
📌 S Retain class distribution for seed 5:
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 5:
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: 3.0271	LR: 0.000000
Training Epoch: 1 [512/45000]	Loss: 3.0473	LR: 0.000568
Training Epoch: 1 [768/45000]	Loss: 3.0207	LR: 0.001136
Training Epoch: 1 [1024/45000]	Loss: 3.0030	LR: 0.001705
Training Epoch: 1 [1280/45000]	Loss: 2.9938	LR: 0.002273
Training Epoch: 1 [1536/45000]	Loss: 2.9972	LR: 0.002841
Training Epoch: 1 [1792/45000]	Loss: 3.0118	LR: 0.003409
Training Epoch: 1 [2048/45000]	Loss: 2.9776	LR: 0.003977
Training Epoch: 1 [2304/45000]	Loss: 2.9427	LR: 0.004545
Training Epoch: 1 [2560/45000]	Loss: 2.9219	LR: 0.005114
Training Epoch: 1 [2816/45000]	Loss: 2.9331	LR: 0.005682
Training Epoch: 1 [3072/45000]	Loss: 2.9395	LR: 0.006250
Training Epoch: 1 [3328/45000]	Loss: 2.9121	LR: 0.006818
Training Epoch: 1 [3584/45000]	Loss: 2.8938	LR: 0.007386
Training Epoch: 1 [3840/45000]	Loss: 2.8417	LR: 0.007955
Training Epoch: 1 [4096/45000]	Loss: 2.8808	LR: 0.008523
Training Epoch: 1 [4352/45000]	Loss: 2.8360	LR: 0.009091
Training Epoch: 1 [4608/45000]	Loss: 2.8657	LR: 0.009659
Training Epoch: 1 [4864/45000]	Loss: 2.7992	LR: 0.010227
Training Epoch: 1 [5120/45000]	Loss: 2.7873	LR: 0.010795
Training Epoch: 1 [5376/45000]	Loss: 2.7682	LR: 0.011364
Training Epoch: 1 [5632/45000]	Loss: 2.7543	LR: 0.011932
Training Epoch: 1 [5888/45000]	Loss: 2.7458	LR: 0.012500
Training Epoch: 1 [6144/45000]	Loss: 2.7603	LR: 0.013068
Training Epoch: 1 [6400/45000]	Loss: 2.7899	LR: 0.013636
Training Epoch: 1 [6656/45000]	Loss: 2.7374	LR: 0.014205
Training Epoch: 1 [6912/45000]	Loss: 2.7120	LR: 0.014773
Training Epoch: 1 [7168/45000]	Loss: 2.7580	LR: 0.015341
Training Epoch: 1 [7424/45000]	Loss: 2.7537	LR: 0.015909
Training Epoch: 1 [7680/45000]	Loss: 2.7782	LR: 0.016477
Training Epoch: 1 [7936/45000]	Loss: 2.6678	LR: 0.017045
Training Epoch: 1 [8192/45000]	Loss: 2.7208	LR: 0.017614
Training Epoch: 1 [8448/45000]	Loss: 2.6515	LR: 0.018182
Training Epoch: 1 [8704/45000]	Loss: 2.7129	LR: 0.018750
Training Epoch: 1 [8960/45000]	Loss: 2.6547	LR: 0.019318
Training Epoch: 1 [9216/45000]	Loss: 2.6721	LR: 0.019886
Training Epoch: 1 [9472/45000]	Loss: 2.6713	LR: 0.020455
Training Epoch: 1 [9728/45000]	Loss: 2.6215	LR: 0.021023
Training Epoch: 1 [9984/45000]	Loss: 2.6396	LR: 0.021591
Training Epoch: 1 [10240/45000]	Loss: 2.6105	LR: 0.022159
Training Epoch: 1 [10496/45000]	Loss: 2.7271	LR: 0.022727
Training Epoch: 1 [10752/45000]	Loss: 2.6129	LR: 0.023295
Training Epoch: 1 [11008/45000]	Loss: 2.5652	LR: 0.023864
Training Epoch: 1 [11264/45000]	Loss: 2.6076	LR: 0.024432
Training Epoch: 1 [11520/45000]	Loss: 2.5810	LR: 0.025000
Training Epoch: 1 [11776/45000]	Loss: 2.5957	LR: 0.025568
Training Epoch: 1 [12032/45000]	Loss: 2.5344	LR: 0.026136
Training Epoch: 1 [12288/45000]	Loss: 2.5130	LR: 0.026705
Training Epoch: 1 [12544/45000]	Loss: 2.5014	LR: 0.027273
Training Epoch: 1 [12800/45000]	Loss: 2.5356	LR: 0.027841
Training Epoch: 1 [13056/45000]	Loss: 2.5600	LR: 0.028409
Training Epoch: 1 [13312/45000]	Loss: 2.6350	LR: 0.028977
Training Epoch: 1 [13568/45000]	Loss: 2.4945	LR: 0.029545
Training Epoch: 1 [13824/45000]	Loss: 2.4960	LR: 0.030114
Training Epoch: 1 [14080/45000]	Loss: 2.5455	LR: 0.030682
Training Epoch: 1 [14336/45000]	Loss: 2.5477	LR: 0.031250
Training Epoch: 1 [14592/45000]	Loss: 2.4524	LR: 0.031818
Training Epoch: 1 [14848/45000]	Loss: 2.5171	LR: 0.032386
Training Epoch: 1 [15104/45000]	Loss: 2.4528	LR: 0.032955
Training Epoch: 1 [15360/45000]	Loss: 2.5581	LR: 0.033523
Training Epoch: 1 [15616/45000]	Loss: 2.5949	LR: 0.034091
Training Epoch: 1 [15872/45000]	Loss: 2.5909	LR: 0.034659
Training Epoch: 1 [16128/45000]	Loss: 2.4531	LR: 0.035227
Training Epoch: 1 [16384/45000]	Loss: 2.4825	LR: 0.035795
Training Epoch: 1 [16640/45000]	Loss: 2.5140	LR: 0.036364
Training Epoch: 1 [16896/45000]	Loss: 2.3723	LR: 0.036932
Training Epoch: 1 [17152/45000]	Loss: 2.5084	LR: 0.037500
Training Epoch: 1 [17408/45000]	Loss: 2.5661	LR: 0.038068
Training Epoch: 1 [17664/45000]	Loss: 2.5020	LR: 0.038636
Training Epoch: 1 [17920/45000]	Loss: 2.4490	LR: 0.039205
Training Epoch: 1 [18176/45000]	Loss: 2.4369	LR: 0.039773
Training Epoch: 1 [18432/45000]	Loss: 2.4843	LR: 0.040341
Training Epoch: 1 [18688/45000]	Loss: 2.5663	LR: 0.040909
Training Epoch: 1 [18944/45000]	Loss: 2.5509	LR: 0.041477
Training Epoch: 1 [19200/45000]	Loss: 2.5099	LR: 0.042045
Training Epoch: 1 [19456/45000]	Loss: 2.4504	LR: 0.042614
Training Epoch: 1 [19712/45000]	Loss: 2.4294	LR: 0.043182
Training Epoch: 1 [19968/45000]	Loss: 2.4625	LR: 0.043750
Training Epoch: 1 [20224/45000]	Loss: 2.3286	LR: 0.044318
Training Epoch: 1 [20480/45000]	Loss: 2.5779	LR: 0.044886
Training Epoch: 1 [20736/45000]	Loss: 2.4072	LR: 0.045455
Training Epoch: 1 [20992/45000]	Loss: 2.3218	LR: 0.046023
Training Epoch: 1 [21248/45000]	Loss: 2.5238	LR: 0.046591
Training Epoch: 1 [21504/45000]	Loss: 2.4479	LR: 0.047159
Training Epoch: 1 [21760/45000]	Loss: 2.4783	LR: 0.047727
Training Epoch: 1 [22016/45000]	Loss: 2.4725	LR: 0.048295
Training Epoch: 1 [22272/45000]	Loss: 2.4888	LR: 0.048864
Training Epoch: 1 [22528/45000]	Loss: 2.5169	LR: 0.049432
Training Epoch: 1 [22784/45000]	Loss: 2.4583	LR: 0.050000
Training Epoch: 1 [23040/45000]	Loss: 2.4450	LR: 0.050568
Training Epoch: 1 [23296/45000]	Loss: 2.4126	LR: 0.051136
Training Epoch: 1 [23552/45000]	Loss: 2.3598	LR: 0.051705
Training Epoch: 1 [23808/45000]	Loss: 2.4742	LR: 0.052273
Training Epoch: 1 [24064/45000]	Loss: 2.4667	LR: 0.052841
Training Epoch: 1 [24320/45000]	Loss: 2.2798	LR: 0.053409
Training Epoch: 1 [24576/45000]	Loss: 2.3317	LR: 0.053977
Training Epoch: 1 [24832/45000]	Loss: 2.2956	LR: 0.054545
Training Epoch: 1 [25088/45000]	Loss: 2.3229	LR: 0.055114
Training Epoch: 1 [25344/45000]	Loss: 2.3794	LR: 0.055682
Training Epoch: 1 [25600/45000]	Loss: 2.4219	LR: 0.056250
Training Epoch: 1 [25856/45000]	Loss: 2.5367	LR: 0.056818
Training Epoch: 1 [26112/45000]	Loss: 2.4744	LR: 0.057386
Training Epoch: 1 [26368/45000]	Loss: 2.4545	LR: 0.057955
Training Epoch: 1 [26624/45000]	Loss: 2.3868	LR: 0.058523
Training Epoch: 1 [26880/45000]	Loss: 2.5752	LR: 0.059091
Training Epoch: 1 [27136/45000]	Loss: 2.3611	LR: 0.059659
Training Epoch: 1 [27392/45000]	Loss: 2.4002	LR: 0.060227
Training Epoch: 1 [27648/45000]	Loss: 2.4215	LR: 0.060795
Training Epoch: 1 [27904/45000]	Loss: 2.3307	LR: 0.061364
Training Epoch: 1 [28160/45000]	Loss: 2.3769	LR: 0.061932
Training Epoch: 1 [28416/45000]	Loss: 2.4402	LR: 0.062500
Training Epoch: 1 [28672/45000]	Loss: 2.4008	LR: 0.063068
Training Epoch: 1 [28928/45000]	Loss: 2.5510	LR: 0.063636
Training Epoch: 1 [29184/45000]	Loss: 2.4897	LR: 0.064205
Training Epoch: 1 [29440/45000]	Loss: 2.5386	LR: 0.064773
Training Epoch: 1 [29696/45000]	Loss: 2.2869	LR: 0.065341
Training Epoch: 1 [29952/45000]	Loss: 2.3040	LR: 0.065909
Training Epoch: 1 [30208/45000]	Loss: 2.3036	LR: 0.066477
Training Epoch: 1 [30464/45000]	Loss: 2.4512	LR: 0.067045
Training Epoch: 1 [30720/45000]	Loss: 2.3112	LR: 0.067614
Training Epoch: 1 [30976/45000]	Loss: 2.5386	LR: 0.068182
Training Epoch: 1 [31232/45000]	Loss: 2.4330	LR: 0.068750
Training Epoch: 1 [31488/45000]	Loss: 2.4579	LR: 0.069318
Training Epoch: 1 [31744/45000]	Loss: 2.4877	LR: 0.069886
Training Epoch: 1 [32000/45000]	Loss: 2.3541	LR: 0.070455
Training Epoch: 1 [32256/45000]	Loss: 2.4484	LR: 0.071023
Training Epoch: 1 [32512/45000]	Loss: 2.4246	LR: 0.071591
Training Epoch: 1 [32768/45000]	Loss: 2.4794	LR: 0.072159
Training Epoch: 1 [33024/45000]	Loss: 2.4189	LR: 0.072727
Training Epoch: 1 [33280/45000]	Loss: 2.3580	LR: 0.073295
Training Epoch: 1 [33536/45000]	Loss: 2.3926	LR: 0.073864
Training Epoch: 1 [33792/45000]	Loss: 2.4798	LR: 0.074432
Training Epoch: 1 [34048/45000]	Loss: 2.3891	LR: 0.075000
Training Epoch: 1 [34304/45000]	Loss: 2.2460	LR: 0.075568
Training Epoch: 1 [34560/45000]	Loss: 2.3909	LR: 0.076136
Training Epoch: 1 [34816/45000]	Loss: 2.3139	LR: 0.076705
Training Epoch: 1 [35072/45000]	Loss: 2.3281	LR: 0.077273
Training Epoch: 1 [35328/45000]	Loss: 2.3153	LR: 0.077841
Training Epoch: 1 [35584/45000]	Loss: 2.3792	LR: 0.078409
Training Epoch: 1 [35840/45000]	Loss: 2.3949	LR: 0.078977
Training Epoch: 1 [36096/45000]	Loss: 2.4196	LR: 0.079545
Training Epoch: 1 [36352/45000]	Loss: 2.3556	LR: 0.080114
Training Epoch: 1 [36608/45000]	Loss: 2.3711	LR: 0.080682
Training Epoch: 1 [36864/45000]	Loss: 2.3429	LR: 0.081250
Training Epoch: 1 [37120/45000]	Loss: 2.4984	LR: 0.081818
Training Epoch: 1 [37376/45000]	Loss: 2.3695	LR: 0.082386
Training Epoch: 1 [37632/45000]	Loss: 2.3845	LR: 0.082955
Training Epoch: 1 [37888/45000]	Loss: 2.3868	LR: 0.083523
Training Epoch: 1 [38144/45000]	Loss: 2.3606	LR: 0.084091
Training Epoch: 1 [38400/45000]	Loss: 2.3939	LR: 0.084659
Training Epoch: 1 [38656/45000]	Loss: 2.3335	LR: 0.085227
Training Epoch: 1 [38912/45000]	Loss: 2.2813	LR: 0.085795
Training Epoch: 1 [39168/45000]	Loss: 2.3619	LR: 0.086364
Training Epoch: 1 [39424/45000]	Loss: 2.3768	LR: 0.086932
Training Epoch: 1 [39680/45000]	Loss: 2.4339	LR: 0.087500
Training Epoch: 1 [39936/45000]	Loss: 2.4212	LR: 0.088068
Training Epoch: 1 [40192/45000]	Loss: 2.4016	LR: 0.088636
Training Epoch: 1 [40448/45000]	Loss: 2.3357	LR: 0.089205
Training Epoch: 1 [40704/45000]	Loss: 2.3027	LR: 0.089773
Training Epoch: 1 [40960/45000]	Loss: 2.3606	LR: 0.090341
Training Epoch: 1 [41216/45000]	Loss: 2.5122	LR: 0.090909
Training Epoch: 1 [41472/45000]	Loss: 2.3264	LR: 0.091477
Training Epoch: 1 [41728/45000]	Loss: 2.2944	LR: 0.092045
Training Epoch: 1 [41984/45000]	Loss: 2.4634	LR: 0.092614
Training Epoch: 1 [42240/45000]	Loss: 2.3488	LR: 0.093182
Training Epoch: 1 [42496/45000]	Loss: 2.3823	LR: 0.093750
Training Epoch: 1 [42752/45000]	Loss: 2.3138	LR: 0.094318
Training Epoch: 1 [43008/45000]	Loss: 2.3294	LR: 0.094886
Training Epoch: 1 [43264/45000]	Loss: 2.2781	LR: 0.095455
Training Epoch: 1 [43520/45000]	Loss: 2.4390	LR: 0.096023
Training Epoch: 1 [43776/45000]	Loss: 2.2323	LR: 0.096591
Training Epoch: 1 [44032/45000]	Loss: 2.3614	LR: 0.097159
Training Epoch: 1 [44288/45000]	Loss: 2.3127	LR: 0.097727
Training Epoch: 1 [44544/45000]	Loss: 2.3300	LR: 0.098295
Training Epoch: 1 [44800/45000]	Loss: 2.2691	LR: 0.098864
Training Epoch: 1 [45000/45000]	Loss: 2.3522	LR: 0.099432
Epoch 1 - Average Train Loss: 2.5198, Train Accuracy: 0.2218
Epoch 1 training time consumed: 25.35s
Evaluating Network.....
Test set: Epoch: 1, Average loss: 0.0120, Accuracy: 0.2199, Time consumed:1.11s
Saving weights file to checkpoint/retrain/AllCNN/Monday_14_July_2025_01h_39m_29s/AllCNN-Cifar20-seed5-ret100-1-best.pth
Training Epoch: 2 [256/45000]	Loss: 2.2950	LR: 0.100000
Training Epoch: 2 [512/45000]	Loss: 2.3295	LR: 0.100000
Training Epoch: 2 [768/45000]	Loss: 2.3132	LR: 0.100000
Training Epoch: 2 [1024/45000]	Loss: 2.3486	LR: 0.100000
Training Epoch: 2 [1280/45000]	Loss: 2.2312	LR: 0.100000
Training Epoch: 2 [1536/45000]	Loss: 2.2656	LR: 0.100000
Training Epoch: 2 [1792/45000]	Loss: 2.2363	LR: 0.100000
Training Epoch: 2 [2048/45000]	Loss: 2.2488	LR: 0.100000
Training Epoch: 2 [2304/45000]	Loss: 2.3285	LR: 0.100000
Training Epoch: 2 [2560/45000]	Loss: 2.3113	LR: 0.100000
Training Epoch: 2 [2816/45000]	Loss: 2.1926	LR: 0.100000
Training Epoch: 2 [3072/45000]	Loss: 2.2430	LR: 0.100000
Training Epoch: 2 [3328/45000]	Loss: 2.3369	LR: 0.100000
Training Epoch: 2 [3584/45000]	Loss: 2.2553	LR: 0.100000
Training Epoch: 2 [3840/45000]	Loss: 2.3485	LR: 0.100000
Training Epoch: 2 [4096/45000]	Loss: 2.2443	LR: 0.100000
Training Epoch: 2 [4352/45000]	Loss: 2.3495	LR: 0.100000
Training Epoch: 2 [4608/45000]	Loss: 2.3350	LR: 0.100000
Training Epoch: 2 [4864/45000]	Loss: 2.2345	LR: 0.100000
Training Epoch: 2 [5120/45000]	Loss: 2.2640	LR: 0.100000
Training Epoch: 2 [5376/45000]	Loss: 2.3768	LR: 0.100000
Training Epoch: 2 [5632/45000]	Loss: 2.2933	LR: 0.100000
Training Epoch: 2 [5888/45000]	Loss: 2.1795	LR: 0.100000
Training Epoch: 2 [6144/45000]	Loss: 2.2470	LR: 0.100000
Training Epoch: 2 [6400/45000]	Loss: 2.2447	LR: 0.100000
Training Epoch: 2 [6656/45000]	Loss: 2.2107	LR: 0.100000
Training Epoch: 2 [6912/45000]	Loss: 2.2505	LR: 0.100000
Training Epoch: 2 [7168/45000]	Loss: 2.1496	LR: 0.100000
Training Epoch: 2 [7424/45000]	Loss: 2.1119	LR: 0.100000
Training Epoch: 2 [7680/45000]	Loss: 2.3077	LR: 0.100000
Training Epoch: 2 [7936/45000]	Loss: 2.3210	LR: 0.100000
Training Epoch: 2 [8192/45000]	Loss: 2.2950	LR: 0.100000
Training Epoch: 2 [8448/45000]	Loss: 2.1515	LR: 0.100000
Training Epoch: 2 [8704/45000]	Loss: 2.1060	LR: 0.100000
Training Epoch: 2 [8960/45000]	Loss: 2.1498	LR: 0.100000
Training Epoch: 2 [9216/45000]	Loss: 2.1668	LR: 0.100000
Training Epoch: 2 [9472/45000]	Loss: 2.3639	LR: 0.100000
Training Epoch: 2 [9728/45000]	Loss: 2.2749	LR: 0.100000
Training Epoch: 2 [9984/45000]	Loss: 2.2941	LR: 0.100000
Training Epoch: 2 [10240/45000]	Loss: 2.1614	LR: 0.100000
Training Epoch: 2 [10496/45000]	Loss: 2.1991	LR: 0.100000
Training Epoch: 2 [10752/45000]	Loss: 2.2840	LR: 0.100000
Training Epoch: 2 [11008/45000]	Loss: 2.2391	LR: 0.100000
Training Epoch: 2 [11264/45000]	Loss: 2.2376	LR: 0.100000
Training Epoch: 2 [11520/45000]	Loss: 2.1173	LR: 0.100000
Training Epoch: 2 [11776/45000]	Loss: 2.2870	LR: 0.100000
Training Epoch: 2 [12032/45000]	Loss: 2.2006	LR: 0.100000
Training Epoch: 2 [12288/45000]	Loss: 2.1894	LR: 0.100000
Training Epoch: 2 [12544/45000]	Loss: 2.1793	LR: 0.100000
Training Epoch: 2 [12800/45000]	Loss: 2.2607	LR: 0.100000
Training Epoch: 2 [13056/45000]	Loss: 2.1515	LR: 0.100000
Training Epoch: 2 [13312/45000]	Loss: 2.1676	LR: 0.100000
Training Epoch: 2 [13568/45000]	Loss: 2.0854	LR: 0.100000
Training Epoch: 2 [13824/45000]	Loss: 2.0717	LR: 0.100000
Training Epoch: 2 [14080/45000]	Loss: 2.2124	LR: 0.100000
Training Epoch: 2 [14336/45000]	Loss: 2.2071	LR: 0.100000
Training Epoch: 2 [14592/45000]	Loss: 2.1442	LR: 0.100000
Training Epoch: 2 [14848/45000]	Loss: 2.2285	LR: 0.100000
Training Epoch: 2 [15104/45000]	Loss: 2.2728	LR: 0.100000
Training Epoch: 2 [15360/45000]	Loss: 2.2810	LR: 0.100000
Training Epoch: 2 [15616/45000]	Loss: 2.3383	LR: 0.100000
Training Epoch: 2 [15872/45000]	Loss: 2.1849	LR: 0.100000
Training Epoch: 2 [16128/45000]	Loss: 2.3494	LR: 0.100000
Training Epoch: 2 [16384/45000]	Loss: 2.1211	LR: 0.100000
Training Epoch: 2 [16640/45000]	Loss: 2.1732	LR: 0.100000
Training Epoch: 2 [16896/45000]	Loss: 2.1156	LR: 0.100000
Training Epoch: 2 [17152/45000]	Loss: 2.2729	LR: 0.100000
Training Epoch: 2 [17408/45000]	Loss: 2.2648	LR: 0.100000
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Training Epoch: 2 [17920/45000]	Loss: 2.2438	LR: 0.100000
Training Epoch: 2 [18176/45000]	Loss: 2.2621	LR: 0.100000
Training Epoch: 2 [18432/45000]	Loss: 2.1833	LR: 0.100000
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Training Epoch: 2 [18944/45000]	Loss: 2.1421	LR: 0.100000
Training Epoch: 2 [19200/45000]	Loss: 2.2131	LR: 0.100000
Training Epoch: 2 [19456/45000]	Loss: 2.2971	LR: 0.100000
Training Epoch: 2 [19712/45000]	Loss: 2.1380	LR: 0.100000
Training Epoch: 2 [19968/45000]	Loss: 2.2550	LR: 0.100000
Training Epoch: 2 [20224/45000]	Loss: 2.2717	LR: 0.100000
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Training Epoch: 2 [20736/45000]	Loss: 2.1251	LR: 0.100000
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Training Epoch: 2 [21760/45000]	Loss: 2.1646	LR: 0.100000
Training Epoch: 2 [22016/45000]	Loss: 2.1726	LR: 0.100000
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Training Epoch: 2 [24320/45000]	Loss: 2.1969	LR: 0.100000
Training Epoch: 2 [24576/45000]	Loss: 2.1158	LR: 0.100000
Training Epoch: 2 [24832/45000]	Loss: 2.2010	LR: 0.100000
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Training Epoch: 2 [25344/45000]	Loss: 2.0840	LR: 0.100000
Training Epoch: 2 [25600/45000]	Loss: 2.2393	LR: 0.100000
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Training Epoch: 2 [26368/45000]	Loss: 2.0987	LR: 0.100000
Training Epoch: 2 [26624/45000]	Loss: 2.0736	LR: 0.100000
Training Epoch: 2 [26880/45000]	Loss: 2.0592	LR: 0.100000
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Training Epoch: 2 [27648/45000]	Loss: 2.1316	LR: 0.100000
Training Epoch: 2 [27904/45000]	Loss: 2.1265	LR: 0.100000
Training Epoch: 2 [28160/45000]	Loss: 1.9555	LR: 0.100000
Training Epoch: 2 [28416/45000]	Loss: 2.0778	LR: 0.100000
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Training Epoch: 2 [30208/45000]	Loss: 1.9850	LR: 0.100000
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Training Epoch: 2 [35328/45000]	Loss: 2.1552	LR: 0.100000
Training Epoch: 2 [35584/45000]	Loss: 2.0851	LR: 0.100000
Training Epoch: 2 [35840/45000]	Loss: 1.8960	LR: 0.100000
Training Epoch: 2 [36096/45000]	Loss: 2.1027	LR: 0.100000
Training Epoch: 2 [36352/45000]	Loss: 2.0665	LR: 0.100000
Training Epoch: 2 [36608/45000]	Loss: 1.9412	LR: 0.100000
Training Epoch: 2 [36864/45000]	Loss: 2.0944	LR: 0.100000
Training Epoch: 2 [37120/45000]	Loss: 2.1056	LR: 0.100000
Training Epoch: 2 [37376/45000]	Loss: 2.0290	LR: 0.100000
Training Epoch: 2 [37632/45000]	Loss: 1.9822	LR: 0.100000
Training Epoch: 2 [37888/45000]	Loss: 2.1420	LR: 0.100000
Training Epoch: 2 [38144/45000]	Loss: 2.1116	LR: 0.100000
Training Epoch: 2 [38400/45000]	Loss: 2.0613	LR: 0.100000
Training Epoch: 2 [38656/45000]	Loss: 2.1728	LR: 0.100000
Training Epoch: 2 [38912/45000]	Loss: 2.1469	LR: 0.100000
Training Epoch: 2 [39168/45000]	Loss: 2.1191	LR: 0.100000
Training Epoch: 2 [39424/45000]	Loss: 1.8479	LR: 0.100000
Training Epoch: 2 [39680/45000]	Loss: 2.1144	LR: 0.100000
Training Epoch: 2 [39936/45000]	Loss: 2.0251	LR: 0.100000
Training Epoch: 2 [40192/45000]	Loss: 2.0909	LR: 0.100000
Training Epoch: 2 [40448/45000]	Loss: 2.0762	LR: 0.100000
Training Epoch: 2 [40704/45000]	Loss: 2.0333	LR: 0.100000
Training Epoch: 2 [40960/45000]	Loss: 1.9547	LR: 0.100000
Training Epoch: 2 [41216/45000]	Loss: 2.0788	LR: 0.100000
Training Epoch: 2 [41472/45000]	Loss: 2.0949	LR: 0.100000
Training Epoch: 2 [41728/45000]	Loss: 1.9249	LR: 0.100000
Training Epoch: 2 [41984/45000]	Loss: 2.0036	LR: 0.100000
Training Epoch: 2 [42240/45000]	Loss: 2.0126	LR: 0.100000
Training Epoch: 2 [42496/45000]	Loss: 2.0365	LR: 0.100000
Training Epoch: 2 [42752/45000]	Loss: 2.1064	LR: 0.100000
Training Epoch: 2 [43008/45000]	Loss: 2.1432	LR: 0.100000
Training Epoch: 2 [43264/45000]	Loss: 2.1671	LR: 0.100000
Training Epoch: 2 [43520/45000]	Loss: 1.9871	LR: 0.100000
Training Epoch: 2 [43776/45000]	Loss: 2.0773	LR: 0.100000
Training Epoch: 2 [44032/45000]	Loss: 2.0978	LR: 0.100000
Training Epoch: 2 [44288/45000]	Loss: 2.1734	LR: 0.100000
Training Epoch: 2 [44544/45000]	Loss: 1.9455	LR: 0.100000
Training Epoch: 2 [44800/45000]	Loss: 1.9654	LR: 0.100000
Training Epoch: 2 [45000/45000]	Loss: 2.0956	LR: 0.100000
Epoch 2 - Average Train Loss: 2.1610, Train Accuracy: 0.3260
Epoch 2 training time consumed: 24.57s
Evaluating Network.....
Test set: Epoch: 2, Average loss: 0.0085, Accuracy: 0.3460, Time consumed:0.88s
Saving weights file to checkpoint/retrain/AllCNN/Monday_14_July_2025_01h_39m_29s/AllCNN-Cifar20-seed5-ret100-2-best.pth
Training Epoch: 3 [256/45000]	Loss: 1.8986	LR: 0.100000
Training Epoch: 3 [512/45000]	Loss: 1.9838	LR: 0.100000
Training Epoch: 3 [768/45000]	Loss: 2.1087	LR: 0.100000
Training Epoch: 3 [1024/45000]	Loss: 1.9386	LR: 0.100000
Training Epoch: 3 [1280/45000]	Loss: 2.0624	LR: 0.100000
Training Epoch: 3 [1536/45000]	Loss: 2.0142	LR: 0.100000
Training Epoch: 3 [1792/45000]	Loss: 1.9927	LR: 0.100000
Training Epoch: 3 [2048/45000]	Loss: 1.8888	LR: 0.100000
Training Epoch: 3 [2304/45000]	Loss: 1.9502	LR: 0.100000
Training Epoch: 3 [2560/45000]	Loss: 1.9682	LR: 0.100000
Training Epoch: 3 [2816/45000]	Loss: 1.9527	LR: 0.100000
Training Epoch: 3 [3072/45000]	Loss: 2.0005	LR: 0.100000
Training Epoch: 3 [3328/45000]	Loss: 2.1450	LR: 0.100000
Training Epoch: 3 [3584/45000]	Loss: 1.8941	LR: 0.100000
Training Epoch: 3 [3840/45000]	Loss: 1.9690	LR: 0.100000
Training Epoch: 3 [4096/45000]	Loss: 1.9405	LR: 0.100000
Training Epoch: 3 [4352/45000]	Loss: 2.0462	LR: 0.100000
Training Epoch: 3 [4608/45000]	Loss: 2.0107	LR: 0.100000
Training Epoch: 3 [4864/45000]	Loss: 1.9616	LR: 0.100000
Training Epoch: 3 [5120/45000]	Loss: 2.0366	LR: 0.100000
Training Epoch: 3 [5376/45000]	Loss: 1.9695	LR: 0.100000
Training Epoch: 3 [5632/45000]	Loss: 1.8263	LR: 0.100000
Training Epoch: 3 [5888/45000]	Loss: 1.9773	LR: 0.100000
Training Epoch: 3 [6144/45000]	Loss: 2.0898	LR: 0.100000
Training Epoch: 3 [6400/45000]	Loss: 1.9278	LR: 0.100000
Training Epoch: 3 [6656/45000]	Loss: 1.8604	LR: 0.100000
Training Epoch: 3 [6912/45000]	Loss: 2.2339	LR: 0.100000
Training Epoch: 3 [7168/45000]	Loss: 1.9522	LR: 0.100000
Training Epoch: 3 [7424/45000]	Loss: 1.9907	LR: 0.100000
Training Epoch: 3 [7680/45000]	Loss: 1.8822	LR: 0.100000
Training Epoch: 3 [7936/45000]	Loss: 2.0967	LR: 0.100000
Training Epoch: 3 [8192/45000]	Loss: 1.9465	LR: 0.100000
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Training Epoch: 3 [9984/45000]	Loss: 1.9882	LR: 0.100000
Training Epoch: 3 [10240/45000]	Loss: 2.0079	LR: 0.100000
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Training Epoch: 3 [11008/45000]	Loss: 1.9298	LR: 0.100000
Training Epoch: 3 [11264/45000]	Loss: 1.9933	LR: 0.100000
Training Epoch: 3 [11520/45000]	Loss: 1.8204	LR: 0.100000
Training Epoch: 3 [11776/45000]	Loss: 1.9266	LR: 0.100000
Training Epoch: 3 [12032/45000]	Loss: 1.9577	LR: 0.100000
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Training Epoch: 3 [12544/45000]	Loss: 2.0167	LR: 0.100000
Training Epoch: 3 [12800/45000]	Loss: 1.9624	LR: 0.100000
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Training Epoch: 3 [16384/45000]	Loss: 1.8614	LR: 0.100000
Training Epoch: 3 [16640/45000]	Loss: 1.8921	LR: 0.100000
Training Epoch: 3 [16896/45000]	Loss: 1.8565	LR: 0.100000
Training Epoch: 3 [17152/45000]	Loss: 1.8215	LR: 0.100000
Training Epoch: 3 [17408/45000]	Loss: 1.9918	LR: 0.100000
Training Epoch: 3 [17664/45000]	Loss: 1.9500	LR: 0.100000
Training Epoch: 3 [17920/45000]	Loss: 2.0760	LR: 0.100000
Training Epoch: 3 [18176/45000]	Loss: 2.0039	LR: 0.100000
Training Epoch: 3 [18432/45000]	Loss: 1.9756	LR: 0.100000
Training Epoch: 3 [18688/45000]	Loss: 2.0105	LR: 0.100000
Training Epoch: 3 [18944/45000]	Loss: 1.9600	LR: 0.100000
Training Epoch: 3 [19200/45000]	Loss: 1.9800	LR: 0.100000
Training Epoch: 3 [19456/45000]	Loss: 1.9935	LR: 0.100000
Training Epoch: 3 [19712/45000]	Loss: 1.8615	LR: 0.100000
Training Epoch: 3 [19968/45000]	Loss: 1.9717	LR: 0.100000
Training Epoch: 3 [20224/45000]	Loss: 2.1543	LR: 0.100000
Training Epoch: 3 [20480/45000]	Loss: 2.0417	LR: 0.100000
Training Epoch: 3 [20736/45000]	Loss: 1.9824	LR: 0.100000
Training Epoch: 3 [20992/45000]	Loss: 2.0481	LR: 0.100000
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Training Epoch: 3 [21760/45000]	Loss: 1.9908	LR: 0.100000
Training Epoch: 3 [22016/45000]	Loss: 1.8623	LR: 0.100000
Training Epoch: 3 [22272/45000]	Loss: 2.0394	LR: 0.100000
Training Epoch: 3 [22528/45000]	Loss: 1.9378	LR: 0.100000
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Training Epoch: 3 [24320/45000]	Loss: 1.8782	LR: 0.100000
Training Epoch: 3 [24576/45000]	Loss: 2.0209	LR: 0.100000
Training Epoch: 3 [24832/45000]	Loss: 1.9442	LR: 0.100000
Training Epoch: 3 [25088/45000]	Loss: 2.0236	LR: 0.100000
Training Epoch: 3 [25344/45000]	Loss: 1.9718	LR: 0.100000
Training Epoch: 3 [25600/45000]	Loss: 1.7982	LR: 0.100000
Training Epoch: 3 [25856/45000]	Loss: 1.9523	LR: 0.100000
Training Epoch: 3 [26112/45000]	Loss: 1.9217	LR: 0.100000
Training Epoch: 3 [26368/45000]	Loss: 1.9645	LR: 0.100000
Training Epoch: 3 [26624/45000]	Loss: 1.9277	LR: 0.100000
Training Epoch: 3 [26880/45000]	Loss: 1.9293	LR: 0.100000
Training Epoch: 3 [27136/45000]	Loss: 1.9141	LR: 0.100000
Training Epoch: 3 [27392/45000]	Loss: 1.9625	LR: 0.100000
Training Epoch: 3 [27648/45000]	Loss: 1.8196	LR: 0.100000
Training Epoch: 3 [27904/45000]	Loss: 1.8722	LR: 0.100000
Training Epoch: 3 [28160/45000]	Loss: 1.9394	LR: 0.100000
Training Epoch: 3 [28416/45000]	Loss: 1.7638	LR: 0.100000
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Training Epoch: 3 [29184/45000]	Loss: 1.9799	LR: 0.100000
Training Epoch: 3 [29440/45000]	Loss: 1.9524	LR: 0.100000
Training Epoch: 3 [29696/45000]	Loss: 1.9549	LR: 0.100000
Training Epoch: 3 [29952/45000]	Loss: 1.9609	LR: 0.100000
Training Epoch: 3 [30208/45000]	Loss: 1.9040	LR: 0.100000
Training Epoch: 3 [30464/45000]	Loss: 1.8988	LR: 0.100000
Training Epoch: 3 [30720/45000]	Loss: 1.7985	LR: 0.100000
Training Epoch: 3 [30976/45000]	Loss: 1.8941	LR: 0.100000
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Training Epoch: 3 [31744/45000]	Loss: 2.0606	LR: 0.100000
Training Epoch: 3 [32000/45000]	Loss: 1.7594	LR: 0.100000
Training Epoch: 3 [32256/45000]	Loss: 1.9770	LR: 0.100000
Training Epoch: 3 [32512/45000]	Loss: 2.0799	LR: 0.100000
Training Epoch: 3 [32768/45000]	Loss: 1.8536	LR: 0.100000
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Training Epoch: 3 [33536/45000]	Loss: 1.8137	LR: 0.100000
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Training Epoch: 3 [35072/45000]	Loss: 1.8411	LR: 0.100000
Training Epoch: 3 [35328/45000]	Loss: 1.9050	LR: 0.100000
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Training Epoch: 3 [35840/45000]	Loss: 1.8789	LR: 0.100000
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Training Epoch: 3 [36352/45000]	Loss: 1.7830	LR: 0.100000
Training Epoch: 3 [36608/45000]	Loss: 1.8747	LR: 0.100000
Training Epoch: 3 [36864/45000]	Loss: 1.9540	LR: 0.100000
Training Epoch: 3 [37120/45000]	Loss: 1.9760	LR: 0.100000
Training Epoch: 3 [37376/45000]	Loss: 2.0320	LR: 0.100000
Training Epoch: 3 [37632/45000]	Loss: 1.9167	LR: 0.100000
Training Epoch: 3 [37888/45000]	Loss: 1.7744	LR: 0.100000
Training Epoch: 3 [38144/45000]	Loss: 1.9077	LR: 0.100000
Training Epoch: 3 [38400/45000]	Loss: 1.7820	LR: 0.100000
Training Epoch: 3 [38656/45000]	Loss: 1.8432	LR: 0.100000
Training Epoch: 3 [38912/45000]	Loss: 1.8201	LR: 0.100000
Training Epoch: 3 [39168/45000]	Loss: 1.8952	LR: 0.100000
Training Epoch: 3 [39424/45000]	Loss: 1.8321	LR: 0.100000
Training Epoch: 3 [39680/45000]	Loss: 1.9662	LR: 0.100000
Training Epoch: 3 [39936/45000]	Loss: 1.8942	LR: 0.100000
Training Epoch: 3 [40192/45000]	Loss: 1.7935	LR: 0.100000
Training Epoch: 3 [40448/45000]	Loss: 1.9233	LR: 0.100000
Training Epoch: 3 [40704/45000]	Loss: 2.0346	LR: 0.100000
Training Epoch: 3 [40960/45000]	Loss: 1.8184	LR: 0.100000
Training Epoch: 3 [41216/45000]	Loss: 2.0215	LR: 0.100000
Training Epoch: 3 [41472/45000]	Loss: 1.8791	LR: 0.100000
Training Epoch: 3 [41728/45000]	Loss: 1.9172	LR: 0.100000
Training Epoch: 3 [41984/45000]	Loss: 1.9519	LR: 0.100000
Training Epoch: 3 [42240/45000]	Loss: 1.8186	LR: 0.100000
Training Epoch: 3 [42496/45000]	Loss: 1.9209	LR: 0.100000
Training Epoch: 3 [42752/45000]	Loss: 1.8747	LR: 0.100000
Training Epoch: 3 [43008/45000]	Loss: 1.8079	LR: 0.100000
Training Epoch: 3 [43264/45000]	Loss: 1.8225	LR: 0.100000
Training Epoch: 3 [43520/45000]	Loss: 1.8204	LR: 0.100000
Training Epoch: 3 [43776/45000]	Loss: 1.8392	LR: 0.100000
Training Epoch: 3 [44032/45000]	Loss: 1.8481	LR: 0.100000
Training Epoch: 3 [44288/45000]	Loss: 1.9425	LR: 0.100000
Training Epoch: 3 [44544/45000]	Loss: 1.9068	LR: 0.100000
Training Epoch: 3 [44800/45000]	Loss: 1.8124	LR: 0.100000
Training Epoch: 3 [45000/45000]	Loss: 1.7871	LR: 0.100000
Epoch 3 - Average Train Loss: 1.9390, Train Accuracy: 0.3910
Epoch 3 training time consumed: 24.69s
Evaluating Network.....
Test set: Epoch: 3, Average loss: 0.0087, Accuracy: 0.3493, Time consumed:0.93s
Saving weights file to checkpoint/retrain/AllCNN/Monday_14_July_2025_01h_39m_29s/AllCNN-Cifar20-seed5-ret100-3-best.pth
Training Epoch: 4 [256/45000]	Loss: 1.7828	LR: 0.100000
Training Epoch: 4 [512/45000]	Loss: 1.7762	LR: 0.100000
Training Epoch: 4 [768/45000]	Loss: 1.8505	LR: 0.100000
Training Epoch: 4 [1024/45000]	Loss: 1.8833	LR: 0.100000
Training Epoch: 4 [1280/45000]	Loss: 1.8168	LR: 0.100000
Training Epoch: 4 [1536/45000]	Loss: 1.9319	LR: 0.100000
Training Epoch: 4 [1792/45000]	Loss: 1.9045	LR: 0.100000
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Training Epoch: 4 [42496/45000]	Loss: 1.6725	LR: 0.100000
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Training Epoch: 4 [43008/45000]	Loss: 1.7346	LR: 0.100000
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Training Epoch: 4 [43776/45000]	Loss: 1.6338	LR: 0.100000
Training Epoch: 4 [44032/45000]	Loss: 1.5766	LR: 0.100000
Training Epoch: 4 [44288/45000]	Loss: 1.5419	LR: 0.100000
Training Epoch: 4 [44544/45000]	Loss: 1.7655	LR: 0.100000
Training Epoch: 4 [44800/45000]	Loss: 1.6817	LR: 0.100000
Training Epoch: 4 [45000/45000]	Loss: 1.7260	LR: 0.100000
Epoch 4 - Average Train Loss: 1.7631, Train Accuracy: 0.4402
Epoch 4 training time consumed: 24.71s
Evaluating Network.....
Test set: Epoch: 4, Average loss: 0.0071, Accuracy: 0.4485, Time consumed:0.90s
Saving weights file to checkpoint/retrain/AllCNN/Monday_14_July_2025_01h_39m_29s/AllCNN-Cifar20-seed5-ret100-4-best.pth
Training Epoch: 5 [256/45000]	Loss: 1.6347	LR: 0.100000
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Training Epoch: 5 [32256/45000]	Loss: 1.5343	LR: 0.100000
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Training Epoch: 5 [40960/45000]	Loss: 1.6353	LR: 0.100000
Training Epoch: 5 [41216/45000]	Loss: 1.5487	LR: 0.100000
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Training Epoch: 5 [42240/45000]	Loss: 1.4587	LR: 0.100000
Training Epoch: 5 [42496/45000]	Loss: 1.6795	LR: 0.100000
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Training Epoch: 5 [43008/45000]	Loss: 1.7332	LR: 0.100000
Training Epoch: 5 [43264/45000]	Loss: 1.5661	LR: 0.100000
Training Epoch: 5 [43520/45000]	Loss: 1.6347	LR: 0.100000
Training Epoch: 5 [43776/45000]	Loss: 1.5803	LR: 0.100000
Training Epoch: 5 [44032/45000]	Loss: 1.6391	LR: 0.100000
Training Epoch: 5 [44288/45000]	Loss: 1.4494	LR: 0.100000
Training Epoch: 5 [44544/45000]	Loss: 1.4660	LR: 0.100000
Training Epoch: 5 [44800/45000]	Loss: 1.5371	LR: 0.100000
Training Epoch: 5 [45000/45000]	Loss: 1.5057	LR: 0.100000
Epoch 5 - Average Train Loss: 1.6173, Train Accuracy: 0.4884
Epoch 5 training time consumed: 24.51s
Evaluating Network.....
Test set: Epoch: 5, Average loss: 0.0070, Accuracy: 0.4642, Time consumed:0.92s
Saving weights file to checkpoint/retrain/AllCNN/Monday_14_July_2025_01h_39m_29s/AllCNN-Cifar20-seed5-ret100-5-best.pth
Training Epoch: 6 [256/45000]	Loss: 1.4645	LR: 0.100000
Training Epoch: 6 [512/45000]	Loss: 1.6170	LR: 0.100000
Training Epoch: 6 [768/45000]	Loss: 1.4635	LR: 0.100000
Training Epoch: 6 [1024/45000]	Loss: 1.7042	LR: 0.100000
Training Epoch: 6 [1280/45000]	Loss: 1.6125	LR: 0.100000
Training Epoch: 6 [1536/45000]	Loss: 1.6371	LR: 0.100000
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Training Epoch: 6 [4352/45000]	Loss: 1.6131	LR: 0.100000
Training Epoch: 6 [4608/45000]	Loss: 1.6734	LR: 0.100000
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Training Epoch: 6 [38400/45000]	Loss: 1.3392	LR: 0.100000
Training Epoch: 6 [38656/45000]	Loss: 1.5474	LR: 0.100000
Training Epoch: 6 [38912/45000]	Loss: 1.3753	LR: 0.100000
Training Epoch: 6 [39168/45000]	Loss: 1.4326	LR: 0.100000
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Training Epoch: 6 [39680/45000]	Loss: 1.3226	LR: 0.100000
Training Epoch: 6 [39936/45000]	Loss: 1.5002	LR: 0.100000
Training Epoch: 6 [40192/45000]	Loss: 1.4880	LR: 0.100000
Training Epoch: 6 [40448/45000]	Loss: 1.4886	LR: 0.100000
Training Epoch: 6 [40704/45000]	Loss: 1.3919	LR: 0.100000
Training Epoch: 6 [40960/45000]	Loss: 1.4014	LR: 0.100000
Training Epoch: 6 [41216/45000]	Loss: 1.4872	LR: 0.100000
Training Epoch: 6 [41472/45000]	Loss: 1.2904	LR: 0.100000
Training Epoch: 6 [41728/45000]	Loss: 1.5347	LR: 0.100000
Training Epoch: 6 [41984/45000]	Loss: 1.3482	LR: 0.100000
Training Epoch: 6 [42240/45000]	Loss: 1.5773	LR: 0.100000
Training Epoch: 6 [42496/45000]	Loss: 1.5559	LR: 0.100000
Training Epoch: 6 [42752/45000]	Loss: 1.5796	LR: 0.100000
Training Epoch: 6 [43008/45000]	Loss: 1.4150	LR: 0.100000
Training Epoch: 6 [43264/45000]	Loss: 1.3451	LR: 0.100000
Training Epoch: 6 [43520/45000]	Loss: 1.3981	LR: 0.100000
Training Epoch: 6 [43776/45000]	Loss: 1.5902	LR: 0.100000
Training Epoch: 6 [44032/45000]	Loss: 1.3658	LR: 0.100000
Training Epoch: 6 [44288/45000]	Loss: 1.4362	LR: 0.100000
Training Epoch: 6 [44544/45000]	Loss: 1.3470	LR: 0.100000
Training Epoch: 6 [44800/45000]	Loss: 1.4259	LR: 0.100000
Training Epoch: 6 [45000/45000]	Loss: 1.2955	LR: 0.100000
Epoch 6 - Average Train Loss: 1.4849, Train Accuracy: 0.5257
Epoch 6 training time consumed: 24.79s
Evaluating Network.....
Test set: Epoch: 6, Average loss: 0.0062, Accuracy: 0.5235, Time consumed:0.92s
Saving weights file to checkpoint/retrain/AllCNN/Monday_14_July_2025_01h_39m_29s/AllCNN-Cifar20-seed5-ret100-6-best.pth
Training Epoch: 7 [256/45000]	Loss: 1.3567	LR: 0.100000
Training Epoch: 7 [512/45000]	Loss: 1.4302	LR: 0.100000
Training Epoch: 7 [768/45000]	Loss: 1.3772	LR: 0.100000
Training Epoch: 7 [1024/45000]	Loss: 1.2428	LR: 0.100000
Training Epoch: 7 [1280/45000]	Loss: 1.4665	LR: 0.100000
Training Epoch: 7 [1536/45000]	Loss: 1.4892	LR: 0.100000
Training Epoch: 7 [1792/45000]	Loss: 1.4165	LR: 0.100000
Training Epoch: 7 [2048/45000]	Loss: 1.3769	LR: 0.100000
Training Epoch: 7 [2304/45000]	Loss: 1.4884	LR: 0.100000
Training Epoch: 7 [2560/45000]	Loss: 1.3168	LR: 0.100000
Training Epoch: 7 [2816/45000]	Loss: 1.4487	LR: 0.100000
Training Epoch: 7 [3072/45000]	Loss: 1.2984	LR: 0.100000
Training Epoch: 7 [3328/45000]	Loss: 1.4672	LR: 0.100000
Training Epoch: 7 [3584/45000]	Loss: 1.4639	LR: 0.100000
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Training Epoch: 7 [4352/45000]	Loss: 1.2544	LR: 0.100000
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Training Epoch: 7 [16896/45000]	Loss: 1.3223	LR: 0.100000
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Training Epoch: 7 [19712/45000]	Loss: 1.2519	LR: 0.100000
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Training Epoch: 7 [40448/45000]	Loss: 1.3244	LR: 0.100000
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Training Epoch: 7 [41216/45000]	Loss: 1.3354	LR: 0.100000
Training Epoch: 7 [41472/45000]	Loss: 1.3481	LR: 0.100000
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Training Epoch: 7 [42240/45000]	Loss: 1.3327	LR: 0.100000
Training Epoch: 7 [42496/45000]	Loss: 1.3727	LR: 0.100000
Training Epoch: 7 [42752/45000]	Loss: 1.3035	LR: 0.100000
Training Epoch: 7 [43008/45000]	Loss: 1.3776	LR: 0.100000
Training Epoch: 7 [43264/45000]	Loss: 1.3007	LR: 0.100000
Training Epoch: 7 [43520/45000]	Loss: 1.2515	LR: 0.100000
Training Epoch: 7 [43776/45000]	Loss: 1.3100	LR: 0.100000
Training Epoch: 7 [44032/45000]	Loss: 1.1901	LR: 0.100000
Training Epoch: 7 [44288/45000]	Loss: 1.3371	LR: 0.100000
Training Epoch: 7 [44544/45000]	Loss: 1.3488	LR: 0.100000
Training Epoch: 7 [44800/45000]	Loss: 1.2681	LR: 0.100000
Training Epoch: 7 [45000/45000]	Loss: 1.3457	LR: 0.100000
Epoch 7 - Average Train Loss: 1.3767, Train Accuracy: 0.5634
Epoch 7 training time consumed: 24.71s
Evaluating Network.....
Test set: Epoch: 7, Average loss: 0.0060, Accuracy: 0.5332, Time consumed:0.91s
Saving weights file to checkpoint/retrain/AllCNN/Monday_14_July_2025_01h_39m_29s/AllCNN-Cifar20-seed5-ret100-7-best.pth
Training Epoch: 8 [256/45000]	Loss: 1.3795	LR: 0.100000
Training Epoch: 8 [512/45000]	Loss: 1.3102	LR: 0.100000
Training Epoch: 8 [768/45000]	Loss: 1.2349	LR: 0.100000
Training Epoch: 8 [1024/45000]	Loss: 1.2571	LR: 0.100000
Training Epoch: 8 [1280/45000]	Loss: 1.3462	LR: 0.100000
Training Epoch: 8 [1536/45000]	Loss: 1.4436	LR: 0.100000
Training Epoch: 8 [1792/45000]	Loss: 1.2368	LR: 0.100000
Training Epoch: 8 [2048/45000]	Loss: 1.4421	LR: 0.100000
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Training Epoch: 8 [2560/45000]	Loss: 1.2327	LR: 0.100000
Training Epoch: 8 [2816/45000]	Loss: 1.3903	LR: 0.100000
Training Epoch: 8 [3072/45000]	Loss: 1.2418	LR: 0.100000
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Training Epoch: 8 [3584/45000]	Loss: 1.3437	LR: 0.100000
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Training Epoch: 8 [4352/45000]	Loss: 1.2251	LR: 0.100000
Training Epoch: 8 [4608/45000]	Loss: 1.3497	LR: 0.100000
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Training Epoch: 8 [5376/45000]	Loss: 1.2918	LR: 0.100000
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Training Epoch: 8 [26880/45000]	Loss: 1.2339	LR: 0.100000
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Training Epoch: 8 [27392/45000]	Loss: 1.2487	LR: 0.100000
Training Epoch: 8 [27648/45000]	Loss: 1.2972	LR: 0.100000
Training Epoch: 8 [27904/45000]	Loss: 1.2252	LR: 0.100000
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Training Epoch: 8 [29184/45000]	Loss: 1.3114	LR: 0.100000
Training Epoch: 8 [29440/45000]	Loss: 1.2840	LR: 0.100000
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Training Epoch: 8 [29952/45000]	Loss: 1.3392	LR: 0.100000
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Training Epoch: 8 [30464/45000]	Loss: 1.2688	LR: 0.100000
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Training Epoch: 8 [37376/45000]	Loss: 1.2772	LR: 0.100000
Training Epoch: 8 [37632/45000]	Loss: 1.2974	LR: 0.100000
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Training Epoch: 8 [38656/45000]	Loss: 1.2333	LR: 0.100000
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Training Epoch: 8 [39168/45000]	Loss: 1.1876	LR: 0.100000
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Training Epoch: 8 [40192/45000]	Loss: 1.2329	LR: 0.100000
Training Epoch: 8 [40448/45000]	Loss: 1.2487	LR: 0.100000
Training Epoch: 8 [40704/45000]	Loss: 1.2465	LR: 0.100000
Training Epoch: 8 [40960/45000]	Loss: 1.2648	LR: 0.100000
Training Epoch: 8 [41216/45000]	Loss: 1.2541	LR: 0.100000
Training Epoch: 8 [41472/45000]	Loss: 1.2365	LR: 0.100000
Training Epoch: 8 [41728/45000]	Loss: 1.1911	LR: 0.100000
Training Epoch: 8 [41984/45000]	Loss: 1.3375	LR: 0.100000
Training Epoch: 8 [42240/45000]	Loss: 1.5534	LR: 0.100000
Training Epoch: 8 [42496/45000]	Loss: 1.2242	LR: 0.100000
Training Epoch: 8 [42752/45000]	Loss: 1.3002	LR: 0.100000
Training Epoch: 8 [43008/45000]	Loss: 1.3540	LR: 0.100000
Training Epoch: 8 [43264/45000]	Loss: 1.1876	LR: 0.100000
Training Epoch: 8 [43520/45000]	Loss: 1.3309	LR: 0.100000
Training Epoch: 8 [43776/45000]	Loss: 1.2556	LR: 0.100000
Training Epoch: 8 [44032/45000]	Loss: 1.2008	LR: 0.100000
Training Epoch: 8 [44288/45000]	Loss: 1.2587	LR: 0.100000
Training Epoch: 8 [44544/45000]	Loss: 1.2977	LR: 0.100000
Training Epoch: 8 [44800/45000]	Loss: 1.2730	LR: 0.100000
Training Epoch: 8 [45000/45000]	Loss: 1.1473	LR: 0.100000
Epoch 8 - Average Train Loss: 1.3032, Train Accuracy: 0.5849
Epoch 8 training time consumed: 24.56s
Evaluating Network.....
Test set: Epoch: 8, Average loss: 0.0052, Accuracy: 0.5846, Time consumed:0.91s
Saving weights file to checkpoint/retrain/AllCNN/Monday_14_July_2025_01h_39m_29s/AllCNN-Cifar20-seed5-ret100-8-best.pth
Training Epoch: 9 [256/45000]	Loss: 1.1994	LR: 0.100000
Training Epoch: 9 [512/45000]	Loss: 1.2225	LR: 0.100000
Training Epoch: 9 [768/45000]	Loss: 1.1937	LR: 0.100000
Training Epoch: 9 [1024/45000]	Loss: 1.1817	LR: 0.100000
Training Epoch: 9 [1280/45000]	Loss: 1.1239	LR: 0.100000
Training Epoch: 9 [1536/45000]	Loss: 1.1984	LR: 0.100000
Training Epoch: 9 [1792/45000]	Loss: 1.1264	LR: 0.100000
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Training Epoch: 9 [45000/45000]	Loss: 1.1453	LR: 0.100000
Epoch 9 - Average Train Loss: 1.2217, Train Accuracy: 0.6095
Epoch 9 training time consumed: 24.54s
Evaluating Network.....
Test set: Epoch: 9, Average loss: 0.0051, Accuracy: 0.5980, Time consumed:0.93s
Saving weights file to checkpoint/retrain/AllCNN/Monday_14_July_2025_01h_39m_29s/AllCNN-Cifar20-seed5-ret100-9-best.pth
Training Epoch: 10 [256/45000]	Loss: 1.1819	LR: 0.100000
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Training Epoch: 10 [32512/45000]	Loss: 1.0851	LR: 0.100000
Training Epoch: 10 [32768/45000]	Loss: 1.0530	LR: 0.100000
Training Epoch: 10 [33024/45000]	Loss: 1.1389	LR: 0.100000
Training Epoch: 10 [33280/45000]	Loss: 1.1664	LR: 0.100000
Training Epoch: 10 [33536/45000]	Loss: 1.0834	LR: 0.100000
Training Epoch: 10 [33792/45000]	Loss: 1.0920	LR: 0.100000
Training Epoch: 10 [34048/45000]	Loss: 1.1602	LR: 0.100000
Training Epoch: 10 [34304/45000]	Loss: 1.1113	LR: 0.100000
Training Epoch: 10 [34560/45000]	Loss: 1.2090	LR: 0.100000
Training Epoch: 10 [34816/45000]	Loss: 1.1968	LR: 0.100000
Training Epoch: 10 [35072/45000]	Loss: 1.1659	LR: 0.100000
Training Epoch: 10 [35328/45000]	Loss: 1.1477	LR: 0.100000
Training Epoch: 10 [35584/45000]	Loss: 1.1965	LR: 0.100000
Training Epoch: 10 [35840/45000]	Loss: 1.2480	LR: 0.100000
Training Epoch: 10 [36096/45000]	Loss: 1.1753	LR: 0.100000
Training Epoch: 10 [36352/45000]	Loss: 1.0886	LR: 0.100000
Training Epoch: 10 [36608/45000]	Loss: 1.1398	LR: 0.100000
Training Epoch: 10 [36864/45000]	Loss: 1.2850	LR: 0.100000
Training Epoch: 10 [37120/45000]	Loss: 1.1279	LR: 0.100000
Training Epoch: 10 [37376/45000]	Loss: 1.2714	LR: 0.100000
Training Epoch: 10 [37632/45000]	Loss: 1.1952	LR: 0.100000
Training Epoch: 10 [37888/45000]	Loss: 1.0867	LR: 0.100000
Training Epoch: 10 [38144/45000]	Loss: 1.2139	LR: 0.100000
Training Epoch: 10 [38400/45000]	Loss: 1.1635	LR: 0.100000
Training Epoch: 10 [38656/45000]	Loss: 1.1692	LR: 0.100000
Training Epoch: 10 [38912/45000]	Loss: 1.2075	LR: 0.100000
Training Epoch: 10 [39168/45000]	Loss: 1.2457	LR: 0.100000
Training Epoch: 10 [39424/45000]	Loss: 1.2841	LR: 0.100000
Training Epoch: 10 [39680/45000]	Loss: 1.1351	LR: 0.100000
Training Epoch: 10 [39936/45000]	Loss: 1.2365	LR: 0.100000
Training Epoch: 10 [40192/45000]	Loss: 1.1339	LR: 0.100000
Training Epoch: 10 [40448/45000]	Loss: 1.2060	LR: 0.100000
Training Epoch: 10 [40704/45000]	Loss: 1.2183	LR: 0.100000
Training Epoch: 10 [40960/45000]	Loss: 1.2229	LR: 0.100000
Training Epoch: 10 [41216/45000]	Loss: 1.1426	LR: 0.100000
Training Epoch: 10 [41472/45000]	Loss: 1.1566	LR: 0.100000
Training Epoch: 10 [41728/45000]	Loss: 1.2080	LR: 0.100000
Training Epoch: 10 [41984/45000]	Loss: 1.1807	LR: 0.100000
Training Epoch: 10 [42240/45000]	Loss: 1.2830	LR: 0.100000
Training Epoch: 10 [42496/45000]	Loss: 1.1877	LR: 0.100000
Training Epoch: 10 [42752/45000]	Loss: 1.1448	LR: 0.100000
Training Epoch: 10 [43008/45000]	Loss: 1.2960	LR: 0.100000
Training Epoch: 10 [43264/45000]	Loss: 1.1517	LR: 0.100000
Training Epoch: 10 [43520/45000]	Loss: 1.2185	LR: 0.100000
Training Epoch: 10 [43776/45000]	Loss: 1.2009	LR: 0.100000
Training Epoch: 10 [44032/45000]	Loss: 1.2017	LR: 0.100000
Training Epoch: 10 [44288/45000]	Loss: 1.1462	LR: 0.100000
Training Epoch: 10 [44544/45000]	Loss: 1.0881	LR: 0.100000
Training Epoch: 10 [44800/45000]	Loss: 1.2225	LR: 0.100000
Training Epoch: 10 [45000/45000]	Loss: 1.1470	LR: 0.100000
Epoch 10 - Average Train Loss: 1.1601, Train Accuracy: 0.6272
Epoch 10 training time consumed: 24.63s
Evaluating Network.....
Test set: Epoch: 10, Average loss: 0.0068, Accuracy: 0.5207, Time consumed:1.00s
Training Epoch: 11 [256/45000]	Loss: 1.1107	LR: 0.100000
Training Epoch: 11 [512/45000]	Loss: 1.1610	LR: 0.100000
Training Epoch: 11 [768/45000]	Loss: 1.0691	LR: 0.100000
Training Epoch: 11 [1024/45000]	Loss: 1.1335	LR: 0.100000
Training Epoch: 11 [1280/45000]	Loss: 1.1522	LR: 0.100000
Training Epoch: 11 [1536/45000]	Loss: 1.2131	LR: 0.100000
Training Epoch: 11 [1792/45000]	Loss: 1.0766	LR: 0.100000
Training Epoch: 11 [2048/45000]	Loss: 1.1868	LR: 0.100000
Training Epoch: 11 [2304/45000]	Loss: 1.1904	LR: 0.100000
Training Epoch: 11 [2560/45000]	Loss: 1.1623	LR: 0.100000
Training Epoch: 11 [2816/45000]	Loss: 1.0810	LR: 0.100000
Training Epoch: 11 [3072/45000]	Loss: 1.1394	LR: 0.100000
Training Epoch: 11 [3328/45000]	Loss: 1.1809	LR: 0.100000
Training Epoch: 11 [3584/45000]	Loss: 1.0344	LR: 0.100000
Training Epoch: 11 [3840/45000]	Loss: 1.1993	LR: 0.100000
Training Epoch: 11 [4096/45000]	Loss: 1.1043	LR: 0.100000
Training Epoch: 11 [4352/45000]	Loss: 1.1929	LR: 0.100000
Training Epoch: 11 [4608/45000]	Loss: 1.2227	LR: 0.100000
Training Epoch: 11 [4864/45000]	Loss: 1.1572	LR: 0.100000
Training Epoch: 11 [5120/45000]	Loss: 1.1557	LR: 0.100000
Training Epoch: 11 [5376/45000]	Loss: 1.0658	LR: 0.100000
Training Epoch: 11 [5632/45000]	Loss: 1.0367	LR: 0.100000
Training Epoch: 11 [5888/45000]	Loss: 1.2444	LR: 0.100000
Training Epoch: 11 [6144/45000]	Loss: 1.1953	LR: 0.100000
Training Epoch: 11 [6400/45000]	Loss: 1.1034	LR: 0.100000
Training Epoch: 11 [6656/45000]	Loss: 1.1471	LR: 0.100000
Training Epoch: 11 [6912/45000]	Loss: 1.1112	LR: 0.100000
Training Epoch: 11 [7168/45000]	Loss: 1.2068	LR: 0.100000
Training Epoch: 11 [7424/45000]	Loss: 1.1212	LR: 0.100000
Training Epoch: 11 [7680/45000]	Loss: 1.1937	LR: 0.100000
Training Epoch: 11 [7936/45000]	Loss: 1.0082	LR: 0.100000
Training Epoch: 11 [8192/45000]	Loss: 1.1157	LR: 0.100000
Training Epoch: 11 [8448/45000]	Loss: 1.0949	LR: 0.100000
Training Epoch: 11 [8704/45000]	Loss: 1.0901	LR: 0.100000
Training Epoch: 11 [8960/45000]	Loss: 1.1065	LR: 0.100000
Training Epoch: 11 [9216/45000]	Loss: 1.0624	LR: 0.100000
Training Epoch: 11 [9472/45000]	Loss: 1.0993	LR: 0.100000
Training Epoch: 11 [9728/45000]	Loss: 1.2143	LR: 0.100000
Training Epoch: 11 [9984/45000]	Loss: 1.2820	LR: 0.100000
Training Epoch: 11 [10240/45000]	Loss: 1.1876	LR: 0.100000
Training Epoch: 11 [10496/45000]	Loss: 1.1224	LR: 0.100000
Training Epoch: 11 [10752/45000]	Loss: 1.0689	LR: 0.100000
Training Epoch: 11 [11008/45000]	Loss: 1.0093	LR: 0.100000
Training Epoch: 11 [11264/45000]	Loss: 1.1214	LR: 0.100000
Training Epoch: 11 [11520/45000]	Loss: 1.0029	LR: 0.100000
Training Epoch: 11 [11776/45000]	Loss: 1.0606	LR: 0.100000
Training Epoch: 11 [12032/45000]	Loss: 1.1171	LR: 0.100000
Training Epoch: 11 [12288/45000]	Loss: 1.1422	LR: 0.100000
Training Epoch: 11 [12544/45000]	Loss: 1.0198	LR: 0.100000
Training Epoch: 11 [12800/45000]	Loss: 1.0785	LR: 0.100000
Training Epoch: 11 [13056/45000]	Loss: 0.9903	LR: 0.100000
Training Epoch: 11 [13312/45000]	Loss: 1.1524	LR: 0.100000
Training Epoch: 11 [13568/45000]	Loss: 1.1492	LR: 0.100000
Training Epoch: 11 [13824/45000]	Loss: 1.1369	LR: 0.100000
Training Epoch: 11 [14080/45000]	Loss: 1.0881	LR: 0.100000
Training Epoch: 11 [14336/45000]	Loss: 0.9780	LR: 0.100000
Training Epoch: 11 [14592/45000]	Loss: 1.1332	LR: 0.100000
Training Epoch: 11 [14848/45000]	Loss: 1.0727	LR: 0.100000
Training Epoch: 11 [15104/45000]	Loss: 1.1705	LR: 0.100000
Training Epoch: 11 [15360/45000]	Loss: 1.2087	LR: 0.100000
Training Epoch: 11 [15616/45000]	Loss: 1.2501	LR: 0.100000
Training Epoch: 11 [15872/45000]	Loss: 1.0799	LR: 0.100000
Training Epoch: 11 [16128/45000]	Loss: 1.1071	LR: 0.100000
Training Epoch: 11 [16384/45000]	Loss: 1.1332	LR: 0.100000
Training Epoch: 11 [16640/45000]	Loss: 1.1480	LR: 0.100000
Training Epoch: 11 [16896/45000]	Loss: 1.1345	LR: 0.100000
Training Epoch: 11 [17152/45000]	Loss: 1.0289	LR: 0.100000
Training Epoch: 11 [17408/45000]	Loss: 0.9985	LR: 0.100000
Training Epoch: 11 [17664/45000]	Loss: 1.1088	LR: 0.100000
Training Epoch: 11 [17920/45000]	Loss: 1.1093	LR: 0.100000
Training Epoch: 11 [18176/45000]	Loss: 1.1166	LR: 0.100000
Training Epoch: 11 [18432/45000]	Loss: 1.0770	LR: 0.100000
Training Epoch: 11 [18688/45000]	Loss: 1.2492	LR: 0.100000
Training Epoch: 11 [18944/45000]	Loss: 1.1140	LR: 0.100000
Training Epoch: 11 [19200/45000]	Loss: 1.1643	LR: 0.100000
Training Epoch: 11 [19456/45000]	Loss: 1.0333	LR: 0.100000
Training Epoch: 11 [19712/45000]	Loss: 1.0312	LR: 0.100000
Training Epoch: 11 [19968/45000]	Loss: 1.2708	LR: 0.100000
Training Epoch: 11 [20224/45000]	Loss: 1.0816	LR: 0.100000
Training Epoch: 11 [20480/45000]	Loss: 1.1782	LR: 0.100000
Training Epoch: 11 [20736/45000]	Loss: 1.1762	LR: 0.100000
Training Epoch: 11 [20992/45000]	Loss: 1.1190	LR: 0.100000
Training Epoch: 11 [21248/45000]	Loss: 1.2769	LR: 0.100000
Training Epoch: 11 [21504/45000]	Loss: 1.1091	LR: 0.100000
Training Epoch: 11 [21760/45000]	Loss: 0.9234	LR: 0.100000
Training Epoch: 11 [22016/45000]	Loss: 1.1602	LR: 0.100000
Training Epoch: 11 [22272/45000]	Loss: 1.1996	LR: 0.100000
Training Epoch: 11 [22528/45000]	Loss: 1.3111	LR: 0.100000
Training Epoch: 11 [22784/45000]	Loss: 0.9987	LR: 0.100000
Training Epoch: 11 [23040/45000]	Loss: 1.1011	LR: 0.100000
Training Epoch: 11 [23296/45000]	Loss: 1.1735	LR: 0.100000
Training Epoch: 11 [23552/45000]	Loss: 1.1279	LR: 0.100000
Training Epoch: 11 [23808/45000]	Loss: 1.1230	LR: 0.100000
Training Epoch: 11 [24064/45000]	Loss: 1.1502	LR: 0.100000
Training Epoch: 11 [24320/45000]	Loss: 1.1639	LR: 0.100000
Training Epoch: 11 [24576/45000]	Loss: 1.1539	LR: 0.100000
Training Epoch: 11 [24832/45000]	Loss: 1.0451	LR: 0.100000
Training Epoch: 11 [25088/45000]	Loss: 1.0374	LR: 0.100000
Training Epoch: 11 [25344/45000]	Loss: 1.1842	LR: 0.100000
Training Epoch: 11 [25600/45000]	Loss: 1.1785	LR: 0.100000
Training Epoch: 11 [25856/45000]	Loss: 1.0313	LR: 0.100000
Training Epoch: 11 [26112/45000]	Loss: 1.0390	LR: 0.100000
Training Epoch: 11 [26368/45000]	Loss: 1.1689	LR: 0.100000
Training Epoch: 11 [26624/45000]	Loss: 1.1678	LR: 0.100000
Training Epoch: 11 [26880/45000]	Loss: 1.1446	LR: 0.100000
Training Epoch: 11 [27136/45000]	Loss: 1.1673	LR: 0.100000
Training Epoch: 11 [27392/45000]	Loss: 1.1002	LR: 0.100000
Training Epoch: 11 [27648/45000]	Loss: 0.9807	LR: 0.100000
Training Epoch: 11 [27904/45000]	Loss: 1.0733	LR: 0.100000
Training Epoch: 11 [28160/45000]	Loss: 1.0065	LR: 0.100000
Training Epoch: 11 [28416/45000]	Loss: 1.1505	LR: 0.100000
Training Epoch: 11 [28672/45000]	Loss: 1.2625	LR: 0.100000
Training Epoch: 11 [28928/45000]	Loss: 1.2648	LR: 0.100000
Training Epoch: 11 [29184/45000]	Loss: 1.3172	LR: 0.100000
Training Epoch: 11 [29440/45000]	Loss: 1.0732	LR: 0.100000
Training Epoch: 11 [29696/45000]	Loss: 1.1314	LR: 0.100000
Training Epoch: 11 [29952/45000]	Loss: 1.1048	LR: 0.100000
Training Epoch: 11 [30208/45000]	Loss: 1.1635	LR: 0.100000
Training Epoch: 11 [30464/45000]	Loss: 1.1992	LR: 0.100000
Training Epoch: 11 [30720/45000]	Loss: 1.0856	LR: 0.100000
Training Epoch: 11 [30976/45000]	Loss: 1.2165	LR: 0.100000
Training Epoch: 11 [31232/45000]	Loss: 1.1457	LR: 0.100000
Training Epoch: 11 [31488/45000]	Loss: 1.1377	LR: 0.100000
Training Epoch: 11 [31744/45000]	Loss: 1.0816	LR: 0.100000
Training Epoch: 11 [32000/45000]	Loss: 1.2817	LR: 0.100000
Training Epoch: 11 [32256/45000]	Loss: 1.1391	LR: 0.100000
Training Epoch: 11 [32512/45000]	Loss: 1.0327	LR: 0.100000
Training Epoch: 11 [32768/45000]	Loss: 1.0445	LR: 0.100000
Training Epoch: 11 [33024/45000]	Loss: 1.1441	LR: 0.100000
Training Epoch: 11 [33280/45000]	Loss: 1.1284	LR: 0.100000
Training Epoch: 11 [33536/45000]	Loss: 1.1054	LR: 0.100000
Training Epoch: 11 [33792/45000]	Loss: 1.2254	LR: 0.100000
Training Epoch: 11 [34048/45000]	Loss: 1.1610	LR: 0.100000
Training Epoch: 11 [34304/45000]	Loss: 1.0349	LR: 0.100000
Training Epoch: 11 [34560/45000]	Loss: 1.0445	LR: 0.100000
Training Epoch: 11 [34816/45000]	Loss: 1.0587	LR: 0.100000
Training Epoch: 11 [35072/45000]	Loss: 1.1649	LR: 0.100000
Training Epoch: 11 [35328/45000]	Loss: 1.1145	LR: 0.100000
Training Epoch: 11 [35584/45000]	Loss: 1.1700	LR: 0.100000
Training Epoch: 11 [35840/45000]	Loss: 1.1498	LR: 0.100000
Training Epoch: 11 [36096/45000]	Loss: 1.1748	LR: 0.100000
Training Epoch: 11 [36352/45000]	Loss: 0.9504	LR: 0.100000
Training Epoch: 11 [36608/45000]	Loss: 1.2287	LR: 0.100000
Training Epoch: 11 [36864/45000]	Loss: 1.1179	LR: 0.100000
Training Epoch: 11 [37120/45000]	Loss: 1.1006	LR: 0.100000
Training Epoch: 11 [37376/45000]	Loss: 1.2040	LR: 0.100000
Training Epoch: 11 [37632/45000]	Loss: 1.1976	LR: 0.100000
Training Epoch: 11 [37888/45000]	Loss: 1.0998	LR: 0.100000
Training Epoch: 11 [38144/45000]	Loss: 1.2315	LR: 0.100000
Training Epoch: 11 [38400/45000]	Loss: 1.1054	LR: 0.100000
Training Epoch: 11 [38656/45000]	Loss: 1.1585	LR: 0.100000
Training Epoch: 11 [38912/45000]	Loss: 1.1883	LR: 0.100000
Training Epoch: 11 [39168/45000]	Loss: 1.1056	LR: 0.100000
Training Epoch: 11 [39424/45000]	Loss: 1.0923	LR: 0.100000
Training Epoch: 11 [39680/45000]	Loss: 1.0649	LR: 0.100000
Training Epoch: 11 [39936/45000]	Loss: 1.0464	LR: 0.100000
Training Epoch: 11 [40192/45000]	Loss: 1.0648	LR: 0.100000
Training Epoch: 11 [40448/45000]	Loss: 1.1474	LR: 0.100000
Training Epoch: 11 [40704/45000]	Loss: 1.0950	LR: 0.100000
Training Epoch: 11 [40960/45000]	Loss: 1.1452	LR: 0.100000
Training Epoch: 11 [41216/45000]	Loss: 1.1469	LR: 0.100000
Training Epoch: 11 [41472/45000]	Loss: 1.2017	LR: 0.100000
Training Epoch: 11 [41728/45000]	Loss: 1.1841	LR: 0.100000
Training Epoch: 11 [41984/45000]	Loss: 1.0541	LR: 0.100000
Training Epoch: 11 [42240/45000]	Loss: 1.1488	LR: 0.100000
Training Epoch: 11 [42496/45000]	Loss: 1.1227	LR: 0.100000
Training Epoch: 11 [42752/45000]	Loss: 1.0278	LR: 0.100000
Training Epoch: 11 [43008/45000]	Loss: 1.1054	LR: 0.100000
Training Epoch: 11 [43264/45000]	Loss: 0.9750	LR: 0.100000
Training Epoch: 11 [43520/45000]	Loss: 1.0990	LR: 0.100000
Training Epoch: 11 [43776/45000]	Loss: 1.1832	LR: 0.100000
Training Epoch: 11 [44032/45000]	Loss: 1.0759	LR: 0.100000
Training Epoch: 11 [44288/45000]	Loss: 1.1682	LR: 0.100000
Training Epoch: 11 [44544/45000]	Loss: 0.9642	LR: 0.100000
Training Epoch: 11 [44800/45000]	Loss: 1.1258	LR: 0.100000
Training Epoch: 11 [45000/45000]	Loss: 1.0866	LR: 0.100000
Epoch 11 - Average Train Loss: 1.1248, Train Accuracy: 0.6381
Epoch 11 training time consumed: 24.60s
Evaluating Network.....
Test set: Epoch: 11, Average loss: 0.0051, Accuracy: 0.5959, Time consumed:0.89s
Training Epoch: 12 [256/45000]	Loss: 1.0533	LR: 0.100000
Training Epoch: 12 [512/45000]	Loss: 1.0812	LR: 0.100000
Training Epoch: 12 [768/45000]	Loss: 1.2282	LR: 0.100000
Training Epoch: 12 [1024/45000]	Loss: 1.1512	LR: 0.100000
Training Epoch: 12 [1280/45000]	Loss: 1.1366	LR: 0.100000
Training Epoch: 12 [1536/45000]	Loss: 1.2101	LR: 0.100000
Training Epoch: 12 [1792/45000]	Loss: 1.0654	LR: 0.100000
Training Epoch: 12 [2048/45000]	Loss: 1.1017	LR: 0.100000
Training Epoch: 12 [2304/45000]	Loss: 1.0504	LR: 0.100000
Training Epoch: 12 [2560/45000]	Loss: 1.0056	LR: 0.100000
Training Epoch: 12 [2816/45000]	Loss: 1.0522	LR: 0.100000
Training Epoch: 12 [3072/45000]	Loss: 1.0103	LR: 0.100000
Training Epoch: 12 [3328/45000]	Loss: 1.0491	LR: 0.100000
Training Epoch: 12 [3584/45000]	Loss: 1.1133	LR: 0.100000
Training Epoch: 12 [3840/45000]	Loss: 1.0452	LR: 0.100000
Training Epoch: 12 [4096/45000]	Loss: 1.0064	LR: 0.100000
Training Epoch: 12 [4352/45000]	Loss: 1.0139	LR: 0.100000
Training Epoch: 12 [4608/45000]	Loss: 1.0007	LR: 0.100000
Training Epoch: 12 [4864/45000]	Loss: 1.1911	LR: 0.100000
Training Epoch: 12 [5120/45000]	Loss: 1.0943	LR: 0.100000
Training Epoch: 12 [5376/45000]	Loss: 1.0389	LR: 0.100000
Training Epoch: 12 [5632/45000]	Loss: 1.0721	LR: 0.100000
Training Epoch: 12 [5888/45000]	Loss: 1.2327	LR: 0.100000
Training Epoch: 12 [6144/45000]	Loss: 1.0593	LR: 0.100000
Training Epoch: 12 [6400/45000]	Loss: 1.1693	LR: 0.100000
Training Epoch: 12 [6656/45000]	Loss: 1.1723	LR: 0.100000
Training Epoch: 12 [6912/45000]	Loss: 1.0463	LR: 0.100000
Training Epoch: 12 [7168/45000]	Loss: 1.1518	LR: 0.100000
Training Epoch: 12 [7424/45000]	Loss: 1.0411	LR: 0.100000
Training Epoch: 12 [7680/45000]	Loss: 1.1613	LR: 0.100000
Training Epoch: 12 [7936/45000]	Loss: 1.0003	LR: 0.100000
Training Epoch: 12 [8192/45000]	Loss: 1.2188	LR: 0.100000
Training Epoch: 12 [8448/45000]	Loss: 0.9623	LR: 0.100000
Training Epoch: 12 [8704/45000]	Loss: 1.1156	LR: 0.100000
Training Epoch: 12 [8960/45000]	Loss: 1.0639	LR: 0.100000
Training Epoch: 12 [9216/45000]	Loss: 0.9748	LR: 0.100000
Training Epoch: 12 [9472/45000]	Loss: 1.1494	LR: 0.100000
Training Epoch: 12 [9728/45000]	Loss: 1.0297	LR: 0.100000
Training Epoch: 12 [9984/45000]	Loss: 0.9937	LR: 0.100000
Training Epoch: 12 [10240/45000]	Loss: 1.1256	LR: 0.100000
Training Epoch: 12 [10496/45000]	Loss: 1.1217	LR: 0.100000
Training Epoch: 12 [10752/45000]	Loss: 0.9552	LR: 0.100000
Training Epoch: 12 [11008/45000]	Loss: 1.1548	LR: 0.100000
Training Epoch: 12 [11264/45000]	Loss: 1.1519	LR: 0.100000
Training Epoch: 12 [11520/45000]	Loss: 1.1579	LR: 0.100000
Training Epoch: 12 [11776/45000]	Loss: 1.1067	LR: 0.100000
Training Epoch: 12 [12032/45000]	Loss: 1.1584	LR: 0.100000
Training Epoch: 12 [12288/45000]	Loss: 0.9737	LR: 0.100000
Training Epoch: 12 [12544/45000]	Loss: 1.0472	LR: 0.100000
Training Epoch: 12 [12800/45000]	Loss: 1.0274	LR: 0.100000
Training Epoch: 12 [13056/45000]	Loss: 1.0911	LR: 0.100000
Training Epoch: 12 [13312/45000]	Loss: 1.0698	LR: 0.100000
Training Epoch: 12 [13568/45000]	Loss: 1.2754	LR: 0.100000
Training Epoch: 12 [13824/45000]	Loss: 1.1166	LR: 0.100000
Training Epoch: 12 [14080/45000]	Loss: 1.1874	LR: 0.100000
Training Epoch: 12 [14336/45000]	Loss: 1.0595	LR: 0.100000
Training Epoch: 12 [14592/45000]	Loss: 1.1002	LR: 0.100000
Training Epoch: 12 [14848/45000]	Loss: 1.1818	LR: 0.100000
Training Epoch: 12 [15104/45000]	Loss: 1.0375	LR: 0.100000
Training Epoch: 12 [15360/45000]	Loss: 1.0999	LR: 0.100000
Training Epoch: 12 [15616/45000]	Loss: 1.1563	LR: 0.100000
Training Epoch: 12 [15872/45000]	Loss: 1.0453	LR: 0.100000
Training Epoch: 12 [16128/45000]	Loss: 1.1318	LR: 0.100000
Training Epoch: 12 [16384/45000]	Loss: 1.0998	LR: 0.100000
Training Epoch: 12 [16640/45000]	Loss: 1.1798	LR: 0.100000
Training Epoch: 12 [16896/45000]	Loss: 1.0221	LR: 0.100000
Training Epoch: 12 [17152/45000]	Loss: 1.0424	LR: 0.100000
Training Epoch: 12 [17408/45000]	Loss: 1.0963	LR: 0.100000
Training Epoch: 12 [17664/45000]	Loss: 0.9425	LR: 0.100000
Training Epoch: 12 [17920/45000]	Loss: 0.8971	LR: 0.100000
Training Epoch: 12 [18176/45000]	Loss: 1.1050	LR: 0.100000
Training Epoch: 12 [18432/45000]	Loss: 0.9400	LR: 0.100000
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Training Epoch: 12 [42240/45000]	Loss: 1.1795	LR: 0.100000
Training Epoch: 12 [42496/45000]	Loss: 1.1683	LR: 0.100000
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Training Epoch: 12 [43264/45000]	Loss: 1.0739	LR: 0.100000
Training Epoch: 12 [43520/45000]	Loss: 0.9864	LR: 0.100000
Training Epoch: 12 [43776/45000]	Loss: 0.9950	LR: 0.100000
Training Epoch: 12 [44032/45000]	Loss: 1.0623	LR: 0.100000
Training Epoch: 12 [44288/45000]	Loss: 1.1347	LR: 0.100000
Training Epoch: 12 [44544/45000]	Loss: 1.0293	LR: 0.100000
Training Epoch: 12 [44800/45000]	Loss: 0.9685	LR: 0.100000
Training Epoch: 12 [45000/45000]	Loss: 1.0859	LR: 0.100000
Epoch 12 - Average Train Loss: 1.0865, Train Accuracy: 0.6502
Epoch 12 training time consumed: 24.59s
Evaluating Network.....
Test set: Epoch: 12, Average loss: 0.0052, Accuracy: 0.6091, Time consumed:0.90s
Saving weights file to checkpoint/retrain/AllCNN/Monday_14_July_2025_01h_39m_29s/AllCNN-Cifar20-seed5-ret100-12-best.pth
Training Epoch: 13 [256/45000]	Loss: 1.0373	LR: 0.100000
Training Epoch: 13 [512/45000]	Loss: 0.9885	LR: 0.100000
Training Epoch: 13 [768/45000]	Loss: 1.1158	LR: 0.100000
Training Epoch: 13 [1024/45000]	Loss: 1.1389	LR: 0.100000
Training Epoch: 13 [1280/45000]	Loss: 1.1407	LR: 0.100000
Training Epoch: 13 [1536/45000]	Loss: 1.1767	LR: 0.100000
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Training Epoch: 13 [39936/45000]	Loss: 0.9595	LR: 0.100000
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Training Epoch: 13 [40960/45000]	Loss: 1.0831	LR: 0.100000
Training Epoch: 13 [41216/45000]	Loss: 1.1780	LR: 0.100000
Training Epoch: 13 [41472/45000]	Loss: 1.0749	LR: 0.100000
Training Epoch: 13 [41728/45000]	Loss: 1.0239	LR: 0.100000
Training Epoch: 13 [41984/45000]	Loss: 1.0105	LR: 0.100000
Training Epoch: 13 [42240/45000]	Loss: 0.9962	LR: 0.100000
Training Epoch: 13 [42496/45000]	Loss: 1.0035	LR: 0.100000
Training Epoch: 13 [42752/45000]	Loss: 1.1252	LR: 0.100000
Training Epoch: 13 [43008/45000]	Loss: 0.9695	LR: 0.100000
Training Epoch: 13 [43264/45000]	Loss: 1.0024	LR: 0.100000
Training Epoch: 13 [43520/45000]	Loss: 1.0051	LR: 0.100000
Training Epoch: 13 [43776/45000]	Loss: 0.9993	LR: 0.100000
Training Epoch: 13 [44032/45000]	Loss: 1.0169	LR: 0.100000
Training Epoch: 13 [44288/45000]	Loss: 1.0520	LR: 0.100000
Training Epoch: 13 [44544/45000]	Loss: 0.9310	LR: 0.100000
Training Epoch: 13 [44800/45000]	Loss: 1.1080	LR: 0.100000
Training Epoch: 13 [45000/45000]	Loss: 1.0606	LR: 0.100000
Epoch 13 - Average Train Loss: 1.0443, Train Accuracy: 0.6636
Epoch 13 training time consumed: 24.57s
Evaluating Network.....
Test set: Epoch: 13, Average loss: 0.0053, Accuracy: 0.6005, Time consumed:0.89s
Training Epoch: 14 [256/45000]	Loss: 1.0445	LR: 0.100000
Training Epoch: 14 [512/45000]	Loss: 1.1921	LR: 0.100000
Training Epoch: 14 [768/45000]	Loss: 1.0072	LR: 0.100000
Training Epoch: 14 [1024/45000]	Loss: 1.0364	LR: 0.100000
Training Epoch: 14 [1280/45000]	Loss: 1.0535	LR: 0.100000
Training Epoch: 14 [1536/45000]	Loss: 0.9901	LR: 0.100000
Training Epoch: 14 [1792/45000]	Loss: 1.1216	LR: 0.100000
Training Epoch: 14 [2048/45000]	Loss: 0.9356	LR: 0.100000
Training Epoch: 14 [2304/45000]	Loss: 1.0015	LR: 0.100000
Training Epoch: 14 [2560/45000]	Loss: 1.0415	LR: 0.100000
Training Epoch: 14 [2816/45000]	Loss: 0.9622	LR: 0.100000
Training Epoch: 14 [3072/45000]	Loss: 1.1921	LR: 0.100000
Training Epoch: 14 [3328/45000]	Loss: 1.0860	LR: 0.100000
Training Epoch: 14 [3584/45000]	Loss: 1.0329	LR: 0.100000
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Training Epoch: 14 [45000/45000]	Loss: 1.0531	LR: 0.100000
Epoch 14 - Average Train Loss: 1.0261, Train Accuracy: 0.6688
Epoch 14 training time consumed: 24.54s
Evaluating Network.....
Test set: Epoch: 14, Average loss: 0.0048, Accuracy: 0.6264, Time consumed:0.89s
Saving weights file to checkpoint/retrain/AllCNN/Monday_14_July_2025_01h_39m_29s/AllCNN-Cifar20-seed5-ret100-14-best.pth
Training Epoch: 15 [256/45000]	Loss: 1.0190	LR: 0.020000
Training Epoch: 15 [512/45000]	Loss: 0.8281	LR: 0.020000
Training Epoch: 15 [768/45000]	Loss: 0.8733	LR: 0.020000
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Training Epoch: 15 [33024/45000]	Loss: 0.7595	LR: 0.020000
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Training Epoch: 15 [43008/45000]	Loss: 0.6278	LR: 0.020000
Training Epoch: 15 [43264/45000]	Loss: 0.7024	LR: 0.020000
Training Epoch: 15 [43520/45000]	Loss: 0.8293	LR: 0.020000
Training Epoch: 15 [43776/45000]	Loss: 0.7083	LR: 0.020000
Training Epoch: 15 [44032/45000]	Loss: 0.7403	LR: 0.020000
Training Epoch: 15 [44288/45000]	Loss: 0.6669	LR: 0.020000
Training Epoch: 15 [44544/45000]	Loss: 0.7139	LR: 0.020000
Training Epoch: 15 [44800/45000]	Loss: 0.8025	LR: 0.020000
Training Epoch: 15 [45000/45000]	Loss: 0.6275	LR: 0.020000
Epoch 15 - Average Train Loss: 0.7926, Train Accuracy: 0.7475
Epoch 15 training time consumed: 24.57s
Evaluating Network.....
Test set: Epoch: 15, Average loss: 0.0034, Accuracy: 0.7242, Time consumed:0.88s
Saving weights file to checkpoint/retrain/AllCNN/Monday_14_July_2025_01h_39m_29s/AllCNN-Cifar20-seed5-ret100-15-best.pth
Training Epoch: 16 [256/45000]	Loss: 0.7668	LR: 0.020000
Training Epoch: 16 [512/45000]	Loss: 0.6563	LR: 0.020000
Training Epoch: 16 [768/45000]	Loss: 0.8316	LR: 0.020000
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Training Epoch: 16 [42496/45000]	Loss: 0.6492	LR: 0.020000
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Training Epoch: 16 [43264/45000]	Loss: 0.6790	LR: 0.020000
Training Epoch: 16 [43520/45000]	Loss: 0.8181	LR: 0.020000
Training Epoch: 16 [43776/45000]	Loss: 0.6697	LR: 0.020000
Training Epoch: 16 [44032/45000]	Loss: 0.7781	LR: 0.020000
Training Epoch: 16 [44288/45000]	Loss: 0.6883	LR: 0.020000
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Training Epoch: 16 [44800/45000]	Loss: 0.6550	LR: 0.020000
Training Epoch: 16 [45000/45000]	Loss: 0.6423	LR: 0.020000
Epoch 16 - Average Train Loss: 0.7206, Train Accuracy: 0.7694
Epoch 16 training time consumed: 24.62s
Evaluating Network.....
Test set: Epoch: 16, Average loss: 0.0034, Accuracy: 0.7291, Time consumed:0.94s
Saving weights file to checkpoint/retrain/AllCNN/Monday_14_July_2025_01h_39m_29s/AllCNN-Cifar20-seed5-ret100-16-best.pth
Training Epoch: 17 [256/45000]	Loss: 0.6701	LR: 0.020000
Training Epoch: 17 [512/45000]	Loss: 0.6039	LR: 0.020000
Training Epoch: 17 [768/45000]	Loss: 0.6839	LR: 0.020000
Training Epoch: 17 [1024/45000]	Loss: 0.7198	LR: 0.020000
Training Epoch: 17 [1280/45000]	Loss: 0.7054	LR: 0.020000
Training Epoch: 17 [1536/45000]	Loss: 0.6226	LR: 0.020000
Training Epoch: 17 [1792/45000]	Loss: 0.5909	LR: 0.020000
Training Epoch: 17 [2048/45000]	Loss: 0.6824	LR: 0.020000
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Training Epoch: 17 [2560/45000]	Loss: 0.7736	LR: 0.020000
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Training Epoch: 17 [14848/45000]	Loss: 0.7301	LR: 0.020000
Training Epoch: 17 [15104/45000]	Loss: 0.6314	LR: 0.020000
Training Epoch: 17 [15360/45000]	Loss: 0.7721	LR: 0.020000
Training Epoch: 17 [15616/45000]	Loss: 0.6722	LR: 0.020000
Training Epoch: 17 [15872/45000]	Loss: 0.6652	LR: 0.020000
Training Epoch: 17 [16128/45000]	Loss: 0.6860	LR: 0.020000
Training Epoch: 17 [16384/45000]	Loss: 0.7151	LR: 0.020000
Training Epoch: 17 [16640/45000]	Loss: 0.6155	LR: 0.020000
Training Epoch: 17 [16896/45000]	Loss: 0.6345	LR: 0.020000
Training Epoch: 17 [17152/45000]	Loss: 0.7768	LR: 0.020000
Training Epoch: 17 [17408/45000]	Loss: 0.6039	LR: 0.020000
Training Epoch: 17 [17664/45000]	Loss: 0.8122	LR: 0.020000
Training Epoch: 17 [17920/45000]	Loss: 0.6207	LR: 0.020000
Training Epoch: 17 [18176/45000]	Loss: 0.7253	LR: 0.020000
Training Epoch: 17 [18432/45000]	Loss: 0.6455	LR: 0.020000
Training Epoch: 17 [18688/45000]	Loss: 0.6572	LR: 0.020000
Training Epoch: 17 [18944/45000]	Loss: 0.7319	LR: 0.020000
Training Epoch: 17 [19200/45000]	Loss: 0.6760	LR: 0.020000
Training Epoch: 17 [19456/45000]	Loss: 0.5860	LR: 0.020000
Training Epoch: 17 [19712/45000]	Loss: 0.6752	LR: 0.020000
Training Epoch: 17 [19968/45000]	Loss: 0.6795	LR: 0.020000
Training Epoch: 17 [20224/45000]	Loss: 0.7113	LR: 0.020000
Training Epoch: 17 [20480/45000]	Loss: 0.6995	LR: 0.020000
Training Epoch: 17 [20736/45000]	Loss: 0.7947	LR: 0.020000
Training Epoch: 17 [20992/45000]	Loss: 0.7685	LR: 0.020000
Training Epoch: 17 [21248/45000]	Loss: 0.7174	LR: 0.020000
Training Epoch: 17 [21504/45000]	Loss: 0.7400	LR: 0.020000
Training Epoch: 17 [21760/45000]	Loss: 0.6770	LR: 0.020000
Training Epoch: 17 [22016/45000]	Loss: 0.6265	LR: 0.020000
Training Epoch: 17 [22272/45000]	Loss: 0.5723	LR: 0.020000
Training Epoch: 17 [22528/45000]	Loss: 0.9355	LR: 0.020000
Training Epoch: 17 [22784/45000]	Loss: 0.7359	LR: 0.020000
Training Epoch: 17 [23040/45000]	Loss: 0.7912	LR: 0.020000
Training Epoch: 17 [23296/45000]	Loss: 0.6224	LR: 0.020000
Training Epoch: 17 [23552/45000]	Loss: 0.7335	LR: 0.020000
Training Epoch: 17 [23808/45000]	Loss: 0.6410	LR: 0.020000
Training Epoch: 17 [24064/45000]	Loss: 0.6559	LR: 0.020000
Training Epoch: 17 [24320/45000]	Loss: 0.6408	LR: 0.020000
Training Epoch: 17 [24576/45000]	Loss: 0.6626	LR: 0.020000
Training Epoch: 17 [24832/45000]	Loss: 0.7842	LR: 0.020000
Training Epoch: 17 [25088/45000]	Loss: 0.6530	LR: 0.020000
Training Epoch: 17 [25344/45000]	Loss: 0.5940	LR: 0.020000
Training Epoch: 17 [25600/45000]	Loss: 0.7925	LR: 0.020000
Training Epoch: 17 [25856/45000]	Loss: 0.7027	LR: 0.020000
Training Epoch: 17 [26112/45000]	Loss: 0.6558	LR: 0.020000
Training Epoch: 17 [26368/45000]	Loss: 0.7252	LR: 0.020000
Training Epoch: 17 [26624/45000]	Loss: 0.7500	LR: 0.020000
Training Epoch: 17 [26880/45000]	Loss: 0.6228	LR: 0.020000
Training Epoch: 17 [27136/45000]	Loss: 0.6857	LR: 0.020000
Training Epoch: 17 [27392/45000]	Loss: 0.6083	LR: 0.020000
Training Epoch: 17 [27648/45000]	Loss: 0.6426	LR: 0.020000
Training Epoch: 17 [27904/45000]	Loss: 0.6727	LR: 0.020000
Training Epoch: 17 [28160/45000]	Loss: 0.8549	LR: 0.020000
Training Epoch: 17 [28416/45000]	Loss: 0.5908	LR: 0.020000
Training Epoch: 17 [28672/45000]	Loss: 0.7800	LR: 0.020000
Training Epoch: 17 [28928/45000]	Loss: 0.6620	LR: 0.020000
Training Epoch: 17 [29184/45000]	Loss: 0.7227	LR: 0.020000
Training Epoch: 17 [29440/45000]	Loss: 0.7724	LR: 0.020000
Training Epoch: 17 [29696/45000]	Loss: 0.6385	LR: 0.020000
Training Epoch: 17 [29952/45000]	Loss: 0.7724	LR: 0.020000
Training Epoch: 17 [30208/45000]	Loss: 0.6404	LR: 0.020000
Training Epoch: 17 [30464/45000]	Loss: 0.6328	LR: 0.020000
Training Epoch: 17 [30720/45000]	Loss: 0.6267	LR: 0.020000
Training Epoch: 17 [30976/45000]	Loss: 0.7342	LR: 0.020000
Training Epoch: 17 [31232/45000]	Loss: 0.7247	LR: 0.020000
Training Epoch: 17 [31488/45000]	Loss: 0.6884	LR: 0.020000
Training Epoch: 17 [31744/45000]	Loss: 0.6248	LR: 0.020000
Training Epoch: 17 [32000/45000]	Loss: 0.6729	LR: 0.020000
Training Epoch: 17 [32256/45000]	Loss: 0.7613	LR: 0.020000
Training Epoch: 17 [32512/45000]	Loss: 0.6599	LR: 0.020000
Training Epoch: 17 [32768/45000]	Loss: 0.7252	LR: 0.020000
Training Epoch: 17 [33024/45000]	Loss: 0.6371	LR: 0.020000
Training Epoch: 17 [33280/45000]	Loss: 0.8167	LR: 0.020000
Training Epoch: 17 [33536/45000]	Loss: 0.7008	LR: 0.020000
Training Epoch: 17 [33792/45000]	Loss: 0.6613	LR: 0.020000
Training Epoch: 17 [34048/45000]	Loss: 0.7153	LR: 0.020000
Training Epoch: 17 [34304/45000]	Loss: 0.6308	LR: 0.020000
Training Epoch: 17 [34560/45000]	Loss: 0.7095	LR: 0.020000
Training Epoch: 17 [34816/45000]	Loss: 0.5931	LR: 0.020000
Training Epoch: 17 [35072/45000]	Loss: 0.7231	LR: 0.020000
Training Epoch: 17 [35328/45000]	Loss: 0.6661	LR: 0.020000
Training Epoch: 17 [35584/45000]	Loss: 0.6801	LR: 0.020000
Training Epoch: 17 [35840/45000]	Loss: 0.7152	LR: 0.020000
Training Epoch: 17 [36096/45000]	Loss: 0.6576	LR: 0.020000
Training Epoch: 17 [36352/45000]	Loss: 0.8457	LR: 0.020000
Training Epoch: 17 [36608/45000]	Loss: 0.7050	LR: 0.020000
Training Epoch: 17 [36864/45000]	Loss: 0.7130	LR: 0.020000
Training Epoch: 17 [37120/45000]	Loss: 0.7418	LR: 0.020000
Training Epoch: 17 [37376/45000]	Loss: 0.5984	LR: 0.020000
Training Epoch: 17 [37632/45000]	Loss: 0.6977	LR: 0.020000
Training Epoch: 17 [37888/45000]	Loss: 0.5831	LR: 0.020000
Training Epoch: 17 [38144/45000]	Loss: 0.7265	LR: 0.020000
Training Epoch: 17 [38400/45000]	Loss: 0.6937	LR: 0.020000
Training Epoch: 17 [38656/45000]	Loss: 0.7225	LR: 0.020000
Training Epoch: 17 [38912/45000]	Loss: 0.6302	LR: 0.020000
Training Epoch: 17 [39168/45000]	Loss: 0.7598	LR: 0.020000
Training Epoch: 17 [39424/45000]	Loss: 0.6515	LR: 0.020000
Training Epoch: 17 [39680/45000]	Loss: 0.5978	LR: 0.020000
Training Epoch: 17 [39936/45000]	Loss: 0.5730	LR: 0.020000
Training Epoch: 17 [40192/45000]	Loss: 0.6765	LR: 0.020000
Training Epoch: 17 [40448/45000]	Loss: 0.6987	LR: 0.020000
Training Epoch: 17 [40704/45000]	Loss: 0.8356	LR: 0.020000
Training Epoch: 17 [40960/45000]	Loss: 0.7522	LR: 0.020000
Training Epoch: 17 [41216/45000]	Loss: 0.5402	LR: 0.020000
Training Epoch: 17 [41472/45000]	Loss: 0.6210	LR: 0.020000
Training Epoch: 17 [41728/45000]	Loss: 0.6269	LR: 0.020000
Training Epoch: 17 [41984/45000]	Loss: 0.6547	LR: 0.020000
Training Epoch: 17 [42240/45000]	Loss: 0.6021	LR: 0.020000
Training Epoch: 17 [42496/45000]	Loss: 0.8706	LR: 0.020000
Training Epoch: 17 [42752/45000]	Loss: 0.7419	LR: 0.020000
Training Epoch: 17 [43008/45000]	Loss: 0.7275	LR: 0.020000
Training Epoch: 17 [43264/45000]	Loss: 0.6958	LR: 0.020000
Training Epoch: 17 [43520/45000]	Loss: 0.7640	LR: 0.020000
Training Epoch: 17 [43776/45000]	Loss: 0.6886	LR: 0.020000
Training Epoch: 17 [44032/45000]	Loss: 0.6233	LR: 0.020000
Training Epoch: 17 [44288/45000]	Loss: 0.7597	LR: 0.020000
Training Epoch: 17 [44544/45000]	Loss: 0.6802	LR: 0.020000
Training Epoch: 17 [44800/45000]	Loss: 0.7142	LR: 0.020000
Training Epoch: 17 [45000/45000]	Loss: 0.6440	LR: 0.020000
Epoch 17 - Average Train Loss: 0.6871, Train Accuracy: 0.7794
Epoch 17 training time consumed: 24.64s
Evaluating Network.....
Test set: Epoch: 17, Average loss: 0.0035, Accuracy: 0.7244, Time consumed:0.88s
Training Epoch: 18 [256/45000]	Loss: 0.5882	LR: 0.020000
Training Epoch: 18 [512/45000]	Loss: 0.6497	LR: 0.020000
Training Epoch: 18 [768/45000]	Loss: 0.6437	LR: 0.020000
Training Epoch: 18 [1024/45000]	Loss: 0.6799	LR: 0.020000
Training Epoch: 18 [1280/45000]	Loss: 0.7426	LR: 0.020000
Training Epoch: 18 [1536/45000]	Loss: 0.6275	LR: 0.020000
Training Epoch: 18 [1792/45000]	Loss: 0.5179	LR: 0.020000
Training Epoch: 18 [2048/45000]	Loss: 0.7167	LR: 0.020000
Training Epoch: 18 [2304/45000]	Loss: 0.5911	LR: 0.020000
Training Epoch: 18 [2560/45000]	Loss: 0.7444	LR: 0.020000
Training Epoch: 18 [2816/45000]	Loss: 0.5309	LR: 0.020000
Training Epoch: 18 [3072/45000]	Loss: 0.6363	LR: 0.020000
Training Epoch: 18 [3328/45000]	Loss: 0.5954	LR: 0.020000
Training Epoch: 18 [3584/45000]	Loss: 0.6748	LR: 0.020000
Training Epoch: 18 [3840/45000]	Loss: 0.8187	LR: 0.020000
Training Epoch: 18 [4096/45000]	Loss: 0.7159	LR: 0.020000
Training Epoch: 18 [4352/45000]	Loss: 0.6715	LR: 0.020000
Training Epoch: 18 [4608/45000]	Loss: 0.5751	LR: 0.020000
Training Epoch: 18 [4864/45000]	Loss: 0.7166	LR: 0.020000
Training Epoch: 18 [5120/45000]	Loss: 0.5896	LR: 0.020000
Training Epoch: 18 [5376/45000]	Loss: 0.5652	LR: 0.020000
Training Epoch: 18 [5632/45000]	Loss: 0.6838	LR: 0.020000
Training Epoch: 18 [5888/45000]	Loss: 0.6926	LR: 0.020000
Training Epoch: 18 [6144/45000]	Loss: 0.6421	LR: 0.020000
Training Epoch: 18 [6400/45000]	Loss: 0.6512	LR: 0.020000
Training Epoch: 18 [6656/45000]	Loss: 0.6737	LR: 0.020000
Training Epoch: 18 [6912/45000]	Loss: 0.6834	LR: 0.020000
Training Epoch: 18 [7168/45000]	Loss: 0.6699	LR: 0.020000
Training Epoch: 18 [7424/45000]	Loss: 0.5641	LR: 0.020000
Training Epoch: 18 [7680/45000]	Loss: 0.6360	LR: 0.020000
Training Epoch: 18 [7936/45000]	Loss: 0.7657	LR: 0.020000
Training Epoch: 18 [8192/45000]	Loss: 0.6470	LR: 0.020000
Training Epoch: 18 [8448/45000]	Loss: 0.5600	LR: 0.020000
Training Epoch: 18 [8704/45000]	Loss: 0.6618	LR: 0.020000
Training Epoch: 18 [8960/45000]	Loss: 0.6829	LR: 0.020000
Training Epoch: 18 [9216/45000]	Loss: 0.7796	LR: 0.020000
Training Epoch: 18 [9472/45000]	Loss: 0.6554	LR: 0.020000
Training Epoch: 18 [9728/45000]	Loss: 0.6848	LR: 0.020000
Training Epoch: 18 [9984/45000]	Loss: 0.7133	LR: 0.020000
Training Epoch: 18 [10240/45000]	Loss: 0.6189	LR: 0.020000
Training Epoch: 18 [10496/45000]	Loss: 0.7583	LR: 0.020000
Training Epoch: 18 [10752/45000]	Loss: 0.6607	LR: 0.020000
Training Epoch: 18 [11008/45000]	Loss: 0.6032	LR: 0.020000
Training Epoch: 18 [11264/45000]	Loss: 0.7254	LR: 0.020000
Training Epoch: 18 [11520/45000]	Loss: 0.5731	LR: 0.020000
Training Epoch: 18 [11776/45000]	Loss: 0.6524	LR: 0.020000
Training Epoch: 18 [12032/45000]	Loss: 0.6305	LR: 0.020000
Training Epoch: 18 [12288/45000]	Loss: 0.6437	LR: 0.020000
Training Epoch: 18 [12544/45000]	Loss: 0.6645	LR: 0.020000
Training Epoch: 18 [12800/45000]	Loss: 0.6551	LR: 0.020000
Training Epoch: 18 [13056/45000]	Loss: 0.6653	LR: 0.020000
Training Epoch: 18 [13312/45000]	Loss: 0.6297	LR: 0.020000
Training Epoch: 18 [13568/45000]	Loss: 0.5641	LR: 0.020000
Training Epoch: 18 [13824/45000]	Loss: 0.5578	LR: 0.020000
Training Epoch: 18 [14080/45000]	Loss: 0.6223	LR: 0.020000
Training Epoch: 18 [14336/45000]	Loss: 0.6345	LR: 0.020000
Training Epoch: 18 [14592/45000]	Loss: 0.6703	LR: 0.020000
Training Epoch: 18 [14848/45000]	Loss: 0.6738	LR: 0.020000
Training Epoch: 18 [15104/45000]	Loss: 0.6952	LR: 0.020000
Training Epoch: 18 [15360/45000]	Loss: 0.6774	LR: 0.020000
Training Epoch: 18 [15616/45000]	Loss: 0.6435	LR: 0.020000
Training Epoch: 18 [15872/45000]	Loss: 0.5726	LR: 0.020000
Training Epoch: 18 [16128/45000]	Loss: 0.7140	LR: 0.020000
Training Epoch: 18 [16384/45000]	Loss: 0.6689	LR: 0.020000
Training Epoch: 18 [16640/45000]	Loss: 0.7633	LR: 0.020000
Training Epoch: 18 [16896/45000]	Loss: 0.5555	LR: 0.020000
Training Epoch: 18 [17152/45000]	Loss: 0.6676	LR: 0.020000
Training Epoch: 18 [17408/45000]	Loss: 0.6581	LR: 0.020000
Training Epoch: 18 [17664/45000]	Loss: 0.5190	LR: 0.020000
Training Epoch: 18 [17920/45000]	Loss: 0.6498	LR: 0.020000
Training Epoch: 18 [18176/45000]	Loss: 0.6061	LR: 0.020000
Training Epoch: 18 [18432/45000]	Loss: 0.6590	LR: 0.020000
Training Epoch: 18 [18688/45000]	Loss: 0.6478	LR: 0.020000
Training Epoch: 18 [18944/45000]	Loss: 0.6622	LR: 0.020000
Training Epoch: 18 [19200/45000]	Loss: 0.6459	LR: 0.020000
Training Epoch: 18 [19456/45000]	Loss: 0.6429	LR: 0.020000
Training Epoch: 18 [19712/45000]	Loss: 0.6241	LR: 0.020000
Training Epoch: 18 [19968/45000]	Loss: 0.6530	LR: 0.020000
Training Epoch: 18 [20224/45000]	Loss: 0.7139	LR: 0.020000
Training Epoch: 18 [20480/45000]	Loss: 0.6437	LR: 0.020000
Training Epoch: 18 [20736/45000]	Loss: 0.6333	LR: 0.020000
Training Epoch: 18 [20992/45000]	Loss: 0.5696	LR: 0.020000
Training Epoch: 18 [21248/45000]	Loss: 0.7251	LR: 0.020000
Training Epoch: 18 [21504/45000]	Loss: 0.6465	LR: 0.020000
Training Epoch: 18 [21760/45000]	Loss: 0.6820	LR: 0.020000
Training Epoch: 18 [22016/45000]	Loss: 0.6794	LR: 0.020000
Training Epoch: 18 [22272/45000]	Loss: 0.5976	LR: 0.020000
Training Epoch: 18 [22528/45000]	Loss: 0.7750	LR: 0.020000
Training Epoch: 18 [22784/45000]	Loss: 0.6459	LR: 0.020000
Training Epoch: 18 [23040/45000]	Loss: 0.6464	LR: 0.020000
Training Epoch: 18 [23296/45000]	Loss: 0.7028	LR: 0.020000
Training Epoch: 18 [23552/45000]	Loss: 0.6361	LR: 0.020000
Training Epoch: 18 [23808/45000]	Loss: 0.6358	LR: 0.020000
Training Epoch: 18 [24064/45000]	Loss: 0.6128	LR: 0.020000
Training Epoch: 18 [24320/45000]	Loss: 0.6735	LR: 0.020000
Training Epoch: 18 [24576/45000]	Loss: 0.6752	LR: 0.020000
Training Epoch: 18 [24832/45000]	Loss: 0.6890	LR: 0.020000
Training Epoch: 18 [25088/45000]	Loss: 0.7259	LR: 0.020000
Training Epoch: 18 [25344/45000]	Loss: 0.6611	LR: 0.020000
Training Epoch: 18 [25600/45000]	Loss: 0.7065	LR: 0.020000
Training Epoch: 18 [25856/45000]	Loss: 0.5736	LR: 0.020000
Training Epoch: 18 [26112/45000]	Loss: 0.6705	LR: 0.020000
Training Epoch: 18 [26368/45000]	Loss: 0.6289	LR: 0.020000
Training Epoch: 18 [26624/45000]	Loss: 0.6462	LR: 0.020000
Training Epoch: 18 [26880/45000]	Loss: 0.7439	LR: 0.020000
Training Epoch: 18 [27136/45000]	Loss: 0.5909	LR: 0.020000
Training Epoch: 18 [27392/45000]	Loss: 0.6277	LR: 0.020000
Training Epoch: 18 [27648/45000]	Loss: 0.6957	LR: 0.020000
Training Epoch: 18 [27904/45000]	Loss: 0.6122	LR: 0.020000
Training Epoch: 18 [28160/45000]	Loss: 0.6581	LR: 0.020000
Training Epoch: 18 [28416/45000]	Loss: 0.7109	LR: 0.020000
Training Epoch: 18 [28672/45000]	Loss: 0.6148	LR: 0.020000
Training Epoch: 18 [28928/45000]	Loss: 0.5842	LR: 0.020000
Training Epoch: 18 [29184/45000]	Loss: 0.6994	LR: 0.020000
Training Epoch: 18 [29440/45000]	Loss: 0.5877	LR: 0.020000
Training Epoch: 18 [29696/45000]	Loss: 0.6937	LR: 0.020000
Training Epoch: 18 [29952/45000]	Loss: 0.6168	LR: 0.020000
Training Epoch: 18 [30208/45000]	Loss: 0.7478	LR: 0.020000
Training Epoch: 18 [30464/45000]	Loss: 0.7906	LR: 0.020000
Training Epoch: 18 [30720/45000]	Loss: 0.5789	LR: 0.020000
Training Epoch: 18 [30976/45000]	Loss: 0.7362	LR: 0.020000
Training Epoch: 18 [31232/45000]	Loss: 0.7857	LR: 0.020000
Training Epoch: 18 [31488/45000]	Loss: 0.7905	LR: 0.020000
Training Epoch: 18 [31744/45000]	Loss: 0.6488	LR: 0.020000
Training Epoch: 18 [32000/45000]	Loss: 0.7062	LR: 0.020000
Training Epoch: 18 [32256/45000]	Loss: 0.6277	LR: 0.020000
Training Epoch: 18 [32512/45000]	Loss: 0.6636	LR: 0.020000
Training Epoch: 18 [32768/45000]	Loss: 0.7278	LR: 0.020000
Training Epoch: 18 [33024/45000]	Loss: 0.6623	LR: 0.020000
Training Epoch: 18 [33280/45000]	Loss: 0.6734	LR: 0.020000
Training Epoch: 18 [33536/45000]	Loss: 0.6842	LR: 0.020000
Training Epoch: 18 [33792/45000]	Loss: 0.6043	LR: 0.020000
Training Epoch: 18 [34048/45000]	Loss: 0.6403	LR: 0.020000
Training Epoch: 18 [34304/45000]	Loss: 0.5417	LR: 0.020000
Training Epoch: 18 [34560/45000]	Loss: 0.6340	LR: 0.020000
Training Epoch: 18 [34816/45000]	Loss: 0.6949	LR: 0.020000
Training Epoch: 18 [35072/45000]	Loss: 0.6459	LR: 0.020000
Training Epoch: 18 [35328/45000]	Loss: 0.8597	LR: 0.020000
Training Epoch: 18 [35584/45000]	Loss: 0.8173	LR: 0.020000
Training Epoch: 18 [35840/45000]	Loss: 0.5990	LR: 0.020000
Training Epoch: 18 [36096/45000]	Loss: 0.6846	LR: 0.020000
Training Epoch: 18 [36352/45000]	Loss: 0.6681	LR: 0.020000
Training Epoch: 18 [36608/45000]	Loss: 0.6371	LR: 0.020000
Training Epoch: 18 [36864/45000]	Loss: 0.5942	LR: 0.020000
Training Epoch: 18 [37120/45000]	Loss: 0.7254	LR: 0.020000
Training Epoch: 18 [37376/45000]	Loss: 0.5959	LR: 0.020000
Training Epoch: 18 [37632/45000]	Loss: 0.6699	LR: 0.020000
Training Epoch: 18 [37888/45000]	Loss: 0.7418	LR: 0.020000
Training Epoch: 18 [38144/45000]	Loss: 0.6707	LR: 0.020000
Training Epoch: 18 [38400/45000]	Loss: 0.6441	LR: 0.020000
Training Epoch: 18 [38656/45000]	Loss: 0.6086	LR: 0.020000
Training Epoch: 18 [38912/45000]	Loss: 0.6656	LR: 0.020000
Training Epoch: 18 [39168/45000]	Loss: 0.6656	LR: 0.020000
Training Epoch: 18 [39424/45000]	Loss: 0.7239	LR: 0.020000
Training Epoch: 18 [39680/45000]	Loss: 0.6863	LR: 0.020000
Training Epoch: 18 [39936/45000]	Loss: 0.7311	LR: 0.020000
Training Epoch: 18 [40192/45000]	Loss: 0.7085	LR: 0.020000
Training Epoch: 18 [40448/45000]	Loss: 0.5863	LR: 0.020000
Training Epoch: 18 [40704/45000]	Loss: 0.6680	LR: 0.020000
Training Epoch: 18 [40960/45000]	Loss: 0.6726	LR: 0.020000
Training Epoch: 18 [41216/45000]	Loss: 0.7131	LR: 0.020000
Training Epoch: 18 [41472/45000]	Loss: 0.7033	LR: 0.020000
Training Epoch: 18 [41728/45000]	Loss: 0.6996	LR: 0.020000
Training Epoch: 18 [41984/45000]	Loss: 0.7058	LR: 0.020000
Training Epoch: 18 [42240/45000]	Loss: 0.6758	LR: 0.020000
Training Epoch: 18 [42496/45000]	Loss: 0.6708	LR: 0.020000
Training Epoch: 18 [42752/45000]	Loss: 0.7092	LR: 0.020000
Training Epoch: 18 [43008/45000]	Loss: 0.7581	LR: 0.020000
Training Epoch: 18 [43264/45000]	Loss: 0.7470	LR: 0.020000
Training Epoch: 18 [43520/45000]	Loss: 0.6842	LR: 0.020000
Training Epoch: 18 [43776/45000]	Loss: 0.6054	LR: 0.020000
Training Epoch: 18 [44032/45000]	Loss: 0.6460	LR: 0.020000
Training Epoch: 18 [44288/45000]	Loss: 0.7544	LR: 0.020000
Training Epoch: 18 [44544/45000]	Loss: 0.7375	LR: 0.020000
Training Epoch: 18 [44800/45000]	Loss: 0.6929	LR: 0.020000
Training Epoch: 18 [45000/45000]	Loss: 0.7850	LR: 0.020000
Epoch 18 - Average Train Loss: 0.6640, Train Accuracy: 0.7848
Epoch 18 training time consumed: 24.54s
Evaluating Network.....
Test set: Epoch: 18, Average loss: 0.0033, Accuracy: 0.7432, Time consumed:0.91s
Saving weights file to checkpoint/retrain/AllCNN/Monday_14_July_2025_01h_39m_29s/AllCNN-Cifar20-seed5-ret100-18-best.pth
Training Epoch: 19 [256/45000]	Loss: 0.6257	LR: 0.020000
Training Epoch: 19 [512/45000]	Loss: 0.6422	LR: 0.020000
Training Epoch: 19 [768/45000]	Loss: 0.6992	LR: 0.020000
Training Epoch: 19 [1024/45000]	Loss: 0.5678	LR: 0.020000
Training Epoch: 19 [1280/45000]	Loss: 0.6312	LR: 0.020000
Training Epoch: 19 [1536/45000]	Loss: 0.6171	LR: 0.020000
Training Epoch: 19 [1792/45000]	Loss: 0.6254	LR: 0.020000
Training Epoch: 19 [2048/45000]	Loss: 0.6547	LR: 0.020000
Training Epoch: 19 [2304/45000]	Loss: 0.6245	LR: 0.020000
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Training Epoch: 19 [2816/45000]	Loss: 0.6736	LR: 0.020000
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Training Epoch: 19 [22016/45000]	Loss: 0.6538	LR: 0.020000
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Training Epoch: 19 [42496/45000]	Loss: 0.7948	LR: 0.020000
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Training Epoch: 19 [43008/45000]	Loss: 0.6433	LR: 0.020000
Training Epoch: 19 [43264/45000]	Loss: 0.6697	LR: 0.020000
Training Epoch: 19 [43520/45000]	Loss: 0.6975	LR: 0.020000
Training Epoch: 19 [43776/45000]	Loss: 0.6555	LR: 0.020000
Training Epoch: 19 [44032/45000]	Loss: 0.6849	LR: 0.020000
Training Epoch: 19 [44288/45000]	Loss: 0.6512	LR: 0.020000
Training Epoch: 19 [44544/45000]	Loss: 0.7159	LR: 0.020000
Training Epoch: 19 [44800/45000]	Loss: 0.7596	LR: 0.020000
Training Epoch: 19 [45000/45000]	Loss: 0.5813	LR: 0.020000
Epoch 19 - Average Train Loss: 0.6430, Train Accuracy: 0.7930
Epoch 19 training time consumed: 24.62s
Evaluating Network.....
Test set: Epoch: 19, Average loss: 0.0033, Accuracy: 0.7435, Time consumed:0.94s
Saving weights file to checkpoint/retrain/AllCNN/Monday_14_July_2025_01h_39m_29s/AllCNN-Cifar20-seed5-ret100-19-best.pth
Training Epoch: 20 [256/45000]	Loss: 0.6372	LR: 0.020000
Training Epoch: 20 [512/45000]	Loss: 0.5954	LR: 0.020000
Training Epoch: 20 [768/45000]	Loss: 0.6327	LR: 0.020000
Training Epoch: 20 [1024/45000]	Loss: 0.5403	LR: 0.020000
Training Epoch: 20 [1280/45000]	Loss: 0.6141	LR: 0.020000
Training Epoch: 20 [1536/45000]	Loss: 0.6540	LR: 0.020000
Training Epoch: 20 [1792/45000]	Loss: 0.6888	LR: 0.020000
Training Epoch: 20 [2048/45000]	Loss: 0.5554	LR: 0.020000
Training Epoch: 20 [2304/45000]	Loss: 0.5821	LR: 0.020000
Training Epoch: 20 [2560/45000]	Loss: 0.5533	LR: 0.020000
Training Epoch: 20 [2816/45000]	Loss: 0.6124	LR: 0.020000
Training Epoch: 20 [3072/45000]	Loss: 0.6361	LR: 0.020000
Training Epoch: 20 [3328/45000]	Loss: 0.5916	LR: 0.020000
Training Epoch: 20 [3584/45000]	Loss: 0.6063	LR: 0.020000
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Training Epoch: 20 [25344/45000]	Loss: 0.5767	LR: 0.020000
Training Epoch: 20 [25600/45000]	Loss: 0.6428	LR: 0.020000
Training Epoch: 20 [25856/45000]	Loss: 0.6975	LR: 0.020000
Training Epoch: 20 [26112/45000]	Loss: 0.5713	LR: 0.020000
Training Epoch: 20 [26368/45000]	Loss: 0.5050	LR: 0.020000
Training Epoch: 20 [26624/45000]	Loss: 0.6699	LR: 0.020000
Training Epoch: 20 [26880/45000]	Loss: 0.7788	LR: 0.020000
Training Epoch: 20 [27136/45000]	Loss: 0.5492	LR: 0.020000
Training Epoch: 20 [27392/45000]	Loss: 0.6274	LR: 0.020000
Training Epoch: 20 [27648/45000]	Loss: 0.5835	LR: 0.020000
Training Epoch: 20 [27904/45000]	Loss: 0.6708	LR: 0.020000
Training Epoch: 20 [28160/45000]	Loss: 0.7548	LR: 0.020000
Training Epoch: 20 [28416/45000]	Loss: 0.6952	LR: 0.020000
Training Epoch: 20 [28672/45000]	Loss: 0.7337	LR: 0.020000
Training Epoch: 20 [28928/45000]	Loss: 0.5450	LR: 0.020000
Training Epoch: 20 [29184/45000]	Loss: 0.7156	LR: 0.020000
Training Epoch: 20 [29440/45000]	Loss: 0.5415	LR: 0.020000
Training Epoch: 20 [29696/45000]	Loss: 0.6934	LR: 0.020000
Training Epoch: 20 [29952/45000]	Loss: 0.6603	LR: 0.020000
Training Epoch: 20 [30208/45000]	Loss: 0.6381	LR: 0.020000
Training Epoch: 20 [30464/45000]	Loss: 0.6180	LR: 0.020000
Training Epoch: 20 [30720/45000]	Loss: 0.6392	LR: 0.020000
Training Epoch: 20 [30976/45000]	Loss: 0.5623	LR: 0.020000
Training Epoch: 20 [31232/45000]	Loss: 0.6786	LR: 0.020000
Training Epoch: 20 [31488/45000]	Loss: 0.7221	LR: 0.020000
Training Epoch: 20 [31744/45000]	Loss: 0.6247	LR: 0.020000
Training Epoch: 20 [32000/45000]	Loss: 0.6568	LR: 0.020000
Training Epoch: 20 [32256/45000]	Loss: 0.6453	LR: 0.020000
Training Epoch: 20 [32512/45000]	Loss: 0.6789	LR: 0.020000
Training Epoch: 20 [32768/45000]	Loss: 0.6386	LR: 0.020000
Training Epoch: 20 [33024/45000]	Loss: 0.6835	LR: 0.020000
Training Epoch: 20 [33280/45000]	Loss: 0.7243	LR: 0.020000
Training Epoch: 20 [33536/45000]	Loss: 0.7173	LR: 0.020000
Training Epoch: 20 [33792/45000]	Loss: 0.7236	LR: 0.020000
Training Epoch: 20 [34048/45000]	Loss: 0.6073	LR: 0.020000
Training Epoch: 20 [34304/45000]	Loss: 0.6086	LR: 0.020000
Training Epoch: 20 [34560/45000]	Loss: 0.6613	LR: 0.020000
Training Epoch: 20 [34816/45000]	Loss: 0.6041	LR: 0.020000
Training Epoch: 20 [35072/45000]	Loss: 0.6158	LR: 0.020000
Training Epoch: 20 [35328/45000]	Loss: 0.5549	LR: 0.020000
Training Epoch: 20 [35584/45000]	Loss: 0.7527	LR: 0.020000
Training Epoch: 20 [35840/45000]	Loss: 0.7326	LR: 0.020000
Training Epoch: 20 [36096/45000]	Loss: 0.5781	LR: 0.020000
Training Epoch: 20 [36352/45000]	Loss: 0.6851	LR: 0.020000
Training Epoch: 20 [36608/45000]	Loss: 0.5475	LR: 0.020000
Training Epoch: 20 [36864/45000]	Loss: 0.5994	LR: 0.020000
Training Epoch: 20 [37120/45000]	Loss: 0.5952	LR: 0.020000
Training Epoch: 20 [37376/45000]	Loss: 0.7014	LR: 0.020000
Training Epoch: 20 [37632/45000]	Loss: 0.6091	LR: 0.020000
Training Epoch: 20 [37888/45000]	Loss: 0.6885	LR: 0.020000
Training Epoch: 20 [38144/45000]	Loss: 0.6870	LR: 0.020000
Training Epoch: 20 [38400/45000]	Loss: 0.6164	LR: 0.020000
Training Epoch: 20 [38656/45000]	Loss: 0.4686	LR: 0.020000
Training Epoch: 20 [38912/45000]	Loss: 0.5780	LR: 0.020000
Training Epoch: 20 [39168/45000]	Loss: 0.6561	LR: 0.020000
Training Epoch: 20 [39424/45000]	Loss: 0.5919	LR: 0.020000
Training Epoch: 20 [39680/45000]	Loss: 0.6023	LR: 0.020000
Training Epoch: 20 [39936/45000]	Loss: 0.6382	LR: 0.020000
Training Epoch: 20 [40192/45000]	Loss: 0.6189	LR: 0.020000
Training Epoch: 20 [40448/45000]	Loss: 0.5954	LR: 0.020000
Training Epoch: 20 [40704/45000]	Loss: 0.6834	LR: 0.020000
Training Epoch: 20 [40960/45000]	Loss: 0.5684	LR: 0.020000
Training Epoch: 20 [41216/45000]	Loss: 0.6712	LR: 0.020000
Training Epoch: 20 [41472/45000]	Loss: 0.7974	LR: 0.020000
Training Epoch: 20 [41728/45000]	Loss: 0.5654	LR: 0.020000
Training Epoch: 20 [41984/45000]	Loss: 0.6798	LR: 0.020000
Training Epoch: 20 [42240/45000]	Loss: 0.7229	LR: 0.020000
Training Epoch: 20 [42496/45000]	Loss: 0.5530	LR: 0.020000
Training Epoch: 20 [42752/45000]	Loss: 0.6782	LR: 0.020000
Training Epoch: 20 [43008/45000]	Loss: 0.6436	LR: 0.020000
Training Epoch: 20 [43264/45000]	Loss: 0.7227	LR: 0.020000
Training Epoch: 20 [43520/45000]	Loss: 0.5432	LR: 0.020000
Training Epoch: 20 [43776/45000]	Loss: 0.5633	LR: 0.020000
Training Epoch: 20 [44032/45000]	Loss: 0.6787	LR: 0.020000
Training Epoch: 20 [44288/45000]	Loss: 0.7694	LR: 0.020000
Training Epoch: 20 [44544/45000]	Loss: 0.6206	LR: 0.020000
Training Epoch: 20 [44800/45000]	Loss: 0.7076	LR: 0.020000
Training Epoch: 20 [45000/45000]	Loss: 0.5604	LR: 0.020000
Epoch 20 - Average Train Loss: 0.6318, Train Accuracy: 0.7956
Epoch 20 training time consumed: 25.06s
Evaluating Network.....
Test set: Epoch: 20, Average loss: 0.0035, Accuracy: 0.7332, Time consumed:0.88s
Training Epoch: 21 [256/45000]	Loss: 0.4602	LR: 0.020000
Training Epoch: 21 [512/45000]	Loss: 0.6045	LR: 0.020000
Training Epoch: 21 [768/45000]	Loss: 0.7554	LR: 0.020000
Training Epoch: 21 [1024/45000]	Loss: 0.6589	LR: 0.020000
Training Epoch: 21 [1280/45000]	Loss: 0.5076	LR: 0.020000
Training Epoch: 21 [1536/45000]	Loss: 0.5755	LR: 0.020000
Training Epoch: 21 [1792/45000]	Loss: 0.5706	LR: 0.020000
Training Epoch: 21 [2048/45000]	Loss: 0.5301	LR: 0.020000
Training Epoch: 21 [2304/45000]	Loss: 0.6606	LR: 0.020000
Training Epoch: 21 [2560/45000]	Loss: 0.6142	LR: 0.020000
Training Epoch: 21 [2816/45000]	Loss: 0.5215	LR: 0.020000
Training Epoch: 21 [3072/45000]	Loss: 0.6750	LR: 0.020000
Training Epoch: 21 [3328/45000]	Loss: 0.6136	LR: 0.020000
Training Epoch: 21 [3584/45000]	Loss: 0.4889	LR: 0.020000
Training Epoch: 21 [3840/45000]	Loss: 0.6061	LR: 0.020000
Training Epoch: 21 [4096/45000]	Loss: 0.6674	LR: 0.020000
Training Epoch: 21 [4352/45000]	Loss: 0.6901	LR: 0.020000
Training Epoch: 21 [4608/45000]	Loss: 0.5000	LR: 0.020000
Training Epoch: 21 [4864/45000]	Loss: 0.6424	LR: 0.020000
Training Epoch: 21 [5120/45000]	Loss: 0.6591	LR: 0.020000
Training Epoch: 21 [5376/45000]	Loss: 0.5106	LR: 0.020000
Training Epoch: 21 [5632/45000]	Loss: 0.6616	LR: 0.020000
Training Epoch: 21 [5888/45000]	Loss: 0.5369	LR: 0.020000
Training Epoch: 21 [6144/45000]	Loss: 0.5619	LR: 0.020000
Training Epoch: 21 [6400/45000]	Loss: 0.5760	LR: 0.020000
Training Epoch: 21 [6656/45000]	Loss: 0.5839	LR: 0.020000
Training Epoch: 21 [6912/45000]	Loss: 0.6480	LR: 0.020000
Training Epoch: 21 [7168/45000]	Loss: 0.5629	LR: 0.020000
Training Epoch: 21 [7424/45000]	Loss: 0.5337	LR: 0.020000
Training Epoch: 21 [7680/45000]	Loss: 0.6963	LR: 0.020000
Training Epoch: 21 [7936/45000]	Loss: 0.5812	LR: 0.020000
Training Epoch: 21 [8192/45000]	Loss: 0.6403	LR: 0.020000
Training Epoch: 21 [8448/45000]	Loss: 0.5579	LR: 0.020000
Training Epoch: 21 [8704/45000]	Loss: 0.5961	LR: 0.020000
Training Epoch: 21 [8960/45000]	Loss: 0.5850	LR: 0.020000
Training Epoch: 21 [9216/45000]	Loss: 0.6156	LR: 0.020000
Training Epoch: 21 [9472/45000]	Loss: 0.6425	LR: 0.020000
Training Epoch: 21 [9728/45000]	Loss: 0.5192	LR: 0.020000
Training Epoch: 21 [9984/45000]	Loss: 0.5945	LR: 0.020000
Training Epoch: 21 [10240/45000]	Loss: 0.5540	LR: 0.020000
Training Epoch: 21 [10496/45000]	Loss: 0.6258	LR: 0.020000
Training Epoch: 21 [10752/45000]	Loss: 0.5449	LR: 0.020000
Training Epoch: 21 [11008/45000]	Loss: 0.6146	LR: 0.020000
Training Epoch: 21 [11264/45000]	Loss: 0.6464	LR: 0.020000
Training Epoch: 21 [11520/45000]	Loss: 0.6368	LR: 0.020000
Training Epoch: 21 [11776/45000]	Loss: 0.5196	LR: 0.020000
Training Epoch: 21 [12032/45000]	Loss: 0.6443	LR: 0.020000
Training Epoch: 21 [12288/45000]	Loss: 0.5461	LR: 0.020000
Training Epoch: 21 [12544/45000]	Loss: 0.5405	LR: 0.020000
Training Epoch: 21 [12800/45000]	Loss: 0.6800	LR: 0.020000
Training Epoch: 21 [13056/45000]	Loss: 0.5842	LR: 0.020000
Training Epoch: 21 [13312/45000]	Loss: 0.6151	LR: 0.020000
Training Epoch: 21 [13568/45000]	Loss: 0.5411	LR: 0.020000
Training Epoch: 21 [13824/45000]	Loss: 0.6366	LR: 0.020000
Training Epoch: 21 [14080/45000]	Loss: 0.6227	LR: 0.020000
Training Epoch: 21 [14336/45000]	Loss: 0.6084	LR: 0.020000
Training Epoch: 21 [14592/45000]	Loss: 0.4634	LR: 0.020000
Training Epoch: 21 [14848/45000]	Loss: 0.6572	LR: 0.020000
Training Epoch: 21 [15104/45000]	Loss: 0.4593	LR: 0.020000
Training Epoch: 21 [15360/45000]	Loss: 0.5663	LR: 0.020000
Training Epoch: 21 [15616/45000]	Loss: 0.6165	LR: 0.020000
Training Epoch: 21 [15872/45000]	Loss: 0.5711	LR: 0.020000
Training Epoch: 21 [16128/45000]	Loss: 0.6419	LR: 0.020000
Training Epoch: 21 [16384/45000]	Loss: 0.6698	LR: 0.020000
Training Epoch: 21 [16640/45000]	Loss: 0.6161	LR: 0.020000
Training Epoch: 21 [16896/45000]	Loss: 0.5599	LR: 0.020000
Training Epoch: 21 [17152/45000]	Loss: 0.6322	LR: 0.020000
Training Epoch: 21 [17408/45000]	Loss: 0.5859	LR: 0.020000
Training Epoch: 21 [17664/45000]	Loss: 0.5913	LR: 0.020000
Training Epoch: 21 [17920/45000]	Loss: 0.5016	LR: 0.020000
Training Epoch: 21 [18176/45000]	Loss: 0.5576	LR: 0.020000
Training Epoch: 21 [18432/45000]	Loss: 0.6334	LR: 0.020000
Training Epoch: 21 [18688/45000]	Loss: 0.5532	LR: 0.020000
Training Epoch: 21 [18944/45000]	Loss: 0.6720	LR: 0.020000
Training Epoch: 21 [19200/45000]	Loss: 0.6227	LR: 0.020000
Training Epoch: 21 [19456/45000]	Loss: 0.6987	LR: 0.020000
Training Epoch: 21 [19712/45000]	Loss: 0.6750	LR: 0.020000
Training Epoch: 21 [19968/45000]	Loss: 0.5652	LR: 0.020000
Training Epoch: 21 [20224/45000]	Loss: 0.6123	LR: 0.020000
Training Epoch: 21 [20480/45000]	Loss: 0.7075	LR: 0.020000
Training Epoch: 21 [20736/45000]	Loss: 0.6624	LR: 0.020000
Training Epoch: 21 [20992/45000]	Loss: 0.5173	LR: 0.020000
Training Epoch: 21 [21248/45000]	Loss: 0.5508	LR: 0.020000
Training Epoch: 21 [21504/45000]	Loss: 0.5588	LR: 0.020000
Training Epoch: 21 [21760/45000]	Loss: 0.5632	LR: 0.020000
Training Epoch: 21 [22016/45000]	Loss: 0.6567	LR: 0.020000
Training Epoch: 21 [22272/45000]	Loss: 0.6109	LR: 0.020000
Training Epoch: 21 [22528/45000]	Loss: 0.6459	LR: 0.020000
Training Epoch: 21 [22784/45000]	Loss: 0.5122	LR: 0.020000
Training Epoch: 21 [23040/45000]	Loss: 0.5847	LR: 0.020000
Training Epoch: 21 [23296/45000]	Loss: 0.6545	LR: 0.020000
Training Epoch: 21 [23552/45000]	Loss: 0.7252	LR: 0.020000
Training Epoch: 21 [23808/45000]	Loss: 0.5976	LR: 0.020000
Training Epoch: 21 [24064/45000]	Loss: 0.6159	LR: 0.020000
Training Epoch: 21 [24320/45000]	Loss: 0.6971	LR: 0.020000
Training Epoch: 21 [24576/45000]	Loss: 0.5213	LR: 0.020000
Training Epoch: 21 [24832/45000]	Loss: 0.5736	LR: 0.020000
Training Epoch: 21 [25088/45000]	Loss: 0.6018	LR: 0.020000
Training Epoch: 21 [25344/45000]	Loss: 0.5768	LR: 0.020000
Training Epoch: 21 [25600/45000]	Loss: 0.5553	LR: 0.020000
Training Epoch: 21 [25856/45000]	Loss: 0.6645	LR: 0.020000
Training Epoch: 21 [26112/45000]	Loss: 0.6565	LR: 0.020000
Training Epoch: 21 [26368/45000]	Loss: 0.5845	LR: 0.020000
Training Epoch: 21 [26624/45000]	Loss: 0.5968	LR: 0.020000
Training Epoch: 21 [26880/45000]	Loss: 0.5905	LR: 0.020000
Training Epoch: 21 [27136/45000]	Loss: 0.6622	LR: 0.020000
Training Epoch: 21 [27392/45000]	Loss: 0.5327	LR: 0.020000
Training Epoch: 21 [27648/45000]	Loss: 0.6621	LR: 0.020000
Training Epoch: 21 [27904/45000]	Loss: 0.5873	LR: 0.020000
Training Epoch: 21 [28160/45000]	Loss: 0.6421	LR: 0.020000
Training Epoch: 21 [28416/45000]	Loss: 0.6260	LR: 0.020000
Training Epoch: 21 [28672/45000]	Loss: 0.7012	LR: 0.020000
Training Epoch: 21 [28928/45000]	Loss: 0.5924	LR: 0.020000
Training Epoch: 21 [29184/45000]	Loss: 0.6583	LR: 0.020000
Training Epoch: 21 [29440/45000]	Loss: 0.6013	LR: 0.020000
Training Epoch: 21 [29696/45000]	Loss: 0.6357	LR: 0.020000
Training Epoch: 21 [29952/45000]	Loss: 0.7189	LR: 0.020000
Training Epoch: 21 [30208/45000]	Loss: 0.5962	LR: 0.020000
Training Epoch: 21 [30464/45000]	Loss: 0.5304	LR: 0.020000
Training Epoch: 21 [30720/45000]	Loss: 0.6120	LR: 0.020000
Training Epoch: 21 [30976/45000]	Loss: 0.6339	LR: 0.020000
Training Epoch: 21 [31232/45000]	Loss: 0.5726	LR: 0.020000
Training Epoch: 21 [31488/45000]	Loss: 0.5553	LR: 0.020000
Training Epoch: 21 [31744/45000]	Loss: 0.5492	LR: 0.020000
Training Epoch: 21 [32000/45000]	Loss: 0.5268	LR: 0.020000
Training Epoch: 21 [32256/45000]	Loss: 0.5687	LR: 0.020000
Training Epoch: 21 [32512/45000]	Loss: 0.6918	LR: 0.020000
Training Epoch: 21 [32768/45000]	Loss: 0.6271	LR: 0.020000
Training Epoch: 21 [33024/45000]	Loss: 0.5583	LR: 0.020000
Training Epoch: 21 [33280/45000]	Loss: 0.6163	LR: 0.020000
Training Epoch: 21 [33536/45000]	Loss: 0.6334	LR: 0.020000
Training Epoch: 21 [33792/45000]	Loss: 0.6300	LR: 0.020000
Training Epoch: 21 [34048/45000]	Loss: 0.5423	LR: 0.020000
Training Epoch: 21 [34304/45000]	Loss: 0.6388	LR: 0.020000
Training Epoch: 21 [34560/45000]	Loss: 0.5936	LR: 0.020000
Training Epoch: 21 [34816/45000]	Loss: 0.6991	LR: 0.020000
Training Epoch: 21 [35072/45000]	Loss: 0.6490	LR: 0.020000
Training Epoch: 21 [35328/45000]	Loss: 0.5733	LR: 0.020000
Training Epoch: 21 [35584/45000]	Loss: 0.6949	LR: 0.020000
Training Epoch: 21 [35840/45000]	Loss: 0.5023	LR: 0.020000
Training Epoch: 21 [36096/45000]	Loss: 0.6279	LR: 0.020000
Training Epoch: 21 [36352/45000]	Loss: 0.5913	LR: 0.020000
Training Epoch: 21 [36608/45000]	Loss: 0.6459	LR: 0.020000
Training Epoch: 21 [36864/45000]	Loss: 0.5867	LR: 0.020000
Training Epoch: 21 [37120/45000]	Loss: 0.4911	LR: 0.020000
Training Epoch: 21 [37376/45000]	Loss: 0.6287	LR: 0.020000
Training Epoch: 21 [37632/45000]	Loss: 0.6112	LR: 0.020000
Training Epoch: 21 [37888/45000]	Loss: 0.5368	LR: 0.020000
Training Epoch: 21 [38144/45000]	Loss: 0.7027	LR: 0.020000
Training Epoch: 21 [38400/45000]	Loss: 0.6165	LR: 0.020000
Training Epoch: 21 [38656/45000]	Loss: 0.6367	LR: 0.020000
Training Epoch: 21 [38912/45000]	Loss: 0.6382	LR: 0.020000
Training Epoch: 21 [39168/45000]	Loss: 0.5651	LR: 0.020000
Training Epoch: 21 [39424/45000]	Loss: 0.6170	LR: 0.020000
Training Epoch: 21 [39680/45000]	Loss: 0.7281	LR: 0.020000
Training Epoch: 21 [39936/45000]	Loss: 0.6419	LR: 0.020000
Training Epoch: 21 [40192/45000]	Loss: 0.7050	LR: 0.020000
Training Epoch: 21 [40448/45000]	Loss: 0.5793	LR: 0.020000
Training Epoch: 21 [40704/45000]	Loss: 0.5942	LR: 0.020000
Training Epoch: 21 [40960/45000]	Loss: 0.6094	LR: 0.020000
Training Epoch: 21 [41216/45000]	Loss: 0.6537	LR: 0.020000
Training Epoch: 21 [41472/45000]	Loss: 0.5982	LR: 0.020000
Training Epoch: 21 [41728/45000]	Loss: 0.5696	LR: 0.020000
Training Epoch: 21 [41984/45000]	Loss: 0.7036	LR: 0.020000
Training Epoch: 21 [42240/45000]	Loss: 0.7027	LR: 0.020000
Training Epoch: 21 [42496/45000]	Loss: 0.6354	LR: 0.020000
Training Epoch: 21 [42752/45000]	Loss: 0.5506	LR: 0.020000
Training Epoch: 21 [43008/45000]	Loss: 0.6888	LR: 0.020000
Training Epoch: 21 [43264/45000]	Loss: 0.6371	LR: 0.020000
Training Epoch: 21 [43520/45000]	Loss: 0.6758	LR: 0.020000
Training Epoch: 21 [43776/45000]	Loss: 0.6659	LR: 0.020000
Training Epoch: 21 [44032/45000]	Loss: 0.7236	LR: 0.020000
Training Epoch: 21 [44288/45000]	Loss: 0.6025	LR: 0.020000
Training Epoch: 21 [44544/45000]	Loss: 0.6202	LR: 0.020000
Training Epoch: 21 [44800/45000]	Loss: 0.6659	LR: 0.020000
Training Epoch: 21 [45000/45000]	Loss: 0.5500	LR: 0.020000
Epoch 21 - Average Train Loss: 0.6074, Train Accuracy: 0.8047
Epoch 21 training time consumed: 24.57s
Evaluating Network.....
Test set: Epoch: 21, Average loss: 0.0034, Accuracy: 0.7375, Time consumed:0.96s
Training Epoch: 22 [256/45000]	Loss: 0.5073	LR: 0.020000
Training Epoch: 22 [512/45000]	Loss: 0.4965	LR: 0.020000
Training Epoch: 22 [768/45000]	Loss: 0.5465	LR: 0.020000
Training Epoch: 22 [1024/45000]	Loss: 0.5630	LR: 0.020000
Training Epoch: 22 [1280/45000]	Loss: 0.5365	LR: 0.020000
Training Epoch: 22 [1536/45000]	Loss: 0.6265	LR: 0.020000
Training Epoch: 22 [1792/45000]	Loss: 0.5212	LR: 0.020000
Training Epoch: 22 [2048/45000]	Loss: 0.5214	LR: 0.020000
Training Epoch: 22 [2304/45000]	Loss: 0.5321	LR: 0.020000
Training Epoch: 22 [2560/45000]	Loss: 0.6487	LR: 0.020000
Training Epoch: 22 [2816/45000]	Loss: 0.5283	LR: 0.020000
Training Epoch: 22 [3072/45000]	Loss: 0.6338	LR: 0.020000
Training Epoch: 22 [3328/45000]	Loss: 0.5563	LR: 0.020000
Training Epoch: 22 [3584/45000]	Loss: 0.5562	LR: 0.020000
Training Epoch: 22 [3840/45000]	Loss: 0.5050	LR: 0.020000
Training Epoch: 22 [4096/45000]	Loss: 0.5186	LR: 0.020000
Training Epoch: 22 [4352/45000]	Loss: 0.5299	LR: 0.020000
Training Epoch: 22 [4608/45000]	Loss: 0.5568	LR: 0.020000
Training Epoch: 22 [4864/45000]	Loss: 0.6405	LR: 0.020000
Training Epoch: 22 [5120/45000]	Loss: 0.4868	LR: 0.020000
Training Epoch: 22 [5376/45000]	Loss: 0.5615	LR: 0.020000
Training Epoch: 22 [5632/45000]	Loss: 0.5295	LR: 0.020000
Training Epoch: 22 [5888/45000]	Loss: 0.5704	LR: 0.020000
Training Epoch: 22 [6144/45000]	Loss: 0.6575	LR: 0.020000
Training Epoch: 22 [6400/45000]	Loss: 0.5685	LR: 0.020000
Training Epoch: 22 [6656/45000]	Loss: 0.5193	LR: 0.020000
Training Epoch: 22 [6912/45000]	Loss: 0.5647	LR: 0.020000
Training Epoch: 22 [7168/45000]	Loss: 0.5817	LR: 0.020000
Training Epoch: 22 [7424/45000]	Loss: 0.5471	LR: 0.020000
Training Epoch: 22 [7680/45000]	Loss: 0.6071	LR: 0.020000
Training Epoch: 22 [7936/45000]	Loss: 0.5772	LR: 0.020000
Training Epoch: 22 [8192/45000]	Loss: 0.7204	LR: 0.020000
Training Epoch: 22 [8448/45000]	Loss: 0.5936	LR: 0.020000
Training Epoch: 22 [8704/45000]	Loss: 0.5315	LR: 0.020000
Training Epoch: 22 [8960/45000]	Loss: 0.6053	LR: 0.020000
Training Epoch: 22 [9216/45000]	Loss: 0.6266	LR: 0.020000
Training Epoch: 22 [9472/45000]	Loss: 0.5452	LR: 0.020000
Training Epoch: 22 [9728/45000]	Loss: 0.6150	LR: 0.020000
Training Epoch: 22 [9984/45000]	Loss: 0.5482	LR: 0.020000
Training Epoch: 22 [10240/45000]	Loss: 0.5183	LR: 0.020000
Training Epoch: 22 [10496/45000]	Loss: 0.5505	LR: 0.020000
Training Epoch: 22 [10752/45000]	Loss: 0.6493	LR: 0.020000
Training Epoch: 22 [11008/45000]	Loss: 0.5989	LR: 0.020000
Training Epoch: 22 [11264/45000]	Loss: 0.5750	LR: 0.020000
Training Epoch: 22 [11520/45000]	Loss: 0.6262	LR: 0.020000
Training Epoch: 22 [11776/45000]	Loss: 0.5206	LR: 0.020000
Training Epoch: 22 [12032/45000]	Loss: 0.5657	LR: 0.020000
Training Epoch: 22 [12288/45000]	Loss: 0.6062	LR: 0.020000
Training Epoch: 22 [12544/45000]	Loss: 0.6455	LR: 0.020000
Training Epoch: 22 [12800/45000]	Loss: 0.5406	LR: 0.020000
Training Epoch: 22 [13056/45000]	Loss: 0.5775	LR: 0.020000
Training Epoch: 22 [13312/45000]	Loss: 0.5301	LR: 0.020000
Training Epoch: 22 [13568/45000]	Loss: 0.6279	LR: 0.020000
Training Epoch: 22 [13824/45000]	Loss: 0.4911	LR: 0.020000
Training Epoch: 22 [14080/45000]	Loss: 0.5942	LR: 0.020000
Training Epoch: 22 [14336/45000]	Loss: 0.6166	LR: 0.020000
Training Epoch: 22 [14592/45000]	Loss: 0.7542	LR: 0.020000
Training Epoch: 22 [14848/45000]	Loss: 0.4994	LR: 0.020000
Training Epoch: 22 [15104/45000]	Loss: 0.6650	LR: 0.020000
Training Epoch: 22 [15360/45000]	Loss: 0.5561	LR: 0.020000
Training Epoch: 22 [15616/45000]	Loss: 0.5845	LR: 0.020000
Training Epoch: 22 [15872/45000]	Loss: 0.6078	LR: 0.020000
Training Epoch: 22 [16128/45000]	Loss: 0.5223	LR: 0.020000
Training Epoch: 22 [16384/45000]	Loss: 0.6435	LR: 0.020000
Training Epoch: 22 [16640/45000]	Loss: 0.5584	LR: 0.020000
Training Epoch: 22 [16896/45000]	Loss: 0.6079	LR: 0.020000
Training Epoch: 22 [17152/45000]	Loss: 0.6591	LR: 0.020000
Training Epoch: 22 [17408/45000]	Loss: 0.5440	LR: 0.020000
Training Epoch: 22 [17664/45000]	Loss: 0.5905	LR: 0.020000
Training Epoch: 22 [17920/45000]	Loss: 0.5763	LR: 0.020000
Training Epoch: 22 [18176/45000]	Loss: 0.6375	LR: 0.020000
Training Epoch: 22 [18432/45000]	Loss: 0.5348	LR: 0.020000
Training Epoch: 22 [18688/45000]	Loss: 0.5747	LR: 0.020000
Training Epoch: 22 [18944/45000]	Loss: 0.5659	LR: 0.020000
Training Epoch: 22 [19200/45000]	Loss: 0.5965	LR: 0.020000
Training Epoch: 22 [19456/45000]	Loss: 0.5976	LR: 0.020000
Training Epoch: 22 [19712/45000]	Loss: 0.6695	LR: 0.020000
Training Epoch: 22 [19968/45000]	Loss: 0.5681	LR: 0.020000
Training Epoch: 22 [20224/45000]	Loss: 0.6335	LR: 0.020000
Training Epoch: 22 [20480/45000]	Loss: 0.6759	LR: 0.020000
Training Epoch: 22 [20736/45000]	Loss: 0.5093	LR: 0.020000
Training Epoch: 22 [20992/45000]	Loss: 0.6560	LR: 0.020000
Training Epoch: 22 [21248/45000]	Loss: 0.5862	LR: 0.020000
Training Epoch: 22 [21504/45000]	Loss: 0.5935	LR: 0.020000
Training Epoch: 22 [21760/45000]	Loss: 0.6243	LR: 0.020000
Training Epoch: 22 [22016/45000]	Loss: 0.6342	LR: 0.020000
Training Epoch: 22 [22272/45000]	Loss: 0.6201	LR: 0.020000
Training Epoch: 22 [22528/45000]	Loss: 0.6012	LR: 0.020000
Training Epoch: 22 [22784/45000]	Loss: 0.5958	LR: 0.020000
Training Epoch: 22 [23040/45000]	Loss: 0.5659	LR: 0.020000
Training Epoch: 22 [23296/45000]	Loss: 0.5475	LR: 0.020000
Training Epoch: 22 [23552/45000]	Loss: 0.5756	LR: 0.020000
Training Epoch: 22 [23808/45000]	Loss: 0.5799	LR: 0.020000
Training Epoch: 22 [24064/45000]	Loss: 0.5295	LR: 0.020000
Training Epoch: 22 [24320/45000]	Loss: 0.5554	LR: 0.020000
Training Epoch: 22 [24576/45000]	Loss: 0.6487	LR: 0.020000
Training Epoch: 22 [24832/45000]	Loss: 0.6271	LR: 0.020000
Training Epoch: 22 [25088/45000]	Loss: 0.5528	LR: 0.020000
Training Epoch: 22 [25344/45000]	Loss: 0.6894	LR: 0.020000
Training Epoch: 22 [25600/45000]	Loss: 0.6290	LR: 0.020000
Training Epoch: 22 [25856/45000]	Loss: 0.5571	LR: 0.020000
Training Epoch: 22 [26112/45000]	Loss: 0.5210	LR: 0.020000
Training Epoch: 22 [26368/45000]	Loss: 0.6371	LR: 0.020000
Training Epoch: 22 [26624/45000]	Loss: 0.6534	LR: 0.020000
Training Epoch: 22 [26880/45000]	Loss: 0.6073	LR: 0.020000
Training Epoch: 22 [27136/45000]	Loss: 0.6116	LR: 0.020000
Training Epoch: 22 [27392/45000]	Loss: 0.5793	LR: 0.020000
Training Epoch: 22 [27648/45000]	Loss: 0.7594	LR: 0.020000
Training Epoch: 22 [27904/45000]	Loss: 0.6780	LR: 0.020000
Training Epoch: 22 [28160/45000]	Loss: 0.5205	LR: 0.020000
Training Epoch: 22 [28416/45000]	Loss: 0.6773	LR: 0.020000
Training Epoch: 22 [28672/45000]	Loss: 0.5310	LR: 0.020000
Training Epoch: 22 [28928/45000]	Loss: 0.5597	LR: 0.020000
Training Epoch: 22 [29184/45000]	Loss: 0.6085	LR: 0.020000
Training Epoch: 22 [29440/45000]	Loss: 0.5474	LR: 0.020000
Training Epoch: 22 [29696/45000]	Loss: 0.5458	LR: 0.020000
Training Epoch: 22 [29952/45000]	Loss: 0.5436	LR: 0.020000
Training Epoch: 22 [30208/45000]	Loss: 0.6537	LR: 0.020000
Training Epoch: 22 [30464/45000]	Loss: 0.6054	LR: 0.020000
Training Epoch: 22 [30720/45000]	Loss: 0.5609	LR: 0.020000
Training Epoch: 22 [30976/45000]	Loss: 0.5770	LR: 0.020000
Training Epoch: 22 [31232/45000]	Loss: 0.6401	LR: 0.020000
Training Epoch: 22 [31488/45000]	Loss: 0.6598	LR: 0.020000
Training Epoch: 22 [31744/45000]	Loss: 0.5436	LR: 0.020000
Training Epoch: 22 [32000/45000]	Loss: 0.5193	LR: 0.020000
Training Epoch: 22 [32256/45000]	Loss: 0.6468	LR: 0.020000
Training Epoch: 22 [32512/45000]	Loss: 0.5265	LR: 0.020000
Training Epoch: 22 [32768/45000]	Loss: 0.5672	LR: 0.020000
Training Epoch: 22 [33024/45000]	Loss: 0.6325	LR: 0.020000
Training Epoch: 22 [33280/45000]	Loss: 0.6299	LR: 0.020000
Training Epoch: 22 [33536/45000]	Loss: 0.5341	LR: 0.020000
Training Epoch: 22 [33792/45000]	Loss: 0.6527	LR: 0.020000
Training Epoch: 22 [34048/45000]	Loss: 0.6290	LR: 0.020000
Training Epoch: 22 [34304/45000]	Loss: 0.6530	LR: 0.020000
Training Epoch: 22 [34560/45000]	Loss: 0.5628	LR: 0.020000
Training Epoch: 22 [34816/45000]	Loss: 0.4567	LR: 0.020000
Training Epoch: 22 [35072/45000]	Loss: 0.5937	LR: 0.020000
Training Epoch: 22 [35328/45000]	Loss: 0.5348	LR: 0.020000
Training Epoch: 22 [35584/45000]	Loss: 0.5063	LR: 0.020000
Training Epoch: 22 [35840/45000]	Loss: 0.6738	LR: 0.020000
Training Epoch: 22 [36096/45000]	Loss: 0.6243	LR: 0.020000
Training Epoch: 22 [36352/45000]	Loss: 0.5644	LR: 0.020000
Training Epoch: 22 [36608/45000]	Loss: 0.6474	LR: 0.020000
Training Epoch: 22 [36864/45000]	Loss: 0.5599	LR: 0.020000
Training Epoch: 22 [37120/45000]	Loss: 0.5641	LR: 0.020000
Training Epoch: 22 [37376/45000]	Loss: 0.5578	LR: 0.020000
Training Epoch: 22 [37632/45000]	Loss: 0.6386	LR: 0.020000
Training Epoch: 22 [37888/45000]	Loss: 0.5651	LR: 0.020000
Training Epoch: 22 [38144/45000]	Loss: 0.6203	LR: 0.020000
Training Epoch: 22 [38400/45000]	Loss: 0.5534	LR: 0.020000
Training Epoch: 22 [38656/45000]	Loss: 0.6297	LR: 0.020000
Training Epoch: 22 [38912/45000]	Loss: 0.6100	LR: 0.020000
Training Epoch: 22 [39168/45000]	Loss: 0.7075	LR: 0.020000
Training Epoch: 22 [39424/45000]	Loss: 0.6383	LR: 0.020000
Training Epoch: 22 [39680/45000]	Loss: 0.5510	LR: 0.020000
Training Epoch: 22 [39936/45000]	Loss: 0.6560	LR: 0.020000
Training Epoch: 22 [40192/45000]	Loss: 0.5083	LR: 0.020000
Training Epoch: 22 [40448/45000]	Loss: 0.5836	LR: 0.020000
Training Epoch: 22 [40704/45000]	Loss: 0.5651	LR: 0.020000
Training Epoch: 22 [40960/45000]	Loss: 0.6897	LR: 0.020000
Training Epoch: 22 [41216/45000]	Loss: 0.6079	LR: 0.020000
Training Epoch: 22 [41472/45000]	Loss: 0.6352	LR: 0.020000
Training Epoch: 22 [41728/45000]	Loss: 0.5998	LR: 0.020000
Training Epoch: 22 [41984/45000]	Loss: 0.6270	LR: 0.020000
Training Epoch: 22 [42240/45000]	Loss: 0.6989	LR: 0.020000
Training Epoch: 22 [42496/45000]	Loss: 0.6459	LR: 0.020000
Training Epoch: 22 [42752/45000]	Loss: 0.7129	LR: 0.020000
Training Epoch: 22 [43008/45000]	Loss: 0.6435	LR: 0.020000
Training Epoch: 22 [43264/45000]	Loss: 0.6611	LR: 0.020000
Training Epoch: 22 [43520/45000]	Loss: 0.5587	LR: 0.020000
Training Epoch: 22 [43776/45000]	Loss: 0.7149	LR: 0.020000
Training Epoch: 22 [44032/45000]	Loss: 0.7288	LR: 0.020000
Training Epoch: 22 [44288/45000]	Loss: 0.6246	LR: 0.020000
Training Epoch: 22 [44544/45000]	Loss: 0.5392	LR: 0.020000
Training Epoch: 22 [44800/45000]	Loss: 0.6669	LR: 0.020000
Training Epoch: 22 [45000/45000]	Loss: 0.7096	LR: 0.020000
Epoch 22 - Average Train Loss: 0.5929, Train Accuracy: 0.8074
Epoch 22 training time consumed: 24.73s
Evaluating Network.....
Test set: Epoch: 22, Average loss: 0.0036, Accuracy: 0.7288, Time consumed:0.89s
Training Epoch: 23 [256/45000]	Loss: 0.5435	LR: 0.020000
Training Epoch: 23 [512/45000]	Loss: 0.4742	LR: 0.020000
Training Epoch: 23 [768/45000]	Loss: 0.6590	LR: 0.020000
Training Epoch: 23 [1024/45000]	Loss: 0.5775	LR: 0.020000
Training Epoch: 23 [1280/45000]	Loss: 0.5528	LR: 0.020000
Training Epoch: 23 [1536/45000]	Loss: 0.5602	LR: 0.020000
Training Epoch: 23 [1792/45000]	Loss: 0.5244	LR: 0.020000
Training Epoch: 23 [2048/45000]	Loss: 0.6509	LR: 0.020000
Training Epoch: 23 [2304/45000]	Loss: 0.5973	LR: 0.020000
Training Epoch: 23 [2560/45000]	Loss: 0.4913	LR: 0.020000
Training Epoch: 23 [2816/45000]	Loss: 0.5106	LR: 0.020000
Training Epoch: 23 [3072/45000]	Loss: 0.5165	LR: 0.020000
Training Epoch: 23 [3328/45000]	Loss: 0.4760	LR: 0.020000
Training Epoch: 23 [3584/45000]	Loss: 0.5710	LR: 0.020000
Training Epoch: 23 [3840/45000]	Loss: 0.4647	LR: 0.020000
Training Epoch: 23 [4096/45000]	Loss: 0.5581	LR: 0.020000
Training Epoch: 23 [4352/45000]	Loss: 0.6136	LR: 0.020000
Training Epoch: 23 [4608/45000]	Loss: 0.7080	LR: 0.020000
Training Epoch: 23 [4864/45000]	Loss: 0.4409	LR: 0.020000
Training Epoch: 23 [5120/45000]	Loss: 0.6207	LR: 0.020000
Training Epoch: 23 [5376/45000]	Loss: 0.5751	LR: 0.020000
Training Epoch: 23 [5632/45000]	Loss: 0.5473	LR: 0.020000
Training Epoch: 23 [5888/45000]	Loss: 0.5222	LR: 0.020000
Training Epoch: 23 [6144/45000]	Loss: 0.6716	LR: 0.020000
Training Epoch: 23 [6400/45000]	Loss: 0.6236	LR: 0.020000
Training Epoch: 23 [6656/45000]	Loss: 0.5502	LR: 0.020000
Training Epoch: 23 [6912/45000]	Loss: 0.6513	LR: 0.020000
Training Epoch: 23 [7168/45000]	Loss: 0.6404	LR: 0.020000
Training Epoch: 23 [7424/45000]	Loss: 0.6066	LR: 0.020000
Training Epoch: 23 [7680/45000]	Loss: 0.6129	LR: 0.020000
Training Epoch: 23 [7936/45000]	Loss: 0.5769	LR: 0.020000
Training Epoch: 23 [8192/45000]	Loss: 0.4921	LR: 0.020000
Training Epoch: 23 [8448/45000]	Loss: 0.4894	LR: 0.020000
Training Epoch: 23 [8704/45000]	Loss: 0.5961	LR: 0.020000
Training Epoch: 23 [8960/45000]	Loss: 0.5816	LR: 0.020000
Training Epoch: 23 [9216/45000]	Loss: 0.5296	LR: 0.020000
Training Epoch: 23 [9472/45000]	Loss: 0.5310	LR: 0.020000
Training Epoch: 23 [9728/45000]	Loss: 0.5072	LR: 0.020000
Training Epoch: 23 [9984/45000]	Loss: 0.4904	LR: 0.020000
Training Epoch: 23 [10240/45000]	Loss: 0.4931	LR: 0.020000
Training Epoch: 23 [10496/45000]	Loss: 0.4960	LR: 0.020000
Training Epoch: 23 [10752/45000]	Loss: 0.6293	LR: 0.020000
Training Epoch: 23 [11008/45000]	Loss: 0.5269	LR: 0.020000
Training Epoch: 23 [11264/45000]	Loss: 0.5344	LR: 0.020000
Training Epoch: 23 [11520/45000]	Loss: 0.6433	LR: 0.020000
Training Epoch: 23 [11776/45000]	Loss: 0.4566	LR: 0.020000
Training Epoch: 23 [12032/45000]	Loss: 0.6134	LR: 0.020000
Training Epoch: 23 [12288/45000]	Loss: 0.5889	LR: 0.020000
Training Epoch: 23 [12544/45000]	Loss: 0.5997	LR: 0.020000
Training Epoch: 23 [12800/45000]	Loss: 0.5429	LR: 0.020000
Training Epoch: 23 [13056/45000]	Loss: 0.5728	LR: 0.020000
Training Epoch: 23 [13312/45000]	Loss: 0.5970	LR: 0.020000
Training Epoch: 23 [13568/45000]	Loss: 0.6164	LR: 0.020000
Training Epoch: 23 [13824/45000]	Loss: 0.7051	LR: 0.020000
Training Epoch: 23 [14080/45000]	Loss: 0.6376	LR: 0.020000
Training Epoch: 23 [14336/45000]	Loss: 0.5557	LR: 0.020000
Training Epoch: 23 [14592/45000]	Loss: 0.5411	LR: 0.020000
Training Epoch: 23 [14848/45000]	Loss: 0.6385	LR: 0.020000
Training Epoch: 23 [15104/45000]	Loss: 0.6101	LR: 0.020000
Training Epoch: 23 [15360/45000]	Loss: 0.6541	LR: 0.020000
Training Epoch: 23 [15616/45000]	Loss: 0.6288	LR: 0.020000
Training Epoch: 23 [15872/45000]	Loss: 0.5688	LR: 0.020000
Training Epoch: 23 [16128/45000]	Loss: 0.5713	LR: 0.020000
Training Epoch: 23 [16384/45000]	Loss: 0.6443	LR: 0.020000
Training Epoch: 23 [16640/45000]	Loss: 0.6439	LR: 0.020000
Training Epoch: 23 [16896/45000]	Loss: 0.5768	LR: 0.020000
Training Epoch: 23 [17152/45000]	Loss: 0.6654	LR: 0.020000
Training Epoch: 23 [17408/45000]	Loss: 0.6309	LR: 0.020000
Training Epoch: 23 [17664/45000]	Loss: 0.4824	LR: 0.020000
Training Epoch: 23 [17920/45000]	Loss: 0.5153	LR: 0.020000
Training Epoch: 23 [18176/45000]	Loss: 0.4861	LR: 0.020000
Training Epoch: 23 [18432/45000]	Loss: 0.5480	LR: 0.020000
Training Epoch: 23 [18688/45000]	Loss: 0.6332	LR: 0.020000
Training Epoch: 23 [18944/45000]	Loss: 0.6828	LR: 0.020000
Training Epoch: 23 [19200/45000]	Loss: 0.6352	LR: 0.020000
Training Epoch: 23 [19456/45000]	Loss: 0.6431	LR: 0.020000
Training Epoch: 23 [19712/45000]	Loss: 0.7204	LR: 0.020000
Training Epoch: 23 [19968/45000]	Loss: 0.6132	LR: 0.020000
Training Epoch: 23 [20224/45000]	Loss: 0.6437	LR: 0.020000
Training Epoch: 23 [20480/45000]	Loss: 0.6887	LR: 0.020000
Training Epoch: 23 [20736/45000]	Loss: 0.6128	LR: 0.020000
Training Epoch: 23 [20992/45000]	Loss: 0.5945	LR: 0.020000
Training Epoch: 23 [21248/45000]	Loss: 0.4744	LR: 0.020000
Training Epoch: 23 [21504/45000]	Loss: 0.5584	LR: 0.020000
Training Epoch: 23 [21760/45000]	Loss: 0.5619	LR: 0.020000
Training Epoch: 23 [22016/45000]	Loss: 0.5468	LR: 0.020000
Training Epoch: 23 [22272/45000]	Loss: 0.5517	LR: 0.020000
Training Epoch: 23 [22528/45000]	Loss: 0.5805	LR: 0.020000
Training Epoch: 23 [22784/45000]	Loss: 0.5780	LR: 0.020000
Training Epoch: 23 [23040/45000]	Loss: 0.5903	LR: 0.020000
Training Epoch: 23 [23296/45000]	Loss: 0.5983	LR: 0.020000
Training Epoch: 23 [23552/45000]	Loss: 0.6070	LR: 0.020000
Training Epoch: 23 [23808/45000]	Loss: 0.5244	LR: 0.020000
Training Epoch: 23 [24064/45000]	Loss: 0.6073	LR: 0.020000
Training Epoch: 23 [24320/45000]	Loss: 0.5860	LR: 0.020000
Training Epoch: 23 [24576/45000]	Loss: 0.7035	LR: 0.020000
Training Epoch: 23 [24832/45000]	Loss: 0.6721	LR: 0.020000
Training Epoch: 23 [25088/45000]	Loss: 0.5199	LR: 0.020000
Training Epoch: 23 [25344/45000]	Loss: 0.5832	LR: 0.020000
Training Epoch: 23 [25600/45000]	Loss: 0.5510	LR: 0.020000
Training Epoch: 23 [25856/45000]	Loss: 0.5855	LR: 0.020000
Training Epoch: 23 [26112/45000]	Loss: 0.5853	LR: 0.020000
Training Epoch: 23 [26368/45000]	Loss: 0.6213	LR: 0.020000
Training Epoch: 23 [26624/45000]	Loss: 0.6310	LR: 0.020000
Training Epoch: 23 [26880/45000]	Loss: 0.5436	LR: 0.020000
Training Epoch: 23 [27136/45000]	Loss: 0.4977	LR: 0.020000
Training Epoch: 23 [27392/45000]	Loss: 0.5482	LR: 0.020000
Training Epoch: 23 [27648/45000]	Loss: 0.6780	LR: 0.020000
Training Epoch: 23 [27904/45000]	Loss: 0.6639	LR: 0.020000
Training Epoch: 23 [28160/45000]	Loss: 0.6723	LR: 0.020000
Training Epoch: 23 [28416/45000]	Loss: 0.6177	LR: 0.020000
Training Epoch: 23 [28672/45000]	Loss: 0.5442	LR: 0.020000
Training Epoch: 23 [28928/45000]	Loss: 0.6536	LR: 0.020000
Training Epoch: 23 [29184/45000]	Loss: 0.4972	LR: 0.020000
Training Epoch: 23 [29440/45000]	Loss: 0.6046	LR: 0.020000
Training Epoch: 23 [29696/45000]	Loss: 0.6248	LR: 0.020000
Training Epoch: 23 [29952/45000]	Loss: 0.5906	LR: 0.020000
Training Epoch: 23 [30208/45000]	Loss: 0.5685	LR: 0.020000
Training Epoch: 23 [30464/45000]	Loss: 0.5785	LR: 0.020000
Training Epoch: 23 [30720/45000]	Loss: 0.4762	LR: 0.020000
Training Epoch: 23 [30976/45000]	Loss: 0.5803	LR: 0.020000
Training Epoch: 23 [31232/45000]	Loss: 0.6669	LR: 0.020000
Training Epoch: 23 [31488/45000]	Loss: 0.6182	LR: 0.020000
Training Epoch: 23 [31744/45000]	Loss: 0.6058	LR: 0.020000
Training Epoch: 23 [32000/45000]	Loss: 0.6119	LR: 0.020000
Training Epoch: 23 [32256/45000]	Loss: 0.5475	LR: 0.020000
Training Epoch: 23 [32512/45000]	Loss: 0.5780	LR: 0.020000
Training Epoch: 23 [32768/45000]	Loss: 0.5105	LR: 0.020000
Training Epoch: 23 [33024/45000]	Loss: 0.6255	LR: 0.020000
Training Epoch: 23 [33280/45000]	Loss: 0.5480	LR: 0.020000
Training Epoch: 23 [33536/45000]	Loss: 0.6229	LR: 0.020000
Training Epoch: 23 [33792/45000]	Loss: 0.5672	LR: 0.020000
Training Epoch: 23 [34048/45000]	Loss: 0.7367	LR: 0.020000
Training Epoch: 23 [34304/45000]	Loss: 0.6054	LR: 0.020000
Training Epoch: 23 [34560/45000]	Loss: 0.6678	LR: 0.020000
Training Epoch: 23 [34816/45000]	Loss: 0.5611	LR: 0.020000
Training Epoch: 23 [35072/45000]	Loss: 0.5456	LR: 0.020000
Training Epoch: 23 [35328/45000]	Loss: 0.6230	LR: 0.020000
Training Epoch: 23 [35584/45000]	Loss: 0.5606	LR: 0.020000
Training Epoch: 23 [35840/45000]	Loss: 0.5894	LR: 0.020000
Training Epoch: 23 [36096/45000]	Loss: 0.5594	LR: 0.020000
Training Epoch: 23 [36352/45000]	Loss: 0.5377	LR: 0.020000
Training Epoch: 23 [36608/45000]	Loss: 0.5564	LR: 0.020000
Training Epoch: 23 [36864/45000]	Loss: 0.5169	LR: 0.020000
Training Epoch: 23 [37120/45000]	Loss: 0.4979	LR: 0.020000
Training Epoch: 23 [37376/45000]	Loss: 0.5818	LR: 0.020000
Training Epoch: 23 [37632/45000]	Loss: 0.6006	LR: 0.020000
Training Epoch: 23 [37888/45000]	Loss: 0.6356	LR: 0.020000
Training Epoch: 23 [38144/45000]	Loss: 0.6230	LR: 0.020000
Training Epoch: 23 [38400/45000]	Loss: 0.5410	LR: 0.020000
Training Epoch: 23 [38656/45000]	Loss: 0.6353	LR: 0.020000
Training Epoch: 23 [38912/45000]	Loss: 0.5297	LR: 0.020000
Training Epoch: 23 [39168/45000]	Loss: 0.5124	LR: 0.020000
Training Epoch: 23 [39424/45000]	Loss: 0.5726	LR: 0.020000
Training Epoch: 23 [39680/45000]	Loss: 0.6532	LR: 0.020000
Training Epoch: 23 [39936/45000]	Loss: 0.5676	LR: 0.020000
Training Epoch: 23 [40192/45000]	Loss: 0.6137	LR: 0.020000
Training Epoch: 23 [40448/45000]	Loss: 0.5133	LR: 0.020000
Training Epoch: 23 [40704/45000]	Loss: 0.6456	LR: 0.020000
Training Epoch: 23 [40960/45000]	Loss: 0.5352	LR: 0.020000
Training Epoch: 23 [41216/45000]	Loss: 0.6554	LR: 0.020000
Training Epoch: 23 [41472/45000]	Loss: 0.5746	LR: 0.020000
Training Epoch: 23 [41728/45000]	Loss: 0.5457	LR: 0.020000
Training Epoch: 23 [41984/45000]	Loss: 0.5953	LR: 0.020000
Training Epoch: 23 [42240/45000]	Loss: 0.6871	LR: 0.020000
Training Epoch: 23 [42496/45000]	Loss: 0.4891	LR: 0.020000
Training Epoch: 23 [42752/45000]	Loss: 0.6548	LR: 0.020000
Training Epoch: 23 [43008/45000]	Loss: 0.5294	LR: 0.020000
Training Epoch: 23 [43264/45000]	Loss: 0.6389	LR: 0.020000
Training Epoch: 23 [43520/45000]	Loss: 0.5644	LR: 0.020000
Training Epoch: 23 [43776/45000]	Loss: 0.6426	LR: 0.020000
Training Epoch: 23 [44032/45000]	Loss: 0.5310	LR: 0.020000
Training Epoch: 23 [44288/45000]	Loss: 0.6441	LR: 0.020000
Training Epoch: 23 [44544/45000]	Loss: 0.7966	LR: 0.020000
Training Epoch: 23 [44800/45000]	Loss: 0.6408	LR: 0.020000
Training Epoch: 23 [45000/45000]	Loss: 0.6090	LR: 0.020000
Epoch 23 - Average Train Loss: 0.5850, Train Accuracy: 0.8101
Epoch 23 training time consumed: 24.61s
Evaluating Network.....
Test set: Epoch: 23, Average loss: 0.0034, Accuracy: 0.7323, Time consumed:0.86s
Training Epoch: 24 [256/45000]	Loss: 0.5502	LR: 0.020000
Training Epoch: 24 [512/45000]	Loss: 0.4548	LR: 0.020000
Training Epoch: 24 [768/45000]	Loss: 0.5037	LR: 0.020000
Training Epoch: 24 [1024/45000]	Loss: 0.5579	LR: 0.020000
Training Epoch: 24 [1280/45000]	Loss: 0.5395	LR: 0.020000
Training Epoch: 24 [1536/45000]	Loss: 0.6211	LR: 0.020000
Training Epoch: 24 [1792/45000]	Loss: 0.5859	LR: 0.020000
Training Epoch: 24 [2048/45000]	Loss: 0.6174	LR: 0.020000
Training Epoch: 24 [2304/45000]	Loss: 0.5577	LR: 0.020000
Training Epoch: 24 [2560/45000]	Loss: 0.5744	LR: 0.020000
Training Epoch: 24 [2816/45000]	Loss: 0.4605	LR: 0.020000
Training Epoch: 24 [3072/45000]	Loss: 0.5992	LR: 0.020000
Training Epoch: 24 [3328/45000]	Loss: 0.5908	LR: 0.020000
Training Epoch: 24 [3584/45000]	Loss: 0.4509	LR: 0.020000
Training Epoch: 24 [3840/45000]	Loss: 0.5527	LR: 0.020000
Training Epoch: 24 [4096/45000]	Loss: 0.4945	LR: 0.020000
Training Epoch: 24 [4352/45000]	Loss: 0.4807	LR: 0.020000
Training Epoch: 24 [4608/45000]	Loss: 0.6269	LR: 0.020000
Training Epoch: 24 [4864/45000]	Loss: 0.5159	LR: 0.020000
Training Epoch: 24 [5120/45000]	Loss: 0.4842	LR: 0.020000
Training Epoch: 24 [5376/45000]	Loss: 0.5949	LR: 0.020000
Training Epoch: 24 [5632/45000]	Loss: 0.5124	LR: 0.020000
Training Epoch: 24 [5888/45000]	Loss: 0.4901	LR: 0.020000
Training Epoch: 24 [6144/45000]	Loss: 0.4959	LR: 0.020000
Training Epoch: 24 [6400/45000]	Loss: 0.4960	LR: 0.020000
Training Epoch: 24 [6656/45000]	Loss: 0.6158	LR: 0.020000
Training Epoch: 24 [6912/45000]	Loss: 0.5480	LR: 0.020000
Training Epoch: 24 [7168/45000]	Loss: 0.5557	LR: 0.020000
Training Epoch: 24 [7424/45000]	Loss: 0.4161	LR: 0.020000
Training Epoch: 24 [7680/45000]	Loss: 0.5391	LR: 0.020000
Training Epoch: 24 [7936/45000]	Loss: 0.5545	LR: 0.020000
Training Epoch: 24 [8192/45000]	Loss: 0.4788	LR: 0.020000
Training Epoch: 24 [8448/45000]	Loss: 0.4591	LR: 0.020000
Training Epoch: 24 [8704/45000]	Loss: 0.4327	LR: 0.020000
Training Epoch: 24 [8960/45000]	Loss: 0.6259	LR: 0.020000
Training Epoch: 24 [9216/45000]	Loss: 0.6146	LR: 0.020000
Training Epoch: 24 [9472/45000]	Loss: 0.6022	LR: 0.020000
Training Epoch: 24 [9728/45000]	Loss: 0.6353	LR: 0.020000
Training Epoch: 24 [9984/45000]	Loss: 0.6752	LR: 0.020000
Training Epoch: 24 [10240/45000]	Loss: 0.5788	LR: 0.020000
Training Epoch: 24 [10496/45000]	Loss: 0.5038	LR: 0.020000
Training Epoch: 24 [10752/45000]	Loss: 0.6166	LR: 0.020000
Training Epoch: 24 [11008/45000]	Loss: 0.4670	LR: 0.020000
Training Epoch: 24 [11264/45000]	Loss: 0.5541	LR: 0.020000
Training Epoch: 24 [11520/45000]	Loss: 0.5966	LR: 0.020000
Training Epoch: 24 [11776/45000]	Loss: 0.5370	LR: 0.020000
Training Epoch: 24 [12032/45000]	Loss: 0.7001	LR: 0.020000
Training Epoch: 24 [12288/45000]	Loss: 0.5510	LR: 0.020000
Training Epoch: 24 [12544/45000]	Loss: 0.5738	LR: 0.020000
Training Epoch: 24 [12800/45000]	Loss: 0.5421	LR: 0.020000
Training Epoch: 24 [13056/45000]	Loss: 0.5181	LR: 0.020000
Training Epoch: 24 [13312/45000]	Loss: 0.5328	LR: 0.020000
Training Epoch: 24 [13568/45000]	Loss: 0.5802	LR: 0.020000
Training Epoch: 24 [13824/45000]	Loss: 0.6389	LR: 0.020000
Training Epoch: 24 [14080/45000]	Loss: 0.5193	LR: 0.020000
Training Epoch: 24 [14336/45000]	Loss: 0.6165	LR: 0.020000
Training Epoch: 24 [14592/45000]	Loss: 0.5937	LR: 0.020000
Training Epoch: 24 [14848/45000]	Loss: 0.6630	LR: 0.020000
Training Epoch: 24 [15104/45000]	Loss: 0.5198	LR: 0.020000
Training Epoch: 24 [15360/45000]	Loss: 0.5165	LR: 0.020000
Training Epoch: 24 [15616/45000]	Loss: 0.6812	LR: 0.020000
Training Epoch: 24 [15872/45000]	Loss: 0.4291	LR: 0.020000
Training Epoch: 24 [16128/45000]	Loss: 0.5847	LR: 0.020000
Training Epoch: 24 [16384/45000]	Loss: 0.5333	LR: 0.020000
Training Epoch: 24 [16640/45000]	Loss: 0.4366	LR: 0.020000
Training Epoch: 24 [16896/45000]	Loss: 0.7067	LR: 0.020000
Training Epoch: 24 [17152/45000]	Loss: 0.6094	LR: 0.020000
Training Epoch: 24 [17408/45000]	Loss: 0.5132	LR: 0.020000
Training Epoch: 24 [17664/45000]	Loss: 0.6116	LR: 0.020000
Training Epoch: 24 [17920/45000]	Loss: 0.5882	LR: 0.020000
Training Epoch: 24 [18176/45000]	Loss: 0.6468	LR: 0.020000
Training Epoch: 24 [18432/45000]	Loss: 0.5836	LR: 0.020000
Training Epoch: 24 [18688/45000]	Loss: 0.5377	LR: 0.020000
Training Epoch: 24 [18944/45000]	Loss: 0.4887	LR: 0.020000
Training Epoch: 24 [19200/45000]	Loss: 0.5360	LR: 0.020000
Training Epoch: 24 [19456/45000]	Loss: 0.4758	LR: 0.020000
Training Epoch: 24 [19712/45000]	Loss: 0.6043	LR: 0.020000
Training Epoch: 24 [19968/45000]	Loss: 0.5085	LR: 0.020000
Training Epoch: 24 [20224/45000]	Loss: 0.5583	LR: 0.020000
Training Epoch: 24 [20480/45000]	Loss: 0.5596	LR: 0.020000
Training Epoch: 24 [20736/45000]	Loss: 0.5208	LR: 0.020000
Training Epoch: 24 [20992/45000]	Loss: 0.6339	LR: 0.020000
Training Epoch: 24 [21248/45000]	Loss: 0.5817	LR: 0.020000
Training Epoch: 24 [21504/45000]	Loss: 0.6291	LR: 0.020000
Training Epoch: 24 [21760/45000]	Loss: 0.5207	LR: 0.020000
Training Epoch: 24 [22016/45000]	Loss: 0.6408	LR: 0.020000
Training Epoch: 24 [22272/45000]	Loss: 0.5967	LR: 0.020000
Training Epoch: 24 [22528/45000]	Loss: 0.5383	LR: 0.020000
Training Epoch: 24 [22784/45000]	Loss: 0.6423	LR: 0.020000
Training Epoch: 24 [23040/45000]	Loss: 0.5756	LR: 0.020000
Training Epoch: 24 [23296/45000]	Loss: 0.5933	LR: 0.020000
Training Epoch: 24 [23552/45000]	Loss: 0.4970	LR: 0.020000
Training Epoch: 24 [23808/45000]	Loss: 0.5688	LR: 0.020000
Training Epoch: 24 [24064/45000]	Loss: 0.5021	LR: 0.020000
Training Epoch: 24 [24320/45000]	Loss: 0.5205	LR: 0.020000
Training Epoch: 24 [24576/45000]	Loss: 0.5782	LR: 0.020000
Training Epoch: 24 [24832/45000]	Loss: 0.6324	LR: 0.020000
Training Epoch: 24 [25088/45000]	Loss: 0.6381	LR: 0.020000
Training Epoch: 24 [25344/45000]	Loss: 0.5854	LR: 0.020000
Training Epoch: 24 [25600/45000]	Loss: 0.5670	LR: 0.020000
Training Epoch: 24 [25856/45000]	Loss: 0.5429	LR: 0.020000
Training Epoch: 24 [26112/45000]	Loss: 0.6861	LR: 0.020000
Training Epoch: 24 [26368/45000]	Loss: 0.4826	LR: 0.020000
Training Epoch: 24 [26624/45000]	Loss: 0.5782	LR: 0.020000
Training Epoch: 24 [26880/45000]	Loss: 0.5118	LR: 0.020000
Training Epoch: 24 [27136/45000]	Loss: 0.5712	LR: 0.020000
Training Epoch: 24 [27392/45000]	Loss: 0.6036	LR: 0.020000
Training Epoch: 24 [27648/45000]	Loss: 0.5914	LR: 0.020000
Training Epoch: 24 [27904/45000]	Loss: 0.5123	LR: 0.020000
Training Epoch: 24 [28160/45000]	Loss: 0.5637	LR: 0.020000
Training Epoch: 24 [28416/45000]	Loss: 0.6002	LR: 0.020000
Training Epoch: 24 [28672/45000]	Loss: 0.6419	LR: 0.020000
Training Epoch: 24 [28928/45000]	Loss: 0.5244	LR: 0.020000
Training Epoch: 24 [29184/45000]	Loss: 0.6603	LR: 0.020000
Training Epoch: 24 [29440/45000]	Loss: 0.5322	LR: 0.020000
Training Epoch: 24 [29696/45000]	Loss: 0.5965	LR: 0.020000
Training Epoch: 24 [29952/45000]	Loss: 0.5544	LR: 0.020000
Training Epoch: 24 [30208/45000]	Loss: 0.6771	LR: 0.020000
Training Epoch: 24 [30464/45000]	Loss: 0.5477	LR: 0.020000
Training Epoch: 24 [30720/45000]	Loss: 0.5713	LR: 0.020000
Training Epoch: 24 [30976/45000]	Loss: 0.4784	LR: 0.020000
Training Epoch: 24 [31232/45000]	Loss: 0.5013	LR: 0.020000
Training Epoch: 24 [31488/45000]	Loss: 0.5887	LR: 0.020000
Training Epoch: 24 [31744/45000]	Loss: 0.5147	LR: 0.020000
Training Epoch: 24 [32000/45000]	Loss: 0.5657	LR: 0.020000
Training Epoch: 24 [32256/45000]	Loss: 0.5934	LR: 0.020000
Training Epoch: 24 [32512/45000]	Loss: 0.6066	LR: 0.020000
Training Epoch: 24 [32768/45000]	Loss: 0.6008	LR: 0.020000
Training Epoch: 24 [33024/45000]	Loss: 0.6384	LR: 0.020000
Training Epoch: 24 [33280/45000]	Loss: 0.5886	LR: 0.020000
Training Epoch: 24 [33536/45000]	Loss: 0.6490	LR: 0.020000
Training Epoch: 24 [33792/45000]	Loss: 0.5060	LR: 0.020000
Training Epoch: 24 [34048/45000]	Loss: 0.7720	LR: 0.020000
Training Epoch: 24 [34304/45000]	Loss: 0.5974	LR: 0.020000
Training Epoch: 24 [34560/45000]	Loss: 0.5445	LR: 0.020000
Training Epoch: 24 [34816/45000]	Loss: 0.5571	LR: 0.020000
Training Epoch: 24 [35072/45000]	Loss: 0.5359	LR: 0.020000
Training Epoch: 24 [35328/45000]	Loss: 0.6537	LR: 0.020000
Training Epoch: 24 [35584/45000]	Loss: 0.5600	LR: 0.020000
Training Epoch: 24 [35840/45000]	Loss: 0.4831	LR: 0.020000
Training Epoch: 24 [36096/45000]	Loss: 0.5730	LR: 0.020000
Training Epoch: 24 [36352/45000]	Loss: 0.5709	LR: 0.020000
Training Epoch: 24 [36608/45000]	Loss: 0.6792	LR: 0.020000
Training Epoch: 24 [36864/45000]	Loss: 0.6074	LR: 0.020000
Training Epoch: 24 [37120/45000]	Loss: 0.5414	LR: 0.020000
Training Epoch: 24 [37376/45000]	Loss: 0.5897	LR: 0.020000
Training Epoch: 24 [37632/45000]	Loss: 0.5535	LR: 0.020000
Training Epoch: 24 [37888/45000]	Loss: 0.6468	LR: 0.020000
Training Epoch: 24 [38144/45000]	Loss: 0.6500	LR: 0.020000
Training Epoch: 24 [38400/45000]	Loss: 0.4931	LR: 0.020000
Training Epoch: 24 [38656/45000]	Loss: 0.6145	LR: 0.020000
Training Epoch: 24 [38912/45000]	Loss: 0.6010	LR: 0.020000
Training Epoch: 24 [39168/45000]	Loss: 0.6373	LR: 0.020000
Training Epoch: 24 [39424/45000]	Loss: 0.5399	LR: 0.020000
Training Epoch: 24 [39680/45000]	Loss: 0.6088	LR: 0.020000
Training Epoch: 24 [39936/45000]	Loss: 0.5355	LR: 0.020000
Training Epoch: 24 [40192/45000]	Loss: 0.6247	LR: 0.020000
Training Epoch: 24 [40448/45000]	Loss: 0.5230	LR: 0.020000
Training Epoch: 24 [40704/45000]	Loss: 0.6750	LR: 0.020000
Training Epoch: 24 [40960/45000]	Loss: 0.5645	LR: 0.020000
Training Epoch: 24 [41216/45000]	Loss: 0.5740	LR: 0.020000
Training Epoch: 24 [41472/45000]	Loss: 0.7372	LR: 0.020000
Training Epoch: 24 [41728/45000]	Loss: 0.6230	LR: 0.020000
Training Epoch: 24 [41984/45000]	Loss: 0.5356	LR: 0.020000
Training Epoch: 24 [42240/45000]	Loss: 0.6095	LR: 0.020000
Training Epoch: 24 [42496/45000]	Loss: 0.6289	LR: 0.020000
Training Epoch: 24 [42752/45000]	Loss: 0.6018	LR: 0.020000
Training Epoch: 24 [43008/45000]	Loss: 0.5685	LR: 0.020000
Training Epoch: 24 [43264/45000]	Loss: 0.5670	LR: 0.020000
Training Epoch: 24 [43520/45000]	Loss: 0.6987	LR: 0.020000
Training Epoch: 24 [43776/45000]	Loss: 0.6095	LR: 0.020000
Training Epoch: 24 [44032/45000]	Loss: 0.6548	LR: 0.020000
Training Epoch: 24 [44288/45000]	Loss: 0.5614	LR: 0.020000
Training Epoch: 24 [44544/45000]	Loss: 0.5515	LR: 0.020000
Training Epoch: 24 [44800/45000]	Loss: 0.5283	LR: 0.020000
Training Epoch: 24 [45000/45000]	Loss: 0.5166	LR: 0.020000
Epoch 24 - Average Train Loss: 0.5701, Train Accuracy: 0.8139
Epoch 24 training time consumed: 24.76s
Evaluating Network.....
Test set: Epoch: 24, Average loss: 0.0038, Accuracy: 0.7271, Time consumed:0.96s
Training Epoch: 25 [256/45000]	Loss: 0.5907	LR: 0.020000
Training Epoch: 25 [512/45000]	Loss: 0.4098	LR: 0.020000
Training Epoch: 25 [768/45000]	Loss: 0.5673	LR: 0.020000
Training Epoch: 25 [1024/45000]	Loss: 0.6198	LR: 0.020000
Training Epoch: 25 [1280/45000]	Loss: 0.6217	LR: 0.020000
Training Epoch: 25 [1536/45000]	Loss: 0.5877	LR: 0.020000
Training Epoch: 25 [1792/45000]	Loss: 0.5085	LR: 0.020000
Training Epoch: 25 [2048/45000]	Loss: 0.6150	LR: 0.020000
Training Epoch: 25 [2304/45000]	Loss: 0.5055	LR: 0.020000
Training Epoch: 25 [2560/45000]	Loss: 0.6390	LR: 0.020000
Training Epoch: 25 [2816/45000]	Loss: 0.4754	LR: 0.020000
Training Epoch: 25 [3072/45000]	Loss: 0.4519	LR: 0.020000
Training Epoch: 25 [3328/45000]	Loss: 0.6817	LR: 0.020000
Training Epoch: 25 [3584/45000]	Loss: 0.5774	LR: 0.020000
Training Epoch: 25 [3840/45000]	Loss: 0.5146	LR: 0.020000
Training Epoch: 25 [4096/45000]	Loss: 0.5182	LR: 0.020000
Training Epoch: 25 [4352/45000]	Loss: 0.4827	LR: 0.020000
Training Epoch: 25 [4608/45000]	Loss: 0.5188	LR: 0.020000
Training Epoch: 25 [4864/45000]	Loss: 0.6218	LR: 0.020000
Training Epoch: 25 [5120/45000]	Loss: 0.5323	LR: 0.020000
Training Epoch: 25 [5376/45000]	Loss: 0.5205	LR: 0.020000
Training Epoch: 25 [5632/45000]	Loss: 0.6185	LR: 0.020000
Training Epoch: 25 [5888/45000]	Loss: 0.5838	LR: 0.020000
Training Epoch: 25 [6144/45000]	Loss: 0.4832	LR: 0.020000
Training Epoch: 25 [6400/45000]	Loss: 0.5811	LR: 0.020000
Training Epoch: 25 [6656/45000]	Loss: 0.5290	LR: 0.020000
Training Epoch: 25 [6912/45000]	Loss: 0.6185	LR: 0.020000
Training Epoch: 25 [7168/45000]	Loss: 0.5497	LR: 0.020000
Training Epoch: 25 [7424/45000]	Loss: 0.6936	LR: 0.020000
Training Epoch: 25 [7680/45000]	Loss: 0.4847	LR: 0.020000
Training Epoch: 25 [7936/45000]	Loss: 0.4576	LR: 0.020000
Training Epoch: 25 [8192/45000]	Loss: 0.4535	LR: 0.020000
Training Epoch: 25 [8448/45000]	Loss: 0.5832	LR: 0.020000
Training Epoch: 25 [8704/45000]	Loss: 0.4481	LR: 0.020000
Training Epoch: 25 [8960/45000]	Loss: 0.5463	LR: 0.020000
Training Epoch: 25 [9216/45000]	Loss: 0.5664	LR: 0.020000
Training Epoch: 25 [9472/45000]	Loss: 0.6151	LR: 0.020000
Training Epoch: 25 [9728/45000]	Loss: 0.5153	LR: 0.020000
Training Epoch: 25 [9984/45000]	Loss: 0.8073	LR: 0.020000
Training Epoch: 25 [10240/45000]	Loss: 0.5868	LR: 0.020000
Training Epoch: 25 [10496/45000]	Loss: 0.5515	LR: 0.020000
Training Epoch: 25 [10752/45000]	Loss: 0.6265	LR: 0.020000
Training Epoch: 25 [11008/45000]	Loss: 0.6196	LR: 0.020000
Training Epoch: 25 [11264/45000]	Loss: 0.4957	LR: 0.020000
Training Epoch: 25 [11520/45000]	Loss: 0.5718	LR: 0.020000
Training Epoch: 25 [11776/45000]	Loss: 0.5195	LR: 0.020000
Training Epoch: 25 [12032/45000]	Loss: 0.4713	LR: 0.020000
Training Epoch: 25 [12288/45000]	Loss: 0.5783	LR: 0.020000
Training Epoch: 25 [12544/45000]	Loss: 0.5680	LR: 0.020000
Training Epoch: 25 [12800/45000]	Loss: 0.5406	LR: 0.020000
Training Epoch: 25 [13056/45000]	Loss: 0.4805	LR: 0.020000
Training Epoch: 25 [13312/45000]	Loss: 0.5641	LR: 0.020000
Training Epoch: 25 [13568/45000]	Loss: 0.4695	LR: 0.020000
Training Epoch: 25 [13824/45000]	Loss: 0.5269	LR: 0.020000
Training Epoch: 25 [14080/45000]	Loss: 0.5154	LR: 0.020000
Training Epoch: 25 [14336/45000]	Loss: 0.5875	LR: 0.020000
Training Epoch: 25 [14592/45000]	Loss: 0.6141	LR: 0.020000
Training Epoch: 25 [14848/45000]	Loss: 0.4906	LR: 0.020000
Training Epoch: 25 [15104/45000]	Loss: 0.6025	LR: 0.020000
Training Epoch: 25 [15360/45000]	Loss: 0.5027	LR: 0.020000
Training Epoch: 25 [15616/45000]	Loss: 0.5173	LR: 0.020000
Training Epoch: 25 [15872/45000]	Loss: 0.5716	LR: 0.020000
Training Epoch: 25 [16128/45000]	Loss: 0.5755	LR: 0.020000
Training Epoch: 25 [16384/45000]	Loss: 0.5494	LR: 0.020000
Training Epoch: 25 [16640/45000]	Loss: 0.5126	LR: 0.020000
Training Epoch: 25 [16896/45000]	Loss: 0.5956	LR: 0.020000
Training Epoch: 25 [17152/45000]	Loss: 0.6311	LR: 0.020000
Training Epoch: 25 [17408/45000]	Loss: 0.4763	LR: 0.020000
Training Epoch: 25 [17664/45000]	Loss: 0.6089	LR: 0.020000
Training Epoch: 25 [17920/45000]	Loss: 0.5507	LR: 0.020000
Training Epoch: 25 [18176/45000]	Loss: 0.4917	LR: 0.020000
Training Epoch: 25 [18432/45000]	Loss: 0.5739	LR: 0.020000
Training Epoch: 25 [18688/45000]	Loss: 0.5500	LR: 0.020000
Training Epoch: 25 [18944/45000]	Loss: 0.4886	LR: 0.020000
Training Epoch: 25 [19200/45000]	Loss: 0.5747	LR: 0.020000
Training Epoch: 25 [19456/45000]	Loss: 0.5073	LR: 0.020000
Training Epoch: 25 [19712/45000]	Loss: 0.5419	LR: 0.020000
Training Epoch: 25 [19968/45000]	Loss: 0.5775	LR: 0.020000
Training Epoch: 25 [20224/45000]	Loss: 0.5741	LR: 0.020000
Training Epoch: 25 [20480/45000]	Loss: 0.4614	LR: 0.020000
Training Epoch: 25 [20736/45000]	Loss: 0.4725	LR: 0.020000
Training Epoch: 25 [20992/45000]	Loss: 0.5672	LR: 0.020000
Training Epoch: 25 [21248/45000]	Loss: 0.5310	LR: 0.020000
Training Epoch: 25 [21504/45000]	Loss: 0.5969	LR: 0.020000
Training Epoch: 25 [21760/45000]	Loss: 0.5380	LR: 0.020000
Training Epoch: 25 [22016/45000]	Loss: 0.5326	LR: 0.020000
Training Epoch: 25 [22272/45000]	Loss: 0.4822	LR: 0.020000
Training Epoch: 25 [22528/45000]	Loss: 0.5327	LR: 0.020000
Training Epoch: 25 [22784/45000]	Loss: 0.5400	LR: 0.020000
Training Epoch: 25 [23040/45000]	Loss: 0.5524	LR: 0.020000
Training Epoch: 25 [23296/45000]	Loss: 0.6172	LR: 0.020000
Training Epoch: 25 [23552/45000]	Loss: 0.5838	LR: 0.020000
Training Epoch: 25 [23808/45000]	Loss: 0.6399	LR: 0.020000
Training Epoch: 25 [24064/45000]	Loss: 0.5327	LR: 0.020000
Training Epoch: 25 [24320/45000]	Loss: 0.5979	LR: 0.020000
Training Epoch: 25 [24576/45000]	Loss: 0.6133	LR: 0.020000
Training Epoch: 25 [24832/45000]	Loss: 0.4977	LR: 0.020000
Training Epoch: 25 [25088/45000]	Loss: 0.5774	LR: 0.020000
Training Epoch: 25 [25344/45000]	Loss: 0.5836	LR: 0.020000
Training Epoch: 25 [25600/45000]	Loss: 0.5502	LR: 0.020000
Training Epoch: 25 [25856/45000]	Loss: 0.5801	LR: 0.020000
Training Epoch: 25 [26112/45000]	Loss: 0.5909	LR: 0.020000
Training Epoch: 25 [26368/45000]	Loss: 0.6278	LR: 0.020000
Training Epoch: 25 [26624/45000]	Loss: 0.5258	LR: 0.020000
Training Epoch: 25 [26880/45000]	Loss: 0.6011	LR: 0.020000
Training Epoch: 25 [27136/45000]	Loss: 0.6068	LR: 0.020000
Training Epoch: 25 [27392/45000]	Loss: 0.5088	LR: 0.020000
Training Epoch: 25 [27648/45000]	Loss: 0.6616	LR: 0.020000
Training Epoch: 25 [27904/45000]	Loss: 0.5641	LR: 0.020000
Training Epoch: 25 [28160/45000]	Loss: 0.4977	LR: 0.020000
Training Epoch: 25 [28416/45000]	Loss: 0.6130	LR: 0.020000
Training Epoch: 25 [28672/45000]	Loss: 0.5777	LR: 0.020000
Training Epoch: 25 [28928/45000]	Loss: 0.5228	LR: 0.020000
Training Epoch: 25 [29184/45000]	Loss: 0.5236	LR: 0.020000
Training Epoch: 25 [29440/45000]	Loss: 0.6671	LR: 0.020000
Training Epoch: 25 [29696/45000]	Loss: 0.5954	LR: 0.020000
Training Epoch: 25 [29952/45000]	Loss: 0.6078	LR: 0.020000
Training Epoch: 25 [30208/45000]	Loss: 0.4573	LR: 0.020000
Training Epoch: 25 [30464/45000]	Loss: 0.4974	LR: 0.020000
Training Epoch: 25 [30720/45000]	Loss: 0.5253	LR: 0.020000
Training Epoch: 25 [30976/45000]	Loss: 0.6320	LR: 0.020000
Training Epoch: 25 [31232/45000]	Loss: 0.4808	LR: 0.020000
Training Epoch: 25 [31488/45000]	Loss: 0.5739	LR: 0.020000
Training Epoch: 25 [31744/45000]	Loss: 0.3970	LR: 0.020000
Training Epoch: 25 [32000/45000]	Loss: 0.4997	LR: 0.020000
Training Epoch: 25 [32256/45000]	Loss: 0.4563	LR: 0.020000
Training Epoch: 25 [32512/45000]	Loss: 0.5998	LR: 0.020000
Training Epoch: 25 [32768/45000]	Loss: 0.5594	LR: 0.020000
Training Epoch: 25 [33024/45000]	Loss: 0.5836	LR: 0.020000
Training Epoch: 25 [33280/45000]	Loss: 0.6526	LR: 0.020000
Training Epoch: 25 [33536/45000]	Loss: 0.5730	LR: 0.020000
Training Epoch: 25 [33792/45000]	Loss: 0.5869	LR: 0.020000
Training Epoch: 25 [34048/45000]	Loss: 0.6593	LR: 0.020000
Training Epoch: 25 [34304/45000]	Loss: 0.5557	LR: 0.020000
Training Epoch: 25 [34560/45000]	Loss: 0.6228	LR: 0.020000
Training Epoch: 25 [34816/45000]	Loss: 0.5106	LR: 0.020000
Training Epoch: 25 [35072/45000]	Loss: 0.4827	LR: 0.020000
Training Epoch: 25 [35328/45000]	Loss: 0.6547	LR: 0.020000
Training Epoch: 25 [35584/45000]	Loss: 0.5914	LR: 0.020000
Training Epoch: 25 [35840/45000]	Loss: 0.5918	LR: 0.020000
Training Epoch: 25 [36096/45000]	Loss: 0.5719	LR: 0.020000
Training Epoch: 25 [36352/45000]	Loss: 0.5550	LR: 0.020000
Training Epoch: 25 [36608/45000]	Loss: 0.5188	LR: 0.020000
Training Epoch: 25 [36864/45000]	Loss: 0.6877	LR: 0.020000
Training Epoch: 25 [37120/45000]	Loss: 0.6185	LR: 0.020000
Training Epoch: 25 [37376/45000]	Loss: 0.5428	LR: 0.020000
Training Epoch: 25 [37632/45000]	Loss: 0.6317	LR: 0.020000
Training Epoch: 25 [37888/45000]	Loss: 0.5691	LR: 0.020000
Training Epoch: 25 [38144/45000]	Loss: 0.4958	LR: 0.020000
Training Epoch: 25 [38400/45000]	Loss: 0.5572	LR: 0.020000
Training Epoch: 25 [38656/45000]	Loss: 0.6459	LR: 0.020000
Training Epoch: 25 [38912/45000]	Loss: 0.5519	LR: 0.020000
Training Epoch: 25 [39168/45000]	Loss: 0.5458	LR: 0.020000
Training Epoch: 25 [39424/45000]	Loss: 0.5966	LR: 0.020000
Training Epoch: 25 [39680/45000]	Loss: 0.5939	LR: 0.020000
Training Epoch: 25 [39936/45000]	Loss: 0.5277	LR: 0.020000
Training Epoch: 25 [40192/45000]	Loss: 0.5341	LR: 0.020000
Training Epoch: 25 [40448/45000]	Loss: 0.6078	LR: 0.020000
Training Epoch: 25 [40704/45000]	Loss: 0.5146	LR: 0.020000
Training Epoch: 25 [40960/45000]	Loss: 0.5873	LR: 0.020000
Training Epoch: 25 [41216/45000]	Loss: 0.5072	LR: 0.020000
Training Epoch: 25 [41472/45000]	Loss: 0.6110	LR: 0.020000
Training Epoch: 25 [41728/45000]	Loss: 0.5014	LR: 0.020000
Training Epoch: 25 [41984/45000]	Loss: 0.5773	LR: 0.020000
Training Epoch: 25 [42240/45000]	Loss: 0.5861	LR: 0.020000
Training Epoch: 25 [42496/45000]	Loss: 0.5837	LR: 0.020000
Training Epoch: 25 [42752/45000]	Loss: 0.5823	LR: 0.020000
Training Epoch: 25 [43008/45000]	Loss: 0.6570	LR: 0.020000
Training Epoch: 25 [43264/45000]	Loss: 0.5801	LR: 0.020000
Training Epoch: 25 [43520/45000]	Loss: 0.5115	LR: 0.020000
Training Epoch: 25 [43776/45000]	Loss: 0.5311	LR: 0.020000
Training Epoch: 25 [44032/45000]	Loss: 0.5040	LR: 0.020000
Training Epoch: 25 [44288/45000]	Loss: 0.5179	LR: 0.020000
Training Epoch: 25 [44544/45000]	Loss: 0.6191	LR: 0.020000
Training Epoch: 25 [44800/45000]	Loss: 0.6631	LR: 0.020000
Training Epoch: 25 [45000/45000]	Loss: 0.5507	LR: 0.020000
Epoch 25 - Average Train Loss: 0.5591, Train Accuracy: 0.8202
Epoch 25 training time consumed: 24.56s
Evaluating Network.....
Test set: Epoch: 25, Average loss: 0.0037, Accuracy: 0.7280, Time consumed:1.01s
Training Epoch: 26 [256/45000]	Loss: 0.4070	LR: 0.020000
Training Epoch: 26 [512/45000]	Loss: 0.4813	LR: 0.020000
Training Epoch: 26 [768/45000]	Loss: 0.5159	LR: 0.020000
Training Epoch: 26 [1024/45000]	Loss: 0.4270	LR: 0.020000
Training Epoch: 26 [1280/45000]	Loss: 0.4917	LR: 0.020000
Training Epoch: 26 [1536/45000]	Loss: 0.5395	LR: 0.020000
Training Epoch: 26 [1792/45000]	Loss: 0.4564	LR: 0.020000
Training Epoch: 26 [2048/45000]	Loss: 0.6723	LR: 0.020000
Training Epoch: 26 [2304/45000]	Loss: 0.4766	LR: 0.020000
Training Epoch: 26 [2560/45000]	Loss: 0.5870	LR: 0.020000
Training Epoch: 26 [2816/45000]	Loss: 0.4675	LR: 0.020000
Training Epoch: 26 [3072/45000]	Loss: 0.5111	LR: 0.020000
Training Epoch: 26 [3328/45000]	Loss: 0.5127	LR: 0.020000
Training Epoch: 26 [3584/45000]	Loss: 0.4517	LR: 0.020000
Training Epoch: 26 [3840/45000]	Loss: 0.4862	LR: 0.020000
Training Epoch: 26 [4096/45000]	Loss: 0.5850	LR: 0.020000
Training Epoch: 26 [4352/45000]	Loss: 0.4768	LR: 0.020000
Training Epoch: 26 [4608/45000]	Loss: 0.5223	LR: 0.020000
Training Epoch: 26 [4864/45000]	Loss: 0.5409	LR: 0.020000
Training Epoch: 26 [5120/45000]	Loss: 0.5519	LR: 0.020000
Training Epoch: 26 [5376/45000]	Loss: 0.5994	LR: 0.020000
Training Epoch: 26 [5632/45000]	Loss: 0.5432	LR: 0.020000
Training Epoch: 26 [5888/45000]	Loss: 0.4415	LR: 0.020000
Training Epoch: 26 [6144/45000]	Loss: 0.6174	LR: 0.020000
Training Epoch: 26 [6400/45000]	Loss: 0.5134	LR: 0.020000
Training Epoch: 26 [6656/45000]	Loss: 0.5508	LR: 0.020000
Training Epoch: 26 [6912/45000]	Loss: 0.5406	LR: 0.020000
Training Epoch: 26 [7168/45000]	Loss: 0.6018	LR: 0.020000
Training Epoch: 26 [7424/45000]	Loss: 0.5416	LR: 0.020000
Training Epoch: 26 [7680/45000]	Loss: 0.5862	LR: 0.020000
Training Epoch: 26 [7936/45000]	Loss: 0.4848	LR: 0.020000
Training Epoch: 26 [8192/45000]	Loss: 0.5847	LR: 0.020000
Training Epoch: 26 [8448/45000]	Loss: 0.5942	LR: 0.020000
Training Epoch: 26 [8704/45000]	Loss: 0.4984	LR: 0.020000
Training Epoch: 26 [8960/45000]	Loss: 0.5208	LR: 0.020000
Training Epoch: 26 [9216/45000]	Loss: 0.4363	LR: 0.020000
Training Epoch: 26 [9472/45000]	Loss: 0.6775	LR: 0.020000
Training Epoch: 26 [9728/45000]	Loss: 0.4990	LR: 0.020000
Training Epoch: 26 [9984/45000]	Loss: 0.6222	LR: 0.020000
Training Epoch: 26 [10240/45000]	Loss: 0.6144	LR: 0.020000
Training Epoch: 26 [10496/45000]	Loss: 0.6031	LR: 0.020000
Training Epoch: 26 [10752/45000]	Loss: 0.4753	LR: 0.020000
Training Epoch: 26 [11008/45000]	Loss: 0.5830	LR: 0.020000
Training Epoch: 26 [11264/45000]	Loss: 0.5841	LR: 0.020000
Training Epoch: 26 [11520/45000]	Loss: 0.5671	LR: 0.020000
Training Epoch: 26 [11776/45000]	Loss: 0.5620	LR: 0.020000
Training Epoch: 26 [12032/45000]	Loss: 0.5270	LR: 0.020000
Training Epoch: 26 [12288/45000]	Loss: 0.4938	LR: 0.020000
Training Epoch: 26 [12544/45000]	Loss: 0.5026	LR: 0.020000
Training Epoch: 26 [12800/45000]	Loss: 0.5526	LR: 0.020000
Training Epoch: 26 [13056/45000]	Loss: 0.5143	LR: 0.020000
Training Epoch: 26 [13312/45000]	Loss: 0.5390	LR: 0.020000
Training Epoch: 26 [13568/45000]	Loss: 0.6314	LR: 0.020000
Training Epoch: 26 [13824/45000]	Loss: 0.5453	LR: 0.020000
Training Epoch: 26 [14080/45000]	Loss: 0.5566	LR: 0.020000
Training Epoch: 26 [14336/45000]	Loss: 0.5649	LR: 0.020000
Training Epoch: 26 [14592/45000]	Loss: 0.5419	LR: 0.020000
Training Epoch: 26 [14848/45000]	Loss: 0.5056	LR: 0.020000
Training Epoch: 26 [15104/45000]	Loss: 0.5302	LR: 0.020000
Training Epoch: 26 [15360/45000]	Loss: 0.5421	LR: 0.020000
Training Epoch: 26 [15616/45000]	Loss: 0.6282	LR: 0.020000
Training Epoch: 26 [15872/45000]	Loss: 0.5420	LR: 0.020000
Training Epoch: 26 [16128/45000]	Loss: 0.5372	LR: 0.020000
Training Epoch: 26 [16384/45000]	Loss: 0.4544	LR: 0.020000
Training Epoch: 26 [16640/45000]	Loss: 0.4344	LR: 0.020000
Training Epoch: 26 [16896/45000]	Loss: 0.5347	LR: 0.020000
Training Epoch: 26 [17152/45000]	Loss: 0.4931	LR: 0.020000
Training Epoch: 26 [17408/45000]	Loss: 0.5345	LR: 0.020000
Training Epoch: 26 [17664/45000]	Loss: 0.5201	LR: 0.020000
Training Epoch: 26 [17920/45000]	Loss: 0.5656	LR: 0.020000
Training Epoch: 26 [18176/45000]	Loss: 0.6093	LR: 0.020000
Training Epoch: 26 [18432/45000]	Loss: 0.5548	LR: 0.020000
Training Epoch: 26 [18688/45000]	Loss: 0.5721	LR: 0.020000
Training Epoch: 26 [18944/45000]	Loss: 0.4789	LR: 0.020000
Training Epoch: 26 [19200/45000]	Loss: 0.4526	LR: 0.020000
Training Epoch: 26 [19456/45000]	Loss: 0.6521	LR: 0.020000
Training Epoch: 26 [19712/45000]	Loss: 0.5969	LR: 0.020000
Training Epoch: 26 [19968/45000]	Loss: 0.4229	LR: 0.020000
Training Epoch: 26 [20224/45000]	Loss: 0.5708	LR: 0.020000
Training Epoch: 26 [20480/45000]	Loss: 0.5487	LR: 0.020000
Training Epoch: 26 [20736/45000]	Loss: 0.5082	LR: 0.020000
Training Epoch: 26 [20992/45000]	Loss: 0.6226	LR: 0.020000
Training Epoch: 26 [21248/45000]	Loss: 0.5365	LR: 0.020000
Training Epoch: 26 [21504/45000]	Loss: 0.4817	LR: 0.020000
Training Epoch: 26 [21760/45000]	Loss: 0.5207	LR: 0.020000
Training Epoch: 26 [22016/45000]	Loss: 0.4478	LR: 0.020000
Training Epoch: 26 [22272/45000]	Loss: 0.4985	LR: 0.020000
Training Epoch: 26 [22528/45000]	Loss: 0.5032	LR: 0.020000
Training Epoch: 26 [22784/45000]	Loss: 0.5032	LR: 0.020000
Training Epoch: 26 [23040/45000]	Loss: 0.5727	LR: 0.020000
Training Epoch: 26 [23296/45000]	Loss: 0.5008	LR: 0.020000
Training Epoch: 26 [23552/45000]	Loss: 0.5328	LR: 0.020000
Training Epoch: 26 [23808/45000]	Loss: 0.5776	LR: 0.020000
Training Epoch: 26 [24064/45000]	Loss: 0.5465	LR: 0.020000
Training Epoch: 26 [24320/45000]	Loss: 0.4622	LR: 0.020000
Training Epoch: 26 [24576/45000]	Loss: 0.4847	LR: 0.020000
Training Epoch: 26 [24832/45000]	Loss: 0.6238	LR: 0.020000
Training Epoch: 26 [25088/45000]	Loss: 0.4883	LR: 0.020000
Training Epoch: 26 [25344/45000]	Loss: 0.4690	LR: 0.020000
Training Epoch: 26 [25600/45000]	Loss: 0.5121	LR: 0.020000
Training Epoch: 26 [25856/45000]	Loss: 0.3937	LR: 0.020000
Training Epoch: 26 [26112/45000]	Loss: 0.4986	LR: 0.020000
Training Epoch: 26 [26368/45000]	Loss: 0.5015	LR: 0.020000
Training Epoch: 26 [26624/45000]	Loss: 0.5851	LR: 0.020000
Training Epoch: 26 [26880/45000]	Loss: 0.4830	LR: 0.020000
Training Epoch: 26 [27136/45000]	Loss: 0.5523	LR: 0.020000
Training Epoch: 26 [27392/45000]	Loss: 0.5920	LR: 0.020000
Training Epoch: 26 [27648/45000]	Loss: 0.5007	LR: 0.020000
Training Epoch: 26 [27904/45000]	Loss: 0.6183	LR: 0.020000
Training Epoch: 26 [28160/45000]	Loss: 0.6317	LR: 0.020000
Training Epoch: 26 [28416/45000]	Loss: 0.5143	LR: 0.020000
Training Epoch: 26 [28672/45000]	Loss: 0.5544	LR: 0.020000
Training Epoch: 26 [28928/45000]	Loss: 0.5816	LR: 0.020000
Training Epoch: 26 [29184/45000]	Loss: 0.4983	LR: 0.020000
Training Epoch: 26 [29440/45000]	Loss: 0.4338	LR: 0.020000
Training Epoch: 26 [29696/45000]	Loss: 0.5721	LR: 0.020000
Training Epoch: 26 [29952/45000]	Loss: 0.6285	LR: 0.020000
Training Epoch: 26 [30208/45000]	Loss: 0.5620	LR: 0.020000
Training Epoch: 26 [30464/45000]	Loss: 0.5171	LR: 0.020000
Training Epoch: 26 [30720/45000]	Loss: 0.5381	LR: 0.020000
Training Epoch: 26 [30976/45000]	Loss: 0.6019	LR: 0.020000
Training Epoch: 26 [31232/45000]	Loss: 0.5921	LR: 0.020000
Training Epoch: 26 [31488/45000]	Loss: 0.4982	LR: 0.020000
Training Epoch: 26 [31744/45000]	Loss: 0.4952	LR: 0.020000
Training Epoch: 26 [32000/45000]	Loss: 0.5490	LR: 0.020000
Training Epoch: 26 [32256/45000]	Loss: 0.5112	LR: 0.020000
Training Epoch: 26 [32512/45000]	Loss: 0.6504	LR: 0.020000
Training Epoch: 26 [32768/45000]	Loss: 0.6063	LR: 0.020000
Training Epoch: 26 [33024/45000]	Loss: 0.5633	LR: 0.020000
Training Epoch: 26 [33280/45000]	Loss: 0.5559	LR: 0.020000
Training Epoch: 26 [33536/45000]	Loss: 0.4507	LR: 0.020000
Training Epoch: 26 [33792/45000]	Loss: 0.5708	LR: 0.020000
Training Epoch: 26 [34048/45000]	Loss: 0.4594	LR: 0.020000
Training Epoch: 26 [34304/45000]	Loss: 0.5276	LR: 0.020000
Training Epoch: 26 [34560/45000]	Loss: 0.5533	LR: 0.020000
Training Epoch: 26 [34816/45000]	Loss: 0.5297	LR: 0.020000
Training Epoch: 26 [35072/45000]	Loss: 0.4342	LR: 0.020000
Training Epoch: 26 [35328/45000]	Loss: 0.6909	LR: 0.020000
Training Epoch: 26 [35584/45000]	Loss: 0.5520	LR: 0.020000
Training Epoch: 26 [35840/45000]	Loss: 0.4781	LR: 0.020000
Training Epoch: 26 [36096/45000]	Loss: 0.5149	LR: 0.020000
Training Epoch: 26 [36352/45000]	Loss: 0.5815	LR: 0.020000
Training Epoch: 26 [36608/45000]	Loss: 0.5973	LR: 0.020000
Training Epoch: 26 [36864/45000]	Loss: 0.5387	LR: 0.020000
Training Epoch: 26 [37120/45000]	Loss: 0.6604	LR: 0.020000
Training Epoch: 26 [37376/45000]	Loss: 0.5781	LR: 0.020000
Training Epoch: 26 [37632/45000]	Loss: 0.5800	LR: 0.020000
Training Epoch: 26 [37888/45000]	Loss: 0.5288	LR: 0.020000
Training Epoch: 26 [38144/45000]	Loss: 0.5494	LR: 0.020000
Training Epoch: 26 [38400/45000]	Loss: 0.5083	LR: 0.020000
Training Epoch: 26 [38656/45000]	Loss: 0.5506	LR: 0.020000
Training Epoch: 26 [38912/45000]	Loss: 0.5921	LR: 0.020000
Training Epoch: 26 [39168/45000]	Loss: 0.5379	LR: 0.020000
Training Epoch: 26 [39424/45000]	Loss: 0.5245	LR: 0.020000
Training Epoch: 26 [39680/45000]	Loss: 0.5303	LR: 0.020000
Training Epoch: 26 [39936/45000]	Loss: 0.7122	LR: 0.020000
Training Epoch: 26 [40192/45000]	Loss: 0.6311	LR: 0.020000
Training Epoch: 26 [40448/45000]	Loss: 0.5475	LR: 0.020000
Training Epoch: 26 [40704/45000]	Loss: 0.5071	LR: 0.020000
Training Epoch: 26 [40960/45000]	Loss: 0.6047	LR: 0.020000
Training Epoch: 26 [41216/45000]	Loss: 0.7331	LR: 0.020000
Training Epoch: 26 [41472/45000]	Loss: 0.6336	LR: 0.020000
Training Epoch: 26 [41728/45000]	Loss: 0.5093	LR: 0.020000
Training Epoch: 26 [41984/45000]	Loss: 0.6571	LR: 0.020000
Training Epoch: 26 [42240/45000]	Loss: 0.5532	LR: 0.020000
Training Epoch: 26 [42496/45000]	Loss: 0.5603	LR: 0.020000
Training Epoch: 26 [42752/45000]	Loss: 0.7869	LR: 0.020000
Training Epoch: 26 [43008/45000]	Loss: 0.5550	LR: 0.020000
Training Epoch: 26 [43264/45000]	Loss: 0.6186	LR: 0.020000
Training Epoch: 26 [43520/45000]	Loss: 0.5897	LR: 0.020000
Training Epoch: 26 [43776/45000]	Loss: 0.5522	LR: 0.020000
Training Epoch: 26 [44032/45000]	Loss: 0.5144	LR: 0.020000
Training Epoch: 26 [44288/45000]	Loss: 0.5189	LR: 0.020000
Training Epoch: 26 [44544/45000]	Loss: 0.5754	LR: 0.020000
Training Epoch: 26 [44800/45000]	Loss: 0.5535	LR: 0.020000
Training Epoch: 26 [45000/45000]	Loss: 0.6171	LR: 0.020000
Epoch 26 - Average Train Loss: 0.5441, Train Accuracy: 0.8232
Epoch 26 training time consumed: 24.60s
Evaluating Network.....
Test set: Epoch: 26, Average loss: 0.0037, Accuracy: 0.7294, Time consumed:0.95s
Training Epoch: 27 [256/45000]	Loss: 0.5089	LR: 0.020000
Training Epoch: 27 [512/45000]	Loss: 0.5243	LR: 0.020000
Training Epoch: 27 [768/45000]	Loss: 0.5140	LR: 0.020000
Training Epoch: 27 [1024/45000]	Loss: 0.5557	LR: 0.020000
Training Epoch: 27 [1280/45000]	Loss: 0.5300	LR: 0.020000
Training Epoch: 27 [1536/45000]	Loss: 0.5464	LR: 0.020000
Training Epoch: 27 [1792/45000]	Loss: 0.5213	LR: 0.020000
Training Epoch: 27 [2048/45000]	Loss: 0.5252	LR: 0.020000
Training Epoch: 27 [2304/45000]	Loss: 0.5418	LR: 0.020000
Training Epoch: 27 [2560/45000]	Loss: 0.4721	LR: 0.020000
Training Epoch: 27 [2816/45000]	Loss: 0.4113	LR: 0.020000
Training Epoch: 27 [3072/45000]	Loss: 0.5701	LR: 0.020000
Training Epoch: 27 [3328/45000]	Loss: 0.4561	LR: 0.020000
Training Epoch: 27 [3584/45000]	Loss: 0.4861	LR: 0.020000
Training Epoch: 27 [3840/45000]	Loss: 0.4336	LR: 0.020000
Training Epoch: 27 [4096/45000]	Loss: 0.4514	LR: 0.020000
Training Epoch: 27 [4352/45000]	Loss: 0.6253	LR: 0.020000
Training Epoch: 27 [4608/45000]	Loss: 0.5954	LR: 0.020000
Training Epoch: 27 [4864/45000]	Loss: 0.5087	LR: 0.020000
Training Epoch: 27 [5120/45000]	Loss: 0.5858	LR: 0.020000
Training Epoch: 27 [5376/45000]	Loss: 0.4005	LR: 0.020000
Training Epoch: 27 [5632/45000]	Loss: 0.4263	LR: 0.020000
Training Epoch: 27 [5888/45000]	Loss: 0.4398	LR: 0.020000
Training Epoch: 27 [6144/45000]	Loss: 0.5518	LR: 0.020000
Training Epoch: 27 [6400/45000]	Loss: 0.4390	LR: 0.020000
Training Epoch: 27 [6656/45000]	Loss: 0.4845	LR: 0.020000
Training Epoch: 27 [6912/45000]	Loss: 0.4782	LR: 0.020000
Training Epoch: 27 [7168/45000]	Loss: 0.5828	LR: 0.020000
Training Epoch: 27 [7424/45000]	Loss: 0.4955	LR: 0.020000
Training Epoch: 27 [7680/45000]	Loss: 0.5177	LR: 0.020000
Training Epoch: 27 [7936/45000]	Loss: 0.5880	LR: 0.020000
Training Epoch: 27 [8192/45000]	Loss: 0.5820	LR: 0.020000
Training Epoch: 27 [8448/45000]	Loss: 0.4644	LR: 0.020000
Training Epoch: 27 [8704/45000]	Loss: 0.4843	LR: 0.020000
Training Epoch: 27 [8960/45000]	Loss: 0.5020	LR: 0.020000
Training Epoch: 27 [9216/45000]	Loss: 0.5513	LR: 0.020000
Training Epoch: 27 [9472/45000]	Loss: 0.4788	LR: 0.020000
Training Epoch: 27 [9728/45000]	Loss: 0.5074	LR: 0.020000
Training Epoch: 27 [9984/45000]	Loss: 0.6231	LR: 0.020000
Training Epoch: 27 [10240/45000]	Loss: 0.5975	LR: 0.020000
Training Epoch: 27 [10496/45000]	Loss: 0.5728	LR: 0.020000
Training Epoch: 27 [10752/45000]	Loss: 0.4461	LR: 0.020000
Training Epoch: 27 [11008/45000]	Loss: 0.4564	LR: 0.020000
Training Epoch: 27 [11264/45000]	Loss: 0.6708	LR: 0.020000
Training Epoch: 27 [11520/45000]	Loss: 0.6323	LR: 0.020000
Training Epoch: 27 [11776/45000]	Loss: 0.5520	LR: 0.020000
Training Epoch: 27 [12032/45000]	Loss: 0.4252	LR: 0.020000
Training Epoch: 27 [12288/45000]	Loss: 0.6224	LR: 0.020000
Training Epoch: 27 [12544/45000]	Loss: 0.5004	LR: 0.020000
Training Epoch: 27 [12800/45000]	Loss: 0.5484	LR: 0.020000
Training Epoch: 27 [13056/45000]	Loss: 0.5352	LR: 0.020000
Training Epoch: 27 [13312/45000]	Loss: 0.5954	LR: 0.020000
Training Epoch: 27 [13568/45000]	Loss: 0.5112	LR: 0.020000
Training Epoch: 27 [13824/45000]	Loss: 0.5046	LR: 0.020000
Training Epoch: 27 [14080/45000]	Loss: 0.5835	LR: 0.020000
Training Epoch: 27 [14336/45000]	Loss: 0.6789	LR: 0.020000
Training Epoch: 27 [14592/45000]	Loss: 0.5387	LR: 0.020000
Training Epoch: 27 [14848/45000]	Loss: 0.5542	LR: 0.020000
Training Epoch: 27 [15104/45000]	Loss: 0.5672	LR: 0.020000
Training Epoch: 27 [15360/45000]	Loss: 0.4231	LR: 0.020000
Training Epoch: 27 [15616/45000]	Loss: 0.6103	LR: 0.020000
Training Epoch: 27 [15872/45000]	Loss: 0.5631	LR: 0.020000
Training Epoch: 27 [16128/45000]	Loss: 0.5063	LR: 0.020000
Training Epoch: 27 [16384/45000]	Loss: 0.6452	LR: 0.020000
Training Epoch: 27 [16640/45000]	Loss: 0.6082	LR: 0.020000
Training Epoch: 27 [16896/45000]	Loss: 0.4591	LR: 0.020000
Training Epoch: 27 [17152/45000]	Loss: 0.5576	LR: 0.020000
Training Epoch: 27 [17408/45000]	Loss: 0.4088	LR: 0.020000
Training Epoch: 27 [17664/45000]	Loss: 0.5078	LR: 0.020000
Training Epoch: 27 [17920/45000]	Loss: 0.4837	LR: 0.020000
Training Epoch: 27 [18176/45000]	Loss: 0.4245	LR: 0.020000
Training Epoch: 27 [18432/45000]	Loss: 0.5701	LR: 0.020000
Training Epoch: 27 [18688/45000]	Loss: 0.5764	LR: 0.020000
Training Epoch: 27 [18944/45000]	Loss: 0.5572	LR: 0.020000
Training Epoch: 27 [19200/45000]	Loss: 0.4779	LR: 0.020000
Training Epoch: 27 [19456/45000]	Loss: 0.5708	LR: 0.020000
Training Epoch: 27 [19712/45000]	Loss: 0.5478	LR: 0.020000
Training Epoch: 27 [19968/45000]	Loss: 0.5384	LR: 0.020000
Training Epoch: 27 [20224/45000]	Loss: 0.5981	LR: 0.020000
Training Epoch: 27 [20480/45000]	Loss: 0.5797	LR: 0.020000
Training Epoch: 27 [20736/45000]	Loss: 0.6243	LR: 0.020000
Training Epoch: 27 [20992/45000]	Loss: 0.5385	LR: 0.020000
Training Epoch: 27 [21248/45000]	Loss: 0.4948	LR: 0.020000
Training Epoch: 27 [21504/45000]	Loss: 0.5093	LR: 0.020000
Training Epoch: 27 [21760/45000]	Loss: 0.5019	LR: 0.020000
Training Epoch: 27 [22016/45000]	Loss: 0.5661	LR: 0.020000
Training Epoch: 27 [22272/45000]	Loss: 0.5626	LR: 0.020000
Training Epoch: 27 [22528/45000]	Loss: 0.6197	LR: 0.020000
Training Epoch: 27 [22784/45000]	Loss: 0.6525	LR: 0.020000
Training Epoch: 27 [23040/45000]	Loss: 0.5649	LR: 0.020000
Training Epoch: 27 [23296/45000]	Loss: 0.5438	LR: 0.020000
Training Epoch: 27 [23552/45000]	Loss: 0.5396	LR: 0.020000
Training Epoch: 27 [23808/45000]	Loss: 0.4566	LR: 0.020000
Training Epoch: 27 [24064/45000]	Loss: 0.5570	LR: 0.020000
Training Epoch: 27 [24320/45000]	Loss: 0.5423	LR: 0.020000
Training Epoch: 27 [24576/45000]	Loss: 0.5731	LR: 0.020000
Training Epoch: 27 [24832/45000]	Loss: 0.4837	LR: 0.020000
Training Epoch: 27 [25088/45000]	Loss: 0.6046	LR: 0.020000
Training Epoch: 27 [25344/45000]	Loss: 0.5300	LR: 0.020000
Training Epoch: 27 [25600/45000]	Loss: 0.6079	LR: 0.020000
Training Epoch: 27 [25856/45000]	Loss: 0.5399	LR: 0.020000
Training Epoch: 27 [26112/45000]	Loss: 0.5640	LR: 0.020000
Training Epoch: 27 [26368/45000]	Loss: 0.6918	LR: 0.020000
Training Epoch: 27 [26624/45000]	Loss: 0.6144	LR: 0.020000
Training Epoch: 27 [26880/45000]	Loss: 0.5974	LR: 0.020000
Training Epoch: 27 [27136/45000]	Loss: 0.5552	LR: 0.020000
Training Epoch: 27 [27392/45000]	Loss: 0.5497	LR: 0.020000
Training Epoch: 27 [27648/45000]	Loss: 0.5561	LR: 0.020000
Training Epoch: 27 [27904/45000]	Loss: 0.5656	LR: 0.020000
Training Epoch: 27 [28160/45000]	Loss: 0.5247	LR: 0.020000
Training Epoch: 27 [28416/45000]	Loss: 0.6606	LR: 0.020000
Training Epoch: 27 [28672/45000]	Loss: 0.5152	LR: 0.020000
Training Epoch: 27 [28928/45000]	Loss: 0.5981	LR: 0.020000
Training Epoch: 27 [29184/45000]	Loss: 0.5055	LR: 0.020000
Training Epoch: 27 [29440/45000]	Loss: 0.4888	LR: 0.020000
Training Epoch: 27 [29696/45000]	Loss: 0.5882	LR: 0.020000
Training Epoch: 27 [29952/45000]	Loss: 0.4307	LR: 0.020000
Training Epoch: 27 [30208/45000]	Loss: 0.5585	LR: 0.020000
Training Epoch: 27 [30464/45000]	Loss: 0.5482	LR: 0.020000
Training Epoch: 27 [30720/45000]	Loss: 0.6165	LR: 0.020000
Training Epoch: 27 [30976/45000]	Loss: 0.4915	LR: 0.020000
Training Epoch: 27 [31232/45000]	Loss: 0.6013	LR: 0.020000
Training Epoch: 27 [31488/45000]	Loss: 0.6071	LR: 0.020000
Training Epoch: 27 [31744/45000]	Loss: 0.6572	LR: 0.020000
Training Epoch: 27 [32000/45000]	Loss: 0.5870	LR: 0.020000
Training Epoch: 27 [32256/45000]	Loss: 0.6026	LR: 0.020000
Training Epoch: 27 [32512/45000]	Loss: 0.4945	LR: 0.020000
Training Epoch: 27 [32768/45000]	Loss: 0.6280	LR: 0.020000
Training Epoch: 27 [33024/45000]	Loss: 0.4553	LR: 0.020000
Training Epoch: 27 [33280/45000]	Loss: 0.5760	LR: 0.020000
Training Epoch: 27 [33536/45000]	Loss: 0.5266	LR: 0.020000
Training Epoch: 27 [33792/45000]	Loss: 0.4843	LR: 0.020000
Training Epoch: 27 [34048/45000]	Loss: 0.5017	LR: 0.020000
Training Epoch: 27 [34304/45000]	Loss: 0.6674	LR: 0.020000
Training Epoch: 27 [34560/45000]	Loss: 0.5889	LR: 0.020000
Training Epoch: 27 [34816/45000]	Loss: 0.5104	LR: 0.020000
Training Epoch: 27 [35072/45000]	Loss: 0.6523	LR: 0.020000
Training Epoch: 27 [35328/45000]	Loss: 0.6721	LR: 0.020000
Training Epoch: 27 [35584/45000]	Loss: 0.4901	LR: 0.020000
Training Epoch: 27 [35840/45000]	Loss: 0.5239	LR: 0.020000
Training Epoch: 27 [36096/45000]	Loss: 0.5116	LR: 0.020000
Training Epoch: 27 [36352/45000]	Loss: 0.5284	LR: 0.020000
Training Epoch: 27 [36608/45000]	Loss: 0.5328	LR: 0.020000
Training Epoch: 27 [36864/45000]	Loss: 0.5986	LR: 0.020000
Training Epoch: 27 [37120/45000]	Loss: 0.5236	LR: 0.020000
Training Epoch: 27 [37376/45000]	Loss: 0.4433	LR: 0.020000
Training Epoch: 27 [37632/45000]	Loss: 0.5581	LR: 0.020000
Training Epoch: 27 [37888/45000]	Loss: 0.4950	LR: 0.020000
Training Epoch: 27 [38144/45000]	Loss: 0.5047	LR: 0.020000
Training Epoch: 27 [38400/45000]	Loss: 0.5256	LR: 0.020000
Training Epoch: 27 [38656/45000]	Loss: 0.5475	LR: 0.020000
Training Epoch: 27 [38912/45000]	Loss: 0.5361	LR: 0.020000
Training Epoch: 27 [39168/45000]	Loss: 0.5202	LR: 0.020000
Training Epoch: 27 [39424/45000]	Loss: 0.5351	LR: 0.020000
Training Epoch: 27 [39680/45000]	Loss: 0.5737	LR: 0.020000
Training Epoch: 27 [39936/45000]	Loss: 0.5040	LR: 0.020000
Training Epoch: 27 [40192/45000]	Loss: 0.5155	LR: 0.020000
Training Epoch: 27 [40448/45000]	Loss: 0.5290	LR: 0.020000
Training Epoch: 27 [40704/45000]	Loss: 0.5012	LR: 0.020000
Training Epoch: 27 [40960/45000]	Loss: 0.5997	LR: 0.020000
Training Epoch: 27 [41216/45000]	Loss: 0.5087	LR: 0.020000
Training Epoch: 27 [41472/45000]	Loss: 0.6618	LR: 0.020000
Training Epoch: 27 [41728/45000]	Loss: 0.5659	LR: 0.020000
Training Epoch: 27 [41984/45000]	Loss: 0.5210	LR: 0.020000
Training Epoch: 27 [42240/45000]	Loss: 0.6171	LR: 0.020000
Training Epoch: 27 [42496/45000]	Loss: 0.5148	LR: 0.020000
Training Epoch: 27 [42752/45000]	Loss: 0.6042	LR: 0.020000
Training Epoch: 27 [43008/45000]	Loss: 0.5088	LR: 0.020000
Training Epoch: 27 [43264/45000]	Loss: 0.5840	LR: 0.020000
Training Epoch: 27 [43520/45000]	Loss: 0.6484	LR: 0.020000
Training Epoch: 27 [43776/45000]	Loss: 0.6407	LR: 0.020000
Training Epoch: 27 [44032/45000]	Loss: 0.6076	LR: 0.020000
Training Epoch: 27 [44288/45000]	Loss: 0.5492	LR: 0.020000
Training Epoch: 27 [44544/45000]	Loss: 0.5675	LR: 0.020000
Training Epoch: 27 [44800/45000]	Loss: 0.5455	LR: 0.020000
Training Epoch: 27 [45000/45000]	Loss: 0.5549	LR: 0.020000
Epoch 27 - Average Train Loss: 0.5438, Train Accuracy: 0.8239
Epoch 27 training time consumed: 24.83s
Evaluating Network.....
Test set: Epoch: 27, Average loss: 0.0038, Accuracy: 0.7263, Time consumed:0.97s
Training Epoch: 28 [256/45000]	Loss: 0.4674	LR: 0.020000
Training Epoch: 28 [512/45000]	Loss: 0.5328	LR: 0.020000
Training Epoch: 28 [768/45000]	Loss: 0.5447	LR: 0.020000
Training Epoch: 28 [1024/45000]	Loss: 0.4907	LR: 0.020000
Training Epoch: 28 [1280/45000]	Loss: 0.5419	LR: 0.020000
Training Epoch: 28 [1536/45000]	Loss: 0.4879	LR: 0.020000
Training Epoch: 28 [1792/45000]	Loss: 0.4582	LR: 0.020000
Training Epoch: 28 [2048/45000]	Loss: 0.4073	LR: 0.020000
Training Epoch: 28 [2304/45000]	Loss: 0.5264	LR: 0.020000
Training Epoch: 28 [2560/45000]	Loss: 0.5221	LR: 0.020000
Training Epoch: 28 [2816/45000]	Loss: 0.5419	LR: 0.020000
Training Epoch: 28 [3072/45000]	Loss: 0.5521	LR: 0.020000
Training Epoch: 28 [3328/45000]	Loss: 0.4998	LR: 0.020000
Training Epoch: 28 [3584/45000]	Loss: 0.4725	LR: 0.020000
Training Epoch: 28 [3840/45000]	Loss: 0.4866	LR: 0.020000
Training Epoch: 28 [4096/45000]	Loss: 0.4342	LR: 0.020000
Training Epoch: 28 [4352/45000]	Loss: 0.4411	LR: 0.020000
Training Epoch: 28 [4608/45000]	Loss: 0.5358	LR: 0.020000
Training Epoch: 28 [4864/45000]	Loss: 0.5351	LR: 0.020000
Training Epoch: 28 [5120/45000]	Loss: 0.5454	LR: 0.020000
Training Epoch: 28 [5376/45000]	Loss: 0.5786	LR: 0.020000
Training Epoch: 28 [5632/45000]	Loss: 0.4861	LR: 0.020000
Training Epoch: 28 [5888/45000]	Loss: 0.5203	LR: 0.020000
Training Epoch: 28 [6144/45000]	Loss: 0.5780	LR: 0.020000
Training Epoch: 28 [6400/45000]	Loss: 0.6079	LR: 0.020000
Training Epoch: 28 [6656/45000]	Loss: 0.4959	LR: 0.020000
Training Epoch: 28 [6912/45000]	Loss: 0.5992	LR: 0.020000
Training Epoch: 28 [7168/45000]	Loss: 0.4850	LR: 0.020000
Training Epoch: 28 [7424/45000]	Loss: 0.4211	LR: 0.020000
Training Epoch: 28 [7680/45000]	Loss: 0.5640	LR: 0.020000
Training Epoch: 28 [7936/45000]	Loss: 0.4829	LR: 0.020000
Training Epoch: 28 [8192/45000]	Loss: 0.4803	LR: 0.020000
Training Epoch: 28 [8448/45000]	Loss: 0.6357	LR: 0.020000
Training Epoch: 28 [8704/45000]	Loss: 0.4431	LR: 0.020000
Training Epoch: 28 [8960/45000]	Loss: 0.5779	LR: 0.020000
Training Epoch: 28 [9216/45000]	Loss: 0.5144	LR: 0.020000
Training Epoch: 28 [9472/45000]	Loss: 0.5153	LR: 0.020000
Training Epoch: 28 [9728/45000]	Loss: 0.4525	LR: 0.020000
Training Epoch: 28 [9984/45000]	Loss: 0.5742	LR: 0.020000
Training Epoch: 28 [10240/45000]	Loss: 0.4814	LR: 0.020000
Training Epoch: 28 [10496/45000]	Loss: 0.4971	LR: 0.020000
Training Epoch: 28 [10752/45000]	Loss: 0.4784	LR: 0.020000
Training Epoch: 28 [11008/45000]	Loss: 0.4670	LR: 0.020000
Training Epoch: 28 [11264/45000]	Loss: 0.5855	LR: 0.020000
Training Epoch: 28 [11520/45000]	Loss: 0.4655	LR: 0.020000
Training Epoch: 28 [11776/45000]	Loss: 0.5287	LR: 0.020000
Training Epoch: 28 [12032/45000]	Loss: 0.5204	LR: 0.020000
Training Epoch: 28 [12288/45000]	Loss: 0.5806	LR: 0.020000
Training Epoch: 28 [12544/45000]	Loss: 0.4422	LR: 0.020000
Training Epoch: 28 [12800/45000]	Loss: 0.4844	LR: 0.020000
Training Epoch: 28 [13056/45000]	Loss: 0.5664	LR: 0.020000
Training Epoch: 28 [13312/45000]	Loss: 0.5965	LR: 0.020000
Training Epoch: 28 [13568/45000]	Loss: 0.4791	LR: 0.020000
Training Epoch: 28 [13824/45000]	Loss: 0.4990	LR: 0.020000
Training Epoch: 28 [14080/45000]	Loss: 0.4465	LR: 0.020000
Training Epoch: 28 [14336/45000]	Loss: 0.4661	LR: 0.020000
Training Epoch: 28 [14592/45000]	Loss: 0.4690	LR: 0.020000
Training Epoch: 28 [14848/45000]	Loss: 0.4706	LR: 0.020000
Training Epoch: 28 [15104/45000]	Loss: 0.5448	LR: 0.020000
Training Epoch: 28 [15360/45000]	Loss: 0.5739	LR: 0.020000
Training Epoch: 28 [15616/45000]	Loss: 0.5303	LR: 0.020000
Training Epoch: 28 [15872/45000]	Loss: 0.5067	LR: 0.020000
Training Epoch: 28 [16128/45000]	Loss: 0.5649	LR: 0.020000
Training Epoch: 28 [16384/45000]	Loss: 0.5448	LR: 0.020000
Training Epoch: 28 [16640/45000]	Loss: 0.4841	LR: 0.020000
Training Epoch: 28 [16896/45000]	Loss: 0.5363	LR: 0.020000
Training Epoch: 28 [17152/45000]	Loss: 0.4789	LR: 0.020000
Training Epoch: 28 [17408/45000]	Loss: 0.4563	LR: 0.020000
Training Epoch: 28 [17664/45000]	Loss: 0.5413	LR: 0.020000
Training Epoch: 28 [17920/45000]	Loss: 0.4776	LR: 0.020000
Training Epoch: 28 [18176/45000]	Loss: 0.5104	LR: 0.020000
Training Epoch: 28 [18432/45000]	Loss: 0.5752	LR: 0.020000
Training Epoch: 28 [18688/45000]	Loss: 0.4960	LR: 0.020000
Training Epoch: 28 [18944/45000]	Loss: 0.6121	LR: 0.020000
Training Epoch: 28 [19200/45000]	Loss: 0.5020	LR: 0.020000
Training Epoch: 28 [19456/45000]	Loss: 0.6640	LR: 0.020000
Training Epoch: 28 [19712/45000]	Loss: 0.5508	LR: 0.020000
Training Epoch: 28 [19968/45000]	Loss: 0.5693	LR: 0.020000
Training Epoch: 28 [20224/45000]	Loss: 0.4843	LR: 0.020000
Training Epoch: 28 [20480/45000]	Loss: 0.6807	LR: 0.020000
Training Epoch: 28 [20736/45000]	Loss: 0.5624	LR: 0.020000
Training Epoch: 28 [20992/45000]	Loss: 0.6052	LR: 0.020000
Training Epoch: 28 [21248/45000]	Loss: 0.5396	LR: 0.020000
Training Epoch: 28 [21504/45000]	Loss: 0.5376	LR: 0.020000
Training Epoch: 28 [21760/45000]	Loss: 0.5922	LR: 0.020000
Training Epoch: 28 [22016/45000]	Loss: 0.4979	LR: 0.020000
Training Epoch: 28 [22272/45000]	Loss: 0.5754	LR: 0.020000
Training Epoch: 28 [22528/45000]	Loss: 0.6956	LR: 0.020000
Training Epoch: 28 [22784/45000]	Loss: 0.5193	LR: 0.020000
Training Epoch: 28 [23040/45000]	Loss: 0.5163	LR: 0.020000
Training Epoch: 28 [23296/45000]	Loss: 0.4710	LR: 0.020000
Training Epoch: 28 [23552/45000]	Loss: 0.5231	LR: 0.020000
Training Epoch: 28 [23808/45000]	Loss: 0.5166	LR: 0.020000
Training Epoch: 28 [24064/45000]	Loss: 0.4695	LR: 0.020000
Training Epoch: 28 [24320/45000]	Loss: 0.5301	LR: 0.020000
Training Epoch: 28 [24576/45000]	Loss: 0.5810	LR: 0.020000
Training Epoch: 28 [24832/45000]	Loss: 0.6161	LR: 0.020000
Training Epoch: 28 [25088/45000]	Loss: 0.6588	LR: 0.020000
Training Epoch: 28 [25344/45000]	Loss: 0.5048	LR: 0.020000
Training Epoch: 28 [25600/45000]	Loss: 0.5249	LR: 0.020000
Training Epoch: 28 [25856/45000]	Loss: 0.5813	LR: 0.020000
Training Epoch: 28 [26112/45000]	Loss: 0.5134	LR: 0.020000
Training Epoch: 28 [26368/45000]	Loss: 0.5551	LR: 0.020000
Training Epoch: 28 [26624/45000]	Loss: 0.5762	LR: 0.020000
Training Epoch: 28 [26880/45000]	Loss: 0.6156	LR: 0.020000
Training Epoch: 28 [27136/45000]	Loss: 0.5393	LR: 0.020000
Training Epoch: 28 [27392/45000]	Loss: 0.6736	LR: 0.020000
Training Epoch: 28 [27648/45000]	Loss: 0.5101	LR: 0.020000
Training Epoch: 28 [27904/45000]	Loss: 0.5815	LR: 0.020000
Training Epoch: 28 [28160/45000]	Loss: 0.4845	LR: 0.020000
Training Epoch: 28 [28416/45000]	Loss: 0.5035	LR: 0.020000
Training Epoch: 28 [28672/45000]	Loss: 0.5389	LR: 0.020000
Training Epoch: 28 [28928/45000]	Loss: 0.4961	LR: 0.020000
Training Epoch: 28 [29184/45000]	Loss: 0.6417	LR: 0.020000
Training Epoch: 28 [29440/45000]	Loss: 0.5414	LR: 0.020000
Training Epoch: 28 [29696/45000]	Loss: 0.5008	LR: 0.020000
Training Epoch: 28 [29952/45000]	Loss: 0.5891	LR: 0.020000
Training Epoch: 28 [30208/45000]	Loss: 0.5547	LR: 0.020000
Training Epoch: 28 [30464/45000]	Loss: 0.5676	LR: 0.020000
Training Epoch: 28 [30720/45000]	Loss: 0.5774	LR: 0.020000
Training Epoch: 28 [30976/45000]	Loss: 0.5775	LR: 0.020000
Training Epoch: 28 [31232/45000]	Loss: 0.6502	LR: 0.020000
Training Epoch: 28 [31488/45000]	Loss: 0.6769	LR: 0.020000
Training Epoch: 28 [31744/45000]	Loss: 0.5756	LR: 0.020000
Training Epoch: 28 [32000/45000]	Loss: 0.5847	LR: 0.020000
Training Epoch: 28 [32256/45000]	Loss: 0.6088	LR: 0.020000
Training Epoch: 28 [32512/45000]	Loss: 0.4894	LR: 0.020000
Training Epoch: 28 [32768/45000]	Loss: 0.5565	LR: 0.020000
Training Epoch: 28 [33024/45000]	Loss: 0.4466	LR: 0.020000
Training Epoch: 28 [33280/45000]	Loss: 0.4714	LR: 0.020000
Training Epoch: 28 [33536/45000]	Loss: 0.5502	LR: 0.020000
Training Epoch: 28 [33792/45000]	Loss: 0.5536	LR: 0.020000
Training Epoch: 28 [34048/45000]	Loss: 0.4418	LR: 0.020000
Training Epoch: 28 [34304/45000]	Loss: 0.5976	LR: 0.020000
Training Epoch: 28 [34560/45000]	Loss: 0.5552	LR: 0.020000
Training Epoch: 28 [34816/45000]	Loss: 0.5576	LR: 0.020000
Training Epoch: 28 [35072/45000]	Loss: 0.4626	LR: 0.020000
Training Epoch: 28 [35328/45000]	Loss: 0.5405	LR: 0.020000
Training Epoch: 28 [35584/45000]	Loss: 0.4555	LR: 0.020000
Training Epoch: 28 [35840/45000]	Loss: 0.5027	LR: 0.020000
Training Epoch: 28 [36096/45000]	Loss: 0.5453	LR: 0.020000
Training Epoch: 28 [36352/45000]	Loss: 0.4821	LR: 0.020000
Training Epoch: 28 [36608/45000]	Loss: 0.5825	LR: 0.020000
Training Epoch: 28 [36864/45000]	Loss: 0.5870	LR: 0.020000
Training Epoch: 28 [37120/45000]	Loss: 0.5924	LR: 0.020000
Training Epoch: 28 [37376/45000]	Loss: 0.5190	LR: 0.020000
Training Epoch: 28 [37632/45000]	Loss: 0.5595	LR: 0.020000
Training Epoch: 28 [37888/45000]	Loss: 0.6149	LR: 0.020000
Training Epoch: 28 [38144/45000]	Loss: 0.5972	LR: 0.020000
Training Epoch: 28 [38400/45000]	Loss: 0.5331	LR: 0.020000
Training Epoch: 28 [38656/45000]	Loss: 0.5800	LR: 0.020000
Training Epoch: 28 [38912/45000]	Loss: 0.4772	LR: 0.020000
Training Epoch: 28 [39168/45000]	Loss: 0.5851	LR: 0.020000
Training Epoch: 28 [39424/45000]	Loss: 0.4354	LR: 0.020000
Training Epoch: 28 [39680/45000]	Loss: 0.6314	LR: 0.020000
Training Epoch: 28 [39936/45000]	Loss: 0.6424	LR: 0.020000
Training Epoch: 28 [40192/45000]	Loss: 0.4518	LR: 0.020000
Training Epoch: 28 [40448/45000]	Loss: 0.5038	LR: 0.020000
Training Epoch: 28 [40704/45000]	Loss: 0.5591	LR: 0.020000
Training Epoch: 28 [40960/45000]	Loss: 0.4708	LR: 0.020000
Training Epoch: 28 [41216/45000]	Loss: 0.4663	LR: 0.020000
Training Epoch: 28 [41472/45000]	Loss: 0.5511	LR: 0.020000
Training Epoch: 28 [41728/45000]	Loss: 0.5587	LR: 0.020000
Training Epoch: 28 [41984/45000]	Loss: 0.5606	LR: 0.020000
Training Epoch: 28 [42240/45000]	Loss: 0.5052	LR: 0.020000
Training Epoch: 28 [42496/45000]	Loss: 0.5455	LR: 0.020000
Training Epoch: 28 [42752/45000]	Loss: 0.4878	LR: 0.020000
Training Epoch: 28 [43008/45000]	Loss: 0.5762	LR: 0.020000
Training Epoch: 28 [43264/45000]	Loss: 0.6067	LR: 0.020000
Training Epoch: 28 [43520/45000]	Loss: 0.5630	LR: 0.020000
Training Epoch: 28 [43776/45000]	Loss: 0.5302	LR: 0.020000
Training Epoch: 28 [44032/45000]	Loss: 0.4387	LR: 0.020000
Training Epoch: 28 [44288/45000]	Loss: 0.4675	LR: 0.020000
Training Epoch: 28 [44544/45000]	Loss: 0.5032	LR: 0.020000
Training Epoch: 28 [44800/45000]	Loss: 0.5570	LR: 0.020000
Training Epoch: 28 [45000/45000]	Loss: 0.5398	LR: 0.020000
Epoch 28 - Average Train Loss: 0.5334, Train Accuracy: 0.8274
Epoch 28 training time consumed: 24.54s
Evaluating Network.....
Test set: Epoch: 28, Average loss: 0.0036, Accuracy: 0.7423, Time consumed:0.94s
Training Epoch: 29 [256/45000]	Loss: 0.4411	LR: 0.020000
Training Epoch: 29 [512/45000]	Loss: 0.4432	LR: 0.020000
Training Epoch: 29 [768/45000]	Loss: 0.4374	LR: 0.020000
Training Epoch: 29 [1024/45000]	Loss: 0.5199	LR: 0.020000
Training Epoch: 29 [1280/45000]	Loss: 0.5081	LR: 0.020000
Training Epoch: 29 [1536/45000]	Loss: 0.5105	LR: 0.020000
Training Epoch: 29 [1792/45000]	Loss: 0.4907	LR: 0.020000
Training Epoch: 29 [2048/45000]	Loss: 0.5476	LR: 0.020000
Training Epoch: 29 [2304/45000]	Loss: 0.5034	LR: 0.020000
Training Epoch: 29 [2560/45000]	Loss: 0.6150	LR: 0.020000
Training Epoch: 29 [2816/45000]	Loss: 0.4719	LR: 0.020000
Training Epoch: 29 [3072/45000]	Loss: 0.4292	LR: 0.020000
Training Epoch: 29 [3328/45000]	Loss: 0.3932	LR: 0.020000
Training Epoch: 29 [3584/45000]	Loss: 0.5552	LR: 0.020000
Training Epoch: 29 [3840/45000]	Loss: 0.4632	LR: 0.020000
Training Epoch: 29 [4096/45000]	Loss: 0.4362	LR: 0.020000
Training Epoch: 29 [4352/45000]	Loss: 0.4861	LR: 0.020000
Training Epoch: 29 [4608/45000]	Loss: 0.5148	LR: 0.020000
Training Epoch: 29 [4864/45000]	Loss: 0.5000	LR: 0.020000
Training Epoch: 29 [5120/45000]	Loss: 0.4833	LR: 0.020000
Training Epoch: 29 [5376/45000]	Loss: 0.4555	LR: 0.020000
Training Epoch: 29 [5632/45000]	Loss: 0.4038	LR: 0.020000
Training Epoch: 29 [5888/45000]	Loss: 0.6120	LR: 0.020000
Training Epoch: 29 [6144/45000]	Loss: 0.4706	LR: 0.020000
Training Epoch: 29 [6400/45000]	Loss: 0.4879	LR: 0.020000
Training Epoch: 29 [6656/45000]	Loss: 0.4407	LR: 0.020000
Training Epoch: 29 [6912/45000]	Loss: 0.4651	LR: 0.020000
Training Epoch: 29 [7168/45000]	Loss: 0.5078	LR: 0.020000
Training Epoch: 29 [7424/45000]	Loss: 0.6075	LR: 0.020000
Training Epoch: 29 [7680/45000]	Loss: 0.4570	LR: 0.020000
Training Epoch: 29 [7936/45000]	Loss: 0.6053	LR: 0.020000
Training Epoch: 29 [8192/45000]	Loss: 0.5126	LR: 0.020000
Training Epoch: 29 [8448/45000]	Loss: 0.4210	LR: 0.020000
Training Epoch: 29 [8704/45000]	Loss: 0.4922	LR: 0.020000
Training Epoch: 29 [8960/45000]	Loss: 0.5004	LR: 0.020000
Training Epoch: 29 [9216/45000]	Loss: 0.5027	LR: 0.020000
Training Epoch: 29 [9472/45000]	Loss: 0.4254	LR: 0.020000
Training Epoch: 29 [9728/45000]	Loss: 0.5296	LR: 0.020000
Training Epoch: 29 [9984/45000]	Loss: 0.5658	LR: 0.020000
Training Epoch: 29 [10240/45000]	Loss: 0.4841	LR: 0.020000
Training Epoch: 29 [10496/45000]	Loss: 0.4898	LR: 0.020000
Training Epoch: 29 [10752/45000]	Loss: 0.5296	LR: 0.020000
Training Epoch: 29 [11008/45000]	Loss: 0.6069	LR: 0.020000
Training Epoch: 29 [11264/45000]	Loss: 0.5500	LR: 0.020000
Training Epoch: 29 [11520/45000]	Loss: 0.3428	LR: 0.020000
Training Epoch: 29 [11776/45000]	Loss: 0.5805	LR: 0.020000
Training Epoch: 29 [12032/45000]	Loss: 0.4121	LR: 0.020000
Training Epoch: 29 [12288/45000]	Loss: 0.5909	LR: 0.020000
Training Epoch: 29 [12544/45000]	Loss: 0.4444	LR: 0.020000
Training Epoch: 29 [12800/45000]	Loss: 0.4697	LR: 0.020000
Training Epoch: 29 [13056/45000]	Loss: 0.5171	LR: 0.020000
Training Epoch: 29 [13312/45000]	Loss: 0.5164	LR: 0.020000
Training Epoch: 29 [13568/45000]	Loss: 0.5555	LR: 0.020000
Training Epoch: 29 [13824/45000]	Loss: 0.5753	LR: 0.020000
Training Epoch: 29 [14080/45000]	Loss: 0.3915	LR: 0.020000
Training Epoch: 29 [14336/45000]	Loss: 0.5497	LR: 0.020000
Training Epoch: 29 [14592/45000]	Loss: 0.4460	LR: 0.020000
Training Epoch: 29 [14848/45000]	Loss: 0.4762	LR: 0.020000
Training Epoch: 29 [15104/45000]	Loss: 0.5224	LR: 0.020000
Training Epoch: 29 [15360/45000]	Loss: 0.5238	LR: 0.020000
Training Epoch: 29 [15616/45000]	Loss: 0.4722	LR: 0.020000
Training Epoch: 29 [15872/45000]	Loss: 0.5240	LR: 0.020000
Training Epoch: 29 [16128/45000]	Loss: 0.4760	LR: 0.020000
Training Epoch: 29 [16384/45000]	Loss: 0.4454	LR: 0.020000
Training Epoch: 29 [16640/45000]	Loss: 0.6241	LR: 0.020000
Training Epoch: 29 [16896/45000]	Loss: 0.6682	LR: 0.020000
Training Epoch: 29 [17152/45000]	Loss: 0.4732	LR: 0.020000
Training Epoch: 29 [17408/45000]	Loss: 0.5190	LR: 0.020000
Training Epoch: 29 [17664/45000]	Loss: 0.4790	LR: 0.020000
Training Epoch: 29 [17920/45000]	Loss: 0.4741	LR: 0.020000
Training Epoch: 29 [18176/45000]	Loss: 0.5238	LR: 0.020000
Training Epoch: 29 [18432/45000]	Loss: 0.4455	LR: 0.020000
Training Epoch: 29 [18688/45000]	Loss: 0.5212	LR: 0.020000
Training Epoch: 29 [18944/45000]	Loss: 0.3789	LR: 0.020000
Training Epoch: 29 [19200/45000]	Loss: 0.4819	LR: 0.020000
Training Epoch: 29 [19456/45000]	Loss: 0.4911	LR: 0.020000
Training Epoch: 29 [19712/45000]	Loss: 0.4778	LR: 0.020000
Training Epoch: 29 [19968/45000]	Loss: 0.6037	LR: 0.020000
Training Epoch: 29 [20224/45000]	Loss: 0.4850	LR: 0.020000
Training Epoch: 29 [20480/45000]	Loss: 0.5596	LR: 0.020000
Training Epoch: 29 [20736/45000]	Loss: 0.5331	LR: 0.020000
Training Epoch: 29 [20992/45000]	Loss: 0.5525	LR: 0.020000
Training Epoch: 29 [21248/45000]	Loss: 0.5404	LR: 0.020000
Training Epoch: 29 [21504/45000]	Loss: 0.4895	LR: 0.020000
Training Epoch: 29 [21760/45000]	Loss: 0.5346	LR: 0.020000
Training Epoch: 29 [22016/45000]	Loss: 0.6110	LR: 0.020000
Training Epoch: 29 [22272/45000]	Loss: 0.6056	LR: 0.020000
Training Epoch: 29 [22528/45000]	Loss: 0.5201	LR: 0.020000
Training Epoch: 29 [22784/45000]	Loss: 0.5664	LR: 0.020000
Training Epoch: 29 [23040/45000]	Loss: 0.5930	LR: 0.020000
Training Epoch: 29 [23296/45000]	Loss: 0.5789	LR: 0.020000
Training Epoch: 29 [23552/45000]	Loss: 0.5672	LR: 0.020000
Training Epoch: 29 [23808/45000]	Loss: 0.5390	LR: 0.020000
Training Epoch: 29 [24064/45000]	Loss: 0.4887	LR: 0.020000
Training Epoch: 29 [24320/45000]	Loss: 0.4353	LR: 0.020000
Training Epoch: 29 [24576/45000]	Loss: 0.5313	LR: 0.020000
Training Epoch: 29 [24832/45000]	Loss: 0.5525	LR: 0.020000
Training Epoch: 29 [25088/45000]	Loss: 0.5765	LR: 0.020000
Training Epoch: 29 [25344/45000]	Loss: 0.5224	LR: 0.020000
Training Epoch: 29 [25600/45000]	Loss: 0.5984	LR: 0.020000
Training Epoch: 29 [25856/45000]	Loss: 0.5313	LR: 0.020000
Training Epoch: 29 [26112/45000]	Loss: 0.4874	LR: 0.020000
Training Epoch: 29 [26368/45000]	Loss: 0.5224	LR: 0.020000
Training Epoch: 29 [26624/45000]	Loss: 0.6211	LR: 0.020000
Training Epoch: 29 [26880/45000]	Loss: 0.4999	LR: 0.020000
Training Epoch: 29 [27136/45000]	Loss: 0.5554	LR: 0.020000
Training Epoch: 29 [27392/45000]	Loss: 0.5375	LR: 0.020000
Training Epoch: 29 [27648/45000]	Loss: 0.6737	LR: 0.020000
Training Epoch: 29 [27904/45000]	Loss: 0.4830	LR: 0.020000
Training Epoch: 29 [28160/45000]	Loss: 0.5307	LR: 0.020000
Training Epoch: 29 [28416/45000]	Loss: 0.5377	LR: 0.020000
Training Epoch: 29 [28672/45000]	Loss: 0.5409	LR: 0.020000
Training Epoch: 29 [28928/45000]	Loss: 0.6064	LR: 0.020000
Training Epoch: 29 [29184/45000]	Loss: 0.4747	LR: 0.020000
Training Epoch: 29 [29440/45000]	Loss: 0.6160	LR: 0.020000
Training Epoch: 29 [29696/45000]	Loss: 0.4540	LR: 0.020000
Training Epoch: 29 [29952/45000]	Loss: 0.5056	LR: 0.020000
Training Epoch: 29 [30208/45000]	Loss: 0.5026	LR: 0.020000
Training Epoch: 29 [30464/45000]	Loss: 0.6216	LR: 0.020000
Training Epoch: 29 [30720/45000]	Loss: 0.5724	LR: 0.020000
Training Epoch: 29 [30976/45000]	Loss: 0.4982	LR: 0.020000
Training Epoch: 29 [31232/45000]	Loss: 0.5429	LR: 0.020000
Training Epoch: 29 [31488/45000]	Loss: 0.4424	LR: 0.020000
Training Epoch: 29 [31744/45000]	Loss: 0.4344	LR: 0.020000
Training Epoch: 29 [32000/45000]	Loss: 0.5335	LR: 0.020000
Training Epoch: 29 [32256/45000]	Loss: 0.5833	LR: 0.020000
Training Epoch: 29 [32512/45000]	Loss: 0.6108	LR: 0.020000
Training Epoch: 29 [32768/45000]	Loss: 0.5880	LR: 0.020000
Training Epoch: 29 [33024/45000]	Loss: 0.5331	LR: 0.020000
Training Epoch: 29 [33280/45000]	Loss: 0.6256	LR: 0.020000
Training Epoch: 29 [33536/45000]	Loss: 0.5453	LR: 0.020000
Training Epoch: 29 [33792/45000]	Loss: 0.5019	LR: 0.020000
Training Epoch: 29 [34048/45000]	Loss: 0.5807	LR: 0.020000
Training Epoch: 29 [34304/45000]	Loss: 0.5060	LR: 0.020000
Training Epoch: 29 [34560/45000]	Loss: 0.4876	LR: 0.020000
Training Epoch: 29 [34816/45000]	Loss: 0.5595	LR: 0.020000
Training Epoch: 29 [35072/45000]	Loss: 0.5940	LR: 0.020000
Training Epoch: 29 [35328/45000]	Loss: 0.6700	LR: 0.020000
Training Epoch: 29 [35584/45000]	Loss: 0.4927	LR: 0.020000
Training Epoch: 29 [35840/45000]	Loss: 0.5329	LR: 0.020000
Training Epoch: 29 [36096/45000]	Loss: 0.5297	LR: 0.020000
Training Epoch: 29 [36352/45000]	Loss: 0.5520	LR: 0.020000
Training Epoch: 29 [36608/45000]	Loss: 0.6242	LR: 0.020000
Training Epoch: 29 [36864/45000]	Loss: 0.5139	LR: 0.020000
Training Epoch: 29 [37120/45000]	Loss: 0.5313	LR: 0.020000
Training Epoch: 29 [37376/45000]	Loss: 0.4618	LR: 0.020000
Training Epoch: 29 [37632/45000]	Loss: 0.5961	LR: 0.020000
Training Epoch: 29 [37888/45000]	Loss: 0.4659	LR: 0.020000
Training Epoch: 29 [38144/45000]	Loss: 0.5219	LR: 0.020000
Training Epoch: 29 [38400/45000]	Loss: 0.5296	LR: 0.020000
Training Epoch: 29 [38656/45000]	Loss: 0.5440	LR: 0.020000
Training Epoch: 29 [38912/45000]	Loss: 0.4544	LR: 0.020000
Training Epoch: 29 [39168/45000]	Loss: 0.6154	LR: 0.020000
Training Epoch: 29 [39424/45000]	Loss: 0.5012	LR: 0.020000
Training Epoch: 29 [39680/45000]	Loss: 0.4828	LR: 0.020000
Training Epoch: 29 [39936/45000]	Loss: 0.5664	LR: 0.020000
Training Epoch: 29 [40192/45000]	Loss: 0.4834	LR: 0.020000
Training Epoch: 29 [40448/45000]	Loss: 0.5920	LR: 0.020000
Training Epoch: 29 [40704/45000]	Loss: 0.5098	LR: 0.020000
Training Epoch: 29 [40960/45000]	Loss: 0.4435	LR: 0.020000
Training Epoch: 29 [41216/45000]	Loss: 0.4510	LR: 0.020000
Training Epoch: 29 [41472/45000]	Loss: 0.5584	LR: 0.020000
Training Epoch: 29 [41728/45000]	Loss: 0.4486	LR: 0.020000
Training Epoch: 29 [41984/45000]	Loss: 0.6010	LR: 0.020000
Training Epoch: 29 [42240/45000]	Loss: 0.5901	LR: 0.020000
Training Epoch: 29 [42496/45000]	Loss: 0.5847	LR: 0.020000
Training Epoch: 29 [42752/45000]	Loss: 0.5430	LR: 0.020000
Training Epoch: 29 [43008/45000]	Loss: 0.6576	LR: 0.020000
Training Epoch: 29 [43264/45000]	Loss: 0.4586	LR: 0.020000
Training Epoch: 29 [43520/45000]	Loss: 0.4712	LR: 0.020000
Training Epoch: 29 [43776/45000]	Loss: 0.5529	LR: 0.020000
Training Epoch: 29 [44032/45000]	Loss: 0.5454	LR: 0.020000
Training Epoch: 29 [44288/45000]	Loss: 0.5044	LR: 0.020000
Training Epoch: 29 [44544/45000]	Loss: 0.5593	LR: 0.020000
Training Epoch: 29 [44800/45000]	Loss: 0.4915	LR: 0.020000
Training Epoch: 29 [45000/45000]	Loss: 0.5469	LR: 0.020000
Epoch 29 - Average Train Loss: 0.5208, Train Accuracy: 0.8292
Epoch 29 training time consumed: 24.64s
Evaluating Network.....
Test set: Epoch: 29, Average loss: 0.0037, Accuracy: 0.7309, Time consumed:0.93s
Training Epoch: 30 [256/45000]	Loss: 0.5644	LR: 0.004000
Training Epoch: 30 [512/45000]	Loss: 0.4402	LR: 0.004000
Training Epoch: 30 [768/45000]	Loss: 0.3982	LR: 0.004000
Training Epoch: 30 [1024/45000]	Loss: 0.5049	LR: 0.004000
Training Epoch: 30 [1280/45000]	Loss: 0.4792	LR: 0.004000
Training Epoch: 30 [1536/45000]	Loss: 0.4293	LR: 0.004000
Training Epoch: 30 [1792/45000]	Loss: 0.4560	LR: 0.004000
Training Epoch: 30 [2048/45000]	Loss: 0.3933	LR: 0.004000
Training Epoch: 30 [2304/45000]	Loss: 0.4876	LR: 0.004000
Training Epoch: 30 [2560/45000]	Loss: 0.4954	LR: 0.004000
Training Epoch: 30 [2816/45000]	Loss: 0.3680	LR: 0.004000
Training Epoch: 30 [3072/45000]	Loss: 0.3497	LR: 0.004000
Training Epoch: 30 [3328/45000]	Loss: 0.4763	LR: 0.004000
Training Epoch: 30 [3584/45000]	Loss: 0.4287	LR: 0.004000
Training Epoch: 30 [3840/45000]	Loss: 0.3736	LR: 0.004000
Training Epoch: 30 [4096/45000]	Loss: 0.3225	LR: 0.004000
Training Epoch: 30 [4352/45000]	Loss: 0.4308	LR: 0.004000
Training Epoch: 30 [4608/45000]	Loss: 0.4326	LR: 0.004000
Training Epoch: 30 [4864/45000]	Loss: 0.4907	LR: 0.004000
Training Epoch: 30 [5120/45000]	Loss: 0.4031	LR: 0.004000
Training Epoch: 30 [5376/45000]	Loss: 0.4078	LR: 0.004000
Training Epoch: 30 [5632/45000]	Loss: 0.3564	LR: 0.004000
Training Epoch: 30 [5888/45000]	Loss: 0.4409	LR: 0.004000
Training Epoch: 30 [6144/45000]	Loss: 0.3980	LR: 0.004000
Training Epoch: 30 [6400/45000]	Loss: 0.3869	LR: 0.004000
Training Epoch: 30 [6656/45000]	Loss: 0.4569	LR: 0.004000
Training Epoch: 30 [6912/45000]	Loss: 0.3889	LR: 0.004000
Training Epoch: 30 [7168/45000]	Loss: 0.3511	LR: 0.004000
Training Epoch: 30 [7424/45000]	Loss: 0.4512	LR: 0.004000
Training Epoch: 30 [7680/45000]	Loss: 0.4204	LR: 0.004000
Training Epoch: 30 [7936/45000]	Loss: 0.4369	LR: 0.004000
Training Epoch: 30 [8192/45000]	Loss: 0.3606	LR: 0.004000
Training Epoch: 30 [8448/45000]	Loss: 0.3981	LR: 0.004000
Training Epoch: 30 [8704/45000]	Loss: 0.4593	LR: 0.004000
Training Epoch: 30 [8960/45000]	Loss: 0.4021	LR: 0.004000
Training Epoch: 30 [9216/45000]	Loss: 0.4157	LR: 0.004000
Training Epoch: 30 [9472/45000]	Loss: 0.4236	LR: 0.004000
Training Epoch: 30 [9728/45000]	Loss: 0.4150	LR: 0.004000
Training Epoch: 30 [9984/45000]	Loss: 0.4396	LR: 0.004000
Training Epoch: 30 [10240/45000]	Loss: 0.3289	LR: 0.004000
Training Epoch: 30 [10496/45000]	Loss: 0.4283	LR: 0.004000
Training Epoch: 30 [10752/45000]	Loss: 0.3853	LR: 0.004000
Training Epoch: 30 [11008/45000]	Loss: 0.4508	LR: 0.004000
Training Epoch: 30 [11264/45000]	Loss: 0.3957	LR: 0.004000
Training Epoch: 30 [11520/45000]	Loss: 0.3895	LR: 0.004000
Training Epoch: 30 [11776/45000]	Loss: 0.4841	LR: 0.004000
Training Epoch: 30 [12032/45000]	Loss: 0.4775	LR: 0.004000
Training Epoch: 30 [12288/45000]	Loss: 0.3800	LR: 0.004000
Training Epoch: 30 [12544/45000]	Loss: 0.4554	LR: 0.004000
Training Epoch: 30 [12800/45000]	Loss: 0.4207	LR: 0.004000
Training Epoch: 30 [13056/45000]	Loss: 0.4663	LR: 0.004000
Training Epoch: 30 [13312/45000]	Loss: 0.4332	LR: 0.004000
Training Epoch: 30 [13568/45000]	Loss: 0.4056	LR: 0.004000
Training Epoch: 30 [13824/45000]	Loss: 0.3665	LR: 0.004000
Training Epoch: 30 [14080/45000]	Loss: 0.3946	LR: 0.004000
Training Epoch: 30 [14336/45000]	Loss: 0.4074	LR: 0.004000
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Training Epoch: 30 [41216/45000]	Loss: 0.4273	LR: 0.004000
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Training Epoch: 30 [41984/45000]	Loss: 0.3985	LR: 0.004000
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Training Epoch: 30 [42496/45000]	Loss: 0.4177	LR: 0.004000
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Training Epoch: 30 [43008/45000]	Loss: 0.2820	LR: 0.004000
Training Epoch: 30 [43264/45000]	Loss: 0.4440	LR: 0.004000
Training Epoch: 30 [43520/45000]	Loss: 0.4779	LR: 0.004000
Training Epoch: 30 [43776/45000]	Loss: 0.4213	LR: 0.004000
Training Epoch: 30 [44032/45000]	Loss: 0.3977	LR: 0.004000
Training Epoch: 30 [44288/45000]	Loss: 0.3528	LR: 0.004000
Training Epoch: 30 [44544/45000]	Loss: 0.3896	LR: 0.004000
Training Epoch: 30 [44800/45000]	Loss: 0.4855	LR: 0.004000
Training Epoch: 30 [45000/45000]	Loss: 0.3835	LR: 0.004000
Epoch 30 - Average Train Loss: 0.4068, Train Accuracy: 0.8720
Epoch 30 training time consumed: 24.60s
Evaluating Network.....
Test set: Epoch: 30, Average loss: 0.0031, Accuracy: 0.7733, Time consumed:0.94s
Saving weights file to checkpoint/retrain/AllCNN/Monday_14_July_2025_01h_39m_29s/AllCNN-Cifar20-seed5-ret100-30-best.pth
Training Epoch: 31 [256/45000]	Loss: 0.4242	LR: 0.004000
Training Epoch: 31 [512/45000]	Loss: 0.3918	LR: 0.004000
Training Epoch: 31 [768/45000]	Loss: 0.3845	LR: 0.004000
Training Epoch: 31 [1024/45000]	Loss: 0.3576	LR: 0.004000
Training Epoch: 31 [1280/45000]	Loss: 0.4152	LR: 0.004000
Training Epoch: 31 [1536/45000]	Loss: 0.3941	LR: 0.004000
Training Epoch: 31 [1792/45000]	Loss: 0.3558	LR: 0.004000
Training Epoch: 31 [2048/45000]	Loss: 0.3624	LR: 0.004000
Training Epoch: 31 [2304/45000]	Loss: 0.4026	LR: 0.004000
Training Epoch: 31 [2560/45000]	Loss: 0.2835	LR: 0.004000
Training Epoch: 31 [2816/45000]	Loss: 0.4002	LR: 0.004000
Training Epoch: 31 [3072/45000]	Loss: 0.3027	LR: 0.004000
Training Epoch: 31 [3328/45000]	Loss: 0.4032	LR: 0.004000
Training Epoch: 31 [3584/45000]	Loss: 0.3761	LR: 0.004000
Training Epoch: 31 [3840/45000]	Loss: 0.3697	LR: 0.004000
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Training Epoch: 31 [5376/45000]	Loss: 0.3828	LR: 0.004000
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Training Epoch: 31 [9984/45000]	Loss: 0.3328	LR: 0.004000
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Training Epoch: 31 [16128/45000]	Loss: 0.3588	LR: 0.004000
Training Epoch: 31 [16384/45000]	Loss: 0.3335	LR: 0.004000
Training Epoch: 31 [16640/45000]	Loss: 0.4025	LR: 0.004000
Training Epoch: 31 [16896/45000]	Loss: 0.3590	LR: 0.004000
Training Epoch: 31 [17152/45000]	Loss: 0.4174	LR: 0.004000
Training Epoch: 31 [17408/45000]	Loss: 0.4170	LR: 0.004000
Training Epoch: 31 [17664/45000]	Loss: 0.3700	LR: 0.004000
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Training Epoch: 31 [18432/45000]	Loss: 0.4273	LR: 0.004000
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Training Epoch: 31 [19712/45000]	Loss: 0.3299	LR: 0.004000
Training Epoch: 31 [19968/45000]	Loss: 0.3817	LR: 0.004000
Training Epoch: 31 [20224/45000]	Loss: 0.4145	LR: 0.004000
Training Epoch: 31 [20480/45000]	Loss: 0.3030	LR: 0.004000
Training Epoch: 31 [20736/45000]	Loss: 0.2489	LR: 0.004000
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Training Epoch: 31 [22016/45000]	Loss: 0.3293	LR: 0.004000
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Training Epoch: 31 [22528/45000]	Loss: 0.3941	LR: 0.004000
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Training Epoch: 31 [24832/45000]	Loss: 0.3293	LR: 0.004000
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Training Epoch: 31 [28672/45000]	Loss: 0.3625	LR: 0.004000
Training Epoch: 31 [28928/45000]	Loss: 0.3650	LR: 0.004000
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Training Epoch: 31 [29440/45000]	Loss: 0.3234	LR: 0.004000
Training Epoch: 31 [29696/45000]	Loss: 0.3645	LR: 0.004000
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Training Epoch: 31 [35584/45000]	Loss: 0.3789	LR: 0.004000
Training Epoch: 31 [35840/45000]	Loss: 0.2938	LR: 0.004000
Training Epoch: 31 [36096/45000]	Loss: 0.3482	LR: 0.004000
Training Epoch: 31 [36352/45000]	Loss: 0.3519	LR: 0.004000
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Training Epoch: 31 [42240/45000]	Loss: 0.3188	LR: 0.004000
Training Epoch: 31 [42496/45000]	Loss: 0.4517	LR: 0.004000
Training Epoch: 31 [42752/45000]	Loss: 0.4099	LR: 0.004000
Training Epoch: 31 [43008/45000]	Loss: 0.3733	LR: 0.004000
Training Epoch: 31 [43264/45000]	Loss: 0.3489	LR: 0.004000
Training Epoch: 31 [43520/45000]	Loss: 0.4178	LR: 0.004000
Training Epoch: 31 [43776/45000]	Loss: 0.4099	LR: 0.004000
Training Epoch: 31 [44032/45000]	Loss: 0.3971	LR: 0.004000
Training Epoch: 31 [44288/45000]	Loss: 0.3100	LR: 0.004000
Training Epoch: 31 [44544/45000]	Loss: 0.3960	LR: 0.004000
Training Epoch: 31 [44800/45000]	Loss: 0.3555	LR: 0.004000
Training Epoch: 31 [45000/45000]	Loss: 0.4282	LR: 0.004000
Epoch 31 - Average Train Loss: 0.3724, Train Accuracy: 0.8851
Epoch 31 training time consumed: 24.62s
Evaluating Network.....
Test set: Epoch: 31, Average loss: 0.0030, Accuracy: 0.7785, Time consumed:0.88s
Saving weights file to checkpoint/retrain/AllCNN/Monday_14_July_2025_01h_39m_29s/AllCNN-Cifar20-seed5-ret100-31-best.pth
Training Epoch: 32 [256/45000]	Loss: 0.3637	LR: 0.004000
Training Epoch: 32 [512/45000]	Loss: 0.3364	LR: 0.004000
Training Epoch: 32 [768/45000]	Loss: 0.3793	LR: 0.004000
Training Epoch: 32 [1024/45000]	Loss: 0.3392	LR: 0.004000
Training Epoch: 32 [1280/45000]	Loss: 0.3573	LR: 0.004000
Training Epoch: 32 [1536/45000]	Loss: 0.3321	LR: 0.004000
Training Epoch: 32 [1792/45000]	Loss: 0.3075	LR: 0.004000
Training Epoch: 32 [2048/45000]	Loss: 0.3791	LR: 0.004000
Training Epoch: 32 [2304/45000]	Loss: 0.4120	LR: 0.004000
Training Epoch: 32 [2560/45000]	Loss: 0.3324	LR: 0.004000
Training Epoch: 32 [2816/45000]	Loss: 0.4137	LR: 0.004000
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Training Epoch: 32 [7936/45000]	Loss: 0.3286	LR: 0.004000
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Training Epoch: 32 [9216/45000]	Loss: 0.3581	LR: 0.004000
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Training Epoch: 32 [9984/45000]	Loss: 0.3562	LR: 0.004000
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Training Epoch: 32 [15616/45000]	Loss: 0.3817	LR: 0.004000
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Training Epoch: 32 [16896/45000]	Loss: 0.3073	LR: 0.004000
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Training Epoch: 32 [20224/45000]	Loss: 0.3577	LR: 0.004000
Training Epoch: 32 [20480/45000]	Loss: 0.2883	LR: 0.004000
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Training Epoch: 32 [22016/45000]	Loss: 0.4144	LR: 0.004000
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Training Epoch: 32 [22528/45000]	Loss: 0.3177	LR: 0.004000
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Training Epoch: 32 [28160/45000]	Loss: 0.4063	LR: 0.004000
Training Epoch: 32 [28416/45000]	Loss: 0.3786	LR: 0.004000
Training Epoch: 32 [28672/45000]	Loss: 0.3066	LR: 0.004000
Training Epoch: 32 [28928/45000]	Loss: 0.3831	LR: 0.004000
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Training Epoch: 32 [38656/45000]	Loss: 0.3266	LR: 0.004000
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Training Epoch: 32 [39168/45000]	Loss: 0.3860	LR: 0.004000
Training Epoch: 32 [39424/45000]	Loss: 0.4055	LR: 0.004000
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Training Epoch: 32 [40192/45000]	Loss: 0.4056	LR: 0.004000
Training Epoch: 32 [40448/45000]	Loss: 0.3086	LR: 0.004000
Training Epoch: 32 [40704/45000]	Loss: 0.3336	LR: 0.004000
Training Epoch: 32 [40960/45000]	Loss: 0.3714	LR: 0.004000
Training Epoch: 32 [41216/45000]	Loss: 0.3235	LR: 0.004000
Training Epoch: 32 [41472/45000]	Loss: 0.3787	LR: 0.004000
Training Epoch: 32 [41728/45000]	Loss: 0.3370	LR: 0.004000
Training Epoch: 32 [41984/45000]	Loss: 0.3451	LR: 0.004000
Training Epoch: 32 [42240/45000]	Loss: 0.2632	LR: 0.004000
Training Epoch: 32 [42496/45000]	Loss: 0.4366	LR: 0.004000
Training Epoch: 32 [42752/45000]	Loss: 0.4143	LR: 0.004000
Training Epoch: 32 [43008/45000]	Loss: 0.4467	LR: 0.004000
Training Epoch: 32 [43264/45000]	Loss: 0.5137	LR: 0.004000
Training Epoch: 32 [43520/45000]	Loss: 0.3800	LR: 0.004000
Training Epoch: 32 [43776/45000]	Loss: 0.3034	LR: 0.004000
Training Epoch: 32 [44032/45000]	Loss: 0.3687	LR: 0.004000
Training Epoch: 32 [44288/45000]	Loss: 0.3437	LR: 0.004000
Training Epoch: 32 [44544/45000]	Loss: 0.4949	LR: 0.004000
Training Epoch: 32 [44800/45000]	Loss: 0.3173	LR: 0.004000
Training Epoch: 32 [45000/45000]	Loss: 0.3437	LR: 0.004000
Epoch 32 - Average Train Loss: 0.3553, Train Accuracy: 0.8908
Epoch 32 training time consumed: 24.55s
Evaluating Network.....
Test set: Epoch: 32, Average loss: 0.0030, Accuracy: 0.7760, Time consumed:0.90s
Training Epoch: 33 [256/45000]	Loss: 0.2972	LR: 0.004000
Training Epoch: 33 [512/45000]	Loss: 0.2900	LR: 0.004000
Training Epoch: 33 [768/45000]	Loss: 0.3136	LR: 0.004000
Training Epoch: 33 [1024/45000]	Loss: 0.2253	LR: 0.004000
Training Epoch: 33 [1280/45000]	Loss: 0.4175	LR: 0.004000
Training Epoch: 33 [1536/45000]	Loss: 0.3677	LR: 0.004000
Training Epoch: 33 [1792/45000]	Loss: 0.3277	LR: 0.004000
Training Epoch: 33 [2048/45000]	Loss: 0.3311	LR: 0.004000
Training Epoch: 33 [2304/45000]	Loss: 0.3140	LR: 0.004000
Training Epoch: 33 [2560/45000]	Loss: 0.3070	LR: 0.004000
Training Epoch: 33 [2816/45000]	Loss: 0.3284	LR: 0.004000
Training Epoch: 33 [3072/45000]	Loss: 0.2903	LR: 0.004000
Training Epoch: 33 [3328/45000]	Loss: 0.2753	LR: 0.004000
Training Epoch: 33 [3584/45000]	Loss: 0.4023	LR: 0.004000
Training Epoch: 33 [3840/45000]	Loss: 0.3023	LR: 0.004000
Training Epoch: 33 [4096/45000]	Loss: 0.3649	LR: 0.004000
Training Epoch: 33 [4352/45000]	Loss: 0.3280	LR: 0.004000
Training Epoch: 33 [4608/45000]	Loss: 0.3609	LR: 0.004000
Training Epoch: 33 [4864/45000]	Loss: 0.3788	LR: 0.004000
Training Epoch: 33 [5120/45000]	Loss: 0.2912	LR: 0.004000
Training Epoch: 33 [5376/45000]	Loss: 0.4294	LR: 0.004000
Training Epoch: 33 [5632/45000]	Loss: 0.3725	LR: 0.004000
Training Epoch: 33 [5888/45000]	Loss: 0.3050	LR: 0.004000
Training Epoch: 33 [6144/45000]	Loss: 0.3541	LR: 0.004000
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Training Epoch: 33 [7680/45000]	Loss: 0.3155	LR: 0.004000
Training Epoch: 33 [7936/45000]	Loss: 0.2587	LR: 0.004000
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Training Epoch: 33 [8960/45000]	Loss: 0.3010	LR: 0.004000
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Training Epoch: 33 [9984/45000]	Loss: 0.2746	LR: 0.004000
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Training Epoch: 33 [10496/45000]	Loss: 0.3525	LR: 0.004000
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Training Epoch: 33 [13312/45000]	Loss: 0.3461	LR: 0.004000
Training Epoch: 33 [13568/45000]	Loss: 0.4025	LR: 0.004000
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Training Epoch: 33 [15360/45000]	Loss: 0.3698	LR: 0.004000
Training Epoch: 33 [15616/45000]	Loss: 0.3194	LR: 0.004000
Training Epoch: 33 [15872/45000]	Loss: 0.2719	LR: 0.004000
Training Epoch: 33 [16128/45000]	Loss: 0.3811	LR: 0.004000
Training Epoch: 33 [16384/45000]	Loss: 0.3316	LR: 0.004000
Training Epoch: 33 [16640/45000]	Loss: 0.3056	LR: 0.004000
Training Epoch: 33 [16896/45000]	Loss: 0.3637	LR: 0.004000
Training Epoch: 33 [17152/45000]	Loss: 0.3553	LR: 0.004000
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Training Epoch: 33 [17664/45000]	Loss: 0.4054	LR: 0.004000
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Training Epoch: 33 [18176/45000]	Loss: 0.3507	LR: 0.004000
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Training Epoch: 33 [18688/45000]	Loss: 0.3803	LR: 0.004000
Training Epoch: 33 [18944/45000]	Loss: 0.3041	LR: 0.004000
Training Epoch: 33 [19200/45000]	Loss: 0.4000	LR: 0.004000
Training Epoch: 33 [19456/45000]	Loss: 0.2810	LR: 0.004000
Training Epoch: 33 [19712/45000]	Loss: 0.4188	LR: 0.004000
Training Epoch: 33 [19968/45000]	Loss: 0.3683	LR: 0.004000
Training Epoch: 33 [20224/45000]	Loss: 0.3979	LR: 0.004000
Training Epoch: 33 [20480/45000]	Loss: 0.3389	LR: 0.004000
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Training Epoch: 33 [22016/45000]	Loss: 0.3199	LR: 0.004000
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Training Epoch: 33 [23040/45000]	Loss: 0.3117	LR: 0.004000
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Training Epoch: 33 [24576/45000]	Loss: 0.4685	LR: 0.004000
Training Epoch: 33 [24832/45000]	Loss: 0.3064	LR: 0.004000
Training Epoch: 33 [25088/45000]	Loss: 0.3434	LR: 0.004000
Training Epoch: 33 [25344/45000]	Loss: 0.3195	LR: 0.004000
Training Epoch: 33 [25600/45000]	Loss: 0.2944	LR: 0.004000
Training Epoch: 33 [25856/45000]	Loss: 0.3880	LR: 0.004000
Training Epoch: 33 [26112/45000]	Loss: 0.3513	LR: 0.004000
Training Epoch: 33 [26368/45000]	Loss: 0.3225	LR: 0.004000
Training Epoch: 33 [26624/45000]	Loss: 0.4032	LR: 0.004000
Training Epoch: 33 [26880/45000]	Loss: 0.3312	LR: 0.004000
Training Epoch: 33 [27136/45000]	Loss: 0.2763	LR: 0.004000
Training Epoch: 33 [27392/45000]	Loss: 0.3332	LR: 0.004000
Training Epoch: 33 [27648/45000]	Loss: 0.2803	LR: 0.004000
Training Epoch: 33 [27904/45000]	Loss: 0.3284	LR: 0.004000
Training Epoch: 33 [28160/45000]	Loss: 0.3690	LR: 0.004000
Training Epoch: 33 [28416/45000]	Loss: 0.3142	LR: 0.004000
Training Epoch: 33 [28672/45000]	Loss: 0.3538	LR: 0.004000
Training Epoch: 33 [28928/45000]	Loss: 0.3362	LR: 0.004000
Training Epoch: 33 [29184/45000]	Loss: 0.3131	LR: 0.004000
Training Epoch: 33 [29440/45000]	Loss: 0.3457	LR: 0.004000
Training Epoch: 33 [29696/45000]	Loss: 0.3568	LR: 0.004000
Training Epoch: 33 [29952/45000]	Loss: 0.3573	LR: 0.004000
Training Epoch: 33 [30208/45000]	Loss: 0.3290	LR: 0.004000
Training Epoch: 33 [30464/45000]	Loss: 0.2759	LR: 0.004000
Training Epoch: 33 [30720/45000]	Loss: 0.3431	LR: 0.004000
Training Epoch: 33 [30976/45000]	Loss: 0.3771	LR: 0.004000
Training Epoch: 33 [31232/45000]	Loss: 0.3945	LR: 0.004000
Training Epoch: 33 [31488/45000]	Loss: 0.3276	LR: 0.004000
Training Epoch: 33 [31744/45000]	Loss: 0.2879	LR: 0.004000
Training Epoch: 33 [32000/45000]	Loss: 0.3803	LR: 0.004000
Training Epoch: 33 [32256/45000]	Loss: 0.3289	LR: 0.004000
Training Epoch: 33 [32512/45000]	Loss: 0.2590	LR: 0.004000
Training Epoch: 33 [32768/45000]	Loss: 0.3451	LR: 0.004000
Training Epoch: 33 [33024/45000]	Loss: 0.3313	LR: 0.004000
Training Epoch: 33 [33280/45000]	Loss: 0.3506	LR: 0.004000
Training Epoch: 33 [33536/45000]	Loss: 0.3991	LR: 0.004000
Training Epoch: 33 [33792/45000]	Loss: 0.2881	LR: 0.004000
Training Epoch: 33 [34048/45000]	Loss: 0.3949	LR: 0.004000
Training Epoch: 33 [34304/45000]	Loss: 0.3518	LR: 0.004000
Training Epoch: 33 [34560/45000]	Loss: 0.2717	LR: 0.004000
Training Epoch: 33 [34816/45000]	Loss: 0.3390	LR: 0.004000
Training Epoch: 33 [35072/45000]	Loss: 0.3598	LR: 0.004000
Training Epoch: 33 [35328/45000]	Loss: 0.3216	LR: 0.004000
Training Epoch: 33 [35584/45000]	Loss: 0.3455	LR: 0.004000
Training Epoch: 33 [35840/45000]	Loss: 0.2920	LR: 0.004000
Training Epoch: 33 [36096/45000]	Loss: 0.3843	LR: 0.004000
Training Epoch: 33 [36352/45000]	Loss: 0.4180	LR: 0.004000
Training Epoch: 33 [36608/45000]	Loss: 0.3121	LR: 0.004000
Training Epoch: 33 [36864/45000]	Loss: 0.3855	LR: 0.004000
Training Epoch: 33 [37120/45000]	Loss: 0.2821	LR: 0.004000
Training Epoch: 33 [37376/45000]	Loss: 0.4091	LR: 0.004000
Training Epoch: 33 [37632/45000]	Loss: 0.4190	LR: 0.004000
Training Epoch: 33 [37888/45000]	Loss: 0.2891	LR: 0.004000
Training Epoch: 33 [38144/45000]	Loss: 0.3349	LR: 0.004000
Training Epoch: 33 [38400/45000]	Loss: 0.3936	LR: 0.004000
Training Epoch: 33 [38656/45000]	Loss: 0.3136	LR: 0.004000
Training Epoch: 33 [38912/45000]	Loss: 0.3780	LR: 0.004000
Training Epoch: 33 [39168/45000]	Loss: 0.2970	LR: 0.004000
Training Epoch: 33 [39424/45000]	Loss: 0.3429	LR: 0.004000
Training Epoch: 33 [39680/45000]	Loss: 0.3184	LR: 0.004000
Training Epoch: 33 [39936/45000]	Loss: 0.3007	LR: 0.004000
Training Epoch: 33 [40192/45000]	Loss: 0.4327	LR: 0.004000
Training Epoch: 33 [40448/45000]	Loss: 0.3192	LR: 0.004000
Training Epoch: 33 [40704/45000]	Loss: 0.4190	LR: 0.004000
Training Epoch: 33 [40960/45000]	Loss: 0.3339	LR: 0.004000
Training Epoch: 33 [41216/45000]	Loss: 0.3397	LR: 0.004000
Training Epoch: 33 [41472/45000]	Loss: 0.2796	LR: 0.004000
Training Epoch: 33 [41728/45000]	Loss: 0.3152	LR: 0.004000
Training Epoch: 33 [41984/45000]	Loss: 0.2315	LR: 0.004000
Training Epoch: 33 [42240/45000]	Loss: 0.3457	LR: 0.004000
Training Epoch: 33 [42496/45000]	Loss: 0.4215	LR: 0.004000
Training Epoch: 33 [42752/45000]	Loss: 0.4277	LR: 0.004000
Training Epoch: 33 [43008/45000]	Loss: 0.3179	LR: 0.004000
Training Epoch: 33 [43264/45000]	Loss: 0.2720	LR: 0.004000
Training Epoch: 33 [43520/45000]	Loss: 0.4299	LR: 0.004000
Training Epoch: 33 [43776/45000]	Loss: 0.3543	LR: 0.004000
Training Epoch: 33 [44032/45000]	Loss: 0.3463	LR: 0.004000
Training Epoch: 33 [44288/45000]	Loss: 0.3272	LR: 0.004000
Training Epoch: 33 [44544/45000]	Loss: 0.4038	LR: 0.004000
Training Epoch: 33 [44800/45000]	Loss: 0.3166	LR: 0.004000
Training Epoch: 33 [45000/45000]	Loss: 0.4001	LR: 0.004000
Epoch 33 - Average Train Loss: 0.3423, Train Accuracy: 0.8951
Epoch 33 training time consumed: 24.77s
Evaluating Network.....
Test set: Epoch: 33, Average loss: 0.0031, Accuracy: 0.7758, Time consumed:0.88s
Training Epoch: 34 [256/45000]	Loss: 0.3202	LR: 0.004000
Training Epoch: 34 [512/45000]	Loss: 0.3770	LR: 0.004000
Training Epoch: 34 [768/45000]	Loss: 0.2986	LR: 0.004000
Training Epoch: 34 [1024/45000]	Loss: 0.3797	LR: 0.004000
Training Epoch: 34 [1280/45000]	Loss: 0.2959	LR: 0.004000
Training Epoch: 34 [1536/45000]	Loss: 0.3186	LR: 0.004000
Training Epoch: 34 [1792/45000]	Loss: 0.3845	LR: 0.004000
Training Epoch: 34 [2048/45000]	Loss: 0.3378	LR: 0.004000
Training Epoch: 34 [2304/45000]	Loss: 0.3054	LR: 0.004000
Training Epoch: 34 [2560/45000]	Loss: 0.2940	LR: 0.004000
Training Epoch: 34 [2816/45000]	Loss: 0.3509	LR: 0.004000
Training Epoch: 34 [3072/45000]	Loss: 0.2983	LR: 0.004000
Training Epoch: 34 [3328/45000]	Loss: 0.3587	LR: 0.004000
Training Epoch: 34 [3584/45000]	Loss: 0.4144	LR: 0.004000
Training Epoch: 34 [3840/45000]	Loss: 0.3109	LR: 0.004000
Training Epoch: 34 [4096/45000]	Loss: 0.3277	LR: 0.004000
Training Epoch: 34 [4352/45000]	Loss: 0.3928	LR: 0.004000
Training Epoch: 34 [4608/45000]	Loss: 0.3555	LR: 0.004000
Training Epoch: 34 [4864/45000]	Loss: 0.3260	LR: 0.004000
Training Epoch: 34 [5120/45000]	Loss: 0.2576	LR: 0.004000
Training Epoch: 34 [5376/45000]	Loss: 0.3246	LR: 0.004000
Training Epoch: 34 [5632/45000]	Loss: 0.3502	LR: 0.004000
Training Epoch: 34 [5888/45000]	Loss: 0.2757	LR: 0.004000
Training Epoch: 34 [6144/45000]	Loss: 0.3353	LR: 0.004000
Training Epoch: 34 [6400/45000]	Loss: 0.4078	LR: 0.004000
Training Epoch: 34 [6656/45000]	Loss: 0.4556	LR: 0.004000
Training Epoch: 34 [6912/45000]	Loss: 0.3182	LR: 0.004000
Training Epoch: 34 [7168/45000]	Loss: 0.2850	LR: 0.004000
Training Epoch: 34 [7424/45000]	Loss: 0.3350	LR: 0.004000
Training Epoch: 34 [7680/45000]	Loss: 0.4200	LR: 0.004000
Training Epoch: 34 [7936/45000]	Loss: 0.3847	LR: 0.004000
Training Epoch: 34 [8192/45000]	Loss: 0.2689	LR: 0.004000
Training Epoch: 34 [8448/45000]	Loss: 0.3857	LR: 0.004000
Training Epoch: 34 [8704/45000]	Loss: 0.3351	LR: 0.004000
Training Epoch: 34 [8960/45000]	Loss: 0.2875	LR: 0.004000
Training Epoch: 34 [9216/45000]	Loss: 0.3392	LR: 0.004000
Training Epoch: 34 [9472/45000]	Loss: 0.3401	LR: 0.004000
Training Epoch: 34 [9728/45000]	Loss: 0.3984	LR: 0.004000
Training Epoch: 34 [9984/45000]	Loss: 0.3470	LR: 0.004000
Training Epoch: 34 [10240/45000]	Loss: 0.3197	LR: 0.004000
Training Epoch: 34 [10496/45000]	Loss: 0.3272	LR: 0.004000
Training Epoch: 34 [10752/45000]	Loss: 0.3467	LR: 0.004000
Training Epoch: 34 [11008/45000]	Loss: 0.3577	LR: 0.004000
Training Epoch: 34 [11264/45000]	Loss: 0.2951	LR: 0.004000
Training Epoch: 34 [11520/45000]	Loss: 0.3159	LR: 0.004000
Training Epoch: 34 [11776/45000]	Loss: 0.2932	LR: 0.004000
Training Epoch: 34 [12032/45000]	Loss: 0.3826	LR: 0.004000
Training Epoch: 34 [12288/45000]	Loss: 0.3496	LR: 0.004000
Training Epoch: 34 [12544/45000]	Loss: 0.3393	LR: 0.004000
Training Epoch: 34 [12800/45000]	Loss: 0.3782	LR: 0.004000
Training Epoch: 34 [13056/45000]	Loss: 0.3212	LR: 0.004000
Training Epoch: 34 [13312/45000]	Loss: 0.3279	LR: 0.004000
Training Epoch: 34 [13568/45000]	Loss: 0.3379	LR: 0.004000
Training Epoch: 34 [13824/45000]	Loss: 0.3193	LR: 0.004000
Training Epoch: 34 [14080/45000]	Loss: 0.3227	LR: 0.004000
Training Epoch: 34 [14336/45000]	Loss: 0.4362	LR: 0.004000
Training Epoch: 34 [14592/45000]	Loss: 0.3062	LR: 0.004000
Training Epoch: 34 [14848/45000]	Loss: 0.3530	LR: 0.004000
Training Epoch: 34 [15104/45000]	Loss: 0.3853	LR: 0.004000
Training Epoch: 34 [15360/45000]	Loss: 0.3287	LR: 0.004000
Training Epoch: 34 [15616/45000]	Loss: 0.3387	LR: 0.004000
Training Epoch: 34 [15872/45000]	Loss: 0.3580	LR: 0.004000
Training Epoch: 34 [16128/45000]	Loss: 0.2992	LR: 0.004000
Training Epoch: 34 [16384/45000]	Loss: 0.3466	LR: 0.004000
Training Epoch: 34 [16640/45000]	Loss: 0.3324	LR: 0.004000
Training Epoch: 34 [16896/45000]	Loss: 0.3334	LR: 0.004000
Training Epoch: 34 [17152/45000]	Loss: 0.3138	LR: 0.004000
Training Epoch: 34 [17408/45000]	Loss: 0.2823	LR: 0.004000
Training Epoch: 34 [17664/45000]	Loss: 0.3989	LR: 0.004000
Training Epoch: 34 [17920/45000]	Loss: 0.3502	LR: 0.004000
Training Epoch: 34 [18176/45000]	Loss: 0.3445	LR: 0.004000
Training Epoch: 34 [18432/45000]	Loss: 0.3633	LR: 0.004000
Training Epoch: 34 [18688/45000]	Loss: 0.3899	LR: 0.004000
Training Epoch: 34 [18944/45000]	Loss: 0.4388	LR: 0.004000
Training Epoch: 34 [19200/45000]	Loss: 0.2755	LR: 0.004000
Training Epoch: 34 [19456/45000]	Loss: 0.3099	LR: 0.004000
Training Epoch: 34 [19712/45000]	Loss: 0.2746	LR: 0.004000
Training Epoch: 34 [19968/45000]	Loss: 0.3557	LR: 0.004000
Training Epoch: 34 [20224/45000]	Loss: 0.3044	LR: 0.004000
Training Epoch: 34 [20480/45000]	Loss: 0.3670	LR: 0.004000
Training Epoch: 34 [20736/45000]	Loss: 0.3486	LR: 0.004000
Training Epoch: 34 [20992/45000]	Loss: 0.3216	LR: 0.004000
Training Epoch: 34 [21248/45000]	Loss: 0.3046	LR: 0.004000
Training Epoch: 34 [21504/45000]	Loss: 0.3216	LR: 0.004000
Training Epoch: 34 [21760/45000]	Loss: 0.4077	LR: 0.004000
Training Epoch: 34 [22016/45000]	Loss: 0.3864	LR: 0.004000
Training Epoch: 34 [22272/45000]	Loss: 0.3395	LR: 0.004000
Training Epoch: 34 [22528/45000]	Loss: 0.3158	LR: 0.004000
Training Epoch: 34 [22784/45000]	Loss: 0.2955	LR: 0.004000
Training Epoch: 34 [23040/45000]	Loss: 0.3154	LR: 0.004000
Training Epoch: 34 [23296/45000]	Loss: 0.3330	LR: 0.004000
Training Epoch: 34 [23552/45000]	Loss: 0.3129	LR: 0.004000
Training Epoch: 34 [23808/45000]	Loss: 0.3217	LR: 0.004000
Training Epoch: 34 [24064/45000]	Loss: 0.3899	LR: 0.004000
Training Epoch: 34 [24320/45000]	Loss: 0.3869	LR: 0.004000
Training Epoch: 34 [24576/45000]	Loss: 0.3109	LR: 0.004000
Training Epoch: 34 [24832/45000]	Loss: 0.3162	LR: 0.004000
Training Epoch: 34 [25088/45000]	Loss: 0.2950	LR: 0.004000
Training Epoch: 34 [25344/45000]	Loss: 0.3017	LR: 0.004000
Training Epoch: 34 [25600/45000]	Loss: 0.2762	LR: 0.004000
Training Epoch: 34 [25856/45000]	Loss: 0.3522	LR: 0.004000
Training Epoch: 34 [26112/45000]	Loss: 0.3652	LR: 0.004000
Training Epoch: 34 [26368/45000]	Loss: 0.3137	LR: 0.004000
Training Epoch: 34 [26624/45000]	Loss: 0.3173	LR: 0.004000
Training Epoch: 34 [26880/45000]	Loss: 0.3247	LR: 0.004000
Training Epoch: 34 [27136/45000]	Loss: 0.3050	LR: 0.004000
Training Epoch: 34 [27392/45000]	Loss: 0.3538	LR: 0.004000
Training Epoch: 34 [27648/45000]	Loss: 0.4100	LR: 0.004000
Training Epoch: 34 [27904/45000]	Loss: 0.3506	LR: 0.004000
Training Epoch: 34 [28160/45000]	Loss: 0.4111	LR: 0.004000
Training Epoch: 34 [28416/45000]	Loss: 0.4036	LR: 0.004000
Training Epoch: 34 [28672/45000]	Loss: 0.3452	LR: 0.004000
Training Epoch: 34 [28928/45000]	Loss: 0.3263	LR: 0.004000
Training Epoch: 34 [29184/45000]	Loss: 0.2940	LR: 0.004000
Training Epoch: 34 [29440/45000]	Loss: 0.3197	LR: 0.004000
Training Epoch: 34 [29696/45000]	Loss: 0.5091	LR: 0.004000
Training Epoch: 34 [29952/45000]	Loss: 0.3341	LR: 0.004000
Training Epoch: 34 [30208/45000]	Loss: 0.3181	LR: 0.004000
Training Epoch: 34 [30464/45000]	Loss: 0.3777	LR: 0.004000
Training Epoch: 34 [30720/45000]	Loss: 0.3542	LR: 0.004000
Training Epoch: 34 [30976/45000]	Loss: 0.3266	LR: 0.004000
Training Epoch: 34 [31232/45000]	Loss: 0.3930	LR: 0.004000
Training Epoch: 34 [31488/45000]	Loss: 0.3298	LR: 0.004000
Training Epoch: 34 [31744/45000]	Loss: 0.2744	LR: 0.004000
Training Epoch: 34 [32000/45000]	Loss: 0.3759	LR: 0.004000
Training Epoch: 34 [32256/45000]	Loss: 0.3331	LR: 0.004000
Training Epoch: 34 [32512/45000]	Loss: 0.3616	LR: 0.004000
Training Epoch: 34 [32768/45000]	Loss: 0.3708	LR: 0.004000
Training Epoch: 34 [33024/45000]	Loss: 0.3166	LR: 0.004000
Training Epoch: 34 [33280/45000]	Loss: 0.4037	LR: 0.004000
Training Epoch: 34 [33536/45000]	Loss: 0.3567	LR: 0.004000
Training Epoch: 34 [33792/45000]	Loss: 0.2995	LR: 0.004000
Training Epoch: 34 [34048/45000]	Loss: 0.3358	LR: 0.004000
Training Epoch: 34 [34304/45000]	Loss: 0.3027	LR: 0.004000
Training Epoch: 34 [34560/45000]	Loss: 0.3294	LR: 0.004000
Training Epoch: 34 [34816/45000]	Loss: 0.3483	LR: 0.004000
Training Epoch: 34 [35072/45000]	Loss: 0.4280	LR: 0.004000
Training Epoch: 34 [35328/45000]	Loss: 0.3158	LR: 0.004000
Training Epoch: 34 [35584/45000]	Loss: 0.3122	LR: 0.004000
Training Epoch: 34 [35840/45000]	Loss: 0.2960	LR: 0.004000
Training Epoch: 34 [36096/45000]	Loss: 0.3544	LR: 0.004000
Training Epoch: 34 [36352/45000]	Loss: 0.3809	LR: 0.004000
Training Epoch: 34 [36608/45000]	Loss: 0.2748	LR: 0.004000
Training Epoch: 34 [36864/45000]	Loss: 0.3142	LR: 0.004000
Training Epoch: 34 [37120/45000]	Loss: 0.3399	LR: 0.004000
Training Epoch: 34 [37376/45000]	Loss: 0.3162	LR: 0.004000
Training Epoch: 34 [37632/45000]	Loss: 0.4094	LR: 0.004000
Training Epoch: 34 [37888/45000]	Loss: 0.2968	LR: 0.004000
Training Epoch: 34 [38144/45000]	Loss: 0.3630	LR: 0.004000
Training Epoch: 34 [38400/45000]	Loss: 0.3770	LR: 0.004000
Training Epoch: 34 [38656/45000]	Loss: 0.2680	LR: 0.004000
Training Epoch: 34 [38912/45000]	Loss: 0.3087	LR: 0.004000
Training Epoch: 34 [39168/45000]	Loss: 0.3103	LR: 0.004000
Training Epoch: 34 [39424/45000]	Loss: 0.2692	LR: 0.004000
Training Epoch: 34 [39680/45000]	Loss: 0.2663	LR: 0.004000
Training Epoch: 34 [39936/45000]	Loss: 0.2922	LR: 0.004000
Training Epoch: 34 [40192/45000]	Loss: 0.3024	LR: 0.004000
Training Epoch: 34 [40448/45000]	Loss: 0.3649	LR: 0.004000
Training Epoch: 34 [40704/45000]	Loss: 0.2888	LR: 0.004000
Training Epoch: 34 [40960/45000]	Loss: 0.3050	LR: 0.004000
Training Epoch: 34 [41216/45000]	Loss: 0.3110	LR: 0.004000
Training Epoch: 34 [41472/45000]	Loss: 0.3704	LR: 0.004000
Training Epoch: 34 [41728/45000]	Loss: 0.3568	LR: 0.004000
Training Epoch: 34 [41984/45000]	Loss: 0.3053	LR: 0.004000
Training Epoch: 34 [42240/45000]	Loss: 0.2712	LR: 0.004000
Training Epoch: 34 [42496/45000]	Loss: 0.2985	LR: 0.004000
Training Epoch: 34 [42752/45000]	Loss: 0.3004	LR: 0.004000
Training Epoch: 34 [43008/45000]	Loss: 0.3550	LR: 0.004000
Training Epoch: 34 [43264/45000]	Loss: 0.3216	LR: 0.004000
Training Epoch: 34 [43520/45000]	Loss: 0.2856	LR: 0.004000
Training Epoch: 34 [43776/45000]	Loss: 0.3731	LR: 0.004000
Training Epoch: 34 [44032/45000]	Loss: 0.3680	LR: 0.004000
Training Epoch: 34 [44288/45000]	Loss: 0.3757	LR: 0.004000
Training Epoch: 34 [44544/45000]	Loss: 0.2998	LR: 0.004000
Training Epoch: 34 [44800/45000]	Loss: 0.3788	LR: 0.004000
Training Epoch: 34 [45000/45000]	Loss: 0.2984	LR: 0.004000
Epoch 34 - Average Train Loss: 0.3375, Train Accuracy: 0.8967
Epoch 34 training time consumed: 24.47s
Evaluating Network.....
Test set: Epoch: 34, Average loss: 0.0031, Accuracy: 0.7715, Time consumed:0.87s
Training Epoch: 35 [256/45000]	Loss: 0.3709	LR: 0.000800
Training Epoch: 35 [512/45000]	Loss: 0.3911	LR: 0.000800
Training Epoch: 35 [768/45000]	Loss: 0.3135	LR: 0.000800
Training Epoch: 35 [1024/45000]	Loss: 0.3745	LR: 0.000800
Training Epoch: 35 [1280/45000]	Loss: 0.4168	LR: 0.000800
Training Epoch: 35 [1536/45000]	Loss: 0.4322	LR: 0.000800
Training Epoch: 35 [1792/45000]	Loss: 0.3380	LR: 0.000800
Training Epoch: 35 [2048/45000]	Loss: 0.3101	LR: 0.000800
Training Epoch: 35 [2304/45000]	Loss: 0.4045	LR: 0.000800
Training Epoch: 35 [2560/45000]	Loss: 0.2641	LR: 0.000800
Training Epoch: 35 [2816/45000]	Loss: 0.3186	LR: 0.000800
Training Epoch: 35 [3072/45000]	Loss: 0.3012	LR: 0.000800
Training Epoch: 35 [3328/45000]	Loss: 0.3051	LR: 0.000800
Training Epoch: 35 [3584/45000]	Loss: 0.3215	LR: 0.000800
Training Epoch: 35 [3840/45000]	Loss: 0.3371	LR: 0.000800
Training Epoch: 35 [4096/45000]	Loss: 0.3484	LR: 0.000800
Training Epoch: 35 [4352/45000]	Loss: 0.2812	LR: 0.000800
Training Epoch: 35 [4608/45000]	Loss: 0.3617	LR: 0.000800
Training Epoch: 35 [4864/45000]	Loss: 0.3555	LR: 0.000800
Training Epoch: 35 [5120/45000]	Loss: 0.3539	LR: 0.000800
Training Epoch: 35 [5376/45000]	Loss: 0.3389	LR: 0.000800
Training Epoch: 35 [5632/45000]	Loss: 0.2949	LR: 0.000800
Training Epoch: 35 [5888/45000]	Loss: 0.3179	LR: 0.000800
Training Epoch: 35 [6144/45000]	Loss: 0.3542	LR: 0.000800
Training Epoch: 35 [6400/45000]	Loss: 0.2783	LR: 0.000800
Training Epoch: 35 [6656/45000]	Loss: 0.2744	LR: 0.000800
Training Epoch: 35 [6912/45000]	Loss: 0.2822	LR: 0.000800
Training Epoch: 35 [7168/45000]	Loss: 0.3044	LR: 0.000800
Training Epoch: 35 [7424/45000]	Loss: 0.3413	LR: 0.000800
Training Epoch: 35 [7680/45000]	Loss: 0.3212	LR: 0.000800
Training Epoch: 35 [7936/45000]	Loss: 0.3413	LR: 0.000800
Training Epoch: 35 [8192/45000]	Loss: 0.3321	LR: 0.000800
Training Epoch: 35 [8448/45000]	Loss: 0.3311	LR: 0.000800
Training Epoch: 35 [8704/45000]	Loss: 0.3206	LR: 0.000800
Training Epoch: 35 [8960/45000]	Loss: 0.3106	LR: 0.000800
Training Epoch: 35 [9216/45000]	Loss: 0.3657	LR: 0.000800
Training Epoch: 35 [9472/45000]	Loss: 0.2572	LR: 0.000800
Training Epoch: 35 [9728/45000]	Loss: 0.3523	LR: 0.000800
Training Epoch: 35 [9984/45000]	Loss: 0.2691	LR: 0.000800
Training Epoch: 35 [10240/45000]	Loss: 0.3025	LR: 0.000800
Training Epoch: 35 [10496/45000]	Loss: 0.2777	LR: 0.000800
Training Epoch: 35 [10752/45000]	Loss: 0.4183	LR: 0.000800
Training Epoch: 35 [11008/45000]	Loss: 0.3749	LR: 0.000800
Training Epoch: 35 [11264/45000]	Loss: 0.3422	LR: 0.000800
Training Epoch: 35 [11520/45000]	Loss: 0.2896	LR: 0.000800
Training Epoch: 35 [11776/45000]	Loss: 0.2975	LR: 0.000800
Training Epoch: 35 [12032/45000]	Loss: 0.2193	LR: 0.000800
Training Epoch: 35 [12288/45000]	Loss: 0.3138	LR: 0.000800
Training Epoch: 35 [12544/45000]	Loss: 0.2841	LR: 0.000800
Training Epoch: 35 [12800/45000]	Loss: 0.3481	LR: 0.000800
Training Epoch: 35 [13056/45000]	Loss: 0.2546	LR: 0.000800
Training Epoch: 35 [13312/45000]	Loss: 0.3351	LR: 0.000800
Training Epoch: 35 [13568/45000]	Loss: 0.3482	LR: 0.000800
Training Epoch: 35 [13824/45000]	Loss: 0.3005	LR: 0.000800
Training Epoch: 35 [14080/45000]	Loss: 0.3372	LR: 0.000800
Training Epoch: 35 [14336/45000]	Loss: 0.2599	LR: 0.000800
Training Epoch: 35 [14592/45000]	Loss: 0.2500	LR: 0.000800
Training Epoch: 35 [14848/45000]	Loss: 0.2953	LR: 0.000800
Training Epoch: 35 [15104/45000]	Loss: 0.3218	LR: 0.000800
Training Epoch: 35 [15360/45000]	Loss: 0.2534	LR: 0.000800
Training Epoch: 35 [15616/45000]	Loss: 0.3657	LR: 0.000800
Training Epoch: 35 [15872/45000]	Loss: 0.3155	LR: 0.000800
Training Epoch: 35 [16128/45000]	Loss: 0.2753	LR: 0.000800
Training Epoch: 35 [16384/45000]	Loss: 0.3403	LR: 0.000800
Training Epoch: 35 [16640/45000]	Loss: 0.2658	LR: 0.000800
Training Epoch: 35 [16896/45000]	Loss: 0.3254	LR: 0.000800
Training Epoch: 35 [17152/45000]	Loss: 0.2520	LR: 0.000800
Training Epoch: 35 [17408/45000]	Loss: 0.3039	LR: 0.000800
Training Epoch: 35 [17664/45000]	Loss: 0.3012	LR: 0.000800
Training Epoch: 35 [17920/45000]	Loss: 0.3188	LR: 0.000800
Training Epoch: 35 [18176/45000]	Loss: 0.3388	LR: 0.000800
Training Epoch: 35 [18432/45000]	Loss: 0.2671	LR: 0.000800
Training Epoch: 35 [18688/45000]	Loss: 0.2622	LR: 0.000800
Training Epoch: 35 [18944/45000]	Loss: 0.3499	LR: 0.000800
Training Epoch: 35 [19200/45000]	Loss: 0.2947	LR: 0.000800
Training Epoch: 35 [19456/45000]	Loss: 0.3899	LR: 0.000800
Training Epoch: 35 [19712/45000]	Loss: 0.2444	LR: 0.000800
Training Epoch: 35 [19968/45000]	Loss: 0.3307	LR: 0.000800
Training Epoch: 35 [20224/45000]	Loss: 0.2540	LR: 0.000800
Training Epoch: 35 [20480/45000]	Loss: 0.2910	LR: 0.000800
Training Epoch: 35 [20736/45000]	Loss: 0.3020	LR: 0.000800
Training Epoch: 35 [20992/45000]	Loss: 0.3755	LR: 0.000800
Training Epoch: 35 [21248/45000]	Loss: 0.3702	LR: 0.000800
Training Epoch: 35 [21504/45000]	Loss: 0.3629	LR: 0.000800
Training Epoch: 35 [21760/45000]	Loss: 0.2907	LR: 0.000800
Training Epoch: 35 [22016/45000]	Loss: 0.2626	LR: 0.000800
Training Epoch: 35 [22272/45000]	Loss: 0.3321	LR: 0.000800
Training Epoch: 35 [22528/45000]	Loss: 0.3221	LR: 0.000800
Training Epoch: 35 [22784/45000]	Loss: 0.2820	LR: 0.000800
Training Epoch: 35 [23040/45000]	Loss: 0.3790	LR: 0.000800
Training Epoch: 35 [23296/45000]	Loss: 0.2753	LR: 0.000800
Training Epoch: 35 [23552/45000]	Loss: 0.2968	LR: 0.000800
Training Epoch: 35 [23808/45000]	Loss: 0.3331	LR: 0.000800
Training Epoch: 35 [24064/45000]	Loss: 0.2762	LR: 0.000800
Training Epoch: 35 [24320/45000]	Loss: 0.3113	LR: 0.000800
Training Epoch: 35 [24576/45000]	Loss: 0.2989	LR: 0.000800
Training Epoch: 35 [24832/45000]	Loss: 0.2835	LR: 0.000800
Training Epoch: 35 [25088/45000]	Loss: 0.3253	LR: 0.000800
Training Epoch: 35 [25344/45000]	Loss: 0.3674	LR: 0.000800
Training Epoch: 35 [25600/45000]	Loss: 0.2911	LR: 0.000800
Training Epoch: 35 [25856/45000]	Loss: 0.2760	LR: 0.000800
Training Epoch: 35 [26112/45000]	Loss: 0.3096	LR: 0.000800
Training Epoch: 35 [26368/45000]	Loss: 0.3070	LR: 0.000800
Training Epoch: 35 [26624/45000]	Loss: 0.2344	LR: 0.000800
Training Epoch: 35 [26880/45000]	Loss: 0.2644	LR: 0.000800
Training Epoch: 35 [27136/45000]	Loss: 0.2880	LR: 0.000800
Training Epoch: 35 [27392/45000]	Loss: 0.2723	LR: 0.000800
Training Epoch: 35 [27648/45000]	Loss: 0.3895	LR: 0.000800
Training Epoch: 35 [27904/45000]	Loss: 0.3284	LR: 0.000800
Training Epoch: 35 [28160/45000]	Loss: 0.2947	LR: 0.000800
Training Epoch: 35 [28416/45000]	Loss: 0.3605	LR: 0.000800
Training Epoch: 35 [28672/45000]	Loss: 0.2676	LR: 0.000800
Training Epoch: 35 [28928/45000]	Loss: 0.3549	LR: 0.000800
Training Epoch: 35 [29184/45000]	Loss: 0.3030	LR: 0.000800
Training Epoch: 35 [29440/45000]	Loss: 0.2968	LR: 0.000800
Training Epoch: 35 [29696/45000]	Loss: 0.3443	LR: 0.000800
Training Epoch: 35 [29952/45000]	Loss: 0.2229	LR: 0.000800
Training Epoch: 35 [30208/45000]	Loss: 0.2582	LR: 0.000800
Training Epoch: 35 [30464/45000]	Loss: 0.3166	LR: 0.000800
Training Epoch: 35 [30720/45000]	Loss: 0.2815	LR: 0.000800
Training Epoch: 35 [30976/45000]	Loss: 0.2994	LR: 0.000800
Training Epoch: 35 [31232/45000]	Loss: 0.2604	LR: 0.000800
Training Epoch: 35 [31488/45000]	Loss: 0.3093	LR: 0.000800
Training Epoch: 35 [31744/45000]	Loss: 0.2919	LR: 0.000800
Training Epoch: 35 [32000/45000]	Loss: 0.3006	LR: 0.000800
Training Epoch: 35 [32256/45000]	Loss: 0.2891	LR: 0.000800
Training Epoch: 35 [32512/45000]	Loss: 0.2901	LR: 0.000800
Training Epoch: 35 [32768/45000]	Loss: 0.2810	LR: 0.000800
Training Epoch: 35 [33024/45000]	Loss: 0.2604	LR: 0.000800
Training Epoch: 35 [33280/45000]	Loss: 0.2845	LR: 0.000800
Training Epoch: 35 [33536/45000]	Loss: 0.3296	LR: 0.000800
Training Epoch: 35 [33792/45000]	Loss: 0.2378	LR: 0.000800
Training Epoch: 35 [34048/45000]	Loss: 0.3077	LR: 0.000800
Training Epoch: 35 [34304/45000]	Loss: 0.2681	LR: 0.000800
Training Epoch: 35 [34560/45000]	Loss: 0.2791	LR: 0.000800
Training Epoch: 35 [34816/45000]	Loss: 0.3302	LR: 0.000800
Training Epoch: 35 [35072/45000]	Loss: 0.2415	LR: 0.000800
Training Epoch: 35 [35328/45000]	Loss: 0.3128	LR: 0.000800
Training Epoch: 35 [35584/45000]	Loss: 0.3159	LR: 0.000800
Training Epoch: 35 [35840/45000]	Loss: 0.2789	LR: 0.000800
Training Epoch: 35 [36096/45000]	Loss: 0.3535	LR: 0.000800
Training Epoch: 35 [36352/45000]	Loss: 0.2735	LR: 0.000800
Training Epoch: 35 [36608/45000]	Loss: 0.3132	LR: 0.000800
Training Epoch: 35 [36864/45000]	Loss: 0.2839	LR: 0.000800
Training Epoch: 35 [37120/45000]	Loss: 0.3385	LR: 0.000800
Training Epoch: 35 [37376/45000]	Loss: 0.3012	LR: 0.000800
Training Epoch: 35 [37632/45000]	Loss: 0.3031	LR: 0.000800
Training Epoch: 35 [37888/45000]	Loss: 0.2853	LR: 0.000800
Training Epoch: 35 [38144/45000]	Loss: 0.2999	LR: 0.000800
Training Epoch: 35 [38400/45000]	Loss: 0.3005	LR: 0.000800
Training Epoch: 35 [38656/45000]	Loss: 0.2863	LR: 0.000800
Training Epoch: 35 [38912/45000]	Loss: 0.3346	LR: 0.000800
Training Epoch: 35 [39168/45000]	Loss: 0.3205	LR: 0.000800
Training Epoch: 35 [39424/45000]	Loss: 0.2488	LR: 0.000800
Training Epoch: 35 [39680/45000]	Loss: 0.3105	LR: 0.000800
Training Epoch: 35 [39936/45000]	Loss: 0.3329	LR: 0.000800
Training Epoch: 35 [40192/45000]	Loss: 0.3685	LR: 0.000800
Training Epoch: 35 [40448/45000]	Loss: 0.3179	LR: 0.000800
Training Epoch: 35 [40704/45000]	Loss: 0.3249	LR: 0.000800
Training Epoch: 35 [40960/45000]	Loss: 0.3465	LR: 0.000800
Training Epoch: 35 [41216/45000]	Loss: 0.2953	LR: 0.000800
Training Epoch: 35 [41472/45000]	Loss: 0.2977	LR: 0.000800
Training Epoch: 35 [41728/45000]	Loss: 0.2617	LR: 0.000800
Training Epoch: 35 [41984/45000]	Loss: 0.2990	LR: 0.000800
Training Epoch: 35 [42240/45000]	Loss: 0.4179	LR: 0.000800
Training Epoch: 35 [42496/45000]	Loss: 0.2648	LR: 0.000800
Training Epoch: 35 [42752/45000]	Loss: 0.3921	LR: 0.000800
Training Epoch: 35 [43008/45000]	Loss: 0.3307	LR: 0.000800
Training Epoch: 35 [43264/45000]	Loss: 0.3476	LR: 0.000800
Training Epoch: 35 [43520/45000]	Loss: 0.4427	LR: 0.000800
Training Epoch: 35 [43776/45000]	Loss: 0.2618	LR: 0.000800
Training Epoch: 35 [44032/45000]	Loss: 0.2544	LR: 0.000800
Training Epoch: 35 [44288/45000]	Loss: 0.3276	LR: 0.000800
Training Epoch: 35 [44544/45000]	Loss: 0.3563	LR: 0.000800
Training Epoch: 35 [44800/45000]	Loss: 0.3599	LR: 0.000800
Training Epoch: 35 [45000/45000]	Loss: 0.3391	LR: 0.000800
Epoch 35 - Average Train Loss: 0.3123, Train Accuracy: 0.9050
Epoch 35 training time consumed: 24.65s
Evaluating Network.....
Test set: Epoch: 35, Average loss: 0.0031, Accuracy: 0.7755, Time consumed:0.90s
Training Epoch: 36 [256/45000]	Loss: 0.2965	LR: 0.000800
Training Epoch: 36 [512/45000]	Loss: 0.2447	LR: 0.000800
Training Epoch: 36 [768/45000]	Loss: 0.3242	LR: 0.000800
Training Epoch: 36 [1024/45000]	Loss: 0.3058	LR: 0.000800
Training Epoch: 36 [1280/45000]	Loss: 0.3412	LR: 0.000800
Training Epoch: 36 [1536/45000]	Loss: 0.3257	LR: 0.000800
Training Epoch: 36 [1792/45000]	Loss: 0.2791	LR: 0.000800
Training Epoch: 36 [2048/45000]	Loss: 0.3001	LR: 0.000800
Training Epoch: 36 [2304/45000]	Loss: 0.2627	LR: 0.000800
Training Epoch: 36 [2560/45000]	Loss: 0.2649	LR: 0.000800
Training Epoch: 36 [2816/45000]	Loss: 0.2956	LR: 0.000800
Training Epoch: 36 [3072/45000]	Loss: 0.3302	LR: 0.000800
Training Epoch: 36 [3328/45000]	Loss: 0.2653	LR: 0.000800
Training Epoch: 36 [3584/45000]	Loss: 0.3693	LR: 0.000800
Training Epoch: 36 [3840/45000]	Loss: 0.3006	LR: 0.000800
Training Epoch: 36 [4096/45000]	Loss: 0.3621	LR: 0.000800
Training Epoch: 36 [4352/45000]	Loss: 0.2531	LR: 0.000800
Training Epoch: 36 [4608/45000]	Loss: 0.2865	LR: 0.000800
Training Epoch: 36 [4864/45000]	Loss: 0.3153	LR: 0.000800
Training Epoch: 36 [5120/45000]	Loss: 0.3680	LR: 0.000800
Training Epoch: 36 [5376/45000]	Loss: 0.3370	LR: 0.000800
Training Epoch: 36 [5632/45000]	Loss: 0.3200	LR: 0.000800
Training Epoch: 36 [5888/45000]	Loss: 0.2963	LR: 0.000800
Training Epoch: 36 [6144/45000]	Loss: 0.3513	LR: 0.000800
Training Epoch: 36 [6400/45000]	Loss: 0.3032	LR: 0.000800
Training Epoch: 36 [6656/45000]	Loss: 0.3481	LR: 0.000800
Training Epoch: 36 [6912/45000]	Loss: 0.2977	LR: 0.000800
Training Epoch: 36 [7168/45000]	Loss: 0.3769	LR: 0.000800
Training Epoch: 36 [7424/45000]	Loss: 0.3608	LR: 0.000800
Training Epoch: 36 [7680/45000]	Loss: 0.3316	LR: 0.000800
Training Epoch: 36 [7936/45000]	Loss: 0.2640	LR: 0.000800
Training Epoch: 36 [8192/45000]	Loss: 0.2427	LR: 0.000800
Training Epoch: 36 [8448/45000]	Loss: 0.2362	LR: 0.000800
Training Epoch: 36 [8704/45000]	Loss: 0.2676	LR: 0.000800
Training Epoch: 36 [8960/45000]	Loss: 0.2740	LR: 0.000800
Training Epoch: 36 [9216/45000]	Loss: 0.2905	LR: 0.000800
Training Epoch: 36 [9472/45000]	Loss: 0.3606	LR: 0.000800
Training Epoch: 36 [9728/45000]	Loss: 0.2636	LR: 0.000800
Training Epoch: 36 [9984/45000]	Loss: 0.2353	LR: 0.000800
Training Epoch: 36 [10240/45000]	Loss: 0.2383	LR: 0.000800
Training Epoch: 36 [10496/45000]	Loss: 0.3193	LR: 0.000800
Training Epoch: 36 [10752/45000]	Loss: 0.2878	LR: 0.000800
Training Epoch: 36 [11008/45000]	Loss: 0.2635	LR: 0.000800
Training Epoch: 36 [11264/45000]	Loss: 0.2579	LR: 0.000800
Training Epoch: 36 [11520/45000]	Loss: 0.3800	LR: 0.000800
Training Epoch: 36 [11776/45000]	Loss: 0.2357	LR: 0.000800
Training Epoch: 36 [12032/45000]	Loss: 0.2534	LR: 0.000800
Training Epoch: 36 [12288/45000]	Loss: 0.3012	LR: 0.000800
Training Epoch: 36 [12544/45000]	Loss: 0.3535	LR: 0.000800
Training Epoch: 36 [12800/45000]	Loss: 0.3429	LR: 0.000800
Training Epoch: 36 [13056/45000]	Loss: 0.2674	LR: 0.000800
Training Epoch: 36 [13312/45000]	Loss: 0.3258	LR: 0.000800
Training Epoch: 36 [13568/45000]	Loss: 0.3109	LR: 0.000800
Training Epoch: 36 [13824/45000]	Loss: 0.2289	LR: 0.000800
Training Epoch: 36 [14080/45000]	Loss: 0.2596	LR: 0.000800
Training Epoch: 36 [14336/45000]	Loss: 0.3221	LR: 0.000800
Training Epoch: 36 [14592/45000]	Loss: 0.3123	LR: 0.000800
Training Epoch: 36 [14848/45000]	Loss: 0.3166	LR: 0.000800
Training Epoch: 36 [15104/45000]	Loss: 0.2501	LR: 0.000800
Training Epoch: 36 [15360/45000]	Loss: 0.2993	LR: 0.000800
Training Epoch: 36 [15616/45000]	Loss: 0.3284	LR: 0.000800
Training Epoch: 36 [15872/45000]	Loss: 0.2597	LR: 0.000800
Training Epoch: 36 [16128/45000]	Loss: 0.3711	LR: 0.000800
Training Epoch: 36 [16384/45000]	Loss: 0.2685	LR: 0.000800
Training Epoch: 36 [16640/45000]	Loss: 0.3461	LR: 0.000800
Training Epoch: 36 [16896/45000]	Loss: 0.2962	LR: 0.000800
Training Epoch: 36 [17152/45000]	Loss: 0.3857	LR: 0.000800
Training Epoch: 36 [17408/45000]	Loss: 0.2573	LR: 0.000800
Training Epoch: 36 [17664/45000]	Loss: 0.2772	LR: 0.000800
Training Epoch: 36 [17920/45000]	Loss: 0.2772	LR: 0.000800
Training Epoch: 36 [18176/45000]	Loss: 0.3419	LR: 0.000800
Training Epoch: 36 [18432/45000]	Loss: 0.3143	LR: 0.000800
Training Epoch: 36 [18688/45000]	Loss: 0.2999	LR: 0.000800
Training Epoch: 36 [18944/45000]	Loss: 0.3198	LR: 0.000800
Training Epoch: 36 [19200/45000]	Loss: 0.2275	LR: 0.000800
Training Epoch: 36 [19456/45000]	Loss: 0.2973	LR: 0.000800
Training Epoch: 36 [19712/45000]	Loss: 0.3283	LR: 0.000800
Training Epoch: 36 [19968/45000]	Loss: 0.3028	LR: 0.000800
Training Epoch: 36 [20224/45000]	Loss: 0.3390	LR: 0.000800
Training Epoch: 36 [20480/45000]	Loss: 0.3497	LR: 0.000800
Training Epoch: 36 [20736/45000]	Loss: 0.3384	LR: 0.000800
Training Epoch: 36 [20992/45000]	Loss: 0.2994	LR: 0.000800
Training Epoch: 36 [21248/45000]	Loss: 0.2893	LR: 0.000800
Training Epoch: 36 [21504/45000]	Loss: 0.2937	LR: 0.000800
Training Epoch: 36 [21760/45000]	Loss: 0.2476	LR: 0.000800
Training Epoch: 36 [22016/45000]	Loss: 0.2735	LR: 0.000800
Training Epoch: 36 [22272/45000]	Loss: 0.3177	LR: 0.000800
Training Epoch: 36 [22528/45000]	Loss: 0.3103	LR: 0.000800
Training Epoch: 36 [22784/45000]	Loss: 0.2883	LR: 0.000800
Training Epoch: 36 [23040/45000]	Loss: 0.3138	LR: 0.000800
Training Epoch: 36 [23296/45000]	Loss: 0.2923	LR: 0.000800
Training Epoch: 36 [23552/45000]	Loss: 0.2678	LR: 0.000800
Training Epoch: 36 [23808/45000]	Loss: 0.3133	LR: 0.000800
Training Epoch: 36 [24064/45000]	Loss: 0.2990	LR: 0.000800
Training Epoch: 36 [24320/45000]	Loss: 0.2806	LR: 0.000800
Training Epoch: 36 [24576/45000]	Loss: 0.2930	LR: 0.000800
Training Epoch: 36 [24832/45000]	Loss: 0.3540	LR: 0.000800
Training Epoch: 36 [25088/45000]	Loss: 0.3214	LR: 0.000800
Training Epoch: 36 [25344/45000]	Loss: 0.3561	LR: 0.000800
Training Epoch: 36 [25600/45000]	Loss: 0.3011	LR: 0.000800
Training Epoch: 36 [25856/45000]	Loss: 0.2839	LR: 0.000800
Training Epoch: 36 [26112/45000]	Loss: 0.2679	LR: 0.000800
Training Epoch: 36 [26368/45000]	Loss: 0.2715	LR: 0.000800
Training Epoch: 36 [26624/45000]	Loss: 0.3230	LR: 0.000800
Training Epoch: 36 [26880/45000]	Loss: 0.2683	LR: 0.000800
Training Epoch: 36 [27136/45000]	Loss: 0.2579	LR: 0.000800
Training Epoch: 36 [27392/45000]	Loss: 0.3145	LR: 0.000800
Training Epoch: 36 [27648/45000]	Loss: 0.3745	LR: 0.000800
Training Epoch: 36 [27904/45000]	Loss: 0.2750	LR: 0.000800
Training Epoch: 36 [28160/45000]	Loss: 0.3701	LR: 0.000800
Training Epoch: 36 [28416/45000]	Loss: 0.3079	LR: 0.000800
Training Epoch: 36 [28672/45000]	Loss: 0.3573	LR: 0.000800
Training Epoch: 36 [28928/45000]	Loss: 0.3438	LR: 0.000800
Training Epoch: 36 [29184/45000]	Loss: 0.2942	LR: 0.000800
Training Epoch: 36 [29440/45000]	Loss: 0.3010	LR: 0.000800
Training Epoch: 36 [29696/45000]	Loss: 0.2890	LR: 0.000800
Training Epoch: 36 [29952/45000]	Loss: 0.2902	LR: 0.000800
Training Epoch: 36 [30208/45000]	Loss: 0.3009	LR: 0.000800
Training Epoch: 36 [30464/45000]	Loss: 0.2631	LR: 0.000800
Training Epoch: 36 [30720/45000]	Loss: 0.2900	LR: 0.000800
Training Epoch: 36 [30976/45000]	Loss: 0.2493	LR: 0.000800
Training Epoch: 36 [31232/45000]	Loss: 0.3976	LR: 0.000800
Training Epoch: 36 [31488/45000]	Loss: 0.3172	LR: 0.000800
Training Epoch: 36 [31744/45000]	Loss: 0.2989	LR: 0.000800
Training Epoch: 36 [32000/45000]	Loss: 0.3765	LR: 0.000800
Training Epoch: 36 [32256/45000]	Loss: 0.3128	LR: 0.000800
Training Epoch: 36 [32512/45000]	Loss: 0.3018	LR: 0.000800
Training Epoch: 36 [32768/45000]	Loss: 0.3180	LR: 0.000800
Training Epoch: 36 [33024/45000]	Loss: 0.2829	LR: 0.000800
Training Epoch: 36 [33280/45000]	Loss: 0.3181	LR: 0.000800
Training Epoch: 36 [33536/45000]	Loss: 0.2633	LR: 0.000800
Training Epoch: 36 [33792/45000]	Loss: 0.2647	LR: 0.000800
Training Epoch: 36 [34048/45000]	Loss: 0.2401	LR: 0.000800
Training Epoch: 36 [34304/45000]	Loss: 0.3444	LR: 0.000800
Training Epoch: 36 [34560/45000]	Loss: 0.3286	LR: 0.000800
Training Epoch: 36 [34816/45000]	Loss: 0.2254	LR: 0.000800
Training Epoch: 36 [35072/45000]	Loss: 0.3108	LR: 0.000800
Training Epoch: 36 [35328/45000]	Loss: 0.3076	LR: 0.000800
Training Epoch: 36 [35584/45000]	Loss: 0.4031	LR: 0.000800
Training Epoch: 36 [35840/45000]	Loss: 0.2536	LR: 0.000800
Training Epoch: 36 [36096/45000]	Loss: 0.2721	LR: 0.000800
Training Epoch: 36 [36352/45000]	Loss: 0.3266	LR: 0.000800
Training Epoch: 36 [36608/45000]	Loss: 0.2540	LR: 0.000800
Training Epoch: 36 [36864/45000]	Loss: 0.2635	LR: 0.000800
Training Epoch: 36 [37120/45000]	Loss: 0.3182	LR: 0.000800
Training Epoch: 36 [37376/45000]	Loss: 0.2846	LR: 0.000800
Training Epoch: 36 [37632/45000]	Loss: 0.3581	LR: 0.000800
Training Epoch: 36 [37888/45000]	Loss: 0.2941	LR: 0.000800
Training Epoch: 36 [38144/45000]	Loss: 0.2758	LR: 0.000800
Training Epoch: 36 [38400/45000]	Loss: 0.3249	LR: 0.000800
Training Epoch: 36 [38656/45000]	Loss: 0.3687	LR: 0.000800
Training Epoch: 36 [38912/45000]	Loss: 0.2954	LR: 0.000800
Training Epoch: 36 [39168/45000]	Loss: 0.2819	LR: 0.000800
Training Epoch: 36 [39424/45000]	Loss: 0.2667	LR: 0.000800
Training Epoch: 36 [39680/45000]	Loss: 0.2582	LR: 0.000800
Training Epoch: 36 [39936/45000]	Loss: 0.3954	LR: 0.000800
Training Epoch: 36 [40192/45000]	Loss: 0.3770	LR: 0.000800
Training Epoch: 36 [40448/45000]	Loss: 0.2758	LR: 0.000800
Training Epoch: 36 [40704/45000]	Loss: 0.3008	LR: 0.000800
Training Epoch: 36 [40960/45000]	Loss: 0.3083	LR: 0.000800
Training Epoch: 36 [41216/45000]	Loss: 0.3134	LR: 0.000800
Training Epoch: 36 [41472/45000]	Loss: 0.3038	LR: 0.000800
Training Epoch: 36 [41728/45000]	Loss: 0.3483	LR: 0.000800
Training Epoch: 36 [41984/45000]	Loss: 0.2884	LR: 0.000800
Training Epoch: 36 [42240/45000]	Loss: 0.3450	LR: 0.000800
Training Epoch: 36 [42496/45000]	Loss: 0.2795	LR: 0.000800
Training Epoch: 36 [42752/45000]	Loss: 0.2939	LR: 0.000800
Training Epoch: 36 [43008/45000]	Loss: 0.2978	LR: 0.000800
Training Epoch: 36 [43264/45000]	Loss: 0.3642	LR: 0.000800
Training Epoch: 36 [43520/45000]	Loss: 0.2822	LR: 0.000800
Training Epoch: 36 [43776/45000]	Loss: 0.3485	LR: 0.000800
Training Epoch: 36 [44032/45000]	Loss: 0.2966	LR: 0.000800
Training Epoch: 36 [44288/45000]	Loss: 0.2408	LR: 0.000800
Training Epoch: 36 [44544/45000]	Loss: 0.3293	LR: 0.000800
Training Epoch: 36 [44800/45000]	Loss: 0.3356	LR: 0.000800
Training Epoch: 36 [45000/45000]	Loss: 0.3829	LR: 0.000800
Epoch 36 - Average Train Loss: 0.3040, Train Accuracy: 0.9083
Epoch 36 training time consumed: 24.62s
Evaluating Network.....
Test set: Epoch: 36, Average loss: 0.0030, Accuracy: 0.7764, Time consumed:0.95s
Training Epoch: 37 [256/45000]	Loss: 0.2827	LR: 0.000800
Training Epoch: 37 [512/45000]	Loss: 0.2604	LR: 0.000800
Training Epoch: 37 [768/45000]	Loss: 0.4087	LR: 0.000800
Training Epoch: 37 [1024/45000]	Loss: 0.2601	LR: 0.000800
Training Epoch: 37 [1280/45000]	Loss: 0.3118	LR: 0.000800
Training Epoch: 37 [1536/45000]	Loss: 0.2724	LR: 0.000800
Training Epoch: 37 [1792/45000]	Loss: 0.2998	LR: 0.000800
Training Epoch: 37 [2048/45000]	Loss: 0.3095	LR: 0.000800
Training Epoch: 37 [2304/45000]	Loss: 0.2408	LR: 0.000800
Training Epoch: 37 [2560/45000]	Loss: 0.3428	LR: 0.000800
Training Epoch: 37 [2816/45000]	Loss: 0.2624	LR: 0.000800
Training Epoch: 37 [3072/45000]	Loss: 0.3071	LR: 0.000800
Training Epoch: 37 [3328/45000]	Loss: 0.3783	LR: 0.000800
Training Epoch: 37 [3584/45000]	Loss: 0.2386	LR: 0.000800
Training Epoch: 37 [3840/45000]	Loss: 0.3249	LR: 0.000800
Training Epoch: 37 [4096/45000]	Loss: 0.2926	LR: 0.000800
Training Epoch: 37 [4352/45000]	Loss: 0.2968	LR: 0.000800
Training Epoch: 37 [4608/45000]	Loss: 0.2225	LR: 0.000800
Training Epoch: 37 [4864/45000]	Loss: 0.2895	LR: 0.000800
Training Epoch: 37 [5120/45000]	Loss: 0.2982	LR: 0.000800
Training Epoch: 37 [5376/45000]	Loss: 0.2626	LR: 0.000800
Training Epoch: 37 [5632/45000]	Loss: 0.3104	LR: 0.000800
Training Epoch: 37 [5888/45000]	Loss: 0.3665	LR: 0.000800
Training Epoch: 37 [6144/45000]	Loss: 0.3323	LR: 0.000800
Training Epoch: 37 [6400/45000]	Loss: 0.2117	LR: 0.000800
Training Epoch: 37 [6656/45000]	Loss: 0.2764	LR: 0.000800
Training Epoch: 37 [6912/45000]	Loss: 0.3303	LR: 0.000800
Training Epoch: 37 [7168/45000]	Loss: 0.3094	LR: 0.000800
Training Epoch: 37 [7424/45000]	Loss: 0.3081	LR: 0.000800
Training Epoch: 37 [7680/45000]	Loss: 0.2961	LR: 0.000800
Training Epoch: 37 [7936/45000]	Loss: 0.3248	LR: 0.000800
Training Epoch: 37 [8192/45000]	Loss: 0.2184	LR: 0.000800
Training Epoch: 37 [8448/45000]	Loss: 0.2301	LR: 0.000800
Training Epoch: 37 [8704/45000]	Loss: 0.3169	LR: 0.000800
Training Epoch: 37 [8960/45000]	Loss: 0.3016	LR: 0.000800
Training Epoch: 37 [9216/45000]	Loss: 0.3591	LR: 0.000800
Training Epoch: 37 [9472/45000]	Loss: 0.2975	LR: 0.000800
Training Epoch: 37 [9728/45000]	Loss: 0.2938	LR: 0.000800
Training Epoch: 37 [9984/45000]	Loss: 0.3602	LR: 0.000800
Training Epoch: 37 [10240/45000]	Loss: 0.2400	LR: 0.000800
Training Epoch: 37 [10496/45000]	Loss: 0.2597	LR: 0.000800
Training Epoch: 37 [10752/45000]	Loss: 0.2871	LR: 0.000800
Training Epoch: 37 [11008/45000]	Loss: 0.2924	LR: 0.000800
Training Epoch: 37 [11264/45000]	Loss: 0.3334	LR: 0.000800
Training Epoch: 37 [11520/45000]	Loss: 0.2692	LR: 0.000800
Training Epoch: 37 [11776/45000]	Loss: 0.3574	LR: 0.000800
Training Epoch: 37 [12032/45000]	Loss: 0.3220	LR: 0.000800
Training Epoch: 37 [12288/45000]	Loss: 0.2586	LR: 0.000800
Training Epoch: 37 [12544/45000]	Loss: 0.3269	LR: 0.000800
Training Epoch: 37 [12800/45000]	Loss: 0.2794	LR: 0.000800
Training Epoch: 37 [13056/45000]	Loss: 0.2717	LR: 0.000800
Training Epoch: 37 [13312/45000]	Loss: 0.3066	LR: 0.000800
Training Epoch: 37 [13568/45000]	Loss: 0.2658	LR: 0.000800
Training Epoch: 37 [13824/45000]	Loss: 0.2926	LR: 0.000800
Training Epoch: 37 [14080/45000]	Loss: 0.3127	LR: 0.000800
Training Epoch: 37 [14336/45000]	Loss: 0.3124	LR: 0.000800
Training Epoch: 37 [14592/45000]	Loss: 0.3477	LR: 0.000800
Training Epoch: 37 [14848/45000]	Loss: 0.3007	LR: 0.000800
Training Epoch: 37 [15104/45000]	Loss: 0.2954	LR: 0.000800
Training Epoch: 37 [15360/45000]	Loss: 0.3465	LR: 0.000800
Training Epoch: 37 [15616/45000]	Loss: 0.3606	LR: 0.000800
Training Epoch: 37 [15872/45000]	Loss: 0.3346	LR: 0.000800
Training Epoch: 37 [16128/45000]	Loss: 0.2722	LR: 0.000800
Training Epoch: 37 [16384/45000]	Loss: 0.3329	LR: 0.000800
Training Epoch: 37 [16640/45000]	Loss: 0.3390	LR: 0.000800
Training Epoch: 37 [16896/45000]	Loss: 0.2812	LR: 0.000800
Training Epoch: 37 [17152/45000]	Loss: 0.2886	LR: 0.000800
Training Epoch: 37 [17408/45000]	Loss: 0.3277	LR: 0.000800
Training Epoch: 37 [17664/45000]	Loss: 0.2978	LR: 0.000800
Training Epoch: 37 [17920/45000]	Loss: 0.3320	LR: 0.000800
Training Epoch: 37 [18176/45000]	Loss: 0.2769	LR: 0.000800
Training Epoch: 37 [18432/45000]	Loss: 0.3171	LR: 0.000800
Training Epoch: 37 [18688/45000]	Loss: 0.2944	LR: 0.000800
Training Epoch: 37 [18944/45000]	Loss: 0.2627	LR: 0.000800
Training Epoch: 37 [19200/45000]	Loss: 0.2758	LR: 0.000800
Training Epoch: 37 [19456/45000]	Loss: 0.2964	LR: 0.000800
Training Epoch: 37 [19712/45000]	Loss: 0.2691	LR: 0.000800
Training Epoch: 37 [19968/45000]	Loss: 0.3058	LR: 0.000800
Training Epoch: 37 [20224/45000]	Loss: 0.2620	LR: 0.000800
Training Epoch: 37 [20480/45000]	Loss: 0.2823	LR: 0.000800
Training Epoch: 37 [20736/45000]	Loss: 0.2839	LR: 0.000800
Training Epoch: 37 [20992/45000]	Loss: 0.3549	LR: 0.000800
Training Epoch: 37 [21248/45000]	Loss: 0.3392	LR: 0.000800
Training Epoch: 37 [21504/45000]	Loss: 0.3649	LR: 0.000800
Training Epoch: 37 [21760/45000]	Loss: 0.3567	LR: 0.000800
Training Epoch: 37 [22016/45000]	Loss: 0.2514	LR: 0.000800
Training Epoch: 37 [22272/45000]	Loss: 0.2291	LR: 0.000800
Training Epoch: 37 [22528/45000]	Loss: 0.3634	LR: 0.000800
Training Epoch: 37 [22784/45000]	Loss: 0.2645	LR: 0.000800
Training Epoch: 37 [23040/45000]	Loss: 0.2807	LR: 0.000800
Training Epoch: 37 [23296/45000]	Loss: 0.3361	LR: 0.000800
Training Epoch: 37 [23552/45000]	Loss: 0.3064	LR: 0.000800
Training Epoch: 37 [23808/45000]	Loss: 0.4249	LR: 0.000800
Training Epoch: 37 [24064/45000]	Loss: 0.2324	LR: 0.000800
Training Epoch: 37 [24320/45000]	Loss: 0.3343	LR: 0.000800
Training Epoch: 37 [24576/45000]	Loss: 0.2923	LR: 0.000800
Training Epoch: 37 [24832/45000]	Loss: 0.2782	LR: 0.000800
Training Epoch: 37 [25088/45000]	Loss: 0.3595	LR: 0.000800
Training Epoch: 37 [25344/45000]	Loss: 0.3246	LR: 0.000800
Training Epoch: 37 [25600/45000]	Loss: 0.3266	LR: 0.000800
Training Epoch: 37 [25856/45000]	Loss: 0.3068	LR: 0.000800
Training Epoch: 37 [26112/45000]	Loss: 0.3302	LR: 0.000800
Training Epoch: 37 [26368/45000]	Loss: 0.3003	LR: 0.000800
Training Epoch: 37 [26624/45000]	Loss: 0.2885	LR: 0.000800
Training Epoch: 37 [26880/45000]	Loss: 0.2689	LR: 0.000800
Training Epoch: 37 [27136/45000]	Loss: 0.3579	LR: 0.000800
Training Epoch: 37 [27392/45000]	Loss: 0.2975	LR: 0.000800
Training Epoch: 37 [27648/45000]	Loss: 0.3182	LR: 0.000800
Training Epoch: 37 [27904/45000]	Loss: 0.2827	LR: 0.000800
Training Epoch: 37 [28160/45000]	Loss: 0.2809	LR: 0.000800
Training Epoch: 37 [28416/45000]	Loss: 0.2959	LR: 0.000800
Training Epoch: 37 [28672/45000]	Loss: 0.3099	LR: 0.000800
Training Epoch: 37 [28928/45000]	Loss: 0.3209	LR: 0.000800
Training Epoch: 37 [29184/45000]	Loss: 0.2889	LR: 0.000800
Training Epoch: 37 [29440/45000]	Loss: 0.2995	LR: 0.000800
Training Epoch: 37 [29696/45000]	Loss: 0.2727	LR: 0.000800
Training Epoch: 37 [29952/45000]	Loss: 0.2816	LR: 0.000800
Training Epoch: 37 [30208/45000]	Loss: 0.2653	LR: 0.000800
Training Epoch: 37 [30464/45000]	Loss: 0.2888	LR: 0.000800
Training Epoch: 37 [30720/45000]	Loss: 0.3576	LR: 0.000800
Training Epoch: 37 [30976/45000]	Loss: 0.3510	LR: 0.000800
Training Epoch: 37 [31232/45000]	Loss: 0.3233	LR: 0.000800
Training Epoch: 37 [31488/45000]	Loss: 0.3155	LR: 0.000800
Training Epoch: 37 [31744/45000]	Loss: 0.3263	LR: 0.000800
Training Epoch: 37 [32000/45000]	Loss: 0.2655	LR: 0.000800
Training Epoch: 37 [32256/45000]	Loss: 0.2751	LR: 0.000800
Training Epoch: 37 [32512/45000]	Loss: 0.3245	LR: 0.000800
Training Epoch: 37 [32768/45000]	Loss: 0.3088	LR: 0.000800
Training Epoch: 37 [33024/45000]	Loss: 0.2914	LR: 0.000800
Training Epoch: 37 [33280/45000]	Loss: 0.3209	LR: 0.000800
Training Epoch: 37 [33536/45000]	Loss: 0.3249	LR: 0.000800
Training Epoch: 37 [33792/45000]	Loss: 0.3020	LR: 0.000800
Training Epoch: 37 [34048/45000]	Loss: 0.3205	LR: 0.000800
Training Epoch: 37 [34304/45000]	Loss: 0.2601	LR: 0.000800
Training Epoch: 37 [34560/45000]	Loss: 0.2735	LR: 0.000800
Training Epoch: 37 [34816/45000]	Loss: 0.2701	LR: 0.000800
Training Epoch: 37 [35072/45000]	Loss: 0.2746	LR: 0.000800
Training Epoch: 37 [35328/45000]	Loss: 0.2947	LR: 0.000800
Training Epoch: 37 [35584/45000]	Loss: 0.3843	LR: 0.000800
Training Epoch: 37 [35840/45000]	Loss: 0.2882	LR: 0.000800
Training Epoch: 37 [36096/45000]	Loss: 0.2919	LR: 0.000800
Training Epoch: 37 [36352/45000]	Loss: 0.3095	LR: 0.000800
Training Epoch: 37 [36608/45000]	Loss: 0.2538	LR: 0.000800
Training Epoch: 37 [36864/45000]	Loss: 0.3306	LR: 0.000800
Training Epoch: 37 [37120/45000]	Loss: 0.4027	LR: 0.000800
Training Epoch: 37 [37376/45000]	Loss: 0.2848	LR: 0.000800
Training Epoch: 37 [37632/45000]	Loss: 0.3613	LR: 0.000800
Training Epoch: 37 [37888/45000]	Loss: 0.2779	LR: 0.000800
Training Epoch: 37 [38144/45000]	Loss: 0.2650	LR: 0.000800
Training Epoch: 37 [38400/45000]	Loss: 0.3242	LR: 0.000800
Training Epoch: 37 [38656/45000]	Loss: 0.2999	LR: 0.000800
Training Epoch: 37 [38912/45000]	Loss: 0.2858	LR: 0.000800
Training Epoch: 37 [39168/45000]	Loss: 0.2369	LR: 0.000800
Training Epoch: 37 [39424/45000]	Loss: 0.3257	LR: 0.000800
Training Epoch: 37 [39680/45000]	Loss: 0.2791	LR: 0.000800
Training Epoch: 37 [39936/45000]	Loss: 0.3420	LR: 0.000800
Training Epoch: 37 [40192/45000]	Loss: 0.3074	LR: 0.000800
Training Epoch: 37 [40448/45000]	Loss: 0.2813	LR: 0.000800
Training Epoch: 37 [40704/45000]	Loss: 0.2784	LR: 0.000800
Training Epoch: 37 [40960/45000]	Loss: 0.3055	LR: 0.000800
Training Epoch: 37 [41216/45000]	Loss: 0.3379	LR: 0.000800
Training Epoch: 37 [41472/45000]	Loss: 0.3971	LR: 0.000800
Training Epoch: 37 [41728/45000]	Loss: 0.2333	LR: 0.000800
Training Epoch: 37 [41984/45000]	Loss: 0.3169	LR: 0.000800
Training Epoch: 37 [42240/45000]	Loss: 0.2852	LR: 0.000800
Training Epoch: 37 [42496/45000]	Loss: 0.2763	LR: 0.000800
Training Epoch: 37 [42752/45000]	Loss: 0.2873	LR: 0.000800
Training Epoch: 37 [43008/45000]	Loss: 0.2993	LR: 0.000800
Training Epoch: 37 [43264/45000]	Loss: 0.2637	LR: 0.000800
Training Epoch: 37 [43520/45000]	Loss: 0.3758	LR: 0.000800
Training Epoch: 37 [43776/45000]	Loss: 0.2550	LR: 0.000800
Training Epoch: 37 [44032/45000]	Loss: 0.3255	LR: 0.000800
Training Epoch: 37 [44288/45000]	Loss: 0.2442	LR: 0.000800
Training Epoch: 37 [44544/45000]	Loss: 0.2738	LR: 0.000800
Training Epoch: 37 [44800/45000]	Loss: 0.3642	LR: 0.000800
Training Epoch: 37 [45000/45000]	Loss: 0.3373	LR: 0.000800
Epoch 37 - Average Train Loss: 0.3024, Train Accuracy: 0.9078
Epoch 37 training time consumed: 24.53s
Evaluating Network.....
Test set: Epoch: 37, Average loss: 0.0030, Accuracy: 0.7790, Time consumed:0.95s
Saving weights file to checkpoint/retrain/AllCNN/Monday_14_July_2025_01h_39m_29s/AllCNN-Cifar20-seed5-ret100-37-best.pth
Training Epoch: 38 [256/45000]	Loss: 0.3755	LR: 0.000800
Training Epoch: 38 [512/45000]	Loss: 0.3936	LR: 0.000800
Training Epoch: 38 [768/45000]	Loss: 0.2610	LR: 0.000800
Training Epoch: 38 [1024/45000]	Loss: 0.2779	LR: 0.000800
Training Epoch: 38 [1280/45000]	Loss: 0.2487	LR: 0.000800
Training Epoch: 38 [1536/45000]	Loss: 0.2861	LR: 0.000800
Training Epoch: 38 [1792/45000]	Loss: 0.3318	LR: 0.000800
Training Epoch: 38 [2048/45000]	Loss: 0.3120	LR: 0.000800
Training Epoch: 38 [2304/45000]	Loss: 0.2378	LR: 0.000800
Training Epoch: 38 [2560/45000]	Loss: 0.2360	LR: 0.000800
Training Epoch: 38 [2816/45000]	Loss: 0.2738	LR: 0.000800
Training Epoch: 38 [3072/45000]	Loss: 0.2817	LR: 0.000800
Training Epoch: 38 [3328/45000]	Loss: 0.3114	LR: 0.000800
Training Epoch: 38 [3584/45000]	Loss: 0.3388	LR: 0.000800
Training Epoch: 38 [3840/45000]	Loss: 0.3235	LR: 0.000800
Training Epoch: 38 [4096/45000]	Loss: 0.3066	LR: 0.000800
Training Epoch: 38 [4352/45000]	Loss: 0.3216	LR: 0.000800
Training Epoch: 38 [4608/45000]	Loss: 0.2951	LR: 0.000800
Training Epoch: 38 [4864/45000]	Loss: 0.2798	LR: 0.000800
Training Epoch: 38 [5120/45000]	Loss: 0.2822	LR: 0.000800
Training Epoch: 38 [5376/45000]	Loss: 0.3211	LR: 0.000800
Training Epoch: 38 [5632/45000]	Loss: 0.3155	LR: 0.000800
Training Epoch: 38 [5888/45000]	Loss: 0.2952	LR: 0.000800
Training Epoch: 38 [6144/45000]	Loss: 0.2805	LR: 0.000800
Training Epoch: 38 [6400/45000]	Loss: 0.2565	LR: 0.000800
Training Epoch: 38 [6656/45000]	Loss: 0.2503	LR: 0.000800
Training Epoch: 38 [6912/45000]	Loss: 0.3415	LR: 0.000800
Training Epoch: 38 [7168/45000]	Loss: 0.2761	LR: 0.000800
Training Epoch: 38 [7424/45000]	Loss: 0.2784	LR: 0.000800
Training Epoch: 38 [7680/45000]	Loss: 0.2738	LR: 0.000800
Training Epoch: 38 [7936/45000]	Loss: 0.2617	LR: 0.000800
Training Epoch: 38 [8192/45000]	Loss: 0.3359	LR: 0.000800
Training Epoch: 38 [8448/45000]	Loss: 0.2954	LR: 0.000800
Training Epoch: 38 [8704/45000]	Loss: 0.3710	LR: 0.000800
Training Epoch: 38 [8960/45000]	Loss: 0.2543	LR: 0.000800
Training Epoch: 38 [9216/45000]	Loss: 0.2962	LR: 0.000800
Training Epoch: 38 [9472/45000]	Loss: 0.2894	LR: 0.000800
Training Epoch: 38 [9728/45000]	Loss: 0.3309	LR: 0.000800
Training Epoch: 38 [9984/45000]	Loss: 0.2827	LR: 0.000800
Training Epoch: 38 [10240/45000]	Loss: 0.3295	LR: 0.000800
Training Epoch: 38 [10496/45000]	Loss: 0.3118	LR: 0.000800
Training Epoch: 38 [10752/45000]	Loss: 0.2279	LR: 0.000800
Training Epoch: 38 [11008/45000]	Loss: 0.2651	LR: 0.000800
Training Epoch: 38 [11264/45000]	Loss: 0.3036	LR: 0.000800
Training Epoch: 38 [11520/45000]	Loss: 0.3588	LR: 0.000800
Training Epoch: 38 [11776/45000]	Loss: 0.3240	LR: 0.000800
Training Epoch: 38 [12032/45000]	Loss: 0.3560	LR: 0.000800
Training Epoch: 38 [12288/45000]	Loss: 0.3093	LR: 0.000800
Training Epoch: 38 [12544/45000]	Loss: 0.3189	LR: 0.000800
Training Epoch: 38 [12800/45000]	Loss: 0.2742	LR: 0.000800
Training Epoch: 38 [13056/45000]	Loss: 0.2894	LR: 0.000800
Training Epoch: 38 [13312/45000]	Loss: 0.2178	LR: 0.000800
Training Epoch: 38 [13568/45000]	Loss: 0.2269	LR: 0.000800
Training Epoch: 38 [13824/45000]	Loss: 0.2730	LR: 0.000800
Training Epoch: 38 [14080/45000]	Loss: 0.3059	LR: 0.000800
Training Epoch: 38 [14336/45000]	Loss: 0.3409	LR: 0.000800
Training Epoch: 38 [14592/45000]	Loss: 0.2661	LR: 0.000800
Training Epoch: 38 [14848/45000]	Loss: 0.2828	LR: 0.000800
Training Epoch: 38 [15104/45000]	Loss: 0.2733	LR: 0.000800
Training Epoch: 38 [15360/45000]	Loss: 0.3049	LR: 0.000800
Training Epoch: 38 [15616/45000]	Loss: 0.3251	LR: 0.000800
Training Epoch: 38 [15872/45000]	Loss: 0.2280	LR: 0.000800
Training Epoch: 38 [16128/45000]	Loss: 0.3241	LR: 0.000800
Training Epoch: 38 [16384/45000]	Loss: 0.2794	LR: 0.000800
Training Epoch: 38 [16640/45000]	Loss: 0.4220	LR: 0.000800
Training Epoch: 38 [16896/45000]	Loss: 0.2912	LR: 0.000800
Training Epoch: 38 [17152/45000]	Loss: 0.2843	LR: 0.000800
Training Epoch: 38 [17408/45000]	Loss: 0.2911	LR: 0.000800
Training Epoch: 38 [17664/45000]	Loss: 0.3484	LR: 0.000800
Training Epoch: 38 [17920/45000]	Loss: 0.2660	LR: 0.000800
Training Epoch: 38 [18176/45000]	Loss: 0.3137	LR: 0.000800
Training Epoch: 38 [18432/45000]	Loss: 0.3102	LR: 0.000800
Training Epoch: 38 [18688/45000]	Loss: 0.3322	LR: 0.000800
Training Epoch: 38 [18944/45000]	Loss: 0.2603	LR: 0.000800
Training Epoch: 38 [19200/45000]	Loss: 0.2659	LR: 0.000800
Training Epoch: 38 [19456/45000]	Loss: 0.2856	LR: 0.000800
Training Epoch: 38 [19712/45000]	Loss: 0.3187	LR: 0.000800
Training Epoch: 38 [19968/45000]	Loss: 0.3564	LR: 0.000800
Training Epoch: 38 [20224/45000]	Loss: 0.3168	LR: 0.000800
Training Epoch: 38 [20480/45000]	Loss: 0.3582	LR: 0.000800
Training Epoch: 38 [20736/45000]	Loss: 0.3200	LR: 0.000800
Training Epoch: 38 [20992/45000]	Loss: 0.2728	LR: 0.000800
Training Epoch: 38 [21248/45000]	Loss: 0.2817	LR: 0.000800
Training Epoch: 38 [21504/45000]	Loss: 0.2679	LR: 0.000800
Training Epoch: 38 [21760/45000]	Loss: 0.3431	LR: 0.000800
Training Epoch: 38 [22016/45000]	Loss: 0.2551	LR: 0.000800
Training Epoch: 38 [22272/45000]	Loss: 0.3178	LR: 0.000800
Training Epoch: 38 [22528/45000]	Loss: 0.2808	LR: 0.000800
Training Epoch: 38 [22784/45000]	Loss: 0.2785	LR: 0.000800
Training Epoch: 38 [23040/45000]	Loss: 0.3189	LR: 0.000800
Training Epoch: 38 [23296/45000]	Loss: 0.3442	LR: 0.000800
Training Epoch: 38 [23552/45000]	Loss: 0.3301	LR: 0.000800
Training Epoch: 38 [23808/45000]	Loss: 0.2835	LR: 0.000800
Training Epoch: 38 [24064/45000]	Loss: 0.3265	LR: 0.000800
Training Epoch: 38 [24320/45000]	Loss: 0.3348	LR: 0.000800
Training Epoch: 38 [24576/45000]	Loss: 0.2525	LR: 0.000800
Training Epoch: 38 [24832/45000]	Loss: 0.2932	LR: 0.000800
Training Epoch: 38 [25088/45000]	Loss: 0.2965	LR: 0.000800
Training Epoch: 38 [25344/45000]	Loss: 0.3628	LR: 0.000800
Training Epoch: 38 [25600/45000]	Loss: 0.3283	LR: 0.000800
Training Epoch: 38 [25856/45000]	Loss: 0.2630	LR: 0.000800
Training Epoch: 38 [26112/45000]	Loss: 0.2954	LR: 0.000800
Training Epoch: 38 [26368/45000]	Loss: 0.3021	LR: 0.000800
Training Epoch: 38 [26624/45000]	Loss: 0.2781	LR: 0.000800
Training Epoch: 38 [26880/45000]	Loss: 0.3145	LR: 0.000800
Training Epoch: 38 [27136/45000]	Loss: 0.2441	LR: 0.000800
Training Epoch: 38 [27392/45000]	Loss: 0.2375	LR: 0.000800
Training Epoch: 38 [27648/45000]	Loss: 0.2420	LR: 0.000800
Training Epoch: 38 [27904/45000]	Loss: 0.3194	LR: 0.000800
Training Epoch: 38 [28160/45000]	Loss: 0.2617	LR: 0.000800
Training Epoch: 38 [28416/45000]	Loss: 0.2345	LR: 0.000800
Training Epoch: 38 [28672/45000]	Loss: 0.2853	LR: 0.000800
Training Epoch: 38 [28928/45000]	Loss: 0.2981	LR: 0.000800
Training Epoch: 38 [29184/45000]	Loss: 0.2669	LR: 0.000800
Training Epoch: 38 [29440/45000]	Loss: 0.3079	LR: 0.000800
Training Epoch: 38 [29696/45000]	Loss: 0.2229	LR: 0.000800
Training Epoch: 38 [29952/45000]	Loss: 0.2880	LR: 0.000800
Training Epoch: 38 [30208/45000]	Loss: 0.3081	LR: 0.000800
Training Epoch: 38 [30464/45000]	Loss: 0.2474	LR: 0.000800
Training Epoch: 38 [30720/45000]	Loss: 0.3293	LR: 0.000800
Training Epoch: 38 [30976/45000]	Loss: 0.2643	LR: 0.000800
Training Epoch: 38 [31232/45000]	Loss: 0.3508	LR: 0.000800
Training Epoch: 38 [31488/45000]	Loss: 0.2653	LR: 0.000800
Training Epoch: 38 [31744/45000]	Loss: 0.2846	LR: 0.000800
Training Epoch: 38 [32000/45000]	Loss: 0.2697	LR: 0.000800
Training Epoch: 38 [32256/45000]	Loss: 0.2929	LR: 0.000800
Training Epoch: 38 [32512/45000]	Loss: 0.2511	LR: 0.000800
Training Epoch: 38 [32768/45000]	Loss: 0.2816	LR: 0.000800
Training Epoch: 38 [33024/45000]	Loss: 0.2856	LR: 0.000800
Training Epoch: 38 [33280/45000]	Loss: 0.3274	LR: 0.000800
Training Epoch: 38 [33536/45000]	Loss: 0.3119	LR: 0.000800
Training Epoch: 38 [33792/45000]	Loss: 0.2785	LR: 0.000800
Training Epoch: 38 [34048/45000]	Loss: 0.2569	LR: 0.000800
Training Epoch: 38 [34304/45000]	Loss: 0.2250	LR: 0.000800
Training Epoch: 38 [34560/45000]	Loss: 0.3064	LR: 0.000800
Training Epoch: 38 [34816/45000]	Loss: 0.3458	LR: 0.000800
Training Epoch: 38 [35072/45000]	Loss: 0.3664	LR: 0.000800
Training Epoch: 38 [35328/45000]	Loss: 0.2794	LR: 0.000800
Training Epoch: 38 [35584/45000]	Loss: 0.2854	LR: 0.000800
Training Epoch: 38 [35840/45000]	Loss: 0.2997	LR: 0.000800
Training Epoch: 38 [36096/45000]	Loss: 0.2818	LR: 0.000800
Training Epoch: 38 [36352/45000]	Loss: 0.2631	LR: 0.000800
Training Epoch: 38 [36608/45000]	Loss: 0.2679	LR: 0.000800
Training Epoch: 38 [36864/45000]	Loss: 0.3234	LR: 0.000800
Training Epoch: 38 [37120/45000]	Loss: 0.2611	LR: 0.000800
Training Epoch: 38 [37376/45000]	Loss: 0.2639	LR: 0.000800
Training Epoch: 38 [37632/45000]	Loss: 0.2698	LR: 0.000800
Training Epoch: 38 [37888/45000]	Loss: 0.3093	LR: 0.000800
Training Epoch: 38 [38144/45000]	Loss: 0.3356	LR: 0.000800
Training Epoch: 38 [38400/45000]	Loss: 0.3178	LR: 0.000800
Training Epoch: 38 [38656/45000]	Loss: 0.3246	LR: 0.000800
Training Epoch: 38 [38912/45000]	Loss: 0.3178	LR: 0.000800
Training Epoch: 38 [39168/45000]	Loss: 0.3048	LR: 0.000800
Training Epoch: 38 [39424/45000]	Loss: 0.3109	LR: 0.000800
Training Epoch: 38 [39680/45000]	Loss: 0.3345	LR: 0.000800
Training Epoch: 38 [39936/45000]	Loss: 0.2522	LR: 0.000800
Training Epoch: 38 [40192/45000]	Loss: 0.3124	LR: 0.000800
Training Epoch: 38 [40448/45000]	Loss: 0.3285	LR: 0.000800
Training Epoch: 38 [40704/45000]	Loss: 0.2905	LR: 0.000800
Training Epoch: 38 [40960/45000]	Loss: 0.2981	LR: 0.000800
Training Epoch: 38 [41216/45000]	Loss: 0.4017	LR: 0.000800
Training Epoch: 38 [41472/45000]	Loss: 0.3372	LR: 0.000800
Training Epoch: 38 [41728/45000]	Loss: 0.3340	LR: 0.000800
Training Epoch: 38 [41984/45000]	Loss: 0.3079	LR: 0.000800
Training Epoch: 38 [42240/45000]	Loss: 0.3549	LR: 0.000800
Training Epoch: 38 [42496/45000]	Loss: 0.2673	LR: 0.000800
Training Epoch: 38 [42752/45000]	Loss: 0.2972	LR: 0.000800
Training Epoch: 38 [43008/45000]	Loss: 0.2853	LR: 0.000800
Training Epoch: 38 [43264/45000]	Loss: 0.2560	LR: 0.000800
Training Epoch: 38 [43520/45000]	Loss: 0.3150	LR: 0.000800
Training Epoch: 38 [43776/45000]	Loss: 0.2978	LR: 0.000800
Training Epoch: 38 [44032/45000]	Loss: 0.2623	LR: 0.000800
Training Epoch: 38 [44288/45000]	Loss: 0.2745	LR: 0.000800
Training Epoch: 38 [44544/45000]	Loss: 0.3300	LR: 0.000800
Training Epoch: 38 [44800/45000]	Loss: 0.3152	LR: 0.000800
Training Epoch: 38 [45000/45000]	Loss: 0.2981	LR: 0.000800
Epoch 38 - Average Train Loss: 0.2971, Train Accuracy: 0.9117
Epoch 38 training time consumed: 24.56s
Evaluating Network.....
Test set: Epoch: 38, Average loss: 0.0030, Accuracy: 0.7777, Time consumed:0.91s
Training Epoch: 39 [256/45000]	Loss: 0.3011	LR: 0.000800
Training Epoch: 39 [512/45000]	Loss: 0.2738	LR: 0.000800
Training Epoch: 39 [768/45000]	Loss: 0.3071	LR: 0.000800
Training Epoch: 39 [1024/45000]	Loss: 0.3410	LR: 0.000800
Training Epoch: 39 [1280/45000]	Loss: 0.2665	LR: 0.000800
Training Epoch: 39 [1536/45000]	Loss: 0.2661	LR: 0.000800
Training Epoch: 39 [1792/45000]	Loss: 0.4510	LR: 0.000800
Training Epoch: 39 [2048/45000]	Loss: 0.2962	LR: 0.000800
Training Epoch: 39 [2304/45000]	Loss: 0.2866	LR: 0.000800
Training Epoch: 39 [2560/45000]	Loss: 0.2931	LR: 0.000800
Training Epoch: 39 [2816/45000]	Loss: 0.2909	LR: 0.000800
Training Epoch: 39 [3072/45000]	Loss: 0.2888	LR: 0.000800
Training Epoch: 39 [3328/45000]	Loss: 0.2505	LR: 0.000800
Training Epoch: 39 [3584/45000]	Loss: 0.3113	LR: 0.000800
Training Epoch: 39 [3840/45000]	Loss: 0.2584	LR: 0.000800
Training Epoch: 39 [4096/45000]	Loss: 0.3360	LR: 0.000800
Training Epoch: 39 [4352/45000]	Loss: 0.2736	LR: 0.000800
Training Epoch: 39 [4608/45000]	Loss: 0.3701	LR: 0.000800
Training Epoch: 39 [4864/45000]	Loss: 0.3003	LR: 0.000800
Training Epoch: 39 [5120/45000]	Loss: 0.3193	LR: 0.000800
Training Epoch: 39 [5376/45000]	Loss: 0.3123	LR: 0.000800
Training Epoch: 39 [5632/45000]	Loss: 0.2654	LR: 0.000800
Training Epoch: 39 [5888/45000]	Loss: 0.3219	LR: 0.000800
Training Epoch: 39 [6144/45000]	Loss: 0.2454	LR: 0.000800
Training Epoch: 39 [6400/45000]	Loss: 0.2974	LR: 0.000800
Training Epoch: 39 [6656/45000]	Loss: 0.2603	LR: 0.000800
Training Epoch: 39 [6912/45000]	Loss: 0.3098	LR: 0.000800
Training Epoch: 39 [7168/45000]	Loss: 0.2522	LR: 0.000800
Training Epoch: 39 [7424/45000]	Loss: 0.2982	LR: 0.000800
Training Epoch: 39 [7680/45000]	Loss: 0.2585	LR: 0.000800
Training Epoch: 39 [7936/45000]	Loss: 0.2832	LR: 0.000800
Training Epoch: 39 [8192/45000]	Loss: 0.3435	LR: 0.000800
Training Epoch: 39 [8448/45000]	Loss: 0.2631	LR: 0.000800
Training Epoch: 39 [8704/45000]	Loss: 0.2896	LR: 0.000800
Training Epoch: 39 [8960/45000]	Loss: 0.3089	LR: 0.000800
Training Epoch: 39 [9216/45000]	Loss: 0.3546	LR: 0.000800
Training Epoch: 39 [9472/45000]	Loss: 0.2709	LR: 0.000800
Training Epoch: 39 [9728/45000]	Loss: 0.2689	LR: 0.000800
Training Epoch: 39 [9984/45000]	Loss: 0.2756	LR: 0.000800
Training Epoch: 39 [10240/45000]	Loss: 0.2860	LR: 0.000800
Training Epoch: 39 [10496/45000]	Loss: 0.2562	LR: 0.000800
Training Epoch: 39 [10752/45000]	Loss: 0.2619	LR: 0.000800
Training Epoch: 39 [11008/45000]	Loss: 0.2933	LR: 0.000800
Training Epoch: 39 [11264/45000]	Loss: 0.2937	LR: 0.000800
Training Epoch: 39 [11520/45000]	Loss: 0.2751	LR: 0.000800
Training Epoch: 39 [11776/45000]	Loss: 0.3076	LR: 0.000800
Training Epoch: 39 [12032/45000]	Loss: 0.2574	LR: 0.000800
Training Epoch: 39 [12288/45000]	Loss: 0.2841	LR: 0.000800
Training Epoch: 39 [12544/45000]	Loss: 0.2379	LR: 0.000800
Training Epoch: 39 [12800/45000]	Loss: 0.2801	LR: 0.000800
Training Epoch: 39 [13056/45000]	Loss: 0.2896	LR: 0.000800
Training Epoch: 39 [13312/45000]	Loss: 0.2690	LR: 0.000800
Training Epoch: 39 [13568/45000]	Loss: 0.2877	LR: 0.000800
Training Epoch: 39 [13824/45000]	Loss: 0.3166	LR: 0.000800
Training Epoch: 39 [14080/45000]	Loss: 0.2802	LR: 0.000800
Training Epoch: 39 [14336/45000]	Loss: 0.3319	LR: 0.000800
Training Epoch: 39 [14592/45000]	Loss: 0.2404	LR: 0.000800
Training Epoch: 39 [14848/45000]	Loss: 0.2741	LR: 0.000800
Training Epoch: 39 [15104/45000]	Loss: 0.3343	LR: 0.000800
Training Epoch: 39 [15360/45000]	Loss: 0.2720	LR: 0.000800
Training Epoch: 39 [15616/45000]	Loss: 0.2953	LR: 0.000800
Training Epoch: 39 [15872/45000]	Loss: 0.2578	LR: 0.000800
Training Epoch: 39 [16128/45000]	Loss: 0.3335	LR: 0.000800
Training Epoch: 39 [16384/45000]	Loss: 0.3187	LR: 0.000800
Training Epoch: 39 [16640/45000]	Loss: 0.3231	LR: 0.000800
Training Epoch: 39 [16896/45000]	Loss: 0.2895	LR: 0.000800
Training Epoch: 39 [17152/45000]	Loss: 0.2858	LR: 0.000800
Training Epoch: 39 [17408/45000]	Loss: 0.2729	LR: 0.000800
Training Epoch: 39 [17664/45000]	Loss: 0.3603	LR: 0.000800
Training Epoch: 39 [17920/45000]	Loss: 0.3019	LR: 0.000800
Training Epoch: 39 [18176/45000]	Loss: 0.2968	LR: 0.000800
Training Epoch: 39 [18432/45000]	Loss: 0.2656	LR: 0.000800
Training Epoch: 39 [18688/45000]	Loss: 0.3524	LR: 0.000800
Training Epoch: 39 [18944/45000]	Loss: 0.2953	LR: 0.000800
Training Epoch: 39 [19200/45000]	Loss: 0.3352	LR: 0.000800
Training Epoch: 39 [19456/45000]	Loss: 0.3083	LR: 0.000800
Training Epoch: 39 [19712/45000]	Loss: 0.2943	LR: 0.000800
Training Epoch: 39 [19968/45000]	Loss: 0.2645	LR: 0.000800
Training Epoch: 39 [20224/45000]	Loss: 0.2569	LR: 0.000800
Training Epoch: 39 [20480/45000]	Loss: 0.3798	LR: 0.000800
Training Epoch: 39 [20736/45000]	Loss: 0.3236	LR: 0.000800
Training Epoch: 39 [20992/45000]	Loss: 0.2657	LR: 0.000800
Training Epoch: 39 [21248/45000]	Loss: 0.2929	LR: 0.000800
Training Epoch: 39 [21504/45000]	Loss: 0.2790	LR: 0.000800
Training Epoch: 39 [21760/45000]	Loss: 0.4196	LR: 0.000800
Training Epoch: 39 [22016/45000]	Loss: 0.2450	LR: 0.000800
Training Epoch: 39 [22272/45000]	Loss: 0.3330	LR: 0.000800
Training Epoch: 39 [22528/45000]	Loss: 0.2668	LR: 0.000800
Training Epoch: 39 [22784/45000]	Loss: 0.2719	LR: 0.000800
Training Epoch: 39 [23040/45000]	Loss: 0.2910	LR: 0.000800
Training Epoch: 39 [23296/45000]	Loss: 0.3225	LR: 0.000800
Training Epoch: 39 [23552/45000]	Loss: 0.3573	LR: 0.000800
Training Epoch: 39 [23808/45000]	Loss: 0.2232	LR: 0.000800
Training Epoch: 39 [24064/45000]	Loss: 0.3030	LR: 0.000800
Training Epoch: 39 [24320/45000]	Loss: 0.2151	LR: 0.000800
Training Epoch: 39 [24576/45000]	Loss: 0.2823	LR: 0.000800
Training Epoch: 39 [24832/45000]	Loss: 0.3161	LR: 0.000800
Training Epoch: 39 [25088/45000]	Loss: 0.3058	LR: 0.000800
Training Epoch: 39 [25344/45000]	Loss: 0.3280	LR: 0.000800
Training Epoch: 39 [25600/45000]	Loss: 0.3416	LR: 0.000800
Training Epoch: 39 [25856/45000]	Loss: 0.3081	LR: 0.000800
Training Epoch: 39 [26112/45000]	Loss: 0.2587	LR: 0.000800
Training Epoch: 39 [26368/45000]	Loss: 0.2618	LR: 0.000800
Training Epoch: 39 [26624/45000]	Loss: 0.3007	LR: 0.000800
Training Epoch: 39 [26880/45000]	Loss: 0.2846	LR: 0.000800
Training Epoch: 39 [27136/45000]	Loss: 0.2641	LR: 0.000800
Training Epoch: 39 [27392/45000]	Loss: 0.2813	LR: 0.000800
Training Epoch: 39 [27648/45000]	Loss: 0.2200	LR: 0.000800
Training Epoch: 39 [27904/45000]	Loss: 0.2931	LR: 0.000800
Training Epoch: 39 [28160/45000]	Loss: 0.2952	LR: 0.000800
Training Epoch: 39 [28416/45000]	Loss: 0.2749	LR: 0.000800
Training Epoch: 39 [28672/45000]	Loss: 0.3504	LR: 0.000800
Training Epoch: 39 [28928/45000]	Loss: 0.2531	LR: 0.000800
Training Epoch: 39 [29184/45000]	Loss: 0.3358	LR: 0.000800
Training Epoch: 39 [29440/45000]	Loss: 0.3150	LR: 0.000800
Training Epoch: 39 [29696/45000]	Loss: 0.3727	LR: 0.000800
Training Epoch: 39 [29952/45000]	Loss: 0.2767	LR: 0.000800
Training Epoch: 39 [30208/45000]	Loss: 0.2563	LR: 0.000800
Training Epoch: 39 [30464/45000]	Loss: 0.2746	LR: 0.000800
Training Epoch: 39 [30720/45000]	Loss: 0.3625	LR: 0.000800
Training Epoch: 39 [30976/45000]	Loss: 0.3206	LR: 0.000800
Training Epoch: 39 [31232/45000]	Loss: 0.2802	LR: 0.000800
Training Epoch: 39 [31488/45000]	Loss: 0.2957	LR: 0.000800
Training Epoch: 39 [31744/45000]	Loss: 0.3355	LR: 0.000800
Training Epoch: 39 [32000/45000]	Loss: 0.3008	LR: 0.000800
Training Epoch: 39 [32256/45000]	Loss: 0.3466	LR: 0.000800
Training Epoch: 39 [32512/45000]	Loss: 0.3711	LR: 0.000800
Training Epoch: 39 [32768/45000]	Loss: 0.3090	LR: 0.000800
Training Epoch: 39 [33024/45000]	Loss: 0.3805	LR: 0.000800
Training Epoch: 39 [33280/45000]	Loss: 0.3850	LR: 0.000800
Training Epoch: 39 [33536/45000]	Loss: 0.2881	LR: 0.000800
Training Epoch: 39 [33792/45000]	Loss: 0.3031	LR: 0.000800
Training Epoch: 39 [34048/45000]	Loss: 0.2187	LR: 0.000800
Training Epoch: 39 [34304/45000]	Loss: 0.3149	LR: 0.000800
Training Epoch: 39 [34560/45000]	Loss: 0.2471	LR: 0.000800
Training Epoch: 39 [34816/45000]	Loss: 0.2535	LR: 0.000800
Training Epoch: 39 [35072/45000]	Loss: 0.3192	LR: 0.000800
Training Epoch: 39 [35328/45000]	Loss: 0.3033	LR: 0.000800
Training Epoch: 39 [35584/45000]	Loss: 0.2808	LR: 0.000800
Training Epoch: 39 [35840/45000]	Loss: 0.2226	LR: 0.000800
Training Epoch: 39 [36096/45000]	Loss: 0.2918	LR: 0.000800
Training Epoch: 39 [36352/45000]	Loss: 0.3202	LR: 0.000800
Training Epoch: 39 [36608/45000]	Loss: 0.3362	LR: 0.000800
Training Epoch: 39 [36864/45000]	Loss: 0.2697	LR: 0.000800
Training Epoch: 39 [37120/45000]	Loss: 0.2747	LR: 0.000800
Training Epoch: 39 [37376/45000]	Loss: 0.3190	LR: 0.000800
Training Epoch: 39 [37632/45000]	Loss: 0.2535	LR: 0.000800
Training Epoch: 39 [37888/45000]	Loss: 0.3446	LR: 0.000800
Training Epoch: 39 [38144/45000]	Loss: 0.2770	LR: 0.000800
Training Epoch: 39 [38400/45000]	Loss: 0.2824	LR: 0.000800
Training Epoch: 39 [38656/45000]	Loss: 0.2691	LR: 0.000800
Training Epoch: 39 [38912/45000]	Loss: 0.3392	LR: 0.000800
Training Epoch: 39 [39168/45000]	Loss: 0.3121	LR: 0.000800
Training Epoch: 39 [39424/45000]	Loss: 0.2901	LR: 0.000800
Training Epoch: 39 [39680/45000]	Loss: 0.3261	LR: 0.000800
Training Epoch: 39 [39936/45000]	Loss: 0.3075	LR: 0.000800
Training Epoch: 39 [40192/45000]	Loss: 0.2085	LR: 0.000800
Training Epoch: 39 [40448/45000]	Loss: 0.2694	LR: 0.000800
Training Epoch: 39 [40704/45000]	Loss: 0.2368	LR: 0.000800
Training Epoch: 39 [40960/45000]	Loss: 0.2906	LR: 0.000800
Training Epoch: 39 [41216/45000]	Loss: 0.2689	LR: 0.000800
Training Epoch: 39 [41472/45000]	Loss: 0.2820	LR: 0.000800
Training Epoch: 39 [41728/45000]	Loss: 0.2518	LR: 0.000800
Training Epoch: 39 [41984/45000]	Loss: 0.2436	LR: 0.000800
Training Epoch: 39 [42240/45000]	Loss: 0.3303	LR: 0.000800
Training Epoch: 39 [42496/45000]	Loss: 0.2430	LR: 0.000800
Training Epoch: 39 [42752/45000]	Loss: 0.2915	LR: 0.000800
Training Epoch: 39 [43008/45000]	Loss: 0.3684	LR: 0.000800
Training Epoch: 39 [43264/45000]	Loss: 0.2781	LR: 0.000800
Training Epoch: 39 [43520/45000]	Loss: 0.3366	LR: 0.000800
Training Epoch: 39 [43776/45000]	Loss: 0.2905	LR: 0.000800
Training Epoch: 39 [44032/45000]	Loss: 0.3099	LR: 0.000800
Training Epoch: 39 [44288/45000]	Loss: 0.3521	LR: 0.000800
Training Epoch: 39 [44544/45000]	Loss: 0.3001	LR: 0.000800
Training Epoch: 39 [44800/45000]	Loss: 0.2419	LR: 0.000800
Training Epoch: 39 [45000/45000]	Loss: 0.2671	LR: 0.000800
Epoch 39 - Average Train Loss: 0.2952, Train Accuracy: 0.9122
Epoch 39 training time consumed: 25.10s
Evaluating Network.....
Test set: Epoch: 39, Average loss: 0.0030, Accuracy: 0.7768, Time consumed:0.88s
Training Epoch: 40 [256/45000]	Loss: 0.3125	LR: 0.000800
Training Epoch: 40 [512/45000]	Loss: 0.3384	LR: 0.000800
Training Epoch: 40 [768/45000]	Loss: 0.3434	LR: 0.000800
Training Epoch: 40 [1024/45000]	Loss: 0.3029	LR: 0.000800
Training Epoch: 40 [1280/45000]	Loss: 0.3044	LR: 0.000800
Training Epoch: 40 [1536/45000]	Loss: 0.3050	LR: 0.000800
Training Epoch: 40 [1792/45000]	Loss: 0.2804	LR: 0.000800
Training Epoch: 40 [2048/45000]	Loss: 0.3323	LR: 0.000800
Training Epoch: 40 [2304/45000]	Loss: 0.2458	LR: 0.000800
Training Epoch: 40 [2560/45000]	Loss: 0.2293	LR: 0.000800
Training Epoch: 40 [2816/45000]	Loss: 0.2694	LR: 0.000800
Training Epoch: 40 [3072/45000]	Loss: 0.3264	LR: 0.000800
Training Epoch: 40 [3328/45000]	Loss: 0.2427	LR: 0.000800
Training Epoch: 40 [3584/45000]	Loss: 0.2503	LR: 0.000800
Training Epoch: 40 [3840/45000]	Loss: 0.2546	LR: 0.000800
Training Epoch: 40 [4096/45000]	Loss: 0.2467	LR: 0.000800
Training Epoch: 40 [4352/45000]	Loss: 0.2576	LR: 0.000800
Training Epoch: 40 [4608/45000]	Loss: 0.2751	LR: 0.000800
Training Epoch: 40 [4864/45000]	Loss: 0.3022	LR: 0.000800
Training Epoch: 40 [5120/45000]	Loss: 0.2943	LR: 0.000800
Training Epoch: 40 [5376/45000]	Loss: 0.3015	LR: 0.000800
Training Epoch: 40 [5632/45000]	Loss: 0.2907	LR: 0.000800
Training Epoch: 40 [5888/45000]	Loss: 0.3205	LR: 0.000800
Training Epoch: 40 [6144/45000]	Loss: 0.2198	LR: 0.000800
Training Epoch: 40 [6400/45000]	Loss: 0.2813	LR: 0.000800
Training Epoch: 40 [6656/45000]	Loss: 0.3438	LR: 0.000800
Training Epoch: 40 [6912/45000]	Loss: 0.2860	LR: 0.000800
Training Epoch: 40 [7168/45000]	Loss: 0.3117	LR: 0.000800
Training Epoch: 40 [7424/45000]	Loss: 0.3404	LR: 0.000800
Training Epoch: 40 [7680/45000]	Loss: 0.3332	LR: 0.000800
Training Epoch: 40 [7936/45000]	Loss: 0.3148	LR: 0.000800
Training Epoch: 40 [8192/45000]	Loss: 0.2667	LR: 0.000800
Training Epoch: 40 [8448/45000]	Loss: 0.2684	LR: 0.000800
Training Epoch: 40 [8704/45000]	Loss: 0.3130	LR: 0.000800
Training Epoch: 40 [8960/45000]	Loss: 0.2817	LR: 0.000800
Training Epoch: 40 [9216/45000]	Loss: 0.2878	LR: 0.000800
Training Epoch: 40 [9472/45000]	Loss: 0.3452	LR: 0.000800
Training Epoch: 40 [9728/45000]	Loss: 0.2663	LR: 0.000800
Training Epoch: 40 [9984/45000]	Loss: 0.2777	LR: 0.000800
Training Epoch: 40 [10240/45000]	Loss: 0.3160	LR: 0.000800
Training Epoch: 40 [10496/45000]	Loss: 0.3452	LR: 0.000800
Training Epoch: 40 [10752/45000]	Loss: 0.3161	LR: 0.000800
Training Epoch: 40 [11008/45000]	Loss: 0.2983	LR: 0.000800
Training Epoch: 40 [11264/45000]	Loss: 0.2891	LR: 0.000800
Training Epoch: 40 [11520/45000]	Loss: 0.2184	LR: 0.000800
Training Epoch: 40 [11776/45000]	Loss: 0.2560	LR: 0.000800
Training Epoch: 40 [12032/45000]	Loss: 0.3408	LR: 0.000800
Training Epoch: 40 [12288/45000]	Loss: 0.2920	LR: 0.000800
Training Epoch: 40 [12544/45000]	Loss: 0.3032	LR: 0.000800
Training Epoch: 40 [12800/45000]	Loss: 0.2973	LR: 0.000800
Training Epoch: 40 [13056/45000]	Loss: 0.3253	LR: 0.000800
Training Epoch: 40 [13312/45000]	Loss: 0.2526	LR: 0.000800
Training Epoch: 40 [13568/45000]	Loss: 0.2118	LR: 0.000800
Training Epoch: 40 [13824/45000]	Loss: 0.2592	LR: 0.000800
Training Epoch: 40 [14080/45000]	Loss: 0.2588	LR: 0.000800
Training Epoch: 40 [14336/45000]	Loss: 0.2770	LR: 0.000800
Training Epoch: 40 [14592/45000]	Loss: 0.2620	LR: 0.000800
Training Epoch: 40 [14848/45000]	Loss: 0.2843	LR: 0.000800
Training Epoch: 40 [15104/45000]	Loss: 0.2732	LR: 0.000800
Training Epoch: 40 [15360/45000]	Loss: 0.3359	LR: 0.000800
Training Epoch: 40 [15616/45000]	Loss: 0.3379	LR: 0.000800
Training Epoch: 40 [15872/45000]	Loss: 0.3417	LR: 0.000800
Training Epoch: 40 [16128/45000]	Loss: 0.2761	LR: 0.000800
Training Epoch: 40 [16384/45000]	Loss: 0.2622	LR: 0.000800
Training Epoch: 40 [16640/45000]	Loss: 0.3550	LR: 0.000800
Training Epoch: 40 [16896/45000]	Loss: 0.2802	LR: 0.000800
Training Epoch: 40 [17152/45000]	Loss: 0.2848	LR: 0.000800
Training Epoch: 40 [17408/45000]	Loss: 0.2846	LR: 0.000800
Training Epoch: 40 [17664/45000]	Loss: 0.3215	LR: 0.000800
Training Epoch: 40 [17920/45000]	Loss: 0.3490	LR: 0.000800
Training Epoch: 40 [18176/45000]	Loss: 0.2846	LR: 0.000800
Training Epoch: 40 [18432/45000]	Loss: 0.3055	LR: 0.000800
Training Epoch: 40 [18688/45000]	Loss: 0.3219	LR: 0.000800
Training Epoch: 40 [18944/45000]	Loss: 0.3608	LR: 0.000800
Training Epoch: 40 [19200/45000]	Loss: 0.2775	LR: 0.000800
Training Epoch: 40 [19456/45000]	Loss: 0.3247	LR: 0.000800
Training Epoch: 40 [19712/45000]	Loss: 0.2957	LR: 0.000800
Training Epoch: 40 [19968/45000]	Loss: 0.2884	LR: 0.000800
Training Epoch: 40 [20224/45000]	Loss: 0.2817	LR: 0.000800
Training Epoch: 40 [20480/45000]	Loss: 0.3706	LR: 0.000800
Training Epoch: 40 [20736/45000]	Loss: 0.2896	LR: 0.000800
Training Epoch: 40 [20992/45000]	Loss: 0.3403	LR: 0.000800
Training Epoch: 40 [21248/45000]	Loss: 0.2420	LR: 0.000800
Training Epoch: 40 [21504/45000]	Loss: 0.3520	LR: 0.000800
Training Epoch: 40 [21760/45000]	Loss: 0.2717	LR: 0.000800
Training Epoch: 40 [22016/45000]	Loss: 0.2805	LR: 0.000800
Training Epoch: 40 [22272/45000]	Loss: 0.2853	LR: 0.000800
Training Epoch: 40 [22528/45000]	Loss: 0.3041	LR: 0.000800
Training Epoch: 40 [22784/45000]	Loss: 0.2864	LR: 0.000800
Training Epoch: 40 [23040/45000]	Loss: 0.3323	LR: 0.000800
Training Epoch: 40 [23296/45000]	Loss: 0.2923	LR: 0.000800
Training Epoch: 40 [23552/45000]	Loss: 0.2818	LR: 0.000800
Training Epoch: 40 [23808/45000]	Loss: 0.3064	LR: 0.000800
Training Epoch: 40 [24064/45000]	Loss: 0.2837	LR: 0.000800
Training Epoch: 40 [24320/45000]	Loss: 0.2547	LR: 0.000800
Training Epoch: 40 [24576/45000]	Loss: 0.2675	LR: 0.000800
Training Epoch: 40 [24832/45000]	Loss: 0.2837	LR: 0.000800
Training Epoch: 40 [25088/45000]	Loss: 0.3019	LR: 0.000800
Training Epoch: 40 [25344/45000]	Loss: 0.3056	LR: 0.000800
Training Epoch: 40 [25600/45000]	Loss: 0.3302	LR: 0.000800
Training Epoch: 40 [25856/45000]	Loss: 0.3473	LR: 0.000800
Training Epoch: 40 [26112/45000]	Loss: 0.2831	LR: 0.000800
Training Epoch: 40 [26368/45000]	Loss: 0.2660	LR: 0.000800
Training Epoch: 40 [26624/45000]	Loss: 0.3074	LR: 0.000800
Training Epoch: 40 [26880/45000]	Loss: 0.3032	LR: 0.000800
Training Epoch: 40 [27136/45000]	Loss: 0.2606	LR: 0.000800
Training Epoch: 40 [27392/45000]	Loss: 0.2965	LR: 0.000800
Training Epoch: 40 [27648/45000]	Loss: 0.2825	LR: 0.000800
Training Epoch: 40 [27904/45000]	Loss: 0.2562	LR: 0.000800
Training Epoch: 40 [28160/45000]	Loss: 0.2132	LR: 0.000800
Training Epoch: 40 [28416/45000]	Loss: 0.3177	LR: 0.000800
Training Epoch: 40 [28672/45000]	Loss: 0.3085	LR: 0.000800
Training Epoch: 40 [28928/45000]	Loss: 0.2595	LR: 0.000800
Training Epoch: 40 [29184/45000]	Loss: 0.3072	LR: 0.000800
Training Epoch: 40 [29440/45000]	Loss: 0.3396	LR: 0.000800
Training Epoch: 40 [29696/45000]	Loss: 0.3226	LR: 0.000800
Training Epoch: 40 [29952/45000]	Loss: 0.2320	LR: 0.000800
Training Epoch: 40 [30208/45000]	Loss: 0.2731	LR: 0.000800
Training Epoch: 40 [30464/45000]	Loss: 0.3270	LR: 0.000800
Training Epoch: 40 [30720/45000]	Loss: 0.2078	LR: 0.000800
Training Epoch: 40 [30976/45000]	Loss: 0.2821	LR: 0.000800
Training Epoch: 40 [31232/45000]	Loss: 0.2822	LR: 0.000800
Training Epoch: 40 [31488/45000]	Loss: 0.2980	LR: 0.000800
Training Epoch: 40 [31744/45000]	Loss: 0.3392	LR: 0.000800
Training Epoch: 40 [32000/45000]	Loss: 0.2627	LR: 0.000800
Training Epoch: 40 [32256/45000]	Loss: 0.2323	LR: 0.000800
Training Epoch: 40 [32512/45000]	Loss: 0.2304	LR: 0.000800
Training Epoch: 40 [32768/45000]	Loss: 0.2988	LR: 0.000800
Training Epoch: 40 [33024/45000]	Loss: 0.2644	LR: 0.000800
Training Epoch: 40 [33280/45000]	Loss: 0.2556	LR: 0.000800
Training Epoch: 40 [33536/45000]	Loss: 0.3355	LR: 0.000800
Training Epoch: 40 [33792/45000]	Loss: 0.2532	LR: 0.000800
Training Epoch: 40 [34048/45000]	Loss: 0.2027	LR: 0.000800
Training Epoch: 40 [34304/45000]	Loss: 0.3521	LR: 0.000800
Training Epoch: 40 [34560/45000]	Loss: 0.3043	LR: 0.000800
Training Epoch: 40 [34816/45000]	Loss: 0.2744	LR: 0.000800
Training Epoch: 40 [35072/45000]	Loss: 0.2904	LR: 0.000800
Training Epoch: 40 [35328/45000]	Loss: 0.3064	LR: 0.000800
Training Epoch: 40 [35584/45000]	Loss: 0.2948	LR: 0.000800
Training Epoch: 40 [35840/45000]	Loss: 0.2874	LR: 0.000800
Training Epoch: 40 [36096/45000]	Loss: 0.3047	LR: 0.000800
Training Epoch: 40 [36352/45000]	Loss: 0.3185	LR: 0.000800
Training Epoch: 40 [36608/45000]	Loss: 0.2924	LR: 0.000800
Training Epoch: 40 [36864/45000]	Loss: 0.2279	LR: 0.000800
Training Epoch: 40 [37120/45000]	Loss: 0.3101	LR: 0.000800
Training Epoch: 40 [37376/45000]	Loss: 0.2438	LR: 0.000800
Training Epoch: 40 [37632/45000]	Loss: 0.3138	LR: 0.000800
Training Epoch: 40 [37888/45000]	Loss: 0.2965	LR: 0.000800
Training Epoch: 40 [38144/45000]	Loss: 0.2888	LR: 0.000800
Training Epoch: 40 [38400/45000]	Loss: 0.3888	LR: 0.000800
Training Epoch: 40 [38656/45000]	Loss: 0.2970	LR: 0.000800
Training Epoch: 40 [38912/45000]	Loss: 0.3212	LR: 0.000800
Training Epoch: 40 [39168/45000]	Loss: 0.2587	LR: 0.000800
Training Epoch: 40 [39424/45000]	Loss: 0.3030	LR: 0.000800
Training Epoch: 40 [39680/45000]	Loss: 0.3538	LR: 0.000800
Training Epoch: 40 [39936/45000]	Loss: 0.3201	LR: 0.000800
Training Epoch: 40 [40192/45000]	Loss: 0.4126	LR: 0.000800
Training Epoch: 40 [40448/45000]	Loss: 0.2994	LR: 0.000800
Training Epoch: 40 [40704/45000]	Loss: 0.3045	LR: 0.000800
Training Epoch: 40 [40960/45000]	Loss: 0.2342	LR: 0.000800
Training Epoch: 40 [41216/45000]	Loss: 0.2564	LR: 0.000800
Training Epoch: 40 [41472/45000]	Loss: 0.2732	LR: 0.000800
Training Epoch: 40 [41728/45000]	Loss: 0.2633	LR: 0.000800
Training Epoch: 40 [41984/45000]	Loss: 0.3424	LR: 0.000800
Training Epoch: 40 [42240/45000]	Loss: 0.2502	LR: 0.000800
Training Epoch: 40 [42496/45000]	Loss: 0.2775	LR: 0.000800
Training Epoch: 40 [42752/45000]	Loss: 0.2533	LR: 0.000800
Training Epoch: 40 [43008/45000]	Loss: 0.2867	LR: 0.000800
Training Epoch: 40 [43264/45000]	Loss: 0.3447	LR: 0.000800
Training Epoch: 40 [43520/45000]	Loss: 0.3129	LR: 0.000800
Training Epoch: 40 [43776/45000]	Loss: 0.3219	LR: 0.000800
Training Epoch: 40 [44032/45000]	Loss: 0.3093	LR: 0.000800
Training Epoch: 40 [44288/45000]	Loss: 0.2984	LR: 0.000800
Training Epoch: 40 [44544/45000]	Loss: 0.3139	LR: 0.000800
Training Epoch: 40 [44800/45000]	Loss: 0.2085	LR: 0.000800
Training Epoch: 40 [45000/45000]	Loss: 0.3820	LR: 0.000800
Epoch 40 - Average Train Loss: 0.2932, Train Accuracy: 0.9131
Epoch 40 training time consumed: 24.79s
Evaluating Network.....
Test set: Epoch: 40, Average loss: 0.0031, Accuracy: 0.7772, Time consumed:0.87s
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: 77.65625
Retain Accuracy: 91.9768295288086
Zero-Retain Forget (ZRF): 0.9151615500450134
Membership Inference Attack (MIA): 0.4994
Forget vs Retain Membership Inference Attack (MIA): 0.5485
Forget vs Test Membership Inference Attack (MIA): 0.5395
Test vs Retain Membership Inference Attack (MIA): 0.48475
Train vs Test Membership Inference Attack (MIA): 0.5565
Forget Set Accuracy (Df): 76.41658782958984
Method Execution Time: 1527.49 seconds
