
📌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: 3.0635	LR: 0.000000
Training Epoch: 1 [512/45000]	Loss: 3.0215	LR: 0.000568
Training Epoch: 1 [768/45000]	Loss: 3.0983	LR: 0.001136
Training Epoch: 1 [1024/45000]	Loss: 3.0390	LR: 0.001705
Training Epoch: 1 [1280/45000]	Loss: 3.0090	LR: 0.002273
Training Epoch: 1 [1536/45000]	Loss: 2.9907	LR: 0.002841
Training Epoch: 1 [1792/45000]	Loss: 2.9324	LR: 0.003409
Training Epoch: 1 [2048/45000]	Loss: 2.9212	LR: 0.003977
Training Epoch: 1 [2304/45000]	Loss: 2.9582	LR: 0.004545
Training Epoch: 1 [2560/45000]	Loss: 2.9031	LR: 0.005114
Training Epoch: 1 [2816/45000]	Loss: 2.8936	LR: 0.005682
Training Epoch: 1 [3072/45000]	Loss: 3.0351	LR: 0.006250
Training Epoch: 1 [3328/45000]	Loss: 2.8730	LR: 0.006818
Training Epoch: 1 [3584/45000]	Loss: 2.9132	LR: 0.007386
Training Epoch: 1 [3840/45000]	Loss: 2.8906	LR: 0.007955
Training Epoch: 1 [4096/45000]	Loss: 2.7918	LR: 0.008523
Training Epoch: 1 [4352/45000]	Loss: 2.8427	LR: 0.009091
Training Epoch: 1 [4608/45000]	Loss: 2.8144	LR: 0.009659
Training Epoch: 1 [4864/45000]	Loss: 2.7361	LR: 0.010227
Training Epoch: 1 [5120/45000]	Loss: 2.7966	LR: 0.010795
Training Epoch: 1 [5376/45000]	Loss: 2.7438	LR: 0.011364
Training Epoch: 1 [5632/45000]	Loss: 2.6203	LR: 0.011932
Training Epoch: 1 [5888/45000]	Loss: 2.6979	LR: 0.012500
Training Epoch: 1 [6144/45000]	Loss: 2.7331	LR: 0.013068
Training Epoch: 1 [6400/45000]	Loss: 2.8147	LR: 0.013636
Training Epoch: 1 [6656/45000]	Loss: 2.6286	LR: 0.014205
Training Epoch: 1 [6912/45000]	Loss: 2.6834	LR: 0.014773
Training Epoch: 1 [7168/45000]	Loss: 2.7346	LR: 0.015341
Training Epoch: 1 [7424/45000]	Loss: 2.8048	LR: 0.015909
Training Epoch: 1 [7680/45000]	Loss: 2.7164	LR: 0.016477
Training Epoch: 1 [7936/45000]	Loss: 2.6286	LR: 0.017045
Training Epoch: 1 [8192/45000]	Loss: 2.6486	LR: 0.017614
Training Epoch: 1 [8448/45000]	Loss: 2.5486	LR: 0.018182
Training Epoch: 1 [8704/45000]	Loss: 2.6958	LR: 0.018750
Training Epoch: 1 [8960/45000]	Loss: 2.6108	LR: 0.019318
Training Epoch: 1 [9216/45000]	Loss: 2.6992	LR: 0.019886
Training Epoch: 1 [9472/45000]	Loss: 2.7266	LR: 0.020455
Training Epoch: 1 [9728/45000]	Loss: 2.7182	LR: 0.021023
Training Epoch: 1 [9984/45000]	Loss: 2.5930	LR: 0.021591
Training Epoch: 1 [10240/45000]	Loss: 2.7611	LR: 0.022159
Training Epoch: 1 [10496/45000]	Loss: 2.6658	LR: 0.022727
Training Epoch: 1 [10752/45000]	Loss: 2.6337	LR: 0.023295
Training Epoch: 1 [11008/45000]	Loss: 2.6312	LR: 0.023864
Training Epoch: 1 [11264/45000]	Loss: 2.6449	LR: 0.024432
Training Epoch: 1 [11520/45000]	Loss: 2.5633	LR: 0.025000
Training Epoch: 1 [11776/45000]	Loss: 2.6529	LR: 0.025568
Training Epoch: 1 [12032/45000]	Loss: 2.6263	LR: 0.026136
Training Epoch: 1 [12288/45000]	Loss: 2.7017	LR: 0.026705
Training Epoch: 1 [12544/45000]	Loss: 2.6778	LR: 0.027273
Training Epoch: 1 [12800/45000]	Loss: 2.5139	LR: 0.027841
Training Epoch: 1 [13056/45000]	Loss: 2.5455	LR: 0.028409
Training Epoch: 1 [13312/45000]	Loss: 2.6443	LR: 0.028977
Training Epoch: 1 [13568/45000]	Loss: 2.4490	LR: 0.029545
Training Epoch: 1 [13824/45000]	Loss: 2.4627	LR: 0.030114
Training Epoch: 1 [14080/45000]	Loss: 2.5538	LR: 0.030682
Training Epoch: 1 [14336/45000]	Loss: 2.6305	LR: 0.031250
Training Epoch: 1 [14592/45000]	Loss: 2.5928	LR: 0.031818
Training Epoch: 1 [14848/45000]	Loss: 2.5057	LR: 0.032386
Training Epoch: 1 [15104/45000]	Loss: 2.6303	LR: 0.032955
Training Epoch: 1 [15360/45000]	Loss: 2.5673	LR: 0.033523
Training Epoch: 1 [15616/45000]	Loss: 2.6469	LR: 0.034091
Training Epoch: 1 [15872/45000]	Loss: 2.4772	LR: 0.034659
Training Epoch: 1 [16128/45000]	Loss: 2.6597	LR: 0.035227
Training Epoch: 1 [16384/45000]	Loss: 2.5536	LR: 0.035795
Training Epoch: 1 [16640/45000]	Loss: 2.7079	LR: 0.036364
Training Epoch: 1 [16896/45000]	Loss: 2.6057	LR: 0.036932
Training Epoch: 1 [17152/45000]	Loss: 2.5727	LR: 0.037500
Training Epoch: 1 [17408/45000]	Loss: 2.6378	LR: 0.038068
Training Epoch: 1 [17664/45000]	Loss: 2.7137	LR: 0.038636
Training Epoch: 1 [17920/45000]	Loss: 2.5308	LR: 0.039205
Training Epoch: 1 [18176/45000]	Loss: 2.3847	LR: 0.039773
Training Epoch: 1 [18432/45000]	Loss: 2.7402	LR: 0.040341
Training Epoch: 1 [18688/45000]	Loss: 2.5298	LR: 0.040909
Training Epoch: 1 [18944/45000]	Loss: 2.5645	LR: 0.041477
Training Epoch: 1 [19200/45000]	Loss: 2.5242	LR: 0.042045
Training Epoch: 1 [19456/45000]	Loss: 2.5191	LR: 0.042614
Training Epoch: 1 [19712/45000]	Loss: 2.4222	LR: 0.043182
Training Epoch: 1 [19968/45000]	Loss: 2.4035	LR: 0.043750
Training Epoch: 1 [20224/45000]	Loss: 2.4824	LR: 0.044318
Training Epoch: 1 [20480/45000]	Loss: 2.3727	LR: 0.044886
Training Epoch: 1 [20736/45000]	Loss: 2.5068	LR: 0.045455
Training Epoch: 1 [20992/45000]	Loss: 2.4354	LR: 0.046023
Training Epoch: 1 [21248/45000]	Loss: 2.6680	LR: 0.046591
Training Epoch: 1 [21504/45000]	Loss: 2.6415	LR: 0.047159
Training Epoch: 1 [21760/45000]	Loss: 2.4524	LR: 0.047727
Training Epoch: 1 [22016/45000]	Loss: 2.4935	LR: 0.048295
Training Epoch: 1 [22272/45000]	Loss: 2.4442	LR: 0.048864
Training Epoch: 1 [22528/45000]	Loss: 2.7350	LR: 0.049432
Training Epoch: 1 [22784/45000]	Loss: 2.5030	LR: 0.050000
Training Epoch: 1 [23040/45000]	Loss: 2.5584	LR: 0.050568
Training Epoch: 1 [23296/45000]	Loss: 2.7603	LR: 0.051136
Training Epoch: 1 [23552/45000]	Loss: 2.6451	LR: 0.051705
Training Epoch: 1 [23808/45000]	Loss: 2.5931	LR: 0.052273
Training Epoch: 1 [24064/45000]	Loss: 2.7019	LR: 0.052841
Training Epoch: 1 [24320/45000]	Loss: 2.5206	LR: 0.053409
Training Epoch: 1 [24576/45000]	Loss: 2.5037	LR: 0.053977
Training Epoch: 1 [24832/45000]	Loss: 2.3705	LR: 0.054545
Training Epoch: 1 [25088/45000]	Loss: 2.5966	LR: 0.055114
Training Epoch: 1 [25344/45000]	Loss: 2.5140	LR: 0.055682
Training Epoch: 1 [25600/45000]	Loss: 2.4536	LR: 0.056250
Training Epoch: 1 [25856/45000]	Loss: 2.2986	LR: 0.056818
Training Epoch: 1 [26112/45000]	Loss: 2.6604	LR: 0.057386
Training Epoch: 1 [26368/45000]	Loss: 2.5605	LR: 0.057955
Training Epoch: 1 [26624/45000]	Loss: 2.4786	LR: 0.058523
Training Epoch: 1 [26880/45000]	Loss: 2.4296	LR: 0.059091
Training Epoch: 1 [27136/45000]	Loss: 2.5698	LR: 0.059659
Training Epoch: 1 [27392/45000]	Loss: 2.5087	LR: 0.060227
Training Epoch: 1 [27648/45000]	Loss: 2.5220	LR: 0.060795
Training Epoch: 1 [27904/45000]	Loss: 2.5277	LR: 0.061364
Training Epoch: 1 [28160/45000]	Loss: 2.4227	LR: 0.061932
Training Epoch: 1 [28416/45000]	Loss: 2.4542	LR: 0.062500
Training Epoch: 1 [28672/45000]	Loss: 2.3029	LR: 0.063068
Training Epoch: 1 [28928/45000]	Loss: 2.3185	LR: 0.063636
Training Epoch: 1 [29184/45000]	Loss: 2.2799	LR: 0.064205
Training Epoch: 1 [29440/45000]	Loss: 2.2738	LR: 0.064773
Training Epoch: 1 [29696/45000]	Loss: 2.3939	LR: 0.065341
Training Epoch: 1 [29952/45000]	Loss: 2.4483	LR: 0.065909
Training Epoch: 1 [30208/45000]	Loss: 2.3577	LR: 0.066477
Training Epoch: 1 [30464/45000]	Loss: 2.2656	LR: 0.067045
Training Epoch: 1 [30720/45000]	Loss: 2.4414	LR: 0.067614
Training Epoch: 1 [30976/45000]	Loss: 2.4090	LR: 0.068182
Training Epoch: 1 [31232/45000]	Loss: 2.4930	LR: 0.068750
Training Epoch: 1 [31488/45000]	Loss: 2.2013	LR: 0.069318
Training Epoch: 1 [31744/45000]	Loss: 2.3560	LR: 0.069886
Training Epoch: 1 [32000/45000]	Loss: 2.4833	LR: 0.070455
Training Epoch: 1 [32256/45000]	Loss: 2.6572	LR: 0.071023
Training Epoch: 1 [32512/45000]	Loss: 2.5315	LR: 0.071591
Training Epoch: 1 [32768/45000]	Loss: 2.3405	LR: 0.072159
Training Epoch: 1 [33024/45000]	Loss: 2.4487	LR: 0.072727
Training Epoch: 1 [33280/45000]	Loss: 2.3503	LR: 0.073295
Training Epoch: 1 [33536/45000]	Loss: 2.3461	LR: 0.073864
Training Epoch: 1 [33792/45000]	Loss: 2.2905	LR: 0.074432
Training Epoch: 1 [34048/45000]	Loss: 2.4825	LR: 0.075000
Training Epoch: 1 [34304/45000]	Loss: 2.4955	LR: 0.075568
Training Epoch: 1 [34560/45000]	Loss: 2.2926	LR: 0.076136
Training Epoch: 1 [34816/45000]	Loss: 2.2177	LR: 0.076705
Training Epoch: 1 [35072/45000]	Loss: 2.4798	LR: 0.077273
Training Epoch: 1 [35328/45000]	Loss: 2.5868	LR: 0.077841
Training Epoch: 1 [35584/45000]	Loss: 2.3326	LR: 0.078409
Training Epoch: 1 [35840/45000]	Loss: 2.2960	LR: 0.078977
Training Epoch: 1 [36096/45000]	Loss: 2.3836	LR: 0.079545
Training Epoch: 1 [36352/45000]	Loss: 2.4361	LR: 0.080114
Training Epoch: 1 [36608/45000]	Loss: 2.5046	LR: 0.080682
Training Epoch: 1 [36864/45000]	Loss: 2.5120	LR: 0.081250
Training Epoch: 1 [37120/45000]	Loss: 2.6138	LR: 0.081818
Training Epoch: 1 [37376/45000]	Loss: 2.5441	LR: 0.082386
Training Epoch: 1 [37632/45000]	Loss: 2.4283	LR: 0.082955
Training Epoch: 1 [37888/45000]	Loss: 2.5113	LR: 0.083523
Training Epoch: 1 [38144/45000]	Loss: 2.5606	LR: 0.084091
Training Epoch: 1 [38400/45000]	Loss: 2.4243	LR: 0.084659
Training Epoch: 1 [38656/45000]	Loss: 2.5723	LR: 0.085227
Training Epoch: 1 [38912/45000]	Loss: 2.4738	LR: 0.085795
Training Epoch: 1 [39168/45000]	Loss: 2.3259	LR: 0.086364
Training Epoch: 1 [39424/45000]	Loss: 2.5279	LR: 0.086932
Training Epoch: 1 [39680/45000]	Loss: 2.5009	LR: 0.087500
Training Epoch: 1 [39936/45000]	Loss: 2.3016	LR: 0.088068
Training Epoch: 1 [40192/45000]	Loss: 2.3117	LR: 0.088636
Training Epoch: 1 [40448/45000]	Loss: 2.4308	LR: 0.089205
Training Epoch: 1 [40704/45000]	Loss: 2.2833	LR: 0.089773
Training Epoch: 1 [40960/45000]	Loss: 2.3918	LR: 0.090341
Training Epoch: 1 [41216/45000]	Loss: 2.4249	LR: 0.090909
Training Epoch: 1 [41472/45000]	Loss: 2.5379	LR: 0.091477
Training Epoch: 1 [41728/45000]	Loss: 2.4338	LR: 0.092045
Training Epoch: 1 [41984/45000]	Loss: 2.3712	LR: 0.092614
Training Epoch: 1 [42240/45000]	Loss: 2.3780	LR: 0.093182
Training Epoch: 1 [42496/45000]	Loss: 2.3551	LR: 0.093750
Training Epoch: 1 [42752/45000]	Loss: 2.2900	LR: 0.094318
Training Epoch: 1 [43008/45000]	Loss: 2.4095	LR: 0.094886
Training Epoch: 1 [43264/45000]	Loss: 2.3155	LR: 0.095455
Training Epoch: 1 [43520/45000]	Loss: 2.2625	LR: 0.096023
Training Epoch: 1 [43776/45000]	Loss: 2.3490	LR: 0.096591
Training Epoch: 1 [44032/45000]	Loss: 2.2727	LR: 0.097159
Training Epoch: 1 [44288/45000]	Loss: 2.3103	LR: 0.097727
Training Epoch: 1 [44544/45000]	Loss: 2.4239	LR: 0.098295
Training Epoch: 1 [44800/45000]	Loss: 2.3493	LR: 0.098864
Training Epoch: 1 [45000/45000]	Loss: 2.3154	LR: 0.099432
Epoch 1 - Average Train Loss: 2.5561, Train Accuracy: 0.2161
Epoch 1 training time consumed: 27.52s
Evaluating Network.....
Test set: Epoch: 1, Average loss: 0.0101, Accuracy: 0.2454, Time consumed:1.03s
Saving weights file to checkpoint/retrain/ResNet18/Sunday_13_July_2025_19h_14m_57s/ResNet18-Cifar20-seed7-ret100-1-best.pth
Training Epoch: 2 [256/45000]	Loss: 2.3194	LR: 0.100000
Training Epoch: 2 [512/45000]	Loss: 2.4047	LR: 0.100000
Training Epoch: 2 [768/45000]	Loss: 2.3494	LR: 0.100000
Training Epoch: 2 [1024/45000]	Loss: 2.3277	LR: 0.100000
Training Epoch: 2 [1280/45000]	Loss: 2.3422	LR: 0.100000
Training Epoch: 2 [1536/45000]	Loss: 2.3673	LR: 0.100000
Training Epoch: 2 [1792/45000]	Loss: 2.2484	LR: 0.100000
Training Epoch: 2 [2048/45000]	Loss: 2.2963	LR: 0.100000
Training Epoch: 2 [2304/45000]	Loss: 2.2272	LR: 0.100000
Training Epoch: 2 [2560/45000]	Loss: 2.2486	LR: 0.100000
Training Epoch: 2 [2816/45000]	Loss: 2.3418	LR: 0.100000
Training Epoch: 2 [3072/45000]	Loss: 2.2278	LR: 0.100000
Training Epoch: 2 [3328/45000]	Loss: 2.4341	LR: 0.100000
Training Epoch: 2 [3584/45000]	Loss: 2.2367	LR: 0.100000
Training Epoch: 2 [3840/45000]	Loss: 2.3106	LR: 0.100000
Training Epoch: 2 [4096/45000]	Loss: 2.3037	LR: 0.100000
Training Epoch: 2 [4352/45000]	Loss: 2.2825	LR: 0.100000
Training Epoch: 2 [4608/45000]	Loss: 2.2681	LR: 0.100000
Training Epoch: 2 [4864/45000]	Loss: 2.3481	LR: 0.100000
Training Epoch: 2 [5120/45000]	Loss: 2.1561	LR: 0.100000
Training Epoch: 2 [5376/45000]	Loss: 2.2776	LR: 0.100000
Training Epoch: 2 [5632/45000]	Loss: 2.2811	LR: 0.100000
Training Epoch: 2 [5888/45000]	Loss: 2.3099	LR: 0.100000
Training Epoch: 2 [6144/45000]	Loss: 2.3523	LR: 0.100000
Training Epoch: 2 [6400/45000]	Loss: 2.1588	LR: 0.100000
Training Epoch: 2 [6656/45000]	Loss: 2.3121	LR: 0.100000
Training Epoch: 2 [6912/45000]	Loss: 2.3572	LR: 0.100000
Training Epoch: 2 [7168/45000]	Loss: 2.1873	LR: 0.100000
Training Epoch: 2 [7424/45000]	Loss: 2.2652	LR: 0.100000
Training Epoch: 2 [7680/45000]	Loss: 2.2557	LR: 0.100000
Training Epoch: 2 [7936/45000]	Loss: 2.3387	LR: 0.100000
Training Epoch: 2 [8192/45000]	Loss: 2.2235	LR: 0.100000
Training Epoch: 2 [8448/45000]	Loss: 2.4614	LR: 0.100000
Training Epoch: 2 [8704/45000]	Loss: 2.2713	LR: 0.100000
Training Epoch: 2 [8960/45000]	Loss: 2.1826	LR: 0.100000
Training Epoch: 2 [9216/45000]	Loss: 2.3415	LR: 0.100000
Training Epoch: 2 [9472/45000]	Loss: 2.2414	LR: 0.100000
Training Epoch: 2 [9728/45000]	Loss: 2.2285	LR: 0.100000
Training Epoch: 2 [9984/45000]	Loss: 2.2542	LR: 0.100000
Training Epoch: 2 [10240/45000]	Loss: 2.3103	LR: 0.100000
Training Epoch: 2 [10496/45000]	Loss: 2.1804	LR: 0.100000
Training Epoch: 2 [10752/45000]	Loss: 2.1870	LR: 0.100000
Training Epoch: 2 [11008/45000]	Loss: 2.3048	LR: 0.100000
Training Epoch: 2 [11264/45000]	Loss: 2.2454	LR: 0.100000
Training Epoch: 2 [11520/45000]	Loss: 2.2174	LR: 0.100000
Training Epoch: 2 [11776/45000]	Loss: 2.3048	LR: 0.100000
Training Epoch: 2 [12032/45000]	Loss: 2.1366	LR: 0.100000
Training Epoch: 2 [12288/45000]	Loss: 2.3342	LR: 0.100000
Training Epoch: 2 [12544/45000]	Loss: 2.2408	LR: 0.100000
Training Epoch: 2 [12800/45000]	Loss: 2.2039	LR: 0.100000
Training Epoch: 2 [13056/45000]	Loss: 2.1067	LR: 0.100000
Training Epoch: 2 [13312/45000]	Loss: 2.2566	LR: 0.100000
Training Epoch: 2 [13568/45000]	Loss: 2.2795	LR: 0.100000
Training Epoch: 2 [13824/45000]	Loss: 2.1599	LR: 0.100000
Training Epoch: 2 [14080/45000]	Loss: 2.1361	LR: 0.100000
Training Epoch: 2 [14336/45000]	Loss: 2.1910	LR: 0.100000
Training Epoch: 2 [14592/45000]	Loss: 2.2436	LR: 0.100000
Training Epoch: 2 [14848/45000]	Loss: 2.1653	LR: 0.100000
Training Epoch: 2 [15104/45000]	Loss: 2.1116	LR: 0.100000
Training Epoch: 2 [15360/45000]	Loss: 2.1202	LR: 0.100000
Training Epoch: 2 [15616/45000]	Loss: 2.1058	LR: 0.100000
Training Epoch: 2 [15872/45000]	Loss: 2.2507	LR: 0.100000
Training Epoch: 2 [16128/45000]	Loss: 2.2156	LR: 0.100000
Training Epoch: 2 [16384/45000]	Loss: 2.2323	LR: 0.100000
Training Epoch: 2 [16640/45000]	Loss: 2.4173	LR: 0.100000
Training Epoch: 2 [16896/45000]	Loss: 2.2894	LR: 0.100000
Training Epoch: 2 [17152/45000]	Loss: 2.2478	LR: 0.100000
Training Epoch: 2 [17408/45000]	Loss: 2.1115	LR: 0.100000
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Training Epoch: 2 [18432/45000]	Loss: 2.3067	LR: 0.100000
Training Epoch: 2 [18688/45000]	Loss: 2.0698	LR: 0.100000
Training Epoch: 2 [18944/45000]	Loss: 2.1008	LR: 0.100000
Training Epoch: 2 [19200/45000]	Loss: 2.1731	LR: 0.100000
Training Epoch: 2 [19456/45000]	Loss: 2.2173	LR: 0.100000
Training Epoch: 2 [19712/45000]	Loss: 2.1595	LR: 0.100000
Training Epoch: 2 [19968/45000]	Loss: 2.1202	LR: 0.100000
Training Epoch: 2 [20224/45000]	Loss: 2.2502	LR: 0.100000
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Training Epoch: 2 [20736/45000]	Loss: 2.0710	LR: 0.100000
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Training Epoch: 2 [26624/45000]	Loss: 1.9827	LR: 0.100000
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Training Epoch: 2 [27392/45000]	Loss: 1.9558	LR: 0.100000
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Training Epoch: 2 [35328/45000]	Loss: 2.2013	LR: 0.100000
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Training Epoch: 2 [36352/45000]	Loss: 1.9694	LR: 0.100000
Training Epoch: 2 [36608/45000]	Loss: 2.1719	LR: 0.100000
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Training Epoch: 2 [37376/45000]	Loss: 2.1059	LR: 0.100000
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Training Epoch: 2 [37888/45000]	Loss: 1.9672	LR: 0.100000
Training Epoch: 2 [38144/45000]	Loss: 1.9786	LR: 0.100000
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Training Epoch: 2 [38656/45000]	Loss: 1.9644	LR: 0.100000
Training Epoch: 2 [38912/45000]	Loss: 1.9855	LR: 0.100000
Training Epoch: 2 [39168/45000]	Loss: 1.9704	LR: 0.100000
Training Epoch: 2 [39424/45000]	Loss: 1.9825	LR: 0.100000
Training Epoch: 2 [39680/45000]	Loss: 2.2400	LR: 0.100000
Training Epoch: 2 [39936/45000]	Loss: 2.1494	LR: 0.100000
Training Epoch: 2 [40192/45000]	Loss: 2.0411	LR: 0.100000
Training Epoch: 2 [40448/45000]	Loss: 2.0650	LR: 0.100000
Training Epoch: 2 [40704/45000]	Loss: 2.0697	LR: 0.100000
Training Epoch: 2 [40960/45000]	Loss: 1.9110	LR: 0.100000
Training Epoch: 2 [41216/45000]	Loss: 2.0091	LR: 0.100000
Training Epoch: 2 [41472/45000]	Loss: 2.0916	LR: 0.100000
Training Epoch: 2 [41728/45000]	Loss: 2.0893	LR: 0.100000
Training Epoch: 2 [41984/45000]	Loss: 2.0207	LR: 0.100000
Training Epoch: 2 [42240/45000]	Loss: 2.1232	LR: 0.100000
Training Epoch: 2 [42496/45000]	Loss: 2.1002	LR: 0.100000
Training Epoch: 2 [42752/45000]	Loss: 2.2333	LR: 0.100000
Training Epoch: 2 [43008/45000]	Loss: 2.0107	LR: 0.100000
Training Epoch: 2 [43264/45000]	Loss: 2.0200	LR: 0.100000
Training Epoch: 2 [43520/45000]	Loss: 2.2472	LR: 0.100000
Training Epoch: 2 [43776/45000]	Loss: 2.1939	LR: 0.100000
Training Epoch: 2 [44032/45000]	Loss: 2.2200	LR: 0.100000
Training Epoch: 2 [44288/45000]	Loss: 2.1567	LR: 0.100000
Training Epoch: 2 [44544/45000]	Loss: 2.0796	LR: 0.100000
Training Epoch: 2 [44800/45000]	Loss: 2.0589	LR: 0.100000
Training Epoch: 2 [45000/45000]	Loss: 2.1720	LR: 0.100000
Epoch 2 - Average Train Loss: 2.1683, Train Accuracy: 0.3270
Epoch 2 training time consumed: 26.76s
Evaluating Network.....
Test set: Epoch: 2, Average loss: 0.0085, Accuracy: 0.3474, Time consumed:0.91s
Saving weights file to checkpoint/retrain/ResNet18/Sunday_13_July_2025_19h_14m_57s/ResNet18-Cifar20-seed7-ret100-2-best.pth
Training Epoch: 3 [256/45000]	Loss: 2.0254	LR: 0.100000
Training Epoch: 3 [512/45000]	Loss: 2.0767	LR: 0.100000
Training Epoch: 3 [768/45000]	Loss: 1.8802	LR: 0.100000
Training Epoch: 3 [1024/45000]	Loss: 2.1684	LR: 0.100000
Training Epoch: 3 [1280/45000]	Loss: 1.9157	LR: 0.100000
Training Epoch: 3 [1536/45000]	Loss: 2.1127	LR: 0.100000
Training Epoch: 3 [1792/45000]	Loss: 2.0313	LR: 0.100000
Training Epoch: 3 [2048/45000]	Loss: 1.9861	LR: 0.100000
Training Epoch: 3 [2304/45000]	Loss: 1.9479	LR: 0.100000
Training Epoch: 3 [2560/45000]	Loss: 1.8829	LR: 0.100000
Training Epoch: 3 [2816/45000]	Loss: 2.0658	LR: 0.100000
Training Epoch: 3 [3072/45000]	Loss: 2.0323	LR: 0.100000
Training Epoch: 3 [3328/45000]	Loss: 1.9959	LR: 0.100000
Training Epoch: 3 [3584/45000]	Loss: 2.1362	LR: 0.100000
Training Epoch: 3 [3840/45000]	Loss: 1.9909	LR: 0.100000
Training Epoch: 3 [4096/45000]	Loss: 1.8802	LR: 0.100000
Training Epoch: 3 [4352/45000]	Loss: 1.9544	LR: 0.100000
Training Epoch: 3 [4608/45000]	Loss: 1.8634	LR: 0.100000
Training Epoch: 3 [4864/45000]	Loss: 1.8344	LR: 0.100000
Training Epoch: 3 [5120/45000]	Loss: 2.0953	LR: 0.100000
Training Epoch: 3 [5376/45000]	Loss: 1.9354	LR: 0.100000
Training Epoch: 3 [5632/45000]	Loss: 2.0435	LR: 0.100000
Training Epoch: 3 [5888/45000]	Loss: 2.0857	LR: 0.100000
Training Epoch: 3 [6144/45000]	Loss: 2.0784	LR: 0.100000
Training Epoch: 3 [6400/45000]	Loss: 1.9738	LR: 0.100000
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Training Epoch: 3 [6912/45000]	Loss: 1.8938	LR: 0.100000
Training Epoch: 3 [7168/45000]	Loss: 2.0906	LR: 0.100000
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Training Epoch: 3 [7680/45000]	Loss: 2.0390	LR: 0.100000
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Training Epoch: 3 [11264/45000]	Loss: 1.7924	LR: 0.100000
Training Epoch: 3 [11520/45000]	Loss: 1.9450	LR: 0.100000
Training Epoch: 3 [11776/45000]	Loss: 2.0388	LR: 0.100000
Training Epoch: 3 [12032/45000]	Loss: 2.0086	LR: 0.100000
Training Epoch: 3 [12288/45000]	Loss: 2.0111	LR: 0.100000
Training Epoch: 3 [12544/45000]	Loss: 1.9828	LR: 0.100000
Training Epoch: 3 [12800/45000]	Loss: 1.8885	LR: 0.100000
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Training Epoch: 3 [16896/45000]	Loss: 1.9707	LR: 0.100000
Training Epoch: 3 [17152/45000]	Loss: 1.9684	LR: 0.100000
Training Epoch: 3 [17408/45000]	Loss: 1.9531	LR: 0.100000
Training Epoch: 3 [17664/45000]	Loss: 2.0351	LR: 0.100000
Training Epoch: 3 [17920/45000]	Loss: 1.8962	LR: 0.100000
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Training Epoch: 3 [18432/45000]	Loss: 1.9946	LR: 0.100000
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Training Epoch: 3 [19200/45000]	Loss: 1.8161	LR: 0.100000
Training Epoch: 3 [19456/45000]	Loss: 1.9125	LR: 0.100000
Training Epoch: 3 [19712/45000]	Loss: 2.0019	LR: 0.100000
Training Epoch: 3 [19968/45000]	Loss: 1.9759	LR: 0.100000
Training Epoch: 3 [20224/45000]	Loss: 1.9640	LR: 0.100000
Training Epoch: 3 [20480/45000]	Loss: 2.0615	LR: 0.100000
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Training Epoch: 3 [22016/45000]	Loss: 1.8505	LR: 0.100000
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Training Epoch: 3 [24832/45000]	Loss: 1.9330	LR: 0.100000
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Training Epoch: 3 [25600/45000]	Loss: 1.8986	LR: 0.100000
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Training Epoch: 3 [26368/45000]	Loss: 1.9139	LR: 0.100000
Training Epoch: 3 [26624/45000]	Loss: 1.8290	LR: 0.100000
Training Epoch: 3 [26880/45000]	Loss: 1.9464	LR: 0.100000
Training Epoch: 3 [27136/45000]	Loss: 2.0385	LR: 0.100000
Training Epoch: 3 [27392/45000]	Loss: 1.8431	LR: 0.100000
Training Epoch: 3 [27648/45000]	Loss: 2.0092	LR: 0.100000
Training Epoch: 3 [27904/45000]	Loss: 1.7850	LR: 0.100000
Training Epoch: 3 [28160/45000]	Loss: 2.0953	LR: 0.100000
Training Epoch: 3 [28416/45000]	Loss: 1.7372	LR: 0.100000
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Training Epoch: 3 [28928/45000]	Loss: 1.8478	LR: 0.100000
Training Epoch: 3 [29184/45000]	Loss: 1.8223	LR: 0.100000
Training Epoch: 3 [29440/45000]	Loss: 1.9873	LR: 0.100000
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Training Epoch: 3 [29952/45000]	Loss: 1.8681	LR: 0.100000
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Training Epoch: 3 [32256/45000]	Loss: 1.9415	LR: 0.100000
Training Epoch: 3 [32512/45000]	Loss: 1.9007	LR: 0.100000
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Training Epoch: 3 [35840/45000]	Loss: 1.8757	LR: 0.100000
Training Epoch: 3 [36096/45000]	Loss: 1.8568	LR: 0.100000
Training Epoch: 3 [36352/45000]	Loss: 1.8745	LR: 0.100000
Training Epoch: 3 [36608/45000]	Loss: 1.8341	LR: 0.100000
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Training Epoch: 3 [37120/45000]	Loss: 1.7846	LR: 0.100000
Training Epoch: 3 [37376/45000]	Loss: 1.8848	LR: 0.100000
Training Epoch: 3 [37632/45000]	Loss: 1.8173	LR: 0.100000
Training Epoch: 3 [37888/45000]	Loss: 1.8084	LR: 0.100000
Training Epoch: 3 [38144/45000]	Loss: 1.8630	LR: 0.100000
Training Epoch: 3 [38400/45000]	Loss: 1.8505	LR: 0.100000
Training Epoch: 3 [38656/45000]	Loss: 1.7995	LR: 0.100000
Training Epoch: 3 [38912/45000]	Loss: 1.9056	LR: 0.100000
Training Epoch: 3 [39168/45000]	Loss: 1.8878	LR: 0.100000
Training Epoch: 3 [39424/45000]	Loss: 2.2084	LR: 0.100000
Training Epoch: 3 [39680/45000]	Loss: 1.9436	LR: 0.100000
Training Epoch: 3 [39936/45000]	Loss: 1.8622	LR: 0.100000
Training Epoch: 3 [40192/45000]	Loss: 2.0309	LR: 0.100000
Training Epoch: 3 [40448/45000]	Loss: 1.8218	LR: 0.100000
Training Epoch: 3 [40704/45000]	Loss: 1.8590	LR: 0.100000
Training Epoch: 3 [40960/45000]	Loss: 1.8521	LR: 0.100000
Training Epoch: 3 [41216/45000]	Loss: 1.7786	LR: 0.100000
Training Epoch: 3 [41472/45000]	Loss: 1.8902	LR: 0.100000
Training Epoch: 3 [41728/45000]	Loss: 1.7397	LR: 0.100000
Training Epoch: 3 [41984/45000]	Loss: 1.7067	LR: 0.100000
Training Epoch: 3 [42240/45000]	Loss: 1.9621	LR: 0.100000
Training Epoch: 3 [42496/45000]	Loss: 1.8123	LR: 0.100000
Training Epoch: 3 [42752/45000]	Loss: 1.8054	LR: 0.100000
Training Epoch: 3 [43008/45000]	Loss: 1.9272	LR: 0.100000
Training Epoch: 3 [43264/45000]	Loss: 1.8269	LR: 0.100000
Training Epoch: 3 [43520/45000]	Loss: 1.7602	LR: 0.100000
Training Epoch: 3 [43776/45000]	Loss: 1.9063	LR: 0.100000
Training Epoch: 3 [44032/45000]	Loss: 1.8290	LR: 0.100000
Training Epoch: 3 [44288/45000]	Loss: 1.8245	LR: 0.100000
Training Epoch: 3 [44544/45000]	Loss: 1.7583	LR: 0.100000
Training Epoch: 3 [44800/45000]	Loss: 1.9520	LR: 0.100000
Training Epoch: 3 [45000/45000]	Loss: 1.8832	LR: 0.100000
Epoch 3 - Average Train Loss: 1.9352, Train Accuracy: 0.3914
Epoch 3 training time consumed: 26.59s
Evaluating Network.....
Test set: Epoch: 3, Average loss: 0.0081, Accuracy: 0.3909, Time consumed:0.90s
Saving weights file to checkpoint/retrain/ResNet18/Sunday_13_July_2025_19h_14m_57s/ResNet18-Cifar20-seed7-ret100-3-best.pth
Training Epoch: 4 [256/45000]	Loss: 1.7991	LR: 0.100000
Training Epoch: 4 [512/45000]	Loss: 1.7480	LR: 0.100000
Training Epoch: 4 [768/45000]	Loss: 1.7837	LR: 0.100000
Training Epoch: 4 [1024/45000]	Loss: 1.8603	LR: 0.100000
Training Epoch: 4 [1280/45000]	Loss: 1.9382	LR: 0.100000
Training Epoch: 4 [1536/45000]	Loss: 1.6626	LR: 0.100000
Training Epoch: 4 [1792/45000]	Loss: 1.8467	LR: 0.100000
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Training Epoch: 4 [39168/45000]	Loss: 1.7661	LR: 0.100000
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Training Epoch: 4 [40448/45000]	Loss: 1.7529	LR: 0.100000
Training Epoch: 4 [40704/45000]	Loss: 1.5496	LR: 0.100000
Training Epoch: 4 [40960/45000]	Loss: 1.8433	LR: 0.100000
Training Epoch: 4 [41216/45000]	Loss: 1.7401	LR: 0.100000
Training Epoch: 4 [41472/45000]	Loss: 1.6917	LR: 0.100000
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Training Epoch: 4 [42240/45000]	Loss: 1.5832	LR: 0.100000
Training Epoch: 4 [42496/45000]	Loss: 1.8775	LR: 0.100000
Training Epoch: 4 [42752/45000]	Loss: 1.6643	LR: 0.100000
Training Epoch: 4 [43008/45000]	Loss: 1.6753	LR: 0.100000
Training Epoch: 4 [43264/45000]	Loss: 1.7648	LR: 0.100000
Training Epoch: 4 [43520/45000]	Loss: 1.5342	LR: 0.100000
Training Epoch: 4 [43776/45000]	Loss: 1.6975	LR: 0.100000
Training Epoch: 4 [44032/45000]	Loss: 1.7349	LR: 0.100000
Training Epoch: 4 [44288/45000]	Loss: 1.6223	LR: 0.100000
Training Epoch: 4 [44544/45000]	Loss: 1.7564	LR: 0.100000
Training Epoch: 4 [44800/45000]	Loss: 1.5765	LR: 0.100000
Training Epoch: 4 [45000/45000]	Loss: 1.7892	LR: 0.100000
Epoch 4 - Average Train Loss: 1.7315, Train Accuracy: 0.4515
Epoch 4 training time consumed: 26.79s
Evaluating Network.....
Test set: Epoch: 4, Average loss: 0.0076, Accuracy: 0.4344, Time consumed:0.90s
Saving weights file to checkpoint/retrain/ResNet18/Sunday_13_July_2025_19h_14m_57s/ResNet18-Cifar20-seed7-ret100-4-best.pth
Training Epoch: 5 [256/45000]	Loss: 1.5388	LR: 0.100000
Training Epoch: 5 [512/45000]	Loss: 1.6188	LR: 0.100000
Training Epoch: 5 [768/45000]	Loss: 1.5903	LR: 0.100000
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Training Epoch: 5 [1536/45000]	Loss: 1.5362	LR: 0.100000
Training Epoch: 5 [1792/45000]	Loss: 1.6268	LR: 0.100000
Training Epoch: 5 [2048/45000]	Loss: 1.6622	LR: 0.100000
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Training Epoch: 5 [2560/45000]	Loss: 1.5944	LR: 0.100000
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Training Epoch: 5 [4608/45000]	Loss: 1.6104	LR: 0.100000
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Training Epoch: 5 [32256/45000]	Loss: 1.5840	LR: 0.100000
Training Epoch: 5 [32512/45000]	Loss: 1.4923	LR: 0.100000
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Training Epoch: 5 [35584/45000]	Loss: 1.5889	LR: 0.100000
Training Epoch: 5 [35840/45000]	Loss: 1.5204	LR: 0.100000
Training Epoch: 5 [36096/45000]	Loss: 1.4620	LR: 0.100000
Training Epoch: 5 [36352/45000]	Loss: 1.4534	LR: 0.100000
Training Epoch: 5 [36608/45000]	Loss: 1.5798	LR: 0.100000
Training Epoch: 5 [36864/45000]	Loss: 1.5836	LR: 0.100000
Training Epoch: 5 [37120/45000]	Loss: 1.4195	LR: 0.100000
Training Epoch: 5 [37376/45000]	Loss: 1.5913	LR: 0.100000
Training Epoch: 5 [37632/45000]	Loss: 1.5844	LR: 0.100000
Training Epoch: 5 [37888/45000]	Loss: 1.4093	LR: 0.100000
Training Epoch: 5 [38144/45000]	Loss: 1.3781	LR: 0.100000
Training Epoch: 5 [38400/45000]	Loss: 1.3486	LR: 0.100000
Training Epoch: 5 [38656/45000]	Loss: 1.3781	LR: 0.100000
Training Epoch: 5 [38912/45000]	Loss: 1.4828	LR: 0.100000
Training Epoch: 5 [39168/45000]	Loss: 1.6229	LR: 0.100000
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Training Epoch: 5 [39680/45000]	Loss: 1.5306	LR: 0.100000
Training Epoch: 5 [39936/45000]	Loss: 1.4081	LR: 0.100000
Training Epoch: 5 [40192/45000]	Loss: 1.5926	LR: 0.100000
Training Epoch: 5 [40448/45000]	Loss: 1.4937	LR: 0.100000
Training Epoch: 5 [40704/45000]	Loss: 1.5935	LR: 0.100000
Training Epoch: 5 [40960/45000]	Loss: 1.5526	LR: 0.100000
Training Epoch: 5 [41216/45000]	Loss: 1.5863	LR: 0.100000
Training Epoch: 5 [41472/45000]	Loss: 1.5510	LR: 0.100000
Training Epoch: 5 [41728/45000]	Loss: 1.6025	LR: 0.100000
Training Epoch: 5 [41984/45000]	Loss: 1.6270	LR: 0.100000
Training Epoch: 5 [42240/45000]	Loss: 1.3957	LR: 0.100000
Training Epoch: 5 [42496/45000]	Loss: 1.4972	LR: 0.100000
Training Epoch: 5 [42752/45000]	Loss: 1.5566	LR: 0.100000
Training Epoch: 5 [43008/45000]	Loss: 1.5506	LR: 0.100000
Training Epoch: 5 [43264/45000]	Loss: 1.4714	LR: 0.100000
Training Epoch: 5 [43520/45000]	Loss: 1.4363	LR: 0.100000
Training Epoch: 5 [43776/45000]	Loss: 1.6410	LR: 0.100000
Training Epoch: 5 [44032/45000]	Loss: 1.5105	LR: 0.100000
Training Epoch: 5 [44288/45000]	Loss: 1.4167	LR: 0.100000
Training Epoch: 5 [44544/45000]	Loss: 1.5432	LR: 0.100000
Training Epoch: 5 [44800/45000]	Loss: 1.3819	LR: 0.100000
Training Epoch: 5 [45000/45000]	Loss: 1.4740	LR: 0.100000
Epoch 5 - Average Train Loss: 1.5595, Train Accuracy: 0.5031
Epoch 5 training time consumed: 26.64s
Evaluating Network.....
Test set: Epoch: 5, Average loss: 0.0078, Accuracy: 0.4285, Time consumed:0.88s
Training Epoch: 6 [256/45000]	Loss: 1.4283	LR: 0.100000
Training Epoch: 6 [512/45000]	Loss: 1.5825	LR: 0.100000
Training Epoch: 6 [768/45000]	Loss: 1.5009	LR: 0.100000
Training Epoch: 6 [1024/45000]	Loss: 1.2413	LR: 0.100000
Training Epoch: 6 [1280/45000]	Loss: 1.5670	LR: 0.100000
Training Epoch: 6 [1536/45000]	Loss: 1.4067	LR: 0.100000
Training Epoch: 6 [1792/45000]	Loss: 1.3077	LR: 0.100000
Training Epoch: 6 [2048/45000]	Loss: 1.3320	LR: 0.100000
Training Epoch: 6 [2304/45000]	Loss: 1.5014	LR: 0.100000
Training Epoch: 6 [2560/45000]	Loss: 1.4915	LR: 0.100000
Training Epoch: 6 [2816/45000]	Loss: 1.4389	LR: 0.100000
Training Epoch: 6 [3072/45000]	Loss: 1.4730	LR: 0.100000
Training Epoch: 6 [3328/45000]	Loss: 1.3740	LR: 0.100000
Training Epoch: 6 [3584/45000]	Loss: 1.5979	LR: 0.100000
Training Epoch: 6 [3840/45000]	Loss: 1.4329	LR: 0.100000
Training Epoch: 6 [4096/45000]	Loss: 1.3087	LR: 0.100000
Training Epoch: 6 [4352/45000]	Loss: 1.3229	LR: 0.100000
Training Epoch: 6 [4608/45000]	Loss: 1.3567	LR: 0.100000
Training Epoch: 6 [4864/45000]	Loss: 1.5199	LR: 0.100000
Training Epoch: 6 [5120/45000]	Loss: 1.4148	LR: 0.100000
Training Epoch: 6 [5376/45000]	Loss: 1.3715	LR: 0.100000
Training Epoch: 6 [5632/45000]	Loss: 1.3699	LR: 0.100000
Training Epoch: 6 [5888/45000]	Loss: 1.4243	LR: 0.100000
Training Epoch: 6 [6144/45000]	Loss: 1.3079	LR: 0.100000
Training Epoch: 6 [6400/45000]	Loss: 1.4652	LR: 0.100000
Training Epoch: 6 [6656/45000]	Loss: 1.3954	LR: 0.100000
Training Epoch: 6 [6912/45000]	Loss: 1.5341	LR: 0.100000
Training Epoch: 6 [7168/45000]	Loss: 1.4715	LR: 0.100000
Training Epoch: 6 [7424/45000]	Loss: 1.5609	LR: 0.100000
Training Epoch: 6 [7680/45000]	Loss: 1.5627	LR: 0.100000
Training Epoch: 6 [7936/45000]	Loss: 1.5399	LR: 0.100000
Training Epoch: 6 [8192/45000]	Loss: 1.4128	LR: 0.100000
Training Epoch: 6 [8448/45000]	Loss: 1.5254	LR: 0.100000
Training Epoch: 6 [8704/45000]	Loss: 1.5151	LR: 0.100000
Training Epoch: 6 [8960/45000]	Loss: 1.4645	LR: 0.100000
Training Epoch: 6 [9216/45000]	Loss: 1.4838	LR: 0.100000
Training Epoch: 6 [9472/45000]	Loss: 1.5085	LR: 0.100000
Training Epoch: 6 [9728/45000]	Loss: 1.6445	LR: 0.100000
Training Epoch: 6 [9984/45000]	Loss: 1.3832	LR: 0.100000
Training Epoch: 6 [10240/45000]	Loss: 1.4848	LR: 0.100000
Training Epoch: 6 [10496/45000]	Loss: 1.2540	LR: 0.100000
Training Epoch: 6 [10752/45000]	Loss: 1.3472	LR: 0.100000
Training Epoch: 6 [11008/45000]	Loss: 1.5380	LR: 0.100000
Training Epoch: 6 [11264/45000]	Loss: 1.4942	LR: 0.100000
Training Epoch: 6 [11520/45000]	Loss: 1.2731	LR: 0.100000
Training Epoch: 6 [11776/45000]	Loss: 1.5466	LR: 0.100000
Training Epoch: 6 [12032/45000]	Loss: 1.5087	LR: 0.100000
Training Epoch: 6 [12288/45000]	Loss: 1.3664	LR: 0.100000
Training Epoch: 6 [12544/45000]	Loss: 1.5029	LR: 0.100000
Training Epoch: 6 [12800/45000]	Loss: 1.4691	LR: 0.100000
Training Epoch: 6 [13056/45000]	Loss: 1.3949	LR: 0.100000
Training Epoch: 6 [13312/45000]	Loss: 1.5471	LR: 0.100000
Training Epoch: 6 [13568/45000]	Loss: 1.3023	LR: 0.100000
Training Epoch: 6 [13824/45000]	Loss: 1.4766	LR: 0.100000
Training Epoch: 6 [14080/45000]	Loss: 1.3788	LR: 0.100000
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Training Epoch: 6 [15360/45000]	Loss: 1.4662	LR: 0.100000
Training Epoch: 6 [15616/45000]	Loss: 1.3971	LR: 0.100000
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Training Epoch: 6 [16128/45000]	Loss: 1.3981	LR: 0.100000
Training Epoch: 6 [16384/45000]	Loss: 1.2811	LR: 0.100000
Training Epoch: 6 [16640/45000]	Loss: 1.3377	LR: 0.100000
Training Epoch: 6 [16896/45000]	Loss: 1.7334	LR: 0.100000
Training Epoch: 6 [17152/45000]	Loss: 1.3088	LR: 0.100000
Training Epoch: 6 [17408/45000]	Loss: 1.4117	LR: 0.100000
Training Epoch: 6 [17664/45000]	Loss: 1.3654	LR: 0.100000
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Training Epoch: 6 [18688/45000]	Loss: 1.3372	LR: 0.100000
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Training Epoch: 6 [19712/45000]	Loss: 1.4309	LR: 0.100000
Training Epoch: 6 [19968/45000]	Loss: 1.4580	LR: 0.100000
Training Epoch: 6 [20224/45000]	Loss: 1.4532	LR: 0.100000
Training Epoch: 6 [20480/45000]	Loss: 1.5497	LR: 0.100000
Training Epoch: 6 [20736/45000]	Loss: 1.4468	LR: 0.100000
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Training Epoch: 6 [27904/45000]	Loss: 1.5342	LR: 0.100000
Training Epoch: 6 [28160/45000]	Loss: 1.5699	LR: 0.100000
Training Epoch: 6 [28416/45000]	Loss: 1.3515	LR: 0.100000
Training Epoch: 6 [28672/45000]	Loss: 1.4808	LR: 0.100000
Training Epoch: 6 [28928/45000]	Loss: 1.4308	LR: 0.100000
Training Epoch: 6 [29184/45000]	Loss: 1.3242	LR: 0.100000
Training Epoch: 6 [29440/45000]	Loss: 1.3868	LR: 0.100000
Training Epoch: 6 [29696/45000]	Loss: 1.3989	LR: 0.100000
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Training Epoch: 6 [35840/45000]	Loss: 1.4920	LR: 0.100000
Training Epoch: 6 [36096/45000]	Loss: 1.5033	LR: 0.100000
Training Epoch: 6 [36352/45000]	Loss: 1.5350	LR: 0.100000
Training Epoch: 6 [36608/45000]	Loss: 1.4239	LR: 0.100000
Training Epoch: 6 [36864/45000]	Loss: 1.4832	LR: 0.100000
Training Epoch: 6 [37120/45000]	Loss: 1.3800	LR: 0.100000
Training Epoch: 6 [37376/45000]	Loss: 1.3453	LR: 0.100000
Training Epoch: 6 [37632/45000]	Loss: 1.3266	LR: 0.100000
Training Epoch: 6 [37888/45000]	Loss: 1.4670	LR: 0.100000
Training Epoch: 6 [38144/45000]	Loss: 1.5187	LR: 0.100000
Training Epoch: 6 [38400/45000]	Loss: 1.3963	LR: 0.100000
Training Epoch: 6 [38656/45000]	Loss: 1.4612	LR: 0.100000
Training Epoch: 6 [38912/45000]	Loss: 1.3842	LR: 0.100000
Training Epoch: 6 [39168/45000]	Loss: 1.3350	LR: 0.100000
Training Epoch: 6 [39424/45000]	Loss: 1.3232	LR: 0.100000
Training Epoch: 6 [39680/45000]	Loss: 1.3984	LR: 0.100000
Training Epoch: 6 [39936/45000]	Loss: 1.4028	LR: 0.100000
Training Epoch: 6 [40192/45000]	Loss: 1.2865	LR: 0.100000
Training Epoch: 6 [40448/45000]	Loss: 1.2150	LR: 0.100000
Training Epoch: 6 [40704/45000]	Loss: 1.2945	LR: 0.100000
Training Epoch: 6 [40960/45000]	Loss: 1.2480	LR: 0.100000
Training Epoch: 6 [41216/45000]	Loss: 1.3555	LR: 0.100000
Training Epoch: 6 [41472/45000]	Loss: 1.2253	LR: 0.100000
Training Epoch: 6 [41728/45000]	Loss: 1.2961	LR: 0.100000
Training Epoch: 6 [41984/45000]	Loss: 1.5127	LR: 0.100000
Training Epoch: 6 [42240/45000]	Loss: 1.3930	LR: 0.100000
Training Epoch: 6 [42496/45000]	Loss: 1.3151	LR: 0.100000
Training Epoch: 6 [42752/45000]	Loss: 1.4271	LR: 0.100000
Training Epoch: 6 [43008/45000]	Loss: 1.2534	LR: 0.100000
Training Epoch: 6 [43264/45000]	Loss: 1.4497	LR: 0.100000
Training Epoch: 6 [43520/45000]	Loss: 1.5010	LR: 0.100000
Training Epoch: 6 [43776/45000]	Loss: 1.4806	LR: 0.100000
Training Epoch: 6 [44032/45000]	Loss: 1.4613	LR: 0.100000
Training Epoch: 6 [44288/45000]	Loss: 1.4111	LR: 0.100000
Training Epoch: 6 [44544/45000]	Loss: 1.2334	LR: 0.100000
Training Epoch: 6 [44800/45000]	Loss: 1.3391	LR: 0.100000
Training Epoch: 6 [45000/45000]	Loss: 1.3106	LR: 0.100000
Epoch 6 - Average Train Loss: 1.4232, Train Accuracy: 0.5440
Epoch 6 training time consumed: 26.61s
Evaluating Network.....
Test set: Epoch: 6, Average loss: 0.0055, Accuracy: 0.5576, Time consumed:0.92s
Saving weights file to checkpoint/retrain/ResNet18/Sunday_13_July_2025_19h_14m_57s/ResNet18-Cifar20-seed7-ret100-6-best.pth
Training Epoch: 7 [256/45000]	Loss: 1.2844	LR: 0.100000
Training Epoch: 7 [512/45000]	Loss: 1.3799	LR: 0.100000
Training Epoch: 7 [768/45000]	Loss: 1.3587	LR: 0.100000
Training Epoch: 7 [1024/45000]	Loss: 1.3674	LR: 0.100000
Training Epoch: 7 [1280/45000]	Loss: 1.4213	LR: 0.100000
Training Epoch: 7 [1536/45000]	Loss: 1.2803	LR: 0.100000
Training Epoch: 7 [1792/45000]	Loss: 1.2957	LR: 0.100000
Training Epoch: 7 [2048/45000]	Loss: 1.2551	LR: 0.100000
Training Epoch: 7 [2304/45000]	Loss: 1.2427	LR: 0.100000
Training Epoch: 7 [2560/45000]	Loss: 1.3496	LR: 0.100000
Training Epoch: 7 [2816/45000]	Loss: 1.3495	LR: 0.100000
Training Epoch: 7 [3072/45000]	Loss: 1.3525	LR: 0.100000
Training Epoch: 7 [3328/45000]	Loss: 1.3253	LR: 0.100000
Training Epoch: 7 [3584/45000]	Loss: 1.4260	LR: 0.100000
Training Epoch: 7 [3840/45000]	Loss: 1.4711	LR: 0.100000
Training Epoch: 7 [4096/45000]	Loss: 1.3607	LR: 0.100000
Training Epoch: 7 [4352/45000]	Loss: 1.4453	LR: 0.100000
Training Epoch: 7 [4608/45000]	Loss: 1.3513	LR: 0.100000
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Training Epoch: 7 [5120/45000]	Loss: 1.2666	LR: 0.100000
Training Epoch: 7 [5376/45000]	Loss: 1.4520	LR: 0.100000
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Training Epoch: 7 [16128/45000]	Loss: 1.3963	LR: 0.100000
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Training Epoch: 7 [16896/45000]	Loss: 1.2950	LR: 0.100000
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Training Epoch: 7 [17408/45000]	Loss: 1.2305	LR: 0.100000
Training Epoch: 7 [17664/45000]	Loss: 1.3400	LR: 0.100000
Training Epoch: 7 [17920/45000]	Loss: 1.2135	LR: 0.100000
Training Epoch: 7 [18176/45000]	Loss: 1.3122	LR: 0.100000
Training Epoch: 7 [18432/45000]	Loss: 1.4304	LR: 0.100000
Training Epoch: 7 [18688/45000]	Loss: 1.3178	LR: 0.100000
Training Epoch: 7 [18944/45000]	Loss: 1.2161	LR: 0.100000
Training Epoch: 7 [19200/45000]	Loss: 1.2919	LR: 0.100000
Training Epoch: 7 [19456/45000]	Loss: 1.4288	LR: 0.100000
Training Epoch: 7 [19712/45000]	Loss: 1.3447	LR: 0.100000
Training Epoch: 7 [19968/45000]	Loss: 1.3316	LR: 0.100000
Training Epoch: 7 [20224/45000]	Loss: 1.2546	LR: 0.100000
Training Epoch: 7 [20480/45000]	Loss: 1.1584	LR: 0.100000
Training Epoch: 7 [20736/45000]	Loss: 1.4967	LR: 0.100000
Training Epoch: 7 [20992/45000]	Loss: 1.3215	LR: 0.100000
Training Epoch: 7 [21248/45000]	Loss: 1.2307	LR: 0.100000
Training Epoch: 7 [21504/45000]	Loss: 1.3446	LR: 0.100000
Training Epoch: 7 [21760/45000]	Loss: 1.3617	LR: 0.100000
Training Epoch: 7 [22016/45000]	Loss: 1.3128	LR: 0.100000
Training Epoch: 7 [22272/45000]	Loss: 1.3997	LR: 0.100000
Training Epoch: 7 [22528/45000]	Loss: 1.3438	LR: 0.100000
Training Epoch: 7 [22784/45000]	Loss: 1.3484	LR: 0.100000
Training Epoch: 7 [23040/45000]	Loss: 1.2319	LR: 0.100000
Training Epoch: 7 [23296/45000]	Loss: 1.2490	LR: 0.100000
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Training Epoch: 7 [24320/45000]	Loss: 1.2813	LR: 0.100000
Training Epoch: 7 [24576/45000]	Loss: 1.3701	LR: 0.100000
Training Epoch: 7 [24832/45000]	Loss: 1.4626	LR: 0.100000
Training Epoch: 7 [25088/45000]	Loss: 1.2696	LR: 0.100000
Training Epoch: 7 [25344/45000]	Loss: 1.2265	LR: 0.100000
Training Epoch: 7 [25600/45000]	Loss: 1.1673	LR: 0.100000
Training Epoch: 7 [25856/45000]	Loss: 1.2905	LR: 0.100000
Training Epoch: 7 [26112/45000]	Loss: 1.2207	LR: 0.100000
Training Epoch: 7 [26368/45000]	Loss: 1.3285	LR: 0.100000
Training Epoch: 7 [26624/45000]	Loss: 1.3207	LR: 0.100000
Training Epoch: 7 [26880/45000]	Loss: 1.1384	LR: 0.100000
Training Epoch: 7 [27136/45000]	Loss: 1.3607	LR: 0.100000
Training Epoch: 7 [27392/45000]	Loss: 1.2460	LR: 0.100000
Training Epoch: 7 [27648/45000]	Loss: 1.2163	LR: 0.100000
Training Epoch: 7 [27904/45000]	Loss: 1.1573	LR: 0.100000
Training Epoch: 7 [28160/45000]	Loss: 1.3933	LR: 0.100000
Training Epoch: 7 [28416/45000]	Loss: 1.3126	LR: 0.100000
Training Epoch: 7 [28672/45000]	Loss: 1.2764	LR: 0.100000
Training Epoch: 7 [28928/45000]	Loss: 1.2315	LR: 0.100000
Training Epoch: 7 [29184/45000]	Loss: 1.2133	LR: 0.100000
Training Epoch: 7 [29440/45000]	Loss: 1.3705	LR: 0.100000
Training Epoch: 7 [29696/45000]	Loss: 1.3282	LR: 0.100000
Training Epoch: 7 [29952/45000]	Loss: 1.2635	LR: 0.100000
Training Epoch: 7 [30208/45000]	Loss: 1.2480	LR: 0.100000
Training Epoch: 7 [30464/45000]	Loss: 1.1516	LR: 0.100000
Training Epoch: 7 [30720/45000]	Loss: 1.2736	LR: 0.100000
Training Epoch: 7 [30976/45000]	Loss: 1.2411	LR: 0.100000
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Training Epoch: 7 [32000/45000]	Loss: 1.3340	LR: 0.100000
Training Epoch: 7 [32256/45000]	Loss: 1.2612	LR: 0.100000
Training Epoch: 7 [32512/45000]	Loss: 1.2806	LR: 0.100000
Training Epoch: 7 [32768/45000]	Loss: 1.2947	LR: 0.100000
Training Epoch: 7 [33024/45000]	Loss: 1.3020	LR: 0.100000
Training Epoch: 7 [33280/45000]	Loss: 1.3052	LR: 0.100000
Training Epoch: 7 [33536/45000]	Loss: 1.3595	LR: 0.100000
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Training Epoch: 7 [34304/45000]	Loss: 1.3621	LR: 0.100000
Training Epoch: 7 [34560/45000]	Loss: 1.3383	LR: 0.100000
Training Epoch: 7 [34816/45000]	Loss: 1.2562	LR: 0.100000
Training Epoch: 7 [35072/45000]	Loss: 1.1351	LR: 0.100000
Training Epoch: 7 [35328/45000]	Loss: 1.1584	LR: 0.100000
Training Epoch: 7 [35584/45000]	Loss: 1.3250	LR: 0.100000
Training Epoch: 7 [35840/45000]	Loss: 1.3406	LR: 0.100000
Training Epoch: 7 [36096/45000]	Loss: 1.2436	LR: 0.100000
Training Epoch: 7 [36352/45000]	Loss: 1.2692	LR: 0.100000
Training Epoch: 7 [36608/45000]	Loss: 1.2696	LR: 0.100000
Training Epoch: 7 [36864/45000]	Loss: 1.2645	LR: 0.100000
Training Epoch: 7 [37120/45000]	Loss: 1.2545	LR: 0.100000
Training Epoch: 7 [37376/45000]	Loss: 1.2193	LR: 0.100000
Training Epoch: 7 [37632/45000]	Loss: 1.2637	LR: 0.100000
Training Epoch: 7 [37888/45000]	Loss: 1.3184	LR: 0.100000
Training Epoch: 7 [38144/45000]	Loss: 1.2633	LR: 0.100000
Training Epoch: 7 [38400/45000]	Loss: 1.2734	LR: 0.100000
Training Epoch: 7 [38656/45000]	Loss: 1.3418	LR: 0.100000
Training Epoch: 7 [38912/45000]	Loss: 1.4399	LR: 0.100000
Training Epoch: 7 [39168/45000]	Loss: 1.4100	LR: 0.100000
Training Epoch: 7 [39424/45000]	Loss: 1.3468	LR: 0.100000
Training Epoch: 7 [39680/45000]	Loss: 1.3706	LR: 0.100000
Training Epoch: 7 [39936/45000]	Loss: 1.3812	LR: 0.100000
Training Epoch: 7 [40192/45000]	Loss: 1.4024	LR: 0.100000
Training Epoch: 7 [40448/45000]	Loss: 1.3104	LR: 0.100000
Training Epoch: 7 [40704/45000]	Loss: 1.2777	LR: 0.100000
Training Epoch: 7 [40960/45000]	Loss: 1.2412	LR: 0.100000
Training Epoch: 7 [41216/45000]	Loss: 1.3054	LR: 0.100000
Training Epoch: 7 [41472/45000]	Loss: 1.3274	LR: 0.100000
Training Epoch: 7 [41728/45000]	Loss: 1.2320	LR: 0.100000
Training Epoch: 7 [41984/45000]	Loss: 1.2668	LR: 0.100000
Training Epoch: 7 [42240/45000]	Loss: 1.3758	LR: 0.100000
Training Epoch: 7 [42496/45000]	Loss: 1.2084	LR: 0.100000
Training Epoch: 7 [42752/45000]	Loss: 1.0444	LR: 0.100000
Training Epoch: 7 [43008/45000]	Loss: 1.0565	LR: 0.100000
Training Epoch: 7 [43264/45000]	Loss: 1.4358	LR: 0.100000
Training Epoch: 7 [43520/45000]	Loss: 1.3959	LR: 0.100000
Training Epoch: 7 [43776/45000]	Loss: 1.1977	LR: 0.100000
Training Epoch: 7 [44032/45000]	Loss: 1.4433	LR: 0.100000
Training Epoch: 7 [44288/45000]	Loss: 1.1454	LR: 0.100000
Training Epoch: 7 [44544/45000]	Loss: 1.3018	LR: 0.100000
Training Epoch: 7 [44800/45000]	Loss: 1.4369	LR: 0.100000
Training Epoch: 7 [45000/45000]	Loss: 1.3549	LR: 0.100000
Epoch 7 - Average Train Loss: 1.3109, Train Accuracy: 0.5779
Epoch 7 training time consumed: 26.63s
Evaluating Network.....
Test set: Epoch: 7, Average loss: 0.0071, Accuracy: 0.4831, Time consumed:0.95s
Training Epoch: 8 [256/45000]	Loss: 1.2744	LR: 0.100000
Training Epoch: 8 [512/45000]	Loss: 1.3063	LR: 0.100000
Training Epoch: 8 [768/45000]	Loss: 1.2693	LR: 0.100000
Training Epoch: 8 [1024/45000]	Loss: 1.2667	LR: 0.100000
Training Epoch: 8 [1280/45000]	Loss: 1.1849	LR: 0.100000
Training Epoch: 8 [1536/45000]	Loss: 1.2635	LR: 0.100000
Training Epoch: 8 [1792/45000]	Loss: 1.2916	LR: 0.100000
Training Epoch: 8 [2048/45000]	Loss: 1.1672	LR: 0.100000
Training Epoch: 8 [2304/45000]	Loss: 1.3355	LR: 0.100000
Training Epoch: 8 [2560/45000]	Loss: 1.2432	LR: 0.100000
Training Epoch: 8 [2816/45000]	Loss: 1.2609	LR: 0.100000
Training Epoch: 8 [3072/45000]	Loss: 1.2661	LR: 0.100000
Training Epoch: 8 [3328/45000]	Loss: 1.2612	LR: 0.100000
Training Epoch: 8 [3584/45000]	Loss: 1.2752	LR: 0.100000
Training Epoch: 8 [3840/45000]	Loss: 1.2888	LR: 0.100000
Training Epoch: 8 [4096/45000]	Loss: 1.1811	LR: 0.100000
Training Epoch: 8 [4352/45000]	Loss: 1.1995	LR: 0.100000
Training Epoch: 8 [4608/45000]	Loss: 1.2633	LR: 0.100000
Training Epoch: 8 [4864/45000]	Loss: 1.2328	LR: 0.100000
Training Epoch: 8 [5120/45000]	Loss: 1.2541	LR: 0.100000
Training Epoch: 8 [5376/45000]	Loss: 1.1569	LR: 0.100000
Training Epoch: 8 [5632/45000]	Loss: 1.1349	LR: 0.100000
Training Epoch: 8 [5888/45000]	Loss: 1.2605	LR: 0.100000
Training Epoch: 8 [6144/45000]	Loss: 1.1868	LR: 0.100000
Training Epoch: 8 [6400/45000]	Loss: 1.2893	LR: 0.100000
Training Epoch: 8 [6656/45000]	Loss: 1.2398	LR: 0.100000
Training Epoch: 8 [6912/45000]	Loss: 1.1963	LR: 0.100000
Training Epoch: 8 [7168/45000]	Loss: 1.2365	LR: 0.100000
Training Epoch: 8 [7424/45000]	Loss: 1.1674	LR: 0.100000
Training Epoch: 8 [7680/45000]	Loss: 1.1800	LR: 0.100000
Training Epoch: 8 [7936/45000]	Loss: 1.1661	LR: 0.100000
Training Epoch: 8 [8192/45000]	Loss: 1.0933	LR: 0.100000
Training Epoch: 8 [8448/45000]	Loss: 1.1121	LR: 0.100000
Training Epoch: 8 [8704/45000]	Loss: 1.2014	LR: 0.100000
Training Epoch: 8 [8960/45000]	Loss: 1.2201	LR: 0.100000
Training Epoch: 8 [9216/45000]	Loss: 1.0402	LR: 0.100000
Training Epoch: 8 [9472/45000]	Loss: 1.0713	LR: 0.100000
Training Epoch: 8 [9728/45000]	Loss: 1.2331	LR: 0.100000
Training Epoch: 8 [9984/45000]	Loss: 1.1589	LR: 0.100000
Training Epoch: 8 [10240/45000]	Loss: 1.1206	LR: 0.100000
Training Epoch: 8 [10496/45000]	Loss: 1.2185	LR: 0.100000
Training Epoch: 8 [10752/45000]	Loss: 1.4153	LR: 0.100000
Training Epoch: 8 [11008/45000]	Loss: 1.1701	LR: 0.100000
Training Epoch: 8 [11264/45000]	Loss: 1.1871	LR: 0.100000
Training Epoch: 8 [11520/45000]	Loss: 1.2832	LR: 0.100000
Training Epoch: 8 [11776/45000]	Loss: 1.2530	LR: 0.100000
Training Epoch: 8 [12032/45000]	Loss: 1.2073	LR: 0.100000
Training Epoch: 8 [12288/45000]	Loss: 1.2761	LR: 0.100000
Training Epoch: 8 [12544/45000]	Loss: 1.2093	LR: 0.100000
Training Epoch: 8 [12800/45000]	Loss: 1.1857	LR: 0.100000
Training Epoch: 8 [13056/45000]	Loss: 1.2341	LR: 0.100000
Training Epoch: 8 [13312/45000]	Loss: 1.3008	LR: 0.100000
Training Epoch: 8 [13568/45000]	Loss: 1.4867	LR: 0.100000
Training Epoch: 8 [13824/45000]	Loss: 1.3326	LR: 0.100000
Training Epoch: 8 [14080/45000]	Loss: 1.1460	LR: 0.100000
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Training Epoch: 8 [14592/45000]	Loss: 1.2885	LR: 0.100000
Training Epoch: 8 [14848/45000]	Loss: 1.4332	LR: 0.100000
Training Epoch: 8 [15104/45000]	Loss: 1.2406	LR: 0.100000
Training Epoch: 8 [15360/45000]	Loss: 1.2492	LR: 0.100000
Training Epoch: 8 [15616/45000]	Loss: 1.1464	LR: 0.100000
Training Epoch: 8 [15872/45000]	Loss: 1.1715	LR: 0.100000
Training Epoch: 8 [16128/45000]	Loss: 1.3025	LR: 0.100000
Training Epoch: 8 [16384/45000]	Loss: 1.1483	LR: 0.100000
Training Epoch: 8 [16640/45000]	Loss: 1.2967	LR: 0.100000
Training Epoch: 8 [16896/45000]	Loss: 1.1905	LR: 0.100000
Training Epoch: 8 [17152/45000]	Loss: 1.2113	LR: 0.100000
Training Epoch: 8 [17408/45000]	Loss: 1.1967	LR: 0.100000
Training Epoch: 8 [17664/45000]	Loss: 1.2462	LR: 0.100000
Training Epoch: 8 [17920/45000]	Loss: 1.2339	LR: 0.100000
Training Epoch: 8 [18176/45000]	Loss: 1.2635	LR: 0.100000
Training Epoch: 8 [18432/45000]	Loss: 1.0952	LR: 0.100000
Training Epoch: 8 [18688/45000]	Loss: 1.2146	LR: 0.100000
Training Epoch: 8 [18944/45000]	Loss: 1.2233	LR: 0.100000
Training Epoch: 8 [19200/45000]	Loss: 1.2435	LR: 0.100000
Training Epoch: 8 [19456/45000]	Loss: 1.1831	LR: 0.100000
Training Epoch: 8 [19712/45000]	Loss: 1.2458	LR: 0.100000
Training Epoch: 8 [19968/45000]	Loss: 1.3067	LR: 0.100000
Training Epoch: 8 [20224/45000]	Loss: 1.3117	LR: 0.100000
Training Epoch: 8 [20480/45000]	Loss: 1.2690	LR: 0.100000
Training Epoch: 8 [20736/45000]	Loss: 1.1112	LR: 0.100000
Training Epoch: 8 [20992/45000]	Loss: 1.2756	LR: 0.100000
Training Epoch: 8 [21248/45000]	Loss: 1.2749	LR: 0.100000
Training Epoch: 8 [21504/45000]	Loss: 1.2001	LR: 0.100000
Training Epoch: 8 [21760/45000]	Loss: 1.2413	LR: 0.100000
Training Epoch: 8 [22016/45000]	Loss: 1.3669	LR: 0.100000
Training Epoch: 8 [22272/45000]	Loss: 1.2864	LR: 0.100000
Training Epoch: 8 [22528/45000]	Loss: 1.2549	LR: 0.100000
Training Epoch: 8 [22784/45000]	Loss: 1.3102	LR: 0.100000
Training Epoch: 8 [23040/45000]	Loss: 1.1679	LR: 0.100000
Training Epoch: 8 [23296/45000]	Loss: 1.1284	LR: 0.100000
Training Epoch: 8 [23552/45000]	Loss: 1.2103	LR: 0.100000
Training Epoch: 8 [23808/45000]	Loss: 1.3241	LR: 0.100000
Training Epoch: 8 [24064/45000]	Loss: 1.4726	LR: 0.100000
Training Epoch: 8 [24320/45000]	Loss: 1.2818	LR: 0.100000
Training Epoch: 8 [24576/45000]	Loss: 1.2808	LR: 0.100000
Training Epoch: 8 [24832/45000]	Loss: 1.2423	LR: 0.100000
Training Epoch: 8 [25088/45000]	Loss: 1.2687	LR: 0.100000
Training Epoch: 8 [25344/45000]	Loss: 1.1730	LR: 0.100000
Training Epoch: 8 [25600/45000]	Loss: 1.3368	LR: 0.100000
Training Epoch: 8 [25856/45000]	Loss: 1.1191	LR: 0.100000
Training Epoch: 8 [26112/45000]	Loss: 1.1830	LR: 0.100000
Training Epoch: 8 [26368/45000]	Loss: 1.2798	LR: 0.100000
Training Epoch: 8 [26624/45000]	Loss: 1.3495	LR: 0.100000
Training Epoch: 8 [26880/45000]	Loss: 1.1975	LR: 0.100000
Training Epoch: 8 [27136/45000]	Loss: 1.3487	LR: 0.100000
Training Epoch: 8 [27392/45000]	Loss: 1.1890	LR: 0.100000
Training Epoch: 8 [27648/45000]	Loss: 1.1720	LR: 0.100000
Training Epoch: 8 [27904/45000]	Loss: 1.1302	LR: 0.100000
Training Epoch: 8 [28160/45000]	Loss: 1.2129	LR: 0.100000
Training Epoch: 8 [28416/45000]	Loss: 1.2025	LR: 0.100000
Training Epoch: 8 [28672/45000]	Loss: 1.2990	LR: 0.100000
Training Epoch: 8 [28928/45000]	Loss: 1.2319	LR: 0.100000
Training Epoch: 8 [29184/45000]	Loss: 1.1569	LR: 0.100000
Training Epoch: 8 [29440/45000]	Loss: 1.1709	LR: 0.100000
Training Epoch: 8 [29696/45000]	Loss: 1.1102	LR: 0.100000
Training Epoch: 8 [29952/45000]	Loss: 1.2387	LR: 0.100000
Training Epoch: 8 [30208/45000]	Loss: 1.1317	LR: 0.100000
Training Epoch: 8 [30464/45000]	Loss: 1.2348	LR: 0.100000
Training Epoch: 8 [30720/45000]	Loss: 1.2783	LR: 0.100000
Training Epoch: 8 [30976/45000]	Loss: 1.1815	LR: 0.100000
Training Epoch: 8 [31232/45000]	Loss: 1.2341	LR: 0.100000
Training Epoch: 8 [31488/45000]	Loss: 1.2885	LR: 0.100000
Training Epoch: 8 [31744/45000]	Loss: 1.2933	LR: 0.100000
Training Epoch: 8 [32000/45000]	Loss: 1.2981	LR: 0.100000
Training Epoch: 8 [32256/45000]	Loss: 1.0079	LR: 0.100000
Training Epoch: 8 [32512/45000]	Loss: 1.2247	LR: 0.100000
Training Epoch: 8 [32768/45000]	Loss: 1.3068	LR: 0.100000
Training Epoch: 8 [33024/45000]	Loss: 1.0541	LR: 0.100000
Training Epoch: 8 [33280/45000]	Loss: 1.2551	LR: 0.100000
Training Epoch: 8 [33536/45000]	Loss: 1.1847	LR: 0.100000
Training Epoch: 8 [33792/45000]	Loss: 1.3543	LR: 0.100000
Training Epoch: 8 [34048/45000]	Loss: 1.1667	LR: 0.100000
Training Epoch: 8 [34304/45000]	Loss: 1.1830	LR: 0.100000
Training Epoch: 8 [34560/45000]	Loss: 1.2739	LR: 0.100000
Training Epoch: 8 [34816/45000]	Loss: 1.2750	LR: 0.100000
Training Epoch: 8 [35072/45000]	Loss: 1.2478	LR: 0.100000
Training Epoch: 8 [35328/45000]	Loss: 1.0603	LR: 0.100000
Training Epoch: 8 [35584/45000]	Loss: 1.1924	LR: 0.100000
Training Epoch: 8 [35840/45000]	Loss: 1.1539	LR: 0.100000
Training Epoch: 8 [36096/45000]	Loss: 1.1697	LR: 0.100000
Training Epoch: 8 [36352/45000]	Loss: 1.1233	LR: 0.100000
Training Epoch: 8 [36608/45000]	Loss: 1.0751	LR: 0.100000
Training Epoch: 8 [36864/45000]	Loss: 1.1950	LR: 0.100000
Training Epoch: 8 [37120/45000]	Loss: 1.3354	LR: 0.100000
Training Epoch: 8 [37376/45000]	Loss: 1.1193	LR: 0.100000
Training Epoch: 8 [37632/45000]	Loss: 1.3154	LR: 0.100000
Training Epoch: 8 [37888/45000]	Loss: 1.0864	LR: 0.100000
Training Epoch: 8 [38144/45000]	Loss: 1.1418	LR: 0.100000
Training Epoch: 8 [38400/45000]	Loss: 1.1308	LR: 0.100000
Training Epoch: 8 [38656/45000]	Loss: 1.1908	LR: 0.100000
Training Epoch: 8 [38912/45000]	Loss: 1.2705	LR: 0.100000
Training Epoch: 8 [39168/45000]	Loss: 1.1283	LR: 0.100000
Training Epoch: 8 [39424/45000]	Loss: 1.2627	LR: 0.100000
Training Epoch: 8 [39680/45000]	Loss: 1.1210	LR: 0.100000
Training Epoch: 8 [39936/45000]	Loss: 1.1667	LR: 0.100000
Training Epoch: 8 [40192/45000]	Loss: 1.0999	LR: 0.100000
Training Epoch: 8 [40448/45000]	Loss: 1.4415	LR: 0.100000
Training Epoch: 8 [40704/45000]	Loss: 1.2850	LR: 0.100000
Training Epoch: 8 [40960/45000]	Loss: 1.1893	LR: 0.100000
Training Epoch: 8 [41216/45000]	Loss: 1.2366	LR: 0.100000
Training Epoch: 8 [41472/45000]	Loss: 1.1296	LR: 0.100000
Training Epoch: 8 [41728/45000]	Loss: 1.1687	LR: 0.100000
Training Epoch: 8 [41984/45000]	Loss: 1.1424	LR: 0.100000
Training Epoch: 8 [42240/45000]	Loss: 1.1652	LR: 0.100000
Training Epoch: 8 [42496/45000]	Loss: 1.1423	LR: 0.100000
Training Epoch: 8 [42752/45000]	Loss: 1.3711	LR: 0.100000
Training Epoch: 8 [43008/45000]	Loss: 1.1334	LR: 0.100000
Training Epoch: 8 [43264/45000]	Loss: 1.1365	LR: 0.100000
Training Epoch: 8 [43520/45000]	Loss: 1.2594	LR: 0.100000
Training Epoch: 8 [43776/45000]	Loss: 1.1194	LR: 0.100000
Training Epoch: 8 [44032/45000]	Loss: 0.9823	LR: 0.100000
Training Epoch: 8 [44288/45000]	Loss: 1.1280	LR: 0.100000
Training Epoch: 8 [44544/45000]	Loss: 1.3218	LR: 0.100000
Training Epoch: 8 [44800/45000]	Loss: 1.2762	LR: 0.100000
Training Epoch: 8 [45000/45000]	Loss: 1.1741	LR: 0.100000
Epoch 8 - Average Train Loss: 1.2199, Train Accuracy: 0.6070
Epoch 8 training time consumed: 26.67s
Evaluating Network.....
Test set: Epoch: 8, Average loss: 0.0059, Accuracy: 0.5582, Time consumed:0.96s
Saving weights file to checkpoint/retrain/ResNet18/Sunday_13_July_2025_19h_14m_57s/ResNet18-Cifar20-seed7-ret100-8-best.pth
Training Epoch: 9 [256/45000]	Loss: 1.2216	LR: 0.100000
Training Epoch: 9 [512/45000]	Loss: 1.0734	LR: 0.100000
Training Epoch: 9 [768/45000]	Loss: 1.1320	LR: 0.100000
Training Epoch: 9 [1024/45000]	Loss: 1.3298	LR: 0.100000
Training Epoch: 9 [1280/45000]	Loss: 1.1577	LR: 0.100000
Training Epoch: 9 [1536/45000]	Loss: 1.1242	LR: 0.100000
Training Epoch: 9 [1792/45000]	Loss: 1.1443	LR: 0.100000
Training Epoch: 9 [2048/45000]	Loss: 1.2216	LR: 0.100000
Training Epoch: 9 [2304/45000]	Loss: 1.1374	LR: 0.100000
Training Epoch: 9 [2560/45000]	Loss: 1.2693	LR: 0.100000
Training Epoch: 9 [2816/45000]	Loss: 1.1954	LR: 0.100000
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Training Epoch: 9 [45000/45000]	Loss: 1.1375	LR: 0.100000
Epoch 9 - Average Train Loss: 1.1374, Train Accuracy: 0.6341
Epoch 9 training time consumed: 26.68s
Evaluating Network.....
Test set: Epoch: 9, Average loss: 0.0049, Accuracy: 0.6118, Time consumed:0.91s
Saving weights file to checkpoint/retrain/ResNet18/Sunday_13_July_2025_19h_14m_57s/ResNet18-Cifar20-seed7-ret100-9-best.pth
Training Epoch: 10 [256/45000]	Loss: 1.1226	LR: 0.100000
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Training Epoch: 10 [768/45000]	Loss: 1.0262	LR: 0.100000
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Training Epoch: 10 [1536/45000]	Loss: 1.1486	LR: 0.100000
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Training Epoch: 10 [33536/45000]	Loss: 0.9961	LR: 0.100000
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Training Epoch: 10 [37376/45000]	Loss: 1.1128	LR: 0.100000
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Training Epoch: 10 [40448/45000]	Loss: 1.0970	LR: 0.100000
Training Epoch: 10 [40704/45000]	Loss: 1.0354	LR: 0.100000
Training Epoch: 10 [40960/45000]	Loss: 1.0318	LR: 0.100000
Training Epoch: 10 [41216/45000]	Loss: 1.0007	LR: 0.100000
Training Epoch: 10 [41472/45000]	Loss: 1.1131	LR: 0.100000
Training Epoch: 10 [41728/45000]	Loss: 1.1654	LR: 0.100000
Training Epoch: 10 [41984/45000]	Loss: 1.1522	LR: 0.100000
Training Epoch: 10 [42240/45000]	Loss: 1.0551	LR: 0.100000
Training Epoch: 10 [42496/45000]	Loss: 1.1467	LR: 0.100000
Training Epoch: 10 [42752/45000]	Loss: 0.9312	LR: 0.100000
Training Epoch: 10 [43008/45000]	Loss: 1.1766	LR: 0.100000
Training Epoch: 10 [43264/45000]	Loss: 1.1208	LR: 0.100000
Training Epoch: 10 [43520/45000]	Loss: 1.1213	LR: 0.100000
Training Epoch: 10 [43776/45000]	Loss: 1.1384	LR: 0.100000
Training Epoch: 10 [44032/45000]	Loss: 1.0156	LR: 0.100000
Training Epoch: 10 [44288/45000]	Loss: 1.1567	LR: 0.100000
Training Epoch: 10 [44544/45000]	Loss: 0.9559	LR: 0.100000
Training Epoch: 10 [44800/45000]	Loss: 1.0672	LR: 0.100000
Training Epoch: 10 [45000/45000]	Loss: 1.0041	LR: 0.100000
Epoch 10 - Average Train Loss: 1.0781, Train Accuracy: 0.6508
Epoch 10 training time consumed: 26.60s
Evaluating Network.....
Test set: Epoch: 10, Average loss: 0.0048, Accuracy: 0.6262, Time consumed:0.94s
Saving weights file to checkpoint/retrain/ResNet18/Sunday_13_July_2025_19h_14m_57s/ResNet18-Cifar20-seed7-ret100-10-best.pth
Training Epoch: 11 [256/45000]	Loss: 0.9756	LR: 0.100000
Training Epoch: 11 [512/45000]	Loss: 1.0519	LR: 0.100000
Training Epoch: 11 [768/45000]	Loss: 0.9210	LR: 0.100000
Training Epoch: 11 [1024/45000]	Loss: 1.0316	LR: 0.100000
Training Epoch: 11 [1280/45000]	Loss: 0.9813	LR: 0.100000
Training Epoch: 11 [1536/45000]	Loss: 0.9366	LR: 0.100000
Training Epoch: 11 [1792/45000]	Loss: 0.9723	LR: 0.100000
Training Epoch: 11 [2048/45000]	Loss: 1.0497	LR: 0.100000
Training Epoch: 11 [2304/45000]	Loss: 1.1391	LR: 0.100000
Training Epoch: 11 [2560/45000]	Loss: 0.9595	LR: 0.100000
Training Epoch: 11 [2816/45000]	Loss: 0.9299	LR: 0.100000
Training Epoch: 11 [3072/45000]	Loss: 1.1510	LR: 0.100000
Training Epoch: 11 [3328/45000]	Loss: 1.0415	LR: 0.100000
Training Epoch: 11 [3584/45000]	Loss: 1.0833	LR: 0.100000
Training Epoch: 11 [3840/45000]	Loss: 1.0491	LR: 0.100000
Training Epoch: 11 [4096/45000]	Loss: 0.9963	LR: 0.100000
Training Epoch: 11 [4352/45000]	Loss: 1.0634	LR: 0.100000
Training Epoch: 11 [4608/45000]	Loss: 1.0744	LR: 0.100000
Training Epoch: 11 [4864/45000]	Loss: 1.0265	LR: 0.100000
Training Epoch: 11 [5120/45000]	Loss: 0.9091	LR: 0.100000
Training Epoch: 11 [5376/45000]	Loss: 1.0708	LR: 0.100000
Training Epoch: 11 [5632/45000]	Loss: 0.9961	LR: 0.100000
Training Epoch: 11 [5888/45000]	Loss: 0.9398	LR: 0.100000
Training Epoch: 11 [6144/45000]	Loss: 0.9412	LR: 0.100000
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Training Epoch: 11 [6656/45000]	Loss: 1.0507	LR: 0.100000
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Training Epoch: 11 [8448/45000]	Loss: 1.0153	LR: 0.100000
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Training Epoch: 11 [9984/45000]	Loss: 0.9770	LR: 0.100000
Training Epoch: 11 [10240/45000]	Loss: 1.0552	LR: 0.100000
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Training Epoch: 11 [37376/45000]	Loss: 1.0420	LR: 0.100000
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Training Epoch: 11 [38400/45000]	Loss: 0.9047	LR: 0.100000
Training Epoch: 11 [38656/45000]	Loss: 0.9680	LR: 0.100000
Training Epoch: 11 [38912/45000]	Loss: 1.0774	LR: 0.100000
Training Epoch: 11 [39168/45000]	Loss: 1.0751	LR: 0.100000
Training Epoch: 11 [39424/45000]	Loss: 1.0995	LR: 0.100000
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Training Epoch: 11 [40192/45000]	Loss: 0.9075	LR: 0.100000
Training Epoch: 11 [40448/45000]	Loss: 1.0522	LR: 0.100000
Training Epoch: 11 [40704/45000]	Loss: 1.2152	LR: 0.100000
Training Epoch: 11 [40960/45000]	Loss: 1.0401	LR: 0.100000
Training Epoch: 11 [41216/45000]	Loss: 1.0158	LR: 0.100000
Training Epoch: 11 [41472/45000]	Loss: 1.1271	LR: 0.100000
Training Epoch: 11 [41728/45000]	Loss: 1.1920	LR: 0.100000
Training Epoch: 11 [41984/45000]	Loss: 1.0282	LR: 0.100000
Training Epoch: 11 [42240/45000]	Loss: 1.0755	LR: 0.100000
Training Epoch: 11 [42496/45000]	Loss: 1.1471	LR: 0.100000
Training Epoch: 11 [42752/45000]	Loss: 1.0436	LR: 0.100000
Training Epoch: 11 [43008/45000]	Loss: 1.0936	LR: 0.100000
Training Epoch: 11 [43264/45000]	Loss: 1.0581	LR: 0.100000
Training Epoch: 11 [43520/45000]	Loss: 1.1227	LR: 0.100000
Training Epoch: 11 [43776/45000]	Loss: 0.8884	LR: 0.100000
Training Epoch: 11 [44032/45000]	Loss: 0.9919	LR: 0.100000
Training Epoch: 11 [44288/45000]	Loss: 1.0472	LR: 0.100000
Training Epoch: 11 [44544/45000]	Loss: 0.9696	LR: 0.100000
Training Epoch: 11 [44800/45000]	Loss: 0.9972	LR: 0.100000
Training Epoch: 11 [45000/45000]	Loss: 1.1896	LR: 0.100000
Epoch 11 - Average Train Loss: 1.0256, Train Accuracy: 0.6678
Epoch 11 training time consumed: 26.81s
Evaluating Network.....
Test set: Epoch: 11, Average loss: 0.0045, Accuracy: 0.6439, Time consumed:0.94s
Saving weights file to checkpoint/retrain/ResNet18/Sunday_13_July_2025_19h_14m_57s/ResNet18-Cifar20-seed7-ret100-11-best.pth
Training Epoch: 12 [256/45000]	Loss: 0.9616	LR: 0.100000
Training Epoch: 12 [512/45000]	Loss: 0.9070	LR: 0.100000
Training Epoch: 12 [768/45000]	Loss: 0.9721	LR: 0.100000
Training Epoch: 12 [1024/45000]	Loss: 0.9268	LR: 0.100000
Training Epoch: 12 [1280/45000]	Loss: 0.9356	LR: 0.100000
Training Epoch: 12 [1536/45000]	Loss: 0.9112	LR: 0.100000
Training Epoch: 12 [1792/45000]	Loss: 0.9772	LR: 0.100000
Training Epoch: 12 [2048/45000]	Loss: 0.9082	LR: 0.100000
Training Epoch: 12 [2304/45000]	Loss: 0.9481	LR: 0.100000
Training Epoch: 12 [2560/45000]	Loss: 1.0458	LR: 0.100000
Training Epoch: 12 [2816/45000]	Loss: 1.1070	LR: 0.100000
Training Epoch: 12 [3072/45000]	Loss: 0.9295	LR: 0.100000
Training Epoch: 12 [3328/45000]	Loss: 0.9462	LR: 0.100000
Training Epoch: 12 [3584/45000]	Loss: 0.8303	LR: 0.100000
Training Epoch: 12 [3840/45000]	Loss: 1.0316	LR: 0.100000
Training Epoch: 12 [4096/45000]	Loss: 0.9600	LR: 0.100000
Training Epoch: 12 [4352/45000]	Loss: 0.9309	LR: 0.100000
Training Epoch: 12 [4608/45000]	Loss: 1.0057	LR: 0.100000
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Training Epoch: 12 [5120/45000]	Loss: 0.9740	LR: 0.100000
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Training Epoch: 12 [16896/45000]	Loss: 0.9762	LR: 0.100000
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Training Epoch: 12 [18176/45000]	Loss: 0.9606	LR: 0.100000
Training Epoch: 12 [18432/45000]	Loss: 0.9821	LR: 0.100000
Training Epoch: 12 [18688/45000]	Loss: 0.9482	LR: 0.100000
Training Epoch: 12 [18944/45000]	Loss: 0.9294	LR: 0.100000
Training Epoch: 12 [19200/45000]	Loss: 0.8677	LR: 0.100000
Training Epoch: 12 [19456/45000]	Loss: 0.9660	LR: 0.100000
Training Epoch: 12 [19712/45000]	Loss: 1.0311	LR: 0.100000
Training Epoch: 12 [19968/45000]	Loss: 0.9206	LR: 0.100000
Training Epoch: 12 [20224/45000]	Loss: 1.0170	LR: 0.100000
Training Epoch: 12 [20480/45000]	Loss: 0.9806	LR: 0.100000
Training Epoch: 12 [20736/45000]	Loss: 0.9944	LR: 0.100000
Training Epoch: 12 [20992/45000]	Loss: 1.0135	LR: 0.100000
Training Epoch: 12 [21248/45000]	Loss: 0.9373	LR: 0.100000
Training Epoch: 12 [21504/45000]	Loss: 0.9800	LR: 0.100000
Training Epoch: 12 [21760/45000]	Loss: 0.9444	LR: 0.100000
Training Epoch: 12 [22016/45000]	Loss: 1.0723	LR: 0.100000
Training Epoch: 12 [22272/45000]	Loss: 1.0077	LR: 0.100000
Training Epoch: 12 [22528/45000]	Loss: 0.9529	LR: 0.100000
Training Epoch: 12 [22784/45000]	Loss: 0.8987	LR: 0.100000
Training Epoch: 12 [23040/45000]	Loss: 0.9716	LR: 0.100000
Training Epoch: 12 [23296/45000]	Loss: 0.9628	LR: 0.100000
Training Epoch: 12 [23552/45000]	Loss: 1.0396	LR: 0.100000
Training Epoch: 12 [23808/45000]	Loss: 1.0064	LR: 0.100000
Training Epoch: 12 [24064/45000]	Loss: 1.1691	LR: 0.100000
Training Epoch: 12 [24320/45000]	Loss: 1.0124	LR: 0.100000
Training Epoch: 12 [24576/45000]	Loss: 1.0010	LR: 0.100000
Training Epoch: 12 [24832/45000]	Loss: 1.0496	LR: 0.100000
Training Epoch: 12 [25088/45000]	Loss: 0.7964	LR: 0.100000
Training Epoch: 12 [25344/45000]	Loss: 1.0455	LR: 0.100000
Training Epoch: 12 [25600/45000]	Loss: 0.9728	LR: 0.100000
Training Epoch: 12 [25856/45000]	Loss: 1.0696	LR: 0.100000
Training Epoch: 12 [26112/45000]	Loss: 1.0576	LR: 0.100000
Training Epoch: 12 [26368/45000]	Loss: 1.0121	LR: 0.100000
Training Epoch: 12 [26624/45000]	Loss: 0.9399	LR: 0.100000
Training Epoch: 12 [26880/45000]	Loss: 0.9840	LR: 0.100000
Training Epoch: 12 [27136/45000]	Loss: 1.0511	LR: 0.100000
Training Epoch: 12 [27392/45000]	Loss: 0.9023	LR: 0.100000
Training Epoch: 12 [27648/45000]	Loss: 0.9360	LR: 0.100000
Training Epoch: 12 [27904/45000]	Loss: 1.0372	LR: 0.100000
Training Epoch: 12 [28160/45000]	Loss: 1.0979	LR: 0.100000
Training Epoch: 12 [28416/45000]	Loss: 0.9881	LR: 0.100000
Training Epoch: 12 [28672/45000]	Loss: 0.9724	LR: 0.100000
Training Epoch: 12 [28928/45000]	Loss: 0.9266	LR: 0.100000
Training Epoch: 12 [29184/45000]	Loss: 1.0087	LR: 0.100000
Training Epoch: 12 [29440/45000]	Loss: 0.9853	LR: 0.100000
Training Epoch: 12 [29696/45000]	Loss: 0.9934	LR: 0.100000
Training Epoch: 12 [29952/45000]	Loss: 0.8259	LR: 0.100000
Training Epoch: 12 [30208/45000]	Loss: 1.0452	LR: 0.100000
Training Epoch: 12 [30464/45000]	Loss: 0.8753	LR: 0.100000
Training Epoch: 12 [30720/45000]	Loss: 1.0634	LR: 0.100000
Training Epoch: 12 [30976/45000]	Loss: 0.9076	LR: 0.100000
Training Epoch: 12 [31232/45000]	Loss: 0.9794	LR: 0.100000
Training Epoch: 12 [31488/45000]	Loss: 0.9529	LR: 0.100000
Training Epoch: 12 [31744/45000]	Loss: 1.0478	LR: 0.100000
Training Epoch: 12 [32000/45000]	Loss: 0.8659	LR: 0.100000
Training Epoch: 12 [32256/45000]	Loss: 0.9274	LR: 0.100000
Training Epoch: 12 [32512/45000]	Loss: 0.8631	LR: 0.100000
Training Epoch: 12 [32768/45000]	Loss: 1.1199	LR: 0.100000
Training Epoch: 12 [33024/45000]	Loss: 0.9751	LR: 0.100000
Training Epoch: 12 [33280/45000]	Loss: 0.9862	LR: 0.100000
Training Epoch: 12 [33536/45000]	Loss: 1.1478	LR: 0.100000
Training Epoch: 12 [33792/45000]	Loss: 0.9486	LR: 0.100000
Training Epoch: 12 [34048/45000]	Loss: 1.0751	LR: 0.100000
Training Epoch: 12 [34304/45000]	Loss: 0.9338	LR: 0.100000
Training Epoch: 12 [34560/45000]	Loss: 0.9949	LR: 0.100000
Training Epoch: 12 [34816/45000]	Loss: 1.0303	LR: 0.100000
Training Epoch: 12 [35072/45000]	Loss: 1.0829	LR: 0.100000
Training Epoch: 12 [35328/45000]	Loss: 0.9873	LR: 0.100000
Training Epoch: 12 [35584/45000]	Loss: 0.9125	LR: 0.100000
Training Epoch: 12 [35840/45000]	Loss: 0.9564	LR: 0.100000
Training Epoch: 12 [36096/45000]	Loss: 0.9257	LR: 0.100000
Training Epoch: 12 [36352/45000]	Loss: 0.9204	LR: 0.100000
Training Epoch: 12 [36608/45000]	Loss: 1.0514	LR: 0.100000
Training Epoch: 12 [36864/45000]	Loss: 1.0177	LR: 0.100000
Training Epoch: 12 [37120/45000]	Loss: 1.0421	LR: 0.100000
Training Epoch: 12 [37376/45000]	Loss: 0.9260	LR: 0.100000
Training Epoch: 12 [37632/45000]	Loss: 0.9232	LR: 0.100000
Training Epoch: 12 [37888/45000]	Loss: 1.0104	LR: 0.100000
Training Epoch: 12 [38144/45000]	Loss: 0.9468	LR: 0.100000
Training Epoch: 12 [38400/45000]	Loss: 0.9783	LR: 0.100000
Training Epoch: 12 [38656/45000]	Loss: 1.0514	LR: 0.100000
Training Epoch: 12 [38912/45000]	Loss: 0.9799	LR: 0.100000
Training Epoch: 12 [39168/45000]	Loss: 1.0920	LR: 0.100000
Training Epoch: 12 [39424/45000]	Loss: 0.8967	LR: 0.100000
Training Epoch: 12 [39680/45000]	Loss: 0.9899	LR: 0.100000
Training Epoch: 12 [39936/45000]	Loss: 1.0946	LR: 0.100000
Training Epoch: 12 [40192/45000]	Loss: 0.9183	LR: 0.100000
Training Epoch: 12 [40448/45000]	Loss: 0.9967	LR: 0.100000
Training Epoch: 12 [40704/45000]	Loss: 0.9969	LR: 0.100000
Training Epoch: 12 [40960/45000]	Loss: 0.9402	LR: 0.100000
Training Epoch: 12 [41216/45000]	Loss: 1.0166	LR: 0.100000
Training Epoch: 12 [41472/45000]	Loss: 0.8248	LR: 0.100000
Training Epoch: 12 [41728/45000]	Loss: 1.0507	LR: 0.100000
Training Epoch: 12 [41984/45000]	Loss: 0.8375	LR: 0.100000
Training Epoch: 12 [42240/45000]	Loss: 0.9930	LR: 0.100000
Training Epoch: 12 [42496/45000]	Loss: 0.9871	LR: 0.100000
Training Epoch: 12 [42752/45000]	Loss: 0.9488	LR: 0.100000
Training Epoch: 12 [43008/45000]	Loss: 1.0627	LR: 0.100000
Training Epoch: 12 [43264/45000]	Loss: 1.0034	LR: 0.100000
Training Epoch: 12 [43520/45000]	Loss: 0.8704	LR: 0.100000
Training Epoch: 12 [43776/45000]	Loss: 1.0132	LR: 0.100000
Training Epoch: 12 [44032/45000]	Loss: 0.9687	LR: 0.100000
Training Epoch: 12 [44288/45000]	Loss: 0.9396	LR: 0.100000
Training Epoch: 12 [44544/45000]	Loss: 0.9693	LR: 0.100000
Training Epoch: 12 [44800/45000]	Loss: 0.8921	LR: 0.100000
Training Epoch: 12 [45000/45000]	Loss: 0.9341	LR: 0.100000
Epoch 12 - Average Train Loss: 0.9750, Train Accuracy: 0.6818
Epoch 12 training time consumed: 26.66s
Evaluating Network.....
Test set: Epoch: 12, Average loss: 0.0046, Accuracy: 0.6430, Time consumed:0.94s
Training Epoch: 13 [256/45000]	Loss: 0.9926	LR: 0.100000
Training Epoch: 13 [512/45000]	Loss: 0.9674	LR: 0.100000
Training Epoch: 13 [768/45000]	Loss: 1.1236	LR: 0.100000
Training Epoch: 13 [1024/45000]	Loss: 1.0199	LR: 0.100000
Training Epoch: 13 [1280/45000]	Loss: 0.9042	LR: 0.100000
Training Epoch: 13 [1536/45000]	Loss: 0.8925	LR: 0.100000
Training Epoch: 13 [1792/45000]	Loss: 0.9435	LR: 0.100000
Training Epoch: 13 [2048/45000]	Loss: 1.0062	LR: 0.100000
Training Epoch: 13 [2304/45000]	Loss: 0.8839	LR: 0.100000
Training Epoch: 13 [2560/45000]	Loss: 0.8890	LR: 0.100000
Training Epoch: 13 [2816/45000]	Loss: 0.7109	LR: 0.100000
Training Epoch: 13 [3072/45000]	Loss: 1.0333	LR: 0.100000
Training Epoch: 13 [3328/45000]	Loss: 0.8909	LR: 0.100000
Training Epoch: 13 [3584/45000]	Loss: 0.8353	LR: 0.100000
Training Epoch: 13 [3840/45000]	Loss: 0.8778	LR: 0.100000
Training Epoch: 13 [4096/45000]	Loss: 0.8218	LR: 0.100000
Training Epoch: 13 [4352/45000]	Loss: 0.9107	LR: 0.100000
Training Epoch: 13 [4608/45000]	Loss: 0.8148	LR: 0.100000
Training Epoch: 13 [4864/45000]	Loss: 0.9264	LR: 0.100000
Training Epoch: 13 [5120/45000]	Loss: 0.9967	LR: 0.100000
Training Epoch: 13 [5376/45000]	Loss: 0.9296	LR: 0.100000
Training Epoch: 13 [5632/45000]	Loss: 0.9169	LR: 0.100000
Training Epoch: 13 [5888/45000]	Loss: 1.0054	LR: 0.100000
Training Epoch: 13 [6144/45000]	Loss: 0.8387	LR: 0.100000
Training Epoch: 13 [6400/45000]	Loss: 0.9914	LR: 0.100000
Training Epoch: 13 [6656/45000]	Loss: 0.8936	LR: 0.100000
Training Epoch: 13 [6912/45000]	Loss: 0.8737	LR: 0.100000
Training Epoch: 13 [7168/45000]	Loss: 0.8932	LR: 0.100000
Training Epoch: 13 [7424/45000]	Loss: 0.9524	LR: 0.100000
Training Epoch: 13 [7680/45000]	Loss: 1.0365	LR: 0.100000
Training Epoch: 13 [7936/45000]	Loss: 1.0286	LR: 0.100000
Training Epoch: 13 [8192/45000]	Loss: 0.8393	LR: 0.100000
Training Epoch: 13 [8448/45000]	Loss: 0.8973	LR: 0.100000
Training Epoch: 13 [8704/45000]	Loss: 0.9121	LR: 0.100000
Training Epoch: 13 [8960/45000]	Loss: 0.8570	LR: 0.100000
Training Epoch: 13 [9216/45000]	Loss: 0.8407	LR: 0.100000
Training Epoch: 13 [9472/45000]	Loss: 0.9174	LR: 0.100000
Training Epoch: 13 [9728/45000]	Loss: 0.9196	LR: 0.100000
Training Epoch: 13 [9984/45000]	Loss: 1.0434	LR: 0.100000
Training Epoch: 13 [10240/45000]	Loss: 0.9704	LR: 0.100000
Training Epoch: 13 [10496/45000]	Loss: 0.9069	LR: 0.100000
Training Epoch: 13 [10752/45000]	Loss: 0.9804	LR: 0.100000
Training Epoch: 13 [11008/45000]	Loss: 0.8870	LR: 0.100000
Training Epoch: 13 [11264/45000]	Loss: 0.8473	LR: 0.100000
Training Epoch: 13 [11520/45000]	Loss: 0.9169	LR: 0.100000
Training Epoch: 13 [11776/45000]	Loss: 1.0280	LR: 0.100000
Training Epoch: 13 [12032/45000]	Loss: 0.8563	LR: 0.100000
Training Epoch: 13 [12288/45000]	Loss: 0.9596	LR: 0.100000
Training Epoch: 13 [12544/45000]	Loss: 0.7972	LR: 0.100000
Training Epoch: 13 [12800/45000]	Loss: 1.0203	LR: 0.100000
Training Epoch: 13 [13056/45000]	Loss: 0.9340	LR: 0.100000
Training Epoch: 13 [13312/45000]	Loss: 0.8233	LR: 0.100000
Training Epoch: 13 [13568/45000]	Loss: 1.0550	LR: 0.100000
Training Epoch: 13 [13824/45000]	Loss: 0.9357	LR: 0.100000
Training Epoch: 13 [14080/45000]	Loss: 1.0006	LR: 0.100000
Training Epoch: 13 [14336/45000]	Loss: 0.9058	LR: 0.100000
Training Epoch: 13 [14592/45000]	Loss: 1.0308	LR: 0.100000
Training Epoch: 13 [14848/45000]	Loss: 0.9678	LR: 0.100000
Training Epoch: 13 [15104/45000]	Loss: 0.9216	LR: 0.100000
Training Epoch: 13 [15360/45000]	Loss: 0.9678	LR: 0.100000
Training Epoch: 13 [15616/45000]	Loss: 0.9456	LR: 0.100000
Training Epoch: 13 [15872/45000]	Loss: 0.9265	LR: 0.100000
Training Epoch: 13 [16128/45000]	Loss: 1.0624	LR: 0.100000
Training Epoch: 13 [16384/45000]	Loss: 0.9403	LR: 0.100000
Training Epoch: 13 [16640/45000]	Loss: 0.8951	LR: 0.100000
Training Epoch: 13 [16896/45000]	Loss: 0.9730	LR: 0.100000
Training Epoch: 13 [17152/45000]	Loss: 0.8479	LR: 0.100000
Training Epoch: 13 [17408/45000]	Loss: 0.9232	LR: 0.100000
Training Epoch: 13 [17664/45000]	Loss: 0.9424	LR: 0.100000
Training Epoch: 13 [17920/45000]	Loss: 1.1033	LR: 0.100000
Training Epoch: 13 [18176/45000]	Loss: 0.9182	LR: 0.100000
Training Epoch: 13 [18432/45000]	Loss: 1.0100	LR: 0.100000
Training Epoch: 13 [18688/45000]	Loss: 0.8465	LR: 0.100000
Training Epoch: 13 [18944/45000]	Loss: 0.8102	LR: 0.100000
Training Epoch: 13 [19200/45000]	Loss: 0.9828	LR: 0.100000
Training Epoch: 13 [19456/45000]	Loss: 0.9674	LR: 0.100000
Training Epoch: 13 [19712/45000]	Loss: 0.9355	LR: 0.100000
Training Epoch: 13 [19968/45000]	Loss: 0.9663	LR: 0.100000
Training Epoch: 13 [20224/45000]	Loss: 0.9368	LR: 0.100000
Training Epoch: 13 [20480/45000]	Loss: 0.8941	LR: 0.100000
Training Epoch: 13 [20736/45000]	Loss: 0.9304	LR: 0.100000
Training Epoch: 13 [20992/45000]	Loss: 0.8763	LR: 0.100000
Training Epoch: 13 [21248/45000]	Loss: 0.9763	LR: 0.100000
Training Epoch: 13 [21504/45000]	Loss: 0.9800	LR: 0.100000
Training Epoch: 13 [21760/45000]	Loss: 1.0059	LR: 0.100000
Training Epoch: 13 [22016/45000]	Loss: 0.9608	LR: 0.100000
Training Epoch: 13 [22272/45000]	Loss: 0.9683	LR: 0.100000
Training Epoch: 13 [22528/45000]	Loss: 0.9116	LR: 0.100000
Training Epoch: 13 [22784/45000]	Loss: 0.8930	LR: 0.100000
Training Epoch: 13 [23040/45000]	Loss: 1.0163	LR: 0.100000
Training Epoch: 13 [23296/45000]	Loss: 0.9048	LR: 0.100000
Training Epoch: 13 [23552/45000]	Loss: 0.9008	LR: 0.100000
Training Epoch: 13 [23808/45000]	Loss: 0.9046	LR: 0.100000
Training Epoch: 13 [24064/45000]	Loss: 1.0030	LR: 0.100000
Training Epoch: 13 [24320/45000]	Loss: 0.8950	LR: 0.100000
Training Epoch: 13 [24576/45000]	Loss: 1.0269	LR: 0.100000
Training Epoch: 13 [24832/45000]	Loss: 0.8814	LR: 0.100000
Training Epoch: 13 [25088/45000]	Loss: 0.8658	LR: 0.100000
Training Epoch: 13 [25344/45000]	Loss: 0.9753	LR: 0.100000
Training Epoch: 13 [25600/45000]	Loss: 0.8984	LR: 0.100000
Training Epoch: 13 [25856/45000]	Loss: 0.8736	LR: 0.100000
Training Epoch: 13 [26112/45000]	Loss: 1.0070	LR: 0.100000
Training Epoch: 13 [26368/45000]	Loss: 0.9551	LR: 0.100000
Training Epoch: 13 [26624/45000]	Loss: 1.0507	LR: 0.100000
Training Epoch: 13 [26880/45000]	Loss: 0.8453	LR: 0.100000
Training Epoch: 13 [27136/45000]	Loss: 0.8722	LR: 0.100000
Training Epoch: 13 [27392/45000]	Loss: 0.8232	LR: 0.100000
Training Epoch: 13 [27648/45000]	Loss: 1.0160	LR: 0.100000
Training Epoch: 13 [27904/45000]	Loss: 1.0236	LR: 0.100000
Training Epoch: 13 [28160/45000]	Loss: 0.9221	LR: 0.100000
Training Epoch: 13 [28416/45000]	Loss: 1.0492	LR: 0.100000
Training Epoch: 13 [28672/45000]	Loss: 0.9992	LR: 0.100000
Training Epoch: 13 [28928/45000]	Loss: 1.0469	LR: 0.100000
Training Epoch: 13 [29184/45000]	Loss: 0.9619	LR: 0.100000
Training Epoch: 13 [29440/45000]	Loss: 0.8956	LR: 0.100000
Training Epoch: 13 [29696/45000]	Loss: 0.8535	LR: 0.100000
Training Epoch: 13 [29952/45000]	Loss: 0.8896	LR: 0.100000
Training Epoch: 13 [30208/45000]	Loss: 0.8184	LR: 0.100000
Training Epoch: 13 [30464/45000]	Loss: 0.8279	LR: 0.100000
Training Epoch: 13 [30720/45000]	Loss: 0.9442	LR: 0.100000
Training Epoch: 13 [30976/45000]	Loss: 0.7987	LR: 0.100000
Training Epoch: 13 [31232/45000]	Loss: 0.9718	LR: 0.100000
Training Epoch: 13 [31488/45000]	Loss: 0.8560	LR: 0.100000
Training Epoch: 13 [31744/45000]	Loss: 0.9742	LR: 0.100000
Training Epoch: 13 [32000/45000]	Loss: 0.8688	LR: 0.100000
Training Epoch: 13 [32256/45000]	Loss: 0.9735	LR: 0.100000
Training Epoch: 13 [32512/45000]	Loss: 0.8558	LR: 0.100000
Training Epoch: 13 [32768/45000]	Loss: 0.9765	LR: 0.100000
Training Epoch: 13 [33024/45000]	Loss: 1.0631	LR: 0.100000
Training Epoch: 13 [33280/45000]	Loss: 0.9604	LR: 0.100000
Training Epoch: 13 [33536/45000]	Loss: 0.8893	LR: 0.100000
Training Epoch: 13 [33792/45000]	Loss: 0.8636	LR: 0.100000
Training Epoch: 13 [34048/45000]	Loss: 0.9219	LR: 0.100000
Training Epoch: 13 [34304/45000]	Loss: 0.8991	LR: 0.100000
Training Epoch: 13 [34560/45000]	Loss: 0.9473	LR: 0.100000
Training Epoch: 13 [34816/45000]	Loss: 0.9251	LR: 0.100000
Training Epoch: 13 [35072/45000]	Loss: 0.9952	LR: 0.100000
Training Epoch: 13 [35328/45000]	Loss: 0.9392	LR: 0.100000
Training Epoch: 13 [35584/45000]	Loss: 0.9053	LR: 0.100000
Training Epoch: 13 [35840/45000]	Loss: 0.8723	LR: 0.100000
Training Epoch: 13 [36096/45000]	Loss: 1.0195	LR: 0.100000
Training Epoch: 13 [36352/45000]	Loss: 0.8412	LR: 0.100000
Training Epoch: 13 [36608/45000]	Loss: 1.0701	LR: 0.100000
Training Epoch: 13 [36864/45000]	Loss: 1.0217	LR: 0.100000
Training Epoch: 13 [37120/45000]	Loss: 0.9420	LR: 0.100000
Training Epoch: 13 [37376/45000]	Loss: 1.0717	LR: 0.100000
Training Epoch: 13 [37632/45000]	Loss: 0.9154	LR: 0.100000
Training Epoch: 13 [37888/45000]	Loss: 1.0133	LR: 0.100000
Training Epoch: 13 [38144/45000]	Loss: 0.9068	LR: 0.100000
Training Epoch: 13 [38400/45000]	Loss: 0.9273	LR: 0.100000
Training Epoch: 13 [38656/45000]	Loss: 0.9028	LR: 0.100000
Training Epoch: 13 [38912/45000]	Loss: 1.1887	LR: 0.100000
Training Epoch: 13 [39168/45000]	Loss: 0.8568	LR: 0.100000
Training Epoch: 13 [39424/45000]	Loss: 1.0371	LR: 0.100000
Training Epoch: 13 [39680/45000]	Loss: 1.0464	LR: 0.100000
Training Epoch: 13 [39936/45000]	Loss: 0.8756	LR: 0.100000
Training Epoch: 13 [40192/45000]	Loss: 1.0594	LR: 0.100000
Training Epoch: 13 [40448/45000]	Loss: 0.9455	LR: 0.100000
Training Epoch: 13 [40704/45000]	Loss: 0.9948	LR: 0.100000
Training Epoch: 13 [40960/45000]	Loss: 0.8816	LR: 0.100000
Training Epoch: 13 [41216/45000]	Loss: 0.8843	LR: 0.100000
Training Epoch: 13 [41472/45000]	Loss: 1.0239	LR: 0.100000
Training Epoch: 13 [41728/45000]	Loss: 1.0710	LR: 0.100000
Training Epoch: 13 [41984/45000]	Loss: 0.8881	LR: 0.100000
Training Epoch: 13 [42240/45000]	Loss: 0.9281	LR: 0.100000
Training Epoch: 13 [42496/45000]	Loss: 0.8323	LR: 0.100000
Training Epoch: 13 [42752/45000]	Loss: 0.8774	LR: 0.100000
Training Epoch: 13 [43008/45000]	Loss: 0.8654	LR: 0.100000
Training Epoch: 13 [43264/45000]	Loss: 0.8427	LR: 0.100000
Training Epoch: 13 [43520/45000]	Loss: 0.9147	LR: 0.100000
Training Epoch: 13 [43776/45000]	Loss: 0.9934	LR: 0.100000
Training Epoch: 13 [44032/45000]	Loss: 0.8811	LR: 0.100000
Training Epoch: 13 [44288/45000]	Loss: 1.0415	LR: 0.100000
Training Epoch: 13 [44544/45000]	Loss: 0.9794	LR: 0.100000
Training Epoch: 13 [44800/45000]	Loss: 0.8662	LR: 0.100000
Training Epoch: 13 [45000/45000]	Loss: 0.8644	LR: 0.100000
Epoch 13 - Average Train Loss: 0.9362, Train Accuracy: 0.6927
Epoch 13 training time consumed: 26.65s
Evaluating Network.....
Test set: Epoch: 13, Average loss: 0.0047, Accuracy: 0.6290, Time consumed:0.93s
Training Epoch: 14 [256/45000]	Loss: 0.9348	LR: 0.100000
Training Epoch: 14 [512/45000]	Loss: 0.9353	LR: 0.100000
Training Epoch: 14 [768/45000]	Loss: 0.7927	LR: 0.100000
Training Epoch: 14 [1024/45000]	Loss: 0.9884	LR: 0.100000
Training Epoch: 14 [1280/45000]	Loss: 0.7847	LR: 0.100000
Training Epoch: 14 [1536/45000]	Loss: 0.9711	LR: 0.100000
Training Epoch: 14 [1792/45000]	Loss: 1.0245	LR: 0.100000
Training Epoch: 14 [2048/45000]	Loss: 0.7552	LR: 0.100000
Training Epoch: 14 [2304/45000]	Loss: 0.8589	LR: 0.100000
Training Epoch: 14 [2560/45000]	Loss: 0.7782	LR: 0.100000
Training Epoch: 14 [2816/45000]	Loss: 0.9493	LR: 0.100000
Training Epoch: 14 [3072/45000]	Loss: 0.8181	LR: 0.100000
Training Epoch: 14 [3328/45000]	Loss: 0.9410	LR: 0.100000
Training Epoch: 14 [3584/45000]	Loss: 0.8859	LR: 0.100000
Training Epoch: 14 [3840/45000]	Loss: 0.8223	LR: 0.100000
Training Epoch: 14 [4096/45000]	Loss: 0.8382	LR: 0.100000
Training Epoch: 14 [4352/45000]	Loss: 0.9185	LR: 0.100000
Training Epoch: 14 [4608/45000]	Loss: 0.8167	LR: 0.100000
Training Epoch: 14 [4864/45000]	Loss: 0.9703	LR: 0.100000
Training Epoch: 14 [5120/45000]	Loss: 0.9094	LR: 0.100000
Training Epoch: 14 [5376/45000]	Loss: 0.8158	LR: 0.100000
Training Epoch: 14 [5632/45000]	Loss: 1.0644	LR: 0.100000
Training Epoch: 14 [5888/45000]	Loss: 0.8953	LR: 0.100000
Training Epoch: 14 [6144/45000]	Loss: 0.8436	LR: 0.100000
Training Epoch: 14 [6400/45000]	Loss: 0.9462	LR: 0.100000
Training Epoch: 14 [6656/45000]	Loss: 0.7115	LR: 0.100000
Training Epoch: 14 [6912/45000]	Loss: 0.8913	LR: 0.100000
Training Epoch: 14 [7168/45000]	Loss: 0.8375	LR: 0.100000
Training Epoch: 14 [7424/45000]	Loss: 0.9746	LR: 0.100000
Training Epoch: 14 [7680/45000]	Loss: 0.8513	LR: 0.100000
Training Epoch: 14 [7936/45000]	Loss: 0.9092	LR: 0.100000
Training Epoch: 14 [8192/45000]	Loss: 0.7743	LR: 0.100000
Training Epoch: 14 [8448/45000]	Loss: 0.8111	LR: 0.100000
Training Epoch: 14 [8704/45000]	Loss: 0.8083	LR: 0.100000
Training Epoch: 14 [8960/45000]	Loss: 0.7836	LR: 0.100000
Training Epoch: 14 [9216/45000]	Loss: 0.8787	LR: 0.100000
Training Epoch: 14 [9472/45000]	Loss: 0.8615	LR: 0.100000
Training Epoch: 14 [9728/45000]	Loss: 0.7989	LR: 0.100000
Training Epoch: 14 [9984/45000]	Loss: 0.9558	LR: 0.100000
Training Epoch: 14 [10240/45000]	Loss: 0.9045	LR: 0.100000
Training Epoch: 14 [10496/45000]	Loss: 0.9544	LR: 0.100000
Training Epoch: 14 [10752/45000]	Loss: 0.8340	LR: 0.100000
Training Epoch: 14 [11008/45000]	Loss: 0.7684	LR: 0.100000
Training Epoch: 14 [11264/45000]	Loss: 0.9152	LR: 0.100000
Training Epoch: 14 [11520/45000]	Loss: 0.9372	LR: 0.100000
Training Epoch: 14 [11776/45000]	Loss: 0.9061	LR: 0.100000
Training Epoch: 14 [12032/45000]	Loss: 0.8406	LR: 0.100000
Training Epoch: 14 [12288/45000]	Loss: 0.8150	LR: 0.100000
Training Epoch: 14 [12544/45000]	Loss: 0.8950	LR: 0.100000
Training Epoch: 14 [12800/45000]	Loss: 0.8935	LR: 0.100000
Training Epoch: 14 [13056/45000]	Loss: 1.0530	LR: 0.100000
Training Epoch: 14 [13312/45000]	Loss: 0.8572	LR: 0.100000
Training Epoch: 14 [13568/45000]	Loss: 0.6530	LR: 0.100000
Training Epoch: 14 [13824/45000]	Loss: 0.8772	LR: 0.100000
Training Epoch: 14 [14080/45000]	Loss: 0.9240	LR: 0.100000
Training Epoch: 14 [14336/45000]	Loss: 0.8625	LR: 0.100000
Training Epoch: 14 [14592/45000]	Loss: 1.0884	LR: 0.100000
Training Epoch: 14 [14848/45000]	Loss: 0.9511	LR: 0.100000
Training Epoch: 14 [15104/45000]	Loss: 0.9626	LR: 0.100000
Training Epoch: 14 [15360/45000]	Loss: 0.8855	LR: 0.100000
Training Epoch: 14 [15616/45000]	Loss: 0.7972	LR: 0.100000
Training Epoch: 14 [15872/45000]	Loss: 0.8896	LR: 0.100000
Training Epoch: 14 [16128/45000]	Loss: 0.9208	LR: 0.100000
Training Epoch: 14 [16384/45000]	Loss: 0.8801	LR: 0.100000
Training Epoch: 14 [16640/45000]	Loss: 0.7394	LR: 0.100000
Training Epoch: 14 [16896/45000]	Loss: 0.9225	LR: 0.100000
Training Epoch: 14 [17152/45000]	Loss: 0.9104	LR: 0.100000
Training Epoch: 14 [17408/45000]	Loss: 0.9809	LR: 0.100000
Training Epoch: 14 [17664/45000]	Loss: 0.8937	LR: 0.100000
Training Epoch: 14 [17920/45000]	Loss: 0.7984	LR: 0.100000
Training Epoch: 14 [18176/45000]	Loss: 0.8325	LR: 0.100000
Training Epoch: 14 [18432/45000]	Loss: 0.8722	LR: 0.100000
Training Epoch: 14 [18688/45000]	Loss: 0.8829	LR: 0.100000
Training Epoch: 14 [18944/45000]	Loss: 0.9508	LR: 0.100000
Training Epoch: 14 [19200/45000]	Loss: 0.9414	LR: 0.100000
Training Epoch: 14 [19456/45000]	Loss: 0.9904	LR: 0.100000
Training Epoch: 14 [19712/45000]	Loss: 0.8523	LR: 0.100000
Training Epoch: 14 [19968/45000]	Loss: 0.9825	LR: 0.100000
Training Epoch: 14 [20224/45000]	Loss: 0.9287	LR: 0.100000
Training Epoch: 14 [20480/45000]	Loss: 0.9574	LR: 0.100000
Training Epoch: 14 [20736/45000]	Loss: 1.0837	LR: 0.100000
Training Epoch: 14 [20992/45000]	Loss: 0.9181	LR: 0.100000
Training Epoch: 14 [21248/45000]	Loss: 0.9477	LR: 0.100000
Training Epoch: 14 [21504/45000]	Loss: 1.0108	LR: 0.100000
Training Epoch: 14 [21760/45000]	Loss: 0.8840	LR: 0.100000
Training Epoch: 14 [22016/45000]	Loss: 1.0935	LR: 0.100000
Training Epoch: 14 [22272/45000]	Loss: 0.9860	LR: 0.100000
Training Epoch: 14 [22528/45000]	Loss: 0.8815	LR: 0.100000
Training Epoch: 14 [22784/45000]	Loss: 0.8778	LR: 0.100000
Training Epoch: 14 [23040/45000]	Loss: 0.8011	LR: 0.100000
Training Epoch: 14 [23296/45000]	Loss: 1.0978	LR: 0.100000
Training Epoch: 14 [23552/45000]	Loss: 0.9661	LR: 0.100000
Training Epoch: 14 [23808/45000]	Loss: 0.8282	LR: 0.100000
Training Epoch: 14 [24064/45000]	Loss: 0.9287	LR: 0.100000
Training Epoch: 14 [24320/45000]	Loss: 0.9512	LR: 0.100000
Training Epoch: 14 [24576/45000]	Loss: 0.9720	LR: 0.100000
Training Epoch: 14 [24832/45000]	Loss: 0.8802	LR: 0.100000
Training Epoch: 14 [25088/45000]	Loss: 0.9899	LR: 0.100000
Training Epoch: 14 [25344/45000]	Loss: 0.8890	LR: 0.100000
Training Epoch: 14 [25600/45000]	Loss: 0.8717	LR: 0.100000
Training Epoch: 14 [25856/45000]	Loss: 1.0458	LR: 0.100000
Training Epoch: 14 [26112/45000]	Loss: 0.9659	LR: 0.100000
Training Epoch: 14 [26368/45000]	Loss: 1.0836	LR: 0.100000
Training Epoch: 14 [26624/45000]	Loss: 0.8512	LR: 0.100000
Training Epoch: 14 [26880/45000]	Loss: 0.8644	LR: 0.100000
Training Epoch: 14 [27136/45000]	Loss: 0.8460	LR: 0.100000
Training Epoch: 14 [27392/45000]	Loss: 0.8000	LR: 0.100000
Training Epoch: 14 [27648/45000]	Loss: 0.8472	LR: 0.100000
Training Epoch: 14 [27904/45000]	Loss: 1.0328	LR: 0.100000
Training Epoch: 14 [28160/45000]	Loss: 0.9350	LR: 0.100000
Training Epoch: 14 [28416/45000]	Loss: 1.0028	LR: 0.100000
Training Epoch: 14 [28672/45000]	Loss: 0.9517	LR: 0.100000
Training Epoch: 14 [28928/45000]	Loss: 0.9286	LR: 0.100000
Training Epoch: 14 [29184/45000]	Loss: 0.9178	LR: 0.100000
Training Epoch: 14 [29440/45000]	Loss: 0.8801	LR: 0.100000
Training Epoch: 14 [29696/45000]	Loss: 0.8941	LR: 0.100000
Training Epoch: 14 [29952/45000]	Loss: 0.8652	LR: 0.100000
Training Epoch: 14 [30208/45000]	Loss: 0.9736	LR: 0.100000
Training Epoch: 14 [30464/45000]	Loss: 0.8780	LR: 0.100000
Training Epoch: 14 [30720/45000]	Loss: 0.9104	LR: 0.100000
Training Epoch: 14 [30976/45000]	Loss: 0.9184	LR: 0.100000
Training Epoch: 14 [31232/45000]	Loss: 0.8391	LR: 0.100000
Training Epoch: 14 [31488/45000]	Loss: 0.9151	LR: 0.100000
Training Epoch: 14 [31744/45000]	Loss: 0.8821	LR: 0.100000
Training Epoch: 14 [32000/45000]	Loss: 0.9080	LR: 0.100000
Training Epoch: 14 [32256/45000]	Loss: 0.9426	LR: 0.100000
Training Epoch: 14 [32512/45000]	Loss: 1.0301	LR: 0.100000
Training Epoch: 14 [32768/45000]	Loss: 1.0056	LR: 0.100000
Training Epoch: 14 [33024/45000]	Loss: 0.8767	LR: 0.100000
Training Epoch: 14 [33280/45000]	Loss: 0.9023	LR: 0.100000
Training Epoch: 14 [33536/45000]	Loss: 0.9559	LR: 0.100000
Training Epoch: 14 [33792/45000]	Loss: 0.9827	LR: 0.100000
Training Epoch: 14 [34048/45000]	Loss: 0.9682	LR: 0.100000
Training Epoch: 14 [34304/45000]	Loss: 1.0198	LR: 0.100000
Training Epoch: 14 [34560/45000]	Loss: 0.9215	LR: 0.100000
Training Epoch: 14 [34816/45000]	Loss: 1.0693	LR: 0.100000
Training Epoch: 14 [35072/45000]	Loss: 0.9879	LR: 0.100000
Training Epoch: 14 [35328/45000]	Loss: 0.9330	LR: 0.100000
Training Epoch: 14 [35584/45000]	Loss: 1.0717	LR: 0.100000
Training Epoch: 14 [35840/45000]	Loss: 0.9398	LR: 0.100000
Training Epoch: 14 [36096/45000]	Loss: 0.8973	LR: 0.100000
Training Epoch: 14 [36352/45000]	Loss: 1.1079	LR: 0.100000
Training Epoch: 14 [36608/45000]	Loss: 0.8367	LR: 0.100000
Training Epoch: 14 [36864/45000]	Loss: 0.9262	LR: 0.100000
Training Epoch: 14 [37120/45000]	Loss: 0.8753	LR: 0.100000
Training Epoch: 14 [37376/45000]	Loss: 0.9620	LR: 0.100000
Training Epoch: 14 [37632/45000]	Loss: 0.9188	LR: 0.100000
Training Epoch: 14 [37888/45000]	Loss: 0.9993	LR: 0.100000
Training Epoch: 14 [38144/45000]	Loss: 0.9477	LR: 0.100000
Training Epoch: 14 [38400/45000]	Loss: 0.9255	LR: 0.100000
Training Epoch: 14 [38656/45000]	Loss: 0.9216	LR: 0.100000
Training Epoch: 14 [38912/45000]	Loss: 1.0039	LR: 0.100000
Training Epoch: 14 [39168/45000]	Loss: 0.9166	LR: 0.100000
Training Epoch: 14 [39424/45000]	Loss: 1.0009	LR: 0.100000
Training Epoch: 14 [39680/45000]	Loss: 1.0598	LR: 0.100000
Training Epoch: 14 [39936/45000]	Loss: 0.9339	LR: 0.100000
Training Epoch: 14 [40192/45000]	Loss: 1.0444	LR: 0.100000
Training Epoch: 14 [40448/45000]	Loss: 0.9447	LR: 0.100000
Training Epoch: 14 [40704/45000]	Loss: 1.1602	LR: 0.100000
Training Epoch: 14 [40960/45000]	Loss: 0.9869	LR: 0.100000
Training Epoch: 14 [41216/45000]	Loss: 0.9904	LR: 0.100000
Training Epoch: 14 [41472/45000]	Loss: 0.9320	LR: 0.100000
Training Epoch: 14 [41728/45000]	Loss: 0.8562	LR: 0.100000
Training Epoch: 14 [41984/45000]	Loss: 1.0171	LR: 0.100000
Training Epoch: 14 [42240/45000]	Loss: 0.8860	LR: 0.100000
Training Epoch: 14 [42496/45000]	Loss: 0.8646	LR: 0.100000
Training Epoch: 14 [42752/45000]	Loss: 0.8344	LR: 0.100000
Training Epoch: 14 [43008/45000]	Loss: 0.9369	LR: 0.100000
Training Epoch: 14 [43264/45000]	Loss: 0.8747	LR: 0.100000
Training Epoch: 14 [43520/45000]	Loss: 0.8460	LR: 0.100000
Training Epoch: 14 [43776/45000]	Loss: 0.9802	LR: 0.100000
Training Epoch: 14 [44032/45000]	Loss: 0.8850	LR: 0.100000
Training Epoch: 14 [44288/45000]	Loss: 0.9138	LR: 0.100000
Training Epoch: 14 [44544/45000]	Loss: 0.8600	LR: 0.100000
Training Epoch: 14 [44800/45000]	Loss: 1.0419	LR: 0.100000
Training Epoch: 14 [45000/45000]	Loss: 0.7989	LR: 0.100000
Epoch 14 - Average Train Loss: 0.9155, Train Accuracy: 0.7037
Epoch 14 training time consumed: 26.68s
Evaluating Network.....
Test set: Epoch: 14, Average loss: 0.0046, Accuracy: 0.6413, Time consumed:1.00s
Training Epoch: 15 [256/45000]	Loss: 0.8169	LR: 0.020000
Training Epoch: 15 [512/45000]	Loss: 0.8349	LR: 0.020000
Training Epoch: 15 [768/45000]	Loss: 0.8636	LR: 0.020000
Training Epoch: 15 [1024/45000]	Loss: 0.8601	LR: 0.020000
Training Epoch: 15 [1280/45000]	Loss: 0.7930	LR: 0.020000
Training Epoch: 15 [1536/45000]	Loss: 0.9257	LR: 0.020000
Training Epoch: 15 [1792/45000]	Loss: 0.8707	LR: 0.020000
Training Epoch: 15 [2048/45000]	Loss: 0.8187	LR: 0.020000
Training Epoch: 15 [2304/45000]	Loss: 0.7710	LR: 0.020000
Training Epoch: 15 [2560/45000]	Loss: 0.8086	LR: 0.020000
Training Epoch: 15 [2816/45000]	Loss: 0.7729	LR: 0.020000
Training Epoch: 15 [3072/45000]	Loss: 0.7422	LR: 0.020000
Training Epoch: 15 [3328/45000]	Loss: 0.7752	LR: 0.020000
Training Epoch: 15 [3584/45000]	Loss: 0.8632	LR: 0.020000
Training Epoch: 15 [3840/45000]	Loss: 0.6491	LR: 0.020000
Training Epoch: 15 [4096/45000]	Loss: 0.7546	LR: 0.020000
Training Epoch: 15 [4352/45000]	Loss: 0.7812	LR: 0.020000
Training Epoch: 15 [4608/45000]	Loss: 0.7149	LR: 0.020000
Training Epoch: 15 [4864/45000]	Loss: 0.8384	LR: 0.020000
Training Epoch: 15 [5120/45000]	Loss: 0.6726	LR: 0.020000
Training Epoch: 15 [5376/45000]	Loss: 0.7431	LR: 0.020000
Training Epoch: 15 [5632/45000]	Loss: 0.7560	LR: 0.020000
Training Epoch: 15 [5888/45000]	Loss: 0.6392	LR: 0.020000
Training Epoch: 15 [6144/45000]	Loss: 0.7357	LR: 0.020000
Training Epoch: 15 [6400/45000]	Loss: 0.7533	LR: 0.020000
Training Epoch: 15 [6656/45000]	Loss: 0.6904	LR: 0.020000
Training Epoch: 15 [6912/45000]	Loss: 0.6408	LR: 0.020000
Training Epoch: 15 [7168/45000]	Loss: 0.7881	LR: 0.020000
Training Epoch: 15 [7424/45000]	Loss: 0.7679	LR: 0.020000
Training Epoch: 15 [7680/45000]	Loss: 0.8269	LR: 0.020000
Training Epoch: 15 [7936/45000]	Loss: 0.7889	LR: 0.020000
Training Epoch: 15 [8192/45000]	Loss: 0.8550	LR: 0.020000
Training Epoch: 15 [8448/45000]	Loss: 0.6841	LR: 0.020000
Training Epoch: 15 [8704/45000]	Loss: 0.8107	LR: 0.020000
Training Epoch: 15 [8960/45000]	Loss: 0.6085	LR: 0.020000
Training Epoch: 15 [9216/45000]	Loss: 0.8306	LR: 0.020000
Training Epoch: 15 [9472/45000]	Loss: 0.6605	LR: 0.020000
Training Epoch: 15 [9728/45000]	Loss: 0.7256	LR: 0.020000
Training Epoch: 15 [9984/45000]	Loss: 0.7050	LR: 0.020000
Training Epoch: 15 [10240/45000]	Loss: 0.6697	LR: 0.020000
Training Epoch: 15 [10496/45000]	Loss: 0.6541	LR: 0.020000
Training Epoch: 15 [10752/45000]	Loss: 0.6642	LR: 0.020000
Training Epoch: 15 [11008/45000]	Loss: 0.7384	LR: 0.020000
Training Epoch: 15 [11264/45000]	Loss: 0.6691	LR: 0.020000
Training Epoch: 15 [11520/45000]	Loss: 0.7045	LR: 0.020000
Training Epoch: 15 [11776/45000]	Loss: 0.7614	LR: 0.020000
Training Epoch: 15 [12032/45000]	Loss: 0.6011	LR: 0.020000
Training Epoch: 15 [12288/45000]	Loss: 0.6546	LR: 0.020000
Training Epoch: 15 [12544/45000]	Loss: 0.6349	LR: 0.020000
Training Epoch: 15 [12800/45000]	Loss: 0.6203	LR: 0.020000
Training Epoch: 15 [13056/45000]	Loss: 0.7383	LR: 0.020000
Training Epoch: 15 [13312/45000]	Loss: 0.6691	LR: 0.020000
Training Epoch: 15 [13568/45000]	Loss: 0.7223	LR: 0.020000
Training Epoch: 15 [13824/45000]	Loss: 0.6470	LR: 0.020000
Training Epoch: 15 [14080/45000]	Loss: 0.6613	LR: 0.020000
Training Epoch: 15 [14336/45000]	Loss: 0.6730	LR: 0.020000
Training Epoch: 15 [14592/45000]	Loss: 0.5539	LR: 0.020000
Training Epoch: 15 [14848/45000]	Loss: 0.7288	LR: 0.020000
Training Epoch: 15 [15104/45000]	Loss: 0.5760	LR: 0.020000
Training Epoch: 15 [15360/45000]	Loss: 0.6905	LR: 0.020000
Training Epoch: 15 [15616/45000]	Loss: 0.7009	LR: 0.020000
Training Epoch: 15 [15872/45000]	Loss: 0.6975	LR: 0.020000
Training Epoch: 15 [16128/45000]	Loss: 0.7157	LR: 0.020000
Training Epoch: 15 [16384/45000]	Loss: 0.6090	LR: 0.020000
Training Epoch: 15 [16640/45000]	Loss: 0.6123	LR: 0.020000
Training Epoch: 15 [16896/45000]	Loss: 0.7006	LR: 0.020000
Training Epoch: 15 [17152/45000]	Loss: 0.7153	LR: 0.020000
Training Epoch: 15 [17408/45000]	Loss: 0.7286	LR: 0.020000
Training Epoch: 15 [17664/45000]	Loss: 0.6420	LR: 0.020000
Training Epoch: 15 [17920/45000]	Loss: 0.5943	LR: 0.020000
Training Epoch: 15 [18176/45000]	Loss: 0.5582	LR: 0.020000
Training Epoch: 15 [18432/45000]	Loss: 0.7045	LR: 0.020000
Training Epoch: 15 [18688/45000]	Loss: 0.6938	LR: 0.020000
Training Epoch: 15 [18944/45000]	Loss: 0.6542	LR: 0.020000
Training Epoch: 15 [19200/45000]	Loss: 0.6490	LR: 0.020000
Training Epoch: 15 [19456/45000]	Loss: 0.6735	LR: 0.020000
Training Epoch: 15 [19712/45000]	Loss: 0.6429	LR: 0.020000
Training Epoch: 15 [19968/45000]	Loss: 0.6384	LR: 0.020000
Training Epoch: 15 [20224/45000]	Loss: 0.6415	LR: 0.020000
Training Epoch: 15 [20480/45000]	Loss: 0.6775	LR: 0.020000
Training Epoch: 15 [20736/45000]	Loss: 0.7627	LR: 0.020000
Training Epoch: 15 [20992/45000]	Loss: 0.6710	LR: 0.020000
Training Epoch: 15 [21248/45000]	Loss: 0.7301	LR: 0.020000
Training Epoch: 15 [21504/45000]	Loss: 0.7220	LR: 0.020000
Training Epoch: 15 [21760/45000]	Loss: 0.5690	LR: 0.020000
Training Epoch: 15 [22016/45000]	Loss: 0.5690	LR: 0.020000
Training Epoch: 15 [22272/45000]	Loss: 0.6961	LR: 0.020000
Training Epoch: 15 [22528/45000]	Loss: 0.6824	LR: 0.020000
Training Epoch: 15 [22784/45000]	Loss: 0.7203	LR: 0.020000
Training Epoch: 15 [23040/45000]	Loss: 0.6567	LR: 0.020000
Training Epoch: 15 [23296/45000]	Loss: 0.6681	LR: 0.020000
Training Epoch: 15 [23552/45000]	Loss: 0.5234	LR: 0.020000
Training Epoch: 15 [23808/45000]	Loss: 0.5052	LR: 0.020000
Training Epoch: 15 [24064/45000]	Loss: 0.5473	LR: 0.020000
Training Epoch: 15 [24320/45000]	Loss: 0.6441	LR: 0.020000
Training Epoch: 15 [24576/45000]	Loss: 0.5594	LR: 0.020000
Training Epoch: 15 [24832/45000]	Loss: 0.6653	LR: 0.020000
Training Epoch: 15 [25088/45000]	Loss: 0.6686	LR: 0.020000
Training Epoch: 15 [25344/45000]	Loss: 0.5502	LR: 0.020000
Training Epoch: 15 [25600/45000]	Loss: 0.7628	LR: 0.020000
Training Epoch: 15 [25856/45000]	Loss: 0.7471	LR: 0.020000
Training Epoch: 15 [26112/45000]	Loss: 0.6864	LR: 0.020000
Training Epoch: 15 [26368/45000]	Loss: 0.6988	LR: 0.020000
Training Epoch: 15 [26624/45000]	Loss: 0.7027	LR: 0.020000
Training Epoch: 15 [26880/45000]	Loss: 0.6248	LR: 0.020000
Training Epoch: 15 [27136/45000]	Loss: 0.7706	LR: 0.020000
Training Epoch: 15 [27392/45000]	Loss: 0.5968	LR: 0.020000
Training Epoch: 15 [27648/45000]	Loss: 0.6352	LR: 0.020000
Training Epoch: 15 [27904/45000]	Loss: 0.6831	LR: 0.020000
Training Epoch: 15 [28160/45000]	Loss: 0.6675	LR: 0.020000
Training Epoch: 15 [28416/45000]	Loss: 0.5970	LR: 0.020000
Training Epoch: 15 [28672/45000]	Loss: 0.7048	LR: 0.020000
Training Epoch: 15 [28928/45000]	Loss: 0.6147	LR: 0.020000
Training Epoch: 15 [29184/45000]	Loss: 0.6738	LR: 0.020000
Training Epoch: 15 [29440/45000]	Loss: 0.5845	LR: 0.020000
Training Epoch: 15 [29696/45000]	Loss: 0.6752	LR: 0.020000
Training Epoch: 15 [29952/45000]	Loss: 0.6750	LR: 0.020000
Training Epoch: 15 [30208/45000]	Loss: 0.5975	LR: 0.020000
Training Epoch: 15 [30464/45000]	Loss: 0.6249	LR: 0.020000
Training Epoch: 15 [30720/45000]	Loss: 0.7411	LR: 0.020000
Training Epoch: 15 [30976/45000]	Loss: 0.6451	LR: 0.020000
Training Epoch: 15 [31232/45000]	Loss: 0.6539	LR: 0.020000
Training Epoch: 15 [31488/45000]	Loss: 0.7513	LR: 0.020000
Training Epoch: 15 [31744/45000]	Loss: 0.5276	LR: 0.020000
Training Epoch: 15 [32000/45000]	Loss: 0.5248	LR: 0.020000
Training Epoch: 15 [32256/45000]	Loss: 0.6495	LR: 0.020000
Training Epoch: 15 [32512/45000]	Loss: 0.6518	LR: 0.020000
Training Epoch: 15 [32768/45000]	Loss: 0.6387	LR: 0.020000
Training Epoch: 15 [33024/45000]	Loss: 0.5652	LR: 0.020000
Training Epoch: 15 [33280/45000]	Loss: 0.7614	LR: 0.020000
Training Epoch: 15 [33536/45000]	Loss: 0.7728	LR: 0.020000
Training Epoch: 15 [33792/45000]	Loss: 0.6453	LR: 0.020000
Training Epoch: 15 [34048/45000]	Loss: 0.6207	LR: 0.020000
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Training Epoch: 15 [43520/45000]	Loss: 0.5192	LR: 0.020000
Training Epoch: 15 [43776/45000]	Loss: 0.6501	LR: 0.020000
Training Epoch: 15 [44032/45000]	Loss: 0.7287	LR: 0.020000
Training Epoch: 15 [44288/45000]	Loss: 0.6810	LR: 0.020000
Training Epoch: 15 [44544/45000]	Loss: 0.5958	LR: 0.020000
Training Epoch: 15 [44800/45000]	Loss: 0.5891	LR: 0.020000
Training Epoch: 15 [45000/45000]	Loss: 0.5642	LR: 0.020000
Epoch 15 - Average Train Loss: 0.6791, Train Accuracy: 0.7800
Epoch 15 training time consumed: 26.68s
Evaluating Network.....
Test set: Epoch: 15, Average loss: 0.0030, Accuracy: 0.7569, Time consumed:0.88s
Saving weights file to checkpoint/retrain/ResNet18/Sunday_13_July_2025_19h_14m_57s/ResNet18-Cifar20-seed7-ret100-15-best.pth
Training Epoch: 16 [256/45000]	Loss: 0.6593	LR: 0.020000
Training Epoch: 16 [512/45000]	Loss: 0.4802	LR: 0.020000
Training Epoch: 16 [768/45000]	Loss: 0.6558	LR: 0.020000
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Training Epoch: 16 [43520/45000]	Loss: 0.6063	LR: 0.020000
Training Epoch: 16 [43776/45000]	Loss: 0.6370	LR: 0.020000
Training Epoch: 16 [44032/45000]	Loss: 0.5394	LR: 0.020000
Training Epoch: 16 [44288/45000]	Loss: 0.6401	LR: 0.020000
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Training Epoch: 16 [44800/45000]	Loss: 0.5875	LR: 0.020000
Training Epoch: 16 [45000/45000]	Loss: 0.5573	LR: 0.020000
Epoch 16 - Average Train Loss: 0.5993, Train Accuracy: 0.8051
Epoch 16 training time consumed: 26.69s
Evaluating Network.....
Test set: Epoch: 16, Average loss: 0.0030, Accuracy: 0.7614, Time consumed:0.88s
Saving weights file to checkpoint/retrain/ResNet18/Sunday_13_July_2025_19h_14m_57s/ResNet18-Cifar20-seed7-ret100-16-best.pth
Training Epoch: 17 [256/45000]	Loss: 0.5620	LR: 0.020000
Training Epoch: 17 [512/45000]	Loss: 0.4378	LR: 0.020000
Training Epoch: 17 [768/45000]	Loss: 0.7000	LR: 0.020000
Training Epoch: 17 [1024/45000]	Loss: 0.5159	LR: 0.020000
Training Epoch: 17 [1280/45000]	Loss: 0.4401	LR: 0.020000
Training Epoch: 17 [1536/45000]	Loss: 0.5950	LR: 0.020000
Training Epoch: 17 [1792/45000]	Loss: 0.5989	LR: 0.020000
Training Epoch: 17 [2048/45000]	Loss: 0.5524	LR: 0.020000
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Training Epoch: 17 [2560/45000]	Loss: 0.6550	LR: 0.020000
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Training Epoch: 17 [45000/45000]	Loss: 0.5436	LR: 0.020000
Epoch 17 - Average Train Loss: 0.5595, Train Accuracy: 0.8164
Epoch 17 training time consumed: 26.73s
Evaluating Network.....
Test set: Epoch: 17, Average loss: 0.0029, Accuracy: 0.7643, Time consumed:0.90s
Saving weights file to checkpoint/retrain/ResNet18/Sunday_13_July_2025_19h_14m_57s/ResNet18-Cifar20-seed7-ret100-17-best.pth
Training Epoch: 18 [256/45000]	Loss: 0.5468	LR: 0.020000
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Training Epoch: 18 [43776/45000]	Loss: 0.6126	LR: 0.020000
Training Epoch: 18 [44032/45000]	Loss: 0.6338	LR: 0.020000
Training Epoch: 18 [44288/45000]	Loss: 0.5377	LR: 0.020000
Training Epoch: 18 [44544/45000]	Loss: 0.4782	LR: 0.020000
Training Epoch: 18 [44800/45000]	Loss: 0.6116	LR: 0.020000
Training Epoch: 18 [45000/45000]	Loss: 0.5353	LR: 0.020000
Epoch 18 - Average Train Loss: 0.5274, Train Accuracy: 0.8265
Epoch 18 training time consumed: 26.65s
Evaluating Network.....
Test set: Epoch: 18, Average loss: 0.0030, Accuracy: 0.7683, Time consumed:0.89s
Saving weights file to checkpoint/retrain/ResNet18/Sunday_13_July_2025_19h_14m_57s/ResNet18-Cifar20-seed7-ret100-18-best.pth
Training Epoch: 19 [256/45000]	Loss: 0.5478	LR: 0.020000
Training Epoch: 19 [512/45000]	Loss: 0.5434	LR: 0.020000
Training Epoch: 19 [768/45000]	Loss: 0.4343	LR: 0.020000
Training Epoch: 19 [1024/45000]	Loss: 0.4432	LR: 0.020000
Training Epoch: 19 [1280/45000]	Loss: 0.4535	LR: 0.020000
Training Epoch: 19 [1536/45000]	Loss: 0.5225	LR: 0.020000
Training Epoch: 19 [1792/45000]	Loss: 0.3933	LR: 0.020000
Training Epoch: 19 [2048/45000]	Loss: 0.4927	LR: 0.020000
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Training Epoch: 19 [44032/45000]	Loss: 0.4886	LR: 0.020000
Training Epoch: 19 [44288/45000]	Loss: 0.6094	LR: 0.020000
Training Epoch: 19 [44544/45000]	Loss: 0.5423	LR: 0.020000
Training Epoch: 19 [44800/45000]	Loss: 0.4814	LR: 0.020000
Training Epoch: 19 [45000/45000]	Loss: 0.5144	LR: 0.020000
Epoch 19 - Average Train Loss: 0.5033, Train Accuracy: 0.8326
Epoch 19 training time consumed: 26.79s
Evaluating Network.....
Test set: Epoch: 19, Average loss: 0.0030, Accuracy: 0.7710, Time consumed:0.88s
Saving weights file to checkpoint/retrain/ResNet18/Sunday_13_July_2025_19h_14m_57s/ResNet18-Cifar20-seed7-ret100-19-best.pth
Training Epoch: 20 [256/45000]	Loss: 0.3572	LR: 0.020000
Training Epoch: 20 [512/45000]	Loss: 0.4203	LR: 0.020000
Training Epoch: 20 [768/45000]	Loss: 0.4780	LR: 0.020000
Training Epoch: 20 [1024/45000]	Loss: 0.5047	LR: 0.020000
Training Epoch: 20 [1280/45000]	Loss: 0.5054	LR: 0.020000
Training Epoch: 20 [1536/45000]	Loss: 0.4229	LR: 0.020000
Training Epoch: 20 [1792/45000]	Loss: 0.4172	LR: 0.020000
Training Epoch: 20 [2048/45000]	Loss: 0.4266	LR: 0.020000
Training Epoch: 20 [2304/45000]	Loss: 0.4401	LR: 0.020000
Training Epoch: 20 [2560/45000]	Loss: 0.3886	LR: 0.020000
Training Epoch: 20 [2816/45000]	Loss: 0.5015	LR: 0.020000
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Training Epoch: 20 [25600/45000]	Loss: 0.6259	LR: 0.020000
Training Epoch: 20 [25856/45000]	Loss: 0.4205	LR: 0.020000
Training Epoch: 20 [26112/45000]	Loss: 0.5241	LR: 0.020000
Training Epoch: 20 [26368/45000]	Loss: 0.4705	LR: 0.020000
Training Epoch: 20 [26624/45000]	Loss: 0.3388	LR: 0.020000
Training Epoch: 20 [26880/45000]	Loss: 0.4113	LR: 0.020000
Training Epoch: 20 [27136/45000]	Loss: 0.5157	LR: 0.020000
Training Epoch: 20 [27392/45000]	Loss: 0.5098	LR: 0.020000
Training Epoch: 20 [27648/45000]	Loss: 0.5355	LR: 0.020000
Training Epoch: 20 [27904/45000]	Loss: 0.5307	LR: 0.020000
Training Epoch: 20 [28160/45000]	Loss: 0.5169	LR: 0.020000
Training Epoch: 20 [28416/45000]	Loss: 0.4278	LR: 0.020000
Training Epoch: 20 [28672/45000]	Loss: 0.4011	LR: 0.020000
Training Epoch: 20 [28928/45000]	Loss: 0.5530	LR: 0.020000
Training Epoch: 20 [29184/45000]	Loss: 0.4199	LR: 0.020000
Training Epoch: 20 [29440/45000]	Loss: 0.4240	LR: 0.020000
Training Epoch: 20 [29696/45000]	Loss: 0.4748	LR: 0.020000
Training Epoch: 20 [29952/45000]	Loss: 0.4581	LR: 0.020000
Training Epoch: 20 [30208/45000]	Loss: 0.4597	LR: 0.020000
Training Epoch: 20 [30464/45000]	Loss: 0.6218	LR: 0.020000
Training Epoch: 20 [30720/45000]	Loss: 0.4667	LR: 0.020000
Training Epoch: 20 [30976/45000]	Loss: 0.4334	LR: 0.020000
Training Epoch: 20 [31232/45000]	Loss: 0.4054	LR: 0.020000
Training Epoch: 20 [31488/45000]	Loss: 0.4987	LR: 0.020000
Training Epoch: 20 [31744/45000]	Loss: 0.4707	LR: 0.020000
Training Epoch: 20 [32000/45000]	Loss: 0.4551	LR: 0.020000
Training Epoch: 20 [32256/45000]	Loss: 0.5827	LR: 0.020000
Training Epoch: 20 [32512/45000]	Loss: 0.4644	LR: 0.020000
Training Epoch: 20 [32768/45000]	Loss: 0.4577	LR: 0.020000
Training Epoch: 20 [33024/45000]	Loss: 0.5014	LR: 0.020000
Training Epoch: 20 [33280/45000]	Loss: 0.4631	LR: 0.020000
Training Epoch: 20 [33536/45000]	Loss: 0.4960	LR: 0.020000
Training Epoch: 20 [33792/45000]	Loss: 0.4044	LR: 0.020000
Training Epoch: 20 [34048/45000]	Loss: 0.3838	LR: 0.020000
Training Epoch: 20 [34304/45000]	Loss: 0.5499	LR: 0.020000
Training Epoch: 20 [34560/45000]	Loss: 0.4283	LR: 0.020000
Training Epoch: 20 [34816/45000]	Loss: 0.5201	LR: 0.020000
Training Epoch: 20 [35072/45000]	Loss: 0.5088	LR: 0.020000
Training Epoch: 20 [35328/45000]	Loss: 0.5013	LR: 0.020000
Training Epoch: 20 [35584/45000]	Loss: 0.5051	LR: 0.020000
Training Epoch: 20 [35840/45000]	Loss: 0.5370	LR: 0.020000
Training Epoch: 20 [36096/45000]	Loss: 0.3272	LR: 0.020000
Training Epoch: 20 [36352/45000]	Loss: 0.5831	LR: 0.020000
Training Epoch: 20 [36608/45000]	Loss: 0.5679	LR: 0.020000
Training Epoch: 20 [36864/45000]	Loss: 0.4910	LR: 0.020000
Training Epoch: 20 [37120/45000]	Loss: 0.5045	LR: 0.020000
Training Epoch: 20 [37376/45000]	Loss: 0.5770	LR: 0.020000
Training Epoch: 20 [37632/45000]	Loss: 0.4117	LR: 0.020000
Training Epoch: 20 [37888/45000]	Loss: 0.5803	LR: 0.020000
Training Epoch: 20 [38144/45000]	Loss: 0.4517	LR: 0.020000
Training Epoch: 20 [38400/45000]	Loss: 0.4118	LR: 0.020000
Training Epoch: 20 [38656/45000]	Loss: 0.5406	LR: 0.020000
Training Epoch: 20 [38912/45000]	Loss: 0.4832	LR: 0.020000
Training Epoch: 20 [39168/45000]	Loss: 0.4071	LR: 0.020000
Training Epoch: 20 [39424/45000]	Loss: 0.4785	LR: 0.020000
Training Epoch: 20 [39680/45000]	Loss: 0.4603	LR: 0.020000
Training Epoch: 20 [39936/45000]	Loss: 0.4338	LR: 0.020000
Training Epoch: 20 [40192/45000]	Loss: 0.4742	LR: 0.020000
Training Epoch: 20 [40448/45000]	Loss: 0.5167	LR: 0.020000
Training Epoch: 20 [40704/45000]	Loss: 0.4933	LR: 0.020000
Training Epoch: 20 [40960/45000]	Loss: 0.4901	LR: 0.020000
Training Epoch: 20 [41216/45000]	Loss: 0.4791	LR: 0.020000
Training Epoch: 20 [41472/45000]	Loss: 0.5505	LR: 0.020000
Training Epoch: 20 [41728/45000]	Loss: 0.4525	LR: 0.020000
Training Epoch: 20 [41984/45000]	Loss: 0.5952	LR: 0.020000
Training Epoch: 20 [42240/45000]	Loss: 0.4463	LR: 0.020000
Training Epoch: 20 [42496/45000]	Loss: 0.4892	LR: 0.020000
Training Epoch: 20 [42752/45000]	Loss: 0.4637	LR: 0.020000
Training Epoch: 20 [43008/45000]	Loss: 0.4511	LR: 0.020000
Training Epoch: 20 [43264/45000]	Loss: 0.4747	LR: 0.020000
Training Epoch: 20 [43520/45000]	Loss: 0.4698	LR: 0.020000
Training Epoch: 20 [43776/45000]	Loss: 0.4776	LR: 0.020000
Training Epoch: 20 [44032/45000]	Loss: 0.5142	LR: 0.020000
Training Epoch: 20 [44288/45000]	Loss: 0.5166	LR: 0.020000
Training Epoch: 20 [44544/45000]	Loss: 0.4784	LR: 0.020000
Training Epoch: 20 [44800/45000]	Loss: 0.5395	LR: 0.020000
Training Epoch: 20 [45000/45000]	Loss: 0.5499	LR: 0.020000
Epoch 20 - Average Train Loss: 0.4761, Train Accuracy: 0.8428
Epoch 20 training time consumed: 27.18s
Evaluating Network.....
Test set: Epoch: 20, Average loss: 0.0031, Accuracy: 0.7671, Time consumed:0.89s
Training Epoch: 21 [256/45000]	Loss: 0.3453	LR: 0.020000
Training Epoch: 21 [512/45000]	Loss: 0.3920	LR: 0.020000
Training Epoch: 21 [768/45000]	Loss: 0.4548	LR: 0.020000
Training Epoch: 21 [1024/45000]	Loss: 0.3890	LR: 0.020000
Training Epoch: 21 [1280/45000]	Loss: 0.4239	LR: 0.020000
Training Epoch: 21 [1536/45000]	Loss: 0.3529	LR: 0.020000
Training Epoch: 21 [1792/45000]	Loss: 0.3615	LR: 0.020000
Training Epoch: 21 [2048/45000]	Loss: 0.3787	LR: 0.020000
Training Epoch: 21 [2304/45000]	Loss: 0.4769	LR: 0.020000
Training Epoch: 21 [2560/45000]	Loss: 0.5102	LR: 0.020000
Training Epoch: 21 [2816/45000]	Loss: 0.5443	LR: 0.020000
Training Epoch: 21 [3072/45000]	Loss: 0.4415	LR: 0.020000
Training Epoch: 21 [3328/45000]	Loss: 0.4451	LR: 0.020000
Training Epoch: 21 [3584/45000]	Loss: 0.4557	LR: 0.020000
Training Epoch: 21 [3840/45000]	Loss: 0.4530	LR: 0.020000
Training Epoch: 21 [4096/45000]	Loss: 0.4875	LR: 0.020000
Training Epoch: 21 [4352/45000]	Loss: 0.3928	LR: 0.020000
Training Epoch: 21 [4608/45000]	Loss: 0.4688	LR: 0.020000
Training Epoch: 21 [4864/45000]	Loss: 0.4122	LR: 0.020000
Training Epoch: 21 [5120/45000]	Loss: 0.4633	LR: 0.020000
Training Epoch: 21 [5376/45000]	Loss: 0.4422	LR: 0.020000
Training Epoch: 21 [5632/45000]	Loss: 0.6146	LR: 0.020000
Training Epoch: 21 [5888/45000]	Loss: 0.5247	LR: 0.020000
Training Epoch: 21 [6144/45000]	Loss: 0.3882	LR: 0.020000
Training Epoch: 21 [6400/45000]	Loss: 0.4697	LR: 0.020000
Training Epoch: 21 [6656/45000]	Loss: 0.5131	LR: 0.020000
Training Epoch: 21 [6912/45000]	Loss: 0.4628	LR: 0.020000
Training Epoch: 21 [7168/45000]	Loss: 0.4990	LR: 0.020000
Training Epoch: 21 [7424/45000]	Loss: 0.4229	LR: 0.020000
Training Epoch: 21 [7680/45000]	Loss: 0.4668	LR: 0.020000
Training Epoch: 21 [7936/45000]	Loss: 0.4008	LR: 0.020000
Training Epoch: 21 [8192/45000]	Loss: 0.4727	LR: 0.020000
Training Epoch: 21 [8448/45000]	Loss: 0.4328	LR: 0.020000
Training Epoch: 21 [8704/45000]	Loss: 0.5052	LR: 0.020000
Training Epoch: 21 [8960/45000]	Loss: 0.3807	LR: 0.020000
Training Epoch: 21 [9216/45000]	Loss: 0.3708	LR: 0.020000
Training Epoch: 21 [9472/45000]	Loss: 0.3640	LR: 0.020000
Training Epoch: 21 [9728/45000]	Loss: 0.4798	LR: 0.020000
Training Epoch: 21 [9984/45000]	Loss: 0.4928	LR: 0.020000
Training Epoch: 21 [10240/45000]	Loss: 0.4810	LR: 0.020000
Training Epoch: 21 [10496/45000]	Loss: 0.4137	LR: 0.020000
Training Epoch: 21 [10752/45000]	Loss: 0.4968	LR: 0.020000
Training Epoch: 21 [11008/45000]	Loss: 0.4692	LR: 0.020000
Training Epoch: 21 [11264/45000]	Loss: 0.4867	LR: 0.020000
Training Epoch: 21 [11520/45000]	Loss: 0.4616	LR: 0.020000
Training Epoch: 21 [11776/45000]	Loss: 0.4037	LR: 0.020000
Training Epoch: 21 [12032/45000]	Loss: 0.4149	LR: 0.020000
Training Epoch: 21 [12288/45000]	Loss: 0.4340	LR: 0.020000
Training Epoch: 21 [12544/45000]	Loss: 0.4864	LR: 0.020000
Training Epoch: 21 [12800/45000]	Loss: 0.4692	LR: 0.020000
Training Epoch: 21 [13056/45000]	Loss: 0.3668	LR: 0.020000
Training Epoch: 21 [13312/45000]	Loss: 0.5298	LR: 0.020000
Training Epoch: 21 [13568/45000]	Loss: 0.5227	LR: 0.020000
Training Epoch: 21 [13824/45000]	Loss: 0.4358	LR: 0.020000
Training Epoch: 21 [14080/45000]	Loss: 0.4964	LR: 0.020000
Training Epoch: 21 [14336/45000]	Loss: 0.5314	LR: 0.020000
Training Epoch: 21 [14592/45000]	Loss: 0.4740	LR: 0.020000
Training Epoch: 21 [14848/45000]	Loss: 0.5169	LR: 0.020000
Training Epoch: 21 [15104/45000]	Loss: 0.4298	LR: 0.020000
Training Epoch: 21 [15360/45000]	Loss: 0.5359	LR: 0.020000
Training Epoch: 21 [15616/45000]	Loss: 0.3992	LR: 0.020000
Training Epoch: 21 [15872/45000]	Loss: 0.4146	LR: 0.020000
Training Epoch: 21 [16128/45000]	Loss: 0.5434	LR: 0.020000
Training Epoch: 21 [16384/45000]	Loss: 0.4796	LR: 0.020000
Training Epoch: 21 [16640/45000]	Loss: 0.3736	LR: 0.020000
Training Epoch: 21 [16896/45000]	Loss: 0.4614	LR: 0.020000
Training Epoch: 21 [17152/45000]	Loss: 0.5679	LR: 0.020000
Training Epoch: 21 [17408/45000]	Loss: 0.4043	LR: 0.020000
Training Epoch: 21 [17664/45000]	Loss: 0.4964	LR: 0.020000
Training Epoch: 21 [17920/45000]	Loss: 0.4904	LR: 0.020000
Training Epoch: 21 [18176/45000]	Loss: 0.4458	LR: 0.020000
Training Epoch: 21 [18432/45000]	Loss: 0.4712	LR: 0.020000
Training Epoch: 21 [18688/45000]	Loss: 0.4456	LR: 0.020000
Training Epoch: 21 [18944/45000]	Loss: 0.4361	LR: 0.020000
Training Epoch: 21 [19200/45000]	Loss: 0.4360	LR: 0.020000
Training Epoch: 21 [19456/45000]	Loss: 0.3726	LR: 0.020000
Training Epoch: 21 [19712/45000]	Loss: 0.4550	LR: 0.020000
Training Epoch: 21 [19968/45000]	Loss: 0.5560	LR: 0.020000
Training Epoch: 21 [20224/45000]	Loss: 0.5301	LR: 0.020000
Training Epoch: 21 [20480/45000]	Loss: 0.3241	LR: 0.020000
Training Epoch: 21 [20736/45000]	Loss: 0.5106	LR: 0.020000
Training Epoch: 21 [20992/45000]	Loss: 0.5697	LR: 0.020000
Training Epoch: 21 [21248/45000]	Loss: 0.4740	LR: 0.020000
Training Epoch: 21 [21504/45000]	Loss: 0.4771	LR: 0.020000
Training Epoch: 21 [21760/45000]	Loss: 0.4459	LR: 0.020000
Training Epoch: 21 [22016/45000]	Loss: 0.4651	LR: 0.020000
Training Epoch: 21 [22272/45000]	Loss: 0.4478	LR: 0.020000
Training Epoch: 21 [22528/45000]	Loss: 0.5653	LR: 0.020000
Training Epoch: 21 [22784/45000]	Loss: 0.3825	LR: 0.020000
Training Epoch: 21 [23040/45000]	Loss: 0.4778	LR: 0.020000
Training Epoch: 21 [23296/45000]	Loss: 0.3694	LR: 0.020000
Training Epoch: 21 [23552/45000]	Loss: 0.5506	LR: 0.020000
Training Epoch: 21 [23808/45000]	Loss: 0.4757	LR: 0.020000
Training Epoch: 21 [24064/45000]	Loss: 0.3658	LR: 0.020000
Training Epoch: 21 [24320/45000]	Loss: 0.4722	LR: 0.020000
Training Epoch: 21 [24576/45000]	Loss: 0.4832	LR: 0.020000
Training Epoch: 21 [24832/45000]	Loss: 0.4681	LR: 0.020000
Training Epoch: 21 [25088/45000]	Loss: 0.4711	LR: 0.020000
Training Epoch: 21 [25344/45000]	Loss: 0.4382	LR: 0.020000
Training Epoch: 21 [25600/45000]	Loss: 0.4673	LR: 0.020000
Training Epoch: 21 [25856/45000]	Loss: 0.5394	LR: 0.020000
Training Epoch: 21 [26112/45000]	Loss: 0.5320	LR: 0.020000
Training Epoch: 21 [26368/45000]	Loss: 0.5400	LR: 0.020000
Training Epoch: 21 [26624/45000]	Loss: 0.4169	LR: 0.020000
Training Epoch: 21 [26880/45000]	Loss: 0.4990	LR: 0.020000
Training Epoch: 21 [27136/45000]	Loss: 0.4100	LR: 0.020000
Training Epoch: 21 [27392/45000]	Loss: 0.4581	LR: 0.020000
Training Epoch: 21 [27648/45000]	Loss: 0.4653	LR: 0.020000
Training Epoch: 21 [27904/45000]	Loss: 0.4879	LR: 0.020000
Training Epoch: 21 [28160/45000]	Loss: 0.4396	LR: 0.020000
Training Epoch: 21 [28416/45000]	Loss: 0.4382	LR: 0.020000
Training Epoch: 21 [28672/45000]	Loss: 0.5829	LR: 0.020000
Training Epoch: 21 [28928/45000]	Loss: 0.4684	LR: 0.020000
Training Epoch: 21 [29184/45000]	Loss: 0.4146	LR: 0.020000
Training Epoch: 21 [29440/45000]	Loss: 0.4596	LR: 0.020000
Training Epoch: 21 [29696/45000]	Loss: 0.4240	LR: 0.020000
Training Epoch: 21 [29952/45000]	Loss: 0.3744	LR: 0.020000
Training Epoch: 21 [30208/45000]	Loss: 0.4476	LR: 0.020000
Training Epoch: 21 [30464/45000]	Loss: 0.3404	LR: 0.020000
Training Epoch: 21 [30720/45000]	Loss: 0.4098	LR: 0.020000
Training Epoch: 21 [30976/45000]	Loss: 0.4629	LR: 0.020000
Training Epoch: 21 [31232/45000]	Loss: 0.4864	LR: 0.020000
Training Epoch: 21 [31488/45000]	Loss: 0.5407	LR: 0.020000
Training Epoch: 21 [31744/45000]	Loss: 0.5704	LR: 0.020000
Training Epoch: 21 [32000/45000]	Loss: 0.4859	LR: 0.020000
Training Epoch: 21 [32256/45000]	Loss: 0.5218	LR: 0.020000
Training Epoch: 21 [32512/45000]	Loss: 0.5116	LR: 0.020000
Training Epoch: 21 [32768/45000]	Loss: 0.5402	LR: 0.020000
Training Epoch: 21 [33024/45000]	Loss: 0.5385	LR: 0.020000
Training Epoch: 21 [33280/45000]	Loss: 0.6042	LR: 0.020000
Training Epoch: 21 [33536/45000]	Loss: 0.5388	LR: 0.020000
Training Epoch: 21 [33792/45000]	Loss: 0.4420	LR: 0.020000
Training Epoch: 21 [34048/45000]	Loss: 0.4023	LR: 0.020000
Training Epoch: 21 [34304/45000]	Loss: 0.5148	LR: 0.020000
Training Epoch: 21 [34560/45000]	Loss: 0.4468	LR: 0.020000
Training Epoch: 21 [34816/45000]	Loss: 0.5226	LR: 0.020000
Training Epoch: 21 [35072/45000]	Loss: 0.3832	LR: 0.020000
Training Epoch: 21 [35328/45000]	Loss: 0.4356	LR: 0.020000
Training Epoch: 21 [35584/45000]	Loss: 0.3260	LR: 0.020000
Training Epoch: 21 [35840/45000]	Loss: 0.4542	LR: 0.020000
Training Epoch: 21 [36096/45000]	Loss: 0.4633	LR: 0.020000
Training Epoch: 21 [36352/45000]	Loss: 0.5459	LR: 0.020000
Training Epoch: 21 [36608/45000]	Loss: 0.5167	LR: 0.020000
Training Epoch: 21 [36864/45000]	Loss: 0.4887	LR: 0.020000
Training Epoch: 21 [37120/45000]	Loss: 0.4874	LR: 0.020000
Training Epoch: 21 [37376/45000]	Loss: 0.5758	LR: 0.020000
Training Epoch: 21 [37632/45000]	Loss: 0.4866	LR: 0.020000
Training Epoch: 21 [37888/45000]	Loss: 0.4333	LR: 0.020000
Training Epoch: 21 [38144/45000]	Loss: 0.5607	LR: 0.020000
Training Epoch: 21 [38400/45000]	Loss: 0.4962	LR: 0.020000
Training Epoch: 21 [38656/45000]	Loss: 0.5482	LR: 0.020000
Training Epoch: 21 [38912/45000]	Loss: 0.5234	LR: 0.020000
Training Epoch: 21 [39168/45000]	Loss: 0.4027	LR: 0.020000
Training Epoch: 21 [39424/45000]	Loss: 0.4480	LR: 0.020000
Training Epoch: 21 [39680/45000]	Loss: 0.3909	LR: 0.020000
Training Epoch: 21 [39936/45000]	Loss: 0.4076	LR: 0.020000
Training Epoch: 21 [40192/45000]	Loss: 0.4863	LR: 0.020000
Training Epoch: 21 [40448/45000]	Loss: 0.4568	LR: 0.020000
Training Epoch: 21 [40704/45000]	Loss: 0.4194	LR: 0.020000
Training Epoch: 21 [40960/45000]	Loss: 0.4299	LR: 0.020000
Training Epoch: 21 [41216/45000]	Loss: 0.3921	LR: 0.020000
Training Epoch: 21 [41472/45000]	Loss: 0.4474	LR: 0.020000
Training Epoch: 21 [41728/45000]	Loss: 0.4699	LR: 0.020000
Training Epoch: 21 [41984/45000]	Loss: 0.4926	LR: 0.020000
Training Epoch: 21 [42240/45000]	Loss: 0.5509	LR: 0.020000
Training Epoch: 21 [42496/45000]	Loss: 0.3893	LR: 0.020000
Training Epoch: 21 [42752/45000]	Loss: 0.4246	LR: 0.020000
Training Epoch: 21 [43008/45000]	Loss: 0.4550	LR: 0.020000
Training Epoch: 21 [43264/45000]	Loss: 0.4131	LR: 0.020000
Training Epoch: 21 [43520/45000]	Loss: 0.5591	LR: 0.020000
Training Epoch: 21 [43776/45000]	Loss: 0.5908	LR: 0.020000
Training Epoch: 21 [44032/45000]	Loss: 0.4966	LR: 0.020000
Training Epoch: 21 [44288/45000]	Loss: 0.4302	LR: 0.020000
Training Epoch: 21 [44544/45000]	Loss: 0.4414	LR: 0.020000
Training Epoch: 21 [44800/45000]	Loss: 0.6215	LR: 0.020000
Training Epoch: 21 [45000/45000]	Loss: 0.3907	LR: 0.020000
Epoch 21 - Average Train Loss: 0.4643, Train Accuracy: 0.8467
Epoch 21 training time consumed: 26.69s
Evaluating Network.....
Test set: Epoch: 21, Average loss: 0.0031, Accuracy: 0.7677, Time consumed:0.98s
Training Epoch: 22 [256/45000]	Loss: 0.4382	LR: 0.020000
Training Epoch: 22 [512/45000]	Loss: 0.4548	LR: 0.020000
Training Epoch: 22 [768/45000]	Loss: 0.3895	LR: 0.020000
Training Epoch: 22 [1024/45000]	Loss: 0.4600	LR: 0.020000
Training Epoch: 22 [1280/45000]	Loss: 0.5580	LR: 0.020000
Training Epoch: 22 [1536/45000]	Loss: 0.4211	LR: 0.020000
Training Epoch: 22 [1792/45000]	Loss: 0.4690	LR: 0.020000
Training Epoch: 22 [2048/45000]	Loss: 0.4661	LR: 0.020000
Training Epoch: 22 [2304/45000]	Loss: 0.4511	LR: 0.020000
Training Epoch: 22 [2560/45000]	Loss: 0.4272	LR: 0.020000
Training Epoch: 22 [2816/45000]	Loss: 0.3275	LR: 0.020000
Training Epoch: 22 [3072/45000]	Loss: 0.4134	LR: 0.020000
Training Epoch: 22 [3328/45000]	Loss: 0.3798	LR: 0.020000
Training Epoch: 22 [3584/45000]	Loss: 0.2745	LR: 0.020000
Training Epoch: 22 [3840/45000]	Loss: 0.4095	LR: 0.020000
Training Epoch: 22 [4096/45000]	Loss: 0.4504	LR: 0.020000
Training Epoch: 22 [4352/45000]	Loss: 0.4304	LR: 0.020000
Training Epoch: 22 [4608/45000]	Loss: 0.4515	LR: 0.020000
Training Epoch: 22 [4864/45000]	Loss: 0.3306	LR: 0.020000
Training Epoch: 22 [5120/45000]	Loss: 0.5158	LR: 0.020000
Training Epoch: 22 [5376/45000]	Loss: 0.3601	LR: 0.020000
Training Epoch: 22 [5632/45000]	Loss: 0.4291	LR: 0.020000
Training Epoch: 22 [5888/45000]	Loss: 0.3226	LR: 0.020000
Training Epoch: 22 [6144/45000]	Loss: 0.3575	LR: 0.020000
Training Epoch: 22 [6400/45000]	Loss: 0.3718	LR: 0.020000
Training Epoch: 22 [6656/45000]	Loss: 0.4988	LR: 0.020000
Training Epoch: 22 [6912/45000]	Loss: 0.4026	LR: 0.020000
Training Epoch: 22 [7168/45000]	Loss: 0.4697	LR: 0.020000
Training Epoch: 22 [7424/45000]	Loss: 0.5617	LR: 0.020000
Training Epoch: 22 [7680/45000]	Loss: 0.4175	LR: 0.020000
Training Epoch: 22 [7936/45000]	Loss: 0.4869	LR: 0.020000
Training Epoch: 22 [8192/45000]	Loss: 0.3713	LR: 0.020000
Training Epoch: 22 [8448/45000]	Loss: 0.4908	LR: 0.020000
Training Epoch: 22 [8704/45000]	Loss: 0.4769	LR: 0.020000
Training Epoch: 22 [8960/45000]	Loss: 0.4072	LR: 0.020000
Training Epoch: 22 [9216/45000]	Loss: 0.3873	LR: 0.020000
Training Epoch: 22 [9472/45000]	Loss: 0.4250	LR: 0.020000
Training Epoch: 22 [9728/45000]	Loss: 0.4470	LR: 0.020000
Training Epoch: 22 [9984/45000]	Loss: 0.4546	LR: 0.020000
Training Epoch: 22 [10240/45000]	Loss: 0.4107	LR: 0.020000
Training Epoch: 22 [10496/45000]	Loss: 0.4105	LR: 0.020000
Training Epoch: 22 [10752/45000]	Loss: 0.4865	LR: 0.020000
Training Epoch: 22 [11008/45000]	Loss: 0.4252	LR: 0.020000
Training Epoch: 22 [11264/45000]	Loss: 0.4170	LR: 0.020000
Training Epoch: 22 [11520/45000]	Loss: 0.4825	LR: 0.020000
Training Epoch: 22 [11776/45000]	Loss: 0.4371	LR: 0.020000
Training Epoch: 22 [12032/45000]	Loss: 0.3262	LR: 0.020000
Training Epoch: 22 [12288/45000]	Loss: 0.4304	LR: 0.020000
Training Epoch: 22 [12544/45000]	Loss: 0.4428	LR: 0.020000
Training Epoch: 22 [12800/45000]	Loss: 0.3227	LR: 0.020000
Training Epoch: 22 [13056/45000]	Loss: 0.4703	LR: 0.020000
Training Epoch: 22 [13312/45000]	Loss: 0.4932	LR: 0.020000
Training Epoch: 22 [13568/45000]	Loss: 0.4174	LR: 0.020000
Training Epoch: 22 [13824/45000]	Loss: 0.4182	LR: 0.020000
Training Epoch: 22 [14080/45000]	Loss: 0.3737	LR: 0.020000
Training Epoch: 22 [14336/45000]	Loss: 0.5499	LR: 0.020000
Training Epoch: 22 [14592/45000]	Loss: 0.2781	LR: 0.020000
Training Epoch: 22 [14848/45000]	Loss: 0.3776	LR: 0.020000
Training Epoch: 22 [15104/45000]	Loss: 0.4600	LR: 0.020000
Training Epoch: 22 [15360/45000]	Loss: 0.5221	LR: 0.020000
Training Epoch: 22 [15616/45000]	Loss: 0.4058	LR: 0.020000
Training Epoch: 22 [15872/45000]	Loss: 0.4686	LR: 0.020000
Training Epoch: 22 [16128/45000]	Loss: 0.3884	LR: 0.020000
Training Epoch: 22 [16384/45000]	Loss: 0.3609	LR: 0.020000
Training Epoch: 22 [16640/45000]	Loss: 0.4422	LR: 0.020000
Training Epoch: 22 [16896/45000]	Loss: 0.4180	LR: 0.020000
Training Epoch: 22 [17152/45000]	Loss: 0.4937	LR: 0.020000
Training Epoch: 22 [17408/45000]	Loss: 0.3833	LR: 0.020000
Training Epoch: 22 [17664/45000]	Loss: 0.4165	LR: 0.020000
Training Epoch: 22 [17920/45000]	Loss: 0.4293	LR: 0.020000
Training Epoch: 22 [18176/45000]	Loss: 0.4224	LR: 0.020000
Training Epoch: 22 [18432/45000]	Loss: 0.3408	LR: 0.020000
Training Epoch: 22 [18688/45000]	Loss: 0.4093	LR: 0.020000
Training Epoch: 22 [18944/45000]	Loss: 0.4881	LR: 0.020000
Training Epoch: 22 [19200/45000]	Loss: 0.4694	LR: 0.020000
Training Epoch: 22 [19456/45000]	Loss: 0.4462	LR: 0.020000
Training Epoch: 22 [19712/45000]	Loss: 0.4351	LR: 0.020000
Training Epoch: 22 [19968/45000]	Loss: 0.4167	LR: 0.020000
Training Epoch: 22 [20224/45000]	Loss: 0.5194	LR: 0.020000
Training Epoch: 22 [20480/45000]	Loss: 0.4178	LR: 0.020000
Training Epoch: 22 [20736/45000]	Loss: 0.4977	LR: 0.020000
Training Epoch: 22 [20992/45000]	Loss: 0.4194	LR: 0.020000
Training Epoch: 22 [21248/45000]	Loss: 0.4291	LR: 0.020000
Training Epoch: 22 [21504/45000]	Loss: 0.5198	LR: 0.020000
Training Epoch: 22 [21760/45000]	Loss: 0.4439	LR: 0.020000
Training Epoch: 22 [22016/45000]	Loss: 0.4564	LR: 0.020000
Training Epoch: 22 [22272/45000]	Loss: 0.4682	LR: 0.020000
Training Epoch: 22 [22528/45000]	Loss: 0.3465	LR: 0.020000
Training Epoch: 22 [22784/45000]	Loss: 0.3810	LR: 0.020000
Training Epoch: 22 [23040/45000]	Loss: 0.4902	LR: 0.020000
Training Epoch: 22 [23296/45000]	Loss: 0.4012	LR: 0.020000
Training Epoch: 22 [23552/45000]	Loss: 0.4152	LR: 0.020000
Training Epoch: 22 [23808/45000]	Loss: 0.4326	LR: 0.020000
Training Epoch: 22 [24064/45000]	Loss: 0.4500	LR: 0.020000
Training Epoch: 22 [24320/45000]	Loss: 0.5040	LR: 0.020000
Training Epoch: 22 [24576/45000]	Loss: 0.4052	LR: 0.020000
Training Epoch: 22 [24832/45000]	Loss: 0.5374	LR: 0.020000
Training Epoch: 22 [25088/45000]	Loss: 0.4828	LR: 0.020000
Training Epoch: 22 [25344/45000]	Loss: 0.4324	LR: 0.020000
Training Epoch: 22 [25600/45000]	Loss: 0.3707	LR: 0.020000
Training Epoch: 22 [25856/45000]	Loss: 0.4604	LR: 0.020000
Training Epoch: 22 [26112/45000]	Loss: 0.4039	LR: 0.020000
Training Epoch: 22 [26368/45000]	Loss: 0.4583	LR: 0.020000
Training Epoch: 22 [26624/45000]	Loss: 0.5069	LR: 0.020000
Training Epoch: 22 [26880/45000]	Loss: 0.3621	LR: 0.020000
Training Epoch: 22 [27136/45000]	Loss: 0.4406	LR: 0.020000
Training Epoch: 22 [27392/45000]	Loss: 0.4985	LR: 0.020000
Training Epoch: 22 [27648/45000]	Loss: 0.4899	LR: 0.020000
Training Epoch: 22 [27904/45000]	Loss: 0.4244	LR: 0.020000
Training Epoch: 22 [28160/45000]	Loss: 0.4545	LR: 0.020000
Training Epoch: 22 [28416/45000]	Loss: 0.5425	LR: 0.020000
Training Epoch: 22 [28672/45000]	Loss: 0.4448	LR: 0.020000
Training Epoch: 22 [28928/45000]	Loss: 0.5761	LR: 0.020000
Training Epoch: 22 [29184/45000]	Loss: 0.5503	LR: 0.020000
Training Epoch: 22 [29440/45000]	Loss: 0.4177	LR: 0.020000
Training Epoch: 22 [29696/45000]	Loss: 0.4167	LR: 0.020000
Training Epoch: 22 [29952/45000]	Loss: 0.3739	LR: 0.020000
Training Epoch: 22 [30208/45000]	Loss: 0.5152	LR: 0.020000
Training Epoch: 22 [30464/45000]	Loss: 0.4377	LR: 0.020000
Training Epoch: 22 [30720/45000]	Loss: 0.4495	LR: 0.020000
Training Epoch: 22 [30976/45000]	Loss: 0.4052	LR: 0.020000
Training Epoch: 22 [31232/45000]	Loss: 0.4731	LR: 0.020000
Training Epoch: 22 [31488/45000]	Loss: 0.4924	LR: 0.020000
Training Epoch: 22 [31744/45000]	Loss: 0.3756	LR: 0.020000
Training Epoch: 22 [32000/45000]	Loss: 0.5986	LR: 0.020000
Training Epoch: 22 [32256/45000]	Loss: 0.3833	LR: 0.020000
Training Epoch: 22 [32512/45000]	Loss: 0.4805	LR: 0.020000
Training Epoch: 22 [32768/45000]	Loss: 0.4374	LR: 0.020000
Training Epoch: 22 [33024/45000]	Loss: 0.5448	LR: 0.020000
Training Epoch: 22 [33280/45000]	Loss: 0.4743	LR: 0.020000
Training Epoch: 22 [33536/45000]	Loss: 0.3584	LR: 0.020000
Training Epoch: 22 [33792/45000]	Loss: 0.4807	LR: 0.020000
Training Epoch: 22 [34048/45000]	Loss: 0.4914	LR: 0.020000
Training Epoch: 22 [34304/45000]	Loss: 0.4322	LR: 0.020000
Training Epoch: 22 [34560/45000]	Loss: 0.5387	LR: 0.020000
Training Epoch: 22 [34816/45000]	Loss: 0.4656	LR: 0.020000
Training Epoch: 22 [35072/45000]	Loss: 0.4489	LR: 0.020000
Training Epoch: 22 [35328/45000]	Loss: 0.5085	LR: 0.020000
Training Epoch: 22 [35584/45000]	Loss: 0.4486	LR: 0.020000
Training Epoch: 22 [35840/45000]	Loss: 0.5609	LR: 0.020000
Training Epoch: 22 [36096/45000]	Loss: 0.4644	LR: 0.020000
Training Epoch: 22 [36352/45000]	Loss: 0.4927	LR: 0.020000
Training Epoch: 22 [36608/45000]	Loss: 0.4313	LR: 0.020000
Training Epoch: 22 [36864/45000]	Loss: 0.3683	LR: 0.020000
Training Epoch: 22 [37120/45000]	Loss: 0.4314	LR: 0.020000
Training Epoch: 22 [37376/45000]	Loss: 0.3716	LR: 0.020000
Training Epoch: 22 [37632/45000]	Loss: 0.3846	LR: 0.020000
Training Epoch: 22 [37888/45000]	Loss: 0.4954	LR: 0.020000
Training Epoch: 22 [38144/45000]	Loss: 0.4964	LR: 0.020000
Training Epoch: 22 [38400/45000]	Loss: 0.4218	LR: 0.020000
Training Epoch: 22 [38656/45000]	Loss: 0.5205	LR: 0.020000
Training Epoch: 22 [38912/45000]	Loss: 0.4917	LR: 0.020000
Training Epoch: 22 [39168/45000]	Loss: 0.4548	LR: 0.020000
Training Epoch: 22 [39424/45000]	Loss: 0.4820	LR: 0.020000
Training Epoch: 22 [39680/45000]	Loss: 0.5001	LR: 0.020000
Training Epoch: 22 [39936/45000]	Loss: 0.4720	LR: 0.020000
Training Epoch: 22 [40192/45000]	Loss: 0.5309	LR: 0.020000
Training Epoch: 22 [40448/45000]	Loss: 0.4827	LR: 0.020000
Training Epoch: 22 [40704/45000]	Loss: 0.5028	LR: 0.020000
Training Epoch: 22 [40960/45000]	Loss: 0.4672	LR: 0.020000
Training Epoch: 22 [41216/45000]	Loss: 0.4023	LR: 0.020000
Training Epoch: 22 [41472/45000]	Loss: 0.5045	LR: 0.020000
Training Epoch: 22 [41728/45000]	Loss: 0.3856	LR: 0.020000
Training Epoch: 22 [41984/45000]	Loss: 0.4213	LR: 0.020000
Training Epoch: 22 [42240/45000]	Loss: 0.4539	LR: 0.020000
Training Epoch: 22 [42496/45000]	Loss: 0.4171	LR: 0.020000
Training Epoch: 22 [42752/45000]	Loss: 0.4395	LR: 0.020000
Training Epoch: 22 [43008/45000]	Loss: 0.4174	LR: 0.020000
Training Epoch: 22 [43264/45000]	Loss: 0.5049	LR: 0.020000
Training Epoch: 22 [43520/45000]	Loss: 0.3689	LR: 0.020000
Training Epoch: 22 [43776/45000]	Loss: 0.5255	LR: 0.020000
Training Epoch: 22 [44032/45000]	Loss: 0.4476	LR: 0.020000
Training Epoch: 22 [44288/45000]	Loss: 0.4338	LR: 0.020000
Training Epoch: 22 [44544/45000]	Loss: 0.4373	LR: 0.020000
Training Epoch: 22 [44800/45000]	Loss: 0.4021	LR: 0.020000
Training Epoch: 22 [45000/45000]	Loss: 0.5244	LR: 0.020000
Epoch 22 - Average Train Loss: 0.4433, Train Accuracy: 0.8527
Epoch 22 training time consumed: 26.82s
Evaluating Network.....
Test set: Epoch: 22, Average loss: 0.0031, Accuracy: 0.7613, Time consumed:0.88s
Training Epoch: 23 [256/45000]	Loss: 0.4697	LR: 0.020000
Training Epoch: 23 [512/45000]	Loss: 0.4772	LR: 0.020000
Training Epoch: 23 [768/45000]	Loss: 0.3519	LR: 0.020000
Training Epoch: 23 [1024/45000]	Loss: 0.3730	LR: 0.020000
Training Epoch: 23 [1280/45000]	Loss: 0.2812	LR: 0.020000
Training Epoch: 23 [1536/45000]	Loss: 0.3624	LR: 0.020000
Training Epoch: 23 [1792/45000]	Loss: 0.3329	LR: 0.020000
Training Epoch: 23 [2048/45000]	Loss: 0.4647	LR: 0.020000
Training Epoch: 23 [2304/45000]	Loss: 0.4386	LR: 0.020000
Training Epoch: 23 [2560/45000]	Loss: 0.3082	LR: 0.020000
Training Epoch: 23 [2816/45000]	Loss: 0.3589	LR: 0.020000
Training Epoch: 23 [3072/45000]	Loss: 0.4059	LR: 0.020000
Training Epoch: 23 [3328/45000]	Loss: 0.4072	LR: 0.020000
Training Epoch: 23 [3584/45000]	Loss: 0.4684	LR: 0.020000
Training Epoch: 23 [3840/45000]	Loss: 0.3858	LR: 0.020000
Training Epoch: 23 [4096/45000]	Loss: 0.3996	LR: 0.020000
Training Epoch: 23 [4352/45000]	Loss: 0.3778	LR: 0.020000
Training Epoch: 23 [4608/45000]	Loss: 0.3664	LR: 0.020000
Training Epoch: 23 [4864/45000]	Loss: 0.4227	LR: 0.020000
Training Epoch: 23 [5120/45000]	Loss: 0.3975	LR: 0.020000
Training Epoch: 23 [5376/45000]	Loss: 0.4898	LR: 0.020000
Training Epoch: 23 [5632/45000]	Loss: 0.4031	LR: 0.020000
Training Epoch: 23 [5888/45000]	Loss: 0.3598	LR: 0.020000
Training Epoch: 23 [6144/45000]	Loss: 0.3093	LR: 0.020000
Training Epoch: 23 [6400/45000]	Loss: 0.3876	LR: 0.020000
Training Epoch: 23 [6656/45000]	Loss: 0.3328	LR: 0.020000
Training Epoch: 23 [6912/45000]	Loss: 0.5155	LR: 0.020000
Training Epoch: 23 [7168/45000]	Loss: 0.3876	LR: 0.020000
Training Epoch: 23 [7424/45000]	Loss: 0.4189	LR: 0.020000
Training Epoch: 23 [7680/45000]	Loss: 0.5158	LR: 0.020000
Training Epoch: 23 [7936/45000]	Loss: 0.4285	LR: 0.020000
Training Epoch: 23 [8192/45000]	Loss: 0.3600	LR: 0.020000
Training Epoch: 23 [8448/45000]	Loss: 0.3273	LR: 0.020000
Training Epoch: 23 [8704/45000]	Loss: 0.3860	LR: 0.020000
Training Epoch: 23 [8960/45000]	Loss: 0.3789	LR: 0.020000
Training Epoch: 23 [9216/45000]	Loss: 0.3824	LR: 0.020000
Training Epoch: 23 [9472/45000]	Loss: 0.4314	LR: 0.020000
Training Epoch: 23 [9728/45000]	Loss: 0.4700	LR: 0.020000
Training Epoch: 23 [9984/45000]	Loss: 0.3994	LR: 0.020000
Training Epoch: 23 [10240/45000]	Loss: 0.3928	LR: 0.020000
Training Epoch: 23 [10496/45000]	Loss: 0.4232	LR: 0.020000
Training Epoch: 23 [10752/45000]	Loss: 0.4017	LR: 0.020000
Training Epoch: 23 [11008/45000]	Loss: 0.4327	LR: 0.020000
Training Epoch: 23 [11264/45000]	Loss: 0.3869	LR: 0.020000
Training Epoch: 23 [11520/45000]	Loss: 0.4881	LR: 0.020000
Training Epoch: 23 [11776/45000]	Loss: 0.3766	LR: 0.020000
Training Epoch: 23 [12032/45000]	Loss: 0.4364	LR: 0.020000
Training Epoch: 23 [12288/45000]	Loss: 0.4913	LR: 0.020000
Training Epoch: 23 [12544/45000]	Loss: 0.4716	LR: 0.020000
Training Epoch: 23 [12800/45000]	Loss: 0.4790	LR: 0.020000
Training Epoch: 23 [13056/45000]	Loss: 0.3496	LR: 0.020000
Training Epoch: 23 [13312/45000]	Loss: 0.4067	LR: 0.020000
Training Epoch: 23 [13568/45000]	Loss: 0.3854	LR: 0.020000
Training Epoch: 23 [13824/45000]	Loss: 0.5257	LR: 0.020000
Training Epoch: 23 [14080/45000]	Loss: 0.3881	LR: 0.020000
Training Epoch: 23 [14336/45000]	Loss: 0.4626	LR: 0.020000
Training Epoch: 23 [14592/45000]	Loss: 0.3600	LR: 0.020000
Training Epoch: 23 [14848/45000]	Loss: 0.3902	LR: 0.020000
Training Epoch: 23 [15104/45000]	Loss: 0.4110	LR: 0.020000
Training Epoch: 23 [15360/45000]	Loss: 0.3452	LR: 0.020000
Training Epoch: 23 [15616/45000]	Loss: 0.3789	LR: 0.020000
Training Epoch: 23 [15872/45000]	Loss: 0.4312	LR: 0.020000
Training Epoch: 23 [16128/45000]	Loss: 0.3895	LR: 0.020000
Training Epoch: 23 [16384/45000]	Loss: 0.3865	LR: 0.020000
Training Epoch: 23 [16640/45000]	Loss: 0.3929	LR: 0.020000
Training Epoch: 23 [16896/45000]	Loss: 0.4511	LR: 0.020000
Training Epoch: 23 [17152/45000]	Loss: 0.4188	LR: 0.020000
Training Epoch: 23 [17408/45000]	Loss: 0.4250	LR: 0.020000
Training Epoch: 23 [17664/45000]	Loss: 0.4441	LR: 0.020000
Training Epoch: 23 [17920/45000]	Loss: 0.4774	LR: 0.020000
Training Epoch: 23 [18176/45000]	Loss: 0.4629	LR: 0.020000
Training Epoch: 23 [18432/45000]	Loss: 0.5202	LR: 0.020000
Training Epoch: 23 [18688/45000]	Loss: 0.3737	LR: 0.020000
Training Epoch: 23 [18944/45000]	Loss: 0.4262	LR: 0.020000
Training Epoch: 23 [19200/45000]	Loss: 0.4351	LR: 0.020000
Training Epoch: 23 [19456/45000]	Loss: 0.4250	LR: 0.020000
Training Epoch: 23 [19712/45000]	Loss: 0.4212	LR: 0.020000
Training Epoch: 23 [19968/45000]	Loss: 0.5617	LR: 0.020000
Training Epoch: 23 [20224/45000]	Loss: 0.4326	LR: 0.020000
Training Epoch: 23 [20480/45000]	Loss: 0.4238	LR: 0.020000
Training Epoch: 23 [20736/45000]	Loss: 0.3995	LR: 0.020000
Training Epoch: 23 [20992/45000]	Loss: 0.3963	LR: 0.020000
Training Epoch: 23 [21248/45000]	Loss: 0.3694	LR: 0.020000
Training Epoch: 23 [21504/45000]	Loss: 0.4808	LR: 0.020000
Training Epoch: 23 [21760/45000]	Loss: 0.3959	LR: 0.020000
Training Epoch: 23 [22016/45000]	Loss: 0.3685	LR: 0.020000
Training Epoch: 23 [22272/45000]	Loss: 0.4254	LR: 0.020000
Training Epoch: 23 [22528/45000]	Loss: 0.4416	LR: 0.020000
Training Epoch: 23 [22784/45000]	Loss: 0.4025	LR: 0.020000
Training Epoch: 23 [23040/45000]	Loss: 0.3505	LR: 0.020000
Training Epoch: 23 [23296/45000]	Loss: 0.4514	LR: 0.020000
Training Epoch: 23 [23552/45000]	Loss: 0.4602	LR: 0.020000
Training Epoch: 23 [23808/45000]	Loss: 0.3547	LR: 0.020000
Training Epoch: 23 [24064/45000]	Loss: 0.3960	LR: 0.020000
Training Epoch: 23 [24320/45000]	Loss: 0.4093	LR: 0.020000
Training Epoch: 23 [24576/45000]	Loss: 0.3444	LR: 0.020000
Training Epoch: 23 [24832/45000]	Loss: 0.3949	LR: 0.020000
Training Epoch: 23 [25088/45000]	Loss: 0.4151	LR: 0.020000
Training Epoch: 23 [25344/45000]	Loss: 0.4595	LR: 0.020000
Training Epoch: 23 [25600/45000]	Loss: 0.4177	LR: 0.020000
Training Epoch: 23 [25856/45000]	Loss: 0.3732	LR: 0.020000
Training Epoch: 23 [26112/45000]	Loss: 0.4094	LR: 0.020000
Training Epoch: 23 [26368/45000]	Loss: 0.4449	LR: 0.020000
Training Epoch: 23 [26624/45000]	Loss: 0.4908	LR: 0.020000
Training Epoch: 23 [26880/45000]	Loss: 0.3727	LR: 0.020000
Training Epoch: 23 [27136/45000]	Loss: 0.4121	LR: 0.020000
Training Epoch: 23 [27392/45000]	Loss: 0.4340	LR: 0.020000
Training Epoch: 23 [27648/45000]	Loss: 0.3517	LR: 0.020000
Training Epoch: 23 [27904/45000]	Loss: 0.4247	LR: 0.020000
Training Epoch: 23 [28160/45000]	Loss: 0.3658	LR: 0.020000
Training Epoch: 23 [28416/45000]	Loss: 0.4050	LR: 0.020000
Training Epoch: 23 [28672/45000]	Loss: 0.4374	LR: 0.020000
Training Epoch: 23 [28928/45000]	Loss: 0.3993	LR: 0.020000
Training Epoch: 23 [29184/45000]	Loss: 0.3864	LR: 0.020000
Training Epoch: 23 [29440/45000]	Loss: 0.4122	LR: 0.020000
Training Epoch: 23 [29696/45000]	Loss: 0.4447	LR: 0.020000
Training Epoch: 23 [29952/45000]	Loss: 0.3627	LR: 0.020000
Training Epoch: 23 [30208/45000]	Loss: 0.4241	LR: 0.020000
Training Epoch: 23 [30464/45000]	Loss: 0.4187	LR: 0.020000
Training Epoch: 23 [30720/45000]	Loss: 0.4060	LR: 0.020000
Training Epoch: 23 [30976/45000]	Loss: 0.4504	LR: 0.020000
Training Epoch: 23 [31232/45000]	Loss: 0.4020	LR: 0.020000
Training Epoch: 23 [31488/45000]	Loss: 0.3789	LR: 0.020000
Training Epoch: 23 [31744/45000]	Loss: 0.4841	LR: 0.020000
Training Epoch: 23 [32000/45000]	Loss: 0.4233	LR: 0.020000
Training Epoch: 23 [32256/45000]	Loss: 0.4402	LR: 0.020000
Training Epoch: 23 [32512/45000]	Loss: 0.4228	LR: 0.020000
Training Epoch: 23 [32768/45000]	Loss: 0.3525	LR: 0.020000
Training Epoch: 23 [33024/45000]	Loss: 0.3499	LR: 0.020000
Training Epoch: 23 [33280/45000]	Loss: 0.4811	LR: 0.020000
Training Epoch: 23 [33536/45000]	Loss: 0.3488	LR: 0.020000
Training Epoch: 23 [33792/45000]	Loss: 0.4499	LR: 0.020000
Training Epoch: 23 [34048/45000]	Loss: 0.4173	LR: 0.020000
Training Epoch: 23 [34304/45000]	Loss: 0.4527	LR: 0.020000
Training Epoch: 23 [34560/45000]	Loss: 0.5095	LR: 0.020000
Training Epoch: 23 [34816/45000]	Loss: 0.4269	LR: 0.020000
Training Epoch: 23 [35072/45000]	Loss: 0.4060	LR: 0.020000
Training Epoch: 23 [35328/45000]	Loss: 0.4103	LR: 0.020000
Training Epoch: 23 [35584/45000]	Loss: 0.4468	LR: 0.020000
Training Epoch: 23 [35840/45000]	Loss: 0.4316	LR: 0.020000
Training Epoch: 23 [36096/45000]	Loss: 0.4128	LR: 0.020000
Training Epoch: 23 [36352/45000]	Loss: 0.5878	LR: 0.020000
Training Epoch: 23 [36608/45000]	Loss: 0.4318	LR: 0.020000
Training Epoch: 23 [36864/45000]	Loss: 0.4089	LR: 0.020000
Training Epoch: 23 [37120/45000]	Loss: 0.3374	LR: 0.020000
Training Epoch: 23 [37376/45000]	Loss: 0.5882	LR: 0.020000
Training Epoch: 23 [37632/45000]	Loss: 0.4661	LR: 0.020000
Training Epoch: 23 [37888/45000]	Loss: 0.4321	LR: 0.020000
Training Epoch: 23 [38144/45000]	Loss: 0.3788	LR: 0.020000
Training Epoch: 23 [38400/45000]	Loss: 0.4828	LR: 0.020000
Training Epoch: 23 [38656/45000]	Loss: 0.4119	LR: 0.020000
Training Epoch: 23 [38912/45000]	Loss: 0.3977	LR: 0.020000
Training Epoch: 23 [39168/45000]	Loss: 0.4784	LR: 0.020000
Training Epoch: 23 [39424/45000]	Loss: 0.3924	LR: 0.020000
Training Epoch: 23 [39680/45000]	Loss: 0.4491	LR: 0.020000
Training Epoch: 23 [39936/45000]	Loss: 0.4268	LR: 0.020000
Training Epoch: 23 [40192/45000]	Loss: 0.5597	LR: 0.020000
Training Epoch: 23 [40448/45000]	Loss: 0.4409	LR: 0.020000
Training Epoch: 23 [40704/45000]	Loss: 0.4414	LR: 0.020000
Training Epoch: 23 [40960/45000]	Loss: 0.4159	LR: 0.020000
Training Epoch: 23 [41216/45000]	Loss: 0.4717	LR: 0.020000
Training Epoch: 23 [41472/45000]	Loss: 0.4444	LR: 0.020000
Training Epoch: 23 [41728/45000]	Loss: 0.3138	LR: 0.020000
Training Epoch: 23 [41984/45000]	Loss: 0.3508	LR: 0.020000
Training Epoch: 23 [42240/45000]	Loss: 0.4244	LR: 0.020000
Training Epoch: 23 [42496/45000]	Loss: 0.5154	LR: 0.020000
Training Epoch: 23 [42752/45000]	Loss: 0.4867	LR: 0.020000
Training Epoch: 23 [43008/45000]	Loss: 0.5135	LR: 0.020000
Training Epoch: 23 [43264/45000]	Loss: 0.4500	LR: 0.020000
Training Epoch: 23 [43520/45000]	Loss: 0.4612	LR: 0.020000
Training Epoch: 23 [43776/45000]	Loss: 0.5136	LR: 0.020000
Training Epoch: 23 [44032/45000]	Loss: 0.4112	LR: 0.020000
Training Epoch: 23 [44288/45000]	Loss: 0.4507	LR: 0.020000
Training Epoch: 23 [44544/45000]	Loss: 0.4557	LR: 0.020000
Training Epoch: 23 [44800/45000]	Loss: 0.4920	LR: 0.020000
Training Epoch: 23 [45000/45000]	Loss: 0.4250	LR: 0.020000
Epoch 23 - Average Train Loss: 0.4201, Train Accuracy: 0.8606
Epoch 23 training time consumed: 26.75s
Evaluating Network.....
Test set: Epoch: 23, Average loss: 0.0031, Accuracy: 0.7662, Time consumed:0.88s
Training Epoch: 24 [256/45000]	Loss: 0.4187	LR: 0.020000
Training Epoch: 24 [512/45000]	Loss: 0.4096	LR: 0.020000
Training Epoch: 24 [768/45000]	Loss: 0.3865	LR: 0.020000
Training Epoch: 24 [1024/45000]	Loss: 0.4212	LR: 0.020000
Training Epoch: 24 [1280/45000]	Loss: 0.4229	LR: 0.020000
Training Epoch: 24 [1536/45000]	Loss: 0.4432	LR: 0.020000
Training Epoch: 24 [1792/45000]	Loss: 0.3973	LR: 0.020000
Training Epoch: 24 [2048/45000]	Loss: 0.3253	LR: 0.020000
Training Epoch: 24 [2304/45000]	Loss: 0.3754	LR: 0.020000
Training Epoch: 24 [2560/45000]	Loss: 0.2989	LR: 0.020000
Training Epoch: 24 [2816/45000]	Loss: 0.4275	LR: 0.020000
Training Epoch: 24 [3072/45000]	Loss: 0.3590	LR: 0.020000
Training Epoch: 24 [3328/45000]	Loss: 0.3747	LR: 0.020000
Training Epoch: 24 [3584/45000]	Loss: 0.3345	LR: 0.020000
Training Epoch: 24 [3840/45000]	Loss: 0.3792	LR: 0.020000
Training Epoch: 24 [4096/45000]	Loss: 0.4406	LR: 0.020000
Training Epoch: 24 [4352/45000]	Loss: 0.3715	LR: 0.020000
Training Epoch: 24 [4608/45000]	Loss: 0.5163	LR: 0.020000
Training Epoch: 24 [4864/45000]	Loss: 0.4738	LR: 0.020000
Training Epoch: 24 [5120/45000]	Loss: 0.3705	LR: 0.020000
Training Epoch: 24 [5376/45000]	Loss: 0.3537	LR: 0.020000
Training Epoch: 24 [5632/45000]	Loss: 0.4426	LR: 0.020000
Training Epoch: 24 [5888/45000]	Loss: 0.3272	LR: 0.020000
Training Epoch: 24 [6144/45000]	Loss: 0.4207	LR: 0.020000
Training Epoch: 24 [6400/45000]	Loss: 0.3348	LR: 0.020000
Training Epoch: 24 [6656/45000]	Loss: 0.4160	LR: 0.020000
Training Epoch: 24 [6912/45000]	Loss: 0.4319	LR: 0.020000
Training Epoch: 24 [7168/45000]	Loss: 0.3908	LR: 0.020000
Training Epoch: 24 [7424/45000]	Loss: 0.3706	LR: 0.020000
Training Epoch: 24 [7680/45000]	Loss: 0.4555	LR: 0.020000
Training Epoch: 24 [7936/45000]	Loss: 0.3654	LR: 0.020000
Training Epoch: 24 [8192/45000]	Loss: 0.4746	LR: 0.020000
Training Epoch: 24 [8448/45000]	Loss: 0.4113	LR: 0.020000
Training Epoch: 24 [8704/45000]	Loss: 0.4098	LR: 0.020000
Training Epoch: 24 [8960/45000]	Loss: 0.3560	LR: 0.020000
Training Epoch: 24 [9216/45000]	Loss: 0.3621	LR: 0.020000
Training Epoch: 24 [9472/45000]	Loss: 0.4384	LR: 0.020000
Training Epoch: 24 [9728/45000]	Loss: 0.3986	LR: 0.020000
Training Epoch: 24 [9984/45000]	Loss: 0.4475	LR: 0.020000
Training Epoch: 24 [10240/45000]	Loss: 0.4468	LR: 0.020000
Training Epoch: 24 [10496/45000]	Loss: 0.4159	LR: 0.020000
Training Epoch: 24 [10752/45000]	Loss: 0.4000	LR: 0.020000
Training Epoch: 24 [11008/45000]	Loss: 0.4014	LR: 0.020000
Training Epoch: 24 [11264/45000]	Loss: 0.3820	LR: 0.020000
Training Epoch: 24 [11520/45000]	Loss: 0.3593	LR: 0.020000
Training Epoch: 24 [11776/45000]	Loss: 0.3388	LR: 0.020000
Training Epoch: 24 [12032/45000]	Loss: 0.3445	LR: 0.020000
Training Epoch: 24 [12288/45000]	Loss: 0.4341	LR: 0.020000
Training Epoch: 24 [12544/45000]	Loss: 0.3806	LR: 0.020000
Training Epoch: 24 [12800/45000]	Loss: 0.4058	LR: 0.020000
Training Epoch: 24 [13056/45000]	Loss: 0.3807	LR: 0.020000
Training Epoch: 24 [13312/45000]	Loss: 0.3461	LR: 0.020000
Training Epoch: 24 [13568/45000]	Loss: 0.3823	LR: 0.020000
Training Epoch: 24 [13824/45000]	Loss: 0.3654	LR: 0.020000
Training Epoch: 24 [14080/45000]	Loss: 0.4701	LR: 0.020000
Training Epoch: 24 [14336/45000]	Loss: 0.3785	LR: 0.020000
Training Epoch: 24 [14592/45000]	Loss: 0.3746	LR: 0.020000
Training Epoch: 24 [14848/45000]	Loss: 0.4027	LR: 0.020000
Training Epoch: 24 [15104/45000]	Loss: 0.4126	LR: 0.020000
Training Epoch: 24 [15360/45000]	Loss: 0.3871	LR: 0.020000
Training Epoch: 24 [15616/45000]	Loss: 0.4437	LR: 0.020000
Training Epoch: 24 [15872/45000]	Loss: 0.3375	LR: 0.020000
Training Epoch: 24 [16128/45000]	Loss: 0.3380	LR: 0.020000
Training Epoch: 24 [16384/45000]	Loss: 0.4469	LR: 0.020000
Training Epoch: 24 [16640/45000]	Loss: 0.5318	LR: 0.020000
Training Epoch: 24 [16896/45000]	Loss: 0.4279	LR: 0.020000
Training Epoch: 24 [17152/45000]	Loss: 0.4079	LR: 0.020000
Training Epoch: 24 [17408/45000]	Loss: 0.3953	LR: 0.020000
Training Epoch: 24 [17664/45000]	Loss: 0.3732	LR: 0.020000
Training Epoch: 24 [17920/45000]	Loss: 0.4690	LR: 0.020000
Training Epoch: 24 [18176/45000]	Loss: 0.5153	LR: 0.020000
Training Epoch: 24 [18432/45000]	Loss: 0.4455	LR: 0.020000
Training Epoch: 24 [18688/45000]	Loss: 0.4278	LR: 0.020000
Training Epoch: 24 [18944/45000]	Loss: 0.3768	LR: 0.020000
Training Epoch: 24 [19200/45000]	Loss: 0.4483	LR: 0.020000
Training Epoch: 24 [19456/45000]	Loss: 0.3991	LR: 0.020000
Training Epoch: 24 [19712/45000]	Loss: 0.3272	LR: 0.020000
Training Epoch: 24 [19968/45000]	Loss: 0.4181	LR: 0.020000
Training Epoch: 24 [20224/45000]	Loss: 0.3926	LR: 0.020000
Training Epoch: 24 [20480/45000]	Loss: 0.4563	LR: 0.020000
Training Epoch: 24 [20736/45000]	Loss: 0.3853	LR: 0.020000
Training Epoch: 24 [20992/45000]	Loss: 0.3931	LR: 0.020000
Training Epoch: 24 [21248/45000]	Loss: 0.4946	LR: 0.020000
Training Epoch: 24 [21504/45000]	Loss: 0.4083	LR: 0.020000
Training Epoch: 24 [21760/45000]	Loss: 0.5056	LR: 0.020000
Training Epoch: 24 [22016/45000]	Loss: 0.4300	LR: 0.020000
Training Epoch: 24 [22272/45000]	Loss: 0.4280	LR: 0.020000
Training Epoch: 24 [22528/45000]	Loss: 0.4625	LR: 0.020000
Training Epoch: 24 [22784/45000]	Loss: 0.4149	LR: 0.020000
Training Epoch: 24 [23040/45000]	Loss: 0.3924	LR: 0.020000
Training Epoch: 24 [23296/45000]	Loss: 0.4035	LR: 0.020000
Training Epoch: 24 [23552/45000]	Loss: 0.4037	LR: 0.020000
Training Epoch: 24 [23808/45000]	Loss: 0.4768	LR: 0.020000
Training Epoch: 24 [24064/45000]	Loss: 0.3603	LR: 0.020000
Training Epoch: 24 [24320/45000]	Loss: 0.4353	LR: 0.020000
Training Epoch: 24 [24576/45000]	Loss: 0.4590	LR: 0.020000
Training Epoch: 24 [24832/45000]	Loss: 0.3278	LR: 0.020000
Training Epoch: 24 [25088/45000]	Loss: 0.3654	LR: 0.020000
Training Epoch: 24 [25344/45000]	Loss: 0.4659	LR: 0.020000
Training Epoch: 24 [25600/45000]	Loss: 0.3775	LR: 0.020000
Training Epoch: 24 [25856/45000]	Loss: 0.3568	LR: 0.020000
Training Epoch: 24 [26112/45000]	Loss: 0.5171	LR: 0.020000
Training Epoch: 24 [26368/45000]	Loss: 0.3856	LR: 0.020000
Training Epoch: 24 [26624/45000]	Loss: 0.3878	LR: 0.020000
Training Epoch: 24 [26880/45000]	Loss: 0.5230	LR: 0.020000
Training Epoch: 24 [27136/45000]	Loss: 0.4403	LR: 0.020000
Training Epoch: 24 [27392/45000]	Loss: 0.3965	LR: 0.020000
Training Epoch: 24 [27648/45000]	Loss: 0.4240	LR: 0.020000
Training Epoch: 24 [27904/45000]	Loss: 0.4509	LR: 0.020000
Training Epoch: 24 [28160/45000]	Loss: 0.3372	LR: 0.020000
Training Epoch: 24 [28416/45000]	Loss: 0.4056	LR: 0.020000
Training Epoch: 24 [28672/45000]	Loss: 0.3917	LR: 0.020000
Training Epoch: 24 [28928/45000]	Loss: 0.4760	LR: 0.020000
Training Epoch: 24 [29184/45000]	Loss: 0.3223	LR: 0.020000
Training Epoch: 24 [29440/45000]	Loss: 0.6119	LR: 0.020000
Training Epoch: 24 [29696/45000]	Loss: 0.5133	LR: 0.020000
Training Epoch: 24 [29952/45000]	Loss: 0.4447	LR: 0.020000
Training Epoch: 24 [30208/45000]	Loss: 0.4002	LR: 0.020000
Training Epoch: 24 [30464/45000]	Loss: 0.3445	LR: 0.020000
Training Epoch: 24 [30720/45000]	Loss: 0.3849	LR: 0.020000
Training Epoch: 24 [30976/45000]	Loss: 0.4720	LR: 0.020000
Training Epoch: 24 [31232/45000]	Loss: 0.3942	LR: 0.020000
Training Epoch: 24 [31488/45000]	Loss: 0.4882	LR: 0.020000
Training Epoch: 24 [31744/45000]	Loss: 0.3115	LR: 0.020000
Training Epoch: 24 [32000/45000]	Loss: 0.4541	LR: 0.020000
Training Epoch: 24 [32256/45000]	Loss: 0.3184	LR: 0.020000
Training Epoch: 24 [32512/45000]	Loss: 0.2987	LR: 0.020000
Training Epoch: 24 [32768/45000]	Loss: 0.3736	LR: 0.020000
Training Epoch: 24 [33024/45000]	Loss: 0.3597	LR: 0.020000
Training Epoch: 24 [33280/45000]	Loss: 0.4070	LR: 0.020000
Training Epoch: 24 [33536/45000]	Loss: 0.4326	LR: 0.020000
Training Epoch: 24 [33792/45000]	Loss: 0.4295	LR: 0.020000
Training Epoch: 24 [34048/45000]	Loss: 0.4967	LR: 0.020000
Training Epoch: 24 [34304/45000]	Loss: 0.3499	LR: 0.020000
Training Epoch: 24 [34560/45000]	Loss: 0.4421	LR: 0.020000
Training Epoch: 24 [34816/45000]	Loss: 0.4592	LR: 0.020000
Training Epoch: 24 [35072/45000]	Loss: 0.3975	LR: 0.020000
Training Epoch: 24 [35328/45000]	Loss: 0.4910	LR: 0.020000
Training Epoch: 24 [35584/45000]	Loss: 0.4202	LR: 0.020000
Training Epoch: 24 [35840/45000]	Loss: 0.4518	LR: 0.020000
Training Epoch: 24 [36096/45000]	Loss: 0.5312	LR: 0.020000
Training Epoch: 24 [36352/45000]	Loss: 0.3976	LR: 0.020000
Training Epoch: 24 [36608/45000]	Loss: 0.4551	LR: 0.020000
Training Epoch: 24 [36864/45000]	Loss: 0.4223	LR: 0.020000
Training Epoch: 24 [37120/45000]	Loss: 0.4071	LR: 0.020000
Training Epoch: 24 [37376/45000]	Loss: 0.4342	LR: 0.020000
Training Epoch: 24 [37632/45000]	Loss: 0.4363	LR: 0.020000
Training Epoch: 24 [37888/45000]	Loss: 0.4618	LR: 0.020000
Training Epoch: 24 [38144/45000]	Loss: 0.3817	LR: 0.020000
Training Epoch: 24 [38400/45000]	Loss: 0.4935	LR: 0.020000
Training Epoch: 24 [38656/45000]	Loss: 0.5126	LR: 0.020000
Training Epoch: 24 [38912/45000]	Loss: 0.4845	LR: 0.020000
Training Epoch: 24 [39168/45000]	Loss: 0.5450	LR: 0.020000
Training Epoch: 24 [39424/45000]	Loss: 0.4346	LR: 0.020000
Training Epoch: 24 [39680/45000]	Loss: 0.3971	LR: 0.020000
Training Epoch: 24 [39936/45000]	Loss: 0.4228	LR: 0.020000
Training Epoch: 24 [40192/45000]	Loss: 0.4519	LR: 0.020000
Training Epoch: 24 [40448/45000]	Loss: 0.5055	LR: 0.020000
Training Epoch: 24 [40704/45000]	Loss: 0.3720	LR: 0.020000
Training Epoch: 24 [40960/45000]	Loss: 0.3608	LR: 0.020000
Training Epoch: 24 [41216/45000]	Loss: 0.3629	LR: 0.020000
Training Epoch: 24 [41472/45000]	Loss: 0.4340	LR: 0.020000
Training Epoch: 24 [41728/45000]	Loss: 0.3915	LR: 0.020000
Training Epoch: 24 [41984/45000]	Loss: 0.5080	LR: 0.020000
Training Epoch: 24 [42240/45000]	Loss: 0.4491	LR: 0.020000
Training Epoch: 24 [42496/45000]	Loss: 0.3575	LR: 0.020000
Training Epoch: 24 [42752/45000]	Loss: 0.4651	LR: 0.020000
Training Epoch: 24 [43008/45000]	Loss: 0.4854	LR: 0.020000
Training Epoch: 24 [43264/45000]	Loss: 0.4695	LR: 0.020000
Training Epoch: 24 [43520/45000]	Loss: 0.4303	LR: 0.020000
Training Epoch: 24 [43776/45000]	Loss: 0.4655	LR: 0.020000
Training Epoch: 24 [44032/45000]	Loss: 0.4206	LR: 0.020000
Training Epoch: 24 [44288/45000]	Loss: 0.4650	LR: 0.020000
Training Epoch: 24 [44544/45000]	Loss: 0.4288	LR: 0.020000
Training Epoch: 24 [44800/45000]	Loss: 0.4588	LR: 0.020000
Training Epoch: 24 [45000/45000]	Loss: 0.3695	LR: 0.020000
Epoch 24 - Average Train Loss: 0.4158, Train Accuracy: 0.8604
Epoch 24 training time consumed: 26.70s
Evaluating Network.....
Test set: Epoch: 24, Average loss: 0.0033, Accuracy: 0.7598, Time consumed:1.02s
Training Epoch: 25 [256/45000]	Loss: 0.3655	LR: 0.020000
Training Epoch: 25 [512/45000]	Loss: 0.3616	LR: 0.020000
Training Epoch: 25 [768/45000]	Loss: 0.4031	LR: 0.020000
Training Epoch: 25 [1024/45000]	Loss: 0.3897	LR: 0.020000
Training Epoch: 25 [1280/45000]	Loss: 0.5254	LR: 0.020000
Training Epoch: 25 [1536/45000]	Loss: 0.4458	LR: 0.020000
Training Epoch: 25 [1792/45000]	Loss: 0.3319	LR: 0.020000
Training Epoch: 25 [2048/45000]	Loss: 0.3359	LR: 0.020000
Training Epoch: 25 [2304/45000]	Loss: 0.3808	LR: 0.020000
Training Epoch: 25 [2560/45000]	Loss: 0.4104	LR: 0.020000
Training Epoch: 25 [2816/45000]	Loss: 0.3607	LR: 0.020000
Training Epoch: 25 [3072/45000]	Loss: 0.3081	LR: 0.020000
Training Epoch: 25 [3328/45000]	Loss: 0.3751	LR: 0.020000
Training Epoch: 25 [3584/45000]	Loss: 0.3594	LR: 0.020000
Training Epoch: 25 [3840/45000]	Loss: 0.3225	LR: 0.020000
Training Epoch: 25 [4096/45000]	Loss: 0.3736	LR: 0.020000
Training Epoch: 25 [4352/45000]	Loss: 0.3785	LR: 0.020000
Training Epoch: 25 [4608/45000]	Loss: 0.2970	LR: 0.020000
Training Epoch: 25 [4864/45000]	Loss: 0.3582	LR: 0.020000
Training Epoch: 25 [5120/45000]	Loss: 0.4924	LR: 0.020000
Training Epoch: 25 [5376/45000]	Loss: 0.3733	LR: 0.020000
Training Epoch: 25 [5632/45000]	Loss: 0.5163	LR: 0.020000
Training Epoch: 25 [5888/45000]	Loss: 0.3299	LR: 0.020000
Training Epoch: 25 [6144/45000]	Loss: 0.4791	LR: 0.020000
Training Epoch: 25 [6400/45000]	Loss: 0.4687	LR: 0.020000
Training Epoch: 25 [6656/45000]	Loss: 0.3977	LR: 0.020000
Training Epoch: 25 [6912/45000]	Loss: 0.3265	LR: 0.020000
Training Epoch: 25 [7168/45000]	Loss: 0.3686	LR: 0.020000
Training Epoch: 25 [7424/45000]	Loss: 0.3976	LR: 0.020000
Training Epoch: 25 [7680/45000]	Loss: 0.3909	LR: 0.020000
Training Epoch: 25 [7936/45000]	Loss: 0.3410	LR: 0.020000
Training Epoch: 25 [8192/45000]	Loss: 0.3607	LR: 0.020000
Training Epoch: 25 [8448/45000]	Loss: 0.3105	LR: 0.020000
Training Epoch: 25 [8704/45000]	Loss: 0.2738	LR: 0.020000
Training Epoch: 25 [8960/45000]	Loss: 0.4529	LR: 0.020000
Training Epoch: 25 [9216/45000]	Loss: 0.3460	LR: 0.020000
Training Epoch: 25 [9472/45000]	Loss: 0.2623	LR: 0.020000
Training Epoch: 25 [9728/45000]	Loss: 0.4503	LR: 0.020000
Training Epoch: 25 [9984/45000]	Loss: 0.3298	LR: 0.020000
Training Epoch: 25 [10240/45000]	Loss: 0.3112	LR: 0.020000
Training Epoch: 25 [10496/45000]	Loss: 0.3777	LR: 0.020000
Training Epoch: 25 [10752/45000]	Loss: 0.3500	LR: 0.020000
Training Epoch: 25 [11008/45000]	Loss: 0.4149	LR: 0.020000
Training Epoch: 25 [11264/45000]	Loss: 0.4221	LR: 0.020000
Training Epoch: 25 [11520/45000]	Loss: 0.3225	LR: 0.020000
Training Epoch: 25 [11776/45000]	Loss: 0.3185	LR: 0.020000
Training Epoch: 25 [12032/45000]	Loss: 0.3558	LR: 0.020000
Training Epoch: 25 [12288/45000]	Loss: 0.3844	LR: 0.020000
Training Epoch: 25 [12544/45000]	Loss: 0.4035	LR: 0.020000
Training Epoch: 25 [12800/45000]	Loss: 0.3175	LR: 0.020000
Training Epoch: 25 [13056/45000]	Loss: 0.3735	LR: 0.020000
Training Epoch: 25 [13312/45000]	Loss: 0.3289	LR: 0.020000
Training Epoch: 25 [13568/45000]	Loss: 0.4042	LR: 0.020000
Training Epoch: 25 [13824/45000]	Loss: 0.3633	LR: 0.020000
Training Epoch: 25 [14080/45000]	Loss: 0.3861	LR: 0.020000
Training Epoch: 25 [14336/45000]	Loss: 0.4460	LR: 0.020000
Training Epoch: 25 [14592/45000]	Loss: 0.3629	LR: 0.020000
Training Epoch: 25 [14848/45000]	Loss: 0.4225	LR: 0.020000
Training Epoch: 25 [15104/45000]	Loss: 0.4259	LR: 0.020000
Training Epoch: 25 [15360/45000]	Loss: 0.3994	LR: 0.020000
Training Epoch: 25 [15616/45000]	Loss: 0.3232	LR: 0.020000
Training Epoch: 25 [15872/45000]	Loss: 0.3609	LR: 0.020000
Training Epoch: 25 [16128/45000]	Loss: 0.3078	LR: 0.020000
Training Epoch: 25 [16384/45000]	Loss: 0.3445	LR: 0.020000
Training Epoch: 25 [16640/45000]	Loss: 0.2996	LR: 0.020000
Training Epoch: 25 [16896/45000]	Loss: 0.3947	LR: 0.020000
Training Epoch: 25 [17152/45000]	Loss: 0.3661	LR: 0.020000
Training Epoch: 25 [17408/45000]	Loss: 0.3711	LR: 0.020000
Training Epoch: 25 [17664/45000]	Loss: 0.4050	LR: 0.020000
Training Epoch: 25 [17920/45000]	Loss: 0.3246	LR: 0.020000
Training Epoch: 25 [18176/45000]	Loss: 0.4072	LR: 0.020000
Training Epoch: 25 [18432/45000]	Loss: 0.3842	LR: 0.020000
Training Epoch: 25 [18688/45000]	Loss: 0.3437	LR: 0.020000
Training Epoch: 25 [18944/45000]	Loss: 0.3858	LR: 0.020000
Training Epoch: 25 [19200/45000]	Loss: 0.4621	LR: 0.020000
Training Epoch: 25 [19456/45000]	Loss: 0.3915	LR: 0.020000
Training Epoch: 25 [19712/45000]	Loss: 0.3984	LR: 0.020000
Training Epoch: 25 [19968/45000]	Loss: 0.3629	LR: 0.020000
Training Epoch: 25 [20224/45000]	Loss: 0.3323	LR: 0.020000
Training Epoch: 25 [20480/45000]	Loss: 0.3653	LR: 0.020000
Training Epoch: 25 [20736/45000]	Loss: 0.4206	LR: 0.020000
Training Epoch: 25 [20992/45000]	Loss: 0.4218	LR: 0.020000
Training Epoch: 25 [21248/45000]	Loss: 0.4141	LR: 0.020000
Training Epoch: 25 [21504/45000]	Loss: 0.3144	LR: 0.020000
Training Epoch: 25 [21760/45000]	Loss: 0.3330	LR: 0.020000
Training Epoch: 25 [22016/45000]	Loss: 0.4358	LR: 0.020000
Training Epoch: 25 [22272/45000]	Loss: 0.3290	LR: 0.020000
Training Epoch: 25 [22528/45000]	Loss: 0.4162	LR: 0.020000
Training Epoch: 25 [22784/45000]	Loss: 0.3292	LR: 0.020000
Training Epoch: 25 [23040/45000]	Loss: 0.3805	LR: 0.020000
Training Epoch: 25 [23296/45000]	Loss: 0.4917	LR: 0.020000
Training Epoch: 25 [23552/45000]	Loss: 0.3679	LR: 0.020000
Training Epoch: 25 [23808/45000]	Loss: 0.3908	LR: 0.020000
Training Epoch: 25 [24064/45000]	Loss: 0.5168	LR: 0.020000
Training Epoch: 25 [24320/45000]	Loss: 0.3523	LR: 0.020000
Training Epoch: 25 [24576/45000]	Loss: 0.3927	LR: 0.020000
Training Epoch: 25 [24832/45000]	Loss: 0.4536	LR: 0.020000
Training Epoch: 25 [25088/45000]	Loss: 0.4241	LR: 0.020000
Training Epoch: 25 [25344/45000]	Loss: 0.4118	LR: 0.020000
Training Epoch: 25 [25600/45000]	Loss: 0.3722	LR: 0.020000
Training Epoch: 25 [25856/45000]	Loss: 0.3486	LR: 0.020000
Training Epoch: 25 [26112/45000]	Loss: 0.3601	LR: 0.020000
Training Epoch: 25 [26368/45000]	Loss: 0.4321	LR: 0.020000
Training Epoch: 25 [26624/45000]	Loss: 0.4103	LR: 0.020000
Training Epoch: 25 [26880/45000]	Loss: 0.3968	LR: 0.020000
Training Epoch: 25 [27136/45000]	Loss: 0.4303	LR: 0.020000
Training Epoch: 25 [27392/45000]	Loss: 0.4006	LR: 0.020000
Training Epoch: 25 [27648/45000]	Loss: 0.3795	LR: 0.020000
Training Epoch: 25 [27904/45000]	Loss: 0.3156	LR: 0.020000
Training Epoch: 25 [28160/45000]	Loss: 0.4481	LR: 0.020000
Training Epoch: 25 [28416/45000]	Loss: 0.4220	LR: 0.020000
Training Epoch: 25 [28672/45000]	Loss: 0.5464	LR: 0.020000
Training Epoch: 25 [28928/45000]	Loss: 0.4597	LR: 0.020000
Training Epoch: 25 [29184/45000]	Loss: 0.5179	LR: 0.020000
Training Epoch: 25 [29440/45000]	Loss: 0.3966	LR: 0.020000
Training Epoch: 25 [29696/45000]	Loss: 0.4373	LR: 0.020000
Training Epoch: 25 [29952/45000]	Loss: 0.3665	LR: 0.020000
Training Epoch: 25 [30208/45000]	Loss: 0.4140	LR: 0.020000
Training Epoch: 25 [30464/45000]	Loss: 0.3778	LR: 0.020000
Training Epoch: 25 [30720/45000]	Loss: 0.4193	LR: 0.020000
Training Epoch: 25 [30976/45000]	Loss: 0.4512	LR: 0.020000
Training Epoch: 25 [31232/45000]	Loss: 0.4819	LR: 0.020000
Training Epoch: 25 [31488/45000]	Loss: 0.4241	LR: 0.020000
Training Epoch: 25 [31744/45000]	Loss: 0.4155	LR: 0.020000
Training Epoch: 25 [32000/45000]	Loss: 0.4509	LR: 0.020000
Training Epoch: 25 [32256/45000]	Loss: 0.4022	LR: 0.020000
Training Epoch: 25 [32512/45000]	Loss: 0.4520	LR: 0.020000
Training Epoch: 25 [32768/45000]	Loss: 0.3774	LR: 0.020000
Training Epoch: 25 [33024/45000]	Loss: 0.4577	LR: 0.020000
Training Epoch: 25 [33280/45000]	Loss: 0.4243	LR: 0.020000
Training Epoch: 25 [33536/45000]	Loss: 0.4848	LR: 0.020000
Training Epoch: 25 [33792/45000]	Loss: 0.4184	LR: 0.020000
Training Epoch: 25 [34048/45000]	Loss: 0.4463	LR: 0.020000
Training Epoch: 25 [34304/45000]	Loss: 0.4779	LR: 0.020000
Training Epoch: 25 [34560/45000]	Loss: 0.4672	LR: 0.020000
Training Epoch: 25 [34816/45000]	Loss: 0.4466	LR: 0.020000
Training Epoch: 25 [35072/45000]	Loss: 0.4633	LR: 0.020000
Training Epoch: 25 [35328/45000]	Loss: 0.4507	LR: 0.020000
Training Epoch: 25 [35584/45000]	Loss: 0.4419	LR: 0.020000
Training Epoch: 25 [35840/45000]	Loss: 0.4444	LR: 0.020000
Training Epoch: 25 [36096/45000]	Loss: 0.4496	LR: 0.020000
Training Epoch: 25 [36352/45000]	Loss: 0.4147	LR: 0.020000
Training Epoch: 25 [36608/45000]	Loss: 0.4576	LR: 0.020000
Training Epoch: 25 [36864/45000]	Loss: 0.4995	LR: 0.020000
Training Epoch: 25 [37120/45000]	Loss: 0.4626	LR: 0.020000
Training Epoch: 25 [37376/45000]	Loss: 0.4729	LR: 0.020000
Training Epoch: 25 [37632/45000]	Loss: 0.3718	LR: 0.020000
Training Epoch: 25 [37888/45000]	Loss: 0.3765	LR: 0.020000
Training Epoch: 25 [38144/45000]	Loss: 0.4105	LR: 0.020000
Training Epoch: 25 [38400/45000]	Loss: 0.4281	LR: 0.020000
Training Epoch: 25 [38656/45000]	Loss: 0.3942	LR: 0.020000
Training Epoch: 25 [38912/45000]	Loss: 0.4088	LR: 0.020000
Training Epoch: 25 [39168/45000]	Loss: 0.5037	LR: 0.020000
Training Epoch: 25 [39424/45000]	Loss: 0.4453	LR: 0.020000
Training Epoch: 25 [39680/45000]	Loss: 0.4491	LR: 0.020000
Training Epoch: 25 [39936/45000]	Loss: 0.4117	LR: 0.020000
Training Epoch: 25 [40192/45000]	Loss: 0.4713	LR: 0.020000
Training Epoch: 25 [40448/45000]	Loss: 0.5053	LR: 0.020000
Training Epoch: 25 [40704/45000]	Loss: 0.3744	LR: 0.020000
Training Epoch: 25 [40960/45000]	Loss: 0.4086	LR: 0.020000
Training Epoch: 25 [41216/45000]	Loss: 0.3962	LR: 0.020000
Training Epoch: 25 [41472/45000]	Loss: 0.4224	LR: 0.020000
Training Epoch: 25 [41728/45000]	Loss: 0.4874	LR: 0.020000
Training Epoch: 25 [41984/45000]	Loss: 0.5549	LR: 0.020000
Training Epoch: 25 [42240/45000]	Loss: 0.4213	LR: 0.020000
Training Epoch: 25 [42496/45000]	Loss: 0.3650	LR: 0.020000
Training Epoch: 25 [42752/45000]	Loss: 0.4592	LR: 0.020000
Training Epoch: 25 [43008/45000]	Loss: 0.3470	LR: 0.020000
Training Epoch: 25 [43264/45000]	Loss: 0.5033	LR: 0.020000
Training Epoch: 25 [43520/45000]	Loss: 0.4473	LR: 0.020000
Training Epoch: 25 [43776/45000]	Loss: 0.4686	LR: 0.020000
Training Epoch: 25 [44032/45000]	Loss: 0.4688	LR: 0.020000
Training Epoch: 25 [44288/45000]	Loss: 0.3859	LR: 0.020000
Training Epoch: 25 [44544/45000]	Loss: 0.4930	LR: 0.020000
Training Epoch: 25 [44800/45000]	Loss: 0.3956	LR: 0.020000
Training Epoch: 25 [45000/45000]	Loss: 0.5215	LR: 0.020000
Epoch 25 - Average Train Loss: 0.4030, Train Accuracy: 0.8665
Epoch 25 training time consumed: 26.75s
Evaluating Network.....
Test set: Epoch: 25, Average loss: 0.0031, Accuracy: 0.7686, Time consumed:0.88s
Training Epoch: 26 [256/45000]	Loss: 0.3781	LR: 0.020000
Training Epoch: 26 [512/45000]	Loss: 0.3591	LR: 0.020000
Training Epoch: 26 [768/45000]	Loss: 0.3625	LR: 0.020000
Training Epoch: 26 [1024/45000]	Loss: 0.3818	LR: 0.020000
Training Epoch: 26 [1280/45000]	Loss: 0.3240	LR: 0.020000
Training Epoch: 26 [1536/45000]	Loss: 0.3491	LR: 0.020000
Training Epoch: 26 [1792/45000]	Loss: 0.4293	LR: 0.020000
Training Epoch: 26 [2048/45000]	Loss: 0.3868	LR: 0.020000
Training Epoch: 26 [2304/45000]	Loss: 0.3436	LR: 0.020000
Training Epoch: 26 [2560/45000]	Loss: 0.4051	LR: 0.020000
Training Epoch: 26 [2816/45000]	Loss: 0.3180	LR: 0.020000
Training Epoch: 26 [3072/45000]	Loss: 0.3465	LR: 0.020000
Training Epoch: 26 [3328/45000]	Loss: 0.3526	LR: 0.020000
Training Epoch: 26 [3584/45000]	Loss: 0.3573	LR: 0.020000
Training Epoch: 26 [3840/45000]	Loss: 0.4061	LR: 0.020000
Training Epoch: 26 [4096/45000]	Loss: 0.3218	LR: 0.020000
Training Epoch: 26 [4352/45000]	Loss: 0.4871	LR: 0.020000
Training Epoch: 26 [4608/45000]	Loss: 0.4037	LR: 0.020000
Training Epoch: 26 [4864/45000]	Loss: 0.3818	LR: 0.020000
Training Epoch: 26 [5120/45000]	Loss: 0.4179	LR: 0.020000
Training Epoch: 26 [5376/45000]	Loss: 0.4097	LR: 0.020000
Training Epoch: 26 [5632/45000]	Loss: 0.4204	LR: 0.020000
Training Epoch: 26 [5888/45000]	Loss: 0.3680	LR: 0.020000
Training Epoch: 26 [6144/45000]	Loss: 0.2943	LR: 0.020000
Training Epoch: 26 [6400/45000]	Loss: 0.4207	LR: 0.020000
Training Epoch: 26 [6656/45000]	Loss: 0.3483	LR: 0.020000
Training Epoch: 26 [6912/45000]	Loss: 0.3799	LR: 0.020000
Training Epoch: 26 [7168/45000]	Loss: 0.3044	LR: 0.020000
Training Epoch: 26 [7424/45000]	Loss: 0.2872	LR: 0.020000
Training Epoch: 26 [7680/45000]	Loss: 0.3156	LR: 0.020000
Training Epoch: 26 [7936/45000]	Loss: 0.3683	LR: 0.020000
Training Epoch: 26 [8192/45000]	Loss: 0.3815	LR: 0.020000
Training Epoch: 26 [8448/45000]	Loss: 0.4535	LR: 0.020000
Training Epoch: 26 [8704/45000]	Loss: 0.3587	LR: 0.020000
Training Epoch: 26 [8960/45000]	Loss: 0.3244	LR: 0.020000
Training Epoch: 26 [9216/45000]	Loss: 0.4111	LR: 0.020000
Training Epoch: 26 [9472/45000]	Loss: 0.3948	LR: 0.020000
Training Epoch: 26 [9728/45000]	Loss: 0.3762	LR: 0.020000
Training Epoch: 26 [9984/45000]	Loss: 0.3422	LR: 0.020000
Training Epoch: 26 [10240/45000]	Loss: 0.3342	LR: 0.020000
Training Epoch: 26 [10496/45000]	Loss: 0.2788	LR: 0.020000
Training Epoch: 26 [10752/45000]	Loss: 0.3616	LR: 0.020000
Training Epoch: 26 [11008/45000]	Loss: 0.3009	LR: 0.020000
Training Epoch: 26 [11264/45000]	Loss: 0.3677	LR: 0.020000
Training Epoch: 26 [11520/45000]	Loss: 0.3644	LR: 0.020000
Training Epoch: 26 [11776/45000]	Loss: 0.3907	LR: 0.020000
Training Epoch: 26 [12032/45000]	Loss: 0.4105	LR: 0.020000
Training Epoch: 26 [12288/45000]	Loss: 0.4203	LR: 0.020000
Training Epoch: 26 [12544/45000]	Loss: 0.3382	LR: 0.020000
Training Epoch: 26 [12800/45000]	Loss: 0.3683	LR: 0.020000
Training Epoch: 26 [13056/45000]	Loss: 0.3551	LR: 0.020000
Training Epoch: 26 [13312/45000]	Loss: 0.3872	LR: 0.020000
Training Epoch: 26 [13568/45000]	Loss: 0.2686	LR: 0.020000
Training Epoch: 26 [13824/45000]	Loss: 0.3553	LR: 0.020000
Training Epoch: 26 [14080/45000]	Loss: 0.3602	LR: 0.020000
Training Epoch: 26 [14336/45000]	Loss: 0.3539	LR: 0.020000
Training Epoch: 26 [14592/45000]	Loss: 0.3085	LR: 0.020000
Training Epoch: 26 [14848/45000]	Loss: 0.4043	LR: 0.020000
Training Epoch: 26 [15104/45000]	Loss: 0.5093	LR: 0.020000
Training Epoch: 26 [15360/45000]	Loss: 0.3873	LR: 0.020000
Training Epoch: 26 [15616/45000]	Loss: 0.2497	LR: 0.020000
Training Epoch: 26 [15872/45000]	Loss: 0.4071	LR: 0.020000
Training Epoch: 26 [16128/45000]	Loss: 0.3772	LR: 0.020000
Training Epoch: 26 [16384/45000]	Loss: 0.3275	LR: 0.020000
Training Epoch: 26 [16640/45000]	Loss: 0.3857	LR: 0.020000
Training Epoch: 26 [16896/45000]	Loss: 0.3822	LR: 0.020000
Training Epoch: 26 [17152/45000]	Loss: 0.3636	LR: 0.020000
Training Epoch: 26 [17408/45000]	Loss: 0.3925	LR: 0.020000
Training Epoch: 26 [17664/45000]	Loss: 0.3817	LR: 0.020000
Training Epoch: 26 [17920/45000]	Loss: 0.3300	LR: 0.020000
Training Epoch: 26 [18176/45000]	Loss: 0.4201	LR: 0.020000
Training Epoch: 26 [18432/45000]	Loss: 0.3748	LR: 0.020000
Training Epoch: 26 [18688/45000]	Loss: 0.4016	LR: 0.020000
Training Epoch: 26 [18944/45000]	Loss: 0.3287	LR: 0.020000
Training Epoch: 26 [19200/45000]	Loss: 0.3149	LR: 0.020000
Training Epoch: 26 [19456/45000]	Loss: 0.3360	LR: 0.020000
Training Epoch: 26 [19712/45000]	Loss: 0.4323	LR: 0.020000
Training Epoch: 26 [19968/45000]	Loss: 0.4916	LR: 0.020000
Training Epoch: 26 [20224/45000]	Loss: 0.3279	LR: 0.020000
Training Epoch: 26 [20480/45000]	Loss: 0.3701	LR: 0.020000
Training Epoch: 26 [20736/45000]	Loss: 0.4559	LR: 0.020000
Training Epoch: 26 [20992/45000]	Loss: 0.3441	LR: 0.020000
Training Epoch: 26 [21248/45000]	Loss: 0.2739	LR: 0.020000
Training Epoch: 26 [21504/45000]	Loss: 0.3827	LR: 0.020000
Training Epoch: 26 [21760/45000]	Loss: 0.3528	LR: 0.020000
Training Epoch: 26 [22016/45000]	Loss: 0.3757	LR: 0.020000
Training Epoch: 26 [22272/45000]	Loss: 0.3293	LR: 0.020000
Training Epoch: 26 [22528/45000]	Loss: 0.3934	LR: 0.020000
Training Epoch: 26 [22784/45000]	Loss: 0.4238	LR: 0.020000
Training Epoch: 26 [23040/45000]	Loss: 0.4217	LR: 0.020000
Training Epoch: 26 [23296/45000]	Loss: 0.3802	LR: 0.020000
Training Epoch: 26 [23552/45000]	Loss: 0.3448	LR: 0.020000
Training Epoch: 26 [23808/45000]	Loss: 0.3788	LR: 0.020000
Training Epoch: 26 [24064/45000]	Loss: 0.4056	LR: 0.020000
Training Epoch: 26 [24320/45000]	Loss: 0.4199	LR: 0.020000
Training Epoch: 26 [24576/45000]	Loss: 0.4035	LR: 0.020000
Training Epoch: 26 [24832/45000]	Loss: 0.4179	LR: 0.020000
Training Epoch: 26 [25088/45000]	Loss: 0.3537	LR: 0.020000
Training Epoch: 26 [25344/45000]	Loss: 0.3202	LR: 0.020000
Training Epoch: 26 [25600/45000]	Loss: 0.3598	LR: 0.020000
Training Epoch: 26 [25856/45000]	Loss: 0.2820	LR: 0.020000
Training Epoch: 26 [26112/45000]	Loss: 0.4035	LR: 0.020000
Training Epoch: 26 [26368/45000]	Loss: 0.4027	LR: 0.020000
Training Epoch: 26 [26624/45000]	Loss: 0.3294	LR: 0.020000
Training Epoch: 26 [26880/45000]	Loss: 0.3471	LR: 0.020000
Training Epoch: 26 [27136/45000]	Loss: 0.4079	LR: 0.020000
Training Epoch: 26 [27392/45000]	Loss: 0.3649	LR: 0.020000
Training Epoch: 26 [27648/45000]	Loss: 0.3174	LR: 0.020000
Training Epoch: 26 [27904/45000]	Loss: 0.4648	LR: 0.020000
Training Epoch: 26 [28160/45000]	Loss: 0.3624	LR: 0.020000
Training Epoch: 26 [28416/45000]	Loss: 0.3698	LR: 0.020000
Training Epoch: 26 [28672/45000]	Loss: 0.3814	LR: 0.020000
Training Epoch: 26 [28928/45000]	Loss: 0.3163	LR: 0.020000
Training Epoch: 26 [29184/45000]	Loss: 0.4024	LR: 0.020000
Training Epoch: 26 [29440/45000]	Loss: 0.3652	LR: 0.020000
Training Epoch: 26 [29696/45000]	Loss: 0.3857	LR: 0.020000
Training Epoch: 26 [29952/45000]	Loss: 0.3557	LR: 0.020000
Training Epoch: 26 [30208/45000]	Loss: 0.3121	LR: 0.020000
Training Epoch: 26 [30464/45000]	Loss: 0.3558	LR: 0.020000
Training Epoch: 26 [30720/45000]	Loss: 0.4360	LR: 0.020000
Training Epoch: 26 [30976/45000]	Loss: 0.2949	LR: 0.020000
Training Epoch: 26 [31232/45000]	Loss: 0.3764	LR: 0.020000
Training Epoch: 26 [31488/45000]	Loss: 0.3773	LR: 0.020000
Training Epoch: 26 [31744/45000]	Loss: 0.3230	LR: 0.020000
Training Epoch: 26 [32000/45000]	Loss: 0.3930	LR: 0.020000
Training Epoch: 26 [32256/45000]	Loss: 0.3986	LR: 0.020000
Training Epoch: 26 [32512/45000]	Loss: 0.3451	LR: 0.020000
Training Epoch: 26 [32768/45000]	Loss: 0.3677	LR: 0.020000
Training Epoch: 26 [33024/45000]	Loss: 0.3693	LR: 0.020000
Training Epoch: 26 [33280/45000]	Loss: 0.3261	LR: 0.020000
Training Epoch: 26 [33536/45000]	Loss: 0.4405	LR: 0.020000
Training Epoch: 26 [33792/45000]	Loss: 0.5334	LR: 0.020000
Training Epoch: 26 [34048/45000]	Loss: 0.3689	LR: 0.020000
Training Epoch: 26 [34304/45000]	Loss: 0.4727	LR: 0.020000
Training Epoch: 26 [34560/45000]	Loss: 0.3348	LR: 0.020000
Training Epoch: 26 [34816/45000]	Loss: 0.3628	LR: 0.020000
Training Epoch: 26 [35072/45000]	Loss: 0.4029	LR: 0.020000
Training Epoch: 26 [35328/45000]	Loss: 0.3976	LR: 0.020000
Training Epoch: 26 [35584/45000]	Loss: 0.4756	LR: 0.020000
Training Epoch: 26 [35840/45000]	Loss: 0.2894	LR: 0.020000
Training Epoch: 26 [36096/45000]	Loss: 0.4770	LR: 0.020000
Training Epoch: 26 [36352/45000]	Loss: 0.4427	LR: 0.020000
Training Epoch: 26 [36608/45000]	Loss: 0.4518	LR: 0.020000
Training Epoch: 26 [36864/45000]	Loss: 0.3935	LR: 0.020000
Training Epoch: 26 [37120/45000]	Loss: 0.4470	LR: 0.020000
Training Epoch: 26 [37376/45000]	Loss: 0.4551	LR: 0.020000
Training Epoch: 26 [37632/45000]	Loss: 0.4855	LR: 0.020000
Training Epoch: 26 [37888/45000]	Loss: 0.4189	LR: 0.020000
Training Epoch: 26 [38144/45000]	Loss: 0.3594	LR: 0.020000
Training Epoch: 26 [38400/45000]	Loss: 0.4895	LR: 0.020000
Training Epoch: 26 [38656/45000]	Loss: 0.2935	LR: 0.020000
Training Epoch: 26 [38912/45000]	Loss: 0.4119	LR: 0.020000
Training Epoch: 26 [39168/45000]	Loss: 0.3838	LR: 0.020000
Training Epoch: 26 [39424/45000]	Loss: 0.4572	LR: 0.020000
Training Epoch: 26 [39680/45000]	Loss: 0.3872	LR: 0.020000
Training Epoch: 26 [39936/45000]	Loss: 0.4393	LR: 0.020000
Training Epoch: 26 [40192/45000]	Loss: 0.3988	LR: 0.020000
Training Epoch: 26 [40448/45000]	Loss: 0.4866	LR: 0.020000
Training Epoch: 26 [40704/45000]	Loss: 0.4020	LR: 0.020000
Training Epoch: 26 [40960/45000]	Loss: 0.4875	LR: 0.020000
Training Epoch: 26 [41216/45000]	Loss: 0.4820	LR: 0.020000
Training Epoch: 26 [41472/45000]	Loss: 0.4703	LR: 0.020000
Training Epoch: 26 [41728/45000]	Loss: 0.4937	LR: 0.020000
Training Epoch: 26 [41984/45000]	Loss: 0.4464	LR: 0.020000
Training Epoch: 26 [42240/45000]	Loss: 0.3746	LR: 0.020000
Training Epoch: 26 [42496/45000]	Loss: 0.3727	LR: 0.020000
Training Epoch: 26 [42752/45000]	Loss: 0.3502	LR: 0.020000
Training Epoch: 26 [43008/45000]	Loss: 0.3839	LR: 0.020000
Training Epoch: 26 [43264/45000]	Loss: 0.3994	LR: 0.020000
Training Epoch: 26 [43520/45000]	Loss: 0.3789	LR: 0.020000
Training Epoch: 26 [43776/45000]	Loss: 0.4416	LR: 0.020000
Training Epoch: 26 [44032/45000]	Loss: 0.4508	LR: 0.020000
Training Epoch: 26 [44288/45000]	Loss: 0.3734	LR: 0.020000
Training Epoch: 26 [44544/45000]	Loss: 0.4852	LR: 0.020000
Training Epoch: 26 [44800/45000]	Loss: 0.4657	LR: 0.020000
Training Epoch: 26 [45000/45000]	Loss: 0.3169	LR: 0.020000
Epoch 26 - Average Train Loss: 0.3824, Train Accuracy: 0.8727
Epoch 26 training time consumed: 26.75s
Evaluating Network.....
Test set: Epoch: 26, Average loss: 0.0033, Accuracy: 0.7616, Time consumed:0.89s
Training Epoch: 27 [256/45000]	Loss: 0.3522	LR: 0.020000
Training Epoch: 27 [512/45000]	Loss: 0.3386	LR: 0.020000
Training Epoch: 27 [768/45000]	Loss: 0.3903	LR: 0.020000
Training Epoch: 27 [1024/45000]	Loss: 0.3996	LR: 0.020000
Training Epoch: 27 [1280/45000]	Loss: 0.3907	LR: 0.020000
Training Epoch: 27 [1536/45000]	Loss: 0.3888	LR: 0.020000
Training Epoch: 27 [1792/45000]	Loss: 0.3728	LR: 0.020000
Training Epoch: 27 [2048/45000]	Loss: 0.3924	LR: 0.020000
Training Epoch: 27 [2304/45000]	Loss: 0.3809	LR: 0.020000
Training Epoch: 27 [2560/45000]	Loss: 0.2518	LR: 0.020000
Training Epoch: 27 [2816/45000]	Loss: 0.3647	LR: 0.020000
Training Epoch: 27 [3072/45000]	Loss: 0.3379	LR: 0.020000
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Training Epoch: 27 [44800/45000]	Loss: 0.4128	LR: 0.020000
Training Epoch: 27 [45000/45000]	Loss: 0.4429	LR: 0.020000
Epoch 27 - Average Train Loss: 0.3679, Train Accuracy: 0.8768
Epoch 27 training time consumed: 26.69s
Evaluating Network.....
Test set: Epoch: 27, Average loss: 0.0032, Accuracy: 0.7737, Time consumed:0.89s
Saving weights file to checkpoint/retrain/ResNet18/Sunday_13_July_2025_19h_14m_57s/ResNet18-Cifar20-seed7-ret100-27-best.pth
Training Epoch: 28 [256/45000]	Loss: 0.3736	LR: 0.020000
Training Epoch: 28 [512/45000]	Loss: 0.2807	LR: 0.020000
Training Epoch: 28 [768/45000]	Loss: 0.3421	LR: 0.020000
Training Epoch: 28 [1024/45000]	Loss: 0.3202	LR: 0.020000
Training Epoch: 28 [1280/45000]	Loss: 0.2135	LR: 0.020000
Training Epoch: 28 [1536/45000]	Loss: 0.2802	LR: 0.020000
Training Epoch: 28 [1792/45000]	Loss: 0.3474	LR: 0.020000
Training Epoch: 28 [2048/45000]	Loss: 0.3635	LR: 0.020000
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Training Epoch: 28 [2560/45000]	Loss: 0.4151	LR: 0.020000
Training Epoch: 28 [2816/45000]	Loss: 0.3318	LR: 0.020000
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Training Epoch: 28 [30976/45000]	Loss: 0.3014	LR: 0.020000
Training Epoch: 28 [31232/45000]	Loss: 0.3962	LR: 0.020000
Training Epoch: 28 [31488/45000]	Loss: 0.4269	LR: 0.020000
Training Epoch: 28 [31744/45000]	Loss: 0.4449	LR: 0.020000
Training Epoch: 28 [32000/45000]	Loss: 0.4372	LR: 0.020000
Training Epoch: 28 [32256/45000]	Loss: 0.5076	LR: 0.020000
Training Epoch: 28 [32512/45000]	Loss: 0.3068	LR: 0.020000
Training Epoch: 28 [32768/45000]	Loss: 0.4227	LR: 0.020000
Training Epoch: 28 [33024/45000]	Loss: 0.3422	LR: 0.020000
Training Epoch: 28 [33280/45000]	Loss: 0.3915	LR: 0.020000
Training Epoch: 28 [33536/45000]	Loss: 0.4951	LR: 0.020000
Training Epoch: 28 [33792/45000]	Loss: 0.4664	LR: 0.020000
Training Epoch: 28 [34048/45000]	Loss: 0.4209	LR: 0.020000
Training Epoch: 28 [34304/45000]	Loss: 0.2978	LR: 0.020000
Training Epoch: 28 [34560/45000]	Loss: 0.3709	LR: 0.020000
Training Epoch: 28 [34816/45000]	Loss: 0.4107	LR: 0.020000
Training Epoch: 28 [35072/45000]	Loss: 0.3301	LR: 0.020000
Training Epoch: 28 [35328/45000]	Loss: 0.4320	LR: 0.020000
Training Epoch: 28 [35584/45000]	Loss: 0.3950	LR: 0.020000
Training Epoch: 28 [35840/45000]	Loss: 0.3077	LR: 0.020000
Training Epoch: 28 [36096/45000]	Loss: 0.3717	LR: 0.020000
Training Epoch: 28 [36352/45000]	Loss: 0.3646	LR: 0.020000
Training Epoch: 28 [36608/45000]	Loss: 0.4386	LR: 0.020000
Training Epoch: 28 [36864/45000]	Loss: 0.3716	LR: 0.020000
Training Epoch: 28 [37120/45000]	Loss: 0.4187	LR: 0.020000
Training Epoch: 28 [37376/45000]	Loss: 0.3890	LR: 0.020000
Training Epoch: 28 [37632/45000]	Loss: 0.3626	LR: 0.020000
Training Epoch: 28 [37888/45000]	Loss: 0.4180	LR: 0.020000
Training Epoch: 28 [38144/45000]	Loss: 0.4053	LR: 0.020000
Training Epoch: 28 [38400/45000]	Loss: 0.2591	LR: 0.020000
Training Epoch: 28 [38656/45000]	Loss: 0.3697	LR: 0.020000
Training Epoch: 28 [38912/45000]	Loss: 0.3853	LR: 0.020000
Training Epoch: 28 [39168/45000]	Loss: 0.4171	LR: 0.020000
Training Epoch: 28 [39424/45000]	Loss: 0.4346	LR: 0.020000
Training Epoch: 28 [39680/45000]	Loss: 0.3862	LR: 0.020000
Training Epoch: 28 [39936/45000]	Loss: 0.3345	LR: 0.020000
Training Epoch: 28 [40192/45000]	Loss: 0.3937	LR: 0.020000
Training Epoch: 28 [40448/45000]	Loss: 0.3224	LR: 0.020000
Training Epoch: 28 [40704/45000]	Loss: 0.4162	LR: 0.020000
Training Epoch: 28 [40960/45000]	Loss: 0.3940	LR: 0.020000
Training Epoch: 28 [41216/45000]	Loss: 0.2866	LR: 0.020000
Training Epoch: 28 [41472/45000]	Loss: 0.3522	LR: 0.020000
Training Epoch: 28 [41728/45000]	Loss: 0.3607	LR: 0.020000
Training Epoch: 28 [41984/45000]	Loss: 0.4197	LR: 0.020000
Training Epoch: 28 [42240/45000]	Loss: 0.4674	LR: 0.020000
Training Epoch: 28 [42496/45000]	Loss: 0.4015	LR: 0.020000
Training Epoch: 28 [42752/45000]	Loss: 0.4451	LR: 0.020000
Training Epoch: 28 [43008/45000]	Loss: 0.4723	LR: 0.020000
Training Epoch: 28 [43264/45000]	Loss: 0.4903	LR: 0.020000
Training Epoch: 28 [43520/45000]	Loss: 0.3570	LR: 0.020000
Training Epoch: 28 [43776/45000]	Loss: 0.3405	LR: 0.020000
Training Epoch: 28 [44032/45000]	Loss: 0.3474	LR: 0.020000
Training Epoch: 28 [44288/45000]	Loss: 0.3814	LR: 0.020000
Training Epoch: 28 [44544/45000]	Loss: 0.3838	LR: 0.020000
Training Epoch: 28 [44800/45000]	Loss: 0.4296	LR: 0.020000
Training Epoch: 28 [45000/45000]	Loss: 0.3046	LR: 0.020000
Epoch 28 - Average Train Loss: 0.3580, Train Accuracy: 0.8808
Epoch 28 training time consumed: 26.58s
Evaluating Network.....
Test set: Epoch: 28, Average loss: 0.0033, Accuracy: 0.7633, Time consumed:0.89s
Training Epoch: 29 [256/45000]	Loss: 0.2683	LR: 0.020000
Training Epoch: 29 [512/45000]	Loss: 0.3098	LR: 0.020000
Training Epoch: 29 [768/45000]	Loss: 0.2922	LR: 0.020000
Training Epoch: 29 [1024/45000]	Loss: 0.2427	LR: 0.020000
Training Epoch: 29 [1280/45000]	Loss: 0.3108	LR: 0.020000
Training Epoch: 29 [1536/45000]	Loss: 0.2861	LR: 0.020000
Training Epoch: 29 [1792/45000]	Loss: 0.2400	LR: 0.020000
Training Epoch: 29 [2048/45000]	Loss: 0.3078	LR: 0.020000
Training Epoch: 29 [2304/45000]	Loss: 0.2545	LR: 0.020000
Training Epoch: 29 [2560/45000]	Loss: 0.2881	LR: 0.020000
Training Epoch: 29 [2816/45000]	Loss: 0.3426	LR: 0.020000
Training Epoch: 29 [3072/45000]	Loss: 0.3283	LR: 0.020000
Training Epoch: 29 [3328/45000]	Loss: 0.3599	LR: 0.020000
Training Epoch: 29 [3584/45000]	Loss: 0.3081	LR: 0.020000
Training Epoch: 29 [3840/45000]	Loss: 0.3511	LR: 0.020000
Training Epoch: 29 [4096/45000]	Loss: 0.3860	LR: 0.020000
Training Epoch: 29 [4352/45000]	Loss: 0.2729	LR: 0.020000
Training Epoch: 29 [4608/45000]	Loss: 0.3093	LR: 0.020000
Training Epoch: 29 [4864/45000]	Loss: 0.3505	LR: 0.020000
Training Epoch: 29 [5120/45000]	Loss: 0.2856	LR: 0.020000
Training Epoch: 29 [5376/45000]	Loss: 0.2774	LR: 0.020000
Training Epoch: 29 [5632/45000]	Loss: 0.3419	LR: 0.020000
Training Epoch: 29 [5888/45000]	Loss: 0.3540	LR: 0.020000
Training Epoch: 29 [6144/45000]	Loss: 0.3088	LR: 0.020000
Training Epoch: 29 [6400/45000]	Loss: 0.3404	LR: 0.020000
Training Epoch: 29 [6656/45000]	Loss: 0.2941	LR: 0.020000
Training Epoch: 29 [6912/45000]	Loss: 0.3031	LR: 0.020000
Training Epoch: 29 [7168/45000]	Loss: 0.3816	LR: 0.020000
Training Epoch: 29 [7424/45000]	Loss: 0.3131	LR: 0.020000
Training Epoch: 29 [7680/45000]	Loss: 0.3447	LR: 0.020000
Training Epoch: 29 [7936/45000]	Loss: 0.3336	LR: 0.020000
Training Epoch: 29 [8192/45000]	Loss: 0.2809	LR: 0.020000
Training Epoch: 29 [8448/45000]	Loss: 0.3423	LR: 0.020000
Training Epoch: 29 [8704/45000]	Loss: 0.3629	LR: 0.020000
Training Epoch: 29 [8960/45000]	Loss: 0.3490	LR: 0.020000
Training Epoch: 29 [9216/45000]	Loss: 0.3071	LR: 0.020000
Training Epoch: 29 [9472/45000]	Loss: 0.3376	LR: 0.020000
Training Epoch: 29 [9728/45000]	Loss: 0.3395	LR: 0.020000
Training Epoch: 29 [9984/45000]	Loss: 0.3498	LR: 0.020000
Training Epoch: 29 [10240/45000]	Loss: 0.3146	LR: 0.020000
Training Epoch: 29 [10496/45000]	Loss: 0.3579	LR: 0.020000
Training Epoch: 29 [10752/45000]	Loss: 0.3445	LR: 0.020000
Training Epoch: 29 [11008/45000]	Loss: 0.2753	LR: 0.020000
Training Epoch: 29 [11264/45000]	Loss: 0.2174	LR: 0.020000
Training Epoch: 29 [11520/45000]	Loss: 0.2610	LR: 0.020000
Training Epoch: 29 [11776/45000]	Loss: 0.3167	LR: 0.020000
Training Epoch: 29 [12032/45000]	Loss: 0.3637	LR: 0.020000
Training Epoch: 29 [12288/45000]	Loss: 0.2674	LR: 0.020000
Training Epoch: 29 [12544/45000]	Loss: 0.2807	LR: 0.020000
Training Epoch: 29 [12800/45000]	Loss: 0.2535	LR: 0.020000
Training Epoch: 29 [13056/45000]	Loss: 0.3444	LR: 0.020000
Training Epoch: 29 [13312/45000]	Loss: 0.3165	LR: 0.020000
Training Epoch: 29 [13568/45000]	Loss: 0.3542	LR: 0.020000
Training Epoch: 29 [13824/45000]	Loss: 0.2978	LR: 0.020000
Training Epoch: 29 [14080/45000]	Loss: 0.3283	LR: 0.020000
Training Epoch: 29 [14336/45000]	Loss: 0.3976	LR: 0.020000
Training Epoch: 29 [14592/45000]	Loss: 0.2641	LR: 0.020000
Training Epoch: 29 [14848/45000]	Loss: 0.2947	LR: 0.020000
Training Epoch: 29 [15104/45000]	Loss: 0.3438	LR: 0.020000
Training Epoch: 29 [15360/45000]	Loss: 0.3483	LR: 0.020000
Training Epoch: 29 [15616/45000]	Loss: 0.3397	LR: 0.020000
Training Epoch: 29 [15872/45000]	Loss: 0.3290	LR: 0.020000
Training Epoch: 29 [16128/45000]	Loss: 0.2857	LR: 0.020000
Training Epoch: 29 [16384/45000]	Loss: 0.2987	LR: 0.020000
Training Epoch: 29 [16640/45000]	Loss: 0.3238	LR: 0.020000
Training Epoch: 29 [16896/45000]	Loss: 0.4064	LR: 0.020000
Training Epoch: 29 [17152/45000]	Loss: 0.3678	LR: 0.020000
Training Epoch: 29 [17408/45000]	Loss: 0.2972	LR: 0.020000
Training Epoch: 29 [17664/45000]	Loss: 0.2723	LR: 0.020000
Training Epoch: 29 [17920/45000]	Loss: 0.3281	LR: 0.020000
Training Epoch: 29 [18176/45000]	Loss: 0.2650	LR: 0.020000
Training Epoch: 29 [18432/45000]	Loss: 0.3166	LR: 0.020000
Training Epoch: 29 [18688/45000]	Loss: 0.3111	LR: 0.020000
Training Epoch: 29 [18944/45000]	Loss: 0.3843	LR: 0.020000
Training Epoch: 29 [19200/45000]	Loss: 0.3858	LR: 0.020000
Training Epoch: 29 [19456/45000]	Loss: 0.3451	LR: 0.020000
Training Epoch: 29 [19712/45000]	Loss: 0.3365	LR: 0.020000
Training Epoch: 29 [19968/45000]	Loss: 0.3602	LR: 0.020000
Training Epoch: 29 [20224/45000]	Loss: 0.2800	LR: 0.020000
Training Epoch: 29 [20480/45000]	Loss: 0.3482	LR: 0.020000
Training Epoch: 29 [20736/45000]	Loss: 0.3033	LR: 0.020000
Training Epoch: 29 [20992/45000]	Loss: 0.3702	LR: 0.020000
Training Epoch: 29 [21248/45000]	Loss: 0.3349	LR: 0.020000
Training Epoch: 29 [21504/45000]	Loss: 0.3224	LR: 0.020000
Training Epoch: 29 [21760/45000]	Loss: 0.2238	LR: 0.020000
Training Epoch: 29 [22016/45000]	Loss: 0.3229	LR: 0.020000
Training Epoch: 29 [22272/45000]	Loss: 0.2696	LR: 0.020000
Training Epoch: 29 [22528/45000]	Loss: 0.4061	LR: 0.020000
Training Epoch: 29 [22784/45000]	Loss: 0.4236	LR: 0.020000
Training Epoch: 29 [23040/45000]	Loss: 0.2946	LR: 0.020000
Training Epoch: 29 [23296/45000]	Loss: 0.3416	LR: 0.020000
Training Epoch: 29 [23552/45000]	Loss: 0.3501	LR: 0.020000
Training Epoch: 29 [23808/45000]	Loss: 0.4189	LR: 0.020000
Training Epoch: 29 [24064/45000]	Loss: 0.3342	LR: 0.020000
Training Epoch: 29 [24320/45000]	Loss: 0.4129	LR: 0.020000
Training Epoch: 29 [24576/45000]	Loss: 0.3994	LR: 0.020000
Training Epoch: 29 [24832/45000]	Loss: 0.3823	LR: 0.020000
Training Epoch: 29 [25088/45000]	Loss: 0.4579	LR: 0.020000
Training Epoch: 29 [25344/45000]	Loss: 0.2421	LR: 0.020000
Training Epoch: 29 [25600/45000]	Loss: 0.3192	LR: 0.020000
Training Epoch: 29 [25856/45000]	Loss: 0.3618	LR: 0.020000
Training Epoch: 29 [26112/45000]	Loss: 0.4661	LR: 0.020000
Training Epoch: 29 [26368/45000]	Loss: 0.3072	LR: 0.020000
Training Epoch: 29 [26624/45000]	Loss: 0.3572	LR: 0.020000
Training Epoch: 29 [26880/45000]	Loss: 0.2872	LR: 0.020000
Training Epoch: 29 [27136/45000]	Loss: 0.4751	LR: 0.020000
Training Epoch: 29 [27392/45000]	Loss: 0.3406	LR: 0.020000
Training Epoch: 29 [27648/45000]	Loss: 0.2577	LR: 0.020000
Training Epoch: 29 [27904/45000]	Loss: 0.3146	LR: 0.020000
Training Epoch: 29 [28160/45000]	Loss: 0.3155	LR: 0.020000
Training Epoch: 29 [28416/45000]	Loss: 0.3357	LR: 0.020000
Training Epoch: 29 [28672/45000]	Loss: 0.2697	LR: 0.020000
Training Epoch: 29 [28928/45000]	Loss: 0.4597	LR: 0.020000
Training Epoch: 29 [29184/45000]	Loss: 0.3344	LR: 0.020000
Training Epoch: 29 [29440/45000]	Loss: 0.3643	LR: 0.020000
Training Epoch: 29 [29696/45000]	Loss: 0.2867	LR: 0.020000
Training Epoch: 29 [29952/45000]	Loss: 0.3641	LR: 0.020000
Training Epoch: 29 [30208/45000]	Loss: 0.3404	LR: 0.020000
Training Epoch: 29 [30464/45000]	Loss: 0.3547	LR: 0.020000
Training Epoch: 29 [30720/45000]	Loss: 0.3718	LR: 0.020000
Training Epoch: 29 [30976/45000]	Loss: 0.3915	LR: 0.020000
Training Epoch: 29 [31232/45000]	Loss: 0.3430	LR: 0.020000
Training Epoch: 29 [31488/45000]	Loss: 0.2569	LR: 0.020000
Training Epoch: 29 [31744/45000]	Loss: 0.4315	LR: 0.020000
Training Epoch: 29 [32000/45000]	Loss: 0.2831	LR: 0.020000
Training Epoch: 29 [32256/45000]	Loss: 0.4007	LR: 0.020000
Training Epoch: 29 [32512/45000]	Loss: 0.3071	LR: 0.020000
Training Epoch: 29 [32768/45000]	Loss: 0.2938	LR: 0.020000
Training Epoch: 29 [33024/45000]	Loss: 0.3632	LR: 0.020000
Training Epoch: 29 [33280/45000]	Loss: 0.3958	LR: 0.020000
Training Epoch: 29 [33536/45000]	Loss: 0.3713	LR: 0.020000
Training Epoch: 29 [33792/45000]	Loss: 0.3194	LR: 0.020000
Training Epoch: 29 [34048/45000]	Loss: 0.4483	LR: 0.020000
Training Epoch: 29 [34304/45000]	Loss: 0.3412	LR: 0.020000
Training Epoch: 29 [34560/45000]	Loss: 0.3741	LR: 0.020000
Training Epoch: 29 [34816/45000]	Loss: 0.3547	LR: 0.020000
Training Epoch: 29 [35072/45000]	Loss: 0.2767	LR: 0.020000
Training Epoch: 29 [35328/45000]	Loss: 0.3624	LR: 0.020000
Training Epoch: 29 [35584/45000]	Loss: 0.4373	LR: 0.020000
Training Epoch: 29 [35840/45000]	Loss: 0.3275	LR: 0.020000
Training Epoch: 29 [36096/45000]	Loss: 0.3174	LR: 0.020000
Training Epoch: 29 [36352/45000]	Loss: 0.4043	LR: 0.020000
Training Epoch: 29 [36608/45000]	Loss: 0.4119	LR: 0.020000
Training Epoch: 29 [36864/45000]	Loss: 0.3389	LR: 0.020000
Training Epoch: 29 [37120/45000]	Loss: 0.3129	LR: 0.020000
Training Epoch: 29 [37376/45000]	Loss: 0.4421	LR: 0.020000
Training Epoch: 29 [37632/45000]	Loss: 0.3526	LR: 0.020000
Training Epoch: 29 [37888/45000]	Loss: 0.3971	LR: 0.020000
Training Epoch: 29 [38144/45000]	Loss: 0.3285	LR: 0.020000
Training Epoch: 29 [38400/45000]	Loss: 0.2912	LR: 0.020000
Training Epoch: 29 [38656/45000]	Loss: 0.3059	LR: 0.020000
Training Epoch: 29 [38912/45000]	Loss: 0.3520	LR: 0.020000
Training Epoch: 29 [39168/45000]	Loss: 0.3862	LR: 0.020000
Training Epoch: 29 [39424/45000]	Loss: 0.4170	LR: 0.020000
Training Epoch: 29 [39680/45000]	Loss: 0.3669	LR: 0.020000
Training Epoch: 29 [39936/45000]	Loss: 0.3608	LR: 0.020000
Training Epoch: 29 [40192/45000]	Loss: 0.4306	LR: 0.020000
Training Epoch: 29 [40448/45000]	Loss: 0.4125	LR: 0.020000
Training Epoch: 29 [40704/45000]	Loss: 0.3872	LR: 0.020000
Training Epoch: 29 [40960/45000]	Loss: 0.3654	LR: 0.020000
Training Epoch: 29 [41216/45000]	Loss: 0.3492	LR: 0.020000
Training Epoch: 29 [41472/45000]	Loss: 0.3419	LR: 0.020000
Training Epoch: 29 [41728/45000]	Loss: 0.3407	LR: 0.020000
Training Epoch: 29 [41984/45000]	Loss: 0.3090	LR: 0.020000
Training Epoch: 29 [42240/45000]	Loss: 0.3566	LR: 0.020000
Training Epoch: 29 [42496/45000]	Loss: 0.3541	LR: 0.020000
Training Epoch: 29 [42752/45000]	Loss: 0.3341	LR: 0.020000
Training Epoch: 29 [43008/45000]	Loss: 0.3490	LR: 0.020000
Training Epoch: 29 [43264/45000]	Loss: 0.3686	LR: 0.020000
Training Epoch: 29 [43520/45000]	Loss: 0.3240	LR: 0.020000
Training Epoch: 29 [43776/45000]	Loss: 0.3300	LR: 0.020000
Training Epoch: 29 [44032/45000]	Loss: 0.3125	LR: 0.020000
Training Epoch: 29 [44288/45000]	Loss: 0.4418	LR: 0.020000
Training Epoch: 29 [44544/45000]	Loss: 0.3288	LR: 0.020000
Training Epoch: 29 [44800/45000]	Loss: 0.4218	LR: 0.020000
Training Epoch: 29 [45000/45000]	Loss: 0.3122	LR: 0.020000
Epoch 29 - Average Train Loss: 0.3376, Train Accuracy: 0.8884
Epoch 29 training time consumed: 26.82s
Evaluating Network.....
Test set: Epoch: 29, Average loss: 0.0034, Accuracy: 0.7515, Time consumed:0.89s
Training Epoch: 30 [256/45000]	Loss: 0.3242	LR: 0.004000
Training Epoch: 30 [512/45000]	Loss: 0.2655	LR: 0.004000
Training Epoch: 30 [768/45000]	Loss: 0.2949	LR: 0.004000
Training Epoch: 30 [1024/45000]	Loss: 0.1910	LR: 0.004000
Training Epoch: 30 [1280/45000]	Loss: 0.3012	LR: 0.004000
Training Epoch: 30 [1536/45000]	Loss: 0.2039	LR: 0.004000
Training Epoch: 30 [1792/45000]	Loss: 0.3207	LR: 0.004000
Training Epoch: 30 [2048/45000]	Loss: 0.3451	LR: 0.004000
Training Epoch: 30 [2304/45000]	Loss: 0.2144	LR: 0.004000
Training Epoch: 30 [2560/45000]	Loss: 0.3311	LR: 0.004000
Training Epoch: 30 [2816/45000]	Loss: 0.2684	LR: 0.004000
Training Epoch: 30 [3072/45000]	Loss: 0.3639	LR: 0.004000
Training Epoch: 30 [3328/45000]	Loss: 0.2808	LR: 0.004000
Training Epoch: 30 [3584/45000]	Loss: 0.2650	LR: 0.004000
Training Epoch: 30 [3840/45000]	Loss: 0.3226	LR: 0.004000
Training Epoch: 30 [4096/45000]	Loss: 0.2313	LR: 0.004000
Training Epoch: 30 [4352/45000]	Loss: 0.2595	LR: 0.004000
Training Epoch: 30 [4608/45000]	Loss: 0.2911	LR: 0.004000
Training Epoch: 30 [4864/45000]	Loss: 0.2551	LR: 0.004000
Training Epoch: 30 [5120/45000]	Loss: 0.2757	LR: 0.004000
Training Epoch: 30 [5376/45000]	Loss: 0.2500	LR: 0.004000
Training Epoch: 30 [5632/45000]	Loss: 0.2078	LR: 0.004000
Training Epoch: 30 [5888/45000]	Loss: 0.2910	LR: 0.004000
Training Epoch: 30 [6144/45000]	Loss: 0.2685	LR: 0.004000
Training Epoch: 30 [6400/45000]	Loss: 0.1899	LR: 0.004000
Training Epoch: 30 [6656/45000]	Loss: 0.2399	LR: 0.004000
Training Epoch: 30 [6912/45000]	Loss: 0.2482	LR: 0.004000
Training Epoch: 30 [7168/45000]	Loss: 0.2689	LR: 0.004000
Training Epoch: 30 [7424/45000]	Loss: 0.2606	LR: 0.004000
Training Epoch: 30 [7680/45000]	Loss: 0.2029	LR: 0.004000
Training Epoch: 30 [7936/45000]	Loss: 0.3223	LR: 0.004000
Training Epoch: 30 [8192/45000]	Loss: 0.2381	LR: 0.004000
Training Epoch: 30 [8448/45000]	Loss: 0.2394	LR: 0.004000
Training Epoch: 30 [8704/45000]	Loss: 0.2121	LR: 0.004000
Training Epoch: 30 [8960/45000]	Loss: 0.2599	LR: 0.004000
Training Epoch: 30 [9216/45000]	Loss: 0.1676	LR: 0.004000
Training Epoch: 30 [9472/45000]	Loss: 0.2788	LR: 0.004000
Training Epoch: 30 [9728/45000]	Loss: 0.1951	LR: 0.004000
Training Epoch: 30 [9984/45000]	Loss: 0.2668	LR: 0.004000
Training Epoch: 30 [10240/45000]	Loss: 0.2700	LR: 0.004000
Training Epoch: 30 [10496/45000]	Loss: 0.2316	LR: 0.004000
Training Epoch: 30 [10752/45000]	Loss: 0.2292	LR: 0.004000
Training Epoch: 30 [11008/45000]	Loss: 0.1886	LR: 0.004000
Training Epoch: 30 [11264/45000]	Loss: 0.2460	LR: 0.004000
Training Epoch: 30 [11520/45000]	Loss: 0.2393	LR: 0.004000
Training Epoch: 30 [11776/45000]	Loss: 0.2299	LR: 0.004000
Training Epoch: 30 [12032/45000]	Loss: 0.2424	LR: 0.004000
Training Epoch: 30 [12288/45000]	Loss: 0.1941	LR: 0.004000
Training Epoch: 30 [12544/45000]	Loss: 0.1854	LR: 0.004000
Training Epoch: 30 [12800/45000]	Loss: 0.2747	LR: 0.004000
Training Epoch: 30 [13056/45000]	Loss: 0.3399	LR: 0.004000
Training Epoch: 30 [13312/45000]	Loss: 0.1815	LR: 0.004000
Training Epoch: 30 [13568/45000]	Loss: 0.1895	LR: 0.004000
Training Epoch: 30 [13824/45000]	Loss: 0.1809	LR: 0.004000
Training Epoch: 30 [14080/45000]	Loss: 0.2223	LR: 0.004000
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Training Epoch: 30 [40960/45000]	Loss: 0.1681	LR: 0.004000
Training Epoch: 30 [41216/45000]	Loss: 0.2501	LR: 0.004000
Training Epoch: 30 [41472/45000]	Loss: 0.1911	LR: 0.004000
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Training Epoch: 30 [42240/45000]	Loss: 0.1776	LR: 0.004000
Training Epoch: 30 [42496/45000]	Loss: 0.2144	LR: 0.004000
Training Epoch: 30 [42752/45000]	Loss: 0.1661	LR: 0.004000
Training Epoch: 30 [43008/45000]	Loss: 0.2210	LR: 0.004000
Training Epoch: 30 [43264/45000]	Loss: 0.1795	LR: 0.004000
Training Epoch: 30 [43520/45000]	Loss: 0.2266	LR: 0.004000
Training Epoch: 30 [43776/45000]	Loss: 0.2185	LR: 0.004000
Training Epoch: 30 [44032/45000]	Loss: 0.1606	LR: 0.004000
Training Epoch: 30 [44288/45000]	Loss: 0.2054	LR: 0.004000
Training Epoch: 30 [44544/45000]	Loss: 0.1757	LR: 0.004000
Training Epoch: 30 [44800/45000]	Loss: 0.2117	LR: 0.004000
Training Epoch: 30 [45000/45000]	Loss: 0.2130	LR: 0.004000
Epoch 30 - Average Train Loss: 0.2299, Train Accuracy: 0.9253
Epoch 30 training time consumed: 26.65s
Evaluating Network.....
Test set: Epoch: 30, Average loss: 0.0028, Accuracy: 0.7947, Time consumed:0.92s
Saving weights file to checkpoint/retrain/ResNet18/Sunday_13_July_2025_19h_14m_57s/ResNet18-Cifar20-seed7-ret100-30-best.pth
Training Epoch: 31 [256/45000]	Loss: 0.1893	LR: 0.004000
Training Epoch: 31 [512/45000]	Loss: 0.2327	LR: 0.004000
Training Epoch: 31 [768/45000]	Loss: 0.1814	LR: 0.004000
Training Epoch: 31 [1024/45000]	Loss: 0.1740	LR: 0.004000
Training Epoch: 31 [1280/45000]	Loss: 0.2104	LR: 0.004000
Training Epoch: 31 [1536/45000]	Loss: 0.1698	LR: 0.004000
Training Epoch: 31 [1792/45000]	Loss: 0.1891	LR: 0.004000
Training Epoch: 31 [2048/45000]	Loss: 0.1630	LR: 0.004000
Training Epoch: 31 [2304/45000]	Loss: 0.2068	LR: 0.004000
Training Epoch: 31 [2560/45000]	Loss: 0.1765	LR: 0.004000
Training Epoch: 31 [2816/45000]	Loss: 0.1872	LR: 0.004000
Training Epoch: 31 [3072/45000]	Loss: 0.1621	LR: 0.004000
Training Epoch: 31 [3328/45000]	Loss: 0.1917	LR: 0.004000
Training Epoch: 31 [3584/45000]	Loss: 0.1979	LR: 0.004000
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Training Epoch: 31 [5376/45000]	Loss: 0.1809	LR: 0.004000
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Training Epoch: 31 [5888/45000]	Loss: 0.2214	LR: 0.004000
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Training Epoch: 31 [16896/45000]	Loss: 0.1381	LR: 0.004000
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Training Epoch: 31 [20224/45000]	Loss: 0.2033	LR: 0.004000
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Training Epoch: 31 [28672/45000]	Loss: 0.2208	LR: 0.004000
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Training Epoch: 31 [29440/45000]	Loss: 0.1598	LR: 0.004000
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Training Epoch: 31 [30464/45000]	Loss: 0.2228	LR: 0.004000
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Training Epoch: 31 [35072/45000]	Loss: 0.1598	LR: 0.004000
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Training Epoch: 31 [35840/45000]	Loss: 0.1507	LR: 0.004000
Training Epoch: 31 [36096/45000]	Loss: 0.2117	LR: 0.004000
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Training Epoch: 31 [42240/45000]	Loss: 0.1439	LR: 0.004000
Training Epoch: 31 [42496/45000]	Loss: 0.1536	LR: 0.004000
Training Epoch: 31 [42752/45000]	Loss: 0.1872	LR: 0.004000
Training Epoch: 31 [43008/45000]	Loss: 0.2048	LR: 0.004000
Training Epoch: 31 [43264/45000]	Loss: 0.1873	LR: 0.004000
Training Epoch: 31 [43520/45000]	Loss: 0.1840	LR: 0.004000
Training Epoch: 31 [43776/45000]	Loss: 0.1734	LR: 0.004000
Training Epoch: 31 [44032/45000]	Loss: 0.2012	LR: 0.004000
Training Epoch: 31 [44288/45000]	Loss: 0.1492	LR: 0.004000
Training Epoch: 31 [44544/45000]	Loss: 0.1879	LR: 0.004000
Training Epoch: 31 [44800/45000]	Loss: 0.1605	LR: 0.004000
Training Epoch: 31 [45000/45000]	Loss: 0.1439	LR: 0.004000
Epoch 31 - Average Train Loss: 0.1863, Train Accuracy: 0.9420
Epoch 31 training time consumed: 26.80s
Evaluating Network.....
Test set: Epoch: 31, Average loss: 0.0028, Accuracy: 0.8006, Time consumed:0.93s
Saving weights file to checkpoint/retrain/ResNet18/Sunday_13_July_2025_19h_14m_57s/ResNet18-Cifar20-seed7-ret100-31-best.pth
Training Epoch: 32 [256/45000]	Loss: 0.1691	LR: 0.004000
Training Epoch: 32 [512/45000]	Loss: 0.1263	LR: 0.004000
Training Epoch: 32 [768/45000]	Loss: 0.1967	LR: 0.004000
Training Epoch: 32 [1024/45000]	Loss: 0.1611	LR: 0.004000
Training Epoch: 32 [1280/45000]	Loss: 0.1562	LR: 0.004000
Training Epoch: 32 [1536/45000]	Loss: 0.1411	LR: 0.004000
Training Epoch: 32 [1792/45000]	Loss: 0.1543	LR: 0.004000
Training Epoch: 32 [2048/45000]	Loss: 0.1687	LR: 0.004000
Training Epoch: 32 [2304/45000]	Loss: 0.1484	LR: 0.004000
Training Epoch: 32 [2560/45000]	Loss: 0.2134	LR: 0.004000
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Training Epoch: 32 [3328/45000]	Loss: 0.1741	LR: 0.004000
Training Epoch: 32 [3584/45000]	Loss: 0.1599	LR: 0.004000
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Training Epoch: 32 [4096/45000]	Loss: 0.1865	LR: 0.004000
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Training Epoch: 32 [5376/45000]	Loss: 0.1868	LR: 0.004000
Training Epoch: 32 [5632/45000]	Loss: 0.1568	LR: 0.004000
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Training Epoch: 32 [7168/45000]	Loss: 0.1821	LR: 0.004000
Training Epoch: 32 [7424/45000]	Loss: 0.1785	LR: 0.004000
Training Epoch: 32 [7680/45000]	Loss: 0.1443	LR: 0.004000
Training Epoch: 32 [7936/45000]	Loss: 0.1789	LR: 0.004000
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Training Epoch: 32 [8960/45000]	Loss: 0.1877	LR: 0.004000
Training Epoch: 32 [9216/45000]	Loss: 0.1754	LR: 0.004000
Training Epoch: 32 [9472/45000]	Loss: 0.1434	LR: 0.004000
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Training Epoch: 32 [9984/45000]	Loss: 0.2091	LR: 0.004000
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Training Epoch: 32 [10496/45000]	Loss: 0.1780	LR: 0.004000
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Training Epoch: 32 [11008/45000]	Loss: 0.1605	LR: 0.004000
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Training Epoch: 32 [12288/45000]	Loss: 0.2124	LR: 0.004000
Training Epoch: 32 [12544/45000]	Loss: 0.1802	LR: 0.004000
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Training Epoch: 32 [13312/45000]	Loss: 0.1127	LR: 0.004000
Training Epoch: 32 [13568/45000]	Loss: 0.2012	LR: 0.004000
Training Epoch: 32 [13824/45000]	Loss: 0.2088	LR: 0.004000
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Training Epoch: 32 [15360/45000]	Loss: 0.1686	LR: 0.004000
Training Epoch: 32 [15616/45000]	Loss: 0.1741	LR: 0.004000
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Training Epoch: 32 [16128/45000]	Loss: 0.1601	LR: 0.004000
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Training Epoch: 32 [16640/45000]	Loss: 0.1401	LR: 0.004000
Training Epoch: 32 [16896/45000]	Loss: 0.1868	LR: 0.004000
Training Epoch: 32 [17152/45000]	Loss: 0.1899	LR: 0.004000
Training Epoch: 32 [17408/45000]	Loss: 0.1378	LR: 0.004000
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Training Epoch: 32 [18432/45000]	Loss: 0.1621	LR: 0.004000
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Training Epoch: 32 [19200/45000]	Loss: 0.1689	LR: 0.004000
Training Epoch: 32 [19456/45000]	Loss: 0.1737	LR: 0.004000
Training Epoch: 32 [19712/45000]	Loss: 0.1826	LR: 0.004000
Training Epoch: 32 [19968/45000]	Loss: 0.1601	LR: 0.004000
Training Epoch: 32 [20224/45000]	Loss: 0.1569	LR: 0.004000
Training Epoch: 32 [20480/45000]	Loss: 0.1479	LR: 0.004000
Training Epoch: 32 [20736/45000]	Loss: 0.2030	LR: 0.004000
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Training Epoch: 32 [21504/45000]	Loss: 0.1174	LR: 0.004000
Training Epoch: 32 [21760/45000]	Loss: 0.1626	LR: 0.004000
Training Epoch: 32 [22016/45000]	Loss: 0.1702	LR: 0.004000
Training Epoch: 32 [22272/45000]	Loss: 0.1629	LR: 0.004000
Training Epoch: 32 [22528/45000]	Loss: 0.1922	LR: 0.004000
Training Epoch: 32 [22784/45000]	Loss: 0.1295	LR: 0.004000
Training Epoch: 32 [23040/45000]	Loss: 0.1922	LR: 0.004000
Training Epoch: 32 [23296/45000]	Loss: 0.1659	LR: 0.004000
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Training Epoch: 32 [24320/45000]	Loss: 0.2034	LR: 0.004000
Training Epoch: 32 [24576/45000]	Loss: 0.1494	LR: 0.004000
Training Epoch: 32 [24832/45000]	Loss: 0.2086	LR: 0.004000
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Training Epoch: 32 [26368/45000]	Loss: 0.1741	LR: 0.004000
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Training Epoch: 32 [27648/45000]	Loss: 0.1467	LR: 0.004000
Training Epoch: 32 [27904/45000]	Loss: 0.1287	LR: 0.004000
Training Epoch: 32 [28160/45000]	Loss: 0.1725	LR: 0.004000
Training Epoch: 32 [28416/45000]	Loss: 0.1330	LR: 0.004000
Training Epoch: 32 [28672/45000]	Loss: 0.1337	LR: 0.004000
Training Epoch: 32 [28928/45000]	Loss: 0.1600	LR: 0.004000
Training Epoch: 32 [29184/45000]	Loss: 0.1428	LR: 0.004000
Training Epoch: 32 [29440/45000]	Loss: 0.1255	LR: 0.004000
Training Epoch: 32 [29696/45000]	Loss: 0.2427	LR: 0.004000
Training Epoch: 32 [29952/45000]	Loss: 0.1605	LR: 0.004000
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Training Epoch: 32 [35584/45000]	Loss: 0.1754	LR: 0.004000
Training Epoch: 32 [35840/45000]	Loss: 0.1909	LR: 0.004000
Training Epoch: 32 [36096/45000]	Loss: 0.1533	LR: 0.004000
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Training Epoch: 32 [36864/45000]	Loss: 0.2039	LR: 0.004000
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Training Epoch: 32 [37376/45000]	Loss: 0.1678	LR: 0.004000
Training Epoch: 32 [37632/45000]	Loss: 0.1622	LR: 0.004000
Training Epoch: 32 [37888/45000]	Loss: 0.1818	LR: 0.004000
Training Epoch: 32 [38144/45000]	Loss: 0.1518	LR: 0.004000
Training Epoch: 32 [38400/45000]	Loss: 0.1886	LR: 0.004000
Training Epoch: 32 [38656/45000]	Loss: 0.1928	LR: 0.004000
Training Epoch: 32 [38912/45000]	Loss: 0.1338	LR: 0.004000
Training Epoch: 32 [39168/45000]	Loss: 0.1818	LR: 0.004000
Training Epoch: 32 [39424/45000]	Loss: 0.1269	LR: 0.004000
Training Epoch: 32 [39680/45000]	Loss: 0.1648	LR: 0.004000
Training Epoch: 32 [39936/45000]	Loss: 0.1793	LR: 0.004000
Training Epoch: 32 [40192/45000]	Loss: 0.2074	LR: 0.004000
Training Epoch: 32 [40448/45000]	Loss: 0.1973	LR: 0.004000
Training Epoch: 32 [40704/45000]	Loss: 0.1970	LR: 0.004000
Training Epoch: 32 [40960/45000]	Loss: 0.1438	LR: 0.004000
Training Epoch: 32 [41216/45000]	Loss: 0.1346	LR: 0.004000
Training Epoch: 32 [41472/45000]	Loss: 0.1782	LR: 0.004000
Training Epoch: 32 [41728/45000]	Loss: 0.1503	LR: 0.004000
Training Epoch: 32 [41984/45000]	Loss: 0.1425	LR: 0.004000
Training Epoch: 32 [42240/45000]	Loss: 0.2262	LR: 0.004000
Training Epoch: 32 [42496/45000]	Loss: 0.1361	LR: 0.004000
Training Epoch: 32 [42752/45000]	Loss: 0.1838	LR: 0.004000
Training Epoch: 32 [43008/45000]	Loss: 0.1613	LR: 0.004000
Training Epoch: 32 [43264/45000]	Loss: 0.1513	LR: 0.004000
Training Epoch: 32 [43520/45000]	Loss: 0.1649	LR: 0.004000
Training Epoch: 32 [43776/45000]	Loss: 0.1655	LR: 0.004000
Training Epoch: 32 [44032/45000]	Loss: 0.1638	LR: 0.004000
Training Epoch: 32 [44288/45000]	Loss: 0.1435	LR: 0.004000
Training Epoch: 32 [44544/45000]	Loss: 0.1821	LR: 0.004000
Training Epoch: 32 [44800/45000]	Loss: 0.1535	LR: 0.004000
Training Epoch: 32 [45000/45000]	Loss: 0.1454	LR: 0.004000
Epoch 32 - Average Train Loss: 0.1681, Train Accuracy: 0.9490
Epoch 32 training time consumed: 26.65s
Evaluating Network.....
Test set: Epoch: 32, Average loss: 0.0029, Accuracy: 0.7990, Time consumed:0.92s
Training Epoch: 33 [256/45000]	Loss: 0.1700	LR: 0.004000
Training Epoch: 33 [512/45000]	Loss: 0.1444	LR: 0.004000
Training Epoch: 33 [768/45000]	Loss: 0.1477	LR: 0.004000
Training Epoch: 33 [1024/45000]	Loss: 0.1224	LR: 0.004000
Training Epoch: 33 [1280/45000]	Loss: 0.1326	LR: 0.004000
Training Epoch: 33 [1536/45000]	Loss: 0.1886	LR: 0.004000
Training Epoch: 33 [1792/45000]	Loss: 0.1243	LR: 0.004000
Training Epoch: 33 [2048/45000]	Loss: 0.1050	LR: 0.004000
Training Epoch: 33 [2304/45000]	Loss: 0.1721	LR: 0.004000
Training Epoch: 33 [2560/45000]	Loss: 0.1459	LR: 0.004000
Training Epoch: 33 [2816/45000]	Loss: 0.1102	LR: 0.004000
Training Epoch: 33 [3072/45000]	Loss: 0.1927	LR: 0.004000
Training Epoch: 33 [3328/45000]	Loss: 0.2065	LR: 0.004000
Training Epoch: 33 [3584/45000]	Loss: 0.1592	LR: 0.004000
Training Epoch: 33 [3840/45000]	Loss: 0.1649	LR: 0.004000
Training Epoch: 33 [4096/45000]	Loss: 0.1057	LR: 0.004000
Training Epoch: 33 [4352/45000]	Loss: 0.1476	LR: 0.004000
Training Epoch: 33 [4608/45000]	Loss: 0.1254	LR: 0.004000
Training Epoch: 33 [4864/45000]	Loss: 0.1700	LR: 0.004000
Training Epoch: 33 [5120/45000]	Loss: 0.1727	LR: 0.004000
Training Epoch: 33 [5376/45000]	Loss: 0.1426	LR: 0.004000
Training Epoch: 33 [5632/45000]	Loss: 0.1345	LR: 0.004000
Training Epoch: 33 [5888/45000]	Loss: 0.1528	LR: 0.004000
Training Epoch: 33 [6144/45000]	Loss: 0.1028	LR: 0.004000
Training Epoch: 33 [6400/45000]	Loss: 0.1379	LR: 0.004000
Training Epoch: 33 [6656/45000]	Loss: 0.1581	LR: 0.004000
Training Epoch: 33 [6912/45000]	Loss: 0.1684	LR: 0.004000
Training Epoch: 33 [7168/45000]	Loss: 0.1615	LR: 0.004000
Training Epoch: 33 [7424/45000]	Loss: 0.1410	LR: 0.004000
Training Epoch: 33 [7680/45000]	Loss: 0.1708	LR: 0.004000
Training Epoch: 33 [7936/45000]	Loss: 0.1706	LR: 0.004000
Training Epoch: 33 [8192/45000]	Loss: 0.1048	LR: 0.004000
Training Epoch: 33 [8448/45000]	Loss: 0.1187	LR: 0.004000
Training Epoch: 33 [8704/45000]	Loss: 0.2086	LR: 0.004000
Training Epoch: 33 [8960/45000]	Loss: 0.1782	LR: 0.004000
Training Epoch: 33 [9216/45000]	Loss: 0.1433	LR: 0.004000
Training Epoch: 33 [9472/45000]	Loss: 0.1230	LR: 0.004000
Training Epoch: 33 [9728/45000]	Loss: 0.1613	LR: 0.004000
Training Epoch: 33 [9984/45000]	Loss: 0.1630	LR: 0.004000
Training Epoch: 33 [10240/45000]	Loss: 0.1817	LR: 0.004000
Training Epoch: 33 [10496/45000]	Loss: 0.2334	LR: 0.004000
Training Epoch: 33 [10752/45000]	Loss: 0.1211	LR: 0.004000
Training Epoch: 33 [11008/45000]	Loss: 0.1707	LR: 0.004000
Training Epoch: 33 [11264/45000]	Loss: 0.1626	LR: 0.004000
Training Epoch: 33 [11520/45000]	Loss: 0.1619	LR: 0.004000
Training Epoch: 33 [11776/45000]	Loss: 0.1027	LR: 0.004000
Training Epoch: 33 [12032/45000]	Loss: 0.1769	LR: 0.004000
Training Epoch: 33 [12288/45000]	Loss: 0.1498	LR: 0.004000
Training Epoch: 33 [12544/45000]	Loss: 0.1790	LR: 0.004000
Training Epoch: 33 [12800/45000]	Loss: 0.1475	LR: 0.004000
Training Epoch: 33 [13056/45000]	Loss: 0.1772	LR: 0.004000
Training Epoch: 33 [13312/45000]	Loss: 0.2343	LR: 0.004000
Training Epoch: 33 [13568/45000]	Loss: 0.1133	LR: 0.004000
Training Epoch: 33 [13824/45000]	Loss: 0.1612	LR: 0.004000
Training Epoch: 33 [14080/45000]	Loss: 0.1271	LR: 0.004000
Training Epoch: 33 [14336/45000]	Loss: 0.1339	LR: 0.004000
Training Epoch: 33 [14592/45000]	Loss: 0.1441	LR: 0.004000
Training Epoch: 33 [14848/45000]	Loss: 0.2099	LR: 0.004000
Training Epoch: 33 [15104/45000]	Loss: 0.1328	LR: 0.004000
Training Epoch: 33 [15360/45000]	Loss: 0.1908	LR: 0.004000
Training Epoch: 33 [15616/45000]	Loss: 0.1389	LR: 0.004000
Training Epoch: 33 [15872/45000]	Loss: 0.2130	LR: 0.004000
Training Epoch: 33 [16128/45000]	Loss: 0.1513	LR: 0.004000
Training Epoch: 33 [16384/45000]	Loss: 0.1521	LR: 0.004000
Training Epoch: 33 [16640/45000]	Loss: 0.1593	LR: 0.004000
Training Epoch: 33 [16896/45000]	Loss: 0.1547	LR: 0.004000
Training Epoch: 33 [17152/45000]	Loss: 0.1547	LR: 0.004000
Training Epoch: 33 [17408/45000]	Loss: 0.1660	LR: 0.004000
Training Epoch: 33 [17664/45000]	Loss: 0.1900	LR: 0.004000
Training Epoch: 33 [17920/45000]	Loss: 0.1885	LR: 0.004000
Training Epoch: 33 [18176/45000]	Loss: 0.1591	LR: 0.004000
Training Epoch: 33 [18432/45000]	Loss: 0.1402	LR: 0.004000
Training Epoch: 33 [18688/45000]	Loss: 0.1299	LR: 0.004000
Training Epoch: 33 [18944/45000]	Loss: 0.1372	LR: 0.004000
Training Epoch: 33 [19200/45000]	Loss: 0.2019	LR: 0.004000
Training Epoch: 33 [19456/45000]	Loss: 0.1806	LR: 0.004000
Training Epoch: 33 [19712/45000]	Loss: 0.1508	LR: 0.004000
Training Epoch: 33 [19968/45000]	Loss: 0.1399	LR: 0.004000
Training Epoch: 33 [20224/45000]	Loss: 0.1606	LR: 0.004000
Training Epoch: 33 [20480/45000]	Loss: 0.1400	LR: 0.004000
Training Epoch: 33 [20736/45000]	Loss: 0.1896	LR: 0.004000
Training Epoch: 33 [20992/45000]	Loss: 0.1246	LR: 0.004000
Training Epoch: 33 [21248/45000]	Loss: 0.1536	LR: 0.004000
Training Epoch: 33 [21504/45000]	Loss: 0.1796	LR: 0.004000
Training Epoch: 33 [21760/45000]	Loss: 0.1232	LR: 0.004000
Training Epoch: 33 [22016/45000]	Loss: 0.1378	LR: 0.004000
Training Epoch: 33 [22272/45000]	Loss: 0.1518	LR: 0.004000
Training Epoch: 33 [22528/45000]	Loss: 0.1377	LR: 0.004000
Training Epoch: 33 [22784/45000]	Loss: 0.1807	LR: 0.004000
Training Epoch: 33 [23040/45000]	Loss: 0.1363	LR: 0.004000
Training Epoch: 33 [23296/45000]	Loss: 0.1622	LR: 0.004000
Training Epoch: 33 [23552/45000]	Loss: 0.1810	LR: 0.004000
Training Epoch: 33 [23808/45000]	Loss: 0.1756	LR: 0.004000
Training Epoch: 33 [24064/45000]	Loss: 0.1055	LR: 0.004000
Training Epoch: 33 [24320/45000]	Loss: 0.1310	LR: 0.004000
Training Epoch: 33 [24576/45000]	Loss: 0.1102	LR: 0.004000
Training Epoch: 33 [24832/45000]	Loss: 0.1468	LR: 0.004000
Training Epoch: 33 [25088/45000]	Loss: 0.1797	LR: 0.004000
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Training Epoch: 33 [28416/45000]	Loss: 0.1344	LR: 0.004000
Training Epoch: 33 [28672/45000]	Loss: 0.0988	LR: 0.004000
Training Epoch: 33 [28928/45000]	Loss: 0.1626	LR: 0.004000
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Training Epoch: 33 [29440/45000]	Loss: 0.1532	LR: 0.004000
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Training Epoch: 33 [30976/45000]	Loss: 0.1647	LR: 0.004000
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Training Epoch: 33 [37120/45000]	Loss: 0.1639	LR: 0.004000
Training Epoch: 33 [37376/45000]	Loss: 0.1488	LR: 0.004000
Training Epoch: 33 [37632/45000]	Loss: 0.1772	LR: 0.004000
Training Epoch: 33 [37888/45000]	Loss: 0.1739	LR: 0.004000
Training Epoch: 33 [38144/45000]	Loss: 0.1223	LR: 0.004000
Training Epoch: 33 [38400/45000]	Loss: 0.1502	LR: 0.004000
Training Epoch: 33 [38656/45000]	Loss: 0.1600	LR: 0.004000
Training Epoch: 33 [38912/45000]	Loss: 0.2427	LR: 0.004000
Training Epoch: 33 [39168/45000]	Loss: 0.1452	LR: 0.004000
Training Epoch: 33 [39424/45000]	Loss: 0.1474	LR: 0.004000
Training Epoch: 33 [39680/45000]	Loss: 0.1265	LR: 0.004000
Training Epoch: 33 [39936/45000]	Loss: 0.1433	LR: 0.004000
Training Epoch: 33 [40192/45000]	Loss: 0.1506	LR: 0.004000
Training Epoch: 33 [40448/45000]	Loss: 0.1736	LR: 0.004000
Training Epoch: 33 [40704/45000]	Loss: 0.1106	LR: 0.004000
Training Epoch: 33 [40960/45000]	Loss: 0.1844	LR: 0.004000
Training Epoch: 33 [41216/45000]	Loss: 0.1232	LR: 0.004000
Training Epoch: 33 [41472/45000]	Loss: 0.1510	LR: 0.004000
Training Epoch: 33 [41728/45000]	Loss: 0.1920	LR: 0.004000
Training Epoch: 33 [41984/45000]	Loss: 0.1513	LR: 0.004000
Training Epoch: 33 [42240/45000]	Loss: 0.1251	LR: 0.004000
Training Epoch: 33 [42496/45000]	Loss: 0.2080	LR: 0.004000
Training Epoch: 33 [42752/45000]	Loss: 0.1574	LR: 0.004000
Training Epoch: 33 [43008/45000]	Loss: 0.1787	LR: 0.004000
Training Epoch: 33 [43264/45000]	Loss: 0.1540	LR: 0.004000
Training Epoch: 33 [43520/45000]	Loss: 0.1507	LR: 0.004000
Training Epoch: 33 [43776/45000]	Loss: 0.1851	LR: 0.004000
Training Epoch: 33 [44032/45000]	Loss: 0.1533	LR: 0.004000
Training Epoch: 33 [44288/45000]	Loss: 0.1317	LR: 0.004000
Training Epoch: 33 [44544/45000]	Loss: 0.1584	LR: 0.004000
Training Epoch: 33 [44800/45000]	Loss: 0.2393	LR: 0.004000
Training Epoch: 33 [45000/45000]	Loss: 0.2155	LR: 0.004000
Epoch 33 - Average Train Loss: 0.1556, Train Accuracy: 0.9522
Epoch 33 training time consumed: 26.70s
Evaluating Network.....
Test set: Epoch: 33, Average loss: 0.0029, Accuracy: 0.8009, Time consumed:0.93s
Saving weights file to checkpoint/retrain/ResNet18/Sunday_13_July_2025_19h_14m_57s/ResNet18-Cifar20-seed7-ret100-33-best.pth
Training Epoch: 34 [256/45000]	Loss: 0.1651	LR: 0.004000
Training Epoch: 34 [512/45000]	Loss: 0.1109	LR: 0.004000
Training Epoch: 34 [768/45000]	Loss: 0.1326	LR: 0.004000
Training Epoch: 34 [1024/45000]	Loss: 0.1967	LR: 0.004000
Training Epoch: 34 [1280/45000]	Loss: 0.2007	LR: 0.004000
Training Epoch: 34 [1536/45000]	Loss: 0.1896	LR: 0.004000
Training Epoch: 34 [1792/45000]	Loss: 0.1642	LR: 0.004000
Training Epoch: 34 [2048/45000]	Loss: 0.1512	LR: 0.004000
Training Epoch: 34 [2304/45000]	Loss: 0.1565	LR: 0.004000
Training Epoch: 34 [2560/45000]	Loss: 0.0834	LR: 0.004000
Training Epoch: 34 [2816/45000]	Loss: 0.1281	LR: 0.004000
Training Epoch: 34 [3072/45000]	Loss: 0.1164	LR: 0.004000
Training Epoch: 34 [3328/45000]	Loss: 0.1346	LR: 0.004000
Training Epoch: 34 [3584/45000]	Loss: 0.1025	LR: 0.004000
Training Epoch: 34 [3840/45000]	Loss: 0.1072	LR: 0.004000
Training Epoch: 34 [4096/45000]	Loss: 0.1527	LR: 0.004000
Training Epoch: 34 [4352/45000]	Loss: 0.1239	LR: 0.004000
Training Epoch: 34 [4608/45000]	Loss: 0.1926	LR: 0.004000
Training Epoch: 34 [4864/45000]	Loss: 0.1428	LR: 0.004000
Training Epoch: 34 [5120/45000]	Loss: 0.1094	LR: 0.004000
Training Epoch: 34 [5376/45000]	Loss: 0.1003	LR: 0.004000
Training Epoch: 34 [5632/45000]	Loss: 0.1099	LR: 0.004000
Training Epoch: 34 [5888/45000]	Loss: 0.1690	LR: 0.004000
Training Epoch: 34 [6144/45000]	Loss: 0.0987	LR: 0.004000
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Training Epoch: 34 [6656/45000]	Loss: 0.1515	LR: 0.004000
Training Epoch: 34 [6912/45000]	Loss: 0.1386	LR: 0.004000
Training Epoch: 34 [7168/45000]	Loss: 0.1731	LR: 0.004000
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Training Epoch: 34 [7680/45000]	Loss: 0.1492	LR: 0.004000
Training Epoch: 34 [7936/45000]	Loss: 0.1408	LR: 0.004000
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Training Epoch: 34 [8448/45000]	Loss: 0.1197	LR: 0.004000
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Training Epoch: 34 [8960/45000]	Loss: 0.1653	LR: 0.004000
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Training Epoch: 34 [9472/45000]	Loss: 0.1351	LR: 0.004000
Training Epoch: 34 [9728/45000]	Loss: 0.1507	LR: 0.004000
Training Epoch: 34 [9984/45000]	Loss: 0.1724	LR: 0.004000
Training Epoch: 34 [10240/45000]	Loss: 0.1254	LR: 0.004000
Training Epoch: 34 [10496/45000]	Loss: 0.1170	LR: 0.004000
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Training Epoch: 34 [11008/45000]	Loss: 0.1116	LR: 0.004000
Training Epoch: 34 [11264/45000]	Loss: 0.1651	LR: 0.004000
Training Epoch: 34 [11520/45000]	Loss: 0.1907	LR: 0.004000
Training Epoch: 34 [11776/45000]	Loss: 0.0922	LR: 0.004000
Training Epoch: 34 [12032/45000]	Loss: 0.1137	LR: 0.004000
Training Epoch: 34 [12288/45000]	Loss: 0.1170	LR: 0.004000
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Training Epoch: 34 [13312/45000]	Loss: 0.1609	LR: 0.004000
Training Epoch: 34 [13568/45000]	Loss: 0.1058	LR: 0.004000
Training Epoch: 34 [13824/45000]	Loss: 0.1434	LR: 0.004000
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Training Epoch: 34 [15616/45000]	Loss: 0.1382	LR: 0.004000
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Training Epoch: 34 [16640/45000]	Loss: 0.1772	LR: 0.004000
Training Epoch: 34 [16896/45000]	Loss: 0.1762	LR: 0.004000
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Training Epoch: 34 [17408/45000]	Loss: 0.0948	LR: 0.004000
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Training Epoch: 34 [19712/45000]	Loss: 0.1109	LR: 0.004000
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Training Epoch: 34 [20224/45000]	Loss: 0.1476	LR: 0.004000
Training Epoch: 34 [20480/45000]	Loss: 0.1610	LR: 0.004000
Training Epoch: 34 [20736/45000]	Loss: 0.1233	LR: 0.004000
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Training Epoch: 34 [22016/45000]	Loss: 0.1596	LR: 0.004000
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Training Epoch: 34 [22528/45000]	Loss: 0.1561	LR: 0.004000
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Training Epoch: 34 [23040/45000]	Loss: 0.1429	LR: 0.004000
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Training Epoch: 34 [25088/45000]	Loss: 0.1329	LR: 0.004000
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Training Epoch: 34 [25600/45000]	Loss: 0.1502	LR: 0.004000
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Training Epoch: 34 [26112/45000]	Loss: 0.1914	LR: 0.004000
Training Epoch: 34 [26368/45000]	Loss: 0.1848	LR: 0.004000
Training Epoch: 34 [26624/45000]	Loss: 0.0871	LR: 0.004000
Training Epoch: 34 [26880/45000]	Loss: 0.1743	LR: 0.004000
Training Epoch: 34 [27136/45000]	Loss: 0.1828	LR: 0.004000
Training Epoch: 34 [27392/45000]	Loss: 0.1274	LR: 0.004000
Training Epoch: 34 [27648/45000]	Loss: 0.1546	LR: 0.004000
Training Epoch: 34 [27904/45000]	Loss: 0.1708	LR: 0.004000
Training Epoch: 34 [28160/45000]	Loss: 0.1324	LR: 0.004000
Training Epoch: 34 [28416/45000]	Loss: 0.1370	LR: 0.004000
Training Epoch: 34 [28672/45000]	Loss: 0.1641	LR: 0.004000
Training Epoch: 34 [28928/45000]	Loss: 0.1174	LR: 0.004000
Training Epoch: 34 [29184/45000]	Loss: 0.1912	LR: 0.004000
Training Epoch: 34 [29440/45000]	Loss: 0.1323	LR: 0.004000
Training Epoch: 34 [29696/45000]	Loss: 0.1413	LR: 0.004000
Training Epoch: 34 [29952/45000]	Loss: 0.1270	LR: 0.004000
Training Epoch: 34 [30208/45000]	Loss: 0.1489	LR: 0.004000
Training Epoch: 34 [30464/45000]	Loss: 0.1683	LR: 0.004000
Training Epoch: 34 [30720/45000]	Loss: 0.1940	LR: 0.004000
Training Epoch: 34 [30976/45000]	Loss: 0.1237	LR: 0.004000
Training Epoch: 34 [31232/45000]	Loss: 0.1549	LR: 0.004000
Training Epoch: 34 [31488/45000]	Loss: 0.1033	LR: 0.004000
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Training Epoch: 34 [32256/45000]	Loss: 0.0970	LR: 0.004000
Training Epoch: 34 [32512/45000]	Loss: 0.1784	LR: 0.004000
Training Epoch: 34 [32768/45000]	Loss: 0.1300	LR: 0.004000
Training Epoch: 34 [33024/45000]	Loss: 0.2060	LR: 0.004000
Training Epoch: 34 [33280/45000]	Loss: 0.1523	LR: 0.004000
Training Epoch: 34 [33536/45000]	Loss: 0.1356	LR: 0.004000
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Training Epoch: 34 [34560/45000]	Loss: 0.1318	LR: 0.004000
Training Epoch: 34 [34816/45000]	Loss: 0.1383	LR: 0.004000
Training Epoch: 34 [35072/45000]	Loss: 0.1774	LR: 0.004000
Training Epoch: 34 [35328/45000]	Loss: 0.1907	LR: 0.004000
Training Epoch: 34 [35584/45000]	Loss: 0.1966	LR: 0.004000
Training Epoch: 34 [35840/45000]	Loss: 0.1435	LR: 0.004000
Training Epoch: 34 [36096/45000]	Loss: 0.1438	LR: 0.004000
Training Epoch: 34 [36352/45000]	Loss: 0.1163	LR: 0.004000
Training Epoch: 34 [36608/45000]	Loss: 0.1301	LR: 0.004000
Training Epoch: 34 [36864/45000]	Loss: 0.1396	LR: 0.004000
Training Epoch: 34 [37120/45000]	Loss: 0.1847	LR: 0.004000
Training Epoch: 34 [37376/45000]	Loss: 0.1243	LR: 0.004000
Training Epoch: 34 [37632/45000]	Loss: 0.1402	LR: 0.004000
Training Epoch: 34 [37888/45000]	Loss: 0.1290	LR: 0.004000
Training Epoch: 34 [38144/45000]	Loss: 0.1463	LR: 0.004000
Training Epoch: 34 [38400/45000]	Loss: 0.1043	LR: 0.004000
Training Epoch: 34 [38656/45000]	Loss: 0.1249	LR: 0.004000
Training Epoch: 34 [38912/45000]	Loss: 0.1195	LR: 0.004000
Training Epoch: 34 [39168/45000]	Loss: 0.1494	LR: 0.004000
Training Epoch: 34 [39424/45000]	Loss: 0.1385	LR: 0.004000
Training Epoch: 34 [39680/45000]	Loss: 0.1271	LR: 0.004000
Training Epoch: 34 [39936/45000]	Loss: 0.1444	LR: 0.004000
Training Epoch: 34 [40192/45000]	Loss: 0.1161	LR: 0.004000
Training Epoch: 34 [40448/45000]	Loss: 0.1336	LR: 0.004000
Training Epoch: 34 [40704/45000]	Loss: 0.1162	LR: 0.004000
Training Epoch: 34 [40960/45000]	Loss: 0.1742	LR: 0.004000
Training Epoch: 34 [41216/45000]	Loss: 0.1198	LR: 0.004000
Training Epoch: 34 [41472/45000]	Loss: 0.1137	LR: 0.004000
Training Epoch: 34 [41728/45000]	Loss: 0.1161	LR: 0.004000
Training Epoch: 34 [41984/45000]	Loss: 0.1454	LR: 0.004000
Training Epoch: 34 [42240/45000]	Loss: 0.1804	LR: 0.004000
Training Epoch: 34 [42496/45000]	Loss: 0.1337	LR: 0.004000
Training Epoch: 34 [42752/45000]	Loss: 0.1656	LR: 0.004000
Training Epoch: 34 [43008/45000]	Loss: 0.1362	LR: 0.004000
Training Epoch: 34 [43264/45000]	Loss: 0.1225	LR: 0.004000
Training Epoch: 34 [43520/45000]	Loss: 0.1887	LR: 0.004000
Training Epoch: 34 [43776/45000]	Loss: 0.1878	LR: 0.004000
Training Epoch: 34 [44032/45000]	Loss: 0.1265	LR: 0.004000
Training Epoch: 34 [44288/45000]	Loss: 0.1067	LR: 0.004000
Training Epoch: 34 [44544/45000]	Loss: 0.1959	LR: 0.004000
Training Epoch: 34 [44800/45000]	Loss: 0.1491	LR: 0.004000
Training Epoch: 34 [45000/45000]	Loss: 0.1786	LR: 0.004000
Epoch 34 - Average Train Loss: 0.1449, Train Accuracy: 0.9565
Epoch 34 training time consumed: 26.78s
Evaluating Network.....
Test set: Epoch: 34, Average loss: 0.0029, Accuracy: 0.7991, Time consumed:0.91s
Training Epoch: 35 [256/45000]	Loss: 0.1677	LR: 0.000800
Training Epoch: 35 [512/45000]	Loss: 0.0918	LR: 0.000800
Training Epoch: 35 [768/45000]	Loss: 0.1261	LR: 0.000800
Training Epoch: 35 [1024/45000]	Loss: 0.1382	LR: 0.000800
Training Epoch: 35 [1280/45000]	Loss: 0.1071	LR: 0.000800
Training Epoch: 35 [1536/45000]	Loss: 0.1432	LR: 0.000800
Training Epoch: 35 [1792/45000]	Loss: 0.1400	LR: 0.000800
Training Epoch: 35 [2048/45000]	Loss: 0.1120	LR: 0.000800
Training Epoch: 35 [2304/45000]	Loss: 0.1296	LR: 0.000800
Training Epoch: 35 [2560/45000]	Loss: 0.1624	LR: 0.000800
Training Epoch: 35 [2816/45000]	Loss: 0.1481	LR: 0.000800
Training Epoch: 35 [3072/45000]	Loss: 0.1042	LR: 0.000800
Training Epoch: 35 [3328/45000]	Loss: 0.1100	LR: 0.000800
Training Epoch: 35 [3584/45000]	Loss: 0.1269	LR: 0.000800
Training Epoch: 35 [3840/45000]	Loss: 0.1681	LR: 0.000800
Training Epoch: 35 [4096/45000]	Loss: 0.1606	LR: 0.000800
Training Epoch: 35 [4352/45000]	Loss: 0.1639	LR: 0.000800
Training Epoch: 35 [4608/45000]	Loss: 0.1189	LR: 0.000800
Training Epoch: 35 [4864/45000]	Loss: 0.1640	LR: 0.000800
Training Epoch: 35 [5120/45000]	Loss: 0.1586	LR: 0.000800
Training Epoch: 35 [5376/45000]	Loss: 0.1803	LR: 0.000800
Training Epoch: 35 [5632/45000]	Loss: 0.1147	LR: 0.000800
Training Epoch: 35 [5888/45000]	Loss: 0.1248	LR: 0.000800
Training Epoch: 35 [6144/45000]	Loss: 0.0697	LR: 0.000800
Training Epoch: 35 [6400/45000]	Loss: 0.1031	LR: 0.000800
Training Epoch: 35 [6656/45000]	Loss: 0.1463	LR: 0.000800
Training Epoch: 35 [6912/45000]	Loss: 0.1671	LR: 0.000800
Training Epoch: 35 [7168/45000]	Loss: 0.1014	LR: 0.000800
Training Epoch: 35 [7424/45000]	Loss: 0.1514	LR: 0.000800
Training Epoch: 35 [7680/45000]	Loss: 0.1228	LR: 0.000800
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Training Epoch: 35 [9728/45000]	Loss: 0.1314	LR: 0.000800
Training Epoch: 35 [9984/45000]	Loss: 0.1616	LR: 0.000800
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Training Epoch: 35 [16896/45000]	Loss: 0.1194	LR: 0.000800
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Training Epoch: 35 [17408/45000]	Loss: 0.1407	LR: 0.000800
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Training Epoch: 35 [19712/45000]	Loss: 0.1752	LR: 0.000800
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Training Epoch: 35 [20480/45000]	Loss: 0.1226	LR: 0.000800
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Training Epoch: 35 [22016/45000]	Loss: 0.1729	LR: 0.000800
Training Epoch: 35 [22272/45000]	Loss: 0.1030	LR: 0.000800
Training Epoch: 35 [22528/45000]	Loss: 0.0959	LR: 0.000800
Training Epoch: 35 [22784/45000]	Loss: 0.1448	LR: 0.000800
Training Epoch: 35 [23040/45000]	Loss: 0.1248	LR: 0.000800
Training Epoch: 35 [23296/45000]	Loss: 0.1656	LR: 0.000800
Training Epoch: 35 [23552/45000]	Loss: 0.1594	LR: 0.000800
Training Epoch: 35 [23808/45000]	Loss: 0.1267	LR: 0.000800
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Training Epoch: 35 [24320/45000]	Loss: 0.0944	LR: 0.000800
Training Epoch: 35 [24576/45000]	Loss: 0.1455	LR: 0.000800
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Training Epoch: 35 [25088/45000]	Loss: 0.0874	LR: 0.000800
Training Epoch: 35 [25344/45000]	Loss: 0.1152	LR: 0.000800
Training Epoch: 35 [25600/45000]	Loss: 0.1217	LR: 0.000800
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Training Epoch: 35 [26368/45000]	Loss: 0.1289	LR: 0.000800
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Training Epoch: 35 [27392/45000]	Loss: 0.1189	LR: 0.000800
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Training Epoch: 35 [27904/45000]	Loss: 0.1303	LR: 0.000800
Training Epoch: 35 [28160/45000]	Loss: 0.1394	LR: 0.000800
Training Epoch: 35 [28416/45000]	Loss: 0.1395	LR: 0.000800
Training Epoch: 35 [28672/45000]	Loss: 0.1090	LR: 0.000800
Training Epoch: 35 [28928/45000]	Loss: 0.1343	LR: 0.000800
Training Epoch: 35 [29184/45000]	Loss: 0.1094	LR: 0.000800
Training Epoch: 35 [29440/45000]	Loss: 0.1601	LR: 0.000800
Training Epoch: 35 [29696/45000]	Loss: 0.1214	LR: 0.000800
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Training Epoch: 35 [30208/45000]	Loss: 0.1418	LR: 0.000800
Training Epoch: 35 [30464/45000]	Loss: 0.1611	LR: 0.000800
Training Epoch: 35 [30720/45000]	Loss: 0.1414	LR: 0.000800
Training Epoch: 35 [30976/45000]	Loss: 0.1208	LR: 0.000800
Training Epoch: 35 [31232/45000]	Loss: 0.1816	LR: 0.000800
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Training Epoch: 35 [32256/45000]	Loss: 0.1211	LR: 0.000800
Training Epoch: 35 [32512/45000]	Loss: 0.1465	LR: 0.000800
Training Epoch: 35 [32768/45000]	Loss: 0.1295	LR: 0.000800
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Training Epoch: 35 [33280/45000]	Loss: 0.1114	LR: 0.000800
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Training Epoch: 35 [35072/45000]	Loss: 0.0896	LR: 0.000800
Training Epoch: 35 [35328/45000]	Loss: 0.1401	LR: 0.000800
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Training Epoch: 35 [39168/45000]	Loss: 0.1437	LR: 0.000800
Training Epoch: 35 [39424/45000]	Loss: 0.2018	LR: 0.000800
Training Epoch: 35 [39680/45000]	Loss: 0.0906	LR: 0.000800
Training Epoch: 35 [39936/45000]	Loss: 0.1229	LR: 0.000800
Training Epoch: 35 [40192/45000]	Loss: 0.1430	LR: 0.000800
Training Epoch: 35 [40448/45000]	Loss: 0.0907	LR: 0.000800
Training Epoch: 35 [40704/45000]	Loss: 0.1121	LR: 0.000800
Training Epoch: 35 [40960/45000]	Loss: 0.1398	LR: 0.000800
Training Epoch: 35 [41216/45000]	Loss: 0.1559	LR: 0.000800
Training Epoch: 35 [41472/45000]	Loss: 0.1019	LR: 0.000800
Training Epoch: 35 [41728/45000]	Loss: 0.1066	LR: 0.000800
Training Epoch: 35 [41984/45000]	Loss: 0.1351	LR: 0.000800
Training Epoch: 35 [42240/45000]	Loss: 0.1184	LR: 0.000800
Training Epoch: 35 [42496/45000]	Loss: 0.1023	LR: 0.000800
Training Epoch: 35 [42752/45000]	Loss: 0.1428	LR: 0.000800
Training Epoch: 35 [43008/45000]	Loss: 0.1209	LR: 0.000800
Training Epoch: 35 [43264/45000]	Loss: 0.1553	LR: 0.000800
Training Epoch: 35 [43520/45000]	Loss: 0.0806	LR: 0.000800
Training Epoch: 35 [43776/45000]	Loss: 0.1052	LR: 0.000800
Training Epoch: 35 [44032/45000]	Loss: 0.1395	LR: 0.000800
Training Epoch: 35 [44288/45000]	Loss: 0.1387	LR: 0.000800
Training Epoch: 35 [44544/45000]	Loss: 0.1258	LR: 0.000800
Training Epoch: 35 [44800/45000]	Loss: 0.1115	LR: 0.000800
Training Epoch: 35 [45000/45000]	Loss: 0.1243	LR: 0.000800
Epoch 35 - Average Train Loss: 0.1299, Train Accuracy: 0.9617
Epoch 35 training time consumed: 26.75s
Evaluating Network.....
Test set: Epoch: 35, Average loss: 0.0029, Accuracy: 0.8013, Time consumed:0.91s
Saving weights file to checkpoint/retrain/ResNet18/Sunday_13_July_2025_19h_14m_57s/ResNet18-Cifar20-seed7-ret100-35-best.pth
Training Epoch: 36 [256/45000]	Loss: 0.1820	LR: 0.000800
Training Epoch: 36 [512/45000]	Loss: 0.1797	LR: 0.000800
Training Epoch: 36 [768/45000]	Loss: 0.1024	LR: 0.000800
Training Epoch: 36 [1024/45000]	Loss: 0.1472	LR: 0.000800
Training Epoch: 36 [1280/45000]	Loss: 0.1408	LR: 0.000800
Training Epoch: 36 [1536/45000]	Loss: 0.1125	LR: 0.000800
Training Epoch: 36 [1792/45000]	Loss: 0.1027	LR: 0.000800
Training Epoch: 36 [2048/45000]	Loss: 0.1761	LR: 0.000800
Training Epoch: 36 [2304/45000]	Loss: 0.1086	LR: 0.000800
Training Epoch: 36 [2560/45000]	Loss: 0.1171	LR: 0.000800
Training Epoch: 36 [2816/45000]	Loss: 0.1204	LR: 0.000800
Training Epoch: 36 [3072/45000]	Loss: 0.0911	LR: 0.000800
Training Epoch: 36 [3328/45000]	Loss: 0.1242	LR: 0.000800
Training Epoch: 36 [3584/45000]	Loss: 0.0870	LR: 0.000800
Training Epoch: 36 [3840/45000]	Loss: 0.1105	LR: 0.000800
Training Epoch: 36 [4096/45000]	Loss: 0.1804	LR: 0.000800
Training Epoch: 36 [4352/45000]	Loss: 0.0829	LR: 0.000800
Training Epoch: 36 [4608/45000]	Loss: 0.1243	LR: 0.000800
Training Epoch: 36 [4864/45000]	Loss: 0.1478	LR: 0.000800
Training Epoch: 36 [5120/45000]	Loss: 0.1209	LR: 0.000800
Training Epoch: 36 [5376/45000]	Loss: 0.1052	LR: 0.000800
Training Epoch: 36 [5632/45000]	Loss: 0.1010	LR: 0.000800
Training Epoch: 36 [5888/45000]	Loss: 0.0927	LR: 0.000800
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Training Epoch: 36 [6400/45000]	Loss: 0.1131	LR: 0.000800
Training Epoch: 36 [6656/45000]	Loss: 0.1504	LR: 0.000800
Training Epoch: 36 [6912/45000]	Loss: 0.1126	LR: 0.000800
Training Epoch: 36 [7168/45000]	Loss: 0.1168	LR: 0.000800
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Training Epoch: 36 [7680/45000]	Loss: 0.1181	LR: 0.000800
Training Epoch: 36 [7936/45000]	Loss: 0.1187	LR: 0.000800
Training Epoch: 36 [8192/45000]	Loss: 0.1148	LR: 0.000800
Training Epoch: 36 [8448/45000]	Loss: 0.1324	LR: 0.000800
Training Epoch: 36 [8704/45000]	Loss: 0.0895	LR: 0.000800
Training Epoch: 36 [8960/45000]	Loss: 0.1208	LR: 0.000800
Training Epoch: 36 [9216/45000]	Loss: 0.1123	LR: 0.000800
Training Epoch: 36 [9472/45000]	Loss: 0.1407	LR: 0.000800
Training Epoch: 36 [9728/45000]	Loss: 0.0929	LR: 0.000800
Training Epoch: 36 [9984/45000]	Loss: 0.1407	LR: 0.000800
Training Epoch: 36 [10240/45000]	Loss: 0.1546	LR: 0.000800
Training Epoch: 36 [10496/45000]	Loss: 0.0836	LR: 0.000800
Training Epoch: 36 [10752/45000]	Loss: 0.1814	LR: 0.000800
Training Epoch: 36 [11008/45000]	Loss: 0.0859	LR: 0.000800
Training Epoch: 36 [11264/45000]	Loss: 0.0995	LR: 0.000800
Training Epoch: 36 [11520/45000]	Loss: 0.1004	LR: 0.000800
Training Epoch: 36 [11776/45000]	Loss: 0.1316	LR: 0.000800
Training Epoch: 36 [12032/45000]	Loss: 0.0900	LR: 0.000800
Training Epoch: 36 [12288/45000]	Loss: 0.1481	LR: 0.000800
Training Epoch: 36 [12544/45000]	Loss: 0.1337	LR: 0.000800
Training Epoch: 36 [12800/45000]	Loss: 0.1301	LR: 0.000800
Training Epoch: 36 [13056/45000]	Loss: 0.1104	LR: 0.000800
Training Epoch: 36 [13312/45000]	Loss: 0.1034	LR: 0.000800
Training Epoch: 36 [13568/45000]	Loss: 0.1438	LR: 0.000800
Training Epoch: 36 [13824/45000]	Loss: 0.1208	LR: 0.000800
Training Epoch: 36 [14080/45000]	Loss: 0.1393	LR: 0.000800
Training Epoch: 36 [14336/45000]	Loss: 0.1549	LR: 0.000800
Training Epoch: 36 [14592/45000]	Loss: 0.1324	LR: 0.000800
Training Epoch: 36 [14848/45000]	Loss: 0.1189	LR: 0.000800
Training Epoch: 36 [15104/45000]	Loss: 0.1259	LR: 0.000800
Training Epoch: 36 [15360/45000]	Loss: 0.1663	LR: 0.000800
Training Epoch: 36 [15616/45000]	Loss: 0.1082	LR: 0.000800
Training Epoch: 36 [15872/45000]	Loss: 0.1012	LR: 0.000800
Training Epoch: 36 [16128/45000]	Loss: 0.0918	LR: 0.000800
Training Epoch: 36 [16384/45000]	Loss: 0.1368	LR: 0.000800
Training Epoch: 36 [16640/45000]	Loss: 0.1067	LR: 0.000800
Training Epoch: 36 [16896/45000]	Loss: 0.1183	LR: 0.000800
Training Epoch: 36 [17152/45000]	Loss: 0.1161	LR: 0.000800
Training Epoch: 36 [17408/45000]	Loss: 0.0895	LR: 0.000800
Training Epoch: 36 [17664/45000]	Loss: 0.1617	LR: 0.000800
Training Epoch: 36 [17920/45000]	Loss: 0.1224	LR: 0.000800
Training Epoch: 36 [18176/45000]	Loss: 0.1281	LR: 0.000800
Training Epoch: 36 [18432/45000]	Loss: 0.1213	LR: 0.000800
Training Epoch: 36 [18688/45000]	Loss: 0.0957	LR: 0.000800
Training Epoch: 36 [18944/45000]	Loss: 0.1189	LR: 0.000800
Training Epoch: 36 [19200/45000]	Loss: 0.1349	LR: 0.000800
Training Epoch: 36 [19456/45000]	Loss: 0.0977	LR: 0.000800
Training Epoch: 36 [19712/45000]	Loss: 0.1378	LR: 0.000800
Training Epoch: 36 [19968/45000]	Loss: 0.1118	LR: 0.000800
Training Epoch: 36 [20224/45000]	Loss: 0.1283	LR: 0.000800
Training Epoch: 36 [20480/45000]	Loss: 0.0919	LR: 0.000800
Training Epoch: 36 [20736/45000]	Loss: 0.1060	LR: 0.000800
Training Epoch: 36 [20992/45000]	Loss: 0.1024	LR: 0.000800
Training Epoch: 36 [21248/45000]	Loss: 0.1142	LR: 0.000800
Training Epoch: 36 [21504/45000]	Loss: 0.1135	LR: 0.000800
Training Epoch: 36 [21760/45000]	Loss: 0.1067	LR: 0.000800
Training Epoch: 36 [22016/45000]	Loss: 0.1028	LR: 0.000800
Training Epoch: 36 [22272/45000]	Loss: 0.1171	LR: 0.000800
Training Epoch: 36 [22528/45000]	Loss: 0.1132	LR: 0.000800
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Training Epoch: 36 [23296/45000]	Loss: 0.1109	LR: 0.000800
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Training Epoch: 36 [24320/45000]	Loss: 0.1136	LR: 0.000800
Training Epoch: 36 [24576/45000]	Loss: 0.1935	LR: 0.000800
Training Epoch: 36 [24832/45000]	Loss: 0.1638	LR: 0.000800
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Training Epoch: 36 [25344/45000]	Loss: 0.1509	LR: 0.000800
Training Epoch: 36 [25600/45000]	Loss: 0.1193	LR: 0.000800
Training Epoch: 36 [25856/45000]	Loss: 0.0872	LR: 0.000800
Training Epoch: 36 [26112/45000]	Loss: 0.1037	LR: 0.000800
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Training Epoch: 36 [26624/45000]	Loss: 0.1516	LR: 0.000800
Training Epoch: 36 [26880/45000]	Loss: 0.1038	LR: 0.000800
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Training Epoch: 36 [27392/45000]	Loss: 0.1084	LR: 0.000800
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Training Epoch: 36 [27904/45000]	Loss: 0.0949	LR: 0.000800
Training Epoch: 36 [28160/45000]	Loss: 0.1218	LR: 0.000800
Training Epoch: 36 [28416/45000]	Loss: 0.1689	LR: 0.000800
Training Epoch: 36 [28672/45000]	Loss: 0.1018	LR: 0.000800
Training Epoch: 36 [28928/45000]	Loss: 0.1652	LR: 0.000800
Training Epoch: 36 [29184/45000]	Loss: 0.1205	LR: 0.000800
Training Epoch: 36 [29440/45000]	Loss: 0.1430	LR: 0.000800
Training Epoch: 36 [29696/45000]	Loss: 0.1132	LR: 0.000800
Training Epoch: 36 [29952/45000]	Loss: 0.1294	LR: 0.000800
Training Epoch: 36 [30208/45000]	Loss: 0.1181	LR: 0.000800
Training Epoch: 36 [30464/45000]	Loss: 0.1330	LR: 0.000800
Training Epoch: 36 [30720/45000]	Loss: 0.1133	LR: 0.000800
Training Epoch: 36 [30976/45000]	Loss: 0.1319	LR: 0.000800
Training Epoch: 36 [31232/45000]	Loss: 0.1170	LR: 0.000800
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Training Epoch: 36 [32256/45000]	Loss: 0.1152	LR: 0.000800
Training Epoch: 36 [32512/45000]	Loss: 0.1115	LR: 0.000800
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Training Epoch: 36 [33536/45000]	Loss: 0.1058	LR: 0.000800
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Training Epoch: 36 [34048/45000]	Loss: 0.1481	LR: 0.000800
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Training Epoch: 36 [34560/45000]	Loss: 0.1400	LR: 0.000800
Training Epoch: 36 [34816/45000]	Loss: 0.1086	LR: 0.000800
Training Epoch: 36 [35072/45000]	Loss: 0.1101	LR: 0.000800
Training Epoch: 36 [35328/45000]	Loss: 0.1379	LR: 0.000800
Training Epoch: 36 [35584/45000]	Loss: 0.1034	LR: 0.000800
Training Epoch: 36 [35840/45000]	Loss: 0.1240	LR: 0.000800
Training Epoch: 36 [36096/45000]	Loss: 0.1352	LR: 0.000800
Training Epoch: 36 [36352/45000]	Loss: 0.0713	LR: 0.000800
Training Epoch: 36 [36608/45000]	Loss: 0.0794	LR: 0.000800
Training Epoch: 36 [36864/45000]	Loss: 0.1268	LR: 0.000800
Training Epoch: 36 [37120/45000]	Loss: 0.1216	LR: 0.000800
Training Epoch: 36 [37376/45000]	Loss: 0.1292	LR: 0.000800
Training Epoch: 36 [37632/45000]	Loss: 0.1220	LR: 0.000800
Training Epoch: 36 [37888/45000]	Loss: 0.1570	LR: 0.000800
Training Epoch: 36 [38144/45000]	Loss: 0.1239	LR: 0.000800
Training Epoch: 36 [38400/45000]	Loss: 0.1601	LR: 0.000800
Training Epoch: 36 [38656/45000]	Loss: 0.1138	LR: 0.000800
Training Epoch: 36 [38912/45000]	Loss: 0.1458	LR: 0.000800
Training Epoch: 36 [39168/45000]	Loss: 0.1357	LR: 0.000800
Training Epoch: 36 [39424/45000]	Loss: 0.1113	LR: 0.000800
Training Epoch: 36 [39680/45000]	Loss: 0.1505	LR: 0.000800
Training Epoch: 36 [39936/45000]	Loss: 0.0905	LR: 0.000800
Training Epoch: 36 [40192/45000]	Loss: 0.1606	LR: 0.000800
Training Epoch: 36 [40448/45000]	Loss: 0.1129	LR: 0.000800
Training Epoch: 36 [40704/45000]	Loss: 0.1273	LR: 0.000800
Training Epoch: 36 [40960/45000]	Loss: 0.1191	LR: 0.000800
Training Epoch: 36 [41216/45000]	Loss: 0.1317	LR: 0.000800
Training Epoch: 36 [41472/45000]	Loss: 0.1256	LR: 0.000800
Training Epoch: 36 [41728/45000]	Loss: 0.0827	LR: 0.000800
Training Epoch: 36 [41984/45000]	Loss: 0.1207	LR: 0.000800
Training Epoch: 36 [42240/45000]	Loss: 0.1109	LR: 0.000800
Training Epoch: 36 [42496/45000]	Loss: 0.1152	LR: 0.000800
Training Epoch: 36 [42752/45000]	Loss: 0.1622	LR: 0.000800
Training Epoch: 36 [43008/45000]	Loss: 0.1353	LR: 0.000800
Training Epoch: 36 [43264/45000]	Loss: 0.1192	LR: 0.000800
Training Epoch: 36 [43520/45000]	Loss: 0.0985	LR: 0.000800
Training Epoch: 36 [43776/45000]	Loss: 0.1208	LR: 0.000800
Training Epoch: 36 [44032/45000]	Loss: 0.1107	LR: 0.000800
Training Epoch: 36 [44288/45000]	Loss: 0.1481	LR: 0.000800
Training Epoch: 36 [44544/45000]	Loss: 0.1225	LR: 0.000800
Training Epoch: 36 [44800/45000]	Loss: 0.1070	LR: 0.000800
Training Epoch: 36 [45000/45000]	Loss: 0.1419	LR: 0.000800
Epoch 36 - Average Train Loss: 0.1222, Train Accuracy: 0.9651
Epoch 36 training time consumed: 26.97s
Evaluating Network.....
Test set: Epoch: 36, Average loss: 0.0029, Accuracy: 0.8011, Time consumed:0.88s
Training Epoch: 37 [256/45000]	Loss: 0.1042	LR: 0.000800
Training Epoch: 37 [512/45000]	Loss: 0.1426	LR: 0.000800
Training Epoch: 37 [768/45000]	Loss: 0.1381	LR: 0.000800
Training Epoch: 37 [1024/45000]	Loss: 0.0917	LR: 0.000800
Training Epoch: 37 [1280/45000]	Loss: 0.0928	LR: 0.000800
Training Epoch: 37 [1536/45000]	Loss: 0.1314	LR: 0.000800
Training Epoch: 37 [1792/45000]	Loss: 0.0942	LR: 0.000800
Training Epoch: 37 [2048/45000]	Loss: 0.1020	LR: 0.000800
Training Epoch: 37 [2304/45000]	Loss: 0.1026	LR: 0.000800
Training Epoch: 37 [2560/45000]	Loss: 0.1326	LR: 0.000800
Training Epoch: 37 [2816/45000]	Loss: 0.0868	LR: 0.000800
Training Epoch: 37 [3072/45000]	Loss: 0.1132	LR: 0.000800
Training Epoch: 37 [3328/45000]	Loss: 0.1168	LR: 0.000800
Training Epoch: 37 [3584/45000]	Loss: 0.0979	LR: 0.000800
Training Epoch: 37 [3840/45000]	Loss: 0.0816	LR: 0.000800
Training Epoch: 37 [4096/45000]	Loss: 0.0995	LR: 0.000800
Training Epoch: 37 [4352/45000]	Loss: 0.1002	LR: 0.000800
Training Epoch: 37 [4608/45000]	Loss: 0.1273	LR: 0.000800
Training Epoch: 37 [4864/45000]	Loss: 0.1611	LR: 0.000800
Training Epoch: 37 [5120/45000]	Loss: 0.1179	LR: 0.000800
Training Epoch: 37 [5376/45000]	Loss: 0.1126	LR: 0.000800
Training Epoch: 37 [5632/45000]	Loss: 0.1580	LR: 0.000800
Training Epoch: 37 [5888/45000]	Loss: 0.1002	LR: 0.000800
Training Epoch: 37 [6144/45000]	Loss: 0.0534	LR: 0.000800
Training Epoch: 37 [6400/45000]	Loss: 0.1596	LR: 0.000800
Training Epoch: 37 [6656/45000]	Loss: 0.0903	LR: 0.000800
Training Epoch: 37 [6912/45000]	Loss: 0.0899	LR: 0.000800
Training Epoch: 37 [7168/45000]	Loss: 0.1041	LR: 0.000800
Training Epoch: 37 [7424/45000]	Loss: 0.1094	LR: 0.000800
Training Epoch: 37 [7680/45000]	Loss: 0.1596	LR: 0.000800
Training Epoch: 37 [7936/45000]	Loss: 0.1045	LR: 0.000800
Training Epoch: 37 [8192/45000]	Loss: 0.0998	LR: 0.000800
Training Epoch: 37 [8448/45000]	Loss: 0.1720	LR: 0.000800
Training Epoch: 37 [8704/45000]	Loss: 0.0924	LR: 0.000800
Training Epoch: 37 [8960/45000]	Loss: 0.1145	LR: 0.000800
Training Epoch: 37 [9216/45000]	Loss: 0.1345	LR: 0.000800
Training Epoch: 37 [9472/45000]	Loss: 0.0969	LR: 0.000800
Training Epoch: 37 [9728/45000]	Loss: 0.1187	LR: 0.000800
Training Epoch: 37 [9984/45000]	Loss: 0.0836	LR: 0.000800
Training Epoch: 37 [10240/45000]	Loss: 0.1399	LR: 0.000800
Training Epoch: 37 [10496/45000]	Loss: 0.1417	LR: 0.000800
Training Epoch: 37 [10752/45000]	Loss: 0.1316	LR: 0.000800
Training Epoch: 37 [11008/45000]	Loss: 0.1599	LR: 0.000800
Training Epoch: 37 [11264/45000]	Loss: 0.1076	LR: 0.000800
Training Epoch: 37 [11520/45000]	Loss: 0.1106	LR: 0.000800
Training Epoch: 37 [11776/45000]	Loss: 0.1244	LR: 0.000800
Training Epoch: 37 [12032/45000]	Loss: 0.0899	LR: 0.000800
Training Epoch: 37 [12288/45000]	Loss: 0.1126	LR: 0.000800
Training Epoch: 37 [12544/45000]	Loss: 0.0763	LR: 0.000800
Training Epoch: 37 [12800/45000]	Loss: 0.0957	LR: 0.000800
Training Epoch: 37 [13056/45000]	Loss: 0.1128	LR: 0.000800
Training Epoch: 37 [13312/45000]	Loss: 0.1106	LR: 0.000800
Training Epoch: 37 [13568/45000]	Loss: 0.0845	LR: 0.000800
Training Epoch: 37 [13824/45000]	Loss: 0.1068	LR: 0.000800
Training Epoch: 37 [14080/45000]	Loss: 0.1607	LR: 0.000800
Training Epoch: 37 [14336/45000]	Loss: 0.1649	LR: 0.000800
Training Epoch: 37 [14592/45000]	Loss: 0.0856	LR: 0.000800
Training Epoch: 37 [14848/45000]	Loss: 0.1572	LR: 0.000800
Training Epoch: 37 [15104/45000]	Loss: 0.0967	LR: 0.000800
Training Epoch: 37 [15360/45000]	Loss: 0.1168	LR: 0.000800
Training Epoch: 37 [15616/45000]	Loss: 0.1307	LR: 0.000800
Training Epoch: 37 [15872/45000]	Loss: 0.1409	LR: 0.000800
Training Epoch: 37 [16128/45000]	Loss: 0.1763	LR: 0.000800
Training Epoch: 37 [16384/45000]	Loss: 0.1085	LR: 0.000800
Training Epoch: 37 [16640/45000]	Loss: 0.1251	LR: 0.000800
Training Epoch: 37 [16896/45000]	Loss: 0.1017	LR: 0.000800
Training Epoch: 37 [17152/45000]	Loss: 0.1035	LR: 0.000800
Training Epoch: 37 [17408/45000]	Loss: 0.1275	LR: 0.000800
Training Epoch: 37 [17664/45000]	Loss: 0.1150	LR: 0.000800
Training Epoch: 37 [17920/45000]	Loss: 0.1110	LR: 0.000800
Training Epoch: 37 [18176/45000]	Loss: 0.0698	LR: 0.000800
Training Epoch: 37 [18432/45000]	Loss: 0.1145	LR: 0.000800
Training Epoch: 37 [18688/45000]	Loss: 0.1218	LR: 0.000800
Training Epoch: 37 [18944/45000]	Loss: 0.1115	LR: 0.000800
Training Epoch: 37 [19200/45000]	Loss: 0.1273	LR: 0.000800
Training Epoch: 37 [19456/45000]	Loss: 0.1075	LR: 0.000800
Training Epoch: 37 [19712/45000]	Loss: 0.1419	LR: 0.000800
Training Epoch: 37 [19968/45000]	Loss: 0.1316	LR: 0.000800
Training Epoch: 37 [20224/45000]	Loss: 0.1042	LR: 0.000800
Training Epoch: 37 [20480/45000]	Loss: 0.1458	LR: 0.000800
Training Epoch: 37 [20736/45000]	Loss: 0.1543	LR: 0.000800
Training Epoch: 37 [20992/45000]	Loss: 0.1308	LR: 0.000800
Training Epoch: 37 [21248/45000]	Loss: 0.1458	LR: 0.000800
Training Epoch: 37 [21504/45000]	Loss: 0.0922	LR: 0.000800
Training Epoch: 37 [21760/45000]	Loss: 0.1155	LR: 0.000800
Training Epoch: 37 [22016/45000]	Loss: 0.1197	LR: 0.000800
Training Epoch: 37 [22272/45000]	Loss: 0.1213	LR: 0.000800
Training Epoch: 37 [22528/45000]	Loss: 0.0893	LR: 0.000800
Training Epoch: 37 [22784/45000]	Loss: 0.1032	LR: 0.000800
Training Epoch: 37 [23040/45000]	Loss: 0.0816	LR: 0.000800
Training Epoch: 37 [23296/45000]	Loss: 0.1278	LR: 0.000800
Training Epoch: 37 [23552/45000]	Loss: 0.0786	LR: 0.000800
Training Epoch: 37 [23808/45000]	Loss: 0.1030	LR: 0.000800
Training Epoch: 37 [24064/45000]	Loss: 0.1664	LR: 0.000800
Training Epoch: 37 [24320/45000]	Loss: 0.1032	LR: 0.000800
Training Epoch: 37 [24576/45000]	Loss: 0.1429	LR: 0.000800
Training Epoch: 37 [24832/45000]	Loss: 0.1344	LR: 0.000800
Training Epoch: 37 [25088/45000]	Loss: 0.1155	LR: 0.000800
Training Epoch: 37 [25344/45000]	Loss: 0.1004	LR: 0.000800
Training Epoch: 37 [25600/45000]	Loss: 0.1036	LR: 0.000800
Training Epoch: 37 [25856/45000]	Loss: 0.1641	LR: 0.000800
Training Epoch: 37 [26112/45000]	Loss: 0.1019	LR: 0.000800
Training Epoch: 37 [26368/45000]	Loss: 0.1378	LR: 0.000800
Training Epoch: 37 [26624/45000]	Loss: 0.1404	LR: 0.000800
Training Epoch: 37 [26880/45000]	Loss: 0.1713	LR: 0.000800
Training Epoch: 37 [27136/45000]	Loss: 0.0892	LR: 0.000800
Training Epoch: 37 [27392/45000]	Loss: 0.0802	LR: 0.000800
Training Epoch: 37 [27648/45000]	Loss: 0.1249	LR: 0.000800
Training Epoch: 37 [27904/45000]	Loss: 0.1195	LR: 0.000800
Training Epoch: 37 [28160/45000]	Loss: 0.1166	LR: 0.000800
Training Epoch: 37 [28416/45000]	Loss: 0.1147	LR: 0.000800
Training Epoch: 37 [28672/45000]	Loss: 0.0977	LR: 0.000800
Training Epoch: 37 [28928/45000]	Loss: 0.1546	LR: 0.000800
Training Epoch: 37 [29184/45000]	Loss: 0.1129	LR: 0.000800
Training Epoch: 37 [29440/45000]	Loss: 0.1359	LR: 0.000800
Training Epoch: 37 [29696/45000]	Loss: 0.1723	LR: 0.000800
Training Epoch: 37 [29952/45000]	Loss: 0.1093	LR: 0.000800
Training Epoch: 37 [30208/45000]	Loss: 0.0820	LR: 0.000800
Training Epoch: 37 [30464/45000]	Loss: 0.1024	LR: 0.000800
Training Epoch: 37 [30720/45000]	Loss: 0.1274	LR: 0.000800
Training Epoch: 37 [30976/45000]	Loss: 0.1268	LR: 0.000800
Training Epoch: 37 [31232/45000]	Loss: 0.1074	LR: 0.000800
Training Epoch: 37 [31488/45000]	Loss: 0.1358	LR: 0.000800
Training Epoch: 37 [31744/45000]	Loss: 0.1044	LR: 0.000800
Training Epoch: 37 [32000/45000]	Loss: 0.1294	LR: 0.000800
Training Epoch: 37 [32256/45000]	Loss: 0.0941	LR: 0.000800
Training Epoch: 37 [32512/45000]	Loss: 0.1266	LR: 0.000800
Training Epoch: 37 [32768/45000]	Loss: 0.1298	LR: 0.000800
Training Epoch: 37 [33024/45000]	Loss: 0.1196	LR: 0.000800
Training Epoch: 37 [33280/45000]	Loss: 0.1306	LR: 0.000800
Training Epoch: 37 [33536/45000]	Loss: 0.0938	LR: 0.000800
Training Epoch: 37 [33792/45000]	Loss: 0.1276	LR: 0.000800
Training Epoch: 37 [34048/45000]	Loss: 0.1196	LR: 0.000800
Training Epoch: 37 [34304/45000]	Loss: 0.1373	LR: 0.000800
Training Epoch: 37 [34560/45000]	Loss: 0.0990	LR: 0.000800
Training Epoch: 37 [34816/45000]	Loss: 0.0837	LR: 0.000800
Training Epoch: 37 [35072/45000]	Loss: 0.1181	LR: 0.000800
Training Epoch: 37 [35328/45000]	Loss: 0.0992	LR: 0.000800
Training Epoch: 37 [35584/45000]	Loss: 0.1232	LR: 0.000800
Training Epoch: 37 [35840/45000]	Loss: 0.1351	LR: 0.000800
Training Epoch: 37 [36096/45000]	Loss: 0.0845	LR: 0.000800
Training Epoch: 37 [36352/45000]	Loss: 0.1683	LR: 0.000800
Training Epoch: 37 [36608/45000]	Loss: 0.0889	LR: 0.000800
Training Epoch: 37 [36864/45000]	Loss: 0.0999	LR: 0.000800
Training Epoch: 37 [37120/45000]	Loss: 0.1303	LR: 0.000800
Training Epoch: 37 [37376/45000]	Loss: 0.1404	LR: 0.000800
Training Epoch: 37 [37632/45000]	Loss: 0.1156	LR: 0.000800
Training Epoch: 37 [37888/45000]	Loss: 0.1290	LR: 0.000800
Training Epoch: 37 [38144/45000]	Loss: 0.1462	LR: 0.000800
Training Epoch: 37 [38400/45000]	Loss: 0.1256	LR: 0.000800
Training Epoch: 37 [38656/45000]	Loss: 0.0958	LR: 0.000800
Training Epoch: 37 [38912/45000]	Loss: 0.0822	LR: 0.000800
Training Epoch: 37 [39168/45000]	Loss: 0.1169	LR: 0.000800
Training Epoch: 37 [39424/45000]	Loss: 0.1604	LR: 0.000800
Training Epoch: 37 [39680/45000]	Loss: 0.1419	LR: 0.000800
Training Epoch: 37 [39936/45000]	Loss: 0.0822	LR: 0.000800
Training Epoch: 37 [40192/45000]	Loss: 0.1157	LR: 0.000800
Training Epoch: 37 [40448/45000]	Loss: 0.1145	LR: 0.000800
Training Epoch: 37 [40704/45000]	Loss: 0.0759	LR: 0.000800
Training Epoch: 37 [40960/45000]	Loss: 0.0967	LR: 0.000800
Training Epoch: 37 [41216/45000]	Loss: 0.1688	LR: 0.000800
Training Epoch: 37 [41472/45000]	Loss: 0.0885	LR: 0.000800
Training Epoch: 37 [41728/45000]	Loss: 0.0999	LR: 0.000800
Training Epoch: 37 [41984/45000]	Loss: 0.1603	LR: 0.000800
Training Epoch: 37 [42240/45000]	Loss: 0.1560	LR: 0.000800
Training Epoch: 37 [42496/45000]	Loss: 0.1104	LR: 0.000800
Training Epoch: 37 [42752/45000]	Loss: 0.1211	LR: 0.000800
Training Epoch: 37 [43008/45000]	Loss: 0.1965	LR: 0.000800
Training Epoch: 37 [43264/45000]	Loss: 0.1251	LR: 0.000800
Training Epoch: 37 [43520/45000]	Loss: 0.1132	LR: 0.000800
Training Epoch: 37 [43776/45000]	Loss: 0.1610	LR: 0.000800
Training Epoch: 37 [44032/45000]	Loss: 0.1337	LR: 0.000800
Training Epoch: 37 [44288/45000]	Loss: 0.1168	LR: 0.000800
Training Epoch: 37 [44544/45000]	Loss: 0.1077	LR: 0.000800
Training Epoch: 37 [44800/45000]	Loss: 0.1417	LR: 0.000800
Training Epoch: 37 [45000/45000]	Loss: 0.1578	LR: 0.000800
Epoch 37 - Average Train Loss: 0.1186, Train Accuracy: 0.9654
Epoch 37 training time consumed: 26.73s
Evaluating Network.....
Test set: Epoch: 37, Average loss: 0.0029, Accuracy: 0.8027, Time consumed:0.91s
Saving weights file to checkpoint/retrain/ResNet18/Sunday_13_July_2025_19h_14m_57s/ResNet18-Cifar20-seed7-ret100-37-best.pth
Training Epoch: 38 [256/45000]	Loss: 0.1176	LR: 0.000800
Training Epoch: 38 [512/45000]	Loss: 0.0942	LR: 0.000800
Training Epoch: 38 [768/45000]	Loss: 0.0991	LR: 0.000800
Training Epoch: 38 [1024/45000]	Loss: 0.1290	LR: 0.000800
Training Epoch: 38 [1280/45000]	Loss: 0.1284	LR: 0.000800
Training Epoch: 38 [1536/45000]	Loss: 0.1032	LR: 0.000800
Training Epoch: 38 [1792/45000]	Loss: 0.1153	LR: 0.000800
Training Epoch: 38 [2048/45000]	Loss: 0.1170	LR: 0.000800
Training Epoch: 38 [2304/45000]	Loss: 0.0772	LR: 0.000800
Training Epoch: 38 [2560/45000]	Loss: 0.1708	LR: 0.000800
Training Epoch: 38 [2816/45000]	Loss: 0.1009	LR: 0.000800
Training Epoch: 38 [3072/45000]	Loss: 0.0840	LR: 0.000800
Training Epoch: 38 [3328/45000]	Loss: 0.1393	LR: 0.000800
Training Epoch: 38 [3584/45000]	Loss: 0.1055	LR: 0.000800
Training Epoch: 38 [3840/45000]	Loss: 0.0954	LR: 0.000800
Training Epoch: 38 [4096/45000]	Loss: 0.1076	LR: 0.000800
Training Epoch: 38 [4352/45000]	Loss: 0.0886	LR: 0.000800
Training Epoch: 38 [4608/45000]	Loss: 0.1229	LR: 0.000800
Training Epoch: 38 [4864/45000]	Loss: 0.1102	LR: 0.000800
Training Epoch: 38 [5120/45000]	Loss: 0.0919	LR: 0.000800
Training Epoch: 38 [5376/45000]	Loss: 0.1306	LR: 0.000800
Training Epoch: 38 [5632/45000]	Loss: 0.0685	LR: 0.000800
Training Epoch: 38 [5888/45000]	Loss: 0.1073	LR: 0.000800
Training Epoch: 38 [6144/45000]	Loss: 0.0978	LR: 0.000800
Training Epoch: 38 [6400/45000]	Loss: 0.1554	LR: 0.000800
Training Epoch: 38 [6656/45000]	Loss: 0.1187	LR: 0.000800
Training Epoch: 38 [6912/45000]	Loss: 0.1197	LR: 0.000800
Training Epoch: 38 [7168/45000]	Loss: 0.1536	LR: 0.000800
Training Epoch: 38 [7424/45000]	Loss: 0.1110	LR: 0.000800
Training Epoch: 38 [7680/45000]	Loss: 0.1215	LR: 0.000800
Training Epoch: 38 [7936/45000]	Loss: 0.0997	LR: 0.000800
Training Epoch: 38 [8192/45000]	Loss: 0.0981	LR: 0.000800
Training Epoch: 38 [8448/45000]	Loss: 0.0948	LR: 0.000800
Training Epoch: 38 [8704/45000]	Loss: 0.0921	LR: 0.000800
Training Epoch: 38 [8960/45000]	Loss: 0.0964	LR: 0.000800
Training Epoch: 38 [9216/45000]	Loss: 0.0850	LR: 0.000800
Training Epoch: 38 [9472/45000]	Loss: 0.1291	LR: 0.000800
Training Epoch: 38 [9728/45000]	Loss: 0.1248	LR: 0.000800
Training Epoch: 38 [9984/45000]	Loss: 0.0934	LR: 0.000800
Training Epoch: 38 [10240/45000]	Loss: 0.1035	LR: 0.000800
Training Epoch: 38 [10496/45000]	Loss: 0.1192	LR: 0.000800
Training Epoch: 38 [10752/45000]	Loss: 0.1541	LR: 0.000800
Training Epoch: 38 [11008/45000]	Loss: 0.1295	LR: 0.000800
Training Epoch: 38 [11264/45000]	Loss: 0.1301	LR: 0.000800
Training Epoch: 38 [11520/45000]	Loss: 0.0819	LR: 0.000800
Training Epoch: 38 [11776/45000]	Loss: 0.1465	LR: 0.000800
Training Epoch: 38 [12032/45000]	Loss: 0.0971	LR: 0.000800
Training Epoch: 38 [12288/45000]	Loss: 0.1006	LR: 0.000800
Training Epoch: 38 [12544/45000]	Loss: 0.1140	LR: 0.000800
Training Epoch: 38 [12800/45000]	Loss: 0.1400	LR: 0.000800
Training Epoch: 38 [13056/45000]	Loss: 0.1242	LR: 0.000800
Training Epoch: 38 [13312/45000]	Loss: 0.0869	LR: 0.000800
Training Epoch: 38 [13568/45000]	Loss: 0.1461	LR: 0.000800
Training Epoch: 38 [13824/45000]	Loss: 0.1450	LR: 0.000800
Training Epoch: 38 [14080/45000]	Loss: 0.1143	LR: 0.000800
Training Epoch: 38 [14336/45000]	Loss: 0.1181	LR: 0.000800
Training Epoch: 38 [14592/45000]	Loss: 0.0922	LR: 0.000800
Training Epoch: 38 [14848/45000]	Loss: 0.1163	LR: 0.000800
Training Epoch: 38 [15104/45000]	Loss: 0.0751	LR: 0.000800
Training Epoch: 38 [15360/45000]	Loss: 0.1108	LR: 0.000800
Training Epoch: 38 [15616/45000]	Loss: 0.1045	LR: 0.000800
Training Epoch: 38 [15872/45000]	Loss: 0.1357	LR: 0.000800
Training Epoch: 38 [16128/45000]	Loss: 0.1081	LR: 0.000800
Training Epoch: 38 [16384/45000]	Loss: 0.1149	LR: 0.000800
Training Epoch: 38 [16640/45000]	Loss: 0.1082	LR: 0.000800
Training Epoch: 38 [16896/45000]	Loss: 0.1004	LR: 0.000800
Training Epoch: 38 [17152/45000]	Loss: 0.0921	LR: 0.000800
Training Epoch: 38 [17408/45000]	Loss: 0.1343	LR: 0.000800
Training Epoch: 38 [17664/45000]	Loss: 0.1457	LR: 0.000800
Training Epoch: 38 [17920/45000]	Loss: 0.1313	LR: 0.000800
Training Epoch: 38 [18176/45000]	Loss: 0.0893	LR: 0.000800
Training Epoch: 38 [18432/45000]	Loss: 0.1030	LR: 0.000800
Training Epoch: 38 [18688/45000]	Loss: 0.0846	LR: 0.000800
Training Epoch: 38 [18944/45000]	Loss: 0.0933	LR: 0.000800
Training Epoch: 38 [19200/45000]	Loss: 0.1043	LR: 0.000800
Training Epoch: 38 [19456/45000]	Loss: 0.1433	LR: 0.000800
Training Epoch: 38 [19712/45000]	Loss: 0.0921	LR: 0.000800
Training Epoch: 38 [19968/45000]	Loss: 0.1026	LR: 0.000800
Training Epoch: 38 [20224/45000]	Loss: 0.0978	LR: 0.000800
Training Epoch: 38 [20480/45000]	Loss: 0.1187	LR: 0.000800
Training Epoch: 38 [20736/45000]	Loss: 0.1200	LR: 0.000800
Training Epoch: 38 [20992/45000]	Loss: 0.1074	LR: 0.000800
Training Epoch: 38 [21248/45000]	Loss: 0.1198	LR: 0.000800
Training Epoch: 38 [21504/45000]	Loss: 0.1378	LR: 0.000800
Training Epoch: 38 [21760/45000]	Loss: 0.1447	LR: 0.000800
Training Epoch: 38 [22016/45000]	Loss: 0.1018	LR: 0.000800
Training Epoch: 38 [22272/45000]	Loss: 0.1042	LR: 0.000800
Training Epoch: 38 [22528/45000]	Loss: 0.1260	LR: 0.000800
Training Epoch: 38 [22784/45000]	Loss: 0.1156	LR: 0.000800
Training Epoch: 38 [23040/45000]	Loss: 0.0965	LR: 0.000800
Training Epoch: 38 [23296/45000]	Loss: 0.1187	LR: 0.000800
Training Epoch: 38 [23552/45000]	Loss: 0.1066	LR: 0.000800
Training Epoch: 38 [23808/45000]	Loss: 0.1085	LR: 0.000800
Training Epoch: 38 [24064/45000]	Loss: 0.0982	LR: 0.000800
Training Epoch: 38 [24320/45000]	Loss: 0.1437	LR: 0.000800
Training Epoch: 38 [24576/45000]	Loss: 0.1015	LR: 0.000800
Training Epoch: 38 [24832/45000]	Loss: 0.1324	LR: 0.000800
Training Epoch: 38 [25088/45000]	Loss: 0.1114	LR: 0.000800
Training Epoch: 38 [25344/45000]	Loss: 0.1043	LR: 0.000800
Training Epoch: 38 [25600/45000]	Loss: 0.0881	LR: 0.000800
Training Epoch: 38 [25856/45000]	Loss: 0.1188	LR: 0.000800
Training Epoch: 38 [26112/45000]	Loss: 0.0979	LR: 0.000800
Training Epoch: 38 [26368/45000]	Loss: 0.1230	LR: 0.000800
Training Epoch: 38 [26624/45000]	Loss: 0.0818	LR: 0.000800
Training Epoch: 38 [26880/45000]	Loss: 0.1266	LR: 0.000800
Training Epoch: 38 [27136/45000]	Loss: 0.0750	LR: 0.000800
Training Epoch: 38 [27392/45000]	Loss: 0.0928	LR: 0.000800
Training Epoch: 38 [27648/45000]	Loss: 0.0834	LR: 0.000800
Training Epoch: 38 [27904/45000]	Loss: 0.1492	LR: 0.000800
Training Epoch: 38 [28160/45000]	Loss: 0.1268	LR: 0.000800
Training Epoch: 38 [28416/45000]	Loss: 0.1187	LR: 0.000800
Training Epoch: 38 [28672/45000]	Loss: 0.1096	LR: 0.000800
Training Epoch: 38 [28928/45000]	Loss: 0.1154	LR: 0.000800
Training Epoch: 38 [29184/45000]	Loss: 0.1831	LR: 0.000800
Training Epoch: 38 [29440/45000]	Loss: 0.1310	LR: 0.000800
Training Epoch: 38 [29696/45000]	Loss: 0.0936	LR: 0.000800
Training Epoch: 38 [29952/45000]	Loss: 0.1157	LR: 0.000800
Training Epoch: 38 [30208/45000]	Loss: 0.1262	LR: 0.000800
Training Epoch: 38 [30464/45000]	Loss: 0.0566	LR: 0.000800
Training Epoch: 38 [30720/45000]	Loss: 0.1401	LR: 0.000800
Training Epoch: 38 [30976/45000]	Loss: 0.0930	LR: 0.000800
Training Epoch: 38 [31232/45000]	Loss: 0.1029	LR: 0.000800
Training Epoch: 38 [31488/45000]	Loss: 0.0889	LR: 0.000800
Training Epoch: 38 [31744/45000]	Loss: 0.1016	LR: 0.000800
Training Epoch: 38 [32000/45000]	Loss: 0.1225	LR: 0.000800
Training Epoch: 38 [32256/45000]	Loss: 0.1505	LR: 0.000800
Training Epoch: 38 [32512/45000]	Loss: 0.1292	LR: 0.000800
Training Epoch: 38 [32768/45000]	Loss: 0.0919	LR: 0.000800
Training Epoch: 38 [33024/45000]	Loss: 0.0933	LR: 0.000800
Training Epoch: 38 [33280/45000]	Loss: 0.1395	LR: 0.000800
Training Epoch: 38 [33536/45000]	Loss: 0.1082	LR: 0.000800
Training Epoch: 38 [33792/45000]	Loss: 0.1384	LR: 0.000800
Training Epoch: 38 [34048/45000]	Loss: 0.1442	LR: 0.000800
Training Epoch: 38 [34304/45000]	Loss: 0.1019	LR: 0.000800
Training Epoch: 38 [34560/45000]	Loss: 0.1001	LR: 0.000800
Training Epoch: 38 [34816/45000]	Loss: 0.0847	LR: 0.000800
Training Epoch: 38 [35072/45000]	Loss: 0.0855	LR: 0.000800
Training Epoch: 38 [35328/45000]	Loss: 0.1264	LR: 0.000800
Training Epoch: 38 [35584/45000]	Loss: 0.0715	LR: 0.000800
Training Epoch: 38 [35840/45000]	Loss: 0.1427	LR: 0.000800
Training Epoch: 38 [36096/45000]	Loss: 0.1202	LR: 0.000800
Training Epoch: 38 [36352/45000]	Loss: 0.1418	LR: 0.000800
Training Epoch: 38 [36608/45000]	Loss: 0.1240	LR: 0.000800
Training Epoch: 38 [36864/45000]	Loss: 0.1253	LR: 0.000800
Training Epoch: 38 [37120/45000]	Loss: 0.1415	LR: 0.000800
Training Epoch: 38 [37376/45000]	Loss: 0.1063	LR: 0.000800
Training Epoch: 38 [37632/45000]	Loss: 0.1051	LR: 0.000800
Training Epoch: 38 [37888/45000]	Loss: 0.1358	LR: 0.000800
Training Epoch: 38 [38144/45000]	Loss: 0.1205	LR: 0.000800
Training Epoch: 38 [38400/45000]	Loss: 0.1229	LR: 0.000800
Training Epoch: 38 [38656/45000]	Loss: 0.1570	LR: 0.000800
Training Epoch: 38 [38912/45000]	Loss: 0.1462	LR: 0.000800
Training Epoch: 38 [39168/45000]	Loss: 0.0901	LR: 0.000800
Training Epoch: 38 [39424/45000]	Loss: 0.1346	LR: 0.000800
Training Epoch: 38 [39680/45000]	Loss: 0.1155	LR: 0.000800
Training Epoch: 38 [39936/45000]	Loss: 0.1119	LR: 0.000800
Training Epoch: 38 [40192/45000]	Loss: 0.1098	LR: 0.000800
Training Epoch: 38 [40448/45000]	Loss: 0.1056	LR: 0.000800
Training Epoch: 38 [40704/45000]	Loss: 0.0931	LR: 0.000800
Training Epoch: 38 [40960/45000]	Loss: 0.1434	LR: 0.000800
Training Epoch: 38 [41216/45000]	Loss: 0.1156	LR: 0.000800
Training Epoch: 38 [41472/45000]	Loss: 0.0695	LR: 0.000800
Training Epoch: 38 [41728/45000]	Loss: 0.1025	LR: 0.000800
Training Epoch: 38 [41984/45000]	Loss: 0.0731	LR: 0.000800
Training Epoch: 38 [42240/45000]	Loss: 0.0908	LR: 0.000800
Training Epoch: 38 [42496/45000]	Loss: 0.0954	LR: 0.000800
Training Epoch: 38 [42752/45000]	Loss: 0.1025	LR: 0.000800
Training Epoch: 38 [43008/45000]	Loss: 0.1239	LR: 0.000800
Training Epoch: 38 [43264/45000]	Loss: 0.1380	LR: 0.000800
Training Epoch: 38 [43520/45000]	Loss: 0.1207	LR: 0.000800
Training Epoch: 38 [43776/45000]	Loss: 0.1079	LR: 0.000800
Training Epoch: 38 [44032/45000]	Loss: 0.1316	LR: 0.000800
Training Epoch: 38 [44288/45000]	Loss: 0.2041	LR: 0.000800
Training Epoch: 38 [44544/45000]	Loss: 0.1025	LR: 0.000800
Training Epoch: 38 [44800/45000]	Loss: 0.1240	LR: 0.000800
Training Epoch: 38 [45000/45000]	Loss: 0.1594	LR: 0.000800
Epoch 38 - Average Train Loss: 0.1137, Train Accuracy: 0.9674
Epoch 38 training time consumed: 27.11s
Evaluating Network.....
Test set: Epoch: 38, Average loss: 0.0029, Accuracy: 0.8020, Time consumed:0.97s
Training Epoch: 39 [256/45000]	Loss: 0.1017	LR: 0.000800
Training Epoch: 39 [512/45000]	Loss: 0.0938	LR: 0.000800
Training Epoch: 39 [768/45000]	Loss: 0.1158	LR: 0.000800
Training Epoch: 39 [1024/45000]	Loss: 0.1328	LR: 0.000800
Training Epoch: 39 [1280/45000]	Loss: 0.0851	LR: 0.000800
Training Epoch: 39 [1536/45000]	Loss: 0.0858	LR: 0.000800
Training Epoch: 39 [1792/45000]	Loss: 0.0806	LR: 0.000800
Training Epoch: 39 [2048/45000]	Loss: 0.1541	LR: 0.000800
Training Epoch: 39 [2304/45000]	Loss: 0.1170	LR: 0.000800
Training Epoch: 39 [2560/45000]	Loss: 0.1123	LR: 0.000800
Training Epoch: 39 [2816/45000]	Loss: 0.1171	LR: 0.000800
Training Epoch: 39 [3072/45000]	Loss: 0.0797	LR: 0.000800
Training Epoch: 39 [3328/45000]	Loss: 0.0703	LR: 0.000800
Training Epoch: 39 [3584/45000]	Loss: 0.1161	LR: 0.000800
Training Epoch: 39 [3840/45000]	Loss: 0.1203	LR: 0.000800
Training Epoch: 39 [4096/45000]	Loss: 0.0828	LR: 0.000800
Training Epoch: 39 [4352/45000]	Loss: 0.1395	LR: 0.000800
Training Epoch: 39 [4608/45000]	Loss: 0.1036	LR: 0.000800
Training Epoch: 39 [4864/45000]	Loss: 0.1232	LR: 0.000800
Training Epoch: 39 [5120/45000]	Loss: 0.0919	LR: 0.000800
Training Epoch: 39 [5376/45000]	Loss: 0.1420	LR: 0.000800
Training Epoch: 39 [5632/45000]	Loss: 0.1464	LR: 0.000800
Training Epoch: 39 [5888/45000]	Loss: 0.0893	LR: 0.000800
Training Epoch: 39 [6144/45000]	Loss: 0.1038	LR: 0.000800
Training Epoch: 39 [6400/45000]	Loss: 0.1116	LR: 0.000800
Training Epoch: 39 [6656/45000]	Loss: 0.1017	LR: 0.000800
Training Epoch: 39 [6912/45000]	Loss: 0.1436	LR: 0.000800
Training Epoch: 39 [7168/45000]	Loss: 0.1151	LR: 0.000800
Training Epoch: 39 [7424/45000]	Loss: 0.0909	LR: 0.000800
Training Epoch: 39 [7680/45000]	Loss: 0.1071	LR: 0.000800
Training Epoch: 39 [7936/45000]	Loss: 0.0789	LR: 0.000800
Training Epoch: 39 [8192/45000]	Loss: 0.1179	LR: 0.000800
Training Epoch: 39 [8448/45000]	Loss: 0.0930	LR: 0.000800
Training Epoch: 39 [8704/45000]	Loss: 0.1799	LR: 0.000800
Training Epoch: 39 [8960/45000]	Loss: 0.1226	LR: 0.000800
Training Epoch: 39 [9216/45000]	Loss: 0.1092	LR: 0.000800
Training Epoch: 39 [9472/45000]	Loss: 0.1002	LR: 0.000800
Training Epoch: 39 [9728/45000]	Loss: 0.1119	LR: 0.000800
Training Epoch: 39 [9984/45000]	Loss: 0.0695	LR: 0.000800
Training Epoch: 39 [10240/45000]	Loss: 0.1197	LR: 0.000800
Training Epoch: 39 [10496/45000]	Loss: 0.1218	LR: 0.000800
Training Epoch: 39 [10752/45000]	Loss: 0.1071	LR: 0.000800
Training Epoch: 39 [11008/45000]	Loss: 0.1208	LR: 0.000800
Training Epoch: 39 [11264/45000]	Loss: 0.1170	LR: 0.000800
Training Epoch: 39 [11520/45000]	Loss: 0.1064	LR: 0.000800
Training Epoch: 39 [11776/45000]	Loss: 0.1192	LR: 0.000800
Training Epoch: 39 [12032/45000]	Loss: 0.1293	LR: 0.000800
Training Epoch: 39 [12288/45000]	Loss: 0.1336	LR: 0.000800
Training Epoch: 39 [12544/45000]	Loss: 0.1174	LR: 0.000800
Training Epoch: 39 [12800/45000]	Loss: 0.1121	LR: 0.000800
Training Epoch: 39 [13056/45000]	Loss: 0.0882	LR: 0.000800
Training Epoch: 39 [13312/45000]	Loss: 0.1311	LR: 0.000800
Training Epoch: 39 [13568/45000]	Loss: 0.1068	LR: 0.000800
Training Epoch: 39 [13824/45000]	Loss: 0.0874	LR: 0.000800
Training Epoch: 39 [14080/45000]	Loss: 0.1293	LR: 0.000800
Training Epoch: 39 [14336/45000]	Loss: 0.0642	LR: 0.000800
Training Epoch: 39 [14592/45000]	Loss: 0.1316	LR: 0.000800
Training Epoch: 39 [14848/45000]	Loss: 0.1077	LR: 0.000800
Training Epoch: 39 [15104/45000]	Loss: 0.1278	LR: 0.000800
Training Epoch: 39 [15360/45000]	Loss: 0.1109	LR: 0.000800
Training Epoch: 39 [15616/45000]	Loss: 0.1150	LR: 0.000800
Training Epoch: 39 [15872/45000]	Loss: 0.0750	LR: 0.000800
Training Epoch: 39 [16128/45000]	Loss: 0.0894	LR: 0.000800
Training Epoch: 39 [16384/45000]	Loss: 0.0690	LR: 0.000800
Training Epoch: 39 [16640/45000]	Loss: 0.1028	LR: 0.000800
Training Epoch: 39 [16896/45000]	Loss: 0.1431	LR: 0.000800
Training Epoch: 39 [17152/45000]	Loss: 0.0924	LR: 0.000800
Training Epoch: 39 [17408/45000]	Loss: 0.1412	LR: 0.000800
Training Epoch: 39 [17664/45000]	Loss: 0.1410	LR: 0.000800
Training Epoch: 39 [17920/45000]	Loss: 0.0720	LR: 0.000800
Training Epoch: 39 [18176/45000]	Loss: 0.0808	LR: 0.000800
Training Epoch: 39 [18432/45000]	Loss: 0.0765	LR: 0.000800
Training Epoch: 39 [18688/45000]	Loss: 0.1287	LR: 0.000800
Training Epoch: 39 [18944/45000]	Loss: 0.1758	LR: 0.000800
Training Epoch: 39 [19200/45000]	Loss: 0.1232	LR: 0.000800
Training Epoch: 39 [19456/45000]	Loss: 0.1104	LR: 0.000800
Training Epoch: 39 [19712/45000]	Loss: 0.0871	LR: 0.000800
Training Epoch: 39 [19968/45000]	Loss: 0.1844	LR: 0.000800
Training Epoch: 39 [20224/45000]	Loss: 0.0963	LR: 0.000800
Training Epoch: 39 [20480/45000]	Loss: 0.1416	LR: 0.000800
Training Epoch: 39 [20736/45000]	Loss: 0.1440	LR: 0.000800
Training Epoch: 39 [20992/45000]	Loss: 0.0941	LR: 0.000800
Training Epoch: 39 [21248/45000]	Loss: 0.1044	LR: 0.000800
Training Epoch: 39 [21504/45000]	Loss: 0.1342	LR: 0.000800
Training Epoch: 39 [21760/45000]	Loss: 0.1040	LR: 0.000800
Training Epoch: 39 [22016/45000]	Loss: 0.1032	LR: 0.000800
Training Epoch: 39 [22272/45000]	Loss: 0.1088	LR: 0.000800
Training Epoch: 39 [22528/45000]	Loss: 0.0847	LR: 0.000800
Training Epoch: 39 [22784/45000]	Loss: 0.0931	LR: 0.000800
Training Epoch: 39 [23040/45000]	Loss: 0.1450	LR: 0.000800
Training Epoch: 39 [23296/45000]	Loss: 0.0960	LR: 0.000800
Training Epoch: 39 [23552/45000]	Loss: 0.1307	LR: 0.000800
Training Epoch: 39 [23808/45000]	Loss: 0.1285	LR: 0.000800
Training Epoch: 39 [24064/45000]	Loss: 0.0676	LR: 0.000800
Training Epoch: 39 [24320/45000]	Loss: 0.1202	LR: 0.000800
Training Epoch: 39 [24576/45000]	Loss: 0.1327	LR: 0.000800
Training Epoch: 39 [24832/45000]	Loss: 0.1018	LR: 0.000800
Training Epoch: 39 [25088/45000]	Loss: 0.0999	LR: 0.000800
Training Epoch: 39 [25344/45000]	Loss: 0.1076	LR: 0.000800
Training Epoch: 39 [25600/45000]	Loss: 0.1450	LR: 0.000800
Training Epoch: 39 [25856/45000]	Loss: 0.0801	LR: 0.000800
Training Epoch: 39 [26112/45000]	Loss: 0.1103	LR: 0.000800
Training Epoch: 39 [26368/45000]	Loss: 0.1191	LR: 0.000800
Training Epoch: 39 [26624/45000]	Loss: 0.1056	LR: 0.000800
Training Epoch: 39 [26880/45000]	Loss: 0.0913	LR: 0.000800
Training Epoch: 39 [27136/45000]	Loss: 0.0709	LR: 0.000800
Training Epoch: 39 [27392/45000]	Loss: 0.1201	LR: 0.000800
Training Epoch: 39 [27648/45000]	Loss: 0.1092	LR: 0.000800
Training Epoch: 39 [27904/45000]	Loss: 0.1308	LR: 0.000800
Training Epoch: 39 [28160/45000]	Loss: 0.1192	LR: 0.000800
Training Epoch: 39 [28416/45000]	Loss: 0.0876	LR: 0.000800
Training Epoch: 39 [28672/45000]	Loss: 0.1031	LR: 0.000800
Training Epoch: 39 [28928/45000]	Loss: 0.1397	LR: 0.000800
Training Epoch: 39 [29184/45000]	Loss: 0.1179	LR: 0.000800
Training Epoch: 39 [29440/45000]	Loss: 0.1550	LR: 0.000800
Training Epoch: 39 [29696/45000]	Loss: 0.0925	LR: 0.000800
Training Epoch: 39 [29952/45000]	Loss: 0.0894	LR: 0.000800
Training Epoch: 39 [30208/45000]	Loss: 0.1458	LR: 0.000800
Training Epoch: 39 [30464/45000]	Loss: 0.0878	LR: 0.000800
Training Epoch: 39 [30720/45000]	Loss: 0.1247	LR: 0.000800
Training Epoch: 39 [30976/45000]	Loss: 0.0781	LR: 0.000800
Training Epoch: 39 [31232/45000]	Loss: 0.1401	LR: 0.000800
Training Epoch: 39 [31488/45000]	Loss: 0.0865	LR: 0.000800
Training Epoch: 39 [31744/45000]	Loss: 0.1124	LR: 0.000800
Training Epoch: 39 [32000/45000]	Loss: 0.0997	LR: 0.000800
Training Epoch: 39 [32256/45000]	Loss: 0.0907	LR: 0.000800
Training Epoch: 39 [32512/45000]	Loss: 0.1019	LR: 0.000800
Training Epoch: 39 [32768/45000]	Loss: 0.1012	LR: 0.000800
Training Epoch: 39 [33024/45000]	Loss: 0.0697	LR: 0.000800
Training Epoch: 39 [33280/45000]	Loss: 0.1495	LR: 0.000800
Training Epoch: 39 [33536/45000]	Loss: 0.1262	LR: 0.000800
Training Epoch: 39 [33792/45000]	Loss: 0.1230	LR: 0.000800
Training Epoch: 39 [34048/45000]	Loss: 0.0892	LR: 0.000800
Training Epoch: 39 [34304/45000]	Loss: 0.0908	LR: 0.000800
Training Epoch: 39 [34560/45000]	Loss: 0.1204	LR: 0.000800
Training Epoch: 39 [34816/45000]	Loss: 0.1372	LR: 0.000800
Training Epoch: 39 [35072/45000]	Loss: 0.0731	LR: 0.000800
Training Epoch: 39 [35328/45000]	Loss: 0.1138	LR: 0.000800
Training Epoch: 39 [35584/45000]	Loss: 0.1043	LR: 0.000800
Training Epoch: 39 [35840/45000]	Loss: 0.0952	LR: 0.000800
Training Epoch: 39 [36096/45000]	Loss: 0.1087	LR: 0.000800
Training Epoch: 39 [36352/45000]	Loss: 0.1699	LR: 0.000800
Training Epoch: 39 [36608/45000]	Loss: 0.1040	LR: 0.000800
Training Epoch: 39 [36864/45000]	Loss: 0.1093	LR: 0.000800
Training Epoch: 39 [37120/45000]	Loss: 0.1028	LR: 0.000800
Training Epoch: 39 [37376/45000]	Loss: 0.1542	LR: 0.000800
Training Epoch: 39 [37632/45000]	Loss: 0.0977	LR: 0.000800
Training Epoch: 39 [37888/45000]	Loss: 0.1181	LR: 0.000800
Training Epoch: 39 [38144/45000]	Loss: 0.1151	LR: 0.000800
Training Epoch: 39 [38400/45000]	Loss: 0.0917	LR: 0.000800
Training Epoch: 39 [38656/45000]	Loss: 0.1170	LR: 0.000800
Training Epoch: 39 [38912/45000]	Loss: 0.0941	LR: 0.000800
Training Epoch: 39 [39168/45000]	Loss: 0.1024	LR: 0.000800
Training Epoch: 39 [39424/45000]	Loss: 0.0877	LR: 0.000800
Training Epoch: 39 [39680/45000]	Loss: 0.1883	LR: 0.000800
Training Epoch: 39 [39936/45000]	Loss: 0.1065	LR: 0.000800
Training Epoch: 39 [40192/45000]	Loss: 0.1167	LR: 0.000800
Training Epoch: 39 [40448/45000]	Loss: 0.0813	LR: 0.000800
Training Epoch: 39 [40704/45000]	Loss: 0.1349	LR: 0.000800
Training Epoch: 39 [40960/45000]	Loss: 0.1031	LR: 0.000800
Training Epoch: 39 [41216/45000]	Loss: 0.0766	LR: 0.000800
Training Epoch: 39 [41472/45000]	Loss: 0.1331	LR: 0.000800
Training Epoch: 39 [41728/45000]	Loss: 0.1166	LR: 0.000800
Training Epoch: 39 [41984/45000]	Loss: 0.0841	LR: 0.000800
Training Epoch: 39 [42240/45000]	Loss: 0.1760	LR: 0.000800
Training Epoch: 39 [42496/45000]	Loss: 0.1143	LR: 0.000800
Training Epoch: 39 [42752/45000]	Loss: 0.1038	LR: 0.000800
Training Epoch: 39 [43008/45000]	Loss: 0.1442	LR: 0.000800
Training Epoch: 39 [43264/45000]	Loss: 0.1419	LR: 0.000800
Training Epoch: 39 [43520/45000]	Loss: 0.1042	LR: 0.000800
Training Epoch: 39 [43776/45000]	Loss: 0.1284	LR: 0.000800
Training Epoch: 39 [44032/45000]	Loss: 0.1670	LR: 0.000800
Training Epoch: 39 [44288/45000]	Loss: 0.0777	LR: 0.000800
Training Epoch: 39 [44544/45000]	Loss: 0.0727	LR: 0.000800
Training Epoch: 39 [44800/45000]	Loss: 0.1120	LR: 0.000800
Training Epoch: 39 [45000/45000]	Loss: 0.1164	LR: 0.000800
Epoch 39 - Average Train Loss: 0.1114, Train Accuracy: 0.9680
Epoch 39 training time consumed: 26.73s
Evaluating Network.....
Test set: Epoch: 39, Average loss: 0.0029, Accuracy: 0.8050, Time consumed:0.90s
Saving weights file to checkpoint/retrain/ResNet18/Sunday_13_July_2025_19h_14m_57s/ResNet18-Cifar20-seed7-ret100-39-best.pth
Training Epoch: 40 [256/45000]	Loss: 0.1103	LR: 0.000800
Training Epoch: 40 [512/45000]	Loss: 0.1283	LR: 0.000800
Training Epoch: 40 [768/45000]	Loss: 0.1098	LR: 0.000800
Training Epoch: 40 [1024/45000]	Loss: 0.0818	LR: 0.000800
Training Epoch: 40 [1280/45000]	Loss: 0.0794	LR: 0.000800
Training Epoch: 40 [1536/45000]	Loss: 0.0746	LR: 0.000800
Training Epoch: 40 [1792/45000]	Loss: 0.0974	LR: 0.000800
Training Epoch: 40 [2048/45000]	Loss: 0.0943	LR: 0.000800
Training Epoch: 40 [2304/45000]	Loss: 0.1295	LR: 0.000800
Training Epoch: 40 [2560/45000]	Loss: 0.1258	LR: 0.000800
Training Epoch: 40 [2816/45000]	Loss: 0.0933	LR: 0.000800
Training Epoch: 40 [3072/45000]	Loss: 0.1940	LR: 0.000800
Training Epoch: 40 [3328/45000]	Loss: 0.1204	LR: 0.000800
Training Epoch: 40 [3584/45000]	Loss: 0.0713	LR: 0.000800
Training Epoch: 40 [3840/45000]	Loss: 0.1023	LR: 0.000800
Training Epoch: 40 [4096/45000]	Loss: 0.1127	LR: 0.000800
Training Epoch: 40 [4352/45000]	Loss: 0.1036	LR: 0.000800
Training Epoch: 40 [4608/45000]	Loss: 0.1122	LR: 0.000800
Training Epoch: 40 [4864/45000]	Loss: 0.1059	LR: 0.000800
Training Epoch: 40 [5120/45000]	Loss: 0.1064	LR: 0.000800
Training Epoch: 40 [5376/45000]	Loss: 0.1099	LR: 0.000800
Training Epoch: 40 [5632/45000]	Loss: 0.0976	LR: 0.000800
Training Epoch: 40 [5888/45000]	Loss: 0.1407	LR: 0.000800
Training Epoch: 40 [6144/45000]	Loss: 0.1314	LR: 0.000800
Training Epoch: 40 [6400/45000]	Loss: 0.0946	LR: 0.000800
Training Epoch: 40 [6656/45000]	Loss: 0.0959	LR: 0.000800
Training Epoch: 40 [6912/45000]	Loss: 0.1090	LR: 0.000800
Training Epoch: 40 [7168/45000]	Loss: 0.1361	LR: 0.000800
Training Epoch: 40 [7424/45000]	Loss: 0.0805	LR: 0.000800
Training Epoch: 40 [7680/45000]	Loss: 0.0931	LR: 0.000800
Training Epoch: 40 [7936/45000]	Loss: 0.1069	LR: 0.000800
Training Epoch: 40 [8192/45000]	Loss: 0.0826	LR: 0.000800
Training Epoch: 40 [8448/45000]	Loss: 0.1673	LR: 0.000800
Training Epoch: 40 [8704/45000]	Loss: 0.1034	LR: 0.000800
Training Epoch: 40 [8960/45000]	Loss: 0.1185	LR: 0.000800
Training Epoch: 40 [9216/45000]	Loss: 0.0958	LR: 0.000800
Training Epoch: 40 [9472/45000]	Loss: 0.1239	LR: 0.000800
Training Epoch: 40 [9728/45000]	Loss: 0.0893	LR: 0.000800
Training Epoch: 40 [9984/45000]	Loss: 0.1309	LR: 0.000800
Training Epoch: 40 [10240/45000]	Loss: 0.1178	LR: 0.000800
Training Epoch: 40 [10496/45000]	Loss: 0.1382	LR: 0.000800
Training Epoch: 40 [10752/45000]	Loss: 0.0851	LR: 0.000800
Training Epoch: 40 [11008/45000]	Loss: 0.1033	LR: 0.000800
Training Epoch: 40 [11264/45000]	Loss: 0.0854	LR: 0.000800
Training Epoch: 40 [11520/45000]	Loss: 0.1136	LR: 0.000800
Training Epoch: 40 [11776/45000]	Loss: 0.0951	LR: 0.000800
Training Epoch: 40 [12032/45000]	Loss: 0.1266	LR: 0.000800
Training Epoch: 40 [12288/45000]	Loss: 0.0966	LR: 0.000800
Training Epoch: 40 [12544/45000]	Loss: 0.1065	LR: 0.000800
Training Epoch: 40 [12800/45000]	Loss: 0.0888	LR: 0.000800
Training Epoch: 40 [13056/45000]	Loss: 0.1329	LR: 0.000800
Training Epoch: 40 [13312/45000]	Loss: 0.0928	LR: 0.000800
Training Epoch: 40 [13568/45000]	Loss: 0.1114	LR: 0.000800
Training Epoch: 40 [13824/45000]	Loss: 0.1079	LR: 0.000800
Training Epoch: 40 [14080/45000]	Loss: 0.1443	LR: 0.000800
Training Epoch: 40 [14336/45000]	Loss: 0.1079	LR: 0.000800
Training Epoch: 40 [14592/45000]	Loss: 0.1149	LR: 0.000800
Training Epoch: 40 [14848/45000]	Loss: 0.1012	LR: 0.000800
Training Epoch: 40 [15104/45000]	Loss: 0.0993	LR: 0.000800
Training Epoch: 40 [15360/45000]	Loss: 0.0908	LR: 0.000800
Training Epoch: 40 [15616/45000]	Loss: 0.1006	LR: 0.000800
Training Epoch: 40 [15872/45000]	Loss: 0.1163	LR: 0.000800
Training Epoch: 40 [16128/45000]	Loss: 0.0802	LR: 0.000800
Training Epoch: 40 [16384/45000]	Loss: 0.1109	LR: 0.000800
Training Epoch: 40 [16640/45000]	Loss: 0.1398	LR: 0.000800
Training Epoch: 40 [16896/45000]	Loss: 0.1310	LR: 0.000800
Training Epoch: 40 [17152/45000]	Loss: 0.1324	LR: 0.000800
Training Epoch: 40 [17408/45000]	Loss: 0.1186	LR: 0.000800
Training Epoch: 40 [17664/45000]	Loss: 0.1278	LR: 0.000800
Training Epoch: 40 [17920/45000]	Loss: 0.1185	LR: 0.000800
Training Epoch: 40 [18176/45000]	Loss: 0.1162	LR: 0.000800
Training Epoch: 40 [18432/45000]	Loss: 0.1088	LR: 0.000800
Training Epoch: 40 [18688/45000]	Loss: 0.1121	LR: 0.000800
Training Epoch: 40 [18944/45000]	Loss: 0.1237	LR: 0.000800
Training Epoch: 40 [19200/45000]	Loss: 0.1072	LR: 0.000800
Training Epoch: 40 [19456/45000]	Loss: 0.0787	LR: 0.000800
Training Epoch: 40 [19712/45000]	Loss: 0.1447	LR: 0.000800
Training Epoch: 40 [19968/45000]	Loss: 0.0948	LR: 0.000800
Training Epoch: 40 [20224/45000]	Loss: 0.1097	LR: 0.000800
Training Epoch: 40 [20480/45000]	Loss: 0.1263	LR: 0.000800
Training Epoch: 40 [20736/45000]	Loss: 0.0910	LR: 0.000800
Training Epoch: 40 [20992/45000]	Loss: 0.0835	LR: 0.000800
Training Epoch: 40 [21248/45000]	Loss: 0.1172	LR: 0.000800
Training Epoch: 40 [21504/45000]	Loss: 0.0877	LR: 0.000800
Training Epoch: 40 [21760/45000]	Loss: 0.1362	LR: 0.000800
Training Epoch: 40 [22016/45000]	Loss: 0.1441	LR: 0.000800
Training Epoch: 40 [22272/45000]	Loss: 0.1177	LR: 0.000800
Training Epoch: 40 [22528/45000]	Loss: 0.1473	LR: 0.000800
Training Epoch: 40 [22784/45000]	Loss: 0.0840	LR: 0.000800
Training Epoch: 40 [23040/45000]	Loss: 0.1039	LR: 0.000800
Training Epoch: 40 [23296/45000]	Loss: 0.0993	LR: 0.000800
Training Epoch: 40 [23552/45000]	Loss: 0.0896	LR: 0.000800
Training Epoch: 40 [23808/45000]	Loss: 0.1432	LR: 0.000800
Training Epoch: 40 [24064/45000]	Loss: 0.1199	LR: 0.000800
Training Epoch: 40 [24320/45000]	Loss: 0.1178	LR: 0.000800
Training Epoch: 40 [24576/45000]	Loss: 0.1245	LR: 0.000800
Training Epoch: 40 [24832/45000]	Loss: 0.0940	LR: 0.000800
Training Epoch: 40 [25088/45000]	Loss: 0.1044	LR: 0.000800
Training Epoch: 40 [25344/45000]	Loss: 0.1204	LR: 0.000800
Training Epoch: 40 [25600/45000]	Loss: 0.0994	LR: 0.000800
Training Epoch: 40 [25856/45000]	Loss: 0.0811	LR: 0.000800
Training Epoch: 40 [26112/45000]	Loss: 0.1213	LR: 0.000800
Training Epoch: 40 [26368/45000]	Loss: 0.1061	LR: 0.000800
Training Epoch: 40 [26624/45000]	Loss: 0.1306	LR: 0.000800
Training Epoch: 40 [26880/45000]	Loss: 0.1338	LR: 0.000800
Training Epoch: 40 [27136/45000]	Loss: 0.1139	LR: 0.000800
Training Epoch: 40 [27392/45000]	Loss: 0.0968	LR: 0.000800
Training Epoch: 40 [27648/45000]	Loss: 0.1291	LR: 0.000800
Training Epoch: 40 [27904/45000]	Loss: 0.1099	LR: 0.000800
Training Epoch: 40 [28160/45000]	Loss: 0.1181	LR: 0.000800
Training Epoch: 40 [28416/45000]	Loss: 0.0854	LR: 0.000800
Training Epoch: 40 [28672/45000]	Loss: 0.1067	LR: 0.000800
Training Epoch: 40 [28928/45000]	Loss: 0.0960	LR: 0.000800
Training Epoch: 40 [29184/45000]	Loss: 0.0975	LR: 0.000800
Training Epoch: 40 [29440/45000]	Loss: 0.1454	LR: 0.000800
Training Epoch: 40 [29696/45000]	Loss: 0.1192	LR: 0.000800
Training Epoch: 40 [29952/45000]	Loss: 0.1296	LR: 0.000800
Training Epoch: 40 [30208/45000]	Loss: 0.1115	LR: 0.000800
Training Epoch: 40 [30464/45000]	Loss: 0.1180	LR: 0.000800
Training Epoch: 40 [30720/45000]	Loss: 0.1300	LR: 0.000800
Training Epoch: 40 [30976/45000]	Loss: 0.1088	LR: 0.000800
Training Epoch: 40 [31232/45000]	Loss: 0.1127	LR: 0.000800
Training Epoch: 40 [31488/45000]	Loss: 0.1365	LR: 0.000800
Training Epoch: 40 [31744/45000]	Loss: 0.1206	LR: 0.000800
Training Epoch: 40 [32000/45000]	Loss: 0.0942	LR: 0.000800
Training Epoch: 40 [32256/45000]	Loss: 0.0957	LR: 0.000800
Training Epoch: 40 [32512/45000]	Loss: 0.0957	LR: 0.000800
Training Epoch: 40 [32768/45000]	Loss: 0.1372	LR: 0.000800
Training Epoch: 40 [33024/45000]	Loss: 0.1437	LR: 0.000800
Training Epoch: 40 [33280/45000]	Loss: 0.1338	LR: 0.000800
Training Epoch: 40 [33536/45000]	Loss: 0.0989	LR: 0.000800
Training Epoch: 40 [33792/45000]	Loss: 0.1359	LR: 0.000800
Training Epoch: 40 [34048/45000]	Loss: 0.1283	LR: 0.000800
Training Epoch: 40 [34304/45000]	Loss: 0.0964	LR: 0.000800
Training Epoch: 40 [34560/45000]	Loss: 0.1018	LR: 0.000800
Training Epoch: 40 [34816/45000]	Loss: 0.0935	LR: 0.000800
Training Epoch: 40 [35072/45000]	Loss: 0.0725	LR: 0.000800
Training Epoch: 40 [35328/45000]	Loss: 0.1071	LR: 0.000800
Training Epoch: 40 [35584/45000]	Loss: 0.1348	LR: 0.000800
Training Epoch: 40 [35840/45000]	Loss: 0.1354	LR: 0.000800
Training Epoch: 40 [36096/45000]	Loss: 0.1149	LR: 0.000800
Training Epoch: 40 [36352/45000]	Loss: 0.1170	LR: 0.000800
Training Epoch: 40 [36608/45000]	Loss: 0.1275	LR: 0.000800
Training Epoch: 40 [36864/45000]	Loss: 0.1174	LR: 0.000800
Training Epoch: 40 [37120/45000]	Loss: 0.0670	LR: 0.000800
Training Epoch: 40 [37376/45000]	Loss: 0.1078	LR: 0.000800
Training Epoch: 40 [37632/45000]	Loss: 0.1123	LR: 0.000800
Training Epoch: 40 [37888/45000]	Loss: 0.0853	LR: 0.000800
Training Epoch: 40 [38144/45000]	Loss: 0.0896	LR: 0.000800
Training Epoch: 40 [38400/45000]	Loss: 0.1407	LR: 0.000800
Training Epoch: 40 [38656/45000]	Loss: 0.1366	LR: 0.000800
Training Epoch: 40 [38912/45000]	Loss: 0.1144	LR: 0.000800
Training Epoch: 40 [39168/45000]	Loss: 0.1514	LR: 0.000800
Training Epoch: 40 [39424/45000]	Loss: 0.1398	LR: 0.000800
Training Epoch: 40 [39680/45000]	Loss: 0.1197	LR: 0.000800
Training Epoch: 40 [39936/45000]	Loss: 0.1088	LR: 0.000800
Training Epoch: 40 [40192/45000]	Loss: 0.0847	LR: 0.000800
Training Epoch: 40 [40448/45000]	Loss: 0.1016	LR: 0.000800
Training Epoch: 40 [40704/45000]	Loss: 0.1157	LR: 0.000800
Training Epoch: 40 [40960/45000]	Loss: 0.0887	LR: 0.000800
Training Epoch: 40 [41216/45000]	Loss: 0.0869	LR: 0.000800
Training Epoch: 40 [41472/45000]	Loss: 0.1108	LR: 0.000800
Training Epoch: 40 [41728/45000]	Loss: 0.1155	LR: 0.000800
Training Epoch: 40 [41984/45000]	Loss: 0.1144	LR: 0.000800
Training Epoch: 40 [42240/45000]	Loss: 0.0765	LR: 0.000800
Training Epoch: 40 [42496/45000]	Loss: 0.1065	LR: 0.000800
Training Epoch: 40 [42752/45000]	Loss: 0.1132	LR: 0.000800
Training Epoch: 40 [43008/45000]	Loss: 0.1405	LR: 0.000800
Training Epoch: 40 [43264/45000]	Loss: 0.0849	LR: 0.000800
Training Epoch: 40 [43520/45000]	Loss: 0.1611	LR: 0.000800
Training Epoch: 40 [43776/45000]	Loss: 0.0988	LR: 0.000800
Training Epoch: 40 [44032/45000]	Loss: 0.1381	LR: 0.000800
Training Epoch: 40 [44288/45000]	Loss: 0.0800	LR: 0.000800
Training Epoch: 40 [44544/45000]	Loss: 0.1194	LR: 0.000800
Training Epoch: 40 [44800/45000]	Loss: 0.1534	LR: 0.000800
Training Epoch: 40 [45000/45000]	Loss: 0.1147	LR: 0.000800
Epoch 40 - Average Train Loss: 0.1117, Train Accuracy: 0.9676
Epoch 40 training time consumed: 26.68s
Evaluating Network.....
Test set: Epoch: 40, Average loss: 0.0029, Accuracy: 0.8037, Time consumed:0.91s
Valid (Test) Dl:  10000
Train Dl:  50000
Retain Train Dl:  45000
Forget Train Dl:  5000
Retain Valid Dl:  45000
Forget Valid Dl:  5000
retain_prob Distribution: 10000 samples
test_prob Distribution: 10000 samples
forget_prob Distribution: 5000 samples
Set1 Distribution: 5000 samples
Set2 Distribution: 5000 samples
Set1 Distribution: 5000 samples
Set2 Distribution: 5000 samples
Set1 Distribution: 10000 samples
Set2 Distribution: 10000 samples
Set1 Distribution: 10000 samples
Set2 Distribution: 10000 samples
Test Accuracy: 80.537109375
Retain Accuracy: 97.32946014404297
Zero-Retain Forget (ZRF): 0.9020870327949524
Membership Inference Attack (MIA): 0.6028
Forget vs Retain Membership Inference Attack (MIA): 0.5795
Forget vs Test Membership Inference Attack (MIA): 0.5085
Test vs Retain Membership Inference Attack (MIA): 0.571
Train vs Test Membership Inference Attack (MIA): 0.59325
Forget Set Accuracy (Df): 78.67646789550781
Method Execution Time: 2047.48 seconds
