
📌 S Retain class distribution for seed 7:
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 7:
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: 3.0142	LR: 0.000000
Training Epoch: 1 [512/45000]	Loss: 3.0214	LR: 0.000568
Training Epoch: 1 [768/45000]	Loss: 2.9972	LR: 0.001136
Training Epoch: 1 [1024/45000]	Loss: 2.9984	LR: 0.001705
Training Epoch: 1 [1280/45000]	Loss: 3.0102	LR: 0.002273
Training Epoch: 1 [1536/45000]	Loss: 3.0068	LR: 0.002841
Training Epoch: 1 [1792/45000]	Loss: 2.9907	LR: 0.003409
Training Epoch: 1 [2048/45000]	Loss: 2.9901	LR: 0.003977
Training Epoch: 1 [2304/45000]	Loss: 2.9559	LR: 0.004545
Training Epoch: 1 [2560/45000]	Loss: 2.9526	LR: 0.005114
Training Epoch: 1 [2816/45000]	Loss: 2.9552	LR: 0.005682
Training Epoch: 1 [3072/45000]	Loss: 2.8840	LR: 0.006250
Training Epoch: 1 [3328/45000]	Loss: 2.8680	LR: 0.006818
Training Epoch: 1 [3584/45000]	Loss: 2.8891	LR: 0.007386
Training Epoch: 1 [3840/45000]	Loss: 2.8977	LR: 0.007955
Training Epoch: 1 [4096/45000]	Loss: 2.8605	LR: 0.008523
Training Epoch: 1 [4352/45000]	Loss: 2.8310	LR: 0.009091
Training Epoch: 1 [4608/45000]	Loss: 2.8441	LR: 0.009659
Training Epoch: 1 [4864/45000]	Loss: 2.8570	LR: 0.010227
Training Epoch: 1 [5120/45000]	Loss: 2.8371	LR: 0.010795
Training Epoch: 1 [5376/45000]	Loss: 2.7766	LR: 0.011364
Training Epoch: 1 [5632/45000]	Loss: 2.8517	LR: 0.011932
Training Epoch: 1 [5888/45000]	Loss: 2.7484	LR: 0.012500
Training Epoch: 1 [6144/45000]	Loss: 2.8123	LR: 0.013068
Training Epoch: 1 [6400/45000]	Loss: 2.7634	LR: 0.013636
Training Epoch: 1 [6656/45000]	Loss: 2.7631	LR: 0.014205
Training Epoch: 1 [6912/45000]	Loss: 2.6957	LR: 0.014773
Training Epoch: 1 [7168/45000]	Loss: 2.7135	LR: 0.015341
Training Epoch: 1 [7424/45000]	Loss: 2.7162	LR: 0.015909
Training Epoch: 1 [7680/45000]	Loss: 2.6365	LR: 0.016477
Training Epoch: 1 [7936/45000]	Loss: 2.6415	LR: 0.017045
Training Epoch: 1 [8192/45000]	Loss: 2.6335	LR: 0.017614
Training Epoch: 1 [8448/45000]	Loss: 2.6192	LR: 0.018182
Training Epoch: 1 [8704/45000]	Loss: 2.6946	LR: 0.018750
Training Epoch: 1 [8960/45000]	Loss: 2.6832	LR: 0.019318
Training Epoch: 1 [9216/45000]	Loss: 2.7013	LR: 0.019886
Training Epoch: 1 [9472/45000]	Loss: 2.6140	LR: 0.020455
Training Epoch: 1 [9728/45000]	Loss: 2.7123	LR: 0.021023
Training Epoch: 1 [9984/45000]	Loss: 2.6504	LR: 0.021591
Training Epoch: 1 [10240/45000]	Loss: 2.6434	LR: 0.022159
Training Epoch: 1 [10496/45000]	Loss: 2.6713	LR: 0.022727
Training Epoch: 1 [10752/45000]	Loss: 2.5725	LR: 0.023295
Training Epoch: 1 [11008/45000]	Loss: 2.5964	LR: 0.023864
Training Epoch: 1 [11264/45000]	Loss: 2.5930	LR: 0.024432
Training Epoch: 1 [11520/45000]	Loss: 2.5456	LR: 0.025000
Training Epoch: 1 [11776/45000]	Loss: 2.6491	LR: 0.025568
Training Epoch: 1 [12032/45000]	Loss: 2.6081	LR: 0.026136
Training Epoch: 1 [12288/45000]	Loss: 2.6066	LR: 0.026705
Training Epoch: 1 [12544/45000]	Loss: 2.5688	LR: 0.027273
Training Epoch: 1 [12800/45000]	Loss: 2.6881	LR: 0.027841
Training Epoch: 1 [13056/45000]	Loss: 2.5518	LR: 0.028409
Training Epoch: 1 [13312/45000]	Loss: 2.5356	LR: 0.028977
Training Epoch: 1 [13568/45000]	Loss: 2.6038	LR: 0.029545
Training Epoch: 1 [13824/45000]	Loss: 2.6596	LR: 0.030114
Training Epoch: 1 [14080/45000]	Loss: 2.4995	LR: 0.030682
Training Epoch: 1 [14336/45000]	Loss: 2.5379	LR: 0.031250
Training Epoch: 1 [14592/45000]	Loss: 2.5595	LR: 0.031818
Training Epoch: 1 [14848/45000]	Loss: 2.4872	LR: 0.032386
Training Epoch: 1 [15104/45000]	Loss: 2.5905	LR: 0.032955
Training Epoch: 1 [15360/45000]	Loss: 2.5913	LR: 0.033523
Training Epoch: 1 [15616/45000]	Loss: 2.4489	LR: 0.034091
Training Epoch: 1 [15872/45000]	Loss: 2.5233	LR: 0.034659
Training Epoch: 1 [16128/45000]	Loss: 2.5182	LR: 0.035227
Training Epoch: 1 [16384/45000]	Loss: 2.4798	LR: 0.035795
Training Epoch: 1 [16640/45000]	Loss: 2.5519	LR: 0.036364
Training Epoch: 1 [16896/45000]	Loss: 2.4693	LR: 0.036932
Training Epoch: 1 [17152/45000]	Loss: 2.5061	LR: 0.037500
Training Epoch: 1 [17408/45000]	Loss: 2.6279	LR: 0.038068
Training Epoch: 1 [17664/45000]	Loss: 2.4259	LR: 0.038636
Training Epoch: 1 [17920/45000]	Loss: 2.5427	LR: 0.039205
Training Epoch: 1 [18176/45000]	Loss: 2.6140	LR: 0.039773
Training Epoch: 1 [18432/45000]	Loss: 2.4337	LR: 0.040341
Training Epoch: 1 [18688/45000]	Loss: 2.4017	LR: 0.040909
Training Epoch: 1 [18944/45000]	Loss: 2.4884	LR: 0.041477
Training Epoch: 1 [19200/45000]	Loss: 2.4246	LR: 0.042045
Training Epoch: 1 [19456/45000]	Loss: 2.4722	LR: 0.042614
Training Epoch: 1 [19712/45000]	Loss: 2.4326	LR: 0.043182
Training Epoch: 1 [19968/45000]	Loss: 2.5130	LR: 0.043750
Training Epoch: 1 [20224/45000]	Loss: 2.5419	LR: 0.044318
Training Epoch: 1 [20480/45000]	Loss: 2.4535	LR: 0.044886
Training Epoch: 1 [20736/45000]	Loss: 2.4930	LR: 0.045455
Training Epoch: 1 [20992/45000]	Loss: 2.4633	LR: 0.046023
Training Epoch: 1 [21248/45000]	Loss: 2.3897	LR: 0.046591
Training Epoch: 1 [21504/45000]	Loss: 2.4406	LR: 0.047159
Training Epoch: 1 [21760/45000]	Loss: 2.3971	LR: 0.047727
Training Epoch: 1 [22016/45000]	Loss: 2.4630	LR: 0.048295
Training Epoch: 1 [22272/45000]	Loss: 2.4259	LR: 0.048864
Training Epoch: 1 [22528/45000]	Loss: 2.4528	LR: 0.049432
Training Epoch: 1 [22784/45000]	Loss: 2.5297	LR: 0.050000
Training Epoch: 1 [23040/45000]	Loss: 2.3924	LR: 0.050568
Training Epoch: 1 [23296/45000]	Loss: 2.4622	LR: 0.051136
Training Epoch: 1 [23552/45000]	Loss: 2.4583	LR: 0.051705
Training Epoch: 1 [23808/45000]	Loss: 2.4355	LR: 0.052273
Training Epoch: 1 [24064/45000]	Loss: 2.3024	LR: 0.052841
Training Epoch: 1 [24320/45000]	Loss: 2.5045	LR: 0.053409
Training Epoch: 1 [24576/45000]	Loss: 2.3994	LR: 0.053977
Training Epoch: 1 [24832/45000]	Loss: 2.4195	LR: 0.054545
Training Epoch: 1 [25088/45000]	Loss: 2.3361	LR: 0.055114
Training Epoch: 1 [25344/45000]	Loss: 2.3950	LR: 0.055682
Training Epoch: 1 [25600/45000]	Loss: 2.4670	LR: 0.056250
Training Epoch: 1 [25856/45000]	Loss: 2.4973	LR: 0.056818
Training Epoch: 1 [26112/45000]	Loss: 2.4373	LR: 0.057386
Training Epoch: 1 [26368/45000]	Loss: 2.3961	LR: 0.057955
Training Epoch: 1 [26624/45000]	Loss: 2.4767	LR: 0.058523
Training Epoch: 1 [26880/45000]	Loss: 2.4465	LR: 0.059091
Training Epoch: 1 [27136/45000]	Loss: 2.4654	LR: 0.059659
Training Epoch: 1 [27392/45000]	Loss: 2.3853	LR: 0.060227
Training Epoch: 1 [27648/45000]	Loss: 2.4874	LR: 0.060795
Training Epoch: 1 [27904/45000]	Loss: 2.3619	LR: 0.061364
Training Epoch: 1 [28160/45000]	Loss: 2.3099	LR: 0.061932
Training Epoch: 1 [28416/45000]	Loss: 2.4327	LR: 0.062500
Training Epoch: 1 [28672/45000]	Loss: 2.3962	LR: 0.063068
Training Epoch: 1 [28928/45000]	Loss: 2.4305	LR: 0.063636
Training Epoch: 1 [29184/45000]	Loss: 2.4843	LR: 0.064205
Training Epoch: 1 [29440/45000]	Loss: 2.4766	LR: 0.064773
Training Epoch: 1 [29696/45000]	Loss: 2.2611	LR: 0.065341
Training Epoch: 1 [29952/45000]	Loss: 2.4033	LR: 0.065909
Training Epoch: 1 [30208/45000]	Loss: 2.3480	LR: 0.066477
Training Epoch: 1 [30464/45000]	Loss: 2.2931	LR: 0.067045
Training Epoch: 1 [30720/45000]	Loss: 2.3059	LR: 0.067614
Training Epoch: 1 [30976/45000]	Loss: 2.3163	LR: 0.068182
Training Epoch: 1 [31232/45000]	Loss: 2.3328	LR: 0.068750
Training Epoch: 1 [31488/45000]	Loss: 2.3933	LR: 0.069318
Training Epoch: 1 [31744/45000]	Loss: 2.3520	LR: 0.069886
Training Epoch: 1 [32000/45000]	Loss: 2.3658	LR: 0.070455
Training Epoch: 1 [32256/45000]	Loss: 2.3684	LR: 0.071023
Training Epoch: 1 [32512/45000]	Loss: 2.4917	LR: 0.071591
Training Epoch: 1 [32768/45000]	Loss: 2.3560	LR: 0.072159
Training Epoch: 1 [33024/45000]	Loss: 2.3940	LR: 0.072727
Training Epoch: 1 [33280/45000]	Loss: 2.2845	LR: 0.073295
Training Epoch: 1 [33536/45000]	Loss: 2.3438	LR: 0.073864
Training Epoch: 1 [33792/45000]	Loss: 2.4414	LR: 0.074432
Training Epoch: 1 [34048/45000]	Loss: 2.3099	LR: 0.075000
Training Epoch: 1 [34304/45000]	Loss: 2.2558	LR: 0.075568
Training Epoch: 1 [34560/45000]	Loss: 2.3299	LR: 0.076136
Training Epoch: 1 [34816/45000]	Loss: 2.4296	LR: 0.076705
Training Epoch: 1 [35072/45000]	Loss: 2.4350	LR: 0.077273
Training Epoch: 1 [35328/45000]	Loss: 2.2941	LR: 0.077841
Training Epoch: 1 [35584/45000]	Loss: 2.3847	LR: 0.078409
Training Epoch: 1 [35840/45000]	Loss: 2.3624	LR: 0.078977
Training Epoch: 1 [36096/45000]	Loss: 2.3397	LR: 0.079545
Training Epoch: 1 [36352/45000]	Loss: 2.3806	LR: 0.080114
Training Epoch: 1 [36608/45000]	Loss: 2.4243	LR: 0.080682
Training Epoch: 1 [36864/45000]	Loss: 2.5142	LR: 0.081250
Training Epoch: 1 [37120/45000]	Loss: 2.4320	LR: 0.081818
Training Epoch: 1 [37376/45000]	Loss: 2.4617	LR: 0.082386
Training Epoch: 1 [37632/45000]	Loss: 2.3021	LR: 0.082955
Training Epoch: 1 [37888/45000]	Loss: 2.3512	LR: 0.083523
Training Epoch: 1 [38144/45000]	Loss: 2.3407	LR: 0.084091
Training Epoch: 1 [38400/45000]	Loss: 2.3340	LR: 0.084659
Training Epoch: 1 [38656/45000]	Loss: 2.4077	LR: 0.085227
Training Epoch: 1 [38912/45000]	Loss: 2.4448	LR: 0.085795
Training Epoch: 1 [39168/45000]	Loss: 2.3779	LR: 0.086364
Training Epoch: 1 [39424/45000]	Loss: 2.5415	LR: 0.086932
Training Epoch: 1 [39680/45000]	Loss: 2.3577	LR: 0.087500
Training Epoch: 1 [39936/45000]	Loss: 2.3516	LR: 0.088068
Training Epoch: 1 [40192/45000]	Loss: 2.2750	LR: 0.088636
Training Epoch: 1 [40448/45000]	Loss: 2.3269	LR: 0.089205
Training Epoch: 1 [40704/45000]	Loss: 2.3655	LR: 0.089773
Training Epoch: 1 [40960/45000]	Loss: 2.3369	LR: 0.090341
Training Epoch: 1 [41216/45000]	Loss: 2.4874	LR: 0.090909
Training Epoch: 1 [41472/45000]	Loss: 2.3877	LR: 0.091477
Training Epoch: 1 [41728/45000]	Loss: 2.3376	LR: 0.092045
Training Epoch: 1 [41984/45000]	Loss: 2.3127	LR: 0.092614
Training Epoch: 1 [42240/45000]	Loss: 2.1727	LR: 0.093182
Training Epoch: 1 [42496/45000]	Loss: 2.2769	LR: 0.093750
Training Epoch: 1 [42752/45000]	Loss: 2.3447	LR: 0.094318
Training Epoch: 1 [43008/45000]	Loss: 2.3160	LR: 0.094886
Training Epoch: 1 [43264/45000]	Loss: 2.2742	LR: 0.095455
Training Epoch: 1 [43520/45000]	Loss: 2.3341	LR: 0.096023
Training Epoch: 1 [43776/45000]	Loss: 2.3182	LR: 0.096591
Training Epoch: 1 [44032/45000]	Loss: 2.3390	LR: 0.097159
Training Epoch: 1 [44288/45000]	Loss: 2.3423	LR: 0.097727
Training Epoch: 1 [44544/45000]	Loss: 2.4022	LR: 0.098295
Training Epoch: 1 [44800/45000]	Loss: 2.3358	LR: 0.098864
Training Epoch: 1 [45000/45000]	Loss: 2.4405	LR: 0.099432
Epoch 1 - Average Train Loss: 2.5192, Train Accuracy: 0.2183
Epoch 1 training time consumed: 25.26s
Evaluating Network.....
Test set: Epoch: 1, Average loss: 0.0106, Accuracy: 0.2421, Time consumed:1.05s
Saving weights file to checkpoint/retrain/AllCNN/Monday_14_July_2025_02h_30m_55s/AllCNN-Cifar20-seed7-ret100-1-best.pth
Training Epoch: 2 [256/45000]	Loss: 2.4219	LR: 0.100000
Training Epoch: 2 [512/45000]	Loss: 2.2049	LR: 0.100000
Training Epoch: 2 [768/45000]	Loss: 2.4469	LR: 0.100000
Training Epoch: 2 [1024/45000]	Loss: 2.4105	LR: 0.100000
Training Epoch: 2 [1280/45000]	Loss: 2.2900	LR: 0.100000
Training Epoch: 2 [1536/45000]	Loss: 2.3617	LR: 0.100000
Training Epoch: 2 [1792/45000]	Loss: 2.3270	LR: 0.100000
Training Epoch: 2 [2048/45000]	Loss: 2.3454	LR: 0.100000
Training Epoch: 2 [2304/45000]	Loss: 2.3269	LR: 0.100000
Training Epoch: 2 [2560/45000]	Loss: 2.2804	LR: 0.100000
Training Epoch: 2 [2816/45000]	Loss: 2.2111	LR: 0.100000
Training Epoch: 2 [3072/45000]	Loss: 2.2459	LR: 0.100000
Training Epoch: 2 [3328/45000]	Loss: 2.3602	LR: 0.100000
Training Epoch: 2 [3584/45000]	Loss: 2.3679	LR: 0.100000
Training Epoch: 2 [3840/45000]	Loss: 2.2776	LR: 0.100000
Training Epoch: 2 [4096/45000]	Loss: 2.3288	LR: 0.100000
Training Epoch: 2 [4352/45000]	Loss: 2.2755	LR: 0.100000
Training Epoch: 2 [4608/45000]	Loss: 2.2916	LR: 0.100000
Training Epoch: 2 [4864/45000]	Loss: 2.3349	LR: 0.100000
Training Epoch: 2 [5120/45000]	Loss: 2.3707	LR: 0.100000
Training Epoch: 2 [5376/45000]	Loss: 2.3438	LR: 0.100000
Training Epoch: 2 [5632/45000]	Loss: 2.2534	LR: 0.100000
Training Epoch: 2 [5888/45000]	Loss: 2.1795	LR: 0.100000
Training Epoch: 2 [6144/45000]	Loss: 2.2746	LR: 0.100000
Training Epoch: 2 [6400/45000]	Loss: 2.3259	LR: 0.100000
Training Epoch: 2 [6656/45000]	Loss: 2.2362	LR: 0.100000
Training Epoch: 2 [6912/45000]	Loss: 2.3147	LR: 0.100000
Training Epoch: 2 [7168/45000]	Loss: 2.2870	LR: 0.100000
Training Epoch: 2 [7424/45000]	Loss: 2.3065	LR: 0.100000
Training Epoch: 2 [7680/45000]	Loss: 2.1996	LR: 0.100000
Training Epoch: 2 [7936/45000]	Loss: 2.2332	LR: 0.100000
Training Epoch: 2 [8192/45000]	Loss: 2.1921	LR: 0.100000
Training Epoch: 2 [8448/45000]	Loss: 2.2372	LR: 0.100000
Training Epoch: 2 [8704/45000]	Loss: 2.1776	LR: 0.100000
Training Epoch: 2 [8960/45000]	Loss: 2.2303	LR: 0.100000
Training Epoch: 2 [9216/45000]	Loss: 2.2658	LR: 0.100000
Training Epoch: 2 [9472/45000]	Loss: 2.3097	LR: 0.100000
Training Epoch: 2 [9728/45000]	Loss: 2.1754	LR: 0.100000
Training Epoch: 2 [9984/45000]	Loss: 2.2196	LR: 0.100000
Training Epoch: 2 [10240/45000]	Loss: 2.1127	LR: 0.100000
Training Epoch: 2 [10496/45000]	Loss: 2.2288	LR: 0.100000
Training Epoch: 2 [10752/45000]	Loss: 2.1831	LR: 0.100000
Training Epoch: 2 [11008/45000]	Loss: 2.0714	LR: 0.100000
Training Epoch: 2 [11264/45000]	Loss: 2.2208	LR: 0.100000
Training Epoch: 2 [11520/45000]	Loss: 2.2204	LR: 0.100000
Training Epoch: 2 [11776/45000]	Loss: 2.2079	LR: 0.100000
Training Epoch: 2 [12032/45000]	Loss: 2.2226	LR: 0.100000
Training Epoch: 2 [12288/45000]	Loss: 2.2072	LR: 0.100000
Training Epoch: 2 [12544/45000]	Loss: 2.1931	LR: 0.100000
Training Epoch: 2 [12800/45000]	Loss: 2.1147	LR: 0.100000
Training Epoch: 2 [13056/45000]	Loss: 2.1967	LR: 0.100000
Training Epoch: 2 [13312/45000]	Loss: 2.2359	LR: 0.100000
Training Epoch: 2 [13568/45000]	Loss: 2.2718	LR: 0.100000
Training Epoch: 2 [13824/45000]	Loss: 2.2937	LR: 0.100000
Training Epoch: 2 [14080/45000]	Loss: 2.0969	LR: 0.100000
Training Epoch: 2 [14336/45000]	Loss: 2.1538	LR: 0.100000
Training Epoch: 2 [14592/45000]	Loss: 2.0627	LR: 0.100000
Training Epoch: 2 [14848/45000]	Loss: 2.1994	LR: 0.100000
Training Epoch: 2 [15104/45000]	Loss: 2.2264	LR: 0.100000
Training Epoch: 2 [15360/45000]	Loss: 2.2214	LR: 0.100000
Training Epoch: 2 [15616/45000]	Loss: 2.3243	LR: 0.100000
Training Epoch: 2 [15872/45000]	Loss: 2.1984	LR: 0.100000
Training Epoch: 2 [16128/45000]	Loss: 2.1980	LR: 0.100000
Training Epoch: 2 [16384/45000]	Loss: 2.2536	LR: 0.100000
Training Epoch: 2 [16640/45000]	Loss: 2.2273	LR: 0.100000
Training Epoch: 2 [16896/45000]	Loss: 2.1857	LR: 0.100000
Training Epoch: 2 [17152/45000]	Loss: 2.2767	LR: 0.100000
Training Epoch: 2 [17408/45000]	Loss: 2.2294	LR: 0.100000
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Training Epoch: 2 [18432/45000]	Loss: 2.2391	LR: 0.100000
Training Epoch: 2 [18688/45000]	Loss: 2.1130	LR: 0.100000
Training Epoch: 2 [18944/45000]	Loss: 2.0727	LR: 0.100000
Training Epoch: 2 [19200/45000]	Loss: 2.1284	LR: 0.100000
Training Epoch: 2 [19456/45000]	Loss: 2.2589	LR: 0.100000
Training Epoch: 2 [19712/45000]	Loss: 2.1388	LR: 0.100000
Training Epoch: 2 [19968/45000]	Loss: 2.0043	LR: 0.100000
Training Epoch: 2 [20224/45000]	Loss: 2.1769	LR: 0.100000
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Training Epoch: 2 [20736/45000]	Loss: 2.1756	LR: 0.100000
Training Epoch: 2 [20992/45000]	Loss: 2.1171	LR: 0.100000
Training Epoch: 2 [21248/45000]	Loss: 2.1326	LR: 0.100000
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Training Epoch: 2 [24832/45000]	Loss: 2.0646	LR: 0.100000
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Training Epoch: 2 [26368/45000]	Loss: 2.0367	LR: 0.100000
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Training Epoch: 2 [26880/45000]	Loss: 2.1374	LR: 0.100000
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Training Epoch: 2 [28160/45000]	Loss: 2.1231	LR: 0.100000
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Training Epoch: 2 [36352/45000]	Loss: 2.1012	LR: 0.100000
Training Epoch: 2 [36608/45000]	Loss: 2.1730	LR: 0.100000
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Training Epoch: 2 [37376/45000]	Loss: 2.1171	LR: 0.100000
Training Epoch: 2 [37632/45000]	Loss: 2.0921	LR: 0.100000
Training Epoch: 2 [37888/45000]	Loss: 2.1020	LR: 0.100000
Training Epoch: 2 [38144/45000]	Loss: 2.0778	LR: 0.100000
Training Epoch: 2 [38400/45000]	Loss: 1.9945	LR: 0.100000
Training Epoch: 2 [38656/45000]	Loss: 2.0019	LR: 0.100000
Training Epoch: 2 [38912/45000]	Loss: 2.1070	LR: 0.100000
Training Epoch: 2 [39168/45000]	Loss: 2.1972	LR: 0.100000
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Training Epoch: 2 [39680/45000]	Loss: 2.1306	LR: 0.100000
Training Epoch: 2 [39936/45000]	Loss: 1.9677	LR: 0.100000
Training Epoch: 2 [40192/45000]	Loss: 1.9155	LR: 0.100000
Training Epoch: 2 [40448/45000]	Loss: 2.0238	LR: 0.100000
Training Epoch: 2 [40704/45000]	Loss: 2.0402	LR: 0.100000
Training Epoch: 2 [40960/45000]	Loss: 2.1338	LR: 0.100000
Training Epoch: 2 [41216/45000]	Loss: 2.0594	LR: 0.100000
Training Epoch: 2 [41472/45000]	Loss: 2.0064	LR: 0.100000
Training Epoch: 2 [41728/45000]	Loss: 1.9937	LR: 0.100000
Training Epoch: 2 [41984/45000]	Loss: 2.1123	LR: 0.100000
Training Epoch: 2 [42240/45000]	Loss: 2.0984	LR: 0.100000
Training Epoch: 2 [42496/45000]	Loss: 2.1430	LR: 0.100000
Training Epoch: 2 [42752/45000]	Loss: 2.0849	LR: 0.100000
Training Epoch: 2 [43008/45000]	Loss: 2.1315	LR: 0.100000
Training Epoch: 2 [43264/45000]	Loss: 2.0111	LR: 0.100000
Training Epoch: 2 [43520/45000]	Loss: 2.1844	LR: 0.100000
Training Epoch: 2 [43776/45000]	Loss: 2.0602	LR: 0.100000
Training Epoch: 2 [44032/45000]	Loss: 2.0060	LR: 0.100000
Training Epoch: 2 [44288/45000]	Loss: 2.0863	LR: 0.100000
Training Epoch: 2 [44544/45000]	Loss: 1.9797	LR: 0.100000
Training Epoch: 2 [44800/45000]	Loss: 1.8997	LR: 0.100000
Training Epoch: 2 [45000/45000]	Loss: 2.0608	LR: 0.100000
Epoch 2 - Average Train Loss: 2.1657, Train Accuracy: 0.3229
Epoch 2 training time consumed: 24.58s
Evaluating Network.....
Test set: Epoch: 2, Average loss: 0.0091, Accuracy: 0.3198, Time consumed:0.98s
Saving weights file to checkpoint/retrain/AllCNN/Monday_14_July_2025_02h_30m_55s/AllCNN-Cifar20-seed7-ret100-2-best.pth
Training Epoch: 3 [256/45000]	Loss: 1.9567	LR: 0.100000
Training Epoch: 3 [512/45000]	Loss: 1.8923	LR: 0.100000
Training Epoch: 3 [768/45000]	Loss: 2.0708	LR: 0.100000
Training Epoch: 3 [1024/45000]	Loss: 2.1230	LR: 0.100000
Training Epoch: 3 [1280/45000]	Loss: 2.0671	LR: 0.100000
Training Epoch: 3 [1536/45000]	Loss: 1.9879	LR: 0.100000
Training Epoch: 3 [1792/45000]	Loss: 2.0293	LR: 0.100000
Training Epoch: 3 [2048/45000]	Loss: 2.0557	LR: 0.100000
Training Epoch: 3 [2304/45000]	Loss: 1.9694	LR: 0.100000
Training Epoch: 3 [2560/45000]	Loss: 1.9384	LR: 0.100000
Training Epoch: 3 [2816/45000]	Loss: 1.9838	LR: 0.100000
Training Epoch: 3 [3072/45000]	Loss: 1.9388	LR: 0.100000
Training Epoch: 3 [3328/45000]	Loss: 1.9844	LR: 0.100000
Training Epoch: 3 [3584/45000]	Loss: 1.9587	LR: 0.100000
Training Epoch: 3 [3840/45000]	Loss: 1.9353	LR: 0.100000
Training Epoch: 3 [4096/45000]	Loss: 1.9224	LR: 0.100000
Training Epoch: 3 [4352/45000]	Loss: 2.0478	LR: 0.100000
Training Epoch: 3 [4608/45000]	Loss: 2.0834	LR: 0.100000
Training Epoch: 3 [4864/45000]	Loss: 2.0630	LR: 0.100000
Training Epoch: 3 [5120/45000]	Loss: 1.9398	LR: 0.100000
Training Epoch: 3 [5376/45000]	Loss: 1.8970	LR: 0.100000
Training Epoch: 3 [5632/45000]	Loss: 2.1250	LR: 0.100000
Training Epoch: 3 [5888/45000]	Loss: 1.9480	LR: 0.100000
Training Epoch: 3 [6144/45000]	Loss: 1.9303	LR: 0.100000
Training Epoch: 3 [6400/45000]	Loss: 1.9884	LR: 0.100000
Training Epoch: 3 [6656/45000]	Loss: 2.0701	LR: 0.100000
Training Epoch: 3 [6912/45000]	Loss: 2.1354	LR: 0.100000
Training Epoch: 3 [7168/45000]	Loss: 2.0273	LR: 0.100000
Training Epoch: 3 [7424/45000]	Loss: 1.8992	LR: 0.100000
Training Epoch: 3 [7680/45000]	Loss: 2.0606	LR: 0.100000
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Training Epoch: 3 [9984/45000]	Loss: 1.8320	LR: 0.100000
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Training Epoch: 3 [11264/45000]	Loss: 1.9966	LR: 0.100000
Training Epoch: 3 [11520/45000]	Loss: 2.0132	LR: 0.100000
Training Epoch: 3 [11776/45000]	Loss: 1.8280	LR: 0.100000
Training Epoch: 3 [12032/45000]	Loss: 1.9626	LR: 0.100000
Training Epoch: 3 [12288/45000]	Loss: 1.9489	LR: 0.100000
Training Epoch: 3 [12544/45000]	Loss: 2.0597	LR: 0.100000
Training Epoch: 3 [12800/45000]	Loss: 1.9137	LR: 0.100000
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Training Epoch: 3 [16384/45000]	Loss: 2.2328	LR: 0.100000
Training Epoch: 3 [16640/45000]	Loss: 1.8754	LR: 0.100000
Training Epoch: 3 [16896/45000]	Loss: 1.9210	LR: 0.100000
Training Epoch: 3 [17152/45000]	Loss: 1.8797	LR: 0.100000
Training Epoch: 3 [17408/45000]	Loss: 1.9856	LR: 0.100000
Training Epoch: 3 [17664/45000]	Loss: 1.8770	LR: 0.100000
Training Epoch: 3 [17920/45000]	Loss: 1.9797	LR: 0.100000
Training Epoch: 3 [18176/45000]	Loss: 2.0258	LR: 0.100000
Training Epoch: 3 [18432/45000]	Loss: 1.9212	LR: 0.100000
Training Epoch: 3 [18688/45000]	Loss: 1.8382	LR: 0.100000
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Training Epoch: 3 [19200/45000]	Loss: 1.9544	LR: 0.100000
Training Epoch: 3 [19456/45000]	Loss: 1.8509	LR: 0.100000
Training Epoch: 3 [19712/45000]	Loss: 1.8949	LR: 0.100000
Training Epoch: 3 [19968/45000]	Loss: 2.1367	LR: 0.100000
Training Epoch: 3 [20224/45000]	Loss: 1.8297	LR: 0.100000
Training Epoch: 3 [20480/45000]	Loss: 1.9799	LR: 0.100000
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Training Epoch: 3 [21760/45000]	Loss: 1.9961	LR: 0.100000
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Training Epoch: 3 [22528/45000]	Loss: 1.8320	LR: 0.100000
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Training Epoch: 3 [24320/45000]	Loss: 1.8386	LR: 0.100000
Training Epoch: 3 [24576/45000]	Loss: 1.8441	LR: 0.100000
Training Epoch: 3 [24832/45000]	Loss: 2.0869	LR: 0.100000
Training Epoch: 3 [25088/45000]	Loss: 1.7881	LR: 0.100000
Training Epoch: 3 [25344/45000]	Loss: 1.8526	LR: 0.100000
Training Epoch: 3 [25600/45000]	Loss: 1.9117	LR: 0.100000
Training Epoch: 3 [25856/45000]	Loss: 1.8849	LR: 0.100000
Training Epoch: 3 [26112/45000]	Loss: 2.0659	LR: 0.100000
Training Epoch: 3 [26368/45000]	Loss: 1.9442	LR: 0.100000
Training Epoch: 3 [26624/45000]	Loss: 1.9361	LR: 0.100000
Training Epoch: 3 [26880/45000]	Loss: 1.9535	LR: 0.100000
Training Epoch: 3 [27136/45000]	Loss: 1.8781	LR: 0.100000
Training Epoch: 3 [27392/45000]	Loss: 1.9797	LR: 0.100000
Training Epoch: 3 [27648/45000]	Loss: 1.8716	LR: 0.100000
Training Epoch: 3 [27904/45000]	Loss: 2.0329	LR: 0.100000
Training Epoch: 3 [28160/45000]	Loss: 1.8374	LR: 0.100000
Training Epoch: 3 [28416/45000]	Loss: 1.9657	LR: 0.100000
Training Epoch: 3 [28672/45000]	Loss: 2.0012	LR: 0.100000
Training Epoch: 3 [28928/45000]	Loss: 2.0234	LR: 0.100000
Training Epoch: 3 [29184/45000]	Loss: 1.8369	LR: 0.100000
Training Epoch: 3 [29440/45000]	Loss: 1.9592	LR: 0.100000
Training Epoch: 3 [29696/45000]	Loss: 1.9384	LR: 0.100000
Training Epoch: 3 [29952/45000]	Loss: 2.0800	LR: 0.100000
Training Epoch: 3 [30208/45000]	Loss: 1.8249	LR: 0.100000
Training Epoch: 3 [30464/45000]	Loss: 1.9739	LR: 0.100000
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Training Epoch: 3 [32256/45000]	Loss: 1.8295	LR: 0.100000
Training Epoch: 3 [32512/45000]	Loss: 1.7104	LR: 0.100000
Training Epoch: 3 [32768/45000]	Loss: 1.9030	LR: 0.100000
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Training Epoch: 3 [33536/45000]	Loss: 1.8786	LR: 0.100000
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Training Epoch: 3 [36096/45000]	Loss: 1.9865	LR: 0.100000
Training Epoch: 3 [36352/45000]	Loss: 1.8594	LR: 0.100000
Training Epoch: 3 [36608/45000]	Loss: 1.9118	LR: 0.100000
Training Epoch: 3 [36864/45000]	Loss: 1.8637	LR: 0.100000
Training Epoch: 3 [37120/45000]	Loss: 1.9712	LR: 0.100000
Training Epoch: 3 [37376/45000]	Loss: 1.8401	LR: 0.100000
Training Epoch: 3 [37632/45000]	Loss: 1.8610	LR: 0.100000
Training Epoch: 3 [37888/45000]	Loss: 1.8895	LR: 0.100000
Training Epoch: 3 [38144/45000]	Loss: 1.9324	LR: 0.100000
Training Epoch: 3 [38400/45000]	Loss: 1.9139	LR: 0.100000
Training Epoch: 3 [38656/45000]	Loss: 1.8370	LR: 0.100000
Training Epoch: 3 [38912/45000]	Loss: 1.7068	LR: 0.100000
Training Epoch: 3 [39168/45000]	Loss: 1.8083	LR: 0.100000
Training Epoch: 3 [39424/45000]	Loss: 1.9251	LR: 0.100000
Training Epoch: 3 [39680/45000]	Loss: 1.7701	LR: 0.100000
Training Epoch: 3 [39936/45000]	Loss: 1.8211	LR: 0.100000
Training Epoch: 3 [40192/45000]	Loss: 1.9420	LR: 0.100000
Training Epoch: 3 [40448/45000]	Loss: 2.1160	LR: 0.100000
Training Epoch: 3 [40704/45000]	Loss: 2.0423	LR: 0.100000
Training Epoch: 3 [40960/45000]	Loss: 1.8714	LR: 0.100000
Training Epoch: 3 [41216/45000]	Loss: 1.8336	LR: 0.100000
Training Epoch: 3 [41472/45000]	Loss: 1.8452	LR: 0.100000
Training Epoch: 3 [41728/45000]	Loss: 1.8316	LR: 0.100000
Training Epoch: 3 [41984/45000]	Loss: 1.9418	LR: 0.100000
Training Epoch: 3 [42240/45000]	Loss: 1.9082	LR: 0.100000
Training Epoch: 3 [42496/45000]	Loss: 1.9889	LR: 0.100000
Training Epoch: 3 [42752/45000]	Loss: 1.9425	LR: 0.100000
Training Epoch: 3 [43008/45000]	Loss: 1.9437	LR: 0.100000
Training Epoch: 3 [43264/45000]	Loss: 1.7437	LR: 0.100000
Training Epoch: 3 [43520/45000]	Loss: 2.0674	LR: 0.100000
Training Epoch: 3 [43776/45000]	Loss: 1.8330	LR: 0.100000
Training Epoch: 3 [44032/45000]	Loss: 1.9440	LR: 0.100000
Training Epoch: 3 [44288/45000]	Loss: 1.8852	LR: 0.100000
Training Epoch: 3 [44544/45000]	Loss: 1.8086	LR: 0.100000
Training Epoch: 3 [44800/45000]	Loss: 1.8406	LR: 0.100000
Training Epoch: 3 [45000/45000]	Loss: 1.8405	LR: 0.100000
Epoch 3 - Average Train Loss: 1.9398, Train Accuracy: 0.3891
Epoch 3 training time consumed: 24.52s
Evaluating Network.....
Test set: Epoch: 3, Average loss: 0.0083, Accuracy: 0.3747, Time consumed:0.90s
Saving weights file to checkpoint/retrain/AllCNN/Monday_14_July_2025_02h_30m_55s/AllCNN-Cifar20-seed7-ret100-3-best.pth
Training Epoch: 4 [256/45000]	Loss: 1.9238	LR: 0.100000
Training Epoch: 4 [512/45000]	Loss: 1.9817	LR: 0.100000
Training Epoch: 4 [768/45000]	Loss: 1.9315	LR: 0.100000
Training Epoch: 4 [1024/45000]	Loss: 1.9203	LR: 0.100000
Training Epoch: 4 [1280/45000]	Loss: 1.7822	LR: 0.100000
Training Epoch: 4 [1536/45000]	Loss: 1.7728	LR: 0.100000
Training Epoch: 4 [1792/45000]	Loss: 1.7461	LR: 0.100000
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Training Epoch: 4 [42496/45000]	Loss: 1.7705	LR: 0.100000
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Training Epoch: 4 [43008/45000]	Loss: 1.6852	LR: 0.100000
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Training Epoch: 4 [43520/45000]	Loss: 1.5611	LR: 0.100000
Training Epoch: 4 [43776/45000]	Loss: 1.7399	LR: 0.100000
Training Epoch: 4 [44032/45000]	Loss: 1.6259	LR: 0.100000
Training Epoch: 4 [44288/45000]	Loss: 1.7227	LR: 0.100000
Training Epoch: 4 [44544/45000]	Loss: 1.6944	LR: 0.100000
Training Epoch: 4 [44800/45000]	Loss: 1.7765	LR: 0.100000
Training Epoch: 4 [45000/45000]	Loss: 1.7275	LR: 0.100000
Epoch 4 - Average Train Loss: 1.7709, Train Accuracy: 0.4388
Epoch 4 training time consumed: 24.57s
Evaluating Network.....
Test set: Epoch: 4, Average loss: 0.0084, Accuracy: 0.3790, Time consumed:0.90s
Saving weights file to checkpoint/retrain/AllCNN/Monday_14_July_2025_02h_30m_55s/AllCNN-Cifar20-seed7-ret100-4-best.pth
Training Epoch: 5 [256/45000]	Loss: 1.5683	LR: 0.100000
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Training Epoch: 5 [32256/45000]	Loss: 1.6555	LR: 0.100000
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Training Epoch: 5 [42496/45000]	Loss: 1.5520	LR: 0.100000
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Training Epoch: 5 [43008/45000]	Loss: 1.4840	LR: 0.100000
Training Epoch: 5 [43264/45000]	Loss: 1.4977	LR: 0.100000
Training Epoch: 5 [43520/45000]	Loss: 1.5396	LR: 0.100000
Training Epoch: 5 [43776/45000]	Loss: 1.6324	LR: 0.100000
Training Epoch: 5 [44032/45000]	Loss: 1.7162	LR: 0.100000
Training Epoch: 5 [44288/45000]	Loss: 1.5722	LR: 0.100000
Training Epoch: 5 [44544/45000]	Loss: 1.6563	LR: 0.100000
Training Epoch: 5 [44800/45000]	Loss: 1.5455	LR: 0.100000
Training Epoch: 5 [45000/45000]	Loss: 1.6220	LR: 0.100000
Epoch 5 - Average Train Loss: 1.6271, Train Accuracy: 0.4839
Epoch 5 training time consumed: 24.78s
Evaluating Network.....
Test set: Epoch: 5, Average loss: 0.0072, Accuracy: 0.4544, Time consumed:0.89s
Saving weights file to checkpoint/retrain/AllCNN/Monday_14_July_2025_02h_30m_55s/AllCNN-Cifar20-seed7-ret100-5-best.pth
Training Epoch: 6 [256/45000]	Loss: 1.4722	LR: 0.100000
Training Epoch: 6 [512/45000]	Loss: 1.6055	LR: 0.100000
Training Epoch: 6 [768/45000]	Loss: 1.4273	LR: 0.100000
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Training Epoch: 6 [38912/45000]	Loss: 1.4514	LR: 0.100000
Training Epoch: 6 [39168/45000]	Loss: 1.4878	LR: 0.100000
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Training Epoch: 6 [39680/45000]	Loss: 1.6330	LR: 0.100000
Training Epoch: 6 [39936/45000]	Loss: 1.4414	LR: 0.100000
Training Epoch: 6 [40192/45000]	Loss: 1.4219	LR: 0.100000
Training Epoch: 6 [40448/45000]	Loss: 1.3930	LR: 0.100000
Training Epoch: 6 [40704/45000]	Loss: 1.4434	LR: 0.100000
Training Epoch: 6 [40960/45000]	Loss: 1.4674	LR: 0.100000
Training Epoch: 6 [41216/45000]	Loss: 1.5835	LR: 0.100000
Training Epoch: 6 [41472/45000]	Loss: 1.4903	LR: 0.100000
Training Epoch: 6 [41728/45000]	Loss: 1.5074	LR: 0.100000
Training Epoch: 6 [41984/45000]	Loss: 1.3883	LR: 0.100000
Training Epoch: 6 [42240/45000]	Loss: 1.4798	LR: 0.100000
Training Epoch: 6 [42496/45000]	Loss: 1.5060	LR: 0.100000
Training Epoch: 6 [42752/45000]	Loss: 1.4973	LR: 0.100000
Training Epoch: 6 [43008/45000]	Loss: 1.4962	LR: 0.100000
Training Epoch: 6 [43264/45000]	Loss: 1.4904	LR: 0.100000
Training Epoch: 6 [43520/45000]	Loss: 1.4751	LR: 0.100000
Training Epoch: 6 [43776/45000]	Loss: 1.5396	LR: 0.100000
Training Epoch: 6 [44032/45000]	Loss: 1.5327	LR: 0.100000
Training Epoch: 6 [44288/45000]	Loss: 1.3158	LR: 0.100000
Training Epoch: 6 [44544/45000]	Loss: 1.4224	LR: 0.100000
Training Epoch: 6 [44800/45000]	Loss: 1.5051	LR: 0.100000
Training Epoch: 6 [45000/45000]	Loss: 1.4479	LR: 0.100000
Epoch 6 - Average Train Loss: 1.4964, Train Accuracy: 0.5226
Epoch 6 training time consumed: 24.65s
Evaluating Network.....
Test set: Epoch: 6, Average loss: 0.0068, Accuracy: 0.4837, Time consumed:0.88s
Saving weights file to checkpoint/retrain/AllCNN/Monday_14_July_2025_02h_30m_55s/AllCNN-Cifar20-seed7-ret100-6-best.pth
Training Epoch: 7 [256/45000]	Loss: 1.4888	LR: 0.100000
Training Epoch: 7 [512/45000]	Loss: 1.7004	LR: 0.100000
Training Epoch: 7 [768/45000]	Loss: 1.3240	LR: 0.100000
Training Epoch: 7 [1024/45000]	Loss: 1.2717	LR: 0.100000
Training Epoch: 7 [1280/45000]	Loss: 1.3161	LR: 0.100000
Training Epoch: 7 [1536/45000]	Loss: 1.4726	LR: 0.100000
Training Epoch: 7 [1792/45000]	Loss: 1.2789	LR: 0.100000
Training Epoch: 7 [2048/45000]	Loss: 1.4874	LR: 0.100000
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Training Epoch: 7 [2560/45000]	Loss: 1.4230	LR: 0.100000
Training Epoch: 7 [2816/45000]	Loss: 1.4387	LR: 0.100000
Training Epoch: 7 [3072/45000]	Loss: 1.4267	LR: 0.100000
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Training Epoch: 7 [3584/45000]	Loss: 1.4844	LR: 0.100000
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Training Epoch: 7 [16896/45000]	Loss: 1.3000	LR: 0.100000
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Training Epoch: 7 [19712/45000]	Loss: 1.3619	LR: 0.100000
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Training Epoch: 7 [20224/45000]	Loss: 1.3612	LR: 0.100000
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Training Epoch: 7 [37376/45000]	Loss: 1.4954	LR: 0.100000
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Training Epoch: 7 [38656/45000]	Loss: 1.3034	LR: 0.100000
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Training Epoch: 7 [39168/45000]	Loss: 1.3889	LR: 0.100000
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Training Epoch: 7 [40448/45000]	Loss: 1.1789	LR: 0.100000
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Training Epoch: 7 [41984/45000]	Loss: 1.3944	LR: 0.100000
Training Epoch: 7 [42240/45000]	Loss: 1.3388	LR: 0.100000
Training Epoch: 7 [42496/45000]	Loss: 1.3218	LR: 0.100000
Training Epoch: 7 [42752/45000]	Loss: 1.3118	LR: 0.100000
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Training Epoch: 7 [43264/45000]	Loss: 1.3231	LR: 0.100000
Training Epoch: 7 [43520/45000]	Loss: 1.3433	LR: 0.100000
Training Epoch: 7 [43776/45000]	Loss: 1.5606	LR: 0.100000
Training Epoch: 7 [44032/45000]	Loss: 1.3359	LR: 0.100000
Training Epoch: 7 [44288/45000]	Loss: 1.4383	LR: 0.100000
Training Epoch: 7 [44544/45000]	Loss: 1.3656	LR: 0.100000
Training Epoch: 7 [44800/45000]	Loss: 1.3586	LR: 0.100000
Training Epoch: 7 [45000/45000]	Loss: 1.3037	LR: 0.100000
Epoch 7 - Average Train Loss: 1.3980, Train Accuracy: 0.5549
Epoch 7 training time consumed: 24.69s
Evaluating Network.....
Test set: Epoch: 7, Average loss: 0.0063, Accuracy: 0.5099, Time consumed:0.87s
Saving weights file to checkpoint/retrain/AllCNN/Monday_14_July_2025_02h_30m_55s/AllCNN-Cifar20-seed7-ret100-7-best.pth
Training Epoch: 8 [256/45000]	Loss: 1.3324	LR: 0.100000
Training Epoch: 8 [512/45000]	Loss: 1.4474	LR: 0.100000
Training Epoch: 8 [768/45000]	Loss: 1.2919	LR: 0.100000
Training Epoch: 8 [1024/45000]	Loss: 1.3462	LR: 0.100000
Training Epoch: 8 [1280/45000]	Loss: 1.2565	LR: 0.100000
Training Epoch: 8 [1536/45000]	Loss: 1.2484	LR: 0.100000
Training Epoch: 8 [1792/45000]	Loss: 1.2630	LR: 0.100000
Training Epoch: 8 [2048/45000]	Loss: 1.3006	LR: 0.100000
Training Epoch: 8 [2304/45000]	Loss: 1.2996	LR: 0.100000
Training Epoch: 8 [2560/45000]	Loss: 1.2764	LR: 0.100000
Training Epoch: 8 [2816/45000]	Loss: 1.3273	LR: 0.100000
Training Epoch: 8 [3072/45000]	Loss: 1.2393	LR: 0.100000
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Training Epoch: 8 [3584/45000]	Loss: 1.2746	LR: 0.100000
Training Epoch: 8 [3840/45000]	Loss: 1.3195	LR: 0.100000
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Training Epoch: 8 [4352/45000]	Loss: 1.1737	LR: 0.100000
Training Epoch: 8 [4608/45000]	Loss: 1.4297	LR: 0.100000
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Training Epoch: 8 [5376/45000]	Loss: 1.3090	LR: 0.100000
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Training Epoch: 8 [16896/45000]	Loss: 1.3332	LR: 0.100000
Training Epoch: 8 [17152/45000]	Loss: 1.3301	LR: 0.100000
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Training Epoch: 8 [19456/45000]	Loss: 1.2576	LR: 0.100000
Training Epoch: 8 [19712/45000]	Loss: 1.1855	LR: 0.100000
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Training Epoch: 8 [20224/45000]	Loss: 1.1757	LR: 0.100000
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Training Epoch: 8 [24576/45000]	Loss: 1.3080	LR: 0.100000
Training Epoch: 8 [24832/45000]	Loss: 1.2618	LR: 0.100000
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Training Epoch: 8 [26368/45000]	Loss: 1.4455	LR: 0.100000
Training Epoch: 8 [26624/45000]	Loss: 1.3786	LR: 0.100000
Training Epoch: 8 [26880/45000]	Loss: 1.4421	LR: 0.100000
Training Epoch: 8 [27136/45000]	Loss: 1.3176	LR: 0.100000
Training Epoch: 8 [27392/45000]	Loss: 1.3127	LR: 0.100000
Training Epoch: 8 [27648/45000]	Loss: 1.3376	LR: 0.100000
Training Epoch: 8 [27904/45000]	Loss: 1.3420	LR: 0.100000
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Training Epoch: 8 [28416/45000]	Loss: 1.3891	LR: 0.100000
Training Epoch: 8 [28672/45000]	Loss: 1.3987	LR: 0.100000
Training Epoch: 8 [28928/45000]	Loss: 1.2051	LR: 0.100000
Training Epoch: 8 [29184/45000]	Loss: 1.3456	LR: 0.100000
Training Epoch: 8 [29440/45000]	Loss: 1.3170	LR: 0.100000
Training Epoch: 8 [29696/45000]	Loss: 1.3465	LR: 0.100000
Training Epoch: 8 [29952/45000]	Loss: 1.3139	LR: 0.100000
Training Epoch: 8 [30208/45000]	Loss: 1.3819	LR: 0.100000
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Training Epoch: 8 [32256/45000]	Loss: 1.2032	LR: 0.100000
Training Epoch: 8 [32512/45000]	Loss: 1.3242	LR: 0.100000
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Training Epoch: 8 [36352/45000]	Loss: 1.3343	LR: 0.100000
Training Epoch: 8 [36608/45000]	Loss: 1.3366	LR: 0.100000
Training Epoch: 8 [36864/45000]	Loss: 1.3713	LR: 0.100000
Training Epoch: 8 [37120/45000]	Loss: 1.2075	LR: 0.100000
Training Epoch: 8 [37376/45000]	Loss: 1.2030	LR: 0.100000
Training Epoch: 8 [37632/45000]	Loss: 1.2034	LR: 0.100000
Training Epoch: 8 [37888/45000]	Loss: 1.2340	LR: 0.100000
Training Epoch: 8 [38144/45000]	Loss: 1.2056	LR: 0.100000
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Training Epoch: 8 [38656/45000]	Loss: 1.1729	LR: 0.100000
Training Epoch: 8 [38912/45000]	Loss: 1.3325	LR: 0.100000
Training Epoch: 8 [39168/45000]	Loss: 1.2715	LR: 0.100000
Training Epoch: 8 [39424/45000]	Loss: 1.1828	LR: 0.100000
Training Epoch: 8 [39680/45000]	Loss: 1.3483	LR: 0.100000
Training Epoch: 8 [39936/45000]	Loss: 1.2301	LR: 0.100000
Training Epoch: 8 [40192/45000]	Loss: 1.1563	LR: 0.100000
Training Epoch: 8 [40448/45000]	Loss: 1.2703	LR: 0.100000
Training Epoch: 8 [40704/45000]	Loss: 1.2521	LR: 0.100000
Training Epoch: 8 [40960/45000]	Loss: 1.1362	LR: 0.100000
Training Epoch: 8 [41216/45000]	Loss: 1.2546	LR: 0.100000
Training Epoch: 8 [41472/45000]	Loss: 1.4120	LR: 0.100000
Training Epoch: 8 [41728/45000]	Loss: 1.2699	LR: 0.100000
Training Epoch: 8 [41984/45000]	Loss: 1.2701	LR: 0.100000
Training Epoch: 8 [42240/45000]	Loss: 1.2678	LR: 0.100000
Training Epoch: 8 [42496/45000]	Loss: 1.2342	LR: 0.100000
Training Epoch: 8 [42752/45000]	Loss: 1.3243	LR: 0.100000
Training Epoch: 8 [43008/45000]	Loss: 1.3892	LR: 0.100000
Training Epoch: 8 [43264/45000]	Loss: 1.2720	LR: 0.100000
Training Epoch: 8 [43520/45000]	Loss: 1.3416	LR: 0.100000
Training Epoch: 8 [43776/45000]	Loss: 1.1894	LR: 0.100000
Training Epoch: 8 [44032/45000]	Loss: 1.2408	LR: 0.100000
Training Epoch: 8 [44288/45000]	Loss: 1.2651	LR: 0.100000
Training Epoch: 8 [44544/45000]	Loss: 1.2230	LR: 0.100000
Training Epoch: 8 [44800/45000]	Loss: 1.3459	LR: 0.100000
Training Epoch: 8 [45000/45000]	Loss: 1.3996	LR: 0.100000
Epoch 8 - Average Train Loss: 1.2965, Train Accuracy: 0.5864
Epoch 8 training time consumed: 24.57s
Evaluating Network.....
Test set: Epoch: 8, Average loss: 0.0071, Accuracy: 0.4941, Time consumed:0.93s
Training Epoch: 9 [256/45000]	Loss: 1.1331	LR: 0.100000
Training Epoch: 9 [512/45000]	Loss: 1.1981	LR: 0.100000
Training Epoch: 9 [768/45000]	Loss: 1.2570	LR: 0.100000
Training Epoch: 9 [1024/45000]	Loss: 1.3079	LR: 0.100000
Training Epoch: 9 [1280/45000]	Loss: 1.1665	LR: 0.100000
Training Epoch: 9 [1536/45000]	Loss: 1.3174	LR: 0.100000
Training Epoch: 9 [1792/45000]	Loss: 1.1981	LR: 0.100000
Training Epoch: 9 [2048/45000]	Loss: 1.1949	LR: 0.100000
Training Epoch: 9 [2304/45000]	Loss: 1.2407	LR: 0.100000
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Training Epoch: 9 [45000/45000]	Loss: 1.1495	LR: 0.100000
Epoch 9 - Average Train Loss: 1.2287, Train Accuracy: 0.6033
Epoch 9 training time consumed: 24.58s
Evaluating Network.....
Test set: Epoch: 9, Average loss: 0.0053, Accuracy: 0.5756, Time consumed:0.92s
Saving weights file to checkpoint/retrain/AllCNN/Monday_14_July_2025_02h_30m_55s/AllCNN-Cifar20-seed7-ret100-9-best.pth
Training Epoch: 10 [256/45000]	Loss: 0.9949	LR: 0.100000
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Training Epoch: 10 [33024/45000]	Loss: 1.1225	LR: 0.100000
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Training Epoch: 10 [33536/45000]	Loss: 1.1949	LR: 0.100000
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Training Epoch: 10 [35072/45000]	Loss: 1.0300	LR: 0.100000
Training Epoch: 10 [35328/45000]	Loss: 1.2095	LR: 0.100000
Training Epoch: 10 [35584/45000]	Loss: 0.9467	LR: 0.100000
Training Epoch: 10 [35840/45000]	Loss: 1.1519	LR: 0.100000
Training Epoch: 10 [36096/45000]	Loss: 1.1106	LR: 0.100000
Training Epoch: 10 [36352/45000]	Loss: 1.1099	LR: 0.100000
Training Epoch: 10 [36608/45000]	Loss: 1.2173	LR: 0.100000
Training Epoch: 10 [36864/45000]	Loss: 1.1425	LR: 0.100000
Training Epoch: 10 [37120/45000]	Loss: 1.2019	LR: 0.100000
Training Epoch: 10 [37376/45000]	Loss: 1.2432	LR: 0.100000
Training Epoch: 10 [37632/45000]	Loss: 1.1046	LR: 0.100000
Training Epoch: 10 [37888/45000]	Loss: 1.1674	LR: 0.100000
Training Epoch: 10 [38144/45000]	Loss: 1.1306	LR: 0.100000
Training Epoch: 10 [38400/45000]	Loss: 1.0020	LR: 0.100000
Training Epoch: 10 [38656/45000]	Loss: 1.2174	LR: 0.100000
Training Epoch: 10 [38912/45000]	Loss: 1.2378	LR: 0.100000
Training Epoch: 10 [39168/45000]	Loss: 1.1456	LR: 0.100000
Training Epoch: 10 [39424/45000]	Loss: 1.2181	LR: 0.100000
Training Epoch: 10 [39680/45000]	Loss: 1.1581	LR: 0.100000
Training Epoch: 10 [39936/45000]	Loss: 1.1927	LR: 0.100000
Training Epoch: 10 [40192/45000]	Loss: 1.1645	LR: 0.100000
Training Epoch: 10 [40448/45000]	Loss: 1.1545	LR: 0.100000
Training Epoch: 10 [40704/45000]	Loss: 1.2121	LR: 0.100000
Training Epoch: 10 [40960/45000]	Loss: 1.2786	LR: 0.100000
Training Epoch: 10 [41216/45000]	Loss: 1.1248	LR: 0.100000
Training Epoch: 10 [41472/45000]	Loss: 1.1179	LR: 0.100000
Training Epoch: 10 [41728/45000]	Loss: 1.0057	LR: 0.100000
Training Epoch: 10 [41984/45000]	Loss: 1.1722	LR: 0.100000
Training Epoch: 10 [42240/45000]	Loss: 1.1631	LR: 0.100000
Training Epoch: 10 [42496/45000]	Loss: 1.2105	LR: 0.100000
Training Epoch: 10 [42752/45000]	Loss: 1.1333	LR: 0.100000
Training Epoch: 10 [43008/45000]	Loss: 1.1729	LR: 0.100000
Training Epoch: 10 [43264/45000]	Loss: 1.0653	LR: 0.100000
Training Epoch: 10 [43520/45000]	Loss: 1.1673	LR: 0.100000
Training Epoch: 10 [43776/45000]	Loss: 1.0293	LR: 0.100000
Training Epoch: 10 [44032/45000]	Loss: 1.2025	LR: 0.100000
Training Epoch: 10 [44288/45000]	Loss: 1.1764	LR: 0.100000
Training Epoch: 10 [44544/45000]	Loss: 1.1023	LR: 0.100000
Training Epoch: 10 [44800/45000]	Loss: 1.1909	LR: 0.100000
Training Epoch: 10 [45000/45000]	Loss: 1.1672	LR: 0.100000
Epoch 10 - Average Train Loss: 1.1624, Train Accuracy: 0.6251
Epoch 10 training time consumed: 24.62s
Evaluating Network.....
Test set: Epoch: 10, Average loss: 0.0058, Accuracy: 0.5609, Time consumed:0.88s
Training Epoch: 11 [256/45000]	Loss: 1.0604	LR: 0.100000
Training Epoch: 11 [512/45000]	Loss: 1.0060	LR: 0.100000
Training Epoch: 11 [768/45000]	Loss: 1.0959	LR: 0.100000
Training Epoch: 11 [1024/45000]	Loss: 1.1323	LR: 0.100000
Training Epoch: 11 [1280/45000]	Loss: 1.1108	LR: 0.100000
Training Epoch: 11 [1536/45000]	Loss: 1.1080	LR: 0.100000
Training Epoch: 11 [1792/45000]	Loss: 1.1359	LR: 0.100000
Training Epoch: 11 [2048/45000]	Loss: 1.0580	LR: 0.100000
Training Epoch: 11 [2304/45000]	Loss: 1.1398	LR: 0.100000
Training Epoch: 11 [2560/45000]	Loss: 1.0530	LR: 0.100000
Training Epoch: 11 [2816/45000]	Loss: 1.0779	LR: 0.100000
Training Epoch: 11 [3072/45000]	Loss: 1.1165	LR: 0.100000
Training Epoch: 11 [3328/45000]	Loss: 1.0874	LR: 0.100000
Training Epoch: 11 [3584/45000]	Loss: 1.1900	LR: 0.100000
Training Epoch: 11 [3840/45000]	Loss: 1.2143	LR: 0.100000
Training Epoch: 11 [4096/45000]	Loss: 1.1518	LR: 0.100000
Training Epoch: 11 [4352/45000]	Loss: 1.1760	LR: 0.100000
Training Epoch: 11 [4608/45000]	Loss: 1.0979	LR: 0.100000
Training Epoch: 11 [4864/45000]	Loss: 0.9679	LR: 0.100000
Training Epoch: 11 [5120/45000]	Loss: 1.1640	LR: 0.100000
Training Epoch: 11 [5376/45000]	Loss: 1.0536	LR: 0.100000
Training Epoch: 11 [5632/45000]	Loss: 1.2473	LR: 0.100000
Training Epoch: 11 [5888/45000]	Loss: 1.1467	LR: 0.100000
Training Epoch: 11 [6144/45000]	Loss: 1.2195	LR: 0.100000
Training Epoch: 11 [6400/45000]	Loss: 1.2310	LR: 0.100000
Training Epoch: 11 [6656/45000]	Loss: 1.1186	LR: 0.100000
Training Epoch: 11 [6912/45000]	Loss: 1.1664	LR: 0.100000
Training Epoch: 11 [7168/45000]	Loss: 1.1106	LR: 0.100000
Training Epoch: 11 [7424/45000]	Loss: 1.0984	LR: 0.100000
Training Epoch: 11 [7680/45000]	Loss: 1.1878	LR: 0.100000
Training Epoch: 11 [7936/45000]	Loss: 1.1516	LR: 0.100000
Training Epoch: 11 [8192/45000]	Loss: 1.1862	LR: 0.100000
Training Epoch: 11 [8448/45000]	Loss: 1.1516	LR: 0.100000
Training Epoch: 11 [8704/45000]	Loss: 1.1943	LR: 0.100000
Training Epoch: 11 [8960/45000]	Loss: 1.3442	LR: 0.100000
Training Epoch: 11 [9216/45000]	Loss: 1.1785	LR: 0.100000
Training Epoch: 11 [9472/45000]	Loss: 1.1474	LR: 0.100000
Training Epoch: 11 [9728/45000]	Loss: 1.1870	LR: 0.100000
Training Epoch: 11 [9984/45000]	Loss: 1.0713	LR: 0.100000
Training Epoch: 11 [10240/45000]	Loss: 1.0936	LR: 0.100000
Training Epoch: 11 [10496/45000]	Loss: 1.2555	LR: 0.100000
Training Epoch: 11 [10752/45000]	Loss: 1.0745	LR: 0.100000
Training Epoch: 11 [11008/45000]	Loss: 1.1143	LR: 0.100000
Training Epoch: 11 [11264/45000]	Loss: 1.2461	LR: 0.100000
Training Epoch: 11 [11520/45000]	Loss: 1.1201	LR: 0.100000
Training Epoch: 11 [11776/45000]	Loss: 1.0413	LR: 0.100000
Training Epoch: 11 [12032/45000]	Loss: 1.2054	LR: 0.100000
Training Epoch: 11 [12288/45000]	Loss: 0.9892	LR: 0.100000
Training Epoch: 11 [12544/45000]	Loss: 1.3123	LR: 0.100000
Training Epoch: 11 [12800/45000]	Loss: 1.1772	LR: 0.100000
Training Epoch: 11 [13056/45000]	Loss: 1.0337	LR: 0.100000
Training Epoch: 11 [13312/45000]	Loss: 1.2989	LR: 0.100000
Training Epoch: 11 [13568/45000]	Loss: 1.0810	LR: 0.100000
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Training Epoch: 11 [14080/45000]	Loss: 1.1568	LR: 0.100000
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Training Epoch: 11 [15616/45000]	Loss: 1.1039	LR: 0.100000
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Training Epoch: 11 [16384/45000]	Loss: 0.9873	LR: 0.100000
Training Epoch: 11 [16640/45000]	Loss: 1.1278	LR: 0.100000
Training Epoch: 11 [16896/45000]	Loss: 1.1587	LR: 0.100000
Training Epoch: 11 [17152/45000]	Loss: 1.0969	LR: 0.100000
Training Epoch: 11 [17408/45000]	Loss: 1.1813	LR: 0.100000
Training Epoch: 11 [17664/45000]	Loss: 1.1732	LR: 0.100000
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Training Epoch: 11 [18432/45000]	Loss: 1.1130	LR: 0.100000
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Training Epoch: 11 [19456/45000]	Loss: 1.1314	LR: 0.100000
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Training Epoch: 11 [19968/45000]	Loss: 1.1949	LR: 0.100000
Training Epoch: 11 [20224/45000]	Loss: 1.2390	LR: 0.100000
Training Epoch: 11 [20480/45000]	Loss: 1.1024	LR: 0.100000
Training Epoch: 11 [20736/45000]	Loss: 1.0748	LR: 0.100000
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Training Epoch: 11 [26880/45000]	Loss: 1.0897	LR: 0.100000
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Training Epoch: 11 [27904/45000]	Loss: 1.1613	LR: 0.100000
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Training Epoch: 11 [28672/45000]	Loss: 1.1484	LR: 0.100000
Training Epoch: 11 [28928/45000]	Loss: 1.1041	LR: 0.100000
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Training Epoch: 11 [29440/45000]	Loss: 1.1445	LR: 0.100000
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Training Epoch: 11 [36352/45000]	Loss: 1.1475	LR: 0.100000
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Training Epoch: 11 [37376/45000]	Loss: 0.9939	LR: 0.100000
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Training Epoch: 11 [38144/45000]	Loss: 1.0186	LR: 0.100000
Training Epoch: 11 [38400/45000]	Loss: 1.0656	LR: 0.100000
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Training Epoch: 11 [38912/45000]	Loss: 1.0866	LR: 0.100000
Training Epoch: 11 [39168/45000]	Loss: 1.1889	LR: 0.100000
Training Epoch: 11 [39424/45000]	Loss: 1.1562	LR: 0.100000
Training Epoch: 11 [39680/45000]	Loss: 1.3372	LR: 0.100000
Training Epoch: 11 [39936/45000]	Loss: 1.3120	LR: 0.100000
Training Epoch: 11 [40192/45000]	Loss: 1.2381	LR: 0.100000
Training Epoch: 11 [40448/45000]	Loss: 1.1459	LR: 0.100000
Training Epoch: 11 [40704/45000]	Loss: 1.1277	LR: 0.100000
Training Epoch: 11 [40960/45000]	Loss: 1.1182	LR: 0.100000
Training Epoch: 11 [41216/45000]	Loss: 1.1470	LR: 0.100000
Training Epoch: 11 [41472/45000]	Loss: 1.2006	LR: 0.100000
Training Epoch: 11 [41728/45000]	Loss: 1.0854	LR: 0.100000
Training Epoch: 11 [41984/45000]	Loss: 1.2941	LR: 0.100000
Training Epoch: 11 [42240/45000]	Loss: 1.1218	LR: 0.100000
Training Epoch: 11 [42496/45000]	Loss: 1.1113	LR: 0.100000
Training Epoch: 11 [42752/45000]	Loss: 0.9834	LR: 0.100000
Training Epoch: 11 [43008/45000]	Loss: 1.1798	LR: 0.100000
Training Epoch: 11 [43264/45000]	Loss: 1.0979	LR: 0.100000
Training Epoch: 11 [43520/45000]	Loss: 1.1277	LR: 0.100000
Training Epoch: 11 [43776/45000]	Loss: 1.2526	LR: 0.100000
Training Epoch: 11 [44032/45000]	Loss: 1.0813	LR: 0.100000
Training Epoch: 11 [44288/45000]	Loss: 1.0785	LR: 0.100000
Training Epoch: 11 [44544/45000]	Loss: 1.1982	LR: 0.100000
Training Epoch: 11 [44800/45000]	Loss: 1.2524	LR: 0.100000
Training Epoch: 11 [45000/45000]	Loss: 1.0846	LR: 0.100000
Epoch 11 - Average Train Loss: 1.1321, Train Accuracy: 0.6354
Epoch 11 training time consumed: 24.54s
Evaluating Network.....
Test set: Epoch: 11, Average loss: 0.0050, Accuracy: 0.6026, Time consumed:0.90s
Saving weights file to checkpoint/retrain/AllCNN/Monday_14_July_2025_02h_30m_55s/AllCNN-Cifar20-seed7-ret100-11-best.pth
Training Epoch: 12 [256/45000]	Loss: 1.1142	LR: 0.100000
Training Epoch: 12 [512/45000]	Loss: 0.9974	LR: 0.100000
Training Epoch: 12 [768/45000]	Loss: 1.0739	LR: 0.100000
Training Epoch: 12 [1024/45000]	Loss: 1.0998	LR: 0.100000
Training Epoch: 12 [1280/45000]	Loss: 1.0720	LR: 0.100000
Training Epoch: 12 [1536/45000]	Loss: 1.1372	LR: 0.100000
Training Epoch: 12 [1792/45000]	Loss: 1.0024	LR: 0.100000
Training Epoch: 12 [2048/45000]	Loss: 1.0334	LR: 0.100000
Training Epoch: 12 [2304/45000]	Loss: 1.0271	LR: 0.100000
Training Epoch: 12 [2560/45000]	Loss: 1.1326	LR: 0.100000
Training Epoch: 12 [2816/45000]	Loss: 1.1174	LR: 0.100000
Training Epoch: 12 [3072/45000]	Loss: 1.1136	LR: 0.100000
Training Epoch: 12 [3328/45000]	Loss: 1.1206	LR: 0.100000
Training Epoch: 12 [3584/45000]	Loss: 1.0379	LR: 0.100000
Training Epoch: 12 [3840/45000]	Loss: 0.9717	LR: 0.100000
Training Epoch: 12 [4096/45000]	Loss: 1.1545	LR: 0.100000
Training Epoch: 12 [4352/45000]	Loss: 1.1630	LR: 0.100000
Training Epoch: 12 [4608/45000]	Loss: 1.0541	LR: 0.100000
Training Epoch: 12 [4864/45000]	Loss: 0.9728	LR: 0.100000
Training Epoch: 12 [5120/45000]	Loss: 1.1568	LR: 0.100000
Training Epoch: 12 [5376/45000]	Loss: 1.1532	LR: 0.100000
Training Epoch: 12 [5632/45000]	Loss: 1.1424	LR: 0.100000
Training Epoch: 12 [5888/45000]	Loss: 1.0839	LR: 0.100000
Training Epoch: 12 [6144/45000]	Loss: 1.0568	LR: 0.100000
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Training Epoch: 12 [16896/45000]	Loss: 1.1184	LR: 0.100000
Training Epoch: 12 [17152/45000]	Loss: 1.1230	LR: 0.100000
Training Epoch: 12 [17408/45000]	Loss: 0.9719	LR: 0.100000
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Training Epoch: 12 [18176/45000]	Loss: 0.9778	LR: 0.100000
Training Epoch: 12 [18432/45000]	Loss: 1.0916	LR: 0.100000
Training Epoch: 12 [18688/45000]	Loss: 1.0040	LR: 0.100000
Training Epoch: 12 [18944/45000]	Loss: 1.0513	LR: 0.100000
Training Epoch: 12 [19200/45000]	Loss: 1.0767	LR: 0.100000
Training Epoch: 12 [19456/45000]	Loss: 1.1438	LR: 0.100000
Training Epoch: 12 [19712/45000]	Loss: 1.0106	LR: 0.100000
Training Epoch: 12 [19968/45000]	Loss: 1.1160	LR: 0.100000
Training Epoch: 12 [20224/45000]	Loss: 1.1342	LR: 0.100000
Training Epoch: 12 [20480/45000]	Loss: 1.1425	LR: 0.100000
Training Epoch: 12 [20736/45000]	Loss: 1.1151	LR: 0.100000
Training Epoch: 12 [20992/45000]	Loss: 1.2532	LR: 0.100000
Training Epoch: 12 [21248/45000]	Loss: 1.1059	LR: 0.100000
Training Epoch: 12 [21504/45000]	Loss: 0.9597	LR: 0.100000
Training Epoch: 12 [21760/45000]	Loss: 0.9600	LR: 0.100000
Training Epoch: 12 [22016/45000]	Loss: 1.0439	LR: 0.100000
Training Epoch: 12 [22272/45000]	Loss: 1.0310	LR: 0.100000
Training Epoch: 12 [22528/45000]	Loss: 1.2284	LR: 0.100000
Training Epoch: 12 [22784/45000]	Loss: 1.1307	LR: 0.100000
Training Epoch: 12 [23040/45000]	Loss: 1.1152	LR: 0.100000
Training Epoch: 12 [23296/45000]	Loss: 1.1646	LR: 0.100000
Training Epoch: 12 [23552/45000]	Loss: 1.1056	LR: 0.100000
Training Epoch: 12 [23808/45000]	Loss: 1.1368	LR: 0.100000
Training Epoch: 12 [24064/45000]	Loss: 1.1651	LR: 0.100000
Training Epoch: 12 [24320/45000]	Loss: 1.2010	LR: 0.100000
Training Epoch: 12 [24576/45000]	Loss: 1.1535	LR: 0.100000
Training Epoch: 12 [24832/45000]	Loss: 1.0041	LR: 0.100000
Training Epoch: 12 [25088/45000]	Loss: 0.9345	LR: 0.100000
Training Epoch: 12 [25344/45000]	Loss: 0.9821	LR: 0.100000
Training Epoch: 12 [25600/45000]	Loss: 1.1223	LR: 0.100000
Training Epoch: 12 [25856/45000]	Loss: 1.0558	LR: 0.100000
Training Epoch: 12 [26112/45000]	Loss: 1.0883	LR: 0.100000
Training Epoch: 12 [26368/45000]	Loss: 1.0296	LR: 0.100000
Training Epoch: 12 [26624/45000]	Loss: 1.0990	LR: 0.100000
Training Epoch: 12 [26880/45000]	Loss: 1.1217	LR: 0.100000
Training Epoch: 12 [27136/45000]	Loss: 1.2288	LR: 0.100000
Training Epoch: 12 [27392/45000]	Loss: 1.0920	LR: 0.100000
Training Epoch: 12 [27648/45000]	Loss: 1.1537	LR: 0.100000
Training Epoch: 12 [27904/45000]	Loss: 1.1413	LR: 0.100000
Training Epoch: 12 [28160/45000]	Loss: 1.1359	LR: 0.100000
Training Epoch: 12 [28416/45000]	Loss: 1.1130	LR: 0.100000
Training Epoch: 12 [28672/45000]	Loss: 1.1320	LR: 0.100000
Training Epoch: 12 [28928/45000]	Loss: 1.0947	LR: 0.100000
Training Epoch: 12 [29184/45000]	Loss: 1.0854	LR: 0.100000
Training Epoch: 12 [29440/45000]	Loss: 1.2164	LR: 0.100000
Training Epoch: 12 [29696/45000]	Loss: 1.0041	LR: 0.100000
Training Epoch: 12 [29952/45000]	Loss: 1.0340	LR: 0.100000
Training Epoch: 12 [30208/45000]	Loss: 0.9955	LR: 0.100000
Training Epoch: 12 [30464/45000]	Loss: 1.1655	LR: 0.100000
Training Epoch: 12 [30720/45000]	Loss: 1.1226	LR: 0.100000
Training Epoch: 12 [30976/45000]	Loss: 0.9504	LR: 0.100000
Training Epoch: 12 [31232/45000]	Loss: 1.0682	LR: 0.100000
Training Epoch: 12 [31488/45000]	Loss: 1.0022	LR: 0.100000
Training Epoch: 12 [31744/45000]	Loss: 1.1047	LR: 0.100000
Training Epoch: 12 [32000/45000]	Loss: 1.0020	LR: 0.100000
Training Epoch: 12 [32256/45000]	Loss: 1.1364	LR: 0.100000
Training Epoch: 12 [32512/45000]	Loss: 1.0533	LR: 0.100000
Training Epoch: 12 [32768/45000]	Loss: 0.9464	LR: 0.100000
Training Epoch: 12 [33024/45000]	Loss: 1.0687	LR: 0.100000
Training Epoch: 12 [33280/45000]	Loss: 1.0365	LR: 0.100000
Training Epoch: 12 [33536/45000]	Loss: 1.0916	LR: 0.100000
Training Epoch: 12 [33792/45000]	Loss: 1.0562	LR: 0.100000
Training Epoch: 12 [34048/45000]	Loss: 1.1302	LR: 0.100000
Training Epoch: 12 [34304/45000]	Loss: 1.1098	LR: 0.100000
Training Epoch: 12 [34560/45000]	Loss: 1.1016	LR: 0.100000
Training Epoch: 12 [34816/45000]	Loss: 1.2019	LR: 0.100000
Training Epoch: 12 [35072/45000]	Loss: 1.1624	LR: 0.100000
Training Epoch: 12 [35328/45000]	Loss: 1.1483	LR: 0.100000
Training Epoch: 12 [35584/45000]	Loss: 1.0773	LR: 0.100000
Training Epoch: 12 [35840/45000]	Loss: 1.0832	LR: 0.100000
Training Epoch: 12 [36096/45000]	Loss: 1.1416	LR: 0.100000
Training Epoch: 12 [36352/45000]	Loss: 1.1686	LR: 0.100000
Training Epoch: 12 [36608/45000]	Loss: 1.1652	LR: 0.100000
Training Epoch: 12 [36864/45000]	Loss: 1.0633	LR: 0.100000
Training Epoch: 12 [37120/45000]	Loss: 0.9752	LR: 0.100000
Training Epoch: 12 [37376/45000]	Loss: 1.1921	LR: 0.100000
Training Epoch: 12 [37632/45000]	Loss: 1.0127	LR: 0.100000
Training Epoch: 12 [37888/45000]	Loss: 1.0439	LR: 0.100000
Training Epoch: 12 [38144/45000]	Loss: 1.0590	LR: 0.100000
Training Epoch: 12 [38400/45000]	Loss: 1.1419	LR: 0.100000
Training Epoch: 12 [38656/45000]	Loss: 1.0348	LR: 0.100000
Training Epoch: 12 [38912/45000]	Loss: 0.9755	LR: 0.100000
Training Epoch: 12 [39168/45000]	Loss: 1.1140	LR: 0.100000
Training Epoch: 12 [39424/45000]	Loss: 1.0227	LR: 0.100000
Training Epoch: 12 [39680/45000]	Loss: 1.1742	LR: 0.100000
Training Epoch: 12 [39936/45000]	Loss: 1.1207	LR: 0.100000
Training Epoch: 12 [40192/45000]	Loss: 1.0981	LR: 0.100000
Training Epoch: 12 [40448/45000]	Loss: 1.1681	LR: 0.100000
Training Epoch: 12 [40704/45000]	Loss: 1.0382	LR: 0.100000
Training Epoch: 12 [40960/45000]	Loss: 1.0496	LR: 0.100000
Training Epoch: 12 [41216/45000]	Loss: 1.0771	LR: 0.100000
Training Epoch: 12 [41472/45000]	Loss: 1.0989	LR: 0.100000
Training Epoch: 12 [41728/45000]	Loss: 1.1644	LR: 0.100000
Training Epoch: 12 [41984/45000]	Loss: 1.0312	LR: 0.100000
Training Epoch: 12 [42240/45000]	Loss: 1.1356	LR: 0.100000
Training Epoch: 12 [42496/45000]	Loss: 1.0979	LR: 0.100000
Training Epoch: 12 [42752/45000]	Loss: 1.0805	LR: 0.100000
Training Epoch: 12 [43008/45000]	Loss: 1.0101	LR: 0.100000
Training Epoch: 12 [43264/45000]	Loss: 1.1216	LR: 0.100000
Training Epoch: 12 [43520/45000]	Loss: 1.1199	LR: 0.100000
Training Epoch: 12 [43776/45000]	Loss: 1.0660	LR: 0.100000
Training Epoch: 12 [44032/45000]	Loss: 1.2048	LR: 0.100000
Training Epoch: 12 [44288/45000]	Loss: 1.1384	LR: 0.100000
Training Epoch: 12 [44544/45000]	Loss: 1.0337	LR: 0.100000
Training Epoch: 12 [44800/45000]	Loss: 0.9453	LR: 0.100000
Training Epoch: 12 [45000/45000]	Loss: 1.2105	LR: 0.100000
Epoch 12 - Average Train Loss: 1.0849, Train Accuracy: 0.6521
Epoch 12 training time consumed: 24.65s
Evaluating Network.....
Test set: Epoch: 12, Average loss: 0.0054, Accuracy: 0.5934, Time consumed:0.87s
Training Epoch: 13 [256/45000]	Loss: 0.9970	LR: 0.100000
Training Epoch: 13 [512/45000]	Loss: 0.9682	LR: 0.100000
Training Epoch: 13 [768/45000]	Loss: 1.0318	LR: 0.100000
Training Epoch: 13 [1024/45000]	Loss: 0.9026	LR: 0.100000
Training Epoch: 13 [1280/45000]	Loss: 1.1193	LR: 0.100000
Training Epoch: 13 [1536/45000]	Loss: 1.1233	LR: 0.100000
Training Epoch: 13 [1792/45000]	Loss: 1.1176	LR: 0.100000
Training Epoch: 13 [2048/45000]	Loss: 0.9694	LR: 0.100000
Training Epoch: 13 [2304/45000]	Loss: 1.1063	LR: 0.100000
Training Epoch: 13 [2560/45000]	Loss: 1.0306	LR: 0.100000
Training Epoch: 13 [2816/45000]	Loss: 1.1277	LR: 0.100000
Training Epoch: 13 [3072/45000]	Loss: 1.0081	LR: 0.100000
Training Epoch: 13 [3328/45000]	Loss: 0.9815	LR: 0.100000
Training Epoch: 13 [3584/45000]	Loss: 1.0871	LR: 0.100000
Training Epoch: 13 [3840/45000]	Loss: 0.8652	LR: 0.100000
Training Epoch: 13 [4096/45000]	Loss: 1.0472	LR: 0.100000
Training Epoch: 13 [4352/45000]	Loss: 1.1235	LR: 0.100000
Training Epoch: 13 [4608/45000]	Loss: 0.9909	LR: 0.100000
Training Epoch: 13 [4864/45000]	Loss: 1.0054	LR: 0.100000
Training Epoch: 13 [5120/45000]	Loss: 1.0760	LR: 0.100000
Training Epoch: 13 [5376/45000]	Loss: 1.1627	LR: 0.100000
Training Epoch: 13 [5632/45000]	Loss: 1.0132	LR: 0.100000
Training Epoch: 13 [5888/45000]	Loss: 1.0244	LR: 0.100000
Training Epoch: 13 [6144/45000]	Loss: 1.0913	LR: 0.100000
Training Epoch: 13 [6400/45000]	Loss: 1.0976	LR: 0.100000
Training Epoch: 13 [6656/45000]	Loss: 1.0443	LR: 0.100000
Training Epoch: 13 [6912/45000]	Loss: 0.9584	LR: 0.100000
Training Epoch: 13 [7168/45000]	Loss: 1.0931	LR: 0.100000
Training Epoch: 13 [7424/45000]	Loss: 0.9951	LR: 0.100000
Training Epoch: 13 [7680/45000]	Loss: 1.0628	LR: 0.100000
Training Epoch: 13 [7936/45000]	Loss: 0.9542	LR: 0.100000
Training Epoch: 13 [8192/45000]	Loss: 1.0054	LR: 0.100000
Training Epoch: 13 [8448/45000]	Loss: 1.0602	LR: 0.100000
Training Epoch: 13 [8704/45000]	Loss: 1.1388	LR: 0.100000
Training Epoch: 13 [8960/45000]	Loss: 0.9406	LR: 0.100000
Training Epoch: 13 [9216/45000]	Loss: 0.8907	LR: 0.100000
Training Epoch: 13 [9472/45000]	Loss: 1.0703	LR: 0.100000
Training Epoch: 13 [9728/45000]	Loss: 1.0065	LR: 0.100000
Training Epoch: 13 [9984/45000]	Loss: 1.1405	LR: 0.100000
Training Epoch: 13 [10240/45000]	Loss: 1.1321	LR: 0.100000
Training Epoch: 13 [10496/45000]	Loss: 0.9366	LR: 0.100000
Training Epoch: 13 [10752/45000]	Loss: 0.9383	LR: 0.100000
Training Epoch: 13 [11008/45000]	Loss: 1.0805	LR: 0.100000
Training Epoch: 13 [11264/45000]	Loss: 0.9832	LR: 0.100000
Training Epoch: 13 [11520/45000]	Loss: 1.0395	LR: 0.100000
Training Epoch: 13 [11776/45000]	Loss: 0.9497	LR: 0.100000
Training Epoch: 13 [12032/45000]	Loss: 0.9973	LR: 0.100000
Training Epoch: 13 [12288/45000]	Loss: 1.1189	LR: 0.100000
Training Epoch: 13 [12544/45000]	Loss: 1.1174	LR: 0.100000
Training Epoch: 13 [12800/45000]	Loss: 0.9609	LR: 0.100000
Training Epoch: 13 [13056/45000]	Loss: 0.9237	LR: 0.100000
Training Epoch: 13 [13312/45000]	Loss: 1.0677	LR: 0.100000
Training Epoch: 13 [13568/45000]	Loss: 1.0000	LR: 0.100000
Training Epoch: 13 [13824/45000]	Loss: 0.9816	LR: 0.100000
Training Epoch: 13 [14080/45000]	Loss: 1.1287	LR: 0.100000
Training Epoch: 13 [14336/45000]	Loss: 1.0884	LR: 0.100000
Training Epoch: 13 [14592/45000]	Loss: 0.9977	LR: 0.100000
Training Epoch: 13 [14848/45000]	Loss: 1.1125	LR: 0.100000
Training Epoch: 13 [15104/45000]	Loss: 0.9400	LR: 0.100000
Training Epoch: 13 [15360/45000]	Loss: 0.9299	LR: 0.100000
Training Epoch: 13 [15616/45000]	Loss: 1.0001	LR: 0.100000
Training Epoch: 13 [15872/45000]	Loss: 1.1007	LR: 0.100000
Training Epoch: 13 [16128/45000]	Loss: 1.1789	LR: 0.100000
Training Epoch: 13 [16384/45000]	Loss: 1.0973	LR: 0.100000
Training Epoch: 13 [16640/45000]	Loss: 1.0634	LR: 0.100000
Training Epoch: 13 [16896/45000]	Loss: 1.1037	LR: 0.100000
Training Epoch: 13 [17152/45000]	Loss: 1.0837	LR: 0.100000
Training Epoch: 13 [17408/45000]	Loss: 1.0816	LR: 0.100000
Training Epoch: 13 [17664/45000]	Loss: 0.9997	LR: 0.100000
Training Epoch: 13 [17920/45000]	Loss: 1.0084	LR: 0.100000
Training Epoch: 13 [18176/45000]	Loss: 1.1052	LR: 0.100000
Training Epoch: 13 [18432/45000]	Loss: 1.0186	LR: 0.100000
Training Epoch: 13 [18688/45000]	Loss: 1.0724	LR: 0.100000
Training Epoch: 13 [18944/45000]	Loss: 1.1121	LR: 0.100000
Training Epoch: 13 [19200/45000]	Loss: 0.9900	LR: 0.100000
Training Epoch: 13 [19456/45000]	Loss: 0.9709	LR: 0.100000
Training Epoch: 13 [19712/45000]	Loss: 0.9902	LR: 0.100000
Training Epoch: 13 [19968/45000]	Loss: 1.0896	LR: 0.100000
Training Epoch: 13 [20224/45000]	Loss: 1.0569	LR: 0.100000
Training Epoch: 13 [20480/45000]	Loss: 0.9285	LR: 0.100000
Training Epoch: 13 [20736/45000]	Loss: 1.0535	LR: 0.100000
Training Epoch: 13 [20992/45000]	Loss: 1.1550	LR: 0.100000
Training Epoch: 13 [21248/45000]	Loss: 1.1333	LR: 0.100000
Training Epoch: 13 [21504/45000]	Loss: 1.0941	LR: 0.100000
Training Epoch: 13 [21760/45000]	Loss: 1.0890	LR: 0.100000
Training Epoch: 13 [22016/45000]	Loss: 1.0475	LR: 0.100000
Training Epoch: 13 [22272/45000]	Loss: 0.9296	LR: 0.100000
Training Epoch: 13 [22528/45000]	Loss: 0.9398	LR: 0.100000
Training Epoch: 13 [22784/45000]	Loss: 1.0113	LR: 0.100000
Training Epoch: 13 [23040/45000]	Loss: 1.0923	LR: 0.100000
Training Epoch: 13 [23296/45000]	Loss: 1.1909	LR: 0.100000
Training Epoch: 13 [23552/45000]	Loss: 0.9976	LR: 0.100000
Training Epoch: 13 [23808/45000]	Loss: 0.9898	LR: 0.100000
Training Epoch: 13 [24064/45000]	Loss: 0.9512	LR: 0.100000
Training Epoch: 13 [24320/45000]	Loss: 0.9968	LR: 0.100000
Training Epoch: 13 [24576/45000]	Loss: 1.0506	LR: 0.100000
Training Epoch: 13 [24832/45000]	Loss: 0.8924	LR: 0.100000
Training Epoch: 13 [25088/45000]	Loss: 1.0257	LR: 0.100000
Training Epoch: 13 [25344/45000]	Loss: 1.2183	LR: 0.100000
Training Epoch: 13 [25600/45000]	Loss: 1.0612	LR: 0.100000
Training Epoch: 13 [25856/45000]	Loss: 1.3644	LR: 0.100000
Training Epoch: 13 [26112/45000]	Loss: 0.9667	LR: 0.100000
Training Epoch: 13 [26368/45000]	Loss: 1.0720	LR: 0.100000
Training Epoch: 13 [26624/45000]	Loss: 1.0508	LR: 0.100000
Training Epoch: 13 [26880/45000]	Loss: 0.8781	LR: 0.100000
Training Epoch: 13 [27136/45000]	Loss: 1.0988	LR: 0.100000
Training Epoch: 13 [27392/45000]	Loss: 1.0170	LR: 0.100000
Training Epoch: 13 [27648/45000]	Loss: 1.1752	LR: 0.100000
Training Epoch: 13 [27904/45000]	Loss: 1.0202	LR: 0.100000
Training Epoch: 13 [28160/45000]	Loss: 1.1280	LR: 0.100000
Training Epoch: 13 [28416/45000]	Loss: 1.0023	LR: 0.100000
Training Epoch: 13 [28672/45000]	Loss: 0.9427	LR: 0.100000
Training Epoch: 13 [28928/45000]	Loss: 0.8722	LR: 0.100000
Training Epoch: 13 [29184/45000]	Loss: 1.0234	LR: 0.100000
Training Epoch: 13 [29440/45000]	Loss: 1.0698	LR: 0.100000
Training Epoch: 13 [29696/45000]	Loss: 1.1502	LR: 0.100000
Training Epoch: 13 [29952/45000]	Loss: 1.1488	LR: 0.100000
Training Epoch: 13 [30208/45000]	Loss: 1.1505	LR: 0.100000
Training Epoch: 13 [30464/45000]	Loss: 0.9942	LR: 0.100000
Training Epoch: 13 [30720/45000]	Loss: 0.9725	LR: 0.100000
Training Epoch: 13 [30976/45000]	Loss: 1.0875	LR: 0.100000
Training Epoch: 13 [31232/45000]	Loss: 1.0023	LR: 0.100000
Training Epoch: 13 [31488/45000]	Loss: 1.0386	LR: 0.100000
Training Epoch: 13 [31744/45000]	Loss: 1.1356	LR: 0.100000
Training Epoch: 13 [32000/45000]	Loss: 1.1237	LR: 0.100000
Training Epoch: 13 [32256/45000]	Loss: 1.1411	LR: 0.100000
Training Epoch: 13 [32512/45000]	Loss: 1.0240	LR: 0.100000
Training Epoch: 13 [32768/45000]	Loss: 1.0033	LR: 0.100000
Training Epoch: 13 [33024/45000]	Loss: 1.0114	LR: 0.100000
Training Epoch: 13 [33280/45000]	Loss: 0.9259	LR: 0.100000
Training Epoch: 13 [33536/45000]	Loss: 1.0168	LR: 0.100000
Training Epoch: 13 [33792/45000]	Loss: 1.0408	LR: 0.100000
Training Epoch: 13 [34048/45000]	Loss: 1.2007	LR: 0.100000
Training Epoch: 13 [34304/45000]	Loss: 1.1410	LR: 0.100000
Training Epoch: 13 [34560/45000]	Loss: 1.0039	LR: 0.100000
Training Epoch: 13 [34816/45000]	Loss: 1.2564	LR: 0.100000
Training Epoch: 13 [35072/45000]	Loss: 1.1109	LR: 0.100000
Training Epoch: 13 [35328/45000]	Loss: 1.1441	LR: 0.100000
Training Epoch: 13 [35584/45000]	Loss: 1.1403	LR: 0.100000
Training Epoch: 13 [35840/45000]	Loss: 1.0676	LR: 0.100000
Training Epoch: 13 [36096/45000]	Loss: 1.0099	LR: 0.100000
Training Epoch: 13 [36352/45000]	Loss: 1.0388	LR: 0.100000
Training Epoch: 13 [36608/45000]	Loss: 1.0401	LR: 0.100000
Training Epoch: 13 [36864/45000]	Loss: 1.1064	LR: 0.100000
Training Epoch: 13 [37120/45000]	Loss: 1.0710	LR: 0.100000
Training Epoch: 13 [37376/45000]	Loss: 0.9468	LR: 0.100000
Training Epoch: 13 [37632/45000]	Loss: 1.0092	LR: 0.100000
Training Epoch: 13 [37888/45000]	Loss: 1.0014	LR: 0.100000
Training Epoch: 13 [38144/45000]	Loss: 1.0050	LR: 0.100000
Training Epoch: 13 [38400/45000]	Loss: 1.0554	LR: 0.100000
Training Epoch: 13 [38656/45000]	Loss: 1.0583	LR: 0.100000
Training Epoch: 13 [38912/45000]	Loss: 1.1673	LR: 0.100000
Training Epoch: 13 [39168/45000]	Loss: 1.1081	LR: 0.100000
Training Epoch: 13 [39424/45000]	Loss: 0.9804	LR: 0.100000
Training Epoch: 13 [39680/45000]	Loss: 1.0194	LR: 0.100000
Training Epoch: 13 [39936/45000]	Loss: 0.9618	LR: 0.100000
Training Epoch: 13 [40192/45000]	Loss: 1.0020	LR: 0.100000
Training Epoch: 13 [40448/45000]	Loss: 1.1078	LR: 0.100000
Training Epoch: 13 [40704/45000]	Loss: 1.0771	LR: 0.100000
Training Epoch: 13 [40960/45000]	Loss: 1.0266	LR: 0.100000
Training Epoch: 13 [41216/45000]	Loss: 0.9864	LR: 0.100000
Training Epoch: 13 [41472/45000]	Loss: 0.8346	LR: 0.100000
Training Epoch: 13 [41728/45000]	Loss: 1.0432	LR: 0.100000
Training Epoch: 13 [41984/45000]	Loss: 1.1228	LR: 0.100000
Training Epoch: 13 [42240/45000]	Loss: 1.3473	LR: 0.100000
Training Epoch: 13 [42496/45000]	Loss: 1.0048	LR: 0.100000
Training Epoch: 13 [42752/45000]	Loss: 1.0160	LR: 0.100000
Training Epoch: 13 [43008/45000]	Loss: 0.9957	LR: 0.100000
Training Epoch: 13 [43264/45000]	Loss: 1.0851	LR: 0.100000
Training Epoch: 13 [43520/45000]	Loss: 1.0138	LR: 0.100000
Training Epoch: 13 [43776/45000]	Loss: 1.0893	LR: 0.100000
Training Epoch: 13 [44032/45000]	Loss: 1.1360	LR: 0.100000
Training Epoch: 13 [44288/45000]	Loss: 1.0694	LR: 0.100000
Training Epoch: 13 [44544/45000]	Loss: 1.0365	LR: 0.100000
Training Epoch: 13 [44800/45000]	Loss: 0.9403	LR: 0.100000
Training Epoch: 13 [45000/45000]	Loss: 1.0571	LR: 0.100000
Epoch 13 - Average Train Loss: 1.0461, Train Accuracy: 0.6633
Epoch 13 training time consumed: 24.65s
Evaluating Network.....
Test set: Epoch: 13, Average loss: 0.0055, Accuracy: 0.5836, Time consumed:0.88s
Training Epoch: 14 [256/45000]	Loss: 0.9554	LR: 0.100000
Training Epoch: 14 [512/45000]	Loss: 1.0825	LR: 0.100000
Training Epoch: 14 [768/45000]	Loss: 0.9870	LR: 0.100000
Training Epoch: 14 [1024/45000]	Loss: 1.0624	LR: 0.100000
Training Epoch: 14 [1280/45000]	Loss: 0.9605	LR: 0.100000
Training Epoch: 14 [1536/45000]	Loss: 1.0165	LR: 0.100000
Training Epoch: 14 [1792/45000]	Loss: 0.8724	LR: 0.100000
Training Epoch: 14 [2048/45000]	Loss: 0.9638	LR: 0.100000
Training Epoch: 14 [2304/45000]	Loss: 1.0286	LR: 0.100000
Training Epoch: 14 [2560/45000]	Loss: 0.9632	LR: 0.100000
Training Epoch: 14 [2816/45000]	Loss: 1.1669	LR: 0.100000
Training Epoch: 14 [3072/45000]	Loss: 1.0024	LR: 0.100000
Training Epoch: 14 [3328/45000]	Loss: 0.9841	LR: 0.100000
Training Epoch: 14 [3584/45000]	Loss: 1.1207	LR: 0.100000
Training Epoch: 14 [3840/45000]	Loss: 0.7983	LR: 0.100000
Training Epoch: 14 [4096/45000]	Loss: 0.8732	LR: 0.100000
Training Epoch: 14 [4352/45000]	Loss: 1.0534	LR: 0.100000
Training Epoch: 14 [4608/45000]	Loss: 0.9923	LR: 0.100000
Training Epoch: 14 [4864/45000]	Loss: 0.8955	LR: 0.100000
Training Epoch: 14 [5120/45000]	Loss: 1.1033	LR: 0.100000
Training Epoch: 14 [5376/45000]	Loss: 1.0380	LR: 0.100000
Training Epoch: 14 [5632/45000]	Loss: 0.9485	LR: 0.100000
Training Epoch: 14 [5888/45000]	Loss: 0.9374	LR: 0.100000
Training Epoch: 14 [6144/45000]	Loss: 0.9541	LR: 0.100000
Training Epoch: 14 [6400/45000]	Loss: 0.9402	LR: 0.100000
Training Epoch: 14 [6656/45000]	Loss: 0.9376	LR: 0.100000
Training Epoch: 14 [6912/45000]	Loss: 1.1005	LR: 0.100000
Training Epoch: 14 [7168/45000]	Loss: 0.9610	LR: 0.100000
Training Epoch: 14 [7424/45000]	Loss: 0.8943	LR: 0.100000
Training Epoch: 14 [7680/45000]	Loss: 0.9903	LR: 0.100000
Training Epoch: 14 [7936/45000]	Loss: 0.9655	LR: 0.100000
Training Epoch: 14 [8192/45000]	Loss: 1.0837	LR: 0.100000
Training Epoch: 14 [8448/45000]	Loss: 1.1982	LR: 0.100000
Training Epoch: 14 [8704/45000]	Loss: 1.0864	LR: 0.100000
Training Epoch: 14 [8960/45000]	Loss: 0.9604	LR: 0.100000
Training Epoch: 14 [9216/45000]	Loss: 0.9496	LR: 0.100000
Training Epoch: 14 [9472/45000]	Loss: 0.8979	LR: 0.100000
Training Epoch: 14 [9728/45000]	Loss: 1.1589	LR: 0.100000
Training Epoch: 14 [9984/45000]	Loss: 0.9903	LR: 0.100000
Training Epoch: 14 [10240/45000]	Loss: 1.0019	LR: 0.100000
Training Epoch: 14 [10496/45000]	Loss: 0.9817	LR: 0.100000
Training Epoch: 14 [10752/45000]	Loss: 1.0217	LR: 0.100000
Training Epoch: 14 [11008/45000]	Loss: 0.9548	LR: 0.100000
Training Epoch: 14 [11264/45000]	Loss: 1.0210	LR: 0.100000
Training Epoch: 14 [11520/45000]	Loss: 0.8994	LR: 0.100000
Training Epoch: 14 [11776/45000]	Loss: 0.9459	LR: 0.100000
Training Epoch: 14 [12032/45000]	Loss: 1.1410	LR: 0.100000
Training Epoch: 14 [12288/45000]	Loss: 0.9397	LR: 0.100000
Training Epoch: 14 [12544/45000]	Loss: 1.0002	LR: 0.100000
Training Epoch: 14 [12800/45000]	Loss: 1.0854	LR: 0.100000
Training Epoch: 14 [13056/45000]	Loss: 1.0630	LR: 0.100000
Training Epoch: 14 [13312/45000]	Loss: 1.0497	LR: 0.100000
Training Epoch: 14 [13568/45000]	Loss: 1.0614	LR: 0.100000
Training Epoch: 14 [13824/45000]	Loss: 0.9907	LR: 0.100000
Training Epoch: 14 [14080/45000]	Loss: 1.0287	LR: 0.100000
Training Epoch: 14 [14336/45000]	Loss: 1.1572	LR: 0.100000
Training Epoch: 14 [14592/45000]	Loss: 0.9534	LR: 0.100000
Training Epoch: 14 [14848/45000]	Loss: 1.0639	LR: 0.100000
Training Epoch: 14 [15104/45000]	Loss: 1.0613	LR: 0.100000
Training Epoch: 14 [15360/45000]	Loss: 1.0605	LR: 0.100000
Training Epoch: 14 [15616/45000]	Loss: 0.9932	LR: 0.100000
Training Epoch: 14 [15872/45000]	Loss: 1.0976	LR: 0.100000
Training Epoch: 14 [16128/45000]	Loss: 0.9039	LR: 0.100000
Training Epoch: 14 [16384/45000]	Loss: 1.0284	LR: 0.100000
Training Epoch: 14 [16640/45000]	Loss: 1.0103	LR: 0.100000
Training Epoch: 14 [16896/45000]	Loss: 0.9579	LR: 0.100000
Training Epoch: 14 [17152/45000]	Loss: 1.0969	LR: 0.100000
Training Epoch: 14 [17408/45000]	Loss: 1.0236	LR: 0.100000
Training Epoch: 14 [17664/45000]	Loss: 1.0229	LR: 0.100000
Training Epoch: 14 [17920/45000]	Loss: 1.0144	LR: 0.100000
Training Epoch: 14 [18176/45000]	Loss: 0.9179	LR: 0.100000
Training Epoch: 14 [18432/45000]	Loss: 1.0940	LR: 0.100000
Training Epoch: 14 [18688/45000]	Loss: 1.1307	LR: 0.100000
Training Epoch: 14 [18944/45000]	Loss: 1.1063	LR: 0.100000
Training Epoch: 14 [19200/45000]	Loss: 1.0676	LR: 0.100000
Training Epoch: 14 [19456/45000]	Loss: 1.1164	LR: 0.100000
Training Epoch: 14 [19712/45000]	Loss: 0.9006	LR: 0.100000
Training Epoch: 14 [19968/45000]	Loss: 1.0631	LR: 0.100000
Training Epoch: 14 [20224/45000]	Loss: 1.0388	LR: 0.100000
Training Epoch: 14 [20480/45000]	Loss: 0.9553	LR: 0.100000
Training Epoch: 14 [20736/45000]	Loss: 1.0203	LR: 0.100000
Training Epoch: 14 [20992/45000]	Loss: 0.9205	LR: 0.100000
Training Epoch: 14 [21248/45000]	Loss: 0.9589	LR: 0.100000
Training Epoch: 14 [21504/45000]	Loss: 0.9257	LR: 0.100000
Training Epoch: 14 [21760/45000]	Loss: 0.9045	LR: 0.100000
Training Epoch: 14 [22016/45000]	Loss: 1.2278	LR: 0.100000
Training Epoch: 14 [22272/45000]	Loss: 1.1678	LR: 0.100000
Training Epoch: 14 [22528/45000]	Loss: 1.2169	LR: 0.100000
Training Epoch: 14 [22784/45000]	Loss: 1.0031	LR: 0.100000
Training Epoch: 14 [23040/45000]	Loss: 0.9845	LR: 0.100000
Training Epoch: 14 [23296/45000]	Loss: 1.0887	LR: 0.100000
Training Epoch: 14 [23552/45000]	Loss: 0.9645	LR: 0.100000
Training Epoch: 14 [23808/45000]	Loss: 0.9707	LR: 0.100000
Training Epoch: 14 [24064/45000]	Loss: 1.1173	LR: 0.100000
Training Epoch: 14 [24320/45000]	Loss: 1.0208	LR: 0.100000
Training Epoch: 14 [24576/45000]	Loss: 1.0883	LR: 0.100000
Training Epoch: 14 [24832/45000]	Loss: 1.0711	LR: 0.100000
Training Epoch: 14 [25088/45000]	Loss: 1.0455	LR: 0.100000
Training Epoch: 14 [25344/45000]	Loss: 0.9340	LR: 0.100000
Training Epoch: 14 [25600/45000]	Loss: 1.2340	LR: 0.100000
Training Epoch: 14 [25856/45000]	Loss: 0.9894	LR: 0.100000
Training Epoch: 14 [26112/45000]	Loss: 1.0563	LR: 0.100000
Training Epoch: 14 [26368/45000]	Loss: 0.9212	LR: 0.100000
Training Epoch: 14 [26624/45000]	Loss: 0.9751	LR: 0.100000
Training Epoch: 14 [26880/45000]	Loss: 1.0746	LR: 0.100000
Training Epoch: 14 [27136/45000]	Loss: 1.0005	LR: 0.100000
Training Epoch: 14 [27392/45000]	Loss: 0.9094	LR: 0.100000
Training Epoch: 14 [27648/45000]	Loss: 1.0928	LR: 0.100000
Training Epoch: 14 [27904/45000]	Loss: 0.8879	LR: 0.100000
Training Epoch: 14 [28160/45000]	Loss: 1.0116	LR: 0.100000
Training Epoch: 14 [28416/45000]	Loss: 0.9509	LR: 0.100000
Training Epoch: 14 [28672/45000]	Loss: 1.0120	LR: 0.100000
Training Epoch: 14 [28928/45000]	Loss: 0.9152	LR: 0.100000
Training Epoch: 14 [29184/45000]	Loss: 1.0253	LR: 0.100000
Training Epoch: 14 [29440/45000]	Loss: 1.0731	LR: 0.100000
Training Epoch: 14 [29696/45000]	Loss: 1.0242	LR: 0.100000
Training Epoch: 14 [29952/45000]	Loss: 1.0287	LR: 0.100000
Training Epoch: 14 [30208/45000]	Loss: 1.0845	LR: 0.100000
Training Epoch: 14 [30464/45000]	Loss: 1.1077	LR: 0.100000
Training Epoch: 14 [30720/45000]	Loss: 0.9904	LR: 0.100000
Training Epoch: 14 [30976/45000]	Loss: 0.9710	LR: 0.100000
Training Epoch: 14 [31232/45000]	Loss: 1.0274	LR: 0.100000
Training Epoch: 14 [31488/45000]	Loss: 1.0957	LR: 0.100000
Training Epoch: 14 [31744/45000]	Loss: 1.0878	LR: 0.100000
Training Epoch: 14 [32000/45000]	Loss: 0.9184	LR: 0.100000
Training Epoch: 14 [32256/45000]	Loss: 1.0283	LR: 0.100000
Training Epoch: 14 [32512/45000]	Loss: 1.0238	LR: 0.100000
Training Epoch: 14 [32768/45000]	Loss: 1.0152	LR: 0.100000
Training Epoch: 14 [33024/45000]	Loss: 0.9996	LR: 0.100000
Training Epoch: 14 [33280/45000]	Loss: 1.0297	LR: 0.100000
Training Epoch: 14 [33536/45000]	Loss: 1.0409	LR: 0.100000
Training Epoch: 14 [33792/45000]	Loss: 1.0260	LR: 0.100000
Training Epoch: 14 [34048/45000]	Loss: 0.9215	LR: 0.100000
Training Epoch: 14 [34304/45000]	Loss: 1.0611	LR: 0.100000
Training Epoch: 14 [34560/45000]	Loss: 1.0793	LR: 0.100000
Training Epoch: 14 [34816/45000]	Loss: 0.9826	LR: 0.100000
Training Epoch: 14 [35072/45000]	Loss: 1.0971	LR: 0.100000
Training Epoch: 14 [35328/45000]	Loss: 1.1939	LR: 0.100000
Training Epoch: 14 [35584/45000]	Loss: 1.0271	LR: 0.100000
Training Epoch: 14 [35840/45000]	Loss: 1.0716	LR: 0.100000
Training Epoch: 14 [36096/45000]	Loss: 1.1044	LR: 0.100000
Training Epoch: 14 [36352/45000]	Loss: 1.0154	LR: 0.100000
Training Epoch: 14 [36608/45000]	Loss: 1.1346	LR: 0.100000
Training Epoch: 14 [36864/45000]	Loss: 1.1168	LR: 0.100000
Training Epoch: 14 [37120/45000]	Loss: 0.9711	LR: 0.100000
Training Epoch: 14 [37376/45000]	Loss: 0.9898	LR: 0.100000
Training Epoch: 14 [37632/45000]	Loss: 0.9703	LR: 0.100000
Training Epoch: 14 [37888/45000]	Loss: 1.1215	LR: 0.100000
Training Epoch: 14 [38144/45000]	Loss: 1.0118	LR: 0.100000
Training Epoch: 14 [38400/45000]	Loss: 1.0884	LR: 0.100000
Training Epoch: 14 [38656/45000]	Loss: 1.0645	LR: 0.100000
Training Epoch: 14 [38912/45000]	Loss: 0.8786	LR: 0.100000
Training Epoch: 14 [39168/45000]	Loss: 0.9934	LR: 0.100000
Training Epoch: 14 [39424/45000]	Loss: 1.0466	LR: 0.100000
Training Epoch: 14 [39680/45000]	Loss: 1.0458	LR: 0.100000
Training Epoch: 14 [39936/45000]	Loss: 1.0271	LR: 0.100000
Training Epoch: 14 [40192/45000]	Loss: 1.1079	LR: 0.100000
Training Epoch: 14 [40448/45000]	Loss: 0.9772	LR: 0.100000
Training Epoch: 14 [40704/45000]	Loss: 1.1073	LR: 0.100000
Training Epoch: 14 [40960/45000]	Loss: 1.2418	LR: 0.100000
Training Epoch: 14 [41216/45000]	Loss: 1.0724	LR: 0.100000
Training Epoch: 14 [41472/45000]	Loss: 1.1041	LR: 0.100000
Training Epoch: 14 [41728/45000]	Loss: 1.1277	LR: 0.100000
Training Epoch: 14 [41984/45000]	Loss: 1.1006	LR: 0.100000
Training Epoch: 14 [42240/45000]	Loss: 1.1422	LR: 0.100000
Training Epoch: 14 [42496/45000]	Loss: 1.0675	LR: 0.100000
Training Epoch: 14 [42752/45000]	Loss: 1.0948	LR: 0.100000
Training Epoch: 14 [43008/45000]	Loss: 1.0573	LR: 0.100000
Training Epoch: 14 [43264/45000]	Loss: 1.0339	LR: 0.100000
Training Epoch: 14 [43520/45000]	Loss: 1.1363	LR: 0.100000
Training Epoch: 14 [43776/45000]	Loss: 0.9054	LR: 0.100000
Training Epoch: 14 [44032/45000]	Loss: 1.1325	LR: 0.100000
Training Epoch: 14 [44288/45000]	Loss: 1.1792	LR: 0.100000
Training Epoch: 14 [44544/45000]	Loss: 1.1043	LR: 0.100000
Training Epoch: 14 [44800/45000]	Loss: 0.9275	LR: 0.100000
Training Epoch: 14 [45000/45000]	Loss: 1.0221	LR: 0.100000
Epoch 14 - Average Train Loss: 1.0274, Train Accuracy: 0.6691
Epoch 14 training time consumed: 24.65s
Evaluating Network.....
Test set: Epoch: 14, Average loss: 0.0056, Accuracy: 0.5914, Time consumed:0.89s
Training Epoch: 15 [256/45000]	Loss: 0.9807	LR: 0.020000
Training Epoch: 15 [512/45000]	Loss: 0.9542	LR: 0.020000
Training Epoch: 15 [768/45000]	Loss: 0.9507	LR: 0.020000
Training Epoch: 15 [1024/45000]	Loss: 1.0259	LR: 0.020000
Training Epoch: 15 [1280/45000]	Loss: 0.9884	LR: 0.020000
Training Epoch: 15 [1536/45000]	Loss: 0.9438	LR: 0.020000
Training Epoch: 15 [1792/45000]	Loss: 0.9109	LR: 0.020000
Training Epoch: 15 [2048/45000]	Loss: 0.9814	LR: 0.020000
Training Epoch: 15 [2304/45000]	Loss: 0.9492	LR: 0.020000
Training Epoch: 15 [2560/45000]	Loss: 0.8947	LR: 0.020000
Training Epoch: 15 [2816/45000]	Loss: 0.8577	LR: 0.020000
Training Epoch: 15 [3072/45000]	Loss: 1.0320	LR: 0.020000
Training Epoch: 15 [3328/45000]	Loss: 0.8628	LR: 0.020000
Training Epoch: 15 [3584/45000]	Loss: 0.9445	LR: 0.020000
Training Epoch: 15 [3840/45000]	Loss: 0.8011	LR: 0.020000
Training Epoch: 15 [4096/45000]	Loss: 0.9105	LR: 0.020000
Training Epoch: 15 [4352/45000]	Loss: 0.8170	LR: 0.020000
Training Epoch: 15 [4608/45000]	Loss: 0.8524	LR: 0.020000
Training Epoch: 15 [4864/45000]	Loss: 0.8203	LR: 0.020000
Training Epoch: 15 [5120/45000]	Loss: 0.6857	LR: 0.020000
Training Epoch: 15 [5376/45000]	Loss: 0.8870	LR: 0.020000
Training Epoch: 15 [5632/45000]	Loss: 0.8237	LR: 0.020000
Training Epoch: 15 [5888/45000]	Loss: 1.0929	LR: 0.020000
Training Epoch: 15 [6144/45000]	Loss: 0.8420	LR: 0.020000
Training Epoch: 15 [6400/45000]	Loss: 0.8260	LR: 0.020000
Training Epoch: 15 [6656/45000]	Loss: 0.7841	LR: 0.020000
Training Epoch: 15 [6912/45000]	Loss: 0.8946	LR: 0.020000
Training Epoch: 15 [7168/45000]	Loss: 0.9359	LR: 0.020000
Training Epoch: 15 [7424/45000]	Loss: 0.9463	LR: 0.020000
Training Epoch: 15 [7680/45000]	Loss: 0.8798	LR: 0.020000
Training Epoch: 15 [7936/45000]	Loss: 0.7547	LR: 0.020000
Training Epoch: 15 [8192/45000]	Loss: 0.9277	LR: 0.020000
Training Epoch: 15 [8448/45000]	Loss: 0.8828	LR: 0.020000
Training Epoch: 15 [8704/45000]	Loss: 0.8485	LR: 0.020000
Training Epoch: 15 [8960/45000]	Loss: 0.7783	LR: 0.020000
Training Epoch: 15 [9216/45000]	Loss: 0.7929	LR: 0.020000
Training Epoch: 15 [9472/45000]	Loss: 0.9712	LR: 0.020000
Training Epoch: 15 [9728/45000]	Loss: 0.7763	LR: 0.020000
Training Epoch: 15 [9984/45000]	Loss: 0.8073	LR: 0.020000
Training Epoch: 15 [10240/45000]	Loss: 0.8037	LR: 0.020000
Training Epoch: 15 [10496/45000]	Loss: 0.7848	LR: 0.020000
Training Epoch: 15 [10752/45000]	Loss: 0.8183	LR: 0.020000
Training Epoch: 15 [11008/45000]	Loss: 0.9632	LR: 0.020000
Training Epoch: 15 [11264/45000]	Loss: 0.8092	LR: 0.020000
Training Epoch: 15 [11520/45000]	Loss: 0.8025	LR: 0.020000
Training Epoch: 15 [11776/45000]	Loss: 0.8764	LR: 0.020000
Training Epoch: 15 [12032/45000]	Loss: 0.9180	LR: 0.020000
Training Epoch: 15 [12288/45000]	Loss: 0.7220	LR: 0.020000
Training Epoch: 15 [12544/45000]	Loss: 0.7619	LR: 0.020000
Training Epoch: 15 [12800/45000]	Loss: 0.7555	LR: 0.020000
Training Epoch: 15 [13056/45000]	Loss: 0.9830	LR: 0.020000
Training Epoch: 15 [13312/45000]	Loss: 0.8620	LR: 0.020000
Training Epoch: 15 [13568/45000]	Loss: 0.9178	LR: 0.020000
Training Epoch: 15 [13824/45000]	Loss: 0.7680	LR: 0.020000
Training Epoch: 15 [14080/45000]	Loss: 0.7538	LR: 0.020000
Training Epoch: 15 [14336/45000]	Loss: 0.7787	LR: 0.020000
Training Epoch: 15 [14592/45000]	Loss: 0.7498	LR: 0.020000
Training Epoch: 15 [14848/45000]	Loss: 0.7076	LR: 0.020000
Training Epoch: 15 [15104/45000]	Loss: 0.7805	LR: 0.020000
Training Epoch: 15 [15360/45000]	Loss: 0.8499	LR: 0.020000
Training Epoch: 15 [15616/45000]	Loss: 0.7758	LR: 0.020000
Training Epoch: 15 [15872/45000]	Loss: 0.8459	LR: 0.020000
Training Epoch: 15 [16128/45000]	Loss: 0.6523	LR: 0.020000
Training Epoch: 15 [16384/45000]	Loss: 0.9039	LR: 0.020000
Training Epoch: 15 [16640/45000]	Loss: 0.7314	LR: 0.020000
Training Epoch: 15 [16896/45000]	Loss: 0.7240	LR: 0.020000
Training Epoch: 15 [17152/45000]	Loss: 0.9136	LR: 0.020000
Training Epoch: 15 [17408/45000]	Loss: 0.8319	LR: 0.020000
Training Epoch: 15 [17664/45000]	Loss: 0.8442	LR: 0.020000
Training Epoch: 15 [17920/45000]	Loss: 0.7717	LR: 0.020000
Training Epoch: 15 [18176/45000]	Loss: 0.7588	LR: 0.020000
Training Epoch: 15 [18432/45000]	Loss: 0.8225	LR: 0.020000
Training Epoch: 15 [18688/45000]	Loss: 0.6715	LR: 0.020000
Training Epoch: 15 [18944/45000]	Loss: 0.6216	LR: 0.020000
Training Epoch: 15 [19200/45000]	Loss: 0.7216	LR: 0.020000
Training Epoch: 15 [19456/45000]	Loss: 0.7898	LR: 0.020000
Training Epoch: 15 [19712/45000]	Loss: 0.8569	LR: 0.020000
Training Epoch: 15 [19968/45000]	Loss: 0.7934	LR: 0.020000
Training Epoch: 15 [20224/45000]	Loss: 0.7576	LR: 0.020000
Training Epoch: 15 [20480/45000]	Loss: 0.7502	LR: 0.020000
Training Epoch: 15 [20736/45000]	Loss: 0.7187	LR: 0.020000
Training Epoch: 15 [20992/45000]	Loss: 0.7432	LR: 0.020000
Training Epoch: 15 [21248/45000]	Loss: 0.8424	LR: 0.020000
Training Epoch: 15 [21504/45000]	Loss: 0.7043	LR: 0.020000
Training Epoch: 15 [21760/45000]	Loss: 0.6934	LR: 0.020000
Training Epoch: 15 [22016/45000]	Loss: 0.8359	LR: 0.020000
Training Epoch: 15 [22272/45000]	Loss: 0.7185	LR: 0.020000
Training Epoch: 15 [22528/45000]	Loss: 0.7756	LR: 0.020000
Training Epoch: 15 [22784/45000]	Loss: 0.7765	LR: 0.020000
Training Epoch: 15 [23040/45000]	Loss: 0.8980	LR: 0.020000
Training Epoch: 15 [23296/45000]	Loss: 0.8415	LR: 0.020000
Training Epoch: 15 [23552/45000]	Loss: 0.8188	LR: 0.020000
Training Epoch: 15 [23808/45000]	Loss: 0.8296	LR: 0.020000
Training Epoch: 15 [24064/45000]	Loss: 0.6557	LR: 0.020000
Training Epoch: 15 [24320/45000]	Loss: 0.8004	LR: 0.020000
Training Epoch: 15 [24576/45000]	Loss: 1.0194	LR: 0.020000
Training Epoch: 15 [24832/45000]	Loss: 0.8085	LR: 0.020000
Training Epoch: 15 [25088/45000]	Loss: 0.7972	LR: 0.020000
Training Epoch: 15 [25344/45000]	Loss: 0.7888	LR: 0.020000
Training Epoch: 15 [25600/45000]	Loss: 0.7703	LR: 0.020000
Training Epoch: 15 [25856/45000]	Loss: 0.6701	LR: 0.020000
Training Epoch: 15 [26112/45000]	Loss: 0.6947	LR: 0.020000
Training Epoch: 15 [26368/45000]	Loss: 0.8079	LR: 0.020000
Training Epoch: 15 [26624/45000]	Loss: 0.7490	LR: 0.020000
Training Epoch: 15 [26880/45000]	Loss: 0.8166	LR: 0.020000
Training Epoch: 15 [27136/45000]	Loss: 0.7623	LR: 0.020000
Training Epoch: 15 [27392/45000]	Loss: 0.8407	LR: 0.020000
Training Epoch: 15 [27648/45000]	Loss: 0.7394	LR: 0.020000
Training Epoch: 15 [27904/45000]	Loss: 0.7096	LR: 0.020000
Training Epoch: 15 [28160/45000]	Loss: 0.7599	LR: 0.020000
Training Epoch: 15 [28416/45000]	Loss: 0.7165	LR: 0.020000
Training Epoch: 15 [28672/45000]	Loss: 0.8396	LR: 0.020000
Training Epoch: 15 [28928/45000]	Loss: 0.7840	LR: 0.020000
Training Epoch: 15 [29184/45000]	Loss: 0.7423	LR: 0.020000
Training Epoch: 15 [29440/45000]	Loss: 0.6892	LR: 0.020000
Training Epoch: 15 [29696/45000]	Loss: 0.7635	LR: 0.020000
Training Epoch: 15 [29952/45000]	Loss: 0.7944	LR: 0.020000
Training Epoch: 15 [30208/45000]	Loss: 0.8555	LR: 0.020000
Training Epoch: 15 [30464/45000]	Loss: 0.7950	LR: 0.020000
Training Epoch: 15 [30720/45000]	Loss: 0.6949	LR: 0.020000
Training Epoch: 15 [30976/45000]	Loss: 0.7492	LR: 0.020000
Training Epoch: 15 [31232/45000]	Loss: 0.7612	LR: 0.020000
Training Epoch: 15 [31488/45000]	Loss: 0.7520	LR: 0.020000
Training Epoch: 15 [31744/45000]	Loss: 0.7751	LR: 0.020000
Training Epoch: 15 [32000/45000]	Loss: 0.8058	LR: 0.020000
Training Epoch: 15 [32256/45000]	Loss: 0.6230	LR: 0.020000
Training Epoch: 15 [32512/45000]	Loss: 0.8150	LR: 0.020000
Training Epoch: 15 [32768/45000]	Loss: 0.8636	LR: 0.020000
Training Epoch: 15 [33024/45000]	Loss: 0.8232	LR: 0.020000
Training Epoch: 15 [33280/45000]	Loss: 0.7994	LR: 0.020000
Training Epoch: 15 [33536/45000]	Loss: 0.8708	LR: 0.020000
Training Epoch: 15 [33792/45000]	Loss: 0.6480	LR: 0.020000
Training Epoch: 15 [34048/45000]	Loss: 0.7098	LR: 0.020000
Training Epoch: 15 [34304/45000]	Loss: 0.8401	LR: 0.020000
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Training Epoch: 15 [40960/45000]	Loss: 0.8192	LR: 0.020000
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Training Epoch: 15 [43008/45000]	Loss: 0.8704	LR: 0.020000
Training Epoch: 15 [43264/45000]	Loss: 0.6756	LR: 0.020000
Training Epoch: 15 [43520/45000]	Loss: 0.8246	LR: 0.020000
Training Epoch: 15 [43776/45000]	Loss: 0.8555	LR: 0.020000
Training Epoch: 15 [44032/45000]	Loss: 0.8286	LR: 0.020000
Training Epoch: 15 [44288/45000]	Loss: 0.6888	LR: 0.020000
Training Epoch: 15 [44544/45000]	Loss: 0.7817	LR: 0.020000
Training Epoch: 15 [44800/45000]	Loss: 0.7313	LR: 0.020000
Training Epoch: 15 [45000/45000]	Loss: 0.6331	LR: 0.020000
Epoch 15 - Average Train Loss: 0.7999, Train Accuracy: 0.7448
Epoch 15 training time consumed: 24.64s
Evaluating Network.....
Test set: Epoch: 15, Average loss: 0.0034, Accuracy: 0.7254, Time consumed:0.93s
Saving weights file to checkpoint/retrain/AllCNN/Monday_14_July_2025_02h_30m_55s/AllCNN-Cifar20-seed7-ret100-15-best.pth
Training Epoch: 16 [256/45000]	Loss: 0.6715	LR: 0.020000
Training Epoch: 16 [512/45000]	Loss: 0.6895	LR: 0.020000
Training Epoch: 16 [768/45000]	Loss: 0.7143	LR: 0.020000
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Training Epoch: 16 [38656/45000]	Loss: 0.7717	LR: 0.020000
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Training Epoch: 16 [41472/45000]	Loss: 0.7793	LR: 0.020000
Training Epoch: 16 [41728/45000]	Loss: 0.6720	LR: 0.020000
Training Epoch: 16 [41984/45000]	Loss: 0.6868	LR: 0.020000
Training Epoch: 16 [42240/45000]	Loss: 0.6224	LR: 0.020000
Training Epoch: 16 [42496/45000]	Loss: 0.6804	LR: 0.020000
Training Epoch: 16 [42752/45000]	Loss: 0.7374	LR: 0.020000
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Training Epoch: 16 [43264/45000]	Loss: 0.7156	LR: 0.020000
Training Epoch: 16 [43520/45000]	Loss: 0.7100	LR: 0.020000
Training Epoch: 16 [43776/45000]	Loss: 0.7864	LR: 0.020000
Training Epoch: 16 [44032/45000]	Loss: 0.8182	LR: 0.020000
Training Epoch: 16 [44288/45000]	Loss: 0.7158	LR: 0.020000
Training Epoch: 16 [44544/45000]	Loss: 0.7107	LR: 0.020000
Training Epoch: 16 [44800/45000]	Loss: 0.7358	LR: 0.020000
Training Epoch: 16 [45000/45000]	Loss: 0.6547	LR: 0.020000
Epoch 16 - Average Train Loss: 0.7222, Train Accuracy: 0.7700
Epoch 16 training time consumed: 24.68s
Evaluating Network.....
Test set: Epoch: 16, Average loss: 0.0035, Accuracy: 0.7211, Time consumed:0.90s
Training Epoch: 17 [256/45000]	Loss: 0.6462	LR: 0.020000
Training Epoch: 17 [512/45000]	Loss: 0.6149	LR: 0.020000
Training Epoch: 17 [768/45000]	Loss: 0.6221	LR: 0.020000
Training Epoch: 17 [1024/45000]	Loss: 0.5127	LR: 0.020000
Training Epoch: 17 [1280/45000]	Loss: 0.7270	LR: 0.020000
Training Epoch: 17 [1536/45000]	Loss: 0.6391	LR: 0.020000
Training Epoch: 17 [1792/45000]	Loss: 0.6684	LR: 0.020000
Training Epoch: 17 [2048/45000]	Loss: 0.5799	LR: 0.020000
Training Epoch: 17 [2304/45000]	Loss: 0.7567	LR: 0.020000
Training Epoch: 17 [2560/45000]	Loss: 0.7315	LR: 0.020000
Training Epoch: 17 [2816/45000]	Loss: 0.7566	LR: 0.020000
Training Epoch: 17 [3072/45000]	Loss: 0.7172	LR: 0.020000
Training Epoch: 17 [3328/45000]	Loss: 0.6934	LR: 0.020000
Training Epoch: 17 [3584/45000]	Loss: 0.7026	LR: 0.020000
Training Epoch: 17 [3840/45000]	Loss: 0.7095	LR: 0.020000
Training Epoch: 17 [4096/45000]	Loss: 0.7043	LR: 0.020000
Training Epoch: 17 [4352/45000]	Loss: 0.8035	LR: 0.020000
Training Epoch: 17 [4608/45000]	Loss: 0.5824	LR: 0.020000
Training Epoch: 17 [4864/45000]	Loss: 0.8212	LR: 0.020000
Training Epoch: 17 [5120/45000]	Loss: 0.6712	LR: 0.020000
Training Epoch: 17 [5376/45000]	Loss: 0.6451	LR: 0.020000
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Training Epoch: 17 [16384/45000]	Loss: 0.6796	LR: 0.020000
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Training Epoch: 17 [44800/45000]	Loss: 0.6471	LR: 0.020000
Training Epoch: 17 [45000/45000]	Loss: 0.7616	LR: 0.020000
Epoch 17 - Average Train Loss: 0.6840, Train Accuracy: 0.7790
Epoch 17 training time consumed: 24.57s
Evaluating Network.....
Test set: Epoch: 17, Average loss: 0.0035, Accuracy: 0.7274, Time consumed:0.88s
Saving weights file to checkpoint/retrain/AllCNN/Monday_14_July_2025_02h_30m_55s/AllCNN-Cifar20-seed7-ret100-17-best.pth
Training Epoch: 18 [256/45000]	Loss: 0.7305	LR: 0.020000
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Training Epoch: 18 [44544/45000]	Loss: 0.7120	LR: 0.020000
Training Epoch: 18 [44800/45000]	Loss: 0.6224	LR: 0.020000
Training Epoch: 18 [45000/45000]	Loss: 0.6417	LR: 0.020000
Epoch 18 - Average Train Loss: 0.6691, Train Accuracy: 0.7840
Epoch 18 training time consumed: 24.61s
Evaluating Network.....
Test set: Epoch: 18, Average loss: 0.0035, Accuracy: 0.7321, Time consumed:0.91s
Saving weights file to checkpoint/retrain/AllCNN/Monday_14_July_2025_02h_30m_55s/AllCNN-Cifar20-seed7-ret100-18-best.pth
Training Epoch: 19 [256/45000]	Loss: 0.5124	LR: 0.020000
Training Epoch: 19 [512/45000]	Loss: 0.7005	LR: 0.020000
Training Epoch: 19 [768/45000]	Loss: 0.5778	LR: 0.020000
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Training Epoch: 19 [1280/45000]	Loss: 0.6527	LR: 0.020000
Training Epoch: 19 [1536/45000]	Loss: 0.5767	LR: 0.020000
Training Epoch: 19 [1792/45000]	Loss: 0.6870	LR: 0.020000
Training Epoch: 19 [2048/45000]	Loss: 0.6833	LR: 0.020000
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Training Epoch: 19 [44032/45000]	Loss: 0.6273	LR: 0.020000
Training Epoch: 19 [44288/45000]	Loss: 0.4902	LR: 0.020000
Training Epoch: 19 [44544/45000]	Loss: 0.5580	LR: 0.020000
Training Epoch: 19 [44800/45000]	Loss: 0.7566	LR: 0.020000
Training Epoch: 19 [45000/45000]	Loss: 0.5498	LR: 0.020000
Epoch 19 - Average Train Loss: 0.6432, Train Accuracy: 0.7930
Epoch 19 training time consumed: 24.56s
Evaluating Network.....
Test set: Epoch: 19, Average loss: 0.0034, Accuracy: 0.7356, Time consumed:0.89s
Saving weights file to checkpoint/retrain/AllCNN/Monday_14_July_2025_02h_30m_55s/AllCNN-Cifar20-seed7-ret100-19-best.pth
Training Epoch: 20 [256/45000]	Loss: 0.6010	LR: 0.020000
Training Epoch: 20 [512/45000]	Loss: 0.5986	LR: 0.020000
Training Epoch: 20 [768/45000]	Loss: 0.5248	LR: 0.020000
Training Epoch: 20 [1024/45000]	Loss: 0.6351	LR: 0.020000
Training Epoch: 20 [1280/45000]	Loss: 0.5791	LR: 0.020000
Training Epoch: 20 [1536/45000]	Loss: 0.5212	LR: 0.020000
Training Epoch: 20 [1792/45000]	Loss: 0.6298	LR: 0.020000
Training Epoch: 20 [2048/45000]	Loss: 0.6881	LR: 0.020000
Training Epoch: 20 [2304/45000]	Loss: 0.5615	LR: 0.020000
Training Epoch: 20 [2560/45000]	Loss: 0.5865	LR: 0.020000
Training Epoch: 20 [2816/45000]	Loss: 0.4947	LR: 0.020000
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Training Epoch: 20 [26368/45000]	Loss: 0.5983	LR: 0.020000
Training Epoch: 20 [26624/45000]	Loss: 0.7468	LR: 0.020000
Training Epoch: 20 [26880/45000]	Loss: 0.6448	LR: 0.020000
Training Epoch: 20 [27136/45000]	Loss: 0.6917	LR: 0.020000
Training Epoch: 20 [27392/45000]	Loss: 0.6549	LR: 0.020000
Training Epoch: 20 [27648/45000]	Loss: 0.6905	LR: 0.020000
Training Epoch: 20 [27904/45000]	Loss: 0.7023	LR: 0.020000
Training Epoch: 20 [28160/45000]	Loss: 0.5878	LR: 0.020000
Training Epoch: 20 [28416/45000]	Loss: 0.4933	LR: 0.020000
Training Epoch: 20 [28672/45000]	Loss: 0.6268	LR: 0.020000
Training Epoch: 20 [28928/45000]	Loss: 0.6783	LR: 0.020000
Training Epoch: 20 [29184/45000]	Loss: 0.6274	LR: 0.020000
Training Epoch: 20 [29440/45000]	Loss: 0.5700	LR: 0.020000
Training Epoch: 20 [29696/45000]	Loss: 0.5497	LR: 0.020000
Training Epoch: 20 [29952/45000]	Loss: 0.5648	LR: 0.020000
Training Epoch: 20 [30208/45000]	Loss: 0.6306	LR: 0.020000
Training Epoch: 20 [30464/45000]	Loss: 0.5456	LR: 0.020000
Training Epoch: 20 [30720/45000]	Loss: 0.7127	LR: 0.020000
Training Epoch: 20 [30976/45000]	Loss: 0.5691	LR: 0.020000
Training Epoch: 20 [31232/45000]	Loss: 0.5672	LR: 0.020000
Training Epoch: 20 [31488/45000]	Loss: 0.6554	LR: 0.020000
Training Epoch: 20 [31744/45000]	Loss: 0.6728	LR: 0.020000
Training Epoch: 20 [32000/45000]	Loss: 0.6163	LR: 0.020000
Training Epoch: 20 [32256/45000]	Loss: 0.6370	LR: 0.020000
Training Epoch: 20 [32512/45000]	Loss: 0.6391	LR: 0.020000
Training Epoch: 20 [32768/45000]	Loss: 0.5751	LR: 0.020000
Training Epoch: 20 [33024/45000]	Loss: 0.6158	LR: 0.020000
Training Epoch: 20 [33280/45000]	Loss: 0.6480	LR: 0.020000
Training Epoch: 20 [33536/45000]	Loss: 0.7487	LR: 0.020000
Training Epoch: 20 [33792/45000]	Loss: 0.7390	LR: 0.020000
Training Epoch: 20 [34048/45000]	Loss: 0.6489	LR: 0.020000
Training Epoch: 20 [34304/45000]	Loss: 0.5772	LR: 0.020000
Training Epoch: 20 [34560/45000]	Loss: 0.5963	LR: 0.020000
Training Epoch: 20 [34816/45000]	Loss: 0.5699	LR: 0.020000
Training Epoch: 20 [35072/45000]	Loss: 0.5352	LR: 0.020000
Training Epoch: 20 [35328/45000]	Loss: 0.7330	LR: 0.020000
Training Epoch: 20 [35584/45000]	Loss: 0.5545	LR: 0.020000
Training Epoch: 20 [35840/45000]	Loss: 0.6666	LR: 0.020000
Training Epoch: 20 [36096/45000]	Loss: 0.6201	LR: 0.020000
Training Epoch: 20 [36352/45000]	Loss: 0.5878	LR: 0.020000
Training Epoch: 20 [36608/45000]	Loss: 0.6412	LR: 0.020000
Training Epoch: 20 [36864/45000]	Loss: 0.6609	LR: 0.020000
Training Epoch: 20 [37120/45000]	Loss: 0.6198	LR: 0.020000
Training Epoch: 20 [37376/45000]	Loss: 0.6334	LR: 0.020000
Training Epoch: 20 [37632/45000]	Loss: 0.6171	LR: 0.020000
Training Epoch: 20 [37888/45000]	Loss: 0.7200	LR: 0.020000
Training Epoch: 20 [38144/45000]	Loss: 0.6015	LR: 0.020000
Training Epoch: 20 [38400/45000]	Loss: 0.6323	LR: 0.020000
Training Epoch: 20 [38656/45000]	Loss: 0.6185	LR: 0.020000
Training Epoch: 20 [38912/45000]	Loss: 0.6441	LR: 0.020000
Training Epoch: 20 [39168/45000]	Loss: 0.6535	LR: 0.020000
Training Epoch: 20 [39424/45000]	Loss: 0.5557	LR: 0.020000
Training Epoch: 20 [39680/45000]	Loss: 0.5643	LR: 0.020000
Training Epoch: 20 [39936/45000]	Loss: 0.6809	LR: 0.020000
Training Epoch: 20 [40192/45000]	Loss: 0.5725	LR: 0.020000
Training Epoch: 20 [40448/45000]	Loss: 0.6314	LR: 0.020000
Training Epoch: 20 [40704/45000]	Loss: 0.6299	LR: 0.020000
Training Epoch: 20 [40960/45000]	Loss: 0.6213	LR: 0.020000
Training Epoch: 20 [41216/45000]	Loss: 0.6058	LR: 0.020000
Training Epoch: 20 [41472/45000]	Loss: 0.6988	LR: 0.020000
Training Epoch: 20 [41728/45000]	Loss: 0.5028	LR: 0.020000
Training Epoch: 20 [41984/45000]	Loss: 0.6638	LR: 0.020000
Training Epoch: 20 [42240/45000]	Loss: 0.5538	LR: 0.020000
Training Epoch: 20 [42496/45000]	Loss: 0.6484	LR: 0.020000
Training Epoch: 20 [42752/45000]	Loss: 0.6564	LR: 0.020000
Training Epoch: 20 [43008/45000]	Loss: 0.7725	LR: 0.020000
Training Epoch: 20 [43264/45000]	Loss: 0.5800	LR: 0.020000
Training Epoch: 20 [43520/45000]	Loss: 0.6518	LR: 0.020000
Training Epoch: 20 [43776/45000]	Loss: 0.7408	LR: 0.020000
Training Epoch: 20 [44032/45000]	Loss: 0.6619	LR: 0.020000
Training Epoch: 20 [44288/45000]	Loss: 0.7100	LR: 0.020000
Training Epoch: 20 [44544/45000]	Loss: 0.6666	LR: 0.020000
Training Epoch: 20 [44800/45000]	Loss: 0.6227	LR: 0.020000
Training Epoch: 20 [45000/45000]	Loss: 0.6142	LR: 0.020000
Epoch 20 - Average Train Loss: 0.6235, Train Accuracy: 0.7971
Epoch 20 training time consumed: 24.96s
Evaluating Network.....
Test set: Epoch: 20, Average loss: 0.0035, Accuracy: 0.7287, Time consumed:0.93s
Training Epoch: 21 [256/45000]	Loss: 0.6304	LR: 0.020000
Training Epoch: 21 [512/45000]	Loss: 0.5639	LR: 0.020000
Training Epoch: 21 [768/45000]	Loss: 0.5592	LR: 0.020000
Training Epoch: 21 [1024/45000]	Loss: 0.4458	LR: 0.020000
Training Epoch: 21 [1280/45000]	Loss: 0.5876	LR: 0.020000
Training Epoch: 21 [1536/45000]	Loss: 0.5874	LR: 0.020000
Training Epoch: 21 [1792/45000]	Loss: 0.5622	LR: 0.020000
Training Epoch: 21 [2048/45000]	Loss: 0.6267	LR: 0.020000
Training Epoch: 21 [2304/45000]	Loss: 0.7109	LR: 0.020000
Training Epoch: 21 [2560/45000]	Loss: 0.5927	LR: 0.020000
Training Epoch: 21 [2816/45000]	Loss: 0.4475	LR: 0.020000
Training Epoch: 21 [3072/45000]	Loss: 0.5617	LR: 0.020000
Training Epoch: 21 [3328/45000]	Loss: 0.5327	LR: 0.020000
Training Epoch: 21 [3584/45000]	Loss: 0.5637	LR: 0.020000
Training Epoch: 21 [3840/45000]	Loss: 0.5855	LR: 0.020000
Training Epoch: 21 [4096/45000]	Loss: 0.6181	LR: 0.020000
Training Epoch: 21 [4352/45000]	Loss: 0.6435	LR: 0.020000
Training Epoch: 21 [4608/45000]	Loss: 0.5033	LR: 0.020000
Training Epoch: 21 [4864/45000]	Loss: 0.5691	LR: 0.020000
Training Epoch: 21 [5120/45000]	Loss: 0.7023	LR: 0.020000
Training Epoch: 21 [5376/45000]	Loss: 0.6051	LR: 0.020000
Training Epoch: 21 [5632/45000]	Loss: 0.5198	LR: 0.020000
Training Epoch: 21 [5888/45000]	Loss: 0.5992	LR: 0.020000
Training Epoch: 21 [6144/45000]	Loss: 0.4709	LR: 0.020000
Training Epoch: 21 [6400/45000]	Loss: 0.5690	LR: 0.020000
Training Epoch: 21 [6656/45000]	Loss: 0.5592	LR: 0.020000
Training Epoch: 21 [6912/45000]	Loss: 0.5746	LR: 0.020000
Training Epoch: 21 [7168/45000]	Loss: 0.6099	LR: 0.020000
Training Epoch: 21 [7424/45000]	Loss: 0.6109	LR: 0.020000
Training Epoch: 21 [7680/45000]	Loss: 0.6271	LR: 0.020000
Training Epoch: 21 [7936/45000]	Loss: 0.6583	LR: 0.020000
Training Epoch: 21 [8192/45000]	Loss: 0.6306	LR: 0.020000
Training Epoch: 21 [8448/45000]	Loss: 0.5983	LR: 0.020000
Training Epoch: 21 [8704/45000]	Loss: 0.5798	LR: 0.020000
Training Epoch: 21 [8960/45000]	Loss: 0.6158	LR: 0.020000
Training Epoch: 21 [9216/45000]	Loss: 0.5760	LR: 0.020000
Training Epoch: 21 [9472/45000]	Loss: 0.5999	LR: 0.020000
Training Epoch: 21 [9728/45000]	Loss: 0.6361	LR: 0.020000
Training Epoch: 21 [9984/45000]	Loss: 0.5612	LR: 0.020000
Training Epoch: 21 [10240/45000]	Loss: 0.6054	LR: 0.020000
Training Epoch: 21 [10496/45000]	Loss: 0.5988	LR: 0.020000
Training Epoch: 21 [10752/45000]	Loss: 0.6247	LR: 0.020000
Training Epoch: 21 [11008/45000]	Loss: 0.6072	LR: 0.020000
Training Epoch: 21 [11264/45000]	Loss: 0.5544	LR: 0.020000
Training Epoch: 21 [11520/45000]	Loss: 0.6064	LR: 0.020000
Training Epoch: 21 [11776/45000]	Loss: 0.6179	LR: 0.020000
Training Epoch: 21 [12032/45000]	Loss: 0.6151	LR: 0.020000
Training Epoch: 21 [12288/45000]	Loss: 0.6184	LR: 0.020000
Training Epoch: 21 [12544/45000]	Loss: 0.5530	LR: 0.020000
Training Epoch: 21 [12800/45000]	Loss: 0.5299	LR: 0.020000
Training Epoch: 21 [13056/45000]	Loss: 0.6082	LR: 0.020000
Training Epoch: 21 [13312/45000]	Loss: 0.5410	LR: 0.020000
Training Epoch: 21 [13568/45000]	Loss: 0.6562	LR: 0.020000
Training Epoch: 21 [13824/45000]	Loss: 0.7065	LR: 0.020000
Training Epoch: 21 [14080/45000]	Loss: 0.5282	LR: 0.020000
Training Epoch: 21 [14336/45000]	Loss: 0.6110	LR: 0.020000
Training Epoch: 21 [14592/45000]	Loss: 0.5115	LR: 0.020000
Training Epoch: 21 [14848/45000]	Loss: 0.5899	LR: 0.020000
Training Epoch: 21 [15104/45000]	Loss: 0.6704	LR: 0.020000
Training Epoch: 21 [15360/45000]	Loss: 0.5345	LR: 0.020000
Training Epoch: 21 [15616/45000]	Loss: 0.6292	LR: 0.020000
Training Epoch: 21 [15872/45000]	Loss: 0.5472	LR: 0.020000
Training Epoch: 21 [16128/45000]	Loss: 0.6167	LR: 0.020000
Training Epoch: 21 [16384/45000]	Loss: 0.6132	LR: 0.020000
Training Epoch: 21 [16640/45000]	Loss: 0.6745	LR: 0.020000
Training Epoch: 21 [16896/45000]	Loss: 0.5421	LR: 0.020000
Training Epoch: 21 [17152/45000]	Loss: 0.5660	LR: 0.020000
Training Epoch: 21 [17408/45000]	Loss: 0.6013	LR: 0.020000
Training Epoch: 21 [17664/45000]	Loss: 0.5792	LR: 0.020000
Training Epoch: 21 [17920/45000]	Loss: 0.6870	LR: 0.020000
Training Epoch: 21 [18176/45000]	Loss: 0.6563	LR: 0.020000
Training Epoch: 21 [18432/45000]	Loss: 0.5530	LR: 0.020000
Training Epoch: 21 [18688/45000]	Loss: 0.5679	LR: 0.020000
Training Epoch: 21 [18944/45000]	Loss: 0.6788	LR: 0.020000
Training Epoch: 21 [19200/45000]	Loss: 0.5677	LR: 0.020000
Training Epoch: 21 [19456/45000]	Loss: 0.6425	LR: 0.020000
Training Epoch: 21 [19712/45000]	Loss: 0.6246	LR: 0.020000
Training Epoch: 21 [19968/45000]	Loss: 0.6943	LR: 0.020000
Training Epoch: 21 [20224/45000]	Loss: 0.6361	LR: 0.020000
Training Epoch: 21 [20480/45000]	Loss: 0.7061	LR: 0.020000
Training Epoch: 21 [20736/45000]	Loss: 0.5119	LR: 0.020000
Training Epoch: 21 [20992/45000]	Loss: 0.5513	LR: 0.020000
Training Epoch: 21 [21248/45000]	Loss: 0.5484	LR: 0.020000
Training Epoch: 21 [21504/45000]	Loss: 0.6772	LR: 0.020000
Training Epoch: 21 [21760/45000]	Loss: 0.6292	LR: 0.020000
Training Epoch: 21 [22016/45000]	Loss: 0.5673	LR: 0.020000
Training Epoch: 21 [22272/45000]	Loss: 0.6077	LR: 0.020000
Training Epoch: 21 [22528/45000]	Loss: 0.5607	LR: 0.020000
Training Epoch: 21 [22784/45000]	Loss: 0.5393	LR: 0.020000
Training Epoch: 21 [23040/45000]	Loss: 0.6995	LR: 0.020000
Training Epoch: 21 [23296/45000]	Loss: 0.6000	LR: 0.020000
Training Epoch: 21 [23552/45000]	Loss: 0.6364	LR: 0.020000
Training Epoch: 21 [23808/45000]	Loss: 0.6716	LR: 0.020000
Training Epoch: 21 [24064/45000]	Loss: 0.5129	LR: 0.020000
Training Epoch: 21 [24320/45000]	Loss: 0.5786	LR: 0.020000
Training Epoch: 21 [24576/45000]	Loss: 0.6944	LR: 0.020000
Training Epoch: 21 [24832/45000]	Loss: 0.6552	LR: 0.020000
Training Epoch: 21 [25088/45000]	Loss: 0.5785	LR: 0.020000
Training Epoch: 21 [25344/45000]	Loss: 0.5807	LR: 0.020000
Training Epoch: 21 [25600/45000]	Loss: 0.6348	LR: 0.020000
Training Epoch: 21 [25856/45000]	Loss: 0.6310	LR: 0.020000
Training Epoch: 21 [26112/45000]	Loss: 0.5343	LR: 0.020000
Training Epoch: 21 [26368/45000]	Loss: 0.6117	LR: 0.020000
Training Epoch: 21 [26624/45000]	Loss: 0.6800	LR: 0.020000
Training Epoch: 21 [26880/45000]	Loss: 0.5988	LR: 0.020000
Training Epoch: 21 [27136/45000]	Loss: 0.5594	LR: 0.020000
Training Epoch: 21 [27392/45000]	Loss: 0.6108	LR: 0.020000
Training Epoch: 21 [27648/45000]	Loss: 0.5612	LR: 0.020000
Training Epoch: 21 [27904/45000]	Loss: 0.7003	LR: 0.020000
Training Epoch: 21 [28160/45000]	Loss: 0.4957	LR: 0.020000
Training Epoch: 21 [28416/45000]	Loss: 0.6335	LR: 0.020000
Training Epoch: 21 [28672/45000]	Loss: 0.5859	LR: 0.020000
Training Epoch: 21 [28928/45000]	Loss: 0.5414	LR: 0.020000
Training Epoch: 21 [29184/45000]	Loss: 0.6652	LR: 0.020000
Training Epoch: 21 [29440/45000]	Loss: 0.6612	LR: 0.020000
Training Epoch: 21 [29696/45000]	Loss: 0.6159	LR: 0.020000
Training Epoch: 21 [29952/45000]	Loss: 0.6943	LR: 0.020000
Training Epoch: 21 [30208/45000]	Loss: 0.5369	LR: 0.020000
Training Epoch: 21 [30464/45000]	Loss: 0.7056	LR: 0.020000
Training Epoch: 21 [30720/45000]	Loss: 0.5711	LR: 0.020000
Training Epoch: 21 [30976/45000]	Loss: 0.5547	LR: 0.020000
Training Epoch: 21 [31232/45000]	Loss: 0.7590	LR: 0.020000
Training Epoch: 21 [31488/45000]	Loss: 0.5743	LR: 0.020000
Training Epoch: 21 [31744/45000]	Loss: 0.5771	LR: 0.020000
Training Epoch: 21 [32000/45000]	Loss: 0.5597	LR: 0.020000
Training Epoch: 21 [32256/45000]	Loss: 0.6741	LR: 0.020000
Training Epoch: 21 [32512/45000]	Loss: 0.6162	LR: 0.020000
Training Epoch: 21 [32768/45000]	Loss: 0.7059	LR: 0.020000
Training Epoch: 21 [33024/45000]	Loss: 0.5523	LR: 0.020000
Training Epoch: 21 [33280/45000]	Loss: 0.6032	LR: 0.020000
Training Epoch: 21 [33536/45000]	Loss: 0.5974	LR: 0.020000
Training Epoch: 21 [33792/45000]	Loss: 0.7331	LR: 0.020000
Training Epoch: 21 [34048/45000]	Loss: 0.5919	LR: 0.020000
Training Epoch: 21 [34304/45000]	Loss: 0.6304	LR: 0.020000
Training Epoch: 21 [34560/45000]	Loss: 0.6447	LR: 0.020000
Training Epoch: 21 [34816/45000]	Loss: 0.6323	LR: 0.020000
Training Epoch: 21 [35072/45000]	Loss: 0.6161	LR: 0.020000
Training Epoch: 21 [35328/45000]	Loss: 0.5323	LR: 0.020000
Training Epoch: 21 [35584/45000]	Loss: 0.7446	LR: 0.020000
Training Epoch: 21 [35840/45000]	Loss: 0.6125	LR: 0.020000
Training Epoch: 21 [36096/45000]	Loss: 0.5340	LR: 0.020000
Training Epoch: 21 [36352/45000]	Loss: 0.6886	LR: 0.020000
Training Epoch: 21 [36608/45000]	Loss: 0.6573	LR: 0.020000
Training Epoch: 21 [36864/45000]	Loss: 0.7265	LR: 0.020000
Training Epoch: 21 [37120/45000]	Loss: 0.5131	LR: 0.020000
Training Epoch: 21 [37376/45000]	Loss: 0.5491	LR: 0.020000
Training Epoch: 21 [37632/45000]	Loss: 0.7823	LR: 0.020000
Training Epoch: 21 [37888/45000]	Loss: 0.5758	LR: 0.020000
Training Epoch: 21 [38144/45000]	Loss: 0.6647	LR: 0.020000
Training Epoch: 21 [38400/45000]	Loss: 0.5572	LR: 0.020000
Training Epoch: 21 [38656/45000]	Loss: 0.6537	LR: 0.020000
Training Epoch: 21 [38912/45000]	Loss: 0.6529	LR: 0.020000
Training Epoch: 21 [39168/45000]	Loss: 0.6182	LR: 0.020000
Training Epoch: 21 [39424/45000]	Loss: 0.5499	LR: 0.020000
Training Epoch: 21 [39680/45000]	Loss: 0.7320	LR: 0.020000
Training Epoch: 21 [39936/45000]	Loss: 0.5451	LR: 0.020000
Training Epoch: 21 [40192/45000]	Loss: 0.6277	LR: 0.020000
Training Epoch: 21 [40448/45000]	Loss: 0.6057	LR: 0.020000
Training Epoch: 21 [40704/45000]	Loss: 0.7054	LR: 0.020000
Training Epoch: 21 [40960/45000]	Loss: 0.7271	LR: 0.020000
Training Epoch: 21 [41216/45000]	Loss: 0.5922	LR: 0.020000
Training Epoch: 21 [41472/45000]	Loss: 0.5390	LR: 0.020000
Training Epoch: 21 [41728/45000]	Loss: 0.7458	LR: 0.020000
Training Epoch: 21 [41984/45000]	Loss: 0.5862	LR: 0.020000
Training Epoch: 21 [42240/45000]	Loss: 0.6634	LR: 0.020000
Training Epoch: 21 [42496/45000]	Loss: 0.5899	LR: 0.020000
Training Epoch: 21 [42752/45000]	Loss: 0.5567	LR: 0.020000
Training Epoch: 21 [43008/45000]	Loss: 0.4817	LR: 0.020000
Training Epoch: 21 [43264/45000]	Loss: 0.5361	LR: 0.020000
Training Epoch: 21 [43520/45000]	Loss: 0.6419	LR: 0.020000
Training Epoch: 21 [43776/45000]	Loss: 0.5512	LR: 0.020000
Training Epoch: 21 [44032/45000]	Loss: 0.6991	LR: 0.020000
Training Epoch: 21 [44288/45000]	Loss: 0.6853	LR: 0.020000
Training Epoch: 21 [44544/45000]	Loss: 0.6492	LR: 0.020000
Training Epoch: 21 [44800/45000]	Loss: 0.6335	LR: 0.020000
Training Epoch: 21 [45000/45000]	Loss: 0.6783	LR: 0.020000
Epoch 21 - Average Train Loss: 0.6073, Train Accuracy: 0.8038
Epoch 21 training time consumed: 24.63s
Evaluating Network.....
Test set: Epoch: 21, Average loss: 0.0037, Accuracy: 0.7225, Time consumed:0.91s
Training Epoch: 22 [256/45000]	Loss: 0.5946	LR: 0.020000
Training Epoch: 22 [512/45000]	Loss: 0.5794	LR: 0.020000
Training Epoch: 22 [768/45000]	Loss: 0.5355	LR: 0.020000
Training Epoch: 22 [1024/45000]	Loss: 0.6047	LR: 0.020000
Training Epoch: 22 [1280/45000]	Loss: 0.6010	LR: 0.020000
Training Epoch: 22 [1536/45000]	Loss: 0.5805	LR: 0.020000
Training Epoch: 22 [1792/45000]	Loss: 0.5878	LR: 0.020000
Training Epoch: 22 [2048/45000]	Loss: 0.5973	LR: 0.020000
Training Epoch: 22 [2304/45000]	Loss: 0.5181	LR: 0.020000
Training Epoch: 22 [2560/45000]	Loss: 0.5410	LR: 0.020000
Training Epoch: 22 [2816/45000]	Loss: 0.6268	LR: 0.020000
Training Epoch: 22 [3072/45000]	Loss: 0.5842	LR: 0.020000
Training Epoch: 22 [3328/45000]	Loss: 0.5524	LR: 0.020000
Training Epoch: 22 [3584/45000]	Loss: 0.5780	LR: 0.020000
Training Epoch: 22 [3840/45000]	Loss: 0.5805	LR: 0.020000
Training Epoch: 22 [4096/45000]	Loss: 0.6735	LR: 0.020000
Training Epoch: 22 [4352/45000]	Loss: 0.5521	LR: 0.020000
Training Epoch: 22 [4608/45000]	Loss: 0.5353	LR: 0.020000
Training Epoch: 22 [4864/45000]	Loss: 0.5686	LR: 0.020000
Training Epoch: 22 [5120/45000]	Loss: 0.6847	LR: 0.020000
Training Epoch: 22 [5376/45000]	Loss: 0.5762	LR: 0.020000
Training Epoch: 22 [5632/45000]	Loss: 0.6041	LR: 0.020000
Training Epoch: 22 [5888/45000]	Loss: 0.5651	LR: 0.020000
Training Epoch: 22 [6144/45000]	Loss: 0.5476	LR: 0.020000
Training Epoch: 22 [6400/45000]	Loss: 0.5633	LR: 0.020000
Training Epoch: 22 [6656/45000]	Loss: 0.5411	LR: 0.020000
Training Epoch: 22 [6912/45000]	Loss: 0.5738	LR: 0.020000
Training Epoch: 22 [7168/45000]	Loss: 0.6283	LR: 0.020000
Training Epoch: 22 [7424/45000]	Loss: 0.6383	LR: 0.020000
Training Epoch: 22 [7680/45000]	Loss: 0.5514	LR: 0.020000
Training Epoch: 22 [7936/45000]	Loss: 0.5235	LR: 0.020000
Training Epoch: 22 [8192/45000]	Loss: 0.6136	LR: 0.020000
Training Epoch: 22 [8448/45000]	Loss: 0.6511	LR: 0.020000
Training Epoch: 22 [8704/45000]	Loss: 0.6425	LR: 0.020000
Training Epoch: 22 [8960/45000]	Loss: 0.6352	LR: 0.020000
Training Epoch: 22 [9216/45000]	Loss: 0.5157	LR: 0.020000
Training Epoch: 22 [9472/45000]	Loss: 0.5911	LR: 0.020000
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Training Epoch: 22 [45000/45000]	Loss: 0.6560	LR: 0.020000
Epoch 22 - Average Train Loss: 0.6002, Train Accuracy: 0.8074
Epoch 22 training time consumed: 24.53s
Evaluating Network.....
Test set: Epoch: 22, Average loss: 0.0034, Accuracy: 0.7363, Time consumed:0.89s
Saving weights file to checkpoint/retrain/AllCNN/Monday_14_July_2025_02h_30m_55s/AllCNN-Cifar20-seed7-ret100-22-best.pth
Training Epoch: 23 [256/45000]	Loss: 0.4851	LR: 0.020000
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Training Epoch: 23 [37376/45000]	Loss: 0.5472	LR: 0.020000
Training Epoch: 23 [37632/45000]	Loss: 0.6566	LR: 0.020000
Training Epoch: 23 [37888/45000]	Loss: 0.6577	LR: 0.020000
Training Epoch: 23 [38144/45000]	Loss: 0.5925	LR: 0.020000
Training Epoch: 23 [38400/45000]	Loss: 0.5825	LR: 0.020000
Training Epoch: 23 [38656/45000]	Loss: 0.6569	LR: 0.020000
Training Epoch: 23 [38912/45000]	Loss: 0.6423	LR: 0.020000
Training Epoch: 23 [39168/45000]	Loss: 0.5949	LR: 0.020000
Training Epoch: 23 [39424/45000]	Loss: 0.6248	LR: 0.020000
Training Epoch: 23 [39680/45000]	Loss: 0.4263	LR: 0.020000
Training Epoch: 23 [39936/45000]	Loss: 0.5927	LR: 0.020000
Training Epoch: 23 [40192/45000]	Loss: 0.5153	LR: 0.020000
Training Epoch: 23 [40448/45000]	Loss: 0.5342	LR: 0.020000
Training Epoch: 23 [40704/45000]	Loss: 0.6154	LR: 0.020000
Training Epoch: 23 [40960/45000]	Loss: 0.5505	LR: 0.020000
Training Epoch: 23 [41216/45000]	Loss: 0.7161	LR: 0.020000
Training Epoch: 23 [41472/45000]	Loss: 0.5876	LR: 0.020000
Training Epoch: 23 [41728/45000]	Loss: 0.6119	LR: 0.020000
Training Epoch: 23 [41984/45000]	Loss: 0.5521	LR: 0.020000
Training Epoch: 23 [42240/45000]	Loss: 0.6342	LR: 0.020000
Training Epoch: 23 [42496/45000]	Loss: 0.6443	LR: 0.020000
Training Epoch: 23 [42752/45000]	Loss: 0.6006	LR: 0.020000
Training Epoch: 23 [43008/45000]	Loss: 0.5963	LR: 0.020000
Training Epoch: 23 [43264/45000]	Loss: 0.6596	LR: 0.020000
Training Epoch: 23 [43520/45000]	Loss: 0.5842	LR: 0.020000
Training Epoch: 23 [43776/45000]	Loss: 0.5935	LR: 0.020000
Training Epoch: 23 [44032/45000]	Loss: 0.6350	LR: 0.020000
Training Epoch: 23 [44288/45000]	Loss: 0.6198	LR: 0.020000
Training Epoch: 23 [44544/45000]	Loss: 0.5102	LR: 0.020000
Training Epoch: 23 [44800/45000]	Loss: 0.5874	LR: 0.020000
Training Epoch: 23 [45000/45000]	Loss: 0.6441	LR: 0.020000
Epoch 23 - Average Train Loss: 0.5829, Train Accuracy: 0.8117
Epoch 23 training time consumed: 24.54s
Evaluating Network.....
Test set: Epoch: 23, Average loss: 0.0040, Accuracy: 0.7157, Time consumed:0.97s
Training Epoch: 24 [256/45000]	Loss: 0.6026	LR: 0.020000
Training Epoch: 24 [512/45000]	Loss: 0.6332	LR: 0.020000
Training Epoch: 24 [768/45000]	Loss: 0.5141	LR: 0.020000
Training Epoch: 24 [1024/45000]	Loss: 0.6010	LR: 0.020000
Training Epoch: 24 [1280/45000]	Loss: 0.5874	LR: 0.020000
Training Epoch: 24 [1536/45000]	Loss: 0.4825	LR: 0.020000
Training Epoch: 24 [1792/45000]	Loss: 0.5170	LR: 0.020000
Training Epoch: 24 [2048/45000]	Loss: 0.5978	LR: 0.020000
Training Epoch: 24 [2304/45000]	Loss: 0.5171	LR: 0.020000
Training Epoch: 24 [2560/45000]	Loss: 0.4818	LR: 0.020000
Training Epoch: 24 [2816/45000]	Loss: 0.6059	LR: 0.020000
Training Epoch: 24 [3072/45000]	Loss: 0.6185	LR: 0.020000
Training Epoch: 24 [3328/45000]	Loss: 0.4903	LR: 0.020000
Training Epoch: 24 [3584/45000]	Loss: 0.5425	LR: 0.020000
Training Epoch: 24 [3840/45000]	Loss: 0.5684	LR: 0.020000
Training Epoch: 24 [4096/45000]	Loss: 0.5336	LR: 0.020000
Training Epoch: 24 [4352/45000]	Loss: 0.5959	LR: 0.020000
Training Epoch: 24 [4608/45000]	Loss: 0.5620	LR: 0.020000
Training Epoch: 24 [4864/45000]	Loss: 0.4438	LR: 0.020000
Training Epoch: 24 [5120/45000]	Loss: 0.5833	LR: 0.020000
Training Epoch: 24 [5376/45000]	Loss: 0.6249	LR: 0.020000
Training Epoch: 24 [5632/45000]	Loss: 0.6214	LR: 0.020000
Training Epoch: 24 [5888/45000]	Loss: 0.6229	LR: 0.020000
Training Epoch: 24 [6144/45000]	Loss: 0.5323	LR: 0.020000
Training Epoch: 24 [6400/45000]	Loss: 0.5862	LR: 0.020000
Training Epoch: 24 [6656/45000]	Loss: 0.7016	LR: 0.020000
Training Epoch: 24 [6912/45000]	Loss: 0.5694	LR: 0.020000
Training Epoch: 24 [7168/45000]	Loss: 0.4785	LR: 0.020000
Training Epoch: 24 [7424/45000]	Loss: 0.5831	LR: 0.020000
Training Epoch: 24 [7680/45000]	Loss: 0.6623	LR: 0.020000
Training Epoch: 24 [7936/45000]	Loss: 0.5440	LR: 0.020000
Training Epoch: 24 [8192/45000]	Loss: 0.5661	LR: 0.020000
Training Epoch: 24 [8448/45000]	Loss: 0.5217	LR: 0.020000
Training Epoch: 24 [8704/45000]	Loss: 0.6096	LR: 0.020000
Training Epoch: 24 [8960/45000]	Loss: 0.5075	LR: 0.020000
Training Epoch: 24 [9216/45000]	Loss: 0.5497	LR: 0.020000
Training Epoch: 24 [9472/45000]	Loss: 0.5444	LR: 0.020000
Training Epoch: 24 [9728/45000]	Loss: 0.5385	LR: 0.020000
Training Epoch: 24 [9984/45000]	Loss: 0.5148	LR: 0.020000
Training Epoch: 24 [10240/45000]	Loss: 0.5025	LR: 0.020000
Training Epoch: 24 [10496/45000]	Loss: 0.5047	LR: 0.020000
Training Epoch: 24 [10752/45000]	Loss: 0.4681	LR: 0.020000
Training Epoch: 24 [11008/45000]	Loss: 0.5397	LR: 0.020000
Training Epoch: 24 [11264/45000]	Loss: 0.5662	LR: 0.020000
Training Epoch: 24 [11520/45000]	Loss: 0.5588	LR: 0.020000
Training Epoch: 24 [11776/45000]	Loss: 0.5324	LR: 0.020000
Training Epoch: 24 [12032/45000]	Loss: 0.6070	LR: 0.020000
Training Epoch: 24 [12288/45000]	Loss: 0.5294	LR: 0.020000
Training Epoch: 24 [12544/45000]	Loss: 0.5197	LR: 0.020000
Training Epoch: 24 [12800/45000]	Loss: 0.7184	LR: 0.020000
Training Epoch: 24 [13056/45000]	Loss: 0.5211	LR: 0.020000
Training Epoch: 24 [13312/45000]	Loss: 0.5011	LR: 0.020000
Training Epoch: 24 [13568/45000]	Loss: 0.4932	LR: 0.020000
Training Epoch: 24 [13824/45000]	Loss: 0.4885	LR: 0.020000
Training Epoch: 24 [14080/45000]	Loss: 0.6161	LR: 0.020000
Training Epoch: 24 [14336/45000]	Loss: 0.6309	LR: 0.020000
Training Epoch: 24 [14592/45000]	Loss: 0.7142	LR: 0.020000
Training Epoch: 24 [14848/45000]	Loss: 0.5186	LR: 0.020000
Training Epoch: 24 [15104/45000]	Loss: 0.5879	LR: 0.020000
Training Epoch: 24 [15360/45000]	Loss: 0.4774	LR: 0.020000
Training Epoch: 24 [15616/45000]	Loss: 0.6075	LR: 0.020000
Training Epoch: 24 [15872/45000]	Loss: 0.6227	LR: 0.020000
Training Epoch: 24 [16128/45000]	Loss: 0.5915	LR: 0.020000
Training Epoch: 24 [16384/45000]	Loss: 0.6089	LR: 0.020000
Training Epoch: 24 [16640/45000]	Loss: 0.5234	LR: 0.020000
Training Epoch: 24 [16896/45000]	Loss: 0.5722	LR: 0.020000
Training Epoch: 24 [17152/45000]	Loss: 0.5236	LR: 0.020000
Training Epoch: 24 [17408/45000]	Loss: 0.6109	LR: 0.020000
Training Epoch: 24 [17664/45000]	Loss: 0.7103	LR: 0.020000
Training Epoch: 24 [17920/45000]	Loss: 0.4798	LR: 0.020000
Training Epoch: 24 [18176/45000]	Loss: 0.4903	LR: 0.020000
Training Epoch: 24 [18432/45000]	Loss: 0.5397	LR: 0.020000
Training Epoch: 24 [18688/45000]	Loss: 0.5828	LR: 0.020000
Training Epoch: 24 [18944/45000]	Loss: 0.4524	LR: 0.020000
Training Epoch: 24 [19200/45000]	Loss: 0.5927	LR: 0.020000
Training Epoch: 24 [19456/45000]	Loss: 0.5497	LR: 0.020000
Training Epoch: 24 [19712/45000]	Loss: 0.6072	LR: 0.020000
Training Epoch: 24 [19968/45000]	Loss: 0.5383	LR: 0.020000
Training Epoch: 24 [20224/45000]	Loss: 0.4954	LR: 0.020000
Training Epoch: 24 [20480/45000]	Loss: 0.5298	LR: 0.020000
Training Epoch: 24 [20736/45000]	Loss: 0.4990	LR: 0.020000
Training Epoch: 24 [20992/45000]	Loss: 0.5687	LR: 0.020000
Training Epoch: 24 [21248/45000]	Loss: 0.4590	LR: 0.020000
Training Epoch: 24 [21504/45000]	Loss: 0.6230	LR: 0.020000
Training Epoch: 24 [21760/45000]	Loss: 0.6292	LR: 0.020000
Training Epoch: 24 [22016/45000]	Loss: 0.5551	LR: 0.020000
Training Epoch: 24 [22272/45000]	Loss: 0.5808	LR: 0.020000
Training Epoch: 24 [22528/45000]	Loss: 0.5706	LR: 0.020000
Training Epoch: 24 [22784/45000]	Loss: 0.6122	LR: 0.020000
Training Epoch: 24 [23040/45000]	Loss: 0.5499	LR: 0.020000
Training Epoch: 24 [23296/45000]	Loss: 0.5715	LR: 0.020000
Training Epoch: 24 [23552/45000]	Loss: 0.5877	LR: 0.020000
Training Epoch: 24 [23808/45000]	Loss: 0.6928	LR: 0.020000
Training Epoch: 24 [24064/45000]	Loss: 0.4789	LR: 0.020000
Training Epoch: 24 [24320/45000]	Loss: 0.6293	LR: 0.020000
Training Epoch: 24 [24576/45000]	Loss: 0.6321	LR: 0.020000
Training Epoch: 24 [24832/45000]	Loss: 0.5761	LR: 0.020000
Training Epoch: 24 [25088/45000]	Loss: 0.4816	LR: 0.020000
Training Epoch: 24 [25344/45000]	Loss: 0.5740	LR: 0.020000
Training Epoch: 24 [25600/45000]	Loss: 0.5412	LR: 0.020000
Training Epoch: 24 [25856/45000]	Loss: 0.6436	LR: 0.020000
Training Epoch: 24 [26112/45000]	Loss: 0.5553	LR: 0.020000
Training Epoch: 24 [26368/45000]	Loss: 0.6603	LR: 0.020000
Training Epoch: 24 [26624/45000]	Loss: 0.6249	LR: 0.020000
Training Epoch: 24 [26880/45000]	Loss: 0.6532	LR: 0.020000
Training Epoch: 24 [27136/45000]	Loss: 0.5311	LR: 0.020000
Training Epoch: 24 [27392/45000]	Loss: 0.5673	LR: 0.020000
Training Epoch: 24 [27648/45000]	Loss: 0.6031	LR: 0.020000
Training Epoch: 24 [27904/45000]	Loss: 0.5132	LR: 0.020000
Training Epoch: 24 [28160/45000]	Loss: 0.4630	LR: 0.020000
Training Epoch: 24 [28416/45000]	Loss: 0.6578	LR: 0.020000
Training Epoch: 24 [28672/45000]	Loss: 0.6132	LR: 0.020000
Training Epoch: 24 [28928/45000]	Loss: 0.5384	LR: 0.020000
Training Epoch: 24 [29184/45000]	Loss: 0.6049	LR: 0.020000
Training Epoch: 24 [29440/45000]	Loss: 0.5296	LR: 0.020000
Training Epoch: 24 [29696/45000]	Loss: 0.5094	LR: 0.020000
Training Epoch: 24 [29952/45000]	Loss: 0.5540	LR: 0.020000
Training Epoch: 24 [30208/45000]	Loss: 0.6975	LR: 0.020000
Training Epoch: 24 [30464/45000]	Loss: 0.6254	LR: 0.020000
Training Epoch: 24 [30720/45000]	Loss: 0.5791	LR: 0.020000
Training Epoch: 24 [30976/45000]	Loss: 0.5672	LR: 0.020000
Training Epoch: 24 [31232/45000]	Loss: 0.5858	LR: 0.020000
Training Epoch: 24 [31488/45000]	Loss: 0.5144	LR: 0.020000
Training Epoch: 24 [31744/45000]	Loss: 0.6782	LR: 0.020000
Training Epoch: 24 [32000/45000]	Loss: 0.6677	LR: 0.020000
Training Epoch: 24 [32256/45000]	Loss: 0.5430	LR: 0.020000
Training Epoch: 24 [32512/45000]	Loss: 0.5736	LR: 0.020000
Training Epoch: 24 [32768/45000]	Loss: 0.6923	LR: 0.020000
Training Epoch: 24 [33024/45000]	Loss: 0.6360	LR: 0.020000
Training Epoch: 24 [33280/45000]	Loss: 0.5736	LR: 0.020000
Training Epoch: 24 [33536/45000]	Loss: 0.5559	LR: 0.020000
Training Epoch: 24 [33792/45000]	Loss: 0.5490	LR: 0.020000
Training Epoch: 24 [34048/45000]	Loss: 0.5512	LR: 0.020000
Training Epoch: 24 [34304/45000]	Loss: 0.4990	LR: 0.020000
Training Epoch: 24 [34560/45000]	Loss: 0.6993	LR: 0.020000
Training Epoch: 24 [34816/45000]	Loss: 0.5602	LR: 0.020000
Training Epoch: 24 [35072/45000]	Loss: 0.5087	LR: 0.020000
Training Epoch: 24 [35328/45000]	Loss: 0.5182	LR: 0.020000
Training Epoch: 24 [35584/45000]	Loss: 0.5299	LR: 0.020000
Training Epoch: 24 [35840/45000]	Loss: 0.6731	LR: 0.020000
Training Epoch: 24 [36096/45000]	Loss: 0.6045	LR: 0.020000
Training Epoch: 24 [36352/45000]	Loss: 0.5521	LR: 0.020000
Training Epoch: 24 [36608/45000]	Loss: 0.6134	LR: 0.020000
Training Epoch: 24 [36864/45000]	Loss: 0.6183	LR: 0.020000
Training Epoch: 24 [37120/45000]	Loss: 0.5851	LR: 0.020000
Training Epoch: 24 [37376/45000]	Loss: 0.5313	LR: 0.020000
Training Epoch: 24 [37632/45000]	Loss: 0.5861	LR: 0.020000
Training Epoch: 24 [37888/45000]	Loss: 0.7146	LR: 0.020000
Training Epoch: 24 [38144/45000]	Loss: 0.6355	LR: 0.020000
Training Epoch: 24 [38400/45000]	Loss: 0.5129	LR: 0.020000
Training Epoch: 24 [38656/45000]	Loss: 0.5161	LR: 0.020000
Training Epoch: 24 [38912/45000]	Loss: 0.6827	LR: 0.020000
Training Epoch: 24 [39168/45000]	Loss: 0.6101	LR: 0.020000
Training Epoch: 24 [39424/45000]	Loss: 0.5774	LR: 0.020000
Training Epoch: 24 [39680/45000]	Loss: 0.6162	LR: 0.020000
Training Epoch: 24 [39936/45000]	Loss: 0.5482	LR: 0.020000
Training Epoch: 24 [40192/45000]	Loss: 0.5346	LR: 0.020000
Training Epoch: 24 [40448/45000]	Loss: 0.4976	LR: 0.020000
Training Epoch: 24 [40704/45000]	Loss: 0.5901	LR: 0.020000
Training Epoch: 24 [40960/45000]	Loss: 0.6012	LR: 0.020000
Training Epoch: 24 [41216/45000]	Loss: 0.5750	LR: 0.020000
Training Epoch: 24 [41472/45000]	Loss: 0.5640	LR: 0.020000
Training Epoch: 24 [41728/45000]	Loss: 0.6365	LR: 0.020000
Training Epoch: 24 [41984/45000]	Loss: 0.6624	LR: 0.020000
Training Epoch: 24 [42240/45000]	Loss: 0.6129	LR: 0.020000
Training Epoch: 24 [42496/45000]	Loss: 0.5745	LR: 0.020000
Training Epoch: 24 [42752/45000]	Loss: 0.6629	LR: 0.020000
Training Epoch: 24 [43008/45000]	Loss: 0.6245	LR: 0.020000
Training Epoch: 24 [43264/45000]	Loss: 0.7328	LR: 0.020000
Training Epoch: 24 [43520/45000]	Loss: 0.5610	LR: 0.020000
Training Epoch: 24 [43776/45000]	Loss: 0.6250	LR: 0.020000
Training Epoch: 24 [44032/45000]	Loss: 0.6201	LR: 0.020000
Training Epoch: 24 [44288/45000]	Loss: 0.5777	LR: 0.020000
Training Epoch: 24 [44544/45000]	Loss: 0.7010	LR: 0.020000
Training Epoch: 24 [44800/45000]	Loss: 0.7194	LR: 0.020000
Training Epoch: 24 [45000/45000]	Loss: 0.6851	LR: 0.020000
Epoch 24 - Average Train Loss: 0.5763, Train Accuracy: 0.8130
Epoch 24 training time consumed: 24.63s
Evaluating Network.....
Test set: Epoch: 24, Average loss: 0.0035, Accuracy: 0.7350, Time consumed:0.87s
Training Epoch: 25 [256/45000]	Loss: 0.5093	LR: 0.020000
Training Epoch: 25 [512/45000]	Loss: 0.4743	LR: 0.020000
Training Epoch: 25 [768/45000]	Loss: 0.5530	LR: 0.020000
Training Epoch: 25 [1024/45000]	Loss: 0.5274	LR: 0.020000
Training Epoch: 25 [1280/45000]	Loss: 0.6338	LR: 0.020000
Training Epoch: 25 [1536/45000]	Loss: 0.5585	LR: 0.020000
Training Epoch: 25 [1792/45000]	Loss: 0.4524	LR: 0.020000
Training Epoch: 25 [2048/45000]	Loss: 0.5311	LR: 0.020000
Training Epoch: 25 [2304/45000]	Loss: 0.5075	LR: 0.020000
Training Epoch: 25 [2560/45000]	Loss: 0.6587	LR: 0.020000
Training Epoch: 25 [2816/45000]	Loss: 0.5532	LR: 0.020000
Training Epoch: 25 [3072/45000]	Loss: 0.5624	LR: 0.020000
Training Epoch: 25 [3328/45000]	Loss: 0.4688	LR: 0.020000
Training Epoch: 25 [3584/45000]	Loss: 0.5934	LR: 0.020000
Training Epoch: 25 [3840/45000]	Loss: 0.4624	LR: 0.020000
Training Epoch: 25 [4096/45000]	Loss: 0.5551	LR: 0.020000
Training Epoch: 25 [4352/45000]	Loss: 0.5774	LR: 0.020000
Training Epoch: 25 [4608/45000]	Loss: 0.5929	LR: 0.020000
Training Epoch: 25 [4864/45000]	Loss: 0.5618	LR: 0.020000
Training Epoch: 25 [5120/45000]	Loss: 0.5310	LR: 0.020000
Training Epoch: 25 [5376/45000]	Loss: 0.5114	LR: 0.020000
Training Epoch: 25 [5632/45000]	Loss: 0.5669	LR: 0.020000
Training Epoch: 25 [5888/45000]	Loss: 0.5865	LR: 0.020000
Training Epoch: 25 [6144/45000]	Loss: 0.5602	LR: 0.020000
Training Epoch: 25 [6400/45000]	Loss: 0.5838	LR: 0.020000
Training Epoch: 25 [6656/45000]	Loss: 0.4920	LR: 0.020000
Training Epoch: 25 [6912/45000]	Loss: 0.4084	LR: 0.020000
Training Epoch: 25 [7168/45000]	Loss: 0.4968	LR: 0.020000
Training Epoch: 25 [7424/45000]	Loss: 0.5688	LR: 0.020000
Training Epoch: 25 [7680/45000]	Loss: 0.5062	LR: 0.020000
Training Epoch: 25 [7936/45000]	Loss: 0.5579	LR: 0.020000
Training Epoch: 25 [8192/45000]	Loss: 0.5415	LR: 0.020000
Training Epoch: 25 [8448/45000]	Loss: 0.6162	LR: 0.020000
Training Epoch: 25 [8704/45000]	Loss: 0.5405	LR: 0.020000
Training Epoch: 25 [8960/45000]	Loss: 0.4465	LR: 0.020000
Training Epoch: 25 [9216/45000]	Loss: 0.6092	LR: 0.020000
Training Epoch: 25 [9472/45000]	Loss: 0.6006	LR: 0.020000
Training Epoch: 25 [9728/45000]	Loss: 0.5706	LR: 0.020000
Training Epoch: 25 [9984/45000]	Loss: 0.5369	LR: 0.020000
Training Epoch: 25 [10240/45000]	Loss: 0.4933	LR: 0.020000
Training Epoch: 25 [10496/45000]	Loss: 0.4940	LR: 0.020000
Training Epoch: 25 [10752/45000]	Loss: 0.6552	LR: 0.020000
Training Epoch: 25 [11008/45000]	Loss: 0.5194	LR: 0.020000
Training Epoch: 25 [11264/45000]	Loss: 0.6495	LR: 0.020000
Training Epoch: 25 [11520/45000]	Loss: 0.6924	LR: 0.020000
Training Epoch: 25 [11776/45000]	Loss: 0.6145	LR: 0.020000
Training Epoch: 25 [12032/45000]	Loss: 0.5155	LR: 0.020000
Training Epoch: 25 [12288/45000]	Loss: 0.6176	LR: 0.020000
Training Epoch: 25 [12544/45000]	Loss: 0.3874	LR: 0.020000
Training Epoch: 25 [12800/45000]	Loss: 0.5490	LR: 0.020000
Training Epoch: 25 [13056/45000]	Loss: 0.4968	LR: 0.020000
Training Epoch: 25 [13312/45000]	Loss: 0.5365	LR: 0.020000
Training Epoch: 25 [13568/45000]	Loss: 0.6537	LR: 0.020000
Training Epoch: 25 [13824/45000]	Loss: 0.4979	LR: 0.020000
Training Epoch: 25 [14080/45000]	Loss: 0.4801	LR: 0.020000
Training Epoch: 25 [14336/45000]	Loss: 0.4836	LR: 0.020000
Training Epoch: 25 [14592/45000]	Loss: 0.5309	LR: 0.020000
Training Epoch: 25 [14848/45000]	Loss: 0.6189	LR: 0.020000
Training Epoch: 25 [15104/45000]	Loss: 0.6056	LR: 0.020000
Training Epoch: 25 [15360/45000]	Loss: 0.5152	LR: 0.020000
Training Epoch: 25 [15616/45000]	Loss: 0.5043	LR: 0.020000
Training Epoch: 25 [15872/45000]	Loss: 0.4660	LR: 0.020000
Training Epoch: 25 [16128/45000]	Loss: 0.5593	LR: 0.020000
Training Epoch: 25 [16384/45000]	Loss: 0.4446	LR: 0.020000
Training Epoch: 25 [16640/45000]	Loss: 0.5383	LR: 0.020000
Training Epoch: 25 [16896/45000]	Loss: 0.4809	LR: 0.020000
Training Epoch: 25 [17152/45000]	Loss: 0.5083	LR: 0.020000
Training Epoch: 25 [17408/45000]	Loss: 0.5870	LR: 0.020000
Training Epoch: 25 [17664/45000]	Loss: 0.6203	LR: 0.020000
Training Epoch: 25 [17920/45000]	Loss: 0.5268	LR: 0.020000
Training Epoch: 25 [18176/45000]	Loss: 0.5566	LR: 0.020000
Training Epoch: 25 [18432/45000]	Loss: 0.5306	LR: 0.020000
Training Epoch: 25 [18688/45000]	Loss: 0.5453	LR: 0.020000
Training Epoch: 25 [18944/45000]	Loss: 0.4866	LR: 0.020000
Training Epoch: 25 [19200/45000]	Loss: 0.4752	LR: 0.020000
Training Epoch: 25 [19456/45000]	Loss: 0.5485	LR: 0.020000
Training Epoch: 25 [19712/45000]	Loss: 0.5212	LR: 0.020000
Training Epoch: 25 [19968/45000]	Loss: 0.6533	LR: 0.020000
Training Epoch: 25 [20224/45000]	Loss: 0.6058	LR: 0.020000
Training Epoch: 25 [20480/45000]	Loss: 0.6438	LR: 0.020000
Training Epoch: 25 [20736/45000]	Loss: 0.6036	LR: 0.020000
Training Epoch: 25 [20992/45000]	Loss: 0.6130	LR: 0.020000
Training Epoch: 25 [21248/45000]	Loss: 0.5699	LR: 0.020000
Training Epoch: 25 [21504/45000]	Loss: 0.6594	LR: 0.020000
Training Epoch: 25 [21760/45000]	Loss: 0.5383	LR: 0.020000
Training Epoch: 25 [22016/45000]	Loss: 0.5757	LR: 0.020000
Training Epoch: 25 [22272/45000]	Loss: 0.5286	LR: 0.020000
Training Epoch: 25 [22528/45000]	Loss: 0.4851	LR: 0.020000
Training Epoch: 25 [22784/45000]	Loss: 0.5020	LR: 0.020000
Training Epoch: 25 [23040/45000]	Loss: 0.5286	LR: 0.020000
Training Epoch: 25 [23296/45000]	Loss: 0.5505	LR: 0.020000
Training Epoch: 25 [23552/45000]	Loss: 0.5146	LR: 0.020000
Training Epoch: 25 [23808/45000]	Loss: 0.5412	LR: 0.020000
Training Epoch: 25 [24064/45000]	Loss: 0.4750	LR: 0.020000
Training Epoch: 25 [24320/45000]	Loss: 0.7045	LR: 0.020000
Training Epoch: 25 [24576/45000]	Loss: 0.5380	LR: 0.020000
Training Epoch: 25 [24832/45000]	Loss: 0.4979	LR: 0.020000
Training Epoch: 25 [25088/45000]	Loss: 0.5373	LR: 0.020000
Training Epoch: 25 [25344/45000]	Loss: 0.6894	LR: 0.020000
Training Epoch: 25 [25600/45000]	Loss: 0.5674	LR: 0.020000
Training Epoch: 25 [25856/45000]	Loss: 0.5819	LR: 0.020000
Training Epoch: 25 [26112/45000]	Loss: 0.5177	LR: 0.020000
Training Epoch: 25 [26368/45000]	Loss: 0.5264	LR: 0.020000
Training Epoch: 25 [26624/45000]	Loss: 0.7064	LR: 0.020000
Training Epoch: 25 [26880/45000]	Loss: 0.4912	LR: 0.020000
Training Epoch: 25 [27136/45000]	Loss: 0.5248	LR: 0.020000
Training Epoch: 25 [27392/45000]	Loss: 0.5859	LR: 0.020000
Training Epoch: 25 [27648/45000]	Loss: 0.5293	LR: 0.020000
Training Epoch: 25 [27904/45000]	Loss: 0.6016	LR: 0.020000
Training Epoch: 25 [28160/45000]	Loss: 0.6561	LR: 0.020000
Training Epoch: 25 [28416/45000]	Loss: 0.4905	LR: 0.020000
Training Epoch: 25 [28672/45000]	Loss: 0.5669	LR: 0.020000
Training Epoch: 25 [28928/45000]	Loss: 0.5811	LR: 0.020000
Training Epoch: 25 [29184/45000]	Loss: 0.5237	LR: 0.020000
Training Epoch: 25 [29440/45000]	Loss: 0.4818	LR: 0.020000
Training Epoch: 25 [29696/45000]	Loss: 0.5897	LR: 0.020000
Training Epoch: 25 [29952/45000]	Loss: 0.5289	LR: 0.020000
Training Epoch: 25 [30208/45000]	Loss: 0.5649	LR: 0.020000
Training Epoch: 25 [30464/45000]	Loss: 0.4947	LR: 0.020000
Training Epoch: 25 [30720/45000]	Loss: 0.6339	LR: 0.020000
Training Epoch: 25 [30976/45000]	Loss: 0.6035	LR: 0.020000
Training Epoch: 25 [31232/45000]	Loss: 0.4600	LR: 0.020000
Training Epoch: 25 [31488/45000]	Loss: 0.6263	LR: 0.020000
Training Epoch: 25 [31744/45000]	Loss: 0.5765	LR: 0.020000
Training Epoch: 25 [32000/45000]	Loss: 0.5886	LR: 0.020000
Training Epoch: 25 [32256/45000]	Loss: 0.6094	LR: 0.020000
Training Epoch: 25 [32512/45000]	Loss: 0.5704	LR: 0.020000
Training Epoch: 25 [32768/45000]	Loss: 0.5521	LR: 0.020000
Training Epoch: 25 [33024/45000]	Loss: 0.5216	LR: 0.020000
Training Epoch: 25 [33280/45000]	Loss: 0.6306	LR: 0.020000
Training Epoch: 25 [33536/45000]	Loss: 0.6014	LR: 0.020000
Training Epoch: 25 [33792/45000]	Loss: 0.5033	LR: 0.020000
Training Epoch: 25 [34048/45000]	Loss: 0.5509	LR: 0.020000
Training Epoch: 25 [34304/45000]	Loss: 0.5394	LR: 0.020000
Training Epoch: 25 [34560/45000]	Loss: 0.4561	LR: 0.020000
Training Epoch: 25 [34816/45000]	Loss: 0.5418	LR: 0.020000
Training Epoch: 25 [35072/45000]	Loss: 0.5602	LR: 0.020000
Training Epoch: 25 [35328/45000]	Loss: 0.5539	LR: 0.020000
Training Epoch: 25 [35584/45000]	Loss: 0.5469	LR: 0.020000
Training Epoch: 25 [35840/45000]	Loss: 0.4582	LR: 0.020000
Training Epoch: 25 [36096/45000]	Loss: 0.4455	LR: 0.020000
Training Epoch: 25 [36352/45000]	Loss: 0.6203	LR: 0.020000
Training Epoch: 25 [36608/45000]	Loss: 0.6109	LR: 0.020000
Training Epoch: 25 [36864/45000]	Loss: 0.5043	LR: 0.020000
Training Epoch: 25 [37120/45000]	Loss: 0.6589	LR: 0.020000
Training Epoch: 25 [37376/45000]	Loss: 0.5802	LR: 0.020000
Training Epoch: 25 [37632/45000]	Loss: 0.5955	LR: 0.020000
Training Epoch: 25 [37888/45000]	Loss: 0.5778	LR: 0.020000
Training Epoch: 25 [38144/45000]	Loss: 0.6626	LR: 0.020000
Training Epoch: 25 [38400/45000]	Loss: 0.5944	LR: 0.020000
Training Epoch: 25 [38656/45000]	Loss: 0.5332	LR: 0.020000
Training Epoch: 25 [38912/45000]	Loss: 0.4656	LR: 0.020000
Training Epoch: 25 [39168/45000]	Loss: 0.5794	LR: 0.020000
Training Epoch: 25 [39424/45000]	Loss: 0.5333	LR: 0.020000
Training Epoch: 25 [39680/45000]	Loss: 0.5331	LR: 0.020000
Training Epoch: 25 [39936/45000]	Loss: 0.5296	LR: 0.020000
Training Epoch: 25 [40192/45000]	Loss: 0.5149	LR: 0.020000
Training Epoch: 25 [40448/45000]	Loss: 0.6629	LR: 0.020000
Training Epoch: 25 [40704/45000]	Loss: 0.5744	LR: 0.020000
Training Epoch: 25 [40960/45000]	Loss: 0.6095	LR: 0.020000
Training Epoch: 25 [41216/45000]	Loss: 0.5731	LR: 0.020000
Training Epoch: 25 [41472/45000]	Loss: 0.4682	LR: 0.020000
Training Epoch: 25 [41728/45000]	Loss: 0.5658	LR: 0.020000
Training Epoch: 25 [41984/45000]	Loss: 0.5049	LR: 0.020000
Training Epoch: 25 [42240/45000]	Loss: 0.6822	LR: 0.020000
Training Epoch: 25 [42496/45000]	Loss: 0.6876	LR: 0.020000
Training Epoch: 25 [42752/45000]	Loss: 0.6176	LR: 0.020000
Training Epoch: 25 [43008/45000]	Loss: 0.5180	LR: 0.020000
Training Epoch: 25 [43264/45000]	Loss: 0.5855	LR: 0.020000
Training Epoch: 25 [43520/45000]	Loss: 0.5337	LR: 0.020000
Training Epoch: 25 [43776/45000]	Loss: 0.5809	LR: 0.020000
Training Epoch: 25 [44032/45000]	Loss: 0.5891	LR: 0.020000
Training Epoch: 25 [44288/45000]	Loss: 0.5879	LR: 0.020000
Training Epoch: 25 [44544/45000]	Loss: 0.6089	LR: 0.020000
Training Epoch: 25 [44800/45000]	Loss: 0.5425	LR: 0.020000
Training Epoch: 25 [45000/45000]	Loss: 0.6320	LR: 0.020000
Epoch 25 - Average Train Loss: 0.5549, Train Accuracy: 0.8206
Epoch 25 training time consumed: 24.61s
Evaluating Network.....
Test set: Epoch: 25, Average loss: 0.0036, Accuracy: 0.7240, Time consumed:0.87s
Training Epoch: 26 [256/45000]	Loss: 0.4569	LR: 0.020000
Training Epoch: 26 [512/45000]	Loss: 0.5175	LR: 0.020000
Training Epoch: 26 [768/45000]	Loss: 0.5412	LR: 0.020000
Training Epoch: 26 [1024/45000]	Loss: 0.5774	LR: 0.020000
Training Epoch: 26 [1280/45000]	Loss: 0.5532	LR: 0.020000
Training Epoch: 26 [1536/45000]	Loss: 0.5405	LR: 0.020000
Training Epoch: 26 [1792/45000]	Loss: 0.4700	LR: 0.020000
Training Epoch: 26 [2048/45000]	Loss: 0.5339	LR: 0.020000
Training Epoch: 26 [2304/45000]	Loss: 0.5584	LR: 0.020000
Training Epoch: 26 [2560/45000]	Loss: 0.4532	LR: 0.020000
Training Epoch: 26 [2816/45000]	Loss: 0.4808	LR: 0.020000
Training Epoch: 26 [3072/45000]	Loss: 0.4872	LR: 0.020000
Training Epoch: 26 [3328/45000]	Loss: 0.4876	LR: 0.020000
Training Epoch: 26 [3584/45000]	Loss: 0.5199	LR: 0.020000
Training Epoch: 26 [3840/45000]	Loss: 0.5194	LR: 0.020000
Training Epoch: 26 [4096/45000]	Loss: 0.5417	LR: 0.020000
Training Epoch: 26 [4352/45000]	Loss: 0.5407	LR: 0.020000
Training Epoch: 26 [4608/45000]	Loss: 0.4956	LR: 0.020000
Training Epoch: 26 [4864/45000]	Loss: 0.4668	LR: 0.020000
Training Epoch: 26 [5120/45000]	Loss: 0.4712	LR: 0.020000
Training Epoch: 26 [5376/45000]	Loss: 0.4254	LR: 0.020000
Training Epoch: 26 [5632/45000]	Loss: 0.6027	LR: 0.020000
Training Epoch: 26 [5888/45000]	Loss: 0.5486	LR: 0.020000
Training Epoch: 26 [6144/45000]	Loss: 0.5816	LR: 0.020000
Training Epoch: 26 [6400/45000]	Loss: 0.5426	LR: 0.020000
Training Epoch: 26 [6656/45000]	Loss: 0.5555	LR: 0.020000
Training Epoch: 26 [6912/45000]	Loss: 0.5171	LR: 0.020000
Training Epoch: 26 [7168/45000]	Loss: 0.5182	LR: 0.020000
Training Epoch: 26 [7424/45000]	Loss: 0.5852	LR: 0.020000
Training Epoch: 26 [7680/45000]	Loss: 0.5607	LR: 0.020000
Training Epoch: 26 [7936/45000]	Loss: 0.4612	LR: 0.020000
Training Epoch: 26 [8192/45000]	Loss: 0.5747	LR: 0.020000
Training Epoch: 26 [8448/45000]	Loss: 0.5258	LR: 0.020000
Training Epoch: 26 [8704/45000]	Loss: 0.5102	LR: 0.020000
Training Epoch: 26 [8960/45000]	Loss: 0.5105	LR: 0.020000
Training Epoch: 26 [9216/45000]	Loss: 0.4989	LR: 0.020000
Training Epoch: 26 [9472/45000]	Loss: 0.4855	LR: 0.020000
Training Epoch: 26 [9728/45000]	Loss: 0.4792	LR: 0.020000
Training Epoch: 26 [9984/45000]	Loss: 0.6002	LR: 0.020000
Training Epoch: 26 [10240/45000]	Loss: 0.4889	LR: 0.020000
Training Epoch: 26 [10496/45000]	Loss: 0.5497	LR: 0.020000
Training Epoch: 26 [10752/45000]	Loss: 0.5399	LR: 0.020000
Training Epoch: 26 [11008/45000]	Loss: 0.5653	LR: 0.020000
Training Epoch: 26 [11264/45000]	Loss: 0.4827	LR: 0.020000
Training Epoch: 26 [11520/45000]	Loss: 0.5005	LR: 0.020000
Training Epoch: 26 [11776/45000]	Loss: 0.6128	LR: 0.020000
Training Epoch: 26 [12032/45000]	Loss: 0.5017	LR: 0.020000
Training Epoch: 26 [12288/45000]	Loss: 0.6036	LR: 0.020000
Training Epoch: 26 [12544/45000]	Loss: 0.4867	LR: 0.020000
Training Epoch: 26 [12800/45000]	Loss: 0.4717	LR: 0.020000
Training Epoch: 26 [13056/45000]	Loss: 0.4240	LR: 0.020000
Training Epoch: 26 [13312/45000]	Loss: 0.5148	LR: 0.020000
Training Epoch: 26 [13568/45000]	Loss: 0.5046	LR: 0.020000
Training Epoch: 26 [13824/45000]	Loss: 0.4956	LR: 0.020000
Training Epoch: 26 [14080/45000]	Loss: 0.5309	LR: 0.020000
Training Epoch: 26 [14336/45000]	Loss: 0.5575	LR: 0.020000
Training Epoch: 26 [14592/45000]	Loss: 0.5578	LR: 0.020000
Training Epoch: 26 [14848/45000]	Loss: 0.5454	LR: 0.020000
Training Epoch: 26 [15104/45000]	Loss: 0.4287	LR: 0.020000
Training Epoch: 26 [15360/45000]	Loss: 0.5519	LR: 0.020000
Training Epoch: 26 [15616/45000]	Loss: 0.5853	LR: 0.020000
Training Epoch: 26 [15872/45000]	Loss: 0.5937	LR: 0.020000
Training Epoch: 26 [16128/45000]	Loss: 0.5807	LR: 0.020000
Training Epoch: 26 [16384/45000]	Loss: 0.5029	LR: 0.020000
Training Epoch: 26 [16640/45000]	Loss: 0.5230	LR: 0.020000
Training Epoch: 26 [16896/45000]	Loss: 0.5329	LR: 0.020000
Training Epoch: 26 [17152/45000]	Loss: 0.6589	LR: 0.020000
Training Epoch: 26 [17408/45000]	Loss: 0.5694	LR: 0.020000
Training Epoch: 26 [17664/45000]	Loss: 0.5125	LR: 0.020000
Training Epoch: 26 [17920/45000]	Loss: 0.5193	LR: 0.020000
Training Epoch: 26 [18176/45000]	Loss: 0.4814	LR: 0.020000
Training Epoch: 26 [18432/45000]	Loss: 0.4973	LR: 0.020000
Training Epoch: 26 [18688/45000]	Loss: 0.5915	LR: 0.020000
Training Epoch: 26 [18944/45000]	Loss: 0.5715	LR: 0.020000
Training Epoch: 26 [19200/45000]	Loss: 0.5085	LR: 0.020000
Training Epoch: 26 [19456/45000]	Loss: 0.5577	LR: 0.020000
Training Epoch: 26 [19712/45000]	Loss: 0.5620	LR: 0.020000
Training Epoch: 26 [19968/45000]	Loss: 0.5017	LR: 0.020000
Training Epoch: 26 [20224/45000]	Loss: 0.5419	LR: 0.020000
Training Epoch: 26 [20480/45000]	Loss: 0.5114	LR: 0.020000
Training Epoch: 26 [20736/45000]	Loss: 0.5379	LR: 0.020000
Training Epoch: 26 [20992/45000]	Loss: 0.5817	LR: 0.020000
Training Epoch: 26 [21248/45000]	Loss: 0.5552	LR: 0.020000
Training Epoch: 26 [21504/45000]	Loss: 0.5564	LR: 0.020000
Training Epoch: 26 [21760/45000]	Loss: 0.6077	LR: 0.020000
Training Epoch: 26 [22016/45000]	Loss: 0.6058	LR: 0.020000
Training Epoch: 26 [22272/45000]	Loss: 0.6178	LR: 0.020000
Training Epoch: 26 [22528/45000]	Loss: 0.5255	LR: 0.020000
Training Epoch: 26 [22784/45000]	Loss: 0.5464	LR: 0.020000
Training Epoch: 26 [23040/45000]	Loss: 0.4720	LR: 0.020000
Training Epoch: 26 [23296/45000]	Loss: 0.6578	LR: 0.020000
Training Epoch: 26 [23552/45000]	Loss: 0.5756	LR: 0.020000
Training Epoch: 26 [23808/45000]	Loss: 0.6499	LR: 0.020000
Training Epoch: 26 [24064/45000]	Loss: 0.5710	LR: 0.020000
Training Epoch: 26 [24320/45000]	Loss: 0.6353	LR: 0.020000
Training Epoch: 26 [24576/45000]	Loss: 0.4873	LR: 0.020000
Training Epoch: 26 [24832/45000]	Loss: 0.5655	LR: 0.020000
Training Epoch: 26 [25088/45000]	Loss: 0.5563	LR: 0.020000
Training Epoch: 26 [25344/45000]	Loss: 0.5418	LR: 0.020000
Training Epoch: 26 [25600/45000]	Loss: 0.4797	LR: 0.020000
Training Epoch: 26 [25856/45000]	Loss: 0.5616	LR: 0.020000
Training Epoch: 26 [26112/45000]	Loss: 0.4787	LR: 0.020000
Training Epoch: 26 [26368/45000]	Loss: 0.4703	LR: 0.020000
Training Epoch: 26 [26624/45000]	Loss: 0.6322	LR: 0.020000
Training Epoch: 26 [26880/45000]	Loss: 0.5349	LR: 0.020000
Training Epoch: 26 [27136/45000]	Loss: 0.4857	LR: 0.020000
Training Epoch: 26 [27392/45000]	Loss: 0.5524	LR: 0.020000
Training Epoch: 26 [27648/45000]	Loss: 0.5832	LR: 0.020000
Training Epoch: 26 [27904/45000]	Loss: 0.5098	LR: 0.020000
Training Epoch: 26 [28160/45000]	Loss: 0.5117	LR: 0.020000
Training Epoch: 26 [28416/45000]	Loss: 0.5289	LR: 0.020000
Training Epoch: 26 [28672/45000]	Loss: 0.4982	LR: 0.020000
Training Epoch: 26 [28928/45000]	Loss: 0.6136	LR: 0.020000
Training Epoch: 26 [29184/45000]	Loss: 0.5246	LR: 0.020000
Training Epoch: 26 [29440/45000]	Loss: 0.5865	LR: 0.020000
Training Epoch: 26 [29696/45000]	Loss: 0.5595	LR: 0.020000
Training Epoch: 26 [29952/45000]	Loss: 0.4839	LR: 0.020000
Training Epoch: 26 [30208/45000]	Loss: 0.5049	LR: 0.020000
Training Epoch: 26 [30464/45000]	Loss: 0.5051	LR: 0.020000
Training Epoch: 26 [30720/45000]	Loss: 0.5643	LR: 0.020000
Training Epoch: 26 [30976/45000]	Loss: 0.7290	LR: 0.020000
Training Epoch: 26 [31232/45000]	Loss: 0.5624	LR: 0.020000
Training Epoch: 26 [31488/45000]	Loss: 0.6384	LR: 0.020000
Training Epoch: 26 [31744/45000]	Loss: 0.5085	LR: 0.020000
Training Epoch: 26 [32000/45000]	Loss: 0.4737	LR: 0.020000
Training Epoch: 26 [32256/45000]	Loss: 0.4700	LR: 0.020000
Training Epoch: 26 [32512/45000]	Loss: 0.5683	LR: 0.020000
Training Epoch: 26 [32768/45000]	Loss: 0.6818	LR: 0.020000
Training Epoch: 26 [33024/45000]	Loss: 0.5818	LR: 0.020000
Training Epoch: 26 [33280/45000]	Loss: 0.5369	LR: 0.020000
Training Epoch: 26 [33536/45000]	Loss: 0.5817	LR: 0.020000
Training Epoch: 26 [33792/45000]	Loss: 0.5941	LR: 0.020000
Training Epoch: 26 [34048/45000]	Loss: 0.6280	LR: 0.020000
Training Epoch: 26 [34304/45000]	Loss: 0.5033	LR: 0.020000
Training Epoch: 26 [34560/45000]	Loss: 0.4872	LR: 0.020000
Training Epoch: 26 [34816/45000]	Loss: 0.5747	LR: 0.020000
Training Epoch: 26 [35072/45000]	Loss: 0.5535	LR: 0.020000
Training Epoch: 26 [35328/45000]	Loss: 0.5688	LR: 0.020000
Training Epoch: 26 [35584/45000]	Loss: 0.6733	LR: 0.020000
Training Epoch: 26 [35840/45000]	Loss: 0.5712	LR: 0.020000
Training Epoch: 26 [36096/45000]	Loss: 0.5713	LR: 0.020000
Training Epoch: 26 [36352/45000]	Loss: 0.7283	LR: 0.020000
Training Epoch: 26 [36608/45000]	Loss: 0.5906	LR: 0.020000
Training Epoch: 26 [36864/45000]	Loss: 0.5620	LR: 0.020000
Training Epoch: 26 [37120/45000]	Loss: 0.5445	LR: 0.020000
Training Epoch: 26 [37376/45000]	Loss: 0.6840	LR: 0.020000
Training Epoch: 26 [37632/45000]	Loss: 0.6114	LR: 0.020000
Training Epoch: 26 [37888/45000]	Loss: 0.5900	LR: 0.020000
Training Epoch: 26 [38144/45000]	Loss: 0.6268	LR: 0.020000
Training Epoch: 26 [38400/45000]	Loss: 0.5100	LR: 0.020000
Training Epoch: 26 [38656/45000]	Loss: 0.5771	LR: 0.020000
Training Epoch: 26 [38912/45000]	Loss: 0.5634	LR: 0.020000
Training Epoch: 26 [39168/45000]	Loss: 0.5301	LR: 0.020000
Training Epoch: 26 [39424/45000]	Loss: 0.5732	LR: 0.020000
Training Epoch: 26 [39680/45000]	Loss: 0.5552	LR: 0.020000
Training Epoch: 26 [39936/45000]	Loss: 0.5881	LR: 0.020000
Training Epoch: 26 [40192/45000]	Loss: 0.6384	LR: 0.020000
Training Epoch: 26 [40448/45000]	Loss: 0.6181	LR: 0.020000
Training Epoch: 26 [40704/45000]	Loss: 0.5834	LR: 0.020000
Training Epoch: 26 [40960/45000]	Loss: 0.6486	LR: 0.020000
Training Epoch: 26 [41216/45000]	Loss: 0.6450	LR: 0.020000
Training Epoch: 26 [41472/45000]	Loss: 0.5908	LR: 0.020000
Training Epoch: 26 [41728/45000]	Loss: 0.6077	LR: 0.020000
Training Epoch: 26 [41984/45000]	Loss: 0.5181	LR: 0.020000
Training Epoch: 26 [42240/45000]	Loss: 0.5920	LR: 0.020000
Training Epoch: 26 [42496/45000]	Loss: 0.6476	LR: 0.020000
Training Epoch: 26 [42752/45000]	Loss: 0.5218	LR: 0.020000
Training Epoch: 26 [43008/45000]	Loss: 0.6055	LR: 0.020000
Training Epoch: 26 [43264/45000]	Loss: 0.6393	LR: 0.020000
Training Epoch: 26 [43520/45000]	Loss: 0.6456	LR: 0.020000
Training Epoch: 26 [43776/45000]	Loss: 0.5567	LR: 0.020000
Training Epoch: 26 [44032/45000]	Loss: 0.6355	LR: 0.020000
Training Epoch: 26 [44288/45000]	Loss: 0.6149	LR: 0.020000
Training Epoch: 26 [44544/45000]	Loss: 0.5140	LR: 0.020000
Training Epoch: 26 [44800/45000]	Loss: 0.4849	LR: 0.020000
Training Epoch: 26 [45000/45000]	Loss: 0.5924	LR: 0.020000
Epoch 26 - Average Train Loss: 0.5507, Train Accuracy: 0.8214
Epoch 26 training time consumed: 24.60s
Evaluating Network.....
Test set: Epoch: 26, Average loss: 0.0039, Accuracy: 0.7179, Time consumed:0.95s
Training Epoch: 27 [256/45000]	Loss: 0.4712	LR: 0.020000
Training Epoch: 27 [512/45000]	Loss: 0.5264	LR: 0.020000
Training Epoch: 27 [768/45000]	Loss: 0.5283	LR: 0.020000
Training Epoch: 27 [1024/45000]	Loss: 0.4381	LR: 0.020000
Training Epoch: 27 [1280/45000]	Loss: 0.5838	LR: 0.020000
Training Epoch: 27 [1536/45000]	Loss: 0.5226	LR: 0.020000
Training Epoch: 27 [1792/45000]	Loss: 0.5835	LR: 0.020000
Training Epoch: 27 [2048/45000]	Loss: 0.4991	LR: 0.020000
Training Epoch: 27 [2304/45000]	Loss: 0.5670	LR: 0.020000
Training Epoch: 27 [2560/45000]	Loss: 0.5980	LR: 0.020000
Training Epoch: 27 [2816/45000]	Loss: 0.5516	LR: 0.020000
Training Epoch: 27 [3072/45000]	Loss: 0.5164	LR: 0.020000
Training Epoch: 27 [3328/45000]	Loss: 0.5085	LR: 0.020000
Training Epoch: 27 [3584/45000]	Loss: 0.5186	LR: 0.020000
Training Epoch: 27 [3840/45000]	Loss: 0.5347	LR: 0.020000
Training Epoch: 27 [4096/45000]	Loss: 0.5166	LR: 0.020000
Training Epoch: 27 [4352/45000]	Loss: 0.4834	LR: 0.020000
Training Epoch: 27 [4608/45000]	Loss: 0.6069	LR: 0.020000
Training Epoch: 27 [4864/45000]	Loss: 0.4986	LR: 0.020000
Training Epoch: 27 [5120/45000]	Loss: 0.5237	LR: 0.020000
Training Epoch: 27 [5376/45000]	Loss: 0.5354	LR: 0.020000
Training Epoch: 27 [5632/45000]	Loss: 0.4845	LR: 0.020000
Training Epoch: 27 [5888/45000]	Loss: 0.5098	LR: 0.020000
Training Epoch: 27 [6144/45000]	Loss: 0.5797	LR: 0.020000
Training Epoch: 27 [6400/45000]	Loss: 0.4825	LR: 0.020000
Training Epoch: 27 [6656/45000]	Loss: 0.5591	LR: 0.020000
Training Epoch: 27 [6912/45000]	Loss: 0.4784	LR: 0.020000
Training Epoch: 27 [7168/45000]	Loss: 0.5008	LR: 0.020000
Training Epoch: 27 [7424/45000]	Loss: 0.4301	LR: 0.020000
Training Epoch: 27 [7680/45000]	Loss: 0.5107	LR: 0.020000
Training Epoch: 27 [7936/45000]	Loss: 0.5680	LR: 0.020000
Training Epoch: 27 [8192/45000]	Loss: 0.5769	LR: 0.020000
Training Epoch: 27 [8448/45000]	Loss: 0.5179	LR: 0.020000
Training Epoch: 27 [8704/45000]	Loss: 0.4957	LR: 0.020000
Training Epoch: 27 [8960/45000]	Loss: 0.4852	LR: 0.020000
Training Epoch: 27 [9216/45000]	Loss: 0.6294	LR: 0.020000
Training Epoch: 27 [9472/45000]	Loss: 0.4299	LR: 0.020000
Training Epoch: 27 [9728/45000]	Loss: 0.5308	LR: 0.020000
Training Epoch: 27 [9984/45000]	Loss: 0.4426	LR: 0.020000
Training Epoch: 27 [10240/45000]	Loss: 0.6231	LR: 0.020000
Training Epoch: 27 [10496/45000]	Loss: 0.4615	LR: 0.020000
Training Epoch: 27 [10752/45000]	Loss: 0.5564	LR: 0.020000
Training Epoch: 27 [11008/45000]	Loss: 0.5700	LR: 0.020000
Training Epoch: 27 [11264/45000]	Loss: 0.4785	LR: 0.020000
Training Epoch: 27 [11520/45000]	Loss: 0.5967	LR: 0.020000
Training Epoch: 27 [11776/45000]	Loss: 0.5953	LR: 0.020000
Training Epoch: 27 [12032/45000]	Loss: 0.5548	LR: 0.020000
Training Epoch: 27 [12288/45000]	Loss: 0.5210	LR: 0.020000
Training Epoch: 27 [12544/45000]	Loss: 0.5996	LR: 0.020000
Training Epoch: 27 [12800/45000]	Loss: 0.4285	LR: 0.020000
Training Epoch: 27 [13056/45000]	Loss: 0.5707	LR: 0.020000
Training Epoch: 27 [13312/45000]	Loss: 0.5065	LR: 0.020000
Training Epoch: 27 [13568/45000]	Loss: 0.5210	LR: 0.020000
Training Epoch: 27 [13824/45000]	Loss: 0.5081	LR: 0.020000
Training Epoch: 27 [14080/45000]	Loss: 0.6103	LR: 0.020000
Training Epoch: 27 [14336/45000]	Loss: 0.4521	LR: 0.020000
Training Epoch: 27 [14592/45000]	Loss: 0.5429	LR: 0.020000
Training Epoch: 27 [14848/45000]	Loss: 0.5390	LR: 0.020000
Training Epoch: 27 [15104/45000]	Loss: 0.5203	LR: 0.020000
Training Epoch: 27 [15360/45000]	Loss: 0.5138	LR: 0.020000
Training Epoch: 27 [15616/45000]	Loss: 0.5682	LR: 0.020000
Training Epoch: 27 [15872/45000]	Loss: 0.5219	LR: 0.020000
Training Epoch: 27 [16128/45000]	Loss: 0.6036	LR: 0.020000
Training Epoch: 27 [16384/45000]	Loss: 0.5339	LR: 0.020000
Training Epoch: 27 [16640/45000]	Loss: 0.5436	LR: 0.020000
Training Epoch: 27 [16896/45000]	Loss: 0.5901	LR: 0.020000
Training Epoch: 27 [17152/45000]	Loss: 0.4533	LR: 0.020000
Training Epoch: 27 [17408/45000]	Loss: 0.5301	LR: 0.020000
Training Epoch: 27 [17664/45000]	Loss: 0.5711	LR: 0.020000
Training Epoch: 27 [17920/45000]	Loss: 0.4994	LR: 0.020000
Training Epoch: 27 [18176/45000]	Loss: 0.4174	LR: 0.020000
Training Epoch: 27 [18432/45000]	Loss: 0.5357	LR: 0.020000
Training Epoch: 27 [18688/45000]	Loss: 0.5204	LR: 0.020000
Training Epoch: 27 [18944/45000]	Loss: 0.5193	LR: 0.020000
Training Epoch: 27 [19200/45000]	Loss: 0.5720	LR: 0.020000
Training Epoch: 27 [19456/45000]	Loss: 0.5571	LR: 0.020000
Training Epoch: 27 [19712/45000]	Loss: 0.4653	LR: 0.020000
Training Epoch: 27 [19968/45000]	Loss: 0.4965	LR: 0.020000
Training Epoch: 27 [20224/45000]	Loss: 0.5356	LR: 0.020000
Training Epoch: 27 [20480/45000]	Loss: 0.5700	LR: 0.020000
Training Epoch: 27 [20736/45000]	Loss: 0.5943	LR: 0.020000
Training Epoch: 27 [20992/45000]	Loss: 0.5383	LR: 0.020000
Training Epoch: 27 [21248/45000]	Loss: 0.5458	LR: 0.020000
Training Epoch: 27 [21504/45000]	Loss: 0.5058	LR: 0.020000
Training Epoch: 27 [21760/45000]	Loss: 0.4628	LR: 0.020000
Training Epoch: 27 [22016/45000]	Loss: 0.6064	LR: 0.020000
Training Epoch: 27 [22272/45000]	Loss: 0.5024	LR: 0.020000
Training Epoch: 27 [22528/45000]	Loss: 0.6439	LR: 0.020000
Training Epoch: 27 [22784/45000]	Loss: 0.4850	LR: 0.020000
Training Epoch: 27 [23040/45000]	Loss: 0.5536	LR: 0.020000
Training Epoch: 27 [23296/45000]	Loss: 0.5162	LR: 0.020000
Training Epoch: 27 [23552/45000]	Loss: 0.4431	LR: 0.020000
Training Epoch: 27 [23808/45000]	Loss: 0.5735	LR: 0.020000
Training Epoch: 27 [24064/45000]	Loss: 0.5871	LR: 0.020000
Training Epoch: 27 [24320/45000]	Loss: 0.5706	LR: 0.020000
Training Epoch: 27 [24576/45000]	Loss: 0.4949	LR: 0.020000
Training Epoch: 27 [24832/45000]	Loss: 0.6443	LR: 0.020000
Training Epoch: 27 [25088/45000]	Loss: 0.5398	LR: 0.020000
Training Epoch: 27 [25344/45000]	Loss: 0.5541	LR: 0.020000
Training Epoch: 27 [25600/45000]	Loss: 0.6687	LR: 0.020000
Training Epoch: 27 [25856/45000]	Loss: 0.5669	LR: 0.020000
Training Epoch: 27 [26112/45000]	Loss: 0.4964	LR: 0.020000
Training Epoch: 27 [26368/45000]	Loss: 0.5596	LR: 0.020000
Training Epoch: 27 [26624/45000]	Loss: 0.5763	LR: 0.020000
Training Epoch: 27 [26880/45000]	Loss: 0.5299	LR: 0.020000
Training Epoch: 27 [27136/45000]	Loss: 0.6353	LR: 0.020000
Training Epoch: 27 [27392/45000]	Loss: 0.5722	LR: 0.020000
Training Epoch: 27 [27648/45000]	Loss: 0.5931	LR: 0.020000
Training Epoch: 27 [27904/45000]	Loss: 0.5109	LR: 0.020000
Training Epoch: 27 [28160/45000]	Loss: 0.5106	LR: 0.020000
Training Epoch: 27 [28416/45000]	Loss: 0.4821	LR: 0.020000
Training Epoch: 27 [28672/45000]	Loss: 0.5495	LR: 0.020000
Training Epoch: 27 [28928/45000]	Loss: 0.5354	LR: 0.020000
Training Epoch: 27 [29184/45000]	Loss: 0.5662	LR: 0.020000
Training Epoch: 27 [29440/45000]	Loss: 0.5103	LR: 0.020000
Training Epoch: 27 [29696/45000]	Loss: 0.5718	LR: 0.020000
Training Epoch: 27 [29952/45000]	Loss: 0.5541	LR: 0.020000
Training Epoch: 27 [30208/45000]	Loss: 0.6050	LR: 0.020000
Training Epoch: 27 [30464/45000]	Loss: 0.5388	LR: 0.020000
Training Epoch: 27 [30720/45000]	Loss: 0.5679	LR: 0.020000
Training Epoch: 27 [30976/45000]	Loss: 0.6170	LR: 0.020000
Training Epoch: 27 [31232/45000]	Loss: 0.5192	LR: 0.020000
Training Epoch: 27 [31488/45000]	Loss: 0.5598	LR: 0.020000
Training Epoch: 27 [31744/45000]	Loss: 0.5878	LR: 0.020000
Training Epoch: 27 [32000/45000]	Loss: 0.5691	LR: 0.020000
Training Epoch: 27 [32256/45000]	Loss: 0.5349	LR: 0.020000
Training Epoch: 27 [32512/45000]	Loss: 0.5401	LR: 0.020000
Training Epoch: 27 [32768/45000]	Loss: 0.5879	LR: 0.020000
Training Epoch: 27 [33024/45000]	Loss: 0.5736	LR: 0.020000
Training Epoch: 27 [33280/45000]	Loss: 0.5134	LR: 0.020000
Training Epoch: 27 [33536/45000]	Loss: 0.5369	LR: 0.020000
Training Epoch: 27 [33792/45000]	Loss: 0.5448	LR: 0.020000
Training Epoch: 27 [34048/45000]	Loss: 0.5470	LR: 0.020000
Training Epoch: 27 [34304/45000]	Loss: 0.4757	LR: 0.020000
Training Epoch: 27 [34560/45000]	Loss: 0.5719	LR: 0.020000
Training Epoch: 27 [34816/45000]	Loss: 0.5733	LR: 0.020000
Training Epoch: 27 [35072/45000]	Loss: 0.6250	LR: 0.020000
Training Epoch: 27 [35328/45000]	Loss: 0.5534	LR: 0.020000
Training Epoch: 27 [35584/45000]	Loss: 0.4518	LR: 0.020000
Training Epoch: 27 [35840/45000]	Loss: 0.6534	LR: 0.020000
Training Epoch: 27 [36096/45000]	Loss: 0.5997	LR: 0.020000
Training Epoch: 27 [36352/45000]	Loss: 0.5337	LR: 0.020000
Training Epoch: 27 [36608/45000]	Loss: 0.5226	LR: 0.020000
Training Epoch: 27 [36864/45000]	Loss: 0.5122	LR: 0.020000
Training Epoch: 27 [37120/45000]	Loss: 0.4997	LR: 0.020000
Training Epoch: 27 [37376/45000]	Loss: 0.5902	LR: 0.020000
Training Epoch: 27 [37632/45000]	Loss: 0.6362	LR: 0.020000
Training Epoch: 27 [37888/45000]	Loss: 0.6133	LR: 0.020000
Training Epoch: 27 [38144/45000]	Loss: 0.4780	LR: 0.020000
Training Epoch: 27 [38400/45000]	Loss: 0.5716	LR: 0.020000
Training Epoch: 27 [38656/45000]	Loss: 0.5358	LR: 0.020000
Training Epoch: 27 [38912/45000]	Loss: 0.4985	LR: 0.020000
Training Epoch: 27 [39168/45000]	Loss: 0.6274	LR: 0.020000
Training Epoch: 27 [39424/45000]	Loss: 0.5598	LR: 0.020000
Training Epoch: 27 [39680/45000]	Loss: 0.4923	LR: 0.020000
Training Epoch: 27 [39936/45000]	Loss: 0.5115	LR: 0.020000
Training Epoch: 27 [40192/45000]	Loss: 0.5383	LR: 0.020000
Training Epoch: 27 [40448/45000]	Loss: 0.4629	LR: 0.020000
Training Epoch: 27 [40704/45000]	Loss: 0.5970	LR: 0.020000
Training Epoch: 27 [40960/45000]	Loss: 0.5889	LR: 0.020000
Training Epoch: 27 [41216/45000]	Loss: 0.4418	LR: 0.020000
Training Epoch: 27 [41472/45000]	Loss: 0.5375	LR: 0.020000
Training Epoch: 27 [41728/45000]	Loss: 0.5996	LR: 0.020000
Training Epoch: 27 [41984/45000]	Loss: 0.5239	LR: 0.020000
Training Epoch: 27 [42240/45000]	Loss: 0.5277	LR: 0.020000
Training Epoch: 27 [42496/45000]	Loss: 0.5625	LR: 0.020000
Training Epoch: 27 [42752/45000]	Loss: 0.6294	LR: 0.020000
Training Epoch: 27 [43008/45000]	Loss: 0.5030	LR: 0.020000
Training Epoch: 27 [43264/45000]	Loss: 0.5215	LR: 0.020000
Training Epoch: 27 [43520/45000]	Loss: 0.5564	LR: 0.020000
Training Epoch: 27 [43776/45000]	Loss: 0.5331	LR: 0.020000
Training Epoch: 27 [44032/45000]	Loss: 0.5967	LR: 0.020000
Training Epoch: 27 [44288/45000]	Loss: 0.5070	LR: 0.020000
Training Epoch: 27 [44544/45000]	Loss: 0.6257	LR: 0.020000
Training Epoch: 27 [44800/45000]	Loss: 0.5788	LR: 0.020000
Training Epoch: 27 [45000/45000]	Loss: 0.5727	LR: 0.020000
Epoch 27 - Average Train Loss: 0.5408, Train Accuracy: 0.8251
Epoch 27 training time consumed: 24.65s
Evaluating Network.....
Test set: Epoch: 27, Average loss: 0.0039, Accuracy: 0.7159, Time consumed:0.91s
Training Epoch: 28 [256/45000]	Loss: 0.5191	LR: 0.020000
Training Epoch: 28 [512/45000]	Loss: 0.4646	LR: 0.020000
Training Epoch: 28 [768/45000]	Loss: 0.5446	LR: 0.020000
Training Epoch: 28 [1024/45000]	Loss: 0.4963	LR: 0.020000
Training Epoch: 28 [1280/45000]	Loss: 0.5038	LR: 0.020000
Training Epoch: 28 [1536/45000]	Loss: 0.5474	LR: 0.020000
Training Epoch: 28 [1792/45000]	Loss: 0.5379	LR: 0.020000
Training Epoch: 28 [2048/45000]	Loss: 0.5312	LR: 0.020000
Training Epoch: 28 [2304/45000]	Loss: 0.4667	LR: 0.020000
Training Epoch: 28 [2560/45000]	Loss: 0.4669	LR: 0.020000
Training Epoch: 28 [2816/45000]	Loss: 0.5048	LR: 0.020000
Training Epoch: 28 [3072/45000]	Loss: 0.3808	LR: 0.020000
Training Epoch: 28 [3328/45000]	Loss: 0.4512	LR: 0.020000
Training Epoch: 28 [3584/45000]	Loss: 0.4551	LR: 0.020000
Training Epoch: 28 [3840/45000]	Loss: 0.5461	LR: 0.020000
Training Epoch: 28 [4096/45000]	Loss: 0.4528	LR: 0.020000
Training Epoch: 28 [4352/45000]	Loss: 0.5391	LR: 0.020000
Training Epoch: 28 [4608/45000]	Loss: 0.4919	LR: 0.020000
Training Epoch: 28 [4864/45000]	Loss: 0.5497	LR: 0.020000
Training Epoch: 28 [5120/45000]	Loss: 0.4501	LR: 0.020000
Training Epoch: 28 [5376/45000]	Loss: 0.5181	LR: 0.020000
Training Epoch: 28 [5632/45000]	Loss: 0.4178	LR: 0.020000
Training Epoch: 28 [5888/45000]	Loss: 0.4566	LR: 0.020000
Training Epoch: 28 [6144/45000]	Loss: 0.4441	LR: 0.020000
Training Epoch: 28 [6400/45000]	Loss: 0.5520	LR: 0.020000
Training Epoch: 28 [6656/45000]	Loss: 0.5370	LR: 0.020000
Training Epoch: 28 [6912/45000]	Loss: 0.3719	LR: 0.020000
Training Epoch: 28 [7168/45000]	Loss: 0.5598	LR: 0.020000
Training Epoch: 28 [7424/45000]	Loss: 0.4856	LR: 0.020000
Training Epoch: 28 [7680/45000]	Loss: 0.5972	LR: 0.020000
Training Epoch: 28 [7936/45000]	Loss: 0.4261	LR: 0.020000
Training Epoch: 28 [8192/45000]	Loss: 0.6022	LR: 0.020000
Training Epoch: 28 [8448/45000]	Loss: 0.6319	LR: 0.020000
Training Epoch: 28 [8704/45000]	Loss: 0.4272	LR: 0.020000
Training Epoch: 28 [8960/45000]	Loss: 0.4580	LR: 0.020000
Training Epoch: 28 [9216/45000]	Loss: 0.5393	LR: 0.020000
Training Epoch: 28 [9472/45000]	Loss: 0.4939	LR: 0.020000
Training Epoch: 28 [9728/45000]	Loss: 0.3989	LR: 0.020000
Training Epoch: 28 [9984/45000]	Loss: 0.4177	LR: 0.020000
Training Epoch: 28 [10240/45000]	Loss: 0.4832	LR: 0.020000
Training Epoch: 28 [10496/45000]	Loss: 0.5262	LR: 0.020000
Training Epoch: 28 [10752/45000]	Loss: 0.5194	LR: 0.020000
Training Epoch: 28 [11008/45000]	Loss: 0.5962	LR: 0.020000
Training Epoch: 28 [11264/45000]	Loss: 0.4928	LR: 0.020000
Training Epoch: 28 [11520/45000]	Loss: 0.5295	LR: 0.020000
Training Epoch: 28 [11776/45000]	Loss: 0.4673	LR: 0.020000
Training Epoch: 28 [12032/45000]	Loss: 0.4285	LR: 0.020000
Training Epoch: 28 [12288/45000]	Loss: 0.5649	LR: 0.020000
Training Epoch: 28 [12544/45000]	Loss: 0.4959	LR: 0.020000
Training Epoch: 28 [12800/45000]	Loss: 0.4175	LR: 0.020000
Training Epoch: 28 [13056/45000]	Loss: 0.4522	LR: 0.020000
Training Epoch: 28 [13312/45000]	Loss: 0.4798	LR: 0.020000
Training Epoch: 28 [13568/45000]	Loss: 0.4506	LR: 0.020000
Training Epoch: 28 [13824/45000]	Loss: 0.6066	LR: 0.020000
Training Epoch: 28 [14080/45000]	Loss: 0.4980	LR: 0.020000
Training Epoch: 28 [14336/45000]	Loss: 0.5347	LR: 0.020000
Training Epoch: 28 [14592/45000]	Loss: 0.5359	LR: 0.020000
Training Epoch: 28 [14848/45000]	Loss: 0.5842	LR: 0.020000
Training Epoch: 28 [15104/45000]	Loss: 0.5209	LR: 0.020000
Training Epoch: 28 [15360/45000]	Loss: 0.5433	LR: 0.020000
Training Epoch: 28 [15616/45000]	Loss: 0.6116	LR: 0.020000
Training Epoch: 28 [15872/45000]	Loss: 0.4717	LR: 0.020000
Training Epoch: 28 [16128/45000]	Loss: 0.4734	LR: 0.020000
Training Epoch: 28 [16384/45000]	Loss: 0.4418	LR: 0.020000
Training Epoch: 28 [16640/45000]	Loss: 0.4624	LR: 0.020000
Training Epoch: 28 [16896/45000]	Loss: 0.4482	LR: 0.020000
Training Epoch: 28 [17152/45000]	Loss: 0.5204	LR: 0.020000
Training Epoch: 28 [17408/45000]	Loss: 0.5243	LR: 0.020000
Training Epoch: 28 [17664/45000]	Loss: 0.5197	LR: 0.020000
Training Epoch: 28 [17920/45000]	Loss: 0.5919	LR: 0.020000
Training Epoch: 28 [18176/45000]	Loss: 0.5120	LR: 0.020000
Training Epoch: 28 [18432/45000]	Loss: 0.4691	LR: 0.020000
Training Epoch: 28 [18688/45000]	Loss: 0.5403	LR: 0.020000
Training Epoch: 28 [18944/45000]	Loss: 0.4855	LR: 0.020000
Training Epoch: 28 [19200/45000]	Loss: 0.4992	LR: 0.020000
Training Epoch: 28 [19456/45000]	Loss: 0.5870	LR: 0.020000
Training Epoch: 28 [19712/45000]	Loss: 0.5165	LR: 0.020000
Training Epoch: 28 [19968/45000]	Loss: 0.5191	LR: 0.020000
Training Epoch: 28 [20224/45000]	Loss: 0.5661	LR: 0.020000
Training Epoch: 28 [20480/45000]	Loss: 0.5132	LR: 0.020000
Training Epoch: 28 [20736/45000]	Loss: 0.5089	LR: 0.020000
Training Epoch: 28 [20992/45000]	Loss: 0.4851	LR: 0.020000
Training Epoch: 28 [21248/45000]	Loss: 0.6898	LR: 0.020000
Training Epoch: 28 [21504/45000]	Loss: 0.6186	LR: 0.020000
Training Epoch: 28 [21760/45000]	Loss: 0.7195	LR: 0.020000
Training Epoch: 28 [22016/45000]	Loss: 0.4536	LR: 0.020000
Training Epoch: 28 [22272/45000]	Loss: 0.5931	LR: 0.020000
Training Epoch: 28 [22528/45000]	Loss: 0.5379	LR: 0.020000
Training Epoch: 28 [22784/45000]	Loss: 0.5724	LR: 0.020000
Training Epoch: 28 [23040/45000]	Loss: 0.5419	LR: 0.020000
Training Epoch: 28 [23296/45000]	Loss: 0.4334	LR: 0.020000
Training Epoch: 28 [23552/45000]	Loss: 0.4749	LR: 0.020000
Training Epoch: 28 [23808/45000]	Loss: 0.5198	LR: 0.020000
Training Epoch: 28 [24064/45000]	Loss: 0.5050	LR: 0.020000
Training Epoch: 28 [24320/45000]	Loss: 0.5886	LR: 0.020000
Training Epoch: 28 [24576/45000]	Loss: 0.5135	LR: 0.020000
Training Epoch: 28 [24832/45000]	Loss: 0.5761	LR: 0.020000
Training Epoch: 28 [25088/45000]	Loss: 0.5056	LR: 0.020000
Training Epoch: 28 [25344/45000]	Loss: 0.4918	LR: 0.020000
Training Epoch: 28 [25600/45000]	Loss: 0.5871	LR: 0.020000
Training Epoch: 28 [25856/45000]	Loss: 0.5005	LR: 0.020000
Training Epoch: 28 [26112/45000]	Loss: 0.5978	LR: 0.020000
Training Epoch: 28 [26368/45000]	Loss: 0.5315	LR: 0.020000
Training Epoch: 28 [26624/45000]	Loss: 0.5136	LR: 0.020000
Training Epoch: 28 [26880/45000]	Loss: 0.6407	LR: 0.020000
Training Epoch: 28 [27136/45000]	Loss: 0.5986	LR: 0.020000
Training Epoch: 28 [27392/45000]	Loss: 0.5691	LR: 0.020000
Training Epoch: 28 [27648/45000]	Loss: 0.4636	LR: 0.020000
Training Epoch: 28 [27904/45000]	Loss: 0.5992	LR: 0.020000
Training Epoch: 28 [28160/45000]	Loss: 0.4935	LR: 0.020000
Training Epoch: 28 [28416/45000]	Loss: 0.6453	LR: 0.020000
Training Epoch: 28 [28672/45000]	Loss: 0.5384	LR: 0.020000
Training Epoch: 28 [28928/45000]	Loss: 0.5001	LR: 0.020000
Training Epoch: 28 [29184/45000]	Loss: 0.5993	LR: 0.020000
Training Epoch: 28 [29440/45000]	Loss: 0.5048	LR: 0.020000
Training Epoch: 28 [29696/45000]	Loss: 0.5052	LR: 0.020000
Training Epoch: 28 [29952/45000]	Loss: 0.5846	LR: 0.020000
Training Epoch: 28 [30208/45000]	Loss: 0.4977	LR: 0.020000
Training Epoch: 28 [30464/45000]	Loss: 0.4640	LR: 0.020000
Training Epoch: 28 [30720/45000]	Loss: 0.6583	LR: 0.020000
Training Epoch: 28 [30976/45000]	Loss: 0.5584	LR: 0.020000
Training Epoch: 28 [31232/45000]	Loss: 0.6279	LR: 0.020000
Training Epoch: 28 [31488/45000]	Loss: 0.5601	LR: 0.020000
Training Epoch: 28 [31744/45000]	Loss: 0.4541	LR: 0.020000
Training Epoch: 28 [32000/45000]	Loss: 0.5072	LR: 0.020000
Training Epoch: 28 [32256/45000]	Loss: 0.6243	LR: 0.020000
Training Epoch: 28 [32512/45000]	Loss: 0.4677	LR: 0.020000
Training Epoch: 28 [32768/45000]	Loss: 0.5558	LR: 0.020000
Training Epoch: 28 [33024/45000]	Loss: 0.5136	LR: 0.020000
Training Epoch: 28 [33280/45000]	Loss: 0.6238	LR: 0.020000
Training Epoch: 28 [33536/45000]	Loss: 0.6208	LR: 0.020000
Training Epoch: 28 [33792/45000]	Loss: 0.4036	LR: 0.020000
Training Epoch: 28 [34048/45000]	Loss: 0.5507	LR: 0.020000
Training Epoch: 28 [34304/45000]	Loss: 0.5269	LR: 0.020000
Training Epoch: 28 [34560/45000]	Loss: 0.5113	LR: 0.020000
Training Epoch: 28 [34816/45000]	Loss: 0.5238	LR: 0.020000
Training Epoch: 28 [35072/45000]	Loss: 0.5039	LR: 0.020000
Training Epoch: 28 [35328/45000]	Loss: 0.5121	LR: 0.020000
Training Epoch: 28 [35584/45000]	Loss: 0.5726	LR: 0.020000
Training Epoch: 28 [35840/45000]	Loss: 0.5465	LR: 0.020000
Training Epoch: 28 [36096/45000]	Loss: 0.4702	LR: 0.020000
Training Epoch: 28 [36352/45000]	Loss: 0.6365	LR: 0.020000
Training Epoch: 28 [36608/45000]	Loss: 0.5547	LR: 0.020000
Training Epoch: 28 [36864/45000]	Loss: 0.5091	LR: 0.020000
Training Epoch: 28 [37120/45000]	Loss: 0.4920	LR: 0.020000
Training Epoch: 28 [37376/45000]	Loss: 0.5204	LR: 0.020000
Training Epoch: 28 [37632/45000]	Loss: 0.5910	LR: 0.020000
Training Epoch: 28 [37888/45000]	Loss: 0.4926	LR: 0.020000
Training Epoch: 28 [38144/45000]	Loss: 0.4745	LR: 0.020000
Training Epoch: 28 [38400/45000]	Loss: 0.5383	LR: 0.020000
Training Epoch: 28 [38656/45000]	Loss: 0.5305	LR: 0.020000
Training Epoch: 28 [38912/45000]	Loss: 0.4992	LR: 0.020000
Training Epoch: 28 [39168/45000]	Loss: 0.4119	LR: 0.020000
Training Epoch: 28 [39424/45000]	Loss: 0.5914	LR: 0.020000
Training Epoch: 28 [39680/45000]	Loss: 0.4918	LR: 0.020000
Training Epoch: 28 [39936/45000]	Loss: 0.5263	LR: 0.020000
Training Epoch: 28 [40192/45000]	Loss: 0.6351	LR: 0.020000
Training Epoch: 28 [40448/45000]	Loss: 0.6420	LR: 0.020000
Training Epoch: 28 [40704/45000]	Loss: 0.6598	LR: 0.020000
Training Epoch: 28 [40960/45000]	Loss: 0.4605	LR: 0.020000
Training Epoch: 28 [41216/45000]	Loss: 0.4490	LR: 0.020000
Training Epoch: 28 [41472/45000]	Loss: 0.5508	LR: 0.020000
Training Epoch: 28 [41728/45000]	Loss: 0.5603	LR: 0.020000
Training Epoch: 28 [41984/45000]	Loss: 0.4945	LR: 0.020000
Training Epoch: 28 [42240/45000]	Loss: 0.6187	LR: 0.020000
Training Epoch: 28 [42496/45000]	Loss: 0.5257	LR: 0.020000
Training Epoch: 28 [42752/45000]	Loss: 0.5731	LR: 0.020000
Training Epoch: 28 [43008/45000]	Loss: 0.6014	LR: 0.020000
Training Epoch: 28 [43264/45000]	Loss: 0.4952	LR: 0.020000
Training Epoch: 28 [43520/45000]	Loss: 0.5661	LR: 0.020000
Training Epoch: 28 [43776/45000]	Loss: 0.5560	LR: 0.020000
Training Epoch: 28 [44032/45000]	Loss: 0.5386	LR: 0.020000
Training Epoch: 28 [44288/45000]	Loss: 0.5260	LR: 0.020000
Training Epoch: 28 [44544/45000]	Loss: 0.4779	LR: 0.020000
Training Epoch: 28 [44800/45000]	Loss: 0.6272	LR: 0.020000
Training Epoch: 28 [45000/45000]	Loss: 0.5640	LR: 0.020000
Epoch 28 - Average Train Loss: 0.5248, Train Accuracy: 0.8300
Epoch 28 training time consumed: 24.56s
Evaluating Network.....
Test set: Epoch: 28, Average loss: 0.0036, Accuracy: 0.7285, Time consumed:0.88s
Training Epoch: 29 [256/45000]	Loss: 0.4559	LR: 0.020000
Training Epoch: 29 [512/45000]	Loss: 0.4669	LR: 0.020000
Training Epoch: 29 [768/45000]	Loss: 0.4540	LR: 0.020000
Training Epoch: 29 [1024/45000]	Loss: 0.4188	LR: 0.020000
Training Epoch: 29 [1280/45000]	Loss: 0.4812	LR: 0.020000
Training Epoch: 29 [1536/45000]	Loss: 0.4887	LR: 0.020000
Training Epoch: 29 [1792/45000]	Loss: 0.4826	LR: 0.020000
Training Epoch: 29 [2048/45000]	Loss: 0.4875	LR: 0.020000
Training Epoch: 29 [2304/45000]	Loss: 0.4669	LR: 0.020000
Training Epoch: 29 [2560/45000]	Loss: 0.5080	LR: 0.020000
Training Epoch: 29 [2816/45000]	Loss: 0.4914	LR: 0.020000
Training Epoch: 29 [3072/45000]	Loss: 0.5164	LR: 0.020000
Training Epoch: 29 [3328/45000]	Loss: 0.4423	LR: 0.020000
Training Epoch: 29 [3584/45000]	Loss: 0.5624	LR: 0.020000
Training Epoch: 29 [3840/45000]	Loss: 0.4553	LR: 0.020000
Training Epoch: 29 [4096/45000]	Loss: 0.4612	LR: 0.020000
Training Epoch: 29 [4352/45000]	Loss: 0.6024	LR: 0.020000
Training Epoch: 29 [4608/45000]	Loss: 0.4926	LR: 0.020000
Training Epoch: 29 [4864/45000]	Loss: 0.5423	LR: 0.020000
Training Epoch: 29 [5120/45000]	Loss: 0.6169	LR: 0.020000
Training Epoch: 29 [5376/45000]	Loss: 0.4437	LR: 0.020000
Training Epoch: 29 [5632/45000]	Loss: 0.5344	LR: 0.020000
Training Epoch: 29 [5888/45000]	Loss: 0.4917	LR: 0.020000
Training Epoch: 29 [6144/45000]	Loss: 0.4980	LR: 0.020000
Training Epoch: 29 [6400/45000]	Loss: 0.4823	LR: 0.020000
Training Epoch: 29 [6656/45000]	Loss: 0.4621	LR: 0.020000
Training Epoch: 29 [6912/45000]	Loss: 0.4636	LR: 0.020000
Training Epoch: 29 [7168/45000]	Loss: 0.5068	LR: 0.020000
Training Epoch: 29 [7424/45000]	Loss: 0.5439	LR: 0.020000
Training Epoch: 29 [7680/45000]	Loss: 0.5961	LR: 0.020000
Training Epoch: 29 [7936/45000]	Loss: 0.4927	LR: 0.020000
Training Epoch: 29 [8192/45000]	Loss: 0.5164	LR: 0.020000
Training Epoch: 29 [8448/45000]	Loss: 0.4019	LR: 0.020000
Training Epoch: 29 [8704/45000]	Loss: 0.4500	LR: 0.020000
Training Epoch: 29 [8960/45000]	Loss: 0.5088	LR: 0.020000
Training Epoch: 29 [9216/45000]	Loss: 0.4301	LR: 0.020000
Training Epoch: 29 [9472/45000]	Loss: 0.5267	LR: 0.020000
Training Epoch: 29 [9728/45000]	Loss: 0.4570	LR: 0.020000
Training Epoch: 29 [9984/45000]	Loss: 0.6010	LR: 0.020000
Training Epoch: 29 [10240/45000]	Loss: 0.5236	LR: 0.020000
Training Epoch: 29 [10496/45000]	Loss: 0.5640	LR: 0.020000
Training Epoch: 29 [10752/45000]	Loss: 0.4380	LR: 0.020000
Training Epoch: 29 [11008/45000]	Loss: 0.5921	LR: 0.020000
Training Epoch: 29 [11264/45000]	Loss: 0.4947	LR: 0.020000
Training Epoch: 29 [11520/45000]	Loss: 0.3881	LR: 0.020000
Training Epoch: 29 [11776/45000]	Loss: 0.5073	LR: 0.020000
Training Epoch: 29 [12032/45000]	Loss: 0.5544	LR: 0.020000
Training Epoch: 29 [12288/45000]	Loss: 0.4406	LR: 0.020000
Training Epoch: 29 [12544/45000]	Loss: 0.4905	LR: 0.020000
Training Epoch: 29 [12800/45000]	Loss: 0.4762	LR: 0.020000
Training Epoch: 29 [13056/45000]	Loss: 0.5174	LR: 0.020000
Training Epoch: 29 [13312/45000]	Loss: 0.4012	LR: 0.020000
Training Epoch: 29 [13568/45000]	Loss: 0.4994	LR: 0.020000
Training Epoch: 29 [13824/45000]	Loss: 0.4443	LR: 0.020000
Training Epoch: 29 [14080/45000]	Loss: 0.5003	LR: 0.020000
Training Epoch: 29 [14336/45000]	Loss: 0.5032	LR: 0.020000
Training Epoch: 29 [14592/45000]	Loss: 0.5312	LR: 0.020000
Training Epoch: 29 [14848/45000]	Loss: 0.4355	LR: 0.020000
Training Epoch: 29 [15104/45000]	Loss: 0.5620	LR: 0.020000
Training Epoch: 29 [15360/45000]	Loss: 0.4879	LR: 0.020000
Training Epoch: 29 [15616/45000]	Loss: 0.5203	LR: 0.020000
Training Epoch: 29 [15872/45000]	Loss: 0.5113	LR: 0.020000
Training Epoch: 29 [16128/45000]	Loss: 0.6384	LR: 0.020000
Training Epoch: 29 [16384/45000]	Loss: 0.5850	LR: 0.020000
Training Epoch: 29 [16640/45000]	Loss: 0.4652	LR: 0.020000
Training Epoch: 29 [16896/45000]	Loss: 0.4340	LR: 0.020000
Training Epoch: 29 [17152/45000]	Loss: 0.5530	LR: 0.020000
Training Epoch: 29 [17408/45000]	Loss: 0.5811	LR: 0.020000
Training Epoch: 29 [17664/45000]	Loss: 0.4412	LR: 0.020000
Training Epoch: 29 [17920/45000]	Loss: 0.4706	LR: 0.020000
Training Epoch: 29 [18176/45000]	Loss: 0.4628	LR: 0.020000
Training Epoch: 29 [18432/45000]	Loss: 0.4648	LR: 0.020000
Training Epoch: 29 [18688/45000]	Loss: 0.5229	LR: 0.020000
Training Epoch: 29 [18944/45000]	Loss: 0.4884	LR: 0.020000
Training Epoch: 29 [19200/45000]	Loss: 0.4781	LR: 0.020000
Training Epoch: 29 [19456/45000]	Loss: 0.5048	LR: 0.020000
Training Epoch: 29 [19712/45000]	Loss: 0.5204	LR: 0.020000
Training Epoch: 29 [19968/45000]	Loss: 0.4210	LR: 0.020000
Training Epoch: 29 [20224/45000]	Loss: 0.5770	LR: 0.020000
Training Epoch: 29 [20480/45000]	Loss: 0.5223	LR: 0.020000
Training Epoch: 29 [20736/45000]	Loss: 0.6338	LR: 0.020000
Training Epoch: 29 [20992/45000]	Loss: 0.4708	LR: 0.020000
Training Epoch: 29 [21248/45000]	Loss: 0.5831	LR: 0.020000
Training Epoch: 29 [21504/45000]	Loss: 0.4650	LR: 0.020000
Training Epoch: 29 [21760/45000]	Loss: 0.5780	LR: 0.020000
Training Epoch: 29 [22016/45000]	Loss: 0.4848	LR: 0.020000
Training Epoch: 29 [22272/45000]	Loss: 0.4137	LR: 0.020000
Training Epoch: 29 [22528/45000]	Loss: 0.4746	LR: 0.020000
Training Epoch: 29 [22784/45000]	Loss: 0.5560	LR: 0.020000
Training Epoch: 29 [23040/45000]	Loss: 0.6161	LR: 0.020000
Training Epoch: 29 [23296/45000]	Loss: 0.5569	LR: 0.020000
Training Epoch: 29 [23552/45000]	Loss: 0.5676	LR: 0.020000
Training Epoch: 29 [23808/45000]	Loss: 0.6335	LR: 0.020000
Training Epoch: 29 [24064/45000]	Loss: 0.5616	LR: 0.020000
Training Epoch: 29 [24320/45000]	Loss: 0.4463	LR: 0.020000
Training Epoch: 29 [24576/45000]	Loss: 0.5358	LR: 0.020000
Training Epoch: 29 [24832/45000]	Loss: 0.5793	LR: 0.020000
Training Epoch: 29 [25088/45000]	Loss: 0.5033	LR: 0.020000
Training Epoch: 29 [25344/45000]	Loss: 0.4371	LR: 0.020000
Training Epoch: 29 [25600/45000]	Loss: 0.6238	LR: 0.020000
Training Epoch: 29 [25856/45000]	Loss: 0.6039	LR: 0.020000
Training Epoch: 29 [26112/45000]	Loss: 0.5215	LR: 0.020000
Training Epoch: 29 [26368/45000]	Loss: 0.5245	LR: 0.020000
Training Epoch: 29 [26624/45000]	Loss: 0.5351	LR: 0.020000
Training Epoch: 29 [26880/45000]	Loss: 0.3937	LR: 0.020000
Training Epoch: 29 [27136/45000]	Loss: 0.5033	LR: 0.020000
Training Epoch: 29 [27392/45000]	Loss: 0.5190	LR: 0.020000
Training Epoch: 29 [27648/45000]	Loss: 0.5562	LR: 0.020000
Training Epoch: 29 [27904/45000]	Loss: 0.5857	LR: 0.020000
Training Epoch: 29 [28160/45000]	Loss: 0.5103	LR: 0.020000
Training Epoch: 29 [28416/45000]	Loss: 0.4996	LR: 0.020000
Training Epoch: 29 [28672/45000]	Loss: 0.5264	LR: 0.020000
Training Epoch: 29 [28928/45000]	Loss: 0.6413	LR: 0.020000
Training Epoch: 29 [29184/45000]	Loss: 0.4423	LR: 0.020000
Training Epoch: 29 [29440/45000]	Loss: 0.5558	LR: 0.020000
Training Epoch: 29 [29696/45000]	Loss: 0.4869	LR: 0.020000
Training Epoch: 29 [29952/45000]	Loss: 0.5403	LR: 0.020000
Training Epoch: 29 [30208/45000]	Loss: 0.5678	LR: 0.020000
Training Epoch: 29 [30464/45000]	Loss: 0.5340	LR: 0.020000
Training Epoch: 29 [30720/45000]	Loss: 0.5644	LR: 0.020000
Training Epoch: 29 [30976/45000]	Loss: 0.5383	LR: 0.020000
Training Epoch: 29 [31232/45000]	Loss: 0.5496	LR: 0.020000
Training Epoch: 29 [31488/45000]	Loss: 0.5547	LR: 0.020000
Training Epoch: 29 [31744/45000]	Loss: 0.5989	LR: 0.020000
Training Epoch: 29 [32000/45000]	Loss: 0.5208	LR: 0.020000
Training Epoch: 29 [32256/45000]	Loss: 0.5832	LR: 0.020000
Training Epoch: 29 [32512/45000]	Loss: 0.6128	LR: 0.020000
Training Epoch: 29 [32768/45000]	Loss: 0.5552	LR: 0.020000
Training Epoch: 29 [33024/45000]	Loss: 0.5573	LR: 0.020000
Training Epoch: 29 [33280/45000]	Loss: 0.5600	LR: 0.020000
Training Epoch: 29 [33536/45000]	Loss: 0.4866	LR: 0.020000
Training Epoch: 29 [33792/45000]	Loss: 0.5858	LR: 0.020000
Training Epoch: 29 [34048/45000]	Loss: 0.4974	LR: 0.020000
Training Epoch: 29 [34304/45000]	Loss: 0.6334	LR: 0.020000
Training Epoch: 29 [34560/45000]	Loss: 0.4972	LR: 0.020000
Training Epoch: 29 [34816/45000]	Loss: 0.5335	LR: 0.020000
Training Epoch: 29 [35072/45000]	Loss: 0.5186	LR: 0.020000
Training Epoch: 29 [35328/45000]	Loss: 0.4972	LR: 0.020000
Training Epoch: 29 [35584/45000]	Loss: 0.4343	LR: 0.020000
Training Epoch: 29 [35840/45000]	Loss: 0.4409	LR: 0.020000
Training Epoch: 29 [36096/45000]	Loss: 0.6094	LR: 0.020000
Training Epoch: 29 [36352/45000]	Loss: 0.3974	LR: 0.020000
Training Epoch: 29 [36608/45000]	Loss: 0.4775	LR: 0.020000
Training Epoch: 29 [36864/45000]	Loss: 0.5662	LR: 0.020000
Training Epoch: 29 [37120/45000]	Loss: 0.5905	LR: 0.020000
Training Epoch: 29 [37376/45000]	Loss: 0.6029	LR: 0.020000
Training Epoch: 29 [37632/45000]	Loss: 0.5572	LR: 0.020000
Training Epoch: 29 [37888/45000]	Loss: 0.5203	LR: 0.020000
Training Epoch: 29 [38144/45000]	Loss: 0.5869	LR: 0.020000
Training Epoch: 29 [38400/45000]	Loss: 0.5383	LR: 0.020000
Training Epoch: 29 [38656/45000]	Loss: 0.5714	LR: 0.020000
Training Epoch: 29 [38912/45000]	Loss: 0.5132	LR: 0.020000
Training Epoch: 29 [39168/45000]	Loss: 0.5769	LR: 0.020000
Training Epoch: 29 [39424/45000]	Loss: 0.5514	LR: 0.020000
Training Epoch: 29 [39680/45000]	Loss: 0.5991	LR: 0.020000
Training Epoch: 29 [39936/45000]	Loss: 0.5248	LR: 0.020000
Training Epoch: 29 [40192/45000]	Loss: 0.5256	LR: 0.020000
Training Epoch: 29 [40448/45000]	Loss: 0.5317	LR: 0.020000
Training Epoch: 29 [40704/45000]	Loss: 0.6358	LR: 0.020000
Training Epoch: 29 [40960/45000]	Loss: 0.5572	LR: 0.020000
Training Epoch: 29 [41216/45000]	Loss: 0.5451	LR: 0.020000
Training Epoch: 29 [41472/45000]	Loss: 0.4964	LR: 0.020000
Training Epoch: 29 [41728/45000]	Loss: 0.5624	LR: 0.020000
Training Epoch: 29 [41984/45000]	Loss: 0.6238	LR: 0.020000
Training Epoch: 29 [42240/45000]	Loss: 0.4618	LR: 0.020000
Training Epoch: 29 [42496/45000]	Loss: 0.4999	LR: 0.020000
Training Epoch: 29 [42752/45000]	Loss: 0.5060	LR: 0.020000
Training Epoch: 29 [43008/45000]	Loss: 0.5430	LR: 0.020000
Training Epoch: 29 [43264/45000]	Loss: 0.5534	LR: 0.020000
Training Epoch: 29 [43520/45000]	Loss: 0.4576	LR: 0.020000
Training Epoch: 29 [43776/45000]	Loss: 0.6672	LR: 0.020000
Training Epoch: 29 [44032/45000]	Loss: 0.5668	LR: 0.020000
Training Epoch: 29 [44288/45000]	Loss: 0.4359	LR: 0.020000
Training Epoch: 29 [44544/45000]	Loss: 0.5174	LR: 0.020000
Training Epoch: 29 [44800/45000]	Loss: 0.4068	LR: 0.020000
Training Epoch: 29 [45000/45000]	Loss: 0.4135	LR: 0.020000
Epoch 29 - Average Train Loss: 0.5183, Train Accuracy: 0.8323
Epoch 29 training time consumed: 24.60s
Evaluating Network.....
Test set: Epoch: 29, Average loss: 0.0038, Accuracy: 0.7262, Time consumed:0.91s
Training Epoch: 30 [256/45000]	Loss: 0.4612	LR: 0.004000
Training Epoch: 30 [512/45000]	Loss: 0.4896	LR: 0.004000
Training Epoch: 30 [768/45000]	Loss: 0.4530	LR: 0.004000
Training Epoch: 30 [1024/45000]	Loss: 0.6231	LR: 0.004000
Training Epoch: 30 [1280/45000]	Loss: 0.5757	LR: 0.004000
Training Epoch: 30 [1536/45000]	Loss: 0.5095	LR: 0.004000
Training Epoch: 30 [1792/45000]	Loss: 0.4443	LR: 0.004000
Training Epoch: 30 [2048/45000]	Loss: 0.4454	LR: 0.004000
Training Epoch: 30 [2304/45000]	Loss: 0.4102	LR: 0.004000
Training Epoch: 30 [2560/45000]	Loss: 0.4549	LR: 0.004000
Training Epoch: 30 [2816/45000]	Loss: 0.5129	LR: 0.004000
Training Epoch: 30 [3072/45000]	Loss: 0.4388	LR: 0.004000
Training Epoch: 30 [3328/45000]	Loss: 0.4542	LR: 0.004000
Training Epoch: 30 [3584/45000]	Loss: 0.5833	LR: 0.004000
Training Epoch: 30 [3840/45000]	Loss: 0.4117	LR: 0.004000
Training Epoch: 30 [4096/45000]	Loss: 0.4905	LR: 0.004000
Training Epoch: 30 [4352/45000]	Loss: 0.4720	LR: 0.004000
Training Epoch: 30 [4608/45000]	Loss: 0.4130	LR: 0.004000
Training Epoch: 30 [4864/45000]	Loss: 0.4215	LR: 0.004000
Training Epoch: 30 [5120/45000]	Loss: 0.3736	LR: 0.004000
Training Epoch: 30 [5376/45000]	Loss: 0.4667	LR: 0.004000
Training Epoch: 30 [5632/45000]	Loss: 0.3842	LR: 0.004000
Training Epoch: 30 [5888/45000]	Loss: 0.4516	LR: 0.004000
Training Epoch: 30 [6144/45000]	Loss: 0.4484	LR: 0.004000
Training Epoch: 30 [6400/45000]	Loss: 0.5320	LR: 0.004000
Training Epoch: 30 [6656/45000]	Loss: 0.3908	LR: 0.004000
Training Epoch: 30 [6912/45000]	Loss: 0.3606	LR: 0.004000
Training Epoch: 30 [7168/45000]	Loss: 0.4871	LR: 0.004000
Training Epoch: 30 [7424/45000]	Loss: 0.3975	LR: 0.004000
Training Epoch: 30 [7680/45000]	Loss: 0.3616	LR: 0.004000
Training Epoch: 30 [7936/45000]	Loss: 0.4194	LR: 0.004000
Training Epoch: 30 [8192/45000]	Loss: 0.4012	LR: 0.004000
Training Epoch: 30 [8448/45000]	Loss: 0.4557	LR: 0.004000
Training Epoch: 30 [8704/45000]	Loss: 0.4696	LR: 0.004000
Training Epoch: 30 [8960/45000]	Loss: 0.4196	LR: 0.004000
Training Epoch: 30 [9216/45000]	Loss: 0.5171	LR: 0.004000
Training Epoch: 30 [9472/45000]	Loss: 0.4544	LR: 0.004000
Training Epoch: 30 [9728/45000]	Loss: 0.3804	LR: 0.004000
Training Epoch: 30 [9984/45000]	Loss: 0.4442	LR: 0.004000
Training Epoch: 30 [10240/45000]	Loss: 0.4180	LR: 0.004000
Training Epoch: 30 [10496/45000]	Loss: 0.4495	LR: 0.004000
Training Epoch: 30 [10752/45000]	Loss: 0.4331	LR: 0.004000
Training Epoch: 30 [11008/45000]	Loss: 0.4377	LR: 0.004000
Training Epoch: 30 [11264/45000]	Loss: 0.3277	LR: 0.004000
Training Epoch: 30 [11520/45000]	Loss: 0.4990	LR: 0.004000
Training Epoch: 30 [11776/45000]	Loss: 0.3892	LR: 0.004000
Training Epoch: 30 [12032/45000]	Loss: 0.4170	LR: 0.004000
Training Epoch: 30 [12288/45000]	Loss: 0.4234	LR: 0.004000
Training Epoch: 30 [12544/45000]	Loss: 0.4687	LR: 0.004000
Training Epoch: 30 [12800/45000]	Loss: 0.3383	LR: 0.004000
Training Epoch: 30 [13056/45000]	Loss: 0.3620	LR: 0.004000
Training Epoch: 30 [13312/45000]	Loss: 0.3795	LR: 0.004000
Training Epoch: 30 [13568/45000]	Loss: 0.3483	LR: 0.004000
Training Epoch: 30 [13824/45000]	Loss: 0.4522	LR: 0.004000
Training Epoch: 30 [14080/45000]	Loss: 0.4330	LR: 0.004000
Training Epoch: 30 [14336/45000]	Loss: 0.4074	LR: 0.004000
Training Epoch: 30 [14592/45000]	Loss: 0.4383	LR: 0.004000
Training Epoch: 30 [14848/45000]	Loss: 0.3642	LR: 0.004000
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Training Epoch: 30 [41216/45000]	Loss: 0.3841	LR: 0.004000
Training Epoch: 30 [41472/45000]	Loss: 0.3690	LR: 0.004000
Training Epoch: 30 [41728/45000]	Loss: 0.3635	LR: 0.004000
Training Epoch: 30 [41984/45000]	Loss: 0.4298	LR: 0.004000
Training Epoch: 30 [42240/45000]	Loss: 0.4825	LR: 0.004000
Training Epoch: 30 [42496/45000]	Loss: 0.3793	LR: 0.004000
Training Epoch: 30 [42752/45000]	Loss: 0.4252	LR: 0.004000
Training Epoch: 30 [43008/45000]	Loss: 0.4028	LR: 0.004000
Training Epoch: 30 [43264/45000]	Loss: 0.4161	LR: 0.004000
Training Epoch: 30 [43520/45000]	Loss: 0.4063	LR: 0.004000
Training Epoch: 30 [43776/45000]	Loss: 0.3162	LR: 0.004000
Training Epoch: 30 [44032/45000]	Loss: 0.3955	LR: 0.004000
Training Epoch: 30 [44288/45000]	Loss: 0.3621	LR: 0.004000
Training Epoch: 30 [44544/45000]	Loss: 0.4372	LR: 0.004000
Training Epoch: 30 [44800/45000]	Loss: 0.3622	LR: 0.004000
Training Epoch: 30 [45000/45000]	Loss: 0.4169	LR: 0.004000
Epoch 30 - Average Train Loss: 0.4135, Train Accuracy: 0.8707
Epoch 30 training time consumed: 24.60s
Evaluating Network.....
Test set: Epoch: 30, Average loss: 0.0030, Accuracy: 0.7719, Time consumed:0.97s
Saving weights file to checkpoint/retrain/AllCNN/Monday_14_July_2025_02h_30m_55s/AllCNN-Cifar20-seed7-ret100-30-best.pth
Training Epoch: 31 [256/45000]	Loss: 0.3099	LR: 0.004000
Training Epoch: 31 [512/45000]	Loss: 0.3716	LR: 0.004000
Training Epoch: 31 [768/45000]	Loss: 0.3169	LR: 0.004000
Training Epoch: 31 [1024/45000]	Loss: 0.4032	LR: 0.004000
Training Epoch: 31 [1280/45000]	Loss: 0.3953	LR: 0.004000
Training Epoch: 31 [1536/45000]	Loss: 0.3228	LR: 0.004000
Training Epoch: 31 [1792/45000]	Loss: 0.3743	LR: 0.004000
Training Epoch: 31 [2048/45000]	Loss: 0.3874	LR: 0.004000
Training Epoch: 31 [2304/45000]	Loss: 0.3316	LR: 0.004000
Training Epoch: 31 [2560/45000]	Loss: 0.4054	LR: 0.004000
Training Epoch: 31 [2816/45000]	Loss: 0.4026	LR: 0.004000
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Training Epoch: 31 [3328/45000]	Loss: 0.3589	LR: 0.004000
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Training Epoch: 31 [7680/45000]	Loss: 0.4161	LR: 0.004000
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Training Epoch: 31 [9984/45000]	Loss: 0.4076	LR: 0.004000
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Training Epoch: 31 [13824/45000]	Loss: 0.4214	LR: 0.004000
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Training Epoch: 31 [15872/45000]	Loss: 0.3954	LR: 0.004000
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Training Epoch: 31 [16640/45000]	Loss: 0.3787	LR: 0.004000
Training Epoch: 31 [16896/45000]	Loss: 0.4278	LR: 0.004000
Training Epoch: 31 [17152/45000]	Loss: 0.4629	LR: 0.004000
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Training Epoch: 31 [19712/45000]	Loss: 0.4149	LR: 0.004000
Training Epoch: 31 [19968/45000]	Loss: 0.3862	LR: 0.004000
Training Epoch: 31 [20224/45000]	Loss: 0.3773	LR: 0.004000
Training Epoch: 31 [20480/45000]	Loss: 0.2905	LR: 0.004000
Training Epoch: 31 [20736/45000]	Loss: 0.2931	LR: 0.004000
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Training Epoch: 31 [21760/45000]	Loss: 0.3984	LR: 0.004000
Training Epoch: 31 [22016/45000]	Loss: 0.3963	LR: 0.004000
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Training Epoch: 31 [27904/45000]	Loss: 0.3821	LR: 0.004000
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Training Epoch: 31 [28416/45000]	Loss: 0.3600	LR: 0.004000
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Training Epoch: 31 [29440/45000]	Loss: 0.4008	LR: 0.004000
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Training Epoch: 31 [35328/45000]	Loss: 0.3114	LR: 0.004000
Training Epoch: 31 [35584/45000]	Loss: 0.3471	LR: 0.004000
Training Epoch: 31 [35840/45000]	Loss: 0.3491	LR: 0.004000
Training Epoch: 31 [36096/45000]	Loss: 0.3404	LR: 0.004000
Training Epoch: 31 [36352/45000]	Loss: 0.3115	LR: 0.004000
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Training Epoch: 31 [37632/45000]	Loss: 0.3344	LR: 0.004000
Training Epoch: 31 [37888/45000]	Loss: 0.3763	LR: 0.004000
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Training Epoch: 31 [40192/45000]	Loss: 0.4220	LR: 0.004000
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Training Epoch: 31 [42752/45000]	Loss: 0.3119	LR: 0.004000
Training Epoch: 31 [43008/45000]	Loss: 0.3497	LR: 0.004000
Training Epoch: 31 [43264/45000]	Loss: 0.3940	LR: 0.004000
Training Epoch: 31 [43520/45000]	Loss: 0.5085	LR: 0.004000
Training Epoch: 31 [43776/45000]	Loss: 0.3603	LR: 0.004000
Training Epoch: 31 [44032/45000]	Loss: 0.3772	LR: 0.004000
Training Epoch: 31 [44288/45000]	Loss: 0.3359	LR: 0.004000
Training Epoch: 31 [44544/45000]	Loss: 0.3435	LR: 0.004000
Training Epoch: 31 [44800/45000]	Loss: 0.3900	LR: 0.004000
Training Epoch: 31 [45000/45000]	Loss: 0.4182	LR: 0.004000
Epoch 31 - Average Train Loss: 0.3763, Train Accuracy: 0.8836
Epoch 31 training time consumed: 24.70s
Evaluating Network.....
Test set: Epoch: 31, Average loss: 0.0030, Accuracy: 0.7741, Time consumed:0.88s
Saving weights file to checkpoint/retrain/AllCNN/Monday_14_July_2025_02h_30m_55s/AllCNN-Cifar20-seed7-ret100-31-best.pth
Training Epoch: 32 [256/45000]	Loss: 0.3042	LR: 0.004000
Training Epoch: 32 [512/45000]	Loss: 0.3652	LR: 0.004000
Training Epoch: 32 [768/45000]	Loss: 0.3810	LR: 0.004000
Training Epoch: 32 [1024/45000]	Loss: 0.2726	LR: 0.004000
Training Epoch: 32 [1280/45000]	Loss: 0.3714	LR: 0.004000
Training Epoch: 32 [1536/45000]	Loss: 0.3150	LR: 0.004000
Training Epoch: 32 [1792/45000]	Loss: 0.3669	LR: 0.004000
Training Epoch: 32 [2048/45000]	Loss: 0.3080	LR: 0.004000
Training Epoch: 32 [2304/45000]	Loss: 0.3135	LR: 0.004000
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Training Epoch: 32 [7680/45000]	Loss: 0.3801	LR: 0.004000
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Training Epoch: 32 [9472/45000]	Loss: 0.3545	LR: 0.004000
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Training Epoch: 32 [9984/45000]	Loss: 0.3304	LR: 0.004000
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Training Epoch: 32 [15616/45000]	Loss: 0.3458	LR: 0.004000
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Training Epoch: 32 [16896/45000]	Loss: 0.3093	LR: 0.004000
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Training Epoch: 32 [20224/45000]	Loss: 0.3648	LR: 0.004000
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Training Epoch: 32 [22016/45000]	Loss: 0.3223	LR: 0.004000
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Training Epoch: 32 [28416/45000]	Loss: 0.3880	LR: 0.004000
Training Epoch: 32 [28672/45000]	Loss: 0.3650	LR: 0.004000
Training Epoch: 32 [28928/45000]	Loss: 0.3029	LR: 0.004000
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Training Epoch: 32 [40448/45000]	Loss: 0.3506	LR: 0.004000
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Training Epoch: 32 [40960/45000]	Loss: 0.3561	LR: 0.004000
Training Epoch: 32 [41216/45000]	Loss: 0.3647	LR: 0.004000
Training Epoch: 32 [41472/45000]	Loss: 0.4147	LR: 0.004000
Training Epoch: 32 [41728/45000]	Loss: 0.3926	LR: 0.004000
Training Epoch: 32 [41984/45000]	Loss: 0.3394	LR: 0.004000
Training Epoch: 32 [42240/45000]	Loss: 0.3696	LR: 0.004000
Training Epoch: 32 [42496/45000]	Loss: 0.3925	LR: 0.004000
Training Epoch: 32 [42752/45000]	Loss: 0.3278	LR: 0.004000
Training Epoch: 32 [43008/45000]	Loss: 0.2973	LR: 0.004000
Training Epoch: 32 [43264/45000]	Loss: 0.3695	LR: 0.004000
Training Epoch: 32 [43520/45000]	Loss: 0.3851	LR: 0.004000
Training Epoch: 32 [43776/45000]	Loss: 0.3738	LR: 0.004000
Training Epoch: 32 [44032/45000]	Loss: 0.3671	LR: 0.004000
Training Epoch: 32 [44288/45000]	Loss: 0.3650	LR: 0.004000
Training Epoch: 32 [44544/45000]	Loss: 0.3317	LR: 0.004000
Training Epoch: 32 [44800/45000]	Loss: 0.3780	LR: 0.004000
Training Epoch: 32 [45000/45000]	Loss: 0.4348	LR: 0.004000
Epoch 32 - Average Train Loss: 0.3577, Train Accuracy: 0.8896
Epoch 32 training time consumed: 24.60s
Evaluating Network.....
Test set: Epoch: 32, Average loss: 0.0031, Accuracy: 0.7736, Time consumed:0.92s
Training Epoch: 33 [256/45000]	Loss: 0.3071	LR: 0.004000
Training Epoch: 33 [512/45000]	Loss: 0.2737	LR: 0.004000
Training Epoch: 33 [768/45000]	Loss: 0.3151	LR: 0.004000
Training Epoch: 33 [1024/45000]	Loss: 0.2986	LR: 0.004000
Training Epoch: 33 [1280/45000]	Loss: 0.3401	LR: 0.004000
Training Epoch: 33 [1536/45000]	Loss: 0.2870	LR: 0.004000
Training Epoch: 33 [1792/45000]	Loss: 0.2938	LR: 0.004000
Training Epoch: 33 [2048/45000]	Loss: 0.3148	LR: 0.004000
Training Epoch: 33 [2304/45000]	Loss: 0.3090	LR: 0.004000
Training Epoch: 33 [2560/45000]	Loss: 0.3402	LR: 0.004000
Training Epoch: 33 [2816/45000]	Loss: 0.3311	LR: 0.004000
Training Epoch: 33 [3072/45000]	Loss: 0.3004	LR: 0.004000
Training Epoch: 33 [3328/45000]	Loss: 0.3765	LR: 0.004000
Training Epoch: 33 [3584/45000]	Loss: 0.2510	LR: 0.004000
Training Epoch: 33 [3840/45000]	Loss: 0.3667	LR: 0.004000
Training Epoch: 33 [4096/45000]	Loss: 0.3823	LR: 0.004000
Training Epoch: 33 [4352/45000]	Loss: 0.3784	LR: 0.004000
Training Epoch: 33 [4608/45000]	Loss: 0.3531	LR: 0.004000
Training Epoch: 33 [4864/45000]	Loss: 0.3826	LR: 0.004000
Training Epoch: 33 [5120/45000]	Loss: 0.2931	LR: 0.004000
Training Epoch: 33 [5376/45000]	Loss: 0.3646	LR: 0.004000
Training Epoch: 33 [5632/45000]	Loss: 0.3499	LR: 0.004000
Training Epoch: 33 [5888/45000]	Loss: 0.3063	LR: 0.004000
Training Epoch: 33 [6144/45000]	Loss: 0.3111	LR: 0.004000
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Training Epoch: 33 [7168/45000]	Loss: 0.3447	LR: 0.004000
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Training Epoch: 33 [7680/45000]	Loss: 0.3463	LR: 0.004000
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Training Epoch: 33 [8448/45000]	Loss: 0.2931	LR: 0.004000
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Training Epoch: 33 [9984/45000]	Loss: 0.2750	LR: 0.004000
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Training Epoch: 33 [10496/45000]	Loss: 0.2843	LR: 0.004000
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Training Epoch: 33 [13312/45000]	Loss: 0.3394	LR: 0.004000
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Training Epoch: 33 [15872/45000]	Loss: 0.3191	LR: 0.004000
Training Epoch: 33 [16128/45000]	Loss: 0.3162	LR: 0.004000
Training Epoch: 33 [16384/45000]	Loss: 0.3891	LR: 0.004000
Training Epoch: 33 [16640/45000]	Loss: 0.3603	LR: 0.004000
Training Epoch: 33 [16896/45000]	Loss: 0.4233	LR: 0.004000
Training Epoch: 33 [17152/45000]	Loss: 0.2791	LR: 0.004000
Training Epoch: 33 [17408/45000]	Loss: 0.3487	LR: 0.004000
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Training Epoch: 33 [18688/45000]	Loss: 0.3876	LR: 0.004000
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Training Epoch: 33 [19200/45000]	Loss: 0.2873	LR: 0.004000
Training Epoch: 33 [19456/45000]	Loss: 0.3752	LR: 0.004000
Training Epoch: 33 [19712/45000]	Loss: 0.3926	LR: 0.004000
Training Epoch: 33 [19968/45000]	Loss: 0.2793	LR: 0.004000
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Training Epoch: 33 [20480/45000]	Loss: 0.3620	LR: 0.004000
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Training Epoch: 33 [22016/45000]	Loss: 0.3131	LR: 0.004000
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Training Epoch: 33 [23296/45000]	Loss: 0.2891	LR: 0.004000
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Training Epoch: 33 [25088/45000]	Loss: 0.3293	LR: 0.004000
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Training Epoch: 33 [28416/45000]	Loss: 0.2974	LR: 0.004000
Training Epoch: 33 [28672/45000]	Loss: 0.4022	LR: 0.004000
Training Epoch: 33 [28928/45000]	Loss: 0.3098	LR: 0.004000
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Training Epoch: 33 [38400/45000]	Loss: 0.3738	LR: 0.004000
Training Epoch: 33 [38656/45000]	Loss: 0.3524	LR: 0.004000
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Training Epoch: 33 [39168/45000]	Loss: 0.2926	LR: 0.004000
Training Epoch: 33 [39424/45000]	Loss: 0.3974	LR: 0.004000
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Training Epoch: 33 [39936/45000]	Loss: 0.3231	LR: 0.004000
Training Epoch: 33 [40192/45000]	Loss: 0.3020	LR: 0.004000
Training Epoch: 33 [40448/45000]	Loss: 0.3023	LR: 0.004000
Training Epoch: 33 [40704/45000]	Loss: 0.4032	LR: 0.004000
Training Epoch: 33 [40960/45000]	Loss: 0.4107	LR: 0.004000
Training Epoch: 33 [41216/45000]	Loss: 0.3848	LR: 0.004000
Training Epoch: 33 [41472/45000]	Loss: 0.4050	LR: 0.004000
Training Epoch: 33 [41728/45000]	Loss: 0.4024	LR: 0.004000
Training Epoch: 33 [41984/45000]	Loss: 0.3945	LR: 0.004000
Training Epoch: 33 [42240/45000]	Loss: 0.3844	LR: 0.004000
Training Epoch: 33 [42496/45000]	Loss: 0.3026	LR: 0.004000
Training Epoch: 33 [42752/45000]	Loss: 0.3975	LR: 0.004000
Training Epoch: 33 [43008/45000]	Loss: 0.3698	LR: 0.004000
Training Epoch: 33 [43264/45000]	Loss: 0.4119	LR: 0.004000
Training Epoch: 33 [43520/45000]	Loss: 0.4001	LR: 0.004000
Training Epoch: 33 [43776/45000]	Loss: 0.3271	LR: 0.004000
Training Epoch: 33 [44032/45000]	Loss: 0.3303	LR: 0.004000
Training Epoch: 33 [44288/45000]	Loss: 0.3562	LR: 0.004000
Training Epoch: 33 [44544/45000]	Loss: 0.3805	LR: 0.004000
Training Epoch: 33 [44800/45000]	Loss: 0.3694	LR: 0.004000
Training Epoch: 33 [45000/45000]	Loss: 0.4042	LR: 0.004000
Epoch 33 - Average Train Loss: 0.3451, Train Accuracy: 0.8940
Epoch 33 training time consumed: 24.53s
Evaluating Network.....
Test set: Epoch: 33, Average loss: 0.0030, Accuracy: 0.7793, Time consumed:0.87s
Saving weights file to checkpoint/retrain/AllCNN/Monday_14_July_2025_02h_30m_55s/AllCNN-Cifar20-seed7-ret100-33-best.pth
Training Epoch: 34 [256/45000]	Loss: 0.2868	LR: 0.004000
Training Epoch: 34 [512/45000]	Loss: 0.3765	LR: 0.004000
Training Epoch: 34 [768/45000]	Loss: 0.2470	LR: 0.004000
Training Epoch: 34 [1024/45000]	Loss: 0.3554	LR: 0.004000
Training Epoch: 34 [1280/45000]	Loss: 0.2862	LR: 0.004000
Training Epoch: 34 [1536/45000]	Loss: 0.3056	LR: 0.004000
Training Epoch: 34 [1792/45000]	Loss: 0.3094	LR: 0.004000
Training Epoch: 34 [2048/45000]	Loss: 0.2882	LR: 0.004000
Training Epoch: 34 [2304/45000]	Loss: 0.3708	LR: 0.004000
Training Epoch: 34 [2560/45000]	Loss: 0.3465	LR: 0.004000
Training Epoch: 34 [2816/45000]	Loss: 0.3888	LR: 0.004000
Training Epoch: 34 [3072/45000]	Loss: 0.3145	LR: 0.004000
Training Epoch: 34 [3328/45000]	Loss: 0.3848	LR: 0.004000
Training Epoch: 34 [3584/45000]	Loss: 0.3709	LR: 0.004000
Training Epoch: 34 [3840/45000]	Loss: 0.3152	LR: 0.004000
Training Epoch: 34 [4096/45000]	Loss: 0.3190	LR: 0.004000
Training Epoch: 34 [4352/45000]	Loss: 0.3177	LR: 0.004000
Training Epoch: 34 [4608/45000]	Loss: 0.2950	LR: 0.004000
Training Epoch: 34 [4864/45000]	Loss: 0.3622	LR: 0.004000
Training Epoch: 34 [5120/45000]	Loss: 0.3415	LR: 0.004000
Training Epoch: 34 [5376/45000]	Loss: 0.3400	LR: 0.004000
Training Epoch: 34 [5632/45000]	Loss: 0.3378	LR: 0.004000
Training Epoch: 34 [5888/45000]	Loss: 0.3960	LR: 0.004000
Training Epoch: 34 [6144/45000]	Loss: 0.3500	LR: 0.004000
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Training Epoch: 34 [6912/45000]	Loss: 0.3366	LR: 0.004000
Training Epoch: 34 [7168/45000]	Loss: 0.3319	LR: 0.004000
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Training Epoch: 34 [8960/45000]	Loss: 0.3033	LR: 0.004000
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Training Epoch: 34 [12288/45000]	Loss: 0.3492	LR: 0.004000
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Training Epoch: 34 [13312/45000]	Loss: 0.2351	LR: 0.004000
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Training Epoch: 34 [16896/45000]	Loss: 0.3283	LR: 0.004000
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Training Epoch: 34 [26368/45000]	Loss: 0.3652	LR: 0.004000
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Training Epoch: 34 [27648/45000]	Loss: 0.3034	LR: 0.004000
Training Epoch: 34 [27904/45000]	Loss: 0.3262	LR: 0.004000
Training Epoch: 34 [28160/45000]	Loss: 0.3050	LR: 0.004000
Training Epoch: 34 [28416/45000]	Loss: 0.2962	LR: 0.004000
Training Epoch: 34 [28672/45000]	Loss: 0.3021	LR: 0.004000
Training Epoch: 34 [28928/45000]	Loss: 0.3390	LR: 0.004000
Training Epoch: 34 [29184/45000]	Loss: 0.3259	LR: 0.004000
Training Epoch: 34 [29440/45000]	Loss: 0.3704	LR: 0.004000
Training Epoch: 34 [29696/45000]	Loss: 0.4328	LR: 0.004000
Training Epoch: 34 [29952/45000]	Loss: 0.3325	LR: 0.004000
Training Epoch: 34 [30208/45000]	Loss: 0.2716	LR: 0.004000
Training Epoch: 34 [30464/45000]	Loss: 0.3494	LR: 0.004000
Training Epoch: 34 [30720/45000]	Loss: 0.3770	LR: 0.004000
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Training Epoch: 34 [32512/45000]	Loss: 0.3112	LR: 0.004000
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Training Epoch: 34 [33024/45000]	Loss: 0.3245	LR: 0.004000
Training Epoch: 34 [33280/45000]	Loss: 0.3981	LR: 0.004000
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Training Epoch: 34 [35072/45000]	Loss: 0.3705	LR: 0.004000
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Training Epoch: 34 [36096/45000]	Loss: 0.3251	LR: 0.004000
Training Epoch: 34 [36352/45000]	Loss: 0.3663	LR: 0.004000
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Training Epoch: 34 [37120/45000]	Loss: 0.3564	LR: 0.004000
Training Epoch: 34 [37376/45000]	Loss: 0.4335	LR: 0.004000
Training Epoch: 34 [37632/45000]	Loss: 0.3357	LR: 0.004000
Training Epoch: 34 [37888/45000]	Loss: 0.2856	LR: 0.004000
Training Epoch: 34 [38144/45000]	Loss: 0.3611	LR: 0.004000
Training Epoch: 34 [38400/45000]	Loss: 0.2750	LR: 0.004000
Training Epoch: 34 [38656/45000]	Loss: 0.2822	LR: 0.004000
Training Epoch: 34 [38912/45000]	Loss: 0.3199	LR: 0.004000
Training Epoch: 34 [39168/45000]	Loss: 0.2392	LR: 0.004000
Training Epoch: 34 [39424/45000]	Loss: 0.3081	LR: 0.004000
Training Epoch: 34 [39680/45000]	Loss: 0.3418	LR: 0.004000
Training Epoch: 34 [39936/45000]	Loss: 0.2948	LR: 0.004000
Training Epoch: 34 [40192/45000]	Loss: 0.4029	LR: 0.004000
Training Epoch: 34 [40448/45000]	Loss: 0.3476	LR: 0.004000
Training Epoch: 34 [40704/45000]	Loss: 0.3021	LR: 0.004000
Training Epoch: 34 [40960/45000]	Loss: 0.3287	LR: 0.004000
Training Epoch: 34 [41216/45000]	Loss: 0.3488	LR: 0.004000
Training Epoch: 34 [41472/45000]	Loss: 0.4053	LR: 0.004000
Training Epoch: 34 [41728/45000]	Loss: 0.3475	LR: 0.004000
Training Epoch: 34 [41984/45000]	Loss: 0.4306	LR: 0.004000
Training Epoch: 34 [42240/45000]	Loss: 0.4765	LR: 0.004000
Training Epoch: 34 [42496/45000]	Loss: 0.3127	LR: 0.004000
Training Epoch: 34 [42752/45000]	Loss: 0.2999	LR: 0.004000
Training Epoch: 34 [43008/45000]	Loss: 0.2596	LR: 0.004000
Training Epoch: 34 [43264/45000]	Loss: 0.3523	LR: 0.004000
Training Epoch: 34 [43520/45000]	Loss: 0.3315	LR: 0.004000
Training Epoch: 34 [43776/45000]	Loss: 0.3068	LR: 0.004000
Training Epoch: 34 [44032/45000]	Loss: 0.2834	LR: 0.004000
Training Epoch: 34 [44288/45000]	Loss: 0.3757	LR: 0.004000
Training Epoch: 34 [44544/45000]	Loss: 0.3353	LR: 0.004000
Training Epoch: 34 [44800/45000]	Loss: 0.3636	LR: 0.004000
Training Epoch: 34 [45000/45000]	Loss: 0.3812	LR: 0.004000
Epoch 34 - Average Train Loss: 0.3364, Train Accuracy: 0.8966
Epoch 34 training time consumed: 24.70s
Evaluating Network.....
Test set: Epoch: 34, Average loss: 0.0031, Accuracy: 0.7773, Time consumed:0.86s
Training Epoch: 35 [256/45000]	Loss: 0.2605	LR: 0.000800
Training Epoch: 35 [512/45000]	Loss: 0.3299	LR: 0.000800
Training Epoch: 35 [768/45000]	Loss: 0.3388	LR: 0.000800
Training Epoch: 35 [1024/45000]	Loss: 0.3447	LR: 0.000800
Training Epoch: 35 [1280/45000]	Loss: 0.3316	LR: 0.000800
Training Epoch: 35 [1536/45000]	Loss: 0.3322	LR: 0.000800
Training Epoch: 35 [1792/45000]	Loss: 0.2193	LR: 0.000800
Training Epoch: 35 [2048/45000]	Loss: 0.3504	LR: 0.000800
Training Epoch: 35 [2304/45000]	Loss: 0.3081	LR: 0.000800
Training Epoch: 35 [2560/45000]	Loss: 0.2673	LR: 0.000800
Training Epoch: 35 [2816/45000]	Loss: 0.3697	LR: 0.000800
Training Epoch: 35 [3072/45000]	Loss: 0.3566	LR: 0.000800
Training Epoch: 35 [3328/45000]	Loss: 0.3304	LR: 0.000800
Training Epoch: 35 [3584/45000]	Loss: 0.3113	LR: 0.000800
Training Epoch: 35 [3840/45000]	Loss: 0.2636	LR: 0.000800
Training Epoch: 35 [4096/45000]	Loss: 0.2946	LR: 0.000800
Training Epoch: 35 [4352/45000]	Loss: 0.2780	LR: 0.000800
Training Epoch: 35 [4608/45000]	Loss: 0.3858	LR: 0.000800
Training Epoch: 35 [4864/45000]	Loss: 0.3973	LR: 0.000800
Training Epoch: 35 [5120/45000]	Loss: 0.2651	LR: 0.000800
Training Epoch: 35 [5376/45000]	Loss: 0.3200	LR: 0.000800
Training Epoch: 35 [5632/45000]	Loss: 0.3417	LR: 0.000800
Training Epoch: 35 [5888/45000]	Loss: 0.2882	LR: 0.000800
Training Epoch: 35 [6144/45000]	Loss: 0.2922	LR: 0.000800
Training Epoch: 35 [6400/45000]	Loss: 0.3053	LR: 0.000800
Training Epoch: 35 [6656/45000]	Loss: 0.3535	LR: 0.000800
Training Epoch: 35 [6912/45000]	Loss: 0.3371	LR: 0.000800
Training Epoch: 35 [7168/45000]	Loss: 0.3300	LR: 0.000800
Training Epoch: 35 [7424/45000]	Loss: 0.2740	LR: 0.000800
Training Epoch: 35 [7680/45000]	Loss: 0.4019	LR: 0.000800
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Training Epoch: 35 [20224/45000]	Loss: 0.3789	LR: 0.000800
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Training Epoch: 35 [22016/45000]	Loss: 0.2929	LR: 0.000800
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Training Epoch: 35 [24064/45000]	Loss: 0.3139	LR: 0.000800
Training Epoch: 35 [24320/45000]	Loss: 0.3187	LR: 0.000800
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Training Epoch: 35 [25600/45000]	Loss: 0.3049	LR: 0.000800
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Training Epoch: 35 [27904/45000]	Loss: 0.3205	LR: 0.000800
Training Epoch: 35 [28160/45000]	Loss: 0.3489	LR: 0.000800
Training Epoch: 35 [28416/45000]	Loss: 0.2350	LR: 0.000800
Training Epoch: 35 [28672/45000]	Loss: 0.2628	LR: 0.000800
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Training Epoch: 35 [30464/45000]	Loss: 0.3037	LR: 0.000800
Training Epoch: 35 [30720/45000]	Loss: 0.2344	LR: 0.000800
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Training Epoch: 35 [40960/45000]	Loss: 0.2599	LR: 0.000800
Training Epoch: 35 [41216/45000]	Loss: 0.3144	LR: 0.000800
Training Epoch: 35 [41472/45000]	Loss: 0.3757	LR: 0.000800
Training Epoch: 35 [41728/45000]	Loss: 0.2754	LR: 0.000800
Training Epoch: 35 [41984/45000]	Loss: 0.2824	LR: 0.000800
Training Epoch: 35 [42240/45000]	Loss: 0.3230	LR: 0.000800
Training Epoch: 35 [42496/45000]	Loss: 0.3067	LR: 0.000800
Training Epoch: 35 [42752/45000]	Loss: 0.2649	LR: 0.000800
Training Epoch: 35 [43008/45000]	Loss: 0.2804	LR: 0.000800
Training Epoch: 35 [43264/45000]	Loss: 0.3199	LR: 0.000800
Training Epoch: 35 [43520/45000]	Loss: 0.2786	LR: 0.000800
Training Epoch: 35 [43776/45000]	Loss: 0.3440	LR: 0.000800
Training Epoch: 35 [44032/45000]	Loss: 0.4200	LR: 0.000800
Training Epoch: 35 [44288/45000]	Loss: 0.2387	LR: 0.000800
Training Epoch: 35 [44544/45000]	Loss: 0.2494	LR: 0.000800
Training Epoch: 35 [44800/45000]	Loss: 0.4391	LR: 0.000800
Training Epoch: 35 [45000/45000]	Loss: 0.3621	LR: 0.000800
Epoch 35 - Average Train Loss: 0.3163, Train Accuracy: 0.9045
Epoch 35 training time consumed: 24.70s
Evaluating Network.....
Test set: Epoch: 35, Average loss: 0.0030, Accuracy: 0.7805, Time consumed:0.88s
Saving weights file to checkpoint/retrain/AllCNN/Monday_14_July_2025_02h_30m_55s/AllCNN-Cifar20-seed7-ret100-35-best.pth
Training Epoch: 36 [256/45000]	Loss: 0.3066	LR: 0.000800
Training Epoch: 36 [512/45000]	Loss: 0.2422	LR: 0.000800
Training Epoch: 36 [768/45000]	Loss: 0.3086	LR: 0.000800
Training Epoch: 36 [1024/45000]	Loss: 0.2737	LR: 0.000800
Training Epoch: 36 [1280/45000]	Loss: 0.3533	LR: 0.000800
Training Epoch: 36 [1536/45000]	Loss: 0.2905	LR: 0.000800
Training Epoch: 36 [1792/45000]	Loss: 0.2843	LR: 0.000800
Training Epoch: 36 [2048/45000]	Loss: 0.3117	LR: 0.000800
Training Epoch: 36 [2304/45000]	Loss: 0.3173	LR: 0.000800
Training Epoch: 36 [2560/45000]	Loss: 0.3611	LR: 0.000800
Training Epoch: 36 [2816/45000]	Loss: 0.3357	LR: 0.000800
Training Epoch: 36 [3072/45000]	Loss: 0.2861	LR: 0.000800
Training Epoch: 36 [3328/45000]	Loss: 0.3189	LR: 0.000800
Training Epoch: 36 [3584/45000]	Loss: 0.3073	LR: 0.000800
Training Epoch: 36 [3840/45000]	Loss: 0.3556	LR: 0.000800
Training Epoch: 36 [4096/45000]	Loss: 0.3133	LR: 0.000800
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Training Epoch: 36 [5376/45000]	Loss: 0.4174	LR: 0.000800
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Training Epoch: 36 [8448/45000]	Loss: 0.2755	LR: 0.000800
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Training Epoch: 36 [9216/45000]	Loss: 0.3177	LR: 0.000800
Training Epoch: 36 [9472/45000]	Loss: 0.2754	LR: 0.000800
Training Epoch: 36 [9728/45000]	Loss: 0.3273	LR: 0.000800
Training Epoch: 36 [9984/45000]	Loss: 0.3104	LR: 0.000800
Training Epoch: 36 [10240/45000]	Loss: 0.3071	LR: 0.000800
Training Epoch: 36 [10496/45000]	Loss: 0.3018	LR: 0.000800
Training Epoch: 36 [10752/45000]	Loss: 0.2976	LR: 0.000800
Training Epoch: 36 [11008/45000]	Loss: 0.3111	LR: 0.000800
Training Epoch: 36 [11264/45000]	Loss: 0.3324	LR: 0.000800
Training Epoch: 36 [11520/45000]	Loss: 0.2872	LR: 0.000800
Training Epoch: 36 [11776/45000]	Loss: 0.3403	LR: 0.000800
Training Epoch: 36 [12032/45000]	Loss: 0.2700	LR: 0.000800
Training Epoch: 36 [12288/45000]	Loss: 0.3021	LR: 0.000800
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Training Epoch: 36 [12800/45000]	Loss: 0.2992	LR: 0.000800
Training Epoch: 36 [13056/45000]	Loss: 0.2561	LR: 0.000800
Training Epoch: 36 [13312/45000]	Loss: 0.3279	LR: 0.000800
Training Epoch: 36 [13568/45000]	Loss: 0.2710	LR: 0.000800
Training Epoch: 36 [13824/45000]	Loss: 0.3126	LR: 0.000800
Training Epoch: 36 [14080/45000]	Loss: 0.4070	LR: 0.000800
Training Epoch: 36 [14336/45000]	Loss: 0.3142	LR: 0.000800
Training Epoch: 36 [14592/45000]	Loss: 0.3503	LR: 0.000800
Training Epoch: 36 [14848/45000]	Loss: 0.2257	LR: 0.000800
Training Epoch: 36 [15104/45000]	Loss: 0.3224	LR: 0.000800
Training Epoch: 36 [15360/45000]	Loss: 0.3090	LR: 0.000800
Training Epoch: 36 [15616/45000]	Loss: 0.2399	LR: 0.000800
Training Epoch: 36 [15872/45000]	Loss: 0.2589	LR: 0.000800
Training Epoch: 36 [16128/45000]	Loss: 0.3110	LR: 0.000800
Training Epoch: 36 [16384/45000]	Loss: 0.3104	LR: 0.000800
Training Epoch: 36 [16640/45000]	Loss: 0.2476	LR: 0.000800
Training Epoch: 36 [16896/45000]	Loss: 0.3074	LR: 0.000800
Training Epoch: 36 [17152/45000]	Loss: 0.4174	LR: 0.000800
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Training Epoch: 36 [20224/45000]	Loss: 0.3363	LR: 0.000800
Training Epoch: 36 [20480/45000]	Loss: 0.2496	LR: 0.000800
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Training Epoch: 36 [28416/45000]	Loss: 0.3361	LR: 0.000800
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Training Epoch: 36 [35072/45000]	Loss: 0.3140	LR: 0.000800
Training Epoch: 36 [35328/45000]	Loss: 0.3130	LR: 0.000800
Training Epoch: 36 [35584/45000]	Loss: 0.3675	LR: 0.000800
Training Epoch: 36 [35840/45000]	Loss: 0.2898	LR: 0.000800
Training Epoch: 36 [36096/45000]	Loss: 0.3186	LR: 0.000800
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Training Epoch: 36 [36608/45000]	Loss: 0.3139	LR: 0.000800
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Training Epoch: 36 [37120/45000]	Loss: 0.3677	LR: 0.000800
Training Epoch: 36 [37376/45000]	Loss: 0.2636	LR: 0.000800
Training Epoch: 36 [37632/45000]	Loss: 0.3590	LR: 0.000800
Training Epoch: 36 [37888/45000]	Loss: 0.3066	LR: 0.000800
Training Epoch: 36 [38144/45000]	Loss: 0.2647	LR: 0.000800
Training Epoch: 36 [38400/45000]	Loss: 0.3434	LR: 0.000800
Training Epoch: 36 [38656/45000]	Loss: 0.2634	LR: 0.000800
Training Epoch: 36 [38912/45000]	Loss: 0.2663	LR: 0.000800
Training Epoch: 36 [39168/45000]	Loss: 0.3055	LR: 0.000800
Training Epoch: 36 [39424/45000]	Loss: 0.3550	LR: 0.000800
Training Epoch: 36 [39680/45000]	Loss: 0.2701	LR: 0.000800
Training Epoch: 36 [39936/45000]	Loss: 0.2563	LR: 0.000800
Training Epoch: 36 [40192/45000]	Loss: 0.3503	LR: 0.000800
Training Epoch: 36 [40448/45000]	Loss: 0.3369	LR: 0.000800
Training Epoch: 36 [40704/45000]	Loss: 0.4006	LR: 0.000800
Training Epoch: 36 [40960/45000]	Loss: 0.3853	LR: 0.000800
Training Epoch: 36 [41216/45000]	Loss: 0.2909	LR: 0.000800
Training Epoch: 36 [41472/45000]	Loss: 0.3855	LR: 0.000800
Training Epoch: 36 [41728/45000]	Loss: 0.3031	LR: 0.000800
Training Epoch: 36 [41984/45000]	Loss: 0.2947	LR: 0.000800
Training Epoch: 36 [42240/45000]	Loss: 0.3437	LR: 0.000800
Training Epoch: 36 [42496/45000]	Loss: 0.2863	LR: 0.000800
Training Epoch: 36 [42752/45000]	Loss: 0.3431	LR: 0.000800
Training Epoch: 36 [43008/45000]	Loss: 0.2737	LR: 0.000800
Training Epoch: 36 [43264/45000]	Loss: 0.2786	LR: 0.000800
Training Epoch: 36 [43520/45000]	Loss: 0.3167	LR: 0.000800
Training Epoch: 36 [43776/45000]	Loss: 0.3709	LR: 0.000800
Training Epoch: 36 [44032/45000]	Loss: 0.2857	LR: 0.000800
Training Epoch: 36 [44288/45000]	Loss: 0.3088	LR: 0.000800
Training Epoch: 36 [44544/45000]	Loss: 0.2611	LR: 0.000800
Training Epoch: 36 [44800/45000]	Loss: 0.3125	LR: 0.000800
Training Epoch: 36 [45000/45000]	Loss: 0.3038	LR: 0.000800
Epoch 36 - Average Train Loss: 0.3084, Train Accuracy: 0.9070
Epoch 36 training time consumed: 24.65s
Evaluating Network.....
Test set: Epoch: 36, Average loss: 0.0030, Accuracy: 0.7831, Time consumed:0.87s
Saving weights file to checkpoint/retrain/AllCNN/Monday_14_July_2025_02h_30m_55s/AllCNN-Cifar20-seed7-ret100-36-best.pth
Training Epoch: 37 [256/45000]	Loss: 0.2987	LR: 0.000800
Training Epoch: 37 [512/45000]	Loss: 0.3024	LR: 0.000800
Training Epoch: 37 [768/45000]	Loss: 0.2971	LR: 0.000800
Training Epoch: 37 [1024/45000]	Loss: 0.2615	LR: 0.000800
Training Epoch: 37 [1280/45000]	Loss: 0.3052	LR: 0.000800
Training Epoch: 37 [1536/45000]	Loss: 0.2069	LR: 0.000800
Training Epoch: 37 [1792/45000]	Loss: 0.2429	LR: 0.000800
Training Epoch: 37 [2048/45000]	Loss: 0.3604	LR: 0.000800
Training Epoch: 37 [2304/45000]	Loss: 0.2825	LR: 0.000800
Training Epoch: 37 [2560/45000]	Loss: 0.3480	LR: 0.000800
Training Epoch: 37 [2816/45000]	Loss: 0.3344	LR: 0.000800
Training Epoch: 37 [3072/45000]	Loss: 0.2826	LR: 0.000800
Training Epoch: 37 [3328/45000]	Loss: 0.2662	LR: 0.000800
Training Epoch: 37 [3584/45000]	Loss: 0.2376	LR: 0.000800
Training Epoch: 37 [3840/45000]	Loss: 0.3146	LR: 0.000800
Training Epoch: 37 [4096/45000]	Loss: 0.2805	LR: 0.000800
Training Epoch: 37 [4352/45000]	Loss: 0.3184	LR: 0.000800
Training Epoch: 37 [4608/45000]	Loss: 0.3079	LR: 0.000800
Training Epoch: 37 [4864/45000]	Loss: 0.2983	LR: 0.000800
Training Epoch: 37 [5120/45000]	Loss: 0.2874	LR: 0.000800
Training Epoch: 37 [5376/45000]	Loss: 0.2498	LR: 0.000800
Training Epoch: 37 [5632/45000]	Loss: 0.2982	LR: 0.000800
Training Epoch: 37 [5888/45000]	Loss: 0.2920	LR: 0.000800
Training Epoch: 37 [6144/45000]	Loss: 0.2987	LR: 0.000800
Training Epoch: 37 [6400/45000]	Loss: 0.2680	LR: 0.000800
Training Epoch: 37 [6656/45000]	Loss: 0.2141	LR: 0.000800
Training Epoch: 37 [6912/45000]	Loss: 0.3246	LR: 0.000800
Training Epoch: 37 [7168/45000]	Loss: 0.3851	LR: 0.000800
Training Epoch: 37 [7424/45000]	Loss: 0.3522	LR: 0.000800
Training Epoch: 37 [7680/45000]	Loss: 0.3463	LR: 0.000800
Training Epoch: 37 [7936/45000]	Loss: 0.2832	LR: 0.000800
Training Epoch: 37 [8192/45000]	Loss: 0.2918	LR: 0.000800
Training Epoch: 37 [8448/45000]	Loss: 0.3808	LR: 0.000800
Training Epoch: 37 [8704/45000]	Loss: 0.2519	LR: 0.000800
Training Epoch: 37 [8960/45000]	Loss: 0.2788	LR: 0.000800
Training Epoch: 37 [9216/45000]	Loss: 0.3231	LR: 0.000800
Training Epoch: 37 [9472/45000]	Loss: 0.3037	LR: 0.000800
Training Epoch: 37 [9728/45000]	Loss: 0.2651	LR: 0.000800
Training Epoch: 37 [9984/45000]	Loss: 0.3078	LR: 0.000800
Training Epoch: 37 [10240/45000]	Loss: 0.2869	LR: 0.000800
Training Epoch: 37 [10496/45000]	Loss: 0.2293	LR: 0.000800
Training Epoch: 37 [10752/45000]	Loss: 0.2965	LR: 0.000800
Training Epoch: 37 [11008/45000]	Loss: 0.2927	LR: 0.000800
Training Epoch: 37 [11264/45000]	Loss: 0.3079	LR: 0.000800
Training Epoch: 37 [11520/45000]	Loss: 0.3589	LR: 0.000800
Training Epoch: 37 [11776/45000]	Loss: 0.3274	LR: 0.000800
Training Epoch: 37 [12032/45000]	Loss: 0.3316	LR: 0.000800
Training Epoch: 37 [12288/45000]	Loss: 0.2812	LR: 0.000800
Training Epoch: 37 [12544/45000]	Loss: 0.2701	LR: 0.000800
Training Epoch: 37 [12800/45000]	Loss: 0.2380	LR: 0.000800
Training Epoch: 37 [13056/45000]	Loss: 0.2543	LR: 0.000800
Training Epoch: 37 [13312/45000]	Loss: 0.3149	LR: 0.000800
Training Epoch: 37 [13568/45000]	Loss: 0.2837	LR: 0.000800
Training Epoch: 37 [13824/45000]	Loss: 0.3276	LR: 0.000800
Training Epoch: 37 [14080/45000]	Loss: 0.2980	LR: 0.000800
Training Epoch: 37 [14336/45000]	Loss: 0.2489	LR: 0.000800
Training Epoch: 37 [14592/45000]	Loss: 0.2969	LR: 0.000800
Training Epoch: 37 [14848/45000]	Loss: 0.3151	LR: 0.000800
Training Epoch: 37 [15104/45000]	Loss: 0.2819	LR: 0.000800
Training Epoch: 37 [15360/45000]	Loss: 0.3197	LR: 0.000800
Training Epoch: 37 [15616/45000]	Loss: 0.3308	LR: 0.000800
Training Epoch: 37 [15872/45000]	Loss: 0.3223	LR: 0.000800
Training Epoch: 37 [16128/45000]	Loss: 0.3234	LR: 0.000800
Training Epoch: 37 [16384/45000]	Loss: 0.2793	LR: 0.000800
Training Epoch: 37 [16640/45000]	Loss: 0.3252	LR: 0.000800
Training Epoch: 37 [16896/45000]	Loss: 0.3161	LR: 0.000800
Training Epoch: 37 [17152/45000]	Loss: 0.3794	LR: 0.000800
Training Epoch: 37 [17408/45000]	Loss: 0.3261	LR: 0.000800
Training Epoch: 37 [17664/45000]	Loss: 0.2810	LR: 0.000800
Training Epoch: 37 [17920/45000]	Loss: 0.2965	LR: 0.000800
Training Epoch: 37 [18176/45000]	Loss: 0.2966	LR: 0.000800
Training Epoch: 37 [18432/45000]	Loss: 0.3555	LR: 0.000800
Training Epoch: 37 [18688/45000]	Loss: 0.3396	LR: 0.000800
Training Epoch: 37 [18944/45000]	Loss: 0.2515	LR: 0.000800
Training Epoch: 37 [19200/45000]	Loss: 0.3688	LR: 0.000800
Training Epoch: 37 [19456/45000]	Loss: 0.3160	LR: 0.000800
Training Epoch: 37 [19712/45000]	Loss: 0.2843	LR: 0.000800
Training Epoch: 37 [19968/45000]	Loss: 0.4050	LR: 0.000800
Training Epoch: 37 [20224/45000]	Loss: 0.3367	LR: 0.000800
Training Epoch: 37 [20480/45000]	Loss: 0.3334	LR: 0.000800
Training Epoch: 37 [20736/45000]	Loss: 0.3076	LR: 0.000800
Training Epoch: 37 [20992/45000]	Loss: 0.3262	LR: 0.000800
Training Epoch: 37 [21248/45000]	Loss: 0.2997	LR: 0.000800
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Training Epoch: 37 [21760/45000]	Loss: 0.3104	LR: 0.000800
Training Epoch: 37 [22016/45000]	Loss: 0.2930	LR: 0.000800
Training Epoch: 37 [22272/45000]	Loss: 0.2160	LR: 0.000800
Training Epoch: 37 [22528/45000]	Loss: 0.3629	LR: 0.000800
Training Epoch: 37 [22784/45000]	Loss: 0.2976	LR: 0.000800
Training Epoch: 37 [23040/45000]	Loss: 0.2273	LR: 0.000800
Training Epoch: 37 [23296/45000]	Loss: 0.2646	LR: 0.000800
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Training Epoch: 37 [26112/45000]	Loss: 0.2648	LR: 0.000800
Training Epoch: 37 [26368/45000]	Loss: 0.2801	LR: 0.000800
Training Epoch: 37 [26624/45000]	Loss: 0.2726	LR: 0.000800
Training Epoch: 37 [26880/45000]	Loss: 0.2802	LR: 0.000800
Training Epoch: 37 [27136/45000]	Loss: 0.3217	LR: 0.000800
Training Epoch: 37 [27392/45000]	Loss: 0.3959	LR: 0.000800
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Training Epoch: 37 [27904/45000]	Loss: 0.2762	LR: 0.000800
Training Epoch: 37 [28160/45000]	Loss: 0.2687	LR: 0.000800
Training Epoch: 37 [28416/45000]	Loss: 0.3420	LR: 0.000800
Training Epoch: 37 [28672/45000]	Loss: 0.3271	LR: 0.000800
Training Epoch: 37 [28928/45000]	Loss: 0.3540	LR: 0.000800
Training Epoch: 37 [29184/45000]	Loss: 0.2768	LR: 0.000800
Training Epoch: 37 [29440/45000]	Loss: 0.3608	LR: 0.000800
Training Epoch: 37 [29696/45000]	Loss: 0.3060	LR: 0.000800
Training Epoch: 37 [29952/45000]	Loss: 0.3048	LR: 0.000800
Training Epoch: 37 [30208/45000]	Loss: 0.3501	LR: 0.000800
Training Epoch: 37 [30464/45000]	Loss: 0.3591	LR: 0.000800
Training Epoch: 37 [30720/45000]	Loss: 0.2818	LR: 0.000800
Training Epoch: 37 [30976/45000]	Loss: 0.2988	LR: 0.000800
Training Epoch: 37 [31232/45000]	Loss: 0.2638	LR: 0.000800
Training Epoch: 37 [31488/45000]	Loss: 0.3431	LR: 0.000800
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Training Epoch: 37 [32512/45000]	Loss: 0.2883	LR: 0.000800
Training Epoch: 37 [32768/45000]	Loss: 0.3468	LR: 0.000800
Training Epoch: 37 [33024/45000]	Loss: 0.3476	LR: 0.000800
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Training Epoch: 37 [34816/45000]	Loss: 0.3425	LR: 0.000800
Training Epoch: 37 [35072/45000]	Loss: 0.3269	LR: 0.000800
Training Epoch: 37 [35328/45000]	Loss: 0.2671	LR: 0.000800
Training Epoch: 37 [35584/45000]	Loss: 0.3555	LR: 0.000800
Training Epoch: 37 [35840/45000]	Loss: 0.2830	LR: 0.000800
Training Epoch: 37 [36096/45000]	Loss: 0.3150	LR: 0.000800
Training Epoch: 37 [36352/45000]	Loss: 0.3138	LR: 0.000800
Training Epoch: 37 [36608/45000]	Loss: 0.3094	LR: 0.000800
Training Epoch: 37 [36864/45000]	Loss: 0.3705	LR: 0.000800
Training Epoch: 37 [37120/45000]	Loss: 0.4039	LR: 0.000800
Training Epoch: 37 [37376/45000]	Loss: 0.2995	LR: 0.000800
Training Epoch: 37 [37632/45000]	Loss: 0.3297	LR: 0.000800
Training Epoch: 37 [37888/45000]	Loss: 0.2209	LR: 0.000800
Training Epoch: 37 [38144/45000]	Loss: 0.3572	LR: 0.000800
Training Epoch: 37 [38400/45000]	Loss: 0.3394	LR: 0.000800
Training Epoch: 37 [38656/45000]	Loss: 0.3096	LR: 0.000800
Training Epoch: 37 [38912/45000]	Loss: 0.3362	LR: 0.000800
Training Epoch: 37 [39168/45000]	Loss: 0.2570	LR: 0.000800
Training Epoch: 37 [39424/45000]	Loss: 0.3211	LR: 0.000800
Training Epoch: 37 [39680/45000]	Loss: 0.2302	LR: 0.000800
Training Epoch: 37 [39936/45000]	Loss: 0.2987	LR: 0.000800
Training Epoch: 37 [40192/45000]	Loss: 0.2752	LR: 0.000800
Training Epoch: 37 [40448/45000]	Loss: 0.2810	LR: 0.000800
Training Epoch: 37 [40704/45000]	Loss: 0.2923	LR: 0.000800
Training Epoch: 37 [40960/45000]	Loss: 0.3437	LR: 0.000800
Training Epoch: 37 [41216/45000]	Loss: 0.2889	LR: 0.000800
Training Epoch: 37 [41472/45000]	Loss: 0.2780	LR: 0.000800
Training Epoch: 37 [41728/45000]	Loss: 0.3287	LR: 0.000800
Training Epoch: 37 [41984/45000]	Loss: 0.3048	LR: 0.000800
Training Epoch: 37 [42240/45000]	Loss: 0.3253	LR: 0.000800
Training Epoch: 37 [42496/45000]	Loss: 0.3044	LR: 0.000800
Training Epoch: 37 [42752/45000]	Loss: 0.3172	LR: 0.000800
Training Epoch: 37 [43008/45000]	Loss: 0.3058	LR: 0.000800
Training Epoch: 37 [43264/45000]	Loss: 0.2766	LR: 0.000800
Training Epoch: 37 [43520/45000]	Loss: 0.2923	LR: 0.000800
Training Epoch: 37 [43776/45000]	Loss: 0.4305	LR: 0.000800
Training Epoch: 37 [44032/45000]	Loss: 0.3470	LR: 0.000800
Training Epoch: 37 [44288/45000]	Loss: 0.2874	LR: 0.000800
Training Epoch: 37 [44544/45000]	Loss: 0.2928	LR: 0.000800
Training Epoch: 37 [44800/45000]	Loss: 0.2335	LR: 0.000800
Training Epoch: 37 [45000/45000]	Loss: 0.3671	LR: 0.000800
Epoch 37 - Average Train Loss: 0.3057, Train Accuracy: 0.9079
Epoch 37 training time consumed: 24.59s
Evaluating Network.....
Test set: Epoch: 37, Average loss: 0.0030, Accuracy: 0.7794, Time consumed:0.87s
Training Epoch: 38 [256/45000]	Loss: 0.3045	LR: 0.000800
Training Epoch: 38 [512/45000]	Loss: 0.3269	LR: 0.000800
Training Epoch: 38 [768/45000]	Loss: 0.3139	LR: 0.000800
Training Epoch: 38 [1024/45000]	Loss: 0.2725	LR: 0.000800
Training Epoch: 38 [1280/45000]	Loss: 0.2581	LR: 0.000800
Training Epoch: 38 [1536/45000]	Loss: 0.3310	LR: 0.000800
Training Epoch: 38 [1792/45000]	Loss: 0.3079	LR: 0.000800
Training Epoch: 38 [2048/45000]	Loss: 0.2881	LR: 0.000800
Training Epoch: 38 [2304/45000]	Loss: 0.2602	LR: 0.000800
Training Epoch: 38 [2560/45000]	Loss: 0.3046	LR: 0.000800
Training Epoch: 38 [2816/45000]	Loss: 0.3095	LR: 0.000800
Training Epoch: 38 [3072/45000]	Loss: 0.2676	LR: 0.000800
Training Epoch: 38 [3328/45000]	Loss: 0.3122	LR: 0.000800
Training Epoch: 38 [3584/45000]	Loss: 0.2835	LR: 0.000800
Training Epoch: 38 [3840/45000]	Loss: 0.3283	LR: 0.000800
Training Epoch: 38 [4096/45000]	Loss: 0.2284	LR: 0.000800
Training Epoch: 38 [4352/45000]	Loss: 0.2622	LR: 0.000800
Training Epoch: 38 [4608/45000]	Loss: 0.3307	LR: 0.000800
Training Epoch: 38 [4864/45000]	Loss: 0.2969	LR: 0.000800
Training Epoch: 38 [5120/45000]	Loss: 0.3129	LR: 0.000800
Training Epoch: 38 [5376/45000]	Loss: 0.3169	LR: 0.000800
Training Epoch: 38 [5632/45000]	Loss: 0.2569	LR: 0.000800
Training Epoch: 38 [5888/45000]	Loss: 0.3091	LR: 0.000800
Training Epoch: 38 [6144/45000]	Loss: 0.3144	LR: 0.000800
Training Epoch: 38 [6400/45000]	Loss: 0.2565	LR: 0.000800
Training Epoch: 38 [6656/45000]	Loss: 0.3152	LR: 0.000800
Training Epoch: 38 [6912/45000]	Loss: 0.3251	LR: 0.000800
Training Epoch: 38 [7168/45000]	Loss: 0.2900	LR: 0.000800
Training Epoch: 38 [7424/45000]	Loss: 0.3364	LR: 0.000800
Training Epoch: 38 [7680/45000]	Loss: 0.2518	LR: 0.000800
Training Epoch: 38 [7936/45000]	Loss: 0.3264	LR: 0.000800
Training Epoch: 38 [8192/45000]	Loss: 0.3284	LR: 0.000800
Training Epoch: 38 [8448/45000]	Loss: 0.3190	LR: 0.000800
Training Epoch: 38 [8704/45000]	Loss: 0.3075	LR: 0.000800
Training Epoch: 38 [8960/45000]	Loss: 0.3142	LR: 0.000800
Training Epoch: 38 [9216/45000]	Loss: 0.2384	LR: 0.000800
Training Epoch: 38 [9472/45000]	Loss: 0.3260	LR: 0.000800
Training Epoch: 38 [9728/45000]	Loss: 0.3528	LR: 0.000800
Training Epoch: 38 [9984/45000]	Loss: 0.2872	LR: 0.000800
Training Epoch: 38 [10240/45000]	Loss: 0.2938	LR: 0.000800
Training Epoch: 38 [10496/45000]	Loss: 0.2768	LR: 0.000800
Training Epoch: 38 [10752/45000]	Loss: 0.3524	LR: 0.000800
Training Epoch: 38 [11008/45000]	Loss: 0.2737	LR: 0.000800
Training Epoch: 38 [11264/45000]	Loss: 0.3198	LR: 0.000800
Training Epoch: 38 [11520/45000]	Loss: 0.2588	LR: 0.000800
Training Epoch: 38 [11776/45000]	Loss: 0.2868	LR: 0.000800
Training Epoch: 38 [12032/45000]	Loss: 0.2809	LR: 0.000800
Training Epoch: 38 [12288/45000]	Loss: 0.3490	LR: 0.000800
Training Epoch: 38 [12544/45000]	Loss: 0.2576	LR: 0.000800
Training Epoch: 38 [12800/45000]	Loss: 0.3580	LR: 0.000800
Training Epoch: 38 [13056/45000]	Loss: 0.3437	LR: 0.000800
Training Epoch: 38 [13312/45000]	Loss: 0.2882	LR: 0.000800
Training Epoch: 38 [13568/45000]	Loss: 0.2527	LR: 0.000800
Training Epoch: 38 [13824/45000]	Loss: 0.3315	LR: 0.000800
Training Epoch: 38 [14080/45000]	Loss: 0.2882	LR: 0.000800
Training Epoch: 38 [14336/45000]	Loss: 0.2484	LR: 0.000800
Training Epoch: 38 [14592/45000]	Loss: 0.2768	LR: 0.000800
Training Epoch: 38 [14848/45000]	Loss: 0.2942	LR: 0.000800
Training Epoch: 38 [15104/45000]	Loss: 0.2788	LR: 0.000800
Training Epoch: 38 [15360/45000]	Loss: 0.3229	LR: 0.000800
Training Epoch: 38 [15616/45000]	Loss: 0.3335	LR: 0.000800
Training Epoch: 38 [15872/45000]	Loss: 0.2582	LR: 0.000800
Training Epoch: 38 [16128/45000]	Loss: 0.3408	LR: 0.000800
Training Epoch: 38 [16384/45000]	Loss: 0.2313	LR: 0.000800
Training Epoch: 38 [16640/45000]	Loss: 0.3773	LR: 0.000800
Training Epoch: 38 [16896/45000]	Loss: 0.3092	LR: 0.000800
Training Epoch: 38 [17152/45000]	Loss: 0.2964	LR: 0.000800
Training Epoch: 38 [17408/45000]	Loss: 0.2979	LR: 0.000800
Training Epoch: 38 [17664/45000]	Loss: 0.2679	LR: 0.000800
Training Epoch: 38 [17920/45000]	Loss: 0.2985	LR: 0.000800
Training Epoch: 38 [18176/45000]	Loss: 0.2401	LR: 0.000800
Training Epoch: 38 [18432/45000]	Loss: 0.2665	LR: 0.000800
Training Epoch: 38 [18688/45000]	Loss: 0.2389	LR: 0.000800
Training Epoch: 38 [18944/45000]	Loss: 0.3191	LR: 0.000800
Training Epoch: 38 [19200/45000]	Loss: 0.2467	LR: 0.000800
Training Epoch: 38 [19456/45000]	Loss: 0.2290	LR: 0.000800
Training Epoch: 38 [19712/45000]	Loss: 0.2801	LR: 0.000800
Training Epoch: 38 [19968/45000]	Loss: 0.3417	LR: 0.000800
Training Epoch: 38 [20224/45000]	Loss: 0.2752	LR: 0.000800
Training Epoch: 38 [20480/45000]	Loss: 0.3521	LR: 0.000800
Training Epoch: 38 [20736/45000]	Loss: 0.2764	LR: 0.000800
Training Epoch: 38 [20992/45000]	Loss: 0.3307	LR: 0.000800
Training Epoch: 38 [21248/45000]	Loss: 0.3137	LR: 0.000800
Training Epoch: 38 [21504/45000]	Loss: 0.2773	LR: 0.000800
Training Epoch: 38 [21760/45000]	Loss: 0.2644	LR: 0.000800
Training Epoch: 38 [22016/45000]	Loss: 0.2834	LR: 0.000800
Training Epoch: 38 [22272/45000]	Loss: 0.2436	LR: 0.000800
Training Epoch: 38 [22528/45000]	Loss: 0.2654	LR: 0.000800
Training Epoch: 38 [22784/45000]	Loss: 0.3246	LR: 0.000800
Training Epoch: 38 [23040/45000]	Loss: 0.2416	LR: 0.000800
Training Epoch: 38 [23296/45000]	Loss: 0.2660	LR: 0.000800
Training Epoch: 38 [23552/45000]	Loss: 0.2756	LR: 0.000800
Training Epoch: 38 [23808/45000]	Loss: 0.2913	LR: 0.000800
Training Epoch: 38 [24064/45000]	Loss: 0.2822	LR: 0.000800
Training Epoch: 38 [24320/45000]	Loss: 0.3365	LR: 0.000800
Training Epoch: 38 [24576/45000]	Loss: 0.4318	LR: 0.000800
Training Epoch: 38 [24832/45000]	Loss: 0.2921	LR: 0.000800
Training Epoch: 38 [25088/45000]	Loss: 0.3811	LR: 0.000800
Training Epoch: 38 [25344/45000]	Loss: 0.3031	LR: 0.000800
Training Epoch: 38 [25600/45000]	Loss: 0.3494	LR: 0.000800
Training Epoch: 38 [25856/45000]	Loss: 0.3022	LR: 0.000800
Training Epoch: 38 [26112/45000]	Loss: 0.3186	LR: 0.000800
Training Epoch: 38 [26368/45000]	Loss: 0.2960	LR: 0.000800
Training Epoch: 38 [26624/45000]	Loss: 0.3282	LR: 0.000800
Training Epoch: 38 [26880/45000]	Loss: 0.2648	LR: 0.000800
Training Epoch: 38 [27136/45000]	Loss: 0.3015	LR: 0.000800
Training Epoch: 38 [27392/45000]	Loss: 0.2825	LR: 0.000800
Training Epoch: 38 [27648/45000]	Loss: 0.3051	LR: 0.000800
Training Epoch: 38 [27904/45000]	Loss: 0.3026	LR: 0.000800
Training Epoch: 38 [28160/45000]	Loss: 0.2934	LR: 0.000800
Training Epoch: 38 [28416/45000]	Loss: 0.3599	LR: 0.000800
Training Epoch: 38 [28672/45000]	Loss: 0.3760	LR: 0.000800
Training Epoch: 38 [28928/45000]	Loss: 0.3089	LR: 0.000800
Training Epoch: 38 [29184/45000]	Loss: 0.3323	LR: 0.000800
Training Epoch: 38 [29440/45000]	Loss: 0.2660	LR: 0.000800
Training Epoch: 38 [29696/45000]	Loss: 0.3766	LR: 0.000800
Training Epoch: 38 [29952/45000]	Loss: 0.2521	LR: 0.000800
Training Epoch: 38 [30208/45000]	Loss: 0.2941	LR: 0.000800
Training Epoch: 38 [30464/45000]	Loss: 0.2815	LR: 0.000800
Training Epoch: 38 [30720/45000]	Loss: 0.3793	LR: 0.000800
Training Epoch: 38 [30976/45000]	Loss: 0.2886	LR: 0.000800
Training Epoch: 38 [31232/45000]	Loss: 0.3146	LR: 0.000800
Training Epoch: 38 [31488/45000]	Loss: 0.4336	LR: 0.000800
Training Epoch: 38 [31744/45000]	Loss: 0.3521	LR: 0.000800
Training Epoch: 38 [32000/45000]	Loss: 0.3574	LR: 0.000800
Training Epoch: 38 [32256/45000]	Loss: 0.2683	LR: 0.000800
Training Epoch: 38 [32512/45000]	Loss: 0.3272	LR: 0.000800
Training Epoch: 38 [32768/45000]	Loss: 0.2318	LR: 0.000800
Training Epoch: 38 [33024/45000]	Loss: 0.1916	LR: 0.000800
Training Epoch: 38 [33280/45000]	Loss: 0.3506	LR: 0.000800
Training Epoch: 38 [33536/45000]	Loss: 0.3512	LR: 0.000800
Training Epoch: 38 [33792/45000]	Loss: 0.3450	LR: 0.000800
Training Epoch: 38 [34048/45000]	Loss: 0.3599	LR: 0.000800
Training Epoch: 38 [34304/45000]	Loss: 0.3301	LR: 0.000800
Training Epoch: 38 [34560/45000]	Loss: 0.2855	LR: 0.000800
Training Epoch: 38 [34816/45000]	Loss: 0.3525	LR: 0.000800
Training Epoch: 38 [35072/45000]	Loss: 0.2897	LR: 0.000800
Training Epoch: 38 [35328/45000]	Loss: 0.2828	LR: 0.000800
Training Epoch: 38 [35584/45000]	Loss: 0.2647	LR: 0.000800
Training Epoch: 38 [35840/45000]	Loss: 0.2733	LR: 0.000800
Training Epoch: 38 [36096/45000]	Loss: 0.3099	LR: 0.000800
Training Epoch: 38 [36352/45000]	Loss: 0.3075	LR: 0.000800
Training Epoch: 38 [36608/45000]	Loss: 0.3295	LR: 0.000800
Training Epoch: 38 [36864/45000]	Loss: 0.3082	LR: 0.000800
Training Epoch: 38 [37120/45000]	Loss: 0.3785	LR: 0.000800
Training Epoch: 38 [37376/45000]	Loss: 0.2985	LR: 0.000800
Training Epoch: 38 [37632/45000]	Loss: 0.3246	LR: 0.000800
Training Epoch: 38 [37888/45000]	Loss: 0.2145	LR: 0.000800
Training Epoch: 38 [38144/45000]	Loss: 0.2864	LR: 0.000800
Training Epoch: 38 [38400/45000]	Loss: 0.3015	LR: 0.000800
Training Epoch: 38 [38656/45000]	Loss: 0.2855	LR: 0.000800
Training Epoch: 38 [38912/45000]	Loss: 0.2708	LR: 0.000800
Training Epoch: 38 [39168/45000]	Loss: 0.3009	LR: 0.000800
Training Epoch: 38 [39424/45000]	Loss: 0.3117	LR: 0.000800
Training Epoch: 38 [39680/45000]	Loss: 0.3049	LR: 0.000800
Training Epoch: 38 [39936/45000]	Loss: 0.2367	LR: 0.000800
Training Epoch: 38 [40192/45000]	Loss: 0.2646	LR: 0.000800
Training Epoch: 38 [40448/45000]	Loss: 0.2323	LR: 0.000800
Training Epoch: 38 [40704/45000]	Loss: 0.3040	LR: 0.000800
Training Epoch: 38 [40960/45000]	Loss: 0.3090	LR: 0.000800
Training Epoch: 38 [41216/45000]	Loss: 0.3339	LR: 0.000800
Training Epoch: 38 [41472/45000]	Loss: 0.3899	LR: 0.000800
Training Epoch: 38 [41728/45000]	Loss: 0.3061	LR: 0.000800
Training Epoch: 38 [41984/45000]	Loss: 0.2678	LR: 0.000800
Training Epoch: 38 [42240/45000]	Loss: 0.3208	LR: 0.000800
Training Epoch: 38 [42496/45000]	Loss: 0.3318	LR: 0.000800
Training Epoch: 38 [42752/45000]	Loss: 0.3286	LR: 0.000800
Training Epoch: 38 [43008/45000]	Loss: 0.3118	LR: 0.000800
Training Epoch: 38 [43264/45000]	Loss: 0.2719	LR: 0.000800
Training Epoch: 38 [43520/45000]	Loss: 0.2905	LR: 0.000800
Training Epoch: 38 [43776/45000]	Loss: 0.2927	LR: 0.000800
Training Epoch: 38 [44032/45000]	Loss: 0.3102	LR: 0.000800
Training Epoch: 38 [44288/45000]	Loss: 0.3152	LR: 0.000800
Training Epoch: 38 [44544/45000]	Loss: 0.3321	LR: 0.000800
Training Epoch: 38 [44800/45000]	Loss: 0.2719	LR: 0.000800
Training Epoch: 38 [45000/45000]	Loss: 0.2628	LR: 0.000800
Epoch 38 - Average Train Loss: 0.3013, Train Accuracy: 0.9100
Epoch 38 training time consumed: 24.75s
Evaluating Network.....
Test set: Epoch: 38, Average loss: 0.0030, Accuracy: 0.7802, Time consumed:0.95s
Training Epoch: 39 [256/45000]	Loss: 0.3291	LR: 0.000800
Training Epoch: 39 [512/45000]	Loss: 0.3096	LR: 0.000800
Training Epoch: 39 [768/45000]	Loss: 0.2179	LR: 0.000800
Training Epoch: 39 [1024/45000]	Loss: 0.2982	LR: 0.000800
Training Epoch: 39 [1280/45000]	Loss: 0.3191	LR: 0.000800
Training Epoch: 39 [1536/45000]	Loss: 0.2098	LR: 0.000800
Training Epoch: 39 [1792/45000]	Loss: 0.2639	LR: 0.000800
Training Epoch: 39 [2048/45000]	Loss: 0.3371	LR: 0.000800
Training Epoch: 39 [2304/45000]	Loss: 0.3284	LR: 0.000800
Training Epoch: 39 [2560/45000]	Loss: 0.2240	LR: 0.000800
Training Epoch: 39 [2816/45000]	Loss: 0.3220	LR: 0.000800
Training Epoch: 39 [3072/45000]	Loss: 0.3095	LR: 0.000800
Training Epoch: 39 [3328/45000]	Loss: 0.3274	LR: 0.000800
Training Epoch: 39 [3584/45000]	Loss: 0.3328	LR: 0.000800
Training Epoch: 39 [3840/45000]	Loss: 0.3268	LR: 0.000800
Training Epoch: 39 [4096/45000]	Loss: 0.2647	LR: 0.000800
Training Epoch: 39 [4352/45000]	Loss: 0.2724	LR: 0.000800
Training Epoch: 39 [4608/45000]	Loss: 0.2990	LR: 0.000800
Training Epoch: 39 [4864/45000]	Loss: 0.3386	LR: 0.000800
Training Epoch: 39 [5120/45000]	Loss: 0.2528	LR: 0.000800
Training Epoch: 39 [5376/45000]	Loss: 0.3026	LR: 0.000800
Training Epoch: 39 [5632/45000]	Loss: 0.2812	LR: 0.000800
Training Epoch: 39 [5888/45000]	Loss: 0.3002	LR: 0.000800
Training Epoch: 39 [6144/45000]	Loss: 0.2819	LR: 0.000800
Training Epoch: 39 [6400/45000]	Loss: 0.2813	LR: 0.000800
Training Epoch: 39 [6656/45000]	Loss: 0.2925	LR: 0.000800
Training Epoch: 39 [6912/45000]	Loss: 0.3104	LR: 0.000800
Training Epoch: 39 [7168/45000]	Loss: 0.2428	LR: 0.000800
Training Epoch: 39 [7424/45000]	Loss: 0.2779	LR: 0.000800
Training Epoch: 39 [7680/45000]	Loss: 0.2430	LR: 0.000800
Training Epoch: 39 [7936/45000]	Loss: 0.3091	LR: 0.000800
Training Epoch: 39 [8192/45000]	Loss: 0.2632	LR: 0.000800
Training Epoch: 39 [8448/45000]	Loss: 0.2369	LR: 0.000800
Training Epoch: 39 [8704/45000]	Loss: 0.3268	LR: 0.000800
Training Epoch: 39 [8960/45000]	Loss: 0.2898	LR: 0.000800
Training Epoch: 39 [9216/45000]	Loss: 0.2880	LR: 0.000800
Training Epoch: 39 [9472/45000]	Loss: 0.2999	LR: 0.000800
Training Epoch: 39 [9728/45000]	Loss: 0.3429	LR: 0.000800
Training Epoch: 39 [9984/45000]	Loss: 0.3010	LR: 0.000800
Training Epoch: 39 [10240/45000]	Loss: 0.2551	LR: 0.000800
Training Epoch: 39 [10496/45000]	Loss: 0.2502	LR: 0.000800
Training Epoch: 39 [10752/45000]	Loss: 0.2707	LR: 0.000800
Training Epoch: 39 [11008/45000]	Loss: 0.3476	LR: 0.000800
Training Epoch: 39 [11264/45000]	Loss: 0.2802	LR: 0.000800
Training Epoch: 39 [11520/45000]	Loss: 0.2841	LR: 0.000800
Training Epoch: 39 [11776/45000]	Loss: 0.3257	LR: 0.000800
Training Epoch: 39 [12032/45000]	Loss: 0.2324	LR: 0.000800
Training Epoch: 39 [12288/45000]	Loss: 0.2808	LR: 0.000800
Training Epoch: 39 [12544/45000]	Loss: 0.3341	LR: 0.000800
Training Epoch: 39 [12800/45000]	Loss: 0.3166	LR: 0.000800
Training Epoch: 39 [13056/45000]	Loss: 0.2819	LR: 0.000800
Training Epoch: 39 [13312/45000]	Loss: 0.2952	LR: 0.000800
Training Epoch: 39 [13568/45000]	Loss: 0.3443	LR: 0.000800
Training Epoch: 39 [13824/45000]	Loss: 0.2799	LR: 0.000800
Training Epoch: 39 [14080/45000]	Loss: 0.2280	LR: 0.000800
Training Epoch: 39 [14336/45000]	Loss: 0.2784	LR: 0.000800
Training Epoch: 39 [14592/45000]	Loss: 0.2563	LR: 0.000800
Training Epoch: 39 [14848/45000]	Loss: 0.2456	LR: 0.000800
Training Epoch: 39 [15104/45000]	Loss: 0.3798	LR: 0.000800
Training Epoch: 39 [15360/45000]	Loss: 0.2750	LR: 0.000800
Training Epoch: 39 [15616/45000]	Loss: 0.3003	LR: 0.000800
Training Epoch: 39 [15872/45000]	Loss: 0.2857	LR: 0.000800
Training Epoch: 39 [16128/45000]	Loss: 0.3615	LR: 0.000800
Training Epoch: 39 [16384/45000]	Loss: 0.3154	LR: 0.000800
Training Epoch: 39 [16640/45000]	Loss: 0.2839	LR: 0.000800
Training Epoch: 39 [16896/45000]	Loss: 0.2522	LR: 0.000800
Training Epoch: 39 [17152/45000]	Loss: 0.2517	LR: 0.000800
Training Epoch: 39 [17408/45000]	Loss: 0.2983	LR: 0.000800
Training Epoch: 39 [17664/45000]	Loss: 0.3551	LR: 0.000800
Training Epoch: 39 [17920/45000]	Loss: 0.3563	LR: 0.000800
Training Epoch: 39 [18176/45000]	Loss: 0.2818	LR: 0.000800
Training Epoch: 39 [18432/45000]	Loss: 0.3116	LR: 0.000800
Training Epoch: 39 [18688/45000]	Loss: 0.3209	LR: 0.000800
Training Epoch: 39 [18944/45000]	Loss: 0.2837	LR: 0.000800
Training Epoch: 39 [19200/45000]	Loss: 0.2436	LR: 0.000800
Training Epoch: 39 [19456/45000]	Loss: 0.2983	LR: 0.000800
Training Epoch: 39 [19712/45000]	Loss: 0.3357	LR: 0.000800
Training Epoch: 39 [19968/45000]	Loss: 0.2710	LR: 0.000800
Training Epoch: 39 [20224/45000]	Loss: 0.3097	LR: 0.000800
Training Epoch: 39 [20480/45000]	Loss: 0.3364	LR: 0.000800
Training Epoch: 39 [20736/45000]	Loss: 0.3281	LR: 0.000800
Training Epoch: 39 [20992/45000]	Loss: 0.3455	LR: 0.000800
Training Epoch: 39 [21248/45000]	Loss: 0.2987	LR: 0.000800
Training Epoch: 39 [21504/45000]	Loss: 0.3223	LR: 0.000800
Training Epoch: 39 [21760/45000]	Loss: 0.3580	LR: 0.000800
Training Epoch: 39 [22016/45000]	Loss: 0.2942	LR: 0.000800
Training Epoch: 39 [22272/45000]	Loss: 0.2993	LR: 0.000800
Training Epoch: 39 [22528/45000]	Loss: 0.3493	LR: 0.000800
Training Epoch: 39 [22784/45000]	Loss: 0.2911	LR: 0.000800
Training Epoch: 39 [23040/45000]	Loss: 0.2885	LR: 0.000800
Training Epoch: 39 [23296/45000]	Loss: 0.3004	LR: 0.000800
Training Epoch: 39 [23552/45000]	Loss: 0.3389	LR: 0.000800
Training Epoch: 39 [23808/45000]	Loss: 0.3171	LR: 0.000800
Training Epoch: 39 [24064/45000]	Loss: 0.2613	LR: 0.000800
Training Epoch: 39 [24320/45000]	Loss: 0.2925	LR: 0.000800
Training Epoch: 39 [24576/45000]	Loss: 0.3276	LR: 0.000800
Training Epoch: 39 [24832/45000]	Loss: 0.2838	LR: 0.000800
Training Epoch: 39 [25088/45000]	Loss: 0.3515	LR: 0.000800
Training Epoch: 39 [25344/45000]	Loss: 0.2905	LR: 0.000800
Training Epoch: 39 [25600/45000]	Loss: 0.3240	LR: 0.000800
Training Epoch: 39 [25856/45000]	Loss: 0.2695	LR: 0.000800
Training Epoch: 39 [26112/45000]	Loss: 0.3555	LR: 0.000800
Training Epoch: 39 [26368/45000]	Loss: 0.2843	LR: 0.000800
Training Epoch: 39 [26624/45000]	Loss: 0.3653	LR: 0.000800
Training Epoch: 39 [26880/45000]	Loss: 0.3318	LR: 0.000800
Training Epoch: 39 [27136/45000]	Loss: 0.3190	LR: 0.000800
Training Epoch: 39 [27392/45000]	Loss: 0.2858	LR: 0.000800
Training Epoch: 39 [27648/45000]	Loss: 0.3268	LR: 0.000800
Training Epoch: 39 [27904/45000]	Loss: 0.2291	LR: 0.000800
Training Epoch: 39 [28160/45000]	Loss: 0.3206	LR: 0.000800
Training Epoch: 39 [28416/45000]	Loss: 0.2891	LR: 0.000800
Training Epoch: 39 [28672/45000]	Loss: 0.2852	LR: 0.000800
Training Epoch: 39 [28928/45000]	Loss: 0.2827	LR: 0.000800
Training Epoch: 39 [29184/45000]	Loss: 0.3359	LR: 0.000800
Training Epoch: 39 [29440/45000]	Loss: 0.2834	LR: 0.000800
Training Epoch: 39 [29696/45000]	Loss: 0.3645	LR: 0.000800
Training Epoch: 39 [29952/45000]	Loss: 0.3730	LR: 0.000800
Training Epoch: 39 [30208/45000]	Loss: 0.3026	LR: 0.000800
Training Epoch: 39 [30464/45000]	Loss: 0.3344	LR: 0.000800
Training Epoch: 39 [30720/45000]	Loss: 0.1798	LR: 0.000800
Training Epoch: 39 [30976/45000]	Loss: 0.2843	LR: 0.000800
Training Epoch: 39 [31232/45000]	Loss: 0.2402	LR: 0.000800
Training Epoch: 39 [31488/45000]	Loss: 0.2449	LR: 0.000800
Training Epoch: 39 [31744/45000]	Loss: 0.2796	LR: 0.000800
Training Epoch: 39 [32000/45000]	Loss: 0.2852	LR: 0.000800
Training Epoch: 39 [32256/45000]	Loss: 0.2934	LR: 0.000800
Training Epoch: 39 [32512/45000]	Loss: 0.2732	LR: 0.000800
Training Epoch: 39 [32768/45000]	Loss: 0.4022	LR: 0.000800
Training Epoch: 39 [33024/45000]	Loss: 0.2778	LR: 0.000800
Training Epoch: 39 [33280/45000]	Loss: 0.3881	LR: 0.000800
Training Epoch: 39 [33536/45000]	Loss: 0.2813	LR: 0.000800
Training Epoch: 39 [33792/45000]	Loss: 0.2740	LR: 0.000800
Training Epoch: 39 [34048/45000]	Loss: 0.2974	LR: 0.000800
Training Epoch: 39 [34304/45000]	Loss: 0.3397	LR: 0.000800
Training Epoch: 39 [34560/45000]	Loss: 0.2752	LR: 0.000800
Training Epoch: 39 [34816/45000]	Loss: 0.2935	LR: 0.000800
Training Epoch: 39 [35072/45000]	Loss: 0.2626	LR: 0.000800
Training Epoch: 39 [35328/45000]	Loss: 0.3229	LR: 0.000800
Training Epoch: 39 [35584/45000]	Loss: 0.3164	LR: 0.000800
Training Epoch: 39 [35840/45000]	Loss: 0.2917	LR: 0.000800
Training Epoch: 39 [36096/45000]	Loss: 0.2619	LR: 0.000800
Training Epoch: 39 [36352/45000]	Loss: 0.3062	LR: 0.000800
Training Epoch: 39 [36608/45000]	Loss: 0.3611	LR: 0.000800
Training Epoch: 39 [36864/45000]	Loss: 0.2804	LR: 0.000800
Training Epoch: 39 [37120/45000]	Loss: 0.2734	LR: 0.000800
Training Epoch: 39 [37376/45000]	Loss: 0.2810	LR: 0.000800
Training Epoch: 39 [37632/45000]	Loss: 0.3501	LR: 0.000800
Training Epoch: 39 [37888/45000]	Loss: 0.2907	LR: 0.000800
Training Epoch: 39 [38144/45000]	Loss: 0.3303	LR: 0.000800
Training Epoch: 39 [38400/45000]	Loss: 0.2765	LR: 0.000800
Training Epoch: 39 [38656/45000]	Loss: 0.2529	LR: 0.000800
Training Epoch: 39 [38912/45000]	Loss: 0.2302	LR: 0.000800
Training Epoch: 39 [39168/45000]	Loss: 0.3232	LR: 0.000800
Training Epoch: 39 [39424/45000]	Loss: 0.3513	LR: 0.000800
Training Epoch: 39 [39680/45000]	Loss: 0.2968	LR: 0.000800
Training Epoch: 39 [39936/45000]	Loss: 0.3319	LR: 0.000800
Training Epoch: 39 [40192/45000]	Loss: 0.3367	LR: 0.000800
Training Epoch: 39 [40448/45000]	Loss: 0.2669	LR: 0.000800
Training Epoch: 39 [40704/45000]	Loss: 0.2948	LR: 0.000800
Training Epoch: 39 [40960/45000]	Loss: 0.2822	LR: 0.000800
Training Epoch: 39 [41216/45000]	Loss: 0.4348	LR: 0.000800
Training Epoch: 39 [41472/45000]	Loss: 0.2284	LR: 0.000800
Training Epoch: 39 [41728/45000]	Loss: 0.2733	LR: 0.000800
Training Epoch: 39 [41984/45000]	Loss: 0.2559	LR: 0.000800
Training Epoch: 39 [42240/45000]	Loss: 0.2464	LR: 0.000800
Training Epoch: 39 [42496/45000]	Loss: 0.3324	LR: 0.000800
Training Epoch: 39 [42752/45000]	Loss: 0.3569	LR: 0.000800
Training Epoch: 39 [43008/45000]	Loss: 0.3176	LR: 0.000800
Training Epoch: 39 [43264/45000]	Loss: 0.2616	LR: 0.000800
Training Epoch: 39 [43520/45000]	Loss: 0.3257	LR: 0.000800
Training Epoch: 39 [43776/45000]	Loss: 0.2582	LR: 0.000800
Training Epoch: 39 [44032/45000]	Loss: 0.3864	LR: 0.000800
Training Epoch: 39 [44288/45000]	Loss: 0.2956	LR: 0.000800
Training Epoch: 39 [44544/45000]	Loss: 0.4080	LR: 0.000800
Training Epoch: 39 [44800/45000]	Loss: 0.3707	LR: 0.000800
Training Epoch: 39 [45000/45000]	Loss: 0.3481	LR: 0.000800
Epoch 39 - Average Train Loss: 0.3001, Train Accuracy: 0.9092
Epoch 39 training time consumed: 25.22s
Evaluating Network.....
Test set: Epoch: 39, Average loss: 0.0030, Accuracy: 0.7821, Time consumed:0.88s
Training Epoch: 40 [256/45000]	Loss: 0.3877	LR: 0.000800
Training Epoch: 40 [512/45000]	Loss: 0.3220	LR: 0.000800
Training Epoch: 40 [768/45000]	Loss: 0.2563	LR: 0.000800
Training Epoch: 40 [1024/45000]	Loss: 0.3132	LR: 0.000800
Training Epoch: 40 [1280/45000]	Loss: 0.2794	LR: 0.000800
Training Epoch: 40 [1536/45000]	Loss: 0.2292	LR: 0.000800
Training Epoch: 40 [1792/45000]	Loss: 0.2541	LR: 0.000800
Training Epoch: 40 [2048/45000]	Loss: 0.2772	LR: 0.000800
Training Epoch: 40 [2304/45000]	Loss: 0.3331	LR: 0.000800
Training Epoch: 40 [2560/45000]	Loss: 0.3250	LR: 0.000800
Training Epoch: 40 [2816/45000]	Loss: 0.3336	LR: 0.000800
Training Epoch: 40 [3072/45000]	Loss: 0.3126	LR: 0.000800
Training Epoch: 40 [3328/45000]	Loss: 0.3170	LR: 0.000800
Training Epoch: 40 [3584/45000]	Loss: 0.2729	LR: 0.000800
Training Epoch: 40 [3840/45000]	Loss: 0.3051	LR: 0.000800
Training Epoch: 40 [4096/45000]	Loss: 0.3751	LR: 0.000800
Training Epoch: 40 [4352/45000]	Loss: 0.3502	LR: 0.000800
Training Epoch: 40 [4608/45000]	Loss: 0.2838	LR: 0.000800
Training Epoch: 40 [4864/45000]	Loss: 0.3032	LR: 0.000800
Training Epoch: 40 [5120/45000]	Loss: 0.3261	LR: 0.000800
Training Epoch: 40 [5376/45000]	Loss: 0.2974	LR: 0.000800
Training Epoch: 40 [5632/45000]	Loss: 0.2772	LR: 0.000800
Training Epoch: 40 [5888/45000]	Loss: 0.2845	LR: 0.000800
Training Epoch: 40 [6144/45000]	Loss: 0.2725	LR: 0.000800
Training Epoch: 40 [6400/45000]	Loss: 0.2522	LR: 0.000800
Training Epoch: 40 [6656/45000]	Loss: 0.2914	LR: 0.000800
Training Epoch: 40 [6912/45000]	Loss: 0.3670	LR: 0.000800
Training Epoch: 40 [7168/45000]	Loss: 0.2752	LR: 0.000800
Training Epoch: 40 [7424/45000]	Loss: 0.2394	LR: 0.000800
Training Epoch: 40 [7680/45000]	Loss: 0.2871	LR: 0.000800
Training Epoch: 40 [7936/45000]	Loss: 0.3647	LR: 0.000800
Training Epoch: 40 [8192/45000]	Loss: 0.2892	LR: 0.000800
Training Epoch: 40 [8448/45000]	Loss: 0.3097	LR: 0.000800
Training Epoch: 40 [8704/45000]	Loss: 0.3194	LR: 0.000800
Training Epoch: 40 [8960/45000]	Loss: 0.2723	LR: 0.000800
Training Epoch: 40 [9216/45000]	Loss: 0.3011	LR: 0.000800
Training Epoch: 40 [9472/45000]	Loss: 0.2982	LR: 0.000800
Training Epoch: 40 [9728/45000]	Loss: 0.2679	LR: 0.000800
Training Epoch: 40 [9984/45000]	Loss: 0.2424	LR: 0.000800
Training Epoch: 40 [10240/45000]	Loss: 0.2770	LR: 0.000800
Training Epoch: 40 [10496/45000]	Loss: 0.2976	LR: 0.000800
Training Epoch: 40 [10752/45000]	Loss: 0.2389	LR: 0.000800
Training Epoch: 40 [11008/45000]	Loss: 0.2536	LR: 0.000800
Training Epoch: 40 [11264/45000]	Loss: 0.3493	LR: 0.000800
Training Epoch: 40 [11520/45000]	Loss: 0.2969	LR: 0.000800
Training Epoch: 40 [11776/45000]	Loss: 0.3377	LR: 0.000800
Training Epoch: 40 [12032/45000]	Loss: 0.2830	LR: 0.000800
Training Epoch: 40 [12288/45000]	Loss: 0.3429	LR: 0.000800
Training Epoch: 40 [12544/45000]	Loss: 0.2696	LR: 0.000800
Training Epoch: 40 [12800/45000]	Loss: 0.3334	LR: 0.000800
Training Epoch: 40 [13056/45000]	Loss: 0.3218	LR: 0.000800
Training Epoch: 40 [13312/45000]	Loss: 0.3510	LR: 0.000800
Training Epoch: 40 [13568/45000]	Loss: 0.3099	LR: 0.000800
Training Epoch: 40 [13824/45000]	Loss: 0.2880	LR: 0.000800
Training Epoch: 40 [14080/45000]	Loss: 0.2891	LR: 0.000800
Training Epoch: 40 [14336/45000]	Loss: 0.3611	LR: 0.000800
Training Epoch: 40 [14592/45000]	Loss: 0.2308	LR: 0.000800
Training Epoch: 40 [14848/45000]	Loss: 0.3738	LR: 0.000800
Training Epoch: 40 [15104/45000]	Loss: 0.3574	LR: 0.000800
Training Epoch: 40 [15360/45000]	Loss: 0.2868	LR: 0.000800
Training Epoch: 40 [15616/45000]	Loss: 0.3853	LR: 0.000800
Training Epoch: 40 [15872/45000]	Loss: 0.2857	LR: 0.000800
Training Epoch: 40 [16128/45000]	Loss: 0.3543	LR: 0.000800
Training Epoch: 40 [16384/45000]	Loss: 0.2700	LR: 0.000800
Training Epoch: 40 [16640/45000]	Loss: 0.2796	LR: 0.000800
Training Epoch: 40 [16896/45000]	Loss: 0.3190	LR: 0.000800
Training Epoch: 40 [17152/45000]	Loss: 0.2953	LR: 0.000800
Training Epoch: 40 [17408/45000]	Loss: 0.3632	LR: 0.000800
Training Epoch: 40 [17664/45000]	Loss: 0.3294	LR: 0.000800
Training Epoch: 40 [17920/45000]	Loss: 0.3116	LR: 0.000800
Training Epoch: 40 [18176/45000]	Loss: 0.3099	LR: 0.000800
Training Epoch: 40 [18432/45000]	Loss: 0.2727	LR: 0.000800
Training Epoch: 40 [18688/45000]	Loss: 0.3369	LR: 0.000800
Training Epoch: 40 [18944/45000]	Loss: 0.3236	LR: 0.000800
Training Epoch: 40 [19200/45000]	Loss: 0.3332	LR: 0.000800
Training Epoch: 40 [19456/45000]	Loss: 0.3444	LR: 0.000800
Training Epoch: 40 [19712/45000]	Loss: 0.3054	LR: 0.000800
Training Epoch: 40 [19968/45000]	Loss: 0.3527	LR: 0.000800
Training Epoch: 40 [20224/45000]	Loss: 0.3608	LR: 0.000800
Training Epoch: 40 [20480/45000]	Loss: 0.2578	LR: 0.000800
Training Epoch: 40 [20736/45000]	Loss: 0.2747	LR: 0.000800
Training Epoch: 40 [20992/45000]	Loss: 0.3366	LR: 0.000800
Training Epoch: 40 [21248/45000]	Loss: 0.2613	LR: 0.000800
Training Epoch: 40 [21504/45000]	Loss: 0.2968	LR: 0.000800
Training Epoch: 40 [21760/45000]	Loss: 0.3269	LR: 0.000800
Training Epoch: 40 [22016/45000]	Loss: 0.2917	LR: 0.000800
Training Epoch: 40 [22272/45000]	Loss: 0.3022	LR: 0.000800
Training Epoch: 40 [22528/45000]	Loss: 0.3410	LR: 0.000800
Training Epoch: 40 [22784/45000]	Loss: 0.2994	LR: 0.000800
Training Epoch: 40 [23040/45000]	Loss: 0.3701	LR: 0.000800
Training Epoch: 40 [23296/45000]	Loss: 0.3028	LR: 0.000800
Training Epoch: 40 [23552/45000]	Loss: 0.2522	LR: 0.000800
Training Epoch: 40 [23808/45000]	Loss: 0.3351	LR: 0.000800
Training Epoch: 40 [24064/45000]	Loss: 0.2825	LR: 0.000800
Training Epoch: 40 [24320/45000]	Loss: 0.2674	LR: 0.000800
Training Epoch: 40 [24576/45000]	Loss: 0.3190	LR: 0.000800
Training Epoch: 40 [24832/45000]	Loss: 0.2971	LR: 0.000800
Training Epoch: 40 [25088/45000]	Loss: 0.2496	LR: 0.000800
Training Epoch: 40 [25344/45000]	Loss: 0.2428	LR: 0.000800
Training Epoch: 40 [25600/45000]	Loss: 0.3620	LR: 0.000800
Training Epoch: 40 [25856/45000]	Loss: 0.3137	LR: 0.000800
Training Epoch: 40 [26112/45000]	Loss: 0.2966	LR: 0.000800
Training Epoch: 40 [26368/45000]	Loss: 0.2354	LR: 0.000800
Training Epoch: 40 [26624/45000]	Loss: 0.2721	LR: 0.000800
Training Epoch: 40 [26880/45000]	Loss: 0.2655	LR: 0.000800
Training Epoch: 40 [27136/45000]	Loss: 0.2937	LR: 0.000800
Training Epoch: 40 [27392/45000]	Loss: 0.2711	LR: 0.000800
Training Epoch: 40 [27648/45000]	Loss: 0.3652	LR: 0.000800
Training Epoch: 40 [27904/45000]	Loss: 0.3373	LR: 0.000800
Training Epoch: 40 [28160/45000]	Loss: 0.2340	LR: 0.000800
Training Epoch: 40 [28416/45000]	Loss: 0.2675	LR: 0.000800
Training Epoch: 40 [28672/45000]	Loss: 0.2526	LR: 0.000800
Training Epoch: 40 [28928/45000]	Loss: 0.3068	LR: 0.000800
Training Epoch: 40 [29184/45000]	Loss: 0.2612	LR: 0.000800
Training Epoch: 40 [29440/45000]	Loss: 0.2717	LR: 0.000800
Training Epoch: 40 [29696/45000]	Loss: 0.3251	LR: 0.000800
Training Epoch: 40 [29952/45000]	Loss: 0.3202	LR: 0.000800
Training Epoch: 40 [30208/45000]	Loss: 0.2660	LR: 0.000800
Training Epoch: 40 [30464/45000]	Loss: 0.3026	LR: 0.000800
Training Epoch: 40 [30720/45000]	Loss: 0.2683	LR: 0.000800
Training Epoch: 40 [30976/45000]	Loss: 0.3150	LR: 0.000800
Training Epoch: 40 [31232/45000]	Loss: 0.2654	LR: 0.000800
Training Epoch: 40 [31488/45000]	Loss: 0.2621	LR: 0.000800
Training Epoch: 40 [31744/45000]	Loss: 0.3159	LR: 0.000800
Training Epoch: 40 [32000/45000]	Loss: 0.2906	LR: 0.000800
Training Epoch: 40 [32256/45000]	Loss: 0.2611	LR: 0.000800
Training Epoch: 40 [32512/45000]	Loss: 0.3492	LR: 0.000800
Training Epoch: 40 [32768/45000]	Loss: 0.2508	LR: 0.000800
Training Epoch: 40 [33024/45000]	Loss: 0.3242	LR: 0.000800
Training Epoch: 40 [33280/45000]	Loss: 0.2863	LR: 0.000800
Training Epoch: 40 [33536/45000]	Loss: 0.3731	LR: 0.000800
Training Epoch: 40 [33792/45000]	Loss: 0.2791	LR: 0.000800
Training Epoch: 40 [34048/45000]	Loss: 0.2162	LR: 0.000800
Training Epoch: 40 [34304/45000]	Loss: 0.3397	LR: 0.000800
Training Epoch: 40 [34560/45000]	Loss: 0.2860	LR: 0.000800
Training Epoch: 40 [34816/45000]	Loss: 0.2464	LR: 0.000800
Training Epoch: 40 [35072/45000]	Loss: 0.3410	LR: 0.000800
Training Epoch: 40 [35328/45000]	Loss: 0.3838	LR: 0.000800
Training Epoch: 40 [35584/45000]	Loss: 0.2872	LR: 0.000800
Training Epoch: 40 [35840/45000]	Loss: 0.3554	LR: 0.000800
Training Epoch: 40 [36096/45000]	Loss: 0.2650	LR: 0.000800
Training Epoch: 40 [36352/45000]	Loss: 0.2396	LR: 0.000800
Training Epoch: 40 [36608/45000]	Loss: 0.2896	LR: 0.000800
Training Epoch: 40 [36864/45000]	Loss: 0.2885	LR: 0.000800
Training Epoch: 40 [37120/45000]	Loss: 0.3549	LR: 0.000800
Training Epoch: 40 [37376/45000]	Loss: 0.2171	LR: 0.000800
Training Epoch: 40 [37632/45000]	Loss: 0.3312	LR: 0.000800
Training Epoch: 40 [37888/45000]	Loss: 0.3146	LR: 0.000800
Training Epoch: 40 [38144/45000]	Loss: 0.2726	LR: 0.000800
Training Epoch: 40 [38400/45000]	Loss: 0.3353	LR: 0.000800
Training Epoch: 40 [38656/45000]	Loss: 0.3106	LR: 0.000800
Training Epoch: 40 [38912/45000]	Loss: 0.2546	LR: 0.000800
Training Epoch: 40 [39168/45000]	Loss: 0.2479	LR: 0.000800
Training Epoch: 40 [39424/45000]	Loss: 0.3122	LR: 0.000800
Training Epoch: 40 [39680/45000]	Loss: 0.3117	LR: 0.000800
Training Epoch: 40 [39936/45000]	Loss: 0.2975	LR: 0.000800
Training Epoch: 40 [40192/45000]	Loss: 0.2926	LR: 0.000800
Training Epoch: 40 [40448/45000]	Loss: 0.2698	LR: 0.000800
Training Epoch: 40 [40704/45000]	Loss: 0.3040	LR: 0.000800
Training Epoch: 40 [40960/45000]	Loss: 0.2458	LR: 0.000800
Training Epoch: 40 [41216/45000]	Loss: 0.3294	LR: 0.000800
Training Epoch: 40 [41472/45000]	Loss: 0.2655	LR: 0.000800
Training Epoch: 40 [41728/45000]	Loss: 0.3366	LR: 0.000800
Training Epoch: 40 [41984/45000]	Loss: 0.2954	LR: 0.000800
Training Epoch: 40 [42240/45000]	Loss: 0.3365	LR: 0.000800
Training Epoch: 40 [42496/45000]	Loss: 0.2537	LR: 0.000800
Training Epoch: 40 [42752/45000]	Loss: 0.2679	LR: 0.000800
Training Epoch: 40 [43008/45000]	Loss: 0.2802	LR: 0.000800
Training Epoch: 40 [43264/45000]	Loss: 0.2291	LR: 0.000800
Training Epoch: 40 [43520/45000]	Loss: 0.2793	LR: 0.000800
Training Epoch: 40 [43776/45000]	Loss: 0.3069	LR: 0.000800
Training Epoch: 40 [44032/45000]	Loss: 0.3071	LR: 0.000800
Training Epoch: 40 [44288/45000]	Loss: 0.2393	LR: 0.000800
Training Epoch: 40 [44544/45000]	Loss: 0.3243	LR: 0.000800
Training Epoch: 40 [44800/45000]	Loss: 0.3161	LR: 0.000800
Training Epoch: 40 [45000/45000]	Loss: 0.3126	LR: 0.000800
Epoch 40 - Average Train Loss: 0.2995, Train Accuracy: 0.9113
Epoch 40 training time consumed: 24.61s
Evaluating Network.....
Test set: Epoch: 40, Average loss: 0.0030, Accuracy: 0.7790, Time consumed:0.95s
Valid (Test) Dl:  10000
Train Dl:  50000
Retain Train Dl:  45000
Forget Train Dl:  5000
Retain Valid Dl:  45000
Forget Valid Dl:  5000
retain_prob Distribution: 10000 samples
test_prob Distribution: 10000 samples
forget_prob Distribution: 5000 samples
Set1 Distribution: 5000 samples
Set2 Distribution: 5000 samples
Set1 Distribution: 5000 samples
Set2 Distribution: 5000 samples
Set1 Distribution: 10000 samples
Set2 Distribution: 10000 samples
Set1 Distribution: 10000 samples
Set2 Distribution: 10000 samples
Test Accuracy: 77.978515625
Retain Accuracy: 91.79137420654297
Zero-Retain Forget (ZRF): 0.914258599281311
Membership Inference Attack (MIA): 0.4598
Forget vs Retain Membership Inference Attack (MIA): 0.518
Forget vs Test Membership Inference Attack (MIA): 0.5285
Test vs Retain Membership Inference Attack (MIA): 0.49
Train vs Test Membership Inference Attack (MIA): 0.55
Forget Set Accuracy (Df): 77.04503631591797
Method Execution Time: 1528.48 seconds
