/45000]	Loss: 0.5533	LR: 0.020000
Training Epoch: 19 [44032/45000]	Loss: 0.4719	LR: 0.020000
Training Epoch: 19 [44288/45000]	Loss: 0.5901	LR: 0.020000
Training Epoch: 19 [44544/45000]	Loss: 0.4659	LR: 0.020000
Training Epoch: 19 [44800/45000]	Loss: 0.5137	LR: 0.020000
Training Epoch: 19 [45000/45000]	Loss: 0.4508	LR: 0.020000
Epoch 19 - Average Train Loss: 0.5088, Train Accuracy: 0.8337
Epoch 19 training time consumed: 26.97s
Evaluating Network.....
Test set: Epoch: 19, Average loss: 0.0030, Accuracy: 0.7626, Time consumed:0.89s
Training Epoch: 20 [256/45000]	Loss: 0.4708	LR: 0.020000
Training Epoch: 20 [512/45000]	Loss: 0.4034	LR: 0.020000
Training Epoch: 20 [768/45000]	Loss: 0.3696	LR: 0.020000
Training Epoch: 20 [1024/45000]	Loss: 0.4653	LR: 0.020000
Training Epoch: 20 [1280/45000]	Loss: 0.4466	LR: 0.020000
Training Epoch: 20 [1536/45000]	Loss: 0.5284	LR: 0.020000
Training Epoch: 20 [1792/45000]	Loss: 0.3736	LR: 0.020000
Training Epoch: 20 [2048/45000]	Loss: 0.4603	LR: 0.020000
Training Epoch: 20 [2304/45000]	Loss: 0.4772	LR: 0.020000
Training Epoch: 20 [2560/45000]	Loss: 0.5614	LR: 0.020000
Training Epoch: 20 [2816/45000]	Loss: 0.4898	LR: 0.020000
Training Epoch: 20 [3072/45000]	Loss: 0.3687	LR: 0.020000
Training Epoch: 20 [3328/45000]	Loss: 0.4692	LR: 0.020000
Training Epoch: 20 [3584/45000]	Loss: 0.4222	LR: 0.020000
Training Epoch: 20 [3840/45000]	Loss: 0.5068	LR: 0.020000
Training Epoch: 20 [4096/45000]	Loss: 0.4612	LR: 0.020000
Training Epoch: 20 [4352/45000]	Loss: 0.4190	LR: 0.020000
Training Epoch: 20 [4608/45000]	Loss: 0.5482	LR: 0.020000
Training Epoch: 20 [4864/45000]	Loss: 0.4364	LR: 0.020000
Training Epoch: 20 [5120/45000]	Loss: 0.4679	LR: 0.020000
Training Epoch: 20 [5376/45000]	Loss: 0.5460	LR: 0.020000
Training Epoch: 20 [5632/45000]	Loss: 0.4544	LR: 0.020000
Training Epoch: 20 [5888/45000]	Loss: 0.3878	LR: 0.020000
Training Epoch: 20 [6144/45000]	Loss: 0.4931	LR: 0.020000
Training Epoch: 20 [6400/45000]	Loss: 0.3965	LR: 0.020000
Training Epoch: 20 [6656/45000]	Loss: 0.4089	LR: 0.020000
Training Epoch: 20 [6912/45000]	Loss: 0.4881	LR: 0.020000
Training Epoch: 20 [7168/45000]	Loss: 0.3973	LR: 0.020000
Training Epoch: 20 [7424/45000]	Loss: 0.4389	LR: 0.020000
Training Epoch: 20 [7680/45000]	Loss: 0.3985	LR: 0.020000
Training Epoch: 20 [7936/45000]	Loss: 0.4981	LR: 0.020000
Training Epoch: 20 [8192/45000]	Loss: 0.5003	LR: 0.020000
Training Epoch: 20 [8448/45000]	Loss: 0.5450	LR: 0.020000
Training Epoch: 20 [8704/45000]	Loss: 0.5044	LR: 0.020000
Training Epoch: 20 [8960/45000]	Loss: 0.4876	LR: 0.020000
Training Epoch: 20 [9216/45000]	Loss: 0.5170	LR: 0.020000
Training Epoch: 20 [9472/45000]	Loss: 0.5062	LR: 0.020000
Training Epoch: 20 [9728/45000]	Loss: 0.4416	LR: 0.020000
Training Epoch: 20 [9984/45000]	Loss: 0.3977	LR: 0.020000
Training Epoch: 20 [10240/45000]	Loss: 0.4914	LR: 0.020000
Training Epoch: 20 [10496/45000]	Loss: 0.5322	LR: 0.020000
Training Epoch: 20 [10752/45000]	Loss: 0.4865	LR: 0.020000
Training Epoch: 20 [11008/45000]	Loss: 0.4677	LR: 0.020000
Training Epoch: 20 [11264/45000]	Loss: 0.4192	LR: 0.020000
Training Epoch: 20 [11520/45000]	Loss: 0.4492	LR: 0.020000
Training Epoch: 20 [11776/45000]	Loss: 0.4235	LR: 0.020000
Training Epoch: 20 [12032/45000]	Loss: 0.4776	LR: 0.020000
Training Epoch: 20 [12288/45000]	Loss: 0.4092	LR: 0.020000
Training Epoch: 20 [12544/45000]	Loss: 0.4510	LR: 0.020000
Training Epoch: 20 [12800/45000]	Loss: 0.3690	LR: 0.020000
Training Epoch: 20 [13056/45000]	Loss: 0.4334	LR: 0.020000
Training Epoch: 20 [13312/45000]	Loss: 0.5289	LR: 0.020000
Training Epoch: 20 [13568/45000]	Loss: 0.4202	LR: 0.020000
Training Epoch: 20 [13824/45000]	Loss: 0.4185	LR: 0.020000
Training Epoch: 20 [14080/45000]	Loss: 0.4752	LR: 0.020000
Training Epoch: 20 [14336/45000]	Loss: 0.4430	LR: 0.020000
Training Epoch: 20 [14592/45000]	Loss: 0.5605	LR: 0.020000
Training Epoch: 20 [14848/45000]	Loss: 0.5406	LR: 0.020000
Training Epoch: 20 [15104/45000]	Loss: 0.5843	LR: 0.020000
Training Epoch: 20 [15360/45000]	Loss: 0.4126	LR: 0.020000
Training Epoch: 20 [15616/45000]	Loss: 0.4857	LR: 0.020000
Training Epoch: 20 [15872/45000]	Loss: 0.4289	LR: 0.020000
Training Epoch: 20 [16128/45000]	Loss: 0.4882	LR: 0.020000
Training Epoch: 20 [16384/45000]	Loss: 0.5127	LR: 0.020000
Training Epoch: 20 [16640/45000]	Loss: 0.4574	LR: 0.020000
Training Epoch: 20 [16896/45000]	Loss: 0.4578	LR: 0.020000
Training Epoch: 20 [17152/45000]	Loss: 0.4585	LR: 0.020000
Training Epoch: 20 [17408/45000]	Loss: 0.5084	LR: 0.020000
Training Epoch: 20 [17664/45000]	Loss: 0.5074	LR: 0.020000
Training Epoch: 20 [17920/45000]	Loss: 0.4868	LR: 0.020000
Training Epoch: 20 [18176/45000]	Loss: 0.5451	LR: 0.020000
Training Epoch: 20 [18432/45000]	Loss: 0.4453	LR: 0.020000
Training Epoch: 20 [18688/45000]	Loss: 0.5122	LR: 0.020000
Training Epoch: 20 [18944/45000]	Loss: 0.4936	LR: 0.020000
Training Epoch: 20 [19200/45000]	Loss: 0.5491	LR: 0.020000
Training Epoch: 20 [19456/45000]	Loss: 0.4371	LR: 0.020000
Training Epoch: 20 [19712/45000]	Loss: 0.4537	LR: 0.020000
Training Epoch: 20 [19968/45000]	Loss: 0.5900	LR: 0.020000
Training Epoch: 20 [20224/45000]	Loss: 0.5166	LR: 0.020000
Training Epoch: 20 [20480/45000]	Loss: 0.5139	LR: 0.020000
Training Epoch: 20 [20736/45000]	Loss: 0.5246	LR: 0.020000
Training Epoch: 20 [20992/45000]	Loss: 0.4291	LR: 0.020000
Training Epoch: 20 [21248/45000]	Loss: 0.5104	LR: 0.020000
Training Epoch: 20 [21504/45000]	Loss: 0.4950	LR: 0.020000
Training Epoch: 20 [21760/45000]	Loss: 0.4312	LR: 0.020000
Training Epoch: 20 [22016/45000]	Loss: 0.4517	LR: 0.020000
Training Epoch: 20 [22272/45000]	Loss: 0.6066	LR: 0.020000
Training Epoch: 20 [22528/45000]	Loss: 0.5435	LR: 0.020000
Training Epoch: 20 [22784/45000]	Loss: 0.5021	LR: 0.020000
Training Epoch: 20 [23040/45000]	Loss: 0.4661	LR: 0.020000
Training Epoch: 20 [23296/45000]	Loss: 0.4492	LR: 0.020000
Training Epoch: 20 [23552/45000]	Loss: 0.5041	LR: 0.020000
Training Epoch: 20 [23808/45000]	Loss: 0.4932	LR: 0.020000
Training Epoch: 20 [24064/45000]	Loss: 0.6589	LR: 0.020000
Training Epoch: 20 [24320/45000]	Loss: 0.5296	LR: 0.020000
Training Epoch: 20 [24576/45000]	Loss: 0.4757	LR: 0.020000
Training Epoch: 20 [24832/45000]	Loss: 0.5386	LR: 0.020000
Training Epoch: 20 [25088/45000]	Loss: 0.4838	LR: 0.020000
Training Epoch: 20 [25344/45000]	Loss: 0.5357	LR: 0.020000
Training Epoch: 20 [25600/45000]	Loss: 0.3878	LR: 0.020000
Training Epoch: 20 [25856/45000]	Loss: 0.4348	LR: 0.020000
Training Epoch: 20 [26112/45000]	Loss: 0.5217	LR: 0.020000
Training Epoch: 20 [26368/45000]	Loss: 0.4360	LR: 0.020000
Training Epoch: 20 [26624/45000]	Loss: 0.4607	LR: 0.020000
Training Epoch: 20 [26880/45000]	Loss: 0.5057	LR: 0.020000
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Training Epoch: 20 [45000/45000]	Loss: 0.5322	LR: 0.020000
Epoch 20 - Average Train Loss: 0.4881, Train Accuracy: 0.8379
Epoch 20 training time consumed: 27.34s
Evaluating Network.....
Test set: Epoch: 20, Average loss: 0.0030, Accuracy: 0.7636, Time consumed:0.91s
Saving weights file to checkpoint/retrain/ResNet18/Sunday_13_July_2025_16h_56m_41s/ResNet18-Cifar20-seed3-ret100-20-best.pth
Training Epoch: 21 [256/45000]	Loss: 0.4578	LR: 0.020000
Training Epoch: 21 [512/45000]	Loss: 0.3812	LR: 0.020000
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Training Epoch: 21 [44800/45000]	Loss: 0.5397	LR: 0.020000
Training Epoch: 21 [45000/45000]	Loss: 0.6750	LR: 0.020000
Epoch 21 - Average Train Loss: 0.4640, Train Accuracy: 0.8473
Epoch 21 training time consumed: 27.04s
Evaluating Network.....
Test set: Epoch: 21, Average loss: 0.0030, Accuracy: 0.7651, Time consumed:0.90s
Saving weights file to checkpoint/retrain/ResNet18/Sunday_13_July_2025_16h_56m_41s/ResNet18-Cifar20-seed3-ret100-21-best.pth
Training Epoch: 22 [256/45000]	Loss: 0.4213	LR: 0.020000
Training Epoch: 22 [512/45000]	Loss: 0.3927	LR: 0.020000
Training Epoch: 22 [768/45000]	Loss: 0.4648	LR: 0.020000
Training Epoch: 22 [1024/45000]	Loss: 0.3455	LR: 0.020000
Training Epoch: 22 [1280/45000]	Loss: 0.4008	LR: 0.020000
Training Epoch: 22 [1536/45000]	Loss: 0.5354	LR: 0.020000
Training Epoch: 22 [1792/45000]	Loss: 0.4504	LR: 0.020000
Training Epoch: 22 [2048/45000]	Loss: 0.4815	LR: 0.020000
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Training Epoch: 22 [2560/45000]	Loss: 0.4078	LR: 0.020000
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Training Epoch: 22 [8448/45000]	Loss: 0.4329	LR: 0.020000
Training Epoch: 22 [8704/45000]	Loss: 0.4891	LR: 0.020000
Training Epoch: 22 [8960/45000]	Loss: 0.4561	LR: 0.020000
Training Epoch: 22 [9216/45000]	Loss: 0.3828	LR: 0.020000
Training Epoch: 22 [9472/45000]	Loss: 0.4455	LR: 0.020000
Training Epoch: 22 [9728/45000]	Loss: 0.4037	LR: 0.020000
Training Epoch: 22 [9984/45000]	Loss: 0.4214	LR: 0.020000
Training Epoch: 22 [10240/45000]	Loss: 0.3990	LR: 0.020000
Training Epoch: 22 [10496/45000]	Loss: 0.4558	LR: 0.020000
Training Epoch: 22 [10752/45000]	Loss: 0.4089	LR: 0.020000
Training Epoch: 22 [11008/45000]	Loss: 0.4178	LR: 0.020000
Training Epoch: 22 [11264/45000]	Loss: 0.4064	LR: 0.020000
Training Epoch: 22 [11520/45000]	Loss: 0.4539	LR: 0.020000
Training Epoch: 22 [11776/45000]	Loss: 0.4345	LR: 0.020000
Training Epoch: 22 [12032/45000]	Loss: 0.4501	LR: 0.020000
Training Epoch: 22 [12288/45000]	Loss: 0.4215	LR: 0.020000
Training Epoch: 22 [12544/45000]	Loss: 0.4450	LR: 0.020000
Training Epoch: 22 [12800/45000]	Loss: 0.4135	LR: 0.020000
Training Epoch: 22 [13056/45000]	Loss: 0.3452	LR: 0.020000
Training Epoch: 22 [13312/45000]	Loss: 0.4666	LR: 0.020000
Training Epoch: 22 [13568/45000]	Loss: 0.4143	LR: 0.020000
Training Epoch: 22 [13824/45000]	Loss: 0.4555	LR: 0.020000
Training Epoch: 22 [14080/45000]	Loss: 0.4343	LR: 0.020000
Training Epoch: 22 [14336/45000]	Loss: 0.4359	LR: 0.020000
Training Epoch: 22 [14592/45000]	Loss: 0.4606	LR: 0.020000
Training Epoch: 22 [14848/45000]	Loss: 0.4870	LR: 0.020000
Training Epoch: 22 [15104/45000]	Loss: 0.4342	LR: 0.020000
Training Epoch: 22 [15360/45000]	Loss: 0.4337	LR: 0.020000
Training Epoch: 22 [15616/45000]	Loss: 0.4318	LR: 0.020000
Training Epoch: 22 [15872/45000]	Loss: 0.4262	LR: 0.020000
Training Epoch: 22 [16128/45000]	Loss: 0.5677	LR: 0.020000
Training Epoch: 22 [16384/45000]	Loss: 0.3895	LR: 0.020000
Training Epoch: 22 [16640/45000]	Loss: 0.4093	LR: 0.020000
Training Epoch: 22 [16896/45000]	Loss: 0.4576	LR: 0.020000
Training Epoch: 22 [17152/45000]	Loss: 0.4464	LR: 0.020000
Training Epoch: 22 [17408/45000]	Loss: 0.4000	LR: 0.020000
Training Epoch: 22 [17664/45000]	Loss: 0.4298	LR: 0.020000
Training Epoch: 22 [17920/45000]	Loss: 0.3793	LR: 0.020000
Training Epoch: 22 [18176/45000]	Loss: 0.5297	LR: 0.020000
Training Epoch: 22 [18432/45000]	Loss: 0.4454	LR: 0.020000
Training Epoch: 22 [18688/45000]	Loss: 0.4419	LR: 0.020000
Training Epoch: 22 [18944/45000]	Loss: 0.4178	LR: 0.020000
Training Epoch: 22 [19200/45000]	Loss: 0.4337	LR: 0.020000
Training Epoch: 22 [19456/45000]	Loss: 0.4737	LR: 0.020000
Training Epoch: 22 [19712/45000]	Loss: 0.5054	LR: 0.020000
Training Epoch: 22 [19968/45000]	Loss: 0.3859	LR: 0.020000
Training Epoch: 22 [20224/45000]	Loss: 0.4119	LR: 0.020000
Training Epoch: 22 [20480/45000]	Loss: 0.5092	LR: 0.020000
Training Epoch: 22 [20736/45000]	Loss: 0.4510	LR: 0.020000
Training Epoch: 22 [20992/45000]	Loss: 0.3713	LR: 0.020000
Training Epoch: 22 [21248/45000]	Loss: 0.4118	LR: 0.020000
Training Epoch: 22 [21504/45000]	Loss: 0.4257	LR: 0.020000
Training Epoch: 22 [21760/45000]	Loss: 0.4747	LR: 0.020000
Training Epoch: 22 [22016/45000]	Loss: 0.5001	LR: 0.020000
Training Epoch: 22 [22272/45000]	Loss: 0.4778	LR: 0.020000
Training Epoch: 22 [22528/45000]	Loss: 0.4684	LR: 0.020000
Training Epoch: 22 [22784/45000]	Loss: 0.5137	LR: 0.020000
Training Epoch: 22 [23040/45000]	Loss: 0.4236	LR: 0.020000
Training Epoch: 22 [23296/45000]	Loss: 0.4517	LR: 0.020000
Training Epoch: 22 [23552/45000]	Loss: 0.4607	LR: 0.020000
Training Epoch: 22 [23808/45000]	Loss: 0.4036	LR: 0.020000
Training Epoch: 22 [24064/45000]	Loss: 0.5976	LR: 0.020000
Training Epoch: 22 [24320/45000]	Loss: 0.5199	LR: 0.020000
Training Epoch: 22 [24576/45000]	Loss: 0.4692	LR: 0.020000
Training Epoch: 22 [24832/45000]	Loss: 0.4733	LR: 0.020000
Training Epoch: 22 [25088/45000]	Loss: 0.3506	LR: 0.020000
Training Epoch: 22 [25344/45000]	Loss: 0.4289	LR: 0.020000
Training Epoch: 22 [25600/45000]	Loss: 0.4077	LR: 0.020000
Training Epoch: 22 [25856/45000]	Loss: 0.4698	LR: 0.020000
Training Epoch: 22 [26112/45000]	Loss: 0.3012	LR: 0.020000
Training Epoch: 22 [26368/45000]	Loss: 0.3798	LR: 0.020000
Training Epoch: 22 [26624/45000]	Loss: 0.3386	LR: 0.020000
Training Epoch: 22 [26880/45000]	Loss: 0.4221	LR: 0.020000
Training Epoch: 22 [27136/45000]	Loss: 0.3950	LR: 0.020000
Training Epoch: 22 [27392/45000]	Loss: 0.4267	LR: 0.020000
Training Epoch: 22 [27648/45000]	Loss: 0.3659	LR: 0.020000
Training Epoch: 22 [27904/45000]	Loss: 0.5299	LR: 0.020000
Training Epoch: 22 [28160/45000]	Loss: 0.4419	LR: 0.020000
Training Epoch: 22 [28416/45000]	Loss: 0.4592	LR: 0.020000
Training Epoch: 22 [28672/45000]	Loss: 0.5195	LR: 0.020000
Training Epoch: 22 [28928/45000]	Loss: 0.5103	LR: 0.020000
Training Epoch: 22 [29184/45000]	Loss: 0.4636	LR: 0.020000
Training Epoch: 22 [29440/45000]	Loss: 0.4598	LR: 0.020000
Training Epoch: 22 [29696/45000]	Loss: 0.3408	LR: 0.020000
Training Epoch: 22 [29952/45000]	Loss: 0.5799	LR: 0.020000
Training Epoch: 22 [30208/45000]	Loss: 0.5150	LR: 0.020000
Training Epoch: 22 [30464/45000]	Loss: 0.4900	LR: 0.020000
Training Epoch: 22 [30720/45000]	Loss: 0.3462	LR: 0.020000
Training Epoch: 22 [30976/45000]	Loss: 0.4725	LR: 0.020000
Training Epoch: 22 [31232/45000]	Loss: 0.3942	LR: 0.020000
Training Epoch: 22 [31488/45000]	Loss: 0.3973	LR: 0.020000
Training Epoch: 22 [31744/45000]	Loss: 0.4509	LR: 0.020000
Training Epoch: 22 [32000/45000]	Loss: 0.4548	LR: 0.020000
Training Epoch: 22 [32256/45000]	Loss: 0.4837	LR: 0.020000
Training Epoch: 22 [32512/45000]	Loss: 0.5556	LR: 0.020000
Training Epoch: 22 [32768/45000]	Loss: 0.5438	LR: 0.020000
Training Epoch: 22 [33024/45000]	Loss: 0.4330	LR: 0.020000
Training Epoch: 22 [33280/45000]	Loss: 0.3705	LR: 0.020000
Training Epoch: 22 [33536/45000]	Loss: 0.5465	LR: 0.020000
Training Epoch: 22 [33792/45000]	Loss: 0.4593	LR: 0.020000
Training Epoch: 22 [34048/45000]	Loss: 0.3797	LR: 0.020000
Training Epoch: 22 [34304/45000]	Loss: 0.5007	LR: 0.020000
Training Epoch: 22 [34560/45000]	Loss: 0.4403	LR: 0.020000
Training Epoch: 22 [34816/45000]	Loss: 0.4342	LR: 0.020000
Training Epoch: 22 [35072/45000]	Loss: 0.4074	LR: 0.020000
Training Epoch: 22 [35328/45000]	Loss: 0.4769	LR: 0.020000
Training Epoch: 22 [35584/45000]	Loss: 0.4791	LR: 0.020000
Training Epoch: 22 [35840/45000]	Loss: 0.3537	LR: 0.020000
Training Epoch: 22 [36096/45000]	Loss: 0.3914	LR: 0.020000
Training Epoch: 22 [36352/45000]	Loss: 0.4242	LR: 0.020000
Training Epoch: 22 [36608/45000]	Loss: 0.4999	LR: 0.020000
Training Epoch: 22 [36864/45000]	Loss: 0.4200	LR: 0.020000
Training Epoch: 22 [37120/45000]	Loss: 0.4616	LR: 0.020000
Training Epoch: 22 [37376/45000]	Loss: 0.4728	LR: 0.020000
Training Epoch: 22 [37632/45000]	Loss: 0.4295	LR: 0.020000
Training Epoch: 22 [37888/45000]	Loss: 0.3831	LR: 0.020000
Training Epoch: 22 [38144/45000]	Loss: 0.6061	LR: 0.020000
Training Epoch: 22 [38400/45000]	Loss: 0.4415	LR: 0.020000
Training Epoch: 22 [38656/45000]	Loss: 0.5089	LR: 0.020000
Training Epoch: 22 [38912/45000]	Loss: 0.4403	LR: 0.020000
Training Epoch: 22 [39168/45000]	Loss: 0.4018	LR: 0.020000
Training Epoch: 22 [39424/45000]	Loss: 0.4741	LR: 0.020000
Training Epoch: 22 [39680/45000]	Loss: 0.5861	LR: 0.020000
Training Epoch: 22 [39936/45000]	Loss: 0.5425	LR: 0.020000
Training Epoch: 22 [40192/45000]	Loss: 0.4476	LR: 0.020000
Training Epoch: 22 [40448/45000]	Loss: 0.4217	LR: 0.020000
Training Epoch: 22 [40704/45000]	Loss: 0.5226	LR: 0.020000
Training Epoch: 22 [40960/45000]	Loss: 0.3608	LR: 0.020000
Training Epoch: 22 [41216/45000]	Loss: 0.3725	LR: 0.020000
Training Epoch: 22 [41472/45000]	Loss: 0.4824	LR: 0.020000
Training Epoch: 22 [41728/45000]	Loss: 0.5224	LR: 0.020000
Training Epoch: 22 [41984/45000]	Loss: 0.5210	LR: 0.020000
Training Epoch: 22 [42240/45000]	Loss: 0.5251	LR: 0.020000
Training Epoch: 22 [42496/45000]	Loss: 0.5504	LR: 0.020000
Training Epoch: 22 [42752/45000]	Loss: 0.5405	LR: 0.020000
Training Epoch: 22 [43008/45000]	Loss: 0.5030	LR: 0.020000
Training Epoch: 22 [43264/45000]	Loss: 0.4364	LR: 0.020000
Training Epoch: 22 [43520/45000]	Loss: 0.5200	LR: 0.020000
Training Epoch: 22 [43776/45000]	Loss: 0.4202	LR: 0.020000
Training Epoch: 22 [44032/45000]	Loss: 0.6577	LR: 0.020000
Training Epoch: 22 [44288/45000]	Loss: 0.5495	LR: 0.020000
Training Epoch: 22 [44544/45000]	Loss: 0.5440	LR: 0.020000
Training Epoch: 22 [44800/45000]	Loss: 0.5388	LR: 0.020000
Training Epoch: 22 [45000/45000]	Loss: 0.5657	LR: 0.020000
Epoch 22 - Average Train Loss: 0.4481, Train Accuracy: 0.8523
Epoch 22 training time consumed: 27.06s
Evaluating Network.....
Test set: Epoch: 22, Average loss: 0.0031, Accuracy: 0.7636, Time consumed:0.88s
Training Epoch: 23 [256/45000]	Loss: 0.4751	LR: 0.020000
Training Epoch: 23 [512/45000]	Loss: 0.3344	LR: 0.020000
Training Epoch: 23 [768/45000]	Loss: 0.4349	LR: 0.020000
Training Epoch: 23 [1024/45000]	Loss: 0.4822	LR: 0.020000
Training Epoch: 23 [1280/45000]	Loss: 0.4273	LR: 0.020000
Training Epoch: 23 [1536/45000]	Loss: 0.3993	LR: 0.020000
Training Epoch: 23 [1792/45000]	Loss: 0.3876	LR: 0.020000
Training Epoch: 23 [2048/45000]	Loss: 0.4366	LR: 0.020000
Training Epoch: 23 [2304/45000]	Loss: 0.4873	LR: 0.020000
Training Epoch: 23 [2560/45000]	Loss: 0.4307	LR: 0.020000
Training Epoch: 23 [2816/45000]	Loss: 0.4112	LR: 0.020000
Training Epoch: 23 [3072/45000]	Loss: 0.3218	LR: 0.020000
Training Epoch: 23 [3328/45000]	Loss: 0.4537	LR: 0.020000
Training Epoch: 23 [3584/45000]	Loss: 0.4230	LR: 0.020000
Training Epoch: 23 [3840/45000]	Loss: 0.4508	LR: 0.020000
Training Epoch: 23 [4096/45000]	Loss: 0.3995	LR: 0.020000
Training Epoch: 23 [4352/45000]	Loss: 0.3937	LR: 0.020000
Training Epoch: 23 [4608/45000]	Loss: 0.4066	LR: 0.020000
Training Epoch: 23 [4864/45000]	Loss: 0.3412	LR: 0.020000
Training Epoch: 23 [5120/45000]	Loss: 0.4313	LR: 0.020000
Training Epoch: 23 [5376/45000]	Loss: 0.4321	LR: 0.020000
Training Epoch: 23 [5632/45000]	Loss: 0.4618	LR: 0.020000
Training Epoch: 23 [5888/45000]	Loss: 0.4230	LR: 0.020000
Training Epoch: 23 [6144/45000]	Loss: 0.3078	LR: 0.020000
Training Epoch: 23 [6400/45000]	Loss: 0.3499	LR: 0.020000
Training Epoch: 23 [6656/45000]	Loss: 0.4390	LR: 0.020000
Training Epoch: 23 [6912/45000]	Loss: 0.4436	LR: 0.020000
Training Epoch: 23 [7168/45000]	Loss: 0.3929	LR: 0.020000
Training Epoch: 23 [7424/45000]	Loss: 0.3677	LR: 0.020000
Training Epoch: 23 [7680/45000]	Loss: 0.4631	LR: 0.020000
Training Epoch: 23 [7936/45000]	Loss: 0.4853	LR: 0.020000
Training Epoch: 23 [8192/45000]	Loss: 0.4823	LR: 0.020000
Training Epoch: 23 [8448/45000]	Loss: 0.3657	LR: 0.020000
Training Epoch: 23 [8704/45000]	Loss: 0.4407	LR: 0.020000
Training Epoch: 23 [8960/45000]	Loss: 0.3945	LR: 0.020000
Training Epoch: 23 [9216/45000]	Loss: 0.3666	LR: 0.020000
Training Epoch: 23 [9472/45000]	Loss: 0.4261	LR: 0.020000
Training Epoch: 23 [9728/45000]	Loss: 0.3596	LR: 0.020000
Training Epoch: 23 [9984/45000]	Loss: 0.2832	LR: 0.020000
Training Epoch: 23 [10240/45000]	Loss: 0.3778	LR: 0.020000
Training Epoch: 23 [10496/45000]	Loss: 0.3435	LR: 0.020000
Training Epoch: 23 [10752/45000]	Loss: 0.4226	LR: 0.020000
Training Epoch: 23 [11008/45000]	Loss: 0.3533	LR: 0.020000
Training Epoch: 23 [11264/45000]	Loss: 0.4053	LR: 0.020000
Training Epoch: 23 [11520/45000]	Loss: 0.3800	LR: 0.020000
Training Epoch: 23 [11776/45000]	Loss: 0.4152	LR: 0.020000
Training Epoch: 23 [12032/45000]	Loss: 0.4325	LR: 0.020000
Training Epoch: 23 [12288/45000]	Loss: 0.4261	LR: 0.020000
Training Epoch: 23 [12544/45000]	Loss: 0.4204	LR: 0.020000
Training Epoch: 23 [12800/45000]	Loss: 0.4115	LR: 0.020000
Training Epoch: 23 [13056/45000]	Loss: 0.4024	LR: 0.020000
Training Epoch: 23 [13312/45000]	Loss: 0.4361	LR: 0.020000
Training Epoch: 23 [13568/45000]	Loss: 0.3479	LR: 0.020000
Training Epoch: 23 [13824/45000]	Loss: 0.4878	LR: 0.020000
Training Epoch: 23 [14080/45000]	Loss: 0.4796	LR: 0.020000
Training Epoch: 23 [14336/45000]	Loss: 0.4414	LR: 0.020000
Training Epoch: 23 [14592/45000]	Loss: 0.3983	LR: 0.020000
Training Epoch: 23 [14848/45000]	Loss: 0.4102	LR: 0.020000
Training Epoch: 23 [15104/45000]	Loss: 0.4287	LR: 0.020000
Training Epoch: 23 [15360/45000]	Loss: 0.3489	LR: 0.020000
Training Epoch: 23 [15616/45000]	Loss: 0.4599	LR: 0.020000
Training Epoch: 23 [15872/45000]	Loss: 0.4108	LR: 0.020000
Training Epoch: 23 [16128/45000]	Loss: 0.3275	LR: 0.020000
Training Epoch: 23 [16384/45000]	Loss: 0.5050	LR: 0.020000
Training Epoch: 23 [16640/45000]	Loss: 0.4441	LR: 0.020000
Training Epoch: 23 [16896/45000]	Loss: 0.4478	LR: 0.020000
Training Epoch: 23 [17152/45000]	Loss: 0.4339	LR: 0.020000
Training Epoch: 23 [17408/45000]	Loss: 0.4450	LR: 0.020000
Training Epoch: 23 [17664/45000]	Loss: 0.3756	LR: 0.020000
Training Epoch: 23 [17920/45000]	Loss: 0.4099	LR: 0.020000
Training Epoch: 23 [18176/45000]	Loss: 0.4140	LR: 0.020000
Training Epoch: 23 [18432/45000]	Loss: 0.5009	LR: 0.020000
Training Epoch: 23 [18688/45000]	Loss: 0.3793	LR: 0.020000
Training Epoch: 23 [18944/45000]	Loss: 0.4848	LR: 0.020000
Training Epoch: 23 [19200/45000]	Loss: 0.4007	LR: 0.020000
Training Epoch: 23 [19456/45000]	Loss: 0.4718	LR: 0.020000
Training Epoch: 23 [19712/45000]	Loss: 0.4289	LR: 0.020000
Training Epoch: 23 [19968/45000]	Loss: 0.3437	LR: 0.020000
Training Epoch: 23 [20224/45000]	Loss: 0.4282	LR: 0.020000
Training Epoch: 23 [20480/45000]	Loss: 0.4451	LR: 0.020000
Training Epoch: 23 [20736/45000]	Loss: 0.4512	LR: 0.020000
Training Epoch: 23 [20992/45000]	Loss: 0.4097	LR: 0.020000
Training Epoch: 23 [21248/45000]	Loss: 0.4841	LR: 0.020000
Training Epoch: 23 [21504/45000]	Loss: 0.3905	LR: 0.020000
Training Epoch: 23 [21760/45000]	Loss: 0.3590	LR: 0.020000
Training Epoch: 23 [22016/45000]	Loss: 0.3887	LR: 0.020000
Training Epoch: 23 [22272/45000]	Loss: 0.5403	LR: 0.020000
Training Epoch: 23 [22528/45000]	Loss: 0.4256	LR: 0.020000
Training Epoch: 23 [22784/45000]	Loss: 0.3446	LR: 0.020000
Training Epoch: 23 [23040/45000]	Loss: 0.3633	LR: 0.020000
Training Epoch: 23 [23296/45000]	Loss: 0.4158	LR: 0.020000
Training Epoch: 23 [23552/45000]	Loss: 0.4590	LR: 0.020000
Training Epoch: 23 [23808/45000]	Loss: 0.4224	LR: 0.020000
Training Epoch: 23 [24064/45000]	Loss: 0.4446	LR: 0.020000
Training Epoch: 23 [24320/45000]	Loss: 0.4198	LR: 0.020000
Training Epoch: 23 [24576/45000]	Loss: 0.3785	LR: 0.020000
Training Epoch: 23 [24832/45000]	Loss: 0.4458	LR: 0.020000
Training Epoch: 23 [25088/45000]	Loss: 0.4868	LR: 0.020000
Training Epoch: 23 [25344/45000]	Loss: 0.3813	LR: 0.020000
Training Epoch: 23 [25600/45000]	Loss: 0.4379	LR: 0.020000
Training Epoch: 23 [25856/45000]	Loss: 0.5048	LR: 0.020000
Training Epoch: 23 [26112/45000]	Loss: 0.3478	LR: 0.020000
Training Epoch: 23 [26368/45000]	Loss: 0.4497	LR: 0.020000
Training Epoch: 23 [26624/45000]	Loss: 0.4247	LR: 0.020000
Training Epoch: 23 [26880/45000]	Loss: 0.4069	LR: 0.020000
Training Epoch: 23 [27136/45000]	Loss: 0.3391	LR: 0.020000
Training Epoch: 23 [27392/45000]	Loss: 0.5486	LR: 0.020000
Training Epoch: 23 [27648/45000]	Loss: 0.4091	LR: 0.020000
Training Epoch: 23 [27904/45000]	Loss: 0.3686	LR: 0.020000
Training Epoch: 23 [28160/45000]	Loss: 0.4836	LR: 0.020000
Training Epoch: 23 [28416/45000]	Loss: 0.4379	LR: 0.020000
Training Epoch: 23 [28672/45000]	Loss: 0.4555	LR: 0.020000
Training Epoch: 23 [28928/45000]	Loss: 0.5452	LR: 0.020000
Training Epoch: 23 [29184/45000]	Loss: 0.4430	LR: 0.020000
Training Epoch: 23 [29440/45000]	Loss: 0.4793	LR: 0.020000
Training Epoch: 23 [29696/45000]	Loss: 0.4152	LR: 0.020000
Training Epoch: 23 [29952/45000]	Loss: 0.3561	LR: 0.020000
Training Epoch: 23 [30208/45000]	Loss: 0.4617	LR: 0.020000
Training Epoch: 23 [30464/45000]	Loss: 0.4423	LR: 0.020000
Training Epoch: 23 [30720/45000]	Loss: 0.4679	LR: 0.020000
Training Epoch: 23 [30976/45000]	Loss: 0.4341	LR: 0.020000
Training Epoch: 23 [31232/45000]	Loss: 0.4527	LR: 0.020000
Training Epoch: 23 [31488/45000]	Loss: 0.4691	LR: 0.020000
Training Epoch: 23 [31744/45000]	Loss: 0.4277	LR: 0.020000
Training Epoch: 23 [32000/45000]	Loss: 0.4860	LR: 0.020000
Training Epoch: 23 [32256/45000]	Loss: 0.4393	LR: 0.020000
Training Epoch: 23 [32512/45000]	Loss: 0.4223	LR: 0.020000
Training Epoch: 23 [32768/45000]	Loss: 0.4782	LR: 0.020000
Training Epoch: 23 [33024/45000]	Loss: 0.4792	LR: 0.020000
Training Epoch: 23 [33280/45000]	Loss: 0.4133	LR: 0.020000
Training Epoch: 23 [33536/45000]	Loss: 0.3626	LR: 0.020000
Training Epoch: 23 [33792/45000]	Loss: 0.4639	LR: 0.020000
Training Epoch: 23 [34048/45000]	Loss: 0.4496	LR: 0.020000
Training Epoch: 23 [34304/45000]	Loss: 0.3912	LR: 0.020000
Training Epoch: 23 [34560/45000]	Loss: 0.4582	LR: 0.020000
Training Epoch: 23 [34816/45000]	Loss: 0.4860	LR: 0.020000
Training Epoch: 23 [35072/45000]	Loss: 0.4424	LR: 0.020000
Training Epoch: 23 [35328/45000]	Loss: 0.3483	LR: 0.020000
Training Epoch: 23 [35584/45000]	Loss: 0.6015	LR: 0.020000
Training Epoch: 23 [35840/45000]	Loss: 0.4364	LR: 0.020000
Training Epoch: 23 [36096/45000]	Loss: 0.4298	LR: 0.020000
Training Epoch: 23 [36352/45000]	Loss: 0.4336	LR: 0.020000
Training Epoch: 23 [36608/45000]	Loss: 0.4909	LR: 0.020000
Training Epoch: 23 [36864/45000]	Loss: 0.4014	LR: 0.020000
Training Epoch: 23 [37120/45000]	Loss: 0.4133	LR: 0.020000
Training Epoch: 23 [37376/45000]	Loss: 0.4994	LR: 0.020000
Training Epoch: 23 [37632/45000]	Loss: 0.4803	LR: 0.020000
Training Epoch: 23 [37888/45000]	Loss: 0.3583	LR: 0.020000
Training Epoch: 23 [38144/45000]	Loss: 0.3912	LR: 0.020000
Training Epoch: 23 [38400/45000]	Loss: 0.4228	LR: 0.020000
Training Epoch: 23 [38656/45000]	Loss: 0.5095	LR: 0.020000
Training Epoch: 23 [38912/45000]	Loss: 0.4822	LR: 0.020000
Training Epoch: 23 [39168/45000]	Loss: 0.4418	LR: 0.020000
Training Epoch: 23 [39424/45000]	Loss: 0.4804	LR: 0.020000
Training Epoch: 23 [39680/45000]	Loss: 0.4179	LR: 0.020000
Training Epoch: 23 [39936/45000]	Loss: 0.4234	LR: 0.020000
Training Epoch: 23 [40192/45000]	Loss: 0.4862	LR: 0.020000
Training Epoch: 23 [40448/45000]	Loss: 0.3981	LR: 0.020000
Training Epoch: 23 [40704/45000]	Loss: 0.3916	LR: 0.020000
Training Epoch: 23 [40960/45000]	Loss: 0.4231	LR: 0.020000
Training Epoch: 23 [41216/45000]	Loss: 0.3795	LR: 0.020000
Training Epoch: 23 [41472/45000]	Loss: 0.4995	LR: 0.020000
Training Epoch: 23 [41728/45000]	Loss: 0.4698	LR: 0.020000
Training Epoch: 23 [41984/45000]	Loss: 0.4471	LR: 0.020000
Training Epoch: 23 [42240/45000]	Loss: 0.3949	LR: 0.020000
Training Epoch: 23 [42496/45000]	Loss: 0.3873	LR: 0.020000
Training Epoch: 23 [42752/45000]	Loss: 0.4033	LR: 0.020000
Training Epoch: 23 [43008/45000]	Loss: 0.3589	LR: 0.020000
Training Epoch: 23 [43264/45000]	Loss: 0.4464	LR: 0.020000
Training Epoch: 23 [43520/45000]	Loss: 0.3950	LR: 0.020000
Training Epoch: 23 [43776/45000]	Loss: 0.3918	LR: 0.020000
Training Epoch: 23 [44032/45000]	Loss: 0.3356	LR: 0.020000
Training Epoch: 23 [44288/45000]	Loss: 0.4388	LR: 0.020000
Training Epoch: 23 [44544/45000]	Loss: 0.4310	LR: 0.020000
Training Epoch: 23 [44800/45000]	Loss: 0.4216	LR: 0.020000
Training Epoch: 23 [45000/45000]	Loss: 0.4499	LR: 0.020000
Epoch 23 - Average Train Loss: 0.4246, Train Accuracy: 0.8571
Epoch 23 training time consumed: 26.98s
Evaluating Network.....
Test set: Epoch: 23, Average loss: 0.0033, Accuracy: 0.7605, Time consumed:0.88s
Training Epoch: 24 [256/45000]	Loss: 0.3807	LR: 0.020000
Training Epoch: 24 [512/45000]	Loss: 0.3817	LR: 0.020000
Training Epoch: 24 [768/45000]	Loss: 0.4138	LR: 0.020000
Training Epoch: 24 [1024/45000]	Loss: 0.4986	LR: 0.020000
Training Epoch: 24 [1280/45000]	Loss: 0.3319	LR: 0.020000
Training Epoch: 24 [1536/45000]	Loss: 0.3467	LR: 0.020000
Training Epoch: 24 [1792/45000]	Loss: 0.3818	LR: 0.020000
Training Epoch: 24 [2048/45000]	Loss: 0.4713	LR: 0.020000
Training Epoch: 24 [2304/45000]	Loss: 0.4121	LR: 0.020000
Training Epoch: 24 [2560/45000]	Loss: 0.3823	LR: 0.020000
Training Epoch: 24 [2816/45000]	Loss: 0.4163	LR: 0.020000
Training Epoch: 24 [3072/45000]	Loss: 0.3288	LR: 0.020000
Training Epoch: 24 [3328/45000]	Loss: 0.3620	LR: 0.020000
Training Epoch: 24 [3584/45000]	Loss: 0.3709	LR: 0.020000
Training Epoch: 24 [3840/45000]	Loss: 0.3413	LR: 0.020000
Training Epoch: 24 [4096/45000]	Loss: 0.3562	LR: 0.020000
Training Epoch: 24 [4352/45000]	Loss: 0.3944	LR: 0.020000
Training Epoch: 24 [4608/45000]	Loss: 0.3184	LR: 0.020000
Training Epoch: 24 [4864/45000]	Loss: 0.3484	LR: 0.020000
Training Epoch: 24 [5120/45000]	Loss: 0.4138	LR: 0.020000
Training Epoch: 24 [5376/45000]	Loss: 0.4087	LR: 0.020000
Training Epoch: 24 [5632/45000]	Loss: 0.3765	LR: 0.020000
Training Epoch: 24 [5888/45000]	Loss: 0.3593	LR: 0.020000
Training Epoch: 24 [6144/45000]	Loss: 0.3430	LR: 0.020000
Training Epoch: 24 [6400/45000]	Loss: 0.3958	LR: 0.020000
Training Epoch: 24 [6656/45000]	Loss: 0.3755	LR: 0.020000
Training Epoch: 24 [6912/45000]	Loss: 0.3453	LR: 0.020000
Training Epoch: 24 [7168/45000]	Loss: 0.3799	LR: 0.020000
Training Epoch: 24 [7424/45000]	Loss: 0.4341	LR: 0.020000
Training Epoch: 24 [7680/45000]	Loss: 0.3638	LR: 0.020000
Training Epoch: 24 [7936/45000]	Loss: 0.4278	LR: 0.020000
Training Epoch: 24 [8192/45000]	Loss: 0.5032	LR: 0.020000
Training Epoch: 24 [8448/45000]	Loss: 0.3592	LR: 0.020000
Training Epoch: 24 [8704/45000]	Loss: 0.3822	LR: 0.020000
Training Epoch: 24 [8960/45000]	Loss: 0.4991	LR: 0.020000
Training Epoch: 24 [9216/45000]	Loss: 0.3644	LR: 0.020000
Training Epoch: 24 [9472/45000]	Loss: 0.2897	LR: 0.020000
Training Epoch: 24 [9728/45000]	Loss: 0.4867	LR: 0.020000
Training Epoch: 24 [9984/45000]	Loss: 0.4918	LR: 0.020000
Training Epoch: 24 [10240/45000]	Loss: 0.3873	LR: 0.020000
Training Epoch: 24 [10496/45000]	Loss: 0.3692	LR: 0.020000
Training Epoch: 24 [10752/45000]	Loss: 0.3838	LR: 0.020000
Training Epoch: 24 [11008/45000]	Loss: 0.3452	LR: 0.020000
Training Epoch: 24 [11264/45000]	Loss: 0.4585	LR: 0.020000
Training Epoch: 24 [11520/45000]	Loss: 0.3507	LR: 0.020000
Training Epoch: 24 [11776/45000]	Loss: 0.5332	LR: 0.020000
Training Epoch: 24 [12032/45000]	Loss: 0.4124	LR: 0.020000
Training Epoch: 24 [12288/45000]	Loss: 0.3283	LR: 0.020000
Training Epoch: 24 [12544/45000]	Loss: 0.3832	LR: 0.020000
Training Epoch: 24 [12800/45000]	Loss: 0.4014	LR: 0.020000
Training Epoch: 24 [13056/45000]	Loss: 0.4303	LR: 0.020000
Training Epoch: 24 [13312/45000]	Loss: 0.3457	LR: 0.020000
Training Epoch: 24 [13568/45000]	Loss: 0.3350	LR: 0.020000
Training Epoch: 24 [13824/45000]	Loss: 0.3538	LR: 0.020000
Training Epoch: 24 [14080/45000]	Loss: 0.4474	LR: 0.020000
Training Epoch: 24 [14336/45000]	Loss: 0.3440	LR: 0.020000
Training Epoch: 24 [14592/45000]	Loss: 0.3577	LR: 0.020000
Training Epoch: 24 [14848/45000]	Loss: 0.3435	LR: 0.020000
Training Epoch: 24 [15104/45000]	Loss: 0.4674	LR: 0.020000
Training Epoch: 24 [15360/45000]	Loss: 0.4446	LR: 0.020000
Training Epoch: 24 [15616/45000]	Loss: 0.4516	LR: 0.020000
Training Epoch: 24 [15872/45000]	Loss: 0.4025	LR: 0.020000
Training Epoch: 24 [16128/45000]	Loss: 0.4264	LR: 0.020000
Training Epoch: 24 [16384/45000]	Loss: 0.4063	LR: 0.020000
Training Epoch: 24 [16640/45000]	Loss: 0.3988	LR: 0.020000
Training Epoch: 24 [16896/45000]	Loss: 0.4634	LR: 0.020000
Training Epoch: 24 [17152/45000]	Loss: 0.4015	LR: 0.020000
Training Epoch: 24 [17408/45000]	Loss: 0.2973	LR: 0.020000
Training Epoch: 24 [17664/45000]	Loss: 0.3651	LR: 0.020000
Training Epoch: 24 [17920/45000]	Loss: 0.4034	LR: 0.020000
Training Epoch: 24 [18176/45000]	Loss: 0.3653	LR: 0.020000
Training Epoch: 24 [18432/45000]	Loss: 0.4027	LR: 0.020000
Training Epoch: 24 [18688/45000]	Loss: 0.3946	LR: 0.020000
Training Epoch: 24 [18944/45000]	Loss: 0.4157	LR: 0.020000
Training Epoch: 24 [19200/45000]	Loss: 0.4598	LR: 0.020000
Training Epoch: 24 [19456/45000]	Loss: 0.4111	LR: 0.020000
Training Epoch: 24 [19712/45000]	Loss: 0.5307	LR: 0.020000
Training Epoch: 24 [19968/45000]	Loss: 0.3985	LR: 0.020000
Training Epoch: 24 [20224/45000]	Loss: 0.3688	LR: 0.020000
Training Epoch: 24 [20480/45000]	Loss: 0.4818	LR: 0.020000
Training Epoch: 24 [20736/45000]	Loss: 0.4009	LR: 0.020000
Training Epoch: 24 [20992/45000]	Loss: 0.4142	LR: 0.020000
Training Epoch: 24 [21248/45000]	Loss: 0.3505	LR: 0.020000
Training Epoch: 24 [21504/45000]	Loss: 0.5166	LR: 0.020000
Training Epoch: 24 [21760/45000]	Loss: 0.3224	LR: 0.020000
Training Epoch: 24 [22016/45000]	Loss: 0.3833	LR: 0.020000
Training Epoch: 24 [22272/45000]	Loss: 0.4503	LR: 0.020000
Training Epoch: 24 [22528/45000]	Loss: 0.3527	LR: 0.020000
Training Epoch: 24 [22784/45000]	Loss: 0.4622	LR: 0.020000
Training Epoch: 24 [23040/45000]	Loss: 0.3734	LR: 0.020000
Training Epoch: 24 [23296/45000]	Loss: 0.3428	LR: 0.020000
Training Epoch: 24 [23552/45000]	Loss: 0.4716	LR: 0.020000
Training Epoch: 24 [23808/45000]	Loss: 0.4489	LR: 0.020000
Training Epoch: 24 [24064/45000]	Loss: 0.3946	LR: 0.020000
Training Epoch: 24 [24320/45000]	Loss: 0.4108	LR: 0.020000
Training Epoch: 24 [24576/45000]	Loss: 0.4293	LR: 0.020000
Training Epoch: 24 [24832/45000]	Loss: 0.4200	LR: 0.020000
Training Epoch: 24 [25088/45000]	Loss: 0.3867	LR: 0.020000
Training Epoch: 24 [25344/45000]	Loss: 0.4330	LR: 0.020000
Training Epoch: 24 [25600/45000]	Loss: 0.4740	LR: 0.020000
Training Epoch: 24 [25856/45000]	Loss: 0.5360	LR: 0.020000
Training Epoch: 24 [26112/45000]	Loss: 0.4145	LR: 0.020000
Training Epoch: 24 [26368/45000]	Loss: 0.3951	LR: 0.020000
Training Epoch: 24 [26624/45000]	Loss: 0.4737	LR: 0.020000
Training Epoch: 24 [26880/45000]	Loss: 0.3804	LR: 0.020000
Training Epoch: 24 [27136/45000]	Loss: 0.5210	LR: 0.020000
Training Epoch: 24 [27392/45000]	Loss: 0.3446	LR: 0.020000
Training Epoch: 24 [27648/45000]	Loss: 0.3608	LR: 0.020000
Training Epoch: 24 [27904/45000]	Loss: 0.4022	LR: 0.020000
Training Epoch: 24 [28160/45000]	Loss: 0.4716	LR: 0.020000
Training Epoch: 24 [28416/45000]	Loss: 0.4996	LR: 0.020000
Training Epoch: 24 [28672/45000]	Loss: 0.3999	LR: 0.020000
Training Epoch: 24 [28928/45000]	Loss: 0.4114	LR: 0.020000
Training Epoch: 24 [29184/45000]	Loss: 0.4143	LR: 0.020000
Training Epoch: 24 [29440/45000]	Loss: 0.4295	LR: 0.020000
Training Epoch: 24 [29696/45000]	Loss: 0.4661	LR: 0.020000
Training Epoch: 24 [29952/45000]	Loss: 0.4781	LR: 0.020000
Training Epoch: 24 [30208/45000]	Loss: 0.3539	LR: 0.020000
Training Epoch: 24 [30464/45000]	Loss: 0.4353	LR: 0.020000
Training Epoch: 24 [30720/45000]	Loss: 0.4786	LR: 0.020000
Training Epoch: 24 [30976/45000]	Loss: 0.4719	LR: 0.020000
Training Epoch: 24 [31232/45000]	Loss: 0.4492	LR: 0.020000
Training Epoch: 24 [31488/45000]	Loss: 0.4248	LR: 0.020000
Training Epoch: 24 [31744/45000]	Loss: 0.4172	LR: 0.020000
Training Epoch: 24 [32000/45000]	Loss: 0.5034	LR: 0.020000
Training Epoch: 24 [32256/45000]	Loss: 0.4528	LR: 0.020000
Training Epoch: 24 [32512/45000]	Loss: 0.4206	LR: 0.020000
Training Epoch: 24 [32768/45000]	Loss: 0.4110	LR: 0.020000
Training Epoch: 24 [33024/45000]	Loss: 0.5447	LR: 0.020000
Training Epoch: 24 [33280/45000]	Loss: 0.3587	LR: 0.020000
Training Epoch: 24 [33536/45000]	Loss: 0.4212	LR: 0.020000
Training Epoch: 24 [33792/45000]	Loss: 0.4155	LR: 0.020000
Training Epoch: 24 [34048/45000]	Loss: 0.4103	LR: 0.020000
Training Epoch: 24 [34304/45000]	Loss: 0.3981	LR: 0.020000
Training Epoch: 24 [34560/45000]	Loss: 0.4035	LR: 0.020000
Training Epoch: 24 [34816/45000]	Loss: 0.4262	LR: 0.020000
Training Epoch: 24 [35072/45000]	Loss: 0.4415	LR: 0.020000
Training Epoch: 24 [35328/45000]	Loss: 0.4201	LR: 0.020000
Training Epoch: 24 [35584/45000]	Loss: 0.4487	LR: 0.020000
Training Epoch: 24 [35840/45000]	Loss: 0.4194	LR: 0.020000
Training Epoch: 24 [36096/45000]	Loss: 0.4291	LR: 0.020000
Training Epoch: 24 [36352/45000]	Loss: 0.4872	LR: 0.020000
Training Epoch: 24 [36608/45000]	Loss: 0.4353	LR: 0.020000
Training Epoch: 24 [36864/45000]	Loss: 0.4759	LR: 0.020000
Training Epoch: 24 [37120/45000]	Loss: 0.4690	LR: 0.020000
Training Epoch: 24 [37376/45000]	Loss: 0.3722	LR: 0.020000
Training Epoch: 24 [37632/45000]	Loss: 0.4509	LR: 0.020000
Training Epoch: 24 [37888/45000]	Loss: 0.4616	LR: 0.020000
Training Epoch: 24 [38144/45000]	Loss: 0.4875	LR: 0.020000
Training Epoch: 24 [38400/45000]	Loss: 0.4309	LR: 0.020000
Training Epoch: 24 [38656/45000]	Loss: 0.4166	LR: 0.020000
Training Epoch: 24 [38912/45000]	Loss: 0.4490	LR: 0.020000
Training Epoch: 24 [39168/45000]	Loss: 0.4834	LR: 0.020000
Training Epoch: 24 [39424/45000]	Loss: 0.3872	LR: 0.020000
Training Epoch: 24 [39680/45000]	Loss: 0.5595	LR: 0.020000
Training Epoch: 24 [39936/45000]	Loss: 0.3197	LR: 0.020000
Training Epoch: 24 [40192/45000]	Loss: 0.3733	LR: 0.020000
Training Epoch: 24 [40448/45000]	Loss: 0.4274	LR: 0.020000
Training Epoch: 24 [40704/45000]	Loss: 0.4904	LR: 0.020000
Training Epoch: 24 [40960/45000]	Loss: 0.4083	LR: 0.020000
Training Epoch: 24 [41216/45000]	Loss: 0.3937	LR: 0.020000
Training Epoch: 24 [41472/45000]	Loss: 0.3798	LR: 0.020000
Training Epoch: 24 [41728/45000]	Loss: 0.3876	LR: 0.020000
Training Epoch: 24 [41984/45000]	Loss: 0.4566	LR: 0.020000
Training Epoch: 24 [42240/45000]	Loss: 0.3895	LR: 0.020000
Training Epoch: 24 [42496/45000]	Loss: 0.4086	LR: 0.020000
Training Epoch: 24 [42752/45000]	Loss: 0.4499	LR: 0.020000
Training Epoch: 24 [43008/45000]	Loss: 0.4135	LR: 0.020000
Training Epoch: 24 [43264/45000]	Loss: 0.3569	LR: 0.020000
Training Epoch: 24 [43520/45000]	Loss: 0.4210	LR: 0.020000
Training Epoch: 24 [43776/45000]	Loss: 0.4275	LR: 0.020000
Training Epoch: 24 [44032/45000]	Loss: 0.4407	LR: 0.020000
Training Epoch: 24 [44288/45000]	Loss: 0.3923	LR: 0.020000
Training Epoch: 24 [44544/45000]	Loss: 0.3490	LR: 0.020000
Training Epoch: 24 [44800/45000]	Loss: 0.5050	LR: 0.020000
Training Epoch: 24 [45000/45000]	Loss: 0.3574	LR: 0.020000
Epoch 24 - Average Train Loss: 0.4126, Train Accuracy: 0.8627
Epoch 24 training time consumed: 26.88s
Evaluating Network.....
Test set: Epoch: 24, Average loss: 0.0032, Accuracy: 0.7633, Time consumed:0.92s
Training Epoch: 25 [256/45000]	Loss: 0.3348	LR: 0.020000
Training Epoch: 25 [512/45000]	Loss: 0.3945	LR: 0.020000
Training Epoch: 25 [768/45000]	Loss: 0.4019	LR: 0.020000
Training Epoch: 25 [1024/45000]	Loss: 0.3314	LR: 0.020000
Training Epoch: 25 [1280/45000]	Loss: 0.3155	LR: 0.020000
Training Epoch: 25 [1536/45000]	Loss: 0.3697	LR: 0.020000
Training Epoch: 25 [1792/45000]	Loss: 0.3934	LR: 0.020000
Training Epoch: 25 [2048/45000]	Loss: 0.3594	LR: 0.020000
Training Epoch: 25 [2304/45000]	Loss: 0.3898	LR: 0.020000
Training Epoch: 25 [2560/45000]	Loss: 0.4231	LR: 0.020000
Training Epoch: 25 [2816/45000]	Loss: 0.3833	LR: 0.020000
Training Epoch: 25 [3072/45000]	Loss: 0.3654	LR: 0.020000
Training Epoch: 25 [3328/45000]	Loss: 0.2873	LR: 0.020000
Training Epoch: 25 [3584/45000]	Loss: 0.4465	LR: 0.020000
Training Epoch: 25 [3840/45000]	Loss: 0.4556	LR: 0.020000
Training Epoch: 25 [4096/45000]	Loss: 0.3985	LR: 0.020000
Training Epoch: 25 [4352/45000]	Loss: 0.3309	LR: 0.020000
Training Epoch: 25 [4608/45000]	Loss: 0.3298	LR: 0.020000
Training Epoch: 25 [4864/45000]	Loss: 0.3494	LR: 0.020000
Training Epoch: 25 [5120/45000]	Loss: 0.3276	LR: 0.020000
Training Epoch: 25 [5376/45000]	Loss: 0.3049	LR: 0.020000
Training Epoch: 25 [5632/45000]	Loss: 0.3505	LR: 0.020000
Training Epoch: 25 [5888/45000]	Loss: 0.2662	LR: 0.020000
Training Epoch: 25 [6144/45000]	Loss: 0.3013	LR: 0.020000
Training Epoch: 25 [6400/45000]	Loss: 0.3908	LR: 0.020000
Training Epoch: 25 [6656/45000]	Loss: 0.2637	LR: 0.020000
Training Epoch: 25 [6912/45000]	Loss: 0.3092	LR: 0.020000
Training Epoch: 25 [7168/45000]	Loss: 0.3102	LR: 0.020000
Training Epoch: 25 [7424/45000]	Loss: 0.4009	LR: 0.020000
Training Epoch: 25 [7680/45000]	Loss: 0.3517	LR: 0.020000
Training Epoch: 25 [7936/45000]	Loss: 0.3678	LR: 0.020000
Training Epoch: 25 [8192/45000]	Loss: 0.3556	LR: 0.020000
Training Epoch: 25 [8448/45000]	Loss: 0.2606	LR: 0.020000
Training Epoch: 25 [8704/45000]	Loss: 0.3400	LR: 0.020000
Training Epoch: 25 [8960/45000]	Loss: 0.2941	LR: 0.020000
Training Epoch: 25 [9216/45000]	Loss: 0.3363	LR: 0.020000
Training Epoch: 25 [9472/45000]	Loss: 0.3997	LR: 0.020000
Training Epoch: 25 [9728/45000]	Loss: 0.3487	LR: 0.020000
Training Epoch: 25 [9984/45000]	Loss: 0.3111	LR: 0.020000
Training Epoch: 25 [10240/45000]	Loss: 0.3624	LR: 0.020000
Training Epoch: 25 [10496/45000]	Loss: 0.4724	LR: 0.020000
Training Epoch: 25 [10752/45000]	Loss: 0.3586	LR: 0.020000
Training Epoch: 25 [11008/45000]	Loss: 0.3385	LR: 0.020000
Training Epoch: 25 [11264/45000]	Loss: 0.3898	LR: 0.020000
Training Epoch: 25 [11520/45000]	Loss: 0.4565	LR: 0.020000
Training Epoch: 25 [11776/45000]	Loss: 0.4497	LR: 0.020000
Training Epoch: 25 [12032/45000]	Loss: 0.3604	LR: 0.020000
Training Epoch: 25 [12288/45000]	Loss: 0.3732	LR: 0.020000
Training Epoch: 25 [12544/45000]	Loss: 0.3973	LR: 0.020000
Training Epoch: 25 [12800/45000]	Loss: 0.2781	LR: 0.020000
Training Epoch: 25 [13056/45000]	Loss: 0.3961	LR: 0.020000
Training Epoch: 25 [13312/45000]	Loss: 0.3518	LR: 0.020000
Training Epoch: 25 [13568/45000]	Loss: 0.2647	LR: 0.020000
Training Epoch: 25 [13824/45000]	Loss: 0.3391	LR: 0.020000
Training Epoch: 25 [14080/45000]	Loss: 0.3943	LR: 0.020000
Training Epoch: 25 [14336/45000]	Loss: 0.3502	LR: 0.020000
Training Epoch: 25 [14592/45000]	Loss: 0.4213	LR: 0.020000
Training Epoch: 25 [14848/45000]	Loss: 0.3890	LR: 0.020000
Training Epoch: 25 [15104/45000]	Loss: 0.4099	LR: 0.020000
Training Epoch: 25 [15360/45000]	Loss: 0.4044	LR: 0.020000
Training Epoch: 25 [15616/45000]	Loss: 0.3589	LR: 0.020000
Training Epoch: 25 [15872/45000]	Loss: 0.3514	LR: 0.020000
Training Epoch: 25 [16128/45000]	Loss: 0.4722	LR: 0.020000
Training Epoch: 25 [16384/45000]	Loss: 0.4688	LR: 0.020000
Training Epoch: 25 [16640/45000]	Loss: 0.3836	LR: 0.020000
Training Epoch: 25 [16896/45000]	Loss: 0.4610	LR: 0.020000
Training Epoch: 25 [17152/45000]	Loss: 0.3797	LR: 0.020000
Training Epoch: 25 [17408/45000]	Loss: 0.3368	LR: 0.020000
Training Epoch: 25 [17664/45000]	Loss: 0.3059	LR: 0.020000
Training Epoch: 25 [17920/45000]	Loss: 0.3804	LR: 0.020000
Training Epoch: 25 [18176/45000]	Loss: 0.3872	LR: 0.020000
Training Epoch: 25 [18432/45000]	Loss: 0.3582	LR: 0.020000
Training Epoch: 25 [18688/45000]	Loss: 0.5113	LR: 0.020000
Training Epoch: 25 [18944/45000]	Loss: 0.4438	LR: 0.020000
Training Epoch: 25 [19200/45000]	Loss: 0.4765	LR: 0.020000
Training Epoch: 25 [19456/45000]	Loss: 0.3758	LR: 0.020000
Training Epoch: 25 [19712/45000]	Loss: 0.4221	LR: 0.020000
Training Epoch: 25 [19968/45000]	Loss: 0.3310	LR: 0.020000
Training Epoch: 25 [20224/45000]	Loss: 0.3970	LR: 0.020000
Training Epoch: 25 [20480/45000]	Loss: 0.4132	LR: 0.020000
Training Epoch: 25 [20736/45000]	Loss: 0.3739	LR: 0.020000
Training Epoch: 25 [20992/45000]	Loss: 0.4812	LR: 0.020000
Training Epoch: 25 [21248/45000]	Loss: 0.3999	LR: 0.020000
Training Epoch: 25 [21504/45000]	Loss: 0.5003	LR: 0.020000
Training Epoch: 25 [21760/45000]	Loss: 0.5013	LR: 0.020000
Training Epoch: 25 [22016/45000]	Loss: 0.3965	LR: 0.020000
Training Epoch: 25 [22272/45000]	Loss: 0.3907	LR: 0.020000
Training Epoch: 25 [22528/45000]	Loss: 0.3085	LR: 0.020000
Training Epoch: 25 [22784/45000]	Loss: 0.3769	LR: 0.020000
Training Epoch: 25 [23040/45000]	Loss: 0.4563	LR: 0.020000
Training Epoch: 25 [23296/45000]	Loss: 0.3296	LR: 0.020000
Training Epoch: 25 [23552/45000]	Loss: 0.3982	LR: 0.020000
Training Epoch: 25 [23808/45000]	Loss: 0.4437	LR: 0.020000
Training Epoch: 25 [24064/45000]	Loss: 0.4169	LR: 0.020000
Training Epoch: 25 [24320/45000]	Loss: 0.5043	LR: 0.020000
Training Epoch: 25 [24576/45000]	Loss: 0.3774	LR: 0.020000
Training Epoch: 25 [24832/45000]	Loss: 0.4983	LR: 0.020000
Training Epoch: 25 [25088/45000]	Loss: 0.4268	LR: 0.020000
Training Epoch: 25 [25344/45000]	Loss: 0.5302	LR: 0.020000
Training Epoch: 25 [25600/45000]	Loss: 0.5414	LR: 0.020000
Training Epoch: 25 [25856/45000]	Loss: 0.3916	LR: 0.020000
Training Epoch: 25 [26112/45000]	Loss: 0.3456	LR: 0.020000
Training Epoch: 25 [26368/45000]	Loss: 0.5227	LR: 0.020000
Training Epoch: 25 [26624/45000]	Loss: 0.4626	LR: 0.020000
Training Epoch: 25 [26880/45000]	Loss: 0.4684	LR: 0.020000
Training Epoch: 25 [27136/45000]	Loss: 0.4273	LR: 0.020000
Training Epoch: 25 [27392/45000]	Loss: 0.4006	LR: 0.020000
Training Epoch: 25 [27648/45000]	Loss: 0.4020	LR: 0.020000
Training Epoch: 25 [27904/45000]	Loss: 0.4645	LR: 0.020000
Training Epoch: 25 [28160/45000]	Loss: 0.4510	LR: 0.020000
Training Epoch: 25 [28416/45000]	Loss: 0.3621	LR: 0.020000
Training Epoch: 25 [28672/45000]	Loss: 0.3880	LR: 0.020000
Training Epoch: 25 [28928/45000]	Loss: 0.4455	LR: 0.020000
Training Epoch: 25 [29184/45000]	Loss: 0.4056	LR: 0.020000
Training Epoch: 25 [29440/45000]	Loss: 0.5053	LR: 0.020000
Training Epoch: 25 [29696/45000]	Loss: 0.3276	LR: 0.020000
Training Epoch: 25 [29952/45000]	Loss: 0.5408	LR: 0.020000
Training Epoch: 25 [30208/45000]	Loss: 0.3600	LR: 0.020000
Training Epoch: 25 [30464/45000]	Loss: 0.4153	LR: 0.020000
Training Epoch: 25 [30720/45000]	Loss: 0.3888	LR: 0.020000
Training Epoch: 25 [30976/45000]	Loss: 0.2950	LR: 0.020000
Training Epoch: 25 [31232/45000]	Loss: 0.4260	LR: 0.020000
Training Epoch: 25 [31488/45000]	Loss: 0.4228	LR: 0.020000
Training Epoch: 25 [31744/45000]	Loss: 0.4885	LR: 0.020000
Training Epoch: 25 [32000/45000]	Loss: 0.3685	LR: 0.020000
Training Epoch: 25 [32256/45000]	Loss: 0.3637	LR: 0.020000
Training Epoch: 25 [32512/45000]	Loss: 0.3820	LR: 0.020000
Training Epoch: 25 [32768/45000]	Loss: 0.4443	LR: 0.020000
Training Epoch: 25 [33024/45000]	Loss: 0.3712	LR: 0.020000
Training Epoch: 25 [33280/45000]	Loss: 0.3831	LR: 0.020000
Training Epoch: 25 [33536/45000]	Loss: 0.3815	LR: 0.020000
Training Epoch: 25 [33792/45000]	Loss: 0.5012	LR: 0.020000
Training Epoch: 25 [34048/45000]	Loss: 0.4649	LR: 0.020000
Training Epoch: 25 [34304/45000]	Loss: 0.3727	LR: 0.020000
Training Epoch: 25 [34560/45000]	Loss: 0.4560	LR: 0.020000
Training Epoch: 25 [34816/45000]	Loss: 0.3776	LR: 0.020000
Training Epoch: 25 [35072/45000]	Loss: 0.4955	LR: 0.020000
Training Epoch: 25 [35328/45000]	Loss: 0.4970	LR: 0.020000
Training Epoch: 25 [35584/45000]	Loss: 0.4710	LR: 0.020000
Training Epoch: 25 [35840/45000]	Loss: 0.3903	LR: 0.020000
Training Epoch: 25 [36096/45000]	Loss: 0.4435	LR: 0.020000
Training Epoch: 25 [36352/45000]	Loss: 0.3787	LR: 0.020000
Training Epoch: 25 [36608/45000]	Loss: 0.4497	LR: 0.020000
Training Epoch: 25 [36864/45000]	Loss: 0.3770	LR: 0.020000
Training Epoch: 25 [37120/45000]	Loss: 0.4484	LR: 0.020000
Training Epoch: 25 [37376/45000]	Loss: 0.4569	LR: 0.020000
Training Epoch: 25 [37632/45000]	Loss: 0.5137	LR: 0.020000
Training Epoch: 25 [37888/45000]	Loss: 0.4907	LR: 0.020000
Training Epoch: 25 [38144/45000]	Loss: 0.4223	LR: 0.020000
Training Epoch: 25 [38400/45000]	Loss: 0.5190	LR: 0.020000
Training Epoch: 25 [38656/45000]	Loss: 0.3844	LR: 0.020000
Training Epoch: 25 [38912/45000]	Loss: 0.3510	LR: 0.020000
Training Epoch: 25 [39168/45000]	Loss: 0.3630	LR: 0.020000
Training Epoch: 25 [39424/45000]	Loss: 0.4587	LR: 0.020000
Training Epoch: 25 [39680/45000]	Loss: 0.3423	LR: 0.020000
Training Epoch: 25 [39936/45000]	Loss: 0.3821	LR: 0.020000
Training Epoch: 25 [40192/45000]	Loss: 0.4439	LR: 0.020000
Training Epoch: 25 [40448/45000]	Loss: 0.4254	LR: 0.020000
Training Epoch: 25 [40704/45000]	Loss: 0.4240	LR: 0.020000
Training Epoch: 25 [40960/45000]	Loss: 0.4552	LR: 0.020000
Training Epoch: 25 [41216/45000]	Loss: 0.4825	LR: 0.020000
Training Epoch: 25 [41472/45000]	Loss: 0.3659	LR: 0.020000
Training Epoch: 25 [41728/45000]	Loss: 0.4730	LR: 0.020000
Training Epoch: 25 [41984/45000]	Loss: 0.4827	LR: 0.020000
Training Epoch: 25 [42240/45000]	Loss: 0.5488	LR: 0.020000
Training Epoch: 25 [42496/45000]	Loss: 0.4047	LR: 0.020000
Training Epoch: 25 [42752/45000]	Loss: 0.5080	LR: 0.020000
Training Epoch: 25 [43008/45000]	Loss: 0.4583	LR: 0.020000
Training Epoch: 25 [43264/45000]	Loss: 0.4056	LR: 0.020000
Training Epoch: 25 [43520/45000]	Loss: 0.3869	LR: 0.020000
Training Epoch: 25 [43776/45000]	Loss: 0.5261	LR: 0.020000
Training Epoch: 25 [44032/45000]	Loss: 0.3996	LR: 0.020000
Training Epoch: 25 [44288/45000]	Loss: 0.3393	LR: 0.020000
Training Epoch: 25 [44544/45000]	Loss: 0.4307	LR: 0.020000
Training Epoch: 25 [44800/45000]	Loss: 0.4164	LR: 0.020000
Training Epoch: 25 [45000/45000]	Loss: 0.3887	LR: 0.020000
Epoch 25 - Average Train Loss: 0.4014, Train Accuracy: 0.8661
Epoch 25 training time consumed: 27.02s
Evaluating Network.....
Test set: Epoch: 25, Average loss: 0.0032, Accuracy: 0.7649, Time consumed:0.87s
Training Epoch: 26 [256/45000]	Loss: 0.2906	LR: 0.020000
Training Epoch: 26 [512/45000]	Loss: 0.4374	LR: 0.020000
Training Epoch: 26 [768/45000]	Loss: 0.3450	LR: 0.020000
Training Epoch: 26 [1024/45000]	Loss: 0.3387	LR: 0.020000
Training Epoch: 26 [1280/45000]	Loss: 0.3820	LR: 0.020000
Training Epoch: 26 [1536/45000]	Loss: 0.3756	LR: 0.020000
Training Epoch: 26 [1792/45000]	Loss: 0.3278	LR: 0.020000
Training Epoch: 26 [2048/45000]	Loss: 0.2792	LR: 0.020000
Training Epoch: 26 [2304/45000]	Loss: 0.3778	LR: 0.020000
Training Epoch: 26 [2560/45000]	Loss: 0.3871	LR: 0.020000
Training Epoch: 26 [2816/45000]	Loss: 0.3908	LR: 0.020000
Training Epoch: 26 [3072/45000]	Loss: 0.4220	LR: 0.020000
Training Epoch: 26 [3328/45000]	Loss: 0.3398	LR: 0.020000
Training Epoch: 26 [3584/45000]	Loss: 0.2902	LR: 0.020000
Training Epoch: 26 [3840/45000]	Loss: 0.3864	LR: 0.020000
Training Epoch: 26 [4096/45000]	Loss: 0.3513	LR: 0.020000
Training Epoch: 26 [4352/45000]	Loss: 0.3137	LR: 0.020000
Training Epoch: 26 [4608/45000]	Loss: 0.3519	LR: 0.020000
Training Epoch: 26 [4864/45000]	Loss: 0.2958	LR: 0.020000
Training Epoch: 26 [5120/45000]	Loss: 0.3344	LR: 0.020000
Training Epoch: 26 [5376/45000]	Loss: 0.3007	LR: 0.020000
Training Epoch: 26 [5632/45000]	Loss: 0.3871	LR: 0.020000
Training Epoch: 26 [5888/45000]	Loss: 0.2799	LR: 0.020000
Training Epoch: 26 [6144/45000]	Loss: 0.3406	LR: 0.020000
Training Epoch: 26 [6400/45000]	Loss: 0.3413	LR: 0.020000
Training Epoch: 26 [6656/45000]	Loss: 0.3788	LR: 0.020000
Training Epoch: 26 [6912/45000]	Loss: 0.3975	LR: 0.020000
Training Epoch: 26 [7168/45000]	Loss: 0.2941	LR: 0.020000
Training Epoch: 26 [7424/45000]	Loss: 0.3534	LR: 0.020000
Training Epoch: 26 [7680/45000]	Loss: 0.3086	LR: 0.020000
Training Epoch: 26 [7936/45000]	Loss: 0.4542	LR: 0.020000
Training Epoch: 26 [8192/45000]	Loss: 0.3594	LR: 0.020000
Training Epoch: 26 [8448/45000]	Loss: 0.3648	LR: 0.020000
Training Epoch: 26 [8704/45000]	Loss: 0.3993	LR: 0.020000
Training Epoch: 26 [8960/45000]	Loss: 0.3854	LR: 0.020000
Training Epoch: 26 [9216/45000]	Loss: 0.4311	LR: 0.020000
Training Epoch: 26 [9472/45000]	Loss: 0.3675	LR: 0.020000
Training Epoch: 26 [9728/45000]	Loss: 0.3442	LR: 0.020000
Training Epoch: 26 [9984/45000]	Loss: 0.3391	LR: 0.020000
Training Epoch: 26 [10240/45000]	Loss: 0.3891	LR: 0.020000
Training Epoch: 26 [10496/45000]	Loss: 0.3226	LR: 0.020000
Training Epoch: 26 [10752/45000]	Loss: 0.3770	LR: 0.020000
Training Epoch: 26 [11008/45000]	Loss: 0.3456	LR: 0.020000
Training Epoch: 26 [11264/45000]	Loss: 0.3542	LR: 0.020000
Training Epoch: 26 [11520/45000]	Loss: 0.4059	LR: 0.020000
Training Epoch: 26 [11776/45000]	Loss: 0.3865	LR: 0.020000
Training Epoch: 26 [12032/45000]	Loss: 0.3878	LR: 0.020000
Training Epoch: 26 [12288/45000]	Loss: 0.2882	LR: 0.020000
Training Epoch: 26 [12544/45000]	Loss: 0.3107	LR: 0.020000
Training Epoch: 26 [12800/45000]	Loss: 0.3790	LR: 0.020000
Training Epoch: 26 [13056/45000]	Loss: 0.3194	LR: 0.020000
Training Epoch: 26 [13312/45000]	Loss: 0.3725	LR: 0.020000
Training Epoch: 26 [13568/45000]	Loss: 0.2684	LR: 0.020000
Training Epoch: 26 [13824/45000]	Loss: 0.4191	LR: 0.020000
Training Epoch: 26 [14080/45000]	Loss: 0.4085	LR: 0.020000
Training Epoch: 26 [14336/45000]	Loss: 0.4041	LR: 0.020000
Training Epoch: 26 [14592/45000]	Loss: 0.3191	LR: 0.020000
Training Epoch: 26 [14848/45000]	Loss: 0.4150	LR: 0.020000
Training Epoch: 26 [15104/45000]	Loss: 0.3554	LR: 0.020000
Training Epoch: 26 [15360/45000]	Loss: 0.4140	LR: 0.020000
Training Epoch: 26 [15616/45000]	Loss: 0.3066	LR: 0.020000
Training Epoch: 26 [15872/45000]	Loss: 0.4072	LR: 0.020000
Training Epoch: 26 [16128/45000]	Loss: 0.3622	LR: 0.020000
Training Epoch: 26 [16384/45000]	Loss: 0.3568	LR: 0.020000
Training Epoch: 26 [16640/45000]	Loss: 0.3414	LR: 0.020000
Training Epoch: 26 [16896/45000]	Loss: 0.3392	LR: 0.020000
Training Epoch: 26 [17152/45000]	Loss: 0.3807	LR: 0.020000
Training Epoch: 26 [17408/45000]	Loss: 0.3774	LR: 0.020000
Training Epoch: 26 [17664/45000]	Loss: 0.4163	LR: 0.020000
Training Epoch: 26 [17920/45000]	Loss: 0.3133	LR: 0.020000
Training Epoch: 26 [18176/45000]	Loss: 0.4424	LR: 0.020000
Training Epoch: 26 [18432/45000]	Loss: 0.4315	LR: 0.020000
Training Epoch: 26 [18688/45000]	Loss: 0.5364	LR: 0.020000
Training Epoch: 26 [18944/45000]	Loss: 0.4318	LR: 0.020000
Training Epoch: 26 [19200/45000]	Loss: 0.2890	LR: 0.020000
Training Epoch: 26 [19456/45000]	Loss: 0.3697	LR: 0.020000
Training Epoch: 26 [19712/45000]	Loss: 0.3890	LR: 0.020000
Training Epoch: 26 [19968/45000]	Loss: 0.3351	LR: 0.020000
Training Epoch: 26 [20224/45000]	Loss: 0.3818	LR: 0.020000
Training Epoch: 26 [20480/45000]	Loss: 0.4897	LR: 0.020000
Training Epoch: 26 [20736/45000]	Loss: 0.4364	LR: 0.020000
Training Epoch: 26 [20992/45000]	Loss: 0.3708	LR: 0.020000
Training Epoch: 26 [21248/45000]	Loss: 0.3530	LR: 0.020000
Training Epoch: 26 [21504/45000]	Loss: 0.4593	LR: 0.020000
Training Epoch: 26 [21760/45000]	Loss: 0.3168	LR: 0.020000
Training Epoch: 26 [22016/45000]	Loss: 0.3701	LR: 0.020000
Training Epoch: 26 [22272/45000]	Loss: 0.3971	LR: 0.020000
Training Epoch: 26 [22528/45000]	Loss: 0.4313	LR: 0.020000
Training Epoch: 26 [22784/45000]	Loss: 0.3794	LR: 0.020000
Training Epoch: 26 [23040/45000]	Loss: 0.3522	LR: 0.020000
Training Epoch: 26 [23296/45000]	Loss: 0.3495	LR: 0.020000
Training Epoch: 26 [23552/45000]	Loss: 0.3674	LR: 0.020000
Training Epoch: 26 [23808/45000]	Loss: 0.3919	LR: 0.020000
Training Epoch: 26 [24064/45000]	Loss: 0.3813	LR: 0.020000
Training Epoch: 26 [24320/45000]	Loss: 0.4365	LR: 0.020000
Training Epoch: 26 [24576/45000]	Loss: 0.3174	LR: 0.020000
Training Epoch: 26 [24832/45000]	Loss: 0.3863	LR: 0.020000
Training Epoch: 26 [25088/45000]	Loss: 0.4282	LR: 0.020000
Training Epoch: 26 [25344/45000]	Loss: 0.3863	LR: 0.020000
Training Epoch: 26 [25600/45000]	Loss: 0.4296	LR: 0.020000
Training Epoch: 26 [25856/45000]	Loss: 0.3991	LR: 0.020000
Training Epoch: 26 [26112/45000]	Loss: 0.3776	LR: 0.020000
Training Epoch: 26 [26368/45000]	Loss: 0.3902	LR: 0.020000
Training Epoch: 26 [26624/45000]	Loss: 0.3264	LR: 0.020000
Training Epoch: 26 [26880/45000]	Loss: 0.3863	LR: 0.020000
Training Epoch: 26 [27136/45000]	Loss: 0.4118	LR: 0.020000
Training Epoch: 26 [27392/45000]	Loss: 0.3097	LR: 0.020000
Training Epoch: 26 [27648/45000]	Loss: 0.3388	LR: 0.020000
Training Epoch: 26 [27904/45000]	Loss: 0.3683	LR: 0.020000
Training Epoch: 26 [28160/45000]	Loss: 0.3164	LR: 0.020000
Training Epoch: 26 [28416/45000]	Loss: 0.3852	LR: 0.020000
Training Epoch: 26 [28672/45000]	Loss: 0.4178	LR: 0.020000
Training Epoch: 26 [28928/45000]	Loss: 0.2981	LR: 0.020000
Training Epoch: 26 [29184/45000]	Loss: 0.4545	LR: 0.020000
Training Epoch: 26 [29440/45000]	Loss: 0.4130	LR: 0.020000
Training Epoch: 26 [29696/45000]	Loss: 0.4035	LR: 0.020000
Training Epoch: 26 [29952/45000]	Loss: 0.4333	LR: 0.020000
Training Epoch: 26 [30208/45000]	Loss: 0.4835	LR: 0.020000
Training Epoch: 26 [30464/45000]	Loss: 0.3995	LR: 0.020000
Training Epoch: 26 [30720/45000]	Loss: 0.4367	LR: 0.020000
Training Epoch: 26 [30976/45000]	Loss: 0.3854	LR: 0.020000
Training Epoch: 26 [31232/45000]	Loss: 0.4716	LR: 0.020000
Training Epoch: 26 [31488/45000]	Loss: 0.3482	LR: 0.020000
Training Epoch: 26 [31744/45000]	Loss: 0.4477	LR: 0.020000
Training Epoch: 26 [32000/45000]	Loss: 0.4359	LR: 0.020000
Training Epoch: 26 [32256/45000]	Loss: 0.4156	LR: 0.020000
Training Epoch: 26 [32512/45000]	Loss: 0.4213	LR: 0.020000
Training Epoch: 26 [32768/45000]	Loss: 0.4160	LR: 0.020000
Training Epoch: 26 [33024/45000]	Loss: 0.4054	LR: 0.020000
Training Epoch: 26 [33280/45000]	Loss: 0.3858	LR: 0.020000
Training Epoch: 26 [33536/45000]	Loss: 0.4637	LR: 0.020000
Training Epoch: 26 [33792/45000]	Loss: 0.3723	LR: 0.020000
Training Epoch: 26 [34048/45000]	Loss: 0.4784	LR: 0.020000
Training Epoch: 26 [34304/45000]	Loss: 0.5040	LR: 0.020000
Training Epoch: 26 [34560/45000]	Loss: 0.3400	LR: 0.020000
Training Epoch: 26 [34816/45000]	Loss: 0.4134	LR: 0.020000
Training Epoch: 26 [35072/45000]	Loss: 0.4848	LR: 0.020000
Training Epoch: 26 [35328/45000]	Loss: 0.4641	LR: 0.020000
Training Epoch: 26 [35584/45000]	Loss: 0.4393	LR: 0.020000
Training Epoch: 26 [35840/45000]	Loss: 0.4173	LR: 0.020000
Training Epoch: 26 [36096/45000]	Loss: 0.5370	LR: 0.020000
Training Epoch: 26 [36352/45000]	Loss: 0.4082	LR: 0.020000
Training Epoch: 26 [36608/45000]	Loss: 0.4102	LR: 0.020000
Training Epoch: 26 [36864/45000]	Loss: 0.3910	LR: 0.020000
Training Epoch: 26 [37120/45000]	Loss: 0.4599	LR: 0.020000
Training Epoch: 26 [37376/45000]	Loss: 0.3212	LR: 0.020000
Training Epoch: 26 [37632/45000]	Loss: 0.4092	LR: 0.020000
Training Epoch: 26 [37888/45000]	Loss: 0.3813	LR: 0.020000
Training Epoch: 26 [38144/45000]	Loss: 0.3920	LR: 0.020000
Training Epoch: 26 [38400/45000]	Loss: 0.4545	LR: 0.020000
Training Epoch: 26 [38656/45000]	Loss: 0.4741	LR: 0.020000
Training Epoch: 26 [38912/45000]	Loss: 0.4741	LR: 0.020000
Training Epoch: 26 [39168/45000]	Loss: 0.3407	LR: 0.020000
Training Epoch: 26 [39424/45000]	Loss: 0.3530	LR: 0.020000
Training Epoch: 26 [39680/45000]	Loss: 0.4967	LR: 0.020000
Training Epoch: 26 [39936/45000]	Loss: 0.4259	LR: 0.020000
Training Epoch: 26 [40192/45000]	Loss: 0.4285	LR: 0.020000
Training Epoch: 26 [40448/45000]	Loss: 0.3712	LR: 0.020000
Training Epoch: 26 [40704/45000]	Loss: 0.2995	LR: 0.020000
Training Epoch: 26 [40960/45000]	Loss: 0.3591	LR: 0.020000
Training Epoch: 26 [41216/45000]	Loss: 0.4173	LR: 0.020000
Training Epoch: 26 [41472/45000]	Loss: 0.4427	LR: 0.020000
Training Epoch: 26 [41728/45000]	Loss: 0.3449	LR: 0.020000
Training Epoch: 26 [41984/45000]	Loss: 0.4445	LR: 0.020000
Training Epoch: 26 [42240/45000]	Loss: 0.3838	LR: 0.020000
Training Epoch: 26 [42496/45000]	Loss: 0.3666	LR: 0.020000
Training Epoch: 26 [42752/45000]	Loss: 0.5109	LR: 0.020000
Training Epoch: 26 [43008/45000]	Loss: 0.5171	LR: 0.020000
Training Epoch: 26 [43264/45000]	Loss: 0.4022	LR: 0.020000
Training Epoch: 26 [43520/45000]	Loss: 0.4155	LR: 0.020000
Training Epoch: 26 [43776/45000]	Loss: 0.3919	LR: 0.020000
Training Epoch: 26 [44032/45000]	Loss: 0.3670	LR: 0.020000
Training Epoch: 26 [44288/45000]	Loss: 0.3197	LR: 0.020000
Training Epoch: 26 [44544/45000]	Loss: 0.4002	LR: 0.020000
Training Epoch: 26 [44800/45000]	Loss: 0.3634	LR: 0.020000
Training Epoch: 26 [45000/45000]	Loss: 0.3748	LR: 0.020000
Epoch 26 - Average Train Loss: 0.3854, Train Accuracy: 0.8709
Epoch 26 training time consumed: 27.03s
Evaluating Network.....
Test set: Epoch: 26, Average loss: 0.0033, Accuracy: 0.7570, Time consumed:0.95s
Training Epoch: 27 [256/45000]	Loss: 0.3467	LR: 0.020000
Training Epoch: 27 [512/45000]	Loss: 0.2732	LR: 0.020000
Training Epoch: 27 [768/45000]	Loss: 0.2766	LR: 0.020000
Training Epoch: 27 [1024/45000]	Loss: 0.3556	LR: 0.020000
Training Epoch: 27 [1280/45000]	Loss: 0.3048	LR: 0.020000
Training Epoch: 27 [1536/45000]	Loss: 0.3055	LR: 0.020000
Training Epoch: 27 [1792/45000]	Loss: 0.3791	LR: 0.020000
Training Epoch: 27 [2048/45000]	Loss: 0.2930	LR: 0.020000
Training Epoch: 27 [2304/45000]	Loss: 0.4372	LR: 0.020000
Training Epoch: 27 [2560/45000]	Loss: 0.3988	LR: 0.020000
Training Epoch: 27 [2816/45000]	Loss: 0.2546	LR: 0.020000
Training Epoch: 27 [3072/45000]	Loss: 0.3388	LR: 0.020000
Training Epoch: 27 [3328/45000]	Loss: 0.3181	LR: 0.020000
Training Epoch: 27 [3584/45000]	Loss: 0.3982	LR: 0.020000
Training Epoch: 27 [3840/45000]	Loss: 0.3426	LR: 0.020000
Training Epoch: 27 [4096/45000]	Loss: 0.3962	LR: 0.020000
Training Epoch: 27 [4352/45000]	Loss: 0.3570	LR: 0.020000
Training Epoch: 27 [4608/45000]	Loss: 0.3147	LR: 0.020000
Training Epoch: 27 [4864/45000]	Loss: 0.3614	LR: 0.020000
Training Epoch: 27 [5120/45000]	Loss: 0.2839	LR: 0.020000
Training Epoch: 27 [5376/45000]	Loss: 0.3210	LR: 0.020000
Training Epoch: 27 [5632/45000]	Loss: 0.3369	LR: 0.020000
Training Epoch: 27 [5888/45000]	Loss: 0.3252	LR: 0.020000
Training Epoch: 27 [6144/45000]	Loss: 0.3761	LR: 0.020000
Training Epoch: 27 [6400/45000]	Loss: 0.3621	LR: 0.020000
Training Epoch: 27 [6656/45000]	Loss: 0.2559	LR: 0.020000
Training Epoch: 27 [6912/45000]	Loss: 0.4135	LR: 0.020000
Training Epoch: 27 [7168/45000]	Loss: 0.3478	LR: 0.020000
Training Epoch: 27 [7424/45000]	Loss: 0.3374	LR: 0.020000
Training Epoch: 27 [7680/45000]	Loss: 0.4171	LR: 0.020000
Training Epoch: 27 [7936/45000]	Loss: 0.3234	LR: 0.020000
Training Epoch: 27 [8192/45000]	Loss: 0.3181	LR: 0.020000
Training Epoch: 27 [8448/45000]	Loss: 0.3305	LR: 0.020000
Training Epoch: 27 [8704/45000]	Loss: 0.3859	LR: 0.020000
Training Epoch: 27 [8960/45000]	Loss: 0.3057	LR: 0.020000
Training Epoch: 27 [9216/45000]	Loss: 0.4119	LR: 0.020000
Training Epoch: 27 [9472/45000]	Loss: 0.3187	LR: 0.020000
Training Epoch: 27 [9728/45000]	Loss: 0.3033	LR: 0.020000
Training Epoch: 27 [9984/45000]	Loss: 0.3767	LR: 0.020000
Training Epoch: 27 [10240/45000]	Loss: 0.4358	LR: 0.020000
Training Epoch: 27 [10496/45000]	Loss: 0.3291	LR: 0.020000
Training Epoch: 27 [10752/45000]	Loss: 0.3328	LR: 0.020000
Training Epoch: 27 [11008/45000]	Loss: 0.3793	LR: 0.020000
Training Epoch: 27 [11264/45000]	Loss: 0.3192	LR: 0.020000
Training Epoch: 27 [11520/45000]	Loss: 0.3716	LR: 0.020000
Training Epoch: 27 [11776/45000]	Loss: 0.3549	LR: 0.020000
Training Epoch: 27 [12032/45000]	Loss: 0.3312	LR: 0.020000
Training Epoch: 27 [12288/45000]	Loss: 0.3172	LR: 0.020000
Training Epoch: 27 [12544/45000]	Loss: 0.4283	LR: 0.020000
Training Epoch: 27 [12800/45000]	Loss: 0.3965	LR: 0.020000
Training Epoch: 27 [13056/45000]	Loss: 0.3440	LR: 0.020000
Training Epoch: 27 [13312/45000]	Loss: 0.3221	LR: 0.020000
Training Epoch: 27 [13568/45000]	Loss: 0.3596	LR: 0.020000
Training Epoch: 27 [13824/45000]	Loss: 0.3075	LR: 0.020000
Training Epoch: 27 [14080/45000]	Loss: 0.3245	LR: 0.020000
Training Epoch: 27 [14336/45000]	Loss: 0.3252	LR: 0.020000
Training Epoch: 27 [14592/45000]	Loss: 0.4243	LR: 0.020000
Training Epoch: 27 [14848/45000]	Loss: 0.4532	LR: 0.020000
Training Epoch: 27 [15104/45000]	Loss: 0.2484	LR: 0.020000
Training Epoch: 27 [15360/45000]	Loss: 0.3820	LR: 0.020000
Training Epoch: 27 [15616/45000]	Loss: 0.3041	LR: 0.020000
Training Epoch: 27 [15872/45000]	Loss: 0.4376	LR: 0.020000
Training Epoch: 27 [16128/45000]	Loss: 0.3650	LR: 0.020000
Training Epoch: 27 [16384/45000]	Loss: 0.3437	LR: 0.020000
Training Epoch: 27 [16640/45000]	Loss: 0.4200	LR: 0.020000
Training Epoch: 27 [16896/45000]	Loss: 0.3456	LR: 0.020000
Training Epoch: 27 [17152/45000]	Loss: 0.4087	LR: 0.020000
Training Epoch: 27 [17408/45000]	Loss: 0.3529	LR: 0.020000
Training Epoch: 27 [17664/45000]	Loss: 0.3596	LR: 0.020000
Training Epoch: 27 [17920/45000]	Loss: 0.3500	LR: 0.020000
Training Epoch: 27 [18176/45000]	Loss: 0.3658	LR: 0.020000
Training Epoch: 27 [18432/45000]	Loss: 0.3442	LR: 0.020000
Training Epoch: 27 [18688/45000]	Loss: 0.3138	LR: 0.020000
Training Epoch: 27 [18944/45000]	Loss: 0.3357	LR: 0.020000
Training Epoch: 27 [19200/45000]	Loss: 0.3268	LR: 0.020000
Training Epoch: 27 [19456/45000]	Loss: 0.3717	LR: 0.020000
Training Epoch: 27 [19712/45000]	Loss: 0.3762	LR: 0.020000
Training Epoch: 27 [19968/45000]	Loss: 0.3602	LR: 0.020000
Training Epoch: 27 [20224/45000]	Loss: 0.3424	LR: 0.020000
Training Epoch: 27 [20480/45000]	Loss: 0.2951	LR: 0.020000
Training Epoch: 27 [20736/45000]	Loss: 0.3563	LR: 0.020000
Training Epoch: 27 [20992/45000]	Loss: 0.3882	LR: 0.020000
Training Epoch: 27 [21248/45000]	Loss: 0.3115	LR: 0.020000
Training Epoch: 27 [21504/45000]	Loss: 0.3477	LR: 0.020000
Training Epoch: 27 [21760/45000]	Loss: 0.4526	LR: 0.020000
Training Epoch: 27 [22016/45000]	Loss: 0.4237	LR: 0.020000
Training Epoch: 27 [22272/45000]	Loss: 0.4028	LR: 0.020000
Training Epoch: 27 [22528/45000]	Loss: 0.3572	LR: 0.020000
Training Epoch: 27 [22784/45000]	Loss: 0.3156	LR: 0.020000
Training Epoch: 27 [23040/45000]	Loss: 0.2505	LR: 0.020000
Training Epoch: 27 [23296/45000]	Loss: 0.4375	LR: 0.020000
Training Epoch: 27 [23552/45000]	Loss: 0.3290	LR: 0.020000
Training Epoch: 27 [23808/45000]	Loss: 0.3821	LR: 0.020000
Training Epoch: 27 [24064/45000]	Loss: 0.4104	LR: 0.020000
Training Epoch: 27 [24320/45000]	Loss: 0.5390	LR: 0.020000
Training Epoch: 27 [24576/45000]	Loss: 0.3978	LR: 0.020000
Training Epoch: 27 [24832/45000]	Loss: 0.4978	LR: 0.020000
Training Epoch: 27 [25088/45000]	Loss: 0.4015	LR: 0.020000
Training Epoch: 27 [25344/45000]	Loss: 0.4632	LR: 0.020000
Training Epoch: 27 [25600/45000]	Loss: 0.3019	LR: 0.020000
Training Epoch: 27 [25856/45000]	Loss: 0.3781	LR: 0.020000
Training Epoch: 27 [26112/45000]	Loss: 0.3981	LR: 0.020000
Training Epoch: 27 [26368/45000]	Loss: 0.4185	LR: 0.020000
Training Epoch: 27 [26624/45000]	Loss: 0.3696	LR: 0.020000
Training Epoch: 27 [26880/45000]	Loss: 0.3412	LR: 0.020000
Training Epoch: 27 [27136/45000]	Loss: 0.3895	LR: 0.020000
Training Epoch: 27 [27392/45000]	Loss: 0.3395	LR: 0.020000
Training Epoch: 27 [27648/45000]	Loss: 0.3788	LR: 0.020000
Training Epoch: 27 [27904/45000]	Loss: 0.3720	LR: 0.020000
Training Epoch: 27 [28160/45000]	Loss: 0.3397	LR: 0.020000
Training Epoch: 27 [28416/45000]	Loss: 0.3626	LR: 0.020000
Training Epoch: 27 [28672/45000]	Loss: 0.3854	LR: 0.020000
Training Epoch: 27 [28928/45000]	Loss: 0.4602	LR: 0.020000
Training Epoch: 27 [29184/45000]	Loss: 0.5258	LR: 0.020000
Training Epoch: 27 [29440/45000]	Loss: 0.3823	LR: 0.020000
Training Epoch: 27 [29696/45000]	Loss: 0.3355	LR: 0.020000
Training Epoch: 27 [29952/45000]	Loss: 0.2823	LR: 0.020000
Training Epoch: 27 [30208/45000]	Loss: 0.4428	LR: 0.020000
Training Epoch: 27 [30464/45000]	Loss: 0.3795	LR: 0.020000
Training Epoch: 27 [30720/45000]	Loss: 0.2665	LR: 0.020000
Training Epoch: 27 [30976/45000]	Loss: 0.4793	LR: 0.020000
Training Epoch: 27 [31232/45000]	Loss: 0.4002	LR: 0.020000
Training Epoch: 27 [31488/45000]	Loss: 0.4702	LR: 0.020000
Training Epoch: 27 [31744/45000]	Loss: 0.3727	LR: 0.020000
Training Epoch: 27 [32000/45000]	Loss: 0.4954	LR: 0.020000
Training Epoch: 27 [32256/45000]	Loss: 0.3138	LR: 0.020000
Training Epoch: 27 [32512/45000]	Loss: 0.3307	LR: 0.020000
Training Epoch: 27 [32768/45000]	Loss: 0.3712	LR: 0.020000
Training Epoch: 27 [33024/45000]	Loss: 0.3782	LR: 0.020000
Training Epoch: 27 [33280/45000]	Loss: 0.5793	LR: 0.020000
Training Epoch: 27 [33536/45000]	Loss: 0.3984	LR: 0.020000
Training Epoch: 27 [33792/45000]	Loss: 0.4390	LR: 0.020000
Training Epoch: 27 [34048/45000]	Loss: 0.4152	LR: 0.020000
Training Epoch: 27 [34304/45000]	Loss: 0.3301	LR: 0.020000
Training Epoch: 27 [34560/45000]	Loss: 0.3693	LR: 0.020000
Training Epoch: 27 [34816/45000]	Loss: 0.4317	LR: 0.020000
Training Epoch: 27 [35072/45000]	Loss: 0.3449	LR: 0.020000
Training Epoch: 27 [35328/45000]	Loss: 0.3206	LR: 0.020000
Training Epoch: 27 [35584/45000]	Loss: 0.4006	LR: 0.020000
Training Epoch: 27 [35840/45000]	Loss: 0.3682	LR: 0.020000
Training Epoch: 27 [36096/45000]	Loss: 0.4501	LR: 0.020000
Training Epoch: 27 [36352/45000]	Loss: 0.3133	LR: 0.020000
Training Epoch: 27 [36608/45000]	Loss: 0.3844	LR: 0.020000
Training Epoch: 27 [36864/45000]	Loss: 0.5082	LR: 0.020000
Training Epoch: 27 [37120/45000]	Loss: 0.4207	LR: 0.020000
Training Epoch: 27 [37376/45000]	Loss: 0.5091	LR: 0.020000
Training Epoch: 27 [37632/45000]	Loss: 0.3620	LR: 0.020000
Training Epoch: 27 [37888/45000]	Loss: 0.3359	LR: 0.020000
Training Epoch: 27 [38144/45000]	Loss: 0.3406	LR: 0.020000
Training Epoch: 27 [38400/45000]	Loss: 0.3404	LR: 0.020000
Training Epoch: 27 [38656/45000]	Loss: 0.3838	LR: 0.020000
Training Epoch: 27 [38912/45000]	Loss: 0.3764	LR: 0.020000
Training Epoch: 27 [39168/45000]	Loss: 0.3307	LR: 0.020000
Training Epoch: 27 [39424/45000]	Loss: 0.4231	LR: 0.020000
Training Epoch: 27 [39680/45000]	Loss: 0.3994	LR: 0.020000
Training Epoch: 27 [39936/45000]	Loss: 0.2993	LR: 0.020000
Training Epoch: 27 [40192/45000]	Loss: 0.3627	LR: 0.020000
Training Epoch: 27 [40448/45000]	Loss: 0.4367	LR: 0.020000
Training Epoch: 27 [40704/45000]	Loss: 0.4094	LR: 0.020000
Training Epoch: 27 [40960/45000]	Loss: 0.3629	LR: 0.020000
Training Epoch: 27 [41216/45000]	Loss: 0.3236	LR: 0.020000
Training Epoch: 27 [41472/45000]	Loss: 0.4412	LR: 0.020000
Training Epoch: 27 [41728/45000]	Loss: 0.4038	LR: 0.020000
Training Epoch: 27 [41984/45000]	Loss: 0.3812	LR: 0.020000
Training Epoch: 27 [42240/45000]	Loss: 0.3599	LR: 0.020000
Training Epoch: 27 [42496/45000]	Loss: 0.4848	LR: 0.020000
Training Epoch: 27 [42752/45000]	Loss: 0.3537	LR: 0.020000
Training Epoch: 27 [43008/45000]	Loss: 0.4824	LR: 0.020000
Training Epoch: 27 [43264/45000]	Loss: 0.3484	LR: 0.020000
Training Epoch: 27 [43520/45000]	Loss: 0.3626	LR: 0.020000
Training Epoch: 27 [43776/45000]	Loss: 0.3444	LR: 0.020000
Training Epoch: 27 [44032/45000]	Loss: 0.3383	LR: 0.020000
Training Epoch: 27 [44288/45000]	Loss: 0.3467	LR: 0.020000
Training Epoch: 27 [44544/45000]	Loss: 0.3762	LR: 0.020000
Training Epoch: 27 [44800/45000]	Loss: 0.3445	LR: 0.020000
Training Epoch: 27 [45000/45000]	Loss: 0.3778	LR: 0.020000
Epoch 27 - Average Train Loss: 0.3696, Train Accuracy: 0.8758
Epoch 27 training time consumed: 26.96s
Evaluating Network.....
Test set: Epoch: 27, Average loss: 0.0034, Accuracy: 0.7573, Time consumed:0.90s
Training Epoch: 28 [256/45000]	Loss: 0.4006	LR: 0.020000
Training Epoch: 28 [512/45000]	Loss: 0.3523	LR: 0.020000
Training Epoch: 28 [768/45000]	Loss: 0.3050	LR: 0.020000
Training Epoch: 28 [1024/45000]	Loss: 0.3234	LR: 0.020000
Training Epoch: 28 [1280/45000]	Loss: 0.3054	LR: 0.020000
Training Epoch: 28 [1536/45000]	Loss: 0.3266	LR: 0.020000
Training Epoch: 28 [1792/45000]	Loss: 0.3671	LR: 0.020000
Training Epoch: 28 [2048/45000]	Loss: 0.4334	LR: 0.020000
Training Epoch: 28 [2304/45000]	Loss: 0.3996	LR: 0.020000
Training Epoch: 28 [2560/45000]	Loss: 0.3766	LR: 0.020000
Training Epoch: 28 [2816/45000]	Loss: 0.3586	LR: 0.020000
Training Epoch: 28 [3072/45000]	Loss: 0.3447	LR: 0.020000
Training Epoch: 28 [3328/45000]	Loss: 0.3313	LR: 0.020000
Training Epoch: 28 [3584/45000]	Loss: 0.3249	LR: 0.020000
Training Epoch: 28 [3840/45000]	Loss: 0.3077	LR: 0.020000
Training Epoch: 28 [4096/45000]	Loss: 0.3572	LR: 0.020000
Training Epoch: 28 [4352/45000]	Loss: 0.2639	LR: 0.020000
Training Epoch: 28 [4608/45000]	Loss: 0.4161	LR: 0.020000
Training Epoch: 28 [4864/45000]	Loss: 0.3448	LR: 0.020000
Training Epoch: 28 [5120/45000]	Loss: 0.3106	LR: 0.020000
Training Epoch: 28 [5376/45000]	Loss: 0.3133	LR: 0.020000
Training Epoch: 28 [5632/45000]	Loss: 0.2694	LR: 0.020000
Training Epoch: 28 [5888/45000]	Loss: 0.3263	LR: 0.020000
Training Epoch: 28 [6144/45000]	Loss: 0.3028	LR: 0.020000
Training Epoch: 28 [6400/45000]	Loss: 0.3271	LR: 0.020000
Training Epoch: 28 [6656/45000]	Loss: 0.2959	LR: 0.020000
Training Epoch: 28 [6912/45000]	Loss: 0.3779	LR: 0.020000
Training Epoch: 28 [7168/45000]	Loss: 0.3265	LR: 0.020000
Training Epoch: 28 [7424/45000]	Loss: 0.2946	LR: 0.020000
Training Epoch: 28 [7680/45000]	Loss: 0.2755	LR: 0.020000
Training Epoch: 28 [7936/45000]	Loss: 0.3683	LR: 0.020000
Training Epoch: 28 [8192/45000]	Loss: 0.3120	LR: 0.020000
Training Epoch: 28 [8448/45000]	Loss: 0.3728	LR: 0.020000
Training Epoch: 28 [8704/45000]	Loss: 0.2679	LR: 0.020000
Training Epoch: 28 [8960/45000]	Loss: 0.3336	LR: 0.020000
Training Epoch: 28 [9216/45000]	Loss: 0.3096	LR: 0.020000
Training Epoch: 28 [9472/45000]	Loss: 0.3270	LR: 0.020000
Training Epoch: 28 [9728/45000]	Loss: 0.3188	LR: 0.020000
Training Epoch: 28 [9984/45000]	Loss: 0.3536	LR: 0.020000
Training Epoch: 28 [10240/45000]	Loss: 0.3896	LR: 0.020000
Training Epoch: 28 [10496/45000]	Loss: 0.3578	LR: 0.020000
Training Epoch: 28 [10752/45000]	Loss: 0.2967	LR: 0.020000
Training Epoch: 28 [11008/45000]	Loss: 0.3235	LR: 0.020000
Training Epoch: 28 [11264/45000]	Loss: 0.4073	LR: 0.020000
Training Epoch: 28 [11520/45000]	Loss: 0.3969	LR: 0.020000
Training Epoch: 28 [11776/45000]	Loss: 0.3826	LR: 0.020000
Training Epoch: 28 [12032/45000]	Loss: 0.2849	LR: 0.020000
Training Epoch: 28 [12288/45000]	Loss: 0.3228	LR: 0.020000
Training Epoch: 28 [12544/45000]	Loss: 0.3539	LR: 0.020000
Training Epoch: 28 [12800/45000]	Loss: 0.2843	LR: 0.020000
Training Epoch: 28 [13056/45000]	Loss: 0.3499	LR: 0.020000
Training Epoch: 28 [13312/45000]	Loss: 0.3885	LR: 0.020000
Training Epoch: 28 [13568/45000]	Loss: 0.3291	LR: 0.020000
Training Epoch: 28 [13824/45000]	Loss: 0.2857	LR: 0.020000
Training Epoch: 28 [14080/45000]	Loss: 0.3766	LR: 0.020000
Training Epoch: 28 [14336/45000]	Loss: 0.3189	LR: 0.020000
Training Epoch: 28 [14592/45000]	Loss: 0.3181	LR: 0.020000
Training Epoch: 28 [14848/45000]	Loss: 0.3136	LR: 0.020000
Training Epoch: 28 [15104/45000]	Loss: 0.3052	LR: 0.020000
Training Epoch: 28 [15360/45000]	Loss: 0.4422	LR: 0.020000
Training Epoch: 28 [15616/45000]	Loss: 0.4045	LR: 0.020000
Training Epoch: 28 [15872/45000]	Loss: 0.4799	LR: 0.020000
Training Epoch: 28 [16128/45000]	Loss: 0.3709	LR: 0.020000
Training Epoch: 28 [16384/45000]	Loss: 0.2712	LR: 0.020000
Training Epoch: 28 [16640/45000]	Loss: 0.4231	LR: 0.020000
Training Epoch: 28 [16896/45000]	Loss: 0.3992	LR: 0.020000
Training Epoch: 28 [17152/45000]	Loss: 0.3447	LR: 0.020000
Training Epoch: 28 [17408/45000]	Loss: 0.2602	LR: 0.020000
Training Epoch: 28 [17664/45000]	Loss: 0.3556	LR: 0.020000
Training Epoch: 28 [17920/45000]	Loss: 0.4658	LR: 0.020000
Training Epoch: 28 [18176/45000]	Loss: 0.3808	LR: 0.020000
Training Epoch: 28 [18432/45000]	Loss: 0.3460	LR: 0.020000
Training Epoch: 28 [18688/45000]	Loss: 0.4231	LR: 0.020000
Training Epoch: 28 [18944/45000]	Loss: 0.3000	LR: 0.020000
Training Epoch: 28 [19200/45000]	Loss: 0.4030	LR: 0.020000
Training Epoch: 28 [19456/45000]	Loss: 0.3753	LR: 0.020000
Training Epoch: 28 [19712/45000]	Loss: 0.3354	LR: 0.020000
Training Epoch: 28 [19968/45000]	Loss: 0.2690	LR: 0.020000
Training Epoch: 28 [20224/45000]	Loss: 0.3813	LR: 0.020000
Training Epoch: 28 [20480/45000]	Loss: 0.3975	LR: 0.020000
Training Epoch: 28 [20736/45000]	Loss: 0.4036	LR: 0.020000
Training Epoch: 28 [20992/45000]	Loss: 0.3932	LR: 0.020000
Training Epoch: 28 [21248/45000]	Loss: 0.4124	LR: 0.020000
Training Epoch: 28 [21504/45000]	Loss: 0.3862	LR: 0.020000
Training Epoch: 28 [21760/45000]	Loss: 0.3119	LR: 0.020000
Training Epoch: 28 [22016/45000]	Loss: 0.2933	LR: 0.020000
Training Epoch: 28 [22272/45000]	Loss: 0.3575	LR: 0.020000
Training Epoch: 28 [22528/45000]	Loss: 0.3894	LR: 0.020000
Training Epoch: 28 [22784/45000]	Loss: 0.3738	LR: 0.020000
Training Epoch: 28 [23040/45000]	Loss: 0.4287	LR: 0.020000
Training Epoch: 28 [23296/45000]	Loss: 0.4093	LR: 0.020000
Training Epoch: 28 [23552/45000]	Loss: 0.4044	LR: 0.020000
Training Epoch: 28 [23808/45000]	Loss: 0.3651	LR: 0.020000
Training Epoch: 28 [24064/45000]	Loss: 0.4170	LR: 0.020000
Training Epoch: 28 [24320/45000]	Loss: 0.4675	LR: 0.020000
Training Epoch: 28 [24576/45000]	Loss: 0.3453	LR: 0.020000
Training Epoch: 28 [24832/45000]	Loss: 0.4030	LR: 0.020000
Training Epoch: 28 [25088/45000]	Loss: 0.3551	LR: 0.020000
Training Epoch: 28 [25344/45000]	Loss: 0.4179	LR: 0.020000
Training Epoch: 28 [25600/45000]	Loss: 0.3939	LR: 0.020000
Training Epoch: 28 [25856/45000]	Loss: 0.3227	LR: 0.020000
Training Epoch: 28 [26112/45000]	Loss: 0.3857	LR: 0.020000
Training Epoch: 28 [26368/45000]	Loss: 0.4605	LR: 0.020000
Training Epoch: 28 [26624/45000]	Loss: 0.3946	LR: 0.020000
Training Epoch: 28 [26880/45000]	Loss: 0.4483	LR: 0.020000
Training Epoch: 28 [27136/45000]	Loss: 0.2360	LR: 0.020000
Training Epoch: 28 [27392/45000]	Loss: 0.3850	LR: 0.020000
Training Epoch: 28 [27648/45000]	Loss: 0.4754	LR: 0.020000
Training Epoch: 28 [27904/45000]	Loss: 0.4174	LR: 0.020000
Training Epoch: 28 [28160/45000]	Loss: 0.3843	LR: 0.020000
Training Epoch: 28 [28416/45000]	Loss: 0.3883	LR: 0.020000
Training Epoch: 28 [28672/45000]	Loss: 0.3882	LR: 0.020000
Training Epoch: 28 [28928/45000]	Loss: 0.3561	LR: 0.020000
Training Epoch: 28 [29184/45000]	Loss: 0.2944	LR: 0.020000
Training Epoch: 28 [29440/45000]	Loss: 0.3667	LR: 0.020000
Training Epoch: 28 [29696/45000]	Loss: 0.4392	LR: 0.020000
Training Epoch: 28 [29952/45000]	Loss: 0.3557	LR: 0.020000
Training Epoch: 28 [30208/45000]	Loss: 0.4404	LR: 0.020000
Training Epoch: 28 [30464/45000]	Loss: 0.3283	LR: 0.020000
Training Epoch: 28 [30720/45000]	Loss: 0.3465	LR: 0.020000
Training Epoch: 28 [30976/45000]	Loss: 0.3179	LR: 0.020000
Training Epoch: 28 [31232/45000]	Loss: 0.3668	LR: 0.020000
Training Epoch: 28 [31488/45000]	Loss: 0.3934	LR: 0.020000
Training Epoch: 28 [31744/45000]	Loss: 0.3456	LR: 0.020000
Training Epoch: 28 [32000/45000]	Loss: 0.3001	LR: 0.020000
Training Epoch: 28 [32256/45000]	Loss: 0.3013	LR: 0.020000
Training Epoch: 28 [32512/45000]	Loss: 0.4214	LR: 0.020000
Training Epoch: 28 [32768/45000]	Loss: 0.3602	LR: 0.020000
Training Epoch: 28 [33024/45000]	Loss: 0.4321	LR: 0.020000
Training Epoch: 28 [33280/45000]	Loss: 0.3699	LR: 0.020000
Training Epoch: 28 [33536/45000]	Loss: 0.3513	LR: 0.020000
Training Epoch: 28 [33792/45000]	Loss: 0.2909	LR: 0.020000
Training Epoch: 28 [34048/45000]	Loss: 0.4034	LR: 0.020000
Training Epoch: 28 [34304/45000]	Loss: 0.3129	LR: 0.020000
Training Epoch: 28 [34560/45000]	Loss: 0.3621	LR: 0.020000
Training Epoch: 28 [34816/45000]	Loss: 0.3672	LR: 0.020000
Training Epoch: 28 [35072/45000]	Loss: 0.4319	LR: 0.020000
Training Epoch: 28 [35328/45000]	Loss: 0.3542	LR: 0.020000
Training Epoch: 28 [35584/45000]	Loss: 0.3260	LR: 0.020000
Training Epoch: 28 [35840/45000]	Loss: 0.3417	LR: 0.020000
Training Epoch: 28 [36096/45000]	Loss: 0.4647	LR: 0.020000
Training Epoch: 28 [36352/45000]	Loss: 0.3790	LR: 0.020000
Training Epoch: 28 [36608/45000]	Loss: 0.3641	LR: 0.020000
Training Epoch: 28 [36864/45000]	Loss: 0.2824	LR: 0.020000
Training Epoch: 28 [37120/45000]	Loss: 0.4209	LR: 0.020000
Training Epoch: 28 [37376/45000]	Loss: 0.3884	LR: 0.020000
Training Epoch: 28 [37632/45000]	Loss: 0.4548	LR: 0.020000
Training Epoch: 28 [37888/45000]	Loss: 0.3699	LR: 0.020000
Training Epoch: 28 [38144/45000]	Loss: 0.3663	LR: 0.020000
Training Epoch: 28 [38400/45000]	Loss: 0.3893	LR: 0.020000
Training Epoch: 28 [38656/45000]	Loss: 0.3332	LR: 0.020000
Training Epoch: 28 [38912/45000]	Loss: 0.3086	LR: 0.020000
Training Epoch: 28 [39168/45000]	Loss: 0.3076	LR: 0.020000
Training Epoch: 28 [39424/45000]	Loss: 0.3270	LR: 0.020000
Training Epoch: 28 [39680/45000]	Loss: 0.4017	LR: 0.020000
Training Epoch: 28 [39936/45000]	Loss: 0.4023	LR: 0.020000
Training Epoch: 28 [40192/45000]	Loss: 0.3340	LR: 0.020000
Training Epoch: 28 [40448/45000]	Loss: 0.3979	LR: 0.020000
Training Epoch: 28 [40704/45000]	Loss: 0.2899	LR: 0.020000
Training Epoch: 28 [40960/45000]	Loss: 0.4092	LR: 0.020000
Training Epoch: 28 [41216/45000]	Loss: 0.4330	LR: 0.020000
Training Epoch: 28 [41472/45000]	Loss: 0.3600	LR: 0.020000
Training Epoch: 28 [41728/45000]	Loss: 0.4379	LR: 0.020000
Training Epoch: 28 [41984/45000]	Loss: 0.3248	LR: 0.020000
Training Epoch: 28 [42240/45000]	Loss: 0.3826	LR: 0.020000
Training Epoch: 28 [42496/45000]	Loss: 0.3797	LR: 0.020000
Training Epoch: 28 [42752/45000]	Loss: 0.3285	LR: 0.020000
Training Epoch: 28 [43008/45000]	Loss: 0.3979	LR: 0.020000
Training Epoch: 28 [43264/45000]	Loss: 0.4009	LR: 0.020000
Training Epoch: 28 [43520/45000]	Loss: 0.3867	LR: 0.020000
Training Epoch: 28 [43776/45000]	Loss: 0.3012	LR: 0.020000
Training Epoch: 28 [44032/45000]	Loss: 0.3325	LR: 0.020000
Training Epoch: 28 [44288/45000]	Loss: 0.3914	LR: 0.020000
Training Epoch: 28 [44544/45000]	Loss: 0.2870	LR: 0.020000
Training Epoch: 28 [44800/45000]	Loss: 0.3023	LR: 0.020000
Training Epoch: 28 [45000/45000]	Loss: 0.4938	LR: 0.020000
Epoch 28 - Average Train Loss: 0.3604, Train Accuracy: 0.8793
Epoch 28 training time consumed: 26.93s
Evaluating Network.....
Test set: Epoch: 28, Average loss: 0.0033, Accuracy: 0.7642, Time consumed:0.91s
Training Epoch: 29 [256/45000]	Loss: 0.3591	LR: 0.020000
Training Epoch: 29 [512/45000]	Loss: 0.2955	LR: 0.020000
Training Epoch: 29 [768/45000]	Loss: 0.2979	LR: 0.020000
Training Epoch: 29 [1024/45000]	Loss: 0.2668	LR: 0.020000
Training Epoch: 29 [1280/45000]	Loss: 0.3016	LR: 0.020000
Training Epoch: 29 [1536/45000]	Loss: 0.2387	LR: 0.020000
Training Epoch: 29 [1792/45000]	Loss: 0.2736	LR: 0.020000
Training Epoch: 29 [2048/45000]	Loss: 0.2665	LR: 0.020000
Training Epoch: 29 [2304/45000]	Loss: 0.3506	LR: 0.020000
Training Epoch: 29 [2560/45000]	Loss: 0.2863	LR: 0.020000
Training Epoch: 29 [2816/45000]	Loss: 0.3718	LR: 0.020000
Training Epoch: 29 [3072/45000]	Loss: 0.3763	LR: 0.020000
Training Epoch: 29 [3328/45000]	Loss: 0.3407	LR: 0.020000
Training Epoch: 29 [3584/45000]	Loss: 0.3169	LR: 0.020000
Training Epoch: 29 [3840/45000]	Loss: 0.3504	LR: 0.020000
Training Epoch: 29 [4096/45000]	Loss: 0.3031	LR: 0.020000
Training Epoch: 29 [4352/45000]	Loss: 0.2682	LR: 0.020000
Training Epoch: 29 [4608/45000]	Loss: 0.2993	LR: 0.020000
Training Epoch: 29 [4864/45000]	Loss: 0.3208	LR: 0.020000
Training Epoch: 29 [5120/45000]	Loss: 0.3225	LR: 0.020000
Training Epoch: 29 [5376/45000]	Loss: 0.2432	LR: 0.020000
Training Epoch: 29 [5632/45000]	Loss: 0.3288	LR: 0.020000
Training Epoch: 29 [5888/45000]	Loss: 0.3203	LR: 0.020000
Training Epoch: 29 [6144/45000]	Loss: 0.2732	LR: 0.020000
Training Epoch: 29 [6400/45000]	Loss: 0.3356	LR: 0.020000
Training Epoch: 29 [6656/45000]	Loss: 0.2950	LR: 0.020000
Training Epoch: 29 [6912/45000]	Loss: 0.2452	LR: 0.020000
Training Epoch: 29 [7168/45000]	Loss: 0.3135	LR: 0.020000
Training Epoch: 29 [7424/45000]	Loss: 0.2852	LR: 0.020000
Training Epoch: 29 [7680/45000]	Loss: 0.3315	LR: 0.020000
Training Epoch: 29 [7936/45000]	Loss: 0.3523	LR: 0.020000
Training Epoch: 29 [8192/45000]	Loss: 0.3050	LR: 0.020000
Training Epoch: 29 [8448/45000]	Loss: 0.2818	LR: 0.020000
Training Epoch: 29 [8704/45000]	Loss: 0.3599	LR: 0.020000
Training Epoch: 29 [8960/45000]	Loss: 0.2520	LR: 0.020000
Training Epoch: 29 [9216/45000]	Loss: 0.2879	LR: 0.020000
Training Epoch: 29 [9472/45000]	Loss: 0.2726	LR: 0.020000
Training Epoch: 29 [9728/45000]	Loss: 0.3633	LR: 0.020000
Training Epoch: 29 [9984/45000]	Loss: 0.3236	LR: 0.020000
Training Epoch: 29 [10240/45000]	Loss: 0.3231	LR: 0.020000
Training Epoch: 29 [10496/45000]	Loss: 0.3196	LR: 0.020000
Training Epoch: 29 [10752/45000]	Loss: 0.2977	LR: 0.020000
Training Epoch: 29 [11008/45000]	Loss: 0.3821	LR: 0.020000
Training Epoch: 29 [11264/45000]	Loss: 0.3035	LR: 0.020000
Training Epoch: 29 [11520/45000]	Loss: 0.2505	LR: 0.020000
Training Epoch: 29 [11776/45000]	Loss: 0.2689	LR: 0.020000
Training Epoch: 29 [12032/45000]	Loss: 0.2933	LR: 0.020000
Training Epoch: 29 [12288/45000]	Loss: 0.4027	LR: 0.020000
Training Epoch: 29 [12544/45000]	Loss: 0.2328	LR: 0.020000
Training Epoch: 29 [12800/45000]	Loss: 0.3255	LR: 0.020000
Training Epoch: 29 [13056/45000]	Loss: 0.2839	LR: 0.020000
Training Epoch: 29 [13312/45000]	Loss: 0.2634	LR: 0.020000
Training Epoch: 29 [13568/45000]	Loss: 0.4024	LR: 0.020000
Training Epoch: 29 [13824/45000]	Loss: 0.3788	LR: 0.020000
Training Epoch: 29 [14080/45000]	Loss: 0.3314	LR: 0.020000
Training Epoch: 29 [14336/45000]	Loss: 0.3106	LR: 0.020000
Training Epoch: 29 [14592/45000]	Loss: 0.3416	LR: 0.020000
Training Epoch: 29 [14848/45000]	Loss: 0.2899	LR: 0.020000
Training Epoch: 29 [15104/45000]	Loss: 0.3550	LR: 0.020000
Training Epoch: 29 [15360/45000]	Loss: 0.3278	LR: 0.020000
Training Epoch: 29 [15616/45000]	Loss: 0.2502	LR: 0.020000
Training Epoch: 29 [15872/45000]	Loss: 0.3156	LR: 0.020000
Training Epoch: 29 [16128/45000]	Loss: 0.3132	LR: 0.020000
Training Epoch: 29 [16384/45000]	Loss: 0.3095	LR: 0.020000
Training Epoch: 29 [16640/45000]	Loss: 0.3149	LR: 0.020000
Training Epoch: 29 [16896/45000]	Loss: 0.3506	LR: 0.020000
Training Epoch: 29 [17152/45000]	Loss: 0.2965	LR: 0.020000
Training Epoch: 29 [17408/45000]	Loss: 0.3190	LR: 0.020000
Training Epoch: 29 [17664/45000]	Loss: 0.3513	LR: 0.020000
Training Epoch: 29 [17920/45000]	Loss: 0.3194	LR: 0.020000
Training Epoch: 29 [18176/45000]	Loss: 0.3273	LR: 0.020000
Training Epoch: 29 [18432/45000]	Loss: 0.3811	LR: 0.020000
Training Epoch: 29 [18688/45000]	Loss: 0.4127	LR: 0.020000
Training Epoch: 29 [18944/45000]	Loss: 0.3140	LR: 0.020000
Training Epoch: 29 [19200/45000]	Loss: 0.3130	LR: 0.020000
Training Epoch: 29 [19456/45000]	Loss: 0.4455	LR: 0.020000
Training Epoch: 29 [19712/45000]	Loss: 0.2909	LR: 0.020000
Training Epoch: 29 [19968/45000]	Loss: 0.3700	LR: 0.020000
Training Epoch: 29 [20224/45000]	Loss: 0.3238	LR: 0.020000
Training Epoch: 29 [20480/45000]	Loss: 0.3767	LR: 0.020000
Training Epoch: 29 [20736/45000]	Loss: 0.3221	LR: 0.020000
Training Epoch: 29 [20992/45000]	Loss: 0.2756	LR: 0.020000
Training Epoch: 29 [21248/45000]	Loss: 0.3711	LR: 0.020000
Training Epoch: 29 [21504/45000]	Loss: 0.3493	LR: 0.020000
Training Epoch: 29 [21760/45000]	Loss: 0.3642	LR: 0.020000
Training Epoch: 29 [22016/45000]	Loss: 0.3416	LR: 0.020000
Training Epoch: 29 [22272/45000]	Loss: 0.3926	LR: 0.020000
Training Epoch: 29 [22528/45000]	Loss: 0.4109	LR: 0.020000
Training Epoch: 29 [22784/45000]	Loss: 0.2719	LR: 0.020000
Training Epoch: 29 [23040/45000]	Loss: 0.4089	LR: 0.020000
Training Epoch: 29 [23296/45000]	Loss: 0.3387	LR: 0.020000
Training Epoch: 29 [23552/45000]	Loss: 0.3041	LR: 0.020000
Training Epoch: 29 [23808/45000]	Loss: 0.4555	LR: 0.020000
Training Epoch: 29 [24064/45000]	Loss: 0.2686	LR: 0.020000
Training Epoch: 29 [24320/45000]	Loss: 0.4685	LR: 0.020000
Training Epoch: 29 [24576/45000]	Loss: 0.4137	LR: 0.020000
Training Epoch: 29 [24832/45000]	Loss: 0.3036	LR: 0.020000
Training Epoch: 29 [25088/45000]	Loss: 0.3722	LR: 0.020000
Training Epoch: 29 [25344/45000]	Loss: 0.2975	LR: 0.020000
Training Epoch: 29 [25600/45000]	Loss: 0.4015	LR: 0.020000
Training Epoch: 29 [25856/45000]	Loss: 0.3633	LR: 0.020000
Training Epoch: 29 [26112/45000]	Loss: 0.2775	LR: 0.020000
Training Epoch: 29 [26368/45000]	Loss: 0.2785	LR: 0.020000
Training Epoch: 29 [26624/45000]	Loss: 0.3805	LR: 0.020000
Training Epoch: 29 [26880/45000]	Loss: 0.3853	LR: 0.020000
Training Epoch: 29 [27136/45000]	Loss: 0.4561	LR: 0.020000
Training Epoch: 29 [27392/45000]	Loss: 0.3959	LR: 0.020000
Training Epoch: 29 [27648/45000]	Loss: 0.3966	LR: 0.020000
Training Epoch: 29 [27904/45000]	Loss: 0.3354	LR: 0.020000
Training Epoch: 29 [28160/45000]	Loss: 0.3666	LR: 0.020000
Training Epoch: 29 [28416/45000]	Loss: 0.3524	LR: 0.020000
Training Epoch: 29 [28672/45000]	Loss: 0.4185	LR: 0.020000
Training Epoch: 29 [28928/45000]	Loss: 0.3937	LR: 0.020000
Training Epoch: 29 [29184/45000]	Loss: 0.3724	LR: 0.020000
Training Epoch: 29 [29440/45000]	Loss: 0.3184	LR: 0.020000
Training Epoch: 29 [29696/45000]	Loss: 0.3321	LR: 0.020000
Training Epoch: 29 [29952/45000]	Loss: 0.3964	LR: 0.020000
Training Epoch: 29 [30208/45000]	Loss: 0.3330	LR: 0.020000
Training Epoch: 29 [30464/45000]	Loss: 0.4452	LR: 0.020000
Training Epoch: 29 [30720/45000]	Loss: 0.3369	LR: 0.020000
Training Epoch: 29 [30976/45000]	Loss: 0.4716	LR: 0.020000
Training Epoch: 29 [31232/45000]	Loss: 0.3533	LR: 0.020000
Training Epoch: 29 [31488/45000]	Loss: 0.3911	LR: 0.020000
Training Epoch: 29 [31744/45000]	Loss: 0.3140	LR: 0.020000
Training Epoch: 29 [32000/45000]	Loss: 0.4050	LR: 0.020000
Training Epoch: 29 [32256/45000]	Loss: 0.3498	LR: 0.020000
Training Epoch: 29 [32512/45000]	Loss: 0.2730	LR: 0.020000
Training Epoch: 29 [32768/45000]	Loss: 0.2681	LR: 0.020000
Training Epoch: 29 [33024/45000]	Loss: 0.2920	LR: 0.020000
Training Epoch: 29 [33280/45000]	Loss: 0.4189	LR: 0.020000
Training Epoch: 29 [33536/45000]	Loss: 0.3292	LR: 0.020000
Training Epoch: 29 [33792/45000]	Loss: 0.3485	LR: 0.020000
Training Epoch: 29 [34048/45000]	Loss: 0.4698	LR: 0.020000
Training Epoch: 29 [34304/45000]	Loss: 0.3677	LR: 0.020000
Training Epoch: 29 [34560/45000]	Loss: 0.3683	LR: 0.020000
Training Epoch: 29 [34816/45000]	Loss: 0.3980	LR: 0.020000
Training Epoch: 29 [35072/45000]	Loss: 0.4136	LR: 0.020000
Training Epoch: 29 [35328/45000]	Loss: 0.3344	LR: 0.020000
Training Epoch: 29 [35584/45000]	Loss: 0.3300	LR: 0.020000
Training Epoch: 29 [35840/45000]	Loss: 0.4107	LR: 0.020000
Training Epoch: 29 [36096/45000]	Loss: 0.4818	LR: 0.020000
Training Epoch: 29 [36352/45000]	Loss: 0.3078	LR: 0.020000
Training Epoch: 29 [36608/45000]	Loss: 0.3736	LR: 0.020000
Training Epoch: 29 [36864/45000]	Loss: 0.4166	LR: 0.020000
Training Epoch: 29 [37120/45000]	Loss: 0.3122	LR: 0.020000
Training Epoch: 29 [37376/45000]	Loss: 0.3711	LR: 0.020000
Training Epoch: 29 [37632/45000]	Loss: 0.4269	LR: 0.020000
Training Epoch: 29 [37888/45000]	Loss: 0.3831	LR: 0.020000
Training Epoch: 29 [38144/45000]	Loss: 0.3263	LR: 0.020000
Training Epoch: 29 [38400/45000]	Loss: 0.3209	LR: 0.020000
Training Epoch: 29 [38656/45000]	Loss: 0.3986	LR: 0.020000
Training Epoch: 29 [38912/45000]	Loss: 0.3698	LR: 0.020000
Training Epoch: 29 [39168/45000]	Loss: 0.3603	LR: 0.020000
Training Epoch: 29 [39424/45000]	Loss: 0.3081	LR: 0.020000
Training Epoch: 29 [39680/45000]	Loss: 0.4216	LR: 0.020000
Training Epoch: 29 [39936/45000]	Loss: 0.3621	LR: 0.020000
Training Epoch: 29 [40192/45000]	Loss: 0.4689	LR: 0.020000
Training Epoch: 29 [40448/45000]	Loss: 0.3723	LR: 0.020000
Training Epoch: 29 [40704/45000]	Loss: 0.2618	LR: 0.020000
Training Epoch: 29 [40960/45000]	Loss: 0.3794	LR: 0.020000
Training Epoch: 29 [41216/45000]	Loss: 0.3353	LR: 0.020000
Training Epoch: 29 [41472/45000]	Loss: 0.4114	LR: 0.020000
Training Epoch: 29 [41728/45000]	Loss: 0.4712	LR: 0.020000
Training Epoch: 29 [41984/45000]	Loss: 0.4633	LR: 0.020000
Training Epoch: 29 [42240/45000]	Loss: 0.4269	LR: 0.020000
Training Epoch: 29 [42496/45000]	Loss: 0.3648	LR: 0.020000
Training Epoch: 29 [42752/45000]	Loss: 0.4359	LR: 0.020000
Training Epoch: 29 [43008/45000]	Loss: 0.3142	LR: 0.020000
Training Epoch: 29 [43264/45000]	Loss: 0.3136	LR: 0.020000
Training Epoch: 29 [43520/45000]	Loss: 0.3733	LR: 0.020000
Training Epoch: 29 [43776/45000]	Loss: 0.4013	LR: 0.020000
Training Epoch: 29 [44032/45000]	Loss: 0.3411	LR: 0.020000
Training Epoch: 29 [44288/45000]	Loss: 0.3586	LR: 0.020000
Training Epoch: 29 [44544/45000]	Loss: 0.3757	LR: 0.020000
Training Epoch: 29 [44800/45000]	Loss: 0.3709	LR: 0.020000
Training Epoch: 29 [45000/45000]	Loss: 0.4064	LR: 0.020000
Epoch 29 - Average Train Loss: 0.3449, Train Accuracy: 0.8849
Epoch 29 training time consumed: 27.01s
Evaluating Network.....
Test set: Epoch: 29, Average loss: 0.0034, Accuracy: 0.7531, Time consumed:0.97s
Training Epoch: 30 [256/45000]	Loss: 0.3831	LR: 0.004000
Training Epoch: 30 [512/45000]	Loss: 0.2783	LR: 0.004000
Training Epoch: 30 [768/45000]	Loss: 0.3610	LR: 0.004000
Training Epoch: 30 [1024/45000]	Loss: 0.3615	LR: 0.004000
Training Epoch: 30 [1280/45000]	Loss: 0.3354	LR: 0.004000
Training Epoch: 30 [1536/45000]	Loss: 0.2551	LR: 0.004000
Training Epoch: 30 [1792/45000]	Loss: 0.3091	LR: 0.004000
Training Epoch: 30 [2048/45000]	Loss: 0.2686	LR: 0.004000
Training Epoch: 30 [2304/45000]	Loss: 0.2856	LR: 0.004000
Training Epoch: 30 [2560/45000]	Loss: 0.3039	LR: 0.004000
Training Epoch: 30 [2816/45000]	Loss: 0.3350	LR: 0.004000
Training Epoch: 30 [3072/45000]	Loss: 0.2983	LR: 0.004000
Training Epoch: 30 [3328/45000]	Loss: 0.3011	LR: 0.004000
Training Epoch: 30 [3584/45000]	Loss: 0.2412	LR: 0.004000
Training Epoch: 30 [3840/45000]	Loss: 0.3842	LR: 0.004000
Training Epoch: 30 [4096/45000]	Loss: 0.2785	LR: 0.004000
Training Epoch: 30 [4352/45000]	Loss: 0.2441	LR: 0.004000
Training Epoch: 30 [4608/45000]	Loss: 0.2742	LR: 0.004000
Training Epoch: 30 [4864/45000]	Loss: 0.2942	LR: 0.004000
Training Epoch: 30 [5120/45000]	Loss: 0.3262	LR: 0.004000
Training Epoch: 30 [5376/45000]	Loss: 0.2562	LR: 0.004000
Training Epoch: 30 [5632/45000]	Loss: 0.2426	LR: 0.004000
Training Epoch: 30 [5888/45000]	Loss: 0.2264	LR: 0.004000
Training Epoch: 30 [6144/45000]	Loss: 0.2841	LR: 0.004000
Training Epoch: 30 [6400/45000]	Loss: 0.2232	LR: 0.004000
Training Epoch: 30 [6656/45000]	Loss: 0.1926	LR: 0.004000
Training Epoch: 30 [6912/45000]	Loss: 0.2719	LR: 0.004000
Training Epoch: 30 [7168/45000]	Loss: 0.3337	LR: 0.004000
Training Epoch: 30 [7424/45000]	Loss: 0.2298	LR: 0.004000
Training Epoch: 30 [7680/45000]	Loss: 0.2874	LR: 0.004000
Training Epoch: 30 [7936/45000]	Loss: 0.2871	LR: 0.004000
Training Epoch: 30 [8192/45000]	Loss: 0.2318	LR: 0.004000
Training Epoch: 30 [8448/45000]	Loss: 0.2512	LR: 0.004000
Training Epoch: 30 [8704/45000]	Loss: 0.1931	LR: 0.004000
Training Epoch: 30 [8960/45000]	Loss: 0.2407	LR: 0.004000
Training Epoch: 30 [9216/45000]	Loss: 0.2002	LR: 0.004000
Training Epoch: 30 [9472/45000]	Loss: 0.2204	LR: 0.004000
Training Epoch: 30 [9728/45000]	Loss: 0.2471	LR: 0.004000
Training Epoch: 30 [9984/45000]	Loss: 0.2605	LR: 0.004000
Training Epoch: 30 [10240/45000]	Loss: 0.2201	LR: 0.004000
Training Epoch: 30 [10496/45000]	Loss: 0.2075	LR: 0.004000
Training Epoch: 30 [10752/45000]	Loss: 0.2637	LR: 0.004000
Training Epoch: 30 [11008/45000]	Loss: 0.2066	LR: 0.004000
Training Epoch: 30 [11264/45000]	Loss: 0.1993	LR: 0.004000
Training Epoch: 30 [11520/45000]	Loss: 0.1965	LR: 0.004000
Training Epoch: 30 [11776/45000]	Loss: 0.2051	LR: 0.004000
Training Epoch: 30 [12032/45000]	Loss: 0.2679	LR: 0.004000
Training Epoch: 30 [12288/45000]	Loss: 0.1800	LR: 0.004000
Training Epoch: 30 [12544/45000]	Loss: 0.2084	LR: 0.004000
Training Epoch: 30 [12800/45000]	Loss: 0.2379	LR: 0.004000
Training Epoch: 30 [13056/45000]	Loss: 0.1973	LR: 0.004000
Training Epoch: 30 [13312/45000]	Loss: 0.2189	LR: 0.004000
Training Epoch: 30 [13568/45000]	Loss: 0.2693	LR: 0.004000
Training Epoch: 30 [13824/45000]	Loss: 0.2411	LR: 0.004000
Training Epoch: 30 [14080/45000]	Loss: 0.2731	LR: 0.004000
Training Epoch: 30 [14336/45000]	Loss: 0.2748	LR: 0.004000
Training Epoch: 30 [14592/45000]	Loss: 0.3313	LR: 0.004000
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Training Epoch: 30 [42496/45000]	Loss: 0.2098	LR: 0.004000
Training Epoch: 30 [42752/45000]	Loss: 0.1783	LR: 0.004000
Training Epoch: 30 [43008/45000]	Loss: 0.2294	LR: 0.004000
Training Epoch: 30 [43264/45000]	Loss: 0.1581	LR: 0.004000
Training Epoch: 30 [43520/45000]	Loss: 0.2035	LR: 0.004000
Training Epoch: 30 [43776/45000]	Loss: 0.2548	LR: 0.004000
Training Epoch: 30 [44032/45000]	Loss: 0.2414	LR: 0.004000
Training Epoch: 30 [44288/45000]	Loss: 0.1938	LR: 0.004000
Training Epoch: 30 [44544/45000]	Loss: 0.1978	LR: 0.004000
Training Epoch: 30 [44800/45000]	Loss: 0.1909	LR: 0.004000
Training Epoch: 30 [45000/45000]	Loss: 0.1929	LR: 0.004000
Epoch 30 - Average Train Loss: 0.2310, Train Accuracy: 0.9265
Epoch 30 training time consumed: 26.97s
Evaluating Network.....
Test set: Epoch: 30, Average loss: 0.0028, Accuracy: 0.8021, Time consumed:0.89s
Saving weights file to checkpoint/retrain/ResNet18/Sunday_13_July_2025_16h_56m_41s/ResNet18-Cifar20-seed3-ret100-30-best.pth
Training Epoch: 31 [256/45000]	Loss: 0.1843	LR: 0.004000
Training Epoch: 31 [512/45000]	Loss: 0.2206	LR: 0.004000
Training Epoch: 31 [768/45000]	Loss: 0.1798	LR: 0.004000
Training Epoch: 31 [1024/45000]	Loss: 0.1910	LR: 0.004000
Training Epoch: 31 [1280/45000]	Loss: 0.1985	LR: 0.004000
Training Epoch: 31 [1536/45000]	Loss: 0.1548	LR: 0.004000
Training Epoch: 31 [1792/45000]	Loss: 0.1533	LR: 0.004000
Training Epoch: 31 [2048/45000]	Loss: 0.1380	LR: 0.004000
Training Epoch: 31 [2304/45000]	Loss: 0.2338	LR: 0.004000
Training Epoch: 31 [2560/45000]	Loss: 0.2367	LR: 0.004000
Training Epoch: 31 [2816/45000]	Loss: 0.1719	LR: 0.004000
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Training Epoch: 31 [3328/45000]	Loss: 0.1886	LR: 0.004000
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Training Epoch: 31 [16896/45000]	Loss: 0.2062	LR: 0.004000
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Training Epoch: 31 [19968/45000]	Loss: 0.1689	LR: 0.004000
Training Epoch: 31 [20224/45000]	Loss: 0.1946	LR: 0.004000
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Training Epoch: 31 [28416/45000]	Loss: 0.1309	LR: 0.004000
Training Epoch: 31 [28672/45000]	Loss: 0.2121	LR: 0.004000
Training Epoch: 31 [28928/45000]	Loss: 0.1741	LR: 0.004000
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Training Epoch: 31 [30720/45000]	Loss: 0.1583	LR: 0.004000
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Training Epoch: 31 [35840/45000]	Loss: 0.1914	LR: 0.004000
Training Epoch: 31 [36096/45000]	Loss: 0.2089	LR: 0.004000
Training Epoch: 31 [36352/45000]	Loss: 0.1516	LR: 0.004000
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Training Epoch: 31 [42752/45000]	Loss: 0.1606	LR: 0.004000
Training Epoch: 31 [43008/45000]	Loss: 0.1537	LR: 0.004000
Training Epoch: 31 [43264/45000]	Loss: 0.1696	LR: 0.004000
Training Epoch: 31 [43520/45000]	Loss: 0.1952	LR: 0.004000
Training Epoch: 31 [43776/45000]	Loss: 0.2443	LR: 0.004000
Training Epoch: 31 [44032/45000]	Loss: 0.1561	LR: 0.004000
Training Epoch: 31 [44288/45000]	Loss: 0.1869	LR: 0.004000
Training Epoch: 31 [44544/45000]	Loss: 0.1967	LR: 0.004000
Training Epoch: 31 [44800/45000]	Loss: 0.2244	LR: 0.004000
Training Epoch: 31 [45000/45000]	Loss: 0.2202	LR: 0.004000
Epoch 31 - Average Train Loss: 0.1884, Train Accuracy: 0.9430
Epoch 31 training time consumed: 26.99s
Evaluating Network.....
Test set: Epoch: 31, Average loss: 0.0028, Accuracy: 0.8026, Time consumed:0.91s
Saving weights file to checkpoint/retrain/ResNet18/Sunday_13_July_2025_16h_56m_41s/ResNet18-Cifar20-seed3-ret100-31-best.pth
Training Epoch: 32 [256/45000]	Loss: 0.1453	LR: 0.004000
Training Epoch: 32 [512/45000]	Loss: 0.1675	LR: 0.004000
Training Epoch: 32 [768/45000]	Loss: 0.1446	LR: 0.004000
Training Epoch: 32 [1024/45000]	Loss: 0.1867	LR: 0.004000
Training Epoch: 32 [1280/45000]	Loss: 0.1587	LR: 0.004000
Training Epoch: 32 [1536/45000]	Loss: 0.1815	LR: 0.004000
Training Epoch: 32 [1792/45000]	Loss: 0.1783	LR: 0.004000
Training Epoch: 32 [2048/45000]	Loss: 0.2019	LR: 0.004000
Training Epoch: 32 [2304/45000]	Loss: 0.1551	LR: 0.004000
Training Epoch: 32 [2560/45000]	Loss: 0.1404	LR: 0.004000
Training Epoch: 32 [2816/45000]	Loss: 0.1514	LR: 0.004000
Training Epoch: 32 [3072/45000]	Loss: 0.1172	LR: 0.004000
Training Epoch: 32 [3328/45000]	Loss: 0.1342	LR: 0.004000
Training Epoch: 32 [3584/45000]	Loss: 0.1729	LR: 0.004000
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Training Epoch: 32 [4608/45000]	Loss: 0.1509	LR: 0.004000
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Training Epoch: 32 [5376/45000]	Loss: 0.2543	LR: 0.004000
Training Epoch: 32 [5632/45000]	Loss: 0.1546	LR: 0.004000
Training Epoch: 32 [5888/45000]	Loss: 0.1105	LR: 0.004000
Training Epoch: 32 [6144/45000]	Loss: 0.1794	LR: 0.004000
Training Epoch: 32 [6400/45000]	Loss: 0.1554	LR: 0.004000
Training Epoch: 32 [6656/45000]	Loss: 0.1345	LR: 0.004000
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Training Epoch: 32 [7168/45000]	Loss: 0.1725	LR: 0.004000
Training Epoch: 32 [7424/45000]	Loss: 0.1539	LR: 0.004000
Training Epoch: 32 [7680/45000]	Loss: 0.1967	LR: 0.004000
Training Epoch: 32 [7936/45000]	Loss: 0.1410	LR: 0.004000
Training Epoch: 32 [8192/45000]	Loss: 0.1707	LR: 0.004000
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Training Epoch: 32 [8704/45000]	Loss: 0.1375	LR: 0.004000
Training Epoch: 32 [8960/45000]	Loss: 0.1952	LR: 0.004000
Training Epoch: 32 [9216/45000]	Loss: 0.1848	LR: 0.004000
Training Epoch: 32 [9472/45000]	Loss: 0.1743	LR: 0.004000
Training Epoch: 32 [9728/45000]	Loss: 0.1553	LR: 0.004000
Training Epoch: 32 [9984/45000]	Loss: 0.1463	LR: 0.004000
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Training Epoch: 32 [10496/45000]	Loss: 0.2244	LR: 0.004000
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Training Epoch: 32 [11008/45000]	Loss: 0.1662	LR: 0.004000
Training Epoch: 32 [11264/45000]	Loss: 0.1781	LR: 0.004000
Training Epoch: 32 [11520/45000]	Loss: 0.1525	LR: 0.004000
Training Epoch: 32 [11776/45000]	Loss: 0.1900	LR: 0.004000
Training Epoch: 32 [12032/45000]	Loss: 0.1162	LR: 0.004000
Training Epoch: 32 [12288/45000]	Loss: 0.1564	LR: 0.004000
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Training Epoch: 32 [13056/45000]	Loss: 0.1427	LR: 0.004000
Training Epoch: 32 [13312/45000]	Loss: 0.1704	LR: 0.004000
Training Epoch: 32 [13568/45000]	Loss: 0.2066	LR: 0.004000
Training Epoch: 32 [13824/45000]	Loss: 0.1256	LR: 0.004000
Training Epoch: 32 [14080/45000]	Loss: 0.1789	LR: 0.004000
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Training Epoch: 32 [15104/45000]	Loss: 0.1436	LR: 0.004000
Training Epoch: 32 [15360/45000]	Loss: 0.1677	LR: 0.004000
Training Epoch: 32 [15616/45000]	Loss: 0.1438	LR: 0.004000
Training Epoch: 32 [15872/45000]	Loss: 0.1861	LR: 0.004000
Training Epoch: 32 [16128/45000]	Loss: 0.2135	LR: 0.004000
Training Epoch: 32 [16384/45000]	Loss: 0.1164	LR: 0.004000
Training Epoch: 32 [16640/45000]	Loss: 0.1451	LR: 0.004000
Training Epoch: 32 [16896/45000]	Loss: 0.1969	LR: 0.004000
Training Epoch: 32 [17152/45000]	Loss: 0.1275	LR: 0.004000
Training Epoch: 32 [17408/45000]	Loss: 0.1714	LR: 0.004000
Training Epoch: 32 [17664/45000]	Loss: 0.1696	LR: 0.004000
Training Epoch: 32 [17920/45000]	Loss: 0.1388	LR: 0.004000
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Training Epoch: 32 [18944/45000]	Loss: 0.1704	LR: 0.004000
Training Epoch: 32 [19200/45000]	Loss: 0.1578	LR: 0.004000
Training Epoch: 32 [19456/45000]	Loss: 0.1732	LR: 0.004000
Training Epoch: 32 [19712/45000]	Loss: 0.1766	LR: 0.004000
Training Epoch: 32 [19968/45000]	Loss: 0.2142	LR: 0.004000
Training Epoch: 32 [20224/45000]	Loss: 0.1907	LR: 0.004000
Training Epoch: 32 [20480/45000]	Loss: 0.1278	LR: 0.004000
Training Epoch: 32 [20736/45000]	Loss: 0.1293	LR: 0.004000
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Training Epoch: 32 [21504/45000]	Loss: 0.1481	LR: 0.004000
Training Epoch: 32 [21760/45000]	Loss: 0.1624	LR: 0.004000
Training Epoch: 32 [22016/45000]	Loss: 0.1826	LR: 0.004000
Training Epoch: 32 [22272/45000]	Loss: 0.1431	LR: 0.004000
Training Epoch: 32 [22528/45000]	Loss: 0.1905	LR: 0.004000
Training Epoch: 32 [22784/45000]	Loss: 0.1737	LR: 0.004000
Training Epoch: 32 [23040/45000]	Loss: 0.1895	LR: 0.004000
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Training Epoch: 32 [23552/45000]	Loss: 0.1118	LR: 0.004000
Training Epoch: 32 [23808/45000]	Loss: 0.2093	LR: 0.004000
Training Epoch: 32 [24064/45000]	Loss: 0.1881	LR: 0.004000
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Training Epoch: 32 [24576/45000]	Loss: 0.1425	LR: 0.004000
Training Epoch: 32 [24832/45000]	Loss: 0.1271	LR: 0.004000
Training Epoch: 32 [25088/45000]	Loss: 0.2108	LR: 0.004000
Training Epoch: 32 [25344/45000]	Loss: 0.1711	LR: 0.004000
Training Epoch: 32 [25600/45000]	Loss: 0.1705	LR: 0.004000
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Training Epoch: 32 [26368/45000]	Loss: 0.1696	LR: 0.004000
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Training Epoch: 32 [27136/45000]	Loss: 0.1868	LR: 0.004000
Training Epoch: 32 [27392/45000]	Loss: 0.1832	LR: 0.004000
Training Epoch: 32 [27648/45000]	Loss: 0.1130	LR: 0.004000
Training Epoch: 32 [27904/45000]	Loss: 0.1435	LR: 0.004000
Training Epoch: 32 [28160/45000]	Loss: 0.1826	LR: 0.004000
Training Epoch: 32 [28416/45000]	Loss: 0.1318	LR: 0.004000
Training Epoch: 32 [28672/45000]	Loss: 0.1730	LR: 0.004000
Training Epoch: 32 [28928/45000]	Loss: 0.1925	LR: 0.004000
Training Epoch: 32 [29184/45000]	Loss: 0.2197	LR: 0.004000
Training Epoch: 32 [29440/45000]	Loss: 0.1650	LR: 0.004000
Training Epoch: 32 [29696/45000]	Loss: 0.1117	LR: 0.004000
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Training Epoch: 32 [30208/45000]	Loss: 0.1726	LR: 0.004000
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Training Epoch: 32 [33280/45000]	Loss: 0.1772	LR: 0.004000
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Training Epoch: 32 [35328/45000]	Loss: 0.1388	LR: 0.004000
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Training Epoch: 32 [35840/45000]	Loss: 0.2194	LR: 0.004000
Training Epoch: 32 [36096/45000]	Loss: 0.1645	LR: 0.004000
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Training Epoch: 32 [36864/45000]	Loss: 0.1872	LR: 0.004000
Training Epoch: 32 [37120/45000]	Loss: 0.1660	LR: 0.004000
Training Epoch: 32 [37376/45000]	Loss: 0.1627	LR: 0.004000
Training Epoch: 32 [37632/45000]	Loss: 0.1372	LR: 0.004000
Training Epoch: 32 [37888/45000]	Loss: 0.1831	LR: 0.004000
Training Epoch: 32 [38144/45000]	Loss: 0.1737	LR: 0.004000
Training Epoch: 32 [38400/45000]	Loss: 0.1552	LR: 0.004000
Training Epoch: 32 [38656/45000]	Loss: 0.1435	LR: 0.004000
Training Epoch: 32 [38912/45000]	Loss: 0.1440	LR: 0.004000
Training Epoch: 32 [39168/45000]	Loss: 0.1869	LR: 0.004000
Training Epoch: 32 [39424/45000]	Loss: 0.1205	LR: 0.004000
Training Epoch: 32 [39680/45000]	Loss: 0.1794	LR: 0.004000
Training Epoch: 32 [39936/45000]	Loss: 0.1577	LR: 0.004000
Training Epoch: 32 [40192/45000]	Loss: 0.2031	LR: 0.004000
Training Epoch: 32 [40448/45000]	Loss: 0.1721	LR: 0.004000
Training Epoch: 32 [40704/45000]	Loss: 0.1728	LR: 0.004000
Training Epoch: 32 [40960/45000]	Loss: 0.2134	LR: 0.004000
Training Epoch: 32 [41216/45000]	Loss: 0.2267	LR: 0.004000
Training Epoch: 32 [41472/45000]	Loss: 0.1522	LR: 0.004000
Training Epoch: 32 [41728/45000]	Loss: 0.1518	LR: 0.004000
Training Epoch: 32 [41984/45000]	Loss: 0.1838	LR: 0.004000
Training Epoch: 32 [42240/45000]	Loss: 0.1923	LR: 0.004000
Training Epoch: 32 [42496/45000]	Loss: 0.1803	LR: 0.004000
Training Epoch: 32 [42752/45000]	Loss: 0.1971	LR: 0.004000
Training Epoch: 32 [43008/45000]	Loss: 0.1477	LR: 0.004000
Training Epoch: 32 [43264/45000]	Loss: 0.1614	LR: 0.004000
Training Epoch: 32 [43520/45000]	Loss: 0.1387	LR: 0.004000
Training Epoch: 32 [43776/45000]	Loss: 0.1602	LR: 0.004000
Training Epoch: 32 [44032/45000]	Loss: 0.1660	LR: 0.004000
Training Epoch: 32 [44288/45000]	Loss: 0.1989	LR: 0.004000
Training Epoch: 32 [44544/45000]	Loss: 0.1655	LR: 0.004000
Training Epoch: 32 [44800/45000]	Loss: 0.1959	LR: 0.004000
Training Epoch: 32 [45000/45000]	Loss: 0.1110	LR: 0.004000
Epoch 32 - Average Train Loss: 0.1669, Train Accuracy: 0.9512
Epoch 32 training time consumed: 26.92s
Evaluating Network.....
Test set: Epoch: 32, Average loss: 0.0029, Accuracy: 0.8021, Time consumed:0.95s
Training Epoch: 33 [256/45000]	Loss: 0.1108	LR: 0.004000
Training Epoch: 33 [512/45000]	Loss: 0.1433	LR: 0.004000
Training Epoch: 33 [768/45000]	Loss: 0.1134	LR: 0.004000
Training Epoch: 33 [1024/45000]	Loss: 0.1088	LR: 0.004000
Training Epoch: 33 [1280/45000]	Loss: 0.1378	LR: 0.004000
Training Epoch: 33 [1536/45000]	Loss: 0.1554	LR: 0.004000
Training Epoch: 33 [1792/45000]	Loss: 0.1461	LR: 0.004000
Training Epoch: 33 [2048/45000]	Loss: 0.1188	LR: 0.004000
Training Epoch: 33 [2304/45000]	Loss: 0.1383	LR: 0.004000
Training Epoch: 33 [2560/45000]	Loss: 0.1592	LR: 0.004000
Training Epoch: 33 [2816/45000]	Loss: 0.1517	LR: 0.004000
Training Epoch: 33 [3072/45000]	Loss: 0.1499	LR: 0.004000
Training Epoch: 33 [3328/45000]	Loss: 0.1435	LR: 0.004000
Training Epoch: 33 [3584/45000]	Loss: 0.1365	LR: 0.004000
Training Epoch: 33 [3840/45000]	Loss: 0.1196	LR: 0.004000
Training Epoch: 33 [4096/45000]	Loss: 0.1623	LR: 0.004000
Training Epoch: 33 [4352/45000]	Loss: 0.1663	LR: 0.004000
Training Epoch: 33 [4608/45000]	Loss: 0.1485	LR: 0.004000
Training Epoch: 33 [4864/45000]	Loss: 0.1677	LR: 0.004000
Training Epoch: 33 [5120/45000]	Loss: 0.1080	LR: 0.004000
Training Epoch: 33 [5376/45000]	Loss: 0.1387	LR: 0.004000
Training Epoch: 33 [5632/45000]	Loss: 0.1214	LR: 0.004000
Training Epoch: 33 [5888/45000]	Loss: 0.1206	LR: 0.004000
Training Epoch: 33 [6144/45000]	Loss: 0.1410	LR: 0.004000
Training Epoch: 33 [6400/45000]	Loss: 0.1357	LR: 0.004000
Training Epoch: 33 [6656/45000]	Loss: 0.1459	LR: 0.004000
Training Epoch: 33 [6912/45000]	Loss: 0.1257	LR: 0.004000
Training Epoch: 33 [7168/45000]	Loss: 0.1745	LR: 0.004000
Training Epoch: 33 [7424/45000]	Loss: 0.1354	LR: 0.004000
Training Epoch: 33 [7680/45000]	Loss: 0.1853	LR: 0.004000
Training Epoch: 33 [7936/45000]	Loss: 0.1687	LR: 0.004000
Training Epoch: 33 [8192/45000]	Loss: 0.1738	LR: 0.004000
Training Epoch: 33 [8448/45000]	Loss: 0.1418	LR: 0.004000
Training Epoch: 33 [8704/45000]	Loss: 0.1031	LR: 0.004000
Training Epoch: 33 [8960/45000]	Loss: 0.1556	LR: 0.004000
Training Epoch: 33 [9216/45000]	Loss: 0.1789	LR: 0.004000
Training Epoch: 33 [9472/45000]	Loss: 0.1767	LR: 0.004000
Training Epoch: 33 [9728/45000]	Loss: 0.1689	LR: 0.004000
Training Epoch: 33 [9984/45000]	Loss: 0.1817	LR: 0.004000
Training Epoch: 33 [10240/45000]	Loss: 0.1287	LR: 0.004000
Training Epoch: 33 [10496/45000]	Loss: 0.1054	LR: 0.004000
Training Epoch: 33 [10752/45000]	Loss: 0.1463	LR: 0.004000
Training Epoch: 33 [11008/45000]	Loss: 0.1131	LR: 0.004000
Training Epoch: 33 [11264/45000]	Loss: 0.2198	LR: 0.004000
Training Epoch: 33 [11520/45000]	Loss: 0.1619	LR: 0.004000
Training Epoch: 33 [11776/45000]	Loss: 0.1720	LR: 0.004000
Training Epoch: 33 [12032/45000]	Loss: 0.1043	LR: 0.004000
Training Epoch: 33 [12288/45000]	Loss: 0.1764	LR: 0.004000
Training Epoch: 33 [12544/45000]	Loss: 0.1767	LR: 0.004000
Training Epoch: 33 [12800/45000]	Loss: 0.1782	LR: 0.004000
Training Epoch: 33 [13056/45000]	Loss: 0.1477	LR: 0.004000
Training Epoch: 33 [13312/45000]	Loss: 0.1693	LR: 0.004000
Training Epoch: 33 [13568/45000]	Loss: 0.1432	LR: 0.004000
Training Epoch: 33 [13824/45000]	Loss: 0.1370	LR: 0.004000
Training Epoch: 33 [14080/45000]	Loss: 0.1689	LR: 0.004000
Training Epoch: 33 [14336/45000]	Loss: 0.1904	LR: 0.004000
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Training Epoch: 33 [14848/45000]	Loss: 0.1513	LR: 0.004000
Training Epoch: 33 [15104/45000]	Loss: 0.1401	LR: 0.004000
Training Epoch: 33 [15360/45000]	Loss: 0.1303	LR: 0.004000
Training Epoch: 33 [15616/45000]	Loss: 0.1730	LR: 0.004000
Training Epoch: 33 [15872/45000]	Loss: 0.1649	LR: 0.004000
Training Epoch: 33 [16128/45000]	Loss: 0.1781	LR: 0.004000
Training Epoch: 33 [16384/45000]	Loss: 0.1938	LR: 0.004000
Training Epoch: 33 [16640/45000]	Loss: 0.1504	LR: 0.004000
Training Epoch: 33 [16896/45000]	Loss: 0.1413	LR: 0.004000
Training Epoch: 33 [17152/45000]	Loss: 0.1645	LR: 0.004000
Training Epoch: 33 [17408/45000]	Loss: 0.1693	LR: 0.004000
Training Epoch: 33 [17664/45000]	Loss: 0.1945	LR: 0.004000
Training Epoch: 33 [17920/45000]	Loss: 0.1526	LR: 0.004000
Training Epoch: 33 [18176/45000]	Loss: 0.1644	LR: 0.004000
Training Epoch: 33 [18432/45000]	Loss: 0.1131	LR: 0.004000
Training Epoch: 33 [18688/45000]	Loss: 0.1140	LR: 0.004000
Training Epoch: 33 [18944/45000]	Loss: 0.2032	LR: 0.004000
Training Epoch: 33 [19200/45000]	Loss: 0.1597	LR: 0.004000
Training Epoch: 33 [19456/45000]	Loss: 0.1372	LR: 0.004000
Training Epoch: 33 [19712/45000]	Loss: 0.1845	LR: 0.004000
Training Epoch: 33 [19968/45000]	Loss: 0.0995	LR: 0.004000
Training Epoch: 33 [20224/45000]	Loss: 0.1011	LR: 0.004000
Training Epoch: 33 [20480/45000]	Loss: 0.1985	LR: 0.004000
Training Epoch: 33 [20736/45000]	Loss: 0.1616	LR: 0.004000
Training Epoch: 33 [20992/45000]	Loss: 0.1884	LR: 0.004000
Training Epoch: 33 [21248/45000]	Loss: 0.1793	LR: 0.004000
Training Epoch: 33 [21504/45000]	Loss: 0.1566	LR: 0.004000
Training Epoch: 33 [21760/45000]	Loss: 0.1500	LR: 0.004000
Training Epoch: 33 [22016/45000]	Loss: 0.1484	LR: 0.004000
Training Epoch: 33 [22272/45000]	Loss: 0.1101	LR: 0.004000
Training Epoch: 33 [22528/45000]	Loss: 0.1516	LR: 0.004000
Training Epoch: 33 [22784/45000]	Loss: 0.1778	LR: 0.004000
Training Epoch: 33 [23040/45000]	Loss: 0.1669	LR: 0.004000
Training Epoch: 33 [23296/45000]	Loss: 0.1155	LR: 0.004000
Training Epoch: 33 [23552/45000]	Loss: 0.1296	LR: 0.004000
Training Epoch: 33 [23808/45000]	Loss: 0.1878	LR: 0.004000
Training Epoch: 33 [24064/45000]	Loss: 0.1589	LR: 0.004000
Training Epoch: 33 [24320/45000]	Loss: 0.1259	LR: 0.004000
Training Epoch: 33 [24576/45000]	Loss: 0.2092	LR: 0.004000
Training Epoch: 33 [24832/45000]	Loss: 0.1777	LR: 0.004000
Training Epoch: 33 [25088/45000]	Loss: 0.1454	LR: 0.004000
Training Epoch: 33 [25344/45000]	Loss: 0.1499	LR: 0.004000
Training Epoch: 33 [25600/45000]	Loss: 0.2167	LR: 0.004000
Training Epoch: 33 [25856/45000]	Loss: 0.1767	LR: 0.004000
Training Epoch: 33 [26112/45000]	Loss: 0.1339	LR: 0.004000
Training Epoch: 33 [26368/45000]	Loss: 0.1288	LR: 0.004000
Training Epoch: 33 [26624/45000]	Loss: 0.1251	LR: 0.004000
Training Epoch: 33 [26880/45000]	Loss: 0.2082	LR: 0.004000
Training Epoch: 33 [27136/45000]	Loss: 0.1732	LR: 0.004000
Training Epoch: 33 [27392/45000]	Loss: 0.1791	LR: 0.004000
Training Epoch: 33 [27648/45000]	Loss: 0.1898	LR: 0.004000
Training Epoch: 33 [27904/45000]	Loss: 0.1652	LR: 0.004000
Training Epoch: 33 [28160/45000]	Loss: 0.1315	LR: 0.004000
Training Epoch: 33 [28416/45000]	Loss: 0.1520	LR: 0.004000
Training Epoch: 33 [28672/45000]	Loss: 0.2324	LR: 0.004000
Training Epoch: 33 [28928/45000]	Loss: 0.1761	LR: 0.004000
Training Epoch: 33 [29184/45000]	Loss: 0.1541	LR: 0.004000
Training Epoch: 33 [29440/45000]	Loss: 0.1773	LR: 0.004000
Training Epoch: 33 [29696/45000]	Loss: 0.1429	LR: 0.004000
Training Epoch: 33 [29952/45000]	Loss: 0.1383	LR: 0.004000
Training Epoch: 33 [30208/45000]	Loss: 0.1527	LR: 0.004000
Training Epoch: 33 [30464/45000]	Loss: 0.1890	LR: 0.004000
Training Epoch: 33 [30720/45000]	Loss: 0.1457	LR: 0.004000
Training Epoch: 33 [30976/45000]	Loss: 0.1630	LR: 0.004000
Training Epoch: 33 [31232/45000]	Loss: 0.1317	LR: 0.004000
Training Epoch: 33 [31488/45000]	Loss: 0.1028	LR: 0.004000
Training Epoch: 33 [31744/45000]	Loss: 0.1700	LR: 0.004000
Training Epoch: 33 [32000/45000]	Loss: 0.1585	LR: 0.004000
Training Epoch: 33 [32256/45000]	Loss: 0.1858	LR: 0.004000
Training Epoch: 33 [32512/45000]	Loss: 0.1481	LR: 0.004000
Training Epoch: 33 [32768/45000]	Loss: 0.1780	LR: 0.004000
Training Epoch: 33 [33024/45000]	Loss: 0.1851	LR: 0.004000
Training Epoch: 33 [33280/45000]	Loss: 0.1827	LR: 0.004000
Training Epoch: 33 [33536/45000]	Loss: 0.1666	LR: 0.004000
Training Epoch: 33 [33792/45000]	Loss: 0.1846	LR: 0.004000
Training Epoch: 33 [34048/45000]	Loss: 0.1854	LR: 0.004000
Training Epoch: 33 [34304/45000]	Loss: 0.1147	LR: 0.004000
Training Epoch: 33 [34560/45000]	Loss: 0.2279	LR: 0.004000
Training Epoch: 33 [34816/45000]	Loss: 0.1268	LR: 0.004000
Training Epoch: 33 [35072/45000]	Loss: 0.1874	LR: 0.004000
Training Epoch: 33 [35328/45000]	Loss: 0.1566	LR: 0.004000
Training Epoch: 33 [35584/45000]	Loss: 0.1321	LR: 0.004000
Training Epoch: 33 [35840/45000]	Loss: 0.1925	LR: 0.004000
Training Epoch: 33 [36096/45000]	Loss: 0.1629	LR: 0.004000
Training Epoch: 33 [36352/45000]	Loss: 0.1122	LR: 0.004000
Training Epoch: 33 [36608/45000]	Loss: 0.1332	LR: 0.004000
Training Epoch: 33 [36864/45000]	Loss: 0.2003	LR: 0.004000
Training Epoch: 33 [37120/45000]	Loss: 0.1266	LR: 0.004000
Training Epoch: 33 [37376/45000]	Loss: 0.1720	LR: 0.004000
Training Epoch: 33 [37632/45000]	Loss: 0.1672	LR: 0.004000
Training Epoch: 33 [37888/45000]	Loss: 0.1564	LR: 0.004000
Training Epoch: 33 [38144/45000]	Loss: 0.1416	LR: 0.004000
Training Epoch: 33 [38400/45000]	Loss: 0.1676	LR: 0.004000
Training Epoch: 33 [38656/45000]	Loss: 0.1603	LR: 0.004000
Training Epoch: 33 [38912/45000]	Loss: 0.1738	LR: 0.004000
Training Epoch: 33 [39168/45000]	Loss: 0.1705	LR: 0.004000
Training Epoch: 33 [39424/45000]	Loss: 0.1490	LR: 0.004000
Training Epoch: 33 [39680/45000]	Loss: 0.1487	LR: 0.004000
Training Epoch: 33 [39936/45000]	Loss: 0.1746	LR: 0.004000
Training Epoch: 33 [40192/45000]	Loss: 0.1751	LR: 0.004000
Training Epoch: 33 [40448/45000]	Loss: 0.1481	LR: 0.004000
Training Epoch: 33 [40704/45000]	Loss: 0.1561	LR: 0.004000
Training Epoch: 33 [40960/45000]	Loss: 0.1740	LR: 0.004000
Training Epoch: 33 [41216/45000]	Loss: 0.1301	LR: 0.004000
Training Epoch: 33 [41472/45000]	Loss: 0.1395	LR: 0.004000
Training Epoch: 33 [41728/45000]	Loss: 0.1236	LR: 0.004000
Training Epoch: 33 [41984/45000]	Loss: 0.1278	LR: 0.004000
Training Epoch: 33 [42240/45000]	Loss: 0.1599	LR: 0.004000
Training Epoch: 33 [42496/45000]	Loss: 0.1376	LR: 0.004000
Training Epoch: 33 [42752/45000]	Loss: 0.1519	LR: 0.004000
Training Epoch: 33 [43008/45000]	Loss: 0.1656	LR: 0.004000
Training Epoch: 33 [43264/45000]	Loss: 0.1457	LR: 0.004000
Training Epoch: 33 [43520/45000]	Loss: 0.1188	LR: 0.004000
Training Epoch: 33 [43776/45000]	Loss: 0.1477	LR: 0.004000
Training Epoch: 33 [44032/45000]	Loss: 0.1631	LR: 0.004000
Training Epoch: 33 [44288/45000]	Loss: 0.1713	LR: 0.004000
Training Epoch: 33 [44544/45000]	Loss: 0.2230	LR: 0.004000
Training Epoch: 33 [44800/45000]	Loss: 0.1490	LR: 0.004000
Training Epoch: 33 [45000/45000]	Loss: 0.1233	LR: 0.004000
Epoch 33 - Average Train Loss: 0.1553, Train Accuracy: 0.9530
Epoch 33 training time consumed: 27.22s
Evaluating Network.....
Test set: Epoch: 33, Average loss: 0.0029, Accuracy: 0.7993, Time consumed:0.90s
Training Epoch: 34 [256/45000]	Loss: 0.1581	LR: 0.004000
Training Epoch: 34 [512/45000]	Loss: 0.1711	LR: 0.004000
Training Epoch: 34 [768/45000]	Loss: 0.1524	LR: 0.004000
Training Epoch: 34 [1024/45000]	Loss: 0.1474	LR: 0.004000
Training Epoch: 34 [1280/45000]	Loss: 0.1110	LR: 0.004000
Training Epoch: 34 [1536/45000]	Loss: 0.1456	LR: 0.004000
Training Epoch: 34 [1792/45000]	Loss: 0.1389	LR: 0.004000
Training Epoch: 34 [2048/45000]	Loss: 0.1128	LR: 0.004000
Training Epoch: 34 [2304/45000]	Loss: 0.1774	LR: 0.004000
Training Epoch: 34 [2560/45000]	Loss: 0.1241	LR: 0.004000
Training Epoch: 34 [2816/45000]	Loss: 0.1344	LR: 0.004000
Training Epoch: 34 [3072/45000]	Loss: 0.1744	LR: 0.004000
Training Epoch: 34 [3328/45000]	Loss: 0.0981	LR: 0.004000
Training Epoch: 34 [3584/45000]	Loss: 0.1543	LR: 0.004000
Training Epoch: 34 [3840/45000]	Loss: 0.1132	LR: 0.004000
Training Epoch: 34 [4096/45000]	Loss: 0.1310	LR: 0.004000
Training Epoch: 34 [4352/45000]	Loss: 0.1179	LR: 0.004000
Training Epoch: 34 [4608/45000]	Loss: 0.1772	LR: 0.004000
Training Epoch: 34 [4864/45000]	Loss: 0.1295	LR: 0.004000
Training Epoch: 34 [5120/45000]	Loss: 0.1201	LR: 0.004000
Training Epoch: 34 [5376/45000]	Loss: 0.1394	LR: 0.004000
Training Epoch: 34 [5632/45000]	Loss: 0.1356	LR: 0.004000
Training Epoch: 34 [5888/45000]	Loss: 0.0887	LR: 0.004000
Training Epoch: 34 [6144/45000]	Loss: 0.1410	LR: 0.004000
Training Epoch: 34 [6400/45000]	Loss: 0.1188	LR: 0.004000
Training Epoch: 34 [6656/45000]	Loss: 0.1396	LR: 0.004000
Training Epoch: 34 [6912/45000]	Loss: 0.1407	LR: 0.004000
Training Epoch: 34 [7168/45000]	Loss: 0.0841	LR: 0.004000
Training Epoch: 34 [7424/45000]	Loss: 0.1665	LR: 0.004000
Training Epoch: 34 [7680/45000]	Loss: 0.1605	LR: 0.004000
Training Epoch: 34 [7936/45000]	Loss: 0.1336	LR: 0.004000
Training Epoch: 34 [8192/45000]	Loss: 0.1345	LR: 0.004000
Training Epoch: 34 [8448/45000]	Loss: 0.1507	LR: 0.004000
Training Epoch: 34 [8704/45000]	Loss: 0.1164	LR: 0.004000
Training Epoch: 34 [8960/45000]	Loss: 0.1260	LR: 0.004000
Training Epoch: 34 [9216/45000]	Loss: 0.1583	LR: 0.004000
Training Epoch: 34 [9472/45000]	Loss: 0.1225	LR: 0.004000
Training Epoch: 34 [9728/45000]	Loss: 0.1405	LR: 0.004000
Training Epoch: 34 [9984/45000]	Loss: 0.1644	LR: 0.004000
Training Epoch: 34 [10240/45000]	Loss: 0.1365	LR: 0.004000
Training Epoch: 34 [10496/45000]	Loss: 0.0844	LR: 0.004000
Training Epoch: 34 [10752/45000]	Loss: 0.1144	LR: 0.004000
Training Epoch: 34 [11008/45000]	Loss: 0.1229	LR: 0.004000
Training Epoch: 34 [11264/45000]	Loss: 0.1464	LR: 0.004000
Training Epoch: 34 [11520/45000]	Loss: 0.1248	LR: 0.004000
Training Epoch: 34 [11776/45000]	Loss: 0.1685	LR: 0.004000
Training Epoch: 34 [12032/45000]	Loss: 0.1551	LR: 0.004000
Training Epoch: 34 [12288/45000]	Loss: 0.1875	LR: 0.004000
Training Epoch: 34 [12544/45000]	Loss: 0.1698	LR: 0.004000
Training Epoch: 34 [12800/45000]	Loss: 0.1119	LR: 0.004000
Training Epoch: 34 [13056/45000]	Loss: 0.1655	LR: 0.004000
Training Epoch: 34 [13312/45000]	Loss: 0.1343	LR: 0.004000
Training Epoch: 34 [13568/45000]	Loss: 0.1377	LR: 0.004000
Training Epoch: 34 [13824/45000]	Loss: 0.1103	LR: 0.004000
Training Epoch: 34 [14080/45000]	Loss: 0.1504	LR: 0.004000
Training Epoch: 34 [14336/45000]	Loss: 0.1293	LR: 0.004000
Training Epoch: 34 [14592/45000]	Loss: 0.1086	LR: 0.004000
Training Epoch: 34 [14848/45000]	Loss: 0.1838	LR: 0.004000
Training Epoch: 34 [15104/45000]	Loss: 0.1218	LR: 0.004000
Training Epoch: 34 [15360/45000]	Loss: 0.1436	LR: 0.004000
Training Epoch: 34 [15616/45000]	Loss: 0.1086	LR: 0.004000
Training Epoch: 34 [15872/45000]	Loss: 0.1743	LR: 0.004000
Training Epoch: 34 [16128/45000]	Loss: 0.1556	LR: 0.004000
Training Epoch: 34 [16384/45000]	Loss: 0.1898	LR: 0.004000
Training Epoch: 34 [16640/45000]	Loss: 0.1502	LR: 0.004000
Training Epoch: 34 [16896/45000]	Loss: 0.1674	LR: 0.004000
Training Epoch: 34 [17152/45000]	Loss: 0.1349	LR: 0.004000
Training Epoch: 34 [17408/45000]	Loss: 0.1342	LR: 0.004000
Training Epoch: 34 [17664/45000]	Loss: 0.1004	LR: 0.004000
Training Epoch: 34 [17920/45000]	Loss: 0.1460	LR: 0.004000
Training Epoch: 34 [18176/45000]	Loss: 0.1550	LR: 0.004000
Training Epoch: 34 [18432/45000]	Loss: 0.1640	LR: 0.004000
Training Epoch: 34 [18688/45000]	Loss: 0.1617	LR: 0.004000
Training Epoch: 34 [18944/45000]	Loss: 0.1403	LR: 0.004000
Training Epoch: 34 [19200/45000]	Loss: 0.1804	LR: 0.004000
Training Epoch: 34 [19456/45000]	Loss: 0.1083	LR: 0.004000
Training Epoch: 34 [19712/45000]	Loss: 0.1402	LR: 0.004000
Training Epoch: 34 [19968/45000]	Loss: 0.1127	LR: 0.004000
Training Epoch: 34 [20224/45000]	Loss: 0.1816	LR: 0.004000
Training Epoch: 34 [20480/45000]	Loss: 0.1789	LR: 0.004000
Training Epoch: 34 [20736/45000]	Loss: 0.1377	LR: 0.004000
Training Epoch: 34 [20992/45000]	Loss: 0.1065	LR: 0.004000
Training Epoch: 34 [21248/45000]	Loss: 0.1302	LR: 0.004000
Training Epoch: 34 [21504/45000]	Loss: 0.1616	LR: 0.004000
Training Epoch: 34 [21760/45000]	Loss: 0.1611	LR: 0.004000
Training Epoch: 34 [22016/45000]	Loss: 0.1442	LR: 0.004000
Training Epoch: 34 [22272/45000]	Loss: 0.1250	LR: 0.004000
Training Epoch: 34 [22528/45000]	Loss: 0.1505	LR: 0.004000
Training Epoch: 34 [22784/45000]	Loss: 0.1251	LR: 0.004000
Training Epoch: 34 [23040/45000]	Loss: 0.1789	LR: 0.004000
Training Epoch: 34 [23296/45000]	Loss: 0.1147	LR: 0.004000
Training Epoch: 34 [23552/45000]	Loss: 0.1600	LR: 0.004000
Training Epoch: 34 [23808/45000]	Loss: 0.1306	LR: 0.004000
Training Epoch: 34 [24064/45000]	Loss: 0.1146	LR: 0.004000
Training Epoch: 34 [24320/45000]	Loss: 0.0974	LR: 0.004000
Training Epoch: 34 [24576/45000]	Loss: 0.1458	LR: 0.004000
Training Epoch: 34 [24832/45000]	Loss: 0.1205	LR: 0.004000
Training Epoch: 34 [25088/45000]	Loss: 0.1466	LR: 0.004000
Training Epoch: 34 [25344/45000]	Loss: 0.1279	LR: 0.004000
Training Epoch: 34 [25600/45000]	Loss: 0.1533	LR: 0.004000
Training Epoch: 34 [25856/45000]	Loss: 0.1601	LR: 0.004000
Training Epoch: 34 [26112/45000]	Loss: 0.1209	LR: 0.004000
Training Epoch: 34 [26368/45000]	Loss: 0.1389	LR: 0.004000
Training Epoch: 34 [26624/45000]	Loss: 0.1352	LR: 0.004000
Training Epoch: 34 [26880/45000]	Loss: 0.1700	LR: 0.004000
Training Epoch: 34 [27136/45000]	Loss: 0.1369	LR: 0.004000
Training Epoch: 34 [27392/45000]	Loss: 0.1439	LR: 0.004000
Training Epoch: 34 [27648/45000]	Loss: 0.1962	LR: 0.004000
Training Epoch: 34 [27904/45000]	Loss: 0.1172	LR: 0.004000
Training Epoch: 34 [28160/45000]	Loss: 0.1792	LR: 0.004000
Training Epoch: 34 [28416/45000]	Loss: 0.1402	LR: 0.004000
Training Epoch: 34 [28672/45000]	Loss: 0.1503	LR: 0.004000
Training Epoch: 34 [28928/45000]	Loss: 0.0958	LR: 0.004000
Training Epoch: 34 [29184/45000]	Loss: 0.1208	LR: 0.004000
Training Epoch: 34 [29440/45000]	Loss: 0.1225	LR: 0.004000
Training Epoch: 34 [29696/45000]	Loss: 0.1866	LR: 0.004000
Training Epoch: 34 [29952/45000]	Loss: 0.1726	LR: 0.004000
Training Epoch: 34 [30208/45000]	Loss: 0.1721	LR: 0.004000
Training Epoch: 34 [30464/45000]	Loss: 0.1508	LR: 0.004000
Training Epoch: 34 [30720/45000]	Loss: 0.1423	LR: 0.004000
Training Epoch: 34 [30976/45000]	Loss: 0.1001	LR: 0.004000
Training Epoch: 34 [31232/45000]	Loss: 0.1131	LR: 0.004000
Training Epoch: 34 [31488/45000]	Loss: 0.1955	LR: 0.004000
Training Epoch: 34 [31744/45000]	Loss: 0.1257	LR: 0.004000
Training Epoch: 34 [32000/45000]	Loss: 0.1461	LR: 0.004000
Training Epoch: 34 [32256/45000]	Loss: 0.1807	LR: 0.004000
Training Epoch: 34 [32512/45000]	Loss: 0.1127	LR: 0.004000
Training Epoch: 34 [32768/45000]	Loss: 0.1303	LR: 0.004000
Training Epoch: 34 [33024/45000]	Loss: 0.1602	LR: 0.004000
Training Epoch: 34 [33280/45000]	Loss: 0.1236	LR: 0.004000
Training Epoch: 34 [33536/45000]	Loss: 0.1426	LR: 0.004000
Training Epoch: 34 [33792/45000]	Loss: 0.1250	LR: 0.004000
Training Epoch: 34 [34048/45000]	Loss: 0.1772	LR: 0.004000
Training Epoch: 34 [34304/45000]	Loss: 0.1143	LR: 0.004000
Training Epoch: 34 [34560/45000]	Loss: 0.1754	LR: 0.004000
Training Epoch: 34 [34816/45000]	Loss: 0.1215	LR: 0.004000
Training Epoch: 34 [35072/45000]	Loss: 0.1364	LR: 0.004000
Training Epoch: 34 [35328/45000]	Loss: 0.1230	LR: 0.004000
Training Epoch: 34 [35584/45000]	Loss: 0.0957	LR: 0.004000
Training Epoch: 34 [35840/45000]	Loss: 0.1771	LR: 0.004000
Training Epoch: 34 [36096/45000]	Loss: 0.0981	LR: 0.004000
Training Epoch: 34 [36352/45000]	Loss: 0.1385	LR: 0.004000
Training Epoch: 34 [36608/45000]	Loss: 0.2164	LR: 0.004000
Training Epoch: 34 [36864/45000]	Loss: 0.1675	LR: 0.004000
Training Epoch: 34 [37120/45000]	Loss: 0.1368	LR: 0.004000
Training Epoch: 34 [37376/45000]	Loss: 0.1709	LR: 0.004000
Training Epoch: 34 [37632/45000]	Loss: 0.1494	LR: 0.004000
Training Epoch: 34 [37888/45000]	Loss: 0.1241	LR: 0.004000
Training Epoch: 34 [38144/45000]	Loss: 0.1670	LR: 0.004000
Training Epoch: 34 [38400/45000]	Loss: 0.1621	LR: 0.004000
Training Epoch: 34 [38656/45000]	Loss: 0.1072	LR: 0.004000
Training Epoch: 34 [38912/45000]	Loss: 0.1772	LR: 0.004000
Training Epoch: 34 [39168/45000]	Loss: 0.1454	LR: 0.004000
Training Epoch: 34 [39424/45000]	Loss: 0.1546	LR: 0.004000
Training Epoch: 34 [39680/45000]	Loss: 0.0953	LR: 0.004000
Training Epoch: 34 [39936/45000]	Loss: 0.1883	LR: 0.004000
Training Epoch: 34 [40192/45000]	Loss: 0.1620	LR: 0.004000
Training Epoch: 34 [40448/45000]	Loss: 0.1495	LR: 0.004000
Training Epoch: 34 [40704/45000]	Loss: 0.1379	LR: 0.004000
Training Epoch: 34 [40960/45000]	Loss: 0.1595	LR: 0.004000
Training Epoch: 34 [41216/45000]	Loss: 0.1530	LR: 0.004000
Training Epoch: 34 [41472/45000]	Loss: 0.1863	LR: 0.004000
Training Epoch: 34 [41728/45000]	Loss: 0.1019	LR: 0.004000
Training Epoch: 34 [41984/45000]	Loss: 0.1707	LR: 0.004000
Training Epoch: 34 [42240/45000]	Loss: 0.1119	LR: 0.004000
Training Epoch: 34 [42496/45000]	Loss: 0.1161	LR: 0.004000
Training Epoch: 34 [42752/45000]	Loss: 0.1542	LR: 0.004000
Training Epoch: 34 [43008/45000]	Loss: 0.1453	LR: 0.004000
Training Epoch: 34 [43264/45000]	Loss: 0.1481	LR: 0.004000
Training Epoch: 34 [43520/45000]	Loss: 0.1897	LR: 0.004000
Training Epoch: 34 [43776/45000]	Loss: 0.1710	LR: 0.004000
Training Epoch: 34 [44032/45000]	Loss: 0.1513	LR: 0.004000
Training Epoch: 34 [44288/45000]	Loss: 0.1569	LR: 0.004000
Training Epoch: 34 [44544/45000]	Loss: 0.1910	LR: 0.004000
Training Epoch: 34 [44800/45000]	Loss: 0.1294	LR: 0.004000
Training Epoch: 34 [45000/45000]	Loss: 0.1511	LR: 0.004000
Epoch 34 - Average Train Loss: 0.1428, Train Accuracy: 0.9572
Epoch 34 training time consumed: 27.06s
Evaluating Network.....
Test set: Epoch: 34, Average loss: 0.0030, Accuracy: 0.7982, Time consumed:0.88s
Training Epoch: 35 [256/45000]	Loss: 0.1992	LR: 0.000800
Training Epoch: 35 [512/45000]	Loss: 0.1609	LR: 0.000800
Training Epoch: 35 [768/45000]	Loss: 0.0926	LR: 0.000800
Training Epoch: 35 [1024/45000]	Loss: 0.0877	LR: 0.000800
Training Epoch: 35 [1280/45000]	Loss: 0.1529	LR: 0.000800
Training Epoch: 35 [1536/45000]	Loss: 0.1370	LR: 0.000800
Training Epoch: 35 [1792/45000]	Loss: 0.1113	LR: 0.000800
Training Epoch: 35 [2048/45000]	Loss: 0.1427	LR: 0.000800
Training Epoch: 35 [2304/45000]	Loss: 0.1265	LR: 0.000800
Training Epoch: 35 [2560/45000]	Loss: 0.1120	LR: 0.000800
Training Epoch: 35 [2816/45000]	Loss: 0.1295	LR: 0.000800
Training Epoch: 35 [3072/45000]	Loss: 0.1070	LR: 0.000800
Training Epoch: 35 [3328/45000]	Loss: 0.1490	LR: 0.000800
Training Epoch: 35 [3584/45000]	Loss: 0.0972	LR: 0.000800
Training Epoch: 35 [3840/45000]	Loss: 0.1421	LR: 0.000800
Training Epoch: 35 [4096/45000]	Loss: 0.1603	LR: 0.000800
Training Epoch: 35 [4352/45000]	Loss: 0.1068	LR: 0.000800
Training Epoch: 35 [4608/45000]	Loss: 0.1348	LR: 0.000800
Training Epoch: 35 [4864/45000]	Loss: 0.1425	LR: 0.000800
Training Epoch: 35 [5120/45000]	Loss: 0.1534	LR: 0.000800
Training Epoch: 35 [5376/45000]	Loss: 0.1197	LR: 0.000800
Training Epoch: 35 [5632/45000]	Loss: 0.1207	LR: 0.000800
Training Epoch: 35 [5888/45000]	Loss: 0.1782	LR: 0.000800
Training Epoch: 35 [6144/45000]	Loss: 0.1518	LR: 0.000800
Training Epoch: 35 [6400/45000]	Loss: 0.1012	LR: 0.000800
Training Epoch: 35 [6656/45000]	Loss: 0.0929	LR: 0.000800
Training Epoch: 35 [6912/45000]	Loss: 0.0991	LR: 0.000800
Training Epoch: 35 [7168/45000]	Loss: 0.1290	LR: 0.000800
Training Epoch: 35 [7424/45000]	Loss: 0.1380	LR: 0.000800
Training Epoch: 35 [7680/45000]	Loss: 0.1226	LR: 0.000800
Training Epoch: 35 [7936/45000]	Loss: 0.1591	LR: 0.000800
Training Epoch: 35 [8192/45000]	Loss: 0.1572	LR: 0.000800
Training Epoch: 35 [8448/45000]	Loss: 0.1151	LR: 0.000800
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Training Epoch: 35 [22016/45000]	Loss: 0.1836	LR: 0.000800
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Training Epoch: 35 [22528/45000]	Loss: 0.1108	LR: 0.000800
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Training Epoch: 35 [23040/45000]	Loss: 0.1554	LR: 0.000800
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Training Epoch: 35 [24832/45000]	Loss: 0.1228	LR: 0.000800
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Training Epoch: 35 [25344/45000]	Loss: 0.1186	LR: 0.000800
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Training Epoch: 35 [27904/45000]	Loss: 0.1318	LR: 0.000800
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Training Epoch: 35 [28416/45000]	Loss: 0.1594	LR: 0.000800
Training Epoch: 35 [28672/45000]	Loss: 0.1020	LR: 0.000800
Training Epoch: 35 [28928/45000]	Loss: 0.1393	LR: 0.000800
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Training Epoch: 35 [29440/45000]	Loss: 0.1048	LR: 0.000800
Training Epoch: 35 [29696/45000]	Loss: 0.1585	LR: 0.000800
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Training Epoch: 35 [30464/45000]	Loss: 0.1548	LR: 0.000800
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Training Epoch: 35 [31232/45000]	Loss: 0.1530	LR: 0.000800
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Training Epoch: 35 [32512/45000]	Loss: 0.1020	LR: 0.000800
Training Epoch: 35 [32768/45000]	Loss: 0.1593	LR: 0.000800
Training Epoch: 35 [33024/45000]	Loss: 0.1136	LR: 0.000800
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Training Epoch: 35 [39168/45000]	Loss: 0.1382	LR: 0.000800
Training Epoch: 35 [39424/45000]	Loss: 0.1348	LR: 0.000800
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Training Epoch: 35 [40192/45000]	Loss: 0.1340	LR: 0.000800
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Training Epoch: 35 [40704/45000]	Loss: 0.1283	LR: 0.000800
Training Epoch: 35 [40960/45000]	Loss: 0.1297	LR: 0.000800
Training Epoch: 35 [41216/45000]	Loss: 0.1336	LR: 0.000800
Training Epoch: 35 [41472/45000]	Loss: 0.1040	LR: 0.000800
Training Epoch: 35 [41728/45000]	Loss: 0.0983	LR: 0.000800
Training Epoch: 35 [41984/45000]	Loss: 0.1296	LR: 0.000800
Training Epoch: 35 [42240/45000]	Loss: 0.1080	LR: 0.000800
Training Epoch: 35 [42496/45000]	Loss: 0.1152	LR: 0.000800
Training Epoch: 35 [42752/45000]	Loss: 0.1687	LR: 0.000800
Training Epoch: 35 [43008/45000]	Loss: 0.1019	LR: 0.000800
Training Epoch: 35 [43264/45000]	Loss: 0.1581	LR: 0.000800
Training Epoch: 35 [43520/45000]	Loss: 0.1523	LR: 0.000800
Training Epoch: 35 [43776/45000]	Loss: 0.0974	LR: 0.000800
Training Epoch: 35 [44032/45000]	Loss: 0.1528	LR: 0.000800
Training Epoch: 35 [44288/45000]	Loss: 0.1119	LR: 0.000800
Training Epoch: 35 [44544/45000]	Loss: 0.1297	LR: 0.000800
Training Epoch: 35 [44800/45000]	Loss: 0.1737	LR: 0.000800
Training Epoch: 35 [45000/45000]	Loss: 0.1274	LR: 0.000800
Epoch 35 - Average Train Loss: 0.1288, Train Accuracy: 0.9620
Epoch 35 training time consumed: 27.17s
Evaluating Network.....
Test set: Epoch: 35, Average loss: 0.0029, Accuracy: 0.8036, Time consumed:0.89s
Saving weights file to checkpoint/retrain/ResNet18/Sunday_13_July_2025_16h_56m_41s/ResNet18-Cifar20-seed3-ret100-35-best.pth
Training Epoch: 36 [256/45000]	Loss: 0.0961	LR: 0.000800
Training Epoch: 36 [512/45000]	Loss: 0.0848	LR: 0.000800
Training Epoch: 36 [768/45000]	Loss: 0.1353	LR: 0.000800
Training Epoch: 36 [1024/45000]	Loss: 0.1039	LR: 0.000800
Training Epoch: 36 [1280/45000]	Loss: 0.1015	LR: 0.000800
Training Epoch: 36 [1536/45000]	Loss: 0.1071	LR: 0.000800
Training Epoch: 36 [1792/45000]	Loss: 0.1763	LR: 0.000800
Training Epoch: 36 [2048/45000]	Loss: 0.1215	LR: 0.000800
Training Epoch: 36 [2304/45000]	Loss: 0.1322	LR: 0.000800
Training Epoch: 36 [2560/45000]	Loss: 0.1224	LR: 0.000800
Training Epoch: 36 [2816/45000]	Loss: 0.0871	LR: 0.000800
Training Epoch: 36 [3072/45000]	Loss: 0.1177	LR: 0.000800
Training Epoch: 36 [3328/45000]	Loss: 0.1433	LR: 0.000800
Training Epoch: 36 [3584/45000]	Loss: 0.1175	LR: 0.000800
Training Epoch: 36 [3840/45000]	Loss: 0.1033	LR: 0.000800
Training Epoch: 36 [4096/45000]	Loss: 0.1247	LR: 0.000800
Training Epoch: 36 [4352/45000]	Loss: 0.1224	LR: 0.000800
Training Epoch: 36 [4608/45000]	Loss: 0.1420	LR: 0.000800
Training Epoch: 36 [4864/45000]	Loss: 0.0866	LR: 0.000800
Training Epoch: 36 [5120/45000]	Loss: 0.1332	LR: 0.000800
Training Epoch: 36 [5376/45000]	Loss: 0.1398	LR: 0.000800
Training Epoch: 36 [5632/45000]	Loss: 0.1161	LR: 0.000800
Training Epoch: 36 [5888/45000]	Loss: 0.1363	LR: 0.000800
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Training Epoch: 36 [6656/45000]	Loss: 0.1497	LR: 0.000800
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Training Epoch: 36 [7680/45000]	Loss: 0.1206	LR: 0.000800
Training Epoch: 36 [7936/45000]	Loss: 0.1096	LR: 0.000800
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Training Epoch: 36 [8448/45000]	Loss: 0.0924	LR: 0.000800
Training Epoch: 36 [8704/45000]	Loss: 0.1197	LR: 0.000800
Training Epoch: 36 [8960/45000]	Loss: 0.1336	LR: 0.000800
Training Epoch: 36 [9216/45000]	Loss: 0.1078	LR: 0.000800
Training Epoch: 36 [9472/45000]	Loss: 0.1281	LR: 0.000800
Training Epoch: 36 [9728/45000]	Loss: 0.1300	LR: 0.000800
Training Epoch: 36 [9984/45000]	Loss: 0.0987	LR: 0.000800
Training Epoch: 36 [10240/45000]	Loss: 0.0967	LR: 0.000800
Training Epoch: 36 [10496/45000]	Loss: 0.1240	LR: 0.000800
Training Epoch: 36 [10752/45000]	Loss: 0.1139	LR: 0.000800
Training Epoch: 36 [11008/45000]	Loss: 0.0848	LR: 0.000800
Training Epoch: 36 [11264/45000]	Loss: 0.1307	LR: 0.000800
Training Epoch: 36 [11520/45000]	Loss: 0.1577	LR: 0.000800
Training Epoch: 36 [11776/45000]	Loss: 0.1111	LR: 0.000800
Training Epoch: 36 [12032/45000]	Loss: 0.1052	LR: 0.000800
Training Epoch: 36 [12288/45000]	Loss: 0.1138	LR: 0.000800
Training Epoch: 36 [12544/45000]	Loss: 0.1515	LR: 0.000800
Training Epoch: 36 [12800/45000]	Loss: 0.0723	LR: 0.000800
Training Epoch: 36 [13056/45000]	Loss: 0.1137	LR: 0.000800
Training Epoch: 36 [13312/45000]	Loss: 0.1323	LR: 0.000800
Training Epoch: 36 [13568/45000]	Loss: 0.1123	LR: 0.000800
Training Epoch: 36 [13824/45000]	Loss: 0.1201	LR: 0.000800
Training Epoch: 36 [14080/45000]	Loss: 0.1355	LR: 0.000800
Training Epoch: 36 [14336/45000]	Loss: 0.1015	LR: 0.000800
Training Epoch: 36 [14592/45000]	Loss: 0.1040	LR: 0.000800
Training Epoch: 36 [14848/45000]	Loss: 0.1044	LR: 0.000800
Training Epoch: 36 [15104/45000]	Loss: 0.1366	LR: 0.000800
Training Epoch: 36 [15360/45000]	Loss: 0.0778	LR: 0.000800
Training Epoch: 36 [15616/45000]	Loss: 0.1025	LR: 0.000800
Training Epoch: 36 [15872/45000]	Loss: 0.1587	LR: 0.000800
Training Epoch: 36 [16128/45000]	Loss: 0.1037	LR: 0.000800
Training Epoch: 36 [16384/45000]	Loss: 0.1487	LR: 0.000800
Training Epoch: 36 [16640/45000]	Loss: 0.1507	LR: 0.000800
Training Epoch: 36 [16896/45000]	Loss: 0.1237	LR: 0.000800
Training Epoch: 36 [17152/45000]	Loss: 0.1182	LR: 0.000800
Training Epoch: 36 [17408/45000]	Loss: 0.1200	LR: 0.000800
Training Epoch: 36 [17664/45000]	Loss: 0.1398	LR: 0.000800
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Training Epoch: 36 [18432/45000]	Loss: 0.1137	LR: 0.000800
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Training Epoch: 36 [19200/45000]	Loss: 0.1510	LR: 0.000800
Training Epoch: 36 [19456/45000]	Loss: 0.1188	LR: 0.000800
Training Epoch: 36 [19712/45000]	Loss: 0.0880	LR: 0.000800
Training Epoch: 36 [19968/45000]	Loss: 0.1544	LR: 0.000800
Training Epoch: 36 [20224/45000]	Loss: 0.1337	LR: 0.000800
Training Epoch: 36 [20480/45000]	Loss: 0.1299	LR: 0.000800
Training Epoch: 36 [20736/45000]	Loss: 0.1241	LR: 0.000800
Training Epoch: 36 [20992/45000]	Loss: 0.1115	LR: 0.000800
Training Epoch: 36 [21248/45000]	Loss: 0.0884	LR: 0.000800
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Training Epoch: 36 [22016/45000]	Loss: 0.0903	LR: 0.000800
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Training Epoch: 36 [22528/45000]	Loss: 0.1331	LR: 0.000800
Training Epoch: 36 [22784/45000]	Loss: 0.1108	LR: 0.000800
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Training Epoch: 36 [24064/45000]	Loss: 0.1341	LR: 0.000800
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Training Epoch: 36 [24576/45000]	Loss: 0.1164	LR: 0.000800
Training Epoch: 36 [24832/45000]	Loss: 0.0881	LR: 0.000800
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Training Epoch: 36 [27648/45000]	Loss: 0.1436	LR: 0.000800
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Training Epoch: 36 [28160/45000]	Loss: 0.1149	LR: 0.000800
Training Epoch: 36 [28416/45000]	Loss: 0.1356	LR: 0.000800
Training Epoch: 36 [28672/45000]	Loss: 0.1397	LR: 0.000800
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Training Epoch: 36 [29440/45000]	Loss: 0.0951	LR: 0.000800
Training Epoch: 36 [29696/45000]	Loss: 0.1468	LR: 0.000800
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Training Epoch: 36 [30464/45000]	Loss: 0.1076	LR: 0.000800
Training Epoch: 36 [30720/45000]	Loss: 0.1048	LR: 0.000800
Training Epoch: 36 [30976/45000]	Loss: 0.0867	LR: 0.000800
Training Epoch: 36 [31232/45000]	Loss: 0.1394	LR: 0.000800
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Training Epoch: 36 [33536/45000]	Loss: 0.1331	LR: 0.000800
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Training Epoch: 36 [35328/45000]	Loss: 0.1122	LR: 0.000800
Training Epoch: 36 [35584/45000]	Loss: 0.1290	LR: 0.000800
Training Epoch: 36 [35840/45000]	Loss: 0.1546	LR: 0.000800
Training Epoch: 36 [36096/45000]	Loss: 0.1027	LR: 0.000800
Training Epoch: 36 [36352/45000]	Loss: 0.1042	LR: 0.000800
Training Epoch: 36 [36608/45000]	Loss: 0.1562	LR: 0.000800
Training Epoch: 36 [36864/45000]	Loss: 0.1174	LR: 0.000800
Training Epoch: 36 [37120/45000]	Loss: 0.1314	LR: 0.000800
Training Epoch: 36 [37376/45000]	Loss: 0.1575	LR: 0.000800
Training Epoch: 36 [37632/45000]	Loss: 0.0713	LR: 0.000800
Training Epoch: 36 [37888/45000]	Loss: 0.1231	LR: 0.000800
Training Epoch: 36 [38144/45000]	Loss: 0.1014	LR: 0.000800
Training Epoch: 36 [38400/45000]	Loss: 0.1187	LR: 0.000800
Training Epoch: 36 [38656/45000]	Loss: 0.1089	LR: 0.000800
Training Epoch: 36 [38912/45000]	Loss: 0.1399	LR: 0.000800
Training Epoch: 36 [39168/45000]	Loss: 0.1116	LR: 0.000800
Training Epoch: 36 [39424/45000]	Loss: 0.1235	LR: 0.000800
Training Epoch: 36 [39680/45000]	Loss: 0.0867	LR: 0.000800
Training Epoch: 36 [39936/45000]	Loss: 0.1136	LR: 0.000800
Training Epoch: 36 [40192/45000]	Loss: 0.1611	LR: 0.000800
Training Epoch: 36 [40448/45000]	Loss: 0.0783	LR: 0.000800
Training Epoch: 36 [40704/45000]	Loss: 0.1544	LR: 0.000800
Training Epoch: 36 [40960/45000]	Loss: 0.1040	LR: 0.000800
Training Epoch: 36 [41216/45000]	Loss: 0.1071	LR: 0.000800
Training Epoch: 36 [41472/45000]	Loss: 0.1061	LR: 0.000800
Training Epoch: 36 [41728/45000]	Loss: 0.1582	LR: 0.000800
Training Epoch: 36 [41984/45000]	Loss: 0.0972	LR: 0.000800
Training Epoch: 36 [42240/45000]	Loss: 0.1000	LR: 0.000800
Training Epoch: 36 [42496/45000]	Loss: 0.0955	LR: 0.000800
Training Epoch: 36 [42752/45000]	Loss: 0.1091	LR: 0.000800
Training Epoch: 36 [43008/45000]	Loss: 0.1313	LR: 0.000800
Training Epoch: 36 [43264/45000]	Loss: 0.1510	LR: 0.000800
Training Epoch: 36 [43520/45000]	Loss: 0.1301	LR: 0.000800
Training Epoch: 36 [43776/45000]	Loss: 0.0892	LR: 0.000800
Training Epoch: 36 [44032/45000]	Loss: 0.1071	LR: 0.000800
Training Epoch: 36 [44288/45000]	Loss: 0.2015	LR: 0.000800
Training Epoch: 36 [44544/45000]	Loss: 0.1252	LR: 0.000800
Training Epoch: 36 [44800/45000]	Loss: 0.1244	LR: 0.000800
Training Epoch: 36 [45000/45000]	Loss: 0.1579	LR: 0.000800
Epoch 36 - Average Train Loss: 0.1197, Train Accuracy: 0.9654
Epoch 36 training time consumed: 26.91s
Evaluating Network.....
Test set: Epoch: 36, Average loss: 0.0029, Accuracy: 0.8047, Time consumed:0.88s
Saving weights file to checkpoint/retrain/ResNet18/Sunday_13_July_2025_16h_56m_41s/ResNet18-Cifar20-seed3-ret100-36-best.pth
Training Epoch: 37 [256/45000]	Loss: 0.1182	LR: 0.000800
Training Epoch: 37 [512/45000]	Loss: 0.1276	LR: 0.000800
Training Epoch: 37 [768/45000]	Loss: 0.0869	LR: 0.000800
Training Epoch: 37 [1024/45000]	Loss: 0.1149	LR: 0.000800
Training Epoch: 37 [1280/45000]	Loss: 0.0989	LR: 0.000800
Training Epoch: 37 [1536/45000]	Loss: 0.1697	LR: 0.000800
Training Epoch: 37 [1792/45000]	Loss: 0.1041	LR: 0.000800
Training Epoch: 37 [2048/45000]	Loss: 0.0807	LR: 0.000800
Training Epoch: 37 [2304/45000]	Loss: 0.0984	LR: 0.000800
Training Epoch: 37 [2560/45000]	Loss: 0.1175	LR: 0.000800
Training Epoch: 37 [2816/45000]	Loss: 0.1136	LR: 0.000800
Training Epoch: 37 [3072/45000]	Loss: 0.0779	LR: 0.000800
Training Epoch: 37 [3328/45000]	Loss: 0.0902	LR: 0.000800
Training Epoch: 37 [3584/45000]	Loss: 0.0976	LR: 0.000800
Training Epoch: 37 [3840/45000]	Loss: 0.1207	LR: 0.000800
Training Epoch: 37 [4096/45000]	Loss: 0.1186	LR: 0.000800
Training Epoch: 37 [4352/45000]	Loss: 0.1607	LR: 0.000800
Training Epoch: 37 [4608/45000]	Loss: 0.0744	LR: 0.000800
Training Epoch: 37 [4864/45000]	Loss: 0.1344	LR: 0.000800
Training Epoch: 37 [5120/45000]	Loss: 0.1212	LR: 0.000800
Training Epoch: 37 [5376/45000]	Loss: 0.1459	LR: 0.000800
Training Epoch: 37 [5632/45000]	Loss: 0.1202	LR: 0.000800
Training Epoch: 37 [5888/45000]	Loss: 0.1270	LR: 0.000800
Training Epoch: 37 [6144/45000]	Loss: 0.1083	LR: 0.000800
Training Epoch: 37 [6400/45000]	Loss: 0.0923	LR: 0.000800
Training Epoch: 37 [6656/45000]	Loss: 0.1213	LR: 0.000800
Training Epoch: 37 [6912/45000]	Loss: 0.0934	LR: 0.000800
Training Epoch: 37 [7168/45000]	Loss: 0.1173	LR: 0.000800
Training Epoch: 37 [7424/45000]	Loss: 0.1348	LR: 0.000800
Training Epoch: 37 [7680/45000]	Loss: 0.1458	LR: 0.000800
Training Epoch: 37 [7936/45000]	Loss: 0.1432	LR: 0.000800
Training Epoch: 37 [8192/45000]	Loss: 0.1442	LR: 0.000800
Training Epoch: 37 [8448/45000]	Loss: 0.0958	LR: 0.000800
Training Epoch: 37 [8704/45000]	Loss: 0.1107	LR: 0.000800
Training Epoch: 37 [8960/45000]	Loss: 0.1061	LR: 0.000800
Training Epoch: 37 [9216/45000]	Loss: 0.1128	LR: 0.000800
Training Epoch: 37 [9472/45000]	Loss: 0.1286	LR: 0.000800
Training Epoch: 37 [9728/45000]	Loss: 0.0975	LR: 0.000800
Training Epoch: 37 [9984/45000]	Loss: 0.1450	LR: 0.000800
Training Epoch: 37 [10240/45000]	Loss: 0.1232	LR: 0.000800
Training Epoch: 37 [10496/45000]	Loss: 0.1496	LR: 0.000800
Training Epoch: 37 [10752/45000]	Loss: 0.1527	LR: 0.000800
Training Epoch: 37 [11008/45000]	Loss: 0.0921	LR: 0.000800
Training Epoch: 37 [11264/45000]	Loss: 0.1633	LR: 0.000800
Training Epoch: 37 [11520/45000]	Loss: 0.1277	LR: 0.000800
Training Epoch: 37 [11776/45000]	Loss: 0.1383	LR: 0.000800
Training Epoch: 37 [12032/45000]	Loss: 0.1148	LR: 0.000800
Training Epoch: 37 [12288/45000]	Loss: 0.0878	LR: 0.000800
Training Epoch: 37 [12544/45000]	Loss: 0.0796	LR: 0.000800
Training Epoch: 37 [12800/45000]	Loss: 0.1408	LR: 0.000800
Training Epoch: 37 [13056/45000]	Loss: 0.1661	LR: 0.000800
Training Epoch: 37 [13312/45000]	Loss: 0.1107	LR: 0.000800
Training Epoch: 37 [13568/45000]	Loss: 0.1235	LR: 0.000800
Training Epoch: 37 [13824/45000]	Loss: 0.1141	LR: 0.000800
Training Epoch: 37 [14080/45000]	Loss: 0.1247	LR: 0.000800
Training Epoch: 37 [14336/45000]	Loss: 0.1503	LR: 0.000800
Training Epoch: 37 [14592/45000]	Loss: 0.1141	LR: 0.000800
Training Epoch: 37 [14848/45000]	Loss: 0.1227	LR: 0.000800
Training Epoch: 37 [15104/45000]	Loss: 0.1000	LR: 0.000800
Training Epoch: 37 [15360/45000]	Loss: 0.1276	LR: 0.000800
Training Epoch: 37 [15616/45000]	Loss: 0.0748	LR: 0.000800
Training Epoch: 37 [15872/45000]	Loss: 0.1212	LR: 0.000800
Training Epoch: 37 [16128/45000]	Loss: 0.1027	LR: 0.000800
Training Epoch: 37 [16384/45000]	Loss: 0.1477	LR: 0.000800
Training Epoch: 37 [16640/45000]	Loss: 0.1066	LR: 0.000800
Training Epoch: 37 [16896/45000]	Loss: 0.1497	LR: 0.000800
Training Epoch: 37 [17152/45000]	Loss: 0.1227	LR: 0.000800
Training Epoch: 37 [17408/45000]	Loss: 0.1032	LR: 0.000800
Training Epoch: 37 [17664/45000]	Loss: 0.1646	LR: 0.000800
Training Epoch: 37 [17920/45000]	Loss: 0.1140	LR: 0.000800
Training Epoch: 37 [18176/45000]	Loss: 0.1113	LR: 0.000800
Training Epoch: 37 [18432/45000]	Loss: 0.1050	LR: 0.000800
Training Epoch: 37 [18688/45000]	Loss: 0.1056	LR: 0.000800
Training Epoch: 37 [18944/45000]	Loss: 0.1364	LR: 0.000800
Training Epoch: 37 [19200/45000]	Loss: 0.1224	LR: 0.000800
Training Epoch: 37 [19456/45000]	Loss: 0.1120	LR: 0.000800
Training Epoch: 37 [19712/45000]	Loss: 0.1036	LR: 0.000800
Training Epoch: 37 [19968/45000]	Loss: 0.0907	LR: 0.000800
Training Epoch: 37 [20224/45000]	Loss: 0.1368	LR: 0.000800
Training Epoch: 37 [20480/45000]	Loss: 0.1782	LR: 0.000800
Training Epoch: 37 [20736/45000]	Loss: 0.1113	LR: 0.000800
Training Epoch: 37 [20992/45000]	Loss: 0.0998	LR: 0.000800
Training Epoch: 37 [21248/45000]	Loss: 0.1294	LR: 0.000800
Training Epoch: 37 [21504/45000]	Loss: 0.1513	LR: 0.000800
Training Epoch: 37 [21760/45000]	Loss: 0.1211	LR: 0.000800
Training Epoch: 37 [22016/45000]	Loss: 0.1035	LR: 0.000800
Training Epoch: 37 [22272/45000]	Loss: 0.1678	LR: 0.000800
Training Epoch: 37 [22528/45000]	Loss: 0.1394	LR: 0.000800
Training Epoch: 37 [22784/45000]	Loss: 0.1369	LR: 0.000800
Training Epoch: 37 [23040/45000]	Loss: 0.0909	LR: 0.000800
Training Epoch: 37 [23296/45000]	Loss: 0.1491	LR: 0.000800
Training Epoch: 37 [23552/45000]	Loss: 0.1262	LR: 0.000800
Training Epoch: 37 [23808/45000]	Loss: 0.1893	LR: 0.000800
Training Epoch: 37 [24064/45000]	Loss: 0.1303	LR: 0.000800
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Training Epoch: 37 [24576/45000]	Loss: 0.1522	LR: 0.000800
Training Epoch: 37 [24832/45000]	Loss: 0.1173	LR: 0.000800
Training Epoch: 37 [25088/45000]	Loss: 0.1376	LR: 0.000800
Training Epoch: 37 [25344/45000]	Loss: 0.1175	LR: 0.000800
Training Epoch: 37 [25600/45000]	Loss: 0.0948	LR: 0.000800
Training Epoch: 37 [25856/45000]	Loss: 0.0990	LR: 0.000800
Training Epoch: 37 [26112/45000]	Loss: 0.0913	LR: 0.000800
Training Epoch: 37 [26368/45000]	Loss: 0.1158	LR: 0.000800
Training Epoch: 37 [26624/45000]	Loss: 0.0894	LR: 0.000800
Training Epoch: 37 [26880/45000]	Loss: 0.1086	LR: 0.000800
Training Epoch: 37 [27136/45000]	Loss: 0.1183	LR: 0.000800
Training Epoch: 37 [27392/45000]	Loss: 0.1343	LR: 0.000800
Training Epoch: 37 [27648/45000]	Loss: 0.0941	LR: 0.000800
Training Epoch: 37 [27904/45000]	Loss: 0.1478	LR: 0.000800
Training Epoch: 37 [28160/45000]	Loss: 0.1332	LR: 0.000800
Training Epoch: 37 [28416/45000]	Loss: 0.1375	LR: 0.000800
Training Epoch: 37 [28672/45000]	Loss: 0.1232	LR: 0.000800
Training Epoch: 37 [28928/45000]	Loss: 0.1552	LR: 0.000800
Training Epoch: 37 [29184/45000]	Loss: 0.0998	LR: 0.000800
Training Epoch: 37 [29440/45000]	Loss: 0.1140	LR: 0.000800
Training Epoch: 37 [29696/45000]	Loss: 0.1365	LR: 0.000800
Training Epoch: 37 [29952/45000]	Loss: 0.1013	LR: 0.000800
Training Epoch: 37 [30208/45000]	Loss: 0.1349	LR: 0.000800
Training Epoch: 37 [30464/45000]	Loss: 0.0855	LR: 0.000800
Training Epoch: 37 [30720/45000]	Loss: 0.1019	LR: 0.000800
Training Epoch: 37 [30976/45000]	Loss: 0.1669	LR: 0.000800
Training Epoch: 37 [31232/45000]	Loss: 0.1322	LR: 0.000800
Training Epoch: 37 [31488/45000]	Loss: 0.1136	LR: 0.000800
Training Epoch: 37 [31744/45000]	Loss: 0.0592	LR: 0.000800
Training Epoch: 37 [32000/45000]	Loss: 0.1204	LR: 0.000800
Training Epoch: 37 [32256/45000]	Loss: 0.1260	LR: 0.000800
Training Epoch: 37 [32512/45000]	Loss: 0.1185	LR: 0.000800
Training Epoch: 37 [32768/45000]	Loss: 0.1082	LR: 0.000800
Training Epoch: 37 [33024/45000]	Loss: 0.1115	LR: 0.000800
Training Epoch: 37 [33280/45000]	Loss: 0.1138	LR: 0.000800
Training Epoch: 37 [33536/45000]	Loss: 0.1093	LR: 0.000800
Training Epoch: 37 [33792/45000]	Loss: 0.0961	LR: 0.000800
Training Epoch: 37 [34048/45000]	Loss: 0.1171	LR: 0.000800
Training Epoch: 37 [34304/45000]	Loss: 0.1390	LR: 0.000800
Training Epoch: 37 [34560/45000]	Loss: 0.0954	LR: 0.000800
Training Epoch: 37 [34816/45000]	Loss: 0.1137	LR: 0.000800
Training Epoch: 37 [35072/45000]	Loss: 0.1724	LR: 0.000800
Training Epoch: 37 [35328/45000]	Loss: 0.0952	LR: 0.000800
Training Epoch: 37 [35584/45000]	Loss: 0.0954	LR: 0.000800
Training Epoch: 37 [35840/45000]	Loss: 0.1251	LR: 0.000800
Training Epoch: 37 [36096/45000]	Loss: 0.0844	LR: 0.000800
Training Epoch: 37 [36352/45000]	Loss: 0.1240	LR: 0.000800
Training Epoch: 37 [36608/45000]	Loss: 0.1167	LR: 0.000800
Training Epoch: 37 [36864/45000]	Loss: 0.1063	LR: 0.000800
Training Epoch: 37 [37120/45000]	Loss: 0.1015	LR: 0.000800
Training Epoch: 37 [37376/45000]	Loss: 0.0822	LR: 0.000800
Training Epoch: 37 [37632/45000]	Loss: 0.1198	LR: 0.000800
Training Epoch: 37 [37888/45000]	Loss: 0.1270	LR: 0.000800
Training Epoch: 37 [38144/45000]	Loss: 0.1098	LR: 0.000800
Training Epoch: 37 [38400/45000]	Loss: 0.1316	LR: 0.000800
Training Epoch: 37 [38656/45000]	Loss: 0.0844	LR: 0.000800
Training Epoch: 37 [38912/45000]	Loss: 0.0857	LR: 0.000800
Training Epoch: 37 [39168/45000]	Loss: 0.1403	LR: 0.000800
Training Epoch: 37 [39424/45000]	Loss: 0.1357	LR: 0.000800
Training Epoch: 37 [39680/45000]	Loss: 0.1278	LR: 0.000800
Training Epoch: 37 [39936/45000]	Loss: 0.0938	LR: 0.000800
Training Epoch: 37 [40192/45000]	Loss: 0.0697	LR: 0.000800
Training Epoch: 37 [40448/45000]	Loss: 0.1290	LR: 0.000800
Training Epoch: 37 [40704/45000]	Loss: 0.1183	LR: 0.000800
Training Epoch: 37 [40960/45000]	Loss: 0.1447	LR: 0.000800
Training Epoch: 37 [41216/45000]	Loss: 0.1226	LR: 0.000800
Training Epoch: 37 [41472/45000]	Loss: 0.1473	LR: 0.000800
Training Epoch: 37 [41728/45000]	Loss: 0.1458	LR: 0.000800
Training Epoch: 37 [41984/45000]	Loss: 0.1080	LR: 0.000800
Training Epoch: 37 [42240/45000]	Loss: 0.1172	LR: 0.000800
Training Epoch: 37 [42496/45000]	Loss: 0.1070	LR: 0.000800
Training Epoch: 37 [42752/45000]	Loss: 0.1038	LR: 0.000800
Training Epoch: 37 [43008/45000]	Loss: 0.0687	LR: 0.000800
Training Epoch: 37 [43264/45000]	Loss: 0.1302	LR: 0.000800
Training Epoch: 37 [43520/45000]	Loss: 0.1138	LR: 0.000800
Training Epoch: 37 [43776/45000]	Loss: 0.1303	LR: 0.000800
Training Epoch: 37 [44032/45000]	Loss: 0.1262	LR: 0.000800
Training Epoch: 37 [44288/45000]	Loss: 0.1046	LR: 0.000800
Training Epoch: 37 [44544/45000]	Loss: 0.0993	LR: 0.000800
Training Epoch: 37 [44800/45000]	Loss: 0.1332	LR: 0.000800
Training Epoch: 37 [45000/45000]	Loss: 0.1406	LR: 0.000800
Epoch 37 - Average Train Loss: 0.1187, Train Accuracy: 0.9661
Epoch 37 training time consumed: 27.08s
Evaluating Network.....
Test set: Epoch: 37, Average loss: 0.0029, Accuracy: 0.8037, Time consumed:0.90s
Training Epoch: 38 [256/45000]	Loss: 0.0995	LR: 0.000800
Training Epoch: 38 [512/45000]	Loss: 0.0768	LR: 0.000800
Training Epoch: 38 [768/45000]	Loss: 0.1163	LR: 0.000800
Training Epoch: 38 [1024/45000]	Loss: 0.1140	LR: 0.000800
Training Epoch: 38 [1280/45000]	Loss: 0.0980	LR: 0.000800
Training Epoch: 38 [1536/45000]	Loss: 0.1007	LR: 0.000800
Training Epoch: 38 [1792/45000]	Loss: 0.1137	LR: 0.000800
Training Epoch: 38 [2048/45000]	Loss: 0.1280	LR: 0.000800
Training Epoch: 38 [2304/45000]	Loss: 0.0838	LR: 0.000800
Training Epoch: 38 [2560/45000]	Loss: 0.1229	LR: 0.000800
Training Epoch: 38 [2816/45000]	Loss: 0.1206	LR: 0.000800
Training Epoch: 38 [3072/45000]	Loss: 0.1087	LR: 0.000800
Training Epoch: 38 [3328/45000]	Loss: 0.0876	LR: 0.000800
Training Epoch: 38 [3584/45000]	Loss: 0.1196	LR: 0.000800
Training Epoch: 38 [3840/45000]	Loss: 0.1059	LR: 0.000800
Training Epoch: 38 [4096/45000]	Loss: 0.0920	LR: 0.000800
Training Epoch: 38 [4352/45000]	Loss: 0.1180	LR: 0.000800
Training Epoch: 38 [4608/45000]	Loss: 0.0925	LR: 0.000800
Training Epoch: 38 [4864/45000]	Loss: 0.1349	LR: 0.000800
Training Epoch: 38 [5120/45000]	Loss: 0.1202	LR: 0.000800
Training Epoch: 38 [5376/45000]	Loss: 0.0951	LR: 0.000800
Training Epoch: 38 [5632/45000]	Loss: 0.0917	LR: 0.000800
Training Epoch: 38 [5888/45000]	Loss: 0.0967	LR: 0.000800
Training Epoch: 38 [6144/45000]	Loss: 0.1144	LR: 0.000800
Training Epoch: 38 [6400/45000]	Loss: 0.1808	LR: 0.000800
Training Epoch: 38 [6656/45000]	Loss: 0.1262	LR: 0.000800
Training Epoch: 38 [6912/45000]	Loss: 0.1023	LR: 0.000800
Training Epoch: 38 [7168/45000]	Loss: 0.1159	LR: 0.000800
Training Epoch: 38 [7424/45000]	Loss: 0.0897	LR: 0.000800
Training Epoch: 38 [7680/45000]	Loss: 0.0971	LR: 0.000800
Training Epoch: 38 [7936/45000]	Loss: 0.0757	LR: 0.000800
Training Epoch: 38 [8192/45000]	Loss: 0.1181	LR: 0.000800
Training Epoch: 38 [8448/45000]	Loss: 0.1115	LR: 0.000800
Training Epoch: 38 [8704/45000]	Loss: 0.1265	LR: 0.000800
Training Epoch: 38 [8960/45000]	Loss: 0.0930	LR: 0.000800
Training Epoch: 38 [9216/45000]	Loss: 0.1089	LR: 0.000800
Training Epoch: 38 [9472/45000]	Loss: 0.1263	LR: 0.000800
Training Epoch: 38 [9728/45000]	Loss: 0.0994	LR: 0.000800
Training Epoch: 38 [9984/45000]	Loss: 0.1404	LR: 0.000800
Training Epoch: 38 [10240/45000]	Loss: 0.1127	LR: 0.000800
Training Epoch: 38 [10496/45000]	Loss: 0.1201	LR: 0.000800
Training Epoch: 38 [10752/45000]	Loss: 0.1261	LR: 0.000800
Training Epoch: 38 [11008/45000]	Loss: 0.1011	LR: 0.000800
Training Epoch: 38 [11264/45000]	Loss: 0.1181	LR: 0.000800
Training Epoch: 38 [11520/45000]	Loss: 0.1324	LR: 0.000800
Training Epoch: 38 [11776/45000]	Loss: 0.1105	LR: 0.000800
Training Epoch: 38 [12032/45000]	Loss: 0.1236	LR: 0.000800
Training Epoch: 38 [12288/45000]	Loss: 0.0916	LR: 0.000800
Training Epoch: 38 [12544/45000]	Loss: 0.0988	LR: 0.000800
Training Epoch: 38 [12800/45000]	Loss: 0.0975	LR: 0.000800
Training Epoch: 38 [13056/45000]	Loss: 0.1270	LR: 0.000800
Training Epoch: 38 [13312/45000]	Loss: 0.1139	LR: 0.000800
Training Epoch: 38 [13568/45000]	Loss: 0.0704	LR: 0.000800
Training Epoch: 38 [13824/45000]	Loss: 0.1077	LR: 0.000800
Training Epoch: 38 [14080/45000]	Loss: 0.1212	LR: 0.000800
Training Epoch: 38 [14336/45000]	Loss: 0.1497	LR: 0.000800
Training Epoch: 38 [14592/45000]	Loss: 0.1357	LR: 0.000800
Training Epoch: 38 [14848/45000]	Loss: 0.1183	LR: 0.000800
Training Epoch: 38 [15104/45000]	Loss: 0.1015	LR: 0.000800
Training Epoch: 38 [15360/45000]	Loss: 0.1185	LR: 0.000800
Training Epoch: 38 [15616/45000]	Loss: 0.0925	LR: 0.000800
Training Epoch: 38 [15872/45000]	Loss: 0.0915	LR: 0.000800
Training Epoch: 38 [16128/45000]	Loss: 0.1549	LR: 0.000800
Training Epoch: 38 [16384/45000]	Loss: 0.1353	LR: 0.000800
Training Epoch: 38 [16640/45000]	Loss: 0.1057	LR: 0.000800
Training Epoch: 38 [16896/45000]	Loss: 0.1521	LR: 0.000800
Training Epoch: 38 [17152/45000]	Loss: 0.1019	LR: 0.000800
Training Epoch: 38 [17408/45000]	Loss: 0.0734	LR: 0.000800
Training Epoch: 38 [17664/45000]	Loss: 0.1768	LR: 0.000800
Training Epoch: 38 [17920/45000]	Loss: 0.1304	LR: 0.000800
Training Epoch: 38 [18176/45000]	Loss: 0.1078	LR: 0.000800
Training Epoch: 38 [18432/45000]	Loss: 0.1121	LR: 0.000800
Training Epoch: 38 [18688/45000]	Loss: 0.0939	LR: 0.000800
Training Epoch: 38 [18944/45000]	Loss: 0.1178	LR: 0.000800
Training Epoch: 38 [19200/45000]	Loss: 0.1068	LR: 0.000800
Training Epoch: 38 [19456/45000]	Loss: 0.1185	LR: 0.000800
Training Epoch: 38 [19712/45000]	Loss: 0.1380	LR: 0.000800
Training Epoch: 38 [19968/45000]	Loss: 0.1235	LR: 0.000800
Training Epoch: 38 [20224/45000]	Loss: 0.0818	LR: 0.000800
Training Epoch: 38 [20480/45000]	Loss: 0.1405	LR: 0.000800
Training Epoch: 38 [20736/45000]	Loss: 0.1417	LR: 0.000800
Training Epoch: 38 [20992/45000]	Loss: 0.0929	LR: 0.000800
Training Epoch: 38 [21248/45000]	Loss: 0.1167	LR: 0.000800
Training Epoch: 38 [21504/45000]	Loss: 0.1029	LR: 0.000800
Training Epoch: 38 [21760/45000]	Loss: 0.0912	LR: 0.000800
Training Epoch: 38 [22016/45000]	Loss: 0.1392	LR: 0.000800
Training Epoch: 38 [22272/45000]	Loss: 0.1080	LR: 0.000800
Training Epoch: 38 [22528/45000]	Loss: 0.1041	LR: 0.000800
Training Epoch: 38 [22784/45000]	Loss: 0.0755	LR: 0.000800
Training Epoch: 38 [23040/45000]	Loss: 0.1041	LR: 0.000800
Training Epoch: 38 [23296/45000]	Loss: 0.0982	LR: 0.000800
Training Epoch: 38 [23552/45000]	Loss: 0.0917	LR: 0.000800
Training Epoch: 38 [23808/45000]	Loss: 0.0882	LR: 0.000800
Training Epoch: 38 [24064/45000]	Loss: 0.1373	LR: 0.000800
Training Epoch: 38 [24320/45000]	Loss: 0.1651	LR: 0.000800
Training Epoch: 38 [24576/45000]	Loss: 0.0957	LR: 0.000800
Training Epoch: 38 [24832/45000]	Loss: 0.1064	LR: 0.000800
Training Epoch: 38 [25088/45000]	Loss: 0.0773	LR: 0.000800
Training Epoch: 38 [25344/45000]	Loss: 0.0974	LR: 0.000800
Training Epoch: 38 [25600/45000]	Loss: 0.0941	LR: 0.000800
Training Epoch: 38 [25856/45000]	Loss: 0.1330	LR: 0.000800
Training Epoch: 38 [26112/45000]	Loss: 0.1019	LR: 0.000800
Training Epoch: 38 [26368/45000]	Loss: 0.1668	LR: 0.000800
Training Epoch: 38 [26624/45000]	Loss: 0.0887	LR: 0.000800
Training Epoch: 38 [26880/45000]	Loss: 0.0932	LR: 0.000800
Training Epoch: 38 [27136/45000]	Loss: 0.0845	LR: 0.000800
Training Epoch: 38 [27392/45000]	Loss: 0.1224	LR: 0.000800
Training Epoch: 38 [27648/45000]	Loss: 0.1498	LR: 0.000800
Training Epoch: 38 [27904/45000]	Loss: 0.1426	LR: 0.000800
Training Epoch: 38 [28160/45000]	Loss: 0.0941	LR: 0.000800
Training Epoch: 38 [28416/45000]	Loss: 0.1051	LR: 0.000800
Training Epoch: 38 [28672/45000]	Loss: 0.1086	LR: 0.000800
Training Epoch: 38 [28928/45000]	Loss: 0.1018	LR: 0.000800
Training Epoch: 38 [29184/45000]	Loss: 0.1218	LR: 0.000800
Training Epoch: 38 [29440/45000]	Loss: 0.1184	LR: 0.000800
Training Epoch: 38 [29696/45000]	Loss: 0.1337	LR: 0.000800
Training Epoch: 38 [29952/45000]	Loss: 0.1228	LR: 0.000800
Training Epoch: 38 [30208/45000]	Loss: 0.0620	LR: 0.000800
Training Epoch: 38 [30464/45000]	Loss: 0.1631	LR: 0.000800
Training Epoch: 38 [30720/45000]	Loss: 0.0843	LR: 0.000800
Training Epoch: 38 [30976/45000]	Loss: 0.0825	LR: 0.000800
Training Epoch: 38 [31232/45000]	Loss: 0.1152	LR: 0.000800
Training Epoch: 38 [31488/45000]	Loss: 0.0988	LR: 0.000800
Training Epoch: 38 [31744/45000]	Loss: 0.1101	LR: 0.000800
Training Epoch: 38 [32000/45000]	Loss: 0.0900	LR: 0.000800
Training Epoch: 38 [32256/45000]	Loss: 0.1050	LR: 0.000800
Training Epoch: 38 [32512/45000]	Loss: 0.1046	LR: 0.000800
Training Epoch: 38 [32768/45000]	Loss: 0.1086	LR: 0.000800
Training Epoch: 38 [33024/45000]	Loss: 0.1150	LR: 0.000800
Training Epoch: 38 [33280/45000]	Loss: 0.1171	LR: 0.000800
Training Epoch: 38 [33536/45000]	Loss: 0.0998	LR: 0.000800
Training Epoch: 38 [33792/45000]	Loss: 0.0785	LR: 0.000800
Training Epoch: 38 [34048/45000]	Loss: 0.1174	LR: 0.000800
Training Epoch: 38 [34304/45000]	Loss: 0.1046	LR: 0.000800
Training Epoch: 38 [34560/45000]	Loss: 0.1074	LR: 0.000800
Training Epoch: 38 [34816/45000]	Loss: 0.0796	LR: 0.000800
Training Epoch: 38 [35072/45000]	Loss: 0.1127	LR: 0.000800
Training Epoch: 38 [35328/45000]	Loss: 0.1064	LR: 0.000800
Training Epoch: 38 [35584/45000]	Loss: 0.1046	LR: 0.000800
Training Epoch: 38 [35840/45000]	Loss: 0.0987	LR: 0.000800
Training Epoch: 38 [36096/45000]	Loss: 0.0881	LR: 0.000800
Training Epoch: 38 [36352/45000]	Loss: 0.0827	LR: 0.000800
Training Epoch: 38 [36608/45000]	Loss: 0.1512	LR: 0.000800
Training Epoch: 38 [36864/45000]	Loss: 0.1323	LR: 0.000800
Training Epoch: 38 [37120/45000]	Loss: 0.0736	LR: 0.000800
Training Epoch: 38 [37376/45000]	Loss: 0.1348	LR: 0.000800
Training Epoch: 38 [37632/45000]	Loss: 0.1341	LR: 0.000800
Training Epoch: 38 [37888/45000]	Loss: 0.1466	LR: 0.000800
Training Epoch: 38 [38144/45000]	Loss: 0.1008	LR: 0.000800
Training Epoch: 38 [38400/45000]	Loss: 0.1023	LR: 0.000800
Training Epoch: 38 [38656/45000]	Loss: 0.1460	LR: 0.000800
Training Epoch: 38 [38912/45000]	Loss: 0.0858	LR: 0.000800
Training Epoch: 38 [39168/45000]	Loss: 0.1106	LR: 0.000800
Training Epoch: 38 [39424/45000]	Loss: 0.0662	LR: 0.000800
Training Epoch: 38 [39680/45000]	Loss: 0.1606	LR: 0.000800
Training Epoch: 38 [39936/45000]	Loss: 0.0871	LR: 0.000800
Training Epoch: 38 [40192/45000]	Loss: 0.0847	LR: 0.000800
Training Epoch: 38 [40448/45000]	Loss: 0.1151	LR: 0.000800
Training Epoch: 38 [40704/45000]	Loss: 0.1183	LR: 0.000800
Training Epoch: 38 [40960/45000]	Loss: 0.1070	LR: 0.000800
Training Epoch: 38 [41216/45000]	Loss: 0.1482	LR: 0.000800
Training Epoch: 38 [41472/45000]	Loss: 0.0816	LR: 0.000800
Training Epoch: 38 [41728/45000]	Loss: 0.1140	LR: 0.000800
Training Epoch: 38 [41984/45000]	Loss: 0.1417	LR: 0.000800
Training Epoch: 38 [42240/45000]	Loss: 0.1682	LR: 0.000800
Training Epoch: 38 [42496/45000]	Loss: 0.1528	LR: 0.000800
Training Epoch: 38 [42752/45000]	Loss: 0.1319	LR: 0.000800
Training Epoch: 38 [43008/45000]	Loss: 0.1096	LR: 0.000800
Training Epoch: 38 [43264/45000]	Loss: 0.1088	LR: 0.000800
Training Epoch: 38 [43520/45000]	Loss: 0.0930	LR: 0.000800
Training Epoch: 38 [43776/45000]	Loss: 0.1310	LR: 0.000800
Training Epoch: 38 [44032/45000]	Loss: 0.1363	LR: 0.000800
Training Epoch: 38 [44288/45000]	Loss: 0.1523	LR: 0.000800
Training Epoch: 38 [44544/45000]	Loss: 0.0799	LR: 0.000800
Training Epoch: 38 [44800/45000]	Loss: 0.1219	LR: 0.000800
Training Epoch: 38 [45000/45000]	Loss: 0.1474	LR: 0.000800
Epoch 38 - Average Train Loss: 0.1121, Train Accuracy: 0.9684
Epoch 38 training time consumed: 26.93s
Evaluating Network.....
Test set: Epoch: 38, Average loss: 0.0029, Accuracy: 0.8034, Time consumed:0.93s
Training Epoch: 39 [256/45000]	Loss: 0.0959	LR: 0.000800
Training Epoch: 39 [512/45000]	Loss: 0.1101	LR: 0.000800
Training Epoch: 39 [768/45000]	Loss: 0.1109	LR: 0.000800
Training Epoch: 39 [1024/45000]	Loss: 0.0850	LR: 0.000800
Training Epoch: 39 [1280/45000]	Loss: 0.0805	LR: 0.000800
Training Epoch: 39 [1536/45000]	Loss: 0.0860	LR: 0.000800
Training Epoch: 39 [1792/45000]	Loss: 0.1037	LR: 0.000800
Training Epoch: 39 [2048/45000]	Loss: 0.1189	LR: 0.000800
Training Epoch: 39 [2304/45000]	Loss: 0.0950	LR: 0.000800
Training Epoch: 39 [2560/45000]	Loss: 0.1829	LR: 0.000800
Training Epoch: 39 [2816/45000]	Loss: 0.1115	LR: 0.000800
Training Epoch: 39 [3072/45000]	Loss: 0.1095	LR: 0.000800
Training Epoch: 39 [3328/45000]	Loss: 0.0770	LR: 0.000800
Training Epoch: 39 [3584/45000]	Loss: 0.0859	LR: 0.000800
Training Epoch: 39 [3840/45000]	Loss: 0.1078	LR: 0.000800
Training Epoch: 39 [4096/45000]	Loss: 0.1041	LR: 0.000800
Training Epoch: 39 [4352/45000]	Loss: 0.1285	LR: 0.000800
Training Epoch: 39 [4608/45000]	Loss: 0.1025	LR: 0.000800
Training Epoch: 39 [4864/45000]	Loss: 0.1114	LR: 0.000800
Training Epoch: 39 [5120/45000]	Loss: 0.1653	LR: 0.000800
Training Epoch: 39 [5376/45000]	Loss: 0.0907	LR: 0.000800
Training Epoch: 39 [5632/45000]	Loss: 0.1352	LR: 0.000800
Training Epoch: 39 [5888/45000]	Loss: 0.1334	LR: 0.000800
Training Epoch: 39 [6144/45000]	Loss: 0.0984	LR: 0.000800
Training Epoch: 39 [6400/45000]	Loss: 0.1296	LR: 0.000800
Training Epoch: 39 [6656/45000]	Loss: 0.0877	LR: 0.000800
Training Epoch: 39 [6912/45000]	Loss: 0.1202	LR: 0.000800
Training Epoch: 39 [7168/45000]	Loss: 0.0901	LR: 0.000800
Training Epoch: 39 [7424/45000]	Loss: 0.0949	LR: 0.000800
Training Epoch: 39 [7680/45000]	Loss: 0.1490	LR: 0.000800
Training Epoch: 39 [7936/45000]	Loss: 0.1081	LR: 0.000800
Training Epoch: 39 [8192/45000]	Loss: 0.0925	LR: 0.000800
Training Epoch: 39 [8448/45000]	Loss: 0.1092	LR: 0.000800
Training Epoch: 39 [8704/45000]	Loss: 0.1369	LR: 0.000800
Training Epoch: 39 [8960/45000]	Loss: 0.1101	LR: 0.000800
Training Epoch: 39 [9216/45000]	Loss: 0.1012	LR: 0.000800
Training Epoch: 39 [9472/45000]	Loss: 0.0760	LR: 0.000800
Training Epoch: 39 [9728/45000]	Loss: 0.1143	LR: 0.000800
Training Epoch: 39 [9984/45000]	Loss: 0.1197	LR: 0.000800
Training Epoch: 39 [10240/45000]	Loss: 0.1031	LR: 0.000800
Training Epoch: 39 [10496/45000]	Loss: 0.1235	LR: 0.000800
Training Epoch: 39 [10752/45000]	Loss: 0.0849	LR: 0.000800
Training Epoch: 39 [11008/45000]	Loss: 0.0758	LR: 0.000800
Training Epoch: 39 [11264/45000]	Loss: 0.1204	LR: 0.000800
Training Epoch: 39 [11520/45000]	Loss: 0.1182	LR: 0.000800
Training Epoch: 39 [11776/45000]	Loss: 0.1177	LR: 0.000800
Training Epoch: 39 [12032/45000]	Loss: 0.1517	LR: 0.000800
Training Epoch: 39 [12288/45000]	Loss: 0.1109	LR: 0.000800
Training Epoch: 39 [12544/45000]	Loss: 0.0942	LR: 0.000800
Training Epoch: 39 [12800/45000]	Loss: 0.1250	LR: 0.000800
Training Epoch: 39 [13056/45000]	Loss: 0.1016	LR: 0.000800
Training Epoch: 39 [13312/45000]	Loss: 0.1133	LR: 0.000800
Training Epoch: 39 [13568/45000]	Loss: 0.1121	LR: 0.000800
Training Epoch: 39 [13824/45000]	Loss: 0.0822	LR: 0.000800
Training Epoch: 39 [14080/45000]	Loss: 0.1047	LR: 0.000800
Training Epoch: 39 [14336/45000]	Loss: 0.0684	LR: 0.000800
Training Epoch: 39 [14592/45000]	Loss: 0.1071	LR: 0.000800
Training Epoch: 39 [14848/45000]	Loss: 0.1597	LR: 0.000800
Training Epoch: 39 [15104/45000]	Loss: 0.1217	LR: 0.000800
Training Epoch: 39 [15360/45000]	Loss: 0.0721	LR: 0.000800
Training Epoch: 39 [15616/45000]	Loss: 0.0944	LR: 0.000800
Training Epoch: 39 [15872/45000]	Loss: 0.1603	LR: 0.000800
Training Epoch: 39 [16128/45000]	Loss: 0.1330	LR: 0.000800
Training Epoch: 39 [16384/45000]	Loss: 0.0942	LR: 0.000800
Training Epoch: 39 [16640/45000]	Loss: 0.1009	LR: 0.000800
Training Epoch: 39 [16896/45000]	Loss: 0.0863	LR: 0.000800
Training Epoch: 39 [17152/45000]	Loss: 0.0860	LR: 0.000800
Training Epoch: 39 [17408/45000]	Loss: 0.0886	LR: 0.000800
Training Epoch: 39 [17664/45000]	Loss: 0.0990	LR: 0.000800
Training Epoch: 39 [17920/45000]	Loss: 0.1181	LR: 0.000800
Training Epoch: 39 [18176/45000]	Loss: 0.1312	LR: 0.000800
Training Epoch: 39 [18432/45000]	Loss: 0.0973	LR: 0.000800
Training Epoch: 39 [18688/45000]	Loss: 0.1301	LR: 0.000800
Training Epoch: 39 [18944/45000]	Loss: 0.1576	LR: 0.000800
Training Epoch: 39 [19200/45000]	Loss: 0.1332	LR: 0.000800
Training Epoch: 39 [19456/45000]	Loss: 0.0939	LR: 0.000800
Training Epoch: 39 [19712/45000]	Loss: 0.1314	LR: 0.000800
Training Epoch: 39 [19968/45000]	Loss: 0.0853	LR: 0.000800
Training Epoch: 39 [20224/45000]	Loss: 0.1020	LR: 0.000800
Training Epoch: 39 [20480/45000]	Loss: 0.1050	LR: 0.000800
Training Epoch: 39 [20736/45000]	Loss: 0.1145	LR: 0.000800
Training Epoch: 39 [20992/45000]	Loss: 0.1215	LR: 0.000800
Training Epoch: 39 [21248/45000]	Loss: 0.0974	LR: 0.000800
Training Epoch: 39 [21504/45000]	Loss: 0.1244	LR: 0.000800
Training Epoch: 39 [21760/45000]	Loss: 0.0953	LR: 0.000800
Training Epoch: 39 [22016/45000]	Loss: 0.0915	LR: 0.000800
Training Epoch: 39 [22272/45000]	Loss: 0.1030	LR: 0.000800
Training Epoch: 39 [22528/45000]	Loss: 0.0801	LR: 0.000800
Training Epoch: 39 [22784/45000]	Loss: 0.1355	LR: 0.000800
Training Epoch: 39 [23040/45000]	Loss: 0.1056	LR: 0.000800
Training Epoch: 39 [23296/45000]	Loss: 0.1098	LR: 0.000800
Training Epoch: 39 [23552/45000]	Loss: 0.1187	LR: 0.000800
Training Epoch: 39 [23808/45000]	Loss: 0.0848	LR: 0.000800
Training Epoch: 39 [24064/45000]	Loss: 0.0892	LR: 0.000800
Training Epoch: 39 [24320/45000]	Loss: 0.1424	LR: 0.000800
Training Epoch: 39 [24576/45000]	Loss: 0.0733	LR: 0.000800
Training Epoch: 39 [24832/45000]	Loss: 0.0993	LR: 0.000800
Training Epoch: 39 [25088/45000]	Loss: 0.1041	LR: 0.000800
Training Epoch: 39 [25344/45000]	Loss: 0.1283	LR: 0.000800
Training Epoch: 39 [25600/45000]	Loss: 0.1518	LR: 0.000800
Training Epoch: 39 [25856/45000]	Loss: 0.0880	LR: 0.000800
Training Epoch: 39 [26112/45000]	Loss: 0.1253	LR: 0.000800
Training Epoch: 39 [26368/45000]	Loss: 0.0877	LR: 0.000800
Training Epoch: 39 [26624/45000]	Loss: 0.1030	LR: 0.000800
Training Epoch: 39 [26880/45000]	Loss: 0.1302	LR: 0.000800
Training Epoch: 39 [27136/45000]	Loss: 0.1181	LR: 0.000800
Training Epoch: 39 [27392/45000]	Loss: 0.0925	LR: 0.000800
Training Epoch: 39 [27648/45000]	Loss: 0.1042	LR: 0.000800
Training Epoch: 39 [27904/45000]	Loss: 0.1127	LR: 0.000800
Training Epoch: 39 [28160/45000]	Loss: 0.1294	LR: 0.000800
Training Epoch: 39 [28416/45000]	Loss: 0.1373	LR: 0.000800
Training Epoch: 39 [28672/45000]	Loss: 0.1251	LR: 0.000800
Training Epoch: 39 [28928/45000]	Loss: 0.1181	LR: 0.000800
Training Epoch: 39 [29184/45000]	Loss: 0.1158	LR: 0.000800
Training Epoch: 39 [29440/45000]	Loss: 0.1274	LR: 0.000800
Training Epoch: 39 [29696/45000]	Loss: 0.0760	LR: 0.000800
Training Epoch: 39 [29952/45000]	Loss: 0.1189	LR: 0.000800
Training Epoch: 39 [30208/45000]	Loss: 0.1260	LR: 0.000800
Training Epoch: 39 [30464/45000]	Loss: 0.1610	LR: 0.000800
Training Epoch: 39 [30720/45000]	Loss: 0.0958	LR: 0.000800
Training Epoch: 39 [30976/45000]	Loss: 0.0853	LR: 0.000800
Training Epoch: 39 [31232/45000]	Loss: 0.1058	LR: 0.000800
Training Epoch: 39 [31488/45000]	Loss: 0.1130	LR: 0.000800
Training Epoch: 39 [31744/45000]	Loss: 0.1356	LR: 0.000800
Training Epoch: 39 [32000/45000]	Loss: 0.1369	LR: 0.000800
Training Epoch: 39 [32256/45000]	Loss: 0.1325	LR: 0.000800
Training Epoch: 39 [32512/45000]	Loss: 0.1195	LR: 0.000800
Training Epoch: 39 [32768/45000]	Loss: 0.1196	LR: 0.000800
Training Epoch: 39 [33024/45000]	Loss: 0.1289	LR: 0.000800
Training Epoch: 39 [33280/45000]	Loss: 0.1018	LR: 0.000800
Training Epoch: 39 [33536/45000]	Loss: 0.0986	LR: 0.000800
Training Epoch: 39 [33792/45000]	Loss: 0.1333	LR: 0.000800
Training Epoch: 39 [34048/45000]	Loss: 0.1188	LR: 0.000800
Training Epoch: 39 [34304/45000]	Loss: 0.0784	LR: 0.000800
Training Epoch: 39 [34560/45000]	Loss: 0.1447	LR: 0.000800
Training Epoch: 39 [34816/45000]	Loss: 0.0830	LR: 0.000800
Training Epoch: 39 [35072/45000]	Loss: 0.1191	LR: 0.000800
Training Epoch: 39 [35328/45000]	Loss: 0.1161	LR: 0.000800
Training Epoch: 39 [35584/45000]	Loss: 0.1403	LR: 0.000800
Training Epoch: 39 [35840/45000]	Loss: 0.0870	LR: 0.000800
Training Epoch: 39 [36096/45000]	Loss: 0.1193	LR: 0.000800
Training Epoch: 39 [36352/45000]	Loss: 0.1776	LR: 0.000800
Training Epoch: 39 [36608/45000]	Loss: 0.1034	LR: 0.000800
Training Epoch: 39 [36864/45000]	Loss: 0.0890	LR: 0.000800
Training Epoch: 39 [37120/45000]	Loss: 0.1652	LR: 0.000800
Training Epoch: 39 [37376/45000]	Loss: 0.1103	LR: 0.000800
Training Epoch: 39 [37632/45000]	Loss: 0.1645	LR: 0.000800
Training Epoch: 39 [37888/45000]	Loss: 0.1467	LR: 0.000800
Training Epoch: 39 [38144/45000]	Loss: 0.1264	LR: 0.000800
Training Epoch: 39 [38400/45000]	Loss: 0.1037	LR: 0.000800
Training Epoch: 39 [38656/45000]	Loss: 0.1000	LR: 0.000800
Training Epoch: 39 [38912/45000]	Loss: 0.0971	LR: 0.000800
Training Epoch: 39 [39168/45000]	Loss: 0.1129	LR: 0.000800
Training Epoch: 39 [39424/45000]	Loss: 0.0770	LR: 0.000800
Training Epoch: 39 [39680/45000]	Loss: 0.0886	LR: 0.000800
Training Epoch: 39 [39936/45000]	Loss: 0.1225	LR: 0.000800
Training Epoch: 39 [40192/45000]	Loss: 0.0940	LR: 0.000800
Training Epoch: 39 [40448/45000]	Loss: 0.1269	LR: 0.000800
Training Epoch: 39 [40704/45000]	Loss: 0.1045	LR: 0.000800
Training Epoch: 39 [40960/45000]	Loss: 0.1221	LR: 0.000800
Training Epoch: 39 [41216/45000]	Loss: 0.1275	LR: 0.000800
Training Epoch: 39 [41472/45000]	Loss: 0.0756	LR: 0.000800
Training Epoch: 39 [41728/45000]	Loss: 0.0983	LR: 0.000800
Training Epoch: 39 [41984/45000]	Loss: 0.1035	LR: 0.000800
Training Epoch: 39 [42240/45000]	Loss: 0.0786	LR: 0.000800
Training Epoch: 39 [42496/45000]	Loss: 0.1267	LR: 0.000800
Training Epoch: 39 [42752/45000]	Loss: 0.1083	LR: 0.000800
Training Epoch: 39 [43008/45000]	Loss: 0.0967	LR: 0.000800
Training Epoch: 39 [43264/45000]	Loss: 0.1021	LR: 0.000800
Training Epoch: 39 [43520/45000]	Loss: 0.1350	LR: 0.000800
Training Epoch: 39 [43776/45000]	Loss: 0.0889	LR: 0.000800
Training Epoch: 39 [44032/45000]	Loss: 0.1093	LR: 0.000800
Training Epoch: 39 [44288/45000]	Loss: 0.1093	LR: 0.000800
Training Epoch: 39 [44544/45000]	Loss: 0.1286	LR: 0.000800
Training Epoch: 39 [44800/45000]	Loss: 0.1021	LR: 0.000800
Training Epoch: 39 [45000/45000]	Loss: 0.1502	LR: 0.000800
Epoch 39 - Average Train Loss: 0.1114, Train Accuracy: 0.9694
Epoch 39 training time consumed: 27.24s
Evaluating Network.....
Test set: Epoch: 39, Average loss: 0.0029, Accuracy: 0.8024, Time consumed:0.89s
Training Epoch: 40 [256/45000]	Loss: 0.1031	LR: 0.000800
Training Epoch: 40 [512/45000]	Loss: 0.1061	LR: 0.000800
Training Epoch: 40 [768/45000]	Loss: 0.1014	LR: 0.000800
Training Epoch: 40 [1024/45000]	Loss: 0.1085	LR: 0.000800
Training Epoch: 40 [1280/45000]	Loss: 0.0867	LR: 0.000800
Training Epoch: 40 [1536/45000]	Loss: 0.1289	LR: 0.000800
Training Epoch: 40 [1792/45000]	Loss: 0.1305	LR: 0.000800
Training Epoch: 40 [2048/45000]	Loss: 0.1460	LR: 0.000800
Training Epoch: 40 [2304/45000]	Loss: 0.1056	LR: 0.000800
Training Epoch: 40 [2560/45000]	Loss: 0.1152	LR: 0.000800
Training Epoch: 40 [2816/45000]	Loss: 0.0857	LR: 0.000800
Training Epoch: 40 [3072/45000]	Loss: 0.0770	LR: 0.000800
Training Epoch: 40 [3328/45000]	Loss: 0.1002	LR: 0.000800
Training Epoch: 40 [3584/45000]	Loss: 0.1077	LR: 0.000800
Training Epoch: 40 [3840/45000]	Loss: 0.1269	LR: 0.000800
Training Epoch: 40 [4096/45000]	Loss: 0.0877	LR: 0.000800
Training Epoch: 40 [4352/45000]	Loss: 0.1373	LR: 0.000800
Training Epoch: 40 [4608/45000]	Loss: 0.0900	LR: 0.000800
Training Epoch: 40 [4864/45000]	Loss: 0.1102	LR: 0.000800
Training Epoch: 40 [5120/45000]	Loss: 0.1430	LR: 0.000800
Training Epoch: 40 [5376/45000]	Loss: 0.1199	LR: 0.000800
Training Epoch: 40 [5632/45000]	Loss: 0.1450	LR: 0.000800
Training Epoch: 40 [5888/45000]	Loss: 0.1318	LR: 0.000800
Training Epoch: 40 [6144/45000]	Loss: 0.1117	LR: 0.000800
Training Epoch: 40 [6400/45000]	Loss: 0.0946	LR: 0.000800
Training Epoch: 40 [6656/45000]	Loss: 0.0885	LR: 0.000800
Training Epoch: 40 [6912/45000]	Loss: 0.1221	LR: 0.000800
Training Epoch: 40 [7168/45000]	Loss: 0.0890	LR: 0.000800
Training Epoch: 40 [7424/45000]	Loss: 0.1147	LR: 0.000800
Training Epoch: 40 [7680/45000]	Loss: 0.1050	LR: 0.000800
Training Epoch: 40 [7936/45000]	Loss: 0.1146	LR: 0.000800
Training Epoch: 40 [8192/45000]	Loss: 0.1075	LR: 0.000800
Training Epoch: 40 [8448/45000]	Loss: 0.0916	LR: 0.000800
Training Epoch: 40 [8704/45000]	Loss: 0.0963	LR: 0.000800
Training Epoch: 40 [8960/45000]	Loss: 0.1188	LR: 0.000800
Training Epoch: 40 [9216/45000]	Loss: 0.1367	LR: 0.000800
Training Epoch: 40 [9472/45000]	Loss: 0.0790	LR: 0.000800
Training Epoch: 40 [9728/45000]	Loss: 0.0783	LR: 0.000800
Training Epoch: 40 [9984/45000]	Loss: 0.1076	LR: 0.000800
Training Epoch: 40 [10240/45000]	Loss: 0.0842	LR: 0.000800
Training Epoch: 40 [10496/45000]	Loss: 0.1199	LR: 0.000800
Training Epoch: 40 [10752/45000]	Loss: 0.0975	LR: 0.000800
Training Epoch: 40 [11008/45000]	Loss: 0.1216	LR: 0.000800
Training Epoch: 40 [11264/45000]	Loss: 0.1213	LR: 0.000800
Training Epoch: 40 [11520/45000]	Loss: 0.1010	LR: 0.000800
Training Epoch: 40 [11776/45000]	Loss: 0.1223	LR: 0.000800
Training Epoch: 40 [12032/45000]	Loss: 0.0880	LR: 0.000800
Training Epoch: 40 [12288/45000]	Loss: 0.0853	LR: 0.000800
Training Epoch: 40 [12544/45000]	Loss: 0.0746	LR: 0.000800
Training Epoch: 40 [12800/45000]	Loss: 0.1106	LR: 0.000800
Training Epoch: 40 [13056/45000]	Loss: 0.1424	LR: 0.000800
Training Epoch: 40 [13312/45000]	Loss: 0.1156	LR: 0.000800
Training Epoch: 40 [13568/45000]	Loss: 0.0981	LR: 0.000800
Training Epoch: 40 [13824/45000]	Loss: 0.1097	LR: 0.000800
Training Epoch: 40 [14080/45000]	Loss: 0.1058	LR: 0.000800
Training Epoch: 40 [14336/45000]	Loss: 0.1117	LR: 0.000800
Training Epoch: 40 [14592/45000]	Loss: 0.1203	LR: 0.000800
Training Epoch: 40 [14848/45000]	Loss: 0.1244	LR: 0.000800
Training Epoch: 40 [15104/45000]	Loss: 0.1406	LR: 0.000800
Training Epoch: 40 [15360/45000]	Loss: 0.1528	LR: 0.000800
Training Epoch: 40 [15616/45000]	Loss: 0.1306	LR: 0.000800
Training Epoch: 40 [15872/45000]	Loss: 0.1078	LR: 0.000800
Training Epoch: 40 [16128/45000]	Loss: 0.1118	LR: 0.000800
Training Epoch: 40 [16384/45000]	Loss: 0.0859	LR: 0.000800
Training Epoch: 40 [16640/45000]	Loss: 0.1103	LR: 0.000800
Training Epoch: 40 [16896/45000]	Loss: 0.1053	LR: 0.000800
Training Epoch: 40 [17152/45000]	Loss: 0.1139	LR: 0.000800
Training Epoch: 40 [17408/45000]	Loss: 0.1048	LR: 0.000800
Training Epoch: 40 [17664/45000]	Loss: 0.1011	LR: 0.000800
Training Epoch: 40 [17920/45000]	Loss: 0.0653	LR: 0.000800
Training Epoch: 40 [18176/45000]	Loss: 0.0831	LR: 0.000800
Training Epoch: 40 [18432/45000]	Loss: 0.0963	LR: 0.000800
Training Epoch: 40 [18688/45000]	Loss: 0.0965	LR: 0.000800
Training Epoch: 40 [18944/45000]	Loss: 0.1497	LR: 0.000800
Training Epoch: 40 [19200/45000]	Loss: 0.0967	LR: 0.000800
Training Epoch: 40 [19456/45000]	Loss: 0.1419	LR: 0.000800
Training Epoch: 40 [19712/45000]	Loss: 0.0807	LR: 0.000800
Training Epoch: 40 [19968/45000]	Loss: 0.1212	LR: 0.000800
Training Epoch: 40 [20224/45000]	Loss: 0.1152	LR: 0.000800
Training Epoch: 40 [20480/45000]	Loss: 0.1541	LR: 0.000800
Training Epoch: 40 [20736/45000]	Loss: 0.1296	LR: 0.000800
Training Epoch: 40 [20992/45000]	Loss: 0.1278	LR: 0.000800
Training Epoch: 40 [21248/45000]	Loss: 0.0728	LR: 0.000800
Training Epoch: 40 [21504/45000]	Loss: 0.1476	LR: 0.000800
Training Epoch: 40 [21760/45000]	Loss: 0.1235	LR: 0.000800
Training Epoch: 40 [22016/45000]	Loss: 0.1282	LR: 0.000800
Training Epoch: 40 [22272/45000]	Loss: 0.0911	LR: 0.000800
Training Epoch: 40 [22528/45000]	Loss: 0.0945	LR: 0.000800
Training Epoch: 40 [22784/45000]	Loss: 0.1026	LR: 0.000800
Training Epoch: 40 [23040/45000]	Loss: 0.1086	LR: 0.000800
Training Epoch: 40 [23296/45000]	Loss: 0.0879	LR: 0.000800
Training Epoch: 40 [23552/45000]	Loss: 0.1134	LR: 0.000800
Training Epoch: 40 [23808/45000]	Loss: 0.1260	LR: 0.000800
Training Epoch: 40 [24064/45000]	Loss: 0.0828	LR: 0.000800
Training Epoch: 40 [24320/45000]	Loss: 0.1281	LR: 0.000800
Training Epoch: 40 [24576/45000]	Loss: 0.1152	LR: 0.000800
Training Epoch: 40 [24832/45000]	Loss: 0.1017	LR: 0.000800
Training Epoch: 40 [25088/45000]	Loss: 0.0879	LR: 0.000800
Training Epoch: 40 [25344/45000]	Loss: 0.1126	LR: 0.000800
Training Epoch: 40 [25600/45000]	Loss: 0.0860	LR: 0.000800
Training Epoch: 40 [25856/45000]	Loss: 0.1325	LR: 0.000800
Training Epoch: 40 [26112/45000]	Loss: 0.1580	LR: 0.000800
Training Epoch: 40 [26368/45000]	Loss: 0.1225	LR: 0.000800
Training Epoch: 40 [26624/45000]	Loss: 0.0941	LR: 0.000800
Training Epoch: 40 [26880/45000]	Loss: 0.0864	LR: 0.000800
Training Epoch: 40 [27136/45000]	Loss: 0.0676	LR: 0.000800
Training Epoch: 40 [27392/45000]	Loss: 0.1123	LR: 0.000800
Training Epoch: 40 [27648/45000]	Loss: 0.0994	LR: 0.000800
Training Epoch: 40 [27904/45000]	Loss: 0.1215	LR: 0.000800
Training Epoch: 40 [28160/45000]	Loss: 0.0978	LR: 0.000800
Training Epoch: 40 [28416/45000]	Loss: 0.0940	LR: 0.000800
Training Epoch: 40 [28672/45000]	Loss: 0.1122	LR: 0.000800
Training Epoch: 40 [28928/45000]	Loss: 0.1054	LR: 0.000800
Training Epoch: 40 [29184/45000]	Loss: 0.1324	LR: 0.000800
Training Epoch: 40 [29440/45000]	Loss: 0.1162	LR: 0.000800
Training Epoch: 40 [29696/45000]	Loss: 0.1277	LR: 0.000800
Training Epoch: 40 [29952/45000]	Loss: 0.1276	LR: 0.000800
Training Epoch: 40 [30208/45000]	Loss: 0.0979	LR: 0.000800
Training Epoch: 40 [30464/45000]	Loss: 0.1196	LR: 0.000800
Training Epoch: 40 [30720/45000]	Loss: 0.1036	LR: 0.000800
Training Epoch: 40 [30976/45000]	Loss: 0.1102	LR: 0.000800
Training Epoch: 40 [31232/45000]	Loss: 0.1459	LR: 0.000800
Training Epoch: 40 [31488/45000]	Loss: 0.1567	LR: 0.000800
Training Epoch: 40 [31744/45000]	Loss: 0.1119	LR: 0.000800
Training Epoch: 40 [32000/45000]	Loss: 0.1213	LR: 0.000800
Training Epoch: 40 [32256/45000]	Loss: 0.1127	LR: 0.000800
Training Epoch: 40 [32512/45000]	Loss: 0.1192	LR: 0.000800
Training Epoch: 40 [32768/45000]	Loss: 0.0892	LR: 0.000800
Training Epoch: 40 [33024/45000]	Loss: 0.1124	LR: 0.000800
Training Epoch: 40 [33280/45000]	Loss: 0.1162	LR: 0.000800
Training Epoch: 40 [33536/45000]	Loss: 0.1352	LR: 0.000800
Training Epoch: 40 [33792/45000]	Loss: 0.1032	LR: 0.000800
Training Epoch: 40 [34048/45000]	Loss: 0.1103	LR: 0.000800
Training Epoch: 40 [34304/45000]	Loss: 0.0943	LR: 0.000800
Training Epoch: 40 [34560/45000]	Loss: 0.1012	LR: 0.000800
Training Epoch: 40 [34816/45000]	Loss: 0.0885	LR: 0.000800
Training Epoch: 40 [35072/45000]	Loss: 0.0955	LR: 0.000800
Training Epoch: 40 [35328/45000]	Loss: 0.1032	LR: 0.000800
Training Epoch: 40 [35584/45000]	Loss: 0.1261	LR: 0.000800
Training Epoch: 40 [35840/45000]	Loss: 0.0846	LR: 0.000800
Training Epoch: 40 [36096/45000]	Loss: 0.1117	LR: 0.000800
Training Epoch: 40 [36352/45000]	Loss: 0.1042	LR: 0.000800
Training Epoch: 40 [36608/45000]	Loss: 0.1606	LR: 0.000800
Training Epoch: 40 [36864/45000]	Loss: 0.1290	LR: 0.000800
Training Epoch: 40 [37120/45000]	Loss: 0.0779	LR: 0.000800
Training Epoch: 40 [37376/45000]	Loss: 0.0912	LR: 0.000800
Training Epoch: 40 [37632/45000]	Loss: 0.1046	LR: 0.000800
Training Epoch: 40 [37888/45000]	Loss: 0.0921	LR: 0.000800
Training Epoch: 40 [38144/45000]	Loss: 0.1260	LR: 0.000800
Training Epoch: 40 [38400/45000]	Loss: 0.1108	LR: 0.000800
Training Epoch: 40 [38656/45000]	Loss: 0.0921	LR: 0.000800
Training Epoch: 40 [38912/45000]	Loss: 0.0956	LR: 0.000800
Training Epoch: 40 [39168/45000]	Loss: 0.0987	LR: 0.000800
Training Epoch: 40 [39424/45000]	Loss: 0.1380	LR: 0.000800
Training Epoch: 40 [39680/45000]	Loss: 0.1424	LR: 0.000800
Training Epoch: 40 [39936/45000]	Loss: 0.1602	LR: 0.000800
Training Epoch: 40 [40192/45000]	Loss: 0.1321	LR: 0.000800
Training Epoch: 40 [40448/45000]	Loss: 0.0850	LR: 0.000800
Training Epoch: 40 [40704/45000]	Loss: 0.0825	LR: 0.000800
Training Epoch: 40 [40960/45000]	Loss: 0.1552	LR: 0.000800
Training Epoch: 40 [41216/45000]	Loss: 0.1737	LR: 0.000800
Training Epoch: 40 [41472/45000]	Loss: 0.1141	LR: 0.000800
Training Epoch: 40 [41728/45000]	Loss: 0.1159	LR: 0.000800
Training Epoch: 40 [41984/45000]	Loss: 0.1055	LR: 0.000800
Training Epoch: 40 [42240/45000]	Loss: 0.1466	LR: 0.000800
Training Epoch: 40 [42496/45000]	Loss: 0.1244	LR: 0.000800
Training Epoch: 40 [42752/45000]	Loss: 0.1160	LR: 0.000800
Training Epoch: 40 [43008/45000]	Loss: 0.1246	LR: 0.000800
Training Epoch: 40 [43264/45000]	Loss: 0.0952	LR: 0.000800
Training Epoch: 40 [43520/45000]	Loss: 0.1449	LR: 0.000800
Training Epoch: 40 [43776/45000]	Loss: 0.0914	LR: 0.000800
Training Epoch: 40 [44032/45000]	Loss: 0.1198	LR: 0.000800
Training Epoch: 40 [44288/45000]	Loss: 0.0963	LR: 0.000800
Training Epoch: 40 [44544/45000]	Loss: 0.0994	LR: 0.000800
Training Epoch: 40 [44800/45000]	Loss: 0.1003	LR: 0.000800
Training Epoch: 40 [45000/45000]	Loss: 0.1175	LR: 0.000800
Epoch 40 - Average Train Loss: 0.1112, Train Accuracy: 0.9677
Epoch 40 training time consumed: 27.11s
Evaluating Network.....
Test set: Epoch: 40, Average loss: 0.0029, Accuracy: 0.8034, 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: 80.21484375
Retain Accuracy: 97.38903045654297
Zero-Retain Forget (ZRF): 0.9034217000007629
Membership Inference Attack (MIA): 0.599
Forget vs Retain Membership Inference Attack (MIA): 0.598
Forget vs Test Membership Inference Attack (MIA): 0.531
Test vs Retain Membership Inference Attack (MIA): 0.56875
Train vs Test Membership Inference Attack (MIA): 0.594
Forget Set Accuracy (Df): 78.07559967041016
Method Execution Time: 2061.74 seconds
