
📌 S Retain class distribution for seed 6:
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 6:
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: 3.0674	LR: 0.000000
Training Epoch: 1 [512/45000]	Loss: 3.0545	LR: 0.000568
Training Epoch: 1 [768/45000]	Loss: 3.0454	LR: 0.001136
Training Epoch: 1 [1024/45000]	Loss: 3.0297	LR: 0.001705
Training Epoch: 1 [1280/45000]	Loss: 3.0057	LR: 0.002273
Training Epoch: 1 [1536/45000]	Loss: 3.0529	LR: 0.002841
Training Epoch: 1 [1792/45000]	Loss: 3.0392	LR: 0.003409
Training Epoch: 1 [2048/45000]	Loss: 3.0146	LR: 0.003977
Training Epoch: 1 [2304/45000]	Loss: 2.9709	LR: 0.004545
Training Epoch: 1 [2560/45000]	Loss: 2.9729	LR: 0.005114
Training Epoch: 1 [2816/45000]	Loss: 2.9672	LR: 0.005682
Training Epoch: 1 [3072/45000]	Loss: 2.9126	LR: 0.006250
Training Epoch: 1 [3328/45000]	Loss: 2.9391	LR: 0.006818
Training Epoch: 1 [3584/45000]	Loss: 2.8802	LR: 0.007386
Training Epoch: 1 [3840/45000]	Loss: 2.8805	LR: 0.007955
Training Epoch: 1 [4096/45000]	Loss: 2.8586	LR: 0.008523
Training Epoch: 1 [4352/45000]	Loss: 2.8475	LR: 0.009091
Training Epoch: 1 [4608/45000]	Loss: 2.8667	LR: 0.009659
Training Epoch: 1 [4864/45000]	Loss: 2.8037	LR: 0.010227
Training Epoch: 1 [5120/45000]	Loss: 2.8197	LR: 0.010795
Training Epoch: 1 [5376/45000]	Loss: 2.8125	LR: 0.011364
Training Epoch: 1 [5632/45000]	Loss: 2.7785	LR: 0.011932
Training Epoch: 1 [5888/45000]	Loss: 2.7541	LR: 0.012500
Training Epoch: 1 [6144/45000]	Loss: 2.6976	LR: 0.013068
Training Epoch: 1 [6400/45000]	Loss: 2.7333	LR: 0.013636
Training Epoch: 1 [6656/45000]	Loss: 2.8143	LR: 0.014205
Training Epoch: 1 [6912/45000]	Loss: 2.7299	LR: 0.014773
Training Epoch: 1 [7168/45000]	Loss: 2.7791	LR: 0.015341
Training Epoch: 1 [7424/45000]	Loss: 2.7051	LR: 0.015909
Training Epoch: 1 [7680/45000]	Loss: 2.7882	LR: 0.016477
Training Epoch: 1 [7936/45000]	Loss: 2.7669	LR: 0.017045
Training Epoch: 1 [8192/45000]	Loss: 2.6605	LR: 0.017614
Training Epoch: 1 [8448/45000]	Loss: 2.7072	LR: 0.018182
Training Epoch: 1 [8704/45000]	Loss: 2.6469	LR: 0.018750
Training Epoch: 1 [8960/45000]	Loss: 2.6396	LR: 0.019318
Training Epoch: 1 [9216/45000]	Loss: 2.6730	LR: 0.019886
Training Epoch: 1 [9472/45000]	Loss: 2.6588	LR: 0.020455
Training Epoch: 1 [9728/45000]	Loss: 2.6195	LR: 0.021023
Training Epoch: 1 [9984/45000]	Loss: 2.5474	LR: 0.021591
Training Epoch: 1 [10240/45000]	Loss: 2.6739	LR: 0.022159
Training Epoch: 1 [10496/45000]	Loss: 2.5653	LR: 0.022727
Training Epoch: 1 [10752/45000]	Loss: 2.6057	LR: 0.023295
Training Epoch: 1 [11008/45000]	Loss: 2.6069	LR: 0.023864
Training Epoch: 1 [11264/45000]	Loss: 2.6669	LR: 0.024432
Training Epoch: 1 [11520/45000]	Loss: 2.5617	LR: 0.025000
Training Epoch: 1 [11776/45000]	Loss: 2.6504	LR: 0.025568
Training Epoch: 1 [12032/45000]	Loss: 2.6147	LR: 0.026136
Training Epoch: 1 [12288/45000]	Loss: 2.5964	LR: 0.026705
Training Epoch: 1 [12544/45000]	Loss: 2.6102	LR: 0.027273
Training Epoch: 1 [12800/45000]	Loss: 2.5918	LR: 0.027841
Training Epoch: 1 [13056/45000]	Loss: 2.5850	LR: 0.028409
Training Epoch: 1 [13312/45000]	Loss: 2.6179	LR: 0.028977
Training Epoch: 1 [13568/45000]	Loss: 2.5853	LR: 0.029545
Training Epoch: 1 [13824/45000]	Loss: 2.6037	LR: 0.030114
Training Epoch: 1 [14080/45000]	Loss: 2.4876	LR: 0.030682
Training Epoch: 1 [14336/45000]	Loss: 2.5503	LR: 0.031250
Training Epoch: 1 [14592/45000]	Loss: 2.5622	LR: 0.031818
Training Epoch: 1 [14848/45000]	Loss: 2.5526	LR: 0.032386
Training Epoch: 1 [15104/45000]	Loss: 2.5089	LR: 0.032955
Training Epoch: 1 [15360/45000]	Loss: 2.4878	LR: 0.033523
Training Epoch: 1 [15616/45000]	Loss: 2.6234	LR: 0.034091
Training Epoch: 1 [15872/45000]	Loss: 2.4393	LR: 0.034659
Training Epoch: 1 [16128/45000]	Loss: 2.5251	LR: 0.035227
Training Epoch: 1 [16384/45000]	Loss: 2.5278	LR: 0.035795
Training Epoch: 1 [16640/45000]	Loss: 2.5646	LR: 0.036364
Training Epoch: 1 [16896/45000]	Loss: 2.5025	LR: 0.036932
Training Epoch: 1 [17152/45000]	Loss: 2.5996	LR: 0.037500
Training Epoch: 1 [17408/45000]	Loss: 2.4612	LR: 0.038068
Training Epoch: 1 [17664/45000]	Loss: 2.5757	LR: 0.038636
Training Epoch: 1 [17920/45000]	Loss: 2.5517	LR: 0.039205
Training Epoch: 1 [18176/45000]	Loss: 2.5621	LR: 0.039773
Training Epoch: 1 [18432/45000]	Loss: 2.5654	LR: 0.040341
Training Epoch: 1 [18688/45000]	Loss: 2.5071	LR: 0.040909
Training Epoch: 1 [18944/45000]	Loss: 2.5395	LR: 0.041477
Training Epoch: 1 [19200/45000]	Loss: 2.5403	LR: 0.042045
Training Epoch: 1 [19456/45000]	Loss: 2.4191	LR: 0.042614
Training Epoch: 1 [19712/45000]	Loss: 2.5883	LR: 0.043182
Training Epoch: 1 [19968/45000]	Loss: 2.4436	LR: 0.043750
Training Epoch: 1 [20224/45000]	Loss: 2.4699	LR: 0.044318
Training Epoch: 1 [20480/45000]	Loss: 2.5300	LR: 0.044886
Training Epoch: 1 [20736/45000]	Loss: 2.4456	LR: 0.045455
Training Epoch: 1 [20992/45000]	Loss: 2.5536	LR: 0.046023
Training Epoch: 1 [21248/45000]	Loss: 2.5370	LR: 0.046591
Training Epoch: 1 [21504/45000]	Loss: 2.5375	LR: 0.047159
Training Epoch: 1 [21760/45000]	Loss: 2.4152	LR: 0.047727
Training Epoch: 1 [22016/45000]	Loss: 2.5545	LR: 0.048295
Training Epoch: 1 [22272/45000]	Loss: 2.4382	LR: 0.048864
Training Epoch: 1 [22528/45000]	Loss: 2.4385	LR: 0.049432
Training Epoch: 1 [22784/45000]	Loss: 2.4476	LR: 0.050000
Training Epoch: 1 [23040/45000]	Loss: 2.4265	LR: 0.050568
Training Epoch: 1 [23296/45000]	Loss: 2.3894	LR: 0.051136
Training Epoch: 1 [23552/45000]	Loss: 2.4699	LR: 0.051705
Training Epoch: 1 [23808/45000]	Loss: 2.3779	LR: 0.052273
Training Epoch: 1 [24064/45000]	Loss: 2.3595	LR: 0.052841
Training Epoch: 1 [24320/45000]	Loss: 2.4673	LR: 0.053409
Training Epoch: 1 [24576/45000]	Loss: 2.4533	LR: 0.053977
Training Epoch: 1 [24832/45000]	Loss: 2.4615	LR: 0.054545
Training Epoch: 1 [25088/45000]	Loss: 2.4200	LR: 0.055114
Training Epoch: 1 [25344/45000]	Loss: 2.4330	LR: 0.055682
Training Epoch: 1 [25600/45000]	Loss: 2.4336	LR: 0.056250
Training Epoch: 1 [25856/45000]	Loss: 2.4486	LR: 0.056818
Training Epoch: 1 [26112/45000]	Loss: 2.4936	LR: 0.057386
Training Epoch: 1 [26368/45000]	Loss: 2.3452	LR: 0.057955
Training Epoch: 1 [26624/45000]	Loss: 2.3453	LR: 0.058523
Training Epoch: 1 [26880/45000]	Loss: 2.3474	LR: 0.059091
Training Epoch: 1 [27136/45000]	Loss: 2.3760	LR: 0.059659
Training Epoch: 1 [27392/45000]	Loss: 2.4908	LR: 0.060227
Training Epoch: 1 [27648/45000]	Loss: 2.4825	LR: 0.060795
Training Epoch: 1 [27904/45000]	Loss: 2.4772	LR: 0.061364
Training Epoch: 1 [28160/45000]	Loss: 2.3714	LR: 0.061932
Training Epoch: 1 [28416/45000]	Loss: 2.4284	LR: 0.062500
Training Epoch: 1 [28672/45000]	Loss: 2.4331	LR: 0.063068
Training Epoch: 1 [28928/45000]	Loss: 2.2851	LR: 0.063636
Training Epoch: 1 [29184/45000]	Loss: 2.4696	LR: 0.064205
Training Epoch: 1 [29440/45000]	Loss: 2.3749	LR: 0.064773
Training Epoch: 1 [29696/45000]	Loss: 2.3986	LR: 0.065341
Training Epoch: 1 [29952/45000]	Loss: 2.4699	LR: 0.065909
Training Epoch: 1 [30208/45000]	Loss: 2.4158	LR: 0.066477
Training Epoch: 1 [30464/45000]	Loss: 2.4206	LR: 0.067045
Training Epoch: 1 [30720/45000]	Loss: 2.3237	LR: 0.067614
Training Epoch: 1 [30976/45000]	Loss: 2.4444	LR: 0.068182
Training Epoch: 1 [31232/45000]	Loss: 2.4784	LR: 0.068750
Training Epoch: 1 [31488/45000]	Loss: 2.3421	LR: 0.069318
Training Epoch: 1 [31744/45000]	Loss: 2.4246	LR: 0.069886
Training Epoch: 1 [32000/45000]	Loss: 2.3519	LR: 0.070455
Training Epoch: 1 [32256/45000]	Loss: 2.4492	LR: 0.071023
Training Epoch: 1 [32512/45000]	Loss: 2.3856	LR: 0.071591
Training Epoch: 1 [32768/45000]	Loss: 2.3770	LR: 0.072159
Training Epoch: 1 [33024/45000]	Loss: 2.5100	LR: 0.072727
Training Epoch: 1 [33280/45000]	Loss: 2.3638	LR: 0.073295
Training Epoch: 1 [33536/45000]	Loss: 2.5422	LR: 0.073864
Training Epoch: 1 [33792/45000]	Loss: 2.3030	LR: 0.074432
Training Epoch: 1 [34048/45000]	Loss: 2.3526	LR: 0.075000
Training Epoch: 1 [34304/45000]	Loss: 2.3929	LR: 0.075568
Training Epoch: 1 [34560/45000]	Loss: 2.3304	LR: 0.076136
Training Epoch: 1 [34816/45000]	Loss: 2.3330	LR: 0.076705
Training Epoch: 1 [35072/45000]	Loss: 2.4434	LR: 0.077273
Training Epoch: 1 [35328/45000]	Loss: 2.4569	LR: 0.077841
Training Epoch: 1 [35584/45000]	Loss: 2.4385	LR: 0.078409
Training Epoch: 1 [35840/45000]	Loss: 2.4420	LR: 0.078977
Training Epoch: 1 [36096/45000]	Loss: 2.4737	LR: 0.079545
Training Epoch: 1 [36352/45000]	Loss: 2.3870	LR: 0.080114
Training Epoch: 1 [36608/45000]	Loss: 2.3270	LR: 0.080682
Training Epoch: 1 [36864/45000]	Loss: 2.3845	LR: 0.081250
Training Epoch: 1 [37120/45000]	Loss: 2.3451	LR: 0.081818
Training Epoch: 1 [37376/45000]	Loss: 2.3964	LR: 0.082386
Training Epoch: 1 [37632/45000]	Loss: 2.3188	LR: 0.082955
Training Epoch: 1 [37888/45000]	Loss: 2.1508	LR: 0.083523
Training Epoch: 1 [38144/45000]	Loss: 2.5923	LR: 0.084091
Training Epoch: 1 [38400/45000]	Loss: 2.3520	LR: 0.084659
Training Epoch: 1 [38656/45000]	Loss: 2.3884	LR: 0.085227
Training Epoch: 1 [38912/45000]	Loss: 2.4146	LR: 0.085795
Training Epoch: 1 [39168/45000]	Loss: 2.3628	LR: 0.086364
Training Epoch: 1 [39424/45000]	Loss: 2.3302	LR: 0.086932
Training Epoch: 1 [39680/45000]	Loss: 2.3806	LR: 0.087500
Training Epoch: 1 [39936/45000]	Loss: 2.3997	LR: 0.088068
Training Epoch: 1 [40192/45000]	Loss: 2.2963	LR: 0.088636
Training Epoch: 1 [40448/45000]	Loss: 2.2627	LR: 0.089205
Training Epoch: 1 [40704/45000]	Loss: 2.2849	LR: 0.089773
Training Epoch: 1 [40960/45000]	Loss: 2.4164	LR: 0.090341
Training Epoch: 1 [41216/45000]	Loss: 2.2735	LR: 0.090909
Training Epoch: 1 [41472/45000]	Loss: 2.3730	LR: 0.091477
Training Epoch: 1 [41728/45000]	Loss: 2.3483	LR: 0.092045
Training Epoch: 1 [41984/45000]	Loss: 2.3075	LR: 0.092614
Training Epoch: 1 [42240/45000]	Loss: 2.3854	LR: 0.093182
Training Epoch: 1 [42496/45000]	Loss: 2.2158	LR: 0.093750
Training Epoch: 1 [42752/45000]	Loss: 2.3880	LR: 0.094318
Training Epoch: 1 [43008/45000]	Loss: 2.4259	LR: 0.094886
Training Epoch: 1 [43264/45000]	Loss: 2.2090	LR: 0.095455
Training Epoch: 1 [43520/45000]	Loss: 2.4631	LR: 0.096023
Training Epoch: 1 [43776/45000]	Loss: 2.3056	LR: 0.096591
Training Epoch: 1 [44032/45000]	Loss: 2.3062	LR: 0.097159
Training Epoch: 1 [44288/45000]	Loss: 2.2125	LR: 0.097727
Training Epoch: 1 [44544/45000]	Loss: 2.4418	LR: 0.098295
Training Epoch: 1 [44800/45000]	Loss: 2.3875	LR: 0.098864
Training Epoch: 1 [45000/45000]	Loss: 2.2590	LR: 0.099432
Epoch 1 - Average Train Loss: 2.5307, Train Accuracy: 0.2142
Epoch 1 training time consumed: 25.41s
Evaluating Network.....
Test set: Epoch: 1, Average loss: 0.0108, Accuracy: 0.2091, Time consumed:1.02s
Saving weights file to checkpoint/retrain/AllCNN/Monday_14_July_2025_02h_05m_14s/AllCNN-Cifar20-seed6-ret100-1-best.pth
Training Epoch: 2 [256/45000]	Loss: 2.3699	LR: 0.100000
Training Epoch: 2 [512/45000]	Loss: 2.3923	LR: 0.100000
Training Epoch: 2 [768/45000]	Loss: 2.3526	LR: 0.100000
Training Epoch: 2 [1024/45000]	Loss: 2.5421	LR: 0.100000
Training Epoch: 2 [1280/45000]	Loss: 2.4124	LR: 0.100000
Training Epoch: 2 [1536/45000]	Loss: 2.3696	LR: 0.100000
Training Epoch: 2 [1792/45000]	Loss: 2.3038	LR: 0.100000
Training Epoch: 2 [2048/45000]	Loss: 2.3352	LR: 0.100000
Training Epoch: 2 [2304/45000]	Loss: 2.3937	LR: 0.100000
Training Epoch: 2 [2560/45000]	Loss: 2.3428	LR: 0.100000
Training Epoch: 2 [2816/45000]	Loss: 2.1888	LR: 0.100000
Training Epoch: 2 [3072/45000]	Loss: 2.3540	LR: 0.100000
Training Epoch: 2 [3328/45000]	Loss: 2.3127	LR: 0.100000
Training Epoch: 2 [3584/45000]	Loss: 2.2401	LR: 0.100000
Training Epoch: 2 [3840/45000]	Loss: 2.3319	LR: 0.100000
Training Epoch: 2 [4096/45000]	Loss: 2.3601	LR: 0.100000
Training Epoch: 2 [4352/45000]	Loss: 2.1965	LR: 0.100000
Training Epoch: 2 [4608/45000]	Loss: 2.1436	LR: 0.100000
Training Epoch: 2 [4864/45000]	Loss: 2.2749	LR: 0.100000
Training Epoch: 2 [5120/45000]	Loss: 2.2731	LR: 0.100000
Training Epoch: 2 [5376/45000]	Loss: 2.2491	LR: 0.100000
Training Epoch: 2 [5632/45000]	Loss: 2.4243	LR: 0.100000
Training Epoch: 2 [5888/45000]	Loss: 2.2259	LR: 0.100000
Training Epoch: 2 [6144/45000]	Loss: 2.3856	LR: 0.100000
Training Epoch: 2 [6400/45000]	Loss: 2.2124	LR: 0.100000
Training Epoch: 2 [6656/45000]	Loss: 2.1955	LR: 0.100000
Training Epoch: 2 [6912/45000]	Loss: 2.3043	LR: 0.100000
Training Epoch: 2 [7168/45000]	Loss: 2.3118	LR: 0.100000
Training Epoch: 2 [7424/45000]	Loss: 2.3248	LR: 0.100000
Training Epoch: 2 [7680/45000]	Loss: 2.2631	LR: 0.100000
Training Epoch: 2 [7936/45000]	Loss: 2.3032	LR: 0.100000
Training Epoch: 2 [8192/45000]	Loss: 2.2601	LR: 0.100000
Training Epoch: 2 [8448/45000]	Loss: 2.2678	LR: 0.100000
Training Epoch: 2 [8704/45000]	Loss: 2.3327	LR: 0.100000
Training Epoch: 2 [8960/45000]	Loss: 2.1520	LR: 0.100000
Training Epoch: 2 [9216/45000]	Loss: 2.2389	LR: 0.100000
Training Epoch: 2 [9472/45000]	Loss: 2.2843	LR: 0.100000
Training Epoch: 2 [9728/45000]	Loss: 2.2617	LR: 0.100000
Training Epoch: 2 [9984/45000]	Loss: 2.1802	LR: 0.100000
Training Epoch: 2 [10240/45000]	Loss: 2.2368	LR: 0.100000
Training Epoch: 2 [10496/45000]	Loss: 2.2055	LR: 0.100000
Training Epoch: 2 [10752/45000]	Loss: 2.2864	LR: 0.100000
Training Epoch: 2 [11008/45000]	Loss: 2.0550	LR: 0.100000
Training Epoch: 2 [11264/45000]	Loss: 2.2914	LR: 0.100000
Training Epoch: 2 [11520/45000]	Loss: 2.2258	LR: 0.100000
Training Epoch: 2 [11776/45000]	Loss: 2.2443	LR: 0.100000
Training Epoch: 2 [12032/45000]	Loss: 2.2678	LR: 0.100000
Training Epoch: 2 [12288/45000]	Loss: 2.2303	LR: 0.100000
Training Epoch: 2 [12544/45000]	Loss: 2.1790	LR: 0.100000
Training Epoch: 2 [12800/45000]	Loss: 2.2231	LR: 0.100000
Training Epoch: 2 [13056/45000]	Loss: 2.0898	LR: 0.100000
Training Epoch: 2 [13312/45000]	Loss: 2.1987	LR: 0.100000
Training Epoch: 2 [13568/45000]	Loss: 2.1693	LR: 0.100000
Training Epoch: 2 [13824/45000]	Loss: 2.1146	LR: 0.100000
Training Epoch: 2 [14080/45000]	Loss: 2.2819	LR: 0.100000
Training Epoch: 2 [14336/45000]	Loss: 2.3086	LR: 0.100000
Training Epoch: 2 [14592/45000]	Loss: 2.2110	LR: 0.100000
Training Epoch: 2 [14848/45000]	Loss: 2.3183	LR: 0.100000
Training Epoch: 2 [15104/45000]	Loss: 2.2296	LR: 0.100000
Training Epoch: 2 [15360/45000]	Loss: 2.2311	LR: 0.100000
Training Epoch: 2 [15616/45000]	Loss: 2.1659	LR: 0.100000
Training Epoch: 2 [15872/45000]	Loss: 2.1451	LR: 0.100000
Training Epoch: 2 [16128/45000]	Loss: 2.3772	LR: 0.100000
Training Epoch: 2 [16384/45000]	Loss: 2.2556	LR: 0.100000
Training Epoch: 2 [16640/45000]	Loss: 2.4059	LR: 0.100000
Training Epoch: 2 [16896/45000]	Loss: 2.2296	LR: 0.100000
Training Epoch: 2 [17152/45000]	Loss: 2.1396	LR: 0.100000
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Training Epoch: 2 [19456/45000]	Loss: 2.2023	LR: 0.100000
Training Epoch: 2 [19712/45000]	Loss: 2.1652	LR: 0.100000
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Training Epoch: 2 [20224/45000]	Loss: 2.1490	LR: 0.100000
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Training Epoch: 2 [36352/45000]	Loss: 2.1619	LR: 0.100000
Training Epoch: 2 [36608/45000]	Loss: 2.2046	LR: 0.100000
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Training Epoch: 2 [37376/45000]	Loss: 2.1021	LR: 0.100000
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Training Epoch: 2 [38656/45000]	Loss: 2.0456	LR: 0.100000
Training Epoch: 2 [38912/45000]	Loss: 2.1769	LR: 0.100000
Training Epoch: 2 [39168/45000]	Loss: 2.1679	LR: 0.100000
Training Epoch: 2 [39424/45000]	Loss: 2.1238	LR: 0.100000
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Training Epoch: 2 [39936/45000]	Loss: 2.0184	LR: 0.100000
Training Epoch: 2 [40192/45000]	Loss: 1.9994	LR: 0.100000
Training Epoch: 2 [40448/45000]	Loss: 2.1137	LR: 0.100000
Training Epoch: 2 [40704/45000]	Loss: 1.9018	LR: 0.100000
Training Epoch: 2 [40960/45000]	Loss: 2.0433	LR: 0.100000
Training Epoch: 2 [41216/45000]	Loss: 2.0524	LR: 0.100000
Training Epoch: 2 [41472/45000]	Loss: 1.9962	LR: 0.100000
Training Epoch: 2 [41728/45000]	Loss: 2.1145	LR: 0.100000
Training Epoch: 2 [41984/45000]	Loss: 2.0636	LR: 0.100000
Training Epoch: 2 [42240/45000]	Loss: 2.2015	LR: 0.100000
Training Epoch: 2 [42496/45000]	Loss: 2.1017	LR: 0.100000
Training Epoch: 2 [42752/45000]	Loss: 1.9975	LR: 0.100000
Training Epoch: 2 [43008/45000]	Loss: 2.0370	LR: 0.100000
Training Epoch: 2 [43264/45000]	Loss: 2.0838	LR: 0.100000
Training Epoch: 2 [43520/45000]	Loss: 2.0882	LR: 0.100000
Training Epoch: 2 [43776/45000]	Loss: 2.0886	LR: 0.100000
Training Epoch: 2 [44032/45000]	Loss: 2.0601	LR: 0.100000
Training Epoch: 2 [44288/45000]	Loss: 2.0585	LR: 0.100000
Training Epoch: 2 [44544/45000]	Loss: 2.0791	LR: 0.100000
Training Epoch: 2 [44800/45000]	Loss: 2.0888	LR: 0.100000
Training Epoch: 2 [45000/45000]	Loss: 2.1329	LR: 0.100000
Epoch 2 - Average Train Loss: 2.1856, Train Accuracy: 0.3172
Epoch 2 training time consumed: 24.51s
Evaluating Network.....
Test set: Epoch: 2, Average loss: 0.0096, Accuracy: 0.2869, Time consumed:0.93s
Saving weights file to checkpoint/retrain/AllCNN/Monday_14_July_2025_02h_05m_14s/AllCNN-Cifar20-seed6-ret100-2-best.pth
Training Epoch: 3 [256/45000]	Loss: 2.0421	LR: 0.100000
Training Epoch: 3 [512/45000]	Loss: 2.0616	LR: 0.100000
Training Epoch: 3 [768/45000]	Loss: 2.1281	LR: 0.100000
Training Epoch: 3 [1024/45000]	Loss: 2.0078	LR: 0.100000
Training Epoch: 3 [1280/45000]	Loss: 2.1336	LR: 0.100000
Training Epoch: 3 [1536/45000]	Loss: 2.1041	LR: 0.100000
Training Epoch: 3 [1792/45000]	Loss: 2.0259	LR: 0.100000
Training Epoch: 3 [2048/45000]	Loss: 1.9976	LR: 0.100000
Training Epoch: 3 [2304/45000]	Loss: 2.0227	LR: 0.100000
Training Epoch: 3 [2560/45000]	Loss: 1.9899	LR: 0.100000
Training Epoch: 3 [2816/45000]	Loss: 2.0972	LR: 0.100000
Training Epoch: 3 [3072/45000]	Loss: 2.0269	LR: 0.100000
Training Epoch: 3 [3328/45000]	Loss: 2.0351	LR: 0.100000
Training Epoch: 3 [3584/45000]	Loss: 2.0635	LR: 0.100000
Training Epoch: 3 [3840/45000]	Loss: 1.9697	LR: 0.100000
Training Epoch: 3 [4096/45000]	Loss: 1.9917	LR: 0.100000
Training Epoch: 3 [4352/45000]	Loss: 1.9165	LR: 0.100000
Training Epoch: 3 [4608/45000]	Loss: 2.1080	LR: 0.100000
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Training Epoch: 3 [5120/45000]	Loss: 2.0272	LR: 0.100000
Training Epoch: 3 [5376/45000]	Loss: 2.1079	LR: 0.100000
Training Epoch: 3 [5632/45000]	Loss: 2.0803	LR: 0.100000
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Training Epoch: 3 [19200/45000]	Loss: 1.9483	LR: 0.100000
Training Epoch: 3 [19456/45000]	Loss: 1.8542	LR: 0.100000
Training Epoch: 3 [19712/45000]	Loss: 1.7421	LR: 0.100000
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Training Epoch: 3 [25856/45000]	Loss: 2.0768	LR: 0.100000
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Training Epoch: 3 [26368/45000]	Loss: 2.0319	LR: 0.100000
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Training Epoch: 3 [26880/45000]	Loss: 2.0102	LR: 0.100000
Training Epoch: 3 [27136/45000]	Loss: 2.0445	LR: 0.100000
Training Epoch: 3 [27392/45000]	Loss: 1.8629	LR: 0.100000
Training Epoch: 3 [27648/45000]	Loss: 1.9022	LR: 0.100000
Training Epoch: 3 [27904/45000]	Loss: 1.9916	LR: 0.100000
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Training Epoch: 3 [28416/45000]	Loss: 1.9950	LR: 0.100000
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Training Epoch: 3 [29440/45000]	Loss: 1.8928	LR: 0.100000
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Training Epoch: 3 [29952/45000]	Loss: 1.9511	LR: 0.100000
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Training Epoch: 3 [36352/45000]	Loss: 1.9064	LR: 0.100000
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Training Epoch: 3 [37376/45000]	Loss: 1.9014	LR: 0.100000
Training Epoch: 3 [37632/45000]	Loss: 2.0187	LR: 0.100000
Training Epoch: 3 [37888/45000]	Loss: 1.7967	LR: 0.100000
Training Epoch: 3 [38144/45000]	Loss: 1.8124	LR: 0.100000
Training Epoch: 3 [38400/45000]	Loss: 1.7975	LR: 0.100000
Training Epoch: 3 [38656/45000]	Loss: 1.8345	LR: 0.100000
Training Epoch: 3 [38912/45000]	Loss: 1.8875	LR: 0.100000
Training Epoch: 3 [39168/45000]	Loss: 1.8847	LR: 0.100000
Training Epoch: 3 [39424/45000]	Loss: 1.8065	LR: 0.100000
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Training Epoch: 3 [40192/45000]	Loss: 1.7117	LR: 0.100000
Training Epoch: 3 [40448/45000]	Loss: 1.8662	LR: 0.100000
Training Epoch: 3 [40704/45000]	Loss: 1.7288	LR: 0.100000
Training Epoch: 3 [40960/45000]	Loss: 1.8807	LR: 0.100000
Training Epoch: 3 [41216/45000]	Loss: 1.9682	LR: 0.100000
Training Epoch: 3 [41472/45000]	Loss: 1.9946	LR: 0.100000
Training Epoch: 3 [41728/45000]	Loss: 1.7425	LR: 0.100000
Training Epoch: 3 [41984/45000]	Loss: 1.9542	LR: 0.100000
Training Epoch: 3 [42240/45000]	Loss: 2.0019	LR: 0.100000
Training Epoch: 3 [42496/45000]	Loss: 1.8376	LR: 0.100000
Training Epoch: 3 [42752/45000]	Loss: 1.8511	LR: 0.100000
Training Epoch: 3 [43008/45000]	Loss: 1.8976	LR: 0.100000
Training Epoch: 3 [43264/45000]	Loss: 1.9469	LR: 0.100000
Training Epoch: 3 [43520/45000]	Loss: 1.8280	LR: 0.100000
Training Epoch: 3 [43776/45000]	Loss: 1.9382	LR: 0.100000
Training Epoch: 3 [44032/45000]	Loss: 2.0259	LR: 0.100000
Training Epoch: 3 [44288/45000]	Loss: 1.9882	LR: 0.100000
Training Epoch: 3 [44544/45000]	Loss: 1.8370	LR: 0.100000
Training Epoch: 3 [44800/45000]	Loss: 1.8116	LR: 0.100000
Training Epoch: 3 [45000/45000]	Loss: 1.9747	LR: 0.100000
Epoch 3 - Average Train Loss: 1.9570, Train Accuracy: 0.3894
Epoch 3 training time consumed: 24.53s
Evaluating Network.....
Test set: Epoch: 3, Average loss: 0.0083, Accuracy: 0.3651, Time consumed:0.87s
Saving weights file to checkpoint/retrain/AllCNN/Monday_14_July_2025_02h_05m_14s/AllCNN-Cifar20-seed6-ret100-3-best.pth
Training Epoch: 4 [256/45000]	Loss: 1.8851	LR: 0.100000
Training Epoch: 4 [512/45000]	Loss: 1.8443	LR: 0.100000
Training Epoch: 4 [768/45000]	Loss: 1.9887	LR: 0.100000
Training Epoch: 4 [1024/45000]	Loss: 1.7438	LR: 0.100000
Training Epoch: 4 [1280/45000]	Loss: 1.7037	LR: 0.100000
Training Epoch: 4 [1536/45000]	Loss: 1.8901	LR: 0.100000
Training Epoch: 4 [1792/45000]	Loss: 1.8619	LR: 0.100000
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Training Epoch: 4 [43264/45000]	Loss: 1.6733	LR: 0.100000
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Training Epoch: 4 [43776/45000]	Loss: 1.6992	LR: 0.100000
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Training Epoch: 4 [44800/45000]	Loss: 1.7023	LR: 0.100000
Training Epoch: 4 [45000/45000]	Loss: 1.5965	LR: 0.100000
Epoch 4 - Average Train Loss: 1.7838, Train Accuracy: 0.4370
Epoch 4 training time consumed: 24.55s
Evaluating Network.....
Test set: Epoch: 4, Average loss: 0.0073, Accuracy: 0.4459, Time consumed:0.96s
Saving weights file to checkpoint/retrain/AllCNN/Monday_14_July_2025_02h_05m_14s/AllCNN-Cifar20-seed6-ret100-4-best.pth
Training Epoch: 5 [256/45000]	Loss: 1.7321	LR: 0.100000
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Training Epoch: 5 [32256/45000]	Loss: 1.6642	LR: 0.100000
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Training Epoch: 5 [42496/45000]	Loss: 1.5393	LR: 0.100000
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Training Epoch: 5 [43264/45000]	Loss: 1.6920	LR: 0.100000
Training Epoch: 5 [43520/45000]	Loss: 1.5824	LR: 0.100000
Training Epoch: 5 [43776/45000]	Loss: 1.5882	LR: 0.100000
Training Epoch: 5 [44032/45000]	Loss: 1.6459	LR: 0.100000
Training Epoch: 5 [44288/45000]	Loss: 1.5594	LR: 0.100000
Training Epoch: 5 [44544/45000]	Loss: 1.6926	LR: 0.100000
Training Epoch: 5 [44800/45000]	Loss: 1.5297	LR: 0.100000
Training Epoch: 5 [45000/45000]	Loss: 1.4334	LR: 0.100000
Epoch 5 - Average Train Loss: 1.6297, Train Accuracy: 0.4831
Epoch 5 training time consumed: 24.76s
Evaluating Network.....
Test set: Epoch: 5, Average loss: 0.0072, Accuracy: 0.4633, Time consumed:0.93s
Saving weights file to checkpoint/retrain/AllCNN/Monday_14_July_2025_02h_05m_14s/AllCNN-Cifar20-seed6-ret100-5-best.pth
Training Epoch: 6 [256/45000]	Loss: 1.4643	LR: 0.100000
Training Epoch: 6 [512/45000]	Loss: 1.5528	LR: 0.100000
Training Epoch: 6 [768/45000]	Loss: 1.5265	LR: 0.100000
Training Epoch: 6 [1024/45000]	Loss: 1.5355	LR: 0.100000
Training Epoch: 6 [1280/45000]	Loss: 1.5361	LR: 0.100000
Training Epoch: 6 [1536/45000]	Loss: 1.4938	LR: 0.100000
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Training Epoch: 6 [4352/45000]	Loss: 1.5891	LR: 0.100000
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Training Epoch: 6 [38912/45000]	Loss: 1.4808	LR: 0.100000
Training Epoch: 6 [39168/45000]	Loss: 1.3732	LR: 0.100000
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Training Epoch: 6 [39936/45000]	Loss: 1.5872	LR: 0.100000
Training Epoch: 6 [40192/45000]	Loss: 1.5639	LR: 0.100000
Training Epoch: 6 [40448/45000]	Loss: 1.4565	LR: 0.100000
Training Epoch: 6 [40704/45000]	Loss: 1.5711	LR: 0.100000
Training Epoch: 6 [40960/45000]	Loss: 1.4638	LR: 0.100000
Training Epoch: 6 [41216/45000]	Loss: 1.4960	LR: 0.100000
Training Epoch: 6 [41472/45000]	Loss: 1.3530	LR: 0.100000
Training Epoch: 6 [41728/45000]	Loss: 1.4844	LR: 0.100000
Training Epoch: 6 [41984/45000]	Loss: 1.4419	LR: 0.100000
Training Epoch: 6 [42240/45000]	Loss: 1.3157	LR: 0.100000
Training Epoch: 6 [42496/45000]	Loss: 1.4035	LR: 0.100000
Training Epoch: 6 [42752/45000]	Loss: 1.4875	LR: 0.100000
Training Epoch: 6 [43008/45000]	Loss: 1.4433	LR: 0.100000
Training Epoch: 6 [43264/45000]	Loss: 1.6601	LR: 0.100000
Training Epoch: 6 [43520/45000]	Loss: 1.3862	LR: 0.100000
Training Epoch: 6 [43776/45000]	Loss: 1.4396	LR: 0.100000
Training Epoch: 6 [44032/45000]	Loss: 1.3641	LR: 0.100000
Training Epoch: 6 [44288/45000]	Loss: 1.4737	LR: 0.100000
Training Epoch: 6 [44544/45000]	Loss: 1.4916	LR: 0.100000
Training Epoch: 6 [44800/45000]	Loss: 1.3202	LR: 0.100000
Training Epoch: 6 [45000/45000]	Loss: 1.3803	LR: 0.100000
Epoch 6 - Average Train Loss: 1.5058, Train Accuracy: 0.5229
Epoch 6 training time consumed: 24.64s
Evaluating Network.....
Test set: Epoch: 6, Average loss: 0.0065, Accuracy: 0.4931, Time consumed:0.87s
Saving weights file to checkpoint/retrain/AllCNN/Monday_14_July_2025_02h_05m_14s/AllCNN-Cifar20-seed6-ret100-6-best.pth
Training Epoch: 7 [256/45000]	Loss: 1.4923	LR: 0.100000
Training Epoch: 7 [512/45000]	Loss: 1.4855	LR: 0.100000
Training Epoch: 7 [768/45000]	Loss: 1.4082	LR: 0.100000
Training Epoch: 7 [1024/45000]	Loss: 1.2218	LR: 0.100000
Training Epoch: 7 [1280/45000]	Loss: 1.4888	LR: 0.100000
Training Epoch: 7 [1536/45000]	Loss: 1.4093	LR: 0.100000
Training Epoch: 7 [1792/45000]	Loss: 1.3438	LR: 0.100000
Training Epoch: 7 [2048/45000]	Loss: 1.3683	LR: 0.100000
Training Epoch: 7 [2304/45000]	Loss: 1.5107	LR: 0.100000
Training Epoch: 7 [2560/45000]	Loss: 1.4708	LR: 0.100000
Training Epoch: 7 [2816/45000]	Loss: 1.4018	LR: 0.100000
Training Epoch: 7 [3072/45000]	Loss: 1.3710	LR: 0.100000
Training Epoch: 7 [3328/45000]	Loss: 1.3355	LR: 0.100000
Training Epoch: 7 [3584/45000]	Loss: 1.4029	LR: 0.100000
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Training Epoch: 7 [16896/45000]	Loss: 1.3253	LR: 0.100000
Training Epoch: 7 [17152/45000]	Loss: 1.3896	LR: 0.100000
Training Epoch: 7 [17408/45000]	Loss: 1.4030	LR: 0.100000
Training Epoch: 7 [17664/45000]	Loss: 1.3676	LR: 0.100000
Training Epoch: 7 [17920/45000]	Loss: 1.2457	LR: 0.100000
Training Epoch: 7 [18176/45000]	Loss: 1.3967	LR: 0.100000
Training Epoch: 7 [18432/45000]	Loss: 1.3846	LR: 0.100000
Training Epoch: 7 [18688/45000]	Loss: 1.3730	LR: 0.100000
Training Epoch: 7 [18944/45000]	Loss: 1.2642	LR: 0.100000
Training Epoch: 7 [19200/45000]	Loss: 1.4007	LR: 0.100000
Training Epoch: 7 [19456/45000]	Loss: 1.3894	LR: 0.100000
Training Epoch: 7 [19712/45000]	Loss: 1.2968	LR: 0.100000
Training Epoch: 7 [19968/45000]	Loss: 1.5111	LR: 0.100000
Training Epoch: 7 [20224/45000]	Loss: 1.3042	LR: 0.100000
Training Epoch: 7 [20480/45000]	Loss: 1.3448	LR: 0.100000
Training Epoch: 7 [20736/45000]	Loss: 1.3911	LR: 0.100000
Training Epoch: 7 [20992/45000]	Loss: 1.4013	LR: 0.100000
Training Epoch: 7 [21248/45000]	Loss: 1.3450	LR: 0.100000
Training Epoch: 7 [21504/45000]	Loss: 1.3793	LR: 0.100000
Training Epoch: 7 [21760/45000]	Loss: 1.4366	LR: 0.100000
Training Epoch: 7 [22016/45000]	Loss: 1.4719	LR: 0.100000
Training Epoch: 7 [22272/45000]	Loss: 1.4363	LR: 0.100000
Training Epoch: 7 [22528/45000]	Loss: 1.3384	LR: 0.100000
Training Epoch: 7 [22784/45000]	Loss: 1.3981	LR: 0.100000
Training Epoch: 7 [23040/45000]	Loss: 1.2973	LR: 0.100000
Training Epoch: 7 [23296/45000]	Loss: 1.3147	LR: 0.100000
Training Epoch: 7 [23552/45000]	Loss: 1.4274	LR: 0.100000
Training Epoch: 7 [23808/45000]	Loss: 1.4667	LR: 0.100000
Training Epoch: 7 [24064/45000]	Loss: 1.3553	LR: 0.100000
Training Epoch: 7 [24320/45000]	Loss: 1.4858	LR: 0.100000
Training Epoch: 7 [24576/45000]	Loss: 1.4329	LR: 0.100000
Training Epoch: 7 [24832/45000]	Loss: 1.4349	LR: 0.100000
Training Epoch: 7 [25088/45000]	Loss: 1.4344	LR: 0.100000
Training Epoch: 7 [25344/45000]	Loss: 1.4890	LR: 0.100000
Training Epoch: 7 [25600/45000]	Loss: 1.4307	LR: 0.100000
Training Epoch: 7 [25856/45000]	Loss: 1.4102	LR: 0.100000
Training Epoch: 7 [26112/45000]	Loss: 1.2953	LR: 0.100000
Training Epoch: 7 [26368/45000]	Loss: 1.3918	LR: 0.100000
Training Epoch: 7 [26624/45000]	Loss: 1.3826	LR: 0.100000
Training Epoch: 7 [26880/45000]	Loss: 1.3181	LR: 0.100000
Training Epoch: 7 [27136/45000]	Loss: 1.4373	LR: 0.100000
Training Epoch: 7 [27392/45000]	Loss: 1.3772	LR: 0.100000
Training Epoch: 7 [27648/45000]	Loss: 1.3047	LR: 0.100000
Training Epoch: 7 [27904/45000]	Loss: 1.3710	LR: 0.100000
Training Epoch: 7 [28160/45000]	Loss: 1.4088	LR: 0.100000
Training Epoch: 7 [28416/45000]	Loss: 1.4585	LR: 0.100000
Training Epoch: 7 [28672/45000]	Loss: 1.3387	LR: 0.100000
Training Epoch: 7 [28928/45000]	Loss: 1.3709	LR: 0.100000
Training Epoch: 7 [29184/45000]	Loss: 1.4752	LR: 0.100000
Training Epoch: 7 [29440/45000]	Loss: 1.4903	LR: 0.100000
Training Epoch: 7 [29696/45000]	Loss: 1.4528	LR: 0.100000
Training Epoch: 7 [29952/45000]	Loss: 1.4208	LR: 0.100000
Training Epoch: 7 [30208/45000]	Loss: 1.3577	LR: 0.100000
Training Epoch: 7 [30464/45000]	Loss: 1.2548	LR: 0.100000
Training Epoch: 7 [30720/45000]	Loss: 1.4294	LR: 0.100000
Training Epoch: 7 [30976/45000]	Loss: 1.4603	LR: 0.100000
Training Epoch: 7 [31232/45000]	Loss: 1.2376	LR: 0.100000
Training Epoch: 7 [31488/45000]	Loss: 1.2560	LR: 0.100000
Training Epoch: 7 [31744/45000]	Loss: 1.3681	LR: 0.100000
Training Epoch: 7 [32000/45000]	Loss: 1.5278	LR: 0.100000
Training Epoch: 7 [32256/45000]	Loss: 1.3750	LR: 0.100000
Training Epoch: 7 [32512/45000]	Loss: 1.4261	LR: 0.100000
Training Epoch: 7 [32768/45000]	Loss: 1.3331	LR: 0.100000
Training Epoch: 7 [33024/45000]	Loss: 1.3695	LR: 0.100000
Training Epoch: 7 [33280/45000]	Loss: 1.3451	LR: 0.100000
Training Epoch: 7 [33536/45000]	Loss: 1.5207	LR: 0.100000
Training Epoch: 7 [33792/45000]	Loss: 1.4945	LR: 0.100000
Training Epoch: 7 [34048/45000]	Loss: 1.4465	LR: 0.100000
Training Epoch: 7 [34304/45000]	Loss: 1.3935	LR: 0.100000
Training Epoch: 7 [34560/45000]	Loss: 1.3193	LR: 0.100000
Training Epoch: 7 [34816/45000]	Loss: 1.5626	LR: 0.100000
Training Epoch: 7 [35072/45000]	Loss: 1.3892	LR: 0.100000
Training Epoch: 7 [35328/45000]	Loss: 1.4845	LR: 0.100000
Training Epoch: 7 [35584/45000]	Loss: 1.1026	LR: 0.100000
Training Epoch: 7 [35840/45000]	Loss: 1.3469	LR: 0.100000
Training Epoch: 7 [36096/45000]	Loss: 1.3371	LR: 0.100000
Training Epoch: 7 [36352/45000]	Loss: 1.4013	LR: 0.100000
Training Epoch: 7 [36608/45000]	Loss: 1.3253	LR: 0.100000
Training Epoch: 7 [36864/45000]	Loss: 1.4218	LR: 0.100000
Training Epoch: 7 [37120/45000]	Loss: 1.4242	LR: 0.100000
Training Epoch: 7 [37376/45000]	Loss: 1.4368	LR: 0.100000
Training Epoch: 7 [37632/45000]	Loss: 1.4669	LR: 0.100000
Training Epoch: 7 [37888/45000]	Loss: 1.2845	LR: 0.100000
Training Epoch: 7 [38144/45000]	Loss: 1.4959	LR: 0.100000
Training Epoch: 7 [38400/45000]	Loss: 1.3184	LR: 0.100000
Training Epoch: 7 [38656/45000]	Loss: 1.3188	LR: 0.100000
Training Epoch: 7 [38912/45000]	Loss: 1.4106	LR: 0.100000
Training Epoch: 7 [39168/45000]	Loss: 1.3964	LR: 0.100000
Training Epoch: 7 [39424/45000]	Loss: 1.5917	LR: 0.100000
Training Epoch: 7 [39680/45000]	Loss: 1.2998	LR: 0.100000
Training Epoch: 7 [39936/45000]	Loss: 1.4280	LR: 0.100000
Training Epoch: 7 [40192/45000]	Loss: 1.5470	LR: 0.100000
Training Epoch: 7 [40448/45000]	Loss: 1.3841	LR: 0.100000
Training Epoch: 7 [40704/45000]	Loss: 1.2323	LR: 0.100000
Training Epoch: 7 [40960/45000]	Loss: 1.4760	LR: 0.100000
Training Epoch: 7 [41216/45000]	Loss: 1.2536	LR: 0.100000
Training Epoch: 7 [41472/45000]	Loss: 1.3951	LR: 0.100000
Training Epoch: 7 [41728/45000]	Loss: 1.2108	LR: 0.100000
Training Epoch: 7 [41984/45000]	Loss: 1.3071	LR: 0.100000
Training Epoch: 7 [42240/45000]	Loss: 1.4680	LR: 0.100000
Training Epoch: 7 [42496/45000]	Loss: 1.4399	LR: 0.100000
Training Epoch: 7 [42752/45000]	Loss: 1.5066	LR: 0.100000
Training Epoch: 7 [43008/45000]	Loss: 1.2146	LR: 0.100000
Training Epoch: 7 [43264/45000]	Loss: 1.2519	LR: 0.100000
Training Epoch: 7 [43520/45000]	Loss: 1.4083	LR: 0.100000
Training Epoch: 7 [43776/45000]	Loss: 1.6000	LR: 0.100000
Training Epoch: 7 [44032/45000]	Loss: 1.4467	LR: 0.100000
Training Epoch: 7 [44288/45000]	Loss: 1.3615	LR: 0.100000
Training Epoch: 7 [44544/45000]	Loss: 1.3460	LR: 0.100000
Training Epoch: 7 [44800/45000]	Loss: 1.3469	LR: 0.100000
Training Epoch: 7 [45000/45000]	Loss: 1.2518	LR: 0.100000
Epoch 7 - Average Train Loss: 1.3915, Train Accuracy: 0.5582
Epoch 7 training time consumed: 24.83s
Evaluating Network.....
Test set: Epoch: 7, Average loss: 0.0068, Accuracy: 0.4754, Time consumed:0.90s
Training Epoch: 8 [256/45000]	Loss: 1.2296	LR: 0.100000
Training Epoch: 8 [512/45000]	Loss: 1.2736	LR: 0.100000
Training Epoch: 8 [768/45000]	Loss: 1.3446	LR: 0.100000
Training Epoch: 8 [1024/45000]	Loss: 1.3151	LR: 0.100000
Training Epoch: 8 [1280/45000]	Loss: 1.2904	LR: 0.100000
Training Epoch: 8 [1536/45000]	Loss: 1.3327	LR: 0.100000
Training Epoch: 8 [1792/45000]	Loss: 1.3163	LR: 0.100000
Training Epoch: 8 [2048/45000]	Loss: 1.2887	LR: 0.100000
Training Epoch: 8 [2304/45000]	Loss: 1.1972	LR: 0.100000
Training Epoch: 8 [2560/45000]	Loss: 1.3573	LR: 0.100000
Training Epoch: 8 [2816/45000]	Loss: 1.2266	LR: 0.100000
Training Epoch: 8 [3072/45000]	Loss: 1.1850	LR: 0.100000
Training Epoch: 8 [3328/45000]	Loss: 1.3237	LR: 0.100000
Training Epoch: 8 [3584/45000]	Loss: 1.3040	LR: 0.100000
Training Epoch: 8 [3840/45000]	Loss: 1.3799	LR: 0.100000
Training Epoch: 8 [4096/45000]	Loss: 1.2773	LR: 0.100000
Training Epoch: 8 [4352/45000]	Loss: 1.2609	LR: 0.100000
Training Epoch: 8 [4608/45000]	Loss: 1.3051	LR: 0.100000
Training Epoch: 8 [4864/45000]	Loss: 1.2803	LR: 0.100000
Training Epoch: 8 [5120/45000]	Loss: 1.4066	LR: 0.100000
Training Epoch: 8 [5376/45000]	Loss: 1.3315	LR: 0.100000
Training Epoch: 8 [5632/45000]	Loss: 1.3625	LR: 0.100000
Training Epoch: 8 [5888/45000]	Loss: 1.3739	LR: 0.100000
Training Epoch: 8 [6144/45000]	Loss: 1.3460	LR: 0.100000
Training Epoch: 8 [6400/45000]	Loss: 1.2460	LR: 0.100000
Training Epoch: 8 [6656/45000]	Loss: 1.4385	LR: 0.100000
Training Epoch: 8 [6912/45000]	Loss: 1.3415	LR: 0.100000
Training Epoch: 8 [7168/45000]	Loss: 1.3935	LR: 0.100000
Training Epoch: 8 [7424/45000]	Loss: 1.4581	LR: 0.100000
Training Epoch: 8 [7680/45000]	Loss: 1.3212	LR: 0.100000
Training Epoch: 8 [7936/45000]	Loss: 1.2404	LR: 0.100000
Training Epoch: 8 [8192/45000]	Loss: 1.3165	LR: 0.100000
Training Epoch: 8 [8448/45000]	Loss: 1.3575	LR: 0.100000
Training Epoch: 8 [8704/45000]	Loss: 1.2470	LR: 0.100000
Training Epoch: 8 [8960/45000]	Loss: 1.3202	LR: 0.100000
Training Epoch: 8 [9216/45000]	Loss: 1.3610	LR: 0.100000
Training Epoch: 8 [9472/45000]	Loss: 1.2271	LR: 0.100000
Training Epoch: 8 [9728/45000]	Loss: 1.3080	LR: 0.100000
Training Epoch: 8 [9984/45000]	Loss: 1.2662	LR: 0.100000
Training Epoch: 8 [10240/45000]	Loss: 1.2459	LR: 0.100000
Training Epoch: 8 [10496/45000]	Loss: 1.5472	LR: 0.100000
Training Epoch: 8 [10752/45000]	Loss: 1.2352	LR: 0.100000
Training Epoch: 8 [11008/45000]	Loss: 1.3034	LR: 0.100000
Training Epoch: 8 [11264/45000]	Loss: 1.2272	LR: 0.100000
Training Epoch: 8 [11520/45000]	Loss: 1.4908	LR: 0.100000
Training Epoch: 8 [11776/45000]	Loss: 1.4950	LR: 0.100000
Training Epoch: 8 [12032/45000]	Loss: 1.2977	LR: 0.100000
Training Epoch: 8 [12288/45000]	Loss: 1.3311	LR: 0.100000
Training Epoch: 8 [12544/45000]	Loss: 1.3234	LR: 0.100000
Training Epoch: 8 [12800/45000]	Loss: 1.3753	LR: 0.100000
Training Epoch: 8 [13056/45000]	Loss: 1.3128	LR: 0.100000
Training Epoch: 8 [13312/45000]	Loss: 1.3200	LR: 0.100000
Training Epoch: 8 [13568/45000]	Loss: 1.2893	LR: 0.100000
Training Epoch: 8 [13824/45000]	Loss: 1.2273	LR: 0.100000
Training Epoch: 8 [14080/45000]	Loss: 1.1679	LR: 0.100000
Training Epoch: 8 [14336/45000]	Loss: 1.2632	LR: 0.100000
Training Epoch: 8 [14592/45000]	Loss: 1.2428	LR: 0.100000
Training Epoch: 8 [14848/45000]	Loss: 1.3781	LR: 0.100000
Training Epoch: 8 [15104/45000]	Loss: 1.3461	LR: 0.100000
Training Epoch: 8 [15360/45000]	Loss: 1.3360	LR: 0.100000
Training Epoch: 8 [15616/45000]	Loss: 1.3499	LR: 0.100000
Training Epoch: 8 [15872/45000]	Loss: 1.2237	LR: 0.100000
Training Epoch: 8 [16128/45000]	Loss: 1.2480	LR: 0.100000
Training Epoch: 8 [16384/45000]	Loss: 1.2864	LR: 0.100000
Training Epoch: 8 [16640/45000]	Loss: 1.3133	LR: 0.100000
Training Epoch: 8 [16896/45000]	Loss: 1.2384	LR: 0.100000
Training Epoch: 8 [17152/45000]	Loss: 1.4432	LR: 0.100000
Training Epoch: 8 [17408/45000]	Loss: 1.2560	LR: 0.100000
Training Epoch: 8 [17664/45000]	Loss: 1.3501	LR: 0.100000
Training Epoch: 8 [17920/45000]	Loss: 1.2699	LR: 0.100000
Training Epoch: 8 [18176/45000]	Loss: 1.2317	LR: 0.100000
Training Epoch: 8 [18432/45000]	Loss: 1.1928	LR: 0.100000
Training Epoch: 8 [18688/45000]	Loss: 1.3203	LR: 0.100000
Training Epoch: 8 [18944/45000]	Loss: 1.2683	LR: 0.100000
Training Epoch: 8 [19200/45000]	Loss: 1.3363	LR: 0.100000
Training Epoch: 8 [19456/45000]	Loss: 1.3375	LR: 0.100000
Training Epoch: 8 [19712/45000]	Loss: 1.3968	LR: 0.100000
Training Epoch: 8 [19968/45000]	Loss: 1.4146	LR: 0.100000
Training Epoch: 8 [20224/45000]	Loss: 1.3388	LR: 0.100000
Training Epoch: 8 [20480/45000]	Loss: 1.3257	LR: 0.100000
Training Epoch: 8 [20736/45000]	Loss: 1.4977	LR: 0.100000
Training Epoch: 8 [20992/45000]	Loss: 1.3732	LR: 0.100000
Training Epoch: 8 [21248/45000]	Loss: 1.1122	LR: 0.100000
Training Epoch: 8 [21504/45000]	Loss: 1.3114	LR: 0.100000
Training Epoch: 8 [21760/45000]	Loss: 1.3005	LR: 0.100000
Training Epoch: 8 [22016/45000]	Loss: 1.3110	LR: 0.100000
Training Epoch: 8 [22272/45000]	Loss: 1.4075	LR: 0.100000
Training Epoch: 8 [22528/45000]	Loss: 1.2883	LR: 0.100000
Training Epoch: 8 [22784/45000]	Loss: 1.3697	LR: 0.100000
Training Epoch: 8 [23040/45000]	Loss: 1.3606	LR: 0.100000
Training Epoch: 8 [23296/45000]	Loss: 1.1440	LR: 0.100000
Training Epoch: 8 [23552/45000]	Loss: 1.2479	LR: 0.100000
Training Epoch: 8 [23808/45000]	Loss: 1.3566	LR: 0.100000
Training Epoch: 8 [24064/45000]	Loss: 1.2052	LR: 0.100000
Training Epoch: 8 [24320/45000]	Loss: 1.4612	LR: 0.100000
Training Epoch: 8 [24576/45000]	Loss: 1.1875	LR: 0.100000
Training Epoch: 8 [24832/45000]	Loss: 1.2413	LR: 0.100000
Training Epoch: 8 [25088/45000]	Loss: 1.2999	LR: 0.100000
Training Epoch: 8 [25344/45000]	Loss: 1.3199	LR: 0.100000
Training Epoch: 8 [25600/45000]	Loss: 1.3631	LR: 0.100000
Training Epoch: 8 [25856/45000]	Loss: 1.3027	LR: 0.100000
Training Epoch: 8 [26112/45000]	Loss: 1.3603	LR: 0.100000
Training Epoch: 8 [26368/45000]	Loss: 1.2751	LR: 0.100000
Training Epoch: 8 [26624/45000]	Loss: 1.3692	LR: 0.100000
Training Epoch: 8 [26880/45000]	Loss: 1.3064	LR: 0.100000
Training Epoch: 8 [27136/45000]	Loss: 1.4678	LR: 0.100000
Training Epoch: 8 [27392/45000]	Loss: 1.3341	LR: 0.100000
Training Epoch: 8 [27648/45000]	Loss: 1.3569	LR: 0.100000
Training Epoch: 8 [27904/45000]	Loss: 1.2113	LR: 0.100000
Training Epoch: 8 [28160/45000]	Loss: 1.2640	LR: 0.100000
Training Epoch: 8 [28416/45000]	Loss: 1.1868	LR: 0.100000
Training Epoch: 8 [28672/45000]	Loss: 1.1981	LR: 0.100000
Training Epoch: 8 [28928/45000]	Loss: 1.3117	LR: 0.100000
Training Epoch: 8 [29184/45000]	Loss: 1.2528	LR: 0.100000
Training Epoch: 8 [29440/45000]	Loss: 1.2705	LR: 0.100000
Training Epoch: 8 [29696/45000]	Loss: 1.2682	LR: 0.100000
Training Epoch: 8 [29952/45000]	Loss: 1.1522	LR: 0.100000
Training Epoch: 8 [30208/45000]	Loss: 1.2996	LR: 0.100000
Training Epoch: 8 [30464/45000]	Loss: 1.2587	LR: 0.100000
Training Epoch: 8 [30720/45000]	Loss: 1.2295	LR: 0.100000
Training Epoch: 8 [30976/45000]	Loss: 1.4478	LR: 0.100000
Training Epoch: 8 [31232/45000]	Loss: 1.3657	LR: 0.100000
Training Epoch: 8 [31488/45000]	Loss: 1.4020	LR: 0.100000
Training Epoch: 8 [31744/45000]	Loss: 1.3714	LR: 0.100000
Training Epoch: 8 [32000/45000]	Loss: 1.3184	LR: 0.100000
Training Epoch: 8 [32256/45000]	Loss: 1.3952	LR: 0.100000
Training Epoch: 8 [32512/45000]	Loss: 1.3735	LR: 0.100000
Training Epoch: 8 [32768/45000]	Loss: 1.2629	LR: 0.100000
Training Epoch: 8 [33024/45000]	Loss: 1.3311	LR: 0.100000
Training Epoch: 8 [33280/45000]	Loss: 1.3842	LR: 0.100000
Training Epoch: 8 [33536/45000]	Loss: 1.0583	LR: 0.100000
Training Epoch: 8 [33792/45000]	Loss: 1.2815	LR: 0.100000
Training Epoch: 8 [34048/45000]	Loss: 1.2728	LR: 0.100000
Training Epoch: 8 [34304/45000]	Loss: 1.2743	LR: 0.100000
Training Epoch: 8 [34560/45000]	Loss: 1.4288	LR: 0.100000
Training Epoch: 8 [34816/45000]	Loss: 1.3244	LR: 0.100000
Training Epoch: 8 [35072/45000]	Loss: 1.2384	LR: 0.100000
Training Epoch: 8 [35328/45000]	Loss: 1.3737	LR: 0.100000
Training Epoch: 8 [35584/45000]	Loss: 1.2241	LR: 0.100000
Training Epoch: 8 [35840/45000]	Loss: 1.3721	LR: 0.100000
Training Epoch: 8 [36096/45000]	Loss: 1.3438	LR: 0.100000
Training Epoch: 8 [36352/45000]	Loss: 1.3844	LR: 0.100000
Training Epoch: 8 [36608/45000]	Loss: 1.2752	LR: 0.100000
Training Epoch: 8 [36864/45000]	Loss: 1.2630	LR: 0.100000
Training Epoch: 8 [37120/45000]	Loss: 1.2721	LR: 0.100000
Training Epoch: 8 [37376/45000]	Loss: 1.3186	LR: 0.100000
Training Epoch: 8 [37632/45000]	Loss: 1.2652	LR: 0.100000
Training Epoch: 8 [37888/45000]	Loss: 1.3767	LR: 0.100000
Training Epoch: 8 [38144/45000]	Loss: 1.3797	LR: 0.100000
Training Epoch: 8 [38400/45000]	Loss: 1.3832	LR: 0.100000
Training Epoch: 8 [38656/45000]	Loss: 1.2040	LR: 0.100000
Training Epoch: 8 [38912/45000]	Loss: 1.3518	LR: 0.100000
Training Epoch: 8 [39168/45000]	Loss: 1.2107	LR: 0.100000
Training Epoch: 8 [39424/45000]	Loss: 1.3469	LR: 0.100000
Training Epoch: 8 [39680/45000]	Loss: 1.2350	LR: 0.100000
Training Epoch: 8 [39936/45000]	Loss: 1.4100	LR: 0.100000
Training Epoch: 8 [40192/45000]	Loss: 1.3027	LR: 0.100000
Training Epoch: 8 [40448/45000]	Loss: 1.3803	LR: 0.100000
Training Epoch: 8 [40704/45000]	Loss: 1.2533	LR: 0.100000
Training Epoch: 8 [40960/45000]	Loss: 1.4131	LR: 0.100000
Training Epoch: 8 [41216/45000]	Loss: 1.2895	LR: 0.100000
Training Epoch: 8 [41472/45000]	Loss: 1.3113	LR: 0.100000
Training Epoch: 8 [41728/45000]	Loss: 1.3394	LR: 0.100000
Training Epoch: 8 [41984/45000]	Loss: 1.2377	LR: 0.100000
Training Epoch: 8 [42240/45000]	Loss: 1.1623	LR: 0.100000
Training Epoch: 8 [42496/45000]	Loss: 1.2246	LR: 0.100000
Training Epoch: 8 [42752/45000]	Loss: 1.3313	LR: 0.100000
Training Epoch: 8 [43008/45000]	Loss: 1.1517	LR: 0.100000
Training Epoch: 8 [43264/45000]	Loss: 1.2948	LR: 0.100000
Training Epoch: 8 [43520/45000]	Loss: 1.2576	LR: 0.100000
Training Epoch: 8 [43776/45000]	Loss: 1.2860	LR: 0.100000
Training Epoch: 8 [44032/45000]	Loss: 1.2931	LR: 0.100000
Training Epoch: 8 [44288/45000]	Loss: 1.3524	LR: 0.100000
Training Epoch: 8 [44544/45000]	Loss: 1.4276	LR: 0.100000
Training Epoch: 8 [44800/45000]	Loss: 1.3558	LR: 0.100000
Training Epoch: 8 [45000/45000]	Loss: 1.2259	LR: 0.100000
Epoch 8 - Average Train Loss: 1.3086, Train Accuracy: 0.5814
Epoch 8 training time consumed: 24.57s
Evaluating Network.....
Test set: Epoch: 8, Average loss: 0.0058, Accuracy: 0.5471, Time consumed:0.89s
Saving weights file to checkpoint/retrain/AllCNN/Monday_14_July_2025_02h_05m_14s/AllCNN-Cifar20-seed6-ret100-8-best.pth
Training Epoch: 9 [256/45000]	Loss: 1.3770	LR: 0.100000
Training Epoch: 9 [512/45000]	Loss: 1.1055	LR: 0.100000
Training Epoch: 9 [768/45000]	Loss: 1.2185	LR: 0.100000
Training Epoch: 9 [1024/45000]	Loss: 1.2320	LR: 0.100000
Training Epoch: 9 [1280/45000]	Loss: 1.1955	LR: 0.100000
Training Epoch: 9 [1536/45000]	Loss: 1.2788	LR: 0.100000
Training Epoch: 9 [1792/45000]	Loss: 1.2782	LR: 0.100000
Training Epoch: 9 [2048/45000]	Loss: 1.2643	LR: 0.100000
Training Epoch: 9 [2304/45000]	Loss: 1.2537	LR: 0.100000
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Training Epoch: 9 [45000/45000]	Loss: 1.0638	LR: 0.100000
Epoch 9 - Average Train Loss: 1.2289, Train Accuracy: 0.6049
Epoch 9 training time consumed: 24.56s
Evaluating Network.....
Test set: Epoch: 9, Average loss: 0.0056, Accuracy: 0.5743, Time consumed:0.93s
Saving weights file to checkpoint/retrain/AllCNN/Monday_14_July_2025_02h_05m_14s/AllCNN-Cifar20-seed6-ret100-9-best.pth
Training Epoch: 10 [256/45000]	Loss: 1.0337	LR: 0.100000
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Training Epoch: 10 [33024/45000]	Loss: 1.0902	LR: 0.100000
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Training Epoch: 10 [37376/45000]	Loss: 1.0916	LR: 0.100000
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Training Epoch: 10 [41984/45000]	Loss: 1.1899	LR: 0.100000
Training Epoch: 10 [42240/45000]	Loss: 1.1088	LR: 0.100000
Training Epoch: 10 [42496/45000]	Loss: 1.2373	LR: 0.100000
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Training Epoch: 10 [43008/45000]	Loss: 1.2866	LR: 0.100000
Training Epoch: 10 [43264/45000]	Loss: 1.1425	LR: 0.100000
Training Epoch: 10 [43520/45000]	Loss: 1.1011	LR: 0.100000
Training Epoch: 10 [43776/45000]	Loss: 1.0954	LR: 0.100000
Training Epoch: 10 [44032/45000]	Loss: 1.1460	LR: 0.100000
Training Epoch: 10 [44288/45000]	Loss: 1.0505	LR: 0.100000
Training Epoch: 10 [44544/45000]	Loss: 1.2409	LR: 0.100000
Training Epoch: 10 [44800/45000]	Loss: 0.9598	LR: 0.100000
Training Epoch: 10 [45000/45000]	Loss: 1.2798	LR: 0.100000
Epoch 10 - Average Train Loss: 1.1663, Train Accuracy: 0.6269
Epoch 10 training time consumed: 24.64s
Evaluating Network.....
Test set: Epoch: 10, Average loss: 0.0053, Accuracy: 0.5849, Time consumed:0.90s
Saving weights file to checkpoint/retrain/AllCNN/Monday_14_July_2025_02h_05m_14s/AllCNN-Cifar20-seed6-ret100-10-best.pth
Training Epoch: 11 [256/45000]	Loss: 1.0603	LR: 0.100000
Training Epoch: 11 [512/45000]	Loss: 1.0759	LR: 0.100000
Training Epoch: 11 [768/45000]	Loss: 1.0301	LR: 0.100000
Training Epoch: 11 [1024/45000]	Loss: 1.0374	LR: 0.100000
Training Epoch: 11 [1280/45000]	Loss: 1.0837	LR: 0.100000
Training Epoch: 11 [1536/45000]	Loss: 1.0230	LR: 0.100000
Training Epoch: 11 [1792/45000]	Loss: 1.3005	LR: 0.100000
Training Epoch: 11 [2048/45000]	Loss: 1.1454	LR: 0.100000
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Training Epoch: 11 [2560/45000]	Loss: 1.0718	LR: 0.100000
Training Epoch: 11 [2816/45000]	Loss: 1.0916	LR: 0.100000
Training Epoch: 11 [3072/45000]	Loss: 1.0420	LR: 0.100000
Training Epoch: 11 [3328/45000]	Loss: 1.1702	LR: 0.100000
Training Epoch: 11 [3584/45000]	Loss: 1.0431	LR: 0.100000
Training Epoch: 11 [3840/45000]	Loss: 1.2297	LR: 0.100000
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Training Epoch: 11 [4352/45000]	Loss: 1.0446	LR: 0.100000
Training Epoch: 11 [4608/45000]	Loss: 1.0847	LR: 0.100000
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Training Epoch: 11 [5376/45000]	Loss: 1.1577	LR: 0.100000
Training Epoch: 11 [5632/45000]	Loss: 1.1182	LR: 0.100000
Training Epoch: 11 [5888/45000]	Loss: 1.0714	LR: 0.100000
Training Epoch: 11 [6144/45000]	Loss: 1.0787	LR: 0.100000
Training Epoch: 11 [6400/45000]	Loss: 1.1602	LR: 0.100000
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Training Epoch: 11 [7168/45000]	Loss: 1.2099	LR: 0.100000
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Training Epoch: 11 [9216/45000]	Loss: 1.1517	LR: 0.100000
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Training Epoch: 11 [9984/45000]	Loss: 1.1427	LR: 0.100000
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Training Epoch: 11 [36608/45000]	Loss: 1.1245	LR: 0.100000
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Training Epoch: 11 [37120/45000]	Loss: 1.0954	LR: 0.100000
Training Epoch: 11 [37376/45000]	Loss: 1.0533	LR: 0.100000
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Training Epoch: 11 [38656/45000]	Loss: 1.2263	LR: 0.100000
Training Epoch: 11 [38912/45000]	Loss: 1.2471	LR: 0.100000
Training Epoch: 11 [39168/45000]	Loss: 1.1372	LR: 0.100000
Training Epoch: 11 [39424/45000]	Loss: 1.2049	LR: 0.100000
Training Epoch: 11 [39680/45000]	Loss: 1.0090	LR: 0.100000
Training Epoch: 11 [39936/45000]	Loss: 1.1455	LR: 0.100000
Training Epoch: 11 [40192/45000]	Loss: 1.0783	LR: 0.100000
Training Epoch: 11 [40448/45000]	Loss: 1.1995	LR: 0.100000
Training Epoch: 11 [40704/45000]	Loss: 1.0531	LR: 0.100000
Training Epoch: 11 [40960/45000]	Loss: 1.1558	LR: 0.100000
Training Epoch: 11 [41216/45000]	Loss: 1.0836	LR: 0.100000
Training Epoch: 11 [41472/45000]	Loss: 1.1482	LR: 0.100000
Training Epoch: 11 [41728/45000]	Loss: 1.1908	LR: 0.100000
Training Epoch: 11 [41984/45000]	Loss: 1.1047	LR: 0.100000
Training Epoch: 11 [42240/45000]	Loss: 1.1985	LR: 0.100000
Training Epoch: 11 [42496/45000]	Loss: 1.1945	LR: 0.100000
Training Epoch: 11 [42752/45000]	Loss: 1.2171	LR: 0.100000
Training Epoch: 11 [43008/45000]	Loss: 1.2216	LR: 0.100000
Training Epoch: 11 [43264/45000]	Loss: 1.0766	LR: 0.100000
Training Epoch: 11 [43520/45000]	Loss: 1.1319	LR: 0.100000
Training Epoch: 11 [43776/45000]	Loss: 1.2456	LR: 0.100000
Training Epoch: 11 [44032/45000]	Loss: 1.3019	LR: 0.100000
Training Epoch: 11 [44288/45000]	Loss: 1.0412	LR: 0.100000
Training Epoch: 11 [44544/45000]	Loss: 1.2115	LR: 0.100000
Training Epoch: 11 [44800/45000]	Loss: 1.1116	LR: 0.100000
Training Epoch: 11 [45000/45000]	Loss: 1.3357	LR: 0.100000
Epoch 11 - Average Train Loss: 1.1221, Train Accuracy: 0.6408
Epoch 11 training time consumed: 24.64s
Evaluating Network.....
Test set: Epoch: 11, Average loss: 0.0057, Accuracy: 0.5737, Time consumed:0.93s
Training Epoch: 12 [256/45000]	Loss: 1.1302	LR: 0.100000
Training Epoch: 12 [512/45000]	Loss: 1.0870	LR: 0.100000
Training Epoch: 12 [768/45000]	Loss: 1.0482	LR: 0.100000
Training Epoch: 12 [1024/45000]	Loss: 1.1726	LR: 0.100000
Training Epoch: 12 [1280/45000]	Loss: 1.1103	LR: 0.100000
Training Epoch: 12 [1536/45000]	Loss: 1.0767	LR: 0.100000
Training Epoch: 12 [1792/45000]	Loss: 1.1043	LR: 0.100000
Training Epoch: 12 [2048/45000]	Loss: 1.0636	LR: 0.100000
Training Epoch: 12 [2304/45000]	Loss: 1.2003	LR: 0.100000
Training Epoch: 12 [2560/45000]	Loss: 0.9860	LR: 0.100000
Training Epoch: 12 [2816/45000]	Loss: 1.1432	LR: 0.100000
Training Epoch: 12 [3072/45000]	Loss: 1.0271	LR: 0.100000
Training Epoch: 12 [3328/45000]	Loss: 1.1202	LR: 0.100000
Training Epoch: 12 [3584/45000]	Loss: 1.1277	LR: 0.100000
Training Epoch: 12 [3840/45000]	Loss: 1.0557	LR: 0.100000
Training Epoch: 12 [4096/45000]	Loss: 1.0687	LR: 0.100000
Training Epoch: 12 [4352/45000]	Loss: 1.0119	LR: 0.100000
Training Epoch: 12 [4608/45000]	Loss: 1.0822	LR: 0.100000
Training Epoch: 12 [4864/45000]	Loss: 1.1324	LR: 0.100000
Training Epoch: 12 [5120/45000]	Loss: 1.1086	LR: 0.100000
Training Epoch: 12 [5376/45000]	Loss: 1.0230	LR: 0.100000
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Training Epoch: 12 [16896/45000]	Loss: 1.2045	LR: 0.100000
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Training Epoch: 12 [18176/45000]	Loss: 1.0988	LR: 0.100000
Training Epoch: 12 [18432/45000]	Loss: 1.0920	LR: 0.100000
Training Epoch: 12 [18688/45000]	Loss: 1.1510	LR: 0.100000
Training Epoch: 12 [18944/45000]	Loss: 1.0657	LR: 0.100000
Training Epoch: 12 [19200/45000]	Loss: 1.0847	LR: 0.100000
Training Epoch: 12 [19456/45000]	Loss: 1.0343	LR: 0.100000
Training Epoch: 12 [19712/45000]	Loss: 1.0650	LR: 0.100000
Training Epoch: 12 [19968/45000]	Loss: 1.1188	LR: 0.100000
Training Epoch: 12 [20224/45000]	Loss: 1.0643	LR: 0.100000
Training Epoch: 12 [20480/45000]	Loss: 1.0186	LR: 0.100000
Training Epoch: 12 [20736/45000]	Loss: 1.0144	LR: 0.100000
Training Epoch: 12 [20992/45000]	Loss: 1.1622	LR: 0.100000
Training Epoch: 12 [21248/45000]	Loss: 1.1784	LR: 0.100000
Training Epoch: 12 [21504/45000]	Loss: 1.1679	LR: 0.100000
Training Epoch: 12 [21760/45000]	Loss: 1.0338	LR: 0.100000
Training Epoch: 12 [22016/45000]	Loss: 0.9608	LR: 0.100000
Training Epoch: 12 [22272/45000]	Loss: 1.1095	LR: 0.100000
Training Epoch: 12 [22528/45000]	Loss: 1.0865	LR: 0.100000
Training Epoch: 12 [22784/45000]	Loss: 1.2330	LR: 0.100000
Training Epoch: 12 [23040/45000]	Loss: 1.0633	LR: 0.100000
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Training Epoch: 12 [23808/45000]	Loss: 1.0794	LR: 0.100000
Training Epoch: 12 [24064/45000]	Loss: 1.0887	LR: 0.100000
Training Epoch: 12 [24320/45000]	Loss: 1.1028	LR: 0.100000
Training Epoch: 12 [24576/45000]	Loss: 0.9793	LR: 0.100000
Training Epoch: 12 [24832/45000]	Loss: 1.1229	LR: 0.100000
Training Epoch: 12 [25088/45000]	Loss: 1.1701	LR: 0.100000
Training Epoch: 12 [25344/45000]	Loss: 1.1233	LR: 0.100000
Training Epoch: 12 [25600/45000]	Loss: 1.0373	LR: 0.100000
Training Epoch: 12 [25856/45000]	Loss: 1.1895	LR: 0.100000
Training Epoch: 12 [26112/45000]	Loss: 1.0915	LR: 0.100000
Training Epoch: 12 [26368/45000]	Loss: 1.0235	LR: 0.100000
Training Epoch: 12 [26624/45000]	Loss: 1.1824	LR: 0.100000
Training Epoch: 12 [26880/45000]	Loss: 1.1595	LR: 0.100000
Training Epoch: 12 [27136/45000]	Loss: 0.9715	LR: 0.100000
Training Epoch: 12 [27392/45000]	Loss: 1.0626	LR: 0.100000
Training Epoch: 12 [27648/45000]	Loss: 1.1171	LR: 0.100000
Training Epoch: 12 [27904/45000]	Loss: 1.0600	LR: 0.100000
Training Epoch: 12 [28160/45000]	Loss: 0.8817	LR: 0.100000
Training Epoch: 12 [28416/45000]	Loss: 1.1509	LR: 0.100000
Training Epoch: 12 [28672/45000]	Loss: 1.1536	LR: 0.100000
Training Epoch: 12 [28928/45000]	Loss: 1.1327	LR: 0.100000
Training Epoch: 12 [29184/45000]	Loss: 1.1133	LR: 0.100000
Training Epoch: 12 [29440/45000]	Loss: 0.9340	LR: 0.100000
Training Epoch: 12 [29696/45000]	Loss: 1.1094	LR: 0.100000
Training Epoch: 12 [29952/45000]	Loss: 0.9731	LR: 0.100000
Training Epoch: 12 [30208/45000]	Loss: 1.0635	LR: 0.100000
Training Epoch: 12 [30464/45000]	Loss: 1.2175	LR: 0.100000
Training Epoch: 12 [30720/45000]	Loss: 1.0655	LR: 0.100000
Training Epoch: 12 [30976/45000]	Loss: 1.0888	LR: 0.100000
Training Epoch: 12 [31232/45000]	Loss: 1.0371	LR: 0.100000
Training Epoch: 12 [31488/45000]	Loss: 1.0148	LR: 0.100000
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Training Epoch: 12 [32256/45000]	Loss: 1.1101	LR: 0.100000
Training Epoch: 12 [32512/45000]	Loss: 1.2372	LR: 0.100000
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Training Epoch: 12 [33024/45000]	Loss: 1.0844	LR: 0.100000
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Training Epoch: 12 [33536/45000]	Loss: 0.9719	LR: 0.100000
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Training Epoch: 12 [34560/45000]	Loss: 1.0839	LR: 0.100000
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Training Epoch: 12 [35072/45000]	Loss: 1.1207	LR: 0.100000
Training Epoch: 12 [35328/45000]	Loss: 1.1535	LR: 0.100000
Training Epoch: 12 [35584/45000]	Loss: 1.1855	LR: 0.100000
Training Epoch: 12 [35840/45000]	Loss: 1.1273	LR: 0.100000
Training Epoch: 12 [36096/45000]	Loss: 1.0106	LR: 0.100000
Training Epoch: 12 [36352/45000]	Loss: 0.9721	LR: 0.100000
Training Epoch: 12 [36608/45000]	Loss: 0.9920	LR: 0.100000
Training Epoch: 12 [36864/45000]	Loss: 1.0066	LR: 0.100000
Training Epoch: 12 [37120/45000]	Loss: 1.1686	LR: 0.100000
Training Epoch: 12 [37376/45000]	Loss: 0.9347	LR: 0.100000
Training Epoch: 12 [37632/45000]	Loss: 1.1864	LR: 0.100000
Training Epoch: 12 [37888/45000]	Loss: 1.1205	LR: 0.100000
Training Epoch: 12 [38144/45000]	Loss: 1.0330	LR: 0.100000
Training Epoch: 12 [38400/45000]	Loss: 1.1161	LR: 0.100000
Training Epoch: 12 [38656/45000]	Loss: 0.9758	LR: 0.100000
Training Epoch: 12 [38912/45000]	Loss: 1.1316	LR: 0.100000
Training Epoch: 12 [39168/45000]	Loss: 1.1062	LR: 0.100000
Training Epoch: 12 [39424/45000]	Loss: 1.1282	LR: 0.100000
Training Epoch: 12 [39680/45000]	Loss: 1.2155	LR: 0.100000
Training Epoch: 12 [39936/45000]	Loss: 0.9732	LR: 0.100000
Training Epoch: 12 [40192/45000]	Loss: 1.0744	LR: 0.100000
Training Epoch: 12 [40448/45000]	Loss: 1.0975	LR: 0.100000
Training Epoch: 12 [40704/45000]	Loss: 0.8922	LR: 0.100000
Training Epoch: 12 [40960/45000]	Loss: 1.1864	LR: 0.100000
Training Epoch: 12 [41216/45000]	Loss: 1.0837	LR: 0.100000
Training Epoch: 12 [41472/45000]	Loss: 1.0536	LR: 0.100000
Training Epoch: 12 [41728/45000]	Loss: 0.9391	LR: 0.100000
Training Epoch: 12 [41984/45000]	Loss: 1.0461	LR: 0.100000
Training Epoch: 12 [42240/45000]	Loss: 1.1771	LR: 0.100000
Training Epoch: 12 [42496/45000]	Loss: 1.1143	LR: 0.100000
Training Epoch: 12 [42752/45000]	Loss: 1.0548	LR: 0.100000
Training Epoch: 12 [43008/45000]	Loss: 1.1238	LR: 0.100000
Training Epoch: 12 [43264/45000]	Loss: 1.1662	LR: 0.100000
Training Epoch: 12 [43520/45000]	Loss: 1.0777	LR: 0.100000
Training Epoch: 12 [43776/45000]	Loss: 0.9852	LR: 0.100000
Training Epoch: 12 [44032/45000]	Loss: 0.9879	LR: 0.100000
Training Epoch: 12 [44288/45000]	Loss: 1.0008	LR: 0.100000
Training Epoch: 12 [44544/45000]	Loss: 1.1073	LR: 0.100000
Training Epoch: 12 [44800/45000]	Loss: 0.9645	LR: 0.100000
Training Epoch: 12 [45000/45000]	Loss: 1.3261	LR: 0.100000
Epoch 12 - Average Train Loss: 1.0870, Train Accuracy: 0.6521
Epoch 12 training time consumed: 24.74s
Evaluating Network.....
Test set: Epoch: 12, Average loss: 0.0057, Accuracy: 0.5822, Time consumed:0.95s
Training Epoch: 13 [256/45000]	Loss: 1.0187	LR: 0.100000
Training Epoch: 13 [512/45000]	Loss: 1.1609	LR: 0.100000
Training Epoch: 13 [768/45000]	Loss: 0.8885	LR: 0.100000
Training Epoch: 13 [1024/45000]	Loss: 0.9862	LR: 0.100000
Training Epoch: 13 [1280/45000]	Loss: 0.9770	LR: 0.100000
Training Epoch: 13 [1536/45000]	Loss: 1.0735	LR: 0.100000
Training Epoch: 13 [1792/45000]	Loss: 0.9791	LR: 0.100000
Training Epoch: 13 [2048/45000]	Loss: 1.0248	LR: 0.100000
Training Epoch: 13 [2304/45000]	Loss: 1.0756	LR: 0.100000
Training Epoch: 13 [2560/45000]	Loss: 1.0679	LR: 0.100000
Training Epoch: 13 [2816/45000]	Loss: 1.0353	LR: 0.100000
Training Epoch: 13 [3072/45000]	Loss: 0.9909	LR: 0.100000
Training Epoch: 13 [3328/45000]	Loss: 1.0624	LR: 0.100000
Training Epoch: 13 [3584/45000]	Loss: 1.1231	LR: 0.100000
Training Epoch: 13 [3840/45000]	Loss: 1.1078	LR: 0.100000
Training Epoch: 13 [4096/45000]	Loss: 0.9487	LR: 0.100000
Training Epoch: 13 [4352/45000]	Loss: 0.9994	LR: 0.100000
Training Epoch: 13 [4608/45000]	Loss: 0.8909	LR: 0.100000
Training Epoch: 13 [4864/45000]	Loss: 1.0721	LR: 0.100000
Training Epoch: 13 [5120/45000]	Loss: 0.9993	LR: 0.100000
Training Epoch: 13 [5376/45000]	Loss: 1.0515	LR: 0.100000
Training Epoch: 13 [5632/45000]	Loss: 1.1268	LR: 0.100000
Training Epoch: 13 [5888/45000]	Loss: 1.0852	LR: 0.100000
Training Epoch: 13 [6144/45000]	Loss: 1.0548	LR: 0.100000
Training Epoch: 13 [6400/45000]	Loss: 1.0110	LR: 0.100000
Training Epoch: 13 [6656/45000]	Loss: 1.1763	LR: 0.100000
Training Epoch: 13 [6912/45000]	Loss: 0.9528	LR: 0.100000
Training Epoch: 13 [7168/45000]	Loss: 1.1484	LR: 0.100000
Training Epoch: 13 [7424/45000]	Loss: 1.1059	LR: 0.100000
Training Epoch: 13 [7680/45000]	Loss: 0.9637	LR: 0.100000
Training Epoch: 13 [7936/45000]	Loss: 1.1743	LR: 0.100000
Training Epoch: 13 [8192/45000]	Loss: 0.9957	LR: 0.100000
Training Epoch: 13 [8448/45000]	Loss: 0.9868	LR: 0.100000
Training Epoch: 13 [8704/45000]	Loss: 1.2713	LR: 0.100000
Training Epoch: 13 [8960/45000]	Loss: 1.1401	LR: 0.100000
Training Epoch: 13 [9216/45000]	Loss: 1.1636	LR: 0.100000
Training Epoch: 13 [9472/45000]	Loss: 0.9732	LR: 0.100000
Training Epoch: 13 [9728/45000]	Loss: 0.9249	LR: 0.100000
Training Epoch: 13 [9984/45000]	Loss: 0.9058	LR: 0.100000
Training Epoch: 13 [10240/45000]	Loss: 1.0746	LR: 0.100000
Training Epoch: 13 [10496/45000]	Loss: 0.9815	LR: 0.100000
Training Epoch: 13 [10752/45000]	Loss: 1.0831	LR: 0.100000
Training Epoch: 13 [11008/45000]	Loss: 0.9037	LR: 0.100000
Training Epoch: 13 [11264/45000]	Loss: 1.1298	LR: 0.100000
Training Epoch: 13 [11520/45000]	Loss: 0.9500	LR: 0.100000
Training Epoch: 13 [11776/45000]	Loss: 1.0383	LR: 0.100000
Training Epoch: 13 [12032/45000]	Loss: 1.0099	LR: 0.100000
Training Epoch: 13 [12288/45000]	Loss: 0.9849	LR: 0.100000
Training Epoch: 13 [12544/45000]	Loss: 1.0387	LR: 0.100000
Training Epoch: 13 [12800/45000]	Loss: 0.9444	LR: 0.100000
Training Epoch: 13 [13056/45000]	Loss: 0.9717	LR: 0.100000
Training Epoch: 13 [13312/45000]	Loss: 1.0783	LR: 0.100000
Training Epoch: 13 [13568/45000]	Loss: 1.1057	LR: 0.100000
Training Epoch: 13 [13824/45000]	Loss: 1.1315	LR: 0.100000
Training Epoch: 13 [14080/45000]	Loss: 1.0774	LR: 0.100000
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Training Epoch: 13 [15616/45000]	Loss: 0.9353	LR: 0.100000
Training Epoch: 13 [15872/45000]	Loss: 1.0706	LR: 0.100000
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Training Epoch: 13 [16640/45000]	Loss: 1.0547	LR: 0.100000
Training Epoch: 13 [16896/45000]	Loss: 0.9584	LR: 0.100000
Training Epoch: 13 [17152/45000]	Loss: 1.0950	LR: 0.100000
Training Epoch: 13 [17408/45000]	Loss: 1.1790	LR: 0.100000
Training Epoch: 13 [17664/45000]	Loss: 0.9902	LR: 0.100000
Training Epoch: 13 [17920/45000]	Loss: 1.1205	LR: 0.100000
Training Epoch: 13 [18176/45000]	Loss: 1.0693	LR: 0.100000
Training Epoch: 13 [18432/45000]	Loss: 0.9428	LR: 0.100000
Training Epoch: 13 [18688/45000]	Loss: 1.0646	LR: 0.100000
Training Epoch: 13 [18944/45000]	Loss: 1.0849	LR: 0.100000
Training Epoch: 13 [19200/45000]	Loss: 1.1453	LR: 0.100000
Training Epoch: 13 [19456/45000]	Loss: 1.1062	LR: 0.100000
Training Epoch: 13 [19712/45000]	Loss: 1.0542	LR: 0.100000
Training Epoch: 13 [19968/45000]	Loss: 0.9898	LR: 0.100000
Training Epoch: 13 [20224/45000]	Loss: 0.9469	LR: 0.100000
Training Epoch: 13 [20480/45000]	Loss: 1.0132	LR: 0.100000
Training Epoch: 13 [20736/45000]	Loss: 0.9028	LR: 0.100000
Training Epoch: 13 [20992/45000]	Loss: 0.9859	LR: 0.100000
Training Epoch: 13 [21248/45000]	Loss: 0.9542	LR: 0.100000
Training Epoch: 13 [21504/45000]	Loss: 1.0412	LR: 0.100000
Training Epoch: 13 [21760/45000]	Loss: 1.0540	LR: 0.100000
Training Epoch: 13 [22016/45000]	Loss: 1.1450	LR: 0.100000
Training Epoch: 13 [22272/45000]	Loss: 1.0079	LR: 0.100000
Training Epoch: 13 [22528/45000]	Loss: 1.1618	LR: 0.100000
Training Epoch: 13 [22784/45000]	Loss: 1.0386	LR: 0.100000
Training Epoch: 13 [23040/45000]	Loss: 0.9591	LR: 0.100000
Training Epoch: 13 [23296/45000]	Loss: 0.9872	LR: 0.100000
Training Epoch: 13 [23552/45000]	Loss: 1.1261	LR: 0.100000
Training Epoch: 13 [23808/45000]	Loss: 1.0323	LR: 0.100000
Training Epoch: 13 [24064/45000]	Loss: 0.9628	LR: 0.100000
Training Epoch: 13 [24320/45000]	Loss: 0.9941	LR: 0.100000
Training Epoch: 13 [24576/45000]	Loss: 1.1662	LR: 0.100000
Training Epoch: 13 [24832/45000]	Loss: 1.1433	LR: 0.100000
Training Epoch: 13 [25088/45000]	Loss: 1.1177	LR: 0.100000
Training Epoch: 13 [25344/45000]	Loss: 1.1248	LR: 0.100000
Training Epoch: 13 [25600/45000]	Loss: 1.1839	LR: 0.100000
Training Epoch: 13 [25856/45000]	Loss: 1.0090	LR: 0.100000
Training Epoch: 13 [26112/45000]	Loss: 1.0359	LR: 0.100000
Training Epoch: 13 [26368/45000]	Loss: 1.0414	LR: 0.100000
Training Epoch: 13 [26624/45000]	Loss: 1.0318	LR: 0.100000
Training Epoch: 13 [26880/45000]	Loss: 0.9764	LR: 0.100000
Training Epoch: 13 [27136/45000]	Loss: 1.0824	LR: 0.100000
Training Epoch: 13 [27392/45000]	Loss: 1.0030	LR: 0.100000
Training Epoch: 13 [27648/45000]	Loss: 1.1678	LR: 0.100000
Training Epoch: 13 [27904/45000]	Loss: 1.1655	LR: 0.100000
Training Epoch: 13 [28160/45000]	Loss: 1.1675	LR: 0.100000
Training Epoch: 13 [28416/45000]	Loss: 0.9767	LR: 0.100000
Training Epoch: 13 [28672/45000]	Loss: 1.0202	LR: 0.100000
Training Epoch: 13 [28928/45000]	Loss: 1.1256	LR: 0.100000
Training Epoch: 13 [29184/45000]	Loss: 1.0259	LR: 0.100000
Training Epoch: 13 [29440/45000]	Loss: 1.1549	LR: 0.100000
Training Epoch: 13 [29696/45000]	Loss: 1.2139	LR: 0.100000
Training Epoch: 13 [29952/45000]	Loss: 1.1997	LR: 0.100000
Training Epoch: 13 [30208/45000]	Loss: 0.9077	LR: 0.100000
Training Epoch: 13 [30464/45000]	Loss: 1.0431	LR: 0.100000
Training Epoch: 13 [30720/45000]	Loss: 1.0650	LR: 0.100000
Training Epoch: 13 [30976/45000]	Loss: 1.1103	LR: 0.100000
Training Epoch: 13 [31232/45000]	Loss: 0.9681	LR: 0.100000
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Training Epoch: 13 [32256/45000]	Loss: 0.9510	LR: 0.100000
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Training Epoch: 13 [36608/45000]	Loss: 0.9685	LR: 0.100000
Training Epoch: 13 [36864/45000]	Loss: 0.9839	LR: 0.100000
Training Epoch: 13 [37120/45000]	Loss: 1.0564	LR: 0.100000
Training Epoch: 13 [37376/45000]	Loss: 1.0542	LR: 0.100000
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Training Epoch: 13 [38144/45000]	Loss: 1.0941	LR: 0.100000
Training Epoch: 13 [38400/45000]	Loss: 1.0291	LR: 0.100000
Training Epoch: 13 [38656/45000]	Loss: 0.9849	LR: 0.100000
Training Epoch: 13 [38912/45000]	Loss: 1.1711	LR: 0.100000
Training Epoch: 13 [39168/45000]	Loss: 1.1926	LR: 0.100000
Training Epoch: 13 [39424/45000]	Loss: 0.9848	LR: 0.100000
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Training Epoch: 13 [40192/45000]	Loss: 1.0794	LR: 0.100000
Training Epoch: 13 [40448/45000]	Loss: 0.9831	LR: 0.100000
Training Epoch: 13 [40704/45000]	Loss: 0.9313	LR: 0.100000
Training Epoch: 13 [40960/45000]	Loss: 0.9950	LR: 0.100000
Training Epoch: 13 [41216/45000]	Loss: 0.9120	LR: 0.100000
Training Epoch: 13 [41472/45000]	Loss: 1.1487	LR: 0.100000
Training Epoch: 13 [41728/45000]	Loss: 1.0434	LR: 0.100000
Training Epoch: 13 [41984/45000]	Loss: 1.0342	LR: 0.100000
Training Epoch: 13 [42240/45000]	Loss: 1.0280	LR: 0.100000
Training Epoch: 13 [42496/45000]	Loss: 0.9473	LR: 0.100000
Training Epoch: 13 [42752/45000]	Loss: 0.9332	LR: 0.100000
Training Epoch: 13 [43008/45000]	Loss: 1.0033	LR: 0.100000
Training Epoch: 13 [43264/45000]	Loss: 1.0038	LR: 0.100000
Training Epoch: 13 [43520/45000]	Loss: 1.1423	LR: 0.100000
Training Epoch: 13 [43776/45000]	Loss: 1.0023	LR: 0.100000
Training Epoch: 13 [44032/45000]	Loss: 0.9839	LR: 0.100000
Training Epoch: 13 [44288/45000]	Loss: 1.1927	LR: 0.100000
Training Epoch: 13 [44544/45000]	Loss: 1.1100	LR: 0.100000
Training Epoch: 13 [44800/45000]	Loss: 1.0248	LR: 0.100000
Training Epoch: 13 [45000/45000]	Loss: 1.0818	LR: 0.100000
Epoch 13 - Average Train Loss: 1.0428, Train Accuracy: 0.6654
Epoch 13 training time consumed: 24.55s
Evaluating Network.....
Test set: Epoch: 13, Average loss: 0.0048, Accuracy: 0.6314, Time consumed:0.93s
Saving weights file to checkpoint/retrain/AllCNN/Monday_14_July_2025_02h_05m_14s/AllCNN-Cifar20-seed6-ret100-13-best.pth
Training Epoch: 14 [256/45000]	Loss: 0.9618	LR: 0.100000
Training Epoch: 14 [512/45000]	Loss: 0.9579	LR: 0.100000
Training Epoch: 14 [768/45000]	Loss: 0.9564	LR: 0.100000
Training Epoch: 14 [1024/45000]	Loss: 1.0269	LR: 0.100000
Training Epoch: 14 [1280/45000]	Loss: 1.1322	LR: 0.100000
Training Epoch: 14 [1536/45000]	Loss: 1.0400	LR: 0.100000
Training Epoch: 14 [1792/45000]	Loss: 0.9695	LR: 0.100000
Training Epoch: 14 [2048/45000]	Loss: 1.0106	LR: 0.100000
Training Epoch: 14 [2304/45000]	Loss: 1.0815	LR: 0.100000
Training Epoch: 14 [2560/45000]	Loss: 0.9299	LR: 0.100000
Training Epoch: 14 [2816/45000]	Loss: 0.9702	LR: 0.100000
Training Epoch: 14 [3072/45000]	Loss: 0.9982	LR: 0.100000
Training Epoch: 14 [3328/45000]	Loss: 1.0853	LR: 0.100000
Training Epoch: 14 [3584/45000]	Loss: 1.0272	LR: 0.100000
Training Epoch: 14 [3840/45000]	Loss: 0.8914	LR: 0.100000
Training Epoch: 14 [4096/45000]	Loss: 0.8200	LR: 0.100000
Training Epoch: 14 [4352/45000]	Loss: 1.0383	LR: 0.100000
Training Epoch: 14 [4608/45000]	Loss: 0.9085	LR: 0.100000
Training Epoch: 14 [4864/45000]	Loss: 1.1946	LR: 0.100000
Training Epoch: 14 [5120/45000]	Loss: 1.0254	LR: 0.100000
Training Epoch: 14 [5376/45000]	Loss: 0.8967	LR: 0.100000
Training Epoch: 14 [5632/45000]	Loss: 1.0187	LR: 0.100000
Training Epoch: 14 [5888/45000]	Loss: 0.9301	LR: 0.100000
Training Epoch: 14 [6144/45000]	Loss: 1.0195	LR: 0.100000
Training Epoch: 14 [6400/45000]	Loss: 1.0501	LR: 0.100000
Training Epoch: 14 [6656/45000]	Loss: 1.0403	LR: 0.100000
Training Epoch: 14 [6912/45000]	Loss: 0.9398	LR: 0.100000
Training Epoch: 14 [7168/45000]	Loss: 1.2490	LR: 0.100000
Training Epoch: 14 [7424/45000]	Loss: 0.8639	LR: 0.100000
Training Epoch: 14 [7680/45000]	Loss: 1.1569	LR: 0.100000
Training Epoch: 14 [7936/45000]	Loss: 0.9892	LR: 0.100000
Training Epoch: 14 [8192/45000]	Loss: 1.1449	LR: 0.100000
Training Epoch: 14 [8448/45000]	Loss: 0.9156	LR: 0.100000
Training Epoch: 14 [8704/45000]	Loss: 1.0019	LR: 0.100000
Training Epoch: 14 [8960/45000]	Loss: 0.9835	LR: 0.100000
Training Epoch: 14 [9216/45000]	Loss: 1.0130	LR: 0.100000
Training Epoch: 14 [9472/45000]	Loss: 0.9913	LR: 0.100000
Training Epoch: 14 [9728/45000]	Loss: 1.1139	LR: 0.100000
Training Epoch: 14 [9984/45000]	Loss: 1.1068	LR: 0.100000
Training Epoch: 14 [10240/45000]	Loss: 1.1296	LR: 0.100000
Training Epoch: 14 [10496/45000]	Loss: 0.9519	LR: 0.100000
Training Epoch: 14 [10752/45000]	Loss: 1.0195	LR: 0.100000
Training Epoch: 14 [11008/45000]	Loss: 1.0483	LR: 0.100000
Training Epoch: 14 [11264/45000]	Loss: 1.1189	LR: 0.100000
Training Epoch: 14 [11520/45000]	Loss: 0.9388	LR: 0.100000
Training Epoch: 14 [11776/45000]	Loss: 1.0136	LR: 0.100000
Training Epoch: 14 [12032/45000]	Loss: 1.0171	LR: 0.100000
Training Epoch: 14 [12288/45000]	Loss: 1.0678	LR: 0.100000
Training Epoch: 14 [12544/45000]	Loss: 0.9531	LR: 0.100000
Training Epoch: 14 [12800/45000]	Loss: 1.0521	LR: 0.100000
Training Epoch: 14 [13056/45000]	Loss: 0.8693	LR: 0.100000
Training Epoch: 14 [13312/45000]	Loss: 0.9211	LR: 0.100000
Training Epoch: 14 [13568/45000]	Loss: 1.0146	LR: 0.100000
Training Epoch: 14 [13824/45000]	Loss: 1.1344	LR: 0.100000
Training Epoch: 14 [14080/45000]	Loss: 1.0359	LR: 0.100000
Training Epoch: 14 [14336/45000]	Loss: 1.1598	LR: 0.100000
Training Epoch: 14 [14592/45000]	Loss: 1.1555	LR: 0.100000
Training Epoch: 14 [14848/45000]	Loss: 0.9846	LR: 0.100000
Training Epoch: 14 [15104/45000]	Loss: 0.9706	LR: 0.100000
Training Epoch: 14 [15360/45000]	Loss: 1.0677	LR: 0.100000
Training Epoch: 14 [15616/45000]	Loss: 1.0634	LR: 0.100000
Training Epoch: 14 [15872/45000]	Loss: 0.8763	LR: 0.100000
Training Epoch: 14 [16128/45000]	Loss: 0.9651	LR: 0.100000
Training Epoch: 14 [16384/45000]	Loss: 1.0245	LR: 0.100000
Training Epoch: 14 [16640/45000]	Loss: 0.9652	LR: 0.100000
Training Epoch: 14 [16896/45000]	Loss: 0.9826	LR: 0.100000
Training Epoch: 14 [17152/45000]	Loss: 1.0128	LR: 0.100000
Training Epoch: 14 [17408/45000]	Loss: 1.1082	LR: 0.100000
Training Epoch: 14 [17664/45000]	Loss: 0.9682	LR: 0.100000
Training Epoch: 14 [17920/45000]	Loss: 1.1086	LR: 0.100000
Training Epoch: 14 [18176/45000]	Loss: 1.0618	LR: 0.100000
Training Epoch: 14 [18432/45000]	Loss: 0.9692	LR: 0.100000
Training Epoch: 14 [18688/45000]	Loss: 1.0796	LR: 0.100000
Training Epoch: 14 [18944/45000]	Loss: 1.1839	LR: 0.100000
Training Epoch: 14 [19200/45000]	Loss: 0.9684	LR: 0.100000
Training Epoch: 14 [19456/45000]	Loss: 1.0208	LR: 0.100000
Training Epoch: 14 [19712/45000]	Loss: 1.0757	LR: 0.100000
Training Epoch: 14 [19968/45000]	Loss: 0.9190	LR: 0.100000
Training Epoch: 14 [20224/45000]	Loss: 0.9572	LR: 0.100000
Training Epoch: 14 [20480/45000]	Loss: 0.9867	LR: 0.100000
Training Epoch: 14 [20736/45000]	Loss: 0.9407	LR: 0.100000
Training Epoch: 14 [20992/45000]	Loss: 1.1259	LR: 0.100000
Training Epoch: 14 [21248/45000]	Loss: 0.9272	LR: 0.100000
Training Epoch: 14 [21504/45000]	Loss: 0.9707	LR: 0.100000
Training Epoch: 14 [21760/45000]	Loss: 0.9762	LR: 0.100000
Training Epoch: 14 [22016/45000]	Loss: 1.0996	LR: 0.100000
Training Epoch: 14 [22272/45000]	Loss: 1.1952	LR: 0.100000
Training Epoch: 14 [22528/45000]	Loss: 1.0738	LR: 0.100000
Training Epoch: 14 [22784/45000]	Loss: 1.1151	LR: 0.100000
Training Epoch: 14 [23040/45000]	Loss: 1.0060	LR: 0.100000
Training Epoch: 14 [23296/45000]	Loss: 1.1240	LR: 0.100000
Training Epoch: 14 [23552/45000]	Loss: 1.0120	LR: 0.100000
Training Epoch: 14 [23808/45000]	Loss: 0.9821	LR: 0.100000
Training Epoch: 14 [24064/45000]	Loss: 1.1083	LR: 0.100000
Training Epoch: 14 [24320/45000]	Loss: 1.0847	LR: 0.100000
Training Epoch: 14 [24576/45000]	Loss: 0.9272	LR: 0.100000
Training Epoch: 14 [24832/45000]	Loss: 1.0341	LR: 0.100000
Training Epoch: 14 [25088/45000]	Loss: 0.9116	LR: 0.100000
Training Epoch: 14 [25344/45000]	Loss: 1.0474	LR: 0.100000
Training Epoch: 14 [25600/45000]	Loss: 0.9439	LR: 0.100000
Training Epoch: 14 [25856/45000]	Loss: 1.1566	LR: 0.100000
Training Epoch: 14 [26112/45000]	Loss: 1.1250	LR: 0.100000
Training Epoch: 14 [26368/45000]	Loss: 0.9732	LR: 0.100000
Training Epoch: 14 [26624/45000]	Loss: 1.0324	LR: 0.100000
Training Epoch: 14 [26880/45000]	Loss: 0.9345	LR: 0.100000
Training Epoch: 14 [27136/45000]	Loss: 0.9264	LR: 0.100000
Training Epoch: 14 [27392/45000]	Loss: 0.9997	LR: 0.100000
Training Epoch: 14 [27648/45000]	Loss: 1.0282	LR: 0.100000
Training Epoch: 14 [27904/45000]	Loss: 1.0110	LR: 0.100000
Training Epoch: 14 [28160/45000]	Loss: 1.0259	LR: 0.100000
Training Epoch: 14 [28416/45000]	Loss: 0.9572	LR: 0.100000
Training Epoch: 14 [28672/45000]	Loss: 1.0563	LR: 0.100000
Training Epoch: 14 [28928/45000]	Loss: 0.9739	LR: 0.100000
Training Epoch: 14 [29184/45000]	Loss: 1.0081	LR: 0.100000
Training Epoch: 14 [29440/45000]	Loss: 1.0891	LR: 0.100000
Training Epoch: 14 [29696/45000]	Loss: 1.0030	LR: 0.100000
Training Epoch: 14 [29952/45000]	Loss: 1.0280	LR: 0.100000
Training Epoch: 14 [30208/45000]	Loss: 0.9869	LR: 0.100000
Training Epoch: 14 [30464/45000]	Loss: 1.1010	LR: 0.100000
Training Epoch: 14 [30720/45000]	Loss: 1.0873	LR: 0.100000
Training Epoch: 14 [30976/45000]	Loss: 0.9828	LR: 0.100000
Training Epoch: 14 [31232/45000]	Loss: 0.9577	LR: 0.100000
Training Epoch: 14 [31488/45000]	Loss: 1.0960	LR: 0.100000
Training Epoch: 14 [31744/45000]	Loss: 1.0694	LR: 0.100000
Training Epoch: 14 [32000/45000]	Loss: 1.1614	LR: 0.100000
Training Epoch: 14 [32256/45000]	Loss: 1.0076	LR: 0.100000
Training Epoch: 14 [32512/45000]	Loss: 1.0256	LR: 0.100000
Training Epoch: 14 [32768/45000]	Loss: 1.1424	LR: 0.100000
Training Epoch: 14 [33024/45000]	Loss: 1.0858	LR: 0.100000
Training Epoch: 14 [33280/45000]	Loss: 1.0634	LR: 0.100000
Training Epoch: 14 [33536/45000]	Loss: 1.1115	LR: 0.100000
Training Epoch: 14 [33792/45000]	Loss: 0.9945	LR: 0.100000
Training Epoch: 14 [34048/45000]	Loss: 0.9646	LR: 0.100000
Training Epoch: 14 [34304/45000]	Loss: 0.9947	LR: 0.100000
Training Epoch: 14 [34560/45000]	Loss: 0.9450	LR: 0.100000
Training Epoch: 14 [34816/45000]	Loss: 0.9703	LR: 0.100000
Training Epoch: 14 [35072/45000]	Loss: 0.9843	LR: 0.100000
Training Epoch: 14 [35328/45000]	Loss: 1.1003	LR: 0.100000
Training Epoch: 14 [35584/45000]	Loss: 0.8731	LR: 0.100000
Training Epoch: 14 [35840/45000]	Loss: 0.9810	LR: 0.100000
Training Epoch: 14 [36096/45000]	Loss: 0.8944	LR: 0.100000
Training Epoch: 14 [36352/45000]	Loss: 1.0482	LR: 0.100000
Training Epoch: 14 [36608/45000]	Loss: 0.9669	LR: 0.100000
Training Epoch: 14 [36864/45000]	Loss: 1.0896	LR: 0.100000
Training Epoch: 14 [37120/45000]	Loss: 1.0819	LR: 0.100000
Training Epoch: 14 [37376/45000]	Loss: 1.0811	LR: 0.100000
Training Epoch: 14 [37632/45000]	Loss: 1.0301	LR: 0.100000
Training Epoch: 14 [37888/45000]	Loss: 0.9306	LR: 0.100000
Training Epoch: 14 [38144/45000]	Loss: 0.8954	LR: 0.100000
Training Epoch: 14 [38400/45000]	Loss: 1.0065	LR: 0.100000
Training Epoch: 14 [38656/45000]	Loss: 0.8857	LR: 0.100000
Training Epoch: 14 [38912/45000]	Loss: 1.0570	LR: 0.100000
Training Epoch: 14 [39168/45000]	Loss: 0.9861	LR: 0.100000
Training Epoch: 14 [39424/45000]	Loss: 1.1149	LR: 0.100000
Training Epoch: 14 [39680/45000]	Loss: 1.0546	LR: 0.100000
Training Epoch: 14 [39936/45000]	Loss: 1.0329	LR: 0.100000
Training Epoch: 14 [40192/45000]	Loss: 1.0899	LR: 0.100000
Training Epoch: 14 [40448/45000]	Loss: 1.0328	LR: 0.100000
Training Epoch: 14 [40704/45000]	Loss: 1.1424	LR: 0.100000
Training Epoch: 14 [40960/45000]	Loss: 0.8523	LR: 0.100000
Training Epoch: 14 [41216/45000]	Loss: 0.9691	LR: 0.100000
Training Epoch: 14 [41472/45000]	Loss: 0.8574	LR: 0.100000
Training Epoch: 14 [41728/45000]	Loss: 1.1711	LR: 0.100000
Training Epoch: 14 [41984/45000]	Loss: 1.0131	LR: 0.100000
Training Epoch: 14 [42240/45000]	Loss: 0.9277	LR: 0.100000
Training Epoch: 14 [42496/45000]	Loss: 0.9591	LR: 0.100000
Training Epoch: 14 [42752/45000]	Loss: 0.9627	LR: 0.100000
Training Epoch: 14 [43008/45000]	Loss: 0.9117	LR: 0.100000
Training Epoch: 14 [43264/45000]	Loss: 1.1285	LR: 0.100000
Training Epoch: 14 [43520/45000]	Loss: 1.0787	LR: 0.100000
Training Epoch: 14 [43776/45000]	Loss: 1.0241	LR: 0.100000
Training Epoch: 14 [44032/45000]	Loss: 0.9637	LR: 0.100000
Training Epoch: 14 [44288/45000]	Loss: 1.0235	LR: 0.100000
Training Epoch: 14 [44544/45000]	Loss: 1.0468	LR: 0.100000
Training Epoch: 14 [44800/45000]	Loss: 0.9316	LR: 0.100000
Training Epoch: 14 [45000/45000]	Loss: 0.9318	LR: 0.100000
Epoch 14 - Average Train Loss: 1.0181, Train Accuracy: 0.6737
Epoch 14 training time consumed: 24.57s
Evaluating Network.....
Test set: Epoch: 14, Average loss: 0.0052, Accuracy: 0.6104, Time consumed:0.91s
Training Epoch: 15 [256/45000]	Loss: 0.9244	LR: 0.020000
Training Epoch: 15 [512/45000]	Loss: 1.1315	LR: 0.020000
Training Epoch: 15 [768/45000]	Loss: 0.8919	LR: 0.020000
Training Epoch: 15 [1024/45000]	Loss: 0.9995	LR: 0.020000
Training Epoch: 15 [1280/45000]	Loss: 0.9547	LR: 0.020000
Training Epoch: 15 [1536/45000]	Loss: 0.8697	LR: 0.020000
Training Epoch: 15 [1792/45000]	Loss: 0.9003	LR: 0.020000
Training Epoch: 15 [2048/45000]	Loss: 0.8168	LR: 0.020000
Training Epoch: 15 [2304/45000]	Loss: 0.9505	LR: 0.020000
Training Epoch: 15 [2560/45000]	Loss: 0.9193	LR: 0.020000
Training Epoch: 15 [2816/45000]	Loss: 0.9411	LR: 0.020000
Training Epoch: 15 [3072/45000]	Loss: 0.8193	LR: 0.020000
Training Epoch: 15 [3328/45000]	Loss: 0.9069	LR: 0.020000
Training Epoch: 15 [3584/45000]	Loss: 1.0781	LR: 0.020000
Training Epoch: 15 [3840/45000]	Loss: 0.8832	LR: 0.020000
Training Epoch: 15 [4096/45000]	Loss: 0.7347	LR: 0.020000
Training Epoch: 15 [4352/45000]	Loss: 0.8276	LR: 0.020000
Training Epoch: 15 [4608/45000]	Loss: 0.8214	LR: 0.020000
Training Epoch: 15 [4864/45000]	Loss: 0.8705	LR: 0.020000
Training Epoch: 15 [5120/45000]	Loss: 0.8055	LR: 0.020000
Training Epoch: 15 [5376/45000]	Loss: 0.8197	LR: 0.020000
Training Epoch: 15 [5632/45000]	Loss: 0.9214	LR: 0.020000
Training Epoch: 15 [5888/45000]	Loss: 0.8443	LR: 0.020000
Training Epoch: 15 [6144/45000]	Loss: 0.8524	LR: 0.020000
Training Epoch: 15 [6400/45000]	Loss: 0.7549	LR: 0.020000
Training Epoch: 15 [6656/45000]	Loss: 0.8847	LR: 0.020000
Training Epoch: 15 [6912/45000]	Loss: 0.8034	LR: 0.020000
Training Epoch: 15 [7168/45000]	Loss: 0.8376	LR: 0.020000
Training Epoch: 15 [7424/45000]	Loss: 0.8200	LR: 0.020000
Training Epoch: 15 [7680/45000]	Loss: 0.8200	LR: 0.020000
Training Epoch: 15 [7936/45000]	Loss: 0.9554	LR: 0.020000
Training Epoch: 15 [8192/45000]	Loss: 0.7386	LR: 0.020000
Training Epoch: 15 [8448/45000]	Loss: 0.7147	LR: 0.020000
Training Epoch: 15 [8704/45000]	Loss: 0.8790	LR: 0.020000
Training Epoch: 15 [8960/45000]	Loss: 0.8174	LR: 0.020000
Training Epoch: 15 [9216/45000]	Loss: 0.7052	LR: 0.020000
Training Epoch: 15 [9472/45000]	Loss: 0.8143	LR: 0.020000
Training Epoch: 15 [9728/45000]	Loss: 0.9387	LR: 0.020000
Training Epoch: 15 [9984/45000]	Loss: 0.8066	LR: 0.020000
Training Epoch: 15 [10240/45000]	Loss: 0.8468	LR: 0.020000
Training Epoch: 15 [10496/45000]	Loss: 0.7267	LR: 0.020000
Training Epoch: 15 [10752/45000]	Loss: 0.8062	LR: 0.020000
Training Epoch: 15 [11008/45000]	Loss: 0.7560	LR: 0.020000
Training Epoch: 15 [11264/45000]	Loss: 0.9335	LR: 0.020000
Training Epoch: 15 [11520/45000]	Loss: 0.8841	LR: 0.020000
Training Epoch: 15 [11776/45000]	Loss: 0.9250	LR: 0.020000
Training Epoch: 15 [12032/45000]	Loss: 0.8617	LR: 0.020000
Training Epoch: 15 [12288/45000]	Loss: 0.7533	LR: 0.020000
Training Epoch: 15 [12544/45000]	Loss: 0.8011	LR: 0.020000
Training Epoch: 15 [12800/45000]	Loss: 0.7636	LR: 0.020000
Training Epoch: 15 [13056/45000]	Loss: 0.7714	LR: 0.020000
Training Epoch: 15 [13312/45000]	Loss: 0.8311	LR: 0.020000
Training Epoch: 15 [13568/45000]	Loss: 0.6955	LR: 0.020000
Training Epoch: 15 [13824/45000]	Loss: 0.8370	LR: 0.020000
Training Epoch: 15 [14080/45000]	Loss: 0.8113	LR: 0.020000
Training Epoch: 15 [14336/45000]	Loss: 0.7941	LR: 0.020000
Training Epoch: 15 [14592/45000]	Loss: 0.7399	LR: 0.020000
Training Epoch: 15 [14848/45000]	Loss: 0.7930	LR: 0.020000
Training Epoch: 15 [15104/45000]	Loss: 0.8705	LR: 0.020000
Training Epoch: 15 [15360/45000]	Loss: 0.8509	LR: 0.020000
Training Epoch: 15 [15616/45000]	Loss: 0.7076	LR: 0.020000
Training Epoch: 15 [15872/45000]	Loss: 0.8086	LR: 0.020000
Training Epoch: 15 [16128/45000]	Loss: 0.8595	LR: 0.020000
Training Epoch: 15 [16384/45000]	Loss: 0.8389	LR: 0.020000
Training Epoch: 15 [16640/45000]	Loss: 0.7178	LR: 0.020000
Training Epoch: 15 [16896/45000]	Loss: 0.8103	LR: 0.020000
Training Epoch: 15 [17152/45000]	Loss: 0.7092	LR: 0.020000
Training Epoch: 15 [17408/45000]	Loss: 0.8557	LR: 0.020000
Training Epoch: 15 [17664/45000]	Loss: 0.7455	LR: 0.020000
Training Epoch: 15 [17920/45000]	Loss: 0.9217	LR: 0.020000
Training Epoch: 15 [18176/45000]	Loss: 0.8269	LR: 0.020000
Training Epoch: 15 [18432/45000]	Loss: 0.6955	LR: 0.020000
Training Epoch: 15 [18688/45000]	Loss: 0.7295	LR: 0.020000
Training Epoch: 15 [18944/45000]	Loss: 0.7493	LR: 0.020000
Training Epoch: 15 [19200/45000]	Loss: 0.7231	LR: 0.020000
Training Epoch: 15 [19456/45000]	Loss: 0.7510	LR: 0.020000
Training Epoch: 15 [19712/45000]	Loss: 0.6540	LR: 0.020000
Training Epoch: 15 [19968/45000]	Loss: 0.9114	LR: 0.020000
Training Epoch: 15 [20224/45000]	Loss: 0.7684	LR: 0.020000
Training Epoch: 15 [20480/45000]	Loss: 0.6954	LR: 0.020000
Training Epoch: 15 [20736/45000]	Loss: 0.7724	LR: 0.020000
Training Epoch: 15 [20992/45000]	Loss: 0.7727	LR: 0.020000
Training Epoch: 15 [21248/45000]	Loss: 0.7592	LR: 0.020000
Training Epoch: 15 [21504/45000]	Loss: 0.6941	LR: 0.020000
Training Epoch: 15 [21760/45000]	Loss: 0.6984	LR: 0.020000
Training Epoch: 15 [22016/45000]	Loss: 0.6914	LR: 0.020000
Training Epoch: 15 [22272/45000]	Loss: 0.7344	LR: 0.020000
Training Epoch: 15 [22528/45000]	Loss: 0.6594	LR: 0.020000
Training Epoch: 15 [22784/45000]	Loss: 0.6851	LR: 0.020000
Training Epoch: 15 [23040/45000]	Loss: 0.8185	LR: 0.020000
Training Epoch: 15 [23296/45000]	Loss: 0.8328	LR: 0.020000
Training Epoch: 15 [23552/45000]	Loss: 0.8121	LR: 0.020000
Training Epoch: 15 [23808/45000]	Loss: 0.6047	LR: 0.020000
Training Epoch: 15 [24064/45000]	Loss: 0.7238	LR: 0.020000
Training Epoch: 15 [24320/45000]	Loss: 0.8068	LR: 0.020000
Training Epoch: 15 [24576/45000]	Loss: 0.6859	LR: 0.020000
Training Epoch: 15 [24832/45000]	Loss: 0.8081	LR: 0.020000
Training Epoch: 15 [25088/45000]	Loss: 0.8248	LR: 0.020000
Training Epoch: 15 [25344/45000]	Loss: 0.8436	LR: 0.020000
Training Epoch: 15 [25600/45000]	Loss: 0.6936	LR: 0.020000
Training Epoch: 15 [25856/45000]	Loss: 0.8721	LR: 0.020000
Training Epoch: 15 [26112/45000]	Loss: 0.7281	LR: 0.020000
Training Epoch: 15 [26368/45000]	Loss: 0.8172	LR: 0.020000
Training Epoch: 15 [26624/45000]	Loss: 0.7936	LR: 0.020000
Training Epoch: 15 [26880/45000]	Loss: 0.7450	LR: 0.020000
Training Epoch: 15 [27136/45000]	Loss: 0.8618	LR: 0.020000
Training Epoch: 15 [27392/45000]	Loss: 0.8172	LR: 0.020000
Training Epoch: 15 [27648/45000]	Loss: 0.7049	LR: 0.020000
Training Epoch: 15 [27904/45000]	Loss: 0.7449	LR: 0.020000
Training Epoch: 15 [28160/45000]	Loss: 0.7087	LR: 0.020000
Training Epoch: 15 [28416/45000]	Loss: 0.7226	LR: 0.020000
Training Epoch: 15 [28672/45000]	Loss: 0.6887	LR: 0.020000
Training Epoch: 15 [28928/45000]	Loss: 0.8346	LR: 0.020000
Training Epoch: 15 [29184/45000]	Loss: 0.7327	LR: 0.020000
Training Epoch: 15 [29440/45000]	Loss: 0.8250	LR: 0.020000
Training Epoch: 15 [29696/45000]	Loss: 0.7903	LR: 0.020000
Training Epoch: 15 [29952/45000]	Loss: 0.8450	LR: 0.020000
Training Epoch: 15 [30208/45000]	Loss: 0.6851	LR: 0.020000
Training Epoch: 15 [30464/45000]	Loss: 0.7480	LR: 0.020000
Training Epoch: 15 [30720/45000]	Loss: 0.7696	LR: 0.020000
Training Epoch: 15 [30976/45000]	Loss: 0.8234	LR: 0.020000
Training Epoch: 15 [31232/45000]	Loss: 0.7214	LR: 0.020000
Training Epoch: 15 [31488/45000]	Loss: 0.7833	LR: 0.020000
Training Epoch: 15 [31744/45000]	Loss: 0.7136	LR: 0.020000
Training Epoch: 15 [32000/45000]	Loss: 0.7356	LR: 0.020000
Training Epoch: 15 [32256/45000]	Loss: 0.7784	LR: 0.020000
Training Epoch: 15 [32512/45000]	Loss: 0.7447	LR: 0.020000
Training Epoch: 15 [32768/45000]	Loss: 0.7121	LR: 0.020000
Training Epoch: 15 [33024/45000]	Loss: 0.7210	LR: 0.020000
Training Epoch: 15 [33280/45000]	Loss: 0.7255	LR: 0.020000
Training Epoch: 15 [33536/45000]	Loss: 0.6419	LR: 0.020000
Training Epoch: 15 [33792/45000]	Loss: 0.7936	LR: 0.020000
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Training Epoch: 15 [42496/45000]	Loss: 0.7448	LR: 0.020000
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Training Epoch: 15 [43008/45000]	Loss: 0.6866	LR: 0.020000
Training Epoch: 15 [43264/45000]	Loss: 0.7089	LR: 0.020000
Training Epoch: 15 [43520/45000]	Loss: 0.7734	LR: 0.020000
Training Epoch: 15 [43776/45000]	Loss: 0.6826	LR: 0.020000
Training Epoch: 15 [44032/45000]	Loss: 0.7484	LR: 0.020000
Training Epoch: 15 [44288/45000]	Loss: 0.9144	LR: 0.020000
Training Epoch: 15 [44544/45000]	Loss: 0.6792	LR: 0.020000
Training Epoch: 15 [44800/45000]	Loss: 0.7060	LR: 0.020000
Training Epoch: 15 [45000/45000]	Loss: 0.8770	LR: 0.020000
Epoch 15 - Average Train Loss: 0.7858, Train Accuracy: 0.7472
Epoch 15 training time consumed: 24.48s
Evaluating Network.....
Test set: Epoch: 15, Average loss: 0.0033, Accuracy: 0.7340, Time consumed:0.95s
Saving weights file to checkpoint/retrain/AllCNN/Monday_14_July_2025_02h_05m_14s/AllCNN-Cifar20-seed6-ret100-15-best.pth
Training Epoch: 16 [256/45000]	Loss: 0.6000	LR: 0.020000
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Training Epoch: 16 [768/45000]	Loss: 0.7622	LR: 0.020000
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Training Epoch: 16 [40704/45000]	Loss: 0.7596	LR: 0.020000
Training Epoch: 16 [40960/45000]	Loss: 0.7027	LR: 0.020000
Training Epoch: 16 [41216/45000]	Loss: 0.7581	LR: 0.020000
Training Epoch: 16 [41472/45000]	Loss: 0.6967	LR: 0.020000
Training Epoch: 16 [41728/45000]	Loss: 0.6734	LR: 0.020000
Training Epoch: 16 [41984/45000]	Loss: 0.7807	LR: 0.020000
Training Epoch: 16 [42240/45000]	Loss: 0.7618	LR: 0.020000
Training Epoch: 16 [42496/45000]	Loss: 0.8221	LR: 0.020000
Training Epoch: 16 [42752/45000]	Loss: 0.6544	LR: 0.020000
Training Epoch: 16 [43008/45000]	Loss: 0.6713	LR: 0.020000
Training Epoch: 16 [43264/45000]	Loss: 0.5974	LR: 0.020000
Training Epoch: 16 [43520/45000]	Loss: 0.7499	LR: 0.020000
Training Epoch: 16 [43776/45000]	Loss: 0.6293	LR: 0.020000
Training Epoch: 16 [44032/45000]	Loss: 0.6071	LR: 0.020000
Training Epoch: 16 [44288/45000]	Loss: 0.6935	LR: 0.020000
Training Epoch: 16 [44544/45000]	Loss: 0.7528	LR: 0.020000
Training Epoch: 16 [44800/45000]	Loss: 0.7582	LR: 0.020000
Training Epoch: 16 [45000/45000]	Loss: 0.7006	LR: 0.020000
Epoch 16 - Average Train Loss: 0.7119, Train Accuracy: 0.7715
Epoch 16 training time consumed: 24.56s
Evaluating Network.....
Test set: Epoch: 16, Average loss: 0.0035, Accuracy: 0.7288, Time consumed:0.88s
Training Epoch: 17 [256/45000]	Loss: 0.7811	LR: 0.020000
Training Epoch: 17 [512/45000]	Loss: 0.5873	LR: 0.020000
Training Epoch: 17 [768/45000]	Loss: 0.5150	LR: 0.020000
Training Epoch: 17 [1024/45000]	Loss: 0.6513	LR: 0.020000
Training Epoch: 17 [1280/45000]	Loss: 0.7495	LR: 0.020000
Training Epoch: 17 [1536/45000]	Loss: 0.6607	LR: 0.020000
Training Epoch: 17 [1792/45000]	Loss: 0.6364	LR: 0.020000
Training Epoch: 17 [2048/45000]	Loss: 0.5989	LR: 0.020000
Training Epoch: 17 [2304/45000]	Loss: 0.7085	LR: 0.020000
Training Epoch: 17 [2560/45000]	Loss: 0.6722	LR: 0.020000
Training Epoch: 17 [2816/45000]	Loss: 0.7523	LR: 0.020000
Training Epoch: 17 [3072/45000]	Loss: 0.6276	LR: 0.020000
Training Epoch: 17 [3328/45000]	Loss: 0.6038	LR: 0.020000
Training Epoch: 17 [3584/45000]	Loss: 0.6233	LR: 0.020000
Training Epoch: 17 [3840/45000]	Loss: 0.5971	LR: 0.020000
Training Epoch: 17 [4096/45000]	Loss: 0.8366	LR: 0.020000
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Training Epoch: 17 [4608/45000]	Loss: 0.7436	LR: 0.020000
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Training Epoch: 17 [15872/45000]	Loss: 0.6971	LR: 0.020000
Training Epoch: 17 [16128/45000]	Loss: 0.7147	LR: 0.020000
Training Epoch: 17 [16384/45000]	Loss: 0.6804	LR: 0.020000
Training Epoch: 17 [16640/45000]	Loss: 0.7144	LR: 0.020000
Training Epoch: 17 [16896/45000]	Loss: 0.6094	LR: 0.020000
Training Epoch: 17 [17152/45000]	Loss: 0.6833	LR: 0.020000
Training Epoch: 17 [17408/45000]	Loss: 0.6776	LR: 0.020000
Training Epoch: 17 [17664/45000]	Loss: 0.6765	LR: 0.020000
Training Epoch: 17 [17920/45000]	Loss: 0.6217	LR: 0.020000
Training Epoch: 17 [18176/45000]	Loss: 0.8225	LR: 0.020000
Training Epoch: 17 [18432/45000]	Loss: 0.6072	LR: 0.020000
Training Epoch: 17 [18688/45000]	Loss: 0.6870	LR: 0.020000
Training Epoch: 17 [18944/45000]	Loss: 0.6938	LR: 0.020000
Training Epoch: 17 [19200/45000]	Loss: 0.7554	LR: 0.020000
Training Epoch: 17 [19456/45000]	Loss: 0.6065	LR: 0.020000
Training Epoch: 17 [19712/45000]	Loss: 0.7059	LR: 0.020000
Training Epoch: 17 [19968/45000]	Loss: 0.6731	LR: 0.020000
Training Epoch: 17 [20224/45000]	Loss: 0.7353	LR: 0.020000
Training Epoch: 17 [20480/45000]	Loss: 0.6805	LR: 0.020000
Training Epoch: 17 [20736/45000]	Loss: 0.6339	LR: 0.020000
Training Epoch: 17 [20992/45000]	Loss: 0.7461	LR: 0.020000
Training Epoch: 17 [21248/45000]	Loss: 0.5727	LR: 0.020000
Training Epoch: 17 [21504/45000]	Loss: 0.6183	LR: 0.020000
Training Epoch: 17 [21760/45000]	Loss: 0.6995	LR: 0.020000
Training Epoch: 17 [22016/45000]	Loss: 0.7125	LR: 0.020000
Training Epoch: 17 [22272/45000]	Loss: 0.7389	LR: 0.020000
Training Epoch: 17 [22528/45000]	Loss: 0.6934	LR: 0.020000
Training Epoch: 17 [22784/45000]	Loss: 0.7488	LR: 0.020000
Training Epoch: 17 [23040/45000]	Loss: 0.6068	LR: 0.020000
Training Epoch: 17 [23296/45000]	Loss: 0.6476	LR: 0.020000
Training Epoch: 17 [23552/45000]	Loss: 0.6536	LR: 0.020000
Training Epoch: 17 [23808/45000]	Loss: 0.7803	LR: 0.020000
Training Epoch: 17 [24064/45000]	Loss: 0.5941	LR: 0.020000
Training Epoch: 17 [24320/45000]	Loss: 0.7914	LR: 0.020000
Training Epoch: 17 [24576/45000]	Loss: 0.6365	LR: 0.020000
Training Epoch: 17 [24832/45000]	Loss: 0.6065	LR: 0.020000
Training Epoch: 17 [25088/45000]	Loss: 0.6978	LR: 0.020000
Training Epoch: 17 [25344/45000]	Loss: 0.6059	LR: 0.020000
Training Epoch: 17 [25600/45000]	Loss: 0.7264	LR: 0.020000
Training Epoch: 17 [25856/45000]	Loss: 0.6801	LR: 0.020000
Training Epoch: 17 [26112/45000]	Loss: 0.7078	LR: 0.020000
Training Epoch: 17 [26368/45000]	Loss: 0.6731	LR: 0.020000
Training Epoch: 17 [26624/45000]	Loss: 0.6699	LR: 0.020000
Training Epoch: 17 [26880/45000]	Loss: 0.6732	LR: 0.020000
Training Epoch: 17 [27136/45000]	Loss: 0.7932	LR: 0.020000
Training Epoch: 17 [27392/45000]	Loss: 0.6734	LR: 0.020000
Training Epoch: 17 [27648/45000]	Loss: 0.6519	LR: 0.020000
Training Epoch: 17 [27904/45000]	Loss: 0.6396	LR: 0.020000
Training Epoch: 17 [28160/45000]	Loss: 0.7053	LR: 0.020000
Training Epoch: 17 [28416/45000]	Loss: 0.5530	LR: 0.020000
Training Epoch: 17 [28672/45000]	Loss: 0.7121	LR: 0.020000
Training Epoch: 17 [28928/45000]	Loss: 0.5862	LR: 0.020000
Training Epoch: 17 [29184/45000]	Loss: 0.6839	LR: 0.020000
Training Epoch: 17 [29440/45000]	Loss: 0.6224	LR: 0.020000
Training Epoch: 17 [29696/45000]	Loss: 0.5934	LR: 0.020000
Training Epoch: 17 [29952/45000]	Loss: 0.6359	LR: 0.020000
Training Epoch: 17 [30208/45000]	Loss: 0.7553	LR: 0.020000
Training Epoch: 17 [30464/45000]	Loss: 0.6903	LR: 0.020000
Training Epoch: 17 [30720/45000]	Loss: 0.6133	LR: 0.020000
Training Epoch: 17 [30976/45000]	Loss: 0.7443	LR: 0.020000
Training Epoch: 17 [31232/45000]	Loss: 0.7654	LR: 0.020000
Training Epoch: 17 [31488/45000]	Loss: 0.6584	LR: 0.020000
Training Epoch: 17 [31744/45000]	Loss: 0.6609	LR: 0.020000
Training Epoch: 17 [32000/45000]	Loss: 0.6462	LR: 0.020000
Training Epoch: 17 [32256/45000]	Loss: 0.7030	LR: 0.020000
Training Epoch: 17 [32512/45000]	Loss: 0.6960	LR: 0.020000
Training Epoch: 17 [32768/45000]	Loss: 0.6188	LR: 0.020000
Training Epoch: 17 [33024/45000]	Loss: 0.6904	LR: 0.020000
Training Epoch: 17 [33280/45000]	Loss: 0.6865	LR: 0.020000
Training Epoch: 17 [33536/45000]	Loss: 0.7114	LR: 0.020000
Training Epoch: 17 [33792/45000]	Loss: 0.6056	LR: 0.020000
Training Epoch: 17 [34048/45000]	Loss: 0.8133	LR: 0.020000
Training Epoch: 17 [34304/45000]	Loss: 0.6975	LR: 0.020000
Training Epoch: 17 [34560/45000]	Loss: 0.7967	LR: 0.020000
Training Epoch: 17 [34816/45000]	Loss: 0.6760	LR: 0.020000
Training Epoch: 17 [35072/45000]	Loss: 0.5014	LR: 0.020000
Training Epoch: 17 [35328/45000]	Loss: 0.7486	LR: 0.020000
Training Epoch: 17 [35584/45000]	Loss: 0.7365	LR: 0.020000
Training Epoch: 17 [35840/45000]	Loss: 0.7660	LR: 0.020000
Training Epoch: 17 [36096/45000]	Loss: 0.6492	LR: 0.020000
Training Epoch: 17 [36352/45000]	Loss: 0.6300	LR: 0.020000
Training Epoch: 17 [36608/45000]	Loss: 0.6538	LR: 0.020000
Training Epoch: 17 [36864/45000]	Loss: 0.7001	LR: 0.020000
Training Epoch: 17 [37120/45000]	Loss: 0.7488	LR: 0.020000
Training Epoch: 17 [37376/45000]	Loss: 0.6799	LR: 0.020000
Training Epoch: 17 [37632/45000]	Loss: 0.6740	LR: 0.020000
Training Epoch: 17 [37888/45000]	Loss: 0.6971	LR: 0.020000
Training Epoch: 17 [38144/45000]	Loss: 0.6600	LR: 0.020000
Training Epoch: 17 [38400/45000]	Loss: 0.8022	LR: 0.020000
Training Epoch: 17 [38656/45000]	Loss: 0.7938	LR: 0.020000
Training Epoch: 17 [38912/45000]	Loss: 0.6230	LR: 0.020000
Training Epoch: 17 [39168/45000]	Loss: 0.8463	LR: 0.020000
Training Epoch: 17 [39424/45000]	Loss: 0.6825	LR: 0.020000
Training Epoch: 17 [39680/45000]	Loss: 0.7082	LR: 0.020000
Training Epoch: 17 [39936/45000]	Loss: 0.7311	LR: 0.020000
Training Epoch: 17 [40192/45000]	Loss: 0.5676	LR: 0.020000
Training Epoch: 17 [40448/45000]	Loss: 0.5644	LR: 0.020000
Training Epoch: 17 [40704/45000]	Loss: 0.7865	LR: 0.020000
Training Epoch: 17 [40960/45000]	Loss: 0.5755	LR: 0.020000
Training Epoch: 17 [41216/45000]	Loss: 0.6633	LR: 0.020000
Training Epoch: 17 [41472/45000]	Loss: 0.6918	LR: 0.020000
Training Epoch: 17 [41728/45000]	Loss: 0.7369	LR: 0.020000
Training Epoch: 17 [41984/45000]	Loss: 0.7632	LR: 0.020000
Training Epoch: 17 [42240/45000]	Loss: 0.7566	LR: 0.020000
Training Epoch: 17 [42496/45000]	Loss: 0.6829	LR: 0.020000
Training Epoch: 17 [42752/45000]	Loss: 0.6800	LR: 0.020000
Training Epoch: 17 [43008/45000]	Loss: 0.8161	LR: 0.020000
Training Epoch: 17 [43264/45000]	Loss: 0.7375	LR: 0.020000
Training Epoch: 17 [43520/45000]	Loss: 0.6500	LR: 0.020000
Training Epoch: 17 [43776/45000]	Loss: 0.7293	LR: 0.020000
Training Epoch: 17 [44032/45000]	Loss: 0.6627	LR: 0.020000
Training Epoch: 17 [44288/45000]	Loss: 0.7215	LR: 0.020000
Training Epoch: 17 [44544/45000]	Loss: 0.6440	LR: 0.020000
Training Epoch: 17 [44800/45000]	Loss: 0.5723	LR: 0.020000
Training Epoch: 17 [45000/45000]	Loss: 0.6079	LR: 0.020000
Epoch 17 - Average Train Loss: 0.6781, Train Accuracy: 0.7804
Epoch 17 training time consumed: 24.59s
Evaluating Network.....
Test set: Epoch: 17, Average loss: 0.0035, Accuracy: 0.7275, Time consumed:0.92s
Training Epoch: 18 [256/45000]	Loss: 0.5875	LR: 0.020000
Training Epoch: 18 [512/45000]	Loss: 0.6212	LR: 0.020000
Training Epoch: 18 [768/45000]	Loss: 0.7555	LR: 0.020000
Training Epoch: 18 [1024/45000]	Loss: 0.6875	LR: 0.020000
Training Epoch: 18 [1280/45000]	Loss: 0.6481	LR: 0.020000
Training Epoch: 18 [1536/45000]	Loss: 0.6602	LR: 0.020000
Training Epoch: 18 [1792/45000]	Loss: 0.5415	LR: 0.020000
Training Epoch: 18 [2048/45000]	Loss: 0.6413	LR: 0.020000
Training Epoch: 18 [2304/45000]	Loss: 0.6254	LR: 0.020000
Training Epoch: 18 [2560/45000]	Loss: 0.7079	LR: 0.020000
Training Epoch: 18 [2816/45000]	Loss: 0.6564	LR: 0.020000
Training Epoch: 18 [3072/45000]	Loss: 0.6805	LR: 0.020000
Training Epoch: 18 [3328/45000]	Loss: 0.6015	LR: 0.020000
Training Epoch: 18 [3584/45000]	Loss: 0.6356	LR: 0.020000
Training Epoch: 18 [3840/45000]	Loss: 0.6097	LR: 0.020000
Training Epoch: 18 [4096/45000]	Loss: 0.6815	LR: 0.020000
Training Epoch: 18 [4352/45000]	Loss: 0.6850	LR: 0.020000
Training Epoch: 18 [4608/45000]	Loss: 0.8908	LR: 0.020000
Training Epoch: 18 [4864/45000]	Loss: 0.6058	LR: 0.020000
Training Epoch: 18 [5120/45000]	Loss: 0.5722	LR: 0.020000
Training Epoch: 18 [5376/45000]	Loss: 0.6682	LR: 0.020000
Training Epoch: 18 [5632/45000]	Loss: 0.6701	LR: 0.020000
Training Epoch: 18 [5888/45000]	Loss: 0.5731	LR: 0.020000
Training Epoch: 18 [6144/45000]	Loss: 0.6560	LR: 0.020000
Training Epoch: 18 [6400/45000]	Loss: 0.6092	LR: 0.020000
Training Epoch: 18 [6656/45000]	Loss: 0.5911	LR: 0.020000
Training Epoch: 18 [6912/45000]	Loss: 0.6967	LR: 0.020000
Training Epoch: 18 [7168/45000]	Loss: 0.6847	LR: 0.020000
Training Epoch: 18 [7424/45000]	Loss: 0.5780	LR: 0.020000
Training Epoch: 18 [7680/45000]	Loss: 0.7048	LR: 0.020000
Training Epoch: 18 [7936/45000]	Loss: 0.7513	LR: 0.020000
Training Epoch: 18 [8192/45000]	Loss: 0.6504	LR: 0.020000
Training Epoch: 18 [8448/45000]	Loss: 0.7734	LR: 0.020000
Training Epoch: 18 [8704/45000]	Loss: 0.5667	LR: 0.020000
Training Epoch: 18 [8960/45000]	Loss: 0.5657	LR: 0.020000
Training Epoch: 18 [9216/45000]	Loss: 0.5412	LR: 0.020000
Training Epoch: 18 [9472/45000]	Loss: 0.6766	LR: 0.020000
Training Epoch: 18 [9728/45000]	Loss: 0.7363	LR: 0.020000
Training Epoch: 18 [9984/45000]	Loss: 0.6354	LR: 0.020000
Training Epoch: 18 [10240/45000]	Loss: 0.6987	LR: 0.020000
Training Epoch: 18 [10496/45000]	Loss: 0.5932	LR: 0.020000
Training Epoch: 18 [10752/45000]	Loss: 0.7752	LR: 0.020000
Training Epoch: 18 [11008/45000]	Loss: 0.6742	LR: 0.020000
Training Epoch: 18 [11264/45000]	Loss: 0.6731	LR: 0.020000
Training Epoch: 18 [11520/45000]	Loss: 0.6050	LR: 0.020000
Training Epoch: 18 [11776/45000]	Loss: 0.7465	LR: 0.020000
Training Epoch: 18 [12032/45000]	Loss: 0.6461	LR: 0.020000
Training Epoch: 18 [12288/45000]	Loss: 0.6975	LR: 0.020000
Training Epoch: 18 [12544/45000]	Loss: 0.5718	LR: 0.020000
Training Epoch: 18 [12800/45000]	Loss: 0.6420	LR: 0.020000
Training Epoch: 18 [13056/45000]	Loss: 0.6089	LR: 0.020000
Training Epoch: 18 [13312/45000]	Loss: 0.5703	LR: 0.020000
Training Epoch: 18 [13568/45000]	Loss: 0.6875	LR: 0.020000
Training Epoch: 18 [13824/45000]	Loss: 0.6938	LR: 0.020000
Training Epoch: 18 [14080/45000]	Loss: 0.7304	LR: 0.020000
Training Epoch: 18 [14336/45000]	Loss: 0.7660	LR: 0.020000
Training Epoch: 18 [14592/45000]	Loss: 0.6808	LR: 0.020000
Training Epoch: 18 [14848/45000]	Loss: 0.7615	LR: 0.020000
Training Epoch: 18 [15104/45000]	Loss: 0.7047	LR: 0.020000
Training Epoch: 18 [15360/45000]	Loss: 0.6629	LR: 0.020000
Training Epoch: 18 [15616/45000]	Loss: 0.5307	LR: 0.020000
Training Epoch: 18 [15872/45000]	Loss: 0.6910	LR: 0.020000
Training Epoch: 18 [16128/45000]	Loss: 0.6199	LR: 0.020000
Training Epoch: 18 [16384/45000]	Loss: 0.5638	LR: 0.020000
Training Epoch: 18 [16640/45000]	Loss: 0.6910	LR: 0.020000
Training Epoch: 18 [16896/45000]	Loss: 0.5607	LR: 0.020000
Training Epoch: 18 [17152/45000]	Loss: 0.6950	LR: 0.020000
Training Epoch: 18 [17408/45000]	Loss: 0.5859	LR: 0.020000
Training Epoch: 18 [17664/45000]	Loss: 0.6403	LR: 0.020000
Training Epoch: 18 [17920/45000]	Loss: 0.6567	LR: 0.020000
Training Epoch: 18 [18176/45000]	Loss: 0.6484	LR: 0.020000
Training Epoch: 18 [18432/45000]	Loss: 0.6038	LR: 0.020000
Training Epoch: 18 [18688/45000]	Loss: 0.5641	LR: 0.020000
Training Epoch: 18 [18944/45000]	Loss: 0.8266	LR: 0.020000
Training Epoch: 18 [19200/45000]	Loss: 0.7866	LR: 0.020000
Training Epoch: 18 [19456/45000]	Loss: 0.6751	LR: 0.020000
Training Epoch: 18 [19712/45000]	Loss: 0.6992	LR: 0.020000
Training Epoch: 18 [19968/45000]	Loss: 0.5585	LR: 0.020000
Training Epoch: 18 [20224/45000]	Loss: 0.6826	LR: 0.020000
Training Epoch: 18 [20480/45000]	Loss: 0.7100	LR: 0.020000
Training Epoch: 18 [20736/45000]	Loss: 0.7547	LR: 0.020000
Training Epoch: 18 [20992/45000]	Loss: 0.6325	LR: 0.020000
Training Epoch: 18 [21248/45000]	Loss: 0.7020	LR: 0.020000
Training Epoch: 18 [21504/45000]	Loss: 0.6975	LR: 0.020000
Training Epoch: 18 [21760/45000]	Loss: 0.5735	LR: 0.020000
Training Epoch: 18 [22016/45000]	Loss: 0.7910	LR: 0.020000
Training Epoch: 18 [22272/45000]	Loss: 0.6311	LR: 0.020000
Training Epoch: 18 [22528/45000]	Loss: 0.7318	LR: 0.020000
Training Epoch: 18 [22784/45000]	Loss: 0.6067	LR: 0.020000
Training Epoch: 18 [23040/45000]	Loss: 0.7273	LR: 0.020000
Training Epoch: 18 [23296/45000]	Loss: 0.6031	LR: 0.020000
Training Epoch: 18 [23552/45000]	Loss: 0.5857	LR: 0.020000
Training Epoch: 18 [23808/45000]	Loss: 0.6996	LR: 0.020000
Training Epoch: 18 [24064/45000]	Loss: 0.6925	LR: 0.020000
Training Epoch: 18 [24320/45000]	Loss: 0.5590	LR: 0.020000
Training Epoch: 18 [24576/45000]	Loss: 0.6490	LR: 0.020000
Training Epoch: 18 [24832/45000]	Loss: 0.6393	LR: 0.020000
Training Epoch: 18 [25088/45000]	Loss: 0.6816	LR: 0.020000
Training Epoch: 18 [25344/45000]	Loss: 0.5870	LR: 0.020000
Training Epoch: 18 [25600/45000]	Loss: 0.6649	LR: 0.020000
Training Epoch: 18 [25856/45000]	Loss: 0.6879	LR: 0.020000
Training Epoch: 18 [26112/45000]	Loss: 0.5325	LR: 0.020000
Training Epoch: 18 [26368/45000]	Loss: 0.5538	LR: 0.020000
Training Epoch: 18 [26624/45000]	Loss: 0.6696	LR: 0.020000
Training Epoch: 18 [26880/45000]	Loss: 0.7332	LR: 0.020000
Training Epoch: 18 [27136/45000]	Loss: 0.6252	LR: 0.020000
Training Epoch: 18 [27392/45000]	Loss: 0.6472	LR: 0.020000
Training Epoch: 18 [27648/45000]	Loss: 0.6327	LR: 0.020000
Training Epoch: 18 [27904/45000]	Loss: 0.6549	LR: 0.020000
Training Epoch: 18 [28160/45000]	Loss: 0.6630	LR: 0.020000
Training Epoch: 18 [28416/45000]	Loss: 0.6541	LR: 0.020000
Training Epoch: 18 [28672/45000]	Loss: 0.6559	LR: 0.020000
Training Epoch: 18 [28928/45000]	Loss: 0.5422	LR: 0.020000
Training Epoch: 18 [29184/45000]	Loss: 0.5928	LR: 0.020000
Training Epoch: 18 [29440/45000]	Loss: 0.7195	LR: 0.020000
Training Epoch: 18 [29696/45000]	Loss: 0.5896	LR: 0.020000
Training Epoch: 18 [29952/45000]	Loss: 0.6411	LR: 0.020000
Training Epoch: 18 [30208/45000]	Loss: 0.6433	LR: 0.020000
Training Epoch: 18 [30464/45000]	Loss: 0.5815	LR: 0.020000
Training Epoch: 18 [30720/45000]	Loss: 0.6761	LR: 0.020000
Training Epoch: 18 [30976/45000]	Loss: 0.7529	LR: 0.020000
Training Epoch: 18 [31232/45000]	Loss: 0.6696	LR: 0.020000
Training Epoch: 18 [31488/45000]	Loss: 0.6489	LR: 0.020000
Training Epoch: 18 [31744/45000]	Loss: 0.6323	LR: 0.020000
Training Epoch: 18 [32000/45000]	Loss: 0.6775	LR: 0.020000
Training Epoch: 18 [32256/45000]	Loss: 0.6415	LR: 0.020000
Training Epoch: 18 [32512/45000]	Loss: 0.6570	LR: 0.020000
Training Epoch: 18 [32768/45000]	Loss: 0.6257	LR: 0.020000
Training Epoch: 18 [33024/45000]	Loss: 0.5885	LR: 0.020000
Training Epoch: 18 [33280/45000]	Loss: 0.7963	LR: 0.020000
Training Epoch: 18 [33536/45000]	Loss: 0.7316	LR: 0.020000
Training Epoch: 18 [33792/45000]	Loss: 0.5293	LR: 0.020000
Training Epoch: 18 [34048/45000]	Loss: 0.6398	LR: 0.020000
Training Epoch: 18 [34304/45000]	Loss: 0.5903	LR: 0.020000
Training Epoch: 18 [34560/45000]	Loss: 0.8087	LR: 0.020000
Training Epoch: 18 [34816/45000]	Loss: 0.5857	LR: 0.020000
Training Epoch: 18 [35072/45000]	Loss: 0.6098	LR: 0.020000
Training Epoch: 18 [35328/45000]	Loss: 0.7579	LR: 0.020000
Training Epoch: 18 [35584/45000]	Loss: 0.7495	LR: 0.020000
Training Epoch: 18 [35840/45000]	Loss: 0.7880	LR: 0.020000
Training Epoch: 18 [36096/45000]	Loss: 0.6912	LR: 0.020000
Training Epoch: 18 [36352/45000]	Loss: 0.6700	LR: 0.020000
Training Epoch: 18 [36608/45000]	Loss: 0.7286	LR: 0.020000
Training Epoch: 18 [36864/45000]	Loss: 0.6977	LR: 0.020000
Training Epoch: 18 [37120/45000]	Loss: 0.6547	LR: 0.020000
Training Epoch: 18 [37376/45000]	Loss: 0.6321	LR: 0.020000
Training Epoch: 18 [37632/45000]	Loss: 0.6465	LR: 0.020000
Training Epoch: 18 [37888/45000]	Loss: 0.7074	LR: 0.020000
Training Epoch: 18 [38144/45000]	Loss: 0.7573	LR: 0.020000
Training Epoch: 18 [38400/45000]	Loss: 0.6658	LR: 0.020000
Training Epoch: 18 [38656/45000]	Loss: 0.5927	LR: 0.020000
Training Epoch: 18 [38912/45000]	Loss: 0.6601	LR: 0.020000
Training Epoch: 18 [39168/45000]	Loss: 0.7749	LR: 0.020000
Training Epoch: 18 [39424/45000]	Loss: 0.6640	LR: 0.020000
Training Epoch: 18 [39680/45000]	Loss: 0.6519	LR: 0.020000
Training Epoch: 18 [39936/45000]	Loss: 0.8036	LR: 0.020000
Training Epoch: 18 [40192/45000]	Loss: 0.5938	LR: 0.020000
Training Epoch: 18 [40448/45000]	Loss: 0.6639	LR: 0.020000
Training Epoch: 18 [40704/45000]	Loss: 0.6036	LR: 0.020000
Training Epoch: 18 [40960/45000]	Loss: 0.6404	LR: 0.020000
Training Epoch: 18 [41216/45000]	Loss: 0.6847	LR: 0.020000
Training Epoch: 18 [41472/45000]	Loss: 0.6000	LR: 0.020000
Training Epoch: 18 [41728/45000]	Loss: 0.6602	LR: 0.020000
Training Epoch: 18 [41984/45000]	Loss: 0.7702	LR: 0.020000
Training Epoch: 18 [42240/45000]	Loss: 0.6763	LR: 0.020000
Training Epoch: 18 [42496/45000]	Loss: 0.5672	LR: 0.020000
Training Epoch: 18 [42752/45000]	Loss: 0.6613	LR: 0.020000
Training Epoch: 18 [43008/45000]	Loss: 0.6411	LR: 0.020000
Training Epoch: 18 [43264/45000]	Loss: 0.6866	LR: 0.020000
Training Epoch: 18 [43520/45000]	Loss: 0.6152	LR: 0.020000
Training Epoch: 18 [43776/45000]	Loss: 0.6711	LR: 0.020000
Training Epoch: 18 [44032/45000]	Loss: 0.6639	LR: 0.020000
Training Epoch: 18 [44288/45000]	Loss: 0.6051	LR: 0.020000
Training Epoch: 18 [44544/45000]	Loss: 0.5951	LR: 0.020000
Training Epoch: 18 [44800/45000]	Loss: 0.5918	LR: 0.020000
Training Epoch: 18 [45000/45000]	Loss: 0.6221	LR: 0.020000
Epoch 18 - Average Train Loss: 0.6580, Train Accuracy: 0.7872
Epoch 18 training time consumed: 24.52s
Evaluating Network.....
Test set: Epoch: 18, Average loss: 0.0035, Accuracy: 0.7339, Time consumed:0.87s
Training Epoch: 19 [256/45000]	Loss: 0.6599	LR: 0.020000
Training Epoch: 19 [512/45000]	Loss: 0.5972	LR: 0.020000
Training Epoch: 19 [768/45000]	Loss: 0.6046	LR: 0.020000
Training Epoch: 19 [1024/45000]	Loss: 0.7356	LR: 0.020000
Training Epoch: 19 [1280/45000]	Loss: 0.7180	LR: 0.020000
Training Epoch: 19 [1536/45000]	Loss: 0.6117	LR: 0.020000
Training Epoch: 19 [1792/45000]	Loss: 0.6040	LR: 0.020000
Training Epoch: 19 [2048/45000]	Loss: 0.6341	LR: 0.020000
Training Epoch: 19 [2304/45000]	Loss: 0.5926	LR: 0.020000
Training Epoch: 19 [2560/45000]	Loss: 0.6317	LR: 0.020000
Training Epoch: 19 [2816/45000]	Loss: 0.5874	LR: 0.020000
Training Epoch: 19 [3072/45000]	Loss: 0.6067	LR: 0.020000
Training Epoch: 19 [3328/45000]	Loss: 0.4542	LR: 0.020000
Training Epoch: 19 [3584/45000]	Loss: 0.6034	LR: 0.020000
Training Epoch: 19 [3840/45000]	Loss: 0.5478	LR: 0.020000
Training Epoch: 19 [4096/45000]	Loss: 0.5891	LR: 0.020000
Training Epoch: 19 [4352/45000]	Loss: 0.6714	LR: 0.020000
Training Epoch: 19 [4608/45000]	Loss: 0.6684	LR: 0.020000
Training Epoch: 19 [4864/45000]	Loss: 0.5233	LR: 0.020000
Training Epoch: 19 [5120/45000]	Loss: 0.7535	LR: 0.020000
Training Epoch: 19 [5376/45000]	Loss: 0.5613	LR: 0.020000
Training Epoch: 19 [5632/45000]	Loss: 0.6650	LR: 0.020000
Training Epoch: 19 [5888/45000]	Loss: 0.7243	LR: 0.020000
Training Epoch: 19 [6144/45000]	Loss: 0.6733	LR: 0.020000
Training Epoch: 19 [6400/45000]	Loss: 0.5921	LR: 0.020000
Training Epoch: 19 [6656/45000]	Loss: 0.6306	LR: 0.020000
Training Epoch: 19 [6912/45000]	Loss: 0.6364	LR: 0.020000
Training Epoch: 19 [7168/45000]	Loss: 0.6087	LR: 0.020000
Training Epoch: 19 [7424/45000]	Loss: 0.6609	LR: 0.020000
Training Epoch: 19 [7680/45000]	Loss: 0.7511	LR: 0.020000
Training Epoch: 19 [7936/45000]	Loss: 0.5996	LR: 0.020000
Training Epoch: 19 [8192/45000]	Loss: 0.6506	LR: 0.020000
Training Epoch: 19 [8448/45000]	Loss: 0.5790	LR: 0.020000
Training Epoch: 19 [8704/45000]	Loss: 0.6375	LR: 0.020000
Training Epoch: 19 [8960/45000]	Loss: 0.6307	LR: 0.020000
Training Epoch: 19 [9216/45000]	Loss: 0.5442	LR: 0.020000
Training Epoch: 19 [9472/45000]	Loss: 0.5971	LR: 0.020000
Training Epoch: 19 [9728/45000]	Loss: 0.6083	LR: 0.020000
Training Epoch: 19 [9984/45000]	Loss: 0.5629	LR: 0.020000
Training Epoch: 19 [10240/45000]	Loss: 0.7178	LR: 0.020000
Training Epoch: 19 [10496/45000]	Loss: 0.6537	LR: 0.020000
Training Epoch: 19 [10752/45000]	Loss: 0.6041	LR: 0.020000
Training Epoch: 19 [11008/45000]	Loss: 0.5810	LR: 0.020000
Training Epoch: 19 [11264/45000]	Loss: 0.6816	LR: 0.020000
Training Epoch: 19 [11520/45000]	Loss: 0.6359	LR: 0.020000
Training Epoch: 19 [11776/45000]	Loss: 0.6305	LR: 0.020000
Training Epoch: 19 [12032/45000]	Loss: 0.7184	LR: 0.020000
Training Epoch: 19 [12288/45000]	Loss: 0.6010	LR: 0.020000
Training Epoch: 19 [12544/45000]	Loss: 0.6110	LR: 0.020000
Training Epoch: 19 [12800/45000]	Loss: 0.7605	LR: 0.020000
Training Epoch: 19 [13056/45000]	Loss: 0.6917	LR: 0.020000
Training Epoch: 19 [13312/45000]	Loss: 0.6754	LR: 0.020000
Training Epoch: 19 [13568/45000]	Loss: 0.5405	LR: 0.020000
Training Epoch: 19 [13824/45000]	Loss: 0.6513	LR: 0.020000
Training Epoch: 19 [14080/45000]	Loss: 0.6736	LR: 0.020000
Training Epoch: 19 [14336/45000]	Loss: 0.6642	LR: 0.020000
Training Epoch: 19 [14592/45000]	Loss: 0.7091	LR: 0.020000
Training Epoch: 19 [14848/45000]	Loss: 0.6558	LR: 0.020000
Training Epoch: 19 [15104/45000]	Loss: 0.7607	LR: 0.020000
Training Epoch: 19 [15360/45000]	Loss: 0.7577	LR: 0.020000
Training Epoch: 19 [15616/45000]	Loss: 0.6082	LR: 0.020000
Training Epoch: 19 [15872/45000]	Loss: 0.7477	LR: 0.020000
Training Epoch: 19 [16128/45000]	Loss: 0.6431	LR: 0.020000
Training Epoch: 19 [16384/45000]	Loss: 0.6447	LR: 0.020000
Training Epoch: 19 [16640/45000]	Loss: 0.7531	LR: 0.020000
Training Epoch: 19 [16896/45000]	Loss: 0.6237	LR: 0.020000
Training Epoch: 19 [17152/45000]	Loss: 0.6425	LR: 0.020000
Training Epoch: 19 [17408/45000]	Loss: 0.5822	LR: 0.020000
Training Epoch: 19 [17664/45000]	Loss: 0.6257	LR: 0.020000
Training Epoch: 19 [17920/45000]	Loss: 0.6439	LR: 0.020000
Training Epoch: 19 [18176/45000]	Loss: 0.6057	LR: 0.020000
Training Epoch: 19 [18432/45000]	Loss: 0.6027	LR: 0.020000
Training Epoch: 19 [18688/45000]	Loss: 0.5960	LR: 0.020000
Training Epoch: 19 [18944/45000]	Loss: 0.6627	LR: 0.020000
Training Epoch: 19 [19200/45000]	Loss: 0.7074	LR: 0.020000
Training Epoch: 19 [19456/45000]	Loss: 0.5965	LR: 0.020000
Training Epoch: 19 [19712/45000]	Loss: 0.6215	LR: 0.020000
Training Epoch: 19 [19968/45000]	Loss: 0.6705	LR: 0.020000
Training Epoch: 19 [20224/45000]	Loss: 0.6342	LR: 0.020000
Training Epoch: 19 [20480/45000]	Loss: 0.6194	LR: 0.020000
Training Epoch: 19 [20736/45000]	Loss: 0.5200	LR: 0.020000
Training Epoch: 19 [20992/45000]	Loss: 0.7695	LR: 0.020000
Training Epoch: 19 [21248/45000]	Loss: 0.6862	LR: 0.020000
Training Epoch: 19 [21504/45000]	Loss: 0.6031	LR: 0.020000
Training Epoch: 19 [21760/45000]	Loss: 0.6888	LR: 0.020000
Training Epoch: 19 [22016/45000]	Loss: 0.6240	LR: 0.020000
Training Epoch: 19 [22272/45000]	Loss: 0.6255	LR: 0.020000
Training Epoch: 19 [22528/45000]	Loss: 0.6296	LR: 0.020000
Training Epoch: 19 [22784/45000]	Loss: 0.6422	LR: 0.020000
Training Epoch: 19 [23040/45000]	Loss: 0.6918	LR: 0.020000
Training Epoch: 19 [23296/45000]	Loss: 0.6690	LR: 0.020000
Training Epoch: 19 [23552/45000]	Loss: 0.5790	LR: 0.020000
Training Epoch: 19 [23808/45000]	Loss: 0.6918	LR: 0.020000
Training Epoch: 19 [24064/45000]	Loss: 0.6195	LR: 0.020000
Training Epoch: 19 [24320/45000]	Loss: 0.5879	LR: 0.020000
Training Epoch: 19 [24576/45000]	Loss: 0.6076	LR: 0.020000
Training Epoch: 19 [24832/45000]	Loss: 0.6386	LR: 0.020000
Training Epoch: 19 [25088/45000]	Loss: 0.6219	LR: 0.020000
Training Epoch: 19 [25344/45000]	Loss: 0.6537	LR: 0.020000
Training Epoch: 19 [25600/45000]	Loss: 0.6660	LR: 0.020000
Training Epoch: 19 [25856/45000]	Loss: 0.7048	LR: 0.020000
Training Epoch: 19 [26112/45000]	Loss: 0.6254	LR: 0.020000
Training Epoch: 19 [26368/45000]	Loss: 0.6459	LR: 0.020000
Training Epoch: 19 [26624/45000]	Loss: 0.6795	LR: 0.020000
Training Epoch: 19 [26880/45000]	Loss: 0.5579	LR: 0.020000
Training Epoch: 19 [27136/45000]	Loss: 0.6333	LR: 0.020000
Training Epoch: 19 [27392/45000]	Loss: 0.6299	LR: 0.020000
Training Epoch: 19 [27648/45000]	Loss: 0.5561	LR: 0.020000
Training Epoch: 19 [27904/45000]	Loss: 0.6631	LR: 0.020000
Training Epoch: 19 [28160/45000]	Loss: 0.6953	LR: 0.020000
Training Epoch: 19 [28416/45000]	Loss: 0.5606	LR: 0.020000
Training Epoch: 19 [28672/45000]	Loss: 0.6062	LR: 0.020000
Training Epoch: 19 [28928/45000]	Loss: 0.5197	LR: 0.020000
Training Epoch: 19 [29184/45000]	Loss: 0.6536	LR: 0.020000
Training Epoch: 19 [29440/45000]	Loss: 0.5342	LR: 0.020000
Training Epoch: 19 [29696/45000]	Loss: 0.6282	LR: 0.020000
Training Epoch: 19 [29952/45000]	Loss: 0.5346	LR: 0.020000
Training Epoch: 19 [30208/45000]	Loss: 0.6384	LR: 0.020000
Training Epoch: 19 [30464/45000]	Loss: 0.6099	LR: 0.020000
Training Epoch: 19 [30720/45000]	Loss: 0.6509	LR: 0.020000
Training Epoch: 19 [30976/45000]	Loss: 0.6560	LR: 0.020000
Training Epoch: 19 [31232/45000]	Loss: 0.7511	LR: 0.020000
Training Epoch: 19 [31488/45000]	Loss: 0.6032	LR: 0.020000
Training Epoch: 19 [31744/45000]	Loss: 0.6049	LR: 0.020000
Training Epoch: 19 [32000/45000]	Loss: 0.6815	LR: 0.020000
Training Epoch: 19 [32256/45000]	Loss: 0.7230	LR: 0.020000
Training Epoch: 19 [32512/45000]	Loss: 0.5798	LR: 0.020000
Training Epoch: 19 [32768/45000]	Loss: 0.7808	LR: 0.020000
Training Epoch: 19 [33024/45000]	Loss: 0.6370	LR: 0.020000
Training Epoch: 19 [33280/45000]	Loss: 0.5669	LR: 0.020000
Training Epoch: 19 [33536/45000]	Loss: 0.5944	LR: 0.020000
Training Epoch: 19 [33792/45000]	Loss: 0.6572	LR: 0.020000
Training Epoch: 19 [34048/45000]	Loss: 0.6045	LR: 0.020000
Training Epoch: 19 [34304/45000]	Loss: 0.5755	LR: 0.020000
Training Epoch: 19 [34560/45000]	Loss: 0.5153	LR: 0.020000
Training Epoch: 19 [34816/45000]	Loss: 0.6557	LR: 0.020000
Training Epoch: 19 [35072/45000]	Loss: 0.6548	LR: 0.020000
Training Epoch: 19 [35328/45000]	Loss: 0.5556	LR: 0.020000
Training Epoch: 19 [35584/45000]	Loss: 0.7058	LR: 0.020000
Training Epoch: 19 [35840/45000]	Loss: 0.5241	LR: 0.020000
Training Epoch: 19 [36096/45000]	Loss: 0.6236	LR: 0.020000
Training Epoch: 19 [36352/45000]	Loss: 0.7665	LR: 0.020000
Training Epoch: 19 [36608/45000]	Loss: 0.5859	LR: 0.020000
Training Epoch: 19 [36864/45000]	Loss: 0.5423	LR: 0.020000
Training Epoch: 19 [37120/45000]	Loss: 0.5643	LR: 0.020000
Training Epoch: 19 [37376/45000]	Loss: 0.6300	LR: 0.020000
Training Epoch: 19 [37632/45000]	Loss: 0.6269	LR: 0.020000
Training Epoch: 19 [37888/45000]	Loss: 0.6728	LR: 0.020000
Training Epoch: 19 [38144/45000]	Loss: 0.6151	LR: 0.020000
Training Epoch: 19 [38400/45000]	Loss: 0.6297	LR: 0.020000
Training Epoch: 19 [38656/45000]	Loss: 0.6688	LR: 0.020000
Training Epoch: 19 [38912/45000]	Loss: 0.6666	LR: 0.020000
Training Epoch: 19 [39168/45000]	Loss: 0.6766	LR: 0.020000
Training Epoch: 19 [39424/45000]	Loss: 0.6431	LR: 0.020000
Training Epoch: 19 [39680/45000]	Loss: 0.6091	LR: 0.020000
Training Epoch: 19 [39936/45000]	Loss: 0.6287	LR: 0.020000
Training Epoch: 19 [40192/45000]	Loss: 0.6960	LR: 0.020000
Training Epoch: 19 [40448/45000]	Loss: 0.6162	LR: 0.020000
Training Epoch: 19 [40704/45000]	Loss: 0.6228	LR: 0.020000
Training Epoch: 19 [40960/45000]	Loss: 0.5964	LR: 0.020000
Training Epoch: 19 [41216/45000]	Loss: 0.6005	LR: 0.020000
Training Epoch: 19 [41472/45000]	Loss: 0.5753	LR: 0.020000
Training Epoch: 19 [41728/45000]	Loss: 0.8420	LR: 0.020000
Training Epoch: 19 [41984/45000]	Loss: 0.6647	LR: 0.020000
Training Epoch: 19 [42240/45000]	Loss: 0.6136	LR: 0.020000
Training Epoch: 19 [42496/45000]	Loss: 0.6141	LR: 0.020000
Training Epoch: 19 [42752/45000]	Loss: 0.5549	LR: 0.020000
Training Epoch: 19 [43008/45000]	Loss: 0.5721	LR: 0.020000
Training Epoch: 19 [43264/45000]	Loss: 0.6479	LR: 0.020000
Training Epoch: 19 [43520/45000]	Loss: 0.7119	LR: 0.020000
Training Epoch: 19 [43776/45000]	Loss: 0.8182	LR: 0.020000
Training Epoch: 19 [44032/45000]	Loss: 0.6081	LR: 0.020000
Training Epoch: 19 [44288/45000]	Loss: 0.7301	LR: 0.020000
Training Epoch: 19 [44544/45000]	Loss: 0.7155	LR: 0.020000
Training Epoch: 19 [44800/45000]	Loss: 0.6491	LR: 0.020000
Training Epoch: 19 [45000/45000]	Loss: 0.5378	LR: 0.020000
Epoch 19 - Average Train Loss: 0.6366, Train Accuracy: 0.7946
Epoch 19 training time consumed: 24.53s
Evaluating Network.....
Test set: Epoch: 19, Average loss: 0.0034, Accuracy: 0.7338, Time consumed:0.94s
Training Epoch: 20 [256/45000]	Loss: 0.6025	LR: 0.020000
Training Epoch: 20 [512/45000]	Loss: 0.7115	LR: 0.020000
Training Epoch: 20 [768/45000]	Loss: 0.5517	LR: 0.020000
Training Epoch: 20 [1024/45000]	Loss: 0.5698	LR: 0.020000
Training Epoch: 20 [1280/45000]	Loss: 0.6169	LR: 0.020000
Training Epoch: 20 [1536/45000]	Loss: 0.6164	LR: 0.020000
Training Epoch: 20 [1792/45000]	Loss: 0.5343	LR: 0.020000
Training Epoch: 20 [2048/45000]	Loss: 0.7038	LR: 0.020000
Training Epoch: 20 [2304/45000]	Loss: 0.6811	LR: 0.020000
Training Epoch: 20 [2560/45000]	Loss: 0.6455	LR: 0.020000
Training Epoch: 20 [2816/45000]	Loss: 0.5711	LR: 0.020000
Training Epoch: 20 [3072/45000]	Loss: 0.6994	LR: 0.020000
Training Epoch: 20 [3328/45000]	Loss: 0.6290	LR: 0.020000
Training Epoch: 20 [3584/45000]	Loss: 0.5255	LR: 0.020000
Training Epoch: 20 [3840/45000]	Loss: 0.6730	LR: 0.020000
Training Epoch: 20 [4096/45000]	Loss: 0.5370	LR: 0.020000
Training Epoch: 20 [4352/45000]	Loss: 0.6519	LR: 0.020000
Training Epoch: 20 [4608/45000]	Loss: 0.5202	LR: 0.020000
Training Epoch: 20 [4864/45000]	Loss: 0.6031	LR: 0.020000
Training Epoch: 20 [5120/45000]	Loss: 0.5950	LR: 0.020000
Training Epoch: 20 [5376/45000]	Loss: 0.6191	LR: 0.020000
Training Epoch: 20 [5632/45000]	Loss: 0.5938	LR: 0.020000
Training Epoch: 20 [5888/45000]	Loss: 0.5693	LR: 0.020000
Training Epoch: 20 [6144/45000]	Loss: 0.7823	LR: 0.020000
Training Epoch: 20 [6400/45000]	Loss: 0.5894	LR: 0.020000
Training Epoch: 20 [6656/45000]	Loss: 0.6403	LR: 0.020000
Training Epoch: 20 [6912/45000]	Loss: 0.6010	LR: 0.020000
Training Epoch: 20 [7168/45000]	Loss: 0.6603	LR: 0.020000
Training Epoch: 20 [7424/45000]	Loss: 0.7137	LR: 0.020000
Training Epoch: 20 [7680/45000]	Loss: 0.6661	LR: 0.020000
Training Epoch: 20 [7936/45000]	Loss: 0.6318	LR: 0.020000
Training Epoch: 20 [8192/45000]	Loss: 0.5989	LR: 0.020000
Training Epoch: 20 [8448/45000]	Loss: 0.6612	LR: 0.020000
Training Epoch: 20 [8704/45000]	Loss: 0.5777	LR: 0.020000
Training Epoch: 20 [8960/45000]	Loss: 0.5380	LR: 0.020000
Training Epoch: 20 [9216/45000]	Loss: 0.5290	LR: 0.020000
Training Epoch: 20 [9472/45000]	Loss: 0.6535	LR: 0.020000
Training Epoch: 20 [9728/45000]	Loss: 0.5246	LR: 0.020000
Training Epoch: 20 [9984/45000]	Loss: 0.6114	LR: 0.020000
Training Epoch: 20 [10240/45000]	Loss: 0.5831	LR: 0.020000
Training Epoch: 20 [10496/45000]	Loss: 0.5169	LR: 0.020000
Training Epoch: 20 [10752/45000]	Loss: 0.6767	LR: 0.020000
Training Epoch: 20 [11008/45000]	Loss: 0.6414	LR: 0.020000
Training Epoch: 20 [11264/45000]	Loss: 0.5623	LR: 0.020000
Training Epoch: 20 [11520/45000]	Loss: 0.7142	LR: 0.020000
Training Epoch: 20 [11776/45000]	Loss: 0.6135	LR: 0.020000
Training Epoch: 20 [12032/45000]	Loss: 0.6403	LR: 0.020000
Training Epoch: 20 [12288/45000]	Loss: 0.5871	LR: 0.020000
Training Epoch: 20 [12544/45000]	Loss: 0.6196	LR: 0.020000
Training Epoch: 20 [12800/45000]	Loss: 0.6158	LR: 0.020000
Training Epoch: 20 [13056/45000]	Loss: 0.6564	LR: 0.020000
Training Epoch: 20 [13312/45000]	Loss: 0.5641	LR: 0.020000
Training Epoch: 20 [13568/45000]	Loss: 0.5877	LR: 0.020000
Training Epoch: 20 [13824/45000]	Loss: 0.6527	LR: 0.020000
Training Epoch: 20 [14080/45000]	Loss: 0.6413	LR: 0.020000
Training Epoch: 20 [14336/45000]	Loss: 0.6058	LR: 0.020000
Training Epoch: 20 [14592/45000]	Loss: 0.6778	LR: 0.020000
Training Epoch: 20 [14848/45000]	Loss: 0.5201	LR: 0.020000
Training Epoch: 20 [15104/45000]	Loss: 0.6226	LR: 0.020000
Training Epoch: 20 [15360/45000]	Loss: 0.5804	LR: 0.020000
Training Epoch: 20 [15616/45000]	Loss: 0.5074	LR: 0.020000
Training Epoch: 20 [15872/45000]	Loss: 0.5430	LR: 0.020000
Training Epoch: 20 [16128/45000]	Loss: 0.5467	LR: 0.020000
Training Epoch: 20 [16384/45000]	Loss: 0.6783	LR: 0.020000
Training Epoch: 20 [16640/45000]	Loss: 0.5907	LR: 0.020000
Training Epoch: 20 [16896/45000]	Loss: 0.7690	LR: 0.020000
Training Epoch: 20 [17152/45000]	Loss: 0.5367	LR: 0.020000
Training Epoch: 20 [17408/45000]	Loss: 0.7390	LR: 0.020000
Training Epoch: 20 [17664/45000]	Loss: 0.5913	LR: 0.020000
Training Epoch: 20 [17920/45000]	Loss: 0.6293	LR: 0.020000
Training Epoch: 20 [18176/45000]	Loss: 0.6827	LR: 0.020000
Training Epoch: 20 [18432/45000]	Loss: 0.6274	LR: 0.020000
Training Epoch: 20 [18688/45000]	Loss: 0.5415	LR: 0.020000
Training Epoch: 20 [18944/45000]	Loss: 0.6324	LR: 0.020000
Training Epoch: 20 [19200/45000]	Loss: 0.7171	LR: 0.020000
Training Epoch: 20 [19456/45000]	Loss: 0.5637	LR: 0.020000
Training Epoch: 20 [19712/45000]	Loss: 0.5622	LR: 0.020000
Training Epoch: 20 [19968/45000]	Loss: 0.5720	LR: 0.020000
Training Epoch: 20 [20224/45000]	Loss: 0.5799	LR: 0.020000
Training Epoch: 20 [20480/45000]	Loss: 0.6565	LR: 0.020000
Training Epoch: 20 [20736/45000]	Loss: 0.6846	LR: 0.020000
Training Epoch: 20 [20992/45000]	Loss: 0.6654	LR: 0.020000
Training Epoch: 20 [21248/45000]	Loss: 0.5940	LR: 0.020000
Training Epoch: 20 [21504/45000]	Loss: 0.5926	LR: 0.020000
Training Epoch: 20 [21760/45000]	Loss: 0.6046	LR: 0.020000
Training Epoch: 20 [22016/45000]	Loss: 0.6355	LR: 0.020000
Training Epoch: 20 [22272/45000]	Loss: 0.6227	LR: 0.020000
Training Epoch: 20 [22528/45000]	Loss: 0.5161	LR: 0.020000
Training Epoch: 20 [22784/45000]	Loss: 0.5791	LR: 0.020000
Training Epoch: 20 [23040/45000]	Loss: 0.6856	LR: 0.020000
Training Epoch: 20 [23296/45000]	Loss: 0.4978	LR: 0.020000
Training Epoch: 20 [23552/45000]	Loss: 0.5822	LR: 0.020000
Training Epoch: 20 [23808/45000]	Loss: 0.6088	LR: 0.020000
Training Epoch: 20 [24064/45000]	Loss: 0.5240	LR: 0.020000
Training Epoch: 20 [24320/45000]	Loss: 0.6515	LR: 0.020000
Training Epoch: 20 [24576/45000]	Loss: 0.7049	LR: 0.020000
Training Epoch: 20 [24832/45000]	Loss: 0.6933	LR: 0.020000
Training Epoch: 20 [25088/45000]	Loss: 0.6070	LR: 0.020000
Training Epoch: 20 [25344/45000]	Loss: 0.6930	LR: 0.020000
Training Epoch: 20 [25600/45000]	Loss: 0.6956	LR: 0.020000
Training Epoch: 20 [25856/45000]	Loss: 0.6081	LR: 0.020000
Training Epoch: 20 [26112/45000]	Loss: 0.6587	LR: 0.020000
Training Epoch: 20 [26368/45000]	Loss: 0.5833	LR: 0.020000
Training Epoch: 20 [26624/45000]	Loss: 0.6495	LR: 0.020000
Training Epoch: 20 [26880/45000]	Loss: 0.6920	LR: 0.020000
Training Epoch: 20 [27136/45000]	Loss: 0.6490	LR: 0.020000
Training Epoch: 20 [27392/45000]	Loss: 0.7453	LR: 0.020000
Training Epoch: 20 [27648/45000]	Loss: 0.6385	LR: 0.020000
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Training Epoch: 20 [43520/45000]	Loss: 0.5902	LR: 0.020000
Training Epoch: 20 [43776/45000]	Loss: 0.6300	LR: 0.020000
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Training Epoch: 20 [44288/45000]	Loss: 0.6352	LR: 0.020000
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Training Epoch: 20 [44800/45000]	Loss: 0.6504	LR: 0.020000
Training Epoch: 20 [45000/45000]	Loss: 0.6677	LR: 0.020000
Epoch 20 - Average Train Loss: 0.6169, Train Accuracy: 0.8017
Epoch 20 training time consumed: 25.00s
Evaluating Network.....
Test set: Epoch: 20, Average loss: 0.0033, Accuracy: 0.7443, Time consumed:0.91s
Saving weights file to checkpoint/retrain/AllCNN/Monday_14_July_2025_02h_05m_14s/AllCNN-Cifar20-seed6-ret100-20-best.pth
Training Epoch: 21 [256/45000]	Loss: 0.5694	LR: 0.020000
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Training Epoch: 21 [768/45000]	Loss: 0.5165	LR: 0.020000
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Training Epoch: 21 [42240/45000]	Loss: 0.5845	LR: 0.020000
Training Epoch: 21 [42496/45000]	Loss: 0.6876	LR: 0.020000
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Training Epoch: 21 [43264/45000]	Loss: 0.6335	LR: 0.020000
Training Epoch: 21 [43520/45000]	Loss: 0.5739	LR: 0.020000
Training Epoch: 21 [43776/45000]	Loss: 0.5777	LR: 0.020000
Training Epoch: 21 [44032/45000]	Loss: 0.6110	LR: 0.020000
Training Epoch: 21 [44288/45000]	Loss: 0.7164	LR: 0.020000
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Training Epoch: 21 [44800/45000]	Loss: 0.6422	LR: 0.020000
Training Epoch: 21 [45000/45000]	Loss: 0.6678	LR: 0.020000
Epoch 21 - Average Train Loss: 0.6011, Train Accuracy: 0.8069
Epoch 21 training time consumed: 24.62s
Evaluating Network.....
Test set: Epoch: 21, Average loss: 0.0036, Accuracy: 0.7227, Time consumed:0.90s
Training Epoch: 22 [256/45000]	Loss: 0.5877	LR: 0.020000
Training Epoch: 22 [512/45000]	Loss: 0.6510	LR: 0.020000
Training Epoch: 22 [768/45000]	Loss: 0.4906	LR: 0.020000
Training Epoch: 22 [1024/45000]	Loss: 0.4993	LR: 0.020000
Training Epoch: 22 [1280/45000]	Loss: 0.6191	LR: 0.020000
Training Epoch: 22 [1536/45000]	Loss: 0.6247	LR: 0.020000
Training Epoch: 22 [1792/45000]	Loss: 0.6308	LR: 0.020000
Training Epoch: 22 [2048/45000]	Loss: 0.6085	LR: 0.020000
Training Epoch: 22 [2304/45000]	Loss: 0.6037	LR: 0.020000
Training Epoch: 22 [2560/45000]	Loss: 0.4508	LR: 0.020000
Training Epoch: 22 [2816/45000]	Loss: 0.5006	LR: 0.020000
Training Epoch: 22 [3072/45000]	Loss: 0.5609	LR: 0.020000
Training Epoch: 22 [3328/45000]	Loss: 0.6528	LR: 0.020000
Training Epoch: 22 [3584/45000]	Loss: 0.6254	LR: 0.020000
Training Epoch: 22 [3840/45000]	Loss: 0.5150	LR: 0.020000
Training Epoch: 22 [4096/45000]	Loss: 0.5745	LR: 0.020000
Training Epoch: 22 [4352/45000]	Loss: 0.7152	LR: 0.020000
Training Epoch: 22 [4608/45000]	Loss: 0.5217	LR: 0.020000
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Training Epoch: 22 [9728/45000]	Loss: 0.4969	LR: 0.020000
Training Epoch: 22 [9984/45000]	Loss: 0.6104	LR: 0.020000
Training Epoch: 22 [10240/45000]	Loss: 0.5269	LR: 0.020000
Training Epoch: 22 [10496/45000]	Loss: 0.6076	LR: 0.020000
Training Epoch: 22 [10752/45000]	Loss: 0.5496	LR: 0.020000
Training Epoch: 22 [11008/45000]	Loss: 0.5651	LR: 0.020000
Training Epoch: 22 [11264/45000]	Loss: 0.6081	LR: 0.020000
Training Epoch: 22 [11520/45000]	Loss: 0.5672	LR: 0.020000
Training Epoch: 22 [11776/45000]	Loss: 0.5518	LR: 0.020000
Training Epoch: 22 [12032/45000]	Loss: 0.5690	LR: 0.020000
Training Epoch: 22 [12288/45000]	Loss: 0.6278	LR: 0.020000
Training Epoch: 22 [12544/45000]	Loss: 0.6949	LR: 0.020000
Training Epoch: 22 [12800/45000]	Loss: 0.5899	LR: 0.020000
Training Epoch: 22 [13056/45000]	Loss: 0.6245	LR: 0.020000
Training Epoch: 22 [13312/45000]	Loss: 0.5689	LR: 0.020000
Training Epoch: 22 [13568/45000]	Loss: 0.8062	LR: 0.020000
Training Epoch: 22 [13824/45000]	Loss: 0.5223	LR: 0.020000
Training Epoch: 22 [14080/45000]	Loss: 0.5397	LR: 0.020000
Training Epoch: 22 [14336/45000]	Loss: 0.5336	LR: 0.020000
Training Epoch: 22 [14592/45000]	Loss: 0.5610	LR: 0.020000
Training Epoch: 22 [14848/45000]	Loss: 0.5381	LR: 0.020000
Training Epoch: 22 [15104/45000]	Loss: 0.5489	LR: 0.020000
Training Epoch: 22 [15360/45000]	Loss: 0.7248	LR: 0.020000
Training Epoch: 22 [15616/45000]	Loss: 0.5525	LR: 0.020000
Training Epoch: 22 [15872/45000]	Loss: 0.6168	LR: 0.020000
Training Epoch: 22 [16128/45000]	Loss: 0.5703	LR: 0.020000
Training Epoch: 22 [16384/45000]	Loss: 0.5163	LR: 0.020000
Training Epoch: 22 [16640/45000]	Loss: 0.6521	LR: 0.020000
Training Epoch: 22 [16896/45000]	Loss: 0.5672	LR: 0.020000
Training Epoch: 22 [17152/45000]	Loss: 0.5612	LR: 0.020000
Training Epoch: 22 [17408/45000]	Loss: 0.5629	LR: 0.020000
Training Epoch: 22 [17664/45000]	Loss: 0.6357	LR: 0.020000
Training Epoch: 22 [17920/45000]	Loss: 0.6253	LR: 0.020000
Training Epoch: 22 [18176/45000]	Loss: 0.4969	LR: 0.020000
Training Epoch: 22 [18432/45000]	Loss: 0.6716	LR: 0.020000
Training Epoch: 22 [18688/45000]	Loss: 0.6512	LR: 0.020000
Training Epoch: 22 [18944/45000]	Loss: 0.6784	LR: 0.020000
Training Epoch: 22 [19200/45000]	Loss: 0.5755	LR: 0.020000
Training Epoch: 22 [19456/45000]	Loss: 0.6026	LR: 0.020000
Training Epoch: 22 [19712/45000]	Loss: 0.5455	LR: 0.020000
Training Epoch: 22 [19968/45000]	Loss: 0.5600	LR: 0.020000
Training Epoch: 22 [20224/45000]	Loss: 0.6046	LR: 0.020000
Training Epoch: 22 [20480/45000]	Loss: 0.5153	LR: 0.020000
Training Epoch: 22 [20736/45000]	Loss: 0.4839	LR: 0.020000
Training Epoch: 22 [20992/45000]	Loss: 0.5508	LR: 0.020000
Training Epoch: 22 [21248/45000]	Loss: 0.6677	LR: 0.020000
Training Epoch: 22 [21504/45000]	Loss: 0.6357	LR: 0.020000
Training Epoch: 22 [21760/45000]	Loss: 0.6179	LR: 0.020000
Training Epoch: 22 [22016/45000]	Loss: 0.5541	LR: 0.020000
Training Epoch: 22 [22272/45000]	Loss: 0.6064	LR: 0.020000
Training Epoch: 22 [22528/45000]	Loss: 0.6047	LR: 0.020000
Training Epoch: 22 [22784/45000]	Loss: 0.6294	LR: 0.020000
Training Epoch: 22 [23040/45000]	Loss: 0.5570	LR: 0.020000
Training Epoch: 22 [23296/45000]	Loss: 0.5424	LR: 0.020000
Training Epoch: 22 [23552/45000]	Loss: 0.6998	LR: 0.020000
Training Epoch: 22 [23808/45000]	Loss: 0.5448	LR: 0.020000
Training Epoch: 22 [24064/45000]	Loss: 0.5133	LR: 0.020000
Training Epoch: 22 [24320/45000]	Loss: 0.5767	LR: 0.020000
Training Epoch: 22 [24576/45000]	Loss: 0.4853	LR: 0.020000
Training Epoch: 22 [24832/45000]	Loss: 0.6523	LR: 0.020000
Training Epoch: 22 [25088/45000]	Loss: 0.6063	LR: 0.020000
Training Epoch: 22 [25344/45000]	Loss: 0.5483	LR: 0.020000
Training Epoch: 22 [25600/45000]	Loss: 0.5333	LR: 0.020000
Training Epoch: 22 [25856/45000]	Loss: 0.6020	LR: 0.020000
Training Epoch: 22 [26112/45000]	Loss: 0.5738	LR: 0.020000
Training Epoch: 22 [26368/45000]	Loss: 0.5657	LR: 0.020000
Training Epoch: 22 [26624/45000]	Loss: 0.6187	LR: 0.020000
Training Epoch: 22 [26880/45000]	Loss: 0.6508	LR: 0.020000
Training Epoch: 22 [27136/45000]	Loss: 0.6366	LR: 0.020000
Training Epoch: 22 [27392/45000]	Loss: 0.5887	LR: 0.020000
Training Epoch: 22 [27648/45000]	Loss: 0.5343	LR: 0.020000
Training Epoch: 22 [27904/45000]	Loss: 0.5410	LR: 0.020000
Training Epoch: 22 [28160/45000]	Loss: 0.5452	LR: 0.020000
Training Epoch: 22 [28416/45000]	Loss: 0.6214	LR: 0.020000
Training Epoch: 22 [28672/45000]	Loss: 0.5103	LR: 0.020000
Training Epoch: 22 [28928/45000]	Loss: 0.5258	LR: 0.020000
Training Epoch: 22 [29184/45000]	Loss: 0.6237	LR: 0.020000
Training Epoch: 22 [29440/45000]	Loss: 0.6621	LR: 0.020000
Training Epoch: 22 [29696/45000]	Loss: 0.5319	LR: 0.020000
Training Epoch: 22 [29952/45000]	Loss: 0.5236	LR: 0.020000
Training Epoch: 22 [30208/45000]	Loss: 0.5752	LR: 0.020000
Training Epoch: 22 [30464/45000]	Loss: 0.6633	LR: 0.020000
Training Epoch: 22 [30720/45000]	Loss: 0.5431	LR: 0.020000
Training Epoch: 22 [30976/45000]	Loss: 0.5982	LR: 0.020000
Training Epoch: 22 [31232/45000]	Loss: 0.5635	LR: 0.020000
Training Epoch: 22 [31488/45000]	Loss: 0.6963	LR: 0.020000
Training Epoch: 22 [31744/45000]	Loss: 0.7130	LR: 0.020000
Training Epoch: 22 [32000/45000]	Loss: 0.5946	LR: 0.020000
Training Epoch: 22 [32256/45000]	Loss: 0.5665	LR: 0.020000
Training Epoch: 22 [32512/45000]	Loss: 0.5568	LR: 0.020000
Training Epoch: 22 [32768/45000]	Loss: 0.5387	LR: 0.020000
Training Epoch: 22 [33024/45000]	Loss: 0.7261	LR: 0.020000
Training Epoch: 22 [33280/45000]	Loss: 0.6820	LR: 0.020000
Training Epoch: 22 [33536/45000]	Loss: 0.6225	LR: 0.020000
Training Epoch: 22 [33792/45000]	Loss: 0.6555	LR: 0.020000
Training Epoch: 22 [34048/45000]	Loss: 0.5975	LR: 0.020000
Training Epoch: 22 [34304/45000]	Loss: 0.5645	LR: 0.020000
Training Epoch: 22 [34560/45000]	Loss: 0.5148	LR: 0.020000
Training Epoch: 22 [34816/45000]	Loss: 0.6590	LR: 0.020000
Training Epoch: 22 [35072/45000]	Loss: 0.5886	LR: 0.020000
Training Epoch: 22 [35328/45000]	Loss: 0.4686	LR: 0.020000
Training Epoch: 22 [35584/45000]	Loss: 0.6433	LR: 0.020000
Training Epoch: 22 [35840/45000]	Loss: 0.4622	LR: 0.020000
Training Epoch: 22 [36096/45000]	Loss: 0.6070	LR: 0.020000
Training Epoch: 22 [36352/45000]	Loss: 0.7057	LR: 0.020000
Training Epoch: 22 [36608/45000]	Loss: 0.6269	LR: 0.020000
Training Epoch: 22 [36864/45000]	Loss: 0.6160	LR: 0.020000
Training Epoch: 22 [37120/45000]	Loss: 0.7287	LR: 0.020000
Training Epoch: 22 [37376/45000]	Loss: 0.6138	LR: 0.020000
Training Epoch: 22 [37632/45000]	Loss: 0.7052	LR: 0.020000
Training Epoch: 22 [37888/45000]	Loss: 0.7131	LR: 0.020000
Training Epoch: 22 [38144/45000]	Loss: 0.6817	LR: 0.020000
Training Epoch: 22 [38400/45000]	Loss: 0.7255	LR: 0.020000
Training Epoch: 22 [38656/45000]	Loss: 0.6260	LR: 0.020000
Training Epoch: 22 [38912/45000]	Loss: 0.6266	LR: 0.020000
Training Epoch: 22 [39168/45000]	Loss: 0.5428	LR: 0.020000
Training Epoch: 22 [39424/45000]	Loss: 0.7138	LR: 0.020000
Training Epoch: 22 [39680/45000]	Loss: 0.6207	LR: 0.020000
Training Epoch: 22 [39936/45000]	Loss: 0.6396	LR: 0.020000
Training Epoch: 22 [40192/45000]	Loss: 0.5571	LR: 0.020000
Training Epoch: 22 [40448/45000]	Loss: 0.5088	LR: 0.020000
Training Epoch: 22 [40704/45000]	Loss: 0.5624	LR: 0.020000
Training Epoch: 22 [40960/45000]	Loss: 0.5488	LR: 0.020000
Training Epoch: 22 [41216/45000]	Loss: 0.6126	LR: 0.020000
Training Epoch: 22 [41472/45000]	Loss: 0.5096	LR: 0.020000
Training Epoch: 22 [41728/45000]	Loss: 0.5471	LR: 0.020000
Training Epoch: 22 [41984/45000]	Loss: 0.6300	LR: 0.020000
Training Epoch: 22 [42240/45000]	Loss: 0.6478	LR: 0.020000
Training Epoch: 22 [42496/45000]	Loss: 0.6753	LR: 0.020000
Training Epoch: 22 [42752/45000]	Loss: 0.5800	LR: 0.020000
Training Epoch: 22 [43008/45000]	Loss: 0.5142	LR: 0.020000
Training Epoch: 22 [43264/45000]	Loss: 0.5891	LR: 0.020000
Training Epoch: 22 [43520/45000]	Loss: 0.4491	LR: 0.020000
Training Epoch: 22 [43776/45000]	Loss: 0.6676	LR: 0.020000
Training Epoch: 22 [44032/45000]	Loss: 0.7178	LR: 0.020000
Training Epoch: 22 [44288/45000]	Loss: 0.7157	LR: 0.020000
Training Epoch: 22 [44544/45000]	Loss: 0.5297	LR: 0.020000
Training Epoch: 22 [44800/45000]	Loss: 0.6022	LR: 0.020000
Training Epoch: 22 [45000/45000]	Loss: 0.7169	LR: 0.020000
Epoch 22 - Average Train Loss: 0.5922, Train Accuracy: 0.8081
Epoch 22 training time consumed: 24.61s
Evaluating Network.....
Test set: Epoch: 22, Average loss: 0.0037, Accuracy: 0.7283, Time consumed:0.90s
Training Epoch: 23 [256/45000]	Loss: 0.5150	LR: 0.020000
Training Epoch: 23 [512/45000]	Loss: 0.5089	LR: 0.020000
Training Epoch: 23 [768/45000]	Loss: 0.5787	LR: 0.020000
Training Epoch: 23 [1024/45000]	Loss: 0.5674	LR: 0.020000
Training Epoch: 23 [1280/45000]	Loss: 0.6349	LR: 0.020000
Training Epoch: 23 [1536/45000]	Loss: 0.5847	LR: 0.020000
Training Epoch: 23 [1792/45000]	Loss: 0.4764	LR: 0.020000
Training Epoch: 23 [2048/45000]	Loss: 0.5640	LR: 0.020000
Training Epoch: 23 [2304/45000]	Loss: 0.5424	LR: 0.020000
Training Epoch: 23 [2560/45000]	Loss: 0.5722	LR: 0.020000
Training Epoch: 23 [2816/45000]	Loss: 0.5002	LR: 0.020000
Training Epoch: 23 [3072/45000]	Loss: 0.4992	LR: 0.020000
Training Epoch: 23 [3328/45000]	Loss: 0.5703	LR: 0.020000
Training Epoch: 23 [3584/45000]	Loss: 0.6408	LR: 0.020000
Training Epoch: 23 [3840/45000]	Loss: 0.4814	LR: 0.020000
Training Epoch: 23 [4096/45000]	Loss: 0.5141	LR: 0.020000
Training Epoch: 23 [4352/45000]	Loss: 0.5111	LR: 0.020000
Training Epoch: 23 [4608/45000]	Loss: 0.4347	LR: 0.020000
Training Epoch: 23 [4864/45000]	Loss: 0.5436	LR: 0.020000
Training Epoch: 23 [5120/45000]	Loss: 0.5025	LR: 0.020000
Training Epoch: 23 [5376/45000]	Loss: 0.5083	LR: 0.020000
Training Epoch: 23 [5632/45000]	Loss: 0.5316	LR: 0.020000
Training Epoch: 23 [5888/45000]	Loss: 0.5289	LR: 0.020000
Training Epoch: 23 [6144/45000]	Loss: 0.6812	LR: 0.020000
Training Epoch: 23 [6400/45000]	Loss: 0.5160	LR: 0.020000
Training Epoch: 23 [6656/45000]	Loss: 0.6217	LR: 0.020000
Training Epoch: 23 [6912/45000]	Loss: 0.5169	LR: 0.020000
Training Epoch: 23 [7168/45000]	Loss: 0.4819	LR: 0.020000
Training Epoch: 23 [7424/45000]	Loss: 0.4547	LR: 0.020000
Training Epoch: 23 [7680/45000]	Loss: 0.5028	LR: 0.020000
Training Epoch: 23 [7936/45000]	Loss: 0.6468	LR: 0.020000
Training Epoch: 23 [8192/45000]	Loss: 0.4803	LR: 0.020000
Training Epoch: 23 [8448/45000]	Loss: 0.6023	LR: 0.020000
Training Epoch: 23 [8704/45000]	Loss: 0.6190	LR: 0.020000
Training Epoch: 23 [8960/45000]	Loss: 0.5165	LR: 0.020000
Training Epoch: 23 [9216/45000]	Loss: 0.5330	LR: 0.020000
Training Epoch: 23 [9472/45000]	Loss: 0.5719	LR: 0.020000
Training Epoch: 23 [9728/45000]	Loss: 0.6266	LR: 0.020000
Training Epoch: 23 [9984/45000]	Loss: 0.6258	LR: 0.020000
Training Epoch: 23 [10240/45000]	Loss: 0.5252	LR: 0.020000
Training Epoch: 23 [10496/45000]	Loss: 0.5710	LR: 0.020000
Training Epoch: 23 [10752/45000]	Loss: 0.6197	LR: 0.020000
Training Epoch: 23 [11008/45000]	Loss: 0.5060	LR: 0.020000
Training Epoch: 23 [11264/45000]	Loss: 0.5852	LR: 0.020000
Training Epoch: 23 [11520/45000]	Loss: 0.6237	LR: 0.020000
Training Epoch: 23 [11776/45000]	Loss: 0.5198	LR: 0.020000
Training Epoch: 23 [12032/45000]	Loss: 0.5253	LR: 0.020000
Training Epoch: 23 [12288/45000]	Loss: 0.5088	LR: 0.020000
Training Epoch: 23 [12544/45000]	Loss: 0.4653	LR: 0.020000
Training Epoch: 23 [12800/45000]	Loss: 0.5114	LR: 0.020000
Training Epoch: 23 [13056/45000]	Loss: 0.5672	LR: 0.020000
Training Epoch: 23 [13312/45000]	Loss: 0.5138	LR: 0.020000
Training Epoch: 23 [13568/45000]	Loss: 0.5996	LR: 0.020000
Training Epoch: 23 [13824/45000]	Loss: 0.5191	LR: 0.020000
Training Epoch: 23 [14080/45000]	Loss: 0.6173	LR: 0.020000
Training Epoch: 23 [14336/45000]	Loss: 0.5667	LR: 0.020000
Training Epoch: 23 [14592/45000]	Loss: 0.5172	LR: 0.020000
Training Epoch: 23 [14848/45000]	Loss: 0.6151	LR: 0.020000
Training Epoch: 23 [15104/45000]	Loss: 0.5285	LR: 0.020000
Training Epoch: 23 [15360/45000]	Loss: 0.6352	LR: 0.020000
Training Epoch: 23 [15616/45000]	Loss: 0.4964	LR: 0.020000
Training Epoch: 23 [15872/45000]	Loss: 0.5721	LR: 0.020000
Training Epoch: 23 [16128/45000]	Loss: 0.5370	LR: 0.020000
Training Epoch: 23 [16384/45000]	Loss: 0.6401	LR: 0.020000
Training Epoch: 23 [16640/45000]	Loss: 0.4978	LR: 0.020000
Training Epoch: 23 [16896/45000]	Loss: 0.6288	LR: 0.020000
Training Epoch: 23 [17152/45000]	Loss: 0.5887	LR: 0.020000
Training Epoch: 23 [17408/45000]	Loss: 0.5479	LR: 0.020000
Training Epoch: 23 [17664/45000]	Loss: 0.5963	LR: 0.020000
Training Epoch: 23 [17920/45000]	Loss: 0.5502	LR: 0.020000
Training Epoch: 23 [18176/45000]	Loss: 0.5632	LR: 0.020000
Training Epoch: 23 [18432/45000]	Loss: 0.6057	LR: 0.020000
Training Epoch: 23 [18688/45000]	Loss: 0.5216	LR: 0.020000
Training Epoch: 23 [18944/45000]	Loss: 0.6854	LR: 0.020000
Training Epoch: 23 [19200/45000]	Loss: 0.5990	LR: 0.020000
Training Epoch: 23 [19456/45000]	Loss: 0.6369	LR: 0.020000
Training Epoch: 23 [19712/45000]	Loss: 0.6045	LR: 0.020000
Training Epoch: 23 [19968/45000]	Loss: 0.5708	LR: 0.020000
Training Epoch: 23 [20224/45000]	Loss: 0.4762	LR: 0.020000
Training Epoch: 23 [20480/45000]	Loss: 0.5626	LR: 0.020000
Training Epoch: 23 [20736/45000]	Loss: 0.5044	LR: 0.020000
Training Epoch: 23 [20992/45000]	Loss: 0.5755	LR: 0.020000
Training Epoch: 23 [21248/45000]	Loss: 0.5616	LR: 0.020000
Training Epoch: 23 [21504/45000]	Loss: 0.5538	LR: 0.020000
Training Epoch: 23 [21760/45000]	Loss: 0.6112	LR: 0.020000
Training Epoch: 23 [22016/45000]	Loss: 0.7464	LR: 0.020000
Training Epoch: 23 [22272/45000]	Loss: 0.5374	LR: 0.020000
Training Epoch: 23 [22528/45000]	Loss: 0.5607	LR: 0.020000
Training Epoch: 23 [22784/45000]	Loss: 0.5742	LR: 0.020000
Training Epoch: 23 [23040/45000]	Loss: 0.6353	LR: 0.020000
Training Epoch: 23 [23296/45000]	Loss: 0.6341	LR: 0.020000
Training Epoch: 23 [23552/45000]	Loss: 0.6082	LR: 0.020000
Training Epoch: 23 [23808/45000]	Loss: 0.5885	LR: 0.020000
Training Epoch: 23 [24064/45000]	Loss: 0.5425	LR: 0.020000
Training Epoch: 23 [24320/45000]	Loss: 0.5485	LR: 0.020000
Training Epoch: 23 [24576/45000]	Loss: 0.7242	LR: 0.020000
Training Epoch: 23 [24832/45000]	Loss: 0.6427	LR: 0.020000
Training Epoch: 23 [25088/45000]	Loss: 0.6134	LR: 0.020000
Training Epoch: 23 [25344/45000]	Loss: 0.5764	LR: 0.020000
Training Epoch: 23 [25600/45000]	Loss: 0.5305	LR: 0.020000
Training Epoch: 23 [25856/45000]	Loss: 0.5170	LR: 0.020000
Training Epoch: 23 [26112/45000]	Loss: 0.5083	LR: 0.020000
Training Epoch: 23 [26368/45000]	Loss: 0.6177	LR: 0.020000
Training Epoch: 23 [26624/45000]	Loss: 0.5342	LR: 0.020000
Training Epoch: 23 [26880/45000]	Loss: 0.6541	LR: 0.020000
Training Epoch: 23 [27136/45000]	Loss: 0.6985	LR: 0.020000
Training Epoch: 23 [27392/45000]	Loss: 0.6340	LR: 0.020000
Training Epoch: 23 [27648/45000]	Loss: 0.5715	LR: 0.020000
Training Epoch: 23 [27904/45000]	Loss: 0.5829	LR: 0.020000
Training Epoch: 23 [28160/45000]	Loss: 0.6605	LR: 0.020000
Training Epoch: 23 [28416/45000]	Loss: 0.5637	LR: 0.020000
Training Epoch: 23 [28672/45000]	Loss: 0.5218	LR: 0.020000
Training Epoch: 23 [28928/45000]	Loss: 0.5545	LR: 0.020000
Training Epoch: 23 [29184/45000]	Loss: 0.6081	LR: 0.020000
Training Epoch: 23 [29440/45000]	Loss: 0.4926	LR: 0.020000
Training Epoch: 23 [29696/45000]	Loss: 0.5859	LR: 0.020000
Training Epoch: 23 [29952/45000]	Loss: 0.5308	LR: 0.020000
Training Epoch: 23 [30208/45000]	Loss: 0.5084	LR: 0.020000
Training Epoch: 23 [30464/45000]	Loss: 0.6096	LR: 0.020000
Training Epoch: 23 [30720/45000]	Loss: 0.6577	LR: 0.020000
Training Epoch: 23 [30976/45000]	Loss: 0.6437	LR: 0.020000
Training Epoch: 23 [31232/45000]	Loss: 0.5886	LR: 0.020000
Training Epoch: 23 [31488/45000]	Loss: 0.6213	LR: 0.020000
Training Epoch: 23 [31744/45000]	Loss: 0.5922	LR: 0.020000
Training Epoch: 23 [32000/45000]	Loss: 0.4911	LR: 0.020000
Training Epoch: 23 [32256/45000]	Loss: 0.5074	LR: 0.020000
Training Epoch: 23 [32512/45000]	Loss: 0.5614	LR: 0.020000
Training Epoch: 23 [32768/45000]	Loss: 0.5377	LR: 0.020000
Training Epoch: 23 [33024/45000]	Loss: 0.6185	LR: 0.020000
Training Epoch: 23 [33280/45000]	Loss: 0.6889	LR: 0.020000
Training Epoch: 23 [33536/45000]	Loss: 0.5232	LR: 0.020000
Training Epoch: 23 [33792/45000]	Loss: 0.6737	LR: 0.020000
Training Epoch: 23 [34048/45000]	Loss: 0.6539	LR: 0.020000
Training Epoch: 23 [34304/45000]	Loss: 0.4928	LR: 0.020000
Training Epoch: 23 [34560/45000]	Loss: 0.5357	LR: 0.020000
Training Epoch: 23 [34816/45000]	Loss: 0.5298	LR: 0.020000
Training Epoch: 23 [35072/45000]	Loss: 0.6564	LR: 0.020000
Training Epoch: 23 [35328/45000]	Loss: 0.5052	LR: 0.020000
Training Epoch: 23 [35584/45000]	Loss: 0.5362	LR: 0.020000
Training Epoch: 23 [35840/45000]	Loss: 0.5218	LR: 0.020000
Training Epoch: 23 [36096/45000]	Loss: 0.5287	LR: 0.020000
Training Epoch: 23 [36352/45000]	Loss: 0.6887	LR: 0.020000
Training Epoch: 23 [36608/45000]	Loss: 0.5623	LR: 0.020000
Training Epoch: 23 [36864/45000]	Loss: 0.6108	LR: 0.020000
Training Epoch: 23 [37120/45000]	Loss: 0.5778	LR: 0.020000
Training Epoch: 23 [37376/45000]	Loss: 0.5335	LR: 0.020000
Training Epoch: 23 [37632/45000]	Loss: 0.4815	LR: 0.020000
Training Epoch: 23 [37888/45000]	Loss: 0.5769	LR: 0.020000
Training Epoch: 23 [38144/45000]	Loss: 0.7196	LR: 0.020000
Training Epoch: 23 [38400/45000]	Loss: 0.6378	LR: 0.020000
Training Epoch: 23 [38656/45000]	Loss: 0.5209	LR: 0.020000
Training Epoch: 23 [38912/45000]	Loss: 0.6443	LR: 0.020000
Training Epoch: 23 [39168/45000]	Loss: 0.5981	LR: 0.020000
Training Epoch: 23 [39424/45000]	Loss: 0.5684	LR: 0.020000
Training Epoch: 23 [39680/45000]	Loss: 0.5173	LR: 0.020000
Training Epoch: 23 [39936/45000]	Loss: 0.7077	LR: 0.020000
Training Epoch: 23 [40192/45000]	Loss: 0.5917	LR: 0.020000
Training Epoch: 23 [40448/45000]	Loss: 0.5619	LR: 0.020000
Training Epoch: 23 [40704/45000]	Loss: 0.5803	LR: 0.020000
Training Epoch: 23 [40960/45000]	Loss: 0.5081	LR: 0.020000
Training Epoch: 23 [41216/45000]	Loss: 0.6500	LR: 0.020000
Training Epoch: 23 [41472/45000]	Loss: 0.5823	LR: 0.020000
Training Epoch: 23 [41728/45000]	Loss: 0.6803	LR: 0.020000
Training Epoch: 23 [41984/45000]	Loss: 0.5639	LR: 0.020000
Training Epoch: 23 [42240/45000]	Loss: 0.6337	LR: 0.020000
Training Epoch: 23 [42496/45000]	Loss: 0.5589	LR: 0.020000
Training Epoch: 23 [42752/45000]	Loss: 0.6038	LR: 0.020000
Training Epoch: 23 [43008/45000]	Loss: 0.5651	LR: 0.020000
Training Epoch: 23 [43264/45000]	Loss: 0.5924	LR: 0.020000
Training Epoch: 23 [43520/45000]	Loss: 0.5881	LR: 0.020000
Training Epoch: 23 [43776/45000]	Loss: 0.5049	LR: 0.020000
Training Epoch: 23 [44032/45000]	Loss: 0.5029	LR: 0.020000
Training Epoch: 23 [44288/45000]	Loss: 0.6031	LR: 0.020000
Training Epoch: 23 [44544/45000]	Loss: 0.6063	LR: 0.020000
Training Epoch: 23 [44800/45000]	Loss: 0.7325	LR: 0.020000
Training Epoch: 23 [45000/45000]	Loss: 0.6386	LR: 0.020000
Epoch 23 - Average Train Loss: 0.5722, Train Accuracy: 0.8151
Epoch 23 training time consumed: 24.49s
Evaluating Network.....
Test set: Epoch: 23, Average loss: 0.0035, Accuracy: 0.7362, Time consumed:0.94s
Training Epoch: 24 [256/45000]	Loss: 0.5796	LR: 0.020000
Training Epoch: 24 [512/45000]	Loss: 0.5020	LR: 0.020000
Training Epoch: 24 [768/45000]	Loss: 0.5303	LR: 0.020000
Training Epoch: 24 [1024/45000]	Loss: 0.5645	LR: 0.020000
Training Epoch: 24 [1280/45000]	Loss: 0.5043	LR: 0.020000
Training Epoch: 24 [1536/45000]	Loss: 0.5063	LR: 0.020000
Training Epoch: 24 [1792/45000]	Loss: 0.6035	LR: 0.020000
Training Epoch: 24 [2048/45000]	Loss: 0.5319	LR: 0.020000
Training Epoch: 24 [2304/45000]	Loss: 0.6349	LR: 0.020000
Training Epoch: 24 [2560/45000]	Loss: 0.3859	LR: 0.020000
Training Epoch: 24 [2816/45000]	Loss: 0.5882	LR: 0.020000
Training Epoch: 24 [3072/45000]	Loss: 0.4679	LR: 0.020000
Training Epoch: 24 [3328/45000]	Loss: 0.5487	LR: 0.020000
Training Epoch: 24 [3584/45000]	Loss: 0.5592	LR: 0.020000
Training Epoch: 24 [3840/45000]	Loss: 0.5376	LR: 0.020000
Training Epoch: 24 [4096/45000]	Loss: 0.4954	LR: 0.020000
Training Epoch: 24 [4352/45000]	Loss: 0.5136	LR: 0.020000
Training Epoch: 24 [4608/45000]	Loss: 0.5491	LR: 0.020000
Training Epoch: 24 [4864/45000]	Loss: 0.6056	LR: 0.020000
Training Epoch: 24 [5120/45000]	Loss: 0.5549	LR: 0.020000
Training Epoch: 24 [5376/45000]	Loss: 0.4714	LR: 0.020000
Training Epoch: 24 [5632/45000]	Loss: 0.5445	LR: 0.020000
Training Epoch: 24 [5888/45000]	Loss: 0.5119	LR: 0.020000
Training Epoch: 24 [6144/45000]	Loss: 0.5359	LR: 0.020000
Training Epoch: 24 [6400/45000]	Loss: 0.5511	LR: 0.020000
Training Epoch: 24 [6656/45000]	Loss: 0.4734	LR: 0.020000
Training Epoch: 24 [6912/45000]	Loss: 0.4843	LR: 0.020000
Training Epoch: 24 [7168/45000]	Loss: 0.5013	LR: 0.020000
Training Epoch: 24 [7424/45000]	Loss: 0.4624	LR: 0.020000
Training Epoch: 24 [7680/45000]	Loss: 0.4369	LR: 0.020000
Training Epoch: 24 [7936/45000]	Loss: 0.5155	LR: 0.020000
Training Epoch: 24 [8192/45000]	Loss: 0.4264	LR: 0.020000
Training Epoch: 24 [8448/45000]	Loss: 0.5306	LR: 0.020000
Training Epoch: 24 [8704/45000]	Loss: 0.4840	LR: 0.020000
Training Epoch: 24 [8960/45000]	Loss: 0.6283	LR: 0.020000
Training Epoch: 24 [9216/45000]	Loss: 0.5921	LR: 0.020000
Training Epoch: 24 [9472/45000]	Loss: 0.6093	LR: 0.020000
Training Epoch: 24 [9728/45000]	Loss: 0.5123	LR: 0.020000
Training Epoch: 24 [9984/45000]	Loss: 0.5070	LR: 0.020000
Training Epoch: 24 [10240/45000]	Loss: 0.4518	LR: 0.020000
Training Epoch: 24 [10496/45000]	Loss: 0.5411	LR: 0.020000
Training Epoch: 24 [10752/45000]	Loss: 0.4750	LR: 0.020000
Training Epoch: 24 [11008/45000]	Loss: 0.4946	LR: 0.020000
Training Epoch: 24 [11264/45000]	Loss: 0.6224	LR: 0.020000
Training Epoch: 24 [11520/45000]	Loss: 0.5908	LR: 0.020000
Training Epoch: 24 [11776/45000]	Loss: 0.6146	LR: 0.020000
Training Epoch: 24 [12032/45000]	Loss: 0.6435	LR: 0.020000
Training Epoch: 24 [12288/45000]	Loss: 0.5356	LR: 0.020000
Training Epoch: 24 [12544/45000]	Loss: 0.5634	LR: 0.020000
Training Epoch: 24 [12800/45000]	Loss: 0.4805	LR: 0.020000
Training Epoch: 24 [13056/45000]	Loss: 0.5918	LR: 0.020000
Training Epoch: 24 [13312/45000]	Loss: 0.5878	LR: 0.020000
Training Epoch: 24 [13568/45000]	Loss: 0.5726	LR: 0.020000
Training Epoch: 24 [13824/45000]	Loss: 0.5179	LR: 0.020000
Training Epoch: 24 [14080/45000]	Loss: 0.5777	LR: 0.020000
Training Epoch: 24 [14336/45000]	Loss: 0.5087	LR: 0.020000
Training Epoch: 24 [14592/45000]	Loss: 0.5574	LR: 0.020000
Training Epoch: 24 [14848/45000]	Loss: 0.5537	LR: 0.020000
Training Epoch: 24 [15104/45000]	Loss: 0.5430	LR: 0.020000
Training Epoch: 24 [15360/45000]	Loss: 0.4902	LR: 0.020000
Training Epoch: 24 [15616/45000]	Loss: 0.5690	LR: 0.020000
Training Epoch: 24 [15872/45000]	Loss: 0.5196	LR: 0.020000
Training Epoch: 24 [16128/45000]	Loss: 0.4984	LR: 0.020000
Training Epoch: 24 [16384/45000]	Loss: 0.6484	LR: 0.020000
Training Epoch: 24 [16640/45000]	Loss: 0.4461	LR: 0.020000
Training Epoch: 24 [16896/45000]	Loss: 0.6633	LR: 0.020000
Training Epoch: 24 [17152/45000]	Loss: 0.5370	LR: 0.020000
Training Epoch: 24 [17408/45000]	Loss: 0.5183	LR: 0.020000
Training Epoch: 24 [17664/45000]	Loss: 0.5825	LR: 0.020000
Training Epoch: 24 [17920/45000]	Loss: 0.5940	LR: 0.020000
Training Epoch: 24 [18176/45000]	Loss: 0.5588	LR: 0.020000
Training Epoch: 24 [18432/45000]	Loss: 0.5314	LR: 0.020000
Training Epoch: 24 [18688/45000]	Loss: 0.5396	LR: 0.020000
Training Epoch: 24 [18944/45000]	Loss: 0.5240	LR: 0.020000
Training Epoch: 24 [19200/45000]	Loss: 0.6394	LR: 0.020000
Training Epoch: 24 [19456/45000]	Loss: 0.5609	LR: 0.020000
Training Epoch: 24 [19712/45000]	Loss: 0.6319	LR: 0.020000
Training Epoch: 24 [19968/45000]	Loss: 0.5076	LR: 0.020000
Training Epoch: 24 [20224/45000]	Loss: 0.6182	LR: 0.020000
Training Epoch: 24 [20480/45000]	Loss: 0.6030	LR: 0.020000
Training Epoch: 24 [20736/45000]	Loss: 0.6075	LR: 0.020000
Training Epoch: 24 [20992/45000]	Loss: 0.5351	LR: 0.020000
Training Epoch: 24 [21248/45000]	Loss: 0.6643	LR: 0.020000
Training Epoch: 24 [21504/45000]	Loss: 0.5136	LR: 0.020000
Training Epoch: 24 [21760/45000]	Loss: 0.6512	LR: 0.020000
Training Epoch: 24 [22016/45000]	Loss: 0.6584	LR: 0.020000
Training Epoch: 24 [22272/45000]	Loss: 0.6348	LR: 0.020000
Training Epoch: 24 [22528/45000]	Loss: 0.5602	LR: 0.020000
Training Epoch: 24 [22784/45000]	Loss: 0.5896	LR: 0.020000
Training Epoch: 24 [23040/45000]	Loss: 0.4615	LR: 0.020000
Training Epoch: 24 [23296/45000]	Loss: 0.5291	LR: 0.020000
Training Epoch: 24 [23552/45000]	Loss: 0.5934	LR: 0.020000
Training Epoch: 24 [23808/45000]	Loss: 0.5818	LR: 0.020000
Training Epoch: 24 [24064/45000]	Loss: 0.5483	LR: 0.020000
Training Epoch: 24 [24320/45000]	Loss: 0.4577	LR: 0.020000
Training Epoch: 24 [24576/45000]	Loss: 0.5409	LR: 0.020000
Training Epoch: 24 [24832/45000]	Loss: 0.6600	LR: 0.020000
Training Epoch: 24 [25088/45000]	Loss: 0.5382	LR: 0.020000
Training Epoch: 24 [25344/45000]	Loss: 0.6694	LR: 0.020000
Training Epoch: 24 [25600/45000]	Loss: 0.5735	LR: 0.020000
Training Epoch: 24 [25856/45000]	Loss: 0.5745	LR: 0.020000
Training Epoch: 24 [26112/45000]	Loss: 0.6681	LR: 0.020000
Training Epoch: 24 [26368/45000]	Loss: 0.6438	LR: 0.020000
Training Epoch: 24 [26624/45000]	Loss: 0.5421	LR: 0.020000
Training Epoch: 24 [26880/45000]	Loss: 0.5592	LR: 0.020000
Training Epoch: 24 [27136/45000]	Loss: 0.5640	LR: 0.020000
Training Epoch: 24 [27392/45000]	Loss: 0.6636	LR: 0.020000
Training Epoch: 24 [27648/45000]	Loss: 0.5773	LR: 0.020000
Training Epoch: 24 [27904/45000]	Loss: 0.5241	LR: 0.020000
Training Epoch: 24 [28160/45000]	Loss: 0.7005	LR: 0.020000
Training Epoch: 24 [28416/45000]	Loss: 0.5288	LR: 0.020000
Training Epoch: 24 [28672/45000]	Loss: 0.5172	LR: 0.020000
Training Epoch: 24 [28928/45000]	Loss: 0.5414	LR: 0.020000
Training Epoch: 24 [29184/45000]	Loss: 0.5143	LR: 0.020000
Training Epoch: 24 [29440/45000]	Loss: 0.5856	LR: 0.020000
Training Epoch: 24 [29696/45000]	Loss: 0.5624	LR: 0.020000
Training Epoch: 24 [29952/45000]	Loss: 0.6172	LR: 0.020000
Training Epoch: 24 [30208/45000]	Loss: 0.5632	LR: 0.020000
Training Epoch: 24 [30464/45000]	Loss: 0.6060	LR: 0.020000
Training Epoch: 24 [30720/45000]	Loss: 0.5615	LR: 0.020000
Training Epoch: 24 [30976/45000]	Loss: 0.6042	LR: 0.020000
Training Epoch: 24 [31232/45000]	Loss: 0.4917	LR: 0.020000
Training Epoch: 24 [31488/45000]	Loss: 0.5196	LR: 0.020000
Training Epoch: 24 [31744/45000]	Loss: 0.6815	LR: 0.020000
Training Epoch: 24 [32000/45000]	Loss: 0.5945	LR: 0.020000
Training Epoch: 24 [32256/45000]	Loss: 0.5803	LR: 0.020000
Training Epoch: 24 [32512/45000]	Loss: 0.6047	LR: 0.020000
Training Epoch: 24 [32768/45000]	Loss: 0.6358	LR: 0.020000
Training Epoch: 24 [33024/45000]	Loss: 0.6098	LR: 0.020000
Training Epoch: 24 [33280/45000]	Loss: 0.5284	LR: 0.020000
Training Epoch: 24 [33536/45000]	Loss: 0.5908	LR: 0.020000
Training Epoch: 24 [33792/45000]	Loss: 0.6178	LR: 0.020000
Training Epoch: 24 [34048/45000]	Loss: 0.6313	LR: 0.020000
Training Epoch: 24 [34304/45000]	Loss: 0.6090	LR: 0.020000
Training Epoch: 24 [34560/45000]	Loss: 0.5937	LR: 0.020000
Training Epoch: 24 [34816/45000]	Loss: 0.5505	LR: 0.020000
Training Epoch: 24 [35072/45000]	Loss: 0.6819	LR: 0.020000
Training Epoch: 24 [35328/45000]	Loss: 0.5001	LR: 0.020000
Training Epoch: 24 [35584/45000]	Loss: 0.5295	LR: 0.020000
Training Epoch: 24 [35840/45000]	Loss: 0.6253	LR: 0.020000
Training Epoch: 24 [36096/45000]	Loss: 0.4477	LR: 0.020000
Training Epoch: 24 [36352/45000]	Loss: 0.5479	LR: 0.020000
Training Epoch: 24 [36608/45000]	Loss: 0.6702	LR: 0.020000
Training Epoch: 24 [36864/45000]	Loss: 0.6039	LR: 0.020000
Training Epoch: 24 [37120/45000]	Loss: 0.5806	LR: 0.020000
Training Epoch: 24 [37376/45000]	Loss: 0.6032	LR: 0.020000
Training Epoch: 24 [37632/45000]	Loss: 0.5820	LR: 0.020000
Training Epoch: 24 [37888/45000]	Loss: 0.4373	LR: 0.020000
Training Epoch: 24 [38144/45000]	Loss: 0.6142	LR: 0.020000
Training Epoch: 24 [38400/45000]	Loss: 0.5876	LR: 0.020000
Training Epoch: 24 [38656/45000]	Loss: 0.4806	LR: 0.020000
Training Epoch: 24 [38912/45000]	Loss: 0.5936	LR: 0.020000
Training Epoch: 24 [39168/45000]	Loss: 0.6885	LR: 0.020000
Training Epoch: 24 [39424/45000]	Loss: 0.5778	LR: 0.020000
Training Epoch: 24 [39680/45000]	Loss: 0.5162	LR: 0.020000
Training Epoch: 24 [39936/45000]	Loss: 0.5819	LR: 0.020000
Training Epoch: 24 [40192/45000]	Loss: 0.6007	LR: 0.020000
Training Epoch: 24 [40448/45000]	Loss: 0.5417	LR: 0.020000
Training Epoch: 24 [40704/45000]	Loss: 0.6210	LR: 0.020000
Training Epoch: 24 [40960/45000]	Loss: 0.5399	LR: 0.020000
Training Epoch: 24 [41216/45000]	Loss: 0.5132	LR: 0.020000
Training Epoch: 24 [41472/45000]	Loss: 0.5467	LR: 0.020000
Training Epoch: 24 [41728/45000]	Loss: 0.7349	LR: 0.020000
Training Epoch: 24 [41984/45000]	Loss: 0.6309	LR: 0.020000
Training Epoch: 24 [42240/45000]	Loss: 0.5169	LR: 0.020000
Training Epoch: 24 [42496/45000]	Loss: 0.6033	LR: 0.020000
Training Epoch: 24 [42752/45000]	Loss: 0.6168	LR: 0.020000
Training Epoch: 24 [43008/45000]	Loss: 0.5504	LR: 0.020000
Training Epoch: 24 [43264/45000]	Loss: 0.6083	LR: 0.020000
Training Epoch: 24 [43520/45000]	Loss: 0.5762	LR: 0.020000
Training Epoch: 24 [43776/45000]	Loss: 0.6197	LR: 0.020000
Training Epoch: 24 [44032/45000]	Loss: 0.5163	LR: 0.020000
Training Epoch: 24 [44288/45000]	Loss: 0.6102	LR: 0.020000
Training Epoch: 24 [44544/45000]	Loss: 0.5215	LR: 0.020000
Training Epoch: 24 [44800/45000]	Loss: 0.6123	LR: 0.020000
Training Epoch: 24 [45000/45000]	Loss: 0.5781	LR: 0.020000
Epoch 24 - Average Train Loss: 0.5630, Train Accuracy: 0.8186
Epoch 24 training time consumed: 24.43s
Evaluating Network.....
Test set: Epoch: 24, Average loss: 0.0034, Accuracy: 0.7399, Time consumed:0.86s
Training Epoch: 25 [256/45000]	Loss: 0.4915	LR: 0.020000
Training Epoch: 25 [512/45000]	Loss: 0.4939	LR: 0.020000
Training Epoch: 25 [768/45000]	Loss: 0.5967	LR: 0.020000
Training Epoch: 25 [1024/45000]	Loss: 0.4738	LR: 0.020000
Training Epoch: 25 [1280/45000]	Loss: 0.6370	LR: 0.020000
Training Epoch: 25 [1536/45000]	Loss: 0.4656	LR: 0.020000
Training Epoch: 25 [1792/45000]	Loss: 0.4955	LR: 0.020000
Training Epoch: 25 [2048/45000]	Loss: 0.4974	LR: 0.020000
Training Epoch: 25 [2304/45000]	Loss: 0.5199	LR: 0.020000
Training Epoch: 25 [2560/45000]	Loss: 0.5414	LR: 0.020000
Training Epoch: 25 [2816/45000]	Loss: 0.5865	LR: 0.020000
Training Epoch: 25 [3072/45000]	Loss: 0.5316	LR: 0.020000
Training Epoch: 25 [3328/45000]	Loss: 0.5495	LR: 0.020000
Training Epoch: 25 [3584/45000]	Loss: 0.5347	LR: 0.020000
Training Epoch: 25 [3840/45000]	Loss: 0.5466	LR: 0.020000
Training Epoch: 25 [4096/45000]	Loss: 0.6740	LR: 0.020000
Training Epoch: 25 [4352/45000]	Loss: 0.5647	LR: 0.020000
Training Epoch: 25 [4608/45000]	Loss: 0.4731	LR: 0.020000
Training Epoch: 25 [4864/45000]	Loss: 0.3885	LR: 0.020000
Training Epoch: 25 [5120/45000]	Loss: 0.4584	LR: 0.020000
Training Epoch: 25 [5376/45000]	Loss: 0.4964	LR: 0.020000
Training Epoch: 25 [5632/45000]	Loss: 0.5728	LR: 0.020000
Training Epoch: 25 [5888/45000]	Loss: 0.5821	LR: 0.020000
Training Epoch: 25 [6144/45000]	Loss: 0.4469	LR: 0.020000
Training Epoch: 25 [6400/45000]	Loss: 0.5161	LR: 0.020000
Training Epoch: 25 [6656/45000]	Loss: 0.5506	LR: 0.020000
Training Epoch: 25 [6912/45000]	Loss: 0.5176	LR: 0.020000
Training Epoch: 25 [7168/45000]	Loss: 0.5204	LR: 0.020000
Training Epoch: 25 [7424/45000]	Loss: 0.5669	LR: 0.020000
Training Epoch: 25 [7680/45000]	Loss: 0.6682	LR: 0.020000
Training Epoch: 25 [7936/45000]	Loss: 0.5341	LR: 0.020000
Training Epoch: 25 [8192/45000]	Loss: 0.5323	LR: 0.020000
Training Epoch: 25 [8448/45000]	Loss: 0.5284	LR: 0.020000
Training Epoch: 25 [8704/45000]	Loss: 0.5379	LR: 0.020000
Training Epoch: 25 [8960/45000]	Loss: 0.6247	LR: 0.020000
Training Epoch: 25 [9216/45000]	Loss: 0.5244	LR: 0.020000
Training Epoch: 25 [9472/45000]	Loss: 0.4765	LR: 0.020000
Training Epoch: 25 [9728/45000]	Loss: 0.6120	LR: 0.020000
Training Epoch: 25 [9984/45000]	Loss: 0.5509	LR: 0.020000
Training Epoch: 25 [10240/45000]	Loss: 0.4757	LR: 0.020000
Training Epoch: 25 [10496/45000]	Loss: 0.5175	LR: 0.020000
Training Epoch: 25 [10752/45000]	Loss: 0.5887	LR: 0.020000
Training Epoch: 25 [11008/45000]	Loss: 0.5312	LR: 0.020000
Training Epoch: 25 [11264/45000]	Loss: 0.5084	LR: 0.020000
Training Epoch: 25 [11520/45000]	Loss: 0.5467	LR: 0.020000
Training Epoch: 25 [11776/45000]	Loss: 0.5630	LR: 0.020000
Training Epoch: 25 [12032/45000]	Loss: 0.4561	LR: 0.020000
Training Epoch: 25 [12288/45000]	Loss: 0.5064	LR: 0.020000
Training Epoch: 25 [12544/45000]	Loss: 0.5266	LR: 0.020000
Training Epoch: 25 [12800/45000]	Loss: 0.4380	LR: 0.020000
Training Epoch: 25 [13056/45000]	Loss: 0.5849	LR: 0.020000
Training Epoch: 25 [13312/45000]	Loss: 0.5307	LR: 0.020000
Training Epoch: 25 [13568/45000]	Loss: 0.7142	LR: 0.020000
Training Epoch: 25 [13824/45000]	Loss: 0.5338	LR: 0.020000
Training Epoch: 25 [14080/45000]	Loss: 0.5435	LR: 0.020000
Training Epoch: 25 [14336/45000]	Loss: 0.5192	LR: 0.020000
Training Epoch: 25 [14592/45000]	Loss: 0.6083	LR: 0.020000
Training Epoch: 25 [14848/45000]	Loss: 0.5661	LR: 0.020000
Training Epoch: 25 [15104/45000]	Loss: 0.6069	LR: 0.020000
Training Epoch: 25 [15360/45000]	Loss: 0.5484	LR: 0.020000
Training Epoch: 25 [15616/45000]	Loss: 0.6354	LR: 0.020000
Training Epoch: 25 [15872/45000]	Loss: 0.5363	LR: 0.020000
Training Epoch: 25 [16128/45000]	Loss: 0.6008	LR: 0.020000
Training Epoch: 25 [16384/45000]	Loss: 0.6225	LR: 0.020000
Training Epoch: 25 [16640/45000]	Loss: 0.5280	LR: 0.020000
Training Epoch: 25 [16896/45000]	Loss: 0.6074	LR: 0.020000
Training Epoch: 25 [17152/45000]	Loss: 0.4991	LR: 0.020000
Training Epoch: 25 [17408/45000]	Loss: 0.6037	LR: 0.020000
Training Epoch: 25 [17664/45000]	Loss: 0.5566	LR: 0.020000
Training Epoch: 25 [17920/45000]	Loss: 0.5206	LR: 0.020000
Training Epoch: 25 [18176/45000]	Loss: 0.4694	LR: 0.020000
Training Epoch: 25 [18432/45000]	Loss: 0.6048	LR: 0.020000
Training Epoch: 25 [18688/45000]	Loss: 0.5477	LR: 0.020000
Training Epoch: 25 [18944/45000]	Loss: 0.4164	LR: 0.020000
Training Epoch: 25 [19200/45000]	Loss: 0.5534	LR: 0.020000
Training Epoch: 25 [19456/45000]	Loss: 0.4922	LR: 0.020000
Training Epoch: 25 [19712/45000]	Loss: 0.4645	LR: 0.020000
Training Epoch: 25 [19968/45000]	Loss: 0.5767	LR: 0.020000
Training Epoch: 25 [20224/45000]	Loss: 0.5558	LR: 0.020000
Training Epoch: 25 [20480/45000]	Loss: 0.5976	LR: 0.020000
Training Epoch: 25 [20736/45000]	Loss: 0.4781	LR: 0.020000
Training Epoch: 25 [20992/45000]	Loss: 0.6228	LR: 0.020000
Training Epoch: 25 [21248/45000]	Loss: 0.6602	LR: 0.020000
Training Epoch: 25 [21504/45000]	Loss: 0.4753	LR: 0.020000
Training Epoch: 25 [21760/45000]	Loss: 0.4516	LR: 0.020000
Training Epoch: 25 [22016/45000]	Loss: 0.5181	LR: 0.020000
Training Epoch: 25 [22272/45000]	Loss: 0.4665	LR: 0.020000
Training Epoch: 25 [22528/45000]	Loss: 0.5972	LR: 0.020000
Training Epoch: 25 [22784/45000]	Loss: 0.5831	LR: 0.020000
Training Epoch: 25 [23040/45000]	Loss: 0.5797	LR: 0.020000
Training Epoch: 25 [23296/45000]	Loss: 0.4756	LR: 0.020000
Training Epoch: 25 [23552/45000]	Loss: 0.4919	LR: 0.020000
Training Epoch: 25 [23808/45000]	Loss: 0.6150	LR: 0.020000
Training Epoch: 25 [24064/45000]	Loss: 0.5087	LR: 0.020000
Training Epoch: 25 [24320/45000]	Loss: 0.5387	LR: 0.020000
Training Epoch: 25 [24576/45000]	Loss: 0.6144	LR: 0.020000
Training Epoch: 25 [24832/45000]	Loss: 0.5929	LR: 0.020000
Training Epoch: 25 [25088/45000]	Loss: 0.5969	LR: 0.020000
Training Epoch: 25 [25344/45000]	Loss: 0.6134	LR: 0.020000
Training Epoch: 25 [25600/45000]	Loss: 0.5793	LR: 0.020000
Training Epoch: 25 [25856/45000]	Loss: 0.6637	LR: 0.020000
Training Epoch: 25 [26112/45000]	Loss: 0.5864	LR: 0.020000
Training Epoch: 25 [26368/45000]	Loss: 0.5614	LR: 0.020000
Training Epoch: 25 [26624/45000]	Loss: 0.5697	LR: 0.020000
Training Epoch: 25 [26880/45000]	Loss: 0.5711	LR: 0.020000
Training Epoch: 25 [27136/45000]	Loss: 0.5395	LR: 0.020000
Training Epoch: 25 [27392/45000]	Loss: 0.5191	LR: 0.020000
Training Epoch: 25 [27648/45000]	Loss: 0.5838	LR: 0.020000
Training Epoch: 25 [27904/45000]	Loss: 0.4972	LR: 0.020000
Training Epoch: 25 [28160/45000]	Loss: 0.5646	LR: 0.020000
Training Epoch: 25 [28416/45000]	Loss: 0.5623	LR: 0.020000
Training Epoch: 25 [28672/45000]	Loss: 0.7401	LR: 0.020000
Training Epoch: 25 [28928/45000]	Loss: 0.5066	LR: 0.020000
Training Epoch: 25 [29184/45000]	Loss: 0.5622	LR: 0.020000
Training Epoch: 25 [29440/45000]	Loss: 0.6292	LR: 0.020000
Training Epoch: 25 [29696/45000]	Loss: 0.5270	LR: 0.020000
Training Epoch: 25 [29952/45000]	Loss: 0.5597	LR: 0.020000
Training Epoch: 25 [30208/45000]	Loss: 0.6099	LR: 0.020000
Training Epoch: 25 [30464/45000]	Loss: 0.6942	LR: 0.020000
Training Epoch: 25 [30720/45000]	Loss: 0.5814	LR: 0.020000
Training Epoch: 25 [30976/45000]	Loss: 0.5219	LR: 0.020000
Training Epoch: 25 [31232/45000]	Loss: 0.5365	LR: 0.020000
Training Epoch: 25 [31488/45000]	Loss: 0.5140	LR: 0.020000
Training Epoch: 25 [31744/45000]	Loss: 0.6278	LR: 0.020000
Training Epoch: 25 [32000/45000]	Loss: 0.5479	LR: 0.020000
Training Epoch: 25 [32256/45000]	Loss: 0.5213	LR: 0.020000
Training Epoch: 25 [32512/45000]	Loss: 0.6114	LR: 0.020000
Training Epoch: 25 [32768/45000]	Loss: 0.5844	LR: 0.020000
Training Epoch: 25 [33024/45000]	Loss: 0.5658	LR: 0.020000
Training Epoch: 25 [33280/45000]	Loss: 0.4893	LR: 0.020000
Training Epoch: 25 [33536/45000]	Loss: 0.5586	LR: 0.020000
Training Epoch: 25 [33792/45000]	Loss: 0.5182	LR: 0.020000
Training Epoch: 25 [34048/45000]	Loss: 0.5690	LR: 0.020000
Training Epoch: 25 [34304/45000]	Loss: 0.6016	LR: 0.020000
Training Epoch: 25 [34560/45000]	Loss: 0.5084	LR: 0.020000
Training Epoch: 25 [34816/45000]	Loss: 0.5581	LR: 0.020000
Training Epoch: 25 [35072/45000]	Loss: 0.6367	LR: 0.020000
Training Epoch: 25 [35328/45000]	Loss: 0.6722	LR: 0.020000
Training Epoch: 25 [35584/45000]	Loss: 0.4705	LR: 0.020000
Training Epoch: 25 [35840/45000]	Loss: 0.6006	LR: 0.020000
Training Epoch: 25 [36096/45000]	Loss: 0.5266	LR: 0.020000
Training Epoch: 25 [36352/45000]	Loss: 0.5909	LR: 0.020000
Training Epoch: 25 [36608/45000]	Loss: 0.5230	LR: 0.020000
Training Epoch: 25 [36864/45000]	Loss: 0.6828	LR: 0.020000
Training Epoch: 25 [37120/45000]	Loss: 0.5131	LR: 0.020000
Training Epoch: 25 [37376/45000]	Loss: 0.5303	LR: 0.020000
Training Epoch: 25 [37632/45000]	Loss: 0.6218	LR: 0.020000
Training Epoch: 25 [37888/45000]	Loss: 0.6227	LR: 0.020000
Training Epoch: 25 [38144/45000]	Loss: 0.5664	LR: 0.020000
Training Epoch: 25 [38400/45000]	Loss: 0.5652	LR: 0.020000
Training Epoch: 25 [38656/45000]	Loss: 0.5288	LR: 0.020000
Training Epoch: 25 [38912/45000]	Loss: 0.5793	LR: 0.020000
Training Epoch: 25 [39168/45000]	Loss: 0.6069	LR: 0.020000
Training Epoch: 25 [39424/45000]	Loss: 0.5225	LR: 0.020000
Training Epoch: 25 [39680/45000]	Loss: 0.5255	LR: 0.020000
Training Epoch: 25 [39936/45000]	Loss: 0.5991	LR: 0.020000
Training Epoch: 25 [40192/45000]	Loss: 0.6578	LR: 0.020000
Training Epoch: 25 [40448/45000]	Loss: 0.5220	LR: 0.020000
Training Epoch: 25 [40704/45000]	Loss: 0.6062	LR: 0.020000
Training Epoch: 25 [40960/45000]	Loss: 0.5562	LR: 0.020000
Training Epoch: 25 [41216/45000]	Loss: 0.5776	LR: 0.020000
Training Epoch: 25 [41472/45000]	Loss: 0.4780	LR: 0.020000
Training Epoch: 25 [41728/45000]	Loss: 0.4520	LR: 0.020000
Training Epoch: 25 [41984/45000]	Loss: 0.6742	LR: 0.020000
Training Epoch: 25 [42240/45000]	Loss: 0.6058	LR: 0.020000
Training Epoch: 25 [42496/45000]	Loss: 0.6183	LR: 0.020000
Training Epoch: 25 [42752/45000]	Loss: 0.4899	LR: 0.020000
Training Epoch: 25 [43008/45000]	Loss: 0.5867	LR: 0.020000
Training Epoch: 25 [43264/45000]	Loss: 0.4907	LR: 0.020000
Training Epoch: 25 [43520/45000]	Loss: 0.4862	LR: 0.020000
Training Epoch: 25 [43776/45000]	Loss: 0.5830	LR: 0.020000
Training Epoch: 25 [44032/45000]	Loss: 0.6391	LR: 0.020000
Training Epoch: 25 [44288/45000]	Loss: 0.6301	LR: 0.020000
Training Epoch: 25 [44544/45000]	Loss: 0.5183	LR: 0.020000
Training Epoch: 25 [44800/45000]	Loss: 0.4778	LR: 0.020000
Training Epoch: 25 [45000/45000]	Loss: 0.5841	LR: 0.020000
Epoch 25 - Average Train Loss: 0.5541, Train Accuracy: 0.8202
Epoch 25 training time consumed: 24.47s
Evaluating Network.....
Test set: Epoch: 25, Average loss: 0.0035, Accuracy: 0.7407, Time consumed:0.89s
Training Epoch: 26 [256/45000]	Loss: 0.4074	LR: 0.020000
Training Epoch: 26 [512/45000]	Loss: 0.5178	LR: 0.020000
Training Epoch: 26 [768/45000]	Loss: 0.5284	LR: 0.020000
Training Epoch: 26 [1024/45000]	Loss: 0.5649	LR: 0.020000
Training Epoch: 26 [1280/45000]	Loss: 0.6130	LR: 0.020000
Training Epoch: 26 [1536/45000]	Loss: 0.4597	LR: 0.020000
Training Epoch: 26 [1792/45000]	Loss: 0.4991	LR: 0.020000
Training Epoch: 26 [2048/45000]	Loss: 0.5998	LR: 0.020000
Training Epoch: 26 [2304/45000]	Loss: 0.5073	LR: 0.020000
Training Epoch: 26 [2560/45000]	Loss: 0.5372	LR: 0.020000
Training Epoch: 26 [2816/45000]	Loss: 0.4587	LR: 0.020000
Training Epoch: 26 [3072/45000]	Loss: 0.5005	LR: 0.020000
Training Epoch: 26 [3328/45000]	Loss: 0.4492	LR: 0.020000
Training Epoch: 26 [3584/45000]	Loss: 0.5034	LR: 0.020000
Training Epoch: 26 [3840/45000]	Loss: 0.5161	LR: 0.020000
Training Epoch: 26 [4096/45000]	Loss: 0.4826	LR: 0.020000
Training Epoch: 26 [4352/45000]	Loss: 0.5881	LR: 0.020000
Training Epoch: 26 [4608/45000]	Loss: 0.5921	LR: 0.020000
Training Epoch: 26 [4864/45000]	Loss: 0.5170	LR: 0.020000
Training Epoch: 26 [5120/45000]	Loss: 0.5085	LR: 0.020000
Training Epoch: 26 [5376/45000]	Loss: 0.4641	LR: 0.020000
Training Epoch: 26 [5632/45000]	Loss: 0.4193	LR: 0.020000
Training Epoch: 26 [5888/45000]	Loss: 0.5441	LR: 0.020000
Training Epoch: 26 [6144/45000]	Loss: 0.5155	LR: 0.020000
Training Epoch: 26 [6400/45000]	Loss: 0.5484	LR: 0.020000
Training Epoch: 26 [6656/45000]	Loss: 0.5421	LR: 0.020000
Training Epoch: 26 [6912/45000]	Loss: 0.4900	LR: 0.020000
Training Epoch: 26 [7168/45000]	Loss: 0.5423	LR: 0.020000
Training Epoch: 26 [7424/45000]	Loss: 0.4900	LR: 0.020000
Training Epoch: 26 [7680/45000]	Loss: 0.5067	LR: 0.020000
Training Epoch: 26 [7936/45000]	Loss: 0.5708	LR: 0.020000
Training Epoch: 26 [8192/45000]	Loss: 0.6160	LR: 0.020000
Training Epoch: 26 [8448/45000]	Loss: 0.5767	LR: 0.020000
Training Epoch: 26 [8704/45000]	Loss: 0.4917	LR: 0.020000
Training Epoch: 26 [8960/45000]	Loss: 0.5588	LR: 0.020000
Training Epoch: 26 [9216/45000]	Loss: 0.6006	LR: 0.020000
Training Epoch: 26 [9472/45000]	Loss: 0.5220	LR: 0.020000
Training Epoch: 26 [9728/45000]	Loss: 0.5704	LR: 0.020000
Training Epoch: 26 [9984/45000]	Loss: 0.4933	LR: 0.020000
Training Epoch: 26 [10240/45000]	Loss: 0.5592	LR: 0.020000
Training Epoch: 26 [10496/45000]	Loss: 0.4543	LR: 0.020000
Training Epoch: 26 [10752/45000]	Loss: 0.6625	LR: 0.020000
Training Epoch: 26 [11008/45000]	Loss: 0.4871	LR: 0.020000
Training Epoch: 26 [11264/45000]	Loss: 0.5137	LR: 0.020000
Training Epoch: 26 [11520/45000]	Loss: 0.4614	LR: 0.020000
Training Epoch: 26 [11776/45000]	Loss: 0.4094	LR: 0.020000
Training Epoch: 26 [12032/45000]	Loss: 0.4586	LR: 0.020000
Training Epoch: 26 [12288/45000]	Loss: 0.4909	LR: 0.020000
Training Epoch: 26 [12544/45000]	Loss: 0.5709	LR: 0.020000
Training Epoch: 26 [12800/45000]	Loss: 0.5717	LR: 0.020000
Training Epoch: 26 [13056/45000]	Loss: 0.5118	LR: 0.020000
Training Epoch: 26 [13312/45000]	Loss: 0.5572	LR: 0.020000
Training Epoch: 26 [13568/45000]	Loss: 0.5991	LR: 0.020000
Training Epoch: 26 [13824/45000]	Loss: 0.6143	LR: 0.020000
Training Epoch: 26 [14080/45000]	Loss: 0.4471	LR: 0.020000
Training Epoch: 26 [14336/45000]	Loss: 0.5642	LR: 0.020000
Training Epoch: 26 [14592/45000]	Loss: 0.5342	LR: 0.020000
Training Epoch: 26 [14848/45000]	Loss: 0.5905	LR: 0.020000
Training Epoch: 26 [15104/45000]	Loss: 0.5506	LR: 0.020000
Training Epoch: 26 [15360/45000]	Loss: 0.5407	LR: 0.020000
Training Epoch: 26 [15616/45000]	Loss: 0.5619	LR: 0.020000
Training Epoch: 26 [15872/45000]	Loss: 0.6036	LR: 0.020000
Training Epoch: 26 [16128/45000]	Loss: 0.5562	LR: 0.020000
Training Epoch: 26 [16384/45000]	Loss: 0.5163	LR: 0.020000
Training Epoch: 26 [16640/45000]	Loss: 0.4601	LR: 0.020000
Training Epoch: 26 [16896/45000]	Loss: 0.4768	LR: 0.020000
Training Epoch: 26 [17152/45000]	Loss: 0.5661	LR: 0.020000
Training Epoch: 26 [17408/45000]	Loss: 0.5222	LR: 0.020000
Training Epoch: 26 [17664/45000]	Loss: 0.6142	LR: 0.020000
Training Epoch: 26 [17920/45000]	Loss: 0.6093	LR: 0.020000
Training Epoch: 26 [18176/45000]	Loss: 0.5322	LR: 0.020000
Training Epoch: 26 [18432/45000]	Loss: 0.5412	LR: 0.020000
Training Epoch: 26 [18688/45000]	Loss: 0.6028	LR: 0.020000
Training Epoch: 26 [18944/45000]	Loss: 0.5411	LR: 0.020000
Training Epoch: 26 [19200/45000]	Loss: 0.5830	LR: 0.020000
Training Epoch: 26 [19456/45000]	Loss: 0.5603	LR: 0.020000
Training Epoch: 26 [19712/45000]	Loss: 0.5767	LR: 0.020000
Training Epoch: 26 [19968/45000]	Loss: 0.5177	LR: 0.020000
Training Epoch: 26 [20224/45000]	Loss: 0.6034	LR: 0.020000
Training Epoch: 26 [20480/45000]	Loss: 0.5254	LR: 0.020000
Training Epoch: 26 [20736/45000]	Loss: 0.5560	LR: 0.020000
Training Epoch: 26 [20992/45000]	Loss: 0.6070	LR: 0.020000
Training Epoch: 26 [21248/45000]	Loss: 0.4803	LR: 0.020000
Training Epoch: 26 [21504/45000]	Loss: 0.5181	LR: 0.020000
Training Epoch: 26 [21760/45000]	Loss: 0.4911	LR: 0.020000
Training Epoch: 26 [22016/45000]	Loss: 0.5099	LR: 0.020000
Training Epoch: 26 [22272/45000]	Loss: 0.5691	LR: 0.020000
Training Epoch: 26 [22528/45000]	Loss: 0.6116	LR: 0.020000
Training Epoch: 26 [22784/45000]	Loss: 0.5415	LR: 0.020000
Training Epoch: 26 [23040/45000]	Loss: 0.5728	LR: 0.020000
Training Epoch: 26 [23296/45000]	Loss: 0.5622	LR: 0.020000
Training Epoch: 26 [23552/45000]	Loss: 0.4426	LR: 0.020000
Training Epoch: 26 [23808/45000]	Loss: 0.5400	LR: 0.020000
Training Epoch: 26 [24064/45000]	Loss: 0.4924	LR: 0.020000
Training Epoch: 26 [24320/45000]	Loss: 0.5761	LR: 0.020000
Training Epoch: 26 [24576/45000]	Loss: 0.5842	LR: 0.020000
Training Epoch: 26 [24832/45000]	Loss: 0.4840	LR: 0.020000
Training Epoch: 26 [25088/45000]	Loss: 0.6545	LR: 0.020000
Training Epoch: 26 [25344/45000]	Loss: 0.6236	LR: 0.020000
Training Epoch: 26 [25600/45000]	Loss: 0.5264	LR: 0.020000
Training Epoch: 26 [25856/45000]	Loss: 0.6041	LR: 0.020000
Training Epoch: 26 [26112/45000]	Loss: 0.7537	LR: 0.020000
Training Epoch: 26 [26368/45000]	Loss: 0.5492	LR: 0.020000
Training Epoch: 26 [26624/45000]	Loss: 0.5566	LR: 0.020000
Training Epoch: 26 [26880/45000]	Loss: 0.4988	LR: 0.020000
Training Epoch: 26 [27136/45000]	Loss: 0.5285	LR: 0.020000
Training Epoch: 26 [27392/45000]	Loss: 0.5947	LR: 0.020000
Training Epoch: 26 [27648/45000]	Loss: 0.4589	LR: 0.020000
Training Epoch: 26 [27904/45000]	Loss: 0.5580	LR: 0.020000
Training Epoch: 26 [28160/45000]	Loss: 0.4426	LR: 0.020000
Training Epoch: 26 [28416/45000]	Loss: 0.5927	LR: 0.020000
Training Epoch: 26 [28672/45000]	Loss: 0.6127	LR: 0.020000
Training Epoch: 26 [28928/45000]	Loss: 0.4884	LR: 0.020000
Training Epoch: 26 [29184/45000]	Loss: 0.5181	LR: 0.020000
Training Epoch: 26 [29440/45000]	Loss: 0.6272	LR: 0.020000
Training Epoch: 26 [29696/45000]	Loss: 0.6317	LR: 0.020000
Training Epoch: 26 [29952/45000]	Loss: 0.5498	LR: 0.020000
Training Epoch: 26 [30208/45000]	Loss: 0.4842	LR: 0.020000
Training Epoch: 26 [30464/45000]	Loss: 0.5281	LR: 0.020000
Training Epoch: 26 [30720/45000]	Loss: 0.4830	LR: 0.020000
Training Epoch: 26 [30976/45000]	Loss: 0.5511	LR: 0.020000
Training Epoch: 26 [31232/45000]	Loss: 0.5502	LR: 0.020000
Training Epoch: 26 [31488/45000]	Loss: 0.4969	LR: 0.020000
Training Epoch: 26 [31744/45000]	Loss: 0.5335	LR: 0.020000
Training Epoch: 26 [32000/45000]	Loss: 0.5340	LR: 0.020000
Training Epoch: 26 [32256/45000]	Loss: 0.6383	LR: 0.020000
Training Epoch: 26 [32512/45000]	Loss: 0.5779	LR: 0.020000
Training Epoch: 26 [32768/45000]	Loss: 0.5347	LR: 0.020000
Training Epoch: 26 [33024/45000]	Loss: 0.5338	LR: 0.020000
Training Epoch: 26 [33280/45000]	Loss: 0.5674	LR: 0.020000
Training Epoch: 26 [33536/45000]	Loss: 0.5831	LR: 0.020000
Training Epoch: 26 [33792/45000]	Loss: 0.5472	LR: 0.020000
Training Epoch: 26 [34048/45000]	Loss: 0.5578	LR: 0.020000
Training Epoch: 26 [34304/45000]	Loss: 0.5193	LR: 0.020000
Training Epoch: 26 [34560/45000]	Loss: 0.5796	LR: 0.020000
Training Epoch: 26 [34816/45000]	Loss: 0.6061	LR: 0.020000
Training Epoch: 26 [35072/45000]	Loss: 0.6932	LR: 0.020000
Training Epoch: 26 [35328/45000]	Loss: 0.5021	LR: 0.020000
Training Epoch: 26 [35584/45000]	Loss: 0.5348	LR: 0.020000
Training Epoch: 26 [35840/45000]	Loss: 0.5111	LR: 0.020000
Training Epoch: 26 [36096/45000]	Loss: 0.6463	LR: 0.020000
Training Epoch: 26 [36352/45000]	Loss: 0.5020	LR: 0.020000
Training Epoch: 26 [36608/45000]	Loss: 0.4466	LR: 0.020000
Training Epoch: 26 [36864/45000]	Loss: 0.5604	LR: 0.020000
Training Epoch: 26 [37120/45000]	Loss: 0.5618	LR: 0.020000
Training Epoch: 26 [37376/45000]	Loss: 0.5484	LR: 0.020000
Training Epoch: 26 [37632/45000]	Loss: 0.6033	LR: 0.020000
Training Epoch: 26 [37888/45000]	Loss: 0.5734	LR: 0.020000
Training Epoch: 26 [38144/45000]	Loss: 0.5221	LR: 0.020000
Training Epoch: 26 [38400/45000]	Loss: 0.5065	LR: 0.020000
Training Epoch: 26 [38656/45000]	Loss: 0.5933	LR: 0.020000
Training Epoch: 26 [38912/45000]	Loss: 0.5173	LR: 0.020000
Training Epoch: 26 [39168/45000]	Loss: 0.4675	LR: 0.020000
Training Epoch: 26 [39424/45000]	Loss: 0.5302	LR: 0.020000
Training Epoch: 26 [39680/45000]	Loss: 0.6069	LR: 0.020000
Training Epoch: 26 [39936/45000]	Loss: 0.5648	LR: 0.020000
Training Epoch: 26 [40192/45000]	Loss: 0.5650	LR: 0.020000
Training Epoch: 26 [40448/45000]	Loss: 0.5354	LR: 0.020000
Training Epoch: 26 [40704/45000]	Loss: 0.5188	LR: 0.020000
Training Epoch: 26 [40960/45000]	Loss: 0.5464	LR: 0.020000
Training Epoch: 26 [41216/45000]	Loss: 0.5188	LR: 0.020000
Training Epoch: 26 [41472/45000]	Loss: 0.6259	LR: 0.020000
Training Epoch: 26 [41728/45000]	Loss: 0.5465	LR: 0.020000
Training Epoch: 26 [41984/45000]	Loss: 0.5727	LR: 0.020000
Training Epoch: 26 [42240/45000]	Loss: 0.5373	LR: 0.020000
Training Epoch: 26 [42496/45000]	Loss: 0.5383	LR: 0.020000
Training Epoch: 26 [42752/45000]	Loss: 0.5265	LR: 0.020000
Training Epoch: 26 [43008/45000]	Loss: 0.5663	LR: 0.020000
Training Epoch: 26 [43264/45000]	Loss: 0.5220	LR: 0.020000
Training Epoch: 26 [43520/45000]	Loss: 0.5509	LR: 0.020000
Training Epoch: 26 [43776/45000]	Loss: 0.5899	LR: 0.020000
Training Epoch: 26 [44032/45000]	Loss: 0.4585	LR: 0.020000
Training Epoch: 26 [44288/45000]	Loss: 0.4534	LR: 0.020000
Training Epoch: 26 [44544/45000]	Loss: 0.5629	LR: 0.020000
Training Epoch: 26 [44800/45000]	Loss: 0.4624	LR: 0.020000
Training Epoch: 26 [45000/45000]	Loss: 0.5178	LR: 0.020000
Epoch 26 - Average Train Loss: 0.5413, Train Accuracy: 0.8257
Epoch 26 training time consumed: 24.52s
Evaluating Network.....
Test set: Epoch: 26, Average loss: 0.0038, Accuracy: 0.7213, Time consumed:0.95s
Training Epoch: 27 [256/45000]	Loss: 0.4484	LR: 0.020000
Training Epoch: 27 [512/45000]	Loss: 0.5338	LR: 0.020000
Training Epoch: 27 [768/45000]	Loss: 0.4716	LR: 0.020000
Training Epoch: 27 [1024/45000]	Loss: 0.4145	LR: 0.020000
Training Epoch: 27 [1280/45000]	Loss: 0.4759	LR: 0.020000
Training Epoch: 27 [1536/45000]	Loss: 0.5950	LR: 0.020000
Training Epoch: 27 [1792/45000]	Loss: 0.4931	LR: 0.020000
Training Epoch: 27 [2048/45000]	Loss: 0.5805	LR: 0.020000
Training Epoch: 27 [2304/45000]	Loss: 0.4866	LR: 0.020000
Training Epoch: 27 [2560/45000]	Loss: 0.4812	LR: 0.020000
Training Epoch: 27 [2816/45000]	Loss: 0.4524	LR: 0.020000
Training Epoch: 27 [3072/45000]	Loss: 0.4677	LR: 0.020000
Training Epoch: 27 [3328/45000]	Loss: 0.5125	LR: 0.020000
Training Epoch: 27 [3584/45000]	Loss: 0.4707	LR: 0.020000
Training Epoch: 27 [3840/45000]	Loss: 0.5245	LR: 0.020000
Training Epoch: 27 [4096/45000]	Loss: 0.4476	LR: 0.020000
Training Epoch: 27 [4352/45000]	Loss: 0.5731	LR: 0.020000
Training Epoch: 27 [4608/45000]	Loss: 0.4426	LR: 0.020000
Training Epoch: 27 [4864/45000]	Loss: 0.4080	LR: 0.020000
Training Epoch: 27 [5120/45000]	Loss: 0.6083	LR: 0.020000
Training Epoch: 27 [5376/45000]	Loss: 0.4468	LR: 0.020000
Training Epoch: 27 [5632/45000]	Loss: 0.4682	LR: 0.020000
Training Epoch: 27 [5888/45000]	Loss: 0.4627	LR: 0.020000
Training Epoch: 27 [6144/45000]	Loss: 0.5117	LR: 0.020000
Training Epoch: 27 [6400/45000]	Loss: 0.4378	LR: 0.020000
Training Epoch: 27 [6656/45000]	Loss: 0.4983	LR: 0.020000
Training Epoch: 27 [6912/45000]	Loss: 0.4018	LR: 0.020000
Training Epoch: 27 [7168/45000]	Loss: 0.5993	LR: 0.020000
Training Epoch: 27 [7424/45000]	Loss: 0.5236	LR: 0.020000
Training Epoch: 27 [7680/45000]	Loss: 0.5729	LR: 0.020000
Training Epoch: 27 [7936/45000]	Loss: 0.4727	LR: 0.020000
Training Epoch: 27 [8192/45000]	Loss: 0.5372	LR: 0.020000
Training Epoch: 27 [8448/45000]	Loss: 0.5051	LR: 0.020000
Training Epoch: 27 [8704/45000]	Loss: 0.4672	LR: 0.020000
Training Epoch: 27 [8960/45000]	Loss: 0.4712	LR: 0.020000
Training Epoch: 27 [9216/45000]	Loss: 0.4957	LR: 0.020000
Training Epoch: 27 [9472/45000]	Loss: 0.5665	LR: 0.020000
Training Epoch: 27 [9728/45000]	Loss: 0.4612	LR: 0.020000
Training Epoch: 27 [9984/45000]	Loss: 0.4766	LR: 0.020000
Training Epoch: 27 [10240/45000]	Loss: 0.4772	LR: 0.020000
Training Epoch: 27 [10496/45000]	Loss: 0.4633	LR: 0.020000
Training Epoch: 27 [10752/45000]	Loss: 0.4808	LR: 0.020000
Training Epoch: 27 [11008/45000]	Loss: 0.5024	LR: 0.020000
Training Epoch: 27 [11264/45000]	Loss: 0.4742	LR: 0.020000
Training Epoch: 27 [11520/45000]	Loss: 0.6728	LR: 0.020000
Training Epoch: 27 [11776/45000]	Loss: 0.5185	LR: 0.020000
Training Epoch: 27 [12032/45000]	Loss: 0.4759	LR: 0.020000
Training Epoch: 27 [12288/45000]	Loss: 0.5920	LR: 0.020000
Training Epoch: 27 [12544/45000]	Loss: 0.4142	LR: 0.020000
Training Epoch: 27 [12800/45000]	Loss: 0.5377	LR: 0.020000
Training Epoch: 27 [13056/45000]	Loss: 0.5226	LR: 0.020000
Training Epoch: 27 [13312/45000]	Loss: 0.4827	LR: 0.020000
Training Epoch: 27 [13568/45000]	Loss: 0.4726	LR: 0.020000
Training Epoch: 27 [13824/45000]	Loss: 0.5414	LR: 0.020000
Training Epoch: 27 [14080/45000]	Loss: 0.6089	LR: 0.020000
Training Epoch: 27 [14336/45000]	Loss: 0.5336	LR: 0.020000
Training Epoch: 27 [14592/45000]	Loss: 0.4572	LR: 0.020000
Training Epoch: 27 [14848/45000]	Loss: 0.4421	LR: 0.020000
Training Epoch: 27 [15104/45000]	Loss: 0.4252	LR: 0.020000
Training Epoch: 27 [15360/45000]	Loss: 0.5447	LR: 0.020000
Training Epoch: 27 [15616/45000]	Loss: 0.4689	LR: 0.020000
Training Epoch: 27 [15872/45000]	Loss: 0.5212	LR: 0.020000
Training Epoch: 27 [16128/45000]	Loss: 0.6080	LR: 0.020000
Training Epoch: 27 [16384/45000]	Loss: 0.4832	LR: 0.020000
Training Epoch: 27 [16640/45000]	Loss: 0.5169	LR: 0.020000
Training Epoch: 27 [16896/45000]	Loss: 0.4603	LR: 0.020000
Training Epoch: 27 [17152/45000]	Loss: 0.5143	LR: 0.020000
Training Epoch: 27 [17408/45000]	Loss: 0.5592	LR: 0.020000
Training Epoch: 27 [17664/45000]	Loss: 0.5295	LR: 0.020000
Training Epoch: 27 [17920/45000]	Loss: 0.4315	LR: 0.020000
Training Epoch: 27 [18176/45000]	Loss: 0.4795	LR: 0.020000
Training Epoch: 27 [18432/45000]	Loss: 0.4016	LR: 0.020000
Training Epoch: 27 [18688/45000]	Loss: 0.5898	LR: 0.020000
Training Epoch: 27 [18944/45000]	Loss: 0.4456	LR: 0.020000
Training Epoch: 27 [19200/45000]	Loss: 0.5688	LR: 0.020000
Training Epoch: 27 [19456/45000]	Loss: 0.4599	LR: 0.020000
Training Epoch: 27 [19712/45000]	Loss: 0.6610	LR: 0.020000
Training Epoch: 27 [19968/45000]	Loss: 0.4510	LR: 0.020000
Training Epoch: 27 [20224/45000]	Loss: 0.4913	LR: 0.020000
Training Epoch: 27 [20480/45000]	Loss: 0.5343	LR: 0.020000
Training Epoch: 27 [20736/45000]	Loss: 0.5693	LR: 0.020000
Training Epoch: 27 [20992/45000]	Loss: 0.6371	LR: 0.020000
Training Epoch: 27 [21248/45000]	Loss: 0.5880	LR: 0.020000
Training Epoch: 27 [21504/45000]	Loss: 0.5194	LR: 0.020000
Training Epoch: 27 [21760/45000]	Loss: 0.6025	LR: 0.020000
Training Epoch: 27 [22016/45000]	Loss: 0.5107	LR: 0.020000
Training Epoch: 27 [22272/45000]	Loss: 0.5374	LR: 0.020000
Training Epoch: 27 [22528/45000]	Loss: 0.5126	LR: 0.020000
Training Epoch: 27 [22784/45000]	Loss: 0.5822	LR: 0.020000
Training Epoch: 27 [23040/45000]	Loss: 0.5641	LR: 0.020000
Training Epoch: 27 [23296/45000]	Loss: 0.6665	LR: 0.020000
Training Epoch: 27 [23552/45000]	Loss: 0.4541	LR: 0.020000
Training Epoch: 27 [23808/45000]	Loss: 0.5488	LR: 0.020000
Training Epoch: 27 [24064/45000]	Loss: 0.4235	LR: 0.020000
Training Epoch: 27 [24320/45000]	Loss: 0.5706	LR: 0.020000
Training Epoch: 27 [24576/45000]	Loss: 0.6447	LR: 0.020000
Training Epoch: 27 [24832/45000]	Loss: 0.5345	LR: 0.020000
Training Epoch: 27 [25088/45000]	Loss: 0.4979	LR: 0.020000
Training Epoch: 27 [25344/45000]	Loss: 0.5182	LR: 0.020000
Training Epoch: 27 [25600/45000]	Loss: 0.4388	LR: 0.020000
Training Epoch: 27 [25856/45000]	Loss: 0.6588	LR: 0.020000
Training Epoch: 27 [26112/45000]	Loss: 0.5222	LR: 0.020000
Training Epoch: 27 [26368/45000]	Loss: 0.5508	LR: 0.020000
Training Epoch: 27 [26624/45000]	Loss: 0.5335	LR: 0.020000
Training Epoch: 27 [26880/45000]	Loss: 0.6159	LR: 0.020000
Training Epoch: 27 [27136/45000]	Loss: 0.6005	LR: 0.020000
Training Epoch: 27 [27392/45000]	Loss: 0.4699	LR: 0.020000
Training Epoch: 27 [27648/45000]	Loss: 0.4645	LR: 0.020000
Training Epoch: 27 [27904/45000]	Loss: 0.5169	LR: 0.020000
Training Epoch: 27 [28160/45000]	Loss: 0.6643	LR: 0.020000
Training Epoch: 27 [28416/45000]	Loss: 0.6308	LR: 0.020000
Training Epoch: 27 [28672/45000]	Loss: 0.4663	LR: 0.020000
Training Epoch: 27 [28928/45000]	Loss: 0.5894	LR: 0.020000
Training Epoch: 27 [29184/45000]	Loss: 0.5476	LR: 0.020000
Training Epoch: 27 [29440/45000]	Loss: 0.5319	LR: 0.020000
Training Epoch: 27 [29696/45000]	Loss: 0.5252	LR: 0.020000
Training Epoch: 27 [29952/45000]	Loss: 0.4986	LR: 0.020000
Training Epoch: 27 [30208/45000]	Loss: 0.6702	LR: 0.020000
Training Epoch: 27 [30464/45000]	Loss: 0.5805	LR: 0.020000
Training Epoch: 27 [30720/45000]	Loss: 0.4422	LR: 0.020000
Training Epoch: 27 [30976/45000]	Loss: 0.6497	LR: 0.020000
Training Epoch: 27 [31232/45000]	Loss: 0.5752	LR: 0.020000
Training Epoch: 27 [31488/45000]	Loss: 0.5030	LR: 0.020000
Training Epoch: 27 [31744/45000]	Loss: 0.6136	LR: 0.020000
Training Epoch: 27 [32000/45000]	Loss: 0.5698	LR: 0.020000
Training Epoch: 27 [32256/45000]	Loss: 0.5339	LR: 0.020000
Training Epoch: 27 [32512/45000]	Loss: 0.5231	LR: 0.020000
Training Epoch: 27 [32768/45000]	Loss: 0.5840	LR: 0.020000
Training Epoch: 27 [33024/45000]	Loss: 0.6466	LR: 0.020000
Training Epoch: 27 [33280/45000]	Loss: 0.5442	LR: 0.020000
Training Epoch: 27 [33536/45000]	Loss: 0.5416	LR: 0.020000
Training Epoch: 27 [33792/45000]	Loss: 0.5716	LR: 0.020000
Training Epoch: 27 [34048/45000]	Loss: 0.5617	LR: 0.020000
Training Epoch: 27 [34304/45000]	Loss: 0.5847	LR: 0.020000
Training Epoch: 27 [34560/45000]	Loss: 0.5759	LR: 0.020000
Training Epoch: 27 [34816/45000]	Loss: 0.5054	LR: 0.020000
Training Epoch: 27 [35072/45000]	Loss: 0.4600	LR: 0.020000
Training Epoch: 27 [35328/45000]	Loss: 0.6330	LR: 0.020000
Training Epoch: 27 [35584/45000]	Loss: 0.5904	LR: 0.020000
Training Epoch: 27 [35840/45000]	Loss: 0.4729	LR: 0.020000
Training Epoch: 27 [36096/45000]	Loss: 0.4779	LR: 0.020000
Training Epoch: 27 [36352/45000]	Loss: 0.5055	LR: 0.020000
Training Epoch: 27 [36608/45000]	Loss: 0.4941	LR: 0.020000
Training Epoch: 27 [36864/45000]	Loss: 0.5765	LR: 0.020000
Training Epoch: 27 [37120/45000]	Loss: 0.7089	LR: 0.020000
Training Epoch: 27 [37376/45000]	Loss: 0.4707	LR: 0.020000
Training Epoch: 27 [37632/45000]	Loss: 0.5763	LR: 0.020000
Training Epoch: 27 [37888/45000]	Loss: 0.6243	LR: 0.020000
Training Epoch: 27 [38144/45000]	Loss: 0.5676	LR: 0.020000
Training Epoch: 27 [38400/45000]	Loss: 0.4684	LR: 0.020000
Training Epoch: 27 [38656/45000]	Loss: 0.5551	LR: 0.020000
Training Epoch: 27 [38912/45000]	Loss: 0.6721	LR: 0.020000
Training Epoch: 27 [39168/45000]	Loss: 0.5609	LR: 0.020000
Training Epoch: 27 [39424/45000]	Loss: 0.5194	LR: 0.020000
Training Epoch: 27 [39680/45000]	Loss: 0.5897	LR: 0.020000
Training Epoch: 27 [39936/45000]	Loss: 0.5049	LR: 0.020000
Training Epoch: 27 [40192/45000]	Loss: 0.5703	LR: 0.020000
Training Epoch: 27 [40448/45000]	Loss: 0.5901	LR: 0.020000
Training Epoch: 27 [40704/45000]	Loss: 0.5294	LR: 0.020000
Training Epoch: 27 [40960/45000]	Loss: 0.6629	LR: 0.020000
Training Epoch: 27 [41216/45000]	Loss: 0.5564	LR: 0.020000
Training Epoch: 27 [41472/45000]	Loss: 0.5406	LR: 0.020000
Training Epoch: 27 [41728/45000]	Loss: 0.5920	LR: 0.020000
Training Epoch: 27 [41984/45000]	Loss: 0.5705	LR: 0.020000
Training Epoch: 27 [42240/45000]	Loss: 0.5680	LR: 0.020000
Training Epoch: 27 [42496/45000]	Loss: 0.5712	LR: 0.020000
Training Epoch: 27 [42752/45000]	Loss: 0.5170	LR: 0.020000
Training Epoch: 27 [43008/45000]	Loss: 0.5514	LR: 0.020000
Training Epoch: 27 [43264/45000]	Loss: 0.6016	LR: 0.020000
Training Epoch: 27 [43520/45000]	Loss: 0.6334	LR: 0.020000
Training Epoch: 27 [43776/45000]	Loss: 0.3827	LR: 0.020000
Training Epoch: 27 [44032/45000]	Loss: 0.4370	LR: 0.020000
Training Epoch: 27 [44288/45000]	Loss: 0.5500	LR: 0.020000
Training Epoch: 27 [44544/45000]	Loss: 0.5199	LR: 0.020000
Training Epoch: 27 [44800/45000]	Loss: 0.4397	LR: 0.020000
Training Epoch: 27 [45000/45000]	Loss: 0.6585	LR: 0.020000
Epoch 27 - Average Train Loss: 0.5296, Train Accuracy: 0.8281
Epoch 27 training time consumed: 24.62s
Evaluating Network.....
Test set: Epoch: 27, Average loss: 0.0037, Accuracy: 0.7271, Time consumed:0.92s
Training Epoch: 28 [256/45000]	Loss: 0.4208	LR: 0.020000
Training Epoch: 28 [512/45000]	Loss: 0.4901	LR: 0.020000
Training Epoch: 28 [768/45000]	Loss: 0.4692	LR: 0.020000
Training Epoch: 28 [1024/45000]	Loss: 0.5714	LR: 0.020000
Training Epoch: 28 [1280/45000]	Loss: 0.4231	LR: 0.020000
Training Epoch: 28 [1536/45000]	Loss: 0.4771	LR: 0.020000
Training Epoch: 28 [1792/45000]	Loss: 0.3885	LR: 0.020000
Training Epoch: 28 [2048/45000]	Loss: 0.5217	LR: 0.020000
Training Epoch: 28 [2304/45000]	Loss: 0.5336	LR: 0.020000
Training Epoch: 28 [2560/45000]	Loss: 0.4427	LR: 0.020000
Training Epoch: 28 [2816/45000]	Loss: 0.4761	LR: 0.020000
Training Epoch: 28 [3072/45000]	Loss: 0.4497	LR: 0.020000
Training Epoch: 28 [3328/45000]	Loss: 0.5166	LR: 0.020000
Training Epoch: 28 [3584/45000]	Loss: 0.5810	LR: 0.020000
Training Epoch: 28 [3840/45000]	Loss: 0.4611	LR: 0.020000
Training Epoch: 28 [4096/45000]	Loss: 0.5065	LR: 0.020000
Training Epoch: 28 [4352/45000]	Loss: 0.4783	LR: 0.020000
Training Epoch: 28 [4608/45000]	Loss: 0.5174	LR: 0.020000
Training Epoch: 28 [4864/45000]	Loss: 0.4369	LR: 0.020000
Training Epoch: 28 [5120/45000]	Loss: 0.4040	LR: 0.020000
Training Epoch: 28 [5376/45000]	Loss: 0.4702	LR: 0.020000
Training Epoch: 28 [5632/45000]	Loss: 0.4544	LR: 0.020000
Training Epoch: 28 [5888/45000]	Loss: 0.4766	LR: 0.020000
Training Epoch: 28 [6144/45000]	Loss: 0.5347	LR: 0.020000
Training Epoch: 28 [6400/45000]	Loss: 0.4687	LR: 0.020000
Training Epoch: 28 [6656/45000]	Loss: 0.4577	LR: 0.020000
Training Epoch: 28 [6912/45000]	Loss: 0.5276	LR: 0.020000
Training Epoch: 28 [7168/45000]	Loss: 0.4914	LR: 0.020000
Training Epoch: 28 [7424/45000]	Loss: 0.5243	LR: 0.020000
Training Epoch: 28 [7680/45000]	Loss: 0.5105	LR: 0.020000
Training Epoch: 28 [7936/45000]	Loss: 0.5167	LR: 0.020000
Training Epoch: 28 [8192/45000]	Loss: 0.5944	LR: 0.020000
Training Epoch: 28 [8448/45000]	Loss: 0.4680	LR: 0.020000
Training Epoch: 28 [8704/45000]	Loss: 0.4272	LR: 0.020000
Training Epoch: 28 [8960/45000]	Loss: 0.5383	LR: 0.020000
Training Epoch: 28 [9216/45000]	Loss: 0.4500	LR: 0.020000
Training Epoch: 28 [9472/45000]	Loss: 0.4741	LR: 0.020000
Training Epoch: 28 [9728/45000]	Loss: 0.4688	LR: 0.020000
Training Epoch: 28 [9984/45000]	Loss: 0.3715	LR: 0.020000
Training Epoch: 28 [10240/45000]	Loss: 0.4472	LR: 0.020000
Training Epoch: 28 [10496/45000]	Loss: 0.5835	LR: 0.020000
Training Epoch: 28 [10752/45000]	Loss: 0.4495	LR: 0.020000
Training Epoch: 28 [11008/45000]	Loss: 0.4740	LR: 0.020000
Training Epoch: 28 [11264/45000]	Loss: 0.5111	LR: 0.020000
Training Epoch: 28 [11520/45000]	Loss: 0.5110	LR: 0.020000
Training Epoch: 28 [11776/45000]	Loss: 0.5673	LR: 0.020000
Training Epoch: 28 [12032/45000]	Loss: 0.5555	LR: 0.020000
Training Epoch: 28 [12288/45000]	Loss: 0.4515	LR: 0.020000
Training Epoch: 28 [12544/45000]	Loss: 0.5854	LR: 0.020000
Training Epoch: 28 [12800/45000]	Loss: 0.5649	LR: 0.020000
Training Epoch: 28 [13056/45000]	Loss: 0.4708	LR: 0.020000
Training Epoch: 28 [13312/45000]	Loss: 0.5188	LR: 0.020000
Training Epoch: 28 [13568/45000]	Loss: 0.5126	LR: 0.020000
Training Epoch: 28 [13824/45000]	Loss: 0.4642	LR: 0.020000
Training Epoch: 28 [14080/45000]	Loss: 0.5278	LR: 0.020000
Training Epoch: 28 [14336/45000]	Loss: 0.5069	LR: 0.020000
Training Epoch: 28 [14592/45000]	Loss: 0.4918	LR: 0.020000
Training Epoch: 28 [14848/45000]	Loss: 0.4247	LR: 0.020000
Training Epoch: 28 [15104/45000]	Loss: 0.4921	LR: 0.020000
Training Epoch: 28 [15360/45000]	Loss: 0.4891	LR: 0.020000
Training Epoch: 28 [15616/45000]	Loss: 0.4184	LR: 0.020000
Training Epoch: 28 [15872/45000]	Loss: 0.5237	LR: 0.020000
Training Epoch: 28 [16128/45000]	Loss: 0.5153	LR: 0.020000
Training Epoch: 28 [16384/45000]	Loss: 0.5437	LR: 0.020000
Training Epoch: 28 [16640/45000]	Loss: 0.5112	LR: 0.020000
Training Epoch: 28 [16896/45000]	Loss: 0.5759	LR: 0.020000
Training Epoch: 28 [17152/45000]	Loss: 0.4771	LR: 0.020000
Training Epoch: 28 [17408/45000]	Loss: 0.5556	LR: 0.020000
Training Epoch: 28 [17664/45000]	Loss: 0.5900	LR: 0.020000
Training Epoch: 28 [17920/45000]	Loss: 0.4632	LR: 0.020000
Training Epoch: 28 [18176/45000]	Loss: 0.7004	LR: 0.020000
Training Epoch: 28 [18432/45000]	Loss: 0.5570	LR: 0.020000
Training Epoch: 28 [18688/45000]	Loss: 0.5288	LR: 0.020000
Training Epoch: 28 [18944/45000]	Loss: 0.5034	LR: 0.020000
Training Epoch: 28 [19200/45000]	Loss: 0.4654	LR: 0.020000
Training Epoch: 28 [19456/45000]	Loss: 0.5420	LR: 0.020000
Training Epoch: 28 [19712/45000]	Loss: 0.4111	LR: 0.020000
Training Epoch: 28 [19968/45000]	Loss: 0.5960	LR: 0.020000
Training Epoch: 28 [20224/45000]	Loss: 0.5159	LR: 0.020000
Training Epoch: 28 [20480/45000]	Loss: 0.4821	LR: 0.020000
Training Epoch: 28 [20736/45000]	Loss: 0.4669	LR: 0.020000
Training Epoch: 28 [20992/45000]	Loss: 0.4905	LR: 0.020000
Training Epoch: 28 [21248/45000]	Loss: 0.4711	LR: 0.020000
Training Epoch: 28 [21504/45000]	Loss: 0.5135	LR: 0.020000
Training Epoch: 28 [21760/45000]	Loss: 0.5112	LR: 0.020000
Training Epoch: 28 [22016/45000]	Loss: 0.5531	LR: 0.020000
Training Epoch: 28 [22272/45000]	Loss: 0.4475	LR: 0.020000
Training Epoch: 28 [22528/45000]	Loss: 0.4811	LR: 0.020000
Training Epoch: 28 [22784/45000]	Loss: 0.4733	LR: 0.020000
Training Epoch: 28 [23040/45000]	Loss: 0.5093	LR: 0.020000
Training Epoch: 28 [23296/45000]	Loss: 0.4855	LR: 0.020000
Training Epoch: 28 [23552/45000]	Loss: 0.4503	LR: 0.020000
Training Epoch: 28 [23808/45000]	Loss: 0.4058	LR: 0.020000
Training Epoch: 28 [24064/45000]	Loss: 0.6181	LR: 0.020000
Training Epoch: 28 [24320/45000]	Loss: 0.4850	LR: 0.020000
Training Epoch: 28 [24576/45000]	Loss: 0.4936	LR: 0.020000
Training Epoch: 28 [24832/45000]	Loss: 0.6137	LR: 0.020000
Training Epoch: 28 [25088/45000]	Loss: 0.5923	LR: 0.020000
Training Epoch: 28 [25344/45000]	Loss: 0.6219	LR: 0.020000
Training Epoch: 28 [25600/45000]	Loss: 0.4818	LR: 0.020000
Training Epoch: 28 [25856/45000]	Loss: 0.4987	LR: 0.020000
Training Epoch: 28 [26112/45000]	Loss: 0.5735	LR: 0.020000
Training Epoch: 28 [26368/45000]	Loss: 0.6489	LR: 0.020000
Training Epoch: 28 [26624/45000]	Loss: 0.6730	LR: 0.020000
Training Epoch: 28 [26880/45000]	Loss: 0.5280	LR: 0.020000
Training Epoch: 28 [27136/45000]	Loss: 0.4390	LR: 0.020000
Training Epoch: 28 [27392/45000]	Loss: 0.4827	LR: 0.020000
Training Epoch: 28 [27648/45000]	Loss: 0.5702	LR: 0.020000
Training Epoch: 28 [27904/45000]	Loss: 0.5544	LR: 0.020000
Training Epoch: 28 [28160/45000]	Loss: 0.4356	LR: 0.020000
Training Epoch: 28 [28416/45000]	Loss: 0.5373	LR: 0.020000
Training Epoch: 28 [28672/45000]	Loss: 0.5713	LR: 0.020000
Training Epoch: 28 [28928/45000]	Loss: 0.6358	LR: 0.020000
Training Epoch: 28 [29184/45000]	Loss: 0.5123	LR: 0.020000
Training Epoch: 28 [29440/45000]	Loss: 0.4362	LR: 0.020000
Training Epoch: 28 [29696/45000]	Loss: 0.6113	LR: 0.020000
Training Epoch: 28 [29952/45000]	Loss: 0.4759	LR: 0.020000
Training Epoch: 28 [30208/45000]	Loss: 0.5398	LR: 0.020000
Training Epoch: 28 [30464/45000]	Loss: 0.5435	LR: 0.020000
Training Epoch: 28 [30720/45000]	Loss: 0.5385	LR: 0.020000
Training Epoch: 28 [30976/45000]	Loss: 0.4663	LR: 0.020000
Training Epoch: 28 [31232/45000]	Loss: 0.6710	LR: 0.020000
Training Epoch: 28 [31488/45000]	Loss: 0.5090	LR: 0.020000
Training Epoch: 28 [31744/45000]	Loss: 0.6675	LR: 0.020000
Training Epoch: 28 [32000/45000]	Loss: 0.4194	LR: 0.020000
Training Epoch: 28 [32256/45000]	Loss: 0.4726	LR: 0.020000
Training Epoch: 28 [32512/45000]	Loss: 0.5875	LR: 0.020000
Training Epoch: 28 [32768/45000]	Loss: 0.5037	LR: 0.020000
Training Epoch: 28 [33024/45000]	Loss: 0.5775	LR: 0.020000
Training Epoch: 28 [33280/45000]	Loss: 0.5627	LR: 0.020000
Training Epoch: 28 [33536/45000]	Loss: 0.6109	LR: 0.020000
Training Epoch: 28 [33792/45000]	Loss: 0.5916	LR: 0.020000
Training Epoch: 28 [34048/45000]	Loss: 0.5434	LR: 0.020000
Training Epoch: 28 [34304/45000]	Loss: 0.5784	LR: 0.020000
Training Epoch: 28 [34560/45000]	Loss: 0.5002	LR: 0.020000
Training Epoch: 28 [34816/45000]	Loss: 0.4659	LR: 0.020000
Training Epoch: 28 [35072/45000]	Loss: 0.4620	LR: 0.020000
Training Epoch: 28 [35328/45000]	Loss: 0.4847	LR: 0.020000
Training Epoch: 28 [35584/45000]	Loss: 0.6125	LR: 0.020000
Training Epoch: 28 [35840/45000]	Loss: 0.5691	LR: 0.020000
Training Epoch: 28 [36096/45000]	Loss: 0.5017	LR: 0.020000
Training Epoch: 28 [36352/45000]	Loss: 0.6246	LR: 0.020000
Training Epoch: 28 [36608/45000]	Loss: 0.5330	LR: 0.020000
Training Epoch: 28 [36864/45000]	Loss: 0.5316	LR: 0.020000
Training Epoch: 28 [37120/45000]	Loss: 0.5125	LR: 0.020000
Training Epoch: 28 [37376/45000]	Loss: 0.5725	LR: 0.020000
Training Epoch: 28 [37632/45000]	Loss: 0.5940	LR: 0.020000
Training Epoch: 28 [37888/45000]	Loss: 0.5237	LR: 0.020000
Training Epoch: 28 [38144/45000]	Loss: 0.6560	LR: 0.020000
Training Epoch: 28 [38400/45000]	Loss: 0.6136	LR: 0.020000
Training Epoch: 28 [38656/45000]	Loss: 0.5581	LR: 0.020000
Training Epoch: 28 [38912/45000]	Loss: 0.5432	LR: 0.020000
Training Epoch: 28 [39168/45000]	Loss: 0.5155	LR: 0.020000
Training Epoch: 28 [39424/45000]	Loss: 0.6039	LR: 0.020000
Training Epoch: 28 [39680/45000]	Loss: 0.5349	LR: 0.020000
Training Epoch: 28 [39936/45000]	Loss: 0.5248	LR: 0.020000
Training Epoch: 28 [40192/45000]	Loss: 0.5657	LR: 0.020000
Training Epoch: 28 [40448/45000]	Loss: 0.5053	LR: 0.020000
Training Epoch: 28 [40704/45000]	Loss: 0.4469	LR: 0.020000
Training Epoch: 28 [40960/45000]	Loss: 0.5447	LR: 0.020000
Training Epoch: 28 [41216/45000]	Loss: 0.5112	LR: 0.020000
Training Epoch: 28 [41472/45000]	Loss: 0.6086	LR: 0.020000
Training Epoch: 28 [41728/45000]	Loss: 0.4976	LR: 0.020000
Training Epoch: 28 [41984/45000]	Loss: 0.5300	LR: 0.020000
Training Epoch: 28 [42240/45000]	Loss: 0.6812	LR: 0.020000
Training Epoch: 28 [42496/45000]	Loss: 0.5435	LR: 0.020000
Training Epoch: 28 [42752/45000]	Loss: 0.5541	LR: 0.020000
Training Epoch: 28 [43008/45000]	Loss: 0.5979	LR: 0.020000
Training Epoch: 28 [43264/45000]	Loss: 0.4720	LR: 0.020000
Training Epoch: 28 [43520/45000]	Loss: 0.5571	LR: 0.020000
Training Epoch: 28 [43776/45000]	Loss: 0.5665	LR: 0.020000
Training Epoch: 28 [44032/45000]	Loss: 0.5037	LR: 0.020000
Training Epoch: 28 [44288/45000]	Loss: 0.6548	LR: 0.020000
Training Epoch: 28 [44544/45000]	Loss: 0.6030	LR: 0.020000
Training Epoch: 28 [44800/45000]	Loss: 0.6612	LR: 0.020000
Training Epoch: 28 [45000/45000]	Loss: 0.5981	LR: 0.020000
Epoch 28 - Average Train Loss: 0.5217, Train Accuracy: 0.8290
Epoch 28 training time consumed: 24.50s
Evaluating Network.....
Test set: Epoch: 28, Average loss: 0.0035, Accuracy: 0.7366, Time consumed:0.95s
Training Epoch: 29 [256/45000]	Loss: 0.5018	LR: 0.020000
Training Epoch: 29 [512/45000]	Loss: 0.5132	LR: 0.020000
Training Epoch: 29 [768/45000]	Loss: 0.4307	LR: 0.020000
Training Epoch: 29 [1024/45000]	Loss: 0.5098	LR: 0.020000
Training Epoch: 29 [1280/45000]	Loss: 0.5707	LR: 0.020000
Training Epoch: 29 [1536/45000]	Loss: 0.5485	LR: 0.020000
Training Epoch: 29 [1792/45000]	Loss: 0.5560	LR: 0.020000
Training Epoch: 29 [2048/45000]	Loss: 0.4824	LR: 0.020000
Training Epoch: 29 [2304/45000]	Loss: 0.5437	LR: 0.020000
Training Epoch: 29 [2560/45000]	Loss: 0.5652	LR: 0.020000
Training Epoch: 29 [2816/45000]	Loss: 0.4708	LR: 0.020000
Training Epoch: 29 [3072/45000]	Loss: 0.4034	LR: 0.020000
Training Epoch: 29 [3328/45000]	Loss: 0.4811	LR: 0.020000
Training Epoch: 29 [3584/45000]	Loss: 0.4774	LR: 0.020000
Training Epoch: 29 [3840/45000]	Loss: 0.4656	LR: 0.020000
Training Epoch: 29 [4096/45000]	Loss: 0.6821	LR: 0.020000
Training Epoch: 29 [4352/45000]	Loss: 0.4755	LR: 0.020000
Training Epoch: 29 [4608/45000]	Loss: 0.4238	LR: 0.020000
Training Epoch: 29 [4864/45000]	Loss: 0.5827	LR: 0.020000
Training Epoch: 29 [5120/45000]	Loss: 0.5437	LR: 0.020000
Training Epoch: 29 [5376/45000]	Loss: 0.5230	LR: 0.020000
Training Epoch: 29 [5632/45000]	Loss: 0.4102	LR: 0.020000
Training Epoch: 29 [5888/45000]	Loss: 0.4788	LR: 0.020000
Training Epoch: 29 [6144/45000]	Loss: 0.6145	LR: 0.020000
Training Epoch: 29 [6400/45000]	Loss: 0.4870	LR: 0.020000
Training Epoch: 29 [6656/45000]	Loss: 0.4344	LR: 0.020000
Training Epoch: 29 [6912/45000]	Loss: 0.4691	LR: 0.020000
Training Epoch: 29 [7168/45000]	Loss: 0.5622	LR: 0.020000
Training Epoch: 29 [7424/45000]	Loss: 0.4863	LR: 0.020000
Training Epoch: 29 [7680/45000]	Loss: 0.4538	LR: 0.020000
Training Epoch: 29 [7936/45000]	Loss: 0.5534	LR: 0.020000
Training Epoch: 29 [8192/45000]	Loss: 0.5558	LR: 0.020000
Training Epoch: 29 [8448/45000]	Loss: 0.3951	LR: 0.020000
Training Epoch: 29 [8704/45000]	Loss: 0.5145	LR: 0.020000
Training Epoch: 29 [8960/45000]	Loss: 0.5003	LR: 0.020000
Training Epoch: 29 [9216/45000]	Loss: 0.5474	LR: 0.020000
Training Epoch: 29 [9472/45000]	Loss: 0.5374	LR: 0.020000
Training Epoch: 29 [9728/45000]	Loss: 0.4480	LR: 0.020000
Training Epoch: 29 [9984/45000]	Loss: 0.5612	LR: 0.020000
Training Epoch: 29 [10240/45000]	Loss: 0.5200	LR: 0.020000
Training Epoch: 29 [10496/45000]	Loss: 0.4551	LR: 0.020000
Training Epoch: 29 [10752/45000]	Loss: 0.4674	LR: 0.020000
Training Epoch: 29 [11008/45000]	Loss: 0.4377	LR: 0.020000
Training Epoch: 29 [11264/45000]	Loss: 0.5329	LR: 0.020000
Training Epoch: 29 [11520/45000]	Loss: 0.4262	LR: 0.020000
Training Epoch: 29 [11776/45000]	Loss: 0.5312	LR: 0.020000
Training Epoch: 29 [12032/45000]	Loss: 0.4915	LR: 0.020000
Training Epoch: 29 [12288/45000]	Loss: 0.5128	LR: 0.020000
Training Epoch: 29 [12544/45000]	Loss: 0.4640	LR: 0.020000
Training Epoch: 29 [12800/45000]	Loss: 0.4343	LR: 0.020000
Training Epoch: 29 [13056/45000]	Loss: 0.4592	LR: 0.020000
Training Epoch: 29 [13312/45000]	Loss: 0.5607	LR: 0.020000
Training Epoch: 29 [13568/45000]	Loss: 0.5335	LR: 0.020000
Training Epoch: 29 [13824/45000]	Loss: 0.4770	LR: 0.020000
Training Epoch: 29 [14080/45000]	Loss: 0.5775	LR: 0.020000
Training Epoch: 29 [14336/45000]	Loss: 0.5215	LR: 0.020000
Training Epoch: 29 [14592/45000]	Loss: 0.4663	LR: 0.020000
Training Epoch: 29 [14848/45000]	Loss: 0.4621	LR: 0.020000
Training Epoch: 29 [15104/45000]	Loss: 0.4008	LR: 0.020000
Training Epoch: 29 [15360/45000]	Loss: 0.4137	LR: 0.020000
Training Epoch: 29 [15616/45000]	Loss: 0.5182	LR: 0.020000
Training Epoch: 29 [15872/45000]	Loss: 0.5013	LR: 0.020000
Training Epoch: 29 [16128/45000]	Loss: 0.5019	LR: 0.020000
Training Epoch: 29 [16384/45000]	Loss: 0.5857	LR: 0.020000
Training Epoch: 29 [16640/45000]	Loss: 0.5794	LR: 0.020000
Training Epoch: 29 [16896/45000]	Loss: 0.4600	LR: 0.020000
Training Epoch: 29 [17152/45000]	Loss: 0.6126	LR: 0.020000
Training Epoch: 29 [17408/45000]	Loss: 0.5388	LR: 0.020000
Training Epoch: 29 [17664/45000]	Loss: 0.4864	LR: 0.020000
Training Epoch: 29 [17920/45000]	Loss: 0.5269	LR: 0.020000
Training Epoch: 29 [18176/45000]	Loss: 0.4720	LR: 0.020000
Training Epoch: 29 [18432/45000]	Loss: 0.5277	LR: 0.020000
Training Epoch: 29 [18688/45000]	Loss: 0.4263	LR: 0.020000
Training Epoch: 29 [18944/45000]	Loss: 0.5587	LR: 0.020000
Training Epoch: 29 [19200/45000]	Loss: 0.5987	LR: 0.020000
Training Epoch: 29 [19456/45000]	Loss: 0.4465	LR: 0.020000
Training Epoch: 29 [19712/45000]	Loss: 0.4973	LR: 0.020000
Training Epoch: 29 [19968/45000]	Loss: 0.4959	LR: 0.020000
Training Epoch: 29 [20224/45000]	Loss: 0.5565	LR: 0.020000
Training Epoch: 29 [20480/45000]	Loss: 0.4842	LR: 0.020000
Training Epoch: 29 [20736/45000]	Loss: 0.5136	LR: 0.020000
Training Epoch: 29 [20992/45000]	Loss: 0.5375	LR: 0.020000
Training Epoch: 29 [21248/45000]	Loss: 0.5514	LR: 0.020000
Training Epoch: 29 [21504/45000]	Loss: 0.6040	LR: 0.020000
Training Epoch: 29 [21760/45000]	Loss: 0.5478	LR: 0.020000
Training Epoch: 29 [22016/45000]	Loss: 0.5315	LR: 0.020000
Training Epoch: 29 [22272/45000]	Loss: 0.5597	LR: 0.020000
Training Epoch: 29 [22528/45000]	Loss: 0.4763	LR: 0.020000
Training Epoch: 29 [22784/45000]	Loss: 0.5113	LR: 0.020000
Training Epoch: 29 [23040/45000]	Loss: 0.5374	LR: 0.020000
Training Epoch: 29 [23296/45000]	Loss: 0.5220	LR: 0.020000
Training Epoch: 29 [23552/45000]	Loss: 0.5703	LR: 0.020000
Training Epoch: 29 [23808/45000]	Loss: 0.4789	LR: 0.020000
Training Epoch: 29 [24064/45000]	Loss: 0.5098	LR: 0.020000
Training Epoch: 29 [24320/45000]	Loss: 0.6823	LR: 0.020000
Training Epoch: 29 [24576/45000]	Loss: 0.5101	LR: 0.020000
Training Epoch: 29 [24832/45000]	Loss: 0.5351	LR: 0.020000
Training Epoch: 29 [25088/45000]	Loss: 0.5393	LR: 0.020000
Training Epoch: 29 [25344/45000]	Loss: 0.4655	LR: 0.020000
Training Epoch: 29 [25600/45000]	Loss: 0.5879	LR: 0.020000
Training Epoch: 29 [25856/45000]	Loss: 0.5580	LR: 0.020000
Training Epoch: 29 [26112/45000]	Loss: 0.5714	LR: 0.020000
Training Epoch: 29 [26368/45000]	Loss: 0.5102	LR: 0.020000
Training Epoch: 29 [26624/45000]	Loss: 0.5162	LR: 0.020000
Training Epoch: 29 [26880/45000]	Loss: 0.4574	LR: 0.020000
Training Epoch: 29 [27136/45000]	Loss: 0.5138	LR: 0.020000
Training Epoch: 29 [27392/45000]	Loss: 0.4421	LR: 0.020000
Training Epoch: 29 [27648/45000]	Loss: 0.5118	LR: 0.020000
Training Epoch: 29 [27904/45000]	Loss: 0.5008	LR: 0.020000
Training Epoch: 29 [28160/45000]	Loss: 0.4783	LR: 0.020000
Training Epoch: 29 [28416/45000]	Loss: 0.4656	LR: 0.020000
Training Epoch: 29 [28672/45000]	Loss: 0.5114	LR: 0.020000
Training Epoch: 29 [28928/45000]	Loss: 0.4543	LR: 0.020000
Training Epoch: 29 [29184/45000]	Loss: 0.5276	LR: 0.020000
Training Epoch: 29 [29440/45000]	Loss: 0.4981	LR: 0.020000
Training Epoch: 29 [29696/45000]	Loss: 0.4623	LR: 0.020000
Training Epoch: 29 [29952/45000]	Loss: 0.5417	LR: 0.020000
Training Epoch: 29 [30208/45000]	Loss: 0.5959	LR: 0.020000
Training Epoch: 29 [30464/45000]	Loss: 0.5620	LR: 0.020000
Training Epoch: 29 [30720/45000]	Loss: 0.5485	LR: 0.020000
Training Epoch: 29 [30976/45000]	Loss: 0.4676	LR: 0.020000
Training Epoch: 29 [31232/45000]	Loss: 0.5768	LR: 0.020000
Training Epoch: 29 [31488/45000]	Loss: 0.5895	LR: 0.020000
Training Epoch: 29 [31744/45000]	Loss: 0.4713	LR: 0.020000
Training Epoch: 29 [32000/45000]	Loss: 0.4725	LR: 0.020000
Training Epoch: 29 [32256/45000]	Loss: 0.5504	LR: 0.020000
Training Epoch: 29 [32512/45000]	Loss: 0.5535	LR: 0.020000
Training Epoch: 29 [32768/45000]	Loss: 0.5413	LR: 0.020000
Training Epoch: 29 [33024/45000]	Loss: 0.4111	LR: 0.020000
Training Epoch: 29 [33280/45000]	Loss: 0.4782	LR: 0.020000
Training Epoch: 29 [33536/45000]	Loss: 0.6077	LR: 0.020000
Training Epoch: 29 [33792/45000]	Loss: 0.5319	LR: 0.020000
Training Epoch: 29 [34048/45000]	Loss: 0.6174	LR: 0.020000
Training Epoch: 29 [34304/45000]	Loss: 0.5087	LR: 0.020000
Training Epoch: 29 [34560/45000]	Loss: 0.5179	LR: 0.020000
Training Epoch: 29 [34816/45000]	Loss: 0.4314	LR: 0.020000
Training Epoch: 29 [35072/45000]	Loss: 0.4536	LR: 0.020000
Training Epoch: 29 [35328/45000]	Loss: 0.4813	LR: 0.020000
Training Epoch: 29 [35584/45000]	Loss: 0.4780	LR: 0.020000
Training Epoch: 29 [35840/45000]	Loss: 0.5463	LR: 0.020000
Training Epoch: 29 [36096/45000]	Loss: 0.5846	LR: 0.020000
Training Epoch: 29 [36352/45000]	Loss: 0.5677	LR: 0.020000
Training Epoch: 29 [36608/45000]	Loss: 0.5199	LR: 0.020000
Training Epoch: 29 [36864/45000]	Loss: 0.5397	LR: 0.020000
Training Epoch: 29 [37120/45000]	Loss: 0.5966	LR: 0.020000
Training Epoch: 29 [37376/45000]	Loss: 0.4821	LR: 0.020000
Training Epoch: 29 [37632/45000]	Loss: 0.6779	LR: 0.020000
Training Epoch: 29 [37888/45000]	Loss: 0.5941	LR: 0.020000
Training Epoch: 29 [38144/45000]	Loss: 0.4851	LR: 0.020000
Training Epoch: 29 [38400/45000]	Loss: 0.5710	LR: 0.020000
Training Epoch: 29 [38656/45000]	Loss: 0.6496	LR: 0.020000
Training Epoch: 29 [38912/45000]	Loss: 0.6339	LR: 0.020000
Training Epoch: 29 [39168/45000]	Loss: 0.4864	LR: 0.020000
Training Epoch: 29 [39424/45000]	Loss: 0.5260	LR: 0.020000
Training Epoch: 29 [39680/45000]	Loss: 0.6341	LR: 0.020000
Training Epoch: 29 [39936/45000]	Loss: 0.5679	LR: 0.020000
Training Epoch: 29 [40192/45000]	Loss: 0.4901	LR: 0.020000
Training Epoch: 29 [40448/45000]	Loss: 0.5169	LR: 0.020000
Training Epoch: 29 [40704/45000]	Loss: 0.5744	LR: 0.020000
Training Epoch: 29 [40960/45000]	Loss: 0.5126	LR: 0.020000
Training Epoch: 29 [41216/45000]	Loss: 0.5246	LR: 0.020000
Training Epoch: 29 [41472/45000]	Loss: 0.4283	LR: 0.020000
Training Epoch: 29 [41728/45000]	Loss: 0.5103	LR: 0.020000
Training Epoch: 29 [41984/45000]	Loss: 0.5303	LR: 0.020000
Training Epoch: 29 [42240/45000]	Loss: 0.5785	LR: 0.020000
Training Epoch: 29 [42496/45000]	Loss: 0.5448	LR: 0.020000
Training Epoch: 29 [42752/45000]	Loss: 0.4862	LR: 0.020000
Training Epoch: 29 [43008/45000]	Loss: 0.6160	LR: 0.020000
Training Epoch: 29 [43264/45000]	Loss: 0.4591	LR: 0.020000
Training Epoch: 29 [43520/45000]	Loss: 0.5408	LR: 0.020000
Training Epoch: 29 [43776/45000]	Loss: 0.5044	LR: 0.020000
Training Epoch: 29 [44032/45000]	Loss: 0.5421	LR: 0.020000
Training Epoch: 29 [44288/45000]	Loss: 0.5552	LR: 0.020000
Training Epoch: 29 [44544/45000]	Loss: 0.5370	LR: 0.020000
Training Epoch: 29 [44800/45000]	Loss: 0.4886	LR: 0.020000
Training Epoch: 29 [45000/45000]	Loss: 0.5638	LR: 0.020000
Epoch 29 - Average Train Loss: 0.5181, Train Accuracy: 0.8324
Epoch 29 training time consumed: 24.50s
Evaluating Network.....
Test set: Epoch: 29, Average loss: 0.0035, Accuracy: 0.7439, Time consumed:0.89s
Training Epoch: 30 [256/45000]	Loss: 0.3919	LR: 0.004000
Training Epoch: 30 [512/45000]	Loss: 0.4280	LR: 0.004000
Training Epoch: 30 [768/45000]	Loss: 0.4584	LR: 0.004000
Training Epoch: 30 [1024/45000]	Loss: 0.4222	LR: 0.004000
Training Epoch: 30 [1280/45000]	Loss: 0.4260	LR: 0.004000
Training Epoch: 30 [1536/45000]	Loss: 0.5785	LR: 0.004000
Training Epoch: 30 [1792/45000]	Loss: 0.4071	LR: 0.004000
Training Epoch: 30 [2048/45000]	Loss: 0.5760	LR: 0.004000
Training Epoch: 30 [2304/45000]	Loss: 0.3883	LR: 0.004000
Training Epoch: 30 [2560/45000]	Loss: 0.4042	LR: 0.004000
Training Epoch: 30 [2816/45000]	Loss: 0.4214	LR: 0.004000
Training Epoch: 30 [3072/45000]	Loss: 0.4408	LR: 0.004000
Training Epoch: 30 [3328/45000]	Loss: 0.4983	LR: 0.004000
Training Epoch: 30 [3584/45000]	Loss: 0.4325	LR: 0.004000
Training Epoch: 30 [3840/45000]	Loss: 0.5194	LR: 0.004000
Training Epoch: 30 [4096/45000]	Loss: 0.4337	LR: 0.004000
Training Epoch: 30 [4352/45000]	Loss: 0.3883	LR: 0.004000
Training Epoch: 30 [4608/45000]	Loss: 0.4131	LR: 0.004000
Training Epoch: 30 [4864/45000]	Loss: 0.4892	LR: 0.004000
Training Epoch: 30 [5120/45000]	Loss: 0.4829	LR: 0.004000
Training Epoch: 30 [5376/45000]	Loss: 0.3452	LR: 0.004000
Training Epoch: 30 [5632/45000]	Loss: 0.4362	LR: 0.004000
Training Epoch: 30 [5888/45000]	Loss: 0.4137	LR: 0.004000
Training Epoch: 30 [6144/45000]	Loss: 0.3376	LR: 0.004000
Training Epoch: 30 [6400/45000]	Loss: 0.3987	LR: 0.004000
Training Epoch: 30 [6656/45000]	Loss: 0.3913	LR: 0.004000
Training Epoch: 30 [6912/45000]	Loss: 0.4515	LR: 0.004000
Training Epoch: 30 [7168/45000]	Loss: 0.4136	LR: 0.004000
Training Epoch: 30 [7424/45000]	Loss: 0.5016	LR: 0.004000
Training Epoch: 30 [7680/45000]	Loss: 0.5350	LR: 0.004000
Training Epoch: 30 [7936/45000]	Loss: 0.4785	LR: 0.004000
Training Epoch: 30 [8192/45000]	Loss: 0.4099	LR: 0.004000
Training Epoch: 30 [8448/45000]	Loss: 0.4565	LR: 0.004000
Training Epoch: 30 [8704/45000]	Loss: 0.4500	LR: 0.004000
Training Epoch: 30 [8960/45000]	Loss: 0.4197	LR: 0.004000
Training Epoch: 30 [9216/45000]	Loss: 0.4632	LR: 0.004000
Training Epoch: 30 [9472/45000]	Loss: 0.4897	LR: 0.004000
Training Epoch: 30 [9728/45000]	Loss: 0.3918	LR: 0.004000
Training Epoch: 30 [9984/45000]	Loss: 0.4048	LR: 0.004000
Training Epoch: 30 [10240/45000]	Loss: 0.3960	LR: 0.004000
Training Epoch: 30 [10496/45000]	Loss: 0.4320	LR: 0.004000
Training Epoch: 30 [10752/45000]	Loss: 0.5291	LR: 0.004000
Training Epoch: 30 [11008/45000]	Loss: 0.4344	LR: 0.004000
Training Epoch: 30 [11264/45000]	Loss: 0.4895	LR: 0.004000
Training Epoch: 30 [11520/45000]	Loss: 0.3939	LR: 0.004000
Training Epoch: 30 [11776/45000]	Loss: 0.4599	LR: 0.004000
Training Epoch: 30 [12032/45000]	Loss: 0.5097	LR: 0.004000
Training Epoch: 30 [12288/45000]	Loss: 0.3352	LR: 0.004000
Training Epoch: 30 [12544/45000]	Loss: 0.4283	LR: 0.004000
Training Epoch: 30 [12800/45000]	Loss: 0.3792	LR: 0.004000
Training Epoch: 30 [13056/45000]	Loss: 0.3120	LR: 0.004000
Training Epoch: 30 [13312/45000]	Loss: 0.3647	LR: 0.004000
Training Epoch: 30 [13568/45000]	Loss: 0.3466	LR: 0.004000
Training Epoch: 30 [13824/45000]	Loss: 0.3694	LR: 0.004000
Training Epoch: 30 [14080/45000]	Loss: 0.4380	LR: 0.004000
Training Epoch: 30 [14336/45000]	Loss: 0.3995	LR: 0.004000
Training Epoch: 30 [14592/45000]	Loss: 0.3762	LR: 0.004000
Training Epoch: 30 [14848/45000]	Loss: 0.3352	LR: 0.004000
Training Epoch: 30 [15104/45000]	Loss: 0.3746	LR: 0.004000
Training Epoch: 30 [15360/45000]	Loss: 0.3985	LR: 0.004000
Training Epoch: 30 [15616/45000]	Loss: 0.4636	LR: 0.004000
Training Epoch: 30 [15872/45000]	Loss: 0.3657	LR: 0.004000
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Training Epoch: 30 [41472/45000]	Loss: 0.3720	LR: 0.004000
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Training Epoch: 30 [41984/45000]	Loss: 0.4188	LR: 0.004000
Training Epoch: 30 [42240/45000]	Loss: 0.4361	LR: 0.004000
Training Epoch: 30 [42496/45000]	Loss: 0.3263	LR: 0.004000
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Training Epoch: 30 [43008/45000]	Loss: 0.3794	LR: 0.004000
Training Epoch: 30 [43264/45000]	Loss: 0.4486	LR: 0.004000
Training Epoch: 30 [43520/45000]	Loss: 0.4062	LR: 0.004000
Training Epoch: 30 [43776/45000]	Loss: 0.3770	LR: 0.004000
Training Epoch: 30 [44032/45000]	Loss: 0.3902	LR: 0.004000
Training Epoch: 30 [44288/45000]	Loss: 0.3583	LR: 0.004000
Training Epoch: 30 [44544/45000]	Loss: 0.4002	LR: 0.004000
Training Epoch: 30 [44800/45000]	Loss: 0.3431	LR: 0.004000
Training Epoch: 30 [45000/45000]	Loss: 0.3913	LR: 0.004000
Epoch 30 - Average Train Loss: 0.4046, Train Accuracy: 0.8731
Epoch 30 training time consumed: 24.66s
Evaluating Network.....
Test set: Epoch: 30, Average loss: 0.0030, Accuracy: 0.7746, Time consumed:0.98s
Saving weights file to checkpoint/retrain/AllCNN/Monday_14_July_2025_02h_05m_14s/AllCNN-Cifar20-seed6-ret100-30-best.pth
Training Epoch: 31 [256/45000]	Loss: 0.3464	LR: 0.004000
Training Epoch: 31 [512/45000]	Loss: 0.3671	LR: 0.004000
Training Epoch: 31 [768/45000]	Loss: 0.3412	LR: 0.004000
Training Epoch: 31 [1024/45000]	Loss: 0.3490	LR: 0.004000
Training Epoch: 31 [1280/45000]	Loss: 0.3271	LR: 0.004000
Training Epoch: 31 [1536/45000]	Loss: 0.3232	LR: 0.004000
Training Epoch: 31 [1792/45000]	Loss: 0.3393	LR: 0.004000
Training Epoch: 31 [2048/45000]	Loss: 0.3899	LR: 0.004000
Training Epoch: 31 [2304/45000]	Loss: 0.3102	LR: 0.004000
Training Epoch: 31 [2560/45000]	Loss: 0.3924	LR: 0.004000
Training Epoch: 31 [2816/45000]	Loss: 0.3396	LR: 0.004000
Training Epoch: 31 [3072/45000]	Loss: 0.4401	LR: 0.004000
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Training Epoch: 31 [9984/45000]	Loss: 0.3198	LR: 0.004000
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Training Epoch: 31 [16640/45000]	Loss: 0.3228	LR: 0.004000
Training Epoch: 31 [16896/45000]	Loss: 0.4035	LR: 0.004000
Training Epoch: 31 [17152/45000]	Loss: 0.3926	LR: 0.004000
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Training Epoch: 31 [20224/45000]	Loss: 0.3188	LR: 0.004000
Training Epoch: 31 [20480/45000]	Loss: 0.3369	LR: 0.004000
Training Epoch: 31 [20736/45000]	Loss: 0.4423	LR: 0.004000
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Training Epoch: 31 [21760/45000]	Loss: 0.3384	LR: 0.004000
Training Epoch: 31 [22016/45000]	Loss: 0.3776	LR: 0.004000
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Training Epoch: 31 [27904/45000]	Loss: 0.3784	LR: 0.004000
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Training Epoch: 31 [35328/45000]	Loss: 0.3076	LR: 0.004000
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Training Epoch: 31 [37632/45000]	Loss: 0.5051	LR: 0.004000
Training Epoch: 31 [37888/45000]	Loss: 0.3608	LR: 0.004000
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Training Epoch: 31 [43776/45000]	Loss: 0.3339	LR: 0.004000
Training Epoch: 31 [44032/45000]	Loss: 0.4250	LR: 0.004000
Training Epoch: 31 [44288/45000]	Loss: 0.3255	LR: 0.004000
Training Epoch: 31 [44544/45000]	Loss: 0.4142	LR: 0.004000
Training Epoch: 31 [44800/45000]	Loss: 0.4101	LR: 0.004000
Training Epoch: 31 [45000/45000]	Loss: 0.4618	LR: 0.004000
Epoch 31 - Average Train Loss: 0.3641, Train Accuracy: 0.8882
Epoch 31 training time consumed: 24.49s
Evaluating Network.....
Test set: Epoch: 31, Average loss: 0.0030, Accuracy: 0.7752, Time consumed:0.90s
Saving weights file to checkpoint/retrain/AllCNN/Monday_14_July_2025_02h_05m_14s/AllCNN-Cifar20-seed6-ret100-31-best.pth
Training Epoch: 32 [256/45000]	Loss: 0.3664	LR: 0.004000
Training Epoch: 32 [512/45000]	Loss: 0.3937	LR: 0.004000
Training Epoch: 32 [768/45000]	Loss: 0.3215	LR: 0.004000
Training Epoch: 32 [1024/45000]	Loss: 0.3074	LR: 0.004000
Training Epoch: 32 [1280/45000]	Loss: 0.3354	LR: 0.004000
Training Epoch: 32 [1536/45000]	Loss: 0.3003	LR: 0.004000
Training Epoch: 32 [1792/45000]	Loss: 0.3741	LR: 0.004000
Training Epoch: 32 [2048/45000]	Loss: 0.4687	LR: 0.004000
Training Epoch: 32 [2304/45000]	Loss: 0.3017	LR: 0.004000
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Training Epoch: 32 [28416/45000]	Loss: 0.3567	LR: 0.004000
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Training Epoch: 32 [41472/45000]	Loss: 0.3519	LR: 0.004000
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Training Epoch: 32 [43264/45000]	Loss: 0.3115	LR: 0.004000
Training Epoch: 32 [43520/45000]	Loss: 0.3705	LR: 0.004000
Training Epoch: 32 [43776/45000]	Loss: 0.2907	LR: 0.004000
Training Epoch: 32 [44032/45000]	Loss: 0.3147	LR: 0.004000
Training Epoch: 32 [44288/45000]	Loss: 0.3367	LR: 0.004000
Training Epoch: 32 [44544/45000]	Loss: 0.3542	LR: 0.004000
Training Epoch: 32 [44800/45000]	Loss: 0.3157	LR: 0.004000
Training Epoch: 32 [45000/45000]	Loss: 0.3581	LR: 0.004000
Epoch 32 - Average Train Loss: 0.3489, Train Accuracy: 0.8914
Epoch 32 training time consumed: 24.57s
Evaluating Network.....
Test set: Epoch: 32, Average loss: 0.0030, Accuracy: 0.7771, Time consumed:0.91s
Saving weights file to checkpoint/retrain/AllCNN/Monday_14_July_2025_02h_05m_14s/AllCNN-Cifar20-seed6-ret100-32-best.pth
Training Epoch: 33 [256/45000]	Loss: 0.3069	LR: 0.004000
Training Epoch: 33 [512/45000]	Loss: 0.3064	LR: 0.004000
Training Epoch: 33 [768/45000]	Loss: 0.3573	LR: 0.004000
Training Epoch: 33 [1024/45000]	Loss: 0.3756	LR: 0.004000
Training Epoch: 33 [1280/45000]	Loss: 0.3114	LR: 0.004000
Training Epoch: 33 [1536/45000]	Loss: 0.3101	LR: 0.004000
Training Epoch: 33 [1792/45000]	Loss: 0.3500	LR: 0.004000
Training Epoch: 33 [2048/45000]	Loss: 0.3075	LR: 0.004000
Training Epoch: 33 [2304/45000]	Loss: 0.3383	LR: 0.004000
Training Epoch: 33 [2560/45000]	Loss: 0.3003	LR: 0.004000
Training Epoch: 33 [2816/45000]	Loss: 0.3430	LR: 0.004000
Training Epoch: 33 [3072/45000]	Loss: 0.3133	LR: 0.004000
Training Epoch: 33 [3328/45000]	Loss: 0.3356	LR: 0.004000
Training Epoch: 33 [3584/45000]	Loss: 0.2762	LR: 0.004000
Training Epoch: 33 [3840/45000]	Loss: 0.3780	LR: 0.004000
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Training Epoch: 33 [25600/45000]	Loss: 0.3471	LR: 0.004000
Training Epoch: 33 [25856/45000]	Loss: 0.3299	LR: 0.004000
Training Epoch: 33 [26112/45000]	Loss: 0.2882	LR: 0.004000
Training Epoch: 33 [26368/45000]	Loss: 0.3375	LR: 0.004000
Training Epoch: 33 [26624/45000]	Loss: 0.3251	LR: 0.004000
Training Epoch: 33 [26880/45000]	Loss: 0.3915	LR: 0.004000
Training Epoch: 33 [27136/45000]	Loss: 0.3098	LR: 0.004000
Training Epoch: 33 [27392/45000]	Loss: 0.3544	LR: 0.004000
Training Epoch: 33 [27648/45000]	Loss: 0.2954	LR: 0.004000
Training Epoch: 33 [27904/45000]	Loss: 0.3610	LR: 0.004000
Training Epoch: 33 [28160/45000]	Loss: 0.3780	LR: 0.004000
Training Epoch: 33 [28416/45000]	Loss: 0.3771	LR: 0.004000
Training Epoch: 33 [28672/45000]	Loss: 0.3450	LR: 0.004000
Training Epoch: 33 [28928/45000]	Loss: 0.2848	LR: 0.004000
Training Epoch: 33 [29184/45000]	Loss: 0.3987	LR: 0.004000
Training Epoch: 33 [29440/45000]	Loss: 0.2515	LR: 0.004000
Training Epoch: 33 [29696/45000]	Loss: 0.3182	LR: 0.004000
Training Epoch: 33 [29952/45000]	Loss: 0.4376	LR: 0.004000
Training Epoch: 33 [30208/45000]	Loss: 0.3206	LR: 0.004000
Training Epoch: 33 [30464/45000]	Loss: 0.3050	LR: 0.004000
Training Epoch: 33 [30720/45000]	Loss: 0.3135	LR: 0.004000
Training Epoch: 33 [30976/45000]	Loss: 0.3703	LR: 0.004000
Training Epoch: 33 [31232/45000]	Loss: 0.3916	LR: 0.004000
Training Epoch: 33 [31488/45000]	Loss: 0.4032	LR: 0.004000
Training Epoch: 33 [31744/45000]	Loss: 0.2910	LR: 0.004000
Training Epoch: 33 [32000/45000]	Loss: 0.3544	LR: 0.004000
Training Epoch: 33 [32256/45000]	Loss: 0.3126	LR: 0.004000
Training Epoch: 33 [32512/45000]	Loss: 0.3546	LR: 0.004000
Training Epoch: 33 [32768/45000]	Loss: 0.3129	LR: 0.004000
Training Epoch: 33 [33024/45000]	Loss: 0.3719	LR: 0.004000
Training Epoch: 33 [33280/45000]	Loss: 0.3238	LR: 0.004000
Training Epoch: 33 [33536/45000]	Loss: 0.3775	LR: 0.004000
Training Epoch: 33 [33792/45000]	Loss: 0.3770	LR: 0.004000
Training Epoch: 33 [34048/45000]	Loss: 0.3415	LR: 0.004000
Training Epoch: 33 [34304/45000]	Loss: 0.3227	LR: 0.004000
Training Epoch: 33 [34560/45000]	Loss: 0.4134	LR: 0.004000
Training Epoch: 33 [34816/45000]	Loss: 0.3267	LR: 0.004000
Training Epoch: 33 [35072/45000]	Loss: 0.3740	LR: 0.004000
Training Epoch: 33 [35328/45000]	Loss: 0.3417	LR: 0.004000
Training Epoch: 33 [35584/45000]	Loss: 0.3686	LR: 0.004000
Training Epoch: 33 [35840/45000]	Loss: 0.3492	LR: 0.004000
Training Epoch: 33 [36096/45000]	Loss: 0.3668	LR: 0.004000
Training Epoch: 33 [36352/45000]	Loss: 0.2958	LR: 0.004000
Training Epoch: 33 [36608/45000]	Loss: 0.4004	LR: 0.004000
Training Epoch: 33 [36864/45000]	Loss: 0.4025	LR: 0.004000
Training Epoch: 33 [37120/45000]	Loss: 0.3621	LR: 0.004000
Training Epoch: 33 [37376/45000]	Loss: 0.3497	LR: 0.004000
Training Epoch: 33 [37632/45000]	Loss: 0.3472	LR: 0.004000
Training Epoch: 33 [37888/45000]	Loss: 0.3719	LR: 0.004000
Training Epoch: 33 [38144/45000]	Loss: 0.4527	LR: 0.004000
Training Epoch: 33 [38400/45000]	Loss: 0.2929	LR: 0.004000
Training Epoch: 33 [38656/45000]	Loss: 0.3960	LR: 0.004000
Training Epoch: 33 [38912/45000]	Loss: 0.3630	LR: 0.004000
Training Epoch: 33 [39168/45000]	Loss: 0.3248	LR: 0.004000
Training Epoch: 33 [39424/45000]	Loss: 0.3594	LR: 0.004000
Training Epoch: 33 [39680/45000]	Loss: 0.2818	LR: 0.004000
Training Epoch: 33 [39936/45000]	Loss: 0.3943	LR: 0.004000
Training Epoch: 33 [40192/45000]	Loss: 0.3237	LR: 0.004000
Training Epoch: 33 [40448/45000]	Loss: 0.3268	LR: 0.004000
Training Epoch: 33 [40704/45000]	Loss: 0.3822	LR: 0.004000
Training Epoch: 33 [40960/45000]	Loss: 0.3667	LR: 0.004000
Training Epoch: 33 [41216/45000]	Loss: 0.3147	LR: 0.004000
Training Epoch: 33 [41472/45000]	Loss: 0.2563	LR: 0.004000
Training Epoch: 33 [41728/45000]	Loss: 0.4002	LR: 0.004000
Training Epoch: 33 [41984/45000]	Loss: 0.4013	LR: 0.004000
Training Epoch: 33 [42240/45000]	Loss: 0.3949	LR: 0.004000
Training Epoch: 33 [42496/45000]	Loss: 0.3293	LR: 0.004000
Training Epoch: 33 [42752/45000]	Loss: 0.3894	LR: 0.004000
Training Epoch: 33 [43008/45000]	Loss: 0.3554	LR: 0.004000
Training Epoch: 33 [43264/45000]	Loss: 0.3900	LR: 0.004000
Training Epoch: 33 [43520/45000]	Loss: 0.2959	LR: 0.004000
Training Epoch: 33 [43776/45000]	Loss: 0.3222	LR: 0.004000
Training Epoch: 33 [44032/45000]	Loss: 0.3173	LR: 0.004000
Training Epoch: 33 [44288/45000]	Loss: 0.4043	LR: 0.004000
Training Epoch: 33 [44544/45000]	Loss: 0.4091	LR: 0.004000
Training Epoch: 33 [44800/45000]	Loss: 0.3600	LR: 0.004000
Training Epoch: 33 [45000/45000]	Loss: 0.3800	LR: 0.004000
Epoch 33 - Average Train Loss: 0.3424, Train Accuracy: 0.8957
Epoch 33 training time consumed: 24.69s
Evaluating Network.....
Test set: Epoch: 33, Average loss: 0.0030, Accuracy: 0.7760, Time consumed:0.99s
Training Epoch: 34 [256/45000]	Loss: 0.2239	LR: 0.004000
Training Epoch: 34 [512/45000]	Loss: 0.3591	LR: 0.004000
Training Epoch: 34 [768/45000]	Loss: 0.3580	LR: 0.004000
Training Epoch: 34 [1024/45000]	Loss: 0.3436	LR: 0.004000
Training Epoch: 34 [1280/45000]	Loss: 0.3751	LR: 0.004000
Training Epoch: 34 [1536/45000]	Loss: 0.3290	LR: 0.004000
Training Epoch: 34 [1792/45000]	Loss: 0.4092	LR: 0.004000
Training Epoch: 34 [2048/45000]	Loss: 0.3777	LR: 0.004000
Training Epoch: 34 [2304/45000]	Loss: 0.2876	LR: 0.004000
Training Epoch: 34 [2560/45000]	Loss: 0.2619	LR: 0.004000
Training Epoch: 34 [2816/45000]	Loss: 0.3236	LR: 0.004000
Training Epoch: 34 [3072/45000]	Loss: 0.4277	LR: 0.004000
Training Epoch: 34 [3328/45000]	Loss: 0.3823	LR: 0.004000
Training Epoch: 34 [3584/45000]	Loss: 0.2717	LR: 0.004000
Training Epoch: 34 [3840/45000]	Loss: 0.3371	LR: 0.004000
Training Epoch: 34 [4096/45000]	Loss: 0.2986	LR: 0.004000
Training Epoch: 34 [4352/45000]	Loss: 0.3762	LR: 0.004000
Training Epoch: 34 [4608/45000]	Loss: 0.3310	LR: 0.004000
Training Epoch: 34 [4864/45000]	Loss: 0.3542	LR: 0.004000
Training Epoch: 34 [5120/45000]	Loss: 0.2656	LR: 0.004000
Training Epoch: 34 [5376/45000]	Loss: 0.2855	LR: 0.004000
Training Epoch: 34 [5632/45000]	Loss: 0.3256	LR: 0.004000
Training Epoch: 34 [5888/45000]	Loss: 0.4199	LR: 0.004000
Training Epoch: 34 [6144/45000]	Loss: 0.2724	LR: 0.004000
Training Epoch: 34 [6400/45000]	Loss: 0.3394	LR: 0.004000
Training Epoch: 34 [6656/45000]	Loss: 0.2751	LR: 0.004000
Training Epoch: 34 [6912/45000]	Loss: 0.3204	LR: 0.004000
Training Epoch: 34 [7168/45000]	Loss: 0.3191	LR: 0.004000
Training Epoch: 34 [7424/45000]	Loss: 0.2620	LR: 0.004000
Training Epoch: 34 [7680/45000]	Loss: 0.3847	LR: 0.004000
Training Epoch: 34 [7936/45000]	Loss: 0.2953	LR: 0.004000
Training Epoch: 34 [8192/45000]	Loss: 0.4218	LR: 0.004000
Training Epoch: 34 [8448/45000]	Loss: 0.3264	LR: 0.004000
Training Epoch: 34 [8704/45000]	Loss: 0.2790	LR: 0.004000
Training Epoch: 34 [8960/45000]	Loss: 0.3378	LR: 0.004000
Training Epoch: 34 [9216/45000]	Loss: 0.2848	LR: 0.004000
Training Epoch: 34 [9472/45000]	Loss: 0.2994	LR: 0.004000
Training Epoch: 34 [9728/45000]	Loss: 0.3841	LR: 0.004000
Training Epoch: 34 [9984/45000]	Loss: 0.3372	LR: 0.004000
Training Epoch: 34 [10240/45000]	Loss: 0.3277	LR: 0.004000
Training Epoch: 34 [10496/45000]	Loss: 0.3270	LR: 0.004000
Training Epoch: 34 [10752/45000]	Loss: 0.3196	LR: 0.004000
Training Epoch: 34 [11008/45000]	Loss: 0.3107	LR: 0.004000
Training Epoch: 34 [11264/45000]	Loss: 0.3249	LR: 0.004000
Training Epoch: 34 [11520/45000]	Loss: 0.3419	LR: 0.004000
Training Epoch: 34 [11776/45000]	Loss: 0.3481	LR: 0.004000
Training Epoch: 34 [12032/45000]	Loss: 0.3178	LR: 0.004000
Training Epoch: 34 [12288/45000]	Loss: 0.3068	LR: 0.004000
Training Epoch: 34 [12544/45000]	Loss: 0.2458	LR: 0.004000
Training Epoch: 34 [12800/45000]	Loss: 0.3433	LR: 0.004000
Training Epoch: 34 [13056/45000]	Loss: 0.2953	LR: 0.004000
Training Epoch: 34 [13312/45000]	Loss: 0.2901	LR: 0.004000
Training Epoch: 34 [13568/45000]	Loss: 0.3152	LR: 0.004000
Training Epoch: 34 [13824/45000]	Loss: 0.2861	LR: 0.004000
Training Epoch: 34 [14080/45000]	Loss: 0.3248	LR: 0.004000
Training Epoch: 34 [14336/45000]	Loss: 0.3602	LR: 0.004000
Training Epoch: 34 [14592/45000]	Loss: 0.3657	LR: 0.004000
Training Epoch: 34 [14848/45000]	Loss: 0.3415	LR: 0.004000
Training Epoch: 34 [15104/45000]	Loss: 0.2918	LR: 0.004000
Training Epoch: 34 [15360/45000]	Loss: 0.2974	LR: 0.004000
Training Epoch: 34 [15616/45000]	Loss: 0.3705	LR: 0.004000
Training Epoch: 34 [15872/45000]	Loss: 0.2898	LR: 0.004000
Training Epoch: 34 [16128/45000]	Loss: 0.3680	LR: 0.004000
Training Epoch: 34 [16384/45000]	Loss: 0.3314	LR: 0.004000
Training Epoch: 34 [16640/45000]	Loss: 0.3588	LR: 0.004000
Training Epoch: 34 [16896/45000]	Loss: 0.3130	LR: 0.004000
Training Epoch: 34 [17152/45000]	Loss: 0.3472	LR: 0.004000
Training Epoch: 34 [17408/45000]	Loss: 0.3464	LR: 0.004000
Training Epoch: 34 [17664/45000]	Loss: 0.3245	LR: 0.004000
Training Epoch: 34 [17920/45000]	Loss: 0.3314	LR: 0.004000
Training Epoch: 34 [18176/45000]	Loss: 0.3556	LR: 0.004000
Training Epoch: 34 [18432/45000]	Loss: 0.3417	LR: 0.004000
Training Epoch: 34 [18688/45000]	Loss: 0.3168	LR: 0.004000
Training Epoch: 34 [18944/45000]	Loss: 0.3700	LR: 0.004000
Training Epoch: 34 [19200/45000]	Loss: 0.3332	LR: 0.004000
Training Epoch: 34 [19456/45000]	Loss: 0.3163	LR: 0.004000
Training Epoch: 34 [19712/45000]	Loss: 0.3768	LR: 0.004000
Training Epoch: 34 [19968/45000]	Loss: 0.4582	LR: 0.004000
Training Epoch: 34 [20224/45000]	Loss: 0.2601	LR: 0.004000
Training Epoch: 34 [20480/45000]	Loss: 0.3436	LR: 0.004000
Training Epoch: 34 [20736/45000]	Loss: 0.3701	LR: 0.004000
Training Epoch: 34 [20992/45000]	Loss: 0.2702	LR: 0.004000
Training Epoch: 34 [21248/45000]	Loss: 0.3153	LR: 0.004000
Training Epoch: 34 [21504/45000]	Loss: 0.3688	LR: 0.004000
Training Epoch: 34 [21760/45000]	Loss: 0.3438	LR: 0.004000
Training Epoch: 34 [22016/45000]	Loss: 0.3140	LR: 0.004000
Training Epoch: 34 [22272/45000]	Loss: 0.3600	LR: 0.004000
Training Epoch: 34 [22528/45000]	Loss: 0.2603	LR: 0.004000
Training Epoch: 34 [22784/45000]	Loss: 0.3132	LR: 0.004000
Training Epoch: 34 [23040/45000]	Loss: 0.2961	LR: 0.004000
Training Epoch: 34 [23296/45000]	Loss: 0.3710	LR: 0.004000
Training Epoch: 34 [23552/45000]	Loss: 0.3344	LR: 0.004000
Training Epoch: 34 [23808/45000]	Loss: 0.2798	LR: 0.004000
Training Epoch: 34 [24064/45000]	Loss: 0.3300	LR: 0.004000
Training Epoch: 34 [24320/45000]	Loss: 0.3502	LR: 0.004000
Training Epoch: 34 [24576/45000]	Loss: 0.3424	LR: 0.004000
Training Epoch: 34 [24832/45000]	Loss: 0.3160	LR: 0.004000
Training Epoch: 34 [25088/45000]	Loss: 0.2606	LR: 0.004000
Training Epoch: 34 [25344/45000]	Loss: 0.3151	LR: 0.004000
Training Epoch: 34 [25600/45000]	Loss: 0.2967	LR: 0.004000
Training Epoch: 34 [25856/45000]	Loss: 0.3220	LR: 0.004000
Training Epoch: 34 [26112/45000]	Loss: 0.2843	LR: 0.004000
Training Epoch: 34 [26368/45000]	Loss: 0.3107	LR: 0.004000
Training Epoch: 34 [26624/45000]	Loss: 0.3899	LR: 0.004000
Training Epoch: 34 [26880/45000]	Loss: 0.3436	LR: 0.004000
Training Epoch: 34 [27136/45000]	Loss: 0.3711	LR: 0.004000
Training Epoch: 34 [27392/45000]	Loss: 0.2958	LR: 0.004000
Training Epoch: 34 [27648/45000]	Loss: 0.3176	LR: 0.004000
Training Epoch: 34 [27904/45000]	Loss: 0.2833	LR: 0.004000
Training Epoch: 34 [28160/45000]	Loss: 0.2765	LR: 0.004000
Training Epoch: 34 [28416/45000]	Loss: 0.3483	LR: 0.004000
Training Epoch: 34 [28672/45000]	Loss: 0.4265	LR: 0.004000
Training Epoch: 34 [28928/45000]	Loss: 0.3031	LR: 0.004000
Training Epoch: 34 [29184/45000]	Loss: 0.3231	LR: 0.004000
Training Epoch: 34 [29440/45000]	Loss: 0.3305	LR: 0.004000
Training Epoch: 34 [29696/45000]	Loss: 0.3242	LR: 0.004000
Training Epoch: 34 [29952/45000]	Loss: 0.4436	LR: 0.004000
Training Epoch: 34 [30208/45000]	Loss: 0.3603	LR: 0.004000
Training Epoch: 34 [30464/45000]	Loss: 0.3853	LR: 0.004000
Training Epoch: 34 [30720/45000]	Loss: 0.3207	LR: 0.004000
Training Epoch: 34 [30976/45000]	Loss: 0.3839	LR: 0.004000
Training Epoch: 34 [31232/45000]	Loss: 0.3685	LR: 0.004000
Training Epoch: 34 [31488/45000]	Loss: 0.2539	LR: 0.004000
Training Epoch: 34 [31744/45000]	Loss: 0.3264	LR: 0.004000
Training Epoch: 34 [32000/45000]	Loss: 0.2978	LR: 0.004000
Training Epoch: 34 [32256/45000]	Loss: 0.3017	LR: 0.004000
Training Epoch: 34 [32512/45000]	Loss: 0.2908	LR: 0.004000
Training Epoch: 34 [32768/45000]	Loss: 0.3569	LR: 0.004000
Training Epoch: 34 [33024/45000]	Loss: 0.3788	LR: 0.004000
Training Epoch: 34 [33280/45000]	Loss: 0.2989	LR: 0.004000
Training Epoch: 34 [33536/45000]	Loss: 0.3390	LR: 0.004000
Training Epoch: 34 [33792/45000]	Loss: 0.4186	LR: 0.004000
Training Epoch: 34 [34048/45000]	Loss: 0.3948	LR: 0.004000
Training Epoch: 34 [34304/45000]	Loss: 0.3348	LR: 0.004000
Training Epoch: 34 [34560/45000]	Loss: 0.2815	LR: 0.004000
Training Epoch: 34 [34816/45000]	Loss: 0.3753	LR: 0.004000
Training Epoch: 34 [35072/45000]	Loss: 0.3847	LR: 0.004000
Training Epoch: 34 [35328/45000]	Loss: 0.3517	LR: 0.004000
Training Epoch: 34 [35584/45000]	Loss: 0.3611	LR: 0.004000
Training Epoch: 34 [35840/45000]	Loss: 0.3557	LR: 0.004000
Training Epoch: 34 [36096/45000]	Loss: 0.3296	LR: 0.004000
Training Epoch: 34 [36352/45000]	Loss: 0.2389	LR: 0.004000
Training Epoch: 34 [36608/45000]	Loss: 0.3216	LR: 0.004000
Training Epoch: 34 [36864/45000]	Loss: 0.2506	LR: 0.004000
Training Epoch: 34 [37120/45000]	Loss: 0.3718	LR: 0.004000
Training Epoch: 34 [37376/45000]	Loss: 0.3574	LR: 0.004000
Training Epoch: 34 [37632/45000]	Loss: 0.3869	LR: 0.004000
Training Epoch: 34 [37888/45000]	Loss: 0.2722	LR: 0.004000
Training Epoch: 34 [38144/45000]	Loss: 0.3581	LR: 0.004000
Training Epoch: 34 [38400/45000]	Loss: 0.3720	LR: 0.004000
Training Epoch: 34 [38656/45000]	Loss: 0.3458	LR: 0.004000
Training Epoch: 34 [38912/45000]	Loss: 0.2870	LR: 0.004000
Training Epoch: 34 [39168/45000]	Loss: 0.3621	LR: 0.004000
Training Epoch: 34 [39424/45000]	Loss: 0.3560	LR: 0.004000
Training Epoch: 34 [39680/45000]	Loss: 0.3487	LR: 0.004000
Training Epoch: 34 [39936/45000]	Loss: 0.3937	LR: 0.004000
Training Epoch: 34 [40192/45000]	Loss: 0.3015	LR: 0.004000
Training Epoch: 34 [40448/45000]	Loss: 0.3504	LR: 0.004000
Training Epoch: 34 [40704/45000]	Loss: 0.3040	LR: 0.004000
Training Epoch: 34 [40960/45000]	Loss: 0.3342	LR: 0.004000
Training Epoch: 34 [41216/45000]	Loss: 0.2817	LR: 0.004000
Training Epoch: 34 [41472/45000]	Loss: 0.3099	LR: 0.004000
Training Epoch: 34 [41728/45000]	Loss: 0.3955	LR: 0.004000
Training Epoch: 34 [41984/45000]	Loss: 0.4129	LR: 0.004000
Training Epoch: 34 [42240/45000]	Loss: 0.2934	LR: 0.004000
Training Epoch: 34 [42496/45000]	Loss: 0.3887	LR: 0.004000
Training Epoch: 34 [42752/45000]	Loss: 0.3248	LR: 0.004000
Training Epoch: 34 [43008/45000]	Loss: 0.3829	LR: 0.004000
Training Epoch: 34 [43264/45000]	Loss: 0.4020	LR: 0.004000
Training Epoch: 34 [43520/45000]	Loss: 0.3500	LR: 0.004000
Training Epoch: 34 [43776/45000]	Loss: 0.2904	LR: 0.004000
Training Epoch: 34 [44032/45000]	Loss: 0.3571	LR: 0.004000
Training Epoch: 34 [44288/45000]	Loss: 0.3293	LR: 0.004000
Training Epoch: 34 [44544/45000]	Loss: 0.3047	LR: 0.004000
Training Epoch: 34 [44800/45000]	Loss: 0.3211	LR: 0.004000
Training Epoch: 34 [45000/45000]	Loss: 0.3321	LR: 0.004000
Epoch 34 - Average Train Loss: 0.3326, Train Accuracy: 0.8984
Epoch 34 training time consumed: 24.56s
Evaluating Network.....
Test set: Epoch: 34, Average loss: 0.0030, Accuracy: 0.7803, Time consumed:0.89s
Saving weights file to checkpoint/retrain/AllCNN/Monday_14_July_2025_02h_05m_14s/AllCNN-Cifar20-seed6-ret100-34-best.pth
Training Epoch: 35 [256/45000]	Loss: 0.3613	LR: 0.000800
Training Epoch: 35 [512/45000]	Loss: 0.3532	LR: 0.000800
Training Epoch: 35 [768/45000]	Loss: 0.2629	LR: 0.000800
Training Epoch: 35 [1024/45000]	Loss: 0.3378	LR: 0.000800
Training Epoch: 35 [1280/45000]	Loss: 0.3008	LR: 0.000800
Training Epoch: 35 [1536/45000]	Loss: 0.2727	LR: 0.000800
Training Epoch: 35 [1792/45000]	Loss: 0.2525	LR: 0.000800
Training Epoch: 35 [2048/45000]	Loss: 0.3140	LR: 0.000800
Training Epoch: 35 [2304/45000]	Loss: 0.2729	LR: 0.000800
Training Epoch: 35 [2560/45000]	Loss: 0.3205	LR: 0.000800
Training Epoch: 35 [2816/45000]	Loss: 0.2692	LR: 0.000800
Training Epoch: 35 [3072/45000]	Loss: 0.2683	LR: 0.000800
Training Epoch: 35 [3328/45000]	Loss: 0.3406	LR: 0.000800
Training Epoch: 35 [3584/45000]	Loss: 0.2926	LR: 0.000800
Training Epoch: 35 [3840/45000]	Loss: 0.2937	LR: 0.000800
Training Epoch: 35 [4096/45000]	Loss: 0.3647	LR: 0.000800
Training Epoch: 35 [4352/45000]	Loss: 0.3096	LR: 0.000800
Training Epoch: 35 [4608/45000]	Loss: 0.2849	LR: 0.000800
Training Epoch: 35 [4864/45000]	Loss: 0.2695	LR: 0.000800
Training Epoch: 35 [5120/45000]	Loss: 0.3531	LR: 0.000800
Training Epoch: 35 [5376/45000]	Loss: 0.3203	LR: 0.000800
Training Epoch: 35 [5632/45000]	Loss: 0.3198	LR: 0.000800
Training Epoch: 35 [5888/45000]	Loss: 0.3200	LR: 0.000800
Training Epoch: 35 [6144/45000]	Loss: 0.2744	LR: 0.000800
Training Epoch: 35 [6400/45000]	Loss: 0.3359	LR: 0.000800
Training Epoch: 35 [6656/45000]	Loss: 0.2617	LR: 0.000800
Training Epoch: 35 [6912/45000]	Loss: 0.2948	LR: 0.000800
Training Epoch: 35 [7168/45000]	Loss: 0.3189	LR: 0.000800
Training Epoch: 35 [7424/45000]	Loss: 0.2742	LR: 0.000800
Training Epoch: 35 [7680/45000]	Loss: 0.3869	LR: 0.000800
Training Epoch: 35 [7936/45000]	Loss: 0.2759	LR: 0.000800
Training Epoch: 35 [8192/45000]	Loss: 0.3235	LR: 0.000800
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Training Epoch: 35 [23296/45000]	Loss: 0.3247	LR: 0.000800
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Training Epoch: 35 [28160/45000]	Loss: 0.2902	LR: 0.000800
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Training Epoch: 35 [28928/45000]	Loss: 0.3425	LR: 0.000800
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Training Epoch: 35 [39168/45000]	Loss: 0.3133	LR: 0.000800
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Training Epoch: 35 [40704/45000]	Loss: 0.3335	LR: 0.000800
Training Epoch: 35 [40960/45000]	Loss: 0.3248	LR: 0.000800
Training Epoch: 35 [41216/45000]	Loss: 0.3062	LR: 0.000800
Training Epoch: 35 [41472/45000]	Loss: 0.3028	LR: 0.000800
Training Epoch: 35 [41728/45000]	Loss: 0.2443	LR: 0.000800
Training Epoch: 35 [41984/45000]	Loss: 0.3318	LR: 0.000800
Training Epoch: 35 [42240/45000]	Loss: 0.3151	LR: 0.000800
Training Epoch: 35 [42496/45000]	Loss: 0.2554	LR: 0.000800
Training Epoch: 35 [42752/45000]	Loss: 0.3711	LR: 0.000800
Training Epoch: 35 [43008/45000]	Loss: 0.3264	LR: 0.000800
Training Epoch: 35 [43264/45000]	Loss: 0.2944	LR: 0.000800
Training Epoch: 35 [43520/45000]	Loss: 0.2962	LR: 0.000800
Training Epoch: 35 [43776/45000]	Loss: 0.2761	LR: 0.000800
Training Epoch: 35 [44032/45000]	Loss: 0.2508	LR: 0.000800
Training Epoch: 35 [44288/45000]	Loss: 0.2550	LR: 0.000800
Training Epoch: 35 [44544/45000]	Loss: 0.3498	LR: 0.000800
Training Epoch: 35 [44800/45000]	Loss: 0.2486	LR: 0.000800
Training Epoch: 35 [45000/45000]	Loss: 0.2938	LR: 0.000800
Epoch 35 - Average Train Loss: 0.3084, Train Accuracy: 0.9082
Epoch 35 training time consumed: 24.68s
Evaluating Network.....
Test set: Epoch: 35, Average loss: 0.0029, Accuracy: 0.7815, Time consumed:0.87s
Saving weights file to checkpoint/retrain/AllCNN/Monday_14_July_2025_02h_05m_14s/AllCNN-Cifar20-seed6-ret100-35-best.pth
Training Epoch: 36 [256/45000]	Loss: 0.2644	LR: 0.000800
Training Epoch: 36 [512/45000]	Loss: 0.3275	LR: 0.000800
Training Epoch: 36 [768/45000]	Loss: 0.3352	LR: 0.000800
Training Epoch: 36 [1024/45000]	Loss: 0.2917	LR: 0.000800
Training Epoch: 36 [1280/45000]	Loss: 0.3128	LR: 0.000800
Training Epoch: 36 [1536/45000]	Loss: 0.1718	LR: 0.000800
Training Epoch: 36 [1792/45000]	Loss: 0.3298	LR: 0.000800
Training Epoch: 36 [2048/45000]	Loss: 0.2949	LR: 0.000800
Training Epoch: 36 [2304/45000]	Loss: 0.2797	LR: 0.000800
Training Epoch: 36 [2560/45000]	Loss: 0.3112	LR: 0.000800
Training Epoch: 36 [2816/45000]	Loss: 0.3242	LR: 0.000800
Training Epoch: 36 [3072/45000]	Loss: 0.3455	LR: 0.000800
Training Epoch: 36 [3328/45000]	Loss: 0.2845	LR: 0.000800
Training Epoch: 36 [3584/45000]	Loss: 0.3243	LR: 0.000800
Training Epoch: 36 [3840/45000]	Loss: 0.3106	LR: 0.000800
Training Epoch: 36 [4096/45000]	Loss: 0.3073	LR: 0.000800
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Training Epoch: 36 [4608/45000]	Loss: 0.3342	LR: 0.000800
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Training Epoch: 36 [8960/45000]	Loss: 0.3154	LR: 0.000800
Training Epoch: 36 [9216/45000]	Loss: 0.2826	LR: 0.000800
Training Epoch: 36 [9472/45000]	Loss: 0.3419	LR: 0.000800
Training Epoch: 36 [9728/45000]	Loss: 0.2302	LR: 0.000800
Training Epoch: 36 [9984/45000]	Loss: 0.3212	LR: 0.000800
Training Epoch: 36 [10240/45000]	Loss: 0.3731	LR: 0.000800
Training Epoch: 36 [10496/45000]	Loss: 0.3079	LR: 0.000800
Training Epoch: 36 [10752/45000]	Loss: 0.4054	LR: 0.000800
Training Epoch: 36 [11008/45000]	Loss: 0.3312	LR: 0.000800
Training Epoch: 36 [11264/45000]	Loss: 0.2565	LR: 0.000800
Training Epoch: 36 [11520/45000]	Loss: 0.3347	LR: 0.000800
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Training Epoch: 36 [12032/45000]	Loss: 0.2681	LR: 0.000800
Training Epoch: 36 [12288/45000]	Loss: 0.2348	LR: 0.000800
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Training Epoch: 36 [12800/45000]	Loss: 0.3069	LR: 0.000800
Training Epoch: 36 [13056/45000]	Loss: 0.2467	LR: 0.000800
Training Epoch: 36 [13312/45000]	Loss: 0.2607	LR: 0.000800
Training Epoch: 36 [13568/45000]	Loss: 0.3178	LR: 0.000800
Training Epoch: 36 [13824/45000]	Loss: 0.3310	LR: 0.000800
Training Epoch: 36 [14080/45000]	Loss: 0.2309	LR: 0.000800
Training Epoch: 36 [14336/45000]	Loss: 0.3063	LR: 0.000800
Training Epoch: 36 [14592/45000]	Loss: 0.2869	LR: 0.000800
Training Epoch: 36 [14848/45000]	Loss: 0.3069	LR: 0.000800
Training Epoch: 36 [15104/45000]	Loss: 0.3003	LR: 0.000800
Training Epoch: 36 [15360/45000]	Loss: 0.3545	LR: 0.000800
Training Epoch: 36 [15616/45000]	Loss: 0.2962	LR: 0.000800
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Training Epoch: 36 [16128/45000]	Loss: 0.3213	LR: 0.000800
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Training Epoch: 36 [16640/45000]	Loss: 0.2830	LR: 0.000800
Training Epoch: 36 [16896/45000]	Loss: 0.3103	LR: 0.000800
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Training Epoch: 36 [20224/45000]	Loss: 0.3851	LR: 0.000800
Training Epoch: 36 [20480/45000]	Loss: 0.2730	LR: 0.000800
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Training Epoch: 36 [22016/45000]	Loss: 0.3551	LR: 0.000800
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Training Epoch: 36 [28416/45000]	Loss: 0.3472	LR: 0.000800
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Training Epoch: 36 [28928/45000]	Loss: 0.3451	LR: 0.000800
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Training Epoch: 36 [29440/45000]	Loss: 0.3086	LR: 0.000800
Training Epoch: 36 [29696/45000]	Loss: 0.3341	LR: 0.000800
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Training Epoch: 36 [35328/45000]	Loss: 0.2702	LR: 0.000800
Training Epoch: 36 [35584/45000]	Loss: 0.2900	LR: 0.000800
Training Epoch: 36 [35840/45000]	Loss: 0.3144	LR: 0.000800
Training Epoch: 36 [36096/45000]	Loss: 0.3050	LR: 0.000800
Training Epoch: 36 [36352/45000]	Loss: 0.3002	LR: 0.000800
Training Epoch: 36 [36608/45000]	Loss: 0.3621	LR: 0.000800
Training Epoch: 36 [36864/45000]	Loss: 0.2812	LR: 0.000800
Training Epoch: 36 [37120/45000]	Loss: 0.2353	LR: 0.000800
Training Epoch: 36 [37376/45000]	Loss: 0.3611	LR: 0.000800
Training Epoch: 36 [37632/45000]	Loss: 0.3170	LR: 0.000800
Training Epoch: 36 [37888/45000]	Loss: 0.2532	LR: 0.000800
Training Epoch: 36 [38144/45000]	Loss: 0.3321	LR: 0.000800
Training Epoch: 36 [38400/45000]	Loss: 0.2824	LR: 0.000800
Training Epoch: 36 [38656/45000]	Loss: 0.3538	LR: 0.000800
Training Epoch: 36 [38912/45000]	Loss: 0.2973	LR: 0.000800
Training Epoch: 36 [39168/45000]	Loss: 0.3197	LR: 0.000800
Training Epoch: 36 [39424/45000]	Loss: 0.2882	LR: 0.000800
Training Epoch: 36 [39680/45000]	Loss: 0.3331	LR: 0.000800
Training Epoch: 36 [39936/45000]	Loss: 0.3664	LR: 0.000800
Training Epoch: 36 [40192/45000]	Loss: 0.3030	LR: 0.000800
Training Epoch: 36 [40448/45000]	Loss: 0.3141	LR: 0.000800
Training Epoch: 36 [40704/45000]	Loss: 0.3131	LR: 0.000800
Training Epoch: 36 [40960/45000]	Loss: 0.2799	LR: 0.000800
Training Epoch: 36 [41216/45000]	Loss: 0.3144	LR: 0.000800
Training Epoch: 36 [41472/45000]	Loss: 0.2482	LR: 0.000800
Training Epoch: 36 [41728/45000]	Loss: 0.2801	LR: 0.000800
Training Epoch: 36 [41984/45000]	Loss: 0.2749	LR: 0.000800
Training Epoch: 36 [42240/45000]	Loss: 0.2781	LR: 0.000800
Training Epoch: 36 [42496/45000]	Loss: 0.2602	LR: 0.000800
Training Epoch: 36 [42752/45000]	Loss: 0.2566	LR: 0.000800
Training Epoch: 36 [43008/45000]	Loss: 0.3305	LR: 0.000800
Training Epoch: 36 [43264/45000]	Loss: 0.3049	LR: 0.000800
Training Epoch: 36 [43520/45000]	Loss: 0.3845	LR: 0.000800
Training Epoch: 36 [43776/45000]	Loss: 0.2635	LR: 0.000800
Training Epoch: 36 [44032/45000]	Loss: 0.3110	LR: 0.000800
Training Epoch: 36 [44288/45000]	Loss: 0.2347	LR: 0.000800
Training Epoch: 36 [44544/45000]	Loss: 0.2844	LR: 0.000800
Training Epoch: 36 [44800/45000]	Loss: 0.2992	LR: 0.000800
Training Epoch: 36 [45000/45000]	Loss: 0.3381	LR: 0.000800
Epoch 36 - Average Train Loss: 0.3011, Train Accuracy: 0.9090
Epoch 36 training time consumed: 24.53s
Evaluating Network.....
Test set: Epoch: 36, Average loss: 0.0029, Accuracy: 0.7830, Time consumed:0.93s
Saving weights file to checkpoint/retrain/AllCNN/Monday_14_July_2025_02h_05m_14s/AllCNN-Cifar20-seed6-ret100-36-best.pth
Training Epoch: 37 [256/45000]	Loss: 0.2997	LR: 0.000800
Training Epoch: 37 [512/45000]	Loss: 0.2816	LR: 0.000800
Training Epoch: 37 [768/45000]	Loss: 0.2873	LR: 0.000800
Training Epoch: 37 [1024/45000]	Loss: 0.2719	LR: 0.000800
Training Epoch: 37 [1280/45000]	Loss: 0.2871	LR: 0.000800
Training Epoch: 37 [1536/45000]	Loss: 0.3538	LR: 0.000800
Training Epoch: 37 [1792/45000]	Loss: 0.2610	LR: 0.000800
Training Epoch: 37 [2048/45000]	Loss: 0.2532	LR: 0.000800
Training Epoch: 37 [2304/45000]	Loss: 0.3373	LR: 0.000800
Training Epoch: 37 [2560/45000]	Loss: 0.2807	LR: 0.000800
Training Epoch: 37 [2816/45000]	Loss: 0.2720	LR: 0.000800
Training Epoch: 37 [3072/45000]	Loss: 0.3342	LR: 0.000800
Training Epoch: 37 [3328/45000]	Loss: 0.2766	LR: 0.000800
Training Epoch: 37 [3584/45000]	Loss: 0.2440	LR: 0.000800
Training Epoch: 37 [3840/45000]	Loss: 0.3100	LR: 0.000800
Training Epoch: 37 [4096/45000]	Loss: 0.2561	LR: 0.000800
Training Epoch: 37 [4352/45000]	Loss: 0.2482	LR: 0.000800
Training Epoch: 37 [4608/45000]	Loss: 0.3379	LR: 0.000800
Training Epoch: 37 [4864/45000]	Loss: 0.2764	LR: 0.000800
Training Epoch: 37 [5120/45000]	Loss: 0.2504	LR: 0.000800
Training Epoch: 37 [5376/45000]	Loss: 0.3067	LR: 0.000800
Training Epoch: 37 [5632/45000]	Loss: 0.3471	LR: 0.000800
Training Epoch: 37 [5888/45000]	Loss: 0.3252	LR: 0.000800
Training Epoch: 37 [6144/45000]	Loss: 0.3268	LR: 0.000800
Training Epoch: 37 [6400/45000]	Loss: 0.2711	LR: 0.000800
Training Epoch: 37 [6656/45000]	Loss: 0.3341	LR: 0.000800
Training Epoch: 37 [6912/45000]	Loss: 0.3101	LR: 0.000800
Training Epoch: 37 [7168/45000]	Loss: 0.2995	LR: 0.000800
Training Epoch: 37 [7424/45000]	Loss: 0.3160	LR: 0.000800
Training Epoch: 37 [7680/45000]	Loss: 0.2654	LR: 0.000800
Training Epoch: 37 [7936/45000]	Loss: 0.2842	LR: 0.000800
Training Epoch: 37 [8192/45000]	Loss: 0.2640	LR: 0.000800
Training Epoch: 37 [8448/45000]	Loss: 0.3014	LR: 0.000800
Training Epoch: 37 [8704/45000]	Loss: 0.2571	LR: 0.000800
Training Epoch: 37 [8960/45000]	Loss: 0.2737	LR: 0.000800
Training Epoch: 37 [9216/45000]	Loss: 0.3372	LR: 0.000800
Training Epoch: 37 [9472/45000]	Loss: 0.2840	LR: 0.000800
Training Epoch: 37 [9728/45000]	Loss: 0.2869	LR: 0.000800
Training Epoch: 37 [9984/45000]	Loss: 0.3365	LR: 0.000800
Training Epoch: 37 [10240/45000]	Loss: 0.2958	LR: 0.000800
Training Epoch: 37 [10496/45000]	Loss: 0.2625	LR: 0.000800
Training Epoch: 37 [10752/45000]	Loss: 0.3028	LR: 0.000800
Training Epoch: 37 [11008/45000]	Loss: 0.2604	LR: 0.000800
Training Epoch: 37 [11264/45000]	Loss: 0.3317	LR: 0.000800
Training Epoch: 37 [11520/45000]	Loss: 0.3468	LR: 0.000800
Training Epoch: 37 [11776/45000]	Loss: 0.2749	LR: 0.000800
Training Epoch: 37 [12032/45000]	Loss: 0.2431	LR: 0.000800
Training Epoch: 37 [12288/45000]	Loss: 0.3129	LR: 0.000800
Training Epoch: 37 [12544/45000]	Loss: 0.3348	LR: 0.000800
Training Epoch: 37 [12800/45000]	Loss: 0.2547	LR: 0.000800
Training Epoch: 37 [13056/45000]	Loss: 0.3422	LR: 0.000800
Training Epoch: 37 [13312/45000]	Loss: 0.3657	LR: 0.000800
Training Epoch: 37 [13568/45000]	Loss: 0.3431	LR: 0.000800
Training Epoch: 37 [13824/45000]	Loss: 0.2666	LR: 0.000800
Training Epoch: 37 [14080/45000]	Loss: 0.3149	LR: 0.000800
Training Epoch: 37 [14336/45000]	Loss: 0.2718	LR: 0.000800
Training Epoch: 37 [14592/45000]	Loss: 0.2737	LR: 0.000800
Training Epoch: 37 [14848/45000]	Loss: 0.2919	LR: 0.000800
Training Epoch: 37 [15104/45000]	Loss: 0.2995	LR: 0.000800
Training Epoch: 37 [15360/45000]	Loss: 0.2907	LR: 0.000800
Training Epoch: 37 [15616/45000]	Loss: 0.2924	LR: 0.000800
Training Epoch: 37 [15872/45000]	Loss: 0.2971	LR: 0.000800
Training Epoch: 37 [16128/45000]	Loss: 0.2601	LR: 0.000800
Training Epoch: 37 [16384/45000]	Loss: 0.3401	LR: 0.000800
Training Epoch: 37 [16640/45000]	Loss: 0.2451	LR: 0.000800
Training Epoch: 37 [16896/45000]	Loss: 0.3027	LR: 0.000800
Training Epoch: 37 [17152/45000]	Loss: 0.3771	LR: 0.000800
Training Epoch: 37 [17408/45000]	Loss: 0.3114	LR: 0.000800
Training Epoch: 37 [17664/45000]	Loss: 0.3289	LR: 0.000800
Training Epoch: 37 [17920/45000]	Loss: 0.3075	LR: 0.000800
Training Epoch: 37 [18176/45000]	Loss: 0.3381	LR: 0.000800
Training Epoch: 37 [18432/45000]	Loss: 0.3024	LR: 0.000800
Training Epoch: 37 [18688/45000]	Loss: 0.3164	LR: 0.000800
Training Epoch: 37 [18944/45000]	Loss: 0.2842	LR: 0.000800
Training Epoch: 37 [19200/45000]	Loss: 0.3128	LR: 0.000800
Training Epoch: 37 [19456/45000]	Loss: 0.2756	LR: 0.000800
Training Epoch: 37 [19712/45000]	Loss: 0.2546	LR: 0.000800
Training Epoch: 37 [19968/45000]	Loss: 0.2636	LR: 0.000800
Training Epoch: 37 [20224/45000]	Loss: 0.3586	LR: 0.000800
Training Epoch: 37 [20480/45000]	Loss: 0.2450	LR: 0.000800
Training Epoch: 37 [20736/45000]	Loss: 0.2762	LR: 0.000800
Training Epoch: 37 [20992/45000]	Loss: 0.2456	LR: 0.000800
Training Epoch: 37 [21248/45000]	Loss: 0.3473	LR: 0.000800
Training Epoch: 37 [21504/45000]	Loss: 0.2861	LR: 0.000800
Training Epoch: 37 [21760/45000]	Loss: 0.2469	LR: 0.000800
Training Epoch: 37 [22016/45000]	Loss: 0.2384	LR: 0.000800
Training Epoch: 37 [22272/45000]	Loss: 0.3346	LR: 0.000800
Training Epoch: 37 [22528/45000]	Loss: 0.3063	LR: 0.000800
Training Epoch: 37 [22784/45000]	Loss: 0.3064	LR: 0.000800
Training Epoch: 37 [23040/45000]	Loss: 0.3059	LR: 0.000800
Training Epoch: 37 [23296/45000]	Loss: 0.3091	LR: 0.000800
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Training Epoch: 37 [24832/45000]	Loss: 0.2949	LR: 0.000800
Training Epoch: 37 [25088/45000]	Loss: 0.2779	LR: 0.000800
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Training Epoch: 37 [25600/45000]	Loss: 0.2698	LR: 0.000800
Training Epoch: 37 [25856/45000]	Loss: 0.3013	LR: 0.000800
Training Epoch: 37 [26112/45000]	Loss: 0.3576	LR: 0.000800
Training Epoch: 37 [26368/45000]	Loss: 0.3620	LR: 0.000800
Training Epoch: 37 [26624/45000]	Loss: 0.3028	LR: 0.000800
Training Epoch: 37 [26880/45000]	Loss: 0.3360	LR: 0.000800
Training Epoch: 37 [27136/45000]	Loss: 0.2886	LR: 0.000800
Training Epoch: 37 [27392/45000]	Loss: 0.2624	LR: 0.000800
Training Epoch: 37 [27648/45000]	Loss: 0.2666	LR: 0.000800
Training Epoch: 37 [27904/45000]	Loss: 0.2243	LR: 0.000800
Training Epoch: 37 [28160/45000]	Loss: 0.3053	LR: 0.000800
Training Epoch: 37 [28416/45000]	Loss: 0.3195	LR: 0.000800
Training Epoch: 37 [28672/45000]	Loss: 0.3020	LR: 0.000800
Training Epoch: 37 [28928/45000]	Loss: 0.2769	LR: 0.000800
Training Epoch: 37 [29184/45000]	Loss: 0.3248	LR: 0.000800
Training Epoch: 37 [29440/45000]	Loss: 0.2869	LR: 0.000800
Training Epoch: 37 [29696/45000]	Loss: 0.2945	LR: 0.000800
Training Epoch: 37 [29952/45000]	Loss: 0.2586	LR: 0.000800
Training Epoch: 37 [30208/45000]	Loss: 0.3004	LR: 0.000800
Training Epoch: 37 [30464/45000]	Loss: 0.2984	LR: 0.000800
Training Epoch: 37 [30720/45000]	Loss: 0.3397	LR: 0.000800
Training Epoch: 37 [30976/45000]	Loss: 0.2645	LR: 0.000800
Training Epoch: 37 [31232/45000]	Loss: 0.2768	LR: 0.000800
Training Epoch: 37 [31488/45000]	Loss: 0.2724	LR: 0.000800
Training Epoch: 37 [31744/45000]	Loss: 0.3062	LR: 0.000800
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Training Epoch: 37 [32256/45000]	Loss: 0.2773	LR: 0.000800
Training Epoch: 37 [32512/45000]	Loss: 0.2714	LR: 0.000800
Training Epoch: 37 [32768/45000]	Loss: 0.3095	LR: 0.000800
Training Epoch: 37 [33024/45000]	Loss: 0.3474	LR: 0.000800
Training Epoch: 37 [33280/45000]	Loss: 0.2500	LR: 0.000800
Training Epoch: 37 [33536/45000]	Loss: 0.3197	LR: 0.000800
Training Epoch: 37 [33792/45000]	Loss: 0.3032	LR: 0.000800
Training Epoch: 37 [34048/45000]	Loss: 0.2753	LR: 0.000800
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Training Epoch: 37 [34560/45000]	Loss: 0.2920	LR: 0.000800
Training Epoch: 37 [34816/45000]	Loss: 0.3134	LR: 0.000800
Training Epoch: 37 [35072/45000]	Loss: 0.2644	LR: 0.000800
Training Epoch: 37 [35328/45000]	Loss: 0.2847	LR: 0.000800
Training Epoch: 37 [35584/45000]	Loss: 0.2820	LR: 0.000800
Training Epoch: 37 [35840/45000]	Loss: 0.3404	LR: 0.000800
Training Epoch: 37 [36096/45000]	Loss: 0.4440	LR: 0.000800
Training Epoch: 37 [36352/45000]	Loss: 0.2982	LR: 0.000800
Training Epoch: 37 [36608/45000]	Loss: 0.3672	LR: 0.000800
Training Epoch: 37 [36864/45000]	Loss: 0.3208	LR: 0.000800
Training Epoch: 37 [37120/45000]	Loss: 0.2604	LR: 0.000800
Training Epoch: 37 [37376/45000]	Loss: 0.2845	LR: 0.000800
Training Epoch: 37 [37632/45000]	Loss: 0.2735	LR: 0.000800
Training Epoch: 37 [37888/45000]	Loss: 0.2882	LR: 0.000800
Training Epoch: 37 [38144/45000]	Loss: 0.2912	LR: 0.000800
Training Epoch: 37 [38400/45000]	Loss: 0.2646	LR: 0.000800
Training Epoch: 37 [38656/45000]	Loss: 0.3149	LR: 0.000800
Training Epoch: 37 [38912/45000]	Loss: 0.3442	LR: 0.000800
Training Epoch: 37 [39168/45000]	Loss: 0.2706	LR: 0.000800
Training Epoch: 37 [39424/45000]	Loss: 0.2731	LR: 0.000800
Training Epoch: 37 [39680/45000]	Loss: 0.3029	LR: 0.000800
Training Epoch: 37 [39936/45000]	Loss: 0.3165	LR: 0.000800
Training Epoch: 37 [40192/45000]	Loss: 0.3297	LR: 0.000800
Training Epoch: 37 [40448/45000]	Loss: 0.2736	LR: 0.000800
Training Epoch: 37 [40704/45000]	Loss: 0.2172	LR: 0.000800
Training Epoch: 37 [40960/45000]	Loss: 0.2928	LR: 0.000800
Training Epoch: 37 [41216/45000]	Loss: 0.4080	LR: 0.000800
Training Epoch: 37 [41472/45000]	Loss: 0.3411	LR: 0.000800
Training Epoch: 37 [41728/45000]	Loss: 0.2752	LR: 0.000800
Training Epoch: 37 [41984/45000]	Loss: 0.3264	LR: 0.000800
Training Epoch: 37 [42240/45000]	Loss: 0.3048	LR: 0.000800
Training Epoch: 37 [42496/45000]	Loss: 0.2738	LR: 0.000800
Training Epoch: 37 [42752/45000]	Loss: 0.2635	LR: 0.000800
Training Epoch: 37 [43008/45000]	Loss: 0.2771	LR: 0.000800
Training Epoch: 37 [43264/45000]	Loss: 0.2770	LR: 0.000800
Training Epoch: 37 [43520/45000]	Loss: 0.3090	LR: 0.000800
Training Epoch: 37 [43776/45000]	Loss: 0.3037	LR: 0.000800
Training Epoch: 37 [44032/45000]	Loss: 0.3006	LR: 0.000800
Training Epoch: 37 [44288/45000]	Loss: 0.2787	LR: 0.000800
Training Epoch: 37 [44544/45000]	Loss: 0.2546	LR: 0.000800
Training Epoch: 37 [44800/45000]	Loss: 0.3097	LR: 0.000800
Training Epoch: 37 [45000/45000]	Loss: 0.2958	LR: 0.000800
Epoch 37 - Average Train Loss: 0.2976, Train Accuracy: 0.9108
Epoch 37 training time consumed: 24.61s
Evaluating Network.....
Test set: Epoch: 37, Average loss: 0.0030, Accuracy: 0.7816, Time consumed:0.95s
Training Epoch: 38 [256/45000]	Loss: 0.3655	LR: 0.000800
Training Epoch: 38 [512/45000]	Loss: 0.2829	LR: 0.000800
Training Epoch: 38 [768/45000]	Loss: 0.3035	LR: 0.000800
Training Epoch: 38 [1024/45000]	Loss: 0.3300	LR: 0.000800
Training Epoch: 38 [1280/45000]	Loss: 0.2946	LR: 0.000800
Training Epoch: 38 [1536/45000]	Loss: 0.3303	LR: 0.000800
Training Epoch: 38 [1792/45000]	Loss: 0.3372	LR: 0.000800
Training Epoch: 38 [2048/45000]	Loss: 0.3422	LR: 0.000800
Training Epoch: 38 [2304/45000]	Loss: 0.2102	LR: 0.000800
Training Epoch: 38 [2560/45000]	Loss: 0.3205	LR: 0.000800
Training Epoch: 38 [2816/45000]	Loss: 0.3207	LR: 0.000800
Training Epoch: 38 [3072/45000]	Loss: 0.2070	LR: 0.000800
Training Epoch: 38 [3328/45000]	Loss: 0.2516	LR: 0.000800
Training Epoch: 38 [3584/45000]	Loss: 0.2830	LR: 0.000800
Training Epoch: 38 [3840/45000]	Loss: 0.2870	LR: 0.000800
Training Epoch: 38 [4096/45000]	Loss: 0.2511	LR: 0.000800
Training Epoch: 38 [4352/45000]	Loss: 0.3143	LR: 0.000800
Training Epoch: 38 [4608/45000]	Loss: 0.2702	LR: 0.000800
Training Epoch: 38 [4864/45000]	Loss: 0.3092	LR: 0.000800
Training Epoch: 38 [5120/45000]	Loss: 0.3114	LR: 0.000800
Training Epoch: 38 [5376/45000]	Loss: 0.2995	LR: 0.000800
Training Epoch: 38 [5632/45000]	Loss: 0.2641	LR: 0.000800
Training Epoch: 38 [5888/45000]	Loss: 0.3208	LR: 0.000800
Training Epoch: 38 [6144/45000]	Loss: 0.2952	LR: 0.000800
Training Epoch: 38 [6400/45000]	Loss: 0.2162	LR: 0.000800
Training Epoch: 38 [6656/45000]	Loss: 0.3093	LR: 0.000800
Training Epoch: 38 [6912/45000]	Loss: 0.2539	LR: 0.000800
Training Epoch: 38 [7168/45000]	Loss: 0.3130	LR: 0.000800
Training Epoch: 38 [7424/45000]	Loss: 0.3100	LR: 0.000800
Training Epoch: 38 [7680/45000]	Loss: 0.3496	LR: 0.000800
Training Epoch: 38 [7936/45000]	Loss: 0.3028	LR: 0.000800
Training Epoch: 38 [8192/45000]	Loss: 0.2772	LR: 0.000800
Training Epoch: 38 [8448/45000]	Loss: 0.2883	LR: 0.000800
Training Epoch: 38 [8704/45000]	Loss: 0.2813	LR: 0.000800
Training Epoch: 38 [8960/45000]	Loss: 0.3248	LR: 0.000800
Training Epoch: 38 [9216/45000]	Loss: 0.3826	LR: 0.000800
Training Epoch: 38 [9472/45000]	Loss: 0.2853	LR: 0.000800
Training Epoch: 38 [9728/45000]	Loss: 0.2566	LR: 0.000800
Training Epoch: 38 [9984/45000]	Loss: 0.2988	LR: 0.000800
Training Epoch: 38 [10240/45000]	Loss: 0.2628	LR: 0.000800
Training Epoch: 38 [10496/45000]	Loss: 0.3516	LR: 0.000800
Training Epoch: 38 [10752/45000]	Loss: 0.3337	LR: 0.000800
Training Epoch: 38 [11008/45000]	Loss: 0.3593	LR: 0.000800
Training Epoch: 38 [11264/45000]	Loss: 0.3721	LR: 0.000800
Training Epoch: 38 [11520/45000]	Loss: 0.3458	LR: 0.000800
Training Epoch: 38 [11776/45000]	Loss: 0.2850	LR: 0.000800
Training Epoch: 38 [12032/45000]	Loss: 0.2618	LR: 0.000800
Training Epoch: 38 [12288/45000]	Loss: 0.3043	LR: 0.000800
Training Epoch: 38 [12544/45000]	Loss: 0.3369	LR: 0.000800
Training Epoch: 38 [12800/45000]	Loss: 0.3304	LR: 0.000800
Training Epoch: 38 [13056/45000]	Loss: 0.3134	LR: 0.000800
Training Epoch: 38 [13312/45000]	Loss: 0.2866	LR: 0.000800
Training Epoch: 38 [13568/45000]	Loss: 0.3392	LR: 0.000800
Training Epoch: 38 [13824/45000]	Loss: 0.3108	LR: 0.000800
Training Epoch: 38 [14080/45000]	Loss: 0.3287	LR: 0.000800
Training Epoch: 38 [14336/45000]	Loss: 0.3193	LR: 0.000800
Training Epoch: 38 [14592/45000]	Loss: 0.3052	LR: 0.000800
Training Epoch: 38 [14848/45000]	Loss: 0.2388	LR: 0.000800
Training Epoch: 38 [15104/45000]	Loss: 0.2945	LR: 0.000800
Training Epoch: 38 [15360/45000]	Loss: 0.2394	LR: 0.000800
Training Epoch: 38 [15616/45000]	Loss: 0.3046	LR: 0.000800
Training Epoch: 38 [15872/45000]	Loss: 0.2819	LR: 0.000800
Training Epoch: 38 [16128/45000]	Loss: 0.3392	LR: 0.000800
Training Epoch: 38 [16384/45000]	Loss: 0.2785	LR: 0.000800
Training Epoch: 38 [16640/45000]	Loss: 0.2565	LR: 0.000800
Training Epoch: 38 [16896/45000]	Loss: 0.2609	LR: 0.000800
Training Epoch: 38 [17152/45000]	Loss: 0.2626	LR: 0.000800
Training Epoch: 38 [17408/45000]	Loss: 0.2950	LR: 0.000800
Training Epoch: 38 [17664/45000]	Loss: 0.2486	LR: 0.000800
Training Epoch: 38 [17920/45000]	Loss: 0.2805	LR: 0.000800
Training Epoch: 38 [18176/45000]	Loss: 0.2912	LR: 0.000800
Training Epoch: 38 [18432/45000]	Loss: 0.2964	LR: 0.000800
Training Epoch: 38 [18688/45000]	Loss: 0.2945	LR: 0.000800
Training Epoch: 38 [18944/45000]	Loss: 0.2952	LR: 0.000800
Training Epoch: 38 [19200/45000]	Loss: 0.2905	LR: 0.000800
Training Epoch: 38 [19456/45000]	Loss: 0.3055	LR: 0.000800
Training Epoch: 38 [19712/45000]	Loss: 0.2525	LR: 0.000800
Training Epoch: 38 [19968/45000]	Loss: 0.2840	LR: 0.000800
Training Epoch: 38 [20224/45000]	Loss: 0.3146	LR: 0.000800
Training Epoch: 38 [20480/45000]	Loss: 0.3207	LR: 0.000800
Training Epoch: 38 [20736/45000]	Loss: 0.3366	LR: 0.000800
Training Epoch: 38 [20992/45000]	Loss: 0.3037	LR: 0.000800
Training Epoch: 38 [21248/45000]	Loss: 0.3135	LR: 0.000800
Training Epoch: 38 [21504/45000]	Loss: 0.3403	LR: 0.000800
Training Epoch: 38 [21760/45000]	Loss: 0.3223	LR: 0.000800
Training Epoch: 38 [22016/45000]	Loss: 0.2512	LR: 0.000800
Training Epoch: 38 [22272/45000]	Loss: 0.2803	LR: 0.000800
Training Epoch: 38 [22528/45000]	Loss: 0.2432	LR: 0.000800
Training Epoch: 38 [22784/45000]	Loss: 0.3152	LR: 0.000800
Training Epoch: 38 [23040/45000]	Loss: 0.2271	LR: 0.000800
Training Epoch: 38 [23296/45000]	Loss: 0.3468	LR: 0.000800
Training Epoch: 38 [23552/45000]	Loss: 0.3016	LR: 0.000800
Training Epoch: 38 [23808/45000]	Loss: 0.3208	LR: 0.000800
Training Epoch: 38 [24064/45000]	Loss: 0.2873	LR: 0.000800
Training Epoch: 38 [24320/45000]	Loss: 0.3490	LR: 0.000800
Training Epoch: 38 [24576/45000]	Loss: 0.3387	LR: 0.000800
Training Epoch: 38 [24832/45000]	Loss: 0.2341	LR: 0.000800
Training Epoch: 38 [25088/45000]	Loss: 0.2312	LR: 0.000800
Training Epoch: 38 [25344/45000]	Loss: 0.3101	LR: 0.000800
Training Epoch: 38 [25600/45000]	Loss: 0.3000	LR: 0.000800
Training Epoch: 38 [25856/45000]	Loss: 0.3742	LR: 0.000800
Training Epoch: 38 [26112/45000]	Loss: 0.2151	LR: 0.000800
Training Epoch: 38 [26368/45000]	Loss: 0.2413	LR: 0.000800
Training Epoch: 38 [26624/45000]	Loss: 0.2616	LR: 0.000800
Training Epoch: 38 [26880/45000]	Loss: 0.2301	LR: 0.000800
Training Epoch: 38 [27136/45000]	Loss: 0.3157	LR: 0.000800
Training Epoch: 38 [27392/45000]	Loss: 0.1841	LR: 0.000800
Training Epoch: 38 [27648/45000]	Loss: 0.2482	LR: 0.000800
Training Epoch: 38 [27904/45000]	Loss: 0.2845	LR: 0.000800
Training Epoch: 38 [28160/45000]	Loss: 0.2386	LR: 0.000800
Training Epoch: 38 [28416/45000]	Loss: 0.3660	LR: 0.000800
Training Epoch: 38 [28672/45000]	Loss: 0.3458	LR: 0.000800
Training Epoch: 38 [28928/45000]	Loss: 0.3231	LR: 0.000800
Training Epoch: 38 [29184/45000]	Loss: 0.2816	LR: 0.000800
Training Epoch: 38 [29440/45000]	Loss: 0.2118	LR: 0.000800
Training Epoch: 38 [29696/45000]	Loss: 0.2998	LR: 0.000800
Training Epoch: 38 [29952/45000]	Loss: 0.2924	LR: 0.000800
Training Epoch: 38 [30208/45000]	Loss: 0.2491	LR: 0.000800
Training Epoch: 38 [30464/45000]	Loss: 0.2688	LR: 0.000800
Training Epoch: 38 [30720/45000]	Loss: 0.2505	LR: 0.000800
Training Epoch: 38 [30976/45000]	Loss: 0.3118	LR: 0.000800
Training Epoch: 38 [31232/45000]	Loss: 0.3273	LR: 0.000800
Training Epoch: 38 [31488/45000]	Loss: 0.3286	LR: 0.000800
Training Epoch: 38 [31744/45000]	Loss: 0.2592	LR: 0.000800
Training Epoch: 38 [32000/45000]	Loss: 0.3025	LR: 0.000800
Training Epoch: 38 [32256/45000]	Loss: 0.2669	LR: 0.000800
Training Epoch: 38 [32512/45000]	Loss: 0.3242	LR: 0.000800
Training Epoch: 38 [32768/45000]	Loss: 0.3067	LR: 0.000800
Training Epoch: 38 [33024/45000]	Loss: 0.2830	LR: 0.000800
Training Epoch: 38 [33280/45000]	Loss: 0.2468	LR: 0.000800
Training Epoch: 38 [33536/45000]	Loss: 0.2290	LR: 0.000800
Training Epoch: 38 [33792/45000]	Loss: 0.2958	LR: 0.000800
Training Epoch: 38 [34048/45000]	Loss: 0.2769	LR: 0.000800
Training Epoch: 38 [34304/45000]	Loss: 0.2486	LR: 0.000800
Training Epoch: 38 [34560/45000]	Loss: 0.3024	LR: 0.000800
Training Epoch: 38 [34816/45000]	Loss: 0.2929	LR: 0.000800
Training Epoch: 38 [35072/45000]	Loss: 0.2732	LR: 0.000800
Training Epoch: 38 [35328/45000]	Loss: 0.3441	LR: 0.000800
Training Epoch: 38 [35584/45000]	Loss: 0.2430	LR: 0.000800
Training Epoch: 38 [35840/45000]	Loss: 0.2944	LR: 0.000800
Training Epoch: 38 [36096/45000]	Loss: 0.3102	LR: 0.000800
Training Epoch: 38 [36352/45000]	Loss: 0.3446	LR: 0.000800
Training Epoch: 38 [36608/45000]	Loss: 0.3182	LR: 0.000800
Training Epoch: 38 [36864/45000]	Loss: 0.3151	LR: 0.000800
Training Epoch: 38 [37120/45000]	Loss: 0.2829	LR: 0.000800
Training Epoch: 38 [37376/45000]	Loss: 0.3042	LR: 0.000800
Training Epoch: 38 [37632/45000]	Loss: 0.2690	LR: 0.000800
Training Epoch: 38 [37888/45000]	Loss: 0.3152	LR: 0.000800
Training Epoch: 38 [38144/45000]	Loss: 0.3232	LR: 0.000800
Training Epoch: 38 [38400/45000]	Loss: 0.3618	LR: 0.000800
Training Epoch: 38 [38656/45000]	Loss: 0.2950	LR: 0.000800
Training Epoch: 38 [38912/45000]	Loss: 0.2569	LR: 0.000800
Training Epoch: 38 [39168/45000]	Loss: 0.2750	LR: 0.000800
Training Epoch: 38 [39424/45000]	Loss: 0.2774	LR: 0.000800
Training Epoch: 38 [39680/45000]	Loss: 0.3735	LR: 0.000800
Training Epoch: 38 [39936/45000]	Loss: 0.3116	LR: 0.000800
Training Epoch: 38 [40192/45000]	Loss: 0.2973	LR: 0.000800
Training Epoch: 38 [40448/45000]	Loss: 0.2996	LR: 0.000800
Training Epoch: 38 [40704/45000]	Loss: 0.2268	LR: 0.000800
Training Epoch: 38 [40960/45000]	Loss: 0.2837	LR: 0.000800
Training Epoch: 38 [41216/45000]	Loss: 0.2403	LR: 0.000800
Training Epoch: 38 [41472/45000]	Loss: 0.3326	LR: 0.000800
Training Epoch: 38 [41728/45000]	Loss: 0.2854	LR: 0.000800
Training Epoch: 38 [41984/45000]	Loss: 0.2813	LR: 0.000800
Training Epoch: 38 [42240/45000]	Loss: 0.2679	LR: 0.000800
Training Epoch: 38 [42496/45000]	Loss: 0.2820	LR: 0.000800
Training Epoch: 38 [42752/45000]	Loss: 0.2764	LR: 0.000800
Training Epoch: 38 [43008/45000]	Loss: 0.3347	LR: 0.000800
Training Epoch: 38 [43264/45000]	Loss: 0.3520	LR: 0.000800
Training Epoch: 38 [43520/45000]	Loss: 0.3325	LR: 0.000800
Training Epoch: 38 [43776/45000]	Loss: 0.3565	LR: 0.000800
Training Epoch: 38 [44032/45000]	Loss: 0.3051	LR: 0.000800
Training Epoch: 38 [44288/45000]	Loss: 0.2753	LR: 0.000800
Training Epoch: 38 [44544/45000]	Loss: 0.3878	LR: 0.000800
Training Epoch: 38 [44800/45000]	Loss: 0.3435	LR: 0.000800
Training Epoch: 38 [45000/45000]	Loss: 0.3346	LR: 0.000800
Epoch 38 - Average Train Loss: 0.2957, Train Accuracy: 0.9116
Epoch 38 training time consumed: 24.65s
Evaluating Network.....
Test set: Epoch: 38, Average loss: 0.0030, Accuracy: 0.7814, Time consumed:0.91s
Training Epoch: 39 [256/45000]	Loss: 0.2688	LR: 0.000800
Training Epoch: 39 [512/45000]	Loss: 0.3510	LR: 0.000800
Training Epoch: 39 [768/45000]	Loss: 0.2652	LR: 0.000800
Training Epoch: 39 [1024/45000]	Loss: 0.2725	LR: 0.000800
Training Epoch: 39 [1280/45000]	Loss: 0.2854	LR: 0.000800
Training Epoch: 39 [1536/45000]	Loss: 0.2795	LR: 0.000800
Training Epoch: 39 [1792/45000]	Loss: 0.2468	LR: 0.000800
Training Epoch: 39 [2048/45000]	Loss: 0.2744	LR: 0.000800
Training Epoch: 39 [2304/45000]	Loss: 0.3142	LR: 0.000800
Training Epoch: 39 [2560/45000]	Loss: 0.3641	LR: 0.000800
Training Epoch: 39 [2816/45000]	Loss: 0.2939	LR: 0.000800
Training Epoch: 39 [3072/45000]	Loss: 0.2917	LR: 0.000800
Training Epoch: 39 [3328/45000]	Loss: 0.2623	LR: 0.000800
Training Epoch: 39 [3584/45000]	Loss: 0.2873	LR: 0.000800
Training Epoch: 39 [3840/45000]	Loss: 0.2976	LR: 0.000800
Training Epoch: 39 [4096/45000]	Loss: 0.2445	LR: 0.000800
Training Epoch: 39 [4352/45000]	Loss: 0.2578	LR: 0.000800
Training Epoch: 39 [4608/45000]	Loss: 0.2482	LR: 0.000800
Training Epoch: 39 [4864/45000]	Loss: 0.2454	LR: 0.000800
Training Epoch: 39 [5120/45000]	Loss: 0.3526	LR: 0.000800
Training Epoch: 39 [5376/45000]	Loss: 0.3478	LR: 0.000800
Training Epoch: 39 [5632/45000]	Loss: 0.2965	LR: 0.000800
Training Epoch: 39 [5888/45000]	Loss: 0.2674	LR: 0.000800
Training Epoch: 39 [6144/45000]	Loss: 0.2879	LR: 0.000800
Training Epoch: 39 [6400/45000]	Loss: 0.3272	LR: 0.000800
Training Epoch: 39 [6656/45000]	Loss: 0.2190	LR: 0.000800
Training Epoch: 39 [6912/45000]	Loss: 0.2424	LR: 0.000800
Training Epoch: 39 [7168/45000]	Loss: 0.2776	LR: 0.000800
Training Epoch: 39 [7424/45000]	Loss: 0.2872	LR: 0.000800
Training Epoch: 39 [7680/45000]	Loss: 0.3258	LR: 0.000800
Training Epoch: 39 [7936/45000]	Loss: 0.2824	LR: 0.000800
Training Epoch: 39 [8192/45000]	Loss: 0.2965	LR: 0.000800
Training Epoch: 39 [8448/45000]	Loss: 0.3116	LR: 0.000800
Training Epoch: 39 [8704/45000]	Loss: 0.3002	LR: 0.000800
Training Epoch: 39 [8960/45000]	Loss: 0.2980	LR: 0.000800
Training Epoch: 39 [9216/45000]	Loss: 0.2543	LR: 0.000800
Training Epoch: 39 [9472/45000]	Loss: 0.2570	LR: 0.000800
Training Epoch: 39 [9728/45000]	Loss: 0.2890	LR: 0.000800
Training Epoch: 39 [9984/45000]	Loss: 0.3297	LR: 0.000800
Training Epoch: 39 [10240/45000]	Loss: 0.3304	LR: 0.000800
Training Epoch: 39 [10496/45000]	Loss: 0.3586	LR: 0.000800
Training Epoch: 39 [10752/45000]	Loss: 0.2603	LR: 0.000800
Training Epoch: 39 [11008/45000]	Loss: 0.3401	LR: 0.000800
Training Epoch: 39 [11264/45000]	Loss: 0.2898	LR: 0.000800
Training Epoch: 39 [11520/45000]	Loss: 0.3076	LR: 0.000800
Training Epoch: 39 [11776/45000]	Loss: 0.3306	LR: 0.000800
Training Epoch: 39 [12032/45000]	Loss: 0.3171	LR: 0.000800
Training Epoch: 39 [12288/45000]	Loss: 0.2947	LR: 0.000800
Training Epoch: 39 [12544/45000]	Loss: 0.3193	LR: 0.000800
Training Epoch: 39 [12800/45000]	Loss: 0.2484	LR: 0.000800
Training Epoch: 39 [13056/45000]	Loss: 0.3284	LR: 0.000800
Training Epoch: 39 [13312/45000]	Loss: 0.3201	LR: 0.000800
Training Epoch: 39 [13568/45000]	Loss: 0.3143	LR: 0.000800
Training Epoch: 39 [13824/45000]	Loss: 0.3085	LR: 0.000800
Training Epoch: 39 [14080/45000]	Loss: 0.3033	LR: 0.000800
Training Epoch: 39 [14336/45000]	Loss: 0.3741	LR: 0.000800
Training Epoch: 39 [14592/45000]	Loss: 0.2579	LR: 0.000800
Training Epoch: 39 [14848/45000]	Loss: 0.2970	LR: 0.000800
Training Epoch: 39 [15104/45000]	Loss: 0.2434	LR: 0.000800
Training Epoch: 39 [15360/45000]	Loss: 0.2921	LR: 0.000800
Training Epoch: 39 [15616/45000]	Loss: 0.3177	LR: 0.000800
Training Epoch: 39 [15872/45000]	Loss: 0.3026	LR: 0.000800
Training Epoch: 39 [16128/45000]	Loss: 0.1989	LR: 0.000800
Training Epoch: 39 [16384/45000]	Loss: 0.2433	LR: 0.000800
Training Epoch: 39 [16640/45000]	Loss: 0.2624	LR: 0.000800
Training Epoch: 39 [16896/45000]	Loss: 0.2997	LR: 0.000800
Training Epoch: 39 [17152/45000]	Loss: 0.2269	LR: 0.000800
Training Epoch: 39 [17408/45000]	Loss: 0.2362	LR: 0.000800
Training Epoch: 39 [17664/45000]	Loss: 0.3071	LR: 0.000800
Training Epoch: 39 [17920/45000]	Loss: 0.2820	LR: 0.000800
Training Epoch: 39 [18176/45000]	Loss: 0.2314	LR: 0.000800
Training Epoch: 39 [18432/45000]	Loss: 0.3041	LR: 0.000800
Training Epoch: 39 [18688/45000]	Loss: 0.3578	LR: 0.000800
Training Epoch: 39 [18944/45000]	Loss: 0.3193	LR: 0.000800
Training Epoch: 39 [19200/45000]	Loss: 0.3348	LR: 0.000800
Training Epoch: 39 [19456/45000]	Loss: 0.2826	LR: 0.000800
Training Epoch: 39 [19712/45000]	Loss: 0.2688	LR: 0.000800
Training Epoch: 39 [19968/45000]	Loss: 0.2976	LR: 0.000800
Training Epoch: 39 [20224/45000]	Loss: 0.2667	LR: 0.000800
Training Epoch: 39 [20480/45000]	Loss: 0.3269	LR: 0.000800
Training Epoch: 39 [20736/45000]	Loss: 0.2863	LR: 0.000800
Training Epoch: 39 [20992/45000]	Loss: 0.2669	LR: 0.000800
Training Epoch: 39 [21248/45000]	Loss: 0.3688	LR: 0.000800
Training Epoch: 39 [21504/45000]	Loss: 0.2946	LR: 0.000800
Training Epoch: 39 [21760/45000]	Loss: 0.2457	LR: 0.000800
Training Epoch: 39 [22016/45000]	Loss: 0.2923	LR: 0.000800
Training Epoch: 39 [22272/45000]	Loss: 0.2852	LR: 0.000800
Training Epoch: 39 [22528/45000]	Loss: 0.2398	LR: 0.000800
Training Epoch: 39 [22784/45000]	Loss: 0.2379	LR: 0.000800
Training Epoch: 39 [23040/45000]	Loss: 0.2825	LR: 0.000800
Training Epoch: 39 [23296/45000]	Loss: 0.2562	LR: 0.000800
Training Epoch: 39 [23552/45000]	Loss: 0.2860	LR: 0.000800
Training Epoch: 39 [23808/45000]	Loss: 0.2827	LR: 0.000800
Training Epoch: 39 [24064/45000]	Loss: 0.2522	LR: 0.000800
Training Epoch: 39 [24320/45000]	Loss: 0.2644	LR: 0.000800
Training Epoch: 39 [24576/45000]	Loss: 0.2626	LR: 0.000800
Training Epoch: 39 [24832/45000]	Loss: 0.3417	LR: 0.000800
Training Epoch: 39 [25088/45000]	Loss: 0.2667	LR: 0.000800
Training Epoch: 39 [25344/45000]	Loss: 0.2610	LR: 0.000800
Training Epoch: 39 [25600/45000]	Loss: 0.3096	LR: 0.000800
Training Epoch: 39 [25856/45000]	Loss: 0.3068	LR: 0.000800
Training Epoch: 39 [26112/45000]	Loss: 0.3315	LR: 0.000800
Training Epoch: 39 [26368/45000]	Loss: 0.3200	LR: 0.000800
Training Epoch: 39 [26624/45000]	Loss: 0.3245	LR: 0.000800
Training Epoch: 39 [26880/45000]	Loss: 0.2543	LR: 0.000800
Training Epoch: 39 [27136/45000]	Loss: 0.2411	LR: 0.000800
Training Epoch: 39 [27392/45000]	Loss: 0.3399	LR: 0.000800
Training Epoch: 39 [27648/45000]	Loss: 0.2705	LR: 0.000800
Training Epoch: 39 [27904/45000]	Loss: 0.2053	LR: 0.000800
Training Epoch: 39 [28160/45000]	Loss: 0.2539	LR: 0.000800
Training Epoch: 39 [28416/45000]	Loss: 0.2944	LR: 0.000800
Training Epoch: 39 [28672/45000]	Loss: 0.3171	LR: 0.000800
Training Epoch: 39 [28928/45000]	Loss: 0.2856	LR: 0.000800
Training Epoch: 39 [29184/45000]	Loss: 0.2897	LR: 0.000800
Training Epoch: 39 [29440/45000]	Loss: 0.3422	LR: 0.000800
Training Epoch: 39 [29696/45000]	Loss: 0.2668	LR: 0.000800
Training Epoch: 39 [29952/45000]	Loss: 0.3280	LR: 0.000800
Training Epoch: 39 [30208/45000]	Loss: 0.3299	LR: 0.000800
Training Epoch: 39 [30464/45000]	Loss: 0.2761	LR: 0.000800
Training Epoch: 39 [30720/45000]	Loss: 0.3166	LR: 0.000800
Training Epoch: 39 [30976/45000]	Loss: 0.2633	LR: 0.000800
Training Epoch: 39 [31232/45000]	Loss: 0.2982	LR: 0.000800
Training Epoch: 39 [31488/45000]	Loss: 0.3406	LR: 0.000800
Training Epoch: 39 [31744/45000]	Loss: 0.3114	LR: 0.000800
Training Epoch: 39 [32000/45000]	Loss: 0.2545	LR: 0.000800
Training Epoch: 39 [32256/45000]	Loss: 0.3068	LR: 0.000800
Training Epoch: 39 [32512/45000]	Loss: 0.3451	LR: 0.000800
Training Epoch: 39 [32768/45000]	Loss: 0.2507	LR: 0.000800
Training Epoch: 39 [33024/45000]	Loss: 0.3715	LR: 0.000800
Training Epoch: 39 [33280/45000]	Loss: 0.2808	LR: 0.000800
Training Epoch: 39 [33536/45000]	Loss: 0.3183	LR: 0.000800
Training Epoch: 39 [33792/45000]	Loss: 0.3199	LR: 0.000800
Training Epoch: 39 [34048/45000]	Loss: 0.2862	LR: 0.000800
Training Epoch: 39 [34304/45000]	Loss: 0.3932	LR: 0.000800
Training Epoch: 39 [34560/45000]	Loss: 0.3847	LR: 0.000800
Training Epoch: 39 [34816/45000]	Loss: 0.2973	LR: 0.000800
Training Epoch: 39 [35072/45000]	Loss: 0.3137	LR: 0.000800
Training Epoch: 39 [35328/45000]	Loss: 0.2256	LR: 0.000800
Training Epoch: 39 [35584/45000]	Loss: 0.3189	LR: 0.000800
Training Epoch: 39 [35840/45000]	Loss: 0.4247	LR: 0.000800
Training Epoch: 39 [36096/45000]	Loss: 0.3344	LR: 0.000800
Training Epoch: 39 [36352/45000]	Loss: 0.3564	LR: 0.000800
Training Epoch: 39 [36608/45000]	Loss: 0.3125	LR: 0.000800
Training Epoch: 39 [36864/45000]	Loss: 0.2815	LR: 0.000800
Training Epoch: 39 [37120/45000]	Loss: 0.2384	LR: 0.000800
Training Epoch: 39 [37376/45000]	Loss: 0.2972	LR: 0.000800
Training Epoch: 39 [37632/45000]	Loss: 0.2733	LR: 0.000800
Training Epoch: 39 [37888/45000]	Loss: 0.3205	LR: 0.000800
Training Epoch: 39 [38144/45000]	Loss: 0.2369	LR: 0.000800
Training Epoch: 39 [38400/45000]	Loss: 0.3795	LR: 0.000800
Training Epoch: 39 [38656/45000]	Loss: 0.2790	LR: 0.000800
Training Epoch: 39 [38912/45000]	Loss: 0.3060	LR: 0.000800
Training Epoch: 39 [39168/45000]	Loss: 0.3535	LR: 0.000800
Training Epoch: 39 [39424/45000]	Loss: 0.3532	LR: 0.000800
Training Epoch: 39 [39680/45000]	Loss: 0.2486	LR: 0.000800
Training Epoch: 39 [39936/45000]	Loss: 0.2910	LR: 0.000800
Training Epoch: 39 [40192/45000]	Loss: 0.2956	LR: 0.000800
Training Epoch: 39 [40448/45000]	Loss: 0.3299	LR: 0.000800
Training Epoch: 39 [40704/45000]	Loss: 0.3146	LR: 0.000800
Training Epoch: 39 [40960/45000]	Loss: 0.2956	LR: 0.000800
Training Epoch: 39 [41216/45000]	Loss: 0.3068	LR: 0.000800
Training Epoch: 39 [41472/45000]	Loss: 0.2764	LR: 0.000800
Training Epoch: 39 [41728/45000]	Loss: 0.3145	LR: 0.000800
Training Epoch: 39 [41984/45000]	Loss: 0.3036	LR: 0.000800
Training Epoch: 39 [42240/45000]	Loss: 0.2731	LR: 0.000800
Training Epoch: 39 [42496/45000]	Loss: 0.2557	LR: 0.000800
Training Epoch: 39 [42752/45000]	Loss: 0.2935	LR: 0.000800
Training Epoch: 39 [43008/45000]	Loss: 0.2526	LR: 0.000800
Training Epoch: 39 [43264/45000]	Loss: 0.3915	LR: 0.000800
Training Epoch: 39 [43520/45000]	Loss: 0.3392	LR: 0.000800
Training Epoch: 39 [43776/45000]	Loss: 0.3444	LR: 0.000800
Training Epoch: 39 [44032/45000]	Loss: 0.2829	LR: 0.000800
Training Epoch: 39 [44288/45000]	Loss: 0.2867	LR: 0.000800
Training Epoch: 39 [44544/45000]	Loss: 0.3023	LR: 0.000800
Training Epoch: 39 [44800/45000]	Loss: 0.2915	LR: 0.000800
Training Epoch: 39 [45000/45000]	Loss: 0.2604	LR: 0.000800
Epoch 39 - Average Train Loss: 0.2953, Train Accuracy: 0.9112
Epoch 39 training time consumed: 25.20s
Evaluating Network.....
Test set: Epoch: 39, Average loss: 0.0030, Accuracy: 0.7806, Time consumed:0.90s
Training Epoch: 40 [256/45000]	Loss: 0.2964	LR: 0.000800
Training Epoch: 40 [512/45000]	Loss: 0.3133	LR: 0.000800
Training Epoch: 40 [768/45000]	Loss: 0.2665	LR: 0.000800
Training Epoch: 40 [1024/45000]	Loss: 0.2834	LR: 0.000800
Training Epoch: 40 [1280/45000]	Loss: 0.3480	LR: 0.000800
Training Epoch: 40 [1536/45000]	Loss: 0.2975	LR: 0.000800
Training Epoch: 40 [1792/45000]	Loss: 0.2792	LR: 0.000800
Training Epoch: 40 [2048/45000]	Loss: 0.3719	LR: 0.000800
Training Epoch: 40 [2304/45000]	Loss: 0.3110	LR: 0.000800
Training Epoch: 40 [2560/45000]	Loss: 0.3073	LR: 0.000800
Training Epoch: 40 [2816/45000]	Loss: 0.2802	LR: 0.000800
Training Epoch: 40 [3072/45000]	Loss: 0.3439	LR: 0.000800
Training Epoch: 40 [3328/45000]	Loss: 0.2930	LR: 0.000800
Training Epoch: 40 [3584/45000]	Loss: 0.3347	LR: 0.000800
Training Epoch: 40 [3840/45000]	Loss: 0.3226	LR: 0.000800
Training Epoch: 40 [4096/45000]	Loss: 0.2675	LR: 0.000800
Training Epoch: 40 [4352/45000]	Loss: 0.3307	LR: 0.000800
Training Epoch: 40 [4608/45000]	Loss: 0.3082	LR: 0.000800
Training Epoch: 40 [4864/45000]	Loss: 0.2864	LR: 0.000800
Training Epoch: 40 [5120/45000]	Loss: 0.3171	LR: 0.000800
Training Epoch: 40 [5376/45000]	Loss: 0.2403	LR: 0.000800
Training Epoch: 40 [5632/45000]	Loss: 0.2982	LR: 0.000800
Training Epoch: 40 [5888/45000]	Loss: 0.2836	LR: 0.000800
Training Epoch: 40 [6144/45000]	Loss: 0.2612	LR: 0.000800
Training Epoch: 40 [6400/45000]	Loss: 0.2483	LR: 0.000800
Training Epoch: 40 [6656/45000]	Loss: 0.3470	LR: 0.000800
Training Epoch: 40 [6912/45000]	Loss: 0.2479	LR: 0.000800
Training Epoch: 40 [7168/45000]	Loss: 0.2225	LR: 0.000800
Training Epoch: 40 [7424/45000]	Loss: 0.3694	LR: 0.000800
Training Epoch: 40 [7680/45000]	Loss: 0.2937	LR: 0.000800
Training Epoch: 40 [7936/45000]	Loss: 0.2822	LR: 0.000800
Training Epoch: 40 [8192/45000]	Loss: 0.3307	LR: 0.000800
Training Epoch: 40 [8448/45000]	Loss: 0.3006	LR: 0.000800
Training Epoch: 40 [8704/45000]	Loss: 0.3172	LR: 0.000800
Training Epoch: 40 [8960/45000]	Loss: 0.2566	LR: 0.000800
Training Epoch: 40 [9216/45000]	Loss: 0.3431	LR: 0.000800
Training Epoch: 40 [9472/45000]	Loss: 0.3295	LR: 0.000800
Training Epoch: 40 [9728/45000]	Loss: 0.3381	LR: 0.000800
Training Epoch: 40 [9984/45000]	Loss: 0.2944	LR: 0.000800
Training Epoch: 40 [10240/45000]	Loss: 0.2513	LR: 0.000800
Training Epoch: 40 [10496/45000]	Loss: 0.3170	LR: 0.000800
Training Epoch: 40 [10752/45000]	Loss: 0.3106	LR: 0.000800
Training Epoch: 40 [11008/45000]	Loss: 0.2498	LR: 0.000800
Training Epoch: 40 [11264/45000]	Loss: 0.3001	LR: 0.000800
Training Epoch: 40 [11520/45000]	Loss: 0.2817	LR: 0.000800
Training Epoch: 40 [11776/45000]	Loss: 0.2717	LR: 0.000800
Training Epoch: 40 [12032/45000]	Loss: 0.2613	LR: 0.000800
Training Epoch: 40 [12288/45000]	Loss: 0.2605	LR: 0.000800
Training Epoch: 40 [12544/45000]	Loss: 0.3670	LR: 0.000800
Training Epoch: 40 [12800/45000]	Loss: 0.3197	LR: 0.000800
Training Epoch: 40 [13056/45000]	Loss: 0.3082	LR: 0.000800
Training Epoch: 40 [13312/45000]	Loss: 0.2529	LR: 0.000800
Training Epoch: 40 [13568/45000]	Loss: 0.2129	LR: 0.000800
Training Epoch: 40 [13824/45000]	Loss: 0.3107	LR: 0.000800
Training Epoch: 40 [14080/45000]	Loss: 0.2721	LR: 0.000800
Training Epoch: 40 [14336/45000]	Loss: 0.2358	LR: 0.000800
Training Epoch: 40 [14592/45000]	Loss: 0.3340	LR: 0.000800
Training Epoch: 40 [14848/45000]	Loss: 0.3275	LR: 0.000800
Training Epoch: 40 [15104/45000]	Loss: 0.3345	LR: 0.000800
Training Epoch: 40 [15360/45000]	Loss: 0.2976	LR: 0.000800
Training Epoch: 40 [15616/45000]	Loss: 0.3454	LR: 0.000800
Training Epoch: 40 [15872/45000]	Loss: 0.3249	LR: 0.000800
Training Epoch: 40 [16128/45000]	Loss: 0.3106	LR: 0.000800
Training Epoch: 40 [16384/45000]	Loss: 0.2374	LR: 0.000800
Training Epoch: 40 [16640/45000]	Loss: 0.2475	LR: 0.000800
Training Epoch: 40 [16896/45000]	Loss: 0.2058	LR: 0.000800
Training Epoch: 40 [17152/45000]	Loss: 0.2527	LR: 0.000800
Training Epoch: 40 [17408/45000]	Loss: 0.2741	LR: 0.000800
Training Epoch: 40 [17664/45000]	Loss: 0.2855	LR: 0.000800
Training Epoch: 40 [17920/45000]	Loss: 0.3125	LR: 0.000800
Training Epoch: 40 [18176/45000]	Loss: 0.3014	LR: 0.000800
Training Epoch: 40 [18432/45000]	Loss: 0.2816	LR: 0.000800
Training Epoch: 40 [18688/45000]	Loss: 0.2285	LR: 0.000800
Training Epoch: 40 [18944/45000]	Loss: 0.3187	LR: 0.000800
Training Epoch: 40 [19200/45000]	Loss: 0.2944	LR: 0.000800
Training Epoch: 40 [19456/45000]	Loss: 0.2446	LR: 0.000800
Training Epoch: 40 [19712/45000]	Loss: 0.2910	LR: 0.000800
Training Epoch: 40 [19968/45000]	Loss: 0.2906	LR: 0.000800
Training Epoch: 40 [20224/45000]	Loss: 0.3099	LR: 0.000800
Training Epoch: 40 [20480/45000]	Loss: 0.2951	LR: 0.000800
Training Epoch: 40 [20736/45000]	Loss: 0.2816	LR: 0.000800
Training Epoch: 40 [20992/45000]	Loss: 0.2462	LR: 0.000800
Training Epoch: 40 [21248/45000]	Loss: 0.3549	LR: 0.000800
Training Epoch: 40 [21504/45000]	Loss: 0.2793	LR: 0.000800
Training Epoch: 40 [21760/45000]	Loss: 0.2614	LR: 0.000800
Training Epoch: 40 [22016/45000]	Loss: 0.2653	LR: 0.000800
Training Epoch: 40 [22272/45000]	Loss: 0.3964	LR: 0.000800
Training Epoch: 40 [22528/45000]	Loss: 0.2326	LR: 0.000800
Training Epoch: 40 [22784/45000]	Loss: 0.2364	LR: 0.000800
Training Epoch: 40 [23040/45000]	Loss: 0.2920	LR: 0.000800
Training Epoch: 40 [23296/45000]	Loss: 0.2928	LR: 0.000800
Training Epoch: 40 [23552/45000]	Loss: 0.2909	LR: 0.000800
Training Epoch: 40 [23808/45000]	Loss: 0.2690	LR: 0.000800
Training Epoch: 40 [24064/45000]	Loss: 0.2374	LR: 0.000800
Training Epoch: 40 [24320/45000]	Loss: 0.2661	LR: 0.000800
Training Epoch: 40 [24576/45000]	Loss: 0.3642	LR: 0.000800
Training Epoch: 40 [24832/45000]	Loss: 0.2809	LR: 0.000800
Training Epoch: 40 [25088/45000]	Loss: 0.2999	LR: 0.000800
Training Epoch: 40 [25344/45000]	Loss: 0.3341	LR: 0.000800
Training Epoch: 40 [25600/45000]	Loss: 0.2968	LR: 0.000800
Training Epoch: 40 [25856/45000]	Loss: 0.3026	LR: 0.000800
Training Epoch: 40 [26112/45000]	Loss: 0.2498	LR: 0.000800
Training Epoch: 40 [26368/45000]	Loss: 0.2875	LR: 0.000800
Training Epoch: 40 [26624/45000]	Loss: 0.2958	LR: 0.000800
Training Epoch: 40 [26880/45000]	Loss: 0.3360	LR: 0.000800
Training Epoch: 40 [27136/45000]	Loss: 0.2773	LR: 0.000800
Training Epoch: 40 [27392/45000]	Loss: 0.2867	LR: 0.000800
Training Epoch: 40 [27648/45000]	Loss: 0.2883	LR: 0.000800
Training Epoch: 40 [27904/45000]	Loss: 0.2604	LR: 0.000800
Training Epoch: 40 [28160/45000]	Loss: 0.3156	LR: 0.000800
Training Epoch: 40 [28416/45000]	Loss: 0.2323	LR: 0.000800
Training Epoch: 40 [28672/45000]	Loss: 0.2446	LR: 0.000800
Training Epoch: 40 [28928/45000]	Loss: 0.2658	LR: 0.000800
Training Epoch: 40 [29184/45000]	Loss: 0.3320	LR: 0.000800
Training Epoch: 40 [29440/45000]	Loss: 0.3258	LR: 0.000800
Training Epoch: 40 [29696/45000]	Loss: 0.3394	LR: 0.000800
Training Epoch: 40 [29952/45000]	Loss: 0.2926	LR: 0.000800
Training Epoch: 40 [30208/45000]	Loss: 0.2597	LR: 0.000800
Training Epoch: 40 [30464/45000]	Loss: 0.2473	LR: 0.000800
Training Epoch: 40 [30720/45000]	Loss: 0.3347	LR: 0.000800
Training Epoch: 40 [30976/45000]	Loss: 0.2389	LR: 0.000800
Training Epoch: 40 [31232/45000]	Loss: 0.2616	LR: 0.000800
Training Epoch: 40 [31488/45000]	Loss: 0.2757	LR: 0.000800
Training Epoch: 40 [31744/45000]	Loss: 0.2840	LR: 0.000800
Training Epoch: 40 [32000/45000]	Loss: 0.2698	LR: 0.000800
Training Epoch: 40 [32256/45000]	Loss: 0.2811	LR: 0.000800
Training Epoch: 40 [32512/45000]	Loss: 0.2582	LR: 0.000800
Training Epoch: 40 [32768/45000]	Loss: 0.3347	LR: 0.000800
Training Epoch: 40 [33024/45000]	Loss: 0.3244	LR: 0.000800
Training Epoch: 40 [33280/45000]	Loss: 0.2952	LR: 0.000800
Training Epoch: 40 [33536/45000]	Loss: 0.2687	LR: 0.000800
Training Epoch: 40 [33792/45000]	Loss: 0.3507	LR: 0.000800
Training Epoch: 40 [34048/45000]	Loss: 0.2506	LR: 0.000800
Training Epoch: 40 [34304/45000]	Loss: 0.2471	LR: 0.000800
Training Epoch: 40 [34560/45000]	Loss: 0.3344	LR: 0.000800
Training Epoch: 40 [34816/45000]	Loss: 0.3011	LR: 0.000800
Training Epoch: 40 [35072/45000]	Loss: 0.2276	LR: 0.000800
Training Epoch: 40 [35328/45000]	Loss: 0.2684	LR: 0.000800
Training Epoch: 40 [35584/45000]	Loss: 0.3198	LR: 0.000800
Training Epoch: 40 [35840/45000]	Loss: 0.2894	LR: 0.000800
Training Epoch: 40 [36096/45000]	Loss: 0.3680	LR: 0.000800
Training Epoch: 40 [36352/45000]	Loss: 0.2344	LR: 0.000800
Training Epoch: 40 [36608/45000]	Loss: 0.3152	LR: 0.000800
Training Epoch: 40 [36864/45000]	Loss: 0.3541	LR: 0.000800
Training Epoch: 40 [37120/45000]	Loss: 0.3036	LR: 0.000800
Training Epoch: 40 [37376/45000]	Loss: 0.2945	LR: 0.000800
Training Epoch: 40 [37632/45000]	Loss: 0.2976	LR: 0.000800
Training Epoch: 40 [37888/45000]	Loss: 0.2885	LR: 0.000800
Training Epoch: 40 [38144/45000]	Loss: 0.2344	LR: 0.000800
Training Epoch: 40 [38400/45000]	Loss: 0.2749	LR: 0.000800
Training Epoch: 40 [38656/45000]	Loss: 0.2617	LR: 0.000800
Training Epoch: 40 [38912/45000]	Loss: 0.2606	LR: 0.000800
Training Epoch: 40 [39168/45000]	Loss: 0.2678	LR: 0.000800
Training Epoch: 40 [39424/45000]	Loss: 0.2938	LR: 0.000800
Training Epoch: 40 [39680/45000]	Loss: 0.3306	LR: 0.000800
Training Epoch: 40 [39936/45000]	Loss: 0.2269	LR: 0.000800
Training Epoch: 40 [40192/45000]	Loss: 0.2751	LR: 0.000800
Training Epoch: 40 [40448/45000]	Loss: 0.2636	LR: 0.000800
Training Epoch: 40 [40704/45000]	Loss: 0.3066	LR: 0.000800
Training Epoch: 40 [40960/45000]	Loss: 0.2747	LR: 0.000800
Training Epoch: 40 [41216/45000]	Loss: 0.2692	LR: 0.000800
Training Epoch: 40 [41472/45000]	Loss: 0.2808	LR: 0.000800
Training Epoch: 40 [41728/45000]	Loss: 0.2981	LR: 0.000800
Training Epoch: 40 [41984/45000]	Loss: 0.2439	LR: 0.000800
Training Epoch: 40 [42240/45000]	Loss: 0.3411	LR: 0.000800
Training Epoch: 40 [42496/45000]	Loss: 0.2424	LR: 0.000800
Training Epoch: 40 [42752/45000]	Loss: 0.2546	LR: 0.000800
Training Epoch: 40 [43008/45000]	Loss: 0.2704	LR: 0.000800
Training Epoch: 40 [43264/45000]	Loss: 0.3322	LR: 0.000800
Training Epoch: 40 [43520/45000]	Loss: 0.3259	LR: 0.000800
Training Epoch: 40 [43776/45000]	Loss: 0.2905	LR: 0.000800
Training Epoch: 40 [44032/45000]	Loss: 0.3785	LR: 0.000800
Training Epoch: 40 [44288/45000]	Loss: 0.2379	LR: 0.000800
Training Epoch: 40 [44544/45000]	Loss: 0.2367	LR: 0.000800
Training Epoch: 40 [44800/45000]	Loss: 0.3388	LR: 0.000800
Training Epoch: 40 [45000/45000]	Loss: 0.2708	LR: 0.000800
Epoch 40 - Average Train Loss: 0.2902, Train Accuracy: 0.9148
Epoch 40 training time consumed: 24.51s
Evaluating Network.....
Test set: Epoch: 40, Average loss: 0.0030, Accuracy: 0.7830, Time consumed:0.90s
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: 78.369140625
Retain Accuracy: 92.0126953125
Zero-Retain Forget (ZRF): 0.9141485691070557
Membership Inference Attack (MIA): 0.5408
Forget vs Retain Membership Inference Attack (MIA): 0.551
Forget vs Test Membership Inference Attack (MIA): 0.531
Test vs Retain Membership Inference Attack (MIA): 0.48125
Train vs Test Membership Inference Attack (MIA): 0.56075
Forget Set Accuracy (Df): 76.84972381591797
Method Execution Time: 1523.80 seconds
