
📌 S Retain class distribution for seed 3:
Class 0: 450
Class 1: 450
Class 2: 450
Class 3: 450
Class 4: 450
Class 5: 450
Class 6: 450
Class 7: 450
Class 8: 450
Class 9: 450
Class 10: 450
Class 11: 450
Class 12: 450
Class 13: 450
Class 14: 450
Class 15: 450
Class 16: 450
Class 17: 450
Class 18: 450
Class 19: 450
Class 20: 450
Class 21: 450
Class 22: 450
Class 23: 450
Class 24: 450
Class 25: 450
Class 26: 450
Class 27: 450
Class 28: 450
Class 29: 450
Class 30: 450
Class 31: 450
Class 32: 450
Class 33: 450
Class 34: 450
Class 35: 450
Class 36: 450
Class 37: 450
Class 38: 450
Class 39: 450
Class 40: 450
Class 41: 450
Class 42: 450
Class 43: 450
Class 44: 450
Class 45: 450
Class 46: 450
Class 47: 450
Class 48: 450
Class 49: 450
Class 50: 450
Class 51: 450
Class 52: 450
Class 53: 450
Class 54: 450
Class 55: 450
Class 56: 450
Class 57: 450
Class 58: 450
Class 59: 450
Class 60: 450
Class 61: 450
Class 62: 450
Class 63: 450
Class 64: 450
Class 65: 450
Class 66: 450
Class 67: 450
Class 68: 450
Class 69: 450
Class 70: 450
Class 71: 450
Class 72: 450
Class 73: 450
Class 74: 450
Class 75: 450
Class 76: 450
Class 77: 450
Class 78: 450
Class 79: 450
Class 80: 450
Class 81: 450
Class 82: 450
Class 83: 450
Class 84: 450
Class 85: 450
Class 86: 450
Class 87: 450
Class 88: 450
Class 89: 450
Class 90: 450
Class 91: 450
Class 92: 450
Class 93: 450
Class 94: 450
Class 95: 450
Class 96: 450
Class 97: 450
Class 98: 450
Class 99: 450

📌 S Forget class distribution for seed 3:
Class 0: 50
Class 1: 50
Class 2: 50
Class 3: 50
Class 4: 50
Class 5: 50
Class 6: 50
Class 7: 50
Class 8: 50
Class 9: 50
Class 10: 50
Class 11: 50
Class 12: 50
Class 13: 50
Class 14: 50
Class 15: 50
Class 16: 50
Class 17: 50
Class 18: 50
Class 19: 50
Class 20: 50
Class 21: 50
Class 22: 50
Class 23: 50
Class 24: 50
Class 25: 50
Class 26: 50
Class 27: 50
Class 28: 50
Class 29: 50
Class 30: 50
Class 31: 50
Class 32: 50
Class 33: 50
Class 34: 50
Class 35: 50
Class 36: 50
Class 37: 50
Class 38: 50
Class 39: 50
Class 40: 50
Class 41: 50
Class 42: 50
Class 43: 50
Class 44: 50
Class 45: 50
Class 46: 50
Class 47: 50
Class 48: 50
Class 49: 50
Class 50: 50
Class 51: 50
Class 52: 50
Class 53: 50
Class 54: 50
Class 55: 50
Class 56: 50
Class 57: 50
Class 58: 50
Class 59: 50
Class 60: 50
Class 61: 50
Class 62: 50
Class 63: 50
Class 64: 50
Class 65: 50
Class 66: 50
Class 67: 50
Class 68: 50
Class 69: 50
Class 70: 50
Class 71: 50
Class 72: 50
Class 73: 50
Class 74: 50
Class 75: 50
Class 76: 50
Class 77: 50
Class 78: 50
Class 79: 50
Class 80: 50
Class 81: 50
Class 82: 50
Class 83: 50
Class 84: 50
Class 85: 50
Class 86: 50
Class 87: 50
Class 88: 50
Class 89: 50
Class 90: 50
Class 91: 50
Class 92: 50
Class 93: 50
Class 94: 50
Class 95: 50
Class 96: 50
Class 97: 50
Class 98: 50
Class 99: 50
⚠️ Warning: Retain train loader may not be shuffled.
Training Epoch: 1 [256/45000]	Loss: 3.0165	LR: 0.000000
Training Epoch: 1 [512/45000]	Loss: 3.0252	LR: 0.000568
Training Epoch: 1 [768/45000]	Loss: 2.9978	LR: 0.001136
Training Epoch: 1 [1024/45000]	Loss: 3.0107	LR: 0.001705
Training Epoch: 1 [1280/45000]	Loss: 3.0186	LR: 0.002273
Training Epoch: 1 [1536/45000]	Loss: 2.9904	LR: 0.002841
Training Epoch: 1 [1792/45000]	Loss: 2.9818	LR: 0.003409
Training Epoch: 1 [2048/45000]	Loss: 2.9900	LR: 0.003977
Training Epoch: 1 [2304/45000]	Loss: 2.9755	LR: 0.004545
Training Epoch: 1 [2560/45000]	Loss: 2.9386	LR: 0.005114
Training Epoch: 1 [2816/45000]	Loss: 2.9202	LR: 0.005682
Training Epoch: 1 [3072/45000]	Loss: 2.9001	LR: 0.006250
Training Epoch: 1 [3328/45000]	Loss: 2.8523	LR: 0.006818
Training Epoch: 1 [3584/45000]	Loss: 2.8744	LR: 0.007386
Training Epoch: 1 [3840/45000]	Loss: 2.8588	LR: 0.007955
Training Epoch: 1 [4096/45000]	Loss: 2.8507	LR: 0.008523
Training Epoch: 1 [4352/45000]	Loss: 2.8100	LR: 0.009091
Training Epoch: 1 [4608/45000]	Loss: 2.8431	LR: 0.009659
Training Epoch: 1 [4864/45000]	Loss: 2.7815	LR: 0.010227
Training Epoch: 1 [5120/45000]	Loss: 2.8064	LR: 0.010795
Training Epoch: 1 [5376/45000]	Loss: 2.8656	LR: 0.011364
Training Epoch: 1 [5632/45000]	Loss: 2.8236	LR: 0.011932
Training Epoch: 1 [5888/45000]	Loss: 2.7512	LR: 0.012500
Training Epoch: 1 [6144/45000]	Loss: 2.7388	LR: 0.013068
Training Epoch: 1 [6400/45000]	Loss: 2.7600	LR: 0.013636
Training Epoch: 1 [6656/45000]	Loss: 2.7567	LR: 0.014205
Training Epoch: 1 [6912/45000]	Loss: 2.7943	LR: 0.014773
Training Epoch: 1 [7168/45000]	Loss: 2.7302	LR: 0.015341
Training Epoch: 1 [7424/45000]	Loss: 2.7169	LR: 0.015909
Training Epoch: 1 [7680/45000]	Loss: 2.6935	LR: 0.016477
Training Epoch: 1 [7936/45000]	Loss: 2.6917	LR: 0.017045
Training Epoch: 1 [8192/45000]	Loss: 2.6470	LR: 0.017614
Training Epoch: 1 [8448/45000]	Loss: 2.7114	LR: 0.018182
Training Epoch: 1 [8704/45000]	Loss: 2.7173	LR: 0.018750
Training Epoch: 1 [8960/45000]	Loss: 2.6769	LR: 0.019318
Training Epoch: 1 [9216/45000]	Loss: 2.6114	LR: 0.019886
Training Epoch: 1 [9472/45000]	Loss: 2.7053	LR: 0.020455
Training Epoch: 1 [9728/45000]	Loss: 2.6917	LR: 0.021023
Training Epoch: 1 [9984/45000]	Loss: 2.6605	LR: 0.021591
Training Epoch: 1 [10240/45000]	Loss: 2.6196	LR: 0.022159
Training Epoch: 1 [10496/45000]	Loss: 2.6201	LR: 0.022727
Training Epoch: 1 [10752/45000]	Loss: 2.6122	LR: 0.023295
Training Epoch: 1 [11008/45000]	Loss: 2.5237	LR: 0.023864
Training Epoch: 1 [11264/45000]	Loss: 2.6344	LR: 0.024432
Training Epoch: 1 [11520/45000]	Loss: 2.4947	LR: 0.025000
Training Epoch: 1 [11776/45000]	Loss: 2.7038	LR: 0.025568
Training Epoch: 1 [12032/45000]	Loss: 2.5652	LR: 0.026136
Training Epoch: 1 [12288/45000]	Loss: 2.4341	LR: 0.026705
Training Epoch: 1 [12544/45000]	Loss: 2.6120	LR: 0.027273
Training Epoch: 1 [12800/45000]	Loss: 2.5695	LR: 0.027841
Training Epoch: 1 [13056/45000]	Loss: 2.5658	LR: 0.028409
Training Epoch: 1 [13312/45000]	Loss: 2.5446	LR: 0.028977
Training Epoch: 1 [13568/45000]	Loss: 2.5189	LR: 0.029545
Training Epoch: 1 [13824/45000]	Loss: 2.5476	LR: 0.030114
Training Epoch: 1 [14080/45000]	Loss: 2.5915	LR: 0.030682
Training Epoch: 1 [14336/45000]	Loss: 2.5233	LR: 0.031250
Training Epoch: 1 [14592/45000]	Loss: 2.6170	LR: 0.031818
Training Epoch: 1 [14848/45000]	Loss: 2.5177	LR: 0.032386
Training Epoch: 1 [15104/45000]	Loss: 2.5800	LR: 0.032955
Training Epoch: 1 [15360/45000]	Loss: 2.5098	LR: 0.033523
Training Epoch: 1 [15616/45000]	Loss: 2.5182	LR: 0.034091
Training Epoch: 1 [15872/45000]	Loss: 2.4885	LR: 0.034659
Training Epoch: 1 [16128/45000]	Loss: 2.5177	LR: 0.035227
Training Epoch: 1 [16384/45000]	Loss: 2.5094	LR: 0.035795
Training Epoch: 1 [16640/45000]	Loss: 2.6517	LR: 0.036364
Training Epoch: 1 [16896/45000]	Loss: 2.5349	LR: 0.036932
Training Epoch: 1 [17152/45000]	Loss: 2.4889	LR: 0.037500
Training Epoch: 1 [17408/45000]	Loss: 2.4484	LR: 0.038068
Training Epoch: 1 [17664/45000]	Loss: 2.4647	LR: 0.038636
Training Epoch: 1 [17920/45000]	Loss: 2.4674	LR: 0.039205
Training Epoch: 1 [18176/45000]	Loss: 2.4812	LR: 0.039773
Training Epoch: 1 [18432/45000]	Loss: 2.4027	LR: 0.040341
Training Epoch: 1 [18688/45000]	Loss: 2.4852	LR: 0.040909
Training Epoch: 1 [18944/45000]	Loss: 2.5457	LR: 0.041477
Training Epoch: 1 [19200/45000]	Loss: 2.4831	LR: 0.042045
Training Epoch: 1 [19456/45000]	Loss: 2.4830	LR: 0.042614
Training Epoch: 1 [19712/45000]	Loss: 2.4047	LR: 0.043182
Training Epoch: 1 [19968/45000]	Loss: 2.3835	LR: 0.043750
Training Epoch: 1 [20224/45000]	Loss: 2.5252	LR: 0.044318
Training Epoch: 1 [20480/45000]	Loss: 2.4481	LR: 0.044886
Training Epoch: 1 [20736/45000]	Loss: 2.4251	LR: 0.045455
Training Epoch: 1 [20992/45000]	Loss: 2.4658	LR: 0.046023
Training Epoch: 1 [21248/45000]	Loss: 2.4643	LR: 0.046591
Training Epoch: 1 [21504/45000]	Loss: 2.5726	LR: 0.047159
Training Epoch: 1 [21760/45000]	Loss: 2.4062	LR: 0.047727
Training Epoch: 1 [22016/45000]	Loss: 2.5117	LR: 0.048295
Training Epoch: 1 [22272/45000]	Loss: 2.5786	LR: 0.048864
Training Epoch: 1 [22528/45000]	Loss: 2.5062	LR: 0.049432
Training Epoch: 1 [22784/45000]	Loss: 2.5211	LR: 0.050000
Training Epoch: 1 [23040/45000]	Loss: 2.4551	LR: 0.050568
Training Epoch: 1 [23296/45000]	Loss: 2.4443	LR: 0.051136
Training Epoch: 1 [23552/45000]	Loss: 2.4486	LR: 0.051705
Training Epoch: 1 [23808/45000]	Loss: 2.3876	LR: 0.052273
Training Epoch: 1 [24064/45000]	Loss: 2.4350	LR: 0.052841
Training Epoch: 1 [24320/45000]	Loss: 2.5082	LR: 0.053409
Training Epoch: 1 [24576/45000]	Loss: 2.5424	LR: 0.053977
Training Epoch: 1 [24832/45000]	Loss: 2.5203	LR: 0.054545
Training Epoch: 1 [25088/45000]	Loss: 2.4873	LR: 0.055114
Training Epoch: 1 [25344/45000]	Loss: 2.4340	LR: 0.055682
Training Epoch: 1 [25600/45000]	Loss: 2.4007	LR: 0.056250
Training Epoch: 1 [25856/45000]	Loss: 2.4530	LR: 0.056818
Training Epoch: 1 [26112/45000]	Loss: 2.4436	LR: 0.057386
Training Epoch: 1 [26368/45000]	Loss: 2.4511	LR: 0.057955
Training Epoch: 1 [26624/45000]	Loss: 2.5586	LR: 0.058523
Training Epoch: 1 [26880/45000]	Loss: 2.4383	LR: 0.059091
Training Epoch: 1 [27136/45000]	Loss: 2.4686	LR: 0.059659
Training Epoch: 1 [27392/45000]	Loss: 2.4955	LR: 0.060227
Training Epoch: 1 [27648/45000]	Loss: 2.4493	LR: 0.060795
Training Epoch: 1 [27904/45000]	Loss: 2.5140	LR: 0.061364
Training Epoch: 1 [28160/45000]	Loss: 2.3914	LR: 0.061932
Training Epoch: 1 [28416/45000]	Loss: 2.3542	LR: 0.062500
Training Epoch: 1 [28672/45000]	Loss: 2.3899	LR: 0.063068
Training Epoch: 1 [28928/45000]	Loss: 2.3710	LR: 0.063636
Training Epoch: 1 [29184/45000]	Loss: 2.3936	LR: 0.064205
Training Epoch: 1 [29440/45000]	Loss: 2.4908	LR: 0.064773
Training Epoch: 1 [29696/45000]	Loss: 2.3573	LR: 0.065341
Training Epoch: 1 [29952/45000]	Loss: 2.5412	LR: 0.065909
Training Epoch: 1 [30208/45000]	Loss: 2.3711	LR: 0.066477
Training Epoch: 1 [30464/45000]	Loss: 2.4132	LR: 0.067045
Training Epoch: 1 [30720/45000]	Loss: 2.4912	LR: 0.067614
Training Epoch: 1 [30976/45000]	Loss: 2.3221	LR: 0.068182
Training Epoch: 1 [31232/45000]	Loss: 2.4016	LR: 0.068750
Training Epoch: 1 [31488/45000]	Loss: 2.4940	LR: 0.069318
Training Epoch: 1 [31744/45000]	Loss: 2.4966	LR: 0.069886
Training Epoch: 1 [32000/45000]	Loss: 2.2715	LR: 0.070455
Training Epoch: 1 [32256/45000]	Loss: 2.2436	LR: 0.071023
Training Epoch: 1 [32512/45000]	Loss: 2.3937	LR: 0.071591
Training Epoch: 1 [32768/45000]	Loss: 2.3456	LR: 0.072159
Training Epoch: 1 [33024/45000]	Loss: 2.3618	LR: 0.072727
Training Epoch: 1 [33280/45000]	Loss: 2.3820	LR: 0.073295
Training Epoch: 1 [33536/45000]	Loss: 2.4558	LR: 0.073864
Training Epoch: 1 [33792/45000]	Loss: 2.3467	LR: 0.074432
Training Epoch: 1 [34048/45000]	Loss: 2.3898	LR: 0.075000
Training Epoch: 1 [34304/45000]	Loss: 2.4550	LR: 0.075568
Training Epoch: 1 [34560/45000]	Loss: 2.3002	LR: 0.076136
Training Epoch: 1 [34816/45000]	Loss: 2.4173	LR: 0.076705
Training Epoch: 1 [35072/45000]	Loss: 2.3292	LR: 0.077273
Training Epoch: 1 [35328/45000]	Loss: 2.2915	LR: 0.077841
Training Epoch: 1 [35584/45000]	Loss: 2.4686	LR: 0.078409
Training Epoch: 1 [35840/45000]	Loss: 2.4275	LR: 0.078977
Training Epoch: 1 [36096/45000]	Loss: 2.3062	LR: 0.079545
Training Epoch: 1 [36352/45000]	Loss: 2.5034	LR: 0.080114
Training Epoch: 1 [36608/45000]	Loss: 2.4432	LR: 0.080682
Training Epoch: 1 [36864/45000]	Loss: 2.4351	LR: 0.081250
Training Epoch: 1 [37120/45000]	Loss: 2.4304	LR: 0.081818
Training Epoch: 1 [37376/45000]	Loss: 2.4589	LR: 0.082386
Training Epoch: 1 [37632/45000]	Loss: 2.3005	LR: 0.082955
Training Epoch: 1 [37888/45000]	Loss: 2.4192	LR: 0.083523
Training Epoch: 1 [38144/45000]	Loss: 2.3225	LR: 0.084091
Training Epoch: 1 [38400/45000]	Loss: 2.2609	LR: 0.084659
Training Epoch: 1 [38656/45000]	Loss: 2.3742	LR: 0.085227
Training Epoch: 1 [38912/45000]	Loss: 2.4580	LR: 0.085795
Training Epoch: 1 [39168/45000]	Loss: 2.4645	LR: 0.086364
Training Epoch: 1 [39424/45000]	Loss: 2.3874	LR: 0.086932
Training Epoch: 1 [39680/45000]	Loss: 2.3801	LR: 0.087500
Training Epoch: 1 [39936/45000]	Loss: 2.3850	LR: 0.088068
Training Epoch: 1 [40192/45000]	Loss: 2.2850	LR: 0.088636
Training Epoch: 1 [40448/45000]	Loss: 2.2026	LR: 0.089205
Training Epoch: 1 [40704/45000]	Loss: 2.3052	LR: 0.089773
Training Epoch: 1 [40960/45000]	Loss: 2.3607	LR: 0.090341
Training Epoch: 1 [41216/45000]	Loss: 2.3759	LR: 0.090909
Training Epoch: 1 [41472/45000]	Loss: 2.2947	LR: 0.091477
Training Epoch: 1 [41728/45000]	Loss: 2.2843	LR: 0.092045
Training Epoch: 1 [41984/45000]	Loss: 2.2091	LR: 0.092614
Training Epoch: 1 [42240/45000]	Loss: 2.2711	LR: 0.093182
Training Epoch: 1 [42496/45000]	Loss: 2.3223	LR: 0.093750
Training Epoch: 1 [42752/45000]	Loss: 2.4392	LR: 0.094318
Training Epoch: 1 [43008/45000]	Loss: 2.3125	LR: 0.094886
Training Epoch: 1 [43264/45000]	Loss: 2.2385	LR: 0.095455
Training Epoch: 1 [43520/45000]	Loss: 2.2230	LR: 0.096023
Training Epoch: 1 [43776/45000]	Loss: 2.3678	LR: 0.096591
Training Epoch: 1 [44032/45000]	Loss: 2.1593	LR: 0.097159
Training Epoch: 1 [44288/45000]	Loss: 2.3214	LR: 0.097727
Training Epoch: 1 [44544/45000]	Loss: 2.4115	LR: 0.098295
Training Epoch: 1 [44800/45000]	Loss: 2.3642	LR: 0.098864
Training Epoch: 1 [45000/45000]	Loss: 2.1854	LR: 0.099432
Epoch 1 - Average Train Loss: 2.5233, Train Accuracy: 0.2206
Epoch 1 training time consumed: 25.11s
Evaluating Network.....
Test set: Epoch: 1, Average loss: 0.0110, Accuracy: 0.2291, Time consumed:1.00s
Saving weights file to checkpoint/retrain/AllCNN/Monday_14_July_2025_00h_48m_07s/AllCNN-Cifar20-seed3-ret100-1-best.pth
Training Epoch: 2 [256/45000]	Loss: 2.3655	LR: 0.100000
Training Epoch: 2 [512/45000]	Loss: 2.2999	LR: 0.100000
Training Epoch: 2 [768/45000]	Loss: 2.3951	LR: 0.100000
Training Epoch: 2 [1024/45000]	Loss: 2.3494	LR: 0.100000
Training Epoch: 2 [1280/45000]	Loss: 2.2438	LR: 0.100000
Training Epoch: 2 [1536/45000]	Loss: 2.2720	LR: 0.100000
Training Epoch: 2 [1792/45000]	Loss: 2.1991	LR: 0.100000
Training Epoch: 2 [2048/45000]	Loss: 2.2618	LR: 0.100000
Training Epoch: 2 [2304/45000]	Loss: 2.3409	LR: 0.100000
Training Epoch: 2 [2560/45000]	Loss: 2.1758	LR: 0.100000
Training Epoch: 2 [2816/45000]	Loss: 2.3062	LR: 0.100000
Training Epoch: 2 [3072/45000]	Loss: 2.2350	LR: 0.100000
Training Epoch: 2 [3328/45000]	Loss: 2.3993	LR: 0.100000
Training Epoch: 2 [3584/45000]	Loss: 2.2923	LR: 0.100000
Training Epoch: 2 [3840/45000]	Loss: 2.2088	LR: 0.100000
Training Epoch: 2 [4096/45000]	Loss: 2.3825	LR: 0.100000
Training Epoch: 2 [4352/45000]	Loss: 2.1526	LR: 0.100000
Training Epoch: 2 [4608/45000]	Loss: 2.1305	LR: 0.100000
Training Epoch: 2 [4864/45000]	Loss: 2.2297	LR: 0.100000
Training Epoch: 2 [5120/45000]	Loss: 2.1494	LR: 0.100000
Training Epoch: 2 [5376/45000]	Loss: 2.2547	LR: 0.100000
Training Epoch: 2 [5632/45000]	Loss: 2.2065	LR: 0.100000
Training Epoch: 2 [5888/45000]	Loss: 2.3038	LR: 0.100000
Training Epoch: 2 [6144/45000]	Loss: 2.2128	LR: 0.100000
Training Epoch: 2 [6400/45000]	Loss: 2.1191	LR: 0.100000
Training Epoch: 2 [6656/45000]	Loss: 2.2338	LR: 0.100000
Training Epoch: 2 [6912/45000]	Loss: 2.4845	LR: 0.100000
Training Epoch: 2 [7168/45000]	Loss: 2.1867	LR: 0.100000
Training Epoch: 2 [7424/45000]	Loss: 2.1070	LR: 0.100000
Training Epoch: 2 [7680/45000]	Loss: 2.3263	LR: 0.100000
Training Epoch: 2 [7936/45000]	Loss: 2.3388	LR: 0.100000
Training Epoch: 2 [8192/45000]	Loss: 2.3264	LR: 0.100000
Training Epoch: 2 [8448/45000]	Loss: 2.2984	LR: 0.100000
Training Epoch: 2 [8704/45000]	Loss: 2.2514	LR: 0.100000
Training Epoch: 2 [8960/45000]	Loss: 2.2139	LR: 0.100000
Training Epoch: 2 [9216/45000]	Loss: 2.4180	LR: 0.100000
Training Epoch: 2 [9472/45000]	Loss: 2.3242	LR: 0.100000
Training Epoch: 2 [9728/45000]	Loss: 2.2490	LR: 0.100000
Training Epoch: 2 [9984/45000]	Loss: 2.2033	LR: 0.100000
Training Epoch: 2 [10240/45000]	Loss: 2.1866	LR: 0.100000
Training Epoch: 2 [10496/45000]	Loss: 2.2982	LR: 0.100000
Training Epoch: 2 [10752/45000]	Loss: 2.2963	LR: 0.100000
Training Epoch: 2 [11008/45000]	Loss: 2.2451	LR: 0.100000
Training Epoch: 2 [11264/45000]	Loss: 2.3620	LR: 0.100000
Training Epoch: 2 [11520/45000]	Loss: 2.1878	LR: 0.100000
Training Epoch: 2 [11776/45000]	Loss: 2.2276	LR: 0.100000
Training Epoch: 2 [12032/45000]	Loss: 2.1974	LR: 0.100000
Training Epoch: 2 [12288/45000]	Loss: 2.3348	LR: 0.100000
Training Epoch: 2 [12544/45000]	Loss: 2.2845	LR: 0.100000
Training Epoch: 2 [12800/45000]	Loss: 2.1587	LR: 0.100000
Training Epoch: 2 [13056/45000]	Loss: 2.0993	LR: 0.100000
Training Epoch: 2 [13312/45000]	Loss: 2.2285	LR: 0.100000
Training Epoch: 2 [13568/45000]	Loss: 2.2613	LR: 0.100000
Training Epoch: 2 [13824/45000]	Loss: 2.1763	LR: 0.100000
Training Epoch: 2 [14080/45000]	Loss: 2.1097	LR: 0.100000
Training Epoch: 2 [14336/45000]	Loss: 2.2232	LR: 0.100000
Training Epoch: 2 [14592/45000]	Loss: 2.2508	LR: 0.100000
Training Epoch: 2 [14848/45000]	Loss: 2.1583	LR: 0.100000
Training Epoch: 2 [15104/45000]	Loss: 2.2334	LR: 0.100000
Training Epoch: 2 [15360/45000]	Loss: 2.1954	LR: 0.100000
Training Epoch: 2 [15616/45000]	Loss: 2.2502	LR: 0.100000
Training Epoch: 2 [15872/45000]	Loss: 2.2160	LR: 0.100000
Training Epoch: 2 [16128/45000]	Loss: 2.2683	LR: 0.100000
Training Epoch: 2 [16384/45000]	Loss: 2.2661	LR: 0.100000
Training Epoch: 2 [16640/45000]	Loss: 2.2656	LR: 0.100000
Training Epoch: 2 [16896/45000]	Loss: 2.2455	LR: 0.100000
Training Epoch: 2 [17152/45000]	Loss: 2.2556	LR: 0.100000
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Training Epoch: 2 [19456/45000]	Loss: 2.2559	LR: 0.100000
Training Epoch: 2 [19712/45000]	Loss: 2.2177	LR: 0.100000
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Training Epoch: 2 [37376/45000]	Loss: 2.0068	LR: 0.100000
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Training Epoch: 2 [38144/45000]	Loss: 1.9708	LR: 0.100000
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Training Epoch: 2 [38656/45000]	Loss: 2.2195	LR: 0.100000
Training Epoch: 2 [38912/45000]	Loss: 2.0841	LR: 0.100000
Training Epoch: 2 [39168/45000]	Loss: 1.9829	LR: 0.100000
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Training Epoch: 2 [39680/45000]	Loss: 2.0362	LR: 0.100000
Training Epoch: 2 [39936/45000]	Loss: 1.8865	LR: 0.100000
Training Epoch: 2 [40192/45000]	Loss: 2.0916	LR: 0.100000
Training Epoch: 2 [40448/45000]	Loss: 2.0491	LR: 0.100000
Training Epoch: 2 [40704/45000]	Loss: 2.0365	LR: 0.100000
Training Epoch: 2 [40960/45000]	Loss: 2.1233	LR: 0.100000
Training Epoch: 2 [41216/45000]	Loss: 2.0495	LR: 0.100000
Training Epoch: 2 [41472/45000]	Loss: 2.0815	LR: 0.100000
Training Epoch: 2 [41728/45000]	Loss: 2.0288	LR: 0.100000
Training Epoch: 2 [41984/45000]	Loss: 1.9135	LR: 0.100000
Training Epoch: 2 [42240/45000]	Loss: 2.1191	LR: 0.100000
Training Epoch: 2 [42496/45000]	Loss: 1.9169	LR: 0.100000
Training Epoch: 2 [42752/45000]	Loss: 1.9889	LR: 0.100000
Training Epoch: 2 [43008/45000]	Loss: 1.9916	LR: 0.100000
Training Epoch: 2 [43264/45000]	Loss: 2.0595	LR: 0.100000
Training Epoch: 2 [43520/45000]	Loss: 2.1284	LR: 0.100000
Training Epoch: 2 [43776/45000]	Loss: 1.9582	LR: 0.100000
Training Epoch: 2 [44032/45000]	Loss: 1.9260	LR: 0.100000
Training Epoch: 2 [44288/45000]	Loss: 2.1684	LR: 0.100000
Training Epoch: 2 [44544/45000]	Loss: 2.0062	LR: 0.100000
Training Epoch: 2 [44800/45000]	Loss: 1.9669	LR: 0.100000
Training Epoch: 2 [45000/45000]	Loss: 2.2557	LR: 0.100000
Epoch 2 - Average Train Loss: 2.1639, Train Accuracy: 0.3271
Epoch 2 training time consumed: 24.62s
Evaluating Network.....
Test set: Epoch: 2, Average loss: 0.0105, Accuracy: 0.2666, Time consumed:0.93s
Saving weights file to checkpoint/retrain/AllCNN/Monday_14_July_2025_00h_48m_07s/AllCNN-Cifar20-seed3-ret100-2-best.pth
Training Epoch: 3 [256/45000]	Loss: 2.1978	LR: 0.100000
Training Epoch: 3 [512/45000]	Loss: 2.1450	LR: 0.100000
Training Epoch: 3 [768/45000]	Loss: 1.9214	LR: 0.100000
Training Epoch: 3 [1024/45000]	Loss: 2.0610	LR: 0.100000
Training Epoch: 3 [1280/45000]	Loss: 1.8516	LR: 0.100000
Training Epoch: 3 [1536/45000]	Loss: 2.0253	LR: 0.100000
Training Epoch: 3 [1792/45000]	Loss: 2.0975	LR: 0.100000
Training Epoch: 3 [2048/45000]	Loss: 1.9749	LR: 0.100000
Training Epoch: 3 [2304/45000]	Loss: 2.1281	LR: 0.100000
Training Epoch: 3 [2560/45000]	Loss: 1.9308	LR: 0.100000
Training Epoch: 3 [2816/45000]	Loss: 1.9368	LR: 0.100000
Training Epoch: 3 [3072/45000]	Loss: 1.9259	LR: 0.100000
Training Epoch: 3 [3328/45000]	Loss: 2.0408	LR: 0.100000
Training Epoch: 3 [3584/45000]	Loss: 2.0619	LR: 0.100000
Training Epoch: 3 [3840/45000]	Loss: 1.9956	LR: 0.100000
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Training Epoch: 3 [4352/45000]	Loss: 2.1435	LR: 0.100000
Training Epoch: 3 [4608/45000]	Loss: 2.0170	LR: 0.100000
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Training Epoch: 3 [5120/45000]	Loss: 1.9760	LR: 0.100000
Training Epoch: 3 [5376/45000]	Loss: 2.0510	LR: 0.100000
Training Epoch: 3 [5632/45000]	Loss: 1.9196	LR: 0.100000
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Training Epoch: 3 [17152/45000]	Loss: 2.0189	LR: 0.100000
Training Epoch: 3 [17408/45000]	Loss: 1.9791	LR: 0.100000
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Training Epoch: 3 [19712/45000]	Loss: 1.9035	LR: 0.100000
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Training Epoch: 3 [26880/45000]	Loss: 1.9357	LR: 0.100000
Training Epoch: 3 [27136/45000]	Loss: 1.8598	LR: 0.100000
Training Epoch: 3 [27392/45000]	Loss: 1.9106	LR: 0.100000
Training Epoch: 3 [27648/45000]	Loss: 1.8834	LR: 0.100000
Training Epoch: 3 [27904/45000]	Loss: 1.9203	LR: 0.100000
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Training Epoch: 3 [29440/45000]	Loss: 1.7863	LR: 0.100000
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Training Epoch: 3 [37888/45000]	Loss: 1.7078	LR: 0.100000
Training Epoch: 3 [38144/45000]	Loss: 1.8427	LR: 0.100000
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Training Epoch: 3 [38656/45000]	Loss: 1.8106	LR: 0.100000
Training Epoch: 3 [38912/45000]	Loss: 1.8765	LR: 0.100000
Training Epoch: 3 [39168/45000]	Loss: 1.8626	LR: 0.100000
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Training Epoch: 3 [40192/45000]	Loss: 1.8426	LR: 0.100000
Training Epoch: 3 [40448/45000]	Loss: 1.8719	LR: 0.100000
Training Epoch: 3 [40704/45000]	Loss: 1.9694	LR: 0.100000
Training Epoch: 3 [40960/45000]	Loss: 1.9631	LR: 0.100000
Training Epoch: 3 [41216/45000]	Loss: 1.8345	LR: 0.100000
Training Epoch: 3 [41472/45000]	Loss: 1.6923	LR: 0.100000
Training Epoch: 3 [41728/45000]	Loss: 1.8404	LR: 0.100000
Training Epoch: 3 [41984/45000]	Loss: 1.8339	LR: 0.100000
Training Epoch: 3 [42240/45000]	Loss: 1.7887	LR: 0.100000
Training Epoch: 3 [42496/45000]	Loss: 1.8033	LR: 0.100000
Training Epoch: 3 [42752/45000]	Loss: 1.9756	LR: 0.100000
Training Epoch: 3 [43008/45000]	Loss: 1.9067	LR: 0.100000
Training Epoch: 3 [43264/45000]	Loss: 1.8722	LR: 0.100000
Training Epoch: 3 [43520/45000]	Loss: 1.9554	LR: 0.100000
Training Epoch: 3 [43776/45000]	Loss: 1.8603	LR: 0.100000
Training Epoch: 3 [44032/45000]	Loss: 1.8570	LR: 0.100000
Training Epoch: 3 [44288/45000]	Loss: 1.9842	LR: 0.100000
Training Epoch: 3 [44544/45000]	Loss: 1.8682	LR: 0.100000
Training Epoch: 3 [44800/45000]	Loss: 1.9939	LR: 0.100000
Training Epoch: 3 [45000/45000]	Loss: 1.8912	LR: 0.100000
Epoch 3 - Average Train Loss: 1.9448, Train Accuracy: 0.3874
Epoch 3 training time consumed: 24.35s
Evaluating Network.....
Test set: Epoch: 3, Average loss: 0.0082, Accuracy: 0.3772, Time consumed:0.89s
Saving weights file to checkpoint/retrain/AllCNN/Monday_14_July_2025_00h_48m_07s/AllCNN-Cifar20-seed3-ret100-3-best.pth
Training Epoch: 4 [256/45000]	Loss: 1.8243	LR: 0.100000
Training Epoch: 4 [512/45000]	Loss: 1.7197	LR: 0.100000
Training Epoch: 4 [768/45000]	Loss: 1.7799	LR: 0.100000
Training Epoch: 4 [1024/45000]	Loss: 1.8290	LR: 0.100000
Training Epoch: 4 [1280/45000]	Loss: 1.8888	LR: 0.100000
Training Epoch: 4 [1536/45000]	Loss: 1.7836	LR: 0.100000
Training Epoch: 4 [1792/45000]	Loss: 1.9115	LR: 0.100000
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Training Epoch: 4 [43520/45000]	Loss: 1.7273	LR: 0.100000
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Training Epoch: 4 [44032/45000]	Loss: 1.7115	LR: 0.100000
Training Epoch: 4 [44288/45000]	Loss: 1.7997	LR: 0.100000
Training Epoch: 4 [44544/45000]	Loss: 1.8776	LR: 0.100000
Training Epoch: 4 [44800/45000]	Loss: 1.6702	LR: 0.100000
Training Epoch: 4 [45000/45000]	Loss: 1.7286	LR: 0.100000
Epoch 4 - Average Train Loss: 1.7695, Train Accuracy: 0.4431
Epoch 4 training time consumed: 24.54s
Evaluating Network.....
Test set: Epoch: 4, Average loss: 0.0076, Accuracy: 0.4135, Time consumed:0.88s
Saving weights file to checkpoint/retrain/AllCNN/Monday_14_July_2025_00h_48m_07s/AllCNN-Cifar20-seed3-ret100-4-best.pth
Training Epoch: 5 [256/45000]	Loss: 1.7848	LR: 0.100000
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Training Epoch: 5 [32256/45000]	Loss: 1.7381	LR: 0.100000
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Training Epoch: 5 [40960/45000]	Loss: 1.5636	LR: 0.100000
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Training Epoch: 5 [42496/45000]	Loss: 1.4935	LR: 0.100000
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Training Epoch: 5 [43008/45000]	Loss: 1.4487	LR: 0.100000
Training Epoch: 5 [43264/45000]	Loss: 1.6378	LR: 0.100000
Training Epoch: 5 [43520/45000]	Loss: 1.5059	LR: 0.100000
Training Epoch: 5 [43776/45000]	Loss: 1.4728	LR: 0.100000
Training Epoch: 5 [44032/45000]	Loss: 1.6392	LR: 0.100000
Training Epoch: 5 [44288/45000]	Loss: 1.5267	LR: 0.100000
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Training Epoch: 5 [44800/45000]	Loss: 1.6532	LR: 0.100000
Training Epoch: 5 [45000/45000]	Loss: 1.5611	LR: 0.100000
Epoch 5 - Average Train Loss: 1.6204, Train Accuracy: 0.4858
Epoch 5 training time consumed: 24.55s
Evaluating Network.....
Test set: Epoch: 5, Average loss: 0.0071, Accuracy: 0.4536, Time consumed:0.99s
Saving weights file to checkpoint/retrain/AllCNN/Monday_14_July_2025_00h_48m_07s/AllCNN-Cifar20-seed3-ret100-5-best.pth
Training Epoch: 6 [256/45000]	Loss: 1.5321	LR: 0.100000
Training Epoch: 6 [512/45000]	Loss: 1.4687	LR: 0.100000
Training Epoch: 6 [768/45000]	Loss: 1.4098	LR: 0.100000
Training Epoch: 6 [1024/45000]	Loss: 1.5182	LR: 0.100000
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Training Epoch: 6 [1536/45000]	Loss: 1.5841	LR: 0.100000
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Training Epoch: 6 [38912/45000]	Loss: 1.5848	LR: 0.100000
Training Epoch: 6 [39168/45000]	Loss: 1.4756	LR: 0.100000
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Training Epoch: 6 [39936/45000]	Loss: 1.4488	LR: 0.100000
Training Epoch: 6 [40192/45000]	Loss: 1.4903	LR: 0.100000
Training Epoch: 6 [40448/45000]	Loss: 1.4969	LR: 0.100000
Training Epoch: 6 [40704/45000]	Loss: 1.3794	LR: 0.100000
Training Epoch: 6 [40960/45000]	Loss: 1.4646	LR: 0.100000
Training Epoch: 6 [41216/45000]	Loss: 1.4953	LR: 0.100000
Training Epoch: 6 [41472/45000]	Loss: 1.4672	LR: 0.100000
Training Epoch: 6 [41728/45000]	Loss: 1.4623	LR: 0.100000
Training Epoch: 6 [41984/45000]	Loss: 1.3601	LR: 0.100000
Training Epoch: 6 [42240/45000]	Loss: 1.4540	LR: 0.100000
Training Epoch: 6 [42496/45000]	Loss: 1.2739	LR: 0.100000
Training Epoch: 6 [42752/45000]	Loss: 1.4751	LR: 0.100000
Training Epoch: 6 [43008/45000]	Loss: 1.4900	LR: 0.100000
Training Epoch: 6 [43264/45000]	Loss: 1.4553	LR: 0.100000
Training Epoch: 6 [43520/45000]	Loss: 1.5594	LR: 0.100000
Training Epoch: 6 [43776/45000]	Loss: 1.4532	LR: 0.100000
Training Epoch: 6 [44032/45000]	Loss: 1.5356	LR: 0.100000
Training Epoch: 6 [44288/45000]	Loss: 1.2813	LR: 0.100000
Training Epoch: 6 [44544/45000]	Loss: 1.4769	LR: 0.100000
Training Epoch: 6 [44800/45000]	Loss: 1.4226	LR: 0.100000
Training Epoch: 6 [45000/45000]	Loss: 1.3218	LR: 0.100000
Epoch 6 - Average Train Loss: 1.4890, Train Accuracy: 0.5249
Epoch 6 training time consumed: 24.47s
Evaluating Network.....
Test set: Epoch: 6, Average loss: 0.0067, Accuracy: 0.4895, Time consumed:0.93s
Saving weights file to checkpoint/retrain/AllCNN/Monday_14_July_2025_00h_48m_07s/AllCNN-Cifar20-seed3-ret100-6-best.pth
Training Epoch: 7 [256/45000]	Loss: 1.3950	LR: 0.100000
Training Epoch: 7 [512/45000]	Loss: 1.4285	LR: 0.100000
Training Epoch: 7 [768/45000]	Loss: 1.4139	LR: 0.100000
Training Epoch: 7 [1024/45000]	Loss: 1.2991	LR: 0.100000
Training Epoch: 7 [1280/45000]	Loss: 1.4130	LR: 0.100000
Training Epoch: 7 [1536/45000]	Loss: 1.4620	LR: 0.100000
Training Epoch: 7 [1792/45000]	Loss: 1.4139	LR: 0.100000
Training Epoch: 7 [2048/45000]	Loss: 1.4538	LR: 0.100000
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Training Epoch: 7 [2560/45000]	Loss: 1.3928	LR: 0.100000
Training Epoch: 7 [2816/45000]	Loss: 1.3644	LR: 0.100000
Training Epoch: 7 [3072/45000]	Loss: 1.4471	LR: 0.100000
Training Epoch: 7 [3328/45000]	Loss: 1.3588	LR: 0.100000
Training Epoch: 7 [3584/45000]	Loss: 1.4849	LR: 0.100000
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Training Epoch: 7 [16896/45000]	Loss: 1.5775	LR: 0.100000
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Training Epoch: 7 [42496/45000]	Loss: 1.3560	LR: 0.100000
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Training Epoch: 7 [43264/45000]	Loss: 1.4057	LR: 0.100000
Training Epoch: 7 [43520/45000]	Loss: 1.2803	LR: 0.100000
Training Epoch: 7 [43776/45000]	Loss: 1.4955	LR: 0.100000
Training Epoch: 7 [44032/45000]	Loss: 1.3228	LR: 0.100000
Training Epoch: 7 [44288/45000]	Loss: 1.3465	LR: 0.100000
Training Epoch: 7 [44544/45000]	Loss: 1.3695	LR: 0.100000
Training Epoch: 7 [44800/45000]	Loss: 1.3312	LR: 0.100000
Training Epoch: 7 [45000/45000]	Loss: 1.3855	LR: 0.100000
Epoch 7 - Average Train Loss: 1.3807, Train Accuracy: 0.5613
Epoch 7 training time consumed: 24.38s
Evaluating Network.....
Test set: Epoch: 7, Average loss: 0.0059, Accuracy: 0.5358, Time consumed:1.00s
Saving weights file to checkpoint/retrain/AllCNN/Monday_14_July_2025_00h_48m_07s/AllCNN-Cifar20-seed3-ret100-7-best.pth
Training Epoch: 8 [256/45000]	Loss: 1.3279	LR: 0.100000
Training Epoch: 8 [512/45000]	Loss: 1.3597	LR: 0.100000
Training Epoch: 8 [768/45000]	Loss: 1.4743	LR: 0.100000
Training Epoch: 8 [1024/45000]	Loss: 1.4169	LR: 0.100000
Training Epoch: 8 [1280/45000]	Loss: 1.3342	LR: 0.100000
Training Epoch: 8 [1536/45000]	Loss: 1.2658	LR: 0.100000
Training Epoch: 8 [1792/45000]	Loss: 1.3047	LR: 0.100000
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Training Epoch: 8 [2560/45000]	Loss: 1.2015	LR: 0.100000
Training Epoch: 8 [2816/45000]	Loss: 1.3883	LR: 0.100000
Training Epoch: 8 [3072/45000]	Loss: 1.3903	LR: 0.100000
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Training Epoch: 8 [29952/45000]	Loss: 1.2015	LR: 0.100000
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Training Epoch: 8 [37376/45000]	Loss: 1.3263	LR: 0.100000
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Training Epoch: 8 [38656/45000]	Loss: 1.5743	LR: 0.100000
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Training Epoch: 8 [39168/45000]	Loss: 1.1859	LR: 0.100000
Training Epoch: 8 [39424/45000]	Loss: 1.2795	LR: 0.100000
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Training Epoch: 8 [40192/45000]	Loss: 1.2505	LR: 0.100000
Training Epoch: 8 [40448/45000]	Loss: 1.3056	LR: 0.100000
Training Epoch: 8 [40704/45000]	Loss: 1.2914	LR: 0.100000
Training Epoch: 8 [40960/45000]	Loss: 1.2833	LR: 0.100000
Training Epoch: 8 [41216/45000]	Loss: 1.1799	LR: 0.100000
Training Epoch: 8 [41472/45000]	Loss: 1.1948	LR: 0.100000
Training Epoch: 8 [41728/45000]	Loss: 1.1933	LR: 0.100000
Training Epoch: 8 [41984/45000]	Loss: 1.3836	LR: 0.100000
Training Epoch: 8 [42240/45000]	Loss: 1.3228	LR: 0.100000
Training Epoch: 8 [42496/45000]	Loss: 1.2585	LR: 0.100000
Training Epoch: 8 [42752/45000]	Loss: 1.2644	LR: 0.100000
Training Epoch: 8 [43008/45000]	Loss: 1.2002	LR: 0.100000
Training Epoch: 8 [43264/45000]	Loss: 1.3916	LR: 0.100000
Training Epoch: 8 [43520/45000]	Loss: 1.3208	LR: 0.100000
Training Epoch: 8 [43776/45000]	Loss: 1.4076	LR: 0.100000
Training Epoch: 8 [44032/45000]	Loss: 1.3530	LR: 0.100000
Training Epoch: 8 [44288/45000]	Loss: 1.3150	LR: 0.100000
Training Epoch: 8 [44544/45000]	Loss: 1.3341	LR: 0.100000
Training Epoch: 8 [44800/45000]	Loss: 1.1287	LR: 0.100000
Training Epoch: 8 [45000/45000]	Loss: 1.2314	LR: 0.100000
Epoch 8 - Average Train Loss: 1.2951, Train Accuracy: 0.5859
Epoch 8 training time consumed: 24.61s
Evaluating Network.....
Test set: Epoch: 8, Average loss: 0.0058, Accuracy: 0.5580, Time consumed:0.94s
Saving weights file to checkpoint/retrain/AllCNN/Monday_14_July_2025_00h_48m_07s/AllCNN-Cifar20-seed3-ret100-8-best.pth
Training Epoch: 9 [256/45000]	Loss: 1.1826	LR: 0.100000
Training Epoch: 9 [512/45000]	Loss: 1.2513	LR: 0.100000
Training Epoch: 9 [768/45000]	Loss: 1.2847	LR: 0.100000
Training Epoch: 9 [1024/45000]	Loss: 1.1542	LR: 0.100000
Training Epoch: 9 [1280/45000]	Loss: 1.3603	LR: 0.100000
Training Epoch: 9 [1536/45000]	Loss: 1.1861	LR: 0.100000
Training Epoch: 9 [1792/45000]	Loss: 1.2576	LR: 0.100000
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Training Epoch: 9 [45000/45000]	Loss: 1.1147	LR: 0.100000
Epoch 9 - Average Train Loss: 1.2253, Train Accuracy: 0.6091
Epoch 9 training time consumed: 24.43s
Evaluating Network.....
Test set: Epoch: 9, Average loss: 0.0058, Accuracy: 0.5581, Time consumed:0.90s
Saving weights file to checkpoint/retrain/AllCNN/Monday_14_July_2025_00h_48m_07s/AllCNN-Cifar20-seed3-ret100-9-best.pth
Training Epoch: 10 [256/45000]	Loss: 1.1111	LR: 0.100000
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Training Epoch: 10 [32512/45000]	Loss: 1.2358	LR: 0.100000
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Training Epoch: 10 [37376/45000]	Loss: 1.2387	LR: 0.100000
Training Epoch: 10 [37632/45000]	Loss: 1.2144	LR: 0.100000
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Training Epoch: 10 [38400/45000]	Loss: 1.1843	LR: 0.100000
Training Epoch: 10 [38656/45000]	Loss: 1.1346	LR: 0.100000
Training Epoch: 10 [38912/45000]	Loss: 1.1927	LR: 0.100000
Training Epoch: 10 [39168/45000]	Loss: 1.1484	LR: 0.100000
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Training Epoch: 10 [40448/45000]	Loss: 1.2937	LR: 0.100000
Training Epoch: 10 [40704/45000]	Loss: 1.0945	LR: 0.100000
Training Epoch: 10 [40960/45000]	Loss: 1.1117	LR: 0.100000
Training Epoch: 10 [41216/45000]	Loss: 1.0715	LR: 0.100000
Training Epoch: 10 [41472/45000]	Loss: 1.2979	LR: 0.100000
Training Epoch: 10 [41728/45000]	Loss: 1.2301	LR: 0.100000
Training Epoch: 10 [41984/45000]	Loss: 1.1861	LR: 0.100000
Training Epoch: 10 [42240/45000]	Loss: 1.0038	LR: 0.100000
Training Epoch: 10 [42496/45000]	Loss: 1.2320	LR: 0.100000
Training Epoch: 10 [42752/45000]	Loss: 1.3177	LR: 0.100000
Training Epoch: 10 [43008/45000]	Loss: 1.2530	LR: 0.100000
Training Epoch: 10 [43264/45000]	Loss: 1.1429	LR: 0.100000
Training Epoch: 10 [43520/45000]	Loss: 1.1701	LR: 0.100000
Training Epoch: 10 [43776/45000]	Loss: 1.1611	LR: 0.100000
Training Epoch: 10 [44032/45000]	Loss: 1.3089	LR: 0.100000
Training Epoch: 10 [44288/45000]	Loss: 1.0285	LR: 0.100000
Training Epoch: 10 [44544/45000]	Loss: 1.0646	LR: 0.100000
Training Epoch: 10 [44800/45000]	Loss: 1.1681	LR: 0.100000
Training Epoch: 10 [45000/45000]	Loss: 1.1080	LR: 0.100000
Epoch 10 - Average Train Loss: 1.1794, Train Accuracy: 0.6230
Epoch 10 training time consumed: 24.49s
Evaluating Network.....
Test set: Epoch: 10, Average loss: 0.0055, Accuracy: 0.5843, Time consumed:0.90s
Saving weights file to checkpoint/retrain/AllCNN/Monday_14_July_2025_00h_48m_07s/AllCNN-Cifar20-seed3-ret100-10-best.pth
Training Epoch: 11 [256/45000]	Loss: 1.1509	LR: 0.100000
Training Epoch: 11 [512/45000]	Loss: 0.9915	LR: 0.100000
Training Epoch: 11 [768/45000]	Loss: 1.1340	LR: 0.100000
Training Epoch: 11 [1024/45000]	Loss: 1.2062	LR: 0.100000
Training Epoch: 11 [1280/45000]	Loss: 1.1834	LR: 0.100000
Training Epoch: 11 [1536/45000]	Loss: 1.1617	LR: 0.100000
Training Epoch: 11 [1792/45000]	Loss: 1.2053	LR: 0.100000
Training Epoch: 11 [2048/45000]	Loss: 1.0610	LR: 0.100000
Training Epoch: 11 [2304/45000]	Loss: 1.0757	LR: 0.100000
Training Epoch: 11 [2560/45000]	Loss: 1.1293	LR: 0.100000
Training Epoch: 11 [2816/45000]	Loss: 1.1069	LR: 0.100000
Training Epoch: 11 [3072/45000]	Loss: 1.0989	LR: 0.100000
Training Epoch: 11 [3328/45000]	Loss: 1.1423	LR: 0.100000
Training Epoch: 11 [3584/45000]	Loss: 1.0504	LR: 0.100000
Training Epoch: 11 [3840/45000]	Loss: 1.0911	LR: 0.100000
Training Epoch: 11 [4096/45000]	Loss: 1.1402	LR: 0.100000
Training Epoch: 11 [4352/45000]	Loss: 1.1173	LR: 0.100000
Training Epoch: 11 [4608/45000]	Loss: 1.2052	LR: 0.100000
Training Epoch: 11 [4864/45000]	Loss: 1.1900	LR: 0.100000
Training Epoch: 11 [5120/45000]	Loss: 1.0732	LR: 0.100000
Training Epoch: 11 [5376/45000]	Loss: 1.2242	LR: 0.100000
Training Epoch: 11 [5632/45000]	Loss: 1.0842	LR: 0.100000
Training Epoch: 11 [5888/45000]	Loss: 1.2698	LR: 0.100000
Training Epoch: 11 [6144/45000]	Loss: 1.0927	LR: 0.100000
Training Epoch: 11 [6400/45000]	Loss: 1.1230	LR: 0.100000
Training Epoch: 11 [6656/45000]	Loss: 1.1303	LR: 0.100000
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Training Epoch: 11 [7168/45000]	Loss: 1.1171	LR: 0.100000
Training Epoch: 11 [7424/45000]	Loss: 1.0565	LR: 0.100000
Training Epoch: 11 [7680/45000]	Loss: 1.1297	LR: 0.100000
Training Epoch: 11 [7936/45000]	Loss: 1.1823	LR: 0.100000
Training Epoch: 11 [8192/45000]	Loss: 1.2919	LR: 0.100000
Training Epoch: 11 [8448/45000]	Loss: 1.1905	LR: 0.100000
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Training Epoch: 11 [8960/45000]	Loss: 1.2754	LR: 0.100000
Training Epoch: 11 [9216/45000]	Loss: 1.1404	LR: 0.100000
Training Epoch: 11 [9472/45000]	Loss: 1.1622	LR: 0.100000
Training Epoch: 11 [9728/45000]	Loss: 1.1090	LR: 0.100000
Training Epoch: 11 [9984/45000]	Loss: 1.2647	LR: 0.100000
Training Epoch: 11 [10240/45000]	Loss: 1.1066	LR: 0.100000
Training Epoch: 11 [10496/45000]	Loss: 1.0914	LR: 0.100000
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Training Epoch: 11 [11520/45000]	Loss: 1.2716	LR: 0.100000
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Training Epoch: 11 [12800/45000]	Loss: 1.0793	LR: 0.100000
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Training Epoch: 11 [28672/45000]	Loss: 1.0871	LR: 0.100000
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Training Epoch: 11 [29440/45000]	Loss: 1.1840	LR: 0.100000
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Training Epoch: 11 [35328/45000]	Loss: 1.1261	LR: 0.100000
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Training Epoch: 11 [36096/45000]	Loss: 1.1120	LR: 0.100000
Training Epoch: 11 [36352/45000]	Loss: 1.2302	LR: 0.100000
Training Epoch: 11 [36608/45000]	Loss: 1.1580	LR: 0.100000
Training Epoch: 11 [36864/45000]	Loss: 1.2375	LR: 0.100000
Training Epoch: 11 [37120/45000]	Loss: 1.0569	LR: 0.100000
Training Epoch: 11 [37376/45000]	Loss: 1.1324	LR: 0.100000
Training Epoch: 11 [37632/45000]	Loss: 1.0650	LR: 0.100000
Training Epoch: 11 [37888/45000]	Loss: 1.1079	LR: 0.100000
Training Epoch: 11 [38144/45000]	Loss: 1.0817	LR: 0.100000
Training Epoch: 11 [38400/45000]	Loss: 1.1434	LR: 0.100000
Training Epoch: 11 [38656/45000]	Loss: 1.0631	LR: 0.100000
Training Epoch: 11 [38912/45000]	Loss: 1.2004	LR: 0.100000
Training Epoch: 11 [39168/45000]	Loss: 1.3768	LR: 0.100000
Training Epoch: 11 [39424/45000]	Loss: 1.1615	LR: 0.100000
Training Epoch: 11 [39680/45000]	Loss: 1.0873	LR: 0.100000
Training Epoch: 11 [39936/45000]	Loss: 1.1773	LR: 0.100000
Training Epoch: 11 [40192/45000]	Loss: 1.2076	LR: 0.100000
Training Epoch: 11 [40448/45000]	Loss: 1.0937	LR: 0.100000
Training Epoch: 11 [40704/45000]	Loss: 1.0847	LR: 0.100000
Training Epoch: 11 [40960/45000]	Loss: 1.1598	LR: 0.100000
Training Epoch: 11 [41216/45000]	Loss: 1.0882	LR: 0.100000
Training Epoch: 11 [41472/45000]	Loss: 1.0194	LR: 0.100000
Training Epoch: 11 [41728/45000]	Loss: 1.1100	LR: 0.100000
Training Epoch: 11 [41984/45000]	Loss: 1.1157	LR: 0.100000
Training Epoch: 11 [42240/45000]	Loss: 1.1252	LR: 0.100000
Training Epoch: 11 [42496/45000]	Loss: 1.1766	LR: 0.100000
Training Epoch: 11 [42752/45000]	Loss: 1.0419	LR: 0.100000
Training Epoch: 11 [43008/45000]	Loss: 1.0578	LR: 0.100000
Training Epoch: 11 [43264/45000]	Loss: 1.1217	LR: 0.100000
Training Epoch: 11 [43520/45000]	Loss: 1.0475	LR: 0.100000
Training Epoch: 11 [43776/45000]	Loss: 1.2315	LR: 0.100000
Training Epoch: 11 [44032/45000]	Loss: 1.1420	LR: 0.100000
Training Epoch: 11 [44288/45000]	Loss: 1.1135	LR: 0.100000
Training Epoch: 11 [44544/45000]	Loss: 1.1317	LR: 0.100000
Training Epoch: 11 [44800/45000]	Loss: 1.2051	LR: 0.100000
Training Epoch: 11 [45000/45000]	Loss: 1.0856	LR: 0.100000
Epoch 11 - Average Train Loss: 1.1293, Train Accuracy: 0.6375
Epoch 11 training time consumed: 24.41s
Evaluating Network.....
Test set: Epoch: 11, Average loss: 0.0064, Accuracy: 0.5366, Time consumed:0.92s
Training Epoch: 12 [256/45000]	Loss: 1.0306	LR: 0.100000
Training Epoch: 12 [512/45000]	Loss: 1.2663	LR: 0.100000
Training Epoch: 12 [768/45000]	Loss: 1.0909	LR: 0.100000
Training Epoch: 12 [1024/45000]	Loss: 1.1410	LR: 0.100000
Training Epoch: 12 [1280/45000]	Loss: 1.1138	LR: 0.100000
Training Epoch: 12 [1536/45000]	Loss: 1.0923	LR: 0.100000
Training Epoch: 12 [1792/45000]	Loss: 1.0660	LR: 0.100000
Training Epoch: 12 [2048/45000]	Loss: 1.2818	LR: 0.100000
Training Epoch: 12 [2304/45000]	Loss: 1.0820	LR: 0.100000
Training Epoch: 12 [2560/45000]	Loss: 1.0001	LR: 0.100000
Training Epoch: 12 [2816/45000]	Loss: 1.1798	LR: 0.100000
Training Epoch: 12 [3072/45000]	Loss: 1.1983	LR: 0.100000
Training Epoch: 12 [3328/45000]	Loss: 1.1329	LR: 0.100000
Training Epoch: 12 [3584/45000]	Loss: 1.1027	LR: 0.100000
Training Epoch: 12 [3840/45000]	Loss: 1.1356	LR: 0.100000
Training Epoch: 12 [4096/45000]	Loss: 1.1172	LR: 0.100000
Training Epoch: 12 [4352/45000]	Loss: 1.0479	LR: 0.100000
Training Epoch: 12 [4608/45000]	Loss: 1.1782	LR: 0.100000
Training Epoch: 12 [4864/45000]	Loss: 1.0992	LR: 0.100000
Training Epoch: 12 [5120/45000]	Loss: 1.2476	LR: 0.100000
Training Epoch: 12 [5376/45000]	Loss: 1.1503	LR: 0.100000
Training Epoch: 12 [5632/45000]	Loss: 1.0786	LR: 0.100000
Training Epoch: 12 [5888/45000]	Loss: 1.1374	LR: 0.100000
Training Epoch: 12 [6144/45000]	Loss: 1.0752	LR: 0.100000
Training Epoch: 12 [6400/45000]	Loss: 0.9326	LR: 0.100000
Training Epoch: 12 [6656/45000]	Loss: 1.0046	LR: 0.100000
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Training Epoch: 12 [7168/45000]	Loss: 1.0409	LR: 0.100000
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Training Epoch: 12 [8192/45000]	Loss: 1.1552	LR: 0.100000
Training Epoch: 12 [8448/45000]	Loss: 1.1477	LR: 0.100000
Training Epoch: 12 [8704/45000]	Loss: 1.1426	LR: 0.100000
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Training Epoch: 12 [9216/45000]	Loss: 1.1188	LR: 0.100000
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Training Epoch: 12 [10240/45000]	Loss: 1.1201	LR: 0.100000
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Training Epoch: 12 [14592/45000]	Loss: 0.9892	LR: 0.100000
Training Epoch: 12 [14848/45000]	Loss: 1.0999	LR: 0.100000
Training Epoch: 12 [15104/45000]	Loss: 1.0811	LR: 0.100000
Training Epoch: 12 [15360/45000]	Loss: 1.0394	LR: 0.100000
Training Epoch: 12 [15616/45000]	Loss: 1.1037	LR: 0.100000
Training Epoch: 12 [15872/45000]	Loss: 1.0863	LR: 0.100000
Training Epoch: 12 [16128/45000]	Loss: 1.1139	LR: 0.100000
Training Epoch: 12 [16384/45000]	Loss: 1.1468	LR: 0.100000
Training Epoch: 12 [16640/45000]	Loss: 1.0269	LR: 0.100000
Training Epoch: 12 [16896/45000]	Loss: 1.0635	LR: 0.100000
Training Epoch: 12 [17152/45000]	Loss: 1.1115	LR: 0.100000
Training Epoch: 12 [17408/45000]	Loss: 1.0804	LR: 0.100000
Training Epoch: 12 [17664/45000]	Loss: 1.1202	LR: 0.100000
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Training Epoch: 12 [42496/45000]	Loss: 1.0941	LR: 0.100000
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Training Epoch: 12 [43008/45000]	Loss: 1.1423	LR: 0.100000
Training Epoch: 12 [43264/45000]	Loss: 0.9445	LR: 0.100000
Training Epoch: 12 [43520/45000]	Loss: 1.1054	LR: 0.100000
Training Epoch: 12 [43776/45000]	Loss: 1.1996	LR: 0.100000
Training Epoch: 12 [44032/45000]	Loss: 1.0612	LR: 0.100000
Training Epoch: 12 [44288/45000]	Loss: 1.0965	LR: 0.100000
Training Epoch: 12 [44544/45000]	Loss: 0.9729	LR: 0.100000
Training Epoch: 12 [44800/45000]	Loss: 1.1394	LR: 0.100000
Training Epoch: 12 [45000/45000]	Loss: 0.9768	LR: 0.100000
Epoch 12 - Average Train Loss: 1.0899, Train Accuracy: 0.6509
Epoch 12 training time consumed: 24.55s
Evaluating Network.....
Test set: Epoch: 12, Average loss: 0.0050, Accuracy: 0.6104, Time consumed:0.91s
Saving weights file to checkpoint/retrain/AllCNN/Monday_14_July_2025_00h_48m_07s/AllCNN-Cifar20-seed3-ret100-12-best.pth
Training Epoch: 13 [256/45000]	Loss: 0.8914	LR: 0.100000
Training Epoch: 13 [512/45000]	Loss: 1.0874	LR: 0.100000
Training Epoch: 13 [768/45000]	Loss: 1.0757	LR: 0.100000
Training Epoch: 13 [1024/45000]	Loss: 1.0278	LR: 0.100000
Training Epoch: 13 [1280/45000]	Loss: 1.1015	LR: 0.100000
Training Epoch: 13 [1536/45000]	Loss: 0.9227	LR: 0.100000
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Training Epoch: 13 [2560/45000]	Loss: 0.9368	LR: 0.100000
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Training Epoch: 13 [29440/45000]	Loss: 1.1779	LR: 0.100000
Training Epoch: 13 [29696/45000]	Loss: 1.0695	LR: 0.100000
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Training Epoch: 13 [40192/45000]	Loss: 0.8576	LR: 0.100000
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Training Epoch: 13 [40704/45000]	Loss: 1.0041	LR: 0.100000
Training Epoch: 13 [40960/45000]	Loss: 1.0435	LR: 0.100000
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Training Epoch: 13 [41472/45000]	Loss: 1.1176	LR: 0.100000
Training Epoch: 13 [41728/45000]	Loss: 1.0589	LR: 0.100000
Training Epoch: 13 [41984/45000]	Loss: 1.0430	LR: 0.100000
Training Epoch: 13 [42240/45000]	Loss: 0.8604	LR: 0.100000
Training Epoch: 13 [42496/45000]	Loss: 0.9755	LR: 0.100000
Training Epoch: 13 [42752/45000]	Loss: 0.9611	LR: 0.100000
Training Epoch: 13 [43008/45000]	Loss: 1.1030	LR: 0.100000
Training Epoch: 13 [43264/45000]	Loss: 1.0108	LR: 0.100000
Training Epoch: 13 [43520/45000]	Loss: 1.2239	LR: 0.100000
Training Epoch: 13 [43776/45000]	Loss: 1.0434	LR: 0.100000
Training Epoch: 13 [44032/45000]	Loss: 1.0644	LR: 0.100000
Training Epoch: 13 [44288/45000]	Loss: 0.9305	LR: 0.100000
Training Epoch: 13 [44544/45000]	Loss: 0.9783	LR: 0.100000
Training Epoch: 13 [44800/45000]	Loss: 1.0331	LR: 0.100000
Training Epoch: 13 [45000/45000]	Loss: 0.9151	LR: 0.100000
Epoch 13 - Average Train Loss: 1.0516, Train Accuracy: 0.6622
Epoch 13 training time consumed: 24.62s
Evaluating Network.....
Test set: Epoch: 13, Average loss: 0.0054, Accuracy: 0.5952, Time consumed:0.89s
Training Epoch: 14 [256/45000]	Loss: 1.0015	LR: 0.100000
Training Epoch: 14 [512/45000]	Loss: 0.8666	LR: 0.100000
Training Epoch: 14 [768/45000]	Loss: 0.9145	LR: 0.100000
Training Epoch: 14 [1024/45000]	Loss: 0.9881	LR: 0.100000
Training Epoch: 14 [1280/45000]	Loss: 1.0076	LR: 0.100000
Training Epoch: 14 [1536/45000]	Loss: 0.9564	LR: 0.100000
Training Epoch: 14 [1792/45000]	Loss: 0.9598	LR: 0.100000
Training Epoch: 14 [2048/45000]	Loss: 0.9440	LR: 0.100000
Training Epoch: 14 [2304/45000]	Loss: 0.9555	LR: 0.100000
Training Epoch: 14 [2560/45000]	Loss: 0.9377	LR: 0.100000
Training Epoch: 14 [2816/45000]	Loss: 1.0879	LR: 0.100000
Training Epoch: 14 [3072/45000]	Loss: 0.9554	LR: 0.100000
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Training Epoch: 14 [45000/45000]	Loss: 1.1757	LR: 0.100000
Epoch 14 - Average Train Loss: 1.0213, Train Accuracy: 0.6736
Epoch 14 training time consumed: 24.51s
Evaluating Network.....
Test set: Epoch: 14, Average loss: 0.0048, Accuracy: 0.6371, Time consumed:0.88s
Saving weights file to checkpoint/retrain/AllCNN/Monday_14_July_2025_00h_48m_07s/AllCNN-Cifar20-seed3-ret100-14-best.pth
Training Epoch: 15 [256/45000]	Loss: 1.0191	LR: 0.020000
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Training Epoch: 15 [768/45000]	Loss: 0.9434	LR: 0.020000
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Training Epoch: 15 [32512/45000]	Loss: 0.7351	LR: 0.020000
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Training Epoch: 15 [43008/45000]	Loss: 0.8061	LR: 0.020000
Training Epoch: 15 [43264/45000]	Loss: 0.8358	LR: 0.020000
Training Epoch: 15 [43520/45000]	Loss: 0.7861	LR: 0.020000
Training Epoch: 15 [43776/45000]	Loss: 0.8274	LR: 0.020000
Training Epoch: 15 [44032/45000]	Loss: 0.7613	LR: 0.020000
Training Epoch: 15 [44288/45000]	Loss: 0.8234	LR: 0.020000
Training Epoch: 15 [44544/45000]	Loss: 0.6800	LR: 0.020000
Training Epoch: 15 [44800/45000]	Loss: 0.7333	LR: 0.020000
Training Epoch: 15 [45000/45000]	Loss: 0.6993	LR: 0.020000
Epoch 15 - Average Train Loss: 0.7873, Train Accuracy: 0.7495
Epoch 15 training time consumed: 24.47s
Evaluating Network.....
Test set: Epoch: 15, Average loss: 0.0034, Accuracy: 0.7323, Time consumed:0.92s
Saving weights file to checkpoint/retrain/AllCNN/Monday_14_July_2025_00h_48m_07s/AllCNN-Cifar20-seed3-ret100-15-best.pth
Training Epoch: 16 [256/45000]	Loss: 0.6545	LR: 0.020000
Training Epoch: 16 [512/45000]	Loss: 0.7457	LR: 0.020000
Training Epoch: 16 [768/45000]	Loss: 0.6878	LR: 0.020000
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Training Epoch: 16 [41472/45000]	Loss: 0.7036	LR: 0.020000
Training Epoch: 16 [41728/45000]	Loss: 0.7740	LR: 0.020000
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Training Epoch: 16 [42496/45000]	Loss: 0.7795	LR: 0.020000
Training Epoch: 16 [42752/45000]	Loss: 0.6891	LR: 0.020000
Training Epoch: 16 [43008/45000]	Loss: 0.6556	LR: 0.020000
Training Epoch: 16 [43264/45000]	Loss: 0.8485	LR: 0.020000
Training Epoch: 16 [43520/45000]	Loss: 0.6845	LR: 0.020000
Training Epoch: 16 [43776/45000]	Loss: 0.7294	LR: 0.020000
Training Epoch: 16 [44032/45000]	Loss: 0.8115	LR: 0.020000
Training Epoch: 16 [44288/45000]	Loss: 0.7831	LR: 0.020000
Training Epoch: 16 [44544/45000]	Loss: 0.7322	LR: 0.020000
Training Epoch: 16 [44800/45000]	Loss: 0.6864	LR: 0.020000
Training Epoch: 16 [45000/45000]	Loss: 0.7239	LR: 0.020000
Epoch 16 - Average Train Loss: 0.7131, Train Accuracy: 0.7726
Epoch 16 training time consumed: 24.44s
Evaluating Network.....
Test set: Epoch: 16, Average loss: 0.0035, Accuracy: 0.7236, Time consumed:0.97s
Training Epoch: 17 [256/45000]	Loss: 0.7916	LR: 0.020000
Training Epoch: 17 [512/45000]	Loss: 0.7272	LR: 0.020000
Training Epoch: 17 [768/45000]	Loss: 0.6474	LR: 0.020000
Training Epoch: 17 [1024/45000]	Loss: 0.6750	LR: 0.020000
Training Epoch: 17 [1280/45000]	Loss: 0.6314	LR: 0.020000
Training Epoch: 17 [1536/45000]	Loss: 0.6223	LR: 0.020000
Training Epoch: 17 [1792/45000]	Loss: 0.6356	LR: 0.020000
Training Epoch: 17 [2048/45000]	Loss: 0.5727	LR: 0.020000
Training Epoch: 17 [2304/45000]	Loss: 0.6939	LR: 0.020000
Training Epoch: 17 [2560/45000]	Loss: 0.6563	LR: 0.020000
Training Epoch: 17 [2816/45000]	Loss: 0.7413	LR: 0.020000
Training Epoch: 17 [3072/45000]	Loss: 0.7583	LR: 0.020000
Training Epoch: 17 [3328/45000]	Loss: 0.7163	LR: 0.020000
Training Epoch: 17 [3584/45000]	Loss: 0.7862	LR: 0.020000
Training Epoch: 17 [3840/45000]	Loss: 0.6298	LR: 0.020000
Training Epoch: 17 [4096/45000]	Loss: 0.6915	LR: 0.020000
Training Epoch: 17 [4352/45000]	Loss: 0.8511	LR: 0.020000
Training Epoch: 17 [4608/45000]	Loss: 0.5859	LR: 0.020000
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Training Epoch: 17 [44800/45000]	Loss: 0.6892	LR: 0.020000
Training Epoch: 17 [45000/45000]	Loss: 0.5702	LR: 0.020000
Epoch 17 - Average Train Loss: 0.6810, Train Accuracy: 0.7822
Epoch 17 training time consumed: 24.37s
Evaluating Network.....
Test set: Epoch: 17, Average loss: 0.0034, Accuracy: 0.7377, Time consumed:0.97s
Saving weights file to checkpoint/retrain/AllCNN/Monday_14_July_2025_00h_48m_07s/AllCNN-Cifar20-seed3-ret100-17-best.pth
Training Epoch: 18 [256/45000]	Loss: 0.5962	LR: 0.020000
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Training Epoch: 18 [43008/45000]	Loss: 0.6939	LR: 0.020000
Training Epoch: 18 [43264/45000]	Loss: 0.6432	LR: 0.020000
Training Epoch: 18 [43520/45000]	Loss: 0.6125	LR: 0.020000
Training Epoch: 18 [43776/45000]	Loss: 0.6441	LR: 0.020000
Training Epoch: 18 [44032/45000]	Loss: 0.7258	LR: 0.020000
Training Epoch: 18 [44288/45000]	Loss: 0.7123	LR: 0.020000
Training Epoch: 18 [44544/45000]	Loss: 0.6546	LR: 0.020000
Training Epoch: 18 [44800/45000]	Loss: 0.7938	LR: 0.020000
Training Epoch: 18 [45000/45000]	Loss: 0.6109	LR: 0.020000
Epoch 18 - Average Train Loss: 0.6618, Train Accuracy: 0.7862
Epoch 18 training time consumed: 24.48s
Evaluating Network.....
Test set: Epoch: 18, Average loss: 0.0036, Accuracy: 0.7242, Time consumed:0.92s
Training Epoch: 19 [256/45000]	Loss: 0.6761	LR: 0.020000
Training Epoch: 19 [512/45000]	Loss: 0.5591	LR: 0.020000
Training Epoch: 19 [768/45000]	Loss: 0.5455	LR: 0.020000
Training Epoch: 19 [1024/45000]	Loss: 0.6002	LR: 0.020000
Training Epoch: 19 [1280/45000]	Loss: 0.5811	LR: 0.020000
Training Epoch: 19 [1536/45000]	Loss: 0.6691	LR: 0.020000
Training Epoch: 19 [1792/45000]	Loss: 0.6037	LR: 0.020000
Training Epoch: 19 [2048/45000]	Loss: 0.6595	LR: 0.020000
Training Epoch: 19 [2304/45000]	Loss: 0.6041	LR: 0.020000
Training Epoch: 19 [2560/45000]	Loss: 0.6403	LR: 0.020000
Training Epoch: 19 [2816/45000]	Loss: 0.6310	LR: 0.020000
Training Epoch: 19 [3072/45000]	Loss: 0.5960	LR: 0.020000
Training Epoch: 19 [3328/45000]	Loss: 0.6589	LR: 0.020000
Training Epoch: 19 [3584/45000]	Loss: 0.5479	LR: 0.020000
Training Epoch: 19 [3840/45000]	Loss: 0.6056	LR: 0.020000
Training Epoch: 19 [4096/45000]	Loss: 0.6164	LR: 0.020000
Training Epoch: 19 [4352/45000]	Loss: 0.6128	LR: 0.020000
Training Epoch: 19 [4608/45000]	Loss: 0.6373	LR: 0.020000
Training Epoch: 19 [4864/45000]	Loss: 0.7178	LR: 0.020000
Training Epoch: 19 [5120/45000]	Loss: 0.6079	LR: 0.020000
Training Epoch: 19 [5376/45000]	Loss: 0.5790	LR: 0.020000
Training Epoch: 19 [5632/45000]	Loss: 0.6078	LR: 0.020000
Training Epoch: 19 [5888/45000]	Loss: 0.6772	LR: 0.020000
Training Epoch: 19 [6144/45000]	Loss: 0.6720	LR: 0.020000
Training Epoch: 19 [6400/45000]	Loss: 0.6775	LR: 0.020000
Training Epoch: 19 [6656/45000]	Loss: 0.6260	LR: 0.020000
Training Epoch: 19 [6912/45000]	Loss: 0.6875	LR: 0.020000
Training Epoch: 19 [7168/45000]	Loss: 0.6512	LR: 0.020000
Training Epoch: 19 [7424/45000]	Loss: 0.5929	LR: 0.020000
Training Epoch: 19 [7680/45000]	Loss: 0.5829	LR: 0.020000
Training Epoch: 19 [7936/45000]	Loss: 0.5971	LR: 0.020000
Training Epoch: 19 [8192/45000]	Loss: 0.5188	LR: 0.020000
Training Epoch: 19 [8448/45000]	Loss: 0.6360	LR: 0.020000
Training Epoch: 19 [8704/45000]	Loss: 0.5379	LR: 0.020000
Training Epoch: 19 [8960/45000]	Loss: 0.6372	LR: 0.020000
Training Epoch: 19 [9216/45000]	Loss: 0.6470	LR: 0.020000
Training Epoch: 19 [9472/45000]	Loss: 0.5524	LR: 0.020000
Training Epoch: 19 [9728/45000]	Loss: 0.6459	LR: 0.020000
Training Epoch: 19 [9984/45000]	Loss: 0.7039	LR: 0.020000
Training Epoch: 19 [10240/45000]	Loss: 0.6402	LR: 0.020000
Training Epoch: 19 [10496/45000]	Loss: 0.5606	LR: 0.020000
Training Epoch: 19 [10752/45000]	Loss: 0.5871	LR: 0.020000
Training Epoch: 19 [11008/45000]	Loss: 0.6665	LR: 0.020000
Training Epoch: 19 [11264/45000]	Loss: 0.6427	LR: 0.020000
Training Epoch: 19 [11520/45000]	Loss: 0.5588	LR: 0.020000
Training Epoch: 19 [11776/45000]	Loss: 0.6208	LR: 0.020000
Training Epoch: 19 [12032/45000]	Loss: 0.5546	LR: 0.020000
Training Epoch: 19 [12288/45000]	Loss: 0.6302	LR: 0.020000
Training Epoch: 19 [12544/45000]	Loss: 0.7153	LR: 0.020000
Training Epoch: 19 [12800/45000]	Loss: 0.6657	LR: 0.020000
Training Epoch: 19 [13056/45000]	Loss: 0.6152	LR: 0.020000
Training Epoch: 19 [13312/45000]	Loss: 0.7675	LR: 0.020000
Training Epoch: 19 [13568/45000]	Loss: 0.7084	LR: 0.020000
Training Epoch: 19 [13824/45000]	Loss: 0.6360	LR: 0.020000
Training Epoch: 19 [14080/45000]	Loss: 0.6212	LR: 0.020000
Training Epoch: 19 [14336/45000]	Loss: 0.6755	LR: 0.020000
Training Epoch: 19 [14592/45000]	Loss: 0.5662	LR: 0.020000
Training Epoch: 19 [14848/45000]	Loss: 0.6576	LR: 0.020000
Training Epoch: 19 [15104/45000]	Loss: 0.5599	LR: 0.020000
Training Epoch: 19 [15360/45000]	Loss: 0.7169	LR: 0.020000
Training Epoch: 19 [15616/45000]	Loss: 0.7138	LR: 0.020000
Training Epoch: 19 [15872/45000]	Loss: 0.7469	LR: 0.020000
Training Epoch: 19 [16128/45000]	Loss: 0.6700	LR: 0.020000
Training Epoch: 19 [16384/45000]	Loss: 0.6130	LR: 0.020000
Training Epoch: 19 [16640/45000]	Loss: 0.6216	LR: 0.020000
Training Epoch: 19 [16896/45000]	Loss: 0.7284	LR: 0.020000
Training Epoch: 19 [17152/45000]	Loss: 0.6307	LR: 0.020000
Training Epoch: 19 [17408/45000]	Loss: 0.6452	LR: 0.020000
Training Epoch: 19 [17664/45000]	Loss: 0.5616	LR: 0.020000
Training Epoch: 19 [17920/45000]	Loss: 0.5783	LR: 0.020000
Training Epoch: 19 [18176/45000]	Loss: 0.6246	LR: 0.020000
Training Epoch: 19 [18432/45000]	Loss: 0.6414	LR: 0.020000
Training Epoch: 19 [18688/45000]	Loss: 0.6857	LR: 0.020000
Training Epoch: 19 [18944/45000]	Loss: 0.5361	LR: 0.020000
Training Epoch: 19 [19200/45000]	Loss: 0.6218	LR: 0.020000
Training Epoch: 19 [19456/45000]	Loss: 0.7600	LR: 0.020000
Training Epoch: 19 [19712/45000]	Loss: 0.5798	LR: 0.020000
Training Epoch: 19 [19968/45000]	Loss: 0.6736	LR: 0.020000
Training Epoch: 19 [20224/45000]	Loss: 0.6718	LR: 0.020000
Training Epoch: 19 [20480/45000]	Loss: 0.6591	LR: 0.020000
Training Epoch: 19 [20736/45000]	Loss: 0.6384	LR: 0.020000
Training Epoch: 19 [20992/45000]	Loss: 0.6659	LR: 0.020000
Training Epoch: 19 [21248/45000]	Loss: 0.6387	LR: 0.020000
Training Epoch: 19 [21504/45000]	Loss: 0.6806	LR: 0.020000
Training Epoch: 19 [21760/45000]	Loss: 0.6313	LR: 0.020000
Training Epoch: 19 [22016/45000]	Loss: 0.5766	LR: 0.020000
Training Epoch: 19 [22272/45000]	Loss: 0.7665	LR: 0.020000
Training Epoch: 19 [22528/45000]	Loss: 0.5562	LR: 0.020000
Training Epoch: 19 [22784/45000]	Loss: 0.7809	LR: 0.020000
Training Epoch: 19 [23040/45000]	Loss: 0.5623	LR: 0.020000
Training Epoch: 19 [23296/45000]	Loss: 0.6680	LR: 0.020000
Training Epoch: 19 [23552/45000]	Loss: 0.6734	LR: 0.020000
Training Epoch: 19 [23808/45000]	Loss: 0.6428	LR: 0.020000
Training Epoch: 19 [24064/45000]	Loss: 0.6137	LR: 0.020000
Training Epoch: 19 [24320/45000]	Loss: 0.6262	LR: 0.020000
Training Epoch: 19 [24576/45000]	Loss: 0.6908	LR: 0.020000
Training Epoch: 19 [24832/45000]	Loss: 0.6588	LR: 0.020000
Training Epoch: 19 [25088/45000]	Loss: 0.6595	LR: 0.020000
Training Epoch: 19 [25344/45000]	Loss: 0.6517	LR: 0.020000
Training Epoch: 19 [25600/45000]	Loss: 0.6627	LR: 0.020000
Training Epoch: 19 [25856/45000]	Loss: 0.7698	LR: 0.020000
Training Epoch: 19 [26112/45000]	Loss: 0.6317	LR: 0.020000
Training Epoch: 19 [26368/45000]	Loss: 0.6173	LR: 0.020000
Training Epoch: 19 [26624/45000]	Loss: 0.6132	LR: 0.020000
Training Epoch: 19 [26880/45000]	Loss: 0.6543	LR: 0.020000
Training Epoch: 19 [27136/45000]	Loss: 0.7044	LR: 0.020000
Training Epoch: 19 [27392/45000]	Loss: 0.5448	LR: 0.020000
Training Epoch: 19 [27648/45000]	Loss: 0.5581	LR: 0.020000
Training Epoch: 19 [27904/45000]	Loss: 0.4999	LR: 0.020000
Training Epoch: 19 [28160/45000]	Loss: 0.6648	LR: 0.020000
Training Epoch: 19 [28416/45000]	Loss: 0.6250	LR: 0.020000
Training Epoch: 19 [28672/45000]	Loss: 0.5852	LR: 0.020000
Training Epoch: 19 [28928/45000]	Loss: 0.7404	LR: 0.020000
Training Epoch: 19 [29184/45000]	Loss: 0.5720	LR: 0.020000
Training Epoch: 19 [29440/45000]	Loss: 0.6870	LR: 0.020000
Training Epoch: 19 [29696/45000]	Loss: 0.6829	LR: 0.020000
Training Epoch: 19 [29952/45000]	Loss: 0.6682	LR: 0.020000
Training Epoch: 19 [30208/45000]	Loss: 0.6465	LR: 0.020000
Training Epoch: 19 [30464/45000]	Loss: 0.6644	LR: 0.020000
Training Epoch: 19 [30720/45000]	Loss: 0.6577	LR: 0.020000
Training Epoch: 19 [30976/45000]	Loss: 0.5755	LR: 0.020000
Training Epoch: 19 [31232/45000]	Loss: 0.6302	LR: 0.020000
Training Epoch: 19 [31488/45000]	Loss: 0.7426	LR: 0.020000
Training Epoch: 19 [31744/45000]	Loss: 0.6074	LR: 0.020000
Training Epoch: 19 [32000/45000]	Loss: 0.6101	LR: 0.020000
Training Epoch: 19 [32256/45000]	Loss: 0.7062	LR: 0.020000
Training Epoch: 19 [32512/45000]	Loss: 0.6189	LR: 0.020000
Training Epoch: 19 [32768/45000]	Loss: 0.6264	LR: 0.020000
Training Epoch: 19 [33024/45000]	Loss: 0.6523	LR: 0.020000
Training Epoch: 19 [33280/45000]	Loss: 0.7182	LR: 0.020000
Training Epoch: 19 [33536/45000]	Loss: 0.6320	LR: 0.020000
Training Epoch: 19 [33792/45000]	Loss: 0.5527	LR: 0.020000
Training Epoch: 19 [34048/45000]	Loss: 0.6564	LR: 0.020000
Training Epoch: 19 [34304/45000]	Loss: 0.7239	LR: 0.020000
Training Epoch: 19 [34560/45000]	Loss: 0.7464	LR: 0.020000
Training Epoch: 19 [34816/45000]	Loss: 0.6506	LR: 0.020000
Training Epoch: 19 [35072/45000]	Loss: 0.5698	LR: 0.020000
Training Epoch: 19 [35328/45000]	Loss: 0.6744	LR: 0.020000
Training Epoch: 19 [35584/45000]	Loss: 0.6439	LR: 0.020000
Training Epoch: 19 [35840/45000]	Loss: 0.6716	LR: 0.020000
Training Epoch: 19 [36096/45000]	Loss: 0.5582	LR: 0.020000
Training Epoch: 19 [36352/45000]	Loss: 0.6569	LR: 0.020000
Training Epoch: 19 [36608/45000]	Loss: 0.7808	LR: 0.020000
Training Epoch: 19 [36864/45000]	Loss: 0.6370	LR: 0.020000
Training Epoch: 19 [37120/45000]	Loss: 0.5675	LR: 0.020000
Training Epoch: 19 [37376/45000]	Loss: 0.5399	LR: 0.020000
Training Epoch: 19 [37632/45000]	Loss: 0.5065	LR: 0.020000
Training Epoch: 19 [37888/45000]	Loss: 0.7404	LR: 0.020000
Training Epoch: 19 [38144/45000]	Loss: 0.7917	LR: 0.020000
Training Epoch: 19 [38400/45000]	Loss: 0.6863	LR: 0.020000
Training Epoch: 19 [38656/45000]	Loss: 0.6986	LR: 0.020000
Training Epoch: 19 [38912/45000]	Loss: 0.6123	LR: 0.020000
Training Epoch: 19 [39168/45000]	Loss: 0.6571	LR: 0.020000
Training Epoch: 19 [39424/45000]	Loss: 0.6928	LR: 0.020000
Training Epoch: 19 [39680/45000]	Loss: 0.6095	LR: 0.020000
Training Epoch: 19 [39936/45000]	Loss: 0.5606	LR: 0.020000
Training Epoch: 19 [40192/45000]	Loss: 0.7266	LR: 0.020000
Training Epoch: 19 [40448/45000]	Loss: 0.5710	LR: 0.020000
Training Epoch: 19 [40704/45000]	Loss: 0.6631	LR: 0.020000
Training Epoch: 19 [40960/45000]	Loss: 0.6293	LR: 0.020000
Training Epoch: 19 [41216/45000]	Loss: 0.7240	LR: 0.020000
Training Epoch: 19 [41472/45000]	Loss: 0.6035	LR: 0.020000
Training Epoch: 19 [41728/45000]	Loss: 0.5742	LR: 0.020000
Training Epoch: 19 [41984/45000]	Loss: 0.5818	LR: 0.020000
Training Epoch: 19 [42240/45000]	Loss: 0.6491	LR: 0.020000
Training Epoch: 19 [42496/45000]	Loss: 0.6195	LR: 0.020000
Training Epoch: 19 [42752/45000]	Loss: 0.6093	LR: 0.020000
Training Epoch: 19 [43008/45000]	Loss: 0.5454	LR: 0.020000
Training Epoch: 19 [43264/45000]	Loss: 0.7198	LR: 0.020000
Training Epoch: 19 [43520/45000]	Loss: 0.7361	LR: 0.020000
Training Epoch: 19 [43776/45000]	Loss: 0.6842	LR: 0.020000
Training Epoch: 19 [44032/45000]	Loss: 0.6613	LR: 0.020000
Training Epoch: 19 [44288/45000]	Loss: 0.5877	LR: 0.020000
Training Epoch: 19 [44544/45000]	Loss: 0.6336	LR: 0.020000
Training Epoch: 19 [44800/45000]	Loss: 0.5589	LR: 0.020000
Training Epoch: 19 [45000/45000]	Loss: 0.6021	LR: 0.020000
Epoch 19 - Average Train Loss: 0.6384, Train Accuracy: 0.7924
Epoch 19 training time consumed: 24.45s
Evaluating Network.....
Test set: Epoch: 19, Average loss: 0.0034, Accuracy: 0.7342, Time consumed:0.88s
Training Epoch: 20 [256/45000]	Loss: 0.5554	LR: 0.020000
Training Epoch: 20 [512/45000]	Loss: 0.6422	LR: 0.020000
Training Epoch: 20 [768/45000]	Loss: 0.5237	LR: 0.020000
Training Epoch: 20 [1024/45000]	Loss: 0.7584	LR: 0.020000
Training Epoch: 20 [1280/45000]	Loss: 0.6279	LR: 0.020000
Training Epoch: 20 [1536/45000]	Loss: 0.5522	LR: 0.020000
Training Epoch: 20 [1792/45000]	Loss: 0.6000	LR: 0.020000
Training Epoch: 20 [2048/45000]	Loss: 0.5507	LR: 0.020000
Training Epoch: 20 [2304/45000]	Loss: 0.6641	LR: 0.020000
Training Epoch: 20 [2560/45000]	Loss: 0.5896	LR: 0.020000
Training Epoch: 20 [2816/45000]	Loss: 0.6203	LR: 0.020000
Training Epoch: 20 [3072/45000]	Loss: 0.6079	LR: 0.020000
Training Epoch: 20 [3328/45000]	Loss: 0.6030	LR: 0.020000
Training Epoch: 20 [3584/45000]	Loss: 0.6363	LR: 0.020000
Training Epoch: 20 [3840/45000]	Loss: 0.7122	LR: 0.020000
Training Epoch: 20 [4096/45000]	Loss: 0.6784	LR: 0.020000
Training Epoch: 20 [4352/45000]	Loss: 0.5944	LR: 0.020000
Training Epoch: 20 [4608/45000]	Loss: 0.5600	LR: 0.020000
Training Epoch: 20 [4864/45000]	Loss: 0.6165	LR: 0.020000
Training Epoch: 20 [5120/45000]	Loss: 0.5233	LR: 0.020000
Training Epoch: 20 [5376/45000]	Loss: 0.5859	LR: 0.020000
Training Epoch: 20 [5632/45000]	Loss: 0.5280	LR: 0.020000
Training Epoch: 20 [5888/45000]	Loss: 0.5816	LR: 0.020000
Training Epoch: 20 [6144/45000]	Loss: 0.7147	LR: 0.020000
Training Epoch: 20 [6400/45000]	Loss: 0.5587	LR: 0.020000
Training Epoch: 20 [6656/45000]	Loss: 0.6682	LR: 0.020000
Training Epoch: 20 [6912/45000]	Loss: 0.6131	LR: 0.020000
Training Epoch: 20 [7168/45000]	Loss: 0.6260	LR: 0.020000
Training Epoch: 20 [7424/45000]	Loss: 0.5792	LR: 0.020000
Training Epoch: 20 [7680/45000]	Loss: 0.5536	LR: 0.020000
Training Epoch: 20 [7936/45000]	Loss: 0.5755	LR: 0.020000
Training Epoch: 20 [8192/45000]	Loss: 0.5161	LR: 0.020000
Training Epoch: 20 [8448/45000]	Loss: 0.5950	LR: 0.020000
Training Epoch: 20 [8704/45000]	Loss: 0.6440	LR: 0.020000
Training Epoch: 20 [8960/45000]	Loss: 0.6185	LR: 0.020000
Training Epoch: 20 [9216/45000]	Loss: 0.5966	LR: 0.020000
Training Epoch: 20 [9472/45000]	Loss: 0.6231	LR: 0.020000
Training Epoch: 20 [9728/45000]	Loss: 0.6055	LR: 0.020000
Training Epoch: 20 [9984/45000]	Loss: 0.5279	LR: 0.020000
Training Epoch: 20 [10240/45000]	Loss: 0.6122	LR: 0.020000
Training Epoch: 20 [10496/45000]	Loss: 0.7039	LR: 0.020000
Training Epoch: 20 [10752/45000]	Loss: 0.7349	LR: 0.020000
Training Epoch: 20 [11008/45000]	Loss: 0.6742	LR: 0.020000
Training Epoch: 20 [11264/45000]	Loss: 0.6541	LR: 0.020000
Training Epoch: 20 [11520/45000]	Loss: 0.5574	LR: 0.020000
Training Epoch: 20 [11776/45000]	Loss: 0.6785	LR: 0.020000
Training Epoch: 20 [12032/45000]	Loss: 0.5439	LR: 0.020000
Training Epoch: 20 [12288/45000]	Loss: 0.7108	LR: 0.020000
Training Epoch: 20 [12544/45000]	Loss: 0.6383	LR: 0.020000
Training Epoch: 20 [12800/45000]	Loss: 0.6980	LR: 0.020000
Training Epoch: 20 [13056/45000]	Loss: 0.4416	LR: 0.020000
Training Epoch: 20 [13312/45000]	Loss: 0.5114	LR: 0.020000
Training Epoch: 20 [13568/45000]	Loss: 0.6564	LR: 0.020000
Training Epoch: 20 [13824/45000]	Loss: 0.4948	LR: 0.020000
Training Epoch: 20 [14080/45000]	Loss: 0.4896	LR: 0.020000
Training Epoch: 20 [14336/45000]	Loss: 0.6413	LR: 0.020000
Training Epoch: 20 [14592/45000]	Loss: 0.6304	LR: 0.020000
Training Epoch: 20 [14848/45000]	Loss: 0.5646	LR: 0.020000
Training Epoch: 20 [15104/45000]	Loss: 0.6030	LR: 0.020000
Training Epoch: 20 [15360/45000]	Loss: 0.5031	LR: 0.020000
Training Epoch: 20 [15616/45000]	Loss: 0.6426	LR: 0.020000
Training Epoch: 20 [15872/45000]	Loss: 0.6678	LR: 0.020000
Training Epoch: 20 [16128/45000]	Loss: 0.6313	LR: 0.020000
Training Epoch: 20 [16384/45000]	Loss: 0.6082	LR: 0.020000
Training Epoch: 20 [16640/45000]	Loss: 0.6367	LR: 0.020000
Training Epoch: 20 [16896/45000]	Loss: 0.5879	LR: 0.020000
Training Epoch: 20 [17152/45000]	Loss: 0.6095	LR: 0.020000
Training Epoch: 20 [17408/45000]	Loss: 0.5950	LR: 0.020000
Training Epoch: 20 [17664/45000]	Loss: 0.7750	LR: 0.020000
Training Epoch: 20 [17920/45000]	Loss: 0.5306	LR: 0.020000
Training Epoch: 20 [18176/45000]	Loss: 0.5590	LR: 0.020000
Training Epoch: 20 [18432/45000]	Loss: 0.7103	LR: 0.020000
Training Epoch: 20 [18688/45000]	Loss: 0.6479	LR: 0.020000
Training Epoch: 20 [18944/45000]	Loss: 0.6550	LR: 0.020000
Training Epoch: 20 [19200/45000]	Loss: 0.6293	LR: 0.020000
Training Epoch: 20 [19456/45000]	Loss: 0.5552	LR: 0.020000
Training Epoch: 20 [19712/45000]	Loss: 0.5613	LR: 0.020000
Training Epoch: 20 [19968/45000]	Loss: 0.5865	LR: 0.020000
Training Epoch: 20 [20224/45000]	Loss: 0.6530	LR: 0.020000
Training Epoch: 20 [20480/45000]	Loss: 0.7510	LR: 0.020000
Training Epoch: 20 [20736/45000]	Loss: 0.6293	LR: 0.020000
Training Epoch: 20 [20992/45000]	Loss: 0.6998	LR: 0.020000
Training Epoch: 20 [21248/45000]	Loss: 0.6061	LR: 0.020000
Training Epoch: 20 [21504/45000]	Loss: 0.5775	LR: 0.020000
Training Epoch: 20 [21760/45000]	Loss: 0.5306	LR: 0.020000
Training Epoch: 20 [22016/45000]	Loss: 0.6498	LR: 0.020000
Training Epoch: 20 [22272/45000]	Loss: 0.7030	LR: 0.020000
Training Epoch: 20 [22528/45000]	Loss: 0.6236	LR: 0.020000
Training Epoch: 20 [22784/45000]	Loss: 0.5659	LR: 0.020000
Training Epoch: 20 [23040/45000]	Loss: 0.6241	LR: 0.020000
Training Epoch: 20 [23296/45000]	Loss: 0.4805	LR: 0.020000
Training Epoch: 20 [23552/45000]	Loss: 0.5938	LR: 0.020000
Training Epoch: 20 [23808/45000]	Loss: 0.7234	LR: 0.020000
Training Epoch: 20 [24064/45000]	Loss: 0.6514	LR: 0.020000
Training Epoch: 20 [24320/45000]	Loss: 0.5406	LR: 0.020000
Training Epoch: 20 [24576/45000]	Loss: 0.6258	LR: 0.020000
Training Epoch: 20 [24832/45000]	Loss: 0.6513	LR: 0.020000
Training Epoch: 20 [25088/45000]	Loss: 0.5905	LR: 0.020000
Training Epoch: 20 [25344/45000]	Loss: 0.6166	LR: 0.020000
Training Epoch: 20 [25600/45000]	Loss: 0.4907	LR: 0.020000
Training Epoch: 20 [25856/45000]	Loss: 0.6019	LR: 0.020000
Training Epoch: 20 [26112/45000]	Loss: 0.6572	LR: 0.020000
Training Epoch: 20 [26368/45000]	Loss: 0.7369	LR: 0.020000
Training Epoch: 20 [26624/45000]	Loss: 0.6302	LR: 0.020000
Training Epoch: 20 [26880/45000]	Loss: 0.6922	LR: 0.020000
Training Epoch: 20 [27136/45000]	Loss: 0.6391	LR: 0.020000
Training Epoch: 20 [27392/45000]	Loss: 0.7989	LR: 0.020000
Training Epoch: 20 [27648/45000]	Loss: 0.4877	LR: 0.020000
Training Epoch: 20 [27904/45000]	Loss: 0.5918	LR: 0.020000
Training Epoch: 20 [28160/45000]	Loss: 0.6738	LR: 0.020000
Training Epoch: 20 [28416/45000]	Loss: 0.6425	LR: 0.020000
Training Epoch: 20 [28672/45000]	Loss: 0.5810	LR: 0.020000
Training Epoch: 20 [28928/45000]	Loss: 0.7237	LR: 0.020000
Training Epoch: 20 [29184/45000]	Loss: 0.5675	LR: 0.020000
Training Epoch: 20 [29440/45000]	Loss: 0.6652	LR: 0.020000
Training Epoch: 20 [29696/45000]	Loss: 0.6305	LR: 0.020000
Training Epoch: 20 [29952/45000]	Loss: 0.5876	LR: 0.020000
Training Epoch: 20 [30208/45000]	Loss: 0.6365	LR: 0.020000
Training Epoch: 20 [30464/45000]	Loss: 0.6567	LR: 0.020000
Training Epoch: 20 [30720/45000]	Loss: 0.6386	LR: 0.020000
Training Epoch: 20 [30976/45000]	Loss: 0.6082	LR: 0.020000
Training Epoch: 20 [31232/45000]	Loss: 0.6238	LR: 0.020000
Training Epoch: 20 [31488/45000]	Loss: 0.4887	LR: 0.020000
Training Epoch: 20 [31744/45000]	Loss: 0.7941	LR: 0.020000
Training Epoch: 20 [32000/45000]	Loss: 0.5387	LR: 0.020000
Training Epoch: 20 [32256/45000]	Loss: 0.6628	LR: 0.020000
Training Epoch: 20 [32512/45000]	Loss: 0.6854	LR: 0.020000
Training Epoch: 20 [32768/45000]	Loss: 0.6394	LR: 0.020000
Training Epoch: 20 [33024/45000]	Loss: 0.6557	LR: 0.020000
Training Epoch: 20 [33280/45000]	Loss: 0.6029	LR: 0.020000
Training Epoch: 20 [33536/45000]	Loss: 0.6917	LR: 0.020000
Training Epoch: 20 [33792/45000]	Loss: 0.6772	LR: 0.020000
Training Epoch: 20 [34048/45000]	Loss: 0.6895	LR: 0.020000
Training Epoch: 20 [34304/45000]	Loss: 0.7243	LR: 0.020000
Training Epoch: 20 [34560/45000]	Loss: 0.6607	LR: 0.020000
Training Epoch: 20 [34816/45000]	Loss: 0.5971	LR: 0.020000
Training Epoch: 20 [35072/45000]	Loss: 0.5788	LR: 0.020000
Training Epoch: 20 [35328/45000]	Loss: 0.5700	LR: 0.020000
Training Epoch: 20 [35584/45000]	Loss: 0.5676	LR: 0.020000
Training Epoch: 20 [35840/45000]	Loss: 0.6313	LR: 0.020000
Training Epoch: 20 [36096/45000]	Loss: 0.5641	LR: 0.020000
Training Epoch: 20 [36352/45000]	Loss: 0.6836	LR: 0.020000
Training Epoch: 20 [36608/45000]	Loss: 0.6436	LR: 0.020000
Training Epoch: 20 [36864/45000]	Loss: 0.6540	LR: 0.020000
Training Epoch: 20 [37120/45000]	Loss: 0.5707	LR: 0.020000
Training Epoch: 20 [37376/45000]	Loss: 0.7759	LR: 0.020000
Training Epoch: 20 [37632/45000]	Loss: 0.6930	LR: 0.020000
Training Epoch: 20 [37888/45000]	Loss: 0.6060	LR: 0.020000
Training Epoch: 20 [38144/45000]	Loss: 0.6528	LR: 0.020000
Training Epoch: 20 [38400/45000]	Loss: 0.6704	LR: 0.020000
Training Epoch: 20 [38656/45000]	Loss: 0.5518	LR: 0.020000
Training Epoch: 20 [38912/45000]	Loss: 0.6501	LR: 0.020000
Training Epoch: 20 [39168/45000]	Loss: 0.6899	LR: 0.020000
Training Epoch: 20 [39424/45000]	Loss: 0.5764	LR: 0.020000
Training Epoch: 20 [39680/45000]	Loss: 0.6858	LR: 0.020000
Training Epoch: 20 [39936/45000]	Loss: 0.5971	LR: 0.020000
Training Epoch: 20 [40192/45000]	Loss: 0.5376	LR: 0.020000
Training Epoch: 20 [40448/45000]	Loss: 0.4875	LR: 0.020000
Training Epoch: 20 [40704/45000]	Loss: 0.6151	LR: 0.020000
Training Epoch: 20 [40960/45000]	Loss: 0.6104	LR: 0.020000
Training Epoch: 20 [41216/45000]	Loss: 0.6600	LR: 0.020000
Training Epoch: 20 [41472/45000]	Loss: 0.6692	LR: 0.020000
Training Epoch: 20 [41728/45000]	Loss: 0.6633	LR: 0.020000
Training Epoch: 20 [41984/45000]	Loss: 0.6226	LR: 0.020000
Training Epoch: 20 [42240/45000]	Loss: 0.7006	LR: 0.020000
Training Epoch: 20 [42496/45000]	Loss: 0.6729	LR: 0.020000
Training Epoch: 20 [42752/45000]	Loss: 0.6960	LR: 0.020000
Training Epoch: 20 [43008/45000]	Loss: 0.5658	LR: 0.020000
Training Epoch: 20 [43264/45000]	Loss: 0.6288	LR: 0.020000
Training Epoch: 20 [43520/45000]	Loss: 0.7348	LR: 0.020000
Training Epoch: 20 [43776/45000]	Loss: 0.6180	LR: 0.020000
Training Epoch: 20 [44032/45000]	Loss: 0.5967	LR: 0.020000
Training Epoch: 20 [44288/45000]	Loss: 0.6356	LR: 0.020000
Training Epoch: 20 [44544/45000]	Loss: 0.6485	LR: 0.020000
Training Epoch: 20 [44800/45000]	Loss: 0.6322	LR: 0.020000
Training Epoch: 20 [45000/45000]	Loss: 0.6078	LR: 0.020000
Epoch 20 - Average Train Loss: 0.6218, Train Accuracy: 0.7999
Epoch 20 training time consumed: 24.90s
Evaluating Network.....
Test set: Epoch: 20, Average loss: 0.0034, Accuracy: 0.7373, Time consumed:0.88s
Training Epoch: 21 [256/45000]	Loss: 0.6100	LR: 0.020000
Training Epoch: 21 [512/45000]	Loss: 0.5241	LR: 0.020000
Training Epoch: 21 [768/45000]	Loss: 0.6959	LR: 0.020000
Training Epoch: 21 [1024/45000]	Loss: 0.5294	LR: 0.020000
Training Epoch: 21 [1280/45000]	Loss: 0.4814	LR: 0.020000
Training Epoch: 21 [1536/45000]	Loss: 0.6003	LR: 0.020000
Training Epoch: 21 [1792/45000]	Loss: 0.6401	LR: 0.020000
Training Epoch: 21 [2048/45000]	Loss: 0.5543	LR: 0.020000
Training Epoch: 21 [2304/45000]	Loss: 0.6006	LR: 0.020000
Training Epoch: 21 [2560/45000]	Loss: 0.6041	LR: 0.020000
Training Epoch: 21 [2816/45000]	Loss: 0.6268	LR: 0.020000
Training Epoch: 21 [3072/45000]	Loss: 0.6112	LR: 0.020000
Training Epoch: 21 [3328/45000]	Loss: 0.6637	LR: 0.020000
Training Epoch: 21 [3584/45000]	Loss: 0.5732	LR: 0.020000
Training Epoch: 21 [3840/45000]	Loss: 0.6503	LR: 0.020000
Training Epoch: 21 [4096/45000]	Loss: 0.6172	LR: 0.020000
Training Epoch: 21 [4352/45000]	Loss: 0.5553	LR: 0.020000
Training Epoch: 21 [4608/45000]	Loss: 0.5857	LR: 0.020000
Training Epoch: 21 [4864/45000]	Loss: 0.5307	LR: 0.020000
Training Epoch: 21 [5120/45000]	Loss: 0.5049	LR: 0.020000
Training Epoch: 21 [5376/45000]	Loss: 0.5208	LR: 0.020000
Training Epoch: 21 [5632/45000]	Loss: 0.5019	LR: 0.020000
Training Epoch: 21 [5888/45000]	Loss: 0.5870	LR: 0.020000
Training Epoch: 21 [6144/45000]	Loss: 0.5866	LR: 0.020000
Training Epoch: 21 [6400/45000]	Loss: 0.7538	LR: 0.020000
Training Epoch: 21 [6656/45000]	Loss: 0.5390	LR: 0.020000
Training Epoch: 21 [6912/45000]	Loss: 0.5486	LR: 0.020000
Training Epoch: 21 [7168/45000]	Loss: 0.5792	LR: 0.020000
Training Epoch: 21 [7424/45000]	Loss: 0.6022	LR: 0.020000
Training Epoch: 21 [7680/45000]	Loss: 0.6036	LR: 0.020000
Training Epoch: 21 [7936/45000]	Loss: 0.6675	LR: 0.020000
Training Epoch: 21 [8192/45000]	Loss: 0.5982	LR: 0.020000
Training Epoch: 21 [8448/45000]	Loss: 0.6471	LR: 0.020000
Training Epoch: 21 [8704/45000]	Loss: 0.7221	LR: 0.020000
Training Epoch: 21 [8960/45000]	Loss: 0.5392	LR: 0.020000
Training Epoch: 21 [9216/45000]	Loss: 0.6490	LR: 0.020000
Training Epoch: 21 [9472/45000]	Loss: 0.5867	LR: 0.020000
Training Epoch: 21 [9728/45000]	Loss: 0.5504	LR: 0.020000
Training Epoch: 21 [9984/45000]	Loss: 0.5666	LR: 0.020000
Training Epoch: 21 [10240/45000]	Loss: 0.5586	LR: 0.020000
Training Epoch: 21 [10496/45000]	Loss: 0.5303	LR: 0.020000
Training Epoch: 21 [10752/45000]	Loss: 0.6157	LR: 0.020000
Training Epoch: 21 [11008/45000]	Loss: 0.6331	LR: 0.020000
Training Epoch: 21 [11264/45000]	Loss: 0.5758	LR: 0.020000
Training Epoch: 21 [11520/45000]	Loss: 0.6137	LR: 0.020000
Training Epoch: 21 [11776/45000]	Loss: 0.6495	LR: 0.020000
Training Epoch: 21 [12032/45000]	Loss: 0.6868	LR: 0.020000
Training Epoch: 21 [12288/45000]	Loss: 0.5375	LR: 0.020000
Training Epoch: 21 [12544/45000]	Loss: 0.6397	LR: 0.020000
Training Epoch: 21 [12800/45000]	Loss: 0.6162	LR: 0.020000
Training Epoch: 21 [13056/45000]	Loss: 0.5660	LR: 0.020000
Training Epoch: 21 [13312/45000]	Loss: 0.5757	LR: 0.020000
Training Epoch: 21 [13568/45000]	Loss: 0.5875	LR: 0.020000
Training Epoch: 21 [13824/45000]	Loss: 0.5403	LR: 0.020000
Training Epoch: 21 [14080/45000]	Loss: 0.5358	LR: 0.020000
Training Epoch: 21 [14336/45000]	Loss: 0.5705	LR: 0.020000
Training Epoch: 21 [14592/45000]	Loss: 0.4919	LR: 0.020000
Training Epoch: 21 [14848/45000]	Loss: 0.5718	LR: 0.020000
Training Epoch: 21 [15104/45000]	Loss: 0.6664	LR: 0.020000
Training Epoch: 21 [15360/45000]	Loss: 0.6922	LR: 0.020000
Training Epoch: 21 [15616/45000]	Loss: 0.6260	LR: 0.020000
Training Epoch: 21 [15872/45000]	Loss: 0.6528	LR: 0.020000
Training Epoch: 21 [16128/45000]	Loss: 0.5358	LR: 0.020000
Training Epoch: 21 [16384/45000]	Loss: 0.5824	LR: 0.020000
Training Epoch: 21 [16640/45000]	Loss: 0.6207	LR: 0.020000
Training Epoch: 21 [16896/45000]	Loss: 0.5512	LR: 0.020000
Training Epoch: 21 [17152/45000]	Loss: 0.6170	LR: 0.020000
Training Epoch: 21 [17408/45000]	Loss: 0.6429	LR: 0.020000
Training Epoch: 21 [17664/45000]	Loss: 0.6106	LR: 0.020000
Training Epoch: 21 [17920/45000]	Loss: 0.5927	LR: 0.020000
Training Epoch: 21 [18176/45000]	Loss: 0.6703	LR: 0.020000
Training Epoch: 21 [18432/45000]	Loss: 0.6189	LR: 0.020000
Training Epoch: 21 [18688/45000]	Loss: 0.6502	LR: 0.020000
Training Epoch: 21 [18944/45000]	Loss: 0.5339	LR: 0.020000
Training Epoch: 21 [19200/45000]	Loss: 0.5705	LR: 0.020000
Training Epoch: 21 [19456/45000]	Loss: 0.6579	LR: 0.020000
Training Epoch: 21 [19712/45000]	Loss: 0.5871	LR: 0.020000
Training Epoch: 21 [19968/45000]	Loss: 0.6896	LR: 0.020000
Training Epoch: 21 [20224/45000]	Loss: 0.6802	LR: 0.020000
Training Epoch: 21 [20480/45000]	Loss: 0.6434	LR: 0.020000
Training Epoch: 21 [20736/45000]	Loss: 0.6951	LR: 0.020000
Training Epoch: 21 [20992/45000]	Loss: 0.6275	LR: 0.020000
Training Epoch: 21 [21248/45000]	Loss: 0.6696	LR: 0.020000
Training Epoch: 21 [21504/45000]	Loss: 0.6812	LR: 0.020000
Training Epoch: 21 [21760/45000]	Loss: 0.5868	LR: 0.020000
Training Epoch: 21 [22016/45000]	Loss: 0.7177	LR: 0.020000
Training Epoch: 21 [22272/45000]	Loss: 0.6343	LR: 0.020000
Training Epoch: 21 [22528/45000]	Loss: 0.6265	LR: 0.020000
Training Epoch: 21 [22784/45000]	Loss: 0.5400	LR: 0.020000
Training Epoch: 21 [23040/45000]	Loss: 0.6060	LR: 0.020000
Training Epoch: 21 [23296/45000]	Loss: 0.6764	LR: 0.020000
Training Epoch: 21 [23552/45000]	Loss: 0.5312	LR: 0.020000
Training Epoch: 21 [23808/45000]	Loss: 0.5593	LR: 0.020000
Training Epoch: 21 [24064/45000]	Loss: 0.6405	LR: 0.020000
Training Epoch: 21 [24320/45000]	Loss: 0.6119	LR: 0.020000
Training Epoch: 21 [24576/45000]	Loss: 0.5350	LR: 0.020000
Training Epoch: 21 [24832/45000]	Loss: 0.5597	LR: 0.020000
Training Epoch: 21 [25088/45000]	Loss: 0.6012	LR: 0.020000
Training Epoch: 21 [25344/45000]	Loss: 0.6335	LR: 0.020000
Training Epoch: 21 [25600/45000]	Loss: 0.5756	LR: 0.020000
Training Epoch: 21 [25856/45000]	Loss: 0.6229	LR: 0.020000
Training Epoch: 21 [26112/45000]	Loss: 0.5473	LR: 0.020000
Training Epoch: 21 [26368/45000]	Loss: 0.5981	LR: 0.020000
Training Epoch: 21 [26624/45000]	Loss: 0.6852	LR: 0.020000
Training Epoch: 21 [26880/45000]	Loss: 0.5828	LR: 0.020000
Training Epoch: 21 [27136/45000]	Loss: 0.5955	LR: 0.020000
Training Epoch: 21 [27392/45000]	Loss: 0.6104	LR: 0.020000
Training Epoch: 21 [27648/45000]	Loss: 0.5006	LR: 0.020000
Training Epoch: 21 [27904/45000]	Loss: 0.6542	LR: 0.020000
Training Epoch: 21 [28160/45000]	Loss: 0.6240	LR: 0.020000
Training Epoch: 21 [28416/45000]	Loss: 0.6691	LR: 0.020000
Training Epoch: 21 [28672/45000]	Loss: 0.5871	LR: 0.020000
Training Epoch: 21 [28928/45000]	Loss: 0.4860	LR: 0.020000
Training Epoch: 21 [29184/45000]	Loss: 0.6161	LR: 0.020000
Training Epoch: 21 [29440/45000]	Loss: 0.6062	LR: 0.020000
Training Epoch: 21 [29696/45000]	Loss: 0.6340	LR: 0.020000
Training Epoch: 21 [29952/45000]	Loss: 0.5873	LR: 0.020000
Training Epoch: 21 [30208/45000]	Loss: 0.6297	LR: 0.020000
Training Epoch: 21 [30464/45000]	Loss: 0.6805	LR: 0.020000
Training Epoch: 21 [30720/45000]	Loss: 0.6849	LR: 0.020000
Training Epoch: 21 [30976/45000]	Loss: 0.5623	LR: 0.020000
Training Epoch: 21 [31232/45000]	Loss: 0.4994	LR: 0.020000
Training Epoch: 21 [31488/45000]	Loss: 0.5346	LR: 0.020000
Training Epoch: 21 [31744/45000]	Loss: 0.6430	LR: 0.020000
Training Epoch: 21 [32000/45000]	Loss: 0.5543	LR: 0.020000
Training Epoch: 21 [32256/45000]	Loss: 0.6382	LR: 0.020000
Training Epoch: 21 [32512/45000]	Loss: 0.6243	LR: 0.020000
Training Epoch: 21 [32768/45000]	Loss: 0.5235	LR: 0.020000
Training Epoch: 21 [33024/45000]	Loss: 0.6578	LR: 0.020000
Training Epoch: 21 [33280/45000]	Loss: 0.6220	LR: 0.020000
Training Epoch: 21 [33536/45000]	Loss: 0.6218	LR: 0.020000
Training Epoch: 21 [33792/45000]	Loss: 0.7448	LR: 0.020000
Training Epoch: 21 [34048/45000]	Loss: 0.7046	LR: 0.020000
Training Epoch: 21 [34304/45000]	Loss: 0.6531	LR: 0.020000
Training Epoch: 21 [34560/45000]	Loss: 0.6286	LR: 0.020000
Training Epoch: 21 [34816/45000]	Loss: 0.5677	LR: 0.020000
Training Epoch: 21 [35072/45000]	Loss: 0.5811	LR: 0.020000
Training Epoch: 21 [35328/45000]	Loss: 0.5716	LR: 0.020000
Training Epoch: 21 [35584/45000]	Loss: 0.6022	LR: 0.020000
Training Epoch: 21 [35840/45000]	Loss: 0.7512	LR: 0.020000
Training Epoch: 21 [36096/45000]	Loss: 0.6455	LR: 0.020000
Training Epoch: 21 [36352/45000]	Loss: 0.6290	LR: 0.020000
Training Epoch: 21 [36608/45000]	Loss: 0.6271	LR: 0.020000
Training Epoch: 21 [36864/45000]	Loss: 0.5263	LR: 0.020000
Training Epoch: 21 [37120/45000]	Loss: 0.7221	LR: 0.020000
Training Epoch: 21 [37376/45000]	Loss: 0.6031	LR: 0.020000
Training Epoch: 21 [37632/45000]	Loss: 0.5613	LR: 0.020000
Training Epoch: 21 [37888/45000]	Loss: 0.5489	LR: 0.020000
Training Epoch: 21 [38144/45000]	Loss: 0.5063	LR: 0.020000
Training Epoch: 21 [38400/45000]	Loss: 0.6053	LR: 0.020000
Training Epoch: 21 [38656/45000]	Loss: 0.5655	LR: 0.020000
Training Epoch: 21 [38912/45000]	Loss: 0.5532	LR: 0.020000
Training Epoch: 21 [39168/45000]	Loss: 0.5434	LR: 0.020000
Training Epoch: 21 [39424/45000]	Loss: 0.5939	LR: 0.020000
Training Epoch: 21 [39680/45000]	Loss: 0.5955	LR: 0.020000
Training Epoch: 21 [39936/45000]	Loss: 0.6320	LR: 0.020000
Training Epoch: 21 [40192/45000]	Loss: 0.6068	LR: 0.020000
Training Epoch: 21 [40448/45000]	Loss: 0.6099	LR: 0.020000
Training Epoch: 21 [40704/45000]	Loss: 0.5944	LR: 0.020000
Training Epoch: 21 [40960/45000]	Loss: 0.6261	LR: 0.020000
Training Epoch: 21 [41216/45000]	Loss: 0.7488	LR: 0.020000
Training Epoch: 21 [41472/45000]	Loss: 0.6220	LR: 0.020000
Training Epoch: 21 [41728/45000]	Loss: 0.6118	LR: 0.020000
Training Epoch: 21 [41984/45000]	Loss: 0.6649	LR: 0.020000
Training Epoch: 21 [42240/45000]	Loss: 0.6403	LR: 0.020000
Training Epoch: 21 [42496/45000]	Loss: 0.5187	LR: 0.020000
Training Epoch: 21 [42752/45000]	Loss: 0.6264	LR: 0.020000
Training Epoch: 21 [43008/45000]	Loss: 0.5949	LR: 0.020000
Training Epoch: 21 [43264/45000]	Loss: 0.6200	LR: 0.020000
Training Epoch: 21 [43520/45000]	Loss: 0.6512	LR: 0.020000
Training Epoch: 21 [43776/45000]	Loss: 0.6284	LR: 0.020000
Training Epoch: 21 [44032/45000]	Loss: 0.7328	LR: 0.020000
Training Epoch: 21 [44288/45000]	Loss: 0.6560	LR: 0.020000
Training Epoch: 21 [44544/45000]	Loss: 0.7206	LR: 0.020000
Training Epoch: 21 [44800/45000]	Loss: 0.6265	LR: 0.020000
Training Epoch: 21 [45000/45000]	Loss: 0.6391	LR: 0.020000
Epoch 21 - Average Train Loss: 0.6073, Train Accuracy: 0.8049
Epoch 21 training time consumed: 24.54s
Evaluating Network.....
Test set: Epoch: 21, Average loss: 0.0035, Accuracy: 0.7340, Time consumed:0.88s
Training Epoch: 22 [256/45000]	Loss: 0.5649	LR: 0.020000
Training Epoch: 22 [512/45000]	Loss: 0.5097	LR: 0.020000
Training Epoch: 22 [768/45000]	Loss: 0.5592	LR: 0.020000
Training Epoch: 22 [1024/45000]	Loss: 0.5627	LR: 0.020000
Training Epoch: 22 [1280/45000]	Loss: 0.6012	LR: 0.020000
Training Epoch: 22 [1536/45000]	Loss: 0.5341	LR: 0.020000
Training Epoch: 22 [1792/45000]	Loss: 0.5969	LR: 0.020000
Training Epoch: 22 [2048/45000]	Loss: 0.6554	LR: 0.020000
Training Epoch: 22 [2304/45000]	Loss: 0.5745	LR: 0.020000
Training Epoch: 22 [2560/45000]	Loss: 0.5463	LR: 0.020000
Training Epoch: 22 [2816/45000]	Loss: 0.5859	LR: 0.020000
Training Epoch: 22 [3072/45000]	Loss: 0.5877	LR: 0.020000
Training Epoch: 22 [3328/45000]	Loss: 0.4697	LR: 0.020000
Training Epoch: 22 [3584/45000]	Loss: 0.4919	LR: 0.020000
Training Epoch: 22 [3840/45000]	Loss: 0.7301	LR: 0.020000
Training Epoch: 22 [4096/45000]	Loss: 0.5615	LR: 0.020000
Training Epoch: 22 [4352/45000]	Loss: 0.6124	LR: 0.020000
Training Epoch: 22 [4608/45000]	Loss: 0.4820	LR: 0.020000
Training Epoch: 22 [4864/45000]	Loss: 0.5927	LR: 0.020000
Training Epoch: 22 [5120/45000]	Loss: 0.5338	LR: 0.020000
Training Epoch: 22 [5376/45000]	Loss: 0.5484	LR: 0.020000
Training Epoch: 22 [5632/45000]	Loss: 0.5619	LR: 0.020000
Training Epoch: 22 [5888/45000]	Loss: 0.5923	LR: 0.020000
Training Epoch: 22 [6144/45000]	Loss: 0.5874	LR: 0.020000
Training Epoch: 22 [6400/45000]	Loss: 0.5798	LR: 0.020000
Training Epoch: 22 [6656/45000]	Loss: 0.5634	LR: 0.020000
Training Epoch: 22 [6912/45000]	Loss: 0.6045	LR: 0.020000
Training Epoch: 22 [7168/45000]	Loss: 0.6450	LR: 0.020000
Training Epoch: 22 [7424/45000]	Loss: 0.5088	LR: 0.020000
Training Epoch: 22 [7680/45000]	Loss: 0.5115	LR: 0.020000
Training Epoch: 22 [7936/45000]	Loss: 0.5525	LR: 0.020000
Training Epoch: 22 [8192/45000]	Loss: 0.5040	LR: 0.020000
Training Epoch: 22 [8448/45000]	Loss: 0.5165	LR: 0.020000
Training Epoch: 22 [8704/45000]	Loss: 0.4448	LR: 0.020000
Training Epoch: 22 [8960/45000]	Loss: 0.5116	LR: 0.020000
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Training Epoch: 22 [45000/45000]	Loss: 0.5253	LR: 0.020000
Epoch 22 - Average Train Loss: 0.5931, Train Accuracy: 0.8090
Epoch 22 training time consumed: 24.57s
Evaluating Network.....
Test set: Epoch: 22, Average loss: 0.0034, Accuracy: 0.7445, Time consumed:0.88s
Saving weights file to checkpoint/retrain/AllCNN/Monday_14_July_2025_00h_48m_07s/AllCNN-Cifar20-seed3-ret100-22-best.pth
Training Epoch: 23 [256/45000]	Loss: 0.4187	LR: 0.020000
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Training Epoch: 23 [36864/45000]	Loss: 0.5269	LR: 0.020000
Training Epoch: 23 [37120/45000]	Loss: 0.5257	LR: 0.020000
Training Epoch: 23 [37376/45000]	Loss: 0.5517	LR: 0.020000
Training Epoch: 23 [37632/45000]	Loss: 0.4899	LR: 0.020000
Training Epoch: 23 [37888/45000]	Loss: 0.5803	LR: 0.020000
Training Epoch: 23 [38144/45000]	Loss: 0.6240	LR: 0.020000
Training Epoch: 23 [38400/45000]	Loss: 0.5642	LR: 0.020000
Training Epoch: 23 [38656/45000]	Loss: 0.6324	LR: 0.020000
Training Epoch: 23 [38912/45000]	Loss: 0.5902	LR: 0.020000
Training Epoch: 23 [39168/45000]	Loss: 0.6505	LR: 0.020000
Training Epoch: 23 [39424/45000]	Loss: 0.5312	LR: 0.020000
Training Epoch: 23 [39680/45000]	Loss: 0.6519	LR: 0.020000
Training Epoch: 23 [39936/45000]	Loss: 0.6190	LR: 0.020000
Training Epoch: 23 [40192/45000]	Loss: 0.6489	LR: 0.020000
Training Epoch: 23 [40448/45000]	Loss: 0.4699	LR: 0.020000
Training Epoch: 23 [40704/45000]	Loss: 0.7136	LR: 0.020000
Training Epoch: 23 [40960/45000]	Loss: 0.6151	LR: 0.020000
Training Epoch: 23 [41216/45000]	Loss: 0.5865	LR: 0.020000
Training Epoch: 23 [41472/45000]	Loss: 0.5693	LR: 0.020000
Training Epoch: 23 [41728/45000]	Loss: 0.6038	LR: 0.020000
Training Epoch: 23 [41984/45000]	Loss: 0.5858	LR: 0.020000
Training Epoch: 23 [42240/45000]	Loss: 0.5571	LR: 0.020000
Training Epoch: 23 [42496/45000]	Loss: 0.7273	LR: 0.020000
Training Epoch: 23 [42752/45000]	Loss: 0.6851	LR: 0.020000
Training Epoch: 23 [43008/45000]	Loss: 0.5531	LR: 0.020000
Training Epoch: 23 [43264/45000]	Loss: 0.5920	LR: 0.020000
Training Epoch: 23 [43520/45000]	Loss: 0.6502	LR: 0.020000
Training Epoch: 23 [43776/45000]	Loss: 0.6225	LR: 0.020000
Training Epoch: 23 [44032/45000]	Loss: 0.5627	LR: 0.020000
Training Epoch: 23 [44288/45000]	Loss: 0.6601	LR: 0.020000
Training Epoch: 23 [44544/45000]	Loss: 0.6112	LR: 0.020000
Training Epoch: 23 [44800/45000]	Loss: 0.5644	LR: 0.020000
Training Epoch: 23 [45000/45000]	Loss: 0.6863	LR: 0.020000
Epoch 23 - Average Train Loss: 0.5833, Train Accuracy: 0.8115
Epoch 23 training time consumed: 24.60s
Evaluating Network.....
Test set: Epoch: 23, Average loss: 0.0035, Accuracy: 0.7323, Time consumed:0.92s
Training Epoch: 24 [256/45000]	Loss: 0.4713	LR: 0.020000
Training Epoch: 24 [512/45000]	Loss: 0.5618	LR: 0.020000
Training Epoch: 24 [768/45000]	Loss: 0.5978	LR: 0.020000
Training Epoch: 24 [1024/45000]	Loss: 0.5277	LR: 0.020000
Training Epoch: 24 [1280/45000]	Loss: 0.5489	LR: 0.020000
Training Epoch: 24 [1536/45000]	Loss: 0.5944	LR: 0.020000
Training Epoch: 24 [1792/45000]	Loss: 0.6096	LR: 0.020000
Training Epoch: 24 [2048/45000]	Loss: 0.5547	LR: 0.020000
Training Epoch: 24 [2304/45000]	Loss: 0.5530	LR: 0.020000
Training Epoch: 24 [2560/45000]	Loss: 0.5115	LR: 0.020000
Training Epoch: 24 [2816/45000]	Loss: 0.4544	LR: 0.020000
Training Epoch: 24 [3072/45000]	Loss: 0.5223	LR: 0.020000
Training Epoch: 24 [3328/45000]	Loss: 0.5540	LR: 0.020000
Training Epoch: 24 [3584/45000]	Loss: 0.5632	LR: 0.020000
Training Epoch: 24 [3840/45000]	Loss: 0.5193	LR: 0.020000
Training Epoch: 24 [4096/45000]	Loss: 0.4769	LR: 0.020000
Training Epoch: 24 [4352/45000]	Loss: 0.5176	LR: 0.020000
Training Epoch: 24 [4608/45000]	Loss: 0.4418	LR: 0.020000
Training Epoch: 24 [4864/45000]	Loss: 0.4529	LR: 0.020000
Training Epoch: 24 [5120/45000]	Loss: 0.5010	LR: 0.020000
Training Epoch: 24 [5376/45000]	Loss: 0.5494	LR: 0.020000
Training Epoch: 24 [5632/45000]	Loss: 0.5141	LR: 0.020000
Training Epoch: 24 [5888/45000]	Loss: 0.4810	LR: 0.020000
Training Epoch: 24 [6144/45000]	Loss: 0.5647	LR: 0.020000
Training Epoch: 24 [6400/45000]	Loss: 0.5938	LR: 0.020000
Training Epoch: 24 [6656/45000]	Loss: 0.6842	LR: 0.020000
Training Epoch: 24 [6912/45000]	Loss: 0.4036	LR: 0.020000
Training Epoch: 24 [7168/45000]	Loss: 0.4453	LR: 0.020000
Training Epoch: 24 [7424/45000]	Loss: 0.5441	LR: 0.020000
Training Epoch: 24 [7680/45000]	Loss: 0.5781	LR: 0.020000
Training Epoch: 24 [7936/45000]	Loss: 0.5653	LR: 0.020000
Training Epoch: 24 [8192/45000]	Loss: 0.6029	LR: 0.020000
Training Epoch: 24 [8448/45000]	Loss: 0.4964	LR: 0.020000
Training Epoch: 24 [8704/45000]	Loss: 0.6213	LR: 0.020000
Training Epoch: 24 [8960/45000]	Loss: 0.6006	LR: 0.020000
Training Epoch: 24 [9216/45000]	Loss: 0.5539	LR: 0.020000
Training Epoch: 24 [9472/45000]	Loss: 0.5197	LR: 0.020000
Training Epoch: 24 [9728/45000]	Loss: 0.5253	LR: 0.020000
Training Epoch: 24 [9984/45000]	Loss: 0.5828	LR: 0.020000
Training Epoch: 24 [10240/45000]	Loss: 0.4551	LR: 0.020000
Training Epoch: 24 [10496/45000]	Loss: 0.4878	LR: 0.020000
Training Epoch: 24 [10752/45000]	Loss: 0.5132	LR: 0.020000
Training Epoch: 24 [11008/45000]	Loss: 0.5649	LR: 0.020000
Training Epoch: 24 [11264/45000]	Loss: 0.5721	LR: 0.020000
Training Epoch: 24 [11520/45000]	Loss: 0.5539	LR: 0.020000
Training Epoch: 24 [11776/45000]	Loss: 0.4681	LR: 0.020000
Training Epoch: 24 [12032/45000]	Loss: 0.5675	LR: 0.020000
Training Epoch: 24 [12288/45000]	Loss: 0.7185	LR: 0.020000
Training Epoch: 24 [12544/45000]	Loss: 0.6296	LR: 0.020000
Training Epoch: 24 [12800/45000]	Loss: 0.5881	LR: 0.020000
Training Epoch: 24 [13056/45000]	Loss: 0.5203	LR: 0.020000
Training Epoch: 24 [13312/45000]	Loss: 0.5827	LR: 0.020000
Training Epoch: 24 [13568/45000]	Loss: 0.5732	LR: 0.020000
Training Epoch: 24 [13824/45000]	Loss: 0.5945	LR: 0.020000
Training Epoch: 24 [14080/45000]	Loss: 0.5148	LR: 0.020000
Training Epoch: 24 [14336/45000]	Loss: 0.5540	LR: 0.020000
Training Epoch: 24 [14592/45000]	Loss: 0.5477	LR: 0.020000
Training Epoch: 24 [14848/45000]	Loss: 0.6428	LR: 0.020000
Training Epoch: 24 [15104/45000]	Loss: 0.5644	LR: 0.020000
Training Epoch: 24 [15360/45000]	Loss: 0.5815	LR: 0.020000
Training Epoch: 24 [15616/45000]	Loss: 0.5783	LR: 0.020000
Training Epoch: 24 [15872/45000]	Loss: 0.5417	LR: 0.020000
Training Epoch: 24 [16128/45000]	Loss: 0.6360	LR: 0.020000
Training Epoch: 24 [16384/45000]	Loss: 0.4684	LR: 0.020000
Training Epoch: 24 [16640/45000]	Loss: 0.5688	LR: 0.020000
Training Epoch: 24 [16896/45000]	Loss: 0.4679	LR: 0.020000
Training Epoch: 24 [17152/45000]	Loss: 0.5008	LR: 0.020000
Training Epoch: 24 [17408/45000]	Loss: 0.5692	LR: 0.020000
Training Epoch: 24 [17664/45000]	Loss: 0.5704	LR: 0.020000
Training Epoch: 24 [17920/45000]	Loss: 0.6138	LR: 0.020000
Training Epoch: 24 [18176/45000]	Loss: 0.6347	LR: 0.020000
Training Epoch: 24 [18432/45000]	Loss: 0.5976	LR: 0.020000
Training Epoch: 24 [18688/45000]	Loss: 0.5918	LR: 0.020000
Training Epoch: 24 [18944/45000]	Loss: 0.6482	LR: 0.020000
Training Epoch: 24 [19200/45000]	Loss: 0.4754	LR: 0.020000
Training Epoch: 24 [19456/45000]	Loss: 0.6293	LR: 0.020000
Training Epoch: 24 [19712/45000]	Loss: 0.5470	LR: 0.020000
Training Epoch: 24 [19968/45000]	Loss: 0.6517	LR: 0.020000
Training Epoch: 24 [20224/45000]	Loss: 0.6083	LR: 0.020000
Training Epoch: 24 [20480/45000]	Loss: 0.5323	LR: 0.020000
Training Epoch: 24 [20736/45000]	Loss: 0.4509	LR: 0.020000
Training Epoch: 24 [20992/45000]	Loss: 0.5605	LR: 0.020000
Training Epoch: 24 [21248/45000]	Loss: 0.5561	LR: 0.020000
Training Epoch: 24 [21504/45000]	Loss: 0.5511	LR: 0.020000
Training Epoch: 24 [21760/45000]	Loss: 0.5722	LR: 0.020000
Training Epoch: 24 [22016/45000]	Loss: 0.6592	LR: 0.020000
Training Epoch: 24 [22272/45000]	Loss: 0.5379	LR: 0.020000
Training Epoch: 24 [22528/45000]	Loss: 0.5023	LR: 0.020000
Training Epoch: 24 [22784/45000]	Loss: 0.5794	LR: 0.020000
Training Epoch: 24 [23040/45000]	Loss: 0.6148	LR: 0.020000
Training Epoch: 24 [23296/45000]	Loss: 0.5771	LR: 0.020000
Training Epoch: 24 [23552/45000]	Loss: 0.6047	LR: 0.020000
Training Epoch: 24 [23808/45000]	Loss: 0.5367	LR: 0.020000
Training Epoch: 24 [24064/45000]	Loss: 0.6670	LR: 0.020000
Training Epoch: 24 [24320/45000]	Loss: 0.5889	LR: 0.020000
Training Epoch: 24 [24576/45000]	Loss: 0.5922	LR: 0.020000
Training Epoch: 24 [24832/45000]	Loss: 0.5164	LR: 0.020000
Training Epoch: 24 [25088/45000]	Loss: 0.5798	LR: 0.020000
Training Epoch: 24 [25344/45000]	Loss: 0.5294	LR: 0.020000
Training Epoch: 24 [25600/45000]	Loss: 0.5098	LR: 0.020000
Training Epoch: 24 [25856/45000]	Loss: 0.5931	LR: 0.020000
Training Epoch: 24 [26112/45000]	Loss: 0.5579	LR: 0.020000
Training Epoch: 24 [26368/45000]	Loss: 0.5721	LR: 0.020000
Training Epoch: 24 [26624/45000]	Loss: 0.5304	LR: 0.020000
Training Epoch: 24 [26880/45000]	Loss: 0.5577	LR: 0.020000
Training Epoch: 24 [27136/45000]	Loss: 0.6014	LR: 0.020000
Training Epoch: 24 [27392/45000]	Loss: 0.6408	LR: 0.020000
Training Epoch: 24 [27648/45000]	Loss: 0.6062	LR: 0.020000
Training Epoch: 24 [27904/45000]	Loss: 0.5199	LR: 0.020000
Training Epoch: 24 [28160/45000]	Loss: 0.5804	LR: 0.020000
Training Epoch: 24 [28416/45000]	Loss: 0.6273	LR: 0.020000
Training Epoch: 24 [28672/45000]	Loss: 0.5848	LR: 0.020000
Training Epoch: 24 [28928/45000]	Loss: 0.6698	LR: 0.020000
Training Epoch: 24 [29184/45000]	Loss: 0.5730	LR: 0.020000
Training Epoch: 24 [29440/45000]	Loss: 0.6188	LR: 0.020000
Training Epoch: 24 [29696/45000]	Loss: 0.5196	LR: 0.020000
Training Epoch: 24 [29952/45000]	Loss: 0.5547	LR: 0.020000
Training Epoch: 24 [30208/45000]	Loss: 0.5442	LR: 0.020000
Training Epoch: 24 [30464/45000]	Loss: 0.4894	LR: 0.020000
Training Epoch: 24 [30720/45000]	Loss: 0.5518	LR: 0.020000
Training Epoch: 24 [30976/45000]	Loss: 0.5647	LR: 0.020000
Training Epoch: 24 [31232/45000]	Loss: 0.5587	LR: 0.020000
Training Epoch: 24 [31488/45000]	Loss: 0.5302	LR: 0.020000
Training Epoch: 24 [31744/45000]	Loss: 0.5570	LR: 0.020000
Training Epoch: 24 [32000/45000]	Loss: 0.6125	LR: 0.020000
Training Epoch: 24 [32256/45000]	Loss: 0.6300	LR: 0.020000
Training Epoch: 24 [32512/45000]	Loss: 0.5640	LR: 0.020000
Training Epoch: 24 [32768/45000]	Loss: 0.5670	LR: 0.020000
Training Epoch: 24 [33024/45000]	Loss: 0.5971	LR: 0.020000
Training Epoch: 24 [33280/45000]	Loss: 0.5655	LR: 0.020000
Training Epoch: 24 [33536/45000]	Loss: 0.4767	LR: 0.020000
Training Epoch: 24 [33792/45000]	Loss: 0.5756	LR: 0.020000
Training Epoch: 24 [34048/45000]	Loss: 0.5566	LR: 0.020000
Training Epoch: 24 [34304/45000]	Loss: 0.5524	LR: 0.020000
Training Epoch: 24 [34560/45000]	Loss: 0.5330	LR: 0.020000
Training Epoch: 24 [34816/45000]	Loss: 0.6452	LR: 0.020000
Training Epoch: 24 [35072/45000]	Loss: 0.5356	LR: 0.020000
Training Epoch: 24 [35328/45000]	Loss: 0.5391	LR: 0.020000
Training Epoch: 24 [35584/45000]	Loss: 0.6264	LR: 0.020000
Training Epoch: 24 [35840/45000]	Loss: 0.5875	LR: 0.020000
Training Epoch: 24 [36096/45000]	Loss: 0.5802	LR: 0.020000
Training Epoch: 24 [36352/45000]	Loss: 0.5544	LR: 0.020000
Training Epoch: 24 [36608/45000]	Loss: 0.5592	LR: 0.020000
Training Epoch: 24 [36864/45000]	Loss: 0.5795	LR: 0.020000
Training Epoch: 24 [37120/45000]	Loss: 0.5581	LR: 0.020000
Training Epoch: 24 [37376/45000]	Loss: 0.5827	LR: 0.020000
Training Epoch: 24 [37632/45000]	Loss: 0.6335	LR: 0.020000
Training Epoch: 24 [37888/45000]	Loss: 0.5920	LR: 0.020000
Training Epoch: 24 [38144/45000]	Loss: 0.5678	LR: 0.020000
Training Epoch: 24 [38400/45000]	Loss: 0.7793	LR: 0.020000
Training Epoch: 24 [38656/45000]	Loss: 0.5949	LR: 0.020000
Training Epoch: 24 [38912/45000]	Loss: 0.5791	LR: 0.020000
Training Epoch: 24 [39168/45000]	Loss: 0.5526	LR: 0.020000
Training Epoch: 24 [39424/45000]	Loss: 0.6123	LR: 0.020000
Training Epoch: 24 [39680/45000]	Loss: 0.5126	LR: 0.020000
Training Epoch: 24 [39936/45000]	Loss: 0.5104	LR: 0.020000
Training Epoch: 24 [40192/45000]	Loss: 0.5023	LR: 0.020000
Training Epoch: 24 [40448/45000]	Loss: 0.5316	LR: 0.020000
Training Epoch: 24 [40704/45000]	Loss: 0.5347	LR: 0.020000
Training Epoch: 24 [40960/45000]	Loss: 0.5644	LR: 0.020000
Training Epoch: 24 [41216/45000]	Loss: 0.5756	LR: 0.020000
Training Epoch: 24 [41472/45000]	Loss: 0.6655	LR: 0.020000
Training Epoch: 24 [41728/45000]	Loss: 0.6746	LR: 0.020000
Training Epoch: 24 [41984/45000]	Loss: 0.5870	LR: 0.020000
Training Epoch: 24 [42240/45000]	Loss: 0.4701	LR: 0.020000
Training Epoch: 24 [42496/45000]	Loss: 0.6256	LR: 0.020000
Training Epoch: 24 [42752/45000]	Loss: 0.6541	LR: 0.020000
Training Epoch: 24 [43008/45000]	Loss: 0.5847	LR: 0.020000
Training Epoch: 24 [43264/45000]	Loss: 0.6126	LR: 0.020000
Training Epoch: 24 [43520/45000]	Loss: 0.4832	LR: 0.020000
Training Epoch: 24 [43776/45000]	Loss: 0.6437	LR: 0.020000
Training Epoch: 24 [44032/45000]	Loss: 0.6258	LR: 0.020000
Training Epoch: 24 [44288/45000]	Loss: 0.6479	LR: 0.020000
Training Epoch: 24 [44544/45000]	Loss: 0.5684	LR: 0.020000
Training Epoch: 24 [44800/45000]	Loss: 0.6896	LR: 0.020000
Training Epoch: 24 [45000/45000]	Loss: 0.5959	LR: 0.020000
Epoch 24 - Average Train Loss: 0.5655, Train Accuracy: 0.8168
Epoch 24 training time consumed: 24.40s
Evaluating Network.....
Test set: Epoch: 24, Average loss: 0.0036, Accuracy: 0.7278, Time consumed:0.89s
Training Epoch: 25 [256/45000]	Loss: 0.4943	LR: 0.020000
Training Epoch: 25 [512/45000]	Loss: 0.5854	LR: 0.020000
Training Epoch: 25 [768/45000]	Loss: 0.4726	LR: 0.020000
Training Epoch: 25 [1024/45000]	Loss: 0.4431	LR: 0.020000
Training Epoch: 25 [1280/45000]	Loss: 0.5625	LR: 0.020000
Training Epoch: 25 [1536/45000]	Loss: 0.5842	LR: 0.020000
Training Epoch: 25 [1792/45000]	Loss: 0.4926	LR: 0.020000
Training Epoch: 25 [2048/45000]	Loss: 0.5023	LR: 0.020000
Training Epoch: 25 [2304/45000]	Loss: 0.4950	LR: 0.020000
Training Epoch: 25 [2560/45000]	Loss: 0.5191	LR: 0.020000
Training Epoch: 25 [2816/45000]	Loss: 0.4463	LR: 0.020000
Training Epoch: 25 [3072/45000]	Loss: 0.5621	LR: 0.020000
Training Epoch: 25 [3328/45000]	Loss: 0.5093	LR: 0.020000
Training Epoch: 25 [3584/45000]	Loss: 0.4983	LR: 0.020000
Training Epoch: 25 [3840/45000]	Loss: 0.5554	LR: 0.020000
Training Epoch: 25 [4096/45000]	Loss: 0.5752	LR: 0.020000
Training Epoch: 25 [4352/45000]	Loss: 0.4488	LR: 0.020000
Training Epoch: 25 [4608/45000]	Loss: 0.6035	LR: 0.020000
Training Epoch: 25 [4864/45000]	Loss: 0.5637	LR: 0.020000
Training Epoch: 25 [5120/45000]	Loss: 0.5654	LR: 0.020000
Training Epoch: 25 [5376/45000]	Loss: 0.5586	LR: 0.020000
Training Epoch: 25 [5632/45000]	Loss: 0.4788	LR: 0.020000
Training Epoch: 25 [5888/45000]	Loss: 0.5099	LR: 0.020000
Training Epoch: 25 [6144/45000]	Loss: 0.5458	LR: 0.020000
Training Epoch: 25 [6400/45000]	Loss: 0.4970	LR: 0.020000
Training Epoch: 25 [6656/45000]	Loss: 0.5466	LR: 0.020000
Training Epoch: 25 [6912/45000]	Loss: 0.4720	LR: 0.020000
Training Epoch: 25 [7168/45000]	Loss: 0.5619	LR: 0.020000
Training Epoch: 25 [7424/45000]	Loss: 0.4915	LR: 0.020000
Training Epoch: 25 [7680/45000]	Loss: 0.3850	LR: 0.020000
Training Epoch: 25 [7936/45000]	Loss: 0.5575	LR: 0.020000
Training Epoch: 25 [8192/45000]	Loss: 0.5976	LR: 0.020000
Training Epoch: 25 [8448/45000]	Loss: 0.5492	LR: 0.020000
Training Epoch: 25 [8704/45000]	Loss: 0.5009	LR: 0.020000
Training Epoch: 25 [8960/45000]	Loss: 0.5984	LR: 0.020000
Training Epoch: 25 [9216/45000]	Loss: 0.5574	LR: 0.020000
Training Epoch: 25 [9472/45000]	Loss: 0.5474	LR: 0.020000
Training Epoch: 25 [9728/45000]	Loss: 0.6155	LR: 0.020000
Training Epoch: 25 [9984/45000]	Loss: 0.5009	LR: 0.020000
Training Epoch: 25 [10240/45000]	Loss: 0.4849	LR: 0.020000
Training Epoch: 25 [10496/45000]	Loss: 0.4539	LR: 0.020000
Training Epoch: 25 [10752/45000]	Loss: 0.5607	LR: 0.020000
Training Epoch: 25 [11008/45000]	Loss: 0.4500	LR: 0.020000
Training Epoch: 25 [11264/45000]	Loss: 0.6156	LR: 0.020000
Training Epoch: 25 [11520/45000]	Loss: 0.4380	LR: 0.020000
Training Epoch: 25 [11776/45000]	Loss: 0.4913	LR: 0.020000
Training Epoch: 25 [12032/45000]	Loss: 0.4953	LR: 0.020000
Training Epoch: 25 [12288/45000]	Loss: 0.5127	LR: 0.020000
Training Epoch: 25 [12544/45000]	Loss: 0.5864	LR: 0.020000
Training Epoch: 25 [12800/45000]	Loss: 0.5607	LR: 0.020000
Training Epoch: 25 [13056/45000]	Loss: 0.5833	LR: 0.020000
Training Epoch: 25 [13312/45000]	Loss: 0.5667	LR: 0.020000
Training Epoch: 25 [13568/45000]	Loss: 0.4764	LR: 0.020000
Training Epoch: 25 [13824/45000]	Loss: 0.5632	LR: 0.020000
Training Epoch: 25 [14080/45000]	Loss: 0.5855	LR: 0.020000
Training Epoch: 25 [14336/45000]	Loss: 0.5585	LR: 0.020000
Training Epoch: 25 [14592/45000]	Loss: 0.5449	LR: 0.020000
Training Epoch: 25 [14848/45000]	Loss: 0.5401	LR: 0.020000
Training Epoch: 25 [15104/45000]	Loss: 0.5810	LR: 0.020000
Training Epoch: 25 [15360/45000]	Loss: 0.5166	LR: 0.020000
Training Epoch: 25 [15616/45000]	Loss: 0.5581	LR: 0.020000
Training Epoch: 25 [15872/45000]	Loss: 0.5657	LR: 0.020000
Training Epoch: 25 [16128/45000]	Loss: 0.5056	LR: 0.020000
Training Epoch: 25 [16384/45000]	Loss: 0.6530	LR: 0.020000
Training Epoch: 25 [16640/45000]	Loss: 0.5806	LR: 0.020000
Training Epoch: 25 [16896/45000]	Loss: 0.5306	LR: 0.020000
Training Epoch: 25 [17152/45000]	Loss: 0.5364	LR: 0.020000
Training Epoch: 25 [17408/45000]	Loss: 0.4962	LR: 0.020000
Training Epoch: 25 [17664/45000]	Loss: 0.4494	LR: 0.020000
Training Epoch: 25 [17920/45000]	Loss: 0.6230	LR: 0.020000
Training Epoch: 25 [18176/45000]	Loss: 0.4712	LR: 0.020000
Training Epoch: 25 [18432/45000]	Loss: 0.5947	LR: 0.020000
Training Epoch: 25 [18688/45000]	Loss: 0.5297	LR: 0.020000
Training Epoch: 25 [18944/45000]	Loss: 0.4967	LR: 0.020000
Training Epoch: 25 [19200/45000]	Loss: 0.6626	LR: 0.020000
Training Epoch: 25 [19456/45000]	Loss: 0.5654	LR: 0.020000
Training Epoch: 25 [19712/45000]	Loss: 0.6257	LR: 0.020000
Training Epoch: 25 [19968/45000]	Loss: 0.6102	LR: 0.020000
Training Epoch: 25 [20224/45000]	Loss: 0.6070	LR: 0.020000
Training Epoch: 25 [20480/45000]	Loss: 0.5757	LR: 0.020000
Training Epoch: 25 [20736/45000]	Loss: 0.6391	LR: 0.020000
Training Epoch: 25 [20992/45000]	Loss: 0.5523	LR: 0.020000
Training Epoch: 25 [21248/45000]	Loss: 0.6541	LR: 0.020000
Training Epoch: 25 [21504/45000]	Loss: 0.6216	LR: 0.020000
Training Epoch: 25 [21760/45000]	Loss: 0.4657	LR: 0.020000
Training Epoch: 25 [22016/45000]	Loss: 0.5016	LR: 0.020000
Training Epoch: 25 [22272/45000]	Loss: 0.5462	LR: 0.020000
Training Epoch: 25 [22528/45000]	Loss: 0.5985	LR: 0.020000
Training Epoch: 25 [22784/45000]	Loss: 0.5256	LR: 0.020000
Training Epoch: 25 [23040/45000]	Loss: 0.4955	LR: 0.020000
Training Epoch: 25 [23296/45000]	Loss: 0.5703	LR: 0.020000
Training Epoch: 25 [23552/45000]	Loss: 0.4802	LR: 0.020000
Training Epoch: 25 [23808/45000]	Loss: 0.5860	LR: 0.020000
Training Epoch: 25 [24064/45000]	Loss: 0.5806	LR: 0.020000
Training Epoch: 25 [24320/45000]	Loss: 0.5929	LR: 0.020000
Training Epoch: 25 [24576/45000]	Loss: 0.5370	LR: 0.020000
Training Epoch: 25 [24832/45000]	Loss: 0.5641	LR: 0.020000
Training Epoch: 25 [25088/45000]	Loss: 0.6492	LR: 0.020000
Training Epoch: 25 [25344/45000]	Loss: 0.5552	LR: 0.020000
Training Epoch: 25 [25600/45000]	Loss: 0.5618	LR: 0.020000
Training Epoch: 25 [25856/45000]	Loss: 0.4414	LR: 0.020000
Training Epoch: 25 [26112/45000]	Loss: 0.6244	LR: 0.020000
Training Epoch: 25 [26368/45000]	Loss: 0.5059	LR: 0.020000
Training Epoch: 25 [26624/45000]	Loss: 0.5177	LR: 0.020000
Training Epoch: 25 [26880/45000]	Loss: 0.4589	LR: 0.020000
Training Epoch: 25 [27136/45000]	Loss: 0.5070	LR: 0.020000
Training Epoch: 25 [27392/45000]	Loss: 0.5880	LR: 0.020000
Training Epoch: 25 [27648/45000]	Loss: 0.5708	LR: 0.020000
Training Epoch: 25 [27904/45000]	Loss: 0.5509	LR: 0.020000
Training Epoch: 25 [28160/45000]	Loss: 0.5539	LR: 0.020000
Training Epoch: 25 [28416/45000]	Loss: 0.5635	LR: 0.020000
Training Epoch: 25 [28672/45000]	Loss: 0.5928	LR: 0.020000
Training Epoch: 25 [28928/45000]	Loss: 0.4950	LR: 0.020000
Training Epoch: 25 [29184/45000]	Loss: 0.5182	LR: 0.020000
Training Epoch: 25 [29440/45000]	Loss: 0.5920	LR: 0.020000
Training Epoch: 25 [29696/45000]	Loss: 0.6475	LR: 0.020000
Training Epoch: 25 [29952/45000]	Loss: 0.5498	LR: 0.020000
Training Epoch: 25 [30208/45000]	Loss: 0.4881	LR: 0.020000
Training Epoch: 25 [30464/45000]	Loss: 0.6528	LR: 0.020000
Training Epoch: 25 [30720/45000]	Loss: 0.5395	LR: 0.020000
Training Epoch: 25 [30976/45000]	Loss: 0.5755	LR: 0.020000
Training Epoch: 25 [31232/45000]	Loss: 0.5493	LR: 0.020000
Training Epoch: 25 [31488/45000]	Loss: 0.6800	LR: 0.020000
Training Epoch: 25 [31744/45000]	Loss: 0.5378	LR: 0.020000
Training Epoch: 25 [32000/45000]	Loss: 0.5788	LR: 0.020000
Training Epoch: 25 [32256/45000]	Loss: 0.5451	LR: 0.020000
Training Epoch: 25 [32512/45000]	Loss: 0.5090	LR: 0.020000
Training Epoch: 25 [32768/45000]	Loss: 0.5395	LR: 0.020000
Training Epoch: 25 [33024/45000]	Loss: 0.5865	LR: 0.020000
Training Epoch: 25 [33280/45000]	Loss: 0.7069	LR: 0.020000
Training Epoch: 25 [33536/45000]	Loss: 0.5953	LR: 0.020000
Training Epoch: 25 [33792/45000]	Loss: 0.6296	LR: 0.020000
Training Epoch: 25 [34048/45000]	Loss: 0.4916	LR: 0.020000
Training Epoch: 25 [34304/45000]	Loss: 0.5553	LR: 0.020000
Training Epoch: 25 [34560/45000]	Loss: 0.4495	LR: 0.020000
Training Epoch: 25 [34816/45000]	Loss: 0.5335	LR: 0.020000
Training Epoch: 25 [35072/45000]	Loss: 0.6018	LR: 0.020000
Training Epoch: 25 [35328/45000]	Loss: 0.5574	LR: 0.020000
Training Epoch: 25 [35584/45000]	Loss: 0.4563	LR: 0.020000
Training Epoch: 25 [35840/45000]	Loss: 0.5048	LR: 0.020000
Training Epoch: 25 [36096/45000]	Loss: 0.6633	LR: 0.020000
Training Epoch: 25 [36352/45000]	Loss: 0.5656	LR: 0.020000
Training Epoch: 25 [36608/45000]	Loss: 0.5374	LR: 0.020000
Training Epoch: 25 [36864/45000]	Loss: 0.5546	LR: 0.020000
Training Epoch: 25 [37120/45000]	Loss: 0.5653	LR: 0.020000
Training Epoch: 25 [37376/45000]	Loss: 0.5714	LR: 0.020000
Training Epoch: 25 [37632/45000]	Loss: 0.6404	LR: 0.020000
Training Epoch: 25 [37888/45000]	Loss: 0.6079	LR: 0.020000
Training Epoch: 25 [38144/45000]	Loss: 0.6223	LR: 0.020000
Training Epoch: 25 [38400/45000]	Loss: 0.6123	LR: 0.020000
Training Epoch: 25 [38656/45000]	Loss: 0.4915	LR: 0.020000
Training Epoch: 25 [38912/45000]	Loss: 0.6723	LR: 0.020000
Training Epoch: 25 [39168/45000]	Loss: 0.4488	LR: 0.020000
Training Epoch: 25 [39424/45000]	Loss: 0.6623	LR: 0.020000
Training Epoch: 25 [39680/45000]	Loss: 0.5583	LR: 0.020000
Training Epoch: 25 [39936/45000]	Loss: 0.5744	LR: 0.020000
Training Epoch: 25 [40192/45000]	Loss: 0.6437	LR: 0.020000
Training Epoch: 25 [40448/45000]	Loss: 0.7161	LR: 0.020000
Training Epoch: 25 [40704/45000]	Loss: 0.6379	LR: 0.020000
Training Epoch: 25 [40960/45000]	Loss: 0.6326	LR: 0.020000
Training Epoch: 25 [41216/45000]	Loss: 0.5312	LR: 0.020000
Training Epoch: 25 [41472/45000]	Loss: 0.5904	LR: 0.020000
Training Epoch: 25 [41728/45000]	Loss: 0.6097	LR: 0.020000
Training Epoch: 25 [41984/45000]	Loss: 0.5328	LR: 0.020000
Training Epoch: 25 [42240/45000]	Loss: 0.5407	LR: 0.020000
Training Epoch: 25 [42496/45000]	Loss: 0.6501	LR: 0.020000
Training Epoch: 25 [42752/45000]	Loss: 0.5371	LR: 0.020000
Training Epoch: 25 [43008/45000]	Loss: 0.5415	LR: 0.020000
Training Epoch: 25 [43264/45000]	Loss: 0.5890	LR: 0.020000
Training Epoch: 25 [43520/45000]	Loss: 0.5987	LR: 0.020000
Training Epoch: 25 [43776/45000]	Loss: 0.6340	LR: 0.020000
Training Epoch: 25 [44032/45000]	Loss: 0.5433	LR: 0.020000
Training Epoch: 25 [44288/45000]	Loss: 0.5013	LR: 0.020000
Training Epoch: 25 [44544/45000]	Loss: 0.4921	LR: 0.020000
Training Epoch: 25 [44800/45000]	Loss: 0.5244	LR: 0.020000
Training Epoch: 25 [45000/45000]	Loss: 0.5481	LR: 0.020000
Epoch 25 - Average Train Loss: 0.5529, Train Accuracy: 0.8190
Epoch 25 training time consumed: 24.46s
Evaluating Network.....
Test set: Epoch: 25, Average loss: 0.0035, Accuracy: 0.7388, Time consumed:0.89s
Training Epoch: 26 [256/45000]	Loss: 0.5057	LR: 0.020000
Training Epoch: 26 [512/45000]	Loss: 0.3908	LR: 0.020000
Training Epoch: 26 [768/45000]	Loss: 0.6225	LR: 0.020000
Training Epoch: 26 [1024/45000]	Loss: 0.5555	LR: 0.020000
Training Epoch: 26 [1280/45000]	Loss: 0.5340	LR: 0.020000
Training Epoch: 26 [1536/45000]	Loss: 0.4402	LR: 0.020000
Training Epoch: 26 [1792/45000]	Loss: 0.4580	LR: 0.020000
Training Epoch: 26 [2048/45000]	Loss: 0.5339	LR: 0.020000
Training Epoch: 26 [2304/45000]	Loss: 0.3905	LR: 0.020000
Training Epoch: 26 [2560/45000]	Loss: 0.5425	LR: 0.020000
Training Epoch: 26 [2816/45000]	Loss: 0.5387	LR: 0.020000
Training Epoch: 26 [3072/45000]	Loss: 0.4941	LR: 0.020000
Training Epoch: 26 [3328/45000]	Loss: 0.5348	LR: 0.020000
Training Epoch: 26 [3584/45000]	Loss: 0.5992	LR: 0.020000
Training Epoch: 26 [3840/45000]	Loss: 0.4421	LR: 0.020000
Training Epoch: 26 [4096/45000]	Loss: 0.5665	LR: 0.020000
Training Epoch: 26 [4352/45000]	Loss: 0.4582	LR: 0.020000
Training Epoch: 26 [4608/45000]	Loss: 0.5355	LR: 0.020000
Training Epoch: 26 [4864/45000]	Loss: 0.4891	LR: 0.020000
Training Epoch: 26 [5120/45000]	Loss: 0.5425	LR: 0.020000
Training Epoch: 26 [5376/45000]	Loss: 0.4961	LR: 0.020000
Training Epoch: 26 [5632/45000]	Loss: 0.5755	LR: 0.020000
Training Epoch: 26 [5888/45000]	Loss: 0.5388	LR: 0.020000
Training Epoch: 26 [6144/45000]	Loss: 0.4978	LR: 0.020000
Training Epoch: 26 [6400/45000]	Loss: 0.5781	LR: 0.020000
Training Epoch: 26 [6656/45000]	Loss: 0.4845	LR: 0.020000
Training Epoch: 26 [6912/45000]	Loss: 0.4801	LR: 0.020000
Training Epoch: 26 [7168/45000]	Loss: 0.5723	LR: 0.020000
Training Epoch: 26 [7424/45000]	Loss: 0.5128	LR: 0.020000
Training Epoch: 26 [7680/45000]	Loss: 0.5001	LR: 0.020000
Training Epoch: 26 [7936/45000]	Loss: 0.6432	LR: 0.020000
Training Epoch: 26 [8192/45000]	Loss: 0.5334	LR: 0.020000
Training Epoch: 26 [8448/45000]	Loss: 0.5354	LR: 0.020000
Training Epoch: 26 [8704/45000]	Loss: 0.5810	LR: 0.020000
Training Epoch: 26 [8960/45000]	Loss: 0.4901	LR: 0.020000
Training Epoch: 26 [9216/45000]	Loss: 0.5147	LR: 0.020000
Training Epoch: 26 [9472/45000]	Loss: 0.5493	LR: 0.020000
Training Epoch: 26 [9728/45000]	Loss: 0.5216	LR: 0.020000
Training Epoch: 26 [9984/45000]	Loss: 0.5133	LR: 0.020000
Training Epoch: 26 [10240/45000]	Loss: 0.5756	LR: 0.020000
Training Epoch: 26 [10496/45000]	Loss: 0.5746	LR: 0.020000
Training Epoch: 26 [10752/45000]	Loss: 0.5848	LR: 0.020000
Training Epoch: 26 [11008/45000]	Loss: 0.4511	LR: 0.020000
Training Epoch: 26 [11264/45000]	Loss: 0.5442	LR: 0.020000
Training Epoch: 26 [11520/45000]	Loss: 0.6182	LR: 0.020000
Training Epoch: 26 [11776/45000]	Loss: 0.5604	LR: 0.020000
Training Epoch: 26 [12032/45000]	Loss: 0.5525	LR: 0.020000
Training Epoch: 26 [12288/45000]	Loss: 0.4659	LR: 0.020000
Training Epoch: 26 [12544/45000]	Loss: 0.5360	LR: 0.020000
Training Epoch: 26 [12800/45000]	Loss: 0.6226	LR: 0.020000
Training Epoch: 26 [13056/45000]	Loss: 0.4769	LR: 0.020000
Training Epoch: 26 [13312/45000]	Loss: 0.5516	LR: 0.020000
Training Epoch: 26 [13568/45000]	Loss: 0.5686	LR: 0.020000
Training Epoch: 26 [13824/45000]	Loss: 0.5783	LR: 0.020000
Training Epoch: 26 [14080/45000]	Loss: 0.6198	LR: 0.020000
Training Epoch: 26 [14336/45000]	Loss: 0.4759	LR: 0.020000
Training Epoch: 26 [14592/45000]	Loss: 0.5540	LR: 0.020000
Training Epoch: 26 [14848/45000]	Loss: 0.4931	LR: 0.020000
Training Epoch: 26 [15104/45000]	Loss: 0.5243	LR: 0.020000
Training Epoch: 26 [15360/45000]	Loss: 0.5779	LR: 0.020000
Training Epoch: 26 [15616/45000]	Loss: 0.5323	LR: 0.020000
Training Epoch: 26 [15872/45000]	Loss: 0.5908	LR: 0.020000
Training Epoch: 26 [16128/45000]	Loss: 0.4798	LR: 0.020000
Training Epoch: 26 [16384/45000]	Loss: 0.5656	LR: 0.020000
Training Epoch: 26 [16640/45000]	Loss: 0.5085	LR: 0.020000
Training Epoch: 26 [16896/45000]	Loss: 0.6072	LR: 0.020000
Training Epoch: 26 [17152/45000]	Loss: 0.4409	LR: 0.020000
Training Epoch: 26 [17408/45000]	Loss: 0.4825	LR: 0.020000
Training Epoch: 26 [17664/45000]	Loss: 0.4709	LR: 0.020000
Training Epoch: 26 [17920/45000]	Loss: 0.5027	LR: 0.020000
Training Epoch: 26 [18176/45000]	Loss: 0.6144	LR: 0.020000
Training Epoch: 26 [18432/45000]	Loss: 0.5162	LR: 0.020000
Training Epoch: 26 [18688/45000]	Loss: 0.4889	LR: 0.020000
Training Epoch: 26 [18944/45000]	Loss: 0.6033	LR: 0.020000
Training Epoch: 26 [19200/45000]	Loss: 0.6218	LR: 0.020000
Training Epoch: 26 [19456/45000]	Loss: 0.5246	LR: 0.020000
Training Epoch: 26 [19712/45000]	Loss: 0.5917	LR: 0.020000
Training Epoch: 26 [19968/45000]	Loss: 0.5611	LR: 0.020000
Training Epoch: 26 [20224/45000]	Loss: 0.6450	LR: 0.020000
Training Epoch: 26 [20480/45000]	Loss: 0.5444	LR: 0.020000
Training Epoch: 26 [20736/45000]	Loss: 0.5918	LR: 0.020000
Training Epoch: 26 [20992/45000]	Loss: 0.5549	LR: 0.020000
Training Epoch: 26 [21248/45000]	Loss: 0.4804	LR: 0.020000
Training Epoch: 26 [21504/45000]	Loss: 0.6423	LR: 0.020000
Training Epoch: 26 [21760/45000]	Loss: 0.5270	LR: 0.020000
Training Epoch: 26 [22016/45000]	Loss: 0.5337	LR: 0.020000
Training Epoch: 26 [22272/45000]	Loss: 0.5114	LR: 0.020000
Training Epoch: 26 [22528/45000]	Loss: 0.5214	LR: 0.020000
Training Epoch: 26 [22784/45000]	Loss: 0.5391	LR: 0.020000
Training Epoch: 26 [23040/45000]	Loss: 0.4981	LR: 0.020000
Training Epoch: 26 [23296/45000]	Loss: 0.6020	LR: 0.020000
Training Epoch: 26 [23552/45000]	Loss: 0.5725	LR: 0.020000
Training Epoch: 26 [23808/45000]	Loss: 0.5559	LR: 0.020000
Training Epoch: 26 [24064/45000]	Loss: 0.6013	LR: 0.020000
Training Epoch: 26 [24320/45000]	Loss: 0.6415	LR: 0.020000
Training Epoch: 26 [24576/45000]	Loss: 0.6494	LR: 0.020000
Training Epoch: 26 [24832/45000]	Loss: 0.5652	LR: 0.020000
Training Epoch: 26 [25088/45000]	Loss: 0.5852	LR: 0.020000
Training Epoch: 26 [25344/45000]	Loss: 0.5313	LR: 0.020000
Training Epoch: 26 [25600/45000]	Loss: 0.6062	LR: 0.020000
Training Epoch: 26 [25856/45000]	Loss: 0.5839	LR: 0.020000
Training Epoch: 26 [26112/45000]	Loss: 0.5039	LR: 0.020000
Training Epoch: 26 [26368/45000]	Loss: 0.5360	LR: 0.020000
Training Epoch: 26 [26624/45000]	Loss: 0.4966	LR: 0.020000
Training Epoch: 26 [26880/45000]	Loss: 0.6642	LR: 0.020000
Training Epoch: 26 [27136/45000]	Loss: 0.6335	LR: 0.020000
Training Epoch: 26 [27392/45000]	Loss: 0.6055	LR: 0.020000
Training Epoch: 26 [27648/45000]	Loss: 0.6049	LR: 0.020000
Training Epoch: 26 [27904/45000]	Loss: 0.5048	LR: 0.020000
Training Epoch: 26 [28160/45000]	Loss: 0.4726	LR: 0.020000
Training Epoch: 26 [28416/45000]	Loss: 0.7039	LR: 0.020000
Training Epoch: 26 [28672/45000]	Loss: 0.6399	LR: 0.020000
Training Epoch: 26 [28928/45000]	Loss: 0.5577	LR: 0.020000
Training Epoch: 26 [29184/45000]	Loss: 0.6008	LR: 0.020000
Training Epoch: 26 [29440/45000]	Loss: 0.4207	LR: 0.020000
Training Epoch: 26 [29696/45000]	Loss: 0.5946	LR: 0.020000
Training Epoch: 26 [29952/45000]	Loss: 0.6482	LR: 0.020000
Training Epoch: 26 [30208/45000]	Loss: 0.4582	LR: 0.020000
Training Epoch: 26 [30464/45000]	Loss: 0.5330	LR: 0.020000
Training Epoch: 26 [30720/45000]	Loss: 0.5219	LR: 0.020000
Training Epoch: 26 [30976/45000]	Loss: 0.6045	LR: 0.020000
Training Epoch: 26 [31232/45000]	Loss: 0.4678	LR: 0.020000
Training Epoch: 26 [31488/45000]	Loss: 0.5548	LR: 0.020000
Training Epoch: 26 [31744/45000]	Loss: 0.5203	LR: 0.020000
Training Epoch: 26 [32000/45000]	Loss: 0.6335	LR: 0.020000
Training Epoch: 26 [32256/45000]	Loss: 0.5779	LR: 0.020000
Training Epoch: 26 [32512/45000]	Loss: 0.5587	LR: 0.020000
Training Epoch: 26 [32768/45000]	Loss: 0.5030	LR: 0.020000
Training Epoch: 26 [33024/45000]	Loss: 0.5546	LR: 0.020000
Training Epoch: 26 [33280/45000]	Loss: 0.4969	LR: 0.020000
Training Epoch: 26 [33536/45000]	Loss: 0.6267	LR: 0.020000
Training Epoch: 26 [33792/45000]	Loss: 0.5154	LR: 0.020000
Training Epoch: 26 [34048/45000]	Loss: 0.6209	LR: 0.020000
Training Epoch: 26 [34304/45000]	Loss: 0.5690	LR: 0.020000
Training Epoch: 26 [34560/45000]	Loss: 0.5396	LR: 0.020000
Training Epoch: 26 [34816/45000]	Loss: 0.5573	LR: 0.020000
Training Epoch: 26 [35072/45000]	Loss: 0.5506	LR: 0.020000
Training Epoch: 26 [35328/45000]	Loss: 0.5218	LR: 0.020000
Training Epoch: 26 [35584/45000]	Loss: 0.5596	LR: 0.020000
Training Epoch: 26 [35840/45000]	Loss: 0.5392	LR: 0.020000
Training Epoch: 26 [36096/45000]	Loss: 0.7173	LR: 0.020000
Training Epoch: 26 [36352/45000]	Loss: 0.4964	LR: 0.020000
Training Epoch: 26 [36608/45000]	Loss: 0.4829	LR: 0.020000
Training Epoch: 26 [36864/45000]	Loss: 0.4863	LR: 0.020000
Training Epoch: 26 [37120/45000]	Loss: 0.5032	LR: 0.020000
Training Epoch: 26 [37376/45000]	Loss: 0.5525	LR: 0.020000
Training Epoch: 26 [37632/45000]	Loss: 0.4835	LR: 0.020000
Training Epoch: 26 [37888/45000]	Loss: 0.5502	LR: 0.020000
Training Epoch: 26 [38144/45000]	Loss: 0.6009	LR: 0.020000
Training Epoch: 26 [38400/45000]	Loss: 0.5567	LR: 0.020000
Training Epoch: 26 [38656/45000]	Loss: 0.5083	LR: 0.020000
Training Epoch: 26 [38912/45000]	Loss: 0.4907	LR: 0.020000
Training Epoch: 26 [39168/45000]	Loss: 0.5442	LR: 0.020000
Training Epoch: 26 [39424/45000]	Loss: 0.4551	LR: 0.020000
Training Epoch: 26 [39680/45000]	Loss: 0.6259	LR: 0.020000
Training Epoch: 26 [39936/45000]	Loss: 0.5898	LR: 0.020000
Training Epoch: 26 [40192/45000]	Loss: 0.5856	LR: 0.020000
Training Epoch: 26 [40448/45000]	Loss: 0.5532	LR: 0.020000
Training Epoch: 26 [40704/45000]	Loss: 0.5758	LR: 0.020000
Training Epoch: 26 [40960/45000]	Loss: 0.4683	LR: 0.020000
Training Epoch: 26 [41216/45000]	Loss: 0.5112	LR: 0.020000
Training Epoch: 26 [41472/45000]	Loss: 0.6353	LR: 0.020000
Training Epoch: 26 [41728/45000]	Loss: 0.5691	LR: 0.020000
Training Epoch: 26 [41984/45000]	Loss: 0.6292	LR: 0.020000
Training Epoch: 26 [42240/45000]	Loss: 0.4778	LR: 0.020000
Training Epoch: 26 [42496/45000]	Loss: 0.5072	LR: 0.020000
Training Epoch: 26 [42752/45000]	Loss: 0.6431	LR: 0.020000
Training Epoch: 26 [43008/45000]	Loss: 0.5990	LR: 0.020000
Training Epoch: 26 [43264/45000]	Loss: 0.5796	LR: 0.020000
Training Epoch: 26 [43520/45000]	Loss: 0.5131	LR: 0.020000
Training Epoch: 26 [43776/45000]	Loss: 0.4910	LR: 0.020000
Training Epoch: 26 [44032/45000]	Loss: 0.5574	LR: 0.020000
Training Epoch: 26 [44288/45000]	Loss: 0.6269	LR: 0.020000
Training Epoch: 26 [44544/45000]	Loss: 0.6142	LR: 0.020000
Training Epoch: 26 [44800/45000]	Loss: 0.6425	LR: 0.020000
Training Epoch: 26 [45000/45000]	Loss: 0.5148	LR: 0.020000
Epoch 26 - Average Train Loss: 0.5472, Train Accuracy: 0.8219
Epoch 26 training time consumed: 24.38s
Evaluating Network.....
Test set: Epoch: 26, Average loss: 0.0038, Accuracy: 0.7269, Time consumed:0.96s
Training Epoch: 27 [256/45000]	Loss: 0.5367	LR: 0.020000
Training Epoch: 27 [512/45000]	Loss: 0.5331	LR: 0.020000
Training Epoch: 27 [768/45000]	Loss: 0.5629	LR: 0.020000
Training Epoch: 27 [1024/45000]	Loss: 0.4839	LR: 0.020000
Training Epoch: 27 [1280/45000]	Loss: 0.5339	LR: 0.020000
Training Epoch: 27 [1536/45000]	Loss: 0.5243	LR: 0.020000
Training Epoch: 27 [1792/45000]	Loss: 0.5788	LR: 0.020000
Training Epoch: 27 [2048/45000]	Loss: 0.5265	LR: 0.020000
Training Epoch: 27 [2304/45000]	Loss: 0.6634	LR: 0.020000
Training Epoch: 27 [2560/45000]	Loss: 0.4684	LR: 0.020000
Training Epoch: 27 [2816/45000]	Loss: 0.5625	LR: 0.020000
Training Epoch: 27 [3072/45000]	Loss: 0.5344	LR: 0.020000
Training Epoch: 27 [3328/45000]	Loss: 0.5751	LR: 0.020000
Training Epoch: 27 [3584/45000]	Loss: 0.5204	LR: 0.020000
Training Epoch: 27 [3840/45000]	Loss: 0.4839	LR: 0.020000
Training Epoch: 27 [4096/45000]	Loss: 0.5092	LR: 0.020000
Training Epoch: 27 [4352/45000]	Loss: 0.4361	LR: 0.020000
Training Epoch: 27 [4608/45000]	Loss: 0.5735	LR: 0.020000
Training Epoch: 27 [4864/45000]	Loss: 0.5333	LR: 0.020000
Training Epoch: 27 [5120/45000]	Loss: 0.4933	LR: 0.020000
Training Epoch: 27 [5376/45000]	Loss: 0.5112	LR: 0.020000
Training Epoch: 27 [5632/45000]	Loss: 0.5183	LR: 0.020000
Training Epoch: 27 [5888/45000]	Loss: 0.5479	LR: 0.020000
Training Epoch: 27 [6144/45000]	Loss: 0.5370	LR: 0.020000
Training Epoch: 27 [6400/45000]	Loss: 0.6529	LR: 0.020000
Training Epoch: 27 [6656/45000]	Loss: 0.5225	LR: 0.020000
Training Epoch: 27 [6912/45000]	Loss: 0.5234	LR: 0.020000
Training Epoch: 27 [7168/45000]	Loss: 0.5993	LR: 0.020000
Training Epoch: 27 [7424/45000]	Loss: 0.6103	LR: 0.020000
Training Epoch: 27 [7680/45000]	Loss: 0.4891	LR: 0.020000
Training Epoch: 27 [7936/45000]	Loss: 0.4457	LR: 0.020000
Training Epoch: 27 [8192/45000]	Loss: 0.6462	LR: 0.020000
Training Epoch: 27 [8448/45000]	Loss: 0.6232	LR: 0.020000
Training Epoch: 27 [8704/45000]	Loss: 0.5827	LR: 0.020000
Training Epoch: 27 [8960/45000]	Loss: 0.4492	LR: 0.020000
Training Epoch: 27 [9216/45000]	Loss: 0.4998	LR: 0.020000
Training Epoch: 27 [9472/45000]	Loss: 0.4081	LR: 0.020000
Training Epoch: 27 [9728/45000]	Loss: 0.5261	LR: 0.020000
Training Epoch: 27 [9984/45000]	Loss: 0.5072	LR: 0.020000
Training Epoch: 27 [10240/45000]	Loss: 0.5603	LR: 0.020000
Training Epoch: 27 [10496/45000]	Loss: 0.5071	LR: 0.020000
Training Epoch: 27 [10752/45000]	Loss: 0.4179	LR: 0.020000
Training Epoch: 27 [11008/45000]	Loss: 0.5798	LR: 0.020000
Training Epoch: 27 [11264/45000]	Loss: 0.4965	LR: 0.020000
Training Epoch: 27 [11520/45000]	Loss: 0.4789	LR: 0.020000
Training Epoch: 27 [11776/45000]	Loss: 0.4976	LR: 0.020000
Training Epoch: 27 [12032/45000]	Loss: 0.5467	LR: 0.020000
Training Epoch: 27 [12288/45000]	Loss: 0.4900	LR: 0.020000
Training Epoch: 27 [12544/45000]	Loss: 0.4926	LR: 0.020000
Training Epoch: 27 [12800/45000]	Loss: 0.5147	LR: 0.020000
Training Epoch: 27 [13056/45000]	Loss: 0.5595	LR: 0.020000
Training Epoch: 27 [13312/45000]	Loss: 0.4613	LR: 0.020000
Training Epoch: 27 [13568/45000]	Loss: 0.5558	LR: 0.020000
Training Epoch: 27 [13824/45000]	Loss: 0.5154	LR: 0.020000
Training Epoch: 27 [14080/45000]	Loss: 0.4635	LR: 0.020000
Training Epoch: 27 [14336/45000]	Loss: 0.6438	LR: 0.020000
Training Epoch: 27 [14592/45000]	Loss: 0.5527	LR: 0.020000
Training Epoch: 27 [14848/45000]	Loss: 0.5237	LR: 0.020000
Training Epoch: 27 [15104/45000]	Loss: 0.4911	LR: 0.020000
Training Epoch: 27 [15360/45000]	Loss: 0.5903	LR: 0.020000
Training Epoch: 27 [15616/45000]	Loss: 0.5118	LR: 0.020000
Training Epoch: 27 [15872/45000]	Loss: 0.4903	LR: 0.020000
Training Epoch: 27 [16128/45000]	Loss: 0.5379	LR: 0.020000
Training Epoch: 27 [16384/45000]	Loss: 0.5697	LR: 0.020000
Training Epoch: 27 [16640/45000]	Loss: 0.4797	LR: 0.020000
Training Epoch: 27 [16896/45000]	Loss: 0.5525	LR: 0.020000
Training Epoch: 27 [17152/45000]	Loss: 0.5114	LR: 0.020000
Training Epoch: 27 [17408/45000]	Loss: 0.5340	LR: 0.020000
Training Epoch: 27 [17664/45000]	Loss: 0.4904	LR: 0.020000
Training Epoch: 27 [17920/45000]	Loss: 0.4286	LR: 0.020000
Training Epoch: 27 [18176/45000]	Loss: 0.4798	LR: 0.020000
Training Epoch: 27 [18432/45000]	Loss: 0.5535	LR: 0.020000
Training Epoch: 27 [18688/45000]	Loss: 0.6115	LR: 0.020000
Training Epoch: 27 [18944/45000]	Loss: 0.5064	LR: 0.020000
Training Epoch: 27 [19200/45000]	Loss: 0.4831	LR: 0.020000
Training Epoch: 27 [19456/45000]	Loss: 0.5549	LR: 0.020000
Training Epoch: 27 [19712/45000]	Loss: 0.5037	LR: 0.020000
Training Epoch: 27 [19968/45000]	Loss: 0.5843	LR: 0.020000
Training Epoch: 27 [20224/45000]	Loss: 0.5899	LR: 0.020000
Training Epoch: 27 [20480/45000]	Loss: 0.5410	LR: 0.020000
Training Epoch: 27 [20736/45000]	Loss: 0.4976	LR: 0.020000
Training Epoch: 27 [20992/45000]	Loss: 0.4703	LR: 0.020000
Training Epoch: 27 [21248/45000]	Loss: 0.5645	LR: 0.020000
Training Epoch: 27 [21504/45000]	Loss: 0.5726	LR: 0.020000
Training Epoch: 27 [21760/45000]	Loss: 0.4967	LR: 0.020000
Training Epoch: 27 [22016/45000]	Loss: 0.5710	LR: 0.020000
Training Epoch: 27 [22272/45000]	Loss: 0.4756	LR: 0.020000
Training Epoch: 27 [22528/45000]	Loss: 0.5712	LR: 0.020000
Training Epoch: 27 [22784/45000]	Loss: 0.5963	LR: 0.020000
Training Epoch: 27 [23040/45000]	Loss: 0.5203	LR: 0.020000
Training Epoch: 27 [23296/45000]	Loss: 0.6038	LR: 0.020000
Training Epoch: 27 [23552/45000]	Loss: 0.4998	LR: 0.020000
Training Epoch: 27 [23808/45000]	Loss: 0.4824	LR: 0.020000
Training Epoch: 27 [24064/45000]	Loss: 0.5596	LR: 0.020000
Training Epoch: 27 [24320/45000]	Loss: 0.5381	LR: 0.020000
Training Epoch: 27 [24576/45000]	Loss: 0.5652	LR: 0.020000
Training Epoch: 27 [24832/45000]	Loss: 0.4497	LR: 0.020000
Training Epoch: 27 [25088/45000]	Loss: 0.5851	LR: 0.020000
Training Epoch: 27 [25344/45000]	Loss: 0.5093	LR: 0.020000
Training Epoch: 27 [25600/45000]	Loss: 0.5511	LR: 0.020000
Training Epoch: 27 [25856/45000]	Loss: 0.5272	LR: 0.020000
Training Epoch: 27 [26112/45000]	Loss: 0.4860	LR: 0.020000
Training Epoch: 27 [26368/45000]	Loss: 0.6616	LR: 0.020000
Training Epoch: 27 [26624/45000]	Loss: 0.4960	LR: 0.020000
Training Epoch: 27 [26880/45000]	Loss: 0.5943	LR: 0.020000
Training Epoch: 27 [27136/45000]	Loss: 0.4573	LR: 0.020000
Training Epoch: 27 [27392/45000]	Loss: 0.5078	LR: 0.020000
Training Epoch: 27 [27648/45000]	Loss: 0.4782	LR: 0.020000
Training Epoch: 27 [27904/45000]	Loss: 0.4416	LR: 0.020000
Training Epoch: 27 [28160/45000]	Loss: 0.4245	LR: 0.020000
Training Epoch: 27 [28416/45000]	Loss: 0.5323	LR: 0.020000
Training Epoch: 27 [28672/45000]	Loss: 0.5502	LR: 0.020000
Training Epoch: 27 [28928/45000]	Loss: 0.5531	LR: 0.020000
Training Epoch: 27 [29184/45000]	Loss: 0.5989	LR: 0.020000
Training Epoch: 27 [29440/45000]	Loss: 0.5011	LR: 0.020000
Training Epoch: 27 [29696/45000]	Loss: 0.5106	LR: 0.020000
Training Epoch: 27 [29952/45000]	Loss: 0.4335	LR: 0.020000
Training Epoch: 27 [30208/45000]	Loss: 0.5929	LR: 0.020000
Training Epoch: 27 [30464/45000]	Loss: 0.4936	LR: 0.020000
Training Epoch: 27 [30720/45000]	Loss: 0.4784	LR: 0.020000
Training Epoch: 27 [30976/45000]	Loss: 0.5723	LR: 0.020000
Training Epoch: 27 [31232/45000]	Loss: 0.5671	LR: 0.020000
Training Epoch: 27 [31488/45000]	Loss: 0.6205	LR: 0.020000
Training Epoch: 27 [31744/45000]	Loss: 0.5995	LR: 0.020000
Training Epoch: 27 [32000/45000]	Loss: 0.5521	LR: 0.020000
Training Epoch: 27 [32256/45000]	Loss: 0.6234	LR: 0.020000
Training Epoch: 27 [32512/45000]	Loss: 0.5090	LR: 0.020000
Training Epoch: 27 [32768/45000]	Loss: 0.5572	LR: 0.020000
Training Epoch: 27 [33024/45000]	Loss: 0.5404	LR: 0.020000
Training Epoch: 27 [33280/45000]	Loss: 0.5720	LR: 0.020000
Training Epoch: 27 [33536/45000]	Loss: 0.4841	LR: 0.020000
Training Epoch: 27 [33792/45000]	Loss: 0.5517	LR: 0.020000
Training Epoch: 27 [34048/45000]	Loss: 0.5697	LR: 0.020000
Training Epoch: 27 [34304/45000]	Loss: 0.5540	LR: 0.020000
Training Epoch: 27 [34560/45000]	Loss: 0.6201	LR: 0.020000
Training Epoch: 27 [34816/45000]	Loss: 0.6755	LR: 0.020000
Training Epoch: 27 [35072/45000]	Loss: 0.5084	LR: 0.020000
Training Epoch: 27 [35328/45000]	Loss: 0.4767	LR: 0.020000
Training Epoch: 27 [35584/45000]	Loss: 0.4637	LR: 0.020000
Training Epoch: 27 [35840/45000]	Loss: 0.5451	LR: 0.020000
Training Epoch: 27 [36096/45000]	Loss: 0.6757	LR: 0.020000
Training Epoch: 27 [36352/45000]	Loss: 0.5712	LR: 0.020000
Training Epoch: 27 [36608/45000]	Loss: 0.5299	LR: 0.020000
Training Epoch: 27 [36864/45000]	Loss: 0.5260	LR: 0.020000
Training Epoch: 27 [37120/45000]	Loss: 0.4435	LR: 0.020000
Training Epoch: 27 [37376/45000]	Loss: 0.5638	LR: 0.020000
Training Epoch: 27 [37632/45000]	Loss: 0.6349	LR: 0.020000
Training Epoch: 27 [37888/45000]	Loss: 0.6688	LR: 0.020000
Training Epoch: 27 [38144/45000]	Loss: 0.5695	LR: 0.020000
Training Epoch: 27 [38400/45000]	Loss: 0.6098	LR: 0.020000
Training Epoch: 27 [38656/45000]	Loss: 0.5265	LR: 0.020000
Training Epoch: 27 [38912/45000]	Loss: 0.5362	LR: 0.020000
Training Epoch: 27 [39168/45000]	Loss: 0.5337	LR: 0.020000
Training Epoch: 27 [39424/45000]	Loss: 0.5942	LR: 0.020000
Training Epoch: 27 [39680/45000]	Loss: 0.6121	LR: 0.020000
Training Epoch: 27 [39936/45000]	Loss: 0.5265	LR: 0.020000
Training Epoch: 27 [40192/45000]	Loss: 0.4823	LR: 0.020000
Training Epoch: 27 [40448/45000]	Loss: 0.6089	LR: 0.020000
Training Epoch: 27 [40704/45000]	Loss: 0.5871	LR: 0.020000
Training Epoch: 27 [40960/45000]	Loss: 0.5527	LR: 0.020000
Training Epoch: 27 [41216/45000]	Loss: 0.5457	LR: 0.020000
Training Epoch: 27 [41472/45000]	Loss: 0.5442	LR: 0.020000
Training Epoch: 27 [41728/45000]	Loss: 0.5835	LR: 0.020000
Training Epoch: 27 [41984/45000]	Loss: 0.5194	LR: 0.020000
Training Epoch: 27 [42240/45000]	Loss: 0.6229	LR: 0.020000
Training Epoch: 27 [42496/45000]	Loss: 0.5388	LR: 0.020000
Training Epoch: 27 [42752/45000]	Loss: 0.5842	LR: 0.020000
Training Epoch: 27 [43008/45000]	Loss: 0.6024	LR: 0.020000
Training Epoch: 27 [43264/45000]	Loss: 0.6510	LR: 0.020000
Training Epoch: 27 [43520/45000]	Loss: 0.4926	LR: 0.020000
Training Epoch: 27 [43776/45000]	Loss: 0.5527	LR: 0.020000
Training Epoch: 27 [44032/45000]	Loss: 0.6453	LR: 0.020000
Training Epoch: 27 [44288/45000]	Loss: 0.4804	LR: 0.020000
Training Epoch: 27 [44544/45000]	Loss: 0.5079	LR: 0.020000
Training Epoch: 27 [44800/45000]	Loss: 0.6037	LR: 0.020000
Training Epoch: 27 [45000/45000]	Loss: 0.4372	LR: 0.020000
Epoch 27 - Average Train Loss: 0.5383, Train Accuracy: 0.8253
Epoch 27 training time consumed: 24.55s
Evaluating Network.....
Test set: Epoch: 27, Average loss: 0.0036, Accuracy: 0.7333, Time consumed:0.94s
Training Epoch: 28 [256/45000]	Loss: 0.5170	LR: 0.020000
Training Epoch: 28 [512/45000]	Loss: 0.4508	LR: 0.020000
Training Epoch: 28 [768/45000]	Loss: 0.5011	LR: 0.020000
Training Epoch: 28 [1024/45000]	Loss: 0.5198	LR: 0.020000
Training Epoch: 28 [1280/45000]	Loss: 0.5181	LR: 0.020000
Training Epoch: 28 [1536/45000]	Loss: 0.5217	LR: 0.020000
Training Epoch: 28 [1792/45000]	Loss: 0.4783	LR: 0.020000
Training Epoch: 28 [2048/45000]	Loss: 0.5282	LR: 0.020000
Training Epoch: 28 [2304/45000]	Loss: 0.4385	LR: 0.020000
Training Epoch: 28 [2560/45000]	Loss: 0.5817	LR: 0.020000
Training Epoch: 28 [2816/45000]	Loss: 0.5629	LR: 0.020000
Training Epoch: 28 [3072/45000]	Loss: 0.4192	LR: 0.020000
Training Epoch: 28 [3328/45000]	Loss: 0.5355	LR: 0.020000
Training Epoch: 28 [3584/45000]	Loss: 0.4102	LR: 0.020000
Training Epoch: 28 [3840/45000]	Loss: 0.4477	LR: 0.020000
Training Epoch: 28 [4096/45000]	Loss: 0.5302	LR: 0.020000
Training Epoch: 28 [4352/45000]	Loss: 0.4428	LR: 0.020000
Training Epoch: 28 [4608/45000]	Loss: 0.4531	LR: 0.020000
Training Epoch: 28 [4864/45000]	Loss: 0.4381	LR: 0.020000
Training Epoch: 28 [5120/45000]	Loss: 0.5136	LR: 0.020000
Training Epoch: 28 [5376/45000]	Loss: 0.4819	LR: 0.020000
Training Epoch: 28 [5632/45000]	Loss: 0.4873	LR: 0.020000
Training Epoch: 28 [5888/45000]	Loss: 0.5216	LR: 0.020000
Training Epoch: 28 [6144/45000]	Loss: 0.4681	LR: 0.020000
Training Epoch: 28 [6400/45000]	Loss: 0.5607	LR: 0.020000
Training Epoch: 28 [6656/45000]	Loss: 0.4809	LR: 0.020000
Training Epoch: 28 [6912/45000]	Loss: 0.6011	LR: 0.020000
Training Epoch: 28 [7168/45000]	Loss: 0.4479	LR: 0.020000
Training Epoch: 28 [7424/45000]	Loss: 0.5221	LR: 0.020000
Training Epoch: 28 [7680/45000]	Loss: 0.5531	LR: 0.020000
Training Epoch: 28 [7936/45000]	Loss: 0.5788	LR: 0.020000
Training Epoch: 28 [8192/45000]	Loss: 0.5675	LR: 0.020000
Training Epoch: 28 [8448/45000]	Loss: 0.4954	LR: 0.020000
Training Epoch: 28 [8704/45000]	Loss: 0.5048	LR: 0.020000
Training Epoch: 28 [8960/45000]	Loss: 0.5098	LR: 0.020000
Training Epoch: 28 [9216/45000]	Loss: 0.4827	LR: 0.020000
Training Epoch: 28 [9472/45000]	Loss: 0.5757	LR: 0.020000
Training Epoch: 28 [9728/45000]	Loss: 0.4686	LR: 0.020000
Training Epoch: 28 [9984/45000]	Loss: 0.5130	LR: 0.020000
Training Epoch: 28 [10240/45000]	Loss: 0.4548	LR: 0.020000
Training Epoch: 28 [10496/45000]	Loss: 0.4333	LR: 0.020000
Training Epoch: 28 [10752/45000]	Loss: 0.5303	LR: 0.020000
Training Epoch: 28 [11008/45000]	Loss: 0.5435	LR: 0.020000
Training Epoch: 28 [11264/45000]	Loss: 0.5092	LR: 0.020000
Training Epoch: 28 [11520/45000]	Loss: 0.3801	LR: 0.020000
Training Epoch: 28 [11776/45000]	Loss: 0.4627	LR: 0.020000
Training Epoch: 28 [12032/45000]	Loss: 0.4226	LR: 0.020000
Training Epoch: 28 [12288/45000]	Loss: 0.4664	LR: 0.020000
Training Epoch: 28 [12544/45000]	Loss: 0.5008	LR: 0.020000
Training Epoch: 28 [12800/45000]	Loss: 0.4440	LR: 0.020000
Training Epoch: 28 [13056/45000]	Loss: 0.4409	LR: 0.020000
Training Epoch: 28 [13312/45000]	Loss: 0.4957	LR: 0.020000
Training Epoch: 28 [13568/45000]	Loss: 0.4700	LR: 0.020000
Training Epoch: 28 [13824/45000]	Loss: 0.5321	LR: 0.020000
Training Epoch: 28 [14080/45000]	Loss: 0.4632	LR: 0.020000
Training Epoch: 28 [14336/45000]	Loss: 0.4552	LR: 0.020000
Training Epoch: 28 [14592/45000]	Loss: 0.5322	LR: 0.020000
Training Epoch: 28 [14848/45000]	Loss: 0.4611	LR: 0.020000
Training Epoch: 28 [15104/45000]	Loss: 0.5623	LR: 0.020000
Training Epoch: 28 [15360/45000]	Loss: 0.4479	LR: 0.020000
Training Epoch: 28 [15616/45000]	Loss: 0.5331	LR: 0.020000
Training Epoch: 28 [15872/45000]	Loss: 0.4820	LR: 0.020000
Training Epoch: 28 [16128/45000]	Loss: 0.4863	LR: 0.020000
Training Epoch: 28 [16384/45000]	Loss: 0.5665	LR: 0.020000
Training Epoch: 28 [16640/45000]	Loss: 0.5101	LR: 0.020000
Training Epoch: 28 [16896/45000]	Loss: 0.4203	LR: 0.020000
Training Epoch: 28 [17152/45000]	Loss: 0.5958	LR: 0.020000
Training Epoch: 28 [17408/45000]	Loss: 0.5258	LR: 0.020000
Training Epoch: 28 [17664/45000]	Loss: 0.4505	LR: 0.020000
Training Epoch: 28 [17920/45000]	Loss: 0.5148	LR: 0.020000
Training Epoch: 28 [18176/45000]	Loss: 0.4479	LR: 0.020000
Training Epoch: 28 [18432/45000]	Loss: 0.5736	LR: 0.020000
Training Epoch: 28 [18688/45000]	Loss: 0.4386	LR: 0.020000
Training Epoch: 28 [18944/45000]	Loss: 0.4676	LR: 0.020000
Training Epoch: 28 [19200/45000]	Loss: 0.5109	LR: 0.020000
Training Epoch: 28 [19456/45000]	Loss: 0.6420	LR: 0.020000
Training Epoch: 28 [19712/45000]	Loss: 0.6694	LR: 0.020000
Training Epoch: 28 [19968/45000]	Loss: 0.6133	LR: 0.020000
Training Epoch: 28 [20224/45000]	Loss: 0.4219	LR: 0.020000
Training Epoch: 28 [20480/45000]	Loss: 0.5231	LR: 0.020000
Training Epoch: 28 [20736/45000]	Loss: 0.5054	LR: 0.020000
Training Epoch: 28 [20992/45000]	Loss: 0.4953	LR: 0.020000
Training Epoch: 28 [21248/45000]	Loss: 0.5699	LR: 0.020000
Training Epoch: 28 [21504/45000]	Loss: 0.4817	LR: 0.020000
Training Epoch: 28 [21760/45000]	Loss: 0.5216	LR: 0.020000
Training Epoch: 28 [22016/45000]	Loss: 0.5449	LR: 0.020000
Training Epoch: 28 [22272/45000]	Loss: 0.4229	LR: 0.020000
Training Epoch: 28 [22528/45000]	Loss: 0.5547	LR: 0.020000
Training Epoch: 28 [22784/45000]	Loss: 0.5656	LR: 0.020000
Training Epoch: 28 [23040/45000]	Loss: 0.6814	LR: 0.020000
Training Epoch: 28 [23296/45000]	Loss: 0.5152	LR: 0.020000
Training Epoch: 28 [23552/45000]	Loss: 0.5281	LR: 0.020000
Training Epoch: 28 [23808/45000]	Loss: 0.5731	LR: 0.020000
Training Epoch: 28 [24064/45000]	Loss: 0.5660	LR: 0.020000
Training Epoch: 28 [24320/45000]	Loss: 0.5127	LR: 0.020000
Training Epoch: 28 [24576/45000]	Loss: 0.5693	LR: 0.020000
Training Epoch: 28 [24832/45000]	Loss: 0.6304	LR: 0.020000
Training Epoch: 28 [25088/45000]	Loss: 0.5083	LR: 0.020000
Training Epoch: 28 [25344/45000]	Loss: 0.4974	LR: 0.020000
Training Epoch: 28 [25600/45000]	Loss: 0.5911	LR: 0.020000
Training Epoch: 28 [25856/45000]	Loss: 0.6090	LR: 0.020000
Training Epoch: 28 [26112/45000]	Loss: 0.4245	LR: 0.020000
Training Epoch: 28 [26368/45000]	Loss: 0.5524	LR: 0.020000
Training Epoch: 28 [26624/45000]	Loss: 0.5639	LR: 0.020000
Training Epoch: 28 [26880/45000]	Loss: 0.5184	LR: 0.020000
Training Epoch: 28 [27136/45000]	Loss: 0.5148	LR: 0.020000
Training Epoch: 28 [27392/45000]	Loss: 0.5444	LR: 0.020000
Training Epoch: 28 [27648/45000]	Loss: 0.4993	LR: 0.020000
Training Epoch: 28 [27904/45000]	Loss: 0.4719	LR: 0.020000
Training Epoch: 28 [28160/45000]	Loss: 0.6389	LR: 0.020000
Training Epoch: 28 [28416/45000]	Loss: 0.5273	LR: 0.020000
Training Epoch: 28 [28672/45000]	Loss: 0.5704	LR: 0.020000
Training Epoch: 28 [28928/45000]	Loss: 0.5152	LR: 0.020000
Training Epoch: 28 [29184/45000]	Loss: 0.6297	LR: 0.020000
Training Epoch: 28 [29440/45000]	Loss: 0.5167	LR: 0.020000
Training Epoch: 28 [29696/45000]	Loss: 0.4513	LR: 0.020000
Training Epoch: 28 [29952/45000]	Loss: 0.6559	LR: 0.020000
Training Epoch: 28 [30208/45000]	Loss: 0.5089	LR: 0.020000
Training Epoch: 28 [30464/45000]	Loss: 0.5553	LR: 0.020000
Training Epoch: 28 [30720/45000]	Loss: 0.5627	LR: 0.020000
Training Epoch: 28 [30976/45000]	Loss: 0.4657	LR: 0.020000
Training Epoch: 28 [31232/45000]	Loss: 0.5816	LR: 0.020000
Training Epoch: 28 [31488/45000]	Loss: 0.5497	LR: 0.020000
Training Epoch: 28 [31744/45000]	Loss: 0.4795	LR: 0.020000
Training Epoch: 28 [32000/45000]	Loss: 0.5432	LR: 0.020000
Training Epoch: 28 [32256/45000]	Loss: 0.5772	LR: 0.020000
Training Epoch: 28 [32512/45000]	Loss: 0.5445	LR: 0.020000
Training Epoch: 28 [32768/45000]	Loss: 0.4816	LR: 0.020000
Training Epoch: 28 [33024/45000]	Loss: 0.6550	LR: 0.020000
Training Epoch: 28 [33280/45000]	Loss: 0.5635	LR: 0.020000
Training Epoch: 28 [33536/45000]	Loss: 0.5579	LR: 0.020000
Training Epoch: 28 [33792/45000]	Loss: 0.5403	LR: 0.020000
Training Epoch: 28 [34048/45000]	Loss: 0.6308	LR: 0.020000
Training Epoch: 28 [34304/45000]	Loss: 0.6627	LR: 0.020000
Training Epoch: 28 [34560/45000]	Loss: 0.4840	LR: 0.020000
Training Epoch: 28 [34816/45000]	Loss: 0.4899	LR: 0.020000
Training Epoch: 28 [35072/45000]	Loss: 0.6425	LR: 0.020000
Training Epoch: 28 [35328/45000]	Loss: 0.4134	LR: 0.020000
Training Epoch: 28 [35584/45000]	Loss: 0.5182	LR: 0.020000
Training Epoch: 28 [35840/45000]	Loss: 0.6879	LR: 0.020000
Training Epoch: 28 [36096/45000]	Loss: 0.5691	LR: 0.020000
Training Epoch: 28 [36352/45000]	Loss: 0.4170	LR: 0.020000
Training Epoch: 28 [36608/45000]	Loss: 0.5418	LR: 0.020000
Training Epoch: 28 [36864/45000]	Loss: 0.5529	LR: 0.020000
Training Epoch: 28 [37120/45000]	Loss: 0.5389	LR: 0.020000
Training Epoch: 28 [37376/45000]	Loss: 0.5161	LR: 0.020000
Training Epoch: 28 [37632/45000]	Loss: 0.4896	LR: 0.020000
Training Epoch: 28 [37888/45000]	Loss: 0.5293	LR: 0.020000
Training Epoch: 28 [38144/45000]	Loss: 0.5026	LR: 0.020000
Training Epoch: 28 [38400/45000]	Loss: 0.5239	LR: 0.020000
Training Epoch: 28 [38656/45000]	Loss: 0.5539	LR: 0.020000
Training Epoch: 28 [38912/45000]	Loss: 0.5539	LR: 0.020000
Training Epoch: 28 [39168/45000]	Loss: 0.4936	LR: 0.020000
Training Epoch: 28 [39424/45000]	Loss: 0.5263	LR: 0.020000
Training Epoch: 28 [39680/45000]	Loss: 0.4990	LR: 0.020000
Training Epoch: 28 [39936/45000]	Loss: 0.5719	LR: 0.020000
Training Epoch: 28 [40192/45000]	Loss: 0.5621	LR: 0.020000
Training Epoch: 28 [40448/45000]	Loss: 0.5564	LR: 0.020000
Training Epoch: 28 [40704/45000]	Loss: 0.5878	LR: 0.020000
Training Epoch: 28 [40960/45000]	Loss: 0.6416	LR: 0.020000
Training Epoch: 28 [41216/45000]	Loss: 0.6547	LR: 0.020000
Training Epoch: 28 [41472/45000]	Loss: 0.5344	LR: 0.020000
Training Epoch: 28 [41728/45000]	Loss: 0.5693	LR: 0.020000
Training Epoch: 28 [41984/45000]	Loss: 0.5362	LR: 0.020000
Training Epoch: 28 [42240/45000]	Loss: 0.5986	LR: 0.020000
Training Epoch: 28 [42496/45000]	Loss: 0.4819	LR: 0.020000
Training Epoch: 28 [42752/45000]	Loss: 0.5683	LR: 0.020000
Training Epoch: 28 [43008/45000]	Loss: 0.5655	LR: 0.020000
Training Epoch: 28 [43264/45000]	Loss: 0.4928	LR: 0.020000
Training Epoch: 28 [43520/45000]	Loss: 0.5965	LR: 0.020000
Training Epoch: 28 [43776/45000]	Loss: 0.4586	LR: 0.020000
Training Epoch: 28 [44032/45000]	Loss: 0.5474	LR: 0.020000
Training Epoch: 28 [44288/45000]	Loss: 0.5930	LR: 0.020000
Training Epoch: 28 [44544/45000]	Loss: 0.5586	LR: 0.020000
Training Epoch: 28 [44800/45000]	Loss: 0.4367	LR: 0.020000
Training Epoch: 28 [45000/45000]	Loss: 0.6235	LR: 0.020000
Epoch 28 - Average Train Loss: 0.5244, Train Accuracy: 0.8309
Epoch 28 training time consumed: 24.69s
Evaluating Network.....
Test set: Epoch: 28, Average loss: 0.0039, Accuracy: 0.7246, Time consumed:0.89s
Training Epoch: 29 [256/45000]	Loss: 0.4778	LR: 0.020000
Training Epoch: 29 [512/45000]	Loss: 0.5399	LR: 0.020000
Training Epoch: 29 [768/45000]	Loss: 0.4645	LR: 0.020000
Training Epoch: 29 [1024/45000]	Loss: 0.4379	LR: 0.020000
Training Epoch: 29 [1280/45000]	Loss: 0.4920	LR: 0.020000
Training Epoch: 29 [1536/45000]	Loss: 0.5426	LR: 0.020000
Training Epoch: 29 [1792/45000]	Loss: 0.5626	LR: 0.020000
Training Epoch: 29 [2048/45000]	Loss: 0.5424	LR: 0.020000
Training Epoch: 29 [2304/45000]	Loss: 0.5608	LR: 0.020000
Training Epoch: 29 [2560/45000]	Loss: 0.4745	LR: 0.020000
Training Epoch: 29 [2816/45000]	Loss: 0.4593	LR: 0.020000
Training Epoch: 29 [3072/45000]	Loss: 0.4338	LR: 0.020000
Training Epoch: 29 [3328/45000]	Loss: 0.5102	LR: 0.020000
Training Epoch: 29 [3584/45000]	Loss: 0.5206	LR: 0.020000
Training Epoch: 29 [3840/45000]	Loss: 0.4582	LR: 0.020000
Training Epoch: 29 [4096/45000]	Loss: 0.4877	LR: 0.020000
Training Epoch: 29 [4352/45000]	Loss: 0.4185	LR: 0.020000
Training Epoch: 29 [4608/45000]	Loss: 0.5522	LR: 0.020000
Training Epoch: 29 [4864/45000]	Loss: 0.3735	LR: 0.020000
Training Epoch: 29 [5120/45000]	Loss: 0.5166	LR: 0.020000
Training Epoch: 29 [5376/45000]	Loss: 0.4407	LR: 0.020000
Training Epoch: 29 [5632/45000]	Loss: 0.3777	LR: 0.020000
Training Epoch: 29 [5888/45000]	Loss: 0.6379	LR: 0.020000
Training Epoch: 29 [6144/45000]	Loss: 0.4340	LR: 0.020000
Training Epoch: 29 [6400/45000]	Loss: 0.5301	LR: 0.020000
Training Epoch: 29 [6656/45000]	Loss: 0.4218	LR: 0.020000
Training Epoch: 29 [6912/45000]	Loss: 0.5098	LR: 0.020000
Training Epoch: 29 [7168/45000]	Loss: 0.4303	LR: 0.020000
Training Epoch: 29 [7424/45000]	Loss: 0.5987	LR: 0.020000
Training Epoch: 29 [7680/45000]	Loss: 0.5161	LR: 0.020000
Training Epoch: 29 [7936/45000]	Loss: 0.4609	LR: 0.020000
Training Epoch: 29 [8192/45000]	Loss: 0.4797	LR: 0.020000
Training Epoch: 29 [8448/45000]	Loss: 0.5514	LR: 0.020000
Training Epoch: 29 [8704/45000]	Loss: 0.5234	LR: 0.020000
Training Epoch: 29 [8960/45000]	Loss: 0.4845	LR: 0.020000
Training Epoch: 29 [9216/45000]	Loss: 0.4936	LR: 0.020000
Training Epoch: 29 [9472/45000]	Loss: 0.5395	LR: 0.020000
Training Epoch: 29 [9728/45000]	Loss: 0.4422	LR: 0.020000
Training Epoch: 29 [9984/45000]	Loss: 0.5578	LR: 0.020000
Training Epoch: 29 [10240/45000]	Loss: 0.4922	LR: 0.020000
Training Epoch: 29 [10496/45000]	Loss: 0.4791	LR: 0.020000
Training Epoch: 29 [10752/45000]	Loss: 0.4992	LR: 0.020000
Training Epoch: 29 [11008/45000]	Loss: 0.5067	LR: 0.020000
Training Epoch: 29 [11264/45000]	Loss: 0.4685	LR: 0.020000
Training Epoch: 29 [11520/45000]	Loss: 0.4940	LR: 0.020000
Training Epoch: 29 [11776/45000]	Loss: 0.4608	LR: 0.020000
Training Epoch: 29 [12032/45000]	Loss: 0.4497	LR: 0.020000
Training Epoch: 29 [12288/45000]	Loss: 0.4997	LR: 0.020000
Training Epoch: 29 [12544/45000]	Loss: 0.5493	LR: 0.020000
Training Epoch: 29 [12800/45000]	Loss: 0.5012	LR: 0.020000
Training Epoch: 29 [13056/45000]	Loss: 0.5369	LR: 0.020000
Training Epoch: 29 [13312/45000]	Loss: 0.4224	LR: 0.020000
Training Epoch: 29 [13568/45000]	Loss: 0.4946	LR: 0.020000
Training Epoch: 29 [13824/45000]	Loss: 0.5133	LR: 0.020000
Training Epoch: 29 [14080/45000]	Loss: 0.4908	LR: 0.020000
Training Epoch: 29 [14336/45000]	Loss: 0.4998	LR: 0.020000
Training Epoch: 29 [14592/45000]	Loss: 0.4831	LR: 0.020000
Training Epoch: 29 [14848/45000]	Loss: 0.5416	LR: 0.020000
Training Epoch: 29 [15104/45000]	Loss: 0.4933	LR: 0.020000
Training Epoch: 29 [15360/45000]	Loss: 0.5005	LR: 0.020000
Training Epoch: 29 [15616/45000]	Loss: 0.5530	LR: 0.020000
Training Epoch: 29 [15872/45000]	Loss: 0.4579	LR: 0.020000
Training Epoch: 29 [16128/45000]	Loss: 0.4143	LR: 0.020000
Training Epoch: 29 [16384/45000]	Loss: 0.5409	LR: 0.020000
Training Epoch: 29 [16640/45000]	Loss: 0.4888	LR: 0.020000
Training Epoch: 29 [16896/45000]	Loss: 0.4590	LR: 0.020000
Training Epoch: 29 [17152/45000]	Loss: 0.5176	LR: 0.020000
Training Epoch: 29 [17408/45000]	Loss: 0.4493	LR: 0.020000
Training Epoch: 29 [17664/45000]	Loss: 0.5364	LR: 0.020000
Training Epoch: 29 [17920/45000]	Loss: 0.5958	LR: 0.020000
Training Epoch: 29 [18176/45000]	Loss: 0.4983	LR: 0.020000
Training Epoch: 29 [18432/45000]	Loss: 0.5368	LR: 0.020000
Training Epoch: 29 [18688/45000]	Loss: 0.4956	LR: 0.020000
Training Epoch: 29 [18944/45000]	Loss: 0.5825	LR: 0.020000
Training Epoch: 29 [19200/45000]	Loss: 0.5687	LR: 0.020000
Training Epoch: 29 [19456/45000]	Loss: 0.4528	LR: 0.020000
Training Epoch: 29 [19712/45000]	Loss: 0.4898	LR: 0.020000
Training Epoch: 29 [19968/45000]	Loss: 0.5093	LR: 0.020000
Training Epoch: 29 [20224/45000]	Loss: 0.4571	LR: 0.020000
Training Epoch: 29 [20480/45000]	Loss: 0.5191	LR: 0.020000
Training Epoch: 29 [20736/45000]	Loss: 0.5133	LR: 0.020000
Training Epoch: 29 [20992/45000]	Loss: 0.5460	LR: 0.020000
Training Epoch: 29 [21248/45000]	Loss: 0.4714	LR: 0.020000
Training Epoch: 29 [21504/45000]	Loss: 0.5066	LR: 0.020000
Training Epoch: 29 [21760/45000]	Loss: 0.6239	LR: 0.020000
Training Epoch: 29 [22016/45000]	Loss: 0.5617	LR: 0.020000
Training Epoch: 29 [22272/45000]	Loss: 0.5456	LR: 0.020000
Training Epoch: 29 [22528/45000]	Loss: 0.5738	LR: 0.020000
Training Epoch: 29 [22784/45000]	Loss: 0.5697	LR: 0.020000
Training Epoch: 29 [23040/45000]	Loss: 0.5018	LR: 0.020000
Training Epoch: 29 [23296/45000]	Loss: 0.5171	LR: 0.020000
Training Epoch: 29 [23552/45000]	Loss: 0.4605	LR: 0.020000
Training Epoch: 29 [23808/45000]	Loss: 0.4980	LR: 0.020000
Training Epoch: 29 [24064/45000]	Loss: 0.4651	LR: 0.020000
Training Epoch: 29 [24320/45000]	Loss: 0.6447	LR: 0.020000
Training Epoch: 29 [24576/45000]	Loss: 0.5842	LR: 0.020000
Training Epoch: 29 [24832/45000]	Loss: 0.5566	LR: 0.020000
Training Epoch: 29 [25088/45000]	Loss: 0.5301	LR: 0.020000
Training Epoch: 29 [25344/45000]	Loss: 0.5852	LR: 0.020000
Training Epoch: 29 [25600/45000]	Loss: 0.4647	LR: 0.020000
Training Epoch: 29 [25856/45000]	Loss: 0.5365	LR: 0.020000
Training Epoch: 29 [26112/45000]	Loss: 0.5835	LR: 0.020000
Training Epoch: 29 [26368/45000]	Loss: 0.5964	LR: 0.020000
Training Epoch: 29 [26624/45000]	Loss: 0.5889	LR: 0.020000
Training Epoch: 29 [26880/45000]	Loss: 0.5719	LR: 0.020000
Training Epoch: 29 [27136/45000]	Loss: 0.4360	LR: 0.020000
Training Epoch: 29 [27392/45000]	Loss: 0.5438	LR: 0.020000
Training Epoch: 29 [27648/45000]	Loss: 0.5018	LR: 0.020000
Training Epoch: 29 [27904/45000]	Loss: 0.4850	LR: 0.020000
Training Epoch: 29 [28160/45000]	Loss: 0.5583	LR: 0.020000
Training Epoch: 29 [28416/45000]	Loss: 0.5728	LR: 0.020000
Training Epoch: 29 [28672/45000]	Loss: 0.5247	LR: 0.020000
Training Epoch: 29 [28928/45000]	Loss: 0.4777	LR: 0.020000
Training Epoch: 29 [29184/45000]	Loss: 0.5535	LR: 0.020000
Training Epoch: 29 [29440/45000]	Loss: 0.6225	LR: 0.020000
Training Epoch: 29 [29696/45000]	Loss: 0.4911	LR: 0.020000
Training Epoch: 29 [29952/45000]	Loss: 0.7187	LR: 0.020000
Training Epoch: 29 [30208/45000]	Loss: 0.4833	LR: 0.020000
Training Epoch: 29 [30464/45000]	Loss: 0.5369	LR: 0.020000
Training Epoch: 29 [30720/45000]	Loss: 0.4533	LR: 0.020000
Training Epoch: 29 [30976/45000]	Loss: 0.5685	LR: 0.020000
Training Epoch: 29 [31232/45000]	Loss: 0.5003	LR: 0.020000
Training Epoch: 29 [31488/45000]	Loss: 0.5463	LR: 0.020000
Training Epoch: 29 [31744/45000]	Loss: 0.6287	LR: 0.020000
Training Epoch: 29 [32000/45000]	Loss: 0.4504	LR: 0.020000
Training Epoch: 29 [32256/45000]	Loss: 0.4832	LR: 0.020000
Training Epoch: 29 [32512/45000]	Loss: 0.5308	LR: 0.020000
Training Epoch: 29 [32768/45000]	Loss: 0.5355	LR: 0.020000
Training Epoch: 29 [33024/45000]	Loss: 0.6124	LR: 0.020000
Training Epoch: 29 [33280/45000]	Loss: 0.5907	LR: 0.020000
Training Epoch: 29 [33536/45000]	Loss: 0.5075	LR: 0.020000
Training Epoch: 29 [33792/45000]	Loss: 0.5267	LR: 0.020000
Training Epoch: 29 [34048/45000]	Loss: 0.5811	LR: 0.020000
Training Epoch: 29 [34304/45000]	Loss: 0.6521	LR: 0.020000
Training Epoch: 29 [34560/45000]	Loss: 0.6564	LR: 0.020000
Training Epoch: 29 [34816/45000]	Loss: 0.5017	LR: 0.020000
Training Epoch: 29 [35072/45000]	Loss: 0.4515	LR: 0.020000
Training Epoch: 29 [35328/45000]	Loss: 0.5714	LR: 0.020000
Training Epoch: 29 [35584/45000]	Loss: 0.5678	LR: 0.020000
Training Epoch: 29 [35840/45000]	Loss: 0.5697	LR: 0.020000
Training Epoch: 29 [36096/45000]	Loss: 0.5031	LR: 0.020000
Training Epoch: 29 [36352/45000]	Loss: 0.6228	LR: 0.020000
Training Epoch: 29 [36608/45000]	Loss: 0.4540	LR: 0.020000
Training Epoch: 29 [36864/45000]	Loss: 0.6071	LR: 0.020000
Training Epoch: 29 [37120/45000]	Loss: 0.6048	LR: 0.020000
Training Epoch: 29 [37376/45000]	Loss: 0.4606	LR: 0.020000
Training Epoch: 29 [37632/45000]	Loss: 0.5030	LR: 0.020000
Training Epoch: 29 [37888/45000]	Loss: 0.5225	LR: 0.020000
Training Epoch: 29 [38144/45000]	Loss: 0.5432	LR: 0.020000
Training Epoch: 29 [38400/45000]	Loss: 0.5190	LR: 0.020000
Training Epoch: 29 [38656/45000]	Loss: 0.5360	LR: 0.020000
Training Epoch: 29 [38912/45000]	Loss: 0.5563	LR: 0.020000
Training Epoch: 29 [39168/45000]	Loss: 0.5998	LR: 0.020000
Training Epoch: 29 [39424/45000]	Loss: 0.5442	LR: 0.020000
Training Epoch: 29 [39680/45000]	Loss: 0.6740	LR: 0.020000
Training Epoch: 29 [39936/45000]	Loss: 0.4614	LR: 0.020000
Training Epoch: 29 [40192/45000]	Loss: 0.5281	LR: 0.020000
Training Epoch: 29 [40448/45000]	Loss: 0.5379	LR: 0.020000
Training Epoch: 29 [40704/45000]	Loss: 0.4860	LR: 0.020000
Training Epoch: 29 [40960/45000]	Loss: 0.4663	LR: 0.020000
Training Epoch: 29 [41216/45000]	Loss: 0.5113	LR: 0.020000
Training Epoch: 29 [41472/45000]	Loss: 0.5101	LR: 0.020000
Training Epoch: 29 [41728/45000]	Loss: 0.5091	LR: 0.020000
Training Epoch: 29 [41984/45000]	Loss: 0.5601	LR: 0.020000
Training Epoch: 29 [42240/45000]	Loss: 0.5677	LR: 0.020000
Training Epoch: 29 [42496/45000]	Loss: 0.4288	LR: 0.020000
Training Epoch: 29 [42752/45000]	Loss: 0.5563	LR: 0.020000
Training Epoch: 29 [43008/45000]	Loss: 0.5482	LR: 0.020000
Training Epoch: 29 [43264/45000]	Loss: 0.6006	LR: 0.020000
Training Epoch: 29 [43520/45000]	Loss: 0.4941	LR: 0.020000
Training Epoch: 29 [43776/45000]	Loss: 0.5267	LR: 0.020000
Training Epoch: 29 [44032/45000]	Loss: 0.4609	LR: 0.020000
Training Epoch: 29 [44288/45000]	Loss: 0.5253	LR: 0.020000
Training Epoch: 29 [44544/45000]	Loss: 0.5432	LR: 0.020000
Training Epoch: 29 [44800/45000]	Loss: 0.6491	LR: 0.020000
Training Epoch: 29 [45000/45000]	Loss: 0.5207	LR: 0.020000
Epoch 29 - Average Train Loss: 0.5204, Train Accuracy: 0.8305
Epoch 29 training time consumed: 24.46s
Evaluating Network.....
Test set: Epoch: 29, Average loss: 0.0036, Accuracy: 0.7331, Time consumed:0.88s
Training Epoch: 30 [256/45000]	Loss: 0.4373	LR: 0.004000
Training Epoch: 30 [512/45000]	Loss: 0.4813	LR: 0.004000
Training Epoch: 30 [768/45000]	Loss: 0.5183	LR: 0.004000
Training Epoch: 30 [1024/45000]	Loss: 0.4959	LR: 0.004000
Training Epoch: 30 [1280/45000]	Loss: 0.4705	LR: 0.004000
Training Epoch: 30 [1536/45000]	Loss: 0.3587	LR: 0.004000
Training Epoch: 30 [1792/45000]	Loss: 0.3682	LR: 0.004000
Training Epoch: 30 [2048/45000]	Loss: 0.5460	LR: 0.004000
Training Epoch: 30 [2304/45000]	Loss: 0.4982	LR: 0.004000
Training Epoch: 30 [2560/45000]	Loss: 0.5215	LR: 0.004000
Training Epoch: 30 [2816/45000]	Loss: 0.4633	LR: 0.004000
Training Epoch: 30 [3072/45000]	Loss: 0.5134	LR: 0.004000
Training Epoch: 30 [3328/45000]	Loss: 0.4656	LR: 0.004000
Training Epoch: 30 [3584/45000]	Loss: 0.4570	LR: 0.004000
Training Epoch: 30 [3840/45000]	Loss: 0.3919	LR: 0.004000
Training Epoch: 30 [4096/45000]	Loss: 0.3859	LR: 0.004000
Training Epoch: 30 [4352/45000]	Loss: 0.4284	LR: 0.004000
Training Epoch: 30 [4608/45000]	Loss: 0.4199	LR: 0.004000
Training Epoch: 30 [4864/45000]	Loss: 0.4551	LR: 0.004000
Training Epoch: 30 [5120/45000]	Loss: 0.4096	LR: 0.004000
Training Epoch: 30 [5376/45000]	Loss: 0.3854	LR: 0.004000
Training Epoch: 30 [5632/45000]	Loss: 0.4555	LR: 0.004000
Training Epoch: 30 [5888/45000]	Loss: 0.5351	LR: 0.004000
Training Epoch: 30 [6144/45000]	Loss: 0.4116	LR: 0.004000
Training Epoch: 30 [6400/45000]	Loss: 0.4132	LR: 0.004000
Training Epoch: 30 [6656/45000]	Loss: 0.4650	LR: 0.004000
Training Epoch: 30 [6912/45000]	Loss: 0.4590	LR: 0.004000
Training Epoch: 30 [7168/45000]	Loss: 0.4758	LR: 0.004000
Training Epoch: 30 [7424/45000]	Loss: 0.4220	LR: 0.004000
Training Epoch: 30 [7680/45000]	Loss: 0.4577	LR: 0.004000
Training Epoch: 30 [7936/45000]	Loss: 0.4458	LR: 0.004000
Training Epoch: 30 [8192/45000]	Loss: 0.4286	LR: 0.004000
Training Epoch: 30 [8448/45000]	Loss: 0.3671	LR: 0.004000
Training Epoch: 30 [8704/45000]	Loss: 0.4605	LR: 0.004000
Training Epoch: 30 [8960/45000]	Loss: 0.4243	LR: 0.004000
Training Epoch: 30 [9216/45000]	Loss: 0.4819	LR: 0.004000
Training Epoch: 30 [9472/45000]	Loss: 0.3870	LR: 0.004000
Training Epoch: 30 [9728/45000]	Loss: 0.4078	LR: 0.004000
Training Epoch: 30 [9984/45000]	Loss: 0.3753	LR: 0.004000
Training Epoch: 30 [10240/45000]	Loss: 0.4705	LR: 0.004000
Training Epoch: 30 [10496/45000]	Loss: 0.4553	LR: 0.004000
Training Epoch: 30 [10752/45000]	Loss: 0.3442	LR: 0.004000
Training Epoch: 30 [11008/45000]	Loss: 0.4414	LR: 0.004000
Training Epoch: 30 [11264/45000]	Loss: 0.3468	LR: 0.004000
Training Epoch: 30 [11520/45000]	Loss: 0.3869	LR: 0.004000
Training Epoch: 30 [11776/45000]	Loss: 0.4455	LR: 0.004000
Training Epoch: 30 [12032/45000]	Loss: 0.3633	LR: 0.004000
Training Epoch: 30 [12288/45000]	Loss: 0.4159	LR: 0.004000
Training Epoch: 30 [12544/45000]	Loss: 0.3940	LR: 0.004000
Training Epoch: 30 [12800/45000]	Loss: 0.4058	LR: 0.004000
Training Epoch: 30 [13056/45000]	Loss: 0.5321	LR: 0.004000
Training Epoch: 30 [13312/45000]	Loss: 0.4270	LR: 0.004000
Training Epoch: 30 [13568/45000]	Loss: 0.4699	LR: 0.004000
Training Epoch: 30 [13824/45000]	Loss: 0.4603	LR: 0.004000
Training Epoch: 30 [14080/45000]	Loss: 0.4407	LR: 0.004000
Training Epoch: 30 [14336/45000]	Loss: 0.3706	LR: 0.004000
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Training Epoch: 30 [41472/45000]	Loss: 0.2898	LR: 0.004000
Training Epoch: 30 [41728/45000]	Loss: 0.4321	LR: 0.004000
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Training Epoch: 30 [42240/45000]	Loss: 0.3930	LR: 0.004000
Training Epoch: 30 [42496/45000]	Loss: 0.3469	LR: 0.004000
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Training Epoch: 30 [43008/45000]	Loss: 0.2893	LR: 0.004000
Training Epoch: 30 [43264/45000]	Loss: 0.5347	LR: 0.004000
Training Epoch: 30 [43520/45000]	Loss: 0.4047	LR: 0.004000
Training Epoch: 30 [43776/45000]	Loss: 0.4049	LR: 0.004000
Training Epoch: 30 [44032/45000]	Loss: 0.2976	LR: 0.004000
Training Epoch: 30 [44288/45000]	Loss: 0.4504	LR: 0.004000
Training Epoch: 30 [44544/45000]	Loss: 0.4914	LR: 0.004000
Training Epoch: 30 [44800/45000]	Loss: 0.4067	LR: 0.004000
Training Epoch: 30 [45000/45000]	Loss: 0.4195	LR: 0.004000
Epoch 30 - Average Train Loss: 0.4054, Train Accuracy: 0.8734
Epoch 30 training time consumed: 24.49s
Evaluating Network.....
Test set: Epoch: 30, Average loss: 0.0030, Accuracy: 0.7732, Time consumed:0.86s
Saving weights file to checkpoint/retrain/AllCNN/Monday_14_July_2025_00h_48m_07s/AllCNN-Cifar20-seed3-ret100-30-best.pth
Training Epoch: 31 [256/45000]	Loss: 0.3831	LR: 0.004000
Training Epoch: 31 [512/45000]	Loss: 0.4239	LR: 0.004000
Training Epoch: 31 [768/45000]	Loss: 0.3306	LR: 0.004000
Training Epoch: 31 [1024/45000]	Loss: 0.3715	LR: 0.004000
Training Epoch: 31 [1280/45000]	Loss: 0.4082	LR: 0.004000
Training Epoch: 31 [1536/45000]	Loss: 0.3972	LR: 0.004000
Training Epoch: 31 [1792/45000]	Loss: 0.4176	LR: 0.004000
Training Epoch: 31 [2048/45000]	Loss: 0.4439	LR: 0.004000
Training Epoch: 31 [2304/45000]	Loss: 0.3321	LR: 0.004000
Training Epoch: 31 [2560/45000]	Loss: 0.3150	LR: 0.004000
Training Epoch: 31 [2816/45000]	Loss: 0.3403	LR: 0.004000
Training Epoch: 31 [3072/45000]	Loss: 0.3865	LR: 0.004000
Training Epoch: 31 [3328/45000]	Loss: 0.3281	LR: 0.004000
Training Epoch: 31 [3584/45000]	Loss: 0.3508	LR: 0.004000
Training Epoch: 31 [3840/45000]	Loss: 0.4059	LR: 0.004000
Training Epoch: 31 [4096/45000]	Loss: 0.3913	LR: 0.004000
Training Epoch: 31 [4352/45000]	Loss: 0.3383	LR: 0.004000
Training Epoch: 31 [4608/45000]	Loss: 0.3571	LR: 0.004000
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Training Epoch: 31 [9984/45000]	Loss: 0.3875	LR: 0.004000
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Training Epoch: 31 [13568/45000]	Loss: 0.3437	LR: 0.004000
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Training Epoch: 31 [15360/45000]	Loss: 0.3905	LR: 0.004000
Training Epoch: 31 [15616/45000]	Loss: 0.3427	LR: 0.004000
Training Epoch: 31 [15872/45000]	Loss: 0.3558	LR: 0.004000
Training Epoch: 31 [16128/45000]	Loss: 0.4118	LR: 0.004000
Training Epoch: 31 [16384/45000]	Loss: 0.3508	LR: 0.004000
Training Epoch: 31 [16640/45000]	Loss: 0.3858	LR: 0.004000
Training Epoch: 31 [16896/45000]	Loss: 0.3324	LR: 0.004000
Training Epoch: 31 [17152/45000]	Loss: 0.4446	LR: 0.004000
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Training Epoch: 31 [19456/45000]	Loss: 0.3217	LR: 0.004000
Training Epoch: 31 [19712/45000]	Loss: 0.3472	LR: 0.004000
Training Epoch: 31 [19968/45000]	Loss: 0.3906	LR: 0.004000
Training Epoch: 31 [20224/45000]	Loss: 0.4078	LR: 0.004000
Training Epoch: 31 [20480/45000]	Loss: 0.3386	LR: 0.004000
Training Epoch: 31 [20736/45000]	Loss: 0.3471	LR: 0.004000
Training Epoch: 31 [20992/45000]	Loss: 0.3717	LR: 0.004000
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Training Epoch: 31 [21760/45000]	Loss: 0.3688	LR: 0.004000
Training Epoch: 31 [22016/45000]	Loss: 0.3152	LR: 0.004000
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Training Epoch: 31 [24576/45000]	Loss: 0.4098	LR: 0.004000
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Training Epoch: 31 [25088/45000]	Loss: 0.3410	LR: 0.004000
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Training Epoch: 31 [28160/45000]	Loss: 0.3397	LR: 0.004000
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Training Epoch: 31 [28672/45000]	Loss: 0.3388	LR: 0.004000
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Training Epoch: 31 [29440/45000]	Loss: 0.3208	LR: 0.004000
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Training Epoch: 31 [35328/45000]	Loss: 0.3451	LR: 0.004000
Training Epoch: 31 [35584/45000]	Loss: 0.4347	LR: 0.004000
Training Epoch: 31 [35840/45000]	Loss: 0.3739	LR: 0.004000
Training Epoch: 31 [36096/45000]	Loss: 0.3530	LR: 0.004000
Training Epoch: 31 [36352/45000]	Loss: 0.3585	LR: 0.004000
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Training Epoch: 31 [37888/45000]	Loss: 0.3595	LR: 0.004000
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Training Epoch: 31 [42240/45000]	Loss: 0.3439	LR: 0.004000
Training Epoch: 31 [42496/45000]	Loss: 0.3230	LR: 0.004000
Training Epoch: 31 [42752/45000]	Loss: 0.3382	LR: 0.004000
Training Epoch: 31 [43008/45000]	Loss: 0.3530	LR: 0.004000
Training Epoch: 31 [43264/45000]	Loss: 0.3197	LR: 0.004000
Training Epoch: 31 [43520/45000]	Loss: 0.3526	LR: 0.004000
Training Epoch: 31 [43776/45000]	Loss: 0.3542	LR: 0.004000
Training Epoch: 31 [44032/45000]	Loss: 0.3658	LR: 0.004000
Training Epoch: 31 [44288/45000]	Loss: 0.3542	LR: 0.004000
Training Epoch: 31 [44544/45000]	Loss: 0.3161	LR: 0.004000
Training Epoch: 31 [44800/45000]	Loss: 0.3242	LR: 0.004000
Training Epoch: 31 [45000/45000]	Loss: 0.3349	LR: 0.004000
Epoch 31 - Average Train Loss: 0.3697, Train Accuracy: 0.8865
Epoch 31 training time consumed: 24.56s
Evaluating Network.....
Test set: Epoch: 31, Average loss: 0.0030, Accuracy: 0.7755, Time consumed:0.89s
Saving weights file to checkpoint/retrain/AllCNN/Monday_14_July_2025_00h_48m_07s/AllCNN-Cifar20-seed3-ret100-31-best.pth
Training Epoch: 32 [256/45000]	Loss: 0.4117	LR: 0.004000
Training Epoch: 32 [512/45000]	Loss: 0.4406	LR: 0.004000
Training Epoch: 32 [768/45000]	Loss: 0.2596	LR: 0.004000
Training Epoch: 32 [1024/45000]	Loss: 0.3389	LR: 0.004000
Training Epoch: 32 [1280/45000]	Loss: 0.3307	LR: 0.004000
Training Epoch: 32 [1536/45000]	Loss: 0.3714	LR: 0.004000
Training Epoch: 32 [1792/45000]	Loss: 0.3124	LR: 0.004000
Training Epoch: 32 [2048/45000]	Loss: 0.3743	LR: 0.004000
Training Epoch: 32 [2304/45000]	Loss: 0.3350	LR: 0.004000
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Training Epoch: 32 [20224/45000]	Loss: 0.3677	LR: 0.004000
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Training Epoch: 32 [41472/45000]	Loss: 0.2941	LR: 0.004000
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Training Epoch: 32 [41984/45000]	Loss: 0.3533	LR: 0.004000
Training Epoch: 32 [42240/45000]	Loss: 0.3992	LR: 0.004000
Training Epoch: 32 [42496/45000]	Loss: 0.3251	LR: 0.004000
Training Epoch: 32 [42752/45000]	Loss: 0.3383	LR: 0.004000
Training Epoch: 32 [43008/45000]	Loss: 0.3117	LR: 0.004000
Training Epoch: 32 [43264/45000]	Loss: 0.3491	LR: 0.004000
Training Epoch: 32 [43520/45000]	Loss: 0.4103	LR: 0.004000
Training Epoch: 32 [43776/45000]	Loss: 0.3716	LR: 0.004000
Training Epoch: 32 [44032/45000]	Loss: 0.3688	LR: 0.004000
Training Epoch: 32 [44288/45000]	Loss: 0.2977	LR: 0.004000
Training Epoch: 32 [44544/45000]	Loss: 0.4119	LR: 0.004000
Training Epoch: 32 [44800/45000]	Loss: 0.3069	LR: 0.004000
Training Epoch: 32 [45000/45000]	Loss: 0.4481	LR: 0.004000
Epoch 32 - Average Train Loss: 0.3568, Train Accuracy: 0.8899
Epoch 32 training time consumed: 24.52s
Evaluating Network.....
Test set: Epoch: 32, Average loss: 0.0030, Accuracy: 0.7762, Time consumed:0.87s
Saving weights file to checkpoint/retrain/AllCNN/Monday_14_July_2025_00h_48m_07s/AllCNN-Cifar20-seed3-ret100-32-best.pth
Training Epoch: 33 [256/45000]	Loss: 0.3402	LR: 0.004000
Training Epoch: 33 [512/45000]	Loss: 0.3157	LR: 0.004000
Training Epoch: 33 [768/45000]	Loss: 0.3762	LR: 0.004000
Training Epoch: 33 [1024/45000]	Loss: 0.2885	LR: 0.004000
Training Epoch: 33 [1280/45000]	Loss: 0.4512	LR: 0.004000
Training Epoch: 33 [1536/45000]	Loss: 0.3063	LR: 0.004000
Training Epoch: 33 [1792/45000]	Loss: 0.3352	LR: 0.004000
Training Epoch: 33 [2048/45000]	Loss: 0.2859	LR: 0.004000
Training Epoch: 33 [2304/45000]	Loss: 0.3426	LR: 0.004000
Training Epoch: 33 [2560/45000]	Loss: 0.3358	LR: 0.004000
Training Epoch: 33 [2816/45000]	Loss: 0.3007	LR: 0.004000
Training Epoch: 33 [3072/45000]	Loss: 0.3342	LR: 0.004000
Training Epoch: 33 [3328/45000]	Loss: 0.4080	LR: 0.004000
Training Epoch: 33 [3584/45000]	Loss: 0.3459	LR: 0.004000
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Training Epoch: 33 [4352/45000]	Loss: 0.3663	LR: 0.004000
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Training Epoch: 33 [24064/45000]	Loss: 0.2849	LR: 0.004000
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Training Epoch: 33 [24832/45000]	Loss: 0.2914	LR: 0.004000
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Training Epoch: 33 [27904/45000]	Loss: 0.3256	LR: 0.004000
Training Epoch: 33 [28160/45000]	Loss: 0.3043	LR: 0.004000
Training Epoch: 33 [28416/45000]	Loss: 0.3749	LR: 0.004000
Training Epoch: 33 [28672/45000]	Loss: 0.3684	LR: 0.004000
Training Epoch: 33 [28928/45000]	Loss: 0.3677	LR: 0.004000
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Training Epoch: 33 [29440/45000]	Loss: 0.3349	LR: 0.004000
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Training Epoch: 33 [30464/45000]	Loss: 0.4027	LR: 0.004000
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Training Epoch: 33 [30976/45000]	Loss: 0.3337	LR: 0.004000
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Training Epoch: 33 [37632/45000]	Loss: 0.3077	LR: 0.004000
Training Epoch: 33 [37888/45000]	Loss: 0.3847	LR: 0.004000
Training Epoch: 33 [38144/45000]	Loss: 0.3578	LR: 0.004000
Training Epoch: 33 [38400/45000]	Loss: 0.3942	LR: 0.004000
Training Epoch: 33 [38656/45000]	Loss: 0.3706	LR: 0.004000
Training Epoch: 33 [38912/45000]	Loss: 0.3537	LR: 0.004000
Training Epoch: 33 [39168/45000]	Loss: 0.3248	LR: 0.004000
Training Epoch: 33 [39424/45000]	Loss: 0.2704	LR: 0.004000
Training Epoch: 33 [39680/45000]	Loss: 0.3524	LR: 0.004000
Training Epoch: 33 [39936/45000]	Loss: 0.3477	LR: 0.004000
Training Epoch: 33 [40192/45000]	Loss: 0.3309	LR: 0.004000
Training Epoch: 33 [40448/45000]	Loss: 0.3401	LR: 0.004000
Training Epoch: 33 [40704/45000]	Loss: 0.3042	LR: 0.004000
Training Epoch: 33 [40960/45000]	Loss: 0.2942	LR: 0.004000
Training Epoch: 33 [41216/45000]	Loss: 0.3917	LR: 0.004000
Training Epoch: 33 [41472/45000]	Loss: 0.3696	LR: 0.004000
Training Epoch: 33 [41728/45000]	Loss: 0.3056	LR: 0.004000
Training Epoch: 33 [41984/45000]	Loss: 0.2951	LR: 0.004000
Training Epoch: 33 [42240/45000]	Loss: 0.3999	LR: 0.004000
Training Epoch: 33 [42496/45000]	Loss: 0.3297	LR: 0.004000
Training Epoch: 33 [42752/45000]	Loss: 0.2672	LR: 0.004000
Training Epoch: 33 [43008/45000]	Loss: 0.3431	LR: 0.004000
Training Epoch: 33 [43264/45000]	Loss: 0.3289	LR: 0.004000
Training Epoch: 33 [43520/45000]	Loss: 0.3560	LR: 0.004000
Training Epoch: 33 [43776/45000]	Loss: 0.3558	LR: 0.004000
Training Epoch: 33 [44032/45000]	Loss: 0.3384	LR: 0.004000
Training Epoch: 33 [44288/45000]	Loss: 0.3375	LR: 0.004000
Training Epoch: 33 [44544/45000]	Loss: 0.2818	LR: 0.004000
Training Epoch: 33 [44800/45000]	Loss: 0.3539	LR: 0.004000
Training Epoch: 33 [45000/45000]	Loss: 0.3823	LR: 0.004000
Epoch 33 - Average Train Loss: 0.3442, Train Accuracy: 0.8953
Epoch 33 training time consumed: 24.60s
Evaluating Network.....
Test set: Epoch: 33, Average loss: 0.0030, Accuracy: 0.7769, Time consumed:0.89s
Saving weights file to checkpoint/retrain/AllCNN/Monday_14_July_2025_00h_48m_07s/AllCNN-Cifar20-seed3-ret100-33-best.pth
Training Epoch: 34 [256/45000]	Loss: 0.3025	LR: 0.004000
Training Epoch: 34 [512/45000]	Loss: 0.3036	LR: 0.004000
Training Epoch: 34 [768/45000]	Loss: 0.2834	LR: 0.004000
Training Epoch: 34 [1024/45000]	Loss: 0.3488	LR: 0.004000
Training Epoch: 34 [1280/45000]	Loss: 0.3462	LR: 0.004000
Training Epoch: 34 [1536/45000]	Loss: 0.3633	LR: 0.004000
Training Epoch: 34 [1792/45000]	Loss: 0.3414	LR: 0.004000
Training Epoch: 34 [2048/45000]	Loss: 0.3190	LR: 0.004000
Training Epoch: 34 [2304/45000]	Loss: 0.3376	LR: 0.004000
Training Epoch: 34 [2560/45000]	Loss: 0.2727	LR: 0.004000
Training Epoch: 34 [2816/45000]	Loss: 0.3379	LR: 0.004000
Training Epoch: 34 [3072/45000]	Loss: 0.3082	LR: 0.004000
Training Epoch: 34 [3328/45000]	Loss: 0.3455	LR: 0.004000
Training Epoch: 34 [3584/45000]	Loss: 0.3228	LR: 0.004000
Training Epoch: 34 [3840/45000]	Loss: 0.3490	LR: 0.004000
Training Epoch: 34 [4096/45000]	Loss: 0.3216	LR: 0.004000
Training Epoch: 34 [4352/45000]	Loss: 0.2665	LR: 0.004000
Training Epoch: 34 [4608/45000]	Loss: 0.4073	LR: 0.004000
Training Epoch: 34 [4864/45000]	Loss: 0.3349	LR: 0.004000
Training Epoch: 34 [5120/45000]	Loss: 0.3018	LR: 0.004000
Training Epoch: 34 [5376/45000]	Loss: 0.2589	LR: 0.004000
Training Epoch: 34 [5632/45000]	Loss: 0.3363	LR: 0.004000
Training Epoch: 34 [5888/45000]	Loss: 0.3166	LR: 0.004000
Training Epoch: 34 [6144/45000]	Loss: 0.3681	LR: 0.004000
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Training Epoch: 34 [6656/45000]	Loss: 0.2907	LR: 0.004000
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Training Epoch: 34 [7168/45000]	Loss: 0.3753	LR: 0.004000
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Training Epoch: 34 [7680/45000]	Loss: 0.3566	LR: 0.004000
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Training Epoch: 34 [8448/45000]	Loss: 0.2824	LR: 0.004000
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Training Epoch: 34 [9216/45000]	Loss: 0.3315	LR: 0.004000
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Training Epoch: 34 [9984/45000]	Loss: 0.3018	LR: 0.004000
Training Epoch: 34 [10240/45000]	Loss: 0.2953	LR: 0.004000
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Training Epoch: 34 [13312/45000]	Loss: 0.2876	LR: 0.004000
Training Epoch: 34 [13568/45000]	Loss: 0.3639	LR: 0.004000
Training Epoch: 34 [13824/45000]	Loss: 0.3708	LR: 0.004000
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Training Epoch: 34 [16896/45000]	Loss: 0.2742	LR: 0.004000
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Training Epoch: 34 [20480/45000]	Loss: 0.3653	LR: 0.004000
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Training Epoch: 34 [22016/45000]	Loss: 0.3219	LR: 0.004000
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Training Epoch: 34 [26368/45000]	Loss: 0.3277	LR: 0.004000
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Training Epoch: 34 [26880/45000]	Loss: 0.4034	LR: 0.004000
Training Epoch: 34 [27136/45000]	Loss: 0.3770	LR: 0.004000
Training Epoch: 34 [27392/45000]	Loss: 0.3419	LR: 0.004000
Training Epoch: 34 [27648/45000]	Loss: 0.3612	LR: 0.004000
Training Epoch: 34 [27904/45000]	Loss: 0.4024	LR: 0.004000
Training Epoch: 34 [28160/45000]	Loss: 0.2846	LR: 0.004000
Training Epoch: 34 [28416/45000]	Loss: 0.3580	LR: 0.004000
Training Epoch: 34 [28672/45000]	Loss: 0.3481	LR: 0.004000
Training Epoch: 34 [28928/45000]	Loss: 0.4166	LR: 0.004000
Training Epoch: 34 [29184/45000]	Loss: 0.3374	LR: 0.004000
Training Epoch: 34 [29440/45000]	Loss: 0.3617	LR: 0.004000
Training Epoch: 34 [29696/45000]	Loss: 0.3161	LR: 0.004000
Training Epoch: 34 [29952/45000]	Loss: 0.3416	LR: 0.004000
Training Epoch: 34 [30208/45000]	Loss: 0.3801	LR: 0.004000
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Training Epoch: 34 [30720/45000]	Loss: 0.3490	LR: 0.004000
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Training Epoch: 34 [33024/45000]	Loss: 0.2221	LR: 0.004000
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Training Epoch: 34 [34816/45000]	Loss: 0.3273	LR: 0.004000
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Training Epoch: 34 [35328/45000]	Loss: 0.3285	LR: 0.004000
Training Epoch: 34 [35584/45000]	Loss: 0.3482	LR: 0.004000
Training Epoch: 34 [35840/45000]	Loss: 0.3721	LR: 0.004000
Training Epoch: 34 [36096/45000]	Loss: 0.3549	LR: 0.004000
Training Epoch: 34 [36352/45000]	Loss: 0.2904	LR: 0.004000
Training Epoch: 34 [36608/45000]	Loss: 0.3336	LR: 0.004000
Training Epoch: 34 [36864/45000]	Loss: 0.3078	LR: 0.004000
Training Epoch: 34 [37120/45000]	Loss: 0.3191	LR: 0.004000
Training Epoch: 34 [37376/45000]	Loss: 0.2744	LR: 0.004000
Training Epoch: 34 [37632/45000]	Loss: 0.3379	LR: 0.004000
Training Epoch: 34 [37888/45000]	Loss: 0.3905	LR: 0.004000
Training Epoch: 34 [38144/45000]	Loss: 0.2740	LR: 0.004000
Training Epoch: 34 [38400/45000]	Loss: 0.3455	LR: 0.004000
Training Epoch: 34 [38656/45000]	Loss: 0.4165	LR: 0.004000
Training Epoch: 34 [38912/45000]	Loss: 0.3279	LR: 0.004000
Training Epoch: 34 [39168/45000]	Loss: 0.3664	LR: 0.004000
Training Epoch: 34 [39424/45000]	Loss: 0.4290	LR: 0.004000
Training Epoch: 34 [39680/45000]	Loss: 0.3785	LR: 0.004000
Training Epoch: 34 [39936/45000]	Loss: 0.3920	LR: 0.004000
Training Epoch: 34 [40192/45000]	Loss: 0.3066	LR: 0.004000
Training Epoch: 34 [40448/45000]	Loss: 0.3102	LR: 0.004000
Training Epoch: 34 [40704/45000]	Loss: 0.3639	LR: 0.004000
Training Epoch: 34 [40960/45000]	Loss: 0.3297	LR: 0.004000
Training Epoch: 34 [41216/45000]	Loss: 0.3497	LR: 0.004000
Training Epoch: 34 [41472/45000]	Loss: 0.2909	LR: 0.004000
Training Epoch: 34 [41728/45000]	Loss: 0.3803	LR: 0.004000
Training Epoch: 34 [41984/45000]	Loss: 0.3593	LR: 0.004000
Training Epoch: 34 [42240/45000]	Loss: 0.3218	LR: 0.004000
Training Epoch: 34 [42496/45000]	Loss: 0.2838	LR: 0.004000
Training Epoch: 34 [42752/45000]	Loss: 0.3606	LR: 0.004000
Training Epoch: 34 [43008/45000]	Loss: 0.3615	LR: 0.004000
Training Epoch: 34 [43264/45000]	Loss: 0.3525	LR: 0.004000
Training Epoch: 34 [43520/45000]	Loss: 0.3197	LR: 0.004000
Training Epoch: 34 [43776/45000]	Loss: 0.3835	LR: 0.004000
Training Epoch: 34 [44032/45000]	Loss: 0.3237	LR: 0.004000
Training Epoch: 34 [44288/45000]	Loss: 0.3684	LR: 0.004000
Training Epoch: 34 [44544/45000]	Loss: 0.3791	LR: 0.004000
Training Epoch: 34 [44800/45000]	Loss: 0.3348	LR: 0.004000
Training Epoch: 34 [45000/45000]	Loss: 0.2842	LR: 0.004000
Epoch 34 - Average Train Loss: 0.3353, Train Accuracy: 0.8996
Epoch 34 training time consumed: 24.53s
Evaluating Network.....
Test set: Epoch: 34, Average loss: 0.0030, Accuracy: 0.7748, Time consumed:0.88s
Training Epoch: 35 [256/45000]	Loss: 0.3262	LR: 0.000800
Training Epoch: 35 [512/45000]	Loss: 0.3758	LR: 0.000800
Training Epoch: 35 [768/45000]	Loss: 0.3086	LR: 0.000800
Training Epoch: 35 [1024/45000]	Loss: 0.4357	LR: 0.000800
Training Epoch: 35 [1280/45000]	Loss: 0.2959	LR: 0.000800
Training Epoch: 35 [1536/45000]	Loss: 0.3672	LR: 0.000800
Training Epoch: 35 [1792/45000]	Loss: 0.3503	LR: 0.000800
Training Epoch: 35 [2048/45000]	Loss: 0.3118	LR: 0.000800
Training Epoch: 35 [2304/45000]	Loss: 0.3370	LR: 0.000800
Training Epoch: 35 [2560/45000]	Loss: 0.3622	LR: 0.000800
Training Epoch: 35 [2816/45000]	Loss: 0.3153	LR: 0.000800
Training Epoch: 35 [3072/45000]	Loss: 0.2574	LR: 0.000800
Training Epoch: 35 [3328/45000]	Loss: 0.2903	LR: 0.000800
Training Epoch: 35 [3584/45000]	Loss: 0.3640	LR: 0.000800
Training Epoch: 35 [3840/45000]	Loss: 0.3771	LR: 0.000800
Training Epoch: 35 [4096/45000]	Loss: 0.2645	LR: 0.000800
Training Epoch: 35 [4352/45000]	Loss: 0.3061	LR: 0.000800
Training Epoch: 35 [4608/45000]	Loss: 0.3161	LR: 0.000800
Training Epoch: 35 [4864/45000]	Loss: 0.3508	LR: 0.000800
Training Epoch: 35 [5120/45000]	Loss: 0.3036	LR: 0.000800
Training Epoch: 35 [5376/45000]	Loss: 0.3326	LR: 0.000800
Training Epoch: 35 [5632/45000]	Loss: 0.3005	LR: 0.000800
Training Epoch: 35 [5888/45000]	Loss: 0.3962	LR: 0.000800
Training Epoch: 35 [6144/45000]	Loss: 0.3526	LR: 0.000800
Training Epoch: 35 [6400/45000]	Loss: 0.3091	LR: 0.000800
Training Epoch: 35 [6656/45000]	Loss: 0.3561	LR: 0.000800
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Training Epoch: 35 [13312/45000]	Loss: 0.3086	LR: 0.000800
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Training Epoch: 35 [16896/45000]	Loss: 0.3287	LR: 0.000800
Training Epoch: 35 [17152/45000]	Loss: 0.2840	LR: 0.000800
Training Epoch: 35 [17408/45000]	Loss: 0.2631	LR: 0.000800
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Training Epoch: 35 [20480/45000]	Loss: 0.2891	LR: 0.000800
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Training Epoch: 35 [22016/45000]	Loss: 0.3107	LR: 0.000800
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Training Epoch: 35 [28160/45000]	Loss: 0.3696	LR: 0.000800
Training Epoch: 35 [28416/45000]	Loss: 0.3247	LR: 0.000800
Training Epoch: 35 [28672/45000]	Loss: 0.2773	LR: 0.000800
Training Epoch: 35 [28928/45000]	Loss: 0.2666	LR: 0.000800
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Training Epoch: 35 [29440/45000]	Loss: 0.3668	LR: 0.000800
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Training Epoch: 35 [30208/45000]	Loss: 0.3175	LR: 0.000800
Training Epoch: 35 [30464/45000]	Loss: 0.3201	LR: 0.000800
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Training Epoch: 35 [32512/45000]	Loss: 0.2651	LR: 0.000800
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Training Epoch: 35 [38656/45000]	Loss: 0.3072	LR: 0.000800
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Training Epoch: 35 [39168/45000]	Loss: 0.3235	LR: 0.000800
Training Epoch: 35 [39424/45000]	Loss: 0.3237	LR: 0.000800
Training Epoch: 35 [39680/45000]	Loss: 0.2353	LR: 0.000800
Training Epoch: 35 [39936/45000]	Loss: 0.3114	LR: 0.000800
Training Epoch: 35 [40192/45000]	Loss: 0.2937	LR: 0.000800
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Training Epoch: 35 [40960/45000]	Loss: 0.3708	LR: 0.000800
Training Epoch: 35 [41216/45000]	Loss: 0.2692	LR: 0.000800
Training Epoch: 35 [41472/45000]	Loss: 0.3690	LR: 0.000800
Training Epoch: 35 [41728/45000]	Loss: 0.3136	LR: 0.000800
Training Epoch: 35 [41984/45000]	Loss: 0.3147	LR: 0.000800
Training Epoch: 35 [42240/45000]	Loss: 0.2831	LR: 0.000800
Training Epoch: 35 [42496/45000]	Loss: 0.2371	LR: 0.000800
Training Epoch: 35 [42752/45000]	Loss: 0.3635	LR: 0.000800
Training Epoch: 35 [43008/45000]	Loss: 0.3026	LR: 0.000800
Training Epoch: 35 [43264/45000]	Loss: 0.3056	LR: 0.000800
Training Epoch: 35 [43520/45000]	Loss: 0.2915	LR: 0.000800
Training Epoch: 35 [43776/45000]	Loss: 0.3587	LR: 0.000800
Training Epoch: 35 [44032/45000]	Loss: 0.2953	LR: 0.000800
Training Epoch: 35 [44288/45000]	Loss: 0.2951	LR: 0.000800
Training Epoch: 35 [44544/45000]	Loss: 0.3459	LR: 0.000800
Training Epoch: 35 [44800/45000]	Loss: 0.3126	LR: 0.000800
Training Epoch: 35 [45000/45000]	Loss: 0.3209	LR: 0.000800
Epoch 35 - Average Train Loss: 0.3149, Train Accuracy: 0.9056
Epoch 35 training time consumed: 24.60s
Evaluating Network.....
Test set: Epoch: 35, Average loss: 0.0029, Accuracy: 0.7832, Time consumed:0.94s
Saving weights file to checkpoint/retrain/AllCNN/Monday_14_July_2025_00h_48m_07s/AllCNN-Cifar20-seed3-ret100-35-best.pth
Training Epoch: 36 [256/45000]	Loss: 0.2483	LR: 0.000800
Training Epoch: 36 [512/45000]	Loss: 0.2753	LR: 0.000800
Training Epoch: 36 [768/45000]	Loss: 0.2769	LR: 0.000800
Training Epoch: 36 [1024/45000]	Loss: 0.3235	LR: 0.000800
Training Epoch: 36 [1280/45000]	Loss: 0.3613	LR: 0.000800
Training Epoch: 36 [1536/45000]	Loss: 0.2468	LR: 0.000800
Training Epoch: 36 [1792/45000]	Loss: 0.3053	LR: 0.000800
Training Epoch: 36 [2048/45000]	Loss: 0.3198	LR: 0.000800
Training Epoch: 36 [2304/45000]	Loss: 0.2394	LR: 0.000800
Training Epoch: 36 [2560/45000]	Loss: 0.3568	LR: 0.000800
Training Epoch: 36 [2816/45000]	Loss: 0.3032	LR: 0.000800
Training Epoch: 36 [3072/45000]	Loss: 0.3412	LR: 0.000800
Training Epoch: 36 [3328/45000]	Loss: 0.2749	LR: 0.000800
Training Epoch: 36 [3584/45000]	Loss: 0.2382	LR: 0.000800
Training Epoch: 36 [3840/45000]	Loss: 0.2913	LR: 0.000800
Training Epoch: 36 [4096/45000]	Loss: 0.3454	LR: 0.000800
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Training Epoch: 36 [4608/45000]	Loss: 0.3851	LR: 0.000800
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Training Epoch: 36 [7424/45000]	Loss: 0.3268	LR: 0.000800
Training Epoch: 36 [7680/45000]	Loss: 0.2503	LR: 0.000800
Training Epoch: 36 [7936/45000]	Loss: 0.2900	LR: 0.000800
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Training Epoch: 36 [8448/45000]	Loss: 0.3394	LR: 0.000800
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Training Epoch: 36 [8960/45000]	Loss: 0.3241	LR: 0.000800
Training Epoch: 36 [9216/45000]	Loss: 0.2385	LR: 0.000800
Training Epoch: 36 [9472/45000]	Loss: 0.3087	LR: 0.000800
Training Epoch: 36 [9728/45000]	Loss: 0.2912	LR: 0.000800
Training Epoch: 36 [9984/45000]	Loss: 0.3246	LR: 0.000800
Training Epoch: 36 [10240/45000]	Loss: 0.3663	LR: 0.000800
Training Epoch: 36 [10496/45000]	Loss: 0.2787	LR: 0.000800
Training Epoch: 36 [10752/45000]	Loss: 0.3140	LR: 0.000800
Training Epoch: 36 [11008/45000]	Loss: 0.3257	LR: 0.000800
Training Epoch: 36 [11264/45000]	Loss: 0.2487	LR: 0.000800
Training Epoch: 36 [11520/45000]	Loss: 0.2550	LR: 0.000800
Training Epoch: 36 [11776/45000]	Loss: 0.3232	LR: 0.000800
Training Epoch: 36 [12032/45000]	Loss: 0.2842	LR: 0.000800
Training Epoch: 36 [12288/45000]	Loss: 0.3662	LR: 0.000800
Training Epoch: 36 [12544/45000]	Loss: 0.2595	LR: 0.000800
Training Epoch: 36 [12800/45000]	Loss: 0.3119	LR: 0.000800
Training Epoch: 36 [13056/45000]	Loss: 0.3270	LR: 0.000800
Training Epoch: 36 [13312/45000]	Loss: 0.2353	LR: 0.000800
Training Epoch: 36 [13568/45000]	Loss: 0.2456	LR: 0.000800
Training Epoch: 36 [13824/45000]	Loss: 0.3944	LR: 0.000800
Training Epoch: 36 [14080/45000]	Loss: 0.2587	LR: 0.000800
Training Epoch: 36 [14336/45000]	Loss: 0.2972	LR: 0.000800
Training Epoch: 36 [14592/45000]	Loss: 0.4259	LR: 0.000800
Training Epoch: 36 [14848/45000]	Loss: 0.2613	LR: 0.000800
Training Epoch: 36 [15104/45000]	Loss: 0.2205	LR: 0.000800
Training Epoch: 36 [15360/45000]	Loss: 0.3167	LR: 0.000800
Training Epoch: 36 [15616/45000]	Loss: 0.3701	LR: 0.000800
Training Epoch: 36 [15872/45000]	Loss: 0.3269	LR: 0.000800
Training Epoch: 36 [16128/45000]	Loss: 0.2941	LR: 0.000800
Training Epoch: 36 [16384/45000]	Loss: 0.2662	LR: 0.000800
Training Epoch: 36 [16640/45000]	Loss: 0.3171	LR: 0.000800
Training Epoch: 36 [16896/45000]	Loss: 0.3027	LR: 0.000800
Training Epoch: 36 [17152/45000]	Loss: 0.2615	LR: 0.000800
Training Epoch: 36 [17408/45000]	Loss: 0.2544	LR: 0.000800
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Training Epoch: 36 [18432/45000]	Loss: 0.2588	LR: 0.000800
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Training Epoch: 36 [20224/45000]	Loss: 0.2537	LR: 0.000800
Training Epoch: 36 [20480/45000]	Loss: 0.3152	LR: 0.000800
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Training Epoch: 36 [22016/45000]	Loss: 0.3574	LR: 0.000800
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Training Epoch: 36 [28160/45000]	Loss: 0.3373	LR: 0.000800
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Training Epoch: 36 [34560/45000]	Loss: 0.2862	LR: 0.000800
Training Epoch: 36 [34816/45000]	Loss: 0.2502	LR: 0.000800
Training Epoch: 36 [35072/45000]	Loss: 0.3051	LR: 0.000800
Training Epoch: 36 [35328/45000]	Loss: 0.2682	LR: 0.000800
Training Epoch: 36 [35584/45000]	Loss: 0.2837	LR: 0.000800
Training Epoch: 36 [35840/45000]	Loss: 0.2857	LR: 0.000800
Training Epoch: 36 [36096/45000]	Loss: 0.3593	LR: 0.000800
Training Epoch: 36 [36352/45000]	Loss: 0.2888	LR: 0.000800
Training Epoch: 36 [36608/45000]	Loss: 0.2772	LR: 0.000800
Training Epoch: 36 [36864/45000]	Loss: 0.3750	LR: 0.000800
Training Epoch: 36 [37120/45000]	Loss: 0.2557	LR: 0.000800
Training Epoch: 36 [37376/45000]	Loss: 0.3578	LR: 0.000800
Training Epoch: 36 [37632/45000]	Loss: 0.3518	LR: 0.000800
Training Epoch: 36 [37888/45000]	Loss: 0.2792	LR: 0.000800
Training Epoch: 36 [38144/45000]	Loss: 0.2752	LR: 0.000800
Training Epoch: 36 [38400/45000]	Loss: 0.3108	LR: 0.000800
Training Epoch: 36 [38656/45000]	Loss: 0.2425	LR: 0.000800
Training Epoch: 36 [38912/45000]	Loss: 0.3089	LR: 0.000800
Training Epoch: 36 [39168/45000]	Loss: 0.2796	LR: 0.000800
Training Epoch: 36 [39424/45000]	Loss: 0.3521	LR: 0.000800
Training Epoch: 36 [39680/45000]	Loss: 0.2696	LR: 0.000800
Training Epoch: 36 [39936/45000]	Loss: 0.2808	LR: 0.000800
Training Epoch: 36 [40192/45000]	Loss: 0.3510	LR: 0.000800
Training Epoch: 36 [40448/45000]	Loss: 0.2602	LR: 0.000800
Training Epoch: 36 [40704/45000]	Loss: 0.2302	LR: 0.000800
Training Epoch: 36 [40960/45000]	Loss: 0.2667	LR: 0.000800
Training Epoch: 36 [41216/45000]	Loss: 0.3254	LR: 0.000800
Training Epoch: 36 [41472/45000]	Loss: 0.3041	LR: 0.000800
Training Epoch: 36 [41728/45000]	Loss: 0.3386	LR: 0.000800
Training Epoch: 36 [41984/45000]	Loss: 0.3151	LR: 0.000800
Training Epoch: 36 [42240/45000]	Loss: 0.2677	LR: 0.000800
Training Epoch: 36 [42496/45000]	Loss: 0.3387	LR: 0.000800
Training Epoch: 36 [42752/45000]	Loss: 0.2399	LR: 0.000800
Training Epoch: 36 [43008/45000]	Loss: 0.3156	LR: 0.000800
Training Epoch: 36 [43264/45000]	Loss: 0.2932	LR: 0.000800
Training Epoch: 36 [43520/45000]	Loss: 0.2934	LR: 0.000800
Training Epoch: 36 [43776/45000]	Loss: 0.2277	LR: 0.000800
Training Epoch: 36 [44032/45000]	Loss: 0.2632	LR: 0.000800
Training Epoch: 36 [44288/45000]	Loss: 0.3237	LR: 0.000800
Training Epoch: 36 [44544/45000]	Loss: 0.2324	LR: 0.000800
Training Epoch: 36 [44800/45000]	Loss: 0.3367	LR: 0.000800
Training Epoch: 36 [45000/45000]	Loss: 0.2998	LR: 0.000800
Epoch 36 - Average Train Loss: 0.3028, Train Accuracy: 0.9105
Epoch 36 training time consumed: 24.63s
Evaluating Network.....
Test set: Epoch: 36, Average loss: 0.0029, Accuracy: 0.7799, Time consumed:0.96s
Training Epoch: 37 [256/45000]	Loss: 0.2722	LR: 0.000800
Training Epoch: 37 [512/45000]	Loss: 0.3497	LR: 0.000800
Training Epoch: 37 [768/45000]	Loss: 0.3089	LR: 0.000800
Training Epoch: 37 [1024/45000]	Loss: 0.3191	LR: 0.000800
Training Epoch: 37 [1280/45000]	Loss: 0.2811	LR: 0.000800
Training Epoch: 37 [1536/45000]	Loss: 0.3685	LR: 0.000800
Training Epoch: 37 [1792/45000]	Loss: 0.3289	LR: 0.000800
Training Epoch: 37 [2048/45000]	Loss: 0.3723	LR: 0.000800
Training Epoch: 37 [2304/45000]	Loss: 0.2771	LR: 0.000800
Training Epoch: 37 [2560/45000]	Loss: 0.2795	LR: 0.000800
Training Epoch: 37 [2816/45000]	Loss: 0.3416	LR: 0.000800
Training Epoch: 37 [3072/45000]	Loss: 0.2774	LR: 0.000800
Training Epoch: 37 [3328/45000]	Loss: 0.2919	LR: 0.000800
Training Epoch: 37 [3584/45000]	Loss: 0.3204	LR: 0.000800
Training Epoch: 37 [3840/45000]	Loss: 0.3439	LR: 0.000800
Training Epoch: 37 [4096/45000]	Loss: 0.3275	LR: 0.000800
Training Epoch: 37 [4352/45000]	Loss: 0.2882	LR: 0.000800
Training Epoch: 37 [4608/45000]	Loss: 0.3520	LR: 0.000800
Training Epoch: 37 [4864/45000]	Loss: 0.3339	LR: 0.000800
Training Epoch: 37 [5120/45000]	Loss: 0.3057	LR: 0.000800
Training Epoch: 37 [5376/45000]	Loss: 0.3091	LR: 0.000800
Training Epoch: 37 [5632/45000]	Loss: 0.3225	LR: 0.000800
Training Epoch: 37 [5888/45000]	Loss: 0.2880	LR: 0.000800
Training Epoch: 37 [6144/45000]	Loss: 0.3763	LR: 0.000800
Training Epoch: 37 [6400/45000]	Loss: 0.2868	LR: 0.000800
Training Epoch: 37 [6656/45000]	Loss: 0.2876	LR: 0.000800
Training Epoch: 37 [6912/45000]	Loss: 0.3064	LR: 0.000800
Training Epoch: 37 [7168/45000]	Loss: 0.3369	LR: 0.000800
Training Epoch: 37 [7424/45000]	Loss: 0.2435	LR: 0.000800
Training Epoch: 37 [7680/45000]	Loss: 0.3279	LR: 0.000800
Training Epoch: 37 [7936/45000]	Loss: 0.3603	LR: 0.000800
Training Epoch: 37 [8192/45000]	Loss: 0.2536	LR: 0.000800
Training Epoch: 37 [8448/45000]	Loss: 0.2864	LR: 0.000800
Training Epoch: 37 [8704/45000]	Loss: 0.2952	LR: 0.000800
Training Epoch: 37 [8960/45000]	Loss: 0.3027	LR: 0.000800
Training Epoch: 37 [9216/45000]	Loss: 0.2972	LR: 0.000800
Training Epoch: 37 [9472/45000]	Loss: 0.2776	LR: 0.000800
Training Epoch: 37 [9728/45000]	Loss: 0.2653	LR: 0.000800
Training Epoch: 37 [9984/45000]	Loss: 0.2760	LR: 0.000800
Training Epoch: 37 [10240/45000]	Loss: 0.2460	LR: 0.000800
Training Epoch: 37 [10496/45000]	Loss: 0.3157	LR: 0.000800
Training Epoch: 37 [10752/45000]	Loss: 0.2417	LR: 0.000800
Training Epoch: 37 [11008/45000]	Loss: 0.2681	LR: 0.000800
Training Epoch: 37 [11264/45000]	Loss: 0.2527	LR: 0.000800
Training Epoch: 37 [11520/45000]	Loss: 0.2855	LR: 0.000800
Training Epoch: 37 [11776/45000]	Loss: 0.3291	LR: 0.000800
Training Epoch: 37 [12032/45000]	Loss: 0.2945	LR: 0.000800
Training Epoch: 37 [12288/45000]	Loss: 0.2967	LR: 0.000800
Training Epoch: 37 [12544/45000]	Loss: 0.2480	LR: 0.000800
Training Epoch: 37 [12800/45000]	Loss: 0.2464	LR: 0.000800
Training Epoch: 37 [13056/45000]	Loss: 0.2471	LR: 0.000800
Training Epoch: 37 [13312/45000]	Loss: 0.2888	LR: 0.000800
Training Epoch: 37 [13568/45000]	Loss: 0.2314	LR: 0.000800
Training Epoch: 37 [13824/45000]	Loss: 0.3465	LR: 0.000800
Training Epoch: 37 [14080/45000]	Loss: 0.2924	LR: 0.000800
Training Epoch: 37 [14336/45000]	Loss: 0.2855	LR: 0.000800
Training Epoch: 37 [14592/45000]	Loss: 0.2631	LR: 0.000800
Training Epoch: 37 [14848/45000]	Loss: 0.2922	LR: 0.000800
Training Epoch: 37 [15104/45000]	Loss: 0.3619	LR: 0.000800
Training Epoch: 37 [15360/45000]	Loss: 0.2676	LR: 0.000800
Training Epoch: 37 [15616/45000]	Loss: 0.2993	LR: 0.000800
Training Epoch: 37 [15872/45000]	Loss: 0.2928	LR: 0.000800
Training Epoch: 37 [16128/45000]	Loss: 0.2602	LR: 0.000800
Training Epoch: 37 [16384/45000]	Loss: 0.2973	LR: 0.000800
Training Epoch: 37 [16640/45000]	Loss: 0.3320	LR: 0.000800
Training Epoch: 37 [16896/45000]	Loss: 0.3612	LR: 0.000800
Training Epoch: 37 [17152/45000]	Loss: 0.3037	LR: 0.000800
Training Epoch: 37 [17408/45000]	Loss: 0.3011	LR: 0.000800
Training Epoch: 37 [17664/45000]	Loss: 0.2644	LR: 0.000800
Training Epoch: 37 [17920/45000]	Loss: 0.2819	LR: 0.000800
Training Epoch: 37 [18176/45000]	Loss: 0.3198	LR: 0.000800
Training Epoch: 37 [18432/45000]	Loss: 0.3416	LR: 0.000800
Training Epoch: 37 [18688/45000]	Loss: 0.2221	LR: 0.000800
Training Epoch: 37 [18944/45000]	Loss: 0.2690	LR: 0.000800
Training Epoch: 37 [19200/45000]	Loss: 0.3088	LR: 0.000800
Training Epoch: 37 [19456/45000]	Loss: 0.3355	LR: 0.000800
Training Epoch: 37 [19712/45000]	Loss: 0.3447	LR: 0.000800
Training Epoch: 37 [19968/45000]	Loss: 0.3735	LR: 0.000800
Training Epoch: 37 [20224/45000]	Loss: 0.2885	LR: 0.000800
Training Epoch: 37 [20480/45000]	Loss: 0.3250	LR: 0.000800
Training Epoch: 37 [20736/45000]	Loss: 0.2972	LR: 0.000800
Training Epoch: 37 [20992/45000]	Loss: 0.2740	LR: 0.000800
Training Epoch: 37 [21248/45000]	Loss: 0.2772	LR: 0.000800
Training Epoch: 37 [21504/45000]	Loss: 0.2803	LR: 0.000800
Training Epoch: 37 [21760/45000]	Loss: 0.3388	LR: 0.000800
Training Epoch: 37 [22016/45000]	Loss: 0.3781	LR: 0.000800
Training Epoch: 37 [22272/45000]	Loss: 0.3545	LR: 0.000800
Training Epoch: 37 [22528/45000]	Loss: 0.2686	LR: 0.000800
Training Epoch: 37 [22784/45000]	Loss: 0.2533	LR: 0.000800
Training Epoch: 37 [23040/45000]	Loss: 0.3085	LR: 0.000800
Training Epoch: 37 [23296/45000]	Loss: 0.2788	LR: 0.000800
Training Epoch: 37 [23552/45000]	Loss: 0.3540	LR: 0.000800
Training Epoch: 37 [23808/45000]	Loss: 0.2327	LR: 0.000800
Training Epoch: 37 [24064/45000]	Loss: 0.2794	LR: 0.000800
Training Epoch: 37 [24320/45000]	Loss: 0.3337	LR: 0.000800
Training Epoch: 37 [24576/45000]	Loss: 0.2547	LR: 0.000800
Training Epoch: 37 [24832/45000]	Loss: 0.2664	LR: 0.000800
Training Epoch: 37 [25088/45000]	Loss: 0.3685	LR: 0.000800
Training Epoch: 37 [25344/45000]	Loss: 0.2627	LR: 0.000800
Training Epoch: 37 [25600/45000]	Loss: 0.2949	LR: 0.000800
Training Epoch: 37 [25856/45000]	Loss: 0.3339	LR: 0.000800
Training Epoch: 37 [26112/45000]	Loss: 0.3298	LR: 0.000800
Training Epoch: 37 [26368/45000]	Loss: 0.2861	LR: 0.000800
Training Epoch: 37 [26624/45000]	Loss: 0.2465	LR: 0.000800
Training Epoch: 37 [26880/45000]	Loss: 0.2778	LR: 0.000800
Training Epoch: 37 [27136/45000]	Loss: 0.2789	LR: 0.000800
Training Epoch: 37 [27392/45000]	Loss: 0.2139	LR: 0.000800
Training Epoch: 37 [27648/45000]	Loss: 0.2953	LR: 0.000800
Training Epoch: 37 [27904/45000]	Loss: 0.3138	LR: 0.000800
Training Epoch: 37 [28160/45000]	Loss: 0.3247	LR: 0.000800
Training Epoch: 37 [28416/45000]	Loss: 0.3157	LR: 0.000800
Training Epoch: 37 [28672/45000]	Loss: 0.3057	LR: 0.000800
Training Epoch: 37 [28928/45000]	Loss: 0.3353	LR: 0.000800
Training Epoch: 37 [29184/45000]	Loss: 0.3393	LR: 0.000800
Training Epoch: 37 [29440/45000]	Loss: 0.3005	LR: 0.000800
Training Epoch: 37 [29696/45000]	Loss: 0.3008	LR: 0.000800
Training Epoch: 37 [29952/45000]	Loss: 0.1904	LR: 0.000800
Training Epoch: 37 [30208/45000]	Loss: 0.2862	LR: 0.000800
Training Epoch: 37 [30464/45000]	Loss: 0.3421	LR: 0.000800
Training Epoch: 37 [30720/45000]	Loss: 0.3073	LR: 0.000800
Training Epoch: 37 [30976/45000]	Loss: 0.3896	LR: 0.000800
Training Epoch: 37 [31232/45000]	Loss: 0.3136	LR: 0.000800
Training Epoch: 37 [31488/45000]	Loss: 0.2785	LR: 0.000800
Training Epoch: 37 [31744/45000]	Loss: 0.2675	LR: 0.000800
Training Epoch: 37 [32000/45000]	Loss: 0.2481	LR: 0.000800
Training Epoch: 37 [32256/45000]	Loss: 0.2868	LR: 0.000800
Training Epoch: 37 [32512/45000]	Loss: 0.2628	LR: 0.000800
Training Epoch: 37 [32768/45000]	Loss: 0.2914	LR: 0.000800
Training Epoch: 37 [33024/45000]	Loss: 0.3610	LR: 0.000800
Training Epoch: 37 [33280/45000]	Loss: 0.2757	LR: 0.000800
Training Epoch: 37 [33536/45000]	Loss: 0.3032	LR: 0.000800
Training Epoch: 37 [33792/45000]	Loss: 0.3357	LR: 0.000800
Training Epoch: 37 [34048/45000]	Loss: 0.2771	LR: 0.000800
Training Epoch: 37 [34304/45000]	Loss: 0.4186	LR: 0.000800
Training Epoch: 37 [34560/45000]	Loss: 0.2665	LR: 0.000800
Training Epoch: 37 [34816/45000]	Loss: 0.2313	LR: 0.000800
Training Epoch: 37 [35072/45000]	Loss: 0.3180	LR: 0.000800
Training Epoch: 37 [35328/45000]	Loss: 0.3659	LR: 0.000800
Training Epoch: 37 [35584/45000]	Loss: 0.2812	LR: 0.000800
Training Epoch: 37 [35840/45000]	Loss: 0.3513	LR: 0.000800
Training Epoch: 37 [36096/45000]	Loss: 0.3087	LR: 0.000800
Training Epoch: 37 [36352/45000]	Loss: 0.3140	LR: 0.000800
Training Epoch: 37 [36608/45000]	Loss: 0.3934	LR: 0.000800
Training Epoch: 37 [36864/45000]	Loss: 0.3346	LR: 0.000800
Training Epoch: 37 [37120/45000]	Loss: 0.2844	LR: 0.000800
Training Epoch: 37 [37376/45000]	Loss: 0.2693	LR: 0.000800
Training Epoch: 37 [37632/45000]	Loss: 0.3217	LR: 0.000800
Training Epoch: 37 [37888/45000]	Loss: 0.3146	LR: 0.000800
Training Epoch: 37 [38144/45000]	Loss: 0.2879	LR: 0.000800
Training Epoch: 37 [38400/45000]	Loss: 0.2971	LR: 0.000800
Training Epoch: 37 [38656/45000]	Loss: 0.2719	LR: 0.000800
Training Epoch: 37 [38912/45000]	Loss: 0.4079	LR: 0.000800
Training Epoch: 37 [39168/45000]	Loss: 0.2859	LR: 0.000800
Training Epoch: 37 [39424/45000]	Loss: 0.3098	LR: 0.000800
Training Epoch: 37 [39680/45000]	Loss: 0.2965	LR: 0.000800
Training Epoch: 37 [39936/45000]	Loss: 0.2010	LR: 0.000800
Training Epoch: 37 [40192/45000]	Loss: 0.2100	LR: 0.000800
Training Epoch: 37 [40448/45000]	Loss: 0.2998	LR: 0.000800
Training Epoch: 37 [40704/45000]	Loss: 0.2999	LR: 0.000800
Training Epoch: 37 [40960/45000]	Loss: 0.2560	LR: 0.000800
Training Epoch: 37 [41216/45000]	Loss: 0.2573	LR: 0.000800
Training Epoch: 37 [41472/45000]	Loss: 0.3032	LR: 0.000800
Training Epoch: 37 [41728/45000]	Loss: 0.2406	LR: 0.000800
Training Epoch: 37 [41984/45000]	Loss: 0.3009	LR: 0.000800
Training Epoch: 37 [42240/45000]	Loss: 0.2990	LR: 0.000800
Training Epoch: 37 [42496/45000]	Loss: 0.3037	LR: 0.000800
Training Epoch: 37 [42752/45000]	Loss: 0.3006	LR: 0.000800
Training Epoch: 37 [43008/45000]	Loss: 0.3233	LR: 0.000800
Training Epoch: 37 [43264/45000]	Loss: 0.2765	LR: 0.000800
Training Epoch: 37 [43520/45000]	Loss: 0.3145	LR: 0.000800
Training Epoch: 37 [43776/45000]	Loss: 0.3267	LR: 0.000800
Training Epoch: 37 [44032/45000]	Loss: 0.3424	LR: 0.000800
Training Epoch: 37 [44288/45000]	Loss: 0.3169	LR: 0.000800
Training Epoch: 37 [44544/45000]	Loss: 0.3002	LR: 0.000800
Training Epoch: 37 [44800/45000]	Loss: 0.2701	LR: 0.000800
Training Epoch: 37 [45000/45000]	Loss: 0.3899	LR: 0.000800
Epoch 37 - Average Train Loss: 0.3004, Train Accuracy: 0.9112
Epoch 37 training time consumed: 24.60s
Evaluating Network.....
Test set: Epoch: 37, Average loss: 0.0029, Accuracy: 0.7807, Time consumed:0.94s
Training Epoch: 38 [256/45000]	Loss: 0.3505	LR: 0.000800
Training Epoch: 38 [512/45000]	Loss: 0.2957	LR: 0.000800
Training Epoch: 38 [768/45000]	Loss: 0.3092	LR: 0.000800
Training Epoch: 38 [1024/45000]	Loss: 0.3189	LR: 0.000800
Training Epoch: 38 [1280/45000]	Loss: 0.2620	LR: 0.000800
Training Epoch: 38 [1536/45000]	Loss: 0.2557	LR: 0.000800
Training Epoch: 38 [1792/45000]	Loss: 0.3097	LR: 0.000800
Training Epoch: 38 [2048/45000]	Loss: 0.2501	LR: 0.000800
Training Epoch: 38 [2304/45000]	Loss: 0.2433	LR: 0.000800
Training Epoch: 38 [2560/45000]	Loss: 0.3133	LR: 0.000800
Training Epoch: 38 [2816/45000]	Loss: 0.2872	LR: 0.000800
Training Epoch: 38 [3072/45000]	Loss: 0.3117	LR: 0.000800
Training Epoch: 38 [3328/45000]	Loss: 0.3776	LR: 0.000800
Training Epoch: 38 [3584/45000]	Loss: 0.3507	LR: 0.000800
Training Epoch: 38 [3840/45000]	Loss: 0.3157	LR: 0.000800
Training Epoch: 38 [4096/45000]	Loss: 0.2484	LR: 0.000800
Training Epoch: 38 [4352/45000]	Loss: 0.2903	LR: 0.000800
Training Epoch: 38 [4608/45000]	Loss: 0.2601	LR: 0.000800
Training Epoch: 38 [4864/45000]	Loss: 0.3382	LR: 0.000800
Training Epoch: 38 [5120/45000]	Loss: 0.3044	LR: 0.000800
Training Epoch: 38 [5376/45000]	Loss: 0.2640	LR: 0.000800
Training Epoch: 38 [5632/45000]	Loss: 0.2656	LR: 0.000800
Training Epoch: 38 [5888/45000]	Loss: 0.2898	LR: 0.000800
Training Epoch: 38 [6144/45000]	Loss: 0.2924	LR: 0.000800
Training Epoch: 38 [6400/45000]	Loss: 0.2290	LR: 0.000800
Training Epoch: 38 [6656/45000]	Loss: 0.3494	LR: 0.000800
Training Epoch: 38 [6912/45000]	Loss: 0.2989	LR: 0.000800
Training Epoch: 38 [7168/45000]	Loss: 0.3266	LR: 0.000800
Training Epoch: 38 [7424/45000]	Loss: 0.2380	LR: 0.000800
Training Epoch: 38 [7680/45000]	Loss: 0.3408	LR: 0.000800
Training Epoch: 38 [7936/45000]	Loss: 0.2527	LR: 0.000800
Training Epoch: 38 [8192/45000]	Loss: 0.2629	LR: 0.000800
Training Epoch: 38 [8448/45000]	Loss: 0.2806	LR: 0.000800
Training Epoch: 38 [8704/45000]	Loss: 0.2682	LR: 0.000800
Training Epoch: 38 [8960/45000]	Loss: 0.3145	LR: 0.000800
Training Epoch: 38 [9216/45000]	Loss: 0.2456	LR: 0.000800
Training Epoch: 38 [9472/45000]	Loss: 0.3065	LR: 0.000800
Training Epoch: 38 [9728/45000]	Loss: 0.3690	LR: 0.000800
Training Epoch: 38 [9984/45000]	Loss: 0.3405	LR: 0.000800
Training Epoch: 38 [10240/45000]	Loss: 0.2894	LR: 0.000800
Training Epoch: 38 [10496/45000]	Loss: 0.2916	LR: 0.000800
Training Epoch: 38 [10752/45000]	Loss: 0.2546	LR: 0.000800
Training Epoch: 38 [11008/45000]	Loss: 0.3059	LR: 0.000800
Training Epoch: 38 [11264/45000]	Loss: 0.3599	LR: 0.000800
Training Epoch: 38 [11520/45000]	Loss: 0.2925	LR: 0.000800
Training Epoch: 38 [11776/45000]	Loss: 0.3181	LR: 0.000800
Training Epoch: 38 [12032/45000]	Loss: 0.3113	LR: 0.000800
Training Epoch: 38 [12288/45000]	Loss: 0.2828	LR: 0.000800
Training Epoch: 38 [12544/45000]	Loss: 0.3172	LR: 0.000800
Training Epoch: 38 [12800/45000]	Loss: 0.3100	LR: 0.000800
Training Epoch: 38 [13056/45000]	Loss: 0.3128	LR: 0.000800
Training Epoch: 38 [13312/45000]	Loss: 0.3475	LR: 0.000800
Training Epoch: 38 [13568/45000]	Loss: 0.4263	LR: 0.000800
Training Epoch: 38 [13824/45000]	Loss: 0.2481	LR: 0.000800
Training Epoch: 38 [14080/45000]	Loss: 0.2884	LR: 0.000800
Training Epoch: 38 [14336/45000]	Loss: 0.3332	LR: 0.000800
Training Epoch: 38 [14592/45000]	Loss: 0.3359	LR: 0.000800
Training Epoch: 38 [14848/45000]	Loss: 0.2624	LR: 0.000800
Training Epoch: 38 [15104/45000]	Loss: 0.2904	LR: 0.000800
Training Epoch: 38 [15360/45000]	Loss: 0.2950	LR: 0.000800
Training Epoch: 38 [15616/45000]	Loss: 0.3737	LR: 0.000800
Training Epoch: 38 [15872/45000]	Loss: 0.2966	LR: 0.000800
Training Epoch: 38 [16128/45000]	Loss: 0.3168	LR: 0.000800
Training Epoch: 38 [16384/45000]	Loss: 0.2975	LR: 0.000800
Training Epoch: 38 [16640/45000]	Loss: 0.2575	LR: 0.000800
Training Epoch: 38 [16896/45000]	Loss: 0.2660	LR: 0.000800
Training Epoch: 38 [17152/45000]	Loss: 0.2390	LR: 0.000800
Training Epoch: 38 [17408/45000]	Loss: 0.3445	LR: 0.000800
Training Epoch: 38 [17664/45000]	Loss: 0.2639	LR: 0.000800
Training Epoch: 38 [17920/45000]	Loss: 0.2599	LR: 0.000800
Training Epoch: 38 [18176/45000]	Loss: 0.2345	LR: 0.000800
Training Epoch: 38 [18432/45000]	Loss: 0.3773	LR: 0.000800
Training Epoch: 38 [18688/45000]	Loss: 0.2999	LR: 0.000800
Training Epoch: 38 [18944/45000]	Loss: 0.3389	LR: 0.000800
Training Epoch: 38 [19200/45000]	Loss: 0.2884	LR: 0.000800
Training Epoch: 38 [19456/45000]	Loss: 0.3147	LR: 0.000800
Training Epoch: 38 [19712/45000]	Loss: 0.2992	LR: 0.000800
Training Epoch: 38 [19968/45000]	Loss: 0.2400	LR: 0.000800
Training Epoch: 38 [20224/45000]	Loss: 0.2612	LR: 0.000800
Training Epoch: 38 [20480/45000]	Loss: 0.3226	LR: 0.000800
Training Epoch: 38 [20736/45000]	Loss: 0.2493	LR: 0.000800
Training Epoch: 38 [20992/45000]	Loss: 0.2574	LR: 0.000800
Training Epoch: 38 [21248/45000]	Loss: 0.3436	LR: 0.000800
Training Epoch: 38 [21504/45000]	Loss: 0.2651	LR: 0.000800
Training Epoch: 38 [21760/45000]	Loss: 0.2696	LR: 0.000800
Training Epoch: 38 [22016/45000]	Loss: 0.3314	LR: 0.000800
Training Epoch: 38 [22272/45000]	Loss: 0.3487	LR: 0.000800
Training Epoch: 38 [22528/45000]	Loss: 0.3319	LR: 0.000800
Training Epoch: 38 [22784/45000]	Loss: 0.3017	LR: 0.000800
Training Epoch: 38 [23040/45000]	Loss: 0.3122	LR: 0.000800
Training Epoch: 38 [23296/45000]	Loss: 0.2261	LR: 0.000800
Training Epoch: 38 [23552/45000]	Loss: 0.3035	LR: 0.000800
Training Epoch: 38 [23808/45000]	Loss: 0.2980	LR: 0.000800
Training Epoch: 38 [24064/45000]	Loss: 0.2678	LR: 0.000800
Training Epoch: 38 [24320/45000]	Loss: 0.3091	LR: 0.000800
Training Epoch: 38 [24576/45000]	Loss: 0.2643	LR: 0.000800
Training Epoch: 38 [24832/45000]	Loss: 0.3752	LR: 0.000800
Training Epoch: 38 [25088/45000]	Loss: 0.4649	LR: 0.000800
Training Epoch: 38 [25344/45000]	Loss: 0.3381	LR: 0.000800
Training Epoch: 38 [25600/45000]	Loss: 0.3204	LR: 0.000800
Training Epoch: 38 [25856/45000]	Loss: 0.2986	LR: 0.000800
Training Epoch: 38 [26112/45000]	Loss: 0.2917	LR: 0.000800
Training Epoch: 38 [26368/45000]	Loss: 0.3198	LR: 0.000800
Training Epoch: 38 [26624/45000]	Loss: 0.2736	LR: 0.000800
Training Epoch: 38 [26880/45000]	Loss: 0.2638	LR: 0.000800
Training Epoch: 38 [27136/45000]	Loss: 0.2575	LR: 0.000800
Training Epoch: 38 [27392/45000]	Loss: 0.3499	LR: 0.000800
Training Epoch: 38 [27648/45000]	Loss: 0.3512	LR: 0.000800
Training Epoch: 38 [27904/45000]	Loss: 0.2254	LR: 0.000800
Training Epoch: 38 [28160/45000]	Loss: 0.3132	LR: 0.000800
Training Epoch: 38 [28416/45000]	Loss: 0.3244	LR: 0.000800
Training Epoch: 38 [28672/45000]	Loss: 0.3065	LR: 0.000800
Training Epoch: 38 [28928/45000]	Loss: 0.2723	LR: 0.000800
Training Epoch: 38 [29184/45000]	Loss: 0.3018	LR: 0.000800
Training Epoch: 38 [29440/45000]	Loss: 0.2976	LR: 0.000800
Training Epoch: 38 [29696/45000]	Loss: 0.3370	LR: 0.000800
Training Epoch: 38 [29952/45000]	Loss: 0.3051	LR: 0.000800
Training Epoch: 38 [30208/45000]	Loss: 0.3256	LR: 0.000800
Training Epoch: 38 [30464/45000]	Loss: 0.3552	LR: 0.000800
Training Epoch: 38 [30720/45000]	Loss: 0.2568	LR: 0.000800
Training Epoch: 38 [30976/45000]	Loss: 0.2802	LR: 0.000800
Training Epoch: 38 [31232/45000]	Loss: 0.3186	LR: 0.000800
Training Epoch: 38 [31488/45000]	Loss: 0.3115	LR: 0.000800
Training Epoch: 38 [31744/45000]	Loss: 0.3484	LR: 0.000800
Training Epoch: 38 [32000/45000]	Loss: 0.3598	LR: 0.000800
Training Epoch: 38 [32256/45000]	Loss: 0.3225	LR: 0.000800
Training Epoch: 38 [32512/45000]	Loss: 0.2588	LR: 0.000800
Training Epoch: 38 [32768/45000]	Loss: 0.3483	LR: 0.000800
Training Epoch: 38 [33024/45000]	Loss: 0.3001	LR: 0.000800
Training Epoch: 38 [33280/45000]	Loss: 0.3358	LR: 0.000800
Training Epoch: 38 [33536/45000]	Loss: 0.2358	LR: 0.000800
Training Epoch: 38 [33792/45000]	Loss: 0.2784	LR: 0.000800
Training Epoch: 38 [34048/45000]	Loss: 0.3537	LR: 0.000800
Training Epoch: 38 [34304/45000]	Loss: 0.1977	LR: 0.000800
Training Epoch: 38 [34560/45000]	Loss: 0.2980	LR: 0.000800
Training Epoch: 38 [34816/45000]	Loss: 0.3108	LR: 0.000800
Training Epoch: 38 [35072/45000]	Loss: 0.3286	LR: 0.000800
Training Epoch: 38 [35328/45000]	Loss: 0.3739	LR: 0.000800
Training Epoch: 38 [35584/45000]	Loss: 0.3214	LR: 0.000800
Training Epoch: 38 [35840/45000]	Loss: 0.3470	LR: 0.000800
Training Epoch: 38 [36096/45000]	Loss: 0.3432	LR: 0.000800
Training Epoch: 38 [36352/45000]	Loss: 0.2780	LR: 0.000800
Training Epoch: 38 [36608/45000]	Loss: 0.2520	LR: 0.000800
Training Epoch: 38 [36864/45000]	Loss: 0.3672	LR: 0.000800
Training Epoch: 38 [37120/45000]	Loss: 0.3350	LR: 0.000800
Training Epoch: 38 [37376/45000]	Loss: 0.2802	LR: 0.000800
Training Epoch: 38 [37632/45000]	Loss: 0.3116	LR: 0.000800
Training Epoch: 38 [37888/45000]	Loss: 0.2783	LR: 0.000800
Training Epoch: 38 [38144/45000]	Loss: 0.2806	LR: 0.000800
Training Epoch: 38 [38400/45000]	Loss: 0.3444	LR: 0.000800
Training Epoch: 38 [38656/45000]	Loss: 0.2981	LR: 0.000800
Training Epoch: 38 [38912/45000]	Loss: 0.2118	LR: 0.000800
Training Epoch: 38 [39168/45000]	Loss: 0.2556	LR: 0.000800
Training Epoch: 38 [39424/45000]	Loss: 0.2109	LR: 0.000800
Training Epoch: 38 [39680/45000]	Loss: 0.2958	LR: 0.000800
Training Epoch: 38 [39936/45000]	Loss: 0.2951	LR: 0.000800
Training Epoch: 38 [40192/45000]	Loss: 0.2718	LR: 0.000800
Training Epoch: 38 [40448/45000]	Loss: 0.3547	LR: 0.000800
Training Epoch: 38 [40704/45000]	Loss: 0.2953	LR: 0.000800
Training Epoch: 38 [40960/45000]	Loss: 0.2676	LR: 0.000800
Training Epoch: 38 [41216/45000]	Loss: 0.2921	LR: 0.000800
Training Epoch: 38 [41472/45000]	Loss: 0.3191	LR: 0.000800
Training Epoch: 38 [41728/45000]	Loss: 0.2342	LR: 0.000800
Training Epoch: 38 [41984/45000]	Loss: 0.2500	LR: 0.000800
Training Epoch: 38 [42240/45000]	Loss: 0.2867	LR: 0.000800
Training Epoch: 38 [42496/45000]	Loss: 0.2446	LR: 0.000800
Training Epoch: 38 [42752/45000]	Loss: 0.2571	LR: 0.000800
Training Epoch: 38 [43008/45000]	Loss: 0.2989	LR: 0.000800
Training Epoch: 38 [43264/45000]	Loss: 0.2616	LR: 0.000800
Training Epoch: 38 [43520/45000]	Loss: 0.2997	LR: 0.000800
Training Epoch: 38 [43776/45000]	Loss: 0.3127	LR: 0.000800
Training Epoch: 38 [44032/45000]	Loss: 0.3321	LR: 0.000800
Training Epoch: 38 [44288/45000]	Loss: 0.3775	LR: 0.000800
Training Epoch: 38 [44544/45000]	Loss: 0.3043	LR: 0.000800
Training Epoch: 38 [44800/45000]	Loss: 0.3194	LR: 0.000800
Training Epoch: 38 [45000/45000]	Loss: 0.2261	LR: 0.000800
Epoch 38 - Average Train Loss: 0.2999, Train Accuracy: 0.9113
Epoch 38 training time consumed: 24.51s
Evaluating Network.....
Test set: Epoch: 38, Average loss: 0.0029, Accuracy: 0.7825, Time consumed:0.92s
Training Epoch: 39 [256/45000]	Loss: 0.2840	LR: 0.000800
Training Epoch: 39 [512/45000]	Loss: 0.2571	LR: 0.000800
Training Epoch: 39 [768/45000]	Loss: 0.2924	LR: 0.000800
Training Epoch: 39 [1024/45000]	Loss: 0.2242	LR: 0.000800
Training Epoch: 39 [1280/45000]	Loss: 0.3219	LR: 0.000800
Training Epoch: 39 [1536/45000]	Loss: 0.2638	LR: 0.000800
Training Epoch: 39 [1792/45000]	Loss: 0.2295	LR: 0.000800
Training Epoch: 39 [2048/45000]	Loss: 0.2776	LR: 0.000800
Training Epoch: 39 [2304/45000]	Loss: 0.2675	LR: 0.000800
Training Epoch: 39 [2560/45000]	Loss: 0.3342	LR: 0.000800
Training Epoch: 39 [2816/45000]	Loss: 0.3575	LR: 0.000800
Training Epoch: 39 [3072/45000]	Loss: 0.3324	LR: 0.000800
Training Epoch: 39 [3328/45000]	Loss: 0.2392	LR: 0.000800
Training Epoch: 39 [3584/45000]	Loss: 0.3699	LR: 0.000800
Training Epoch: 39 [3840/45000]	Loss: 0.2707	LR: 0.000800
Training Epoch: 39 [4096/45000]	Loss: 0.2663	LR: 0.000800
Training Epoch: 39 [4352/45000]	Loss: 0.2814	LR: 0.000800
Training Epoch: 39 [4608/45000]	Loss: 0.2772	LR: 0.000800
Training Epoch: 39 [4864/45000]	Loss: 0.3009	LR: 0.000800
Training Epoch: 39 [5120/45000]	Loss: 0.2942	LR: 0.000800
Training Epoch: 39 [5376/45000]	Loss: 0.2906	LR: 0.000800
Training Epoch: 39 [5632/45000]	Loss: 0.3293	LR: 0.000800
Training Epoch: 39 [5888/45000]	Loss: 0.2692	LR: 0.000800
Training Epoch: 39 [6144/45000]	Loss: 0.2865	LR: 0.000800
Training Epoch: 39 [6400/45000]	Loss: 0.3006	LR: 0.000800
Training Epoch: 39 [6656/45000]	Loss: 0.2525	LR: 0.000800
Training Epoch: 39 [6912/45000]	Loss: 0.2983	LR: 0.000800
Training Epoch: 39 [7168/45000]	Loss: 0.3229	LR: 0.000800
Training Epoch: 39 [7424/45000]	Loss: 0.2728	LR: 0.000800
Training Epoch: 39 [7680/45000]	Loss: 0.3661	LR: 0.000800
Training Epoch: 39 [7936/45000]	Loss: 0.3309	LR: 0.000800
Training Epoch: 39 [8192/45000]	Loss: 0.3069	LR: 0.000800
Training Epoch: 39 [8448/45000]	Loss: 0.2903	LR: 0.000800
Training Epoch: 39 [8704/45000]	Loss: 0.3694	LR: 0.000800
Training Epoch: 39 [8960/45000]	Loss: 0.2845	LR: 0.000800
Training Epoch: 39 [9216/45000]	Loss: 0.2851	LR: 0.000800
Training Epoch: 39 [9472/45000]	Loss: 0.2763	LR: 0.000800
Training Epoch: 39 [9728/45000]	Loss: 0.2947	LR: 0.000800
Training Epoch: 39 [9984/45000]	Loss: 0.3157	LR: 0.000800
Training Epoch: 39 [10240/45000]	Loss: 0.2541	LR: 0.000800
Training Epoch: 39 [10496/45000]	Loss: 0.2857	LR: 0.000800
Training Epoch: 39 [10752/45000]	Loss: 0.2870	LR: 0.000800
Training Epoch: 39 [11008/45000]	Loss: 0.2840	LR: 0.000800
Training Epoch: 39 [11264/45000]	Loss: 0.3118	LR: 0.000800
Training Epoch: 39 [11520/45000]	Loss: 0.2869	LR: 0.000800
Training Epoch: 39 [11776/45000]	Loss: 0.2931	LR: 0.000800
Training Epoch: 39 [12032/45000]	Loss: 0.2567	LR: 0.000800
Training Epoch: 39 [12288/45000]	Loss: 0.3767	LR: 0.000800
Training Epoch: 39 [12544/45000]	Loss: 0.2907	LR: 0.000800
Training Epoch: 39 [12800/45000]	Loss: 0.2937	LR: 0.000800
Training Epoch: 39 [13056/45000]	Loss: 0.2130	LR: 0.000800
Training Epoch: 39 [13312/45000]	Loss: 0.2728	LR: 0.000800
Training Epoch: 39 [13568/45000]	Loss: 0.2988	LR: 0.000800
Training Epoch: 39 [13824/45000]	Loss: 0.3037	LR: 0.000800
Training Epoch: 39 [14080/45000]	Loss: 0.2699	LR: 0.000800
Training Epoch: 39 [14336/45000]	Loss: 0.4260	LR: 0.000800
Training Epoch: 39 [14592/45000]	Loss: 0.2927	LR: 0.000800
Training Epoch: 39 [14848/45000]	Loss: 0.3397	LR: 0.000800
Training Epoch: 39 [15104/45000]	Loss: 0.3178	LR: 0.000800
Training Epoch: 39 [15360/45000]	Loss: 0.4407	LR: 0.000800
Training Epoch: 39 [15616/45000]	Loss: 0.3384	LR: 0.000800
Training Epoch: 39 [15872/45000]	Loss: 0.2828	LR: 0.000800
Training Epoch: 39 [16128/45000]	Loss: 0.2845	LR: 0.000800
Training Epoch: 39 [16384/45000]	Loss: 0.2712	LR: 0.000800
Training Epoch: 39 [16640/45000]	Loss: 0.3090	LR: 0.000800
Training Epoch: 39 [16896/45000]	Loss: 0.3190	LR: 0.000800
Training Epoch: 39 [17152/45000]	Loss: 0.3056	LR: 0.000800
Training Epoch: 39 [17408/45000]	Loss: 0.2584	LR: 0.000800
Training Epoch: 39 [17664/45000]	Loss: 0.3196	LR: 0.000800
Training Epoch: 39 [17920/45000]	Loss: 0.3140	LR: 0.000800
Training Epoch: 39 [18176/45000]	Loss: 0.2685	LR: 0.000800
Training Epoch: 39 [18432/45000]	Loss: 0.2529	LR: 0.000800
Training Epoch: 39 [18688/45000]	Loss: 0.3280	LR: 0.000800
Training Epoch: 39 [18944/45000]	Loss: 0.2840	LR: 0.000800
Training Epoch: 39 [19200/45000]	Loss: 0.2473	LR: 0.000800
Training Epoch: 39 [19456/45000]	Loss: 0.3190	LR: 0.000800
Training Epoch: 39 [19712/45000]	Loss: 0.3016	LR: 0.000800
Training Epoch: 39 [19968/45000]	Loss: 0.2955	LR: 0.000800
Training Epoch: 39 [20224/45000]	Loss: 0.2219	LR: 0.000800
Training Epoch: 39 [20480/45000]	Loss: 0.2578	LR: 0.000800
Training Epoch: 39 [20736/45000]	Loss: 0.3593	LR: 0.000800
Training Epoch: 39 [20992/45000]	Loss: 0.3281	LR: 0.000800
Training Epoch: 39 [21248/45000]	Loss: 0.3329	LR: 0.000800
Training Epoch: 39 [21504/45000]	Loss: 0.2896	LR: 0.000800
Training Epoch: 39 [21760/45000]	Loss: 0.3387	LR: 0.000800
Training Epoch: 39 [22016/45000]	Loss: 0.2906	LR: 0.000800
Training Epoch: 39 [22272/45000]	Loss: 0.3396	LR: 0.000800
Training Epoch: 39 [22528/45000]	Loss: 0.2322	LR: 0.000800
Training Epoch: 39 [22784/45000]	Loss: 0.2972	LR: 0.000800
Training Epoch: 39 [23040/45000]	Loss: 0.3413	LR: 0.000800
Training Epoch: 39 [23296/45000]	Loss: 0.2728	LR: 0.000800
Training Epoch: 39 [23552/45000]	Loss: 0.3300	LR: 0.000800
Training Epoch: 39 [23808/45000]	Loss: 0.3145	LR: 0.000800
Training Epoch: 39 [24064/45000]	Loss: 0.3183	LR: 0.000800
Training Epoch: 39 [24320/45000]	Loss: 0.3638	LR: 0.000800
Training Epoch: 39 [24576/45000]	Loss: 0.3191	LR: 0.000800
Training Epoch: 39 [24832/45000]	Loss: 0.3080	LR: 0.000800
Training Epoch: 39 [25088/45000]	Loss: 0.2652	LR: 0.000800
Training Epoch: 39 [25344/45000]	Loss: 0.2833	LR: 0.000800
Training Epoch: 39 [25600/45000]	Loss: 0.3063	LR: 0.000800
Training Epoch: 39 [25856/45000]	Loss: 0.3371	LR: 0.000800
Training Epoch: 39 [26112/45000]	Loss: 0.3943	LR: 0.000800
Training Epoch: 39 [26368/45000]	Loss: 0.2994	LR: 0.000800
Training Epoch: 39 [26624/45000]	Loss: 0.2591	LR: 0.000800
Training Epoch: 39 [26880/45000]	Loss: 0.2392	LR: 0.000800
Training Epoch: 39 [27136/45000]	Loss: 0.3211	LR: 0.000800
Training Epoch: 39 [27392/45000]	Loss: 0.2989	LR: 0.000800
Training Epoch: 39 [27648/45000]	Loss: 0.2415	LR: 0.000800
Training Epoch: 39 [27904/45000]	Loss: 0.2886	LR: 0.000800
Training Epoch: 39 [28160/45000]	Loss: 0.3399	LR: 0.000800
Training Epoch: 39 [28416/45000]	Loss: 0.2392	LR: 0.000800
Training Epoch: 39 [28672/45000]	Loss: 0.3056	LR: 0.000800
Training Epoch: 39 [28928/45000]	Loss: 0.2527	LR: 0.000800
Training Epoch: 39 [29184/45000]	Loss: 0.3015	LR: 0.000800
Training Epoch: 39 [29440/45000]	Loss: 0.2856	LR: 0.000800
Training Epoch: 39 [29696/45000]	Loss: 0.3634	LR: 0.000800
Training Epoch: 39 [29952/45000]	Loss: 0.3469	LR: 0.000800
Training Epoch: 39 [30208/45000]	Loss: 0.3035	LR: 0.000800
Training Epoch: 39 [30464/45000]	Loss: 0.3245	LR: 0.000800
Training Epoch: 39 [30720/45000]	Loss: 0.2632	LR: 0.000800
Training Epoch: 39 [30976/45000]	Loss: 0.2949	LR: 0.000800
Training Epoch: 39 [31232/45000]	Loss: 0.2739	LR: 0.000800
Training Epoch: 39 [31488/45000]	Loss: 0.2912	LR: 0.000800
Training Epoch: 39 [31744/45000]	Loss: 0.2722	LR: 0.000800
Training Epoch: 39 [32000/45000]	Loss: 0.2876	LR: 0.000800
Training Epoch: 39 [32256/45000]	Loss: 0.2087	LR: 0.000800
Training Epoch: 39 [32512/45000]	Loss: 0.2670	LR: 0.000800
Training Epoch: 39 [32768/45000]	Loss: 0.3090	LR: 0.000800
Training Epoch: 39 [33024/45000]	Loss: 0.3303	LR: 0.000800
Training Epoch: 39 [33280/45000]	Loss: 0.3119	LR: 0.000800
Training Epoch: 39 [33536/45000]	Loss: 0.2471	LR: 0.000800
Training Epoch: 39 [33792/45000]	Loss: 0.2265	LR: 0.000800
Training Epoch: 39 [34048/45000]	Loss: 0.2978	LR: 0.000800
Training Epoch: 39 [34304/45000]	Loss: 0.3435	LR: 0.000800
Training Epoch: 39 [34560/45000]	Loss: 0.3028	LR: 0.000800
Training Epoch: 39 [34816/45000]	Loss: 0.3709	LR: 0.000800
Training Epoch: 39 [35072/45000]	Loss: 0.2608	LR: 0.000800
Training Epoch: 39 [35328/45000]	Loss: 0.3347	LR: 0.000800
Training Epoch: 39 [35584/45000]	Loss: 0.3153	LR: 0.000800
Training Epoch: 39 [35840/45000]	Loss: 0.2315	LR: 0.000800
Training Epoch: 39 [36096/45000]	Loss: 0.2958	LR: 0.000800
Training Epoch: 39 [36352/45000]	Loss: 0.3038	LR: 0.000800
Training Epoch: 39 [36608/45000]	Loss: 0.3011	LR: 0.000800
Training Epoch: 39 [36864/45000]	Loss: 0.3053	LR: 0.000800
Training Epoch: 39 [37120/45000]	Loss: 0.3304	LR: 0.000800
Training Epoch: 39 [37376/45000]	Loss: 0.2734	LR: 0.000800
Training Epoch: 39 [37632/45000]	Loss: 0.2804	LR: 0.000800
Training Epoch: 39 [37888/45000]	Loss: 0.3116	LR: 0.000800
Training Epoch: 39 [38144/45000]	Loss: 0.3031	LR: 0.000800
Training Epoch: 39 [38400/45000]	Loss: 0.2730	LR: 0.000800
Training Epoch: 39 [38656/45000]	Loss: 0.3106	LR: 0.000800
Training Epoch: 39 [38912/45000]	Loss: 0.2437	LR: 0.000800
Training Epoch: 39 [39168/45000]	Loss: 0.3285	LR: 0.000800
Training Epoch: 39 [39424/45000]	Loss: 0.3359	LR: 0.000800
Training Epoch: 39 [39680/45000]	Loss: 0.3512	LR: 0.000800
Training Epoch: 39 [39936/45000]	Loss: 0.3706	LR: 0.000800
Training Epoch: 39 [40192/45000]	Loss: 0.2113	LR: 0.000800
Training Epoch: 39 [40448/45000]	Loss: 0.2720	LR: 0.000800
Training Epoch: 39 [40704/45000]	Loss: 0.2435	LR: 0.000800
Training Epoch: 39 [40960/45000]	Loss: 0.3610	LR: 0.000800
Training Epoch: 39 [41216/45000]	Loss: 0.2984	LR: 0.000800
Training Epoch: 39 [41472/45000]	Loss: 0.3028	LR: 0.000800
Training Epoch: 39 [41728/45000]	Loss: 0.3403	LR: 0.000800
Training Epoch: 39 [41984/45000]	Loss: 0.3638	LR: 0.000800
Training Epoch: 39 [42240/45000]	Loss: 0.3460	LR: 0.000800
Training Epoch: 39 [42496/45000]	Loss: 0.2897	LR: 0.000800
Training Epoch: 39 [42752/45000]	Loss: 0.2839	LR: 0.000800
Training Epoch: 39 [43008/45000]	Loss: 0.3055	LR: 0.000800
Training Epoch: 39 [43264/45000]	Loss: 0.2832	LR: 0.000800
Training Epoch: 39 [43520/45000]	Loss: 0.3353	LR: 0.000800
Training Epoch: 39 [43776/45000]	Loss: 0.2337	LR: 0.000800
Training Epoch: 39 [44032/45000]	Loss: 0.2644	LR: 0.000800
Training Epoch: 39 [44288/45000]	Loss: 0.2833	LR: 0.000800
Training Epoch: 39 [44544/45000]	Loss: 0.2704	LR: 0.000800
Training Epoch: 39 [44800/45000]	Loss: 0.3109	LR: 0.000800
Training Epoch: 39 [45000/45000]	Loss: 0.2987	LR: 0.000800
Epoch 39 - Average Train Loss: 0.2982, Train Accuracy: 0.9107
Epoch 39 training time consumed: 24.86s
Evaluating Network.....
Test set: Epoch: 39, Average loss: 0.0029, Accuracy: 0.7832, Time consumed:0.95s
Training Epoch: 40 [256/45000]	Loss: 0.3084	LR: 0.000800
Training Epoch: 40 [512/45000]	Loss: 0.2872	LR: 0.000800
Training Epoch: 40 [768/45000]	Loss: 0.3440	LR: 0.000800
Training Epoch: 40 [1024/45000]	Loss: 0.3305	LR: 0.000800
Training Epoch: 40 [1280/45000]	Loss: 0.3163	LR: 0.000800
Training Epoch: 40 [1536/45000]	Loss: 0.3310	LR: 0.000800
Training Epoch: 40 [1792/45000]	Loss: 0.3244	LR: 0.000800
Training Epoch: 40 [2048/45000]	Loss: 0.2769	LR: 0.000800
Training Epoch: 40 [2304/45000]	Loss: 0.3217	LR: 0.000800
Training Epoch: 40 [2560/45000]	Loss: 0.3104	LR: 0.000800
Training Epoch: 40 [2816/45000]	Loss: 0.2864	LR: 0.000800
Training Epoch: 40 [3072/45000]	Loss: 0.3264	LR: 0.000800
Training Epoch: 40 [3328/45000]	Loss: 0.2899	LR: 0.000800
Training Epoch: 40 [3584/45000]	Loss: 0.3159	LR: 0.000800
Training Epoch: 40 [3840/45000]	Loss: 0.2891	LR: 0.000800
Training Epoch: 40 [4096/45000]	Loss: 0.3035	LR: 0.000800
Training Epoch: 40 [4352/45000]	Loss: 0.2601	LR: 0.000800
Training Epoch: 40 [4608/45000]	Loss: 0.3106	LR: 0.000800
Training Epoch: 40 [4864/45000]	Loss: 0.2953	LR: 0.000800
Training Epoch: 40 [5120/45000]	Loss: 0.3574	LR: 0.000800
Training Epoch: 40 [5376/45000]	Loss: 0.3051	LR: 0.000800
Training Epoch: 40 [5632/45000]	Loss: 0.2704	LR: 0.000800
Training Epoch: 40 [5888/45000]	Loss: 0.2729	LR: 0.000800
Training Epoch: 40 [6144/45000]	Loss: 0.2682	LR: 0.000800
Training Epoch: 40 [6400/45000]	Loss: 0.3236	LR: 0.000800
Training Epoch: 40 [6656/45000]	Loss: 0.2849	LR: 0.000800
Training Epoch: 40 [6912/45000]	Loss: 0.2999	LR: 0.000800
Training Epoch: 40 [7168/45000]	Loss: 0.3291	LR: 0.000800
Training Epoch: 40 [7424/45000]	Loss: 0.3076	LR: 0.000800
Training Epoch: 40 [7680/45000]	Loss: 0.3091	LR: 0.000800
Training Epoch: 40 [7936/45000]	Loss: 0.3433	LR: 0.000800
Training Epoch: 40 [8192/45000]	Loss: 0.3002	LR: 0.000800
Training Epoch: 40 [8448/45000]	Loss: 0.2988	LR: 0.000800
Training Epoch: 40 [8704/45000]	Loss: 0.3062	LR: 0.000800
Training Epoch: 40 [8960/45000]	Loss: 0.3126	LR: 0.000800
Training Epoch: 40 [9216/45000]	Loss: 0.3350	LR: 0.000800
Training Epoch: 40 [9472/45000]	Loss: 0.3075	LR: 0.000800
Training Epoch: 40 [9728/45000]	Loss: 0.2827	LR: 0.000800
Training Epoch: 40 [9984/45000]	Loss: 0.2818	LR: 0.000800
Training Epoch: 40 [10240/45000]	Loss: 0.2575	LR: 0.000800
Training Epoch: 40 [10496/45000]	Loss: 0.3275	LR: 0.000800
Training Epoch: 40 [10752/45000]	Loss: 0.3178	LR: 0.000800
Training Epoch: 40 [11008/45000]	Loss: 0.2530	LR: 0.000800
Training Epoch: 40 [11264/45000]	Loss: 0.2697	LR: 0.000800
Training Epoch: 40 [11520/45000]	Loss: 0.3206	LR: 0.000800
Training Epoch: 40 [11776/45000]	Loss: 0.2975	LR: 0.000800
Training Epoch: 40 [12032/45000]	Loss: 0.2872	LR: 0.000800
Training Epoch: 40 [12288/45000]	Loss: 0.3012	LR: 0.000800
Training Epoch: 40 [12544/45000]	Loss: 0.3285	LR: 0.000800
Training Epoch: 40 [12800/45000]	Loss: 0.2246	LR: 0.000800
Training Epoch: 40 [13056/45000]	Loss: 0.2942	LR: 0.000800
Training Epoch: 40 [13312/45000]	Loss: 0.2510	LR: 0.000800
Training Epoch: 40 [13568/45000]	Loss: 0.2544	LR: 0.000800
Training Epoch: 40 [13824/45000]	Loss: 0.2907	LR: 0.000800
Training Epoch: 40 [14080/45000]	Loss: 0.2328	LR: 0.000800
Training Epoch: 40 [14336/45000]	Loss: 0.2970	LR: 0.000800
Training Epoch: 40 [14592/45000]	Loss: 0.2816	LR: 0.000800
Training Epoch: 40 [14848/45000]	Loss: 0.2814	LR: 0.000800
Training Epoch: 40 [15104/45000]	Loss: 0.2789	LR: 0.000800
Training Epoch: 40 [15360/45000]	Loss: 0.2970	LR: 0.000800
Training Epoch: 40 [15616/45000]	Loss: 0.3384	LR: 0.000800
Training Epoch: 40 [15872/45000]	Loss: 0.3208	LR: 0.000800
Training Epoch: 40 [16128/45000]	Loss: 0.2949	LR: 0.000800
Training Epoch: 40 [16384/45000]	Loss: 0.2363	LR: 0.000800
Training Epoch: 40 [16640/45000]	Loss: 0.3360	LR: 0.000800
Training Epoch: 40 [16896/45000]	Loss: 0.2351	LR: 0.000800
Training Epoch: 40 [17152/45000]	Loss: 0.2117	LR: 0.000800
Training Epoch: 40 [17408/45000]	Loss: 0.2071	LR: 0.000800
Training Epoch: 40 [17664/45000]	Loss: 0.2662	LR: 0.000800
Training Epoch: 40 [17920/45000]	Loss: 0.2627	LR: 0.000800
Training Epoch: 40 [18176/45000]	Loss: 0.2450	LR: 0.000800
Training Epoch: 40 [18432/45000]	Loss: 0.3558	LR: 0.000800
Training Epoch: 40 [18688/45000]	Loss: 0.2914	LR: 0.000800
Training Epoch: 40 [18944/45000]	Loss: 0.2472	LR: 0.000800
Training Epoch: 40 [19200/45000]	Loss: 0.2882	LR: 0.000800
Training Epoch: 40 [19456/45000]	Loss: 0.3506	LR: 0.000800
Training Epoch: 40 [19712/45000]	Loss: 0.2905	LR: 0.000800
Training Epoch: 40 [19968/45000]	Loss: 0.3398	LR: 0.000800
Training Epoch: 40 [20224/45000]	Loss: 0.2706	LR: 0.000800
Training Epoch: 40 [20480/45000]	Loss: 0.2783	LR: 0.000800
Training Epoch: 40 [20736/45000]	Loss: 0.3014	LR: 0.000800
Training Epoch: 40 [20992/45000]	Loss: 0.2625	LR: 0.000800
Training Epoch: 40 [21248/45000]	Loss: 0.3071	LR: 0.000800
Training Epoch: 40 [21504/45000]	Loss: 0.2427	LR: 0.000800
Training Epoch: 40 [21760/45000]	Loss: 0.3136	LR: 0.000800
Training Epoch: 40 [22016/45000]	Loss: 0.2857	LR: 0.000800
Training Epoch: 40 [22272/45000]	Loss: 0.2845	LR: 0.000800
Training Epoch: 40 [22528/45000]	Loss: 0.2931	LR: 0.000800
Training Epoch: 40 [22784/45000]	Loss: 0.2807	LR: 0.000800
Training Epoch: 40 [23040/45000]	Loss: 0.2694	LR: 0.000800
Training Epoch: 40 [23296/45000]	Loss: 0.2984	LR: 0.000800
Training Epoch: 40 [23552/45000]	Loss: 0.2825	LR: 0.000800
Training Epoch: 40 [23808/45000]	Loss: 0.2345	LR: 0.000800
Training Epoch: 40 [24064/45000]	Loss: 0.3204	LR: 0.000800
Training Epoch: 40 [24320/45000]	Loss: 0.2439	LR: 0.000800
Training Epoch: 40 [24576/45000]	Loss: 0.2463	LR: 0.000800
Training Epoch: 40 [24832/45000]	Loss: 0.2357	LR: 0.000800
Training Epoch: 40 [25088/45000]	Loss: 0.2861	LR: 0.000800
Training Epoch: 40 [25344/45000]	Loss: 0.3293	LR: 0.000800
Training Epoch: 40 [25600/45000]	Loss: 0.3367	LR: 0.000800
Training Epoch: 40 [25856/45000]	Loss: 0.3166	LR: 0.000800
Training Epoch: 40 [26112/45000]	Loss: 0.2880	LR: 0.000800
Training Epoch: 40 [26368/45000]	Loss: 0.2884	LR: 0.000800
Training Epoch: 40 [26624/45000]	Loss: 0.2835	LR: 0.000800
Training Epoch: 40 [26880/45000]	Loss: 0.2757	LR: 0.000800
Training Epoch: 40 [27136/45000]	Loss: 0.2048	LR: 0.000800
Training Epoch: 40 [27392/45000]	Loss: 0.3275	LR: 0.000800
Training Epoch: 40 [27648/45000]	Loss: 0.3094	LR: 0.000800
Training Epoch: 40 [27904/45000]	Loss: 0.2869	LR: 0.000800
Training Epoch: 40 [28160/45000]	Loss: 0.2790	LR: 0.000800
Training Epoch: 40 [28416/45000]	Loss: 0.2711	LR: 0.000800
Training Epoch: 40 [28672/45000]	Loss: 0.3499	LR: 0.000800
Training Epoch: 40 [28928/45000]	Loss: 0.2775	LR: 0.000800
Training Epoch: 40 [29184/45000]	Loss: 0.3079	LR: 0.000800
Training Epoch: 40 [29440/45000]	Loss: 0.3042	LR: 0.000800
Training Epoch: 40 [29696/45000]	Loss: 0.2870	LR: 0.000800
Training Epoch: 40 [29952/45000]	Loss: 0.2881	LR: 0.000800
Training Epoch: 40 [30208/45000]	Loss: 0.2998	LR: 0.000800
Training Epoch: 40 [30464/45000]	Loss: 0.2573	LR: 0.000800
Training Epoch: 40 [30720/45000]	Loss: 0.2640	LR: 0.000800
Training Epoch: 40 [30976/45000]	Loss: 0.2723	LR: 0.000800
Training Epoch: 40 [31232/45000]	Loss: 0.3089	LR: 0.000800
Training Epoch: 40 [31488/45000]	Loss: 0.2746	LR: 0.000800
Training Epoch: 40 [31744/45000]	Loss: 0.2602	LR: 0.000800
Training Epoch: 40 [32000/45000]	Loss: 0.3354	LR: 0.000800
Training Epoch: 40 [32256/45000]	Loss: 0.2729	LR: 0.000800
Training Epoch: 40 [32512/45000]	Loss: 0.2712	LR: 0.000800
Training Epoch: 40 [32768/45000]	Loss: 0.3061	LR: 0.000800
Training Epoch: 40 [33024/45000]	Loss: 0.2641	LR: 0.000800
Training Epoch: 40 [33280/45000]	Loss: 0.2901	LR: 0.000800
Training Epoch: 40 [33536/45000]	Loss: 0.2891	LR: 0.000800
Training Epoch: 40 [33792/45000]	Loss: 0.3419	LR: 0.000800
Training Epoch: 40 [34048/45000]	Loss: 0.2873	LR: 0.000800
Training Epoch: 40 [34304/45000]	Loss: 0.3343	LR: 0.000800
Training Epoch: 40 [34560/45000]	Loss: 0.2597	LR: 0.000800
Training Epoch: 40 [34816/45000]	Loss: 0.3496	LR: 0.000800
Training Epoch: 40 [35072/45000]	Loss: 0.2920	LR: 0.000800
Training Epoch: 40 [35328/45000]	Loss: 0.3092	LR: 0.000800
Training Epoch: 40 [35584/45000]	Loss: 0.3145	LR: 0.000800
Training Epoch: 40 [35840/45000]	Loss: 0.2958	LR: 0.000800
Training Epoch: 40 [36096/45000]	Loss: 0.3070	LR: 0.000800
Training Epoch: 40 [36352/45000]	Loss: 0.2507	LR: 0.000800
Training Epoch: 40 [36608/45000]	Loss: 0.3032	LR: 0.000800
Training Epoch: 40 [36864/45000]	Loss: 0.3674	LR: 0.000800
Training Epoch: 40 [37120/45000]	Loss: 0.3459	LR: 0.000800
Training Epoch: 40 [37376/45000]	Loss: 0.3805	LR: 0.000800
Training Epoch: 40 [37632/45000]	Loss: 0.2928	LR: 0.000800
Training Epoch: 40 [37888/45000]	Loss: 0.3209	LR: 0.000800
Training Epoch: 40 [38144/45000]	Loss: 0.3653	LR: 0.000800
Training Epoch: 40 [38400/45000]	Loss: 0.3359	LR: 0.000800
Training Epoch: 40 [38656/45000]	Loss: 0.2858	LR: 0.000800
Training Epoch: 40 [38912/45000]	Loss: 0.2866	LR: 0.000800
Training Epoch: 40 [39168/45000]	Loss: 0.2875	LR: 0.000800
Training Epoch: 40 [39424/45000]	Loss: 0.3039	LR: 0.000800
Training Epoch: 40 [39680/45000]	Loss: 0.2629	LR: 0.000800
Training Epoch: 40 [39936/45000]	Loss: 0.2724	LR: 0.000800
Training Epoch: 40 [40192/45000]	Loss: 0.2460	LR: 0.000800
Training Epoch: 40 [40448/45000]	Loss: 0.2820	LR: 0.000800
Training Epoch: 40 [40704/45000]	Loss: 0.2997	LR: 0.000800
Training Epoch: 40 [40960/45000]	Loss: 0.2921	LR: 0.000800
Training Epoch: 40 [41216/45000]	Loss: 0.3002	LR: 0.000800
Training Epoch: 40 [41472/45000]	Loss: 0.2880	LR: 0.000800
Training Epoch: 40 [41728/45000]	Loss: 0.1892	LR: 0.000800
Training Epoch: 40 [41984/45000]	Loss: 0.3294	LR: 0.000800
Training Epoch: 40 [42240/45000]	Loss: 0.3427	LR: 0.000800
Training Epoch: 40 [42496/45000]	Loss: 0.2738	LR: 0.000800
Training Epoch: 40 [42752/45000]	Loss: 0.3154	LR: 0.000800
Training Epoch: 40 [43008/45000]	Loss: 0.1961	LR: 0.000800
Training Epoch: 40 [43264/45000]	Loss: 0.2982	LR: 0.000800
Training Epoch: 40 [43520/45000]	Loss: 0.3338	LR: 0.000800
Training Epoch: 40 [43776/45000]	Loss: 0.3203	LR: 0.000800
Training Epoch: 40 [44032/45000]	Loss: 0.3177	LR: 0.000800
Training Epoch: 40 [44288/45000]	Loss: 0.2504	LR: 0.000800
Training Epoch: 40 [44544/45000]	Loss: 0.2196	LR: 0.000800
Training Epoch: 40 [44800/45000]	Loss: 0.2432	LR: 0.000800
Training Epoch: 40 [45000/45000]	Loss: 0.2634	LR: 0.000800
Epoch 40 - Average Train Loss: 0.2924, Train Accuracy: 0.9123
Epoch 40 training time consumed: 24.55s
Evaluating Network.....
Test set: Epoch: 40, Average loss: 0.0029, Accuracy: 0.7809, Time consumed:0.86s
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: 78.1640625
Retain Accuracy: 92.03861999511719
Zero-Retain Forget (ZRF): 0.9142491817474365
Membership Inference Attack (MIA): 0.507
Forget vs Retain Membership Inference Attack (MIA): 0.5555
Forget vs Test Membership Inference Attack (MIA): 0.552
Test vs Retain Membership Inference Attack (MIA): 0.51775
Train vs Test Membership Inference Attack (MIA): 0.55625
Forget Set Accuracy (Df): 76.72908782958984
Method Execution Time: 1523.58 seconds
