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

📌S Forget class distribution for seed 5:
Class 0: 50
Class 1: 50
Class 2: 50
Class 3: 50
Class 4: 50
Class 5: 50
Class 6: 50
Class 7: 50
Class 8: 50
Class 9: 50
Class 10: 50
Class 11: 50
Class 12: 50
Class 13: 50
Class 14: 50
Class 15: 50
Class 16: 50
Class 17: 50
Class 18: 50
Class 19: 50
Class 20: 50
Class 21: 50
Class 22: 50
Class 23: 50
Class 24: 50
Class 25: 50
Class 26: 50
Class 27: 50
Class 28: 50
Class 29: 50
Class 30: 50
Class 31: 50
Class 32: 50
Class 33: 50
Class 34: 50
Class 35: 50
Class 36: 50
Class 37: 50
Class 38: 50
Class 39: 50
Class 40: 50
Class 41: 50
Class 42: 50
Class 43: 50
Class 44: 50
Class 45: 50
Class 46: 50
Class 47: 50
Class 48: 50
Class 49: 50
Class 50: 50
Class 51: 50
Class 52: 50
Class 53: 50
Class 54: 50
Class 55: 50
Class 56: 50
Class 57: 50
Class 58: 50
Class 59: 50
Class 60: 50
Class 61: 50
Class 62: 50
Class 63: 50
Class 64: 50
Class 65: 50
Class 66: 50
Class 67: 50
Class 68: 50
Class 69: 50
Class 70: 50
Class 71: 50
Class 72: 50
Class 73: 50
Class 74: 50
Class 75: 50
Class 76: 50
Class 77: 50
Class 78: 50
Class 79: 50
Class 80: 50
Class 81: 50
Class 82: 50
Class 83: 50
Class 84: 50
Class 85: 50
Class 86: 50
Class 87: 50
Class 88: 50
Class 89: 50
Class 90: 50
Class 91: 50
Class 92: 50
Class 93: 50
Class 94: 50
Class 95: 50
Class 96: 50
Class 97: 50
Class 98: 50
Class 99: 50
⚠️ Warning: Retain train loader may not be shuffled.
Training Epoch: 1 [256/45000]	Loss: 3.1340	LR: 0.000000
Training Epoch: 1 [512/45000]	Loss: 3.1136	LR: 0.000568
Training Epoch: 1 [768/45000]	Loss: 3.1800	LR: 0.001136
Training Epoch: 1 [1024/45000]	Loss: 3.1431	LR: 0.001705
Training Epoch: 1 [1280/45000]	Loss: 3.0610	LR: 0.002273
Training Epoch: 1 [1536/45000]	Loss: 2.9996	LR: 0.002841
Training Epoch: 1 [1792/45000]	Loss: 2.9822	LR: 0.003409
Training Epoch: 1 [2048/45000]	Loss: 2.9726	LR: 0.003977
Training Epoch: 1 [2304/45000]	Loss: 2.9730	LR: 0.004545
Training Epoch: 1 [2560/45000]	Loss: 2.9129	LR: 0.005114
Training Epoch: 1 [2816/45000]	Loss: 2.8718	LR: 0.005682
Training Epoch: 1 [3072/45000]	Loss: 2.8962	LR: 0.006250
Training Epoch: 1 [3328/45000]	Loss: 2.9308	LR: 0.006818
Training Epoch: 1 [3584/45000]	Loss: 3.0435	LR: 0.007386
Training Epoch: 1 [3840/45000]	Loss: 2.9654	LR: 0.007955
Training Epoch: 1 [4096/45000]	Loss: 2.9282	LR: 0.008523
Training Epoch: 1 [4352/45000]	Loss: 2.8747	LR: 0.009091
Training Epoch: 1 [4608/45000]	Loss: 2.7763	LR: 0.009659
Training Epoch: 1 [4864/45000]	Loss: 2.7919	LR: 0.010227
Training Epoch: 1 [5120/45000]	Loss: 2.7362	LR: 0.010795
Training Epoch: 1 [5376/45000]	Loss: 2.7478	LR: 0.011364
Training Epoch: 1 [5632/45000]	Loss: 2.8146	LR: 0.011932
Training Epoch: 1 [5888/45000]	Loss: 2.9301	LR: 0.012500
Training Epoch: 1 [6144/45000]	Loss: 2.9094	LR: 0.013068
Training Epoch: 1 [6400/45000]	Loss: 2.5668	LR: 0.013636
Training Epoch: 1 [6656/45000]	Loss: 2.8332	LR: 0.014205
Training Epoch: 1 [6912/45000]	Loss: 2.7212	LR: 0.014773
Training Epoch: 1 [7168/45000]	Loss: 2.5943	LR: 0.015341
Training Epoch: 1 [7424/45000]	Loss: 2.6434	LR: 0.015909
Training Epoch: 1 [7680/45000]	Loss: 2.7784	LR: 0.016477
Training Epoch: 1 [7936/45000]	Loss: 2.7169	LR: 0.017045
Training Epoch: 1 [8192/45000]	Loss: 2.6339	LR: 0.017614
Training Epoch: 1 [8448/45000]	Loss: 2.6726	LR: 0.018182
Training Epoch: 1 [8704/45000]	Loss: 2.6955	LR: 0.018750
Training Epoch: 1 [8960/45000]	Loss: 2.5642	LR: 0.019318
Training Epoch: 1 [9216/45000]	Loss: 2.7109	LR: 0.019886
Training Epoch: 1 [9472/45000]	Loss: 2.7793	LR: 0.020455
Training Epoch: 1 [9728/45000]	Loss: 2.7101	LR: 0.021023
Training Epoch: 1 [9984/45000]	Loss: 2.5523	LR: 0.021591
Training Epoch: 1 [10240/45000]	Loss: 2.6337	LR: 0.022159
Training Epoch: 1 [10496/45000]	Loss: 2.6129	LR: 0.022727
Training Epoch: 1 [10752/45000]	Loss: 2.6498	LR: 0.023295
Training Epoch: 1 [11008/45000]	Loss: 2.5250	LR: 0.023864
Training Epoch: 1 [11264/45000]	Loss: 2.5307	LR: 0.024432
Training Epoch: 1 [11520/45000]	Loss: 2.5900	LR: 0.025000
Training Epoch: 1 [11776/45000]	Loss: 2.6384	LR: 0.025568
Training Epoch: 1 [12032/45000]	Loss: 2.5499	LR: 0.026136
Training Epoch: 1 [12288/45000]	Loss: 2.6320	LR: 0.026705
Training Epoch: 1 [12544/45000]	Loss: 2.6876	LR: 0.027273
Training Epoch: 1 [12800/45000]	Loss: 2.5726	LR: 0.027841
Training Epoch: 1 [13056/45000]	Loss: 2.7089	LR: 0.028409
Training Epoch: 1 [13312/45000]	Loss: 2.6417	LR: 0.028977
Training Epoch: 1 [13568/45000]	Loss: 2.4913	LR: 0.029545
Training Epoch: 1 [13824/45000]	Loss: 2.5625	LR: 0.030114
Training Epoch: 1 [14080/45000]	Loss: 2.6997	LR: 0.030682
Training Epoch: 1 [14336/45000]	Loss: 2.6593	LR: 0.031250
Training Epoch: 1 [14592/45000]	Loss: 2.7834	LR: 0.031818
Training Epoch: 1 [14848/45000]	Loss: 2.5806	LR: 0.032386
Training Epoch: 1 [15104/45000]	Loss: 2.6182	LR: 0.032955
Training Epoch: 1 [15360/45000]	Loss: 2.4535	LR: 0.033523
Training Epoch: 1 [15616/45000]	Loss: 2.6147	LR: 0.034091
Training Epoch: 1 [15872/45000]	Loss: 2.4284	LR: 0.034659
Training Epoch: 1 [16128/45000]	Loss: 2.6023	LR: 0.035227
Training Epoch: 1 [16384/45000]	Loss: 2.5525	LR: 0.035795
Training Epoch: 1 [16640/45000]	Loss: 2.4957	LR: 0.036364
Training Epoch: 1 [16896/45000]	Loss: 2.7178	LR: 0.036932
Training Epoch: 1 [17152/45000]	Loss: 2.5157	LR: 0.037500
Training Epoch: 1 [17408/45000]	Loss: 2.5554	LR: 0.038068
Training Epoch: 1 [17664/45000]	Loss: 2.5401	LR: 0.038636
Training Epoch: 1 [17920/45000]	Loss: 2.4939	LR: 0.039205
Training Epoch: 1 [18176/45000]	Loss: 2.5669	LR: 0.039773
Training Epoch: 1 [18432/45000]	Loss: 2.6610	LR: 0.040341
Training Epoch: 1 [18688/45000]	Loss: 2.7063	LR: 0.040909
Training Epoch: 1 [18944/45000]	Loss: 2.4899	LR: 0.041477
Training Epoch: 1 [19200/45000]	Loss: 2.6099	LR: 0.042045
Training Epoch: 1 [19456/45000]	Loss: 2.6966	LR: 0.042614
Training Epoch: 1 [19712/45000]	Loss: 2.4675	LR: 0.043182
Training Epoch: 1 [19968/45000]	Loss: 2.5724	LR: 0.043750
Training Epoch: 1 [20224/45000]	Loss: 2.5413	LR: 0.044318
Training Epoch: 1 [20480/45000]	Loss: 2.5908	LR: 0.044886
Training Epoch: 1 [20736/45000]	Loss: 2.4391	LR: 0.045455
Training Epoch: 1 [20992/45000]	Loss: 2.4928	LR: 0.046023
Training Epoch: 1 [21248/45000]	Loss: 2.5077	LR: 0.046591
Training Epoch: 1 [21504/45000]	Loss: 2.5080	LR: 0.047159
Training Epoch: 1 [21760/45000]	Loss: 2.5010	LR: 0.047727
Training Epoch: 1 [22016/45000]	Loss: 2.5210	LR: 0.048295
Training Epoch: 1 [22272/45000]	Loss: 2.6157	LR: 0.048864
Training Epoch: 1 [22528/45000]	Loss: 2.5575	LR: 0.049432
Training Epoch: 1 [22784/45000]	Loss: 2.4290	LR: 0.050000
Training Epoch: 1 [23040/45000]	Loss: 2.4641	LR: 0.050568
Training Epoch: 1 [23296/45000]	Loss: 2.5801	LR: 0.051136
Training Epoch: 1 [23552/45000]	Loss: 2.4533	LR: 0.051705
Training Epoch: 1 [23808/45000]	Loss: 2.3569	LR: 0.052273
Training Epoch: 1 [24064/45000]	Loss: 2.4577	LR: 0.052841
Training Epoch: 1 [24320/45000]	Loss: 2.4112	LR: 0.053409
Training Epoch: 1 [24576/45000]	Loss: 2.4876	LR: 0.053977
Training Epoch: 1 [24832/45000]	Loss: 2.5828	LR: 0.054545
Training Epoch: 1 [25088/45000]	Loss: 2.5633	LR: 0.055114
Training Epoch: 1 [25344/45000]	Loss: 2.3909	LR: 0.055682
Training Epoch: 1 [25600/45000]	Loss: 2.4143	LR: 0.056250
Training Epoch: 1 [25856/45000]	Loss: 2.4775	LR: 0.056818
Training Epoch: 1 [26112/45000]	Loss: 2.4735	LR: 0.057386
Training Epoch: 1 [26368/45000]	Loss: 2.4275	LR: 0.057955
Training Epoch: 1 [26624/45000]	Loss: 2.5500	LR: 0.058523
Training Epoch: 1 [26880/45000]	Loss: 2.4455	LR: 0.059091
Training Epoch: 1 [27136/45000]	Loss: 2.5605	LR: 0.059659
Training Epoch: 1 [27392/45000]	Loss: 2.4584	LR: 0.060227
Training Epoch: 1 [27648/45000]	Loss: 2.5033	LR: 0.060795
Training Epoch: 1 [27904/45000]	Loss: 2.4202	LR: 0.061364
Training Epoch: 1 [28160/45000]	Loss: 2.5826	LR: 0.061932
Training Epoch: 1 [28416/45000]	Loss: 2.5509	LR: 0.062500
Training Epoch: 1 [28672/45000]	Loss: 2.3674	LR: 0.063068
Training Epoch: 1 [28928/45000]	Loss: 2.4626	LR: 0.063636
Training Epoch: 1 [29184/45000]	Loss: 2.4978	LR: 0.064205
Training Epoch: 1 [29440/45000]	Loss: 2.3710	LR: 0.064773
Training Epoch: 1 [29696/45000]	Loss: 2.3772	LR: 0.065341
Training Epoch: 1 [29952/45000]	Loss: 2.4896	LR: 0.065909
Training Epoch: 1 [30208/45000]	Loss: 2.4835	LR: 0.066477
Training Epoch: 1 [30464/45000]	Loss: 2.5362	LR: 0.067045
Training Epoch: 1 [30720/45000]	Loss: 2.4222	LR: 0.067614
Training Epoch: 1 [30976/45000]	Loss: 2.4674	LR: 0.068182
Training Epoch: 1 [31232/45000]	Loss: 2.4760	LR: 0.068750
Training Epoch: 1 [31488/45000]	Loss: 2.4938	LR: 0.069318
Training Epoch: 1 [31744/45000]	Loss: 2.4435	LR: 0.069886
Training Epoch: 1 [32000/45000]	Loss: 2.4207	LR: 0.070455
Training Epoch: 1 [32256/45000]	Loss: 2.5595	LR: 0.071023
Training Epoch: 1 [32512/45000]	Loss: 2.5535	LR: 0.071591
Training Epoch: 1 [32768/45000]	Loss: 2.4593	LR: 0.072159
Training Epoch: 1 [33024/45000]	Loss: 2.4333	LR: 0.072727
Training Epoch: 1 [33280/45000]	Loss: 2.4614	LR: 0.073295
Training Epoch: 1 [33536/45000]	Loss: 2.3892	LR: 0.073864
Training Epoch: 1 [33792/45000]	Loss: 2.5237	LR: 0.074432
Training Epoch: 1 [34048/45000]	Loss: 2.5538	LR: 0.075000
Training Epoch: 1 [34304/45000]	Loss: 2.4581	LR: 0.075568
Training Epoch: 1 [34560/45000]	Loss: 2.4867	LR: 0.076136
Training Epoch: 1 [34816/45000]	Loss: 2.4456	LR: 0.076705
Training Epoch: 1 [35072/45000]	Loss: 2.4352	LR: 0.077273
Training Epoch: 1 [35328/45000]	Loss: 2.3852	LR: 0.077841
Training Epoch: 1 [35584/45000]	Loss: 2.3828	LR: 0.078409
Training Epoch: 1 [35840/45000]	Loss: 2.4262	LR: 0.078977
Training Epoch: 1 [36096/45000]	Loss: 2.2983	LR: 0.079545
Training Epoch: 1 [36352/45000]	Loss: 2.4190	LR: 0.080114
Training Epoch: 1 [36608/45000]	Loss: 2.3244	LR: 0.080682
Training Epoch: 1 [36864/45000]	Loss: 2.4423	LR: 0.081250
Training Epoch: 1 [37120/45000]	Loss: 2.4624	LR: 0.081818
Training Epoch: 1 [37376/45000]	Loss: 2.5564	LR: 0.082386
Training Epoch: 1 [37632/45000]	Loss: 2.4123	LR: 0.082955
Training Epoch: 1 [37888/45000]	Loss: 2.5797	LR: 0.083523
Training Epoch: 1 [38144/45000]	Loss: 2.4382	LR: 0.084091
Training Epoch: 1 [38400/45000]	Loss: 2.3505	LR: 0.084659
Training Epoch: 1 [38656/45000]	Loss: 2.4480	LR: 0.085227
Training Epoch: 1 [38912/45000]	Loss: 2.5173	LR: 0.085795
Training Epoch: 1 [39168/45000]	Loss: 2.4261	LR: 0.086364
Training Epoch: 1 [39424/45000]	Loss: 2.5404	LR: 0.086932
Training Epoch: 1 [39680/45000]	Loss: 2.3291	LR: 0.087500
Training Epoch: 1 [39936/45000]	Loss: 2.3795	LR: 0.088068
Training Epoch: 1 [40192/45000]	Loss: 2.3721	LR: 0.088636
Training Epoch: 1 [40448/45000]	Loss: 2.5842	LR: 0.089205
Training Epoch: 1 [40704/45000]	Loss: 2.4493	LR: 0.089773
Training Epoch: 1 [40960/45000]	Loss: 2.3902	LR: 0.090341
Training Epoch: 1 [41216/45000]	Loss: 2.3330	LR: 0.090909
Training Epoch: 1 [41472/45000]	Loss: 2.4747	LR: 0.091477
Training Epoch: 1 [41728/45000]	Loss: 2.5592	LR: 0.092045
Training Epoch: 1 [41984/45000]	Loss: 2.3888	LR: 0.092614
Training Epoch: 1 [42240/45000]	Loss: 2.4616	LR: 0.093182
Training Epoch: 1 [42496/45000]	Loss: 2.3898	LR: 0.093750
Training Epoch: 1 [42752/45000]	Loss: 2.5008	LR: 0.094318
Training Epoch: 1 [43008/45000]	Loss: 2.3718	LR: 0.094886
Training Epoch: 1 [43264/45000]	Loss: 2.4379	LR: 0.095455
Training Epoch: 1 [43520/45000]	Loss: 2.2799	LR: 0.096023
Training Epoch: 1 [43776/45000]	Loss: 2.5079	LR: 0.096591
Training Epoch: 1 [44032/45000]	Loss: 2.2318	LR: 0.097159
Training Epoch: 1 [44288/45000]	Loss: 2.4118	LR: 0.097727
Training Epoch: 1 [44544/45000]	Loss: 2.4416	LR: 0.098295
Training Epoch: 1 [44800/45000]	Loss: 2.4051	LR: 0.098864
Training Epoch: 1 [45000/45000]	Loss: 2.3447	LR: 0.099432
Epoch 1 - Average Train Loss: 2.5731, Train Accuracy: 0.2088
Epoch 1 training time consumed: 27.76s
Evaluating Network.....
Test set: Epoch: 1, Average loss: 0.0098, Accuracy: 0.2521, Time consumed:1.03s
Saving weights file to checkpoint/retrain/ResNet18/Sunday_13_July_2025_18h_05m_49s/ResNet18-Cifar20-seed5-ret100-1-best.pth
Training Epoch: 2 [256/45000]	Loss: 2.3532	LR: 0.100000
Training Epoch: 2 [512/45000]	Loss: 2.2893	LR: 0.100000
Training Epoch: 2 [768/45000]	Loss: 2.2776	LR: 0.100000
Training Epoch: 2 [1024/45000]	Loss: 2.2053	LR: 0.100000
Training Epoch: 2 [1280/45000]	Loss: 2.3072	LR: 0.100000
Training Epoch: 2 [1536/45000]	Loss: 2.3086	LR: 0.100000
Training Epoch: 2 [1792/45000]	Loss: 2.3846	LR: 0.100000
Training Epoch: 2 [2048/45000]	Loss: 2.2605	LR: 0.100000
Training Epoch: 2 [2304/45000]	Loss: 2.3853	LR: 0.100000
Training Epoch: 2 [2560/45000]	Loss: 2.2524	LR: 0.100000
Training Epoch: 2 [2816/45000]	Loss: 2.3255	LR: 0.100000
Training Epoch: 2 [3072/45000]	Loss: 2.1339	LR: 0.100000
Training Epoch: 2 [3328/45000]	Loss: 2.2155	LR: 0.100000
Training Epoch: 2 [3584/45000]	Loss: 2.4070	LR: 0.100000
Training Epoch: 2 [3840/45000]	Loss: 2.4354	LR: 0.100000
Training Epoch: 2 [4096/45000]	Loss: 2.3799	LR: 0.100000
Training Epoch: 2 [4352/45000]	Loss: 2.4119	LR: 0.100000
Training Epoch: 2 [4608/45000]	Loss: 2.4890	LR: 0.100000
Training Epoch: 2 [4864/45000]	Loss: 2.2764	LR: 0.100000
Training Epoch: 2 [5120/45000]	Loss: 2.3420	LR: 0.100000
Training Epoch: 2 [5376/45000]	Loss: 2.3928	LR: 0.100000
Training Epoch: 2 [5632/45000]	Loss: 2.2454	LR: 0.100000
Training Epoch: 2 [5888/45000]	Loss: 2.3335	LR: 0.100000
Training Epoch: 2 [6144/45000]	Loss: 2.2622	LR: 0.100000
Training Epoch: 2 [6400/45000]	Loss: 2.2405	LR: 0.100000
Training Epoch: 2 [6656/45000]	Loss: 2.2161	LR: 0.100000
Training Epoch: 2 [6912/45000]	Loss: 2.3580	LR: 0.100000
Training Epoch: 2 [7168/45000]	Loss: 2.2744	LR: 0.100000
Training Epoch: 2 [7424/45000]	Loss: 2.2980	LR: 0.100000
Training Epoch: 2 [7680/45000]	Loss: 2.2998	LR: 0.100000
Training Epoch: 2 [7936/45000]	Loss: 2.2596	LR: 0.100000
Training Epoch: 2 [8192/45000]	Loss: 2.2163	LR: 0.100000
Training Epoch: 2 [8448/45000]	Loss: 2.3394	LR: 0.100000
Training Epoch: 2 [8704/45000]	Loss: 2.2856	LR: 0.100000
Training Epoch: 2 [8960/45000]	Loss: 2.3683	LR: 0.100000
Training Epoch: 2 [9216/45000]	Loss: 2.2429	LR: 0.100000
Training Epoch: 2 [9472/45000]	Loss: 2.2377	LR: 0.100000
Training Epoch: 2 [9728/45000]	Loss: 2.2241	LR: 0.100000
Training Epoch: 2 [9984/45000]	Loss: 2.3105	LR: 0.100000
Training Epoch: 2 [10240/45000]	Loss: 2.2901	LR: 0.100000
Training Epoch: 2 [10496/45000]	Loss: 2.2829	LR: 0.100000
Training Epoch: 2 [10752/45000]	Loss: 2.1742	LR: 0.100000
Training Epoch: 2 [11008/45000]	Loss: 2.3192	LR: 0.100000
Training Epoch: 2 [11264/45000]	Loss: 2.2252	LR: 0.100000
Training Epoch: 2 [11520/45000]	Loss: 2.3916	LR: 0.100000
Training Epoch: 2 [11776/45000]	Loss: 2.3537	LR: 0.100000
Training Epoch: 2 [12032/45000]	Loss: 2.3833	LR: 0.100000
Training Epoch: 2 [12288/45000]	Loss: 2.1819	LR: 0.100000
Training Epoch: 2 [12544/45000]	Loss: 2.2923	LR: 0.100000
Training Epoch: 2 [12800/45000]	Loss: 2.1983	LR: 0.100000
Training Epoch: 2 [13056/45000]	Loss: 2.1525	LR: 0.100000
Training Epoch: 2 [13312/45000]	Loss: 2.2433	LR: 0.100000
Training Epoch: 2 [13568/45000]	Loss: 2.2190	LR: 0.100000
Training Epoch: 2 [13824/45000]	Loss: 2.1981	LR: 0.100000
Training Epoch: 2 [14080/45000]	Loss: 2.3922	LR: 0.100000
Training Epoch: 2 [14336/45000]	Loss: 2.1941	LR: 0.100000
Training Epoch: 2 [14592/45000]	Loss: 2.2596	LR: 0.100000
Training Epoch: 2 [14848/45000]	Loss: 2.1516	LR: 0.100000
Training Epoch: 2 [15104/45000]	Loss: 2.1593	LR: 0.100000
Training Epoch: 2 [15360/45000]	Loss: 2.2714	LR: 0.100000
Training Epoch: 2 [15616/45000]	Loss: 2.2015	LR: 0.100000
Training Epoch: 2 [15872/45000]	Loss: 2.1343	LR: 0.100000
Training Epoch: 2 [16128/45000]	Loss: 2.3897	LR: 0.100000
Training Epoch: 2 [16384/45000]	Loss: 2.2635	LR: 0.100000
Training Epoch: 2 [16640/45000]	Loss: 2.2120	LR: 0.100000
Training Epoch: 2 [16896/45000]	Loss: 2.1656	LR: 0.100000
Training Epoch: 2 [17152/45000]	Loss: 2.1476	LR: 0.100000
Training Epoch: 2 [17408/45000]	Loss: 2.2484	LR: 0.100000
Training Epoch: 2 [17664/45000]	Loss: 2.2410	LR: 0.100000
Training Epoch: 2 [17920/45000]	Loss: 2.1111	LR: 0.100000
Training Epoch: 2 [18176/45000]	Loss: 2.2850	LR: 0.100000
Training Epoch: 2 [18432/45000]	Loss: 2.1349	LR: 0.100000
Training Epoch: 2 [18688/45000]	Loss: 2.2215	LR: 0.100000
Training Epoch: 2 [18944/45000]	Loss: 2.1598	LR: 0.100000
Training Epoch: 2 [19200/45000]	Loss: 2.2213	LR: 0.100000
Training Epoch: 2 [19456/45000]	Loss: 2.1951	LR: 0.100000
Training Epoch: 2 [19712/45000]	Loss: 2.1026	LR: 0.100000
Training Epoch: 2 [19968/45000]	Loss: 2.1285	LR: 0.100000
Training Epoch: 2 [20224/45000]	Loss: 2.2000	LR: 0.100000
Training Epoch: 2 [20480/45000]	Loss: 2.2251	LR: 0.100000
Training Epoch: 2 [20736/45000]	Loss: 2.2973	LR: 0.100000
Training Epoch: 2 [20992/45000]	Loss: 2.2548	LR: 0.100000
Training Epoch: 2 [21248/45000]	Loss: 2.1367	LR: 0.100000
Training Epoch: 2 [21504/45000]	Loss: 2.2548	LR: 0.100000
Training Epoch: 2 [21760/45000]	Loss: 2.0975	LR: 0.100000
Training Epoch: 2 [22016/45000]	Loss: 2.1465	LR: 0.100000
Training Epoch: 2 [22272/45000]	Loss: 2.2015	LR: 0.100000
Training Epoch: 2 [22528/45000]	Loss: 2.0352	LR: 0.100000
Training Epoch: 2 [22784/45000]	Loss: 2.1441	LR: 0.100000
Training Epoch: 2 [23040/45000]	Loss: 2.1892	LR: 0.100000
Training Epoch: 2 [23296/45000]	Loss: 2.1779	LR: 0.100000
Training Epoch: 2 [23552/45000]	Loss: 2.1022	LR: 0.100000
Training Epoch: 2 [23808/45000]	Loss: 2.0017	LR: 0.100000
Training Epoch: 2 [24064/45000]	Loss: 2.0913	LR: 0.100000
Training Epoch: 2 [24320/45000]	Loss: 2.1154	LR: 0.100000
Training Epoch: 2 [24576/45000]	Loss: 2.0100	LR: 0.100000
Training Epoch: 2 [24832/45000]	Loss: 2.1979	LR: 0.100000
Training Epoch: 2 [25088/45000]	Loss: 2.2991	LR: 0.100000
Training Epoch: 2 [25344/45000]	Loss: 2.0641	LR: 0.100000
Training Epoch: 2 [25600/45000]	Loss: 2.0051	LR: 0.100000
Training Epoch: 2 [25856/45000]	Loss: 2.2419	LR: 0.100000
Training Epoch: 2 [26112/45000]	Loss: 2.0910	LR: 0.100000
Training Epoch: 2 [26368/45000]	Loss: 2.1660	LR: 0.100000
Training Epoch: 2 [26624/45000]	Loss: 2.1065	LR: 0.100000
Training Epoch: 2 [26880/45000]	Loss: 2.1041	LR: 0.100000
Training Epoch: 2 [27136/45000]	Loss: 2.2148	LR: 0.100000
Training Epoch: 2 [27392/45000]	Loss: 2.3233	LR: 0.100000
Training Epoch: 2 [27648/45000]	Loss: 2.1455	LR: 0.100000
Training Epoch: 2 [27904/45000]	Loss: 2.2023	LR: 0.100000
Training Epoch: 2 [28160/45000]	Loss: 2.0256	LR: 0.100000
Training Epoch: 2 [28416/45000]	Loss: 2.0254	LR: 0.100000
Training Epoch: 2 [28672/45000]	Loss: 2.0483	LR: 0.100000
Training Epoch: 2 [28928/45000]	Loss: 2.1501	LR: 0.100000
Training Epoch: 2 [29184/45000]	Loss: 2.1100	LR: 0.100000
Training Epoch: 2 [29440/45000]	Loss: 2.0325	LR: 0.100000
Training Epoch: 2 [29696/45000]	Loss: 2.0377	LR: 0.100000
Training Epoch: 2 [29952/45000]	Loss: 1.9993	LR: 0.100000
Training Epoch: 2 [30208/45000]	Loss: 2.1645	LR: 0.100000
Training Epoch: 2 [30464/45000]	Loss: 2.1213	LR: 0.100000
Training Epoch: 2 [30720/45000]	Loss: 1.9723	LR: 0.100000
Training Epoch: 2 [30976/45000]	Loss: 2.0584	LR: 0.100000
Training Epoch: 2 [31232/45000]	Loss: 2.3364	LR: 0.100000
Training Epoch: 2 [31488/45000]	Loss: 2.0949	LR: 0.100000
Training Epoch: 2 [31744/45000]	Loss: 2.0276	LR: 0.100000
Training Epoch: 2 [32000/45000]	Loss: 2.1523	LR: 0.100000
Training Epoch: 2 [32256/45000]	Loss: 2.1429	LR: 0.100000
Training Epoch: 2 [32512/45000]	Loss: 2.2232	LR: 0.100000
Training Epoch: 2 [32768/45000]	Loss: 2.1405	LR: 0.100000
Training Epoch: 2 [33024/45000]	Loss: 2.0331	LR: 0.100000
Training Epoch: 2 [33280/45000]	Loss: 2.0279	LR: 0.100000
Training Epoch: 2 [33536/45000]	Loss: 2.1646	LR: 0.100000
Training Epoch: 2 [33792/45000]	Loss: 2.0014	LR: 0.100000
Training Epoch: 2 [34048/45000]	Loss: 2.0819	LR: 0.100000
Training Epoch: 2 [34304/45000]	Loss: 2.2493	LR: 0.100000
Training Epoch: 2 [34560/45000]	Loss: 2.0385	LR: 0.100000
Training Epoch: 2 [34816/45000]	Loss: 2.2368	LR: 0.100000
Training Epoch: 2 [35072/45000]	Loss: 2.2569	LR: 0.100000
Training Epoch: 2 [35328/45000]	Loss: 2.0624	LR: 0.100000
Training Epoch: 2 [35584/45000]	Loss: 2.0309	LR: 0.100000
Training Epoch: 2 [35840/45000]	Loss: 2.0714	LR: 0.100000
Training Epoch: 2 [36096/45000]	Loss: 2.1684	LR: 0.100000
Training Epoch: 2 [36352/45000]	Loss: 2.1535	LR: 0.100000
Training Epoch: 2 [36608/45000]	Loss: 2.1165	LR: 0.100000
Training Epoch: 2 [36864/45000]	Loss: 2.2351	LR: 0.100000
Training Epoch: 2 [37120/45000]	Loss: 2.2214	LR: 0.100000
Training Epoch: 2 [37376/45000]	Loss: 2.0686	LR: 0.100000
Training Epoch: 2 [37632/45000]	Loss: 2.1498	LR: 0.100000
Training Epoch: 2 [37888/45000]	Loss: 2.1013	LR: 0.100000
Training Epoch: 2 [38144/45000]	Loss: 2.2351	LR: 0.100000
Training Epoch: 2 [38400/45000]	Loss: 2.1327	LR: 0.100000
Training Epoch: 2 [38656/45000]	Loss: 2.0855	LR: 0.100000
Training Epoch: 2 [38912/45000]	Loss: 2.0783	LR: 0.100000
Training Epoch: 2 [39168/45000]	Loss: 2.0712	LR: 0.100000
Training Epoch: 2 [39424/45000]	Loss: 2.1206	LR: 0.100000
Training Epoch: 2 [39680/45000]	Loss: 2.1007	LR: 0.100000
Training Epoch: 2 [39936/45000]	Loss: 2.1215	LR: 0.100000
Training Epoch: 2 [40192/45000]	Loss: 2.0583	LR: 0.100000
Training Epoch: 2 [40448/45000]	Loss: 2.0589	LR: 0.100000
Training Epoch: 2 [40704/45000]	Loss: 2.0683	LR: 0.100000
Training Epoch: 2 [40960/45000]	Loss: 1.8853	LR: 0.100000
Training Epoch: 2 [41216/45000]	Loss: 2.0485	LR: 0.100000
Training Epoch: 2 [41472/45000]	Loss: 2.0947	LR: 0.100000
Training Epoch: 2 [41728/45000]	Loss: 2.1135	LR: 0.100000
Training Epoch: 2 [41984/45000]	Loss: 1.9621	LR: 0.100000
Training Epoch: 2 [42240/45000]	Loss: 2.1352	LR: 0.100000
Training Epoch: 2 [42496/45000]	Loss: 2.0480	LR: 0.100000
Training Epoch: 2 [42752/45000]	Loss: 2.1369	LR: 0.100000
Training Epoch: 2 [43008/45000]	Loss: 1.8855	LR: 0.100000
Training Epoch: 2 [43264/45000]	Loss: 1.9299	LR: 0.100000
Training Epoch: 2 [43520/45000]	Loss: 2.2042	LR: 0.100000
Training Epoch: 2 [43776/45000]	Loss: 1.9204	LR: 0.100000
Training Epoch: 2 [44032/45000]	Loss: 2.1029	LR: 0.100000
Training Epoch: 2 [44288/45000]	Loss: 2.1358	LR: 0.100000
Training Epoch: 2 [44544/45000]	Loss: 2.0027	LR: 0.100000
Training Epoch: 2 [44800/45000]	Loss: 2.0327	LR: 0.100000
Training Epoch: 2 [45000/45000]	Loss: 1.9724	LR: 0.100000
Epoch 2 - Average Train Loss: 2.1801, Train Accuracy: 0.3202
Epoch 2 training time consumed: 26.71s
Evaluating Network.....
Test set: Epoch: 2, Average loss: 0.0111, Accuracy: 0.2078, Time consumed:1.01s
Training Epoch: 3 [256/45000]	Loss: 2.0683	LR: 0.100000
Training Epoch: 3 [512/45000]	Loss: 1.9558	LR: 0.100000
Training Epoch: 3 [768/45000]	Loss: 2.1639	LR: 0.100000
Training Epoch: 3 [1024/45000]	Loss: 2.0884	LR: 0.100000
Training Epoch: 3 [1280/45000]	Loss: 2.0692	LR: 0.100000
Training Epoch: 3 [1536/45000]	Loss: 2.0809	LR: 0.100000
Training Epoch: 3 [1792/45000]	Loss: 2.0046	LR: 0.100000
Training Epoch: 3 [2048/45000]	Loss: 2.0142	LR: 0.100000
Training Epoch: 3 [2304/45000]	Loss: 1.9400	LR: 0.100000
Training Epoch: 3 [2560/45000]	Loss: 2.0097	LR: 0.100000
Training Epoch: 3 [2816/45000]	Loss: 2.0985	LR: 0.100000
Training Epoch: 3 [3072/45000]	Loss: 2.1400	LR: 0.100000
Training Epoch: 3 [3328/45000]	Loss: 2.0176	LR: 0.100000
Training Epoch: 3 [3584/45000]	Loss: 2.0732	LR: 0.100000
Training Epoch: 3 [3840/45000]	Loss: 2.1253	LR: 0.100000
Training Epoch: 3 [4096/45000]	Loss: 2.0872	LR: 0.100000
Training Epoch: 3 [4352/45000]	Loss: 2.0618	LR: 0.100000
Training Epoch: 3 [4608/45000]	Loss: 2.1811	LR: 0.100000
Training Epoch: 3 [4864/45000]	Loss: 2.0419	LR: 0.100000
Training Epoch: 3 [5120/45000]	Loss: 1.9978	LR: 0.100000
Training Epoch: 3 [5376/45000]	Loss: 2.0052	LR: 0.100000
Training Epoch: 3 [5632/45000]	Loss: 2.0358	LR: 0.100000
Training Epoch: 3 [5888/45000]	Loss: 1.8689	LR: 0.100000
Training Epoch: 3 [6144/45000]	Loss: 1.8559	LR: 0.100000
Training Epoch: 3 [6400/45000]	Loss: 1.9364	LR: 0.100000
Training Epoch: 3 [6656/45000]	Loss: 1.9912	LR: 0.100000
Training Epoch: 3 [6912/45000]	Loss: 2.0238	LR: 0.100000
Training Epoch: 3 [7168/45000]	Loss: 2.0728	LR: 0.100000
Training Epoch: 3 [7424/45000]	Loss: 2.1048	LR: 0.100000
Training Epoch: 3 [7680/45000]	Loss: 2.0986	LR: 0.100000
Training Epoch: 3 [7936/45000]	Loss: 2.0427	LR: 0.100000
Training Epoch: 3 [8192/45000]	Loss: 2.0428	LR: 0.100000
Training Epoch: 3 [8448/45000]	Loss: 2.1327	LR: 0.100000
Training Epoch: 3 [8704/45000]	Loss: 2.0007	LR: 0.100000
Training Epoch: 3 [8960/45000]	Loss: 1.9001	LR: 0.100000
Training Epoch: 3 [9216/45000]	Loss: 1.9698	LR: 0.100000
Training Epoch: 3 [9472/45000]	Loss: 2.0835	LR: 0.100000
Training Epoch: 3 [9728/45000]	Loss: 1.8398	LR: 0.100000
Training Epoch: 3 [9984/45000]	Loss: 1.8993	LR: 0.100000
Training Epoch: 3 [10240/45000]	Loss: 1.8859	LR: 0.100000
Training Epoch: 3 [10496/45000]	Loss: 1.9698	LR: 0.100000
Training Epoch: 3 [10752/45000]	Loss: 2.0515	LR: 0.100000
Training Epoch: 3 [11008/45000]	Loss: 2.0393	LR: 0.100000
Training Epoch: 3 [11264/45000]	Loss: 2.0686	LR: 0.100000
Training Epoch: 3 [11520/45000]	Loss: 1.9136	LR: 0.100000
Training Epoch: 3 [11776/45000]	Loss: 1.8586	LR: 0.100000
Training Epoch: 3 [12032/45000]	Loss: 2.0340	LR: 0.100000
Training Epoch: 3 [12288/45000]	Loss: 1.9339	LR: 0.100000
Training Epoch: 3 [12544/45000]	Loss: 1.9424	LR: 0.100000
Training Epoch: 3 [12800/45000]	Loss: 1.9901	LR: 0.100000
Training Epoch: 3 [13056/45000]	Loss: 1.9629	LR: 0.100000
Training Epoch: 3 [13312/45000]	Loss: 1.9411	LR: 0.100000
Training Epoch: 3 [13568/45000]	Loss: 1.8634	LR: 0.100000
Training Epoch: 3 [13824/45000]	Loss: 1.8905	LR: 0.100000
Training Epoch: 3 [14080/45000]	Loss: 1.9782	LR: 0.100000
Training Epoch: 3 [14336/45000]	Loss: 1.9156	LR: 0.100000
Training Epoch: 3 [14592/45000]	Loss: 1.9124	LR: 0.100000
Training Epoch: 3 [14848/45000]	Loss: 2.0844	LR: 0.100000
Training Epoch: 3 [15104/45000]	Loss: 2.0050	LR: 0.100000
Training Epoch: 3 [15360/45000]	Loss: 1.9077	LR: 0.100000
Training Epoch: 3 [15616/45000]	Loss: 2.0276	LR: 0.100000
Training Epoch: 3 [15872/45000]	Loss: 1.9470	LR: 0.100000
Training Epoch: 3 [16128/45000]	Loss: 2.1021	LR: 0.100000
Training Epoch: 3 [16384/45000]	Loss: 1.8872	LR: 0.100000
Training Epoch: 3 [16640/45000]	Loss: 2.1003	LR: 0.100000
Training Epoch: 3 [16896/45000]	Loss: 1.9693	LR: 0.100000
Training Epoch: 3 [17152/45000]	Loss: 1.9607	LR: 0.100000
Training Epoch: 3 [17408/45000]	Loss: 2.0058	LR: 0.100000
Training Epoch: 3 [17664/45000]	Loss: 1.9408	LR: 0.100000
Training Epoch: 3 [17920/45000]	Loss: 1.9642	LR: 0.100000
Training Epoch: 3 [18176/45000]	Loss: 1.7784	LR: 0.100000
Training Epoch: 3 [18432/45000]	Loss: 1.8437	LR: 0.100000
Training Epoch: 3 [18688/45000]	Loss: 1.8106	LR: 0.100000
Training Epoch: 3 [18944/45000]	Loss: 1.9995	LR: 0.100000
Training Epoch: 3 [19200/45000]	Loss: 2.1311	LR: 0.100000
Training Epoch: 3 [19456/45000]	Loss: 2.0704	LR: 0.100000
Training Epoch: 3 [19712/45000]	Loss: 1.8814	LR: 0.100000
Training Epoch: 3 [19968/45000]	Loss: 2.0752	LR: 0.100000
Training Epoch: 3 [20224/45000]	Loss: 2.0149	LR: 0.100000
Training Epoch: 3 [20480/45000]	Loss: 2.0662	LR: 0.100000
Training Epoch: 3 [20736/45000]	Loss: 1.8486	LR: 0.100000
Training Epoch: 3 [20992/45000]	Loss: 1.9317	LR: 0.100000
Training Epoch: 3 [21248/45000]	Loss: 1.9505	LR: 0.100000
Training Epoch: 3 [21504/45000]	Loss: 1.9334	LR: 0.100000
Training Epoch: 3 [21760/45000]	Loss: 1.9761	LR: 0.100000
Training Epoch: 3 [22016/45000]	Loss: 2.0270	LR: 0.100000
Training Epoch: 3 [22272/45000]	Loss: 1.9606	LR: 0.100000
Training Epoch: 3 [22528/45000]	Loss: 1.9260	LR: 0.100000
Training Epoch: 3 [22784/45000]	Loss: 1.9101	LR: 0.100000
Training Epoch: 3 [23040/45000]	Loss: 1.8611	LR: 0.100000
Training Epoch: 3 [23296/45000]	Loss: 1.9286	LR: 0.100000
Training Epoch: 3 [23552/45000]	Loss: 1.9313	LR: 0.100000
Training Epoch: 3 [23808/45000]	Loss: 1.8205	LR: 0.100000
Training Epoch: 3 [24064/45000]	Loss: 1.9175	LR: 0.100000
Training Epoch: 3 [24320/45000]	Loss: 1.9137	LR: 0.100000
Training Epoch: 3 [24576/45000]	Loss: 1.9310	LR: 0.100000
Training Epoch: 3 [24832/45000]	Loss: 1.9503	LR: 0.100000
Training Epoch: 3 [25088/45000]	Loss: 1.9120	LR: 0.100000
Training Epoch: 3 [25344/45000]	Loss: 1.8358	LR: 0.100000
Training Epoch: 3 [25600/45000]	Loss: 1.9064	LR: 0.100000
Training Epoch: 3 [25856/45000]	Loss: 1.9315	LR: 0.100000
Training Epoch: 3 [26112/45000]	Loss: 1.7460	LR: 0.100000
Training Epoch: 3 [26368/45000]	Loss: 1.8771	LR: 0.100000
Training Epoch: 3 [26624/45000]	Loss: 1.8984	LR: 0.100000
Training Epoch: 3 [26880/45000]	Loss: 1.8826	LR: 0.100000
Training Epoch: 3 [27136/45000]	Loss: 1.9244	LR: 0.100000
Training Epoch: 3 [27392/45000]	Loss: 1.9100	LR: 0.100000
Training Epoch: 3 [27648/45000]	Loss: 2.0579	LR: 0.100000
Training Epoch: 3 [27904/45000]	Loss: 2.0437	LR: 0.100000
Training Epoch: 3 [28160/45000]	Loss: 1.9459	LR: 0.100000
Training Epoch: 3 [28416/45000]	Loss: 1.9608	LR: 0.100000
Training Epoch: 3 [28672/45000]	Loss: 1.9073	LR: 0.100000
Training Epoch: 3 [28928/45000]	Loss: 1.8761	LR: 0.100000
Training Epoch: 3 [29184/45000]	Loss: 1.8308	LR: 0.100000
Training Epoch: 3 [29440/45000]	Loss: 1.8619	LR: 0.100000
Training Epoch: 3 [29696/45000]	Loss: 1.8463	LR: 0.100000
Training Epoch: 3 [29952/45000]	Loss: 1.8451	LR: 0.100000
Training Epoch: 3 [30208/45000]	Loss: 1.9830	LR: 0.100000
Training Epoch: 3 [30464/45000]	Loss: 1.8305	LR: 0.100000
Training Epoch: 3 [30720/45000]	Loss: 1.7276	LR: 0.100000
Training Epoch: 3 [30976/45000]	Loss: 2.1513	LR: 0.100000
Training Epoch: 3 [31232/45000]	Loss: 1.9329	LR: 0.100000
Training Epoch: 3 [31488/45000]	Loss: 1.7450	LR: 0.100000
Training Epoch: 3 [31744/45000]	Loss: 1.9187	LR: 0.100000
Training Epoch: 3 [32000/45000]	Loss: 1.9437	LR: 0.100000
Training Epoch: 3 [32256/45000]	Loss: 1.9439	LR: 0.100000
Training Epoch: 3 [32512/45000]	Loss: 1.7816	LR: 0.100000
Training Epoch: 3 [32768/45000]	Loss: 1.8801	LR: 0.100000
Training Epoch: 3 [33024/45000]	Loss: 1.8768	LR: 0.100000
Training Epoch: 3 [33280/45000]	Loss: 1.7553	LR: 0.100000
Training Epoch: 3 [33536/45000]	Loss: 1.6890	LR: 0.100000
Training Epoch: 3 [33792/45000]	Loss: 1.9163	LR: 0.100000
Training Epoch: 3 [34048/45000]	Loss: 1.8856	LR: 0.100000
Training Epoch: 3 [34304/45000]	Loss: 1.9941	LR: 0.100000
Training Epoch: 3 [34560/45000]	Loss: 1.8317	LR: 0.100000
Training Epoch: 3 [34816/45000]	Loss: 1.8636	LR: 0.100000
Training Epoch: 3 [35072/45000]	Loss: 2.0205	LR: 0.100000
Training Epoch: 3 [35328/45000]	Loss: 1.7754	LR: 0.100000
Training Epoch: 3 [35584/45000]	Loss: 1.8451	LR: 0.100000
Training Epoch: 3 [35840/45000]	Loss: 1.6947	LR: 0.100000
Training Epoch: 3 [36096/45000]	Loss: 1.8649	LR: 0.100000
Training Epoch: 3 [36352/45000]	Loss: 1.9109	LR: 0.100000
Training Epoch: 3 [36608/45000]	Loss: 1.9468	LR: 0.100000
Training Epoch: 3 [36864/45000]	Loss: 1.7473	LR: 0.100000
Training Epoch: 3 [37120/45000]	Loss: 1.8563	LR: 0.100000
Training Epoch: 3 [37376/45000]	Loss: 1.8923	LR: 0.100000
Training Epoch: 3 [37632/45000]	Loss: 1.9710	LR: 0.100000
Training Epoch: 3 [37888/45000]	Loss: 1.8603	LR: 0.100000
Training Epoch: 3 [38144/45000]	Loss: 1.8121	LR: 0.100000
Training Epoch: 3 [38400/45000]	Loss: 1.9093	LR: 0.100000
Training Epoch: 3 [38656/45000]	Loss: 1.6993	LR: 0.100000
Training Epoch: 3 [38912/45000]	Loss: 1.6924	LR: 0.100000
Training Epoch: 3 [39168/45000]	Loss: 1.7038	LR: 0.100000
Training Epoch: 3 [39424/45000]	Loss: 2.0226	LR: 0.100000
Training Epoch: 3 [39680/45000]	Loss: 1.9997	LR: 0.100000
Training Epoch: 3 [39936/45000]	Loss: 1.7706	LR: 0.100000
Training Epoch: 3 [40192/45000]	Loss: 1.8262	LR: 0.100000
Training Epoch: 3 [40448/45000]	Loss: 1.8240	LR: 0.100000
Training Epoch: 3 [40704/45000]	Loss: 1.7959	LR: 0.100000
Training Epoch: 3 [40960/45000]	Loss: 1.9273	LR: 0.100000
Training Epoch: 3 [41216/45000]	Loss: 1.8677	LR: 0.100000
Training Epoch: 3 [41472/45000]	Loss: 1.7120	LR: 0.100000
Training Epoch: 3 [41728/45000]	Loss: 1.7769	LR: 0.100000
Training Epoch: 3 [41984/45000]	Loss: 1.7289	LR: 0.100000
Training Epoch: 3 [42240/45000]	Loss: 1.9953	LR: 0.100000
Training Epoch: 3 [42496/45000]	Loss: 1.9204	LR: 0.100000
Training Epoch: 3 [42752/45000]	Loss: 1.6800	LR: 0.100000
Training Epoch: 3 [43008/45000]	Loss: 1.7615	LR: 0.100000
Training Epoch: 3 [43264/45000]	Loss: 1.7411	LR: 0.100000
Training Epoch: 3 [43520/45000]	Loss: 1.8195	LR: 0.100000
Training Epoch: 3 [43776/45000]	Loss: 1.7828	LR: 0.100000
Training Epoch: 3 [44032/45000]	Loss: 1.8761	LR: 0.100000
Training Epoch: 3 [44288/45000]	Loss: 1.8215	LR: 0.100000
Training Epoch: 3 [44544/45000]	Loss: 1.8772	LR: 0.100000
Training Epoch: 3 [44800/45000]	Loss: 1.8006	LR: 0.100000
Training Epoch: 3 [45000/45000]	Loss: 1.8202	LR: 0.100000
Epoch 3 - Average Train Loss: 1.9295, Train Accuracy: 0.3947
Epoch 3 training time consumed: 26.95s
Evaluating Network.....
Test set: Epoch: 3, Average loss: 0.0076, Accuracy: 0.4096, Time consumed:0.91s
Saving weights file to checkpoint/retrain/ResNet18/Sunday_13_July_2025_18h_05m_49s/ResNet18-Cifar20-seed5-ret100-3-best.pth
Training Epoch: 4 [256/45000]	Loss: 1.7510	LR: 0.100000
Training Epoch: 4 [512/45000]	Loss: 1.8883	LR: 0.100000
Training Epoch: 4 [768/45000]	Loss: 1.7228	LR: 0.100000
Training Epoch: 4 [1024/45000]	Loss: 1.8477	LR: 0.100000
Training Epoch: 4 [1280/45000]	Loss: 1.9387	LR: 0.100000
Training Epoch: 4 [1536/45000]	Loss: 1.7581	LR: 0.100000
Training Epoch: 4 [1792/45000]	Loss: 1.8414	LR: 0.100000
Training Epoch: 4 [2048/45000]	Loss: 1.8746	LR: 0.100000
Training Epoch: 4 [2304/45000]	Loss: 1.8942	LR: 0.100000
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Training Epoch: 4 [43264/45000]	Loss: 1.8169	LR: 0.100000
Training Epoch: 4 [43520/45000]	Loss: 1.6247	LR: 0.100000
Training Epoch: 4 [43776/45000]	Loss: 1.6298	LR: 0.100000
Training Epoch: 4 [44032/45000]	Loss: 1.5432	LR: 0.100000
Training Epoch: 4 [44288/45000]	Loss: 1.7454	LR: 0.100000
Training Epoch: 4 [44544/45000]	Loss: 1.6394	LR: 0.100000
Training Epoch: 4 [44800/45000]	Loss: 1.6353	LR: 0.100000
Training Epoch: 4 [45000/45000]	Loss: 1.5796	LR: 0.100000
Epoch 4 - Average Train Loss: 1.7322, Train Accuracy: 0.4540
Epoch 4 training time consumed: 26.88s
Evaluating Network.....
Test set: Epoch: 4, Average loss: 0.0069, Accuracy: 0.4623, Time consumed:0.88s
Saving weights file to checkpoint/retrain/ResNet18/Sunday_13_July_2025_18h_05m_49s/ResNet18-Cifar20-seed5-ret100-4-best.pth
Training Epoch: 5 [256/45000]	Loss: 1.6551	LR: 0.100000
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Training Epoch: 5 [32768/45000]	Loss: 1.4556	LR: 0.100000
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Training Epoch: 5 [40704/45000]	Loss: 1.4052	LR: 0.100000
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Training Epoch: 5 [41216/45000]	Loss: 1.4852	LR: 0.100000
Training Epoch: 5 [41472/45000]	Loss: 1.4626	LR: 0.100000
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Training Epoch: 5 [42240/45000]	Loss: 1.5507	LR: 0.100000
Training Epoch: 5 [42496/45000]	Loss: 1.6059	LR: 0.100000
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Training Epoch: 5 [43008/45000]	Loss: 1.5915	LR: 0.100000
Training Epoch: 5 [43264/45000]	Loss: 1.3900	LR: 0.100000
Training Epoch: 5 [43520/45000]	Loss: 1.7078	LR: 0.100000
Training Epoch: 5 [43776/45000]	Loss: 1.6375	LR: 0.100000
Training Epoch: 5 [44032/45000]	Loss: 1.6154	LR: 0.100000
Training Epoch: 5 [44288/45000]	Loss: 1.5900	LR: 0.100000
Training Epoch: 5 [44544/45000]	Loss: 1.4039	LR: 0.100000
Training Epoch: 5 [44800/45000]	Loss: 1.4648	LR: 0.100000
Training Epoch: 5 [45000/45000]	Loss: 1.5063	LR: 0.100000
Epoch 5 - Average Train Loss: 1.5665, Train Accuracy: 0.5000
Epoch 5 training time consumed: 26.81s
Evaluating Network.....
Test set: Epoch: 5, Average loss: 0.0066, Accuracy: 0.4809, Time consumed:0.93s
Saving weights file to checkpoint/retrain/ResNet18/Sunday_13_July_2025_18h_05m_49s/ResNet18-Cifar20-seed5-ret100-5-best.pth
Training Epoch: 6 [256/45000]	Loss: 1.6774	LR: 0.100000
Training Epoch: 6 [512/45000]	Loss: 1.5187	LR: 0.100000
Training Epoch: 6 [768/45000]	Loss: 1.6127	LR: 0.100000
Training Epoch: 6 [1024/45000]	Loss: 1.3271	LR: 0.100000
Training Epoch: 6 [1280/45000]	Loss: 1.4192	LR: 0.100000
Training Epoch: 6 [1536/45000]	Loss: 1.4510	LR: 0.100000
Training Epoch: 6 [1792/45000]	Loss: 1.3993	LR: 0.100000
Training Epoch: 6 [2048/45000]	Loss: 1.5207	LR: 0.100000
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Training Epoch: 6 [2560/45000]	Loss: 1.5499	LR: 0.100000
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Training Epoch: 6 [3072/45000]	Loss: 1.4606	LR: 0.100000
Training Epoch: 6 [3328/45000]	Loss: 1.3556	LR: 0.100000
Training Epoch: 6 [3584/45000]	Loss: 1.5475	LR: 0.100000
Training Epoch: 6 [3840/45000]	Loss: 1.4314	LR: 0.100000
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Training Epoch: 6 [4352/45000]	Loss: 1.5091	LR: 0.100000
Training Epoch: 6 [4608/45000]	Loss: 1.4666	LR: 0.100000
Training Epoch: 6 [4864/45000]	Loss: 1.3894	LR: 0.100000
Training Epoch: 6 [5120/45000]	Loss: 1.4484	LR: 0.100000
Training Epoch: 6 [5376/45000]	Loss: 1.5213	LR: 0.100000
Training Epoch: 6 [5632/45000]	Loss: 1.4399	LR: 0.100000
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Training Epoch: 6 [6144/45000]	Loss: 1.2951	LR: 0.100000
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Training Epoch: 6 [37376/45000]	Loss: 1.3731	LR: 0.100000
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Training Epoch: 6 [38400/45000]	Loss: 1.5122	LR: 0.100000
Training Epoch: 6 [38656/45000]	Loss: 1.5696	LR: 0.100000
Training Epoch: 6 [38912/45000]	Loss: 1.3645	LR: 0.100000
Training Epoch: 6 [39168/45000]	Loss: 1.3606	LR: 0.100000
Training Epoch: 6 [39424/45000]	Loss: 1.4851	LR: 0.100000
Training Epoch: 6 [39680/45000]	Loss: 1.4710	LR: 0.100000
Training Epoch: 6 [39936/45000]	Loss: 1.4577	LR: 0.100000
Training Epoch: 6 [40192/45000]	Loss: 1.4124	LR: 0.100000
Training Epoch: 6 [40448/45000]	Loss: 1.4238	LR: 0.100000
Training Epoch: 6 [40704/45000]	Loss: 1.3438	LR: 0.100000
Training Epoch: 6 [40960/45000]	Loss: 1.4165	LR: 0.100000
Training Epoch: 6 [41216/45000]	Loss: 1.2873	LR: 0.100000
Training Epoch: 6 [41472/45000]	Loss: 1.2644	LR: 0.100000
Training Epoch: 6 [41728/45000]	Loss: 1.3973	LR: 0.100000
Training Epoch: 6 [41984/45000]	Loss: 1.3435	LR: 0.100000
Training Epoch: 6 [42240/45000]	Loss: 1.3635	LR: 0.100000
Training Epoch: 6 [42496/45000]	Loss: 1.3851	LR: 0.100000
Training Epoch: 6 [42752/45000]	Loss: 1.4004	LR: 0.100000
Training Epoch: 6 [43008/45000]	Loss: 1.2987	LR: 0.100000
Training Epoch: 6 [43264/45000]	Loss: 1.3617	LR: 0.100000
Training Epoch: 6 [43520/45000]	Loss: 1.3217	LR: 0.100000
Training Epoch: 6 [43776/45000]	Loss: 1.2281	LR: 0.100000
Training Epoch: 6 [44032/45000]	Loss: 1.3022	LR: 0.100000
Training Epoch: 6 [44288/45000]	Loss: 1.4838	LR: 0.100000
Training Epoch: 6 [44544/45000]	Loss: 1.3798	LR: 0.100000
Training Epoch: 6 [44800/45000]	Loss: 1.4925	LR: 0.100000
Training Epoch: 6 [45000/45000]	Loss: 1.3991	LR: 0.100000
Epoch 6 - Average Train Loss: 1.4234, Train Accuracy: 0.5447
Epoch 6 training time consumed: 26.71s
Evaluating Network.....
Test set: Epoch: 6, Average loss: 0.0063, Accuracy: 0.5115, Time consumed:0.87s
Saving weights file to checkpoint/retrain/ResNet18/Sunday_13_July_2025_18h_05m_49s/ResNet18-Cifar20-seed5-ret100-6-best.pth
Training Epoch: 7 [256/45000]	Loss: 1.1519	LR: 0.100000
Training Epoch: 7 [512/45000]	Loss: 1.2469	LR: 0.100000
Training Epoch: 7 [768/45000]	Loss: 1.4003	LR: 0.100000
Training Epoch: 7 [1024/45000]	Loss: 1.2492	LR: 0.100000
Training Epoch: 7 [1280/45000]	Loss: 1.3668	LR: 0.100000
Training Epoch: 7 [1536/45000]	Loss: 1.3804	LR: 0.100000
Training Epoch: 7 [1792/45000]	Loss: 1.2453	LR: 0.100000
Training Epoch: 7 [2048/45000]	Loss: 1.4380	LR: 0.100000
Training Epoch: 7 [2304/45000]	Loss: 1.5630	LR: 0.100000
Training Epoch: 7 [2560/45000]	Loss: 1.4610	LR: 0.100000
Training Epoch: 7 [2816/45000]	Loss: 1.2527	LR: 0.100000
Training Epoch: 7 [3072/45000]	Loss: 1.4038	LR: 0.100000
Training Epoch: 7 [3328/45000]	Loss: 1.3307	LR: 0.100000
Training Epoch: 7 [3584/45000]	Loss: 1.4767	LR: 0.100000
Training Epoch: 7 [3840/45000]	Loss: 1.4377	LR: 0.100000
Training Epoch: 7 [4096/45000]	Loss: 1.3930	LR: 0.100000
Training Epoch: 7 [4352/45000]	Loss: 1.4002	LR: 0.100000
Training Epoch: 7 [4608/45000]	Loss: 1.3341	LR: 0.100000
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Training Epoch: 7 [5120/45000]	Loss: 1.3357	LR: 0.100000
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Training Epoch: 7 [14592/45000]	Loss: 1.3187	LR: 0.100000
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Training Epoch: 7 [16896/45000]	Loss: 1.3490	LR: 0.100000
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Training Epoch: 7 [17408/45000]	Loss: 1.2228	LR: 0.100000
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Training Epoch: 7 [19200/45000]	Loss: 1.2782	LR: 0.100000
Training Epoch: 7 [19456/45000]	Loss: 1.2749	LR: 0.100000
Training Epoch: 7 [19712/45000]	Loss: 1.3750	LR: 0.100000
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Training Epoch: 7 [20224/45000]	Loss: 1.3201	LR: 0.100000
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Training Epoch: 7 [39168/45000]	Loss: 1.2636	LR: 0.100000
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Training Epoch: 7 [40192/45000]	Loss: 1.3214	LR: 0.100000
Training Epoch: 7 [40448/45000]	Loss: 1.3116	LR: 0.100000
Training Epoch: 7 [40704/45000]	Loss: 1.2737	LR: 0.100000
Training Epoch: 7 [40960/45000]	Loss: 1.1452	LR: 0.100000
Training Epoch: 7 [41216/45000]	Loss: 1.3012	LR: 0.100000
Training Epoch: 7 [41472/45000]	Loss: 1.1669	LR: 0.100000
Training Epoch: 7 [41728/45000]	Loss: 1.2794	LR: 0.100000
Training Epoch: 7 [41984/45000]	Loss: 1.2495	LR: 0.100000
Training Epoch: 7 [42240/45000]	Loss: 1.4684	LR: 0.100000
Training Epoch: 7 [42496/45000]	Loss: 1.3552	LR: 0.100000
Training Epoch: 7 [42752/45000]	Loss: 1.3445	LR: 0.100000
Training Epoch: 7 [43008/45000]	Loss: 1.2139	LR: 0.100000
Training Epoch: 7 [43264/45000]	Loss: 1.2731	LR: 0.100000
Training Epoch: 7 [43520/45000]	Loss: 1.1566	LR: 0.100000
Training Epoch: 7 [43776/45000]	Loss: 1.2838	LR: 0.100000
Training Epoch: 7 [44032/45000]	Loss: 1.2463	LR: 0.100000
Training Epoch: 7 [44288/45000]	Loss: 1.3346	LR: 0.100000
Training Epoch: 7 [44544/45000]	Loss: 1.2459	LR: 0.100000
Training Epoch: 7 [44800/45000]	Loss: 1.1891	LR: 0.100000
Training Epoch: 7 [45000/45000]	Loss: 1.0812	LR: 0.100000
Epoch 7 - Average Train Loss: 1.3137, Train Accuracy: 0.5784
Epoch 7 training time consumed: 26.82s
Evaluating Network.....
Test set: Epoch: 7, Average loss: 0.0052, Accuracy: 0.5804, Time consumed:0.91s
Saving weights file to checkpoint/retrain/ResNet18/Sunday_13_July_2025_18h_05m_49s/ResNet18-Cifar20-seed5-ret100-7-best.pth
Training Epoch: 8 [256/45000]	Loss: 1.2749	LR: 0.100000
Training Epoch: 8 [512/45000]	Loss: 1.1412	LR: 0.100000
Training Epoch: 8 [768/45000]	Loss: 1.1070	LR: 0.100000
Training Epoch: 8 [1024/45000]	Loss: 1.0695	LR: 0.100000
Training Epoch: 8 [1280/45000]	Loss: 1.2816	LR: 0.100000
Training Epoch: 8 [1536/45000]	Loss: 1.1796	LR: 0.100000
Training Epoch: 8 [1792/45000]	Loss: 1.1579	LR: 0.100000
Training Epoch: 8 [2048/45000]	Loss: 1.2753	LR: 0.100000
Training Epoch: 8 [2304/45000]	Loss: 1.1343	LR: 0.100000
Training Epoch: 8 [2560/45000]	Loss: 1.2766	LR: 0.100000
Training Epoch: 8 [2816/45000]	Loss: 1.1980	LR: 0.100000
Training Epoch: 8 [3072/45000]	Loss: 1.2950	LR: 0.100000
Training Epoch: 8 [3328/45000]	Loss: 1.1899	LR: 0.100000
Training Epoch: 8 [3584/45000]	Loss: 1.0597	LR: 0.100000
Training Epoch: 8 [3840/45000]	Loss: 1.1367	LR: 0.100000
Training Epoch: 8 [4096/45000]	Loss: 1.2050	LR: 0.100000
Training Epoch: 8 [4352/45000]	Loss: 1.2247	LR: 0.100000
Training Epoch: 8 [4608/45000]	Loss: 1.2663	LR: 0.100000
Training Epoch: 8 [4864/45000]	Loss: 1.3017	LR: 0.100000
Training Epoch: 8 [5120/45000]	Loss: 1.2314	LR: 0.100000
Training Epoch: 8 [5376/45000]	Loss: 1.2619	LR: 0.100000
Training Epoch: 8 [5632/45000]	Loss: 1.2130	LR: 0.100000
Training Epoch: 8 [5888/45000]	Loss: 1.2668	LR: 0.100000
Training Epoch: 8 [6144/45000]	Loss: 1.2229	LR: 0.100000
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Training Epoch: 8 [19456/45000]	Loss: 1.3595	LR: 0.100000
Training Epoch: 8 [19712/45000]	Loss: 1.3012	LR: 0.100000
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Training Epoch: 8 [20224/45000]	Loss: 1.1612	LR: 0.100000
Training Epoch: 8 [20480/45000]	Loss: 1.1303	LR: 0.100000
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Training Epoch: 8 [26368/45000]	Loss: 1.1463	LR: 0.100000
Training Epoch: 8 [26624/45000]	Loss: 1.2541	LR: 0.100000
Training Epoch: 8 [26880/45000]	Loss: 1.3161	LR: 0.100000
Training Epoch: 8 [27136/45000]	Loss: 1.2614	LR: 0.100000
Training Epoch: 8 [27392/45000]	Loss: 1.2482	LR: 0.100000
Training Epoch: 8 [27648/45000]	Loss: 1.4322	LR: 0.100000
Training Epoch: 8 [27904/45000]	Loss: 1.1208	LR: 0.100000
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Training Epoch: 8 [28416/45000]	Loss: 1.1959	LR: 0.100000
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Training Epoch: 8 [28928/45000]	Loss: 1.3659	LR: 0.100000
Training Epoch: 8 [29184/45000]	Loss: 1.1582	LR: 0.100000
Training Epoch: 8 [29440/45000]	Loss: 1.2529	LR: 0.100000
Training Epoch: 8 [29696/45000]	Loss: 1.1455	LR: 0.100000
Training Epoch: 8 [29952/45000]	Loss: 1.1752	LR: 0.100000
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Training Epoch: 8 [32256/45000]	Loss: 1.3516	LR: 0.100000
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Training Epoch: 8 [36096/45000]	Loss: 1.0782	LR: 0.100000
Training Epoch: 8 [36352/45000]	Loss: 1.2716	LR: 0.100000
Training Epoch: 8 [36608/45000]	Loss: 1.2506	LR: 0.100000
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Training Epoch: 8 [37120/45000]	Loss: 1.2382	LR: 0.100000
Training Epoch: 8 [37376/45000]	Loss: 1.1386	LR: 0.100000
Training Epoch: 8 [37632/45000]	Loss: 1.2130	LR: 0.100000
Training Epoch: 8 [37888/45000]	Loss: 1.1789	LR: 0.100000
Training Epoch: 8 [38144/45000]	Loss: 1.1459	LR: 0.100000
Training Epoch: 8 [38400/45000]	Loss: 1.2046	LR: 0.100000
Training Epoch: 8 [38656/45000]	Loss: 1.2908	LR: 0.100000
Training Epoch: 8 [38912/45000]	Loss: 1.3029	LR: 0.100000
Training Epoch: 8 [39168/45000]	Loss: 1.2640	LR: 0.100000
Training Epoch: 8 [39424/45000]	Loss: 1.0577	LR: 0.100000
Training Epoch: 8 [39680/45000]	Loss: 1.2586	LR: 0.100000
Training Epoch: 8 [39936/45000]	Loss: 1.1565	LR: 0.100000
Training Epoch: 8 [40192/45000]	Loss: 1.2656	LR: 0.100000
Training Epoch: 8 [40448/45000]	Loss: 1.2255	LR: 0.100000
Training Epoch: 8 [40704/45000]	Loss: 1.0168	LR: 0.100000
Training Epoch: 8 [40960/45000]	Loss: 1.2093	LR: 0.100000
Training Epoch: 8 [41216/45000]	Loss: 1.2084	LR: 0.100000
Training Epoch: 8 [41472/45000]	Loss: 1.4777	LR: 0.100000
Training Epoch: 8 [41728/45000]	Loss: 1.3222	LR: 0.100000
Training Epoch: 8 [41984/45000]	Loss: 1.2266	LR: 0.100000
Training Epoch: 8 [42240/45000]	Loss: 1.3031	LR: 0.100000
Training Epoch: 8 [42496/45000]	Loss: 1.3220	LR: 0.100000
Training Epoch: 8 [42752/45000]	Loss: 1.1878	LR: 0.100000
Training Epoch: 8 [43008/45000]	Loss: 1.2269	LR: 0.100000
Training Epoch: 8 [43264/45000]	Loss: 1.1127	LR: 0.100000
Training Epoch: 8 [43520/45000]	Loss: 1.2282	LR: 0.100000
Training Epoch: 8 [43776/45000]	Loss: 1.1427	LR: 0.100000
Training Epoch: 8 [44032/45000]	Loss: 1.1446	LR: 0.100000
Training Epoch: 8 [44288/45000]	Loss: 1.2347	LR: 0.100000
Training Epoch: 8 [44544/45000]	Loss: 1.2072	LR: 0.100000
Training Epoch: 8 [44800/45000]	Loss: 1.2212	LR: 0.100000
Training Epoch: 8 [45000/45000]	Loss: 1.2750	LR: 0.100000
Epoch 8 - Average Train Loss: 1.2202, Train Accuracy: 0.6071
Epoch 8 training time consumed: 27.03s
Evaluating Network.....
Test set: Epoch: 8, Average loss: 0.0053, Accuracy: 0.5812, Time consumed:0.88s
Saving weights file to checkpoint/retrain/ResNet18/Sunday_13_July_2025_18h_05m_49s/ResNet18-Cifar20-seed5-ret100-8-best.pth
Training Epoch: 9 [256/45000]	Loss: 1.1549	LR: 0.100000
Training Epoch: 9 [512/45000]	Loss: 1.1900	LR: 0.100000
Training Epoch: 9 [768/45000]	Loss: 1.2253	LR: 0.100000
Training Epoch: 9 [1024/45000]	Loss: 1.1662	LR: 0.100000
Training Epoch: 9 [1280/45000]	Loss: 1.2616	LR: 0.100000
Training Epoch: 9 [1536/45000]	Loss: 1.1533	LR: 0.100000
Training Epoch: 9 [1792/45000]	Loss: 1.1634	LR: 0.100000
Training Epoch: 9 [2048/45000]	Loss: 1.1111	LR: 0.100000
Training Epoch: 9 [2304/45000]	Loss: 1.2500	LR: 0.100000
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Training Epoch: 9 [43520/45000]	Loss: 1.3128	LR: 0.100000
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Training Epoch: 9 [44800/45000]	Loss: 1.1698	LR: 0.100000
Training Epoch: 9 [45000/45000]	Loss: 1.2027	LR: 0.100000
Epoch 9 - Average Train Loss: 1.1486, Train Accuracy: 0.6296
Epoch 9 training time consumed: 26.87s
Evaluating Network.....
Test set: Epoch: 9, Average loss: 0.0047, Accuracy: 0.6290, Time consumed:0.90s
Saving weights file to checkpoint/retrain/ResNet18/Sunday_13_July_2025_18h_05m_49s/ResNet18-Cifar20-seed5-ret100-9-best.pth
Training Epoch: 10 [256/45000]	Loss: 1.0530	LR: 0.100000
Training Epoch: 10 [512/45000]	Loss: 0.8464	LR: 0.100000
Training Epoch: 10 [768/45000]	Loss: 1.0870	LR: 0.100000
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Training Epoch: 10 [1536/45000]	Loss: 1.1624	LR: 0.100000
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Training Epoch: 10 [2048/45000]	Loss: 1.0719	LR: 0.100000
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Training Epoch: 10 [33024/45000]	Loss: 1.1323	LR: 0.100000
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Training Epoch: 10 [36352/45000]	Loss: 1.0258	LR: 0.100000
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Training Epoch: 10 [37120/45000]	Loss: 1.1046	LR: 0.100000
Training Epoch: 10 [37376/45000]	Loss: 1.1035	LR: 0.100000
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Training Epoch: 10 [37888/45000]	Loss: 1.1495	LR: 0.100000
Training Epoch: 10 [38144/45000]	Loss: 1.0498	LR: 0.100000
Training Epoch: 10 [38400/45000]	Loss: 1.0362	LR: 0.100000
Training Epoch: 10 [38656/45000]	Loss: 1.2508	LR: 0.100000
Training Epoch: 10 [38912/45000]	Loss: 0.9967	LR: 0.100000
Training Epoch: 10 [39168/45000]	Loss: 1.1477	LR: 0.100000
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Training Epoch: 10 [40192/45000]	Loss: 0.9713	LR: 0.100000
Training Epoch: 10 [40448/45000]	Loss: 1.1195	LR: 0.100000
Training Epoch: 10 [40704/45000]	Loss: 1.0154	LR: 0.100000
Training Epoch: 10 [40960/45000]	Loss: 0.9779	LR: 0.100000
Training Epoch: 10 [41216/45000]	Loss: 1.2432	LR: 0.100000
Training Epoch: 10 [41472/45000]	Loss: 1.0003	LR: 0.100000
Training Epoch: 10 [41728/45000]	Loss: 1.0355	LR: 0.100000
Training Epoch: 10 [41984/45000]	Loss: 1.0841	LR: 0.100000
Training Epoch: 10 [42240/45000]	Loss: 1.0691	LR: 0.100000
Training Epoch: 10 [42496/45000]	Loss: 1.0318	LR: 0.100000
Training Epoch: 10 [42752/45000]	Loss: 1.1668	LR: 0.100000
Training Epoch: 10 [43008/45000]	Loss: 1.1336	LR: 0.100000
Training Epoch: 10 [43264/45000]	Loss: 1.0352	LR: 0.100000
Training Epoch: 10 [43520/45000]	Loss: 1.0359	LR: 0.100000
Training Epoch: 10 [43776/45000]	Loss: 1.0929	LR: 0.100000
Training Epoch: 10 [44032/45000]	Loss: 1.0483	LR: 0.100000
Training Epoch: 10 [44288/45000]	Loss: 1.0638	LR: 0.100000
Training Epoch: 10 [44544/45000]	Loss: 0.9746	LR: 0.100000
Training Epoch: 10 [44800/45000]	Loss: 1.0525	LR: 0.100000
Training Epoch: 10 [45000/45000]	Loss: 1.0239	LR: 0.100000
Epoch 10 - Average Train Loss: 1.0768, Train Accuracy: 0.6512
Epoch 10 training time consumed: 26.70s
Evaluating Network.....
Test set: Epoch: 10, Average loss: 0.0044, Accuracy: 0.6421, Time consumed:0.89s
Saving weights file to checkpoint/retrain/ResNet18/Sunday_13_July_2025_18h_05m_49s/ResNet18-Cifar20-seed5-ret100-10-best.pth
Training Epoch: 11 [256/45000]	Loss: 1.0113	LR: 0.100000
Training Epoch: 11 [512/45000]	Loss: 1.0153	LR: 0.100000
Training Epoch: 11 [768/45000]	Loss: 1.0488	LR: 0.100000
Training Epoch: 11 [1024/45000]	Loss: 1.0083	LR: 0.100000
Training Epoch: 11 [1280/45000]	Loss: 0.9976	LR: 0.100000
Training Epoch: 11 [1536/45000]	Loss: 0.9387	LR: 0.100000
Training Epoch: 11 [1792/45000]	Loss: 0.9463	LR: 0.100000
Training Epoch: 11 [2048/45000]	Loss: 0.9639	LR: 0.100000
Training Epoch: 11 [2304/45000]	Loss: 0.8389	LR: 0.100000
Training Epoch: 11 [2560/45000]	Loss: 0.9154	LR: 0.100000
Training Epoch: 11 [2816/45000]	Loss: 1.0564	LR: 0.100000
Training Epoch: 11 [3072/45000]	Loss: 1.0565	LR: 0.100000
Training Epoch: 11 [3328/45000]	Loss: 0.8810	LR: 0.100000
Training Epoch: 11 [3584/45000]	Loss: 1.0757	LR: 0.100000
Training Epoch: 11 [3840/45000]	Loss: 1.0269	LR: 0.100000
Training Epoch: 11 [4096/45000]	Loss: 0.9825	LR: 0.100000
Training Epoch: 11 [4352/45000]	Loss: 1.0702	LR: 0.100000
Training Epoch: 11 [4608/45000]	Loss: 0.9907	LR: 0.100000
Training Epoch: 11 [4864/45000]	Loss: 1.0545	LR: 0.100000
Training Epoch: 11 [5120/45000]	Loss: 0.9236	LR: 0.100000
Training Epoch: 11 [5376/45000]	Loss: 1.0160	LR: 0.100000
Training Epoch: 11 [5632/45000]	Loss: 0.8912	LR: 0.100000
Training Epoch: 11 [5888/45000]	Loss: 1.0163	LR: 0.100000
Training Epoch: 11 [6144/45000]	Loss: 0.9735	LR: 0.100000
Training Epoch: 11 [6400/45000]	Loss: 1.0482	LR: 0.100000
Training Epoch: 11 [6656/45000]	Loss: 1.0345	LR: 0.100000
Training Epoch: 11 [6912/45000]	Loss: 1.0467	LR: 0.100000
Training Epoch: 11 [7168/45000]	Loss: 1.0693	LR: 0.100000
Training Epoch: 11 [7424/45000]	Loss: 1.0580	LR: 0.100000
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Training Epoch: 11 [7936/45000]	Loss: 1.0998	LR: 0.100000
Training Epoch: 11 [8192/45000]	Loss: 1.0365	LR: 0.100000
Training Epoch: 11 [8448/45000]	Loss: 1.1557	LR: 0.100000
Training Epoch: 11 [8704/45000]	Loss: 0.9895	LR: 0.100000
Training Epoch: 11 [8960/45000]	Loss: 0.8863	LR: 0.100000
Training Epoch: 11 [9216/45000]	Loss: 1.0613	LR: 0.100000
Training Epoch: 11 [9472/45000]	Loss: 1.0393	LR: 0.100000
Training Epoch: 11 [9728/45000]	Loss: 1.1085	LR: 0.100000
Training Epoch: 11 [9984/45000]	Loss: 1.0963	LR: 0.100000
Training Epoch: 11 [10240/45000]	Loss: 0.9880	LR: 0.100000
Training Epoch: 11 [10496/45000]	Loss: 1.1175	LR: 0.100000
Training Epoch: 11 [10752/45000]	Loss: 1.0598	LR: 0.100000
Training Epoch: 11 [11008/45000]	Loss: 1.0077	LR: 0.100000
Training Epoch: 11 [11264/45000]	Loss: 1.0137	LR: 0.100000
Training Epoch: 11 [11520/45000]	Loss: 1.1318	LR: 0.100000
Training Epoch: 11 [11776/45000]	Loss: 0.9550	LR: 0.100000
Training Epoch: 11 [12032/45000]	Loss: 1.0538	LR: 0.100000
Training Epoch: 11 [12288/45000]	Loss: 1.1264	LR: 0.100000
Training Epoch: 11 [12544/45000]	Loss: 1.1066	LR: 0.100000
Training Epoch: 11 [12800/45000]	Loss: 1.0017	LR: 0.100000
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Training Epoch: 11 [15104/45000]	Loss: 1.0151	LR: 0.100000
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Training Epoch: 11 [16128/45000]	Loss: 1.0646	LR: 0.100000
Training Epoch: 11 [16384/45000]	Loss: 0.8906	LR: 0.100000
Training Epoch: 11 [16640/45000]	Loss: 1.0888	LR: 0.100000
Training Epoch: 11 [16896/45000]	Loss: 1.0298	LR: 0.100000
Training Epoch: 11 [17152/45000]	Loss: 0.9970	LR: 0.100000
Training Epoch: 11 [17408/45000]	Loss: 1.0797	LR: 0.100000
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Training Epoch: 11 [28160/45000]	Loss: 0.8758	LR: 0.100000
Training Epoch: 11 [28416/45000]	Loss: 0.9425	LR: 0.100000
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Training Epoch: 11 [29440/45000]	Loss: 1.0892	LR: 0.100000
Training Epoch: 11 [29696/45000]	Loss: 1.0402	LR: 0.100000
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Training Epoch: 11 [34560/45000]	Loss: 1.0368	LR: 0.100000
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Training Epoch: 11 [35072/45000]	Loss: 1.1046	LR: 0.100000
Training Epoch: 11 [35328/45000]	Loss: 0.9504	LR: 0.100000
Training Epoch: 11 [35584/45000]	Loss: 1.0442	LR: 0.100000
Training Epoch: 11 [35840/45000]	Loss: 1.0807	LR: 0.100000
Training Epoch: 11 [36096/45000]	Loss: 0.9328	LR: 0.100000
Training Epoch: 11 [36352/45000]	Loss: 1.0102	LR: 0.100000
Training Epoch: 11 [36608/45000]	Loss: 0.9980	LR: 0.100000
Training Epoch: 11 [36864/45000]	Loss: 1.1655	LR: 0.100000
Training Epoch: 11 [37120/45000]	Loss: 1.0758	LR: 0.100000
Training Epoch: 11 [37376/45000]	Loss: 1.1472	LR: 0.100000
Training Epoch: 11 [37632/45000]	Loss: 1.0735	LR: 0.100000
Training Epoch: 11 [37888/45000]	Loss: 1.0269	LR: 0.100000
Training Epoch: 11 [38144/45000]	Loss: 1.0761	LR: 0.100000
Training Epoch: 11 [38400/45000]	Loss: 1.0627	LR: 0.100000
Training Epoch: 11 [38656/45000]	Loss: 0.9302	LR: 0.100000
Training Epoch: 11 [38912/45000]	Loss: 0.9203	LR: 0.100000
Training Epoch: 11 [39168/45000]	Loss: 0.9906	LR: 0.100000
Training Epoch: 11 [39424/45000]	Loss: 1.0614	LR: 0.100000
Training Epoch: 11 [39680/45000]	Loss: 1.0423	LR: 0.100000
Training Epoch: 11 [39936/45000]	Loss: 0.9535	LR: 0.100000
Training Epoch: 11 [40192/45000]	Loss: 0.8612	LR: 0.100000
Training Epoch: 11 [40448/45000]	Loss: 0.9896	LR: 0.100000
Training Epoch: 11 [40704/45000]	Loss: 1.1759	LR: 0.100000
Training Epoch: 11 [40960/45000]	Loss: 0.9917	LR: 0.100000
Training Epoch: 11 [41216/45000]	Loss: 1.1854	LR: 0.100000
Training Epoch: 11 [41472/45000]	Loss: 1.1346	LR: 0.100000
Training Epoch: 11 [41728/45000]	Loss: 1.0971	LR: 0.100000
Training Epoch: 11 [41984/45000]	Loss: 1.2073	LR: 0.100000
Training Epoch: 11 [42240/45000]	Loss: 1.0664	LR: 0.100000
Training Epoch: 11 [42496/45000]	Loss: 1.0669	LR: 0.100000
Training Epoch: 11 [42752/45000]	Loss: 1.0319	LR: 0.100000
Training Epoch: 11 [43008/45000]	Loss: 1.1477	LR: 0.100000
Training Epoch: 11 [43264/45000]	Loss: 1.1126	LR: 0.100000
Training Epoch: 11 [43520/45000]	Loss: 1.0378	LR: 0.100000
Training Epoch: 11 [43776/45000]	Loss: 1.0859	LR: 0.100000
Training Epoch: 11 [44032/45000]	Loss: 1.0399	LR: 0.100000
Training Epoch: 11 [44288/45000]	Loss: 0.9794	LR: 0.100000
Training Epoch: 11 [44544/45000]	Loss: 1.0506	LR: 0.100000
Training Epoch: 11 [44800/45000]	Loss: 1.0674	LR: 0.100000
Training Epoch: 11 [45000/45000]	Loss: 1.0002	LR: 0.100000
Epoch 11 - Average Train Loss: 1.0248, Train Accuracy: 0.6679
Epoch 11 training time consumed: 26.75s
Evaluating Network.....
Test set: Epoch: 11, Average loss: 0.0048, Accuracy: 0.6215, Time consumed:0.92s
Training Epoch: 12 [256/45000]	Loss: 0.9734	LR: 0.100000
Training Epoch: 12 [512/45000]	Loss: 0.8622	LR: 0.100000
Training Epoch: 12 [768/45000]	Loss: 0.9284	LR: 0.100000
Training Epoch: 12 [1024/45000]	Loss: 0.9253	LR: 0.100000
Training Epoch: 12 [1280/45000]	Loss: 0.8698	LR: 0.100000
Training Epoch: 12 [1536/45000]	Loss: 0.9578	LR: 0.100000
Training Epoch: 12 [1792/45000]	Loss: 0.9300	LR: 0.100000
Training Epoch: 12 [2048/45000]	Loss: 0.9957	LR: 0.100000
Training Epoch: 12 [2304/45000]	Loss: 1.0939	LR: 0.100000
Training Epoch: 12 [2560/45000]	Loss: 1.0186	LR: 0.100000
Training Epoch: 12 [2816/45000]	Loss: 1.0338	LR: 0.100000
Training Epoch: 12 [3072/45000]	Loss: 0.8959	LR: 0.100000
Training Epoch: 12 [3328/45000]	Loss: 0.9400	LR: 0.100000
Training Epoch: 12 [3584/45000]	Loss: 1.0553	LR: 0.100000
Training Epoch: 12 [3840/45000]	Loss: 1.0764	LR: 0.100000
Training Epoch: 12 [4096/45000]	Loss: 1.0749	LR: 0.100000
Training Epoch: 12 [4352/45000]	Loss: 0.8995	LR: 0.100000
Training Epoch: 12 [4608/45000]	Loss: 1.0267	LR: 0.100000
Training Epoch: 12 [4864/45000]	Loss: 1.1484	LR: 0.100000
Training Epoch: 12 [5120/45000]	Loss: 1.1151	LR: 0.100000
Training Epoch: 12 [5376/45000]	Loss: 0.8935	LR: 0.100000
Training Epoch: 12 [5632/45000]	Loss: 1.0574	LR: 0.100000
Training Epoch: 12 [5888/45000]	Loss: 0.9673	LR: 0.100000
Training Epoch: 12 [6144/45000]	Loss: 0.9535	LR: 0.100000
Training Epoch: 12 [6400/45000]	Loss: 1.0676	LR: 0.100000
Training Epoch: 12 [6656/45000]	Loss: 0.9992	LR: 0.100000
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Training Epoch: 12 [7168/45000]	Loss: 0.9044	LR: 0.100000
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Training Epoch: 12 [8192/45000]	Loss: 0.9048	LR: 0.100000
Training Epoch: 12 [8448/45000]	Loss: 1.0463	LR: 0.100000
Training Epoch: 12 [8704/45000]	Loss: 0.9177	LR: 0.100000
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Training Epoch: 12 [9216/45000]	Loss: 0.9551	LR: 0.100000
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Training Epoch: 12 [9984/45000]	Loss: 0.9405	LR: 0.100000
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Training Epoch: 12 [10496/45000]	Loss: 1.0134	LR: 0.100000
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Training Epoch: 12 [11008/45000]	Loss: 0.8819	LR: 0.100000
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Training Epoch: 12 [11520/45000]	Loss: 0.9835	LR: 0.100000
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Training Epoch: 12 [12032/45000]	Loss: 1.0245	LR: 0.100000
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Training Epoch: 12 [12800/45000]	Loss: 0.8642	LR: 0.100000
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Training Epoch: 12 [13824/45000]	Loss: 1.0526	LR: 0.100000
Training Epoch: 12 [14080/45000]	Loss: 1.0982	LR: 0.100000
Training Epoch: 12 [14336/45000]	Loss: 0.9764	LR: 0.100000
Training Epoch: 12 [14592/45000]	Loss: 0.8709	LR: 0.100000
Training Epoch: 12 [14848/45000]	Loss: 0.9945	LR: 0.100000
Training Epoch: 12 [15104/45000]	Loss: 0.9254	LR: 0.100000
Training Epoch: 12 [15360/45000]	Loss: 1.0232	LR: 0.100000
Training Epoch: 12 [15616/45000]	Loss: 0.8280	LR: 0.100000
Training Epoch: 12 [15872/45000]	Loss: 0.9533	LR: 0.100000
Training Epoch: 12 [16128/45000]	Loss: 1.0069	LR: 0.100000
Training Epoch: 12 [16384/45000]	Loss: 1.0625	LR: 0.100000
Training Epoch: 12 [16640/45000]	Loss: 0.9966	LR: 0.100000
Training Epoch: 12 [16896/45000]	Loss: 0.9784	LR: 0.100000
Training Epoch: 12 [17152/45000]	Loss: 0.9453	LR: 0.100000
Training Epoch: 12 [17408/45000]	Loss: 1.0024	LR: 0.100000
Training Epoch: 12 [17664/45000]	Loss: 1.0819	LR: 0.100000
Training Epoch: 12 [17920/45000]	Loss: 1.1675	LR: 0.100000
Training Epoch: 12 [18176/45000]	Loss: 0.9269	LR: 0.100000
Training Epoch: 12 [18432/45000]	Loss: 0.8731	LR: 0.100000
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Training Epoch: 12 [40448/45000]	Loss: 1.0521	LR: 0.100000
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Training Epoch: 12 [40960/45000]	Loss: 0.7988	LR: 0.100000
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Training Epoch: 12 [41472/45000]	Loss: 1.0688	LR: 0.100000
Training Epoch: 12 [41728/45000]	Loss: 0.9435	LR: 0.100000
Training Epoch: 12 [41984/45000]	Loss: 1.1042	LR: 0.100000
Training Epoch: 12 [42240/45000]	Loss: 1.0412	LR: 0.100000
Training Epoch: 12 [42496/45000]	Loss: 1.1411	LR: 0.100000
Training Epoch: 12 [42752/45000]	Loss: 0.9201	LR: 0.100000
Training Epoch: 12 [43008/45000]	Loss: 0.9877	LR: 0.100000
Training Epoch: 12 [43264/45000]	Loss: 0.9165	LR: 0.100000
Training Epoch: 12 [43520/45000]	Loss: 1.1338	LR: 0.100000
Training Epoch: 12 [43776/45000]	Loss: 0.8486	LR: 0.100000
Training Epoch: 12 [44032/45000]	Loss: 1.0111	LR: 0.100000
Training Epoch: 12 [44288/45000]	Loss: 0.9194	LR: 0.100000
Training Epoch: 12 [44544/45000]	Loss: 0.9646	LR: 0.100000
Training Epoch: 12 [44800/45000]	Loss: 1.0497	LR: 0.100000
Training Epoch: 12 [45000/45000]	Loss: 0.9860	LR: 0.100000
Epoch 12 - Average Train Loss: 0.9821, Train Accuracy: 0.6817
Epoch 12 training time consumed: 26.71s
Evaluating Network.....
Test set: Epoch: 12, Average loss: 0.0044, Accuracy: 0.6495, Time consumed:0.99s
Saving weights file to checkpoint/retrain/ResNet18/Sunday_13_July_2025_18h_05m_49s/ResNet18-Cifar20-seed5-ret100-12-best.pth
Training Epoch: 13 [256/45000]	Loss: 0.8504	LR: 0.100000
Training Epoch: 13 [512/45000]	Loss: 0.9532	LR: 0.100000
Training Epoch: 13 [768/45000]	Loss: 0.9381	LR: 0.100000
Training Epoch: 13 [1024/45000]	Loss: 0.9086	LR: 0.100000
Training Epoch: 13 [1280/45000]	Loss: 0.8739	LR: 0.100000
Training Epoch: 13 [1536/45000]	Loss: 0.9424	LR: 0.100000
Training Epoch: 13 [1792/45000]	Loss: 0.9903	LR: 0.100000
Training Epoch: 13 [2048/45000]	Loss: 0.9609	LR: 0.100000
Training Epoch: 13 [2304/45000]	Loss: 0.9557	LR: 0.100000
Training Epoch: 13 [2560/45000]	Loss: 0.9527	LR: 0.100000
Training Epoch: 13 [2816/45000]	Loss: 0.9007	LR: 0.100000
Training Epoch: 13 [3072/45000]	Loss: 1.0148	LR: 0.100000
Training Epoch: 13 [3328/45000]	Loss: 0.9874	LR: 0.100000
Training Epoch: 13 [3584/45000]	Loss: 0.8052	LR: 0.100000
Training Epoch: 13 [3840/45000]	Loss: 0.8118	LR: 0.100000
Training Epoch: 13 [4096/45000]	Loss: 0.9563	LR: 0.100000
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Training Epoch: 13 [19456/45000]	Loss: 0.9110	LR: 0.100000
Training Epoch: 13 [19712/45000]	Loss: 0.9375	LR: 0.100000
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Training Epoch: 13 [20224/45000]	Loss: 0.8657	LR: 0.100000
Training Epoch: 13 [20480/45000]	Loss: 1.0331	LR: 0.100000
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Training Epoch: 13 [24576/45000]	Loss: 0.9118	LR: 0.100000
Training Epoch: 13 [24832/45000]	Loss: 1.0224	LR: 0.100000
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Training Epoch: 13 [25856/45000]	Loss: 1.1199	LR: 0.100000
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Training Epoch: 13 [26368/45000]	Loss: 0.9368	LR: 0.100000
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Training Epoch: 13 [26880/45000]	Loss: 0.8012	LR: 0.100000
Training Epoch: 13 [27136/45000]	Loss: 0.9558	LR: 0.100000
Training Epoch: 13 [27392/45000]	Loss: 0.8936	LR: 0.100000
Training Epoch: 13 [27648/45000]	Loss: 0.9795	LR: 0.100000
Training Epoch: 13 [27904/45000]	Loss: 0.8693	LR: 0.100000
Training Epoch: 13 [28160/45000]	Loss: 0.8511	LR: 0.100000
Training Epoch: 13 [28416/45000]	Loss: 1.0240	LR: 0.100000
Training Epoch: 13 [28672/45000]	Loss: 0.8680	LR: 0.100000
Training Epoch: 13 [28928/45000]	Loss: 1.0493	LR: 0.100000
Training Epoch: 13 [29184/45000]	Loss: 0.9201	LR: 0.100000
Training Epoch: 13 [29440/45000]	Loss: 0.8070	LR: 0.100000
Training Epoch: 13 [29696/45000]	Loss: 0.9212	LR: 0.100000
Training Epoch: 13 [29952/45000]	Loss: 1.0210	LR: 0.100000
Training Epoch: 13 [30208/45000]	Loss: 0.7731	LR: 0.100000
Training Epoch: 13 [30464/45000]	Loss: 1.0053	LR: 0.100000
Training Epoch: 13 [30720/45000]	Loss: 1.0296	LR: 0.100000
Training Epoch: 13 [30976/45000]	Loss: 0.8826	LR: 0.100000
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Training Epoch: 13 [32000/45000]	Loss: 0.7905	LR: 0.100000
Training Epoch: 13 [32256/45000]	Loss: 1.0026	LR: 0.100000
Training Epoch: 13 [32512/45000]	Loss: 0.9815	LR: 0.100000
Training Epoch: 13 [32768/45000]	Loss: 0.8335	LR: 0.100000
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Training Epoch: 13 [36352/45000]	Loss: 0.8632	LR: 0.100000
Training Epoch: 13 [36608/45000]	Loss: 0.7919	LR: 0.100000
Training Epoch: 13 [36864/45000]	Loss: 0.8266	LR: 0.100000
Training Epoch: 13 [37120/45000]	Loss: 0.9737	LR: 0.100000
Training Epoch: 13 [37376/45000]	Loss: 0.9568	LR: 0.100000
Training Epoch: 13 [37632/45000]	Loss: 1.0586	LR: 0.100000
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Training Epoch: 13 [38656/45000]	Loss: 1.0021	LR: 0.100000
Training Epoch: 13 [38912/45000]	Loss: 0.8883	LR: 0.100000
Training Epoch: 13 [39168/45000]	Loss: 0.9345	LR: 0.100000
Training Epoch: 13 [39424/45000]	Loss: 0.9239	LR: 0.100000
Training Epoch: 13 [39680/45000]	Loss: 1.0557	LR: 0.100000
Training Epoch: 13 [39936/45000]	Loss: 1.0696	LR: 0.100000
Training Epoch: 13 [40192/45000]	Loss: 0.9818	LR: 0.100000
Training Epoch: 13 [40448/45000]	Loss: 0.9878	LR: 0.100000
Training Epoch: 13 [40704/45000]	Loss: 1.0497	LR: 0.100000
Training Epoch: 13 [40960/45000]	Loss: 0.9760	LR: 0.100000
Training Epoch: 13 [41216/45000]	Loss: 0.8433	LR: 0.100000
Training Epoch: 13 [41472/45000]	Loss: 0.9423	LR: 0.100000
Training Epoch: 13 [41728/45000]	Loss: 0.8971	LR: 0.100000
Training Epoch: 13 [41984/45000]	Loss: 1.0539	LR: 0.100000
Training Epoch: 13 [42240/45000]	Loss: 1.1295	LR: 0.100000
Training Epoch: 13 [42496/45000]	Loss: 0.9857	LR: 0.100000
Training Epoch: 13 [42752/45000]	Loss: 1.0314	LR: 0.100000
Training Epoch: 13 [43008/45000]	Loss: 0.9027	LR: 0.100000
Training Epoch: 13 [43264/45000]	Loss: 0.9975	LR: 0.100000
Training Epoch: 13 [43520/45000]	Loss: 0.9787	LR: 0.100000
Training Epoch: 13 [43776/45000]	Loss: 0.8571	LR: 0.100000
Training Epoch: 13 [44032/45000]	Loss: 0.9208	LR: 0.100000
Training Epoch: 13 [44288/45000]	Loss: 1.1467	LR: 0.100000
Training Epoch: 13 [44544/45000]	Loss: 1.0035	LR: 0.100000
Training Epoch: 13 [44800/45000]	Loss: 0.9631	LR: 0.100000
Training Epoch: 13 [45000/45000]	Loss: 0.9649	LR: 0.100000
Epoch 13 - Average Train Loss: 0.9423, Train Accuracy: 0.6944
Epoch 13 training time consumed: 26.74s
Evaluating Network.....
Test set: Epoch: 13, Average loss: 0.0045, Accuracy: 0.6449, Time consumed:0.92s
Training Epoch: 14 [256/45000]	Loss: 0.8728	LR: 0.100000
Training Epoch: 14 [512/45000]	Loss: 0.8596	LR: 0.100000
Training Epoch: 14 [768/45000]	Loss: 0.7967	LR: 0.100000
Training Epoch: 14 [1024/45000]	Loss: 0.9548	LR: 0.100000
Training Epoch: 14 [1280/45000]	Loss: 0.8504	LR: 0.100000
Training Epoch: 14 [1536/45000]	Loss: 0.9204	LR: 0.100000
Training Epoch: 14 [1792/45000]	Loss: 0.7794	LR: 0.100000
Training Epoch: 14 [2048/45000]	Loss: 0.8466	LR: 0.100000
Training Epoch: 14 [2304/45000]	Loss: 0.9175	LR: 0.100000
Training Epoch: 14 [2560/45000]	Loss: 0.8590	LR: 0.100000
Training Epoch: 14 [2816/45000]	Loss: 0.9338	LR: 0.100000
Training Epoch: 14 [3072/45000]	Loss: 0.8923	LR: 0.100000
Training Epoch: 14 [3328/45000]	Loss: 0.8485	LR: 0.100000
Training Epoch: 14 [3584/45000]	Loss: 0.8737	LR: 0.100000
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Training Epoch: 14 [45000/45000]	Loss: 0.8813	LR: 0.100000
Epoch 14 - Average Train Loss: 0.9084, Train Accuracy: 0.7062
Epoch 14 training time consumed: 26.76s
Evaluating Network.....
Test set: Epoch: 14, Average loss: 0.0046, Accuracy: 0.6499, Time consumed:0.89s
Saving weights file to checkpoint/retrain/ResNet18/Sunday_13_July_2025_18h_05m_49s/ResNet18-Cifar20-seed5-ret100-14-best.pth
Training Epoch: 15 [256/45000]	Loss: 0.8198	LR: 0.020000
Training Epoch: 15 [512/45000]	Loss: 0.7786	LR: 0.020000
Training Epoch: 15 [768/45000]	Loss: 0.9239	LR: 0.020000
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Training Epoch: 15 [1536/45000]	Loss: 0.7534	LR: 0.020000
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Training Epoch: 15 [32768/45000]	Loss: 0.6341	LR: 0.020000
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Training Epoch: 15 [44800/45000]	Loss: 0.5934	LR: 0.020000
Training Epoch: 15 [45000/45000]	Loss: 0.7506	LR: 0.020000
Epoch 15 - Average Train Loss: 0.6700, Train Accuracy: 0.7826
Epoch 15 training time consumed: 26.85s
Evaluating Network.....
Test set: Epoch: 15, Average loss: 0.0031, Accuracy: 0.7452, Time consumed:0.98s
Saving weights file to checkpoint/retrain/ResNet18/Sunday_13_July_2025_18h_05m_49s/ResNet18-Cifar20-seed5-ret100-15-best.pth
Training Epoch: 16 [256/45000]	Loss: 0.5598	LR: 0.020000
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Training Epoch: 16 [45000/45000]	Loss: 0.5891	LR: 0.020000
Epoch 16 - Average Train Loss: 0.5943, Train Accuracy: 0.8074
Epoch 16 training time consumed: 26.86s
Evaluating Network.....
Test set: Epoch: 16, Average loss: 0.0030, Accuracy: 0.7588, Time consumed:0.90s
Saving weights file to checkpoint/retrain/ResNet18/Sunday_13_July_2025_18h_05m_49s/ResNet18-Cifar20-seed5-ret100-16-best.pth
Training Epoch: 17 [256/45000]	Loss: 0.5003	LR: 0.020000
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Training Epoch: 17 [768/45000]	Loss: 0.5169	LR: 0.020000
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Training Epoch: 17 [1536/45000]	Loss: 0.5324	LR: 0.020000
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Training Epoch: 17 [44800/45000]	Loss: 0.6924	LR: 0.020000
Training Epoch: 17 [45000/45000]	Loss: 0.4601	LR: 0.020000
Epoch 17 - Average Train Loss: 0.5541, Train Accuracy: 0.8187
Epoch 17 training time consumed: 26.74s
Evaluating Network.....
Test set: Epoch: 17, Average loss: 0.0029, Accuracy: 0.7706, Time consumed:0.88s
Saving weights file to checkpoint/retrain/ResNet18/Sunday_13_July_2025_18h_05m_49s/ResNet18-Cifar20-seed5-ret100-17-best.pth
Training Epoch: 18 [256/45000]	Loss: 0.5859	LR: 0.020000
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Training Epoch: 18 [768/45000]	Loss: 0.4250	LR: 0.020000
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Training Epoch: 18 [42752/45000]	Loss: 0.5522	LR: 0.020000
Training Epoch: 18 [43008/45000]	Loss: 0.5598	LR: 0.020000
Training Epoch: 18 [43264/45000]	Loss: 0.4154	LR: 0.020000
Training Epoch: 18 [43520/45000]	Loss: 0.5597	LR: 0.020000
Training Epoch: 18 [43776/45000]	Loss: 0.5107	LR: 0.020000
Training Epoch: 18 [44032/45000]	Loss: 0.5110	LR: 0.020000
Training Epoch: 18 [44288/45000]	Loss: 0.5228	LR: 0.020000
Training Epoch: 18 [44544/45000]	Loss: 0.4815	LR: 0.020000
Training Epoch: 18 [44800/45000]	Loss: 0.5700	LR: 0.020000
Training Epoch: 18 [45000/45000]	Loss: 0.5336	LR: 0.020000
Epoch 18 - Average Train Loss: 0.5232, Train Accuracy: 0.8270
Epoch 18 training time consumed: 26.81s
Evaluating Network.....
Test set: Epoch: 18, Average loss: 0.0030, Accuracy: 0.7652, Time consumed:0.91s
Training Epoch: 19 [256/45000]	Loss: 0.4949	LR: 0.020000
Training Epoch: 19 [512/45000]	Loss: 0.5468	LR: 0.020000
Training Epoch: 19 [768/45000]	Loss: 0.5117	LR: 0.020000
Training Epoch: 19 [1024/45000]	Loss: 0.4978	LR: 0.020000
Training Epoch: 19 [1280/45000]	Loss: 0.5158	LR: 0.020000
Training Epoch: 19 [1536/45000]	Loss: 0.5592	LR: 0.020000
Training Epoch: 19 [1792/45000]	Loss: 0.4783	LR: 0.020000
Training Epoch: 19 [2048/45000]	Loss: 0.4982	LR: 0.020000
Training Epoch: 19 [2304/45000]	Loss: 0.5140	LR: 0.020000
Training Epoch: 19 [2560/45000]	Loss: 0.5204	LR: 0.020000
Training Epoch: 19 [2816/45000]	Loss: 0.4609	LR: 0.020000
Training Epoch: 19 [3072/45000]	Loss: 0.4782	LR: 0.020000
Training Epoch: 19 [3328/45000]	Loss: 0.4119	LR: 0.020000
Training Epoch: 19 [3584/45000]	Loss: 0.5396	LR: 0.020000
Training Epoch: 19 [3840/45000]	Loss: 0.5515	LR: 0.020000
Training Epoch: 19 [4096/45000]	Loss: 0.5156	LR: 0.020000
Training Epoch: 19 [4352/45000]	Loss: 0.5897	LR: 0.020000
Training Epoch: 19 [4608/45000]	Loss: 0.3931	LR: 0.020000
Training Epoch: 19 [4864/45000]	Loss: 0.4684	LR: 0.020000
Training Epoch: 19 [5120/45000]	Loss: 0.4412	LR: 0.020000
Training Epoch: 19 [5376/45000]	Loss: 0.4314	LR: 0.020000
Training Epoch: 19 [5632/45000]	Loss: 0.4486	LR: 0.020000
Training Epoch: 19 [5888/45000]	Loss: 0.4675	LR: 0.020000
Training Epoch: 19 [6144/45000]	Loss: 0.5365	LR: 0.020000
Training Epoch: 19 [6400/45000]	Loss: 0.4951	LR: 0.020000
Training Epoch: 19 [6656/45000]	Loss: 0.4774	LR: 0.020000
Training Epoch: 19 [6912/45000]	Loss: 0.3612	LR: 0.020000
Training Epoch: 19 [7168/45000]	Loss: 0.4579	LR: 0.020000
Training Epoch: 19 [7424/45000]	Loss: 0.4826	LR: 0.020000
Training Epoch: 19 [7680/45000]	Loss: 0.4807	LR: 0.020000
Training Epoch: 19 [7936/45000]	Loss: 0.4569	LR: 0.020000
Training Epoch: 19 [8192/45000]	Loss: 0.3824	LR: 0.020000
Training Epoch: 19 [8448/45000]	Loss: 0.5520	LR: 0.020000
Training Epoch: 19 [8704/45000]	Loss: 0.5762	LR: 0.020000
Training Epoch: 19 [8960/45000]	Loss: 0.4680	LR: 0.020000
Training Epoch: 19 [9216/45000]	Loss: 0.5180	LR: 0.020000
Training Epoch: 19 [9472/45000]	Loss: 0.6119	LR: 0.020000
Training Epoch: 19 [9728/45000]	Loss: 0.5020	LR: 0.020000
Training Epoch: 19 [9984/45000]	Loss: 0.6117	LR: 0.020000
Training Epoch: 19 [10240/45000]	Loss: 0.5111	LR: 0.020000
Training Epoch: 19 [10496/45000]	Loss: 0.5885	LR: 0.020000
Training Epoch: 19 [10752/45000]	Loss: 0.4404	LR: 0.020000
Training Epoch: 19 [11008/45000]	Loss: 0.5256	LR: 0.020000
Training Epoch: 19 [11264/45000]	Loss: 0.5137	LR: 0.020000
Training Epoch: 19 [11520/45000]	Loss: 0.4660	LR: 0.020000
Training Epoch: 19 [11776/45000]	Loss: 0.5271	LR: 0.020000
Training Epoch: 19 [12032/45000]	Loss: 0.5119	LR: 0.020000
Training Epoch: 19 [12288/45000]	Loss: 0.4996	LR: 0.020000
Training Epoch: 19 [12544/45000]	Loss: 0.5264	LR: 0.020000
Training Epoch: 19 [12800/45000]	Loss: 0.4408	LR: 0.020000
Training Epoch: 19 [13056/45000]	Loss: 0.5351	LR: 0.020000
Training Epoch: 19 [13312/45000]	Loss: 0.3857	LR: 0.020000
Training Epoch: 19 [13568/45000]	Loss: 0.4493	LR: 0.020000
Training Epoch: 19 [13824/45000]	Loss: 0.4886	LR: 0.020000
Training Epoch: 19 [14080/45000]	Loss: 0.4957	LR: 0.020000
Training Epoch: 19 [14336/45000]	Loss: 0.4874	LR: 0.020000
Training Epoch: 19 [14592/45000]	Loss: 0.4250	LR: 0.020000
Training Epoch: 19 [14848/45000]	Loss: 0.5154	LR: 0.020000
Training Epoch: 19 [15104/45000]	Loss: 0.5541	LR: 0.020000
Training Epoch: 19 [15360/45000]	Loss: 0.5304	LR: 0.020000
Training Epoch: 19 [15616/45000]	Loss: 0.4118	LR: 0.020000
Training Epoch: 19 [15872/45000]	Loss: 0.4540	LR: 0.020000
Training Epoch: 19 [16128/45000]	Loss: 0.4518	LR: 0.020000
Training Epoch: 19 [16384/45000]	Loss: 0.4703	LR: 0.020000
Training Epoch: 19 [16640/45000]	Loss: 0.4798	LR: 0.020000
Training Epoch: 19 [16896/45000]	Loss: 0.4797	LR: 0.020000
Training Epoch: 19 [17152/45000]	Loss: 0.5945	LR: 0.020000
Training Epoch: 19 [17408/45000]	Loss: 0.4660	LR: 0.020000
Training Epoch: 19 [17664/45000]	Loss: 0.6137	LR: 0.020000
Training Epoch: 19 [17920/45000]	Loss: 0.4328	LR: 0.020000
Training Epoch: 19 [18176/45000]	Loss: 0.5209	LR: 0.020000
Training Epoch: 19 [18432/45000]	Loss: 0.5030	LR: 0.020000
Training Epoch: 19 [18688/45000]	Loss: 0.5177	LR: 0.020000
Training Epoch: 19 [18944/45000]	Loss: 0.5557	LR: 0.020000
Training Epoch: 19 [19200/45000]	Loss: 0.4651	LR: 0.020000
Training Epoch: 19 [19456/45000]	Loss: 0.4907	LR: 0.020000
Training Epoch: 19 [19712/45000]	Loss: 0.5142	LR: 0.020000
Training Epoch: 19 [19968/45000]	Loss: 0.4723	LR: 0.020000
Training Epoch: 19 [20224/45000]	Loss: 0.3967	LR: 0.020000
Training Epoch: 19 [20480/45000]	Loss: 0.3868	LR: 0.020000
Training Epoch: 19 [20736/45000]	Loss: 0.4731	LR: 0.020000
Training Epoch: 19 [20992/45000]	Loss: 0.5270	LR: 0.020000
Training Epoch: 19 [21248/45000]	Loss: 0.5264	LR: 0.020000
Training Epoch: 19 [21504/45000]	Loss: 0.4320	LR: 0.020000
Training Epoch: 19 [21760/45000]	Loss: 0.6188	LR: 0.020000
Training Epoch: 19 [22016/45000]	Loss: 0.4753	LR: 0.020000
Training Epoch: 19 [22272/45000]	Loss: 0.4729	LR: 0.020000
Training Epoch: 19 [22528/45000]	Loss: 0.4888	LR: 0.020000
Training Epoch: 19 [22784/45000]	Loss: 0.5265	LR: 0.020000
Training Epoch: 19 [23040/45000]	Loss: 0.4320	LR: 0.020000
Training Epoch: 19 [23296/45000]	Loss: 0.5382	LR: 0.020000
Training Epoch: 19 [23552/45000]	Loss: 0.5095	LR: 0.020000
Training Epoch: 19 [23808/45000]	Loss: 0.5368	LR: 0.020000
Training Epoch: 19 [24064/45000]	Loss: 0.5589	LR: 0.020000
Training Epoch: 19 [24320/45000]	Loss: 0.4976	LR: 0.020000
Training Epoch: 19 [24576/45000]	Loss: 0.4299	LR: 0.020000
Training Epoch: 19 [24832/45000]	Loss: 0.4976	LR: 0.020000
Training Epoch: 19 [25088/45000]	Loss: 0.4168	LR: 0.020000
Training Epoch: 19 [25344/45000]	Loss: 0.5064	LR: 0.020000
Training Epoch: 19 [25600/45000]	Loss: 0.4201	LR: 0.020000
Training Epoch: 19 [25856/45000]	Loss: 0.5013	LR: 0.020000
Training Epoch: 19 [26112/45000]	Loss: 0.4042	LR: 0.020000
Training Epoch: 19 [26368/45000]	Loss: 0.5249	LR: 0.020000
Training Epoch: 19 [26624/45000]	Loss: 0.5213	LR: 0.020000
Training Epoch: 19 [26880/45000]	Loss: 0.4971	LR: 0.020000
Training Epoch: 19 [27136/45000]	Loss: 0.4588	LR: 0.020000
Training Epoch: 19 [27392/45000]	Loss: 0.5036	LR: 0.020000
Training Epoch: 19 [27648/45000]	Loss: 0.4719	LR: 0.020000
Training Epoch: 19 [27904/45000]	Loss: 0.5699	LR: 0.020000
Training Epoch: 19 [28160/45000]	Loss: 0.5176	LR: 0.020000
Training Epoch: 19 [28416/45000]	Loss: 0.4578	LR: 0.020000
Training Epoch: 19 [28672/45000]	Loss: 0.4768	LR: 0.020000
Training Epoch: 19 [28928/45000]	Loss: 0.5186	LR: 0.020000
Training Epoch: 19 [29184/45000]	Loss: 0.4722	LR: 0.020000
Training Epoch: 19 [29440/45000]	Loss: 0.4012	LR: 0.020000
Training Epoch: 19 [29696/45000]	Loss: 0.4668	LR: 0.020000
Training Epoch: 19 [29952/45000]	Loss: 0.5399	LR: 0.020000
Training Epoch: 19 [30208/45000]	Loss: 0.4680	LR: 0.020000
Training Epoch: 19 [30464/45000]	Loss: 0.5014	LR: 0.020000
Training Epoch: 19 [30720/45000]	Loss: 0.6385	LR: 0.020000
Training Epoch: 19 [30976/45000]	Loss: 0.4654	LR: 0.020000
Training Epoch: 19 [31232/45000]	Loss: 0.4947	LR: 0.020000
Training Epoch: 19 [31488/45000]	Loss: 0.5144	LR: 0.020000
Training Epoch: 19 [31744/45000]	Loss: 0.5408	LR: 0.020000
Training Epoch: 19 [32000/45000]	Loss: 0.5277	LR: 0.020000
Training Epoch: 19 [32256/45000]	Loss: 0.5064	LR: 0.020000
Training Epoch: 19 [32512/45000]	Loss: 0.4234	LR: 0.020000
Training Epoch: 19 [32768/45000]	Loss: 0.5806	LR: 0.020000
Training Epoch: 19 [33024/45000]	Loss: 0.5641	LR: 0.020000
Training Epoch: 19 [33280/45000]	Loss: 0.6813	LR: 0.020000
Training Epoch: 19 [33536/45000]	Loss: 0.5040	LR: 0.020000
Training Epoch: 19 [33792/45000]	Loss: 0.5877	LR: 0.020000
Training Epoch: 19 [34048/45000]	Loss: 0.4551	LR: 0.020000
Training Epoch: 19 [34304/45000]	Loss: 0.4409	LR: 0.020000
Training Epoch: 19 [34560/45000]	Loss: 0.6063	LR: 0.020000
Training Epoch: 19 [34816/45000]	Loss: 0.5904	LR: 0.020000
Training Epoch: 19 [35072/45000]	Loss: 0.5333	LR: 0.020000
Training Epoch: 19 [35328/45000]	Loss: 0.5188	LR: 0.020000
Training Epoch: 19 [35584/45000]	Loss: 0.4530	LR: 0.020000
Training Epoch: 19 [35840/45000]	Loss: 0.4814	LR: 0.020000
Training Epoch: 19 [36096/45000]	Loss: 0.4931	LR: 0.020000
Training Epoch: 19 [36352/45000]	Loss: 0.5400	LR: 0.020000
Training Epoch: 19 [36608/45000]	Loss: 0.6248	LR: 0.020000
Training Epoch: 19 [36864/45000]	Loss: 0.5306	LR: 0.020000
Training Epoch: 19 [37120/45000]	Loss: 0.6142	LR: 0.020000
Training Epoch: 19 [37376/45000]	Loss: 0.5693	LR: 0.020000
Training Epoch: 19 [37632/45000]	Loss: 0.4902	LR: 0.020000
Training Epoch: 19 [37888/45000]	Loss: 0.5858	LR: 0.020000
Training Epoch: 19 [38144/45000]	Loss: 0.5411	LR: 0.020000
Training Epoch: 19 [38400/45000]	Loss: 0.5947	LR: 0.020000
Training Epoch: 19 [38656/45000]	Loss: 0.4347	LR: 0.020000
Training Epoch: 19 [38912/45000]	Loss: 0.4163	LR: 0.020000
Training Epoch: 19 [39168/45000]	Loss: 0.5054	LR: 0.020000
Training Epoch: 19 [39424/45000]	Loss: 0.5057	LR: 0.020000
Training Epoch: 19 [39680/45000]	Loss: 0.5342	LR: 0.020000
Training Epoch: 19 [39936/45000]	Loss: 0.5046	LR: 0.020000
Training Epoch: 19 [40192/45000]	Loss: 0.5199	LR: 0.020000
Training Epoch: 19 [40448/45000]	Loss: 0.5313	LR: 0.020000
Training Epoch: 19 [40704/45000]	Loss: 0.4291	LR: 0.020000
Training Epoch: 19 [40960/45000]	Loss: 0.4526	LR: 0.020000
Training Epoch: 19 [41216/45000]	Loss: 0.4863	LR: 0.020000
Training Epoch: 19 [41472/45000]	Loss: 0.5172	LR: 0.020000
Training Epoch: 19 [41728/45000]	Loss: 0.5341	LR: 0.020000
Training Epoch: 19 [41984/45000]	Loss: 0.5272	LR: 0.020000
Training Epoch: 19 [42240/45000]	Loss: 0.5013	LR: 0.020000
Training Epoch: 19 [42496/45000]	Loss: 0.4656	LR: 0.020000
Training Epoch: 19 [42752/45000]	Loss: 0.5196	LR: 0.020000
Training Epoch: 19 [43008/45000]	Loss: 0.5873	LR: 0.020000
Training Epoch: 19 [43264/45000]	Loss: 0.4979	LR: 0.020000
Training Epoch: 19 [43520/45000]	Loss: 0.5481	LR: 0.020000
Training Epoch: 19 [43776/45000]	Loss: 0.5659	LR: 0.020000
Training Epoch: 19 [44032/45000]	Loss: 0.4356	LR: 0.020000
Training Epoch: 19 [44288/45000]	Loss: 0.4107	LR: 0.020000
Training Epoch: 19 [44544/45000]	Loss: 0.5052	LR: 0.020000
Training Epoch: 19 [44800/45000]	Loss: 0.6161	LR: 0.020000
Training Epoch: 19 [45000/45000]	Loss: 0.4668	LR: 0.020000
Epoch 19 - Average Train Loss: 0.5016, Train Accuracy: 0.8345
Epoch 19 training time consumed: 26.78s
Evaluating Network.....
Test set: Epoch: 19, Average loss: 0.0030, Accuracy: 0.7606, Time consumed:0.86s
Training Epoch: 20 [256/45000]	Loss: 0.5226	LR: 0.020000
Training Epoch: 20 [512/45000]	Loss: 0.5040	LR: 0.020000
Training Epoch: 20 [768/45000]	Loss: 0.4231	LR: 0.020000
Training Epoch: 20 [1024/45000]	Loss: 0.4500	LR: 0.020000
Training Epoch: 20 [1280/45000]	Loss: 0.4279	LR: 0.020000
Training Epoch: 20 [1536/45000]	Loss: 0.5161	LR: 0.020000
Training Epoch: 20 [1792/45000]	Loss: 0.4977	LR: 0.020000
Training Epoch: 20 [2048/45000]	Loss: 0.3941	LR: 0.020000
Training Epoch: 20 [2304/45000]	Loss: 0.3410	LR: 0.020000
Training Epoch: 20 [2560/45000]	Loss: 0.3445	LR: 0.020000
Training Epoch: 20 [2816/45000]	Loss: 0.4759	LR: 0.020000
Training Epoch: 20 [3072/45000]	Loss: 0.4087	LR: 0.020000
Training Epoch: 20 [3328/45000]	Loss: 0.4477	LR: 0.020000
Training Epoch: 20 [3584/45000]	Loss: 0.4629	LR: 0.020000
Training Epoch: 20 [3840/45000]	Loss: 0.4212	LR: 0.020000
Training Epoch: 20 [4096/45000]	Loss: 0.5189	LR: 0.020000
Training Epoch: 20 [4352/45000]	Loss: 0.4715	LR: 0.020000
Training Epoch: 20 [4608/45000]	Loss: 0.5101	LR: 0.020000
Training Epoch: 20 [4864/45000]	Loss: 0.4402	LR: 0.020000
Training Epoch: 20 [5120/45000]	Loss: 0.4709	LR: 0.020000
Training Epoch: 20 [5376/45000]	Loss: 0.4240	LR: 0.020000
Training Epoch: 20 [5632/45000]	Loss: 0.4567	LR: 0.020000
Training Epoch: 20 [5888/45000]	Loss: 0.4141	LR: 0.020000
Training Epoch: 20 [6144/45000]	Loss: 0.5226	LR: 0.020000
Training Epoch: 20 [6400/45000]	Loss: 0.4690	LR: 0.020000
Training Epoch: 20 [6656/45000]	Loss: 0.4501	LR: 0.020000
Training Epoch: 20 [6912/45000]	Loss: 0.3246	LR: 0.020000
Training Epoch: 20 [7168/45000]	Loss: 0.3790	LR: 0.020000
Training Epoch: 20 [7424/45000]	Loss: 0.5059	LR: 0.020000
Training Epoch: 20 [7680/45000]	Loss: 0.4052	LR: 0.020000
Training Epoch: 20 [7936/45000]	Loss: 0.5308	LR: 0.020000
Training Epoch: 20 [8192/45000]	Loss: 0.3559	LR: 0.020000
Training Epoch: 20 [8448/45000]	Loss: 0.5251	LR: 0.020000
Training Epoch: 20 [8704/45000]	Loss: 0.4417	LR: 0.020000
Training Epoch: 20 [8960/45000]	Loss: 0.4852	LR: 0.020000
Training Epoch: 20 [9216/45000]	Loss: 0.5134	LR: 0.020000
Training Epoch: 20 [9472/45000]	Loss: 0.4847	LR: 0.020000
Training Epoch: 20 [9728/45000]	Loss: 0.5126	LR: 0.020000
Training Epoch: 20 [9984/45000]	Loss: 0.4162	LR: 0.020000
Training Epoch: 20 [10240/45000]	Loss: 0.5245	LR: 0.020000
Training Epoch: 20 [10496/45000]	Loss: 0.4802	LR: 0.020000
Training Epoch: 20 [10752/45000]	Loss: 0.4724	LR: 0.020000
Training Epoch: 20 [11008/45000]	Loss: 0.5451	LR: 0.020000
Training Epoch: 20 [11264/45000]	Loss: 0.4919	LR: 0.020000
Training Epoch: 20 [11520/45000]	Loss: 0.6089	LR: 0.020000
Training Epoch: 20 [11776/45000]	Loss: 0.4352	LR: 0.020000
Training Epoch: 20 [12032/45000]	Loss: 0.6458	LR: 0.020000
Training Epoch: 20 [12288/45000]	Loss: 0.4789	LR: 0.020000
Training Epoch: 20 [12544/45000]	Loss: 0.5048	LR: 0.020000
Training Epoch: 20 [12800/45000]	Loss: 0.4450	LR: 0.020000
Training Epoch: 20 [13056/45000]	Loss: 0.4367	LR: 0.020000
Training Epoch: 20 [13312/45000]	Loss: 0.4243	LR: 0.020000
Training Epoch: 20 [13568/45000]	Loss: 0.4186	LR: 0.020000
Training Epoch: 20 [13824/45000]	Loss: 0.3673	LR: 0.020000
Training Epoch: 20 [14080/45000]	Loss: 0.3798	LR: 0.020000
Training Epoch: 20 [14336/45000]	Loss: 0.5057	LR: 0.020000
Training Epoch: 20 [14592/45000]	Loss: 0.4255	LR: 0.020000
Training Epoch: 20 [14848/45000]	Loss: 0.4233	LR: 0.020000
Training Epoch: 20 [15104/45000]	Loss: 0.4692	LR: 0.020000
Training Epoch: 20 [15360/45000]	Loss: 0.4068	LR: 0.020000
Training Epoch: 20 [15616/45000]	Loss: 0.5677	LR: 0.020000
Training Epoch: 20 [15872/45000]	Loss: 0.4729	LR: 0.020000
Training Epoch: 20 [16128/45000]	Loss: 0.4503	LR: 0.020000
Training Epoch: 20 [16384/45000]	Loss: 0.4680	LR: 0.020000
Training Epoch: 20 [16640/45000]	Loss: 0.5209	LR: 0.020000
Training Epoch: 20 [16896/45000]	Loss: 0.4787	LR: 0.020000
Training Epoch: 20 [17152/45000]	Loss: 0.5024	LR: 0.020000
Training Epoch: 20 [17408/45000]	Loss: 0.5508	LR: 0.020000
Training Epoch: 20 [17664/45000]	Loss: 0.5442	LR: 0.020000
Training Epoch: 20 [17920/45000]	Loss: 0.5096	LR: 0.020000
Training Epoch: 20 [18176/45000]	Loss: 0.4664	LR: 0.020000
Training Epoch: 20 [18432/45000]	Loss: 0.5460	LR: 0.020000
Training Epoch: 20 [18688/45000]	Loss: 0.4399	LR: 0.020000
Training Epoch: 20 [18944/45000]	Loss: 0.4731	LR: 0.020000
Training Epoch: 20 [19200/45000]	Loss: 0.4793	LR: 0.020000
Training Epoch: 20 [19456/45000]	Loss: 0.3998	LR: 0.020000
Training Epoch: 20 [19712/45000]	Loss: 0.4584	LR: 0.020000
Training Epoch: 20 [19968/45000]	Loss: 0.4662	LR: 0.020000
Training Epoch: 20 [20224/45000]	Loss: 0.4865	LR: 0.020000
Training Epoch: 20 [20480/45000]	Loss: 0.5023	LR: 0.020000
Training Epoch: 20 [20736/45000]	Loss: 0.4256	LR: 0.020000
Training Epoch: 20 [20992/45000]	Loss: 0.3326	LR: 0.020000
Training Epoch: 20 [21248/45000]	Loss: 0.4803	LR: 0.020000
Training Epoch: 20 [21504/45000]	Loss: 0.3755	LR: 0.020000
Training Epoch: 20 [21760/45000]	Loss: 0.5183	LR: 0.020000
Training Epoch: 20 [22016/45000]	Loss: 0.5174	LR: 0.020000
Training Epoch: 20 [22272/45000]	Loss: 0.4965	LR: 0.020000
Training Epoch: 20 [22528/45000]	Loss: 0.5263	LR: 0.020000
Training Epoch: 20 [22784/45000]	Loss: 0.4795	LR: 0.020000
Training Epoch: 20 [23040/45000]	Loss: 0.5583	LR: 0.020000
Training Epoch: 20 [23296/45000]	Loss: 0.3638	LR: 0.020000
Training Epoch: 20 [23552/45000]	Loss: 0.6073	LR: 0.020000
Training Epoch: 20 [23808/45000]	Loss: 0.4708	LR: 0.020000
Training Epoch: 20 [24064/45000]	Loss: 0.4904	LR: 0.020000
Training Epoch: 20 [24320/45000]	Loss: 0.4985	LR: 0.020000
Training Epoch: 20 [24576/45000]	Loss: 0.5212	LR: 0.020000
Training Epoch: 20 [24832/45000]	Loss: 0.4115	LR: 0.020000
Training Epoch: 20 [25088/45000]	Loss: 0.5365	LR: 0.020000
Training Epoch: 20 [25344/45000]	Loss: 0.4615	LR: 0.020000
Training Epoch: 20 [25600/45000]	Loss: 0.4594	LR: 0.020000
Training Epoch: 20 [25856/45000]	Loss: 0.6133	LR: 0.020000
Training Epoch: 20 [26112/45000]	Loss: 0.4506	LR: 0.020000
Training Epoch: 20 [26368/45000]	Loss: 0.5206	LR: 0.020000
Training Epoch: 20 [26624/45000]	Loss: 0.4082	LR: 0.020000
Training Epoch: 20 [26880/45000]	Loss: 0.4521	LR: 0.020000
Training Epoch: 20 [27136/45000]	Loss: 0.4013	LR: 0.020000
Training Epoch: 20 [27392/45000]	Loss: 0.4363	LR: 0.020000
Training Epoch: 20 [27648/45000]	Loss: 0.5131	LR: 0.020000
Training Epoch: 20 [27904/45000]	Loss: 0.4726	LR: 0.020000
Training Epoch: 20 [28160/45000]	Loss: 0.4677	LR: 0.020000
Training Epoch: 20 [28416/45000]	Loss: 0.4047	LR: 0.020000
Training Epoch: 20 [28672/45000]	Loss: 0.6124	LR: 0.020000
Training Epoch: 20 [28928/45000]	Loss: 0.4342	LR: 0.020000
Training Epoch: 20 [29184/45000]	Loss: 0.4067	LR: 0.020000
Training Epoch: 20 [29440/45000]	Loss: 0.4667	LR: 0.020000
Training Epoch: 20 [29696/45000]	Loss: 0.4417	LR: 0.020000
Training Epoch: 20 [29952/45000]	Loss: 0.5242	LR: 0.020000
Training Epoch: 20 [30208/45000]	Loss: 0.3663	LR: 0.020000
Training Epoch: 20 [30464/45000]	Loss: 0.5032	LR: 0.020000
Training Epoch: 20 [30720/45000]	Loss: 0.4630	LR: 0.020000
Training Epoch: 20 [30976/45000]	Loss: 0.4806	LR: 0.020000
Training Epoch: 20 [31232/45000]	Loss: 0.5072	LR: 0.020000
Training Epoch: 20 [31488/45000]	Loss: 0.4349	LR: 0.020000
Training Epoch: 20 [31744/45000]	Loss: 0.4272	LR: 0.020000
Training Epoch: 20 [32000/45000]	Loss: 0.4481	LR: 0.020000
Training Epoch: 20 [32256/45000]	Loss: 0.4365	LR: 0.020000
Training Epoch: 20 [32512/45000]	Loss: 0.6856	LR: 0.020000
Training Epoch: 20 [32768/45000]	Loss: 0.4904	LR: 0.020000
Training Epoch: 20 [33024/45000]	Loss: 0.4402	LR: 0.020000
Training Epoch: 20 [33280/45000]	Loss: 0.5554	LR: 0.020000
Training Epoch: 20 [33536/45000]	Loss: 0.4975	LR: 0.020000
Training Epoch: 20 [33792/45000]	Loss: 0.5223	LR: 0.020000
Training Epoch: 20 [34048/45000]	Loss: 0.5567	LR: 0.020000
Training Epoch: 20 [34304/45000]	Loss: 0.4652	LR: 0.020000
Training Epoch: 20 [34560/45000]	Loss: 0.5007	LR: 0.020000
Training Epoch: 20 [34816/45000]	Loss: 0.5160	LR: 0.020000
Training Epoch: 20 [35072/45000]	Loss: 0.6036	LR: 0.020000
Training Epoch: 20 [35328/45000]	Loss: 0.5974	LR: 0.020000
Training Epoch: 20 [35584/45000]	Loss: 0.4428	LR: 0.020000
Training Epoch: 20 [35840/45000]	Loss: 0.5059	LR: 0.020000
Training Epoch: 20 [36096/45000]	Loss: 0.4204	LR: 0.020000
Training Epoch: 20 [36352/45000]	Loss: 0.4218	LR: 0.020000
Training Epoch: 20 [36608/45000]	Loss: 0.5280	LR: 0.020000
Training Epoch: 20 [36864/45000]	Loss: 0.5594	LR: 0.020000
Training Epoch: 20 [37120/45000]	Loss: 0.5698	LR: 0.020000
Training Epoch: 20 [37376/45000]	Loss: 0.4789	LR: 0.020000
Training Epoch: 20 [37632/45000]	Loss: 0.5505	LR: 0.020000
Training Epoch: 20 [37888/45000]	Loss: 0.4443	LR: 0.020000
Training Epoch: 20 [38144/45000]	Loss: 0.5331	LR: 0.020000
Training Epoch: 20 [38400/45000]	Loss: 0.4943	LR: 0.020000
Training Epoch: 20 [38656/45000]	Loss: 0.4149	LR: 0.020000
Training Epoch: 20 [38912/45000]	Loss: 0.4898	LR: 0.020000
Training Epoch: 20 [39168/45000]	Loss: 0.5732	LR: 0.020000
Training Epoch: 20 [39424/45000]	Loss: 0.4689	LR: 0.020000
Training Epoch: 20 [39680/45000]	Loss: 0.5046	LR: 0.020000
Training Epoch: 20 [39936/45000]	Loss: 0.5193	LR: 0.020000
Training Epoch: 20 [40192/45000]	Loss: 0.5713	LR: 0.020000
Training Epoch: 20 [40448/45000]	Loss: 0.4103	LR: 0.020000
Training Epoch: 20 [40704/45000]	Loss: 0.4861	LR: 0.020000
Training Epoch: 20 [40960/45000]	Loss: 0.4704	LR: 0.020000
Training Epoch: 20 [41216/45000]	Loss: 0.5100	LR: 0.020000
Training Epoch: 20 [41472/45000]	Loss: 0.5344	LR: 0.020000
Training Epoch: 20 [41728/45000]	Loss: 0.5052	LR: 0.020000
Training Epoch: 20 [41984/45000]	Loss: 0.4383	LR: 0.020000
Training Epoch: 20 [42240/45000]	Loss: 0.4992	LR: 0.020000
Training Epoch: 20 [42496/45000]	Loss: 0.5422	LR: 0.020000
Training Epoch: 20 [42752/45000]	Loss: 0.5100	LR: 0.020000
Training Epoch: 20 [43008/45000]	Loss: 0.5606	LR: 0.020000
Training Epoch: 20 [43264/45000]	Loss: 0.3992	LR: 0.020000
Training Epoch: 20 [43520/45000]	Loss: 0.5361	LR: 0.020000
Training Epoch: 20 [43776/45000]	Loss: 0.5664	LR: 0.020000
Training Epoch: 20 [44032/45000]	Loss: 0.4937	LR: 0.020000
Training Epoch: 20 [44288/45000]	Loss: 0.6591	LR: 0.020000
Training Epoch: 20 [44544/45000]	Loss: 0.4688	LR: 0.020000
Training Epoch: 20 [44800/45000]	Loss: 0.5191	LR: 0.020000
Training Epoch: 20 [45000/45000]	Loss: 0.4590	LR: 0.020000
Epoch 20 - Average Train Loss: 0.4799, Train Accuracy: 0.8413
Epoch 20 training time consumed: 27.08s
Evaluating Network.....
Test set: Epoch: 20, Average loss: 0.0031, Accuracy: 0.7633, Time consumed:0.88s
Training Epoch: 21 [256/45000]	Loss: 0.4935	LR: 0.020000
Training Epoch: 21 [512/45000]	Loss: 0.4317	LR: 0.020000
Training Epoch: 21 [768/45000]	Loss: 0.4893	LR: 0.020000
Training Epoch: 21 [1024/45000]	Loss: 0.3588	LR: 0.020000
Training Epoch: 21 [1280/45000]	Loss: 0.4316	LR: 0.020000
Training Epoch: 21 [1536/45000]	Loss: 0.4390	LR: 0.020000
Training Epoch: 21 [1792/45000]	Loss: 0.3882	LR: 0.020000
Training Epoch: 21 [2048/45000]	Loss: 0.4487	LR: 0.020000
Training Epoch: 21 [2304/45000]	Loss: 0.3681	LR: 0.020000
Training Epoch: 21 [2560/45000]	Loss: 0.4153	LR: 0.020000
Training Epoch: 21 [2816/45000]	Loss: 0.4702	LR: 0.020000
Training Epoch: 21 [3072/45000]	Loss: 0.4767	LR: 0.020000
Training Epoch: 21 [3328/45000]	Loss: 0.4124	LR: 0.020000
Training Epoch: 21 [3584/45000]	Loss: 0.3696	LR: 0.020000
Training Epoch: 21 [3840/45000]	Loss: 0.4610	LR: 0.020000
Training Epoch: 21 [4096/45000]	Loss: 0.4394	LR: 0.020000
Training Epoch: 21 [4352/45000]	Loss: 0.4761	LR: 0.020000
Training Epoch: 21 [4608/45000]	Loss: 0.4713	LR: 0.020000
Training Epoch: 21 [4864/45000]	Loss: 0.4639	LR: 0.020000
Training Epoch: 21 [5120/45000]	Loss: 0.4956	LR: 0.020000
Training Epoch: 21 [5376/45000]	Loss: 0.4175	LR: 0.020000
Training Epoch: 21 [5632/45000]	Loss: 0.4413	LR: 0.020000
Training Epoch: 21 [5888/45000]	Loss: 0.3266	LR: 0.020000
Training Epoch: 21 [6144/45000]	Loss: 0.3950	LR: 0.020000
Training Epoch: 21 [6400/45000]	Loss: 0.3370	LR: 0.020000
Training Epoch: 21 [6656/45000]	Loss: 0.4375	LR: 0.020000
Training Epoch: 21 [6912/45000]	Loss: 0.4270	LR: 0.020000
Training Epoch: 21 [7168/45000]	Loss: 0.3799	LR: 0.020000
Training Epoch: 21 [7424/45000]	Loss: 0.4302	LR: 0.020000
Training Epoch: 21 [7680/45000]	Loss: 0.4535	LR: 0.020000
Training Epoch: 21 [7936/45000]	Loss: 0.5077	LR: 0.020000
Training Epoch: 21 [8192/45000]	Loss: 0.4243	LR: 0.020000
Training Epoch: 21 [8448/45000]	Loss: 0.4672	LR: 0.020000
Training Epoch: 21 [8704/45000]	Loss: 0.4481	LR: 0.020000
Training Epoch: 21 [8960/45000]	Loss: 0.3745	LR: 0.020000
Training Epoch: 21 [9216/45000]	Loss: 0.4906	LR: 0.020000
Training Epoch: 21 [9472/45000]	Loss: 0.3881	LR: 0.020000
Training Epoch: 21 [9728/45000]	Loss: 0.4809	LR: 0.020000
Training Epoch: 21 [9984/45000]	Loss: 0.5416	LR: 0.020000
Training Epoch: 21 [10240/45000]	Loss: 0.4728	LR: 0.020000
Training Epoch: 21 [10496/45000]	Loss: 0.4131	LR: 0.020000
Training Epoch: 21 [10752/45000]	Loss: 0.4104	LR: 0.020000
Training Epoch: 21 [11008/45000]	Loss: 0.4333	LR: 0.020000
Training Epoch: 21 [11264/45000]	Loss: 0.4362	LR: 0.020000
Training Epoch: 21 [11520/45000]	Loss: 0.4716	LR: 0.020000
Training Epoch: 21 [11776/45000]	Loss: 0.4398	LR: 0.020000
Training Epoch: 21 [12032/45000]	Loss: 0.4200	LR: 0.020000
Training Epoch: 21 [12288/45000]	Loss: 0.5101	LR: 0.020000
Training Epoch: 21 [12544/45000]	Loss: 0.4211	LR: 0.020000
Training Epoch: 21 [12800/45000]	Loss: 0.4963	LR: 0.020000
Training Epoch: 21 [13056/45000]	Loss: 0.3699	LR: 0.020000
Training Epoch: 21 [13312/45000]	Loss: 0.4249	LR: 0.020000
Training Epoch: 21 [13568/45000]	Loss: 0.4390	LR: 0.020000
Training Epoch: 21 [13824/45000]	Loss: 0.4338	LR: 0.020000
Training Epoch: 21 [14080/45000]	Loss: 0.4531	LR: 0.020000
Training Epoch: 21 [14336/45000]	Loss: 0.4862	LR: 0.020000
Training Epoch: 21 [14592/45000]	Loss: 0.4018	LR: 0.020000
Training Epoch: 21 [14848/45000]	Loss: 0.4003	LR: 0.020000
Training Epoch: 21 [15104/45000]	Loss: 0.3743	LR: 0.020000
Training Epoch: 21 [15360/45000]	Loss: 0.4104	LR: 0.020000
Training Epoch: 21 [15616/45000]	Loss: 0.4193	LR: 0.020000
Training Epoch: 21 [15872/45000]	Loss: 0.5634	LR: 0.020000
Training Epoch: 21 [16128/45000]	Loss: 0.4334	LR: 0.020000
Training Epoch: 21 [16384/45000]	Loss: 0.5771	LR: 0.020000
Training Epoch: 21 [16640/45000]	Loss: 0.4244	LR: 0.020000
Training Epoch: 21 [16896/45000]	Loss: 0.3945	LR: 0.020000
Training Epoch: 21 [17152/45000]	Loss: 0.4873	LR: 0.020000
Training Epoch: 21 [17408/45000]	Loss: 0.4183	LR: 0.020000
Training Epoch: 21 [17664/45000]	Loss: 0.4162	LR: 0.020000
Training Epoch: 21 [17920/45000]	Loss: 0.4431	LR: 0.020000
Training Epoch: 21 [18176/45000]	Loss: 0.5214	LR: 0.020000
Training Epoch: 21 [18432/45000]	Loss: 0.5247	LR: 0.020000
Training Epoch: 21 [18688/45000]	Loss: 0.5051	LR: 0.020000
Training Epoch: 21 [18944/45000]	Loss: 0.4064	LR: 0.020000
Training Epoch: 21 [19200/45000]	Loss: 0.4571	LR: 0.020000
Training Epoch: 21 [19456/45000]	Loss: 0.4461	LR: 0.020000
Training Epoch: 21 [19712/45000]	Loss: 0.3994	LR: 0.020000
Training Epoch: 21 [19968/45000]	Loss: 0.5491	LR: 0.020000
Training Epoch: 21 [20224/45000]	Loss: 0.5675	LR: 0.020000
Training Epoch: 21 [20480/45000]	Loss: 0.3977	LR: 0.020000
Training Epoch: 21 [20736/45000]	Loss: 0.4544	LR: 0.020000
Training Epoch: 21 [20992/45000]	Loss: 0.4233	LR: 0.020000
Training Epoch: 21 [21248/45000]	Loss: 0.4658	LR: 0.020000
Training Epoch: 21 [21504/45000]	Loss: 0.5861	LR: 0.020000
Training Epoch: 21 [21760/45000]	Loss: 0.4656	LR: 0.020000
Training Epoch: 21 [22016/45000]	Loss: 0.5237	LR: 0.020000
Training Epoch: 21 [22272/45000]	Loss: 0.5719	LR: 0.020000
Training Epoch: 21 [22528/45000]	Loss: 0.3927	LR: 0.020000
Training Epoch: 21 [22784/45000]	Loss: 0.4492	LR: 0.020000
Training Epoch: 21 [23040/45000]	Loss: 0.4731	LR: 0.020000
Training Epoch: 21 [23296/45000]	Loss: 0.4581	LR: 0.020000
Training Epoch: 21 [23552/45000]	Loss: 0.4201	LR: 0.020000
Training Epoch: 21 [23808/45000]	Loss: 0.4030	LR: 0.020000
Training Epoch: 21 [24064/45000]	Loss: 0.4388	LR: 0.020000
Training Epoch: 21 [24320/45000]	Loss: 0.4018	LR: 0.020000
Training Epoch: 21 [24576/45000]	Loss: 0.5091	LR: 0.020000
Training Epoch: 21 [24832/45000]	Loss: 0.4261	LR: 0.020000
Training Epoch: 21 [25088/45000]	Loss: 0.5151	LR: 0.020000
Training Epoch: 21 [25344/45000]	Loss: 0.4341	LR: 0.020000
Training Epoch: 21 [25600/45000]	Loss: 0.5111	LR: 0.020000
Training Epoch: 21 [25856/45000]	Loss: 0.4415	LR: 0.020000
Training Epoch: 21 [26112/45000]	Loss: 0.3970	LR: 0.020000
Training Epoch: 21 [26368/45000]	Loss: 0.4487	LR: 0.020000
Training Epoch: 21 [26624/45000]	Loss: 0.5296	LR: 0.020000
Training Epoch: 21 [26880/45000]	Loss: 0.4785	LR: 0.020000
Training Epoch: 21 [27136/45000]	Loss: 0.4929	LR: 0.020000
Training Epoch: 21 [27392/45000]	Loss: 0.4309	LR: 0.020000
Training Epoch: 21 [27648/45000]	Loss: 0.4293	LR: 0.020000
Training Epoch: 21 [27904/45000]	Loss: 0.4132	LR: 0.020000
Training Epoch: 21 [28160/45000]	Loss: 0.5016	LR: 0.020000
Training Epoch: 21 [28416/45000]	Loss: 0.4961	LR: 0.020000
Training Epoch: 21 [28672/45000]	Loss: 0.4603	LR: 0.020000
Training Epoch: 21 [28928/45000]	Loss: 0.4596	LR: 0.020000
Training Epoch: 21 [29184/45000]	Loss: 0.4883	LR: 0.020000
Training Epoch: 21 [29440/45000]	Loss: 0.5587	LR: 0.020000
Training Epoch: 21 [29696/45000]	Loss: 0.5355	LR: 0.020000
Training Epoch: 21 [29952/45000]	Loss: 0.4632	LR: 0.020000
Training Epoch: 21 [30208/45000]	Loss: 0.4680	LR: 0.020000
Training Epoch: 21 [30464/45000]	Loss: 0.4389	LR: 0.020000
Training Epoch: 21 [30720/45000]	Loss: 0.4727	LR: 0.020000
Training Epoch: 21 [30976/45000]	Loss: 0.4244	LR: 0.020000
Training Epoch: 21 [31232/45000]	Loss: 0.4022	LR: 0.020000
Training Epoch: 21 [31488/45000]	Loss: 0.5279	LR: 0.020000
Training Epoch: 21 [31744/45000]	Loss: 0.4447	LR: 0.020000
Training Epoch: 21 [32000/45000]	Loss: 0.3705	LR: 0.020000
Training Epoch: 21 [32256/45000]	Loss: 0.4642	LR: 0.020000
Training Epoch: 21 [32512/45000]	Loss: 0.4680	LR: 0.020000
Training Epoch: 21 [32768/45000]	Loss: 0.4346	LR: 0.020000
Training Epoch: 21 [33024/45000]	Loss: 0.4955	LR: 0.020000
Training Epoch: 21 [33280/45000]	Loss: 0.4528	LR: 0.020000
Training Epoch: 21 [33536/45000]	Loss: 0.5313	LR: 0.020000
Training Epoch: 21 [33792/45000]	Loss: 0.4091	LR: 0.020000
Training Epoch: 21 [34048/45000]	Loss: 0.4249	LR: 0.020000
Training Epoch: 21 [34304/45000]	Loss: 0.4511	LR: 0.020000
Training Epoch: 21 [34560/45000]	Loss: 0.4274	LR: 0.020000
Training Epoch: 21 [34816/45000]	Loss: 0.4756	LR: 0.020000
Training Epoch: 21 [35072/45000]	Loss: 0.4534	LR: 0.020000
Training Epoch: 21 [35328/45000]	Loss: 0.4437	LR: 0.020000
Training Epoch: 21 [35584/45000]	Loss: 0.4786	LR: 0.020000
Training Epoch: 21 [35840/45000]	Loss: 0.5982	LR: 0.020000
Training Epoch: 21 [36096/45000]	Loss: 0.4766	LR: 0.020000
Training Epoch: 21 [36352/45000]	Loss: 0.4293	LR: 0.020000
Training Epoch: 21 [36608/45000]	Loss: 0.3672	LR: 0.020000
Training Epoch: 21 [36864/45000]	Loss: 0.5907	LR: 0.020000
Training Epoch: 21 [37120/45000]	Loss: 0.4712	LR: 0.020000
Training Epoch: 21 [37376/45000]	Loss: 0.3792	LR: 0.020000
Training Epoch: 21 [37632/45000]	Loss: 0.4961	LR: 0.020000
Training Epoch: 21 [37888/45000]	Loss: 0.4747	LR: 0.020000
Training Epoch: 21 [38144/45000]	Loss: 0.4672	LR: 0.020000
Training Epoch: 21 [38400/45000]	Loss: 0.4835	LR: 0.020000
Training Epoch: 21 [38656/45000]	Loss: 0.5733	LR: 0.020000
Training Epoch: 21 [38912/45000]	Loss: 0.4665	LR: 0.020000
Training Epoch: 21 [39168/45000]	Loss: 0.4324	LR: 0.020000
Training Epoch: 21 [39424/45000]	Loss: 0.4984	LR: 0.020000
Training Epoch: 21 [39680/45000]	Loss: 0.4624	LR: 0.020000
Training Epoch: 21 [39936/45000]	Loss: 0.4758	LR: 0.020000
Training Epoch: 21 [40192/45000]	Loss: 0.4246	LR: 0.020000
Training Epoch: 21 [40448/45000]	Loss: 0.4331	LR: 0.020000
Training Epoch: 21 [40704/45000]	Loss: 0.5561	LR: 0.020000
Training Epoch: 21 [40960/45000]	Loss: 0.4932	LR: 0.020000
Training Epoch: 21 [41216/45000]	Loss: 0.4525	LR: 0.020000
Training Epoch: 21 [41472/45000]	Loss: 0.4269	LR: 0.020000
Training Epoch: 21 [41728/45000]	Loss: 0.4654	LR: 0.020000
Training Epoch: 21 [41984/45000]	Loss: 0.5104	LR: 0.020000
Training Epoch: 21 [42240/45000]	Loss: 0.4760	LR: 0.020000
Training Epoch: 21 [42496/45000]	Loss: 0.4699	LR: 0.020000
Training Epoch: 21 [42752/45000]	Loss: 0.3138	LR: 0.020000
Training Epoch: 21 [43008/45000]	Loss: 0.4746	LR: 0.020000
Training Epoch: 21 [43264/45000]	Loss: 0.5759	LR: 0.020000
Training Epoch: 21 [43520/45000]	Loss: 0.5004	LR: 0.020000
Training Epoch: 21 [43776/45000]	Loss: 0.5179	LR: 0.020000
Training Epoch: 21 [44032/45000]	Loss: 0.3789	LR: 0.020000
Training Epoch: 21 [44288/45000]	Loss: 0.4888	LR: 0.020000
Training Epoch: 21 [44544/45000]	Loss: 0.4940	LR: 0.020000
Training Epoch: 21 [44800/45000]	Loss: 0.4266	LR: 0.020000
Training Epoch: 21 [45000/45000]	Loss: 0.5044	LR: 0.020000
Epoch 21 - Average Train Loss: 0.4560, Train Accuracy: 0.8489
Epoch 21 training time consumed: 27.02s
Evaluating Network.....
Test set: Epoch: 21, Average loss: 0.0031, Accuracy: 0.7629, Time consumed:0.92s
Training Epoch: 22 [256/45000]	Loss: 0.3840	LR: 0.020000
Training Epoch: 22 [512/45000]	Loss: 0.3778	LR: 0.020000
Training Epoch: 22 [768/45000]	Loss: 0.3774	LR: 0.020000
Training Epoch: 22 [1024/45000]	Loss: 0.3985	LR: 0.020000
Training Epoch: 22 [1280/45000]	Loss: 0.3570	LR: 0.020000
Training Epoch: 22 [1536/45000]	Loss: 0.3719	LR: 0.020000
Training Epoch: 22 [1792/45000]	Loss: 0.4666	LR: 0.020000
Training Epoch: 22 [2048/45000]	Loss: 0.4886	LR: 0.020000
Training Epoch: 22 [2304/45000]	Loss: 0.4670	LR: 0.020000
Training Epoch: 22 [2560/45000]	Loss: 0.4302	LR: 0.020000
Training Epoch: 22 [2816/45000]	Loss: 0.4440	LR: 0.020000
Training Epoch: 22 [3072/45000]	Loss: 0.4091	LR: 0.020000
Training Epoch: 22 [3328/45000]	Loss: 0.3125	LR: 0.020000
Training Epoch: 22 [3584/45000]	Loss: 0.4208	LR: 0.020000
Training Epoch: 22 [3840/45000]	Loss: 0.5616	LR: 0.020000
Training Epoch: 22 [4096/45000]	Loss: 0.3866	LR: 0.020000
Training Epoch: 22 [4352/45000]	Loss: 0.4373	LR: 0.020000
Training Epoch: 22 [4608/45000]	Loss: 0.3906	LR: 0.020000
Training Epoch: 22 [4864/45000]	Loss: 0.4622	LR: 0.020000
Training Epoch: 22 [5120/45000]	Loss: 0.3807	LR: 0.020000
Training Epoch: 22 [5376/45000]	Loss: 0.3877	LR: 0.020000
Training Epoch: 22 [5632/45000]	Loss: 0.3567	LR: 0.020000
Training Epoch: 22 [5888/45000]	Loss: 0.4771	LR: 0.020000
Training Epoch: 22 [6144/45000]	Loss: 0.4009	LR: 0.020000
Training Epoch: 22 [6400/45000]	Loss: 0.3081	LR: 0.020000
Training Epoch: 22 [6656/45000]	Loss: 0.4689	LR: 0.020000
Training Epoch: 22 [6912/45000]	Loss: 0.4807	LR: 0.020000
Training Epoch: 22 [7168/45000]	Loss: 0.3715	LR: 0.020000
Training Epoch: 22 [7424/45000]	Loss: 0.4010	LR: 0.020000
Training Epoch: 22 [7680/45000]	Loss: 0.4091	LR: 0.020000
Training Epoch: 22 [7936/45000]	Loss: 0.4126	LR: 0.020000
Training Epoch: 22 [8192/45000]	Loss: 0.4253	LR: 0.020000
Training Epoch: 22 [8448/45000]	Loss: 0.3845	LR: 0.020000
Training Epoch: 22 [8704/45000]	Loss: 0.4246	LR: 0.020000
Training Epoch: 22 [8960/45000]	Loss: 0.4217	LR: 0.020000
Training Epoch: 22 [9216/45000]	Loss: 0.3563	LR: 0.020000
Training Epoch: 22 [9472/45000]	Loss: 0.4139	LR: 0.020000
Training Epoch: 22 [9728/45000]	Loss: 0.4023	LR: 0.020000
Training Epoch: 22 [9984/45000]	Loss: 0.4700	LR: 0.020000
Training Epoch: 22 [10240/45000]	Loss: 0.3961	LR: 0.020000
Training Epoch: 22 [10496/45000]	Loss: 0.4883	LR: 0.020000
Training Epoch: 22 [10752/45000]	Loss: 0.4048	LR: 0.020000
Training Epoch: 22 [11008/45000]	Loss: 0.5018	LR: 0.020000
Training Epoch: 22 [11264/45000]	Loss: 0.4057	LR: 0.020000
Training Epoch: 22 [11520/45000]	Loss: 0.4956	LR: 0.020000
Training Epoch: 22 [11776/45000]	Loss: 0.4445	LR: 0.020000
Training Epoch: 22 [12032/45000]	Loss: 0.5029	LR: 0.020000
Training Epoch: 22 [12288/45000]	Loss: 0.4375	LR: 0.020000
Training Epoch: 22 [12544/45000]	Loss: 0.3188	LR: 0.020000
Training Epoch: 22 [12800/45000]	Loss: 0.4842	LR: 0.020000
Training Epoch: 22 [13056/45000]	Loss: 0.4382	LR: 0.020000
Training Epoch: 22 [13312/45000]	Loss: 0.3927	LR: 0.020000
Training Epoch: 22 [13568/45000]	Loss: 0.3458	LR: 0.020000
Training Epoch: 22 [13824/45000]	Loss: 0.5503	LR: 0.020000
Training Epoch: 22 [14080/45000]	Loss: 0.3886	LR: 0.020000
Training Epoch: 22 [14336/45000]	Loss: 0.4627	LR: 0.020000
Training Epoch: 22 [14592/45000]	Loss: 0.3790	LR: 0.020000
Training Epoch: 22 [14848/45000]	Loss: 0.4162	LR: 0.020000
Training Epoch: 22 [15104/45000]	Loss: 0.5194	LR: 0.020000
Training Epoch: 22 [15360/45000]	Loss: 0.4614	LR: 0.020000
Training Epoch: 22 [15616/45000]	Loss: 0.4666	LR: 0.020000
Training Epoch: 22 [15872/45000]	Loss: 0.5144	LR: 0.020000
Training Epoch: 22 [16128/45000]	Loss: 0.4253	LR: 0.020000
Training Epoch: 22 [16384/45000]	Loss: 0.4058	LR: 0.020000
Training Epoch: 22 [16640/45000]	Loss: 0.5193	LR: 0.020000
Training Epoch: 22 [16896/45000]	Loss: 0.4619	LR: 0.020000
Training Epoch: 22 [17152/45000]	Loss: 0.4257	LR: 0.020000
Training Epoch: 22 [17408/45000]	Loss: 0.4154	LR: 0.020000
Training Epoch: 22 [17664/45000]	Loss: 0.4277	LR: 0.020000
Training Epoch: 22 [17920/45000]	Loss: 0.4115	LR: 0.020000
Training Epoch: 22 [18176/45000]	Loss: 0.3606	LR: 0.020000
Training Epoch: 22 [18432/45000]	Loss: 0.4807	LR: 0.020000
Training Epoch: 22 [18688/45000]	Loss: 0.3038	LR: 0.020000
Training Epoch: 22 [18944/45000]	Loss: 0.5578	LR: 0.020000
Training Epoch: 22 [19200/45000]	Loss: 0.3481	LR: 0.020000
Training Epoch: 22 [19456/45000]	Loss: 0.4910	LR: 0.020000
Training Epoch: 22 [19712/45000]	Loss: 0.4265	LR: 0.020000
Training Epoch: 22 [19968/45000]	Loss: 0.4206	LR: 0.020000
Training Epoch: 22 [20224/45000]	Loss: 0.3674	LR: 0.020000
Training Epoch: 22 [20480/45000]	Loss: 0.4522	LR: 0.020000
Training Epoch: 22 [20736/45000]	Loss: 0.4487	LR: 0.020000
Training Epoch: 22 [20992/45000]	Loss: 0.4691	LR: 0.020000
Training Epoch: 22 [21248/45000]	Loss: 0.4908	LR: 0.020000
Training Epoch: 22 [21504/45000]	Loss: 0.4684	LR: 0.020000
Training Epoch: 22 [21760/45000]	Loss: 0.3545	LR: 0.020000
Training Epoch: 22 [22016/45000]	Loss: 0.4950	LR: 0.020000
Training Epoch: 22 [22272/45000]	Loss: 0.3857	LR: 0.020000
Training Epoch: 22 [22528/45000]	Loss: 0.4732	LR: 0.020000
Training Epoch: 22 [22784/45000]	Loss: 0.4335	LR: 0.020000
Training Epoch: 22 [23040/45000]	Loss: 0.3822	LR: 0.020000
Training Epoch: 22 [23296/45000]	Loss: 0.4732	LR: 0.020000
Training Epoch: 22 [23552/45000]	Loss: 0.4052	LR: 0.020000
Training Epoch: 22 [23808/45000]	Loss: 0.4912	LR: 0.020000
Training Epoch: 22 [24064/45000]	Loss: 0.3548	LR: 0.020000
Training Epoch: 22 [24320/45000]	Loss: 0.4815	LR: 0.020000
Training Epoch: 22 [24576/45000]	Loss: 0.4291	LR: 0.020000
Training Epoch: 22 [24832/45000]	Loss: 0.4085	LR: 0.020000
Training Epoch: 22 [25088/45000]	Loss: 0.4627	LR: 0.020000
Training Epoch: 22 [25344/45000]	Loss: 0.4477	LR: 0.020000
Training Epoch: 22 [25600/45000]	Loss: 0.5501	LR: 0.020000
Training Epoch: 22 [25856/45000]	Loss: 0.4704	LR: 0.020000
Training Epoch: 22 [26112/45000]	Loss: 0.4861	LR: 0.020000
Training Epoch: 22 [26368/45000]	Loss: 0.4049	LR: 0.020000
Training Epoch: 22 [26624/45000]	Loss: 0.4537	LR: 0.020000
Training Epoch: 22 [26880/45000]	Loss: 0.4210	LR: 0.020000
Training Epoch: 22 [27136/45000]	Loss: 0.4565	LR: 0.020000
Training Epoch: 22 [27392/45000]	Loss: 0.4155	LR: 0.020000
Training Epoch: 22 [27648/45000]	Loss: 0.3486	LR: 0.020000
Training Epoch: 22 [27904/45000]	Loss: 0.5440	LR: 0.020000
Training Epoch: 22 [28160/45000]	Loss: 0.3802	LR: 0.020000
Training Epoch: 22 [28416/45000]	Loss: 0.5127	LR: 0.020000
Training Epoch: 22 [28672/45000]	Loss: 0.4162	LR: 0.020000
Training Epoch: 22 [28928/45000]	Loss: 0.4188	LR: 0.020000
Training Epoch: 22 [29184/45000]	Loss: 0.4072	LR: 0.020000
Training Epoch: 22 [29440/45000]	Loss: 0.4282	LR: 0.020000
Training Epoch: 22 [29696/45000]	Loss: 0.4264	LR: 0.020000
Training Epoch: 22 [29952/45000]	Loss: 0.4066	LR: 0.020000
Training Epoch: 22 [30208/45000]	Loss: 0.3820	LR: 0.020000
Training Epoch: 22 [30464/45000]	Loss: 0.3779	LR: 0.020000
Training Epoch: 22 [30720/45000]	Loss: 0.4219	LR: 0.020000
Training Epoch: 22 [30976/45000]	Loss: 0.4527	LR: 0.020000
Training Epoch: 22 [31232/45000]	Loss: 0.5227	LR: 0.020000
Training Epoch: 22 [31488/45000]	Loss: 0.4207	LR: 0.020000
Training Epoch: 22 [31744/45000]	Loss: 0.5976	LR: 0.020000
Training Epoch: 22 [32000/45000]	Loss: 0.4563	LR: 0.020000
Training Epoch: 22 [32256/45000]	Loss: 0.4061	LR: 0.020000
Training Epoch: 22 [32512/45000]	Loss: 0.4193	LR: 0.020000
Training Epoch: 22 [32768/45000]	Loss: 0.4619	LR: 0.020000
Training Epoch: 22 [33024/45000]	Loss: 0.4338	LR: 0.020000
Training Epoch: 22 [33280/45000]	Loss: 0.5083	LR: 0.020000
Training Epoch: 22 [33536/45000]	Loss: 0.3635	LR: 0.020000
Training Epoch: 22 [33792/45000]	Loss: 0.4363	LR: 0.020000
Training Epoch: 22 [34048/45000]	Loss: 0.3922	LR: 0.020000
Training Epoch: 22 [34304/45000]	Loss: 0.5160	LR: 0.020000
Training Epoch: 22 [34560/45000]	Loss: 0.3661	LR: 0.020000
Training Epoch: 22 [34816/45000]	Loss: 0.4765	LR: 0.020000
Training Epoch: 22 [35072/45000]	Loss: 0.3557	LR: 0.020000
Training Epoch: 22 [35328/45000]	Loss: 0.5219	LR: 0.020000
Training Epoch: 22 [35584/45000]	Loss: 0.4187	LR: 0.020000
Training Epoch: 22 [35840/45000]	Loss: 0.4850	LR: 0.020000
Training Epoch: 22 [36096/45000]	Loss: 0.4285	LR: 0.020000
Training Epoch: 22 [36352/45000]	Loss: 0.5055	LR: 0.020000
Training Epoch: 22 [36608/45000]	Loss: 0.4924	LR: 0.020000
Training Epoch: 22 [36864/45000]	Loss: 0.5275	LR: 0.020000
Training Epoch: 22 [37120/45000]	Loss: 0.3691	LR: 0.020000
Training Epoch: 22 [37376/45000]	Loss: 0.4111	LR: 0.020000
Training Epoch: 22 [37632/45000]	Loss: 0.4550	LR: 0.020000
Training Epoch: 22 [37888/45000]	Loss: 0.4793	LR: 0.020000
Training Epoch: 22 [38144/45000]	Loss: 0.4213	LR: 0.020000
Training Epoch: 22 [38400/45000]	Loss: 0.4750	LR: 0.020000
Training Epoch: 22 [38656/45000]	Loss: 0.4013	LR: 0.020000
Training Epoch: 22 [38912/45000]	Loss: 0.4281	LR: 0.020000
Training Epoch: 22 [39168/45000]	Loss: 0.5072	LR: 0.020000
Training Epoch: 22 [39424/45000]	Loss: 0.5955	LR: 0.020000
Training Epoch: 22 [39680/45000]	Loss: 0.4369	LR: 0.020000
Training Epoch: 22 [39936/45000]	Loss: 0.3537	LR: 0.020000
Training Epoch: 22 [40192/45000]	Loss: 0.5789	LR: 0.020000
Training Epoch: 22 [40448/45000]	Loss: 0.4887	LR: 0.020000
Training Epoch: 22 [40704/45000]	Loss: 0.4549	LR: 0.020000
Training Epoch: 22 [40960/45000]	Loss: 0.4459	LR: 0.020000
Training Epoch: 22 [41216/45000]	Loss: 0.4625	LR: 0.020000
Training Epoch: 22 [41472/45000]	Loss: 0.5012	LR: 0.020000
Training Epoch: 22 [41728/45000]	Loss: 0.4968	LR: 0.020000
Training Epoch: 22 [41984/45000]	Loss: 0.5048	LR: 0.020000
Training Epoch: 22 [42240/45000]	Loss: 0.5194	LR: 0.020000
Training Epoch: 22 [42496/45000]	Loss: 0.4010	LR: 0.020000
Training Epoch: 22 [42752/45000]	Loss: 0.4655	LR: 0.020000
Training Epoch: 22 [43008/45000]	Loss: 0.4913	LR: 0.020000
Training Epoch: 22 [43264/45000]	Loss: 0.4432	LR: 0.020000
Training Epoch: 22 [43520/45000]	Loss: 0.4286	LR: 0.020000
Training Epoch: 22 [43776/45000]	Loss: 0.4489	LR: 0.020000
Training Epoch: 22 [44032/45000]	Loss: 0.4877	LR: 0.020000
Training Epoch: 22 [44288/45000]	Loss: 0.4309	LR: 0.020000
Training Epoch: 22 [44544/45000]	Loss: 0.5221	LR: 0.020000
Training Epoch: 22 [44800/45000]	Loss: 0.4523	LR: 0.020000
Training Epoch: 22 [45000/45000]	Loss: 0.6215	LR: 0.020000
Epoch 22 - Average Train Loss: 0.4398, Train Accuracy: 0.8536
Epoch 22 training time consumed: 26.80s
Evaluating Network.....
Test set: Epoch: 22, Average loss: 0.0031, Accuracy: 0.7595, Time consumed:0.98s
Training Epoch: 23 [256/45000]	Loss: 0.3791	LR: 0.020000
Training Epoch: 23 [512/45000]	Loss: 0.3256	LR: 0.020000
Training Epoch: 23 [768/45000]	Loss: 0.3744	LR: 0.020000
Training Epoch: 23 [1024/45000]	Loss: 0.3467	LR: 0.020000
Training Epoch: 23 [1280/45000]	Loss: 0.4541	LR: 0.020000
Training Epoch: 23 [1536/45000]	Loss: 0.4478	LR: 0.020000
Training Epoch: 23 [1792/45000]	Loss: 0.3951	LR: 0.020000
Training Epoch: 23 [2048/45000]	Loss: 0.3834	LR: 0.020000
Training Epoch: 23 [2304/45000]	Loss: 0.4261	LR: 0.020000
Training Epoch: 23 [2560/45000]	Loss: 0.3933	LR: 0.020000
Training Epoch: 23 [2816/45000]	Loss: 0.3667	LR: 0.020000
Training Epoch: 23 [3072/45000]	Loss: 0.2931	LR: 0.020000
Training Epoch: 23 [3328/45000]	Loss: 0.2937	LR: 0.020000
Training Epoch: 23 [3584/45000]	Loss: 0.3524	LR: 0.020000
Training Epoch: 23 [3840/45000]	Loss: 0.4698	LR: 0.020000
Training Epoch: 23 [4096/45000]	Loss: 0.3894	LR: 0.020000
Training Epoch: 23 [4352/45000]	Loss: 0.3920	LR: 0.020000
Training Epoch: 23 [4608/45000]	Loss: 0.3699	LR: 0.020000
Training Epoch: 23 [4864/45000]	Loss: 0.4548	LR: 0.020000
Training Epoch: 23 [5120/45000]	Loss: 0.3560	LR: 0.020000
Training Epoch: 23 [5376/45000]	Loss: 0.3368	LR: 0.020000
Training Epoch: 23 [5632/45000]	Loss: 0.3981	LR: 0.020000
Training Epoch: 23 [5888/45000]	Loss: 0.4184	LR: 0.020000
Training Epoch: 23 [6144/45000]	Loss: 0.3746	LR: 0.020000
Training Epoch: 23 [6400/45000]	Loss: 0.3532	LR: 0.020000
Training Epoch: 23 [6656/45000]	Loss: 0.3920	LR: 0.020000
Training Epoch: 23 [6912/45000]	Loss: 0.3581	LR: 0.020000
Training Epoch: 23 [7168/45000]	Loss: 0.4413	LR: 0.020000
Training Epoch: 23 [7424/45000]	Loss: 0.4370	LR: 0.020000
Training Epoch: 23 [7680/45000]	Loss: 0.3999	LR: 0.020000
Training Epoch: 23 [7936/45000]	Loss: 0.4207	LR: 0.020000
Training Epoch: 23 [8192/45000]	Loss: 0.3855	LR: 0.020000
Training Epoch: 23 [8448/45000]	Loss: 0.5089	LR: 0.020000
Training Epoch: 23 [8704/45000]	Loss: 0.4292	LR: 0.020000
Training Epoch: 23 [8960/45000]	Loss: 0.4121	LR: 0.020000
Training Epoch: 23 [9216/45000]	Loss: 0.4389	LR: 0.020000
Training Epoch: 23 [9472/45000]	Loss: 0.4813	LR: 0.020000
Training Epoch: 23 [9728/45000]	Loss: 0.3664	LR: 0.020000
Training Epoch: 23 [9984/45000]	Loss: 0.4023	LR: 0.020000
Training Epoch: 23 [10240/45000]	Loss: 0.3886	LR: 0.020000
Training Epoch: 23 [10496/45000]	Loss: 0.3680	LR: 0.020000
Training Epoch: 23 [10752/45000]	Loss: 0.3621	LR: 0.020000
Training Epoch: 23 [11008/45000]	Loss: 0.4742	LR: 0.020000
Training Epoch: 23 [11264/45000]	Loss: 0.4848	LR: 0.020000
Training Epoch: 23 [11520/45000]	Loss: 0.3304	LR: 0.020000
Training Epoch: 23 [11776/45000]	Loss: 0.3483	LR: 0.020000
Training Epoch: 23 [12032/45000]	Loss: 0.5469	LR: 0.020000
Training Epoch: 23 [12288/45000]	Loss: 0.3852	LR: 0.020000
Training Epoch: 23 [12544/45000]	Loss: 0.3842	LR: 0.020000
Training Epoch: 23 [12800/45000]	Loss: 0.4588	LR: 0.020000
Training Epoch: 23 [13056/45000]	Loss: 0.3310	LR: 0.020000
Training Epoch: 23 [13312/45000]	Loss: 0.4180	LR: 0.020000
Training Epoch: 23 [13568/45000]	Loss: 0.5356	LR: 0.020000
Training Epoch: 23 [13824/45000]	Loss: 0.3465	LR: 0.020000
Training Epoch: 23 [14080/45000]	Loss: 0.4591	LR: 0.020000
Training Epoch: 23 [14336/45000]	Loss: 0.3686	LR: 0.020000
Training Epoch: 23 [14592/45000]	Loss: 0.3468	LR: 0.020000
Training Epoch: 23 [14848/45000]	Loss: 0.4615	LR: 0.020000
Training Epoch: 23 [15104/45000]	Loss: 0.4450	LR: 0.020000
Training Epoch: 23 [15360/45000]	Loss: 0.4326	LR: 0.020000
Training Epoch: 23 [15616/45000]	Loss: 0.3560	LR: 0.020000
Training Epoch: 23 [15872/45000]	Loss: 0.4733	LR: 0.020000
Training Epoch: 23 [16128/45000]	Loss: 0.3778	LR: 0.020000
Training Epoch: 23 [16384/45000]	Loss: 0.4484	LR: 0.020000
Training Epoch: 23 [16640/45000]	Loss: 0.3901	LR: 0.020000
Training Epoch: 23 [16896/45000]	Loss: 0.3826	LR: 0.020000
Training Epoch: 23 [17152/45000]	Loss: 0.3702	LR: 0.020000
Training Epoch: 23 [17408/45000]	Loss: 0.3632	LR: 0.020000
Training Epoch: 23 [17664/45000]	Loss: 0.4522	LR: 0.020000
Training Epoch: 23 [17920/45000]	Loss: 0.4435	LR: 0.020000
Training Epoch: 23 [18176/45000]	Loss: 0.3505	LR: 0.020000
Training Epoch: 23 [18432/45000]	Loss: 0.4622	LR: 0.020000
Training Epoch: 23 [18688/45000]	Loss: 0.4100	LR: 0.020000
Training Epoch: 23 [18944/45000]	Loss: 0.4915	LR: 0.020000
Training Epoch: 23 [19200/45000]	Loss: 0.4429	LR: 0.020000
Training Epoch: 23 [19456/45000]	Loss: 0.3296	LR: 0.020000
Training Epoch: 23 [19712/45000]	Loss: 0.3765	LR: 0.020000
Training Epoch: 23 [19968/45000]	Loss: 0.4222	LR: 0.020000
Training Epoch: 23 [20224/45000]	Loss: 0.3708	LR: 0.020000
Training Epoch: 23 [20480/45000]	Loss: 0.4292	LR: 0.020000
Training Epoch: 23 [20736/45000]	Loss: 0.4360	LR: 0.020000
Training Epoch: 23 [20992/45000]	Loss: 0.5165	LR: 0.020000
Training Epoch: 23 [21248/45000]	Loss: 0.4921	LR: 0.020000
Training Epoch: 23 [21504/45000]	Loss: 0.3607	LR: 0.020000
Training Epoch: 23 [21760/45000]	Loss: 0.3982	LR: 0.020000
Training Epoch: 23 [22016/45000]	Loss: 0.3789	LR: 0.020000
Training Epoch: 23 [22272/45000]	Loss: 0.4341	LR: 0.020000
Training Epoch: 23 [22528/45000]	Loss: 0.3523	LR: 0.020000
Training Epoch: 23 [22784/45000]	Loss: 0.3759	LR: 0.020000
Training Epoch: 23 [23040/45000]	Loss: 0.3862	LR: 0.020000
Training Epoch: 23 [23296/45000]	Loss: 0.5058	LR: 0.020000
Training Epoch: 23 [23552/45000]	Loss: 0.4445	LR: 0.020000
Training Epoch: 23 [23808/45000]	Loss: 0.3384	LR: 0.020000
Training Epoch: 23 [24064/45000]	Loss: 0.5261	LR: 0.020000
Training Epoch: 23 [24320/45000]	Loss: 0.4784	LR: 0.020000
Training Epoch: 23 [24576/45000]	Loss: 0.4046	LR: 0.020000
Training Epoch: 23 [24832/45000]	Loss: 0.4152	LR: 0.020000
Training Epoch: 23 [25088/45000]	Loss: 0.4186	LR: 0.020000
Training Epoch: 23 [25344/45000]	Loss: 0.3788	LR: 0.020000
Training Epoch: 23 [25600/45000]	Loss: 0.4210	LR: 0.020000
Training Epoch: 23 [25856/45000]	Loss: 0.4435	LR: 0.020000
Training Epoch: 23 [26112/45000]	Loss: 0.3791	LR: 0.020000
Training Epoch: 23 [26368/45000]	Loss: 0.5497	LR: 0.020000
Training Epoch: 23 [26624/45000]	Loss: 0.4308	LR: 0.020000
Training Epoch: 23 [26880/45000]	Loss: 0.4301	LR: 0.020000
Training Epoch: 23 [27136/45000]	Loss: 0.3905	LR: 0.020000
Training Epoch: 23 [27392/45000]	Loss: 0.4454	LR: 0.020000
Training Epoch: 23 [27648/45000]	Loss: 0.4217	LR: 0.020000
Training Epoch: 23 [27904/45000]	Loss: 0.4124	LR: 0.020000
Training Epoch: 23 [28160/45000]	Loss: 0.4340	LR: 0.020000
Training Epoch: 23 [28416/45000]	Loss: 0.4122	LR: 0.020000
Training Epoch: 23 [28672/45000]	Loss: 0.4876	LR: 0.020000
Training Epoch: 23 [28928/45000]	Loss: 0.5049	LR: 0.020000
Training Epoch: 23 [29184/45000]	Loss: 0.4384	LR: 0.020000
Training Epoch: 23 [29440/45000]	Loss: 0.5076	LR: 0.020000
Training Epoch: 23 [29696/45000]	Loss: 0.4479	LR: 0.020000
Training Epoch: 23 [29952/45000]	Loss: 0.4767	LR: 0.020000
Training Epoch: 23 [30208/45000]	Loss: 0.3531	LR: 0.020000
Training Epoch: 23 [30464/45000]	Loss: 0.4843	LR: 0.020000
Training Epoch: 23 [30720/45000]	Loss: 0.3216	LR: 0.020000
Training Epoch: 23 [30976/45000]	Loss: 0.4079	LR: 0.020000
Training Epoch: 23 [31232/45000]	Loss: 0.4317	LR: 0.020000
Training Epoch: 23 [31488/45000]	Loss: 0.5926	LR: 0.020000
Training Epoch: 23 [31744/45000]	Loss: 0.5275	LR: 0.020000
Training Epoch: 23 [32000/45000]	Loss: 0.4453	LR: 0.020000
Training Epoch: 23 [32256/45000]	Loss: 0.4906	LR: 0.020000
Training Epoch: 23 [32512/45000]	Loss: 0.3959	LR: 0.020000
Training Epoch: 23 [32768/45000]	Loss: 0.4479	LR: 0.020000
Training Epoch: 23 [33024/45000]	Loss: 0.5044	LR: 0.020000
Training Epoch: 23 [33280/45000]	Loss: 0.4993	LR: 0.020000
Training Epoch: 23 [33536/45000]	Loss: 0.3328	LR: 0.020000
Training Epoch: 23 [33792/45000]	Loss: 0.5048	LR: 0.020000
Training Epoch: 23 [34048/45000]	Loss: 0.4215	LR: 0.020000
Training Epoch: 23 [34304/45000]	Loss: 0.4372	LR: 0.020000
Training Epoch: 23 [34560/45000]	Loss: 0.5126	LR: 0.020000
Training Epoch: 23 [34816/45000]	Loss: 0.4138	LR: 0.020000
Training Epoch: 23 [35072/45000]	Loss: 0.5672	LR: 0.020000
Training Epoch: 23 [35328/45000]	Loss: 0.4004	LR: 0.020000
Training Epoch: 23 [35584/45000]	Loss: 0.4530	LR: 0.020000
Training Epoch: 23 [35840/45000]	Loss: 0.4519	LR: 0.020000
Training Epoch: 23 [36096/45000]	Loss: 0.3951	LR: 0.020000
Training Epoch: 23 [36352/45000]	Loss: 0.4662	LR: 0.020000
Training Epoch: 23 [36608/45000]	Loss: 0.3598	LR: 0.020000
Training Epoch: 23 [36864/45000]	Loss: 0.3974	LR: 0.020000
Training Epoch: 23 [37120/45000]	Loss: 0.4307	LR: 0.020000
Training Epoch: 23 [37376/45000]	Loss: 0.5319	LR: 0.020000
Training Epoch: 23 [37632/45000]	Loss: 0.5219	LR: 0.020000
Training Epoch: 23 [37888/45000]	Loss: 0.4482	LR: 0.020000
Training Epoch: 23 [38144/45000]	Loss: 0.4585	LR: 0.020000
Training Epoch: 23 [38400/45000]	Loss: 0.4796	LR: 0.020000
Training Epoch: 23 [38656/45000]	Loss: 0.4851	LR: 0.020000
Training Epoch: 23 [38912/45000]	Loss: 0.4492	LR: 0.020000
Training Epoch: 23 [39168/45000]	Loss: 0.4579	LR: 0.020000
Training Epoch: 23 [39424/45000]	Loss: 0.4226	LR: 0.020000
Training Epoch: 23 [39680/45000]	Loss: 0.4543	LR: 0.020000
Training Epoch: 23 [39936/45000]	Loss: 0.4635	LR: 0.020000
Training Epoch: 23 [40192/45000]	Loss: 0.5027	LR: 0.020000
Training Epoch: 23 [40448/45000]	Loss: 0.3720	LR: 0.020000
Training Epoch: 23 [40704/45000]	Loss: 0.3855	LR: 0.020000
Training Epoch: 23 [40960/45000]	Loss: 0.3857	LR: 0.020000
Training Epoch: 23 [41216/45000]	Loss: 0.4923	LR: 0.020000
Training Epoch: 23 [41472/45000]	Loss: 0.4372	LR: 0.020000
Training Epoch: 23 [41728/45000]	Loss: 0.4186	LR: 0.020000
Training Epoch: 23 [41984/45000]	Loss: 0.4437	LR: 0.020000
Training Epoch: 23 [42240/45000]	Loss: 0.4446	LR: 0.020000
Training Epoch: 23 [42496/45000]	Loss: 0.4276	LR: 0.020000
Training Epoch: 23 [42752/45000]	Loss: 0.4291	LR: 0.020000
Training Epoch: 23 [43008/45000]	Loss: 0.4251	LR: 0.020000
Training Epoch: 23 [43264/45000]	Loss: 0.5203	LR: 0.020000
Training Epoch: 23 [43520/45000]	Loss: 0.4091	LR: 0.020000
Training Epoch: 23 [43776/45000]	Loss: 0.4221	LR: 0.020000
Training Epoch: 23 [44032/45000]	Loss: 0.4151	LR: 0.020000
Training Epoch: 23 [44288/45000]	Loss: 0.4636	LR: 0.020000
Training Epoch: 23 [44544/45000]	Loss: 0.4460	LR: 0.020000
Training Epoch: 23 [44800/45000]	Loss: 0.4153	LR: 0.020000
Training Epoch: 23 [45000/45000]	Loss: 0.3322	LR: 0.020000
Epoch 23 - Average Train Loss: 0.4235, Train Accuracy: 0.8577
Epoch 23 training time consumed: 26.84s
Evaluating Network.....
Test set: Epoch: 23, Average loss: 0.0031, Accuracy: 0.7664, Time consumed:0.88s
Training Epoch: 24 [256/45000]	Loss: 0.3347	LR: 0.020000
Training Epoch: 24 [512/45000]	Loss: 0.3560	LR: 0.020000
Training Epoch: 24 [768/45000]	Loss: 0.4360	LR: 0.020000
Training Epoch: 24 [1024/45000]	Loss: 0.3339	LR: 0.020000
Training Epoch: 24 [1280/45000]	Loss: 0.4382	LR: 0.020000
Training Epoch: 24 [1536/45000]	Loss: 0.3539	LR: 0.020000
Training Epoch: 24 [1792/45000]	Loss: 0.3597	LR: 0.020000
Training Epoch: 24 [2048/45000]	Loss: 0.4649	LR: 0.020000
Training Epoch: 24 [2304/45000]	Loss: 0.3647	LR: 0.020000
Training Epoch: 24 [2560/45000]	Loss: 0.3950	LR: 0.020000
Training Epoch: 24 [2816/45000]	Loss: 0.3747	LR: 0.020000
Training Epoch: 24 [3072/45000]	Loss: 0.2994	LR: 0.020000
Training Epoch: 24 [3328/45000]	Loss: 0.3088	LR: 0.020000
Training Epoch: 24 [3584/45000]	Loss: 0.3410	LR: 0.020000
Training Epoch: 24 [3840/45000]	Loss: 0.4372	LR: 0.020000
Training Epoch: 24 [4096/45000]	Loss: 0.2913	LR: 0.020000
Training Epoch: 24 [4352/45000]	Loss: 0.3778	LR: 0.020000
Training Epoch: 24 [4608/45000]	Loss: 0.3756	LR: 0.020000
Training Epoch: 24 [4864/45000]	Loss: 0.3590	LR: 0.020000
Training Epoch: 24 [5120/45000]	Loss: 0.3629	LR: 0.020000
Training Epoch: 24 [5376/45000]	Loss: 0.3641	LR: 0.020000
Training Epoch: 24 [5632/45000]	Loss: 0.3450	LR: 0.020000
Training Epoch: 24 [5888/45000]	Loss: 0.4036	LR: 0.020000
Training Epoch: 24 [6144/45000]	Loss: 0.3499	LR: 0.020000
Training Epoch: 24 [6400/45000]	Loss: 0.3826	LR: 0.020000
Training Epoch: 24 [6656/45000]	Loss: 0.3330	LR: 0.020000
Training Epoch: 24 [6912/45000]	Loss: 0.4451	LR: 0.020000
Training Epoch: 24 [7168/45000]	Loss: 0.4196	LR: 0.020000
Training Epoch: 24 [7424/45000]	Loss: 0.3676	LR: 0.020000
Training Epoch: 24 [7680/45000]	Loss: 0.3562	LR: 0.020000
Training Epoch: 24 [7936/45000]	Loss: 0.4493	LR: 0.020000
Training Epoch: 24 [8192/45000]	Loss: 0.3909	LR: 0.020000
Training Epoch: 24 [8448/45000]	Loss: 0.3865	LR: 0.020000
Training Epoch: 24 [8704/45000]	Loss: 0.5069	LR: 0.020000
Training Epoch: 24 [8960/45000]	Loss: 0.3479	LR: 0.020000
Training Epoch: 24 [9216/45000]	Loss: 0.5116	LR: 0.020000
Training Epoch: 24 [9472/45000]	Loss: 0.3506	LR: 0.020000
Training Epoch: 24 [9728/45000]	Loss: 0.4071	LR: 0.020000
Training Epoch: 24 [9984/45000]	Loss: 0.4299	LR: 0.020000
Training Epoch: 24 [10240/45000]	Loss: 0.3468	LR: 0.020000
Training Epoch: 24 [10496/45000]	Loss: 0.4620	LR: 0.020000
Training Epoch: 24 [10752/45000]	Loss: 0.4640	LR: 0.020000
Training Epoch: 24 [11008/45000]	Loss: 0.3524	LR: 0.020000
Training Epoch: 24 [11264/45000]	Loss: 0.3822	LR: 0.020000
Training Epoch: 24 [11520/45000]	Loss: 0.3167	LR: 0.020000
Training Epoch: 24 [11776/45000]	Loss: 0.3711	LR: 0.020000
Training Epoch: 24 [12032/45000]	Loss: 0.3549	LR: 0.020000
Training Epoch: 24 [12288/45000]	Loss: 0.4637	LR: 0.020000
Training Epoch: 24 [12544/45000]	Loss: 0.3733	LR: 0.020000
Training Epoch: 24 [12800/45000]	Loss: 0.3573	LR: 0.020000
Training Epoch: 24 [13056/45000]	Loss: 0.3907	LR: 0.020000
Training Epoch: 24 [13312/45000]	Loss: 0.4494	LR: 0.020000
Training Epoch: 24 [13568/45000]	Loss: 0.4493	LR: 0.020000
Training Epoch: 24 [13824/45000]	Loss: 0.3585	LR: 0.020000
Training Epoch: 24 [14080/45000]	Loss: 0.4334	LR: 0.020000
Training Epoch: 24 [14336/45000]	Loss: 0.3611	LR: 0.020000
Training Epoch: 24 [14592/45000]	Loss: 0.2887	LR: 0.020000
Training Epoch: 24 [14848/45000]	Loss: 0.4221	LR: 0.020000
Training Epoch: 24 [15104/45000]	Loss: 0.3975	LR: 0.020000
Training Epoch: 24 [15360/45000]	Loss: 0.4077	LR: 0.020000
Training Epoch: 24 [15616/45000]	Loss: 0.3877	LR: 0.020000
Training Epoch: 24 [15872/45000]	Loss: 0.3717	LR: 0.020000
Training Epoch: 24 [16128/45000]	Loss: 0.4125	LR: 0.020000
Training Epoch: 24 [16384/45000]	Loss: 0.3327	LR: 0.020000
Training Epoch: 24 [16640/45000]	Loss: 0.4799	LR: 0.020000
Training Epoch: 24 [16896/45000]	Loss: 0.3943	LR: 0.020000
Training Epoch: 24 [17152/45000]	Loss: 0.4491	LR: 0.020000
Training Epoch: 24 [17408/45000]	Loss: 0.3895	LR: 0.020000
Training Epoch: 24 [17664/45000]	Loss: 0.4128	LR: 0.020000
Training Epoch: 24 [17920/45000]	Loss: 0.3465	LR: 0.020000
Training Epoch: 24 [18176/45000]	Loss: 0.4647	LR: 0.020000
Training Epoch: 24 [18432/45000]	Loss: 0.3433	LR: 0.020000
Training Epoch: 24 [18688/45000]	Loss: 0.4496	LR: 0.020000
Training Epoch: 24 [18944/45000]	Loss: 0.3904	LR: 0.020000
Training Epoch: 24 [19200/45000]	Loss: 0.3357	LR: 0.020000
Training Epoch: 24 [19456/45000]	Loss: 0.4499	LR: 0.020000
Training Epoch: 24 [19712/45000]	Loss: 0.4302	LR: 0.020000
Training Epoch: 24 [19968/45000]	Loss: 0.4089	LR: 0.020000
Training Epoch: 24 [20224/45000]	Loss: 0.4657	LR: 0.020000
Training Epoch: 24 [20480/45000]	Loss: 0.4076	LR: 0.020000
Training Epoch: 24 [20736/45000]	Loss: 0.3935	LR: 0.020000
Training Epoch: 24 [20992/45000]	Loss: 0.3749	LR: 0.020000
Training Epoch: 24 [21248/45000]	Loss: 0.3622	LR: 0.020000
Training Epoch: 24 [21504/45000]	Loss: 0.3038	LR: 0.020000
Training Epoch: 24 [21760/45000]	Loss: 0.4122	LR: 0.020000
Training Epoch: 24 [22016/45000]	Loss: 0.4362	LR: 0.020000
Training Epoch: 24 [22272/45000]	Loss: 0.3617	LR: 0.020000
Training Epoch: 24 [22528/45000]	Loss: 0.4798	LR: 0.020000
Training Epoch: 24 [22784/45000]	Loss: 0.4728	LR: 0.020000
Training Epoch: 24 [23040/45000]	Loss: 0.4466	LR: 0.020000
Training Epoch: 24 [23296/45000]	Loss: 0.3911	LR: 0.020000
Training Epoch: 24 [23552/45000]	Loss: 0.3591	LR: 0.020000
Training Epoch: 24 [23808/45000]	Loss: 0.4977	LR: 0.020000
Training Epoch: 24 [24064/45000]	Loss: 0.3720	LR: 0.020000
Training Epoch: 24 [24320/45000]	Loss: 0.3329	LR: 0.020000
Training Epoch: 24 [24576/45000]	Loss: 0.4161	LR: 0.020000
Training Epoch: 24 [24832/45000]	Loss: 0.3741	LR: 0.020000
Training Epoch: 24 [25088/45000]	Loss: 0.4167	LR: 0.020000
Training Epoch: 24 [25344/45000]	Loss: 0.3145	LR: 0.020000
Training Epoch: 24 [25600/45000]	Loss: 0.5181	LR: 0.020000
Training Epoch: 24 [25856/45000]	Loss: 0.4183	LR: 0.020000
Training Epoch: 24 [26112/45000]	Loss: 0.4274	LR: 0.020000
Training Epoch: 24 [26368/45000]	Loss: 0.4033	LR: 0.020000
Training Epoch: 24 [26624/45000]	Loss: 0.3885	LR: 0.020000
Training Epoch: 24 [26880/45000]	Loss: 0.4719	LR: 0.020000
Training Epoch: 24 [27136/45000]	Loss: 0.3909	LR: 0.020000
Training Epoch: 24 [27392/45000]	Loss: 0.3829	LR: 0.020000
Training Epoch: 24 [27648/45000]	Loss: 0.3923	LR: 0.020000
Training Epoch: 24 [27904/45000]	Loss: 0.3952	LR: 0.020000
Training Epoch: 24 [28160/45000]	Loss: 0.3734	LR: 0.020000
Training Epoch: 24 [28416/45000]	Loss: 0.4493	LR: 0.020000
Training Epoch: 24 [28672/45000]	Loss: 0.4076	LR: 0.020000
Training Epoch: 24 [28928/45000]	Loss: 0.4064	LR: 0.020000
Training Epoch: 24 [29184/45000]	Loss: 0.3954	LR: 0.020000
Training Epoch: 24 [29440/45000]	Loss: 0.4983	LR: 0.020000
Training Epoch: 24 [29696/45000]	Loss: 0.3909	LR: 0.020000
Training Epoch: 24 [29952/45000]	Loss: 0.3884	LR: 0.020000
Training Epoch: 24 [30208/45000]	Loss: 0.4248	LR: 0.020000
Training Epoch: 24 [30464/45000]	Loss: 0.3707	LR: 0.020000
Training Epoch: 24 [30720/45000]	Loss: 0.4805	LR: 0.020000
Training Epoch: 24 [30976/45000]	Loss: 0.4856	LR: 0.020000
Training Epoch: 24 [31232/45000]	Loss: 0.3775	LR: 0.020000
Training Epoch: 24 [31488/45000]	Loss: 0.3737	LR: 0.020000
Training Epoch: 24 [31744/45000]	Loss: 0.4481	LR: 0.020000
Training Epoch: 24 [32000/45000]	Loss: 0.4957	LR: 0.020000
Training Epoch: 24 [32256/45000]	Loss: 0.3597	LR: 0.020000
Training Epoch: 24 [32512/45000]	Loss: 0.4617	LR: 0.020000
Training Epoch: 24 [32768/45000]	Loss: 0.4331	LR: 0.020000
Training Epoch: 24 [33024/45000]	Loss: 0.3871	LR: 0.020000
Training Epoch: 24 [33280/45000]	Loss: 0.4324	LR: 0.020000
Training Epoch: 24 [33536/45000]	Loss: 0.4859	LR: 0.020000
Training Epoch: 24 [33792/45000]	Loss: 0.3854	LR: 0.020000
Training Epoch: 24 [34048/45000]	Loss: 0.4978	LR: 0.020000
Training Epoch: 24 [34304/45000]	Loss: 0.3986	LR: 0.020000
Training Epoch: 24 [34560/45000]	Loss: 0.4804	LR: 0.020000
Training Epoch: 24 [34816/45000]	Loss: 0.4526	LR: 0.020000
Training Epoch: 24 [35072/45000]	Loss: 0.3749	LR: 0.020000
Training Epoch: 24 [35328/45000]	Loss: 0.3170	LR: 0.020000
Training Epoch: 24 [35584/45000]	Loss: 0.4251	LR: 0.020000
Training Epoch: 24 [35840/45000]	Loss: 0.3856	LR: 0.020000
Training Epoch: 24 [36096/45000]	Loss: 0.3953	LR: 0.020000
Training Epoch: 24 [36352/45000]	Loss: 0.4430	LR: 0.020000
Training Epoch: 24 [36608/45000]	Loss: 0.4412	LR: 0.020000
Training Epoch: 24 [36864/45000]	Loss: 0.4719	LR: 0.020000
Training Epoch: 24 [37120/45000]	Loss: 0.3720	LR: 0.020000
Training Epoch: 24 [37376/45000]	Loss: 0.4256	LR: 0.020000
Training Epoch: 24 [37632/45000]	Loss: 0.4501	LR: 0.020000
Training Epoch: 24 [37888/45000]	Loss: 0.3104	LR: 0.020000
Training Epoch: 24 [38144/45000]	Loss: 0.3911	LR: 0.020000
Training Epoch: 24 [38400/45000]	Loss: 0.4503	LR: 0.020000
Training Epoch: 24 [38656/45000]	Loss: 0.4576	LR: 0.020000
Training Epoch: 24 [38912/45000]	Loss: 0.4141	LR: 0.020000
Training Epoch: 24 [39168/45000]	Loss: 0.4604	LR: 0.020000
Training Epoch: 24 [39424/45000]	Loss: 0.4250	LR: 0.020000
Training Epoch: 24 [39680/45000]	Loss: 0.4681	LR: 0.020000
Training Epoch: 24 [39936/45000]	Loss: 0.4218	LR: 0.020000
Training Epoch: 24 [40192/45000]	Loss: 0.3649	LR: 0.020000
Training Epoch: 24 [40448/45000]	Loss: 0.3364	LR: 0.020000
Training Epoch: 24 [40704/45000]	Loss: 0.4384	LR: 0.020000
Training Epoch: 24 [40960/45000]	Loss: 0.3975	LR: 0.020000
Training Epoch: 24 [41216/45000]	Loss: 0.4182	LR: 0.020000
Training Epoch: 24 [41472/45000]	Loss: 0.4171	LR: 0.020000
Training Epoch: 24 [41728/45000]	Loss: 0.5089	LR: 0.020000
Training Epoch: 24 [41984/45000]	Loss: 0.4225	LR: 0.020000
Training Epoch: 24 [42240/45000]	Loss: 0.3933	LR: 0.020000
Training Epoch: 24 [42496/45000]	Loss: 0.3780	LR: 0.020000
Training Epoch: 24 [42752/45000]	Loss: 0.5535	LR: 0.020000
Training Epoch: 24 [43008/45000]	Loss: 0.4885	LR: 0.020000
Training Epoch: 24 [43264/45000]	Loss: 0.4006	LR: 0.020000
Training Epoch: 24 [43520/45000]	Loss: 0.4072	LR: 0.020000
Training Epoch: 24 [43776/45000]	Loss: 0.3879	LR: 0.020000
Training Epoch: 24 [44032/45000]	Loss: 0.4893	LR: 0.020000
Training Epoch: 24 [44288/45000]	Loss: 0.3501	LR: 0.020000
Training Epoch: 24 [44544/45000]	Loss: 0.5180	LR: 0.020000
Training Epoch: 24 [44800/45000]	Loss: 0.3976	LR: 0.020000
Training Epoch: 24 [45000/45000]	Loss: 0.3480	LR: 0.020000
Epoch 24 - Average Train Loss: 0.4046, Train Accuracy: 0.8652
Epoch 24 training time consumed: 26.84s
Evaluating Network.....
Test set: Epoch: 24, Average loss: 0.0031, Accuracy: 0.7655, Time consumed:0.92s
Training Epoch: 25 [256/45000]	Loss: 0.3053	LR: 0.020000
Training Epoch: 25 [512/45000]	Loss: 0.2753	LR: 0.020000
Training Epoch: 25 [768/45000]	Loss: 0.4054	LR: 0.020000
Training Epoch: 25 [1024/45000]	Loss: 0.3057	LR: 0.020000
Training Epoch: 25 [1280/45000]	Loss: 0.3544	LR: 0.020000
Training Epoch: 25 [1536/45000]	Loss: 0.3697	LR: 0.020000
Training Epoch: 25 [1792/45000]	Loss: 0.3635	LR: 0.020000
Training Epoch: 25 [2048/45000]	Loss: 0.4017	LR: 0.020000
Training Epoch: 25 [2304/45000]	Loss: 0.3760	LR: 0.020000
Training Epoch: 25 [2560/45000]	Loss: 0.4048	LR: 0.020000
Training Epoch: 25 [2816/45000]	Loss: 0.2285	LR: 0.020000
Training Epoch: 25 [3072/45000]	Loss: 0.3956	LR: 0.020000
Training Epoch: 25 [3328/45000]	Loss: 0.3692	LR: 0.020000
Training Epoch: 25 [3584/45000]	Loss: 0.3157	LR: 0.020000
Training Epoch: 25 [3840/45000]	Loss: 0.3569	LR: 0.020000
Training Epoch: 25 [4096/45000]	Loss: 0.3084	LR: 0.020000
Training Epoch: 25 [4352/45000]	Loss: 0.4262	LR: 0.020000
Training Epoch: 25 [4608/45000]	Loss: 0.3103	LR: 0.020000
Training Epoch: 25 [4864/45000]	Loss: 0.3353	LR: 0.020000
Training Epoch: 25 [5120/45000]	Loss: 0.4402	LR: 0.020000
Training Epoch: 25 [5376/45000]	Loss: 0.4218	LR: 0.020000
Training Epoch: 25 [5632/45000]	Loss: 0.2606	LR: 0.020000
Training Epoch: 25 [5888/45000]	Loss: 0.4061	LR: 0.020000
Training Epoch: 25 [6144/45000]	Loss: 0.3703	LR: 0.020000
Training Epoch: 25 [6400/45000]	Loss: 0.4065	LR: 0.020000
Training Epoch: 25 [6656/45000]	Loss: 0.2753	LR: 0.020000
Training Epoch: 25 [6912/45000]	Loss: 0.3407	LR: 0.020000
Training Epoch: 25 [7168/45000]	Loss: 0.3012	LR: 0.020000
Training Epoch: 25 [7424/45000]	Loss: 0.4712	LR: 0.020000
Training Epoch: 25 [7680/45000]	Loss: 0.3797	LR: 0.020000
Training Epoch: 25 [7936/45000]	Loss: 0.2982	LR: 0.020000
Training Epoch: 25 [8192/45000]	Loss: 0.4701	LR: 0.020000
Training Epoch: 25 [8448/45000]	Loss: 0.3234	LR: 0.020000
Training Epoch: 25 [8704/45000]	Loss: 0.3806	LR: 0.020000
Training Epoch: 25 [8960/45000]	Loss: 0.3141	LR: 0.020000
Training Epoch: 25 [9216/45000]	Loss: 0.3058	LR: 0.020000
Training Epoch: 25 [9472/45000]	Loss: 0.3523	LR: 0.020000
Training Epoch: 25 [9728/45000]	Loss: 0.3503	LR: 0.020000
Training Epoch: 25 [9984/45000]	Loss: 0.3694	LR: 0.020000
Training Epoch: 25 [10240/45000]	Loss: 0.4594	LR: 0.020000
Training Epoch: 25 [10496/45000]	Loss: 0.3882	LR: 0.020000
Training Epoch: 25 [10752/45000]	Loss: 0.3386	LR: 0.020000
Training Epoch: 25 [11008/45000]	Loss: 0.2809	LR: 0.020000
Training Epoch: 25 [11264/45000]	Loss: 0.3832	LR: 0.020000
Training Epoch: 25 [11520/45000]	Loss: 0.3529	LR: 0.020000
Training Epoch: 25 [11776/45000]	Loss: 0.3840	LR: 0.020000
Training Epoch: 25 [12032/45000]	Loss: 0.3245	LR: 0.020000
Training Epoch: 25 [12288/45000]	Loss: 0.4065	LR: 0.020000
Training Epoch: 25 [12544/45000]	Loss: 0.3594	LR: 0.020000
Training Epoch: 25 [12800/45000]	Loss: 0.3151	LR: 0.020000
Training Epoch: 25 [13056/45000]	Loss: 0.4610	LR: 0.020000
Training Epoch: 25 [13312/45000]	Loss: 0.4255	LR: 0.020000
Training Epoch: 25 [13568/45000]	Loss: 0.3225	LR: 0.020000
Training Epoch: 25 [13824/45000]	Loss: 0.3506	LR: 0.020000
Training Epoch: 25 [14080/45000]	Loss: 0.4260	LR: 0.020000
Training Epoch: 25 [14336/45000]	Loss: 0.4319	LR: 0.020000
Training Epoch: 25 [14592/45000]	Loss: 0.3687	LR: 0.020000
Training Epoch: 25 [14848/45000]	Loss: 0.3518	LR: 0.020000
Training Epoch: 25 [15104/45000]	Loss: 0.3397	LR: 0.020000
Training Epoch: 25 [15360/45000]	Loss: 0.4147	LR: 0.020000
Training Epoch: 25 [15616/45000]	Loss: 0.4002	LR: 0.020000
Training Epoch: 25 [15872/45000]	Loss: 0.3254	LR: 0.020000
Training Epoch: 25 [16128/45000]	Loss: 0.3958	LR: 0.020000
Training Epoch: 25 [16384/45000]	Loss: 0.3135	LR: 0.020000
Training Epoch: 25 [16640/45000]	Loss: 0.4362	LR: 0.020000
Training Epoch: 25 [16896/45000]	Loss: 0.2748	LR: 0.020000
Training Epoch: 25 [17152/45000]	Loss: 0.4153	LR: 0.020000
Training Epoch: 25 [17408/45000]	Loss: 0.3656	LR: 0.020000
Training Epoch: 25 [17664/45000]	Loss: 0.3582	LR: 0.020000
Training Epoch: 25 [17920/45000]	Loss: 0.3892	LR: 0.020000
Training Epoch: 25 [18176/45000]	Loss: 0.3838	LR: 0.020000
Training Epoch: 25 [18432/45000]	Loss: 0.3138	LR: 0.020000
Training Epoch: 25 [18688/45000]	Loss: 0.4017	LR: 0.020000
Training Epoch: 25 [18944/45000]	Loss: 0.4237	LR: 0.020000
Training Epoch: 25 [19200/45000]	Loss: 0.2903	LR: 0.020000
Training Epoch: 25 [19456/45000]	Loss: 0.3504	LR: 0.020000
Training Epoch: 25 [19712/45000]	Loss: 0.4643	LR: 0.020000
Training Epoch: 25 [19968/45000]	Loss: 0.4427	LR: 0.020000
Training Epoch: 25 [20224/45000]	Loss: 0.3524	LR: 0.020000
Training Epoch: 25 [20480/45000]	Loss: 0.4170	LR: 0.020000
Training Epoch: 25 [20736/45000]	Loss: 0.3622	LR: 0.020000
Training Epoch: 25 [20992/45000]	Loss: 0.3320	LR: 0.020000
Training Epoch: 25 [21248/45000]	Loss: 0.4335	LR: 0.020000
Training Epoch: 25 [21504/45000]	Loss: 0.4139	LR: 0.020000
Training Epoch: 25 [21760/45000]	Loss: 0.4764	LR: 0.020000
Training Epoch: 25 [22016/45000]	Loss: 0.3276	LR: 0.020000
Training Epoch: 25 [22272/45000]	Loss: 0.3343	LR: 0.020000
Training Epoch: 25 [22528/45000]	Loss: 0.4029	LR: 0.020000
Training Epoch: 25 [22784/45000]	Loss: 0.4013	LR: 0.020000
Training Epoch: 25 [23040/45000]	Loss: 0.4092	LR: 0.020000
Training Epoch: 25 [23296/45000]	Loss: 0.4358	LR: 0.020000
Training Epoch: 25 [23552/45000]	Loss: 0.4623	LR: 0.020000
Training Epoch: 25 [23808/45000]	Loss: 0.4246	LR: 0.020000
Training Epoch: 25 [24064/45000]	Loss: 0.3358	LR: 0.020000
Training Epoch: 25 [24320/45000]	Loss: 0.4307	LR: 0.020000
Training Epoch: 25 [24576/45000]	Loss: 0.3999	LR: 0.020000
Training Epoch: 25 [24832/45000]	Loss: 0.3968	LR: 0.020000
Training Epoch: 25 [25088/45000]	Loss: 0.4533	LR: 0.020000
Training Epoch: 25 [25344/45000]	Loss: 0.3335	LR: 0.020000
Training Epoch: 25 [25600/45000]	Loss: 0.4810	LR: 0.020000
Training Epoch: 25 [25856/45000]	Loss: 0.4572	LR: 0.020000
Training Epoch: 25 [26112/45000]	Loss: 0.3444	LR: 0.020000
Training Epoch: 25 [26368/45000]	Loss: 0.4134	LR: 0.020000
Training Epoch: 25 [26624/45000]	Loss: 0.3298	LR: 0.020000
Training Epoch: 25 [26880/45000]	Loss: 0.4848	LR: 0.020000
Training Epoch: 25 [27136/45000]	Loss: 0.3791	LR: 0.020000
Training Epoch: 25 [27392/45000]	Loss: 0.3402	LR: 0.020000
Training Epoch: 25 [27648/45000]	Loss: 0.4405	LR: 0.020000
Training Epoch: 25 [27904/45000]	Loss: 0.3570	LR: 0.020000
Training Epoch: 25 [28160/45000]	Loss: 0.4543	LR: 0.020000
Training Epoch: 25 [28416/45000]	Loss: 0.3707	LR: 0.020000
Training Epoch: 25 [28672/45000]	Loss: 0.3728	LR: 0.020000
Training Epoch: 25 [28928/45000]	Loss: 0.3521	LR: 0.020000
Training Epoch: 25 [29184/45000]	Loss: 0.4321	LR: 0.020000
Training Epoch: 25 [29440/45000]	Loss: 0.3618	LR: 0.020000
Training Epoch: 25 [29696/45000]	Loss: 0.3718	LR: 0.020000
Training Epoch: 25 [29952/45000]	Loss: 0.4870	LR: 0.020000
Training Epoch: 25 [30208/45000]	Loss: 0.2746	LR: 0.020000
Training Epoch: 25 [30464/45000]	Loss: 0.3688	LR: 0.020000
Training Epoch: 25 [30720/45000]	Loss: 0.3911	LR: 0.020000
Training Epoch: 25 [30976/45000]	Loss: 0.3964	LR: 0.020000
Training Epoch: 25 [31232/45000]	Loss: 0.4047	LR: 0.020000
Training Epoch: 25 [31488/45000]	Loss: 0.3692	LR: 0.020000
Training Epoch: 25 [31744/45000]	Loss: 0.3931	LR: 0.020000
Training Epoch: 25 [32000/45000]	Loss: 0.3977	LR: 0.020000
Training Epoch: 25 [32256/45000]	Loss: 0.4960	LR: 0.020000
Training Epoch: 25 [32512/45000]	Loss: 0.3261	LR: 0.020000
Training Epoch: 25 [32768/45000]	Loss: 0.4135	LR: 0.020000
Training Epoch: 25 [33024/45000]	Loss: 0.4248	LR: 0.020000
Training Epoch: 25 [33280/45000]	Loss: 0.4246	LR: 0.020000
Training Epoch: 25 [33536/45000]	Loss: 0.4136	LR: 0.020000
Training Epoch: 25 [33792/45000]	Loss: 0.2445	LR: 0.020000
Training Epoch: 25 [34048/45000]	Loss: 0.4084	LR: 0.020000
Training Epoch: 25 [34304/45000]	Loss: 0.3991	LR: 0.020000
Training Epoch: 25 [34560/45000]	Loss: 0.4301	LR: 0.020000
Training Epoch: 25 [34816/45000]	Loss: 0.4467	LR: 0.020000
Training Epoch: 25 [35072/45000]	Loss: 0.3052	LR: 0.020000
Training Epoch: 25 [35328/45000]	Loss: 0.4068	LR: 0.020000
Training Epoch: 25 [35584/45000]	Loss: 0.3815	LR: 0.020000
Training Epoch: 25 [35840/45000]	Loss: 0.3946	LR: 0.020000
Training Epoch: 25 [36096/45000]	Loss: 0.3952	LR: 0.020000
Training Epoch: 25 [36352/45000]	Loss: 0.4916	LR: 0.020000
Training Epoch: 25 [36608/45000]	Loss: 0.3964	LR: 0.020000
Training Epoch: 25 [36864/45000]	Loss: 0.4084	LR: 0.020000
Training Epoch: 25 [37120/45000]	Loss: 0.3838	LR: 0.020000
Training Epoch: 25 [37376/45000]	Loss: 0.4041	LR: 0.020000
Training Epoch: 25 [37632/45000]	Loss: 0.4301	LR: 0.020000
Training Epoch: 25 [37888/45000]	Loss: 0.5057	LR: 0.020000
Training Epoch: 25 [38144/45000]	Loss: 0.3477	LR: 0.020000
Training Epoch: 25 [38400/45000]	Loss: 0.3682	LR: 0.020000
Training Epoch: 25 [38656/45000]	Loss: 0.4453	LR: 0.020000
Training Epoch: 25 [38912/45000]	Loss: 0.4266	LR: 0.020000
Training Epoch: 25 [39168/45000]	Loss: 0.3891	LR: 0.020000
Training Epoch: 25 [39424/45000]	Loss: 0.4242	LR: 0.020000
Training Epoch: 25 [39680/45000]	Loss: 0.4023	LR: 0.020000
Training Epoch: 25 [39936/45000]	Loss: 0.3831	LR: 0.020000
Training Epoch: 25 [40192/45000]	Loss: 0.4281	LR: 0.020000
Training Epoch: 25 [40448/45000]	Loss: 0.4398	LR: 0.020000
Training Epoch: 25 [40704/45000]	Loss: 0.4094	LR: 0.020000
Training Epoch: 25 [40960/45000]	Loss: 0.4056	LR: 0.020000
Training Epoch: 25 [41216/45000]	Loss: 0.2831	LR: 0.020000
Training Epoch: 25 [41472/45000]	Loss: 0.4631	LR: 0.020000
Training Epoch: 25 [41728/45000]	Loss: 0.2795	LR: 0.020000
Training Epoch: 25 [41984/45000]	Loss: 0.4291	LR: 0.020000
Training Epoch: 25 [42240/45000]	Loss: 0.3718	LR: 0.020000
Training Epoch: 25 [42496/45000]	Loss: 0.5030	LR: 0.020000
Training Epoch: 25 [42752/45000]	Loss: 0.3358	LR: 0.020000
Training Epoch: 25 [43008/45000]	Loss: 0.4424	LR: 0.020000
Training Epoch: 25 [43264/45000]	Loss: 0.3274	LR: 0.020000
Training Epoch: 25 [43520/45000]	Loss: 0.3984	LR: 0.020000
Training Epoch: 25 [43776/45000]	Loss: 0.4004	LR: 0.020000
Training Epoch: 25 [44032/45000]	Loss: 0.3356	LR: 0.020000
Training Epoch: 25 [44288/45000]	Loss: 0.4182	LR: 0.020000
Training Epoch: 25 [44544/45000]	Loss: 0.4734	LR: 0.020000
Training Epoch: 25 [44800/45000]	Loss: 0.4369	LR: 0.020000
Training Epoch: 25 [45000/45000]	Loss: 0.5085	LR: 0.020000
Epoch 25 - Average Train Loss: 0.3842, Train Accuracy: 0.8720
Epoch 25 training time consumed: 26.76s
Evaluating Network.....
Test set: Epoch: 25, Average loss: 0.0033, Accuracy: 0.7587, Time consumed:0.94s
Training Epoch: 26 [256/45000]	Loss: 0.3767	LR: 0.020000
Training Epoch: 26 [512/45000]	Loss: 0.3664	LR: 0.020000
Training Epoch: 26 [768/45000]	Loss: 0.3517	LR: 0.020000
Training Epoch: 26 [1024/45000]	Loss: 0.2553	LR: 0.020000
Training Epoch: 26 [1280/45000]	Loss: 0.4052	LR: 0.020000
Training Epoch: 26 [1536/45000]	Loss: 0.3159	LR: 0.020000
Training Epoch: 26 [1792/45000]	Loss: 0.3494	LR: 0.020000
Training Epoch: 26 [2048/45000]	Loss: 0.2673	LR: 0.020000
Training Epoch: 26 [2304/45000]	Loss: 0.3327	LR: 0.020000
Training Epoch: 26 [2560/45000]	Loss: 0.5139	LR: 0.020000
Training Epoch: 26 [2816/45000]	Loss: 0.3048	LR: 0.020000
Training Epoch: 26 [3072/45000]	Loss: 0.3436	LR: 0.020000
Training Epoch: 26 [3328/45000]	Loss: 0.3438	LR: 0.020000
Training Epoch: 26 [3584/45000]	Loss: 0.3347	LR: 0.020000
Training Epoch: 26 [3840/45000]	Loss: 0.3373	LR: 0.020000
Training Epoch: 26 [4096/45000]	Loss: 0.3015	LR: 0.020000
Training Epoch: 26 [4352/45000]	Loss: 0.3373	LR: 0.020000
Training Epoch: 26 [4608/45000]	Loss: 0.4303	LR: 0.020000
Training Epoch: 26 [4864/45000]	Loss: 0.3898	LR: 0.020000
Training Epoch: 26 [5120/45000]	Loss: 0.3915	LR: 0.020000
Training Epoch: 26 [5376/45000]	Loss: 0.4175	LR: 0.020000
Training Epoch: 26 [5632/45000]	Loss: 0.3660	LR: 0.020000
Training Epoch: 26 [5888/45000]	Loss: 0.2868	LR: 0.020000
Training Epoch: 26 [6144/45000]	Loss: 0.4426	LR: 0.020000
Training Epoch: 26 [6400/45000]	Loss: 0.3074	LR: 0.020000
Training Epoch: 26 [6656/45000]	Loss: 0.3663	LR: 0.020000
Training Epoch: 26 [6912/45000]	Loss: 0.4051	LR: 0.020000
Training Epoch: 26 [7168/45000]	Loss: 0.3410	LR: 0.020000
Training Epoch: 26 [7424/45000]	Loss: 0.2959	LR: 0.020000
Training Epoch: 26 [7680/45000]	Loss: 0.3295	LR: 0.020000
Training Epoch: 26 [7936/45000]	Loss: 0.4131	LR: 0.020000
Training Epoch: 26 [8192/45000]	Loss: 0.3767	LR: 0.020000
Training Epoch: 26 [8448/45000]	Loss: 0.2888	LR: 0.020000
Training Epoch: 26 [8704/45000]	Loss: 0.2414	LR: 0.020000
Training Epoch: 26 [8960/45000]	Loss: 0.3859	LR: 0.020000
Training Epoch: 26 [9216/45000]	Loss: 0.3452	LR: 0.020000
Training Epoch: 26 [9472/45000]	Loss: 0.3345	LR: 0.020000
Training Epoch: 26 [9728/45000]	Loss: 0.3487	LR: 0.020000
Training Epoch: 26 [9984/45000]	Loss: 0.3356	LR: 0.020000
Training Epoch: 26 [10240/45000]	Loss: 0.3756	LR: 0.020000
Training Epoch: 26 [10496/45000]	Loss: 0.4340	LR: 0.020000
Training Epoch: 26 [10752/45000]	Loss: 0.3248	LR: 0.020000
Training Epoch: 26 [11008/45000]	Loss: 0.3985	LR: 0.020000
Training Epoch: 26 [11264/45000]	Loss: 0.4316	LR: 0.020000
Training Epoch: 26 [11520/45000]	Loss: 0.3339	LR: 0.020000
Training Epoch: 26 [11776/45000]	Loss: 0.2824	LR: 0.020000
Training Epoch: 26 [12032/45000]	Loss: 0.3982	LR: 0.020000
Training Epoch: 26 [12288/45000]	Loss: 0.3108	LR: 0.020000
Training Epoch: 26 [12544/45000]	Loss: 0.3331	LR: 0.020000
Training Epoch: 26 [12800/45000]	Loss: 0.3572	LR: 0.020000
Training Epoch: 26 [13056/45000]	Loss: 0.3871	LR: 0.020000
Training Epoch: 26 [13312/45000]	Loss: 0.3161	LR: 0.020000
Training Epoch: 26 [13568/45000]	Loss: 0.3677	LR: 0.020000
Training Epoch: 26 [13824/45000]	Loss: 0.4061	LR: 0.020000
Training Epoch: 26 [14080/45000]	Loss: 0.4599	LR: 0.020000
Training Epoch: 26 [14336/45000]	Loss: 0.4483	LR: 0.020000
Training Epoch: 26 [14592/45000]	Loss: 0.3823	LR: 0.020000
Training Epoch: 26 [14848/45000]	Loss: 0.3241	LR: 0.020000
Training Epoch: 26 [15104/45000]	Loss: 0.4065	LR: 0.020000
Training Epoch: 26 [15360/45000]	Loss: 0.4283	LR: 0.020000
Training Epoch: 26 [15616/45000]	Loss: 0.3116	LR: 0.020000
Training Epoch: 26 [15872/45000]	Loss: 0.3927	LR: 0.020000
Training Epoch: 26 [16128/45000]	Loss: 0.3645	LR: 0.020000
Training Epoch: 26 [16384/45000]	Loss: 0.3188	LR: 0.020000
Training Epoch: 26 [16640/45000]	Loss: 0.4497	LR: 0.020000
Training Epoch: 26 [16896/45000]	Loss: 0.3718	LR: 0.020000
Training Epoch: 26 [17152/45000]	Loss: 0.3717	LR: 0.020000
Training Epoch: 26 [17408/45000]	Loss: 0.4056	LR: 0.020000
Training Epoch: 26 [17664/45000]	Loss: 0.3456	LR: 0.020000
Training Epoch: 26 [17920/45000]	Loss: 0.4116	LR: 0.020000
Training Epoch: 26 [18176/45000]	Loss: 0.2829	LR: 0.020000
Training Epoch: 26 [18432/45000]	Loss: 0.4178	LR: 0.020000
Training Epoch: 26 [18688/45000]	Loss: 0.4221	LR: 0.020000
Training Epoch: 26 [18944/45000]	Loss: 0.3631	LR: 0.020000
Training Epoch: 26 [19200/45000]	Loss: 0.3507	LR: 0.020000
Training Epoch: 26 [19456/45000]	Loss: 0.3837	LR: 0.020000
Training Epoch: 26 [19712/45000]	Loss: 0.3831	LR: 0.020000
Training Epoch: 26 [19968/45000]	Loss: 0.3988	LR: 0.020000
Training Epoch: 26 [20224/45000]	Loss: 0.4527	LR: 0.020000
Training Epoch: 26 [20480/45000]	Loss: 0.3402	LR: 0.020000
Training Epoch: 26 [20736/45000]	Loss: 0.3161	LR: 0.020000
Training Epoch: 26 [20992/45000]	Loss: 0.4197	LR: 0.020000
Training Epoch: 26 [21248/45000]	Loss: 0.4407	LR: 0.020000
Training Epoch: 26 [21504/45000]	Loss: 0.3922	LR: 0.020000
Training Epoch: 26 [21760/45000]	Loss: 0.4026	LR: 0.020000
Training Epoch: 26 [22016/45000]	Loss: 0.3892	LR: 0.020000
Training Epoch: 26 [22272/45000]	Loss: 0.4024	LR: 0.020000
Training Epoch: 26 [22528/45000]	Loss: 0.3999	LR: 0.020000
Training Epoch: 26 [22784/45000]	Loss: 0.3839	LR: 0.020000
Training Epoch: 26 [23040/45000]	Loss: 0.2634	LR: 0.020000
Training Epoch: 26 [23296/45000]	Loss: 0.4002	LR: 0.020000
Training Epoch: 26 [23552/45000]	Loss: 0.4169	LR: 0.020000
Training Epoch: 26 [23808/45000]	Loss: 0.3851	LR: 0.020000
Training Epoch: 26 [24064/45000]	Loss: 0.4202	LR: 0.020000
Training Epoch: 26 [24320/45000]	Loss: 0.3927	LR: 0.020000
Training Epoch: 26 [24576/45000]	Loss: 0.3232	LR: 0.020000
Training Epoch: 26 [24832/45000]	Loss: 0.3918	LR: 0.020000
Training Epoch: 26 [25088/45000]	Loss: 0.3908	LR: 0.020000
Training Epoch: 26 [25344/45000]	Loss: 0.4139	LR: 0.020000
Training Epoch: 26 [25600/45000]	Loss: 0.3963	LR: 0.020000
Training Epoch: 26 [25856/45000]	Loss: 0.3833	LR: 0.020000
Training Epoch: 26 [26112/45000]	Loss: 0.3701	LR: 0.020000
Training Epoch: 26 [26368/45000]	Loss: 0.4380	LR: 0.020000
Training Epoch: 26 [26624/45000]	Loss: 0.5175	LR: 0.020000
Training Epoch: 26 [26880/45000]	Loss: 0.4853	LR: 0.020000
Training Epoch: 26 [27136/45000]	Loss: 0.4633	LR: 0.020000
Training Epoch: 26 [27392/45000]	Loss: 0.4069	LR: 0.020000
Training Epoch: 26 [27648/45000]	Loss: 0.3828	LR: 0.020000
Training Epoch: 26 [27904/45000]	Loss: 0.3587	LR: 0.020000
Training Epoch: 26 [28160/45000]	Loss: 0.4592	LR: 0.020000
Training Epoch: 26 [28416/45000]	Loss: 0.4577	LR: 0.020000
Training Epoch: 26 [28672/45000]	Loss: 0.5284	LR: 0.020000
Training Epoch: 26 [28928/45000]	Loss: 0.3090	LR: 0.020000
Training Epoch: 26 [29184/45000]	Loss: 0.3092	LR: 0.020000
Training Epoch: 26 [29440/45000]	Loss: 0.4369	LR: 0.020000
Training Epoch: 26 [29696/45000]	Loss: 0.3952	LR: 0.020000
Training Epoch: 26 [29952/45000]	Loss: 0.3807	LR: 0.020000
Training Epoch: 26 [30208/45000]	Loss: 0.3114	LR: 0.020000
Training Epoch: 26 [30464/45000]	Loss: 0.4183	LR: 0.020000
Training Epoch: 26 [30720/45000]	Loss: 0.4456	LR: 0.020000
Training Epoch: 26 [30976/45000]	Loss: 0.4300	LR: 0.020000
Training Epoch: 26 [31232/45000]	Loss: 0.4017	LR: 0.020000
Training Epoch: 26 [31488/45000]	Loss: 0.3972	LR: 0.020000
Training Epoch: 26 [31744/45000]	Loss: 0.3584	LR: 0.020000
Training Epoch: 26 [32000/45000]	Loss: 0.3672	LR: 0.020000
Training Epoch: 26 [32256/45000]	Loss: 0.4025	LR: 0.020000
Training Epoch: 26 [32512/45000]	Loss: 0.3813	LR: 0.020000
Training Epoch: 26 [32768/45000]	Loss: 0.3650	LR: 0.020000
Training Epoch: 26 [33024/45000]	Loss: 0.3562	LR: 0.020000
Training Epoch: 26 [33280/45000]	Loss: 0.5060	LR: 0.020000
Training Epoch: 26 [33536/45000]	Loss: 0.4115	LR: 0.020000
Training Epoch: 26 [33792/45000]	Loss: 0.3752	LR: 0.020000
Training Epoch: 26 [34048/45000]	Loss: 0.3876	LR: 0.020000
Training Epoch: 26 [34304/45000]	Loss: 0.3821	LR: 0.020000
Training Epoch: 26 [34560/45000]	Loss: 0.3488	LR: 0.020000
Training Epoch: 26 [34816/45000]	Loss: 0.3904	LR: 0.020000
Training Epoch: 26 [35072/45000]	Loss: 0.3022	LR: 0.020000
Training Epoch: 26 [35328/45000]	Loss: 0.3601	LR: 0.020000
Training Epoch: 26 [35584/45000]	Loss: 0.4195	LR: 0.020000
Training Epoch: 26 [35840/45000]	Loss: 0.3740	LR: 0.020000
Training Epoch: 26 [36096/45000]	Loss: 0.3563	LR: 0.020000
Training Epoch: 26 [36352/45000]	Loss: 0.3676	LR: 0.020000
Training Epoch: 26 [36608/45000]	Loss: 0.3766	LR: 0.020000
Training Epoch: 26 [36864/45000]	Loss: 0.5514	LR: 0.020000
Training Epoch: 26 [37120/45000]	Loss: 0.4137	LR: 0.020000
Training Epoch: 26 [37376/45000]	Loss: 0.4005	LR: 0.020000
Training Epoch: 26 [37632/45000]	Loss: 0.3276	LR: 0.020000
Training Epoch: 26 [37888/45000]	Loss: 0.4275	LR: 0.020000
Training Epoch: 26 [38144/45000]	Loss: 0.4326	LR: 0.020000
Training Epoch: 26 [38400/45000]	Loss: 0.4352	LR: 0.020000
Training Epoch: 26 [38656/45000]	Loss: 0.3975	LR: 0.020000
Training Epoch: 26 [38912/45000]	Loss: 0.3351	LR: 0.020000
Training Epoch: 26 [39168/45000]	Loss: 0.3416	LR: 0.020000
Training Epoch: 26 [39424/45000]	Loss: 0.3243	LR: 0.020000
Training Epoch: 26 [39680/45000]	Loss: 0.4440	LR: 0.020000
Training Epoch: 26 [39936/45000]	Loss: 0.4078	LR: 0.020000
Training Epoch: 26 [40192/45000]	Loss: 0.4001	LR: 0.020000
Training Epoch: 26 [40448/45000]	Loss: 0.3207	LR: 0.020000
Training Epoch: 26 [40704/45000]	Loss: 0.3798	LR: 0.020000
Training Epoch: 26 [40960/45000]	Loss: 0.3179	LR: 0.020000
Training Epoch: 26 [41216/45000]	Loss: 0.5177	LR: 0.020000
Training Epoch: 26 [41472/45000]	Loss: 0.4990	LR: 0.020000
Training Epoch: 26 [41728/45000]	Loss: 0.3237	LR: 0.020000
Training Epoch: 26 [41984/45000]	Loss: 0.3824	LR: 0.020000
Training Epoch: 26 [42240/45000]	Loss: 0.4153	LR: 0.020000
Training Epoch: 26 [42496/45000]	Loss: 0.2767	LR: 0.020000
Training Epoch: 26 [42752/45000]	Loss: 0.3456	LR: 0.020000
Training Epoch: 26 [43008/45000]	Loss: 0.3735	LR: 0.020000
Training Epoch: 26 [43264/45000]	Loss: 0.3141	LR: 0.020000
Training Epoch: 26 [43520/45000]	Loss: 0.4119	LR: 0.020000
Training Epoch: 26 [43776/45000]	Loss: 0.3755	LR: 0.020000
Training Epoch: 26 [44032/45000]	Loss: 0.4644	LR: 0.020000
Training Epoch: 26 [44288/45000]	Loss: 0.3604	LR: 0.020000
Training Epoch: 26 [44544/45000]	Loss: 0.5050	LR: 0.020000
Training Epoch: 26 [44800/45000]	Loss: 0.3781	LR: 0.020000
Training Epoch: 26 [45000/45000]	Loss: 0.4374	LR: 0.020000
Epoch 26 - Average Train Loss: 0.3805, Train Accuracy: 0.8735
Epoch 26 training time consumed: 26.92s
Evaluating Network.....
Test set: Epoch: 26, Average loss: 0.0033, Accuracy: 0.7606, Time consumed:0.87s
Training Epoch: 27 [256/45000]	Loss: 0.3219	LR: 0.020000
Training Epoch: 27 [512/45000]	Loss: 0.3121	LR: 0.020000
Training Epoch: 27 [768/45000]	Loss: 0.3544	LR: 0.020000
Training Epoch: 27 [1024/45000]	Loss: 0.2573	LR: 0.020000
Training Epoch: 27 [1280/45000]	Loss: 0.2825	LR: 0.020000
Training Epoch: 27 [1536/45000]	Loss: 0.3741	LR: 0.020000
Training Epoch: 27 [1792/45000]	Loss: 0.3042	LR: 0.020000
Training Epoch: 27 [2048/45000]	Loss: 0.3193	LR: 0.020000
Training Epoch: 27 [2304/45000]	Loss: 0.4018	LR: 0.020000
Training Epoch: 27 [2560/45000]	Loss: 0.2454	LR: 0.020000
Training Epoch: 27 [2816/45000]	Loss: 0.2957	LR: 0.020000
Training Epoch: 27 [3072/45000]	Loss: 0.3555	LR: 0.020000
Training Epoch: 27 [3328/45000]	Loss: 0.4260	LR: 0.020000
Training Epoch: 27 [3584/45000]	Loss: 0.3221	LR: 0.020000
Training Epoch: 27 [3840/45000]	Loss: 0.3715	LR: 0.020000
Training Epoch: 27 [4096/45000]	Loss: 0.3704	LR: 0.020000
Training Epoch: 27 [4352/45000]	Loss: 0.3777	LR: 0.020000
Training Epoch: 27 [4608/45000]	Loss: 0.2947	LR: 0.020000
Training Epoch: 27 [4864/45000]	Loss: 0.3377	LR: 0.020000
Training Epoch: 27 [5120/45000]	Loss: 0.3235	LR: 0.020000
Training Epoch: 27 [5376/45000]	Loss: 0.3144	LR: 0.020000
Training Epoch: 27 [5632/45000]	Loss: 0.3081	LR: 0.020000
Training Epoch: 27 [5888/45000]	Loss: 0.3157	LR: 0.020000
Training Epoch: 27 [6144/45000]	Loss: 0.2981	LR: 0.020000
Training Epoch: 27 [6400/45000]	Loss: 0.3569	LR: 0.020000
Training Epoch: 27 [6656/45000]	Loss: 0.3558	LR: 0.020000
Training Epoch: 27 [6912/45000]	Loss: 0.3692	LR: 0.020000
Training Epoch: 27 [7168/45000]	Loss: 0.2870	LR: 0.020000
Training Epoch: 27 [7424/45000]	Loss: 0.3815	LR: 0.020000
Training Epoch: 27 [7680/45000]	Loss: 0.2772	LR: 0.020000
Training Epoch: 27 [7936/45000]	Loss: 0.3396	LR: 0.020000
Training Epoch: 27 [8192/45000]	Loss: 0.3740	LR: 0.020000
Training Epoch: 27 [8448/45000]	Loss: 0.3346	LR: 0.020000
Training Epoch: 27 [8704/45000]	Loss: 0.2774	LR: 0.020000
Training Epoch: 27 [8960/45000]	Loss: 0.3586	LR: 0.020000
Training Epoch: 27 [9216/45000]	Loss: 0.3532	LR: 0.020000
Training Epoch: 27 [9472/45000]	Loss: 0.3162	LR: 0.020000
Training Epoch: 27 [9728/45000]	Loss: 0.2796	LR: 0.020000
Training Epoch: 27 [9984/45000]	Loss: 0.3467	LR: 0.020000
Training Epoch: 27 [10240/45000]	Loss: 0.3888	LR: 0.020000
Training Epoch: 27 [10496/45000]	Loss: 0.3849	LR: 0.020000
Training Epoch: 27 [10752/45000]	Loss: 0.3697	LR: 0.020000
Training Epoch: 27 [11008/45000]	Loss: 0.3359	LR: 0.020000
Training Epoch: 27 [11264/45000]	Loss: 0.2917	LR: 0.020000
Training Epoch: 27 [11520/45000]	Loss: 0.3516	LR: 0.020000
Training Epoch: 27 [11776/45000]	Loss: 0.2688	LR: 0.020000
Training Epoch: 27 [12032/45000]	Loss: 0.3650	LR: 0.020000
Training Epoch: 27 [12288/45000]	Loss: 0.3508	LR: 0.020000
Training Epoch: 27 [12544/45000]	Loss: 0.3077	LR: 0.020000
Training Epoch: 27 [12800/45000]	Loss: 0.3930	LR: 0.020000
Training Epoch: 27 [13056/45000]	Loss: 0.3682	LR: 0.020000
Training Epoch: 27 [13312/45000]	Loss: 0.3963	LR: 0.020000
Training Epoch: 27 [13568/45000]	Loss: 0.3190	LR: 0.020000
Training Epoch: 27 [13824/45000]	Loss: 0.3911	LR: 0.020000
Training Epoch: 27 [14080/45000]	Loss: 0.2690	LR: 0.020000
Training Epoch: 27 [14336/45000]	Loss: 0.2946	LR: 0.020000
Training Epoch: 27 [14592/45000]	Loss: 0.3646	LR: 0.020000
Training Epoch: 27 [14848/45000]	Loss: 0.3675	LR: 0.020000
Training Epoch: 27 [15104/45000]	Loss: 0.3502	LR: 0.020000
Training Epoch: 27 [15360/45000]	Loss: 0.3096	LR: 0.020000
Training Epoch: 27 [15616/45000]	Loss: 0.3011	LR: 0.020000
Training Epoch: 27 [15872/45000]	Loss: 0.3517	LR: 0.020000
Training Epoch: 27 [16128/45000]	Loss: 0.4338	LR: 0.020000
Training Epoch: 27 [16384/45000]	Loss: 0.3756	LR: 0.020000
Training Epoch: 27 [16640/45000]	Loss: 0.3528	LR: 0.020000
Training Epoch: 27 [16896/45000]	Loss: 0.3607	LR: 0.020000
Training Epoch: 27 [17152/45000]	Loss: 0.3517	LR: 0.020000
Training Epoch: 27 [17408/45000]	Loss: 0.2899	LR: 0.020000
Training Epoch: 27 [17664/45000]	Loss: 0.3675	LR: 0.020000
Training Epoch: 27 [17920/45000]	Loss: 0.4126	LR: 0.020000
Training Epoch: 27 [18176/45000]	Loss: 0.4597	LR: 0.020000
Training Epoch: 27 [18432/45000]	Loss: 0.3319	LR: 0.020000
Training Epoch: 27 [18688/45000]	Loss: 0.4017	LR: 0.020000
Training Epoch: 27 [18944/45000]	Loss: 0.3695	LR: 0.020000
Training Epoch: 27 [19200/45000]	Loss: 0.4714	LR: 0.020000
Training Epoch: 27 [19456/45000]	Loss: 0.4436	LR: 0.020000
Training Epoch: 27 [19712/45000]	Loss: 0.3632	LR: 0.020000
Training Epoch: 27 [19968/45000]	Loss: 0.4084	LR: 0.020000
Training Epoch: 27 [20224/45000]	Loss: 0.3075	LR: 0.020000
Training Epoch: 27 [20480/45000]	Loss: 0.3630	LR: 0.020000
Training Epoch: 27 [20736/45000]	Loss: 0.4360	LR: 0.020000
Training Epoch: 27 [20992/45000]	Loss: 0.3172	LR: 0.020000
Training Epoch: 27 [21248/45000]	Loss: 0.3559	LR: 0.020000
Training Epoch: 27 [21504/45000]	Loss: 0.3031	LR: 0.020000
Training Epoch: 27 [21760/45000]	Loss: 0.3330	LR: 0.020000
Training Epoch: 27 [22016/45000]	Loss: 0.3427	LR: 0.020000
Training Epoch: 27 [22272/45000]	Loss: 0.3570	LR: 0.020000
Training Epoch: 27 [22528/45000]	Loss: 0.3361	LR: 0.020000
Training Epoch: 27 [22784/45000]	Loss: 0.4495	LR: 0.020000
Training Epoch: 27 [23040/45000]	Loss: 0.4643	LR: 0.020000
Training Epoch: 27 [23296/45000]	Loss: 0.3749	LR: 0.020000
Training Epoch: 27 [23552/45000]	Loss: 0.3320	LR: 0.020000
Training Epoch: 27 [23808/45000]	Loss: 0.3213	LR: 0.020000
Training Epoch: 27 [24064/45000]	Loss: 0.2580	LR: 0.020000
Training Epoch: 27 [24320/45000]	Loss: 0.3568	LR: 0.020000
Training Epoch: 27 [24576/45000]	Loss: 0.3849	LR: 0.020000
Training Epoch: 27 [24832/45000]	Loss: 0.3604	LR: 0.020000
Training Epoch: 27 [25088/45000]	Loss: 0.3266	LR: 0.020000
Training Epoch: 27 [25344/45000]	Loss: 0.3347	LR: 0.020000
Training Epoch: 27 [25600/45000]	Loss: 0.3497	LR: 0.020000
Training Epoch: 27 [25856/45000]	Loss: 0.3576	LR: 0.020000
Training Epoch: 27 [26112/45000]	Loss: 0.4373	LR: 0.020000
Training Epoch: 27 [26368/45000]	Loss: 0.3273	LR: 0.020000
Training Epoch: 27 [26624/45000]	Loss: 0.3132	LR: 0.020000
Training Epoch: 27 [26880/45000]	Loss: 0.4429	LR: 0.020000
Training Epoch: 27 [27136/45000]	Loss: 0.3685	LR: 0.020000
Training Epoch: 27 [27392/45000]	Loss: 0.4062	LR: 0.020000
Training Epoch: 27 [27648/45000]	Loss: 0.3939	LR: 0.020000
Training Epoch: 27 [27904/45000]	Loss: 0.3232	LR: 0.020000
Training Epoch: 27 [28160/45000]	Loss: 0.3217	LR: 0.020000
Training Epoch: 27 [28416/45000]	Loss: 0.4892	LR: 0.020000
Training Epoch: 27 [28672/45000]	Loss: 0.3493	LR: 0.020000
Training Epoch: 27 [28928/45000]	Loss: 0.3758	LR: 0.020000
Training Epoch: 27 [29184/45000]	Loss: 0.3536	LR: 0.020000
Training Epoch: 27 [29440/45000]	Loss: 0.3302	LR: 0.020000
Training Epoch: 27 [29696/45000]	Loss: 0.4224	LR: 0.020000
Training Epoch: 27 [29952/45000]	Loss: 0.4274	LR: 0.020000
Training Epoch: 27 [30208/45000]	Loss: 0.4054	LR: 0.020000
Training Epoch: 27 [30464/45000]	Loss: 0.3738	LR: 0.020000
Training Epoch: 27 [30720/45000]	Loss: 0.3628	LR: 0.020000
Training Epoch: 27 [30976/45000]	Loss: 0.4899	LR: 0.020000
Training Epoch: 27 [31232/45000]	Loss: 0.4481	LR: 0.020000
Training Epoch: 27 [31488/45000]	Loss: 0.3725	LR: 0.020000
Training Epoch: 27 [31744/45000]	Loss: 0.4006	LR: 0.020000
Training Epoch: 27 [32000/45000]	Loss: 0.3633	LR: 0.020000
Training Epoch: 27 [32256/45000]	Loss: 0.4112	LR: 0.020000
Training Epoch: 27 [32512/45000]	Loss: 0.4625	LR: 0.020000
Training Epoch: 27 [32768/45000]	Loss: 0.3696	LR: 0.020000
Training Epoch: 27 [33024/45000]	Loss: 0.3452	LR: 0.020000
Training Epoch: 27 [33280/45000]	Loss: 0.3137	LR: 0.020000
Training Epoch: 27 [33536/45000]	Loss: 0.4470	LR: 0.020000
Training Epoch: 27 [33792/45000]	Loss: 0.4175	LR: 0.020000
Training Epoch: 27 [34048/45000]	Loss: 0.2951	LR: 0.020000
Training Epoch: 27 [34304/45000]	Loss: 0.3132	LR: 0.020000
Training Epoch: 27 [34560/45000]	Loss: 0.3170	LR: 0.020000
Training Epoch: 27 [34816/45000]	Loss: 0.3948	LR: 0.020000
Training Epoch: 27 [35072/45000]	Loss: 0.4215	LR: 0.020000
Training Epoch: 27 [35328/45000]	Loss: 0.3723	LR: 0.020000
Training Epoch: 27 [35584/45000]	Loss: 0.4321	LR: 0.020000
Training Epoch: 27 [35840/45000]	Loss: 0.3656	LR: 0.020000
Training Epoch: 27 [36096/45000]	Loss: 0.3968	LR: 0.020000
Training Epoch: 27 [36352/45000]	Loss: 0.4852	LR: 0.020000
Training Epoch: 27 [36608/45000]	Loss: 0.3720	LR: 0.020000
Training Epoch: 27 [36864/45000]	Loss: 0.3428	LR: 0.020000
Training Epoch: 27 [37120/45000]	Loss: 0.4313	LR: 0.020000
Training Epoch: 27 [37376/45000]	Loss: 0.4426	LR: 0.020000
Training Epoch: 27 [37632/45000]	Loss: 0.3915	LR: 0.020000
Training Epoch: 27 [37888/45000]	Loss: 0.3646	LR: 0.020000
Training Epoch: 27 [38144/45000]	Loss: 0.4431	LR: 0.020000
Training Epoch: 27 [38400/45000]	Loss: 0.4692	LR: 0.020000
Training Epoch: 27 [38656/45000]	Loss: 0.3649	LR: 0.020000
Training Epoch: 27 [38912/45000]	Loss: 0.4146	LR: 0.020000
Training Epoch: 27 [39168/45000]	Loss: 0.4154	LR: 0.020000
Training Epoch: 27 [39424/45000]	Loss: 0.3921	LR: 0.020000
Training Epoch: 27 [39680/45000]	Loss: 0.3585	LR: 0.020000
Training Epoch: 27 [39936/45000]	Loss: 0.3639	LR: 0.020000
Training Epoch: 27 [40192/45000]	Loss: 0.3204	LR: 0.020000
Training Epoch: 27 [40448/45000]	Loss: 0.4029	LR: 0.020000
Training Epoch: 27 [40704/45000]	Loss: 0.3878	LR: 0.020000
Training Epoch: 27 [40960/45000]	Loss: 0.3885	LR: 0.020000
Training Epoch: 27 [41216/45000]	Loss: 0.3868	LR: 0.020000
Training Epoch: 27 [41472/45000]	Loss: 0.4154	LR: 0.020000
Training Epoch: 27 [41728/45000]	Loss: 0.3568	LR: 0.020000
Training Epoch: 27 [41984/45000]	Loss: 0.5136	LR: 0.020000
Training Epoch: 27 [42240/45000]	Loss: 0.3252	LR: 0.020000
Training Epoch: 27 [42496/45000]	Loss: 0.4184	LR: 0.020000
Training Epoch: 27 [42752/45000]	Loss: 0.3477	LR: 0.020000
Training Epoch: 27 [43008/45000]	Loss: 0.4234	LR: 0.020000
Training Epoch: 27 [43264/45000]	Loss: 0.3410	LR: 0.020000
Training Epoch: 27 [43520/45000]	Loss: 0.3521	LR: 0.020000
Training Epoch: 27 [43776/45000]	Loss: 0.3660	LR: 0.020000
Training Epoch: 27 [44032/45000]	Loss: 0.3721	LR: 0.020000
Training Epoch: 27 [44288/45000]	Loss: 0.4384	LR: 0.020000
Training Epoch: 27 [44544/45000]	Loss: 0.3638	LR: 0.020000
Training Epoch: 27 [44800/45000]	Loss: 0.3789	LR: 0.020000
Training Epoch: 27 [45000/45000]	Loss: 0.2688	LR: 0.020000
Epoch 27 - Average Train Loss: 0.3643, Train Accuracy: 0.8774
Epoch 27 training time consumed: 26.72s
Evaluating Network.....
Test set: Epoch: 27, Average loss: 0.0032, Accuracy: 0.7697, Time consumed:0.90s
Training Epoch: 28 [256/45000]	Loss: 0.3244	LR: 0.020000
Training Epoch: 28 [512/45000]	Loss: 0.3203	LR: 0.020000
Training Epoch: 28 [768/45000]	Loss: 0.3114	LR: 0.020000
Training Epoch: 28 [1024/45000]	Loss: 0.3227	LR: 0.020000
Training Epoch: 28 [1280/45000]	Loss: 0.3589	LR: 0.020000
Training Epoch: 28 [1536/45000]	Loss: 0.2987	LR: 0.020000
Training Epoch: 28 [1792/45000]	Loss: 0.2933	LR: 0.020000
Training Epoch: 28 [2048/45000]	Loss: 0.3623	LR: 0.020000
Training Epoch: 28 [2304/45000]	Loss: 0.3543	LR: 0.020000
Training Epoch: 28 [2560/45000]	Loss: 0.3303	LR: 0.020000
Training Epoch: 28 [2816/45000]	Loss: 0.3137	LR: 0.020000
Training Epoch: 28 [3072/45000]	Loss: 0.4321	LR: 0.020000
Training Epoch: 28 [3328/45000]	Loss: 0.3597	LR: 0.020000
Training Epoch: 28 [3584/45000]	Loss: 0.2870	LR: 0.020000
Training Epoch: 28 [3840/45000]	Loss: 0.3287	LR: 0.020000
Training Epoch: 28 [4096/45000]	Loss: 0.3111	LR: 0.020000
Training Epoch: 28 [4352/45000]	Loss: 0.3128	LR: 0.020000
Training Epoch: 28 [4608/45000]	Loss: 0.3762	LR: 0.020000
Training Epoch: 28 [4864/45000]	Loss: 0.2703	LR: 0.020000
Training Epoch: 28 [5120/45000]	Loss: 0.3228	LR: 0.020000
Training Epoch: 28 [5376/45000]	Loss: 0.3025	LR: 0.020000
Training Epoch: 28 [5632/45000]	Loss: 0.2691	LR: 0.020000
Training Epoch: 28 [5888/45000]	Loss: 0.2948	LR: 0.020000
Training Epoch: 28 [6144/45000]	Loss: 0.2927	LR: 0.020000
Training Epoch: 28 [6400/45000]	Loss: 0.3730	LR: 0.020000
Training Epoch: 28 [6656/45000]	Loss: 0.2925	LR: 0.020000
Training Epoch: 28 [6912/45000]	Loss: 0.3102	LR: 0.020000
Training Epoch: 28 [7168/45000]	Loss: 0.3212	LR: 0.020000
Training Epoch: 28 [7424/45000]	Loss: 0.3003	LR: 0.020000
Training Epoch: 28 [7680/45000]	Loss: 0.2685	LR: 0.020000
Training Epoch: 28 [7936/45000]	Loss: 0.2917	LR: 0.020000
Training Epoch: 28 [8192/45000]	Loss: 0.3196	LR: 0.020000
Training Epoch: 28 [8448/45000]	Loss: 0.2999	LR: 0.020000
Training Epoch: 28 [8704/45000]	Loss: 0.3326	LR: 0.020000
Training Epoch: 28 [8960/45000]	Loss: 0.2677	LR: 0.020000
Training Epoch: 28 [9216/45000]	Loss: 0.3617	LR: 0.020000
Training Epoch: 28 [9472/45000]	Loss: 0.3710	LR: 0.020000
Training Epoch: 28 [9728/45000]	Loss: 0.2836	LR: 0.020000
Training Epoch: 28 [9984/45000]	Loss: 0.2628	LR: 0.020000
Training Epoch: 28 [10240/45000]	Loss: 0.3808	LR: 0.020000
Training Epoch: 28 [10496/45000]	Loss: 0.3909	LR: 0.020000
Training Epoch: 28 [10752/45000]	Loss: 0.3282	LR: 0.020000
Training Epoch: 28 [11008/45000]	Loss: 0.3632	LR: 0.020000
Training Epoch: 28 [11264/45000]	Loss: 0.2881	LR: 0.020000
Training Epoch: 28 [11520/45000]	Loss: 0.3401	LR: 0.020000
Training Epoch: 28 [11776/45000]	Loss: 0.3436	LR: 0.020000
Training Epoch: 28 [12032/45000]	Loss: 0.3154	LR: 0.020000
Training Epoch: 28 [12288/45000]	Loss: 0.3555	LR: 0.020000
Training Epoch: 28 [12544/45000]	Loss: 0.3512	LR: 0.020000
Training Epoch: 28 [12800/45000]	Loss: 0.3573	LR: 0.020000
Training Epoch: 28 [13056/45000]	Loss: 0.3715	LR: 0.020000
Training Epoch: 28 [13312/45000]	Loss: 0.3669	LR: 0.020000
Training Epoch: 28 [13568/45000]	Loss: 0.2410	LR: 0.020000
Training Epoch: 28 [13824/45000]	Loss: 0.3555	LR: 0.020000
Training Epoch: 28 [14080/45000]	Loss: 0.3994	LR: 0.020000
Training Epoch: 28 [14336/45000]	Loss: 0.4191	LR: 0.020000
Training Epoch: 28 [14592/45000]	Loss: 0.3262	LR: 0.020000
Training Epoch: 28 [14848/45000]	Loss: 0.4134	LR: 0.020000
Training Epoch: 28 [15104/45000]	Loss: 0.3479	LR: 0.020000
Training Epoch: 28 [15360/45000]	Loss: 0.3791	LR: 0.020000
Training Epoch: 28 [15616/45000]	Loss: 0.3354	LR: 0.020000
Training Epoch: 28 [15872/45000]	Loss: 0.3577	LR: 0.020000
Training Epoch: 28 [16128/45000]	Loss: 0.3291	LR: 0.020000
Training Epoch: 28 [16384/45000]	Loss: 0.3840	LR: 0.020000
Training Epoch: 28 [16640/45000]	Loss: 0.3675	LR: 0.020000
Training Epoch: 28 [16896/45000]	Loss: 0.2374	LR: 0.020000
Training Epoch: 28 [17152/45000]	Loss: 0.2939	LR: 0.020000
Training Epoch: 28 [17408/45000]	Loss: 0.2699	LR: 0.020000
Training Epoch: 28 [17664/45000]	Loss: 0.2619	LR: 0.020000
Training Epoch: 28 [17920/45000]	Loss: 0.2993	LR: 0.020000
Training Epoch: 28 [18176/45000]	Loss: 0.3731	LR: 0.020000
Training Epoch: 28 [18432/45000]	Loss: 0.3710	LR: 0.020000
Training Epoch: 28 [18688/45000]	Loss: 0.3157	LR: 0.020000
Training Epoch: 28 [18944/45000]	Loss: 0.3491	LR: 0.020000
Training Epoch: 28 [19200/45000]	Loss: 0.3273	LR: 0.020000
Training Epoch: 28 [19456/45000]	Loss: 0.3097	LR: 0.020000
Training Epoch: 28 [19712/45000]	Loss: 0.3201	LR: 0.020000
Training Epoch: 28 [19968/45000]	Loss: 0.3129	LR: 0.020000
Training Epoch: 28 [20224/45000]	Loss: 0.4195	LR: 0.020000
Training Epoch: 28 [20480/45000]	Loss: 0.4648	LR: 0.020000
Training Epoch: 28 [20736/45000]	Loss: 0.3370	LR: 0.020000
Training Epoch: 28 [20992/45000]	Loss: 0.2417	LR: 0.020000
Training Epoch: 28 [21248/45000]	Loss: 0.3249	LR: 0.020000
Training Epoch: 28 [21504/45000]	Loss: 0.3256	LR: 0.020000
Training Epoch: 28 [21760/45000]	Loss: 0.3196	LR: 0.020000
Training Epoch: 28 [22016/45000]	Loss: 0.3981	LR: 0.020000
Training Epoch: 28 [22272/45000]	Loss: 0.3596	LR: 0.020000
Training Epoch: 28 [22528/45000]	Loss: 0.3243	LR: 0.020000
Training Epoch: 28 [22784/45000]	Loss: 0.3377	LR: 0.020000
Training Epoch: 28 [23040/45000]	Loss: 0.2914	LR: 0.020000
Training Epoch: 28 [23296/45000]	Loss: 0.3690	LR: 0.020000
Training Epoch: 28 [23552/45000]	Loss: 0.4248	LR: 0.020000
Training Epoch: 28 [23808/45000]	Loss: 0.4137	LR: 0.020000
Training Epoch: 28 [24064/45000]	Loss: 0.2838	LR: 0.020000
Training Epoch: 28 [24320/45000]	Loss: 0.3464	LR: 0.020000
Training Epoch: 28 [24576/45000]	Loss: 0.3042	LR: 0.020000
Training Epoch: 28 [24832/45000]	Loss: 0.3247	LR: 0.020000
Training Epoch: 28 [25088/45000]	Loss: 0.4492	LR: 0.020000
Training Epoch: 28 [25344/45000]	Loss: 0.3670	LR: 0.020000
Training Epoch: 28 [25600/45000]	Loss: 0.3503	LR: 0.020000
Training Epoch: 28 [25856/45000]	Loss: 0.2230	LR: 0.020000
Training Epoch: 28 [26112/45000]	Loss: 0.2875	LR: 0.020000
Training Epoch: 28 [26368/45000]	Loss: 0.3895	LR: 0.020000
Training Epoch: 28 [26624/45000]	Loss: 0.3135	LR: 0.020000
Training Epoch: 28 [26880/45000]	Loss: 0.3458	LR: 0.020000
Training Epoch: 28 [27136/45000]	Loss: 0.2565	LR: 0.020000
Training Epoch: 28 [27392/45000]	Loss: 0.2847	LR: 0.020000
Training Epoch: 28 [27648/45000]	Loss: 0.3002	LR: 0.020000
Training Epoch: 28 [27904/45000]	Loss: 0.3760	LR: 0.020000
Training Epoch: 28 [28160/45000]	Loss: 0.3651	LR: 0.020000
Training Epoch: 28 [28416/45000]	Loss: 0.4298	LR: 0.020000
Training Epoch: 28 [28672/45000]	Loss: 0.2954	LR: 0.020000
Training Epoch: 28 [28928/45000]	Loss: 0.3307	LR: 0.020000
Training Epoch: 28 [29184/45000]	Loss: 0.3362	LR: 0.020000
Training Epoch: 28 [29440/45000]	Loss: 0.4682	LR: 0.020000
Training Epoch: 28 [29696/45000]	Loss: 0.3510	LR: 0.020000
Training Epoch: 28 [29952/45000]	Loss: 0.3670	LR: 0.020000
Training Epoch: 28 [30208/45000]	Loss: 0.3952	LR: 0.020000
Training Epoch: 28 [30464/45000]	Loss: 0.4214	LR: 0.020000
Training Epoch: 28 [30720/45000]	Loss: 0.3642	LR: 0.020000
Training Epoch: 28 [30976/45000]	Loss: 0.3276	LR: 0.020000
Training Epoch: 28 [31232/45000]	Loss: 0.3886	LR: 0.020000
Training Epoch: 28 [31488/45000]	Loss: 0.3115	LR: 0.020000
Training Epoch: 28 [31744/45000]	Loss: 0.3064	LR: 0.020000
Training Epoch: 28 [32000/45000]	Loss: 0.3328	LR: 0.020000
Training Epoch: 28 [32256/45000]	Loss: 0.3470	LR: 0.020000
Training Epoch: 28 [32512/45000]	Loss: 0.3843	LR: 0.020000
Training Epoch: 28 [32768/45000]	Loss: 0.3006	LR: 0.020000
Training Epoch: 28 [33024/45000]	Loss: 0.5049	LR: 0.020000
Training Epoch: 28 [33280/45000]	Loss: 0.3152	LR: 0.020000
Training Epoch: 28 [33536/45000]	Loss: 0.3818	LR: 0.020000
Training Epoch: 28 [33792/45000]	Loss: 0.3745	LR: 0.020000
Training Epoch: 28 [34048/45000]	Loss: 0.4571	LR: 0.020000
Training Epoch: 28 [34304/45000]	Loss: 0.4055	LR: 0.020000
Training Epoch: 28 [34560/45000]	Loss: 0.4480	LR: 0.020000
Training Epoch: 28 [34816/45000]	Loss: 0.3261	LR: 0.020000
Training Epoch: 28 [35072/45000]	Loss: 0.3979	LR: 0.020000
Training Epoch: 28 [35328/45000]	Loss: 0.3424	LR: 0.020000
Training Epoch: 28 [35584/45000]	Loss: 0.4015	LR: 0.020000
Training Epoch: 28 [35840/45000]	Loss: 0.4531	LR: 0.020000
Training Epoch: 28 [36096/45000]	Loss: 0.3826	LR: 0.020000
Training Epoch: 28 [36352/45000]	Loss: 0.3674	LR: 0.020000
Training Epoch: 28 [36608/45000]	Loss: 0.4215	LR: 0.020000
Training Epoch: 28 [36864/45000]	Loss: 0.3910	LR: 0.020000
Training Epoch: 28 [37120/45000]	Loss: 0.2768	LR: 0.020000
Training Epoch: 28 [37376/45000]	Loss: 0.4350	LR: 0.020000
Training Epoch: 28 [37632/45000]	Loss: 0.3095	LR: 0.020000
Training Epoch: 28 [37888/45000]	Loss: 0.4665	LR: 0.020000
Training Epoch: 28 [38144/45000]	Loss: 0.3087	LR: 0.020000
Training Epoch: 28 [38400/45000]	Loss: 0.4118	LR: 0.020000
Training Epoch: 28 [38656/45000]	Loss: 0.4067	LR: 0.020000
Training Epoch: 28 [38912/45000]	Loss: 0.3651	LR: 0.020000
Training Epoch: 28 [39168/45000]	Loss: 0.3757	LR: 0.020000
Training Epoch: 28 [39424/45000]	Loss: 0.3998	LR: 0.020000
Training Epoch: 28 [39680/45000]	Loss: 0.3939	LR: 0.020000
Training Epoch: 28 [39936/45000]	Loss: 0.3647	LR: 0.020000
Training Epoch: 28 [40192/45000]	Loss: 0.4236	LR: 0.020000
Training Epoch: 28 [40448/45000]	Loss: 0.3832	LR: 0.020000
Training Epoch: 28 [40704/45000]	Loss: 0.3866	LR: 0.020000
Training Epoch: 28 [40960/45000]	Loss: 0.3321	LR: 0.020000
Training Epoch: 28 [41216/45000]	Loss: 0.3773	LR: 0.020000
Training Epoch: 28 [41472/45000]	Loss: 0.3357	LR: 0.020000
Training Epoch: 28 [41728/45000]	Loss: 0.3007	LR: 0.020000
Training Epoch: 28 [41984/45000]	Loss: 0.3633	LR: 0.020000
Training Epoch: 28 [42240/45000]	Loss: 0.3761	LR: 0.020000
Training Epoch: 28 [42496/45000]	Loss: 0.3398	LR: 0.020000
Training Epoch: 28 [42752/45000]	Loss: 0.4187	LR: 0.020000
Training Epoch: 28 [43008/45000]	Loss: 0.3140	LR: 0.020000
Training Epoch: 28 [43264/45000]	Loss: 0.4468	LR: 0.020000
Training Epoch: 28 [43520/45000]	Loss: 0.4059	LR: 0.020000
Training Epoch: 28 [43776/45000]	Loss: 0.3798	LR: 0.020000
Training Epoch: 28 [44032/45000]	Loss: 0.3962	LR: 0.020000
Training Epoch: 28 [44288/45000]	Loss: 0.3442	LR: 0.020000
Training Epoch: 28 [44544/45000]	Loss: 0.4599	LR: 0.020000
Training Epoch: 28 [44800/45000]	Loss: 0.3878	LR: 0.020000
Training Epoch: 28 [45000/45000]	Loss: 0.4455	LR: 0.020000
Epoch 28 - Average Train Loss: 0.3495, Train Accuracy: 0.8818
Epoch 28 training time consumed: 27.00s
Evaluating Network.....
Test set: Epoch: 28, Average loss: 0.0034, Accuracy: 0.7525, Time consumed:0.89s
Training Epoch: 29 [256/45000]	Loss: 0.3072	LR: 0.020000
Training Epoch: 29 [512/45000]	Loss: 0.2724	LR: 0.020000
Training Epoch: 29 [768/45000]	Loss: 0.2588	LR: 0.020000
Training Epoch: 29 [1024/45000]	Loss: 0.2642	LR: 0.020000
Training Epoch: 29 [1280/45000]	Loss: 0.3568	LR: 0.020000
Training Epoch: 29 [1536/45000]	Loss: 0.3310	LR: 0.020000
Training Epoch: 29 [1792/45000]	Loss: 0.2886	LR: 0.020000
Training Epoch: 29 [2048/45000]	Loss: 0.2842	LR: 0.020000
Training Epoch: 29 [2304/45000]	Loss: 0.3357	LR: 0.020000
Training Epoch: 29 [2560/45000]	Loss: 0.3909	LR: 0.020000
Training Epoch: 29 [2816/45000]	Loss: 0.3278	LR: 0.020000
Training Epoch: 29 [3072/45000]	Loss: 0.3072	LR: 0.020000
Training Epoch: 29 [3328/45000]	Loss: 0.3674	LR: 0.020000
Training Epoch: 29 [3584/45000]	Loss: 0.3130	LR: 0.020000
Training Epoch: 29 [3840/45000]	Loss: 0.2721	LR: 0.020000
Training Epoch: 29 [4096/45000]	Loss: 0.2968	LR: 0.020000
Training Epoch: 29 [4352/45000]	Loss: 0.3382	LR: 0.020000
Training Epoch: 29 [4608/45000]	Loss: 0.3382	LR: 0.020000
Training Epoch: 29 [4864/45000]	Loss: 0.3218	LR: 0.020000
Training Epoch: 29 [5120/45000]	Loss: 0.3019	LR: 0.020000
Training Epoch: 29 [5376/45000]	Loss: 0.2708	LR: 0.020000
Training Epoch: 29 [5632/45000]	Loss: 0.3138	LR: 0.020000
Training Epoch: 29 [5888/45000]	Loss: 0.2531	LR: 0.020000
Training Epoch: 29 [6144/45000]	Loss: 0.3067	LR: 0.020000
Training Epoch: 29 [6400/45000]	Loss: 0.3607	LR: 0.020000
Training Epoch: 29 [6656/45000]	Loss: 0.3780	LR: 0.020000
Training Epoch: 29 [6912/45000]	Loss: 0.3561	LR: 0.020000
Training Epoch: 29 [7168/45000]	Loss: 0.4162	LR: 0.020000
Training Epoch: 29 [7424/45000]	Loss: 0.3501	LR: 0.020000
Training Epoch: 29 [7680/45000]	Loss: 0.3110	LR: 0.020000
Training Epoch: 29 [7936/45000]	Loss: 0.3533	LR: 0.020000
Training Epoch: 29 [8192/45000]	Loss: 0.3537	LR: 0.020000
Training Epoch: 29 [8448/45000]	Loss: 0.3123	LR: 0.020000
Training Epoch: 29 [8704/45000]	Loss: 0.2841	LR: 0.020000
Training Epoch: 29 [8960/45000]	Loss: 0.3179	LR: 0.020000
Training Epoch: 29 [9216/45000]	Loss: 0.3117	LR: 0.020000
Training Epoch: 29 [9472/45000]	Loss: 0.2809	LR: 0.020000
Training Epoch: 29 [9728/45000]	Loss: 0.2826	LR: 0.020000
Training Epoch: 29 [9984/45000]	Loss: 0.3611	LR: 0.020000
Training Epoch: 29 [10240/45000]	Loss: 0.2583	LR: 0.020000
Training Epoch: 29 [10496/45000]	Loss: 0.2713	LR: 0.020000
Training Epoch: 29 [10752/45000]	Loss: 0.2756	LR: 0.020000
Training Epoch: 29 [11008/45000]	Loss: 0.2993	LR: 0.020000
Training Epoch: 29 [11264/45000]	Loss: 0.3261	LR: 0.020000
Training Epoch: 29 [11520/45000]	Loss: 0.3768	LR: 0.020000
Training Epoch: 29 [11776/45000]	Loss: 0.2906	LR: 0.020000
Training Epoch: 29 [12032/45000]	Loss: 0.3267	LR: 0.020000
Training Epoch: 29 [12288/45000]	Loss: 0.4013	LR: 0.020000
Training Epoch: 29 [12544/45000]	Loss: 0.3366	LR: 0.020000
Training Epoch: 29 [12800/45000]	Loss: 0.4087	LR: 0.020000
Training Epoch: 29 [13056/45000]	Loss: 0.2345	LR: 0.020000
Training Epoch: 29 [13312/45000]	Loss: 0.3059	LR: 0.020000
Training Epoch: 29 [13568/45000]	Loss: 0.3540	LR: 0.020000
Training Epoch: 29 [13824/45000]	Loss: 0.3461	LR: 0.020000
Training Epoch: 29 [14080/45000]	Loss: 0.4062	LR: 0.020000
Training Epoch: 29 [14336/45000]	Loss: 0.3173	LR: 0.020000
Training Epoch: 29 [14592/45000]	Loss: 0.3083	LR: 0.020000
Training Epoch: 29 [14848/45000]	Loss: 0.3119	LR: 0.020000
Training Epoch: 29 [15104/45000]	Loss: 0.3479	LR: 0.020000
Training Epoch: 29 [15360/45000]	Loss: 0.3123	LR: 0.020000
Training Epoch: 29 [15616/45000]	Loss: 0.2719	LR: 0.020000
Training Epoch: 29 [15872/45000]	Loss: 0.3138	LR: 0.020000
Training Epoch: 29 [16128/45000]	Loss: 0.3180	LR: 0.020000
Training Epoch: 29 [16384/45000]	Loss: 0.2418	LR: 0.020000
Training Epoch: 29 [16640/45000]	Loss: 0.3185	LR: 0.020000
Training Epoch: 29 [16896/45000]	Loss: 0.3623	LR: 0.020000
Training Epoch: 29 [17152/45000]	Loss: 0.3252	LR: 0.020000
Training Epoch: 29 [17408/45000]	Loss: 0.3386	LR: 0.020000
Training Epoch: 29 [17664/45000]	Loss: 0.3090	LR: 0.020000
Training Epoch: 29 [17920/45000]	Loss: 0.3639	LR: 0.020000
Training Epoch: 29 [18176/45000]	Loss: 0.3477	LR: 0.020000
Training Epoch: 29 [18432/45000]	Loss: 0.2657	LR: 0.020000
Training Epoch: 29 [18688/45000]	Loss: 0.3157	LR: 0.020000
Training Epoch: 29 [18944/45000]	Loss: 0.3209	LR: 0.020000
Training Epoch: 29 [19200/45000]	Loss: 0.3241	LR: 0.020000
Training Epoch: 29 [19456/45000]	Loss: 0.3882	LR: 0.020000
Training Epoch: 29 [19712/45000]	Loss: 0.3930	LR: 0.020000
Training Epoch: 29 [19968/45000]	Loss: 0.3000	LR: 0.020000
Training Epoch: 29 [20224/45000]	Loss: 0.3749	LR: 0.020000
Training Epoch: 29 [20480/45000]	Loss: 0.3192	LR: 0.020000
Training Epoch: 29 [20736/45000]	Loss: 0.3675	LR: 0.020000
Training Epoch: 29 [20992/45000]	Loss: 0.3456	LR: 0.020000
Training Epoch: 29 [21248/45000]	Loss: 0.5204	LR: 0.020000
Training Epoch: 29 [21504/45000]	Loss: 0.2617	LR: 0.020000
Training Epoch: 29 [21760/45000]	Loss: 0.3055	LR: 0.020000
Training Epoch: 29 [22016/45000]	Loss: 0.3053	LR: 0.020000
Training Epoch: 29 [22272/45000]	Loss: 0.3362	LR: 0.020000
Training Epoch: 29 [22528/45000]	Loss: 0.3101	LR: 0.020000
Training Epoch: 29 [22784/45000]	Loss: 0.3074	LR: 0.020000
Training Epoch: 29 [23040/45000]	Loss: 0.2991	LR: 0.020000
Training Epoch: 29 [23296/45000]	Loss: 0.3842	LR: 0.020000
Training Epoch: 29 [23552/45000]	Loss: 0.3352	LR: 0.020000
Training Epoch: 29 [23808/45000]	Loss: 0.3769	LR: 0.020000
Training Epoch: 29 [24064/45000]	Loss: 0.3375	LR: 0.020000
Training Epoch: 29 [24320/45000]	Loss: 0.3033	LR: 0.020000
Training Epoch: 29 [24576/45000]	Loss: 0.3376	LR: 0.020000
Training Epoch: 29 [24832/45000]	Loss: 0.3376	LR: 0.020000
Training Epoch: 29 [25088/45000]	Loss: 0.3601	LR: 0.020000
Training Epoch: 29 [25344/45000]	Loss: 0.3463	LR: 0.020000
Training Epoch: 29 [25600/45000]	Loss: 0.3654	LR: 0.020000
Training Epoch: 29 [25856/45000]	Loss: 0.3205	LR: 0.020000
Training Epoch: 29 [26112/45000]	Loss: 0.3801	LR: 0.020000
Training Epoch: 29 [26368/45000]	Loss: 0.3775	LR: 0.020000
Training Epoch: 29 [26624/45000]	Loss: 0.3343	LR: 0.020000
Training Epoch: 29 [26880/45000]	Loss: 0.3859	LR: 0.020000
Training Epoch: 29 [27136/45000]	Loss: 0.2770	LR: 0.020000
Training Epoch: 29 [27392/45000]	Loss: 0.3226	LR: 0.020000
Training Epoch: 29 [27648/45000]	Loss: 0.2887	LR: 0.020000
Training Epoch: 29 [27904/45000]	Loss: 0.3625	LR: 0.020000
Training Epoch: 29 [28160/45000]	Loss: 0.3352	LR: 0.020000
Training Epoch: 29 [28416/45000]	Loss: 0.3565	LR: 0.020000
Training Epoch: 29 [28672/45000]	Loss: 0.3584	LR: 0.020000
Training Epoch: 29 [28928/45000]	Loss: 0.3265	LR: 0.020000
Training Epoch: 29 [29184/45000]	Loss: 0.3714	LR: 0.020000
Training Epoch: 29 [29440/45000]	Loss: 0.4056	LR: 0.020000
Training Epoch: 29 [29696/45000]	Loss: 0.3481	LR: 0.020000
Training Epoch: 29 [29952/45000]	Loss: 0.3458	LR: 0.020000
Training Epoch: 29 [30208/45000]	Loss: 0.4150	LR: 0.020000
Training Epoch: 29 [30464/45000]	Loss: 0.3762	LR: 0.020000
Training Epoch: 29 [30720/45000]	Loss: 0.3434	LR: 0.020000
Training Epoch: 29 [30976/45000]	Loss: 0.3435	LR: 0.020000
Training Epoch: 29 [31232/45000]	Loss: 0.3182	LR: 0.020000
Training Epoch: 29 [31488/45000]	Loss: 0.3466	LR: 0.020000
Training Epoch: 29 [31744/45000]	Loss: 0.3795	LR: 0.020000
Training Epoch: 29 [32000/45000]	Loss: 0.3912	LR: 0.020000
Training Epoch: 29 [32256/45000]	Loss: 0.3823	LR: 0.020000
Training Epoch: 29 [32512/45000]	Loss: 0.3513	LR: 0.020000
Training Epoch: 29 [32768/45000]	Loss: 0.4633	LR: 0.020000
Training Epoch: 29 [33024/45000]	Loss: 0.4006	LR: 0.020000
Training Epoch: 29 [33280/45000]	Loss: 0.3202	LR: 0.020000
Training Epoch: 29 [33536/45000]	Loss: 0.4126	LR: 0.020000
Training Epoch: 29 [33792/45000]	Loss: 0.3510	LR: 0.020000
Training Epoch: 29 [34048/45000]	Loss: 0.3801	LR: 0.020000
Training Epoch: 29 [34304/45000]	Loss: 0.2912	LR: 0.020000
Training Epoch: 29 [34560/45000]	Loss: 0.3130	LR: 0.020000
Training Epoch: 29 [34816/45000]	Loss: 0.3267	LR: 0.020000
Training Epoch: 29 [35072/45000]	Loss: 0.3705	LR: 0.020000
Training Epoch: 29 [35328/45000]	Loss: 0.3205	LR: 0.020000
Training Epoch: 29 [35584/45000]	Loss: 0.2967	LR: 0.020000
Training Epoch: 29 [35840/45000]	Loss: 0.3243	LR: 0.020000
Training Epoch: 29 [36096/45000]	Loss: 0.3539	LR: 0.020000
Training Epoch: 29 [36352/45000]	Loss: 0.3502	LR: 0.020000
Training Epoch: 29 [36608/45000]	Loss: 0.3589	LR: 0.020000
Training Epoch: 29 [36864/45000]	Loss: 0.3344	LR: 0.020000
Training Epoch: 29 [37120/45000]	Loss: 0.2919	LR: 0.020000
Training Epoch: 29 [37376/45000]	Loss: 0.4266	LR: 0.020000
Training Epoch: 29 [37632/45000]	Loss: 0.3166	LR: 0.020000
Training Epoch: 29 [37888/45000]	Loss: 0.3201	LR: 0.020000
Training Epoch: 29 [38144/45000]	Loss: 0.3441	LR: 0.020000
Training Epoch: 29 [38400/45000]	Loss: 0.2701	LR: 0.020000
Training Epoch: 29 [38656/45000]	Loss: 0.3464	LR: 0.020000
Training Epoch: 29 [38912/45000]	Loss: 0.3916	LR: 0.020000
Training Epoch: 29 [39168/45000]	Loss: 0.4071	LR: 0.020000
Training Epoch: 29 [39424/45000]	Loss: 0.3145	LR: 0.020000
Training Epoch: 29 [39680/45000]	Loss: 0.3204	LR: 0.020000
Training Epoch: 29 [39936/45000]	Loss: 0.3843	LR: 0.020000
Training Epoch: 29 [40192/45000]	Loss: 0.4350	LR: 0.020000
Training Epoch: 29 [40448/45000]	Loss: 0.3155	LR: 0.020000
Training Epoch: 29 [40704/45000]	Loss: 0.2913	LR: 0.020000
Training Epoch: 29 [40960/45000]	Loss: 0.4008	LR: 0.020000
Training Epoch: 29 [41216/45000]	Loss: 0.3377	LR: 0.020000
Training Epoch: 29 [41472/45000]	Loss: 0.2957	LR: 0.020000
Training Epoch: 29 [41728/45000]	Loss: 0.3948	LR: 0.020000
Training Epoch: 29 [41984/45000]	Loss: 0.4157	LR: 0.020000
Training Epoch: 29 [42240/45000]	Loss: 0.3769	LR: 0.020000
Training Epoch: 29 [42496/45000]	Loss: 0.3476	LR: 0.020000
Training Epoch: 29 [42752/45000]	Loss: 0.3996	LR: 0.020000
Training Epoch: 29 [43008/45000]	Loss: 0.3648	LR: 0.020000
Training Epoch: 29 [43264/45000]	Loss: 0.3437	LR: 0.020000
Training Epoch: 29 [43520/45000]	Loss: 0.3959	LR: 0.020000
Training Epoch: 29 [43776/45000]	Loss: 0.3872	LR: 0.020000
Training Epoch: 29 [44032/45000]	Loss: 0.3040	LR: 0.020000
Training Epoch: 29 [44288/45000]	Loss: 0.3298	LR: 0.020000
Training Epoch: 29 [44544/45000]	Loss: 0.3240	LR: 0.020000
Training Epoch: 29 [44800/45000]	Loss: 0.4009	LR: 0.020000
Training Epoch: 29 [45000/45000]	Loss: 0.2941	LR: 0.020000
Epoch 29 - Average Train Loss: 0.3377, Train Accuracy: 0.8877
Epoch 29 training time consumed: 26.77s
Evaluating Network.....
Test set: Epoch: 29, Average loss: 0.0034, Accuracy: 0.7609, Time consumed:0.95s
Training Epoch: 30 [256/45000]	Loss: 0.2279	LR: 0.004000
Training Epoch: 30 [512/45000]	Loss: 0.2322	LR: 0.004000
Training Epoch: 30 [768/45000]	Loss: 0.3305	LR: 0.004000
Training Epoch: 30 [1024/45000]	Loss: 0.3297	LR: 0.004000
Training Epoch: 30 [1280/45000]	Loss: 0.3460	LR: 0.004000
Training Epoch: 30 [1536/45000]	Loss: 0.3180	LR: 0.004000
Training Epoch: 30 [1792/45000]	Loss: 0.3188	LR: 0.004000
Training Epoch: 30 [2048/45000]	Loss: 0.2812	LR: 0.004000
Training Epoch: 30 [2304/45000]	Loss: 0.3056	LR: 0.004000
Training Epoch: 30 [2560/45000]	Loss: 0.2851	LR: 0.004000
Training Epoch: 30 [2816/45000]	Loss: 0.3233	LR: 0.004000
Training Epoch: 30 [3072/45000]	Loss: 0.2742	LR: 0.004000
Training Epoch: 30 [3328/45000]	Loss: 0.3551	LR: 0.004000
Training Epoch: 30 [3584/45000]	Loss: 0.2698	LR: 0.004000
Training Epoch: 30 [3840/45000]	Loss: 0.2986	LR: 0.004000
Training Epoch: 30 [4096/45000]	Loss: 0.2441	LR: 0.004000
Training Epoch: 30 [4352/45000]	Loss: 0.2375	LR: 0.004000
Training Epoch: 30 [4608/45000]	Loss: 0.2985	LR: 0.004000
Training Epoch: 30 [4864/45000]	Loss: 0.2976	LR: 0.004000
Training Epoch: 30 [5120/45000]	Loss: 0.1948	LR: 0.004000
Training Epoch: 30 [5376/45000]	Loss: 0.2561	LR: 0.004000
Training Epoch: 30 [5632/45000]	Loss: 0.2442	LR: 0.004000
Training Epoch: 30 [5888/45000]	Loss: 0.2866	LR: 0.004000
Training Epoch: 30 [6144/45000]	Loss: 0.2264	LR: 0.004000
Training Epoch: 30 [6400/45000]	Loss: 0.2878	LR: 0.004000
Training Epoch: 30 [6656/45000]	Loss: 0.2678	LR: 0.004000
Training Epoch: 30 [6912/45000]	Loss: 0.2423	LR: 0.004000
Training Epoch: 30 [7168/45000]	Loss: 0.2798	LR: 0.004000
Training Epoch: 30 [7424/45000]	Loss: 0.1896	LR: 0.004000
Training Epoch: 30 [7680/45000]	Loss: 0.2486	LR: 0.004000
Training Epoch: 30 [7936/45000]	Loss: 0.2326	LR: 0.004000
Training Epoch: 30 [8192/45000]	Loss: 0.1692	LR: 0.004000
Training Epoch: 30 [8448/45000]	Loss: 0.2308	LR: 0.004000
Training Epoch: 30 [8704/45000]	Loss: 0.2831	LR: 0.004000
Training Epoch: 30 [8960/45000]	Loss: 0.1866	LR: 0.004000
Training Epoch: 30 [9216/45000]	Loss: 0.2291	LR: 0.004000
Training Epoch: 30 [9472/45000]	Loss: 0.1686	LR: 0.004000
Training Epoch: 30 [9728/45000]	Loss: 0.3368	LR: 0.004000
Training Epoch: 30 [9984/45000]	Loss: 0.2142	LR: 0.004000
Training Epoch: 30 [10240/45000]	Loss: 0.2536	LR: 0.004000
Training Epoch: 30 [10496/45000]	Loss: 0.2131	LR: 0.004000
Training Epoch: 30 [10752/45000]	Loss: 0.2439	LR: 0.004000
Training Epoch: 30 [11008/45000]	Loss: 0.2442	LR: 0.004000
Training Epoch: 30 [11264/45000]	Loss: 0.2617	LR: 0.004000
Training Epoch: 30 [11520/45000]	Loss: 0.2990	LR: 0.004000
Training Epoch: 30 [11776/45000]	Loss: 0.1785	LR: 0.004000
Training Epoch: 30 [12032/45000]	Loss: 0.2359	LR: 0.004000
Training Epoch: 30 [12288/45000]	Loss: 0.2447	LR: 0.004000
Training Epoch: 30 [12544/45000]	Loss: 0.1905	LR: 0.004000
Training Epoch: 30 [12800/45000]	Loss: 0.2502	LR: 0.004000
Training Epoch: 30 [13056/45000]	Loss: 0.2725	LR: 0.004000
Training Epoch: 30 [13312/45000]	Loss: 0.2309	LR: 0.004000
Training Epoch: 30 [13568/45000]	Loss: 0.1858	LR: 0.004000
Training Epoch: 30 [13824/45000]	Loss: 0.1771	LR: 0.004000
Training Epoch: 30 [14080/45000]	Loss: 0.3084	LR: 0.004000
Training Epoch: 30 [14336/45000]	Loss: 0.1945	LR: 0.004000
Training Epoch: 30 [14592/45000]	Loss: 0.2050	LR: 0.004000
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Training Epoch: 30 [43520/45000]	Loss: 0.2049	LR: 0.004000
Training Epoch: 30 [43776/45000]	Loss: 0.1538	LR: 0.004000
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Training Epoch: 30 [44288/45000]	Loss: 0.2089	LR: 0.004000
Training Epoch: 30 [44544/45000]	Loss: 0.2208	LR: 0.004000
Training Epoch: 30 [44800/45000]	Loss: 0.2636	LR: 0.004000
Training Epoch: 30 [45000/45000]	Loss: 0.2288	LR: 0.004000
Epoch 30 - Average Train Loss: 0.2278, Train Accuracy: 0.9263
Epoch 30 training time consumed: 26.88s
Evaluating Network.....
Test set: Epoch: 30, Average loss: 0.0028, Accuracy: 0.7982, Time consumed:0.89s
Saving weights file to checkpoint/retrain/ResNet18/Sunday_13_July_2025_18h_05m_49s/ResNet18-Cifar20-seed5-ret100-30-best.pth
Training Epoch: 31 [256/45000]	Loss: 0.2361	LR: 0.004000
Training Epoch: 31 [512/45000]	Loss: 0.2023	LR: 0.004000
Training Epoch: 31 [768/45000]	Loss: 0.1751	LR: 0.004000
Training Epoch: 31 [1024/45000]	Loss: 0.1459	LR: 0.004000
Training Epoch: 31 [1280/45000]	Loss: 0.1587	LR: 0.004000
Training Epoch: 31 [1536/45000]	Loss: 0.2124	LR: 0.004000
Training Epoch: 31 [1792/45000]	Loss: 0.1765	LR: 0.004000
Training Epoch: 31 [2048/45000]	Loss: 0.1469	LR: 0.004000
Training Epoch: 31 [2304/45000]	Loss: 0.2169	LR: 0.004000
Training Epoch: 31 [2560/45000]	Loss: 0.2135	LR: 0.004000
Training Epoch: 31 [2816/45000]	Loss: 0.1529	LR: 0.004000
Training Epoch: 31 [3072/45000]	Loss: 0.1939	LR: 0.004000
Training Epoch: 31 [3328/45000]	Loss: 0.1671	LR: 0.004000
Training Epoch: 31 [3584/45000]	Loss: 0.1911	LR: 0.004000
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Training Epoch: 31 [13568/45000]	Loss: 0.2018	LR: 0.004000
Training Epoch: 31 [13824/45000]	Loss: 0.1626	LR: 0.004000
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Training Epoch: 31 [16896/45000]	Loss: 0.1678	LR: 0.004000
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Training Epoch: 31 [28928/45000]	Loss: 0.2158	LR: 0.004000
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Training Epoch: 31 [35584/45000]	Loss: 0.2340	LR: 0.004000
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Training Epoch: 31 [42496/45000]	Loss: 0.1722	LR: 0.004000
Training Epoch: 31 [42752/45000]	Loss: 0.1407	LR: 0.004000
Training Epoch: 31 [43008/45000]	Loss: 0.1326	LR: 0.004000
Training Epoch: 31 [43264/45000]	Loss: 0.1579	LR: 0.004000
Training Epoch: 31 [43520/45000]	Loss: 0.1827	LR: 0.004000
Training Epoch: 31 [43776/45000]	Loss: 0.2216	LR: 0.004000
Training Epoch: 31 [44032/45000]	Loss: 0.1306	LR: 0.004000
Training Epoch: 31 [44288/45000]	Loss: 0.1750	LR: 0.004000
Training Epoch: 31 [44544/45000]	Loss: 0.1694	LR: 0.004000
Training Epoch: 31 [44800/45000]	Loss: 0.1808	LR: 0.004000
Training Epoch: 31 [45000/45000]	Loss: 0.1437	LR: 0.004000
Epoch 31 - Average Train Loss: 0.1801, Train Accuracy: 0.9450
Epoch 31 training time consumed: 26.78s
Evaluating Network.....
Test set: Epoch: 31, Average loss: 0.0028, Accuracy: 0.7996, Time consumed:0.90s
Saving weights file to checkpoint/retrain/ResNet18/Sunday_13_July_2025_18h_05m_49s/ResNet18-Cifar20-seed5-ret100-31-best.pth
Training Epoch: 32 [256/45000]	Loss: 0.1451	LR: 0.004000
Training Epoch: 32 [512/45000]	Loss: 0.1767	LR: 0.004000
Training Epoch: 32 [768/45000]	Loss: 0.1598	LR: 0.004000
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Training Epoch: 32 [41472/45000]	Loss: 0.1527	LR: 0.004000
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Training Epoch: 32 [42240/45000]	Loss: 0.1810	LR: 0.004000
Training Epoch: 32 [42496/45000]	Loss: 0.1863	LR: 0.004000
Training Epoch: 32 [42752/45000]	Loss: 0.1616	LR: 0.004000
Training Epoch: 32 [43008/45000]	Loss: 0.1824	LR: 0.004000
Training Epoch: 32 [43264/45000]	Loss: 0.1574	LR: 0.004000
Training Epoch: 32 [43520/45000]	Loss: 0.1576	LR: 0.004000
Training Epoch: 32 [43776/45000]	Loss: 0.1712	LR: 0.004000
Training Epoch: 32 [44032/45000]	Loss: 0.1261	LR: 0.004000
Training Epoch: 32 [44288/45000]	Loss: 0.1383	LR: 0.004000
Training Epoch: 32 [44544/45000]	Loss: 0.1844	LR: 0.004000
Training Epoch: 32 [44800/45000]	Loss: 0.1499	LR: 0.004000
Training Epoch: 32 [45000/45000]	Loss: 0.1754	LR: 0.004000
Epoch 32 - Average Train Loss: 0.1642, Train Accuracy: 0.9502
Epoch 32 training time consumed: 26.79s
Evaluating Network.....
Test set: Epoch: 32, Average loss: 0.0029, Accuracy: 0.7997, Time consumed:0.99s
Saving weights file to checkpoint/retrain/ResNet18/Sunday_13_July_2025_18h_05m_49s/ResNet18-Cifar20-seed5-ret100-32-best.pth
Training Epoch: 33 [256/45000]	Loss: 0.1665	LR: 0.004000
Training Epoch: 33 [512/45000]	Loss: 0.1047	LR: 0.004000
Training Epoch: 33 [768/45000]	Loss: 0.1039	LR: 0.004000
Training Epoch: 33 [1024/45000]	Loss: 0.1782	LR: 0.004000
Training Epoch: 33 [1280/45000]	Loss: 0.1251	LR: 0.004000
Training Epoch: 33 [1536/45000]	Loss: 0.1699	LR: 0.004000
Training Epoch: 33 [1792/45000]	Loss: 0.1593	LR: 0.004000
Training Epoch: 33 [2048/45000]	Loss: 0.1190	LR: 0.004000
Training Epoch: 33 [2304/45000]	Loss: 0.1476	LR: 0.004000
Training Epoch: 33 [2560/45000]	Loss: 0.1340	LR: 0.004000
Training Epoch: 33 [2816/45000]	Loss: 0.1557	LR: 0.004000
Training Epoch: 33 [3072/45000]	Loss: 0.1147	LR: 0.004000
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Training Epoch: 33 [24576/45000]	Loss: 0.2163	LR: 0.004000
Training Epoch: 33 [24832/45000]	Loss: 0.1767	LR: 0.004000
Training Epoch: 33 [25088/45000]	Loss: 0.1861	LR: 0.004000
Training Epoch: 33 [25344/45000]	Loss: 0.2020	LR: 0.004000
Training Epoch: 33 [25600/45000]	Loss: 0.1477	LR: 0.004000
Training Epoch: 33 [25856/45000]	Loss: 0.1469	LR: 0.004000
Training Epoch: 33 [26112/45000]	Loss: 0.1177	LR: 0.004000
Training Epoch: 33 [26368/45000]	Loss: 0.1712	LR: 0.004000
Training Epoch: 33 [26624/45000]	Loss: 0.1380	LR: 0.004000
Training Epoch: 33 [26880/45000]	Loss: 0.1444	LR: 0.004000
Training Epoch: 33 [27136/45000]	Loss: 0.1699	LR: 0.004000
Training Epoch: 33 [27392/45000]	Loss: 0.1494	LR: 0.004000
Training Epoch: 33 [27648/45000]	Loss: 0.1771	LR: 0.004000
Training Epoch: 33 [27904/45000]	Loss: 0.1894	LR: 0.004000
Training Epoch: 33 [28160/45000]	Loss: 0.1574	LR: 0.004000
Training Epoch: 33 [28416/45000]	Loss: 0.1064	LR: 0.004000
Training Epoch: 33 [28672/45000]	Loss: 0.1721	LR: 0.004000
Training Epoch: 33 [28928/45000]	Loss: 0.1071	LR: 0.004000
Training Epoch: 33 [29184/45000]	Loss: 0.1488	LR: 0.004000
Training Epoch: 33 [29440/45000]	Loss: 0.1228	LR: 0.004000
Training Epoch: 33 [29696/45000]	Loss: 0.1289	LR: 0.004000
Training Epoch: 33 [29952/45000]	Loss: 0.1474	LR: 0.004000
Training Epoch: 33 [30208/45000]	Loss: 0.1574	LR: 0.004000
Training Epoch: 33 [30464/45000]	Loss: 0.1378	LR: 0.004000
Training Epoch: 33 [30720/45000]	Loss: 0.1653	LR: 0.004000
Training Epoch: 33 [30976/45000]	Loss: 0.1327	LR: 0.004000
Training Epoch: 33 [31232/45000]	Loss: 0.1515	LR: 0.004000
Training Epoch: 33 [31488/45000]	Loss: 0.1498	LR: 0.004000
Training Epoch: 33 [31744/45000]	Loss: 0.1303	LR: 0.004000
Training Epoch: 33 [32000/45000]	Loss: 0.1800	LR: 0.004000
Training Epoch: 33 [32256/45000]	Loss: 0.1494	LR: 0.004000
Training Epoch: 33 [32512/45000]	Loss: 0.1448	LR: 0.004000
Training Epoch: 33 [32768/45000]	Loss: 0.1480	LR: 0.004000
Training Epoch: 33 [33024/45000]	Loss: 0.1425	LR: 0.004000
Training Epoch: 33 [33280/45000]	Loss: 0.1405	LR: 0.004000
Training Epoch: 33 [33536/45000]	Loss: 0.1289	LR: 0.004000
Training Epoch: 33 [33792/45000]	Loss: 0.1108	LR: 0.004000
Training Epoch: 33 [34048/45000]	Loss: 0.1839	LR: 0.004000
Training Epoch: 33 [34304/45000]	Loss: 0.1268	LR: 0.004000
Training Epoch: 33 [34560/45000]	Loss: 0.1841	LR: 0.004000
Training Epoch: 33 [34816/45000]	Loss: 0.1497	LR: 0.004000
Training Epoch: 33 [35072/45000]	Loss: 0.1920	LR: 0.004000
Training Epoch: 33 [35328/45000]	Loss: 0.1575	LR: 0.004000
Training Epoch: 33 [35584/45000]	Loss: 0.1688	LR: 0.004000
Training Epoch: 33 [35840/45000]	Loss: 0.1908	LR: 0.004000
Training Epoch: 33 [36096/45000]	Loss: 0.1159	LR: 0.004000
Training Epoch: 33 [36352/45000]	Loss: 0.1581	LR: 0.004000
Training Epoch: 33 [36608/45000]	Loss: 0.1551	LR: 0.004000
Training Epoch: 33 [36864/45000]	Loss: 0.1439	LR: 0.004000
Training Epoch: 33 [37120/45000]	Loss: 0.1721	LR: 0.004000
Training Epoch: 33 [37376/45000]	Loss: 0.1086	LR: 0.004000
Training Epoch: 33 [37632/45000]	Loss: 0.1378	LR: 0.004000
Training Epoch: 33 [37888/45000]	Loss: 0.1424	LR: 0.004000
Training Epoch: 33 [38144/45000]	Loss: 0.1496	LR: 0.004000
Training Epoch: 33 [38400/45000]	Loss: 0.1463	LR: 0.004000
Training Epoch: 33 [38656/45000]	Loss: 0.1306	LR: 0.004000
Training Epoch: 33 [38912/45000]	Loss: 0.1890	LR: 0.004000
Training Epoch: 33 [39168/45000]	Loss: 0.1213	LR: 0.004000
Training Epoch: 33 [39424/45000]	Loss: 0.1402	LR: 0.004000
Training Epoch: 33 [39680/45000]	Loss: 0.2044	LR: 0.004000
Training Epoch: 33 [39936/45000]	Loss: 0.1715	LR: 0.004000
Training Epoch: 33 [40192/45000]	Loss: 0.1769	LR: 0.004000
Training Epoch: 33 [40448/45000]	Loss: 0.1631	LR: 0.004000
Training Epoch: 33 [40704/45000]	Loss: 0.1229	LR: 0.004000
Training Epoch: 33 [40960/45000]	Loss: 0.1837	LR: 0.004000
Training Epoch: 33 [41216/45000]	Loss: 0.1698	LR: 0.004000
Training Epoch: 33 [41472/45000]	Loss: 0.1790	LR: 0.004000
Training Epoch: 33 [41728/45000]	Loss: 0.1842	LR: 0.004000
Training Epoch: 33 [41984/45000]	Loss: 0.1379	LR: 0.004000
Training Epoch: 33 [42240/45000]	Loss: 0.2405	LR: 0.004000
Training Epoch: 33 [42496/45000]	Loss: 0.1361	LR: 0.004000
Training Epoch: 33 [42752/45000]	Loss: 0.1278	LR: 0.004000
Training Epoch: 33 [43008/45000]	Loss: 0.1996	LR: 0.004000
Training Epoch: 33 [43264/45000]	Loss: 0.1358	LR: 0.004000
Training Epoch: 33 [43520/45000]	Loss: 0.1353	LR: 0.004000
Training Epoch: 33 [43776/45000]	Loss: 0.1956	LR: 0.004000
Training Epoch: 33 [44032/45000]	Loss: 0.1253	LR: 0.004000
Training Epoch: 33 [44288/45000]	Loss: 0.1581	LR: 0.004000
Training Epoch: 33 [44544/45000]	Loss: 0.1357	LR: 0.004000
Training Epoch: 33 [44800/45000]	Loss: 0.1367	LR: 0.004000
Training Epoch: 33 [45000/45000]	Loss: 0.1511	LR: 0.004000
Epoch 33 - Average Train Loss: 0.1489, Train Accuracy: 0.9559
Epoch 33 training time consumed: 26.79s
Evaluating Network.....
Test set: Epoch: 33, Average loss: 0.0029, Accuracy: 0.7980, Time consumed:0.89s
Training Epoch: 34 [256/45000]	Loss: 0.1437	LR: 0.004000
Training Epoch: 34 [512/45000]	Loss: 0.1653	LR: 0.004000
Training Epoch: 34 [768/45000]	Loss: 0.1470	LR: 0.004000
Training Epoch: 34 [1024/45000]	Loss: 0.1432	LR: 0.004000
Training Epoch: 34 [1280/45000]	Loss: 0.0960	LR: 0.004000
Training Epoch: 34 [1536/45000]	Loss: 0.1577	LR: 0.004000
Training Epoch: 34 [1792/45000]	Loss: 0.1658	LR: 0.004000
Training Epoch: 34 [2048/45000]	Loss: 0.0955	LR: 0.004000
Training Epoch: 34 [2304/45000]	Loss: 0.1403	LR: 0.004000
Training Epoch: 34 [2560/45000]	Loss: 0.1193	LR: 0.004000
Training Epoch: 34 [2816/45000]	Loss: 0.1440	LR: 0.004000
Training Epoch: 34 [3072/45000]	Loss: 0.1558	LR: 0.004000
Training Epoch: 34 [3328/45000]	Loss: 0.1705	LR: 0.004000
Training Epoch: 34 [3584/45000]	Loss: 0.1496	LR: 0.004000
Training Epoch: 34 [3840/45000]	Loss: 0.1630	LR: 0.004000
Training Epoch: 34 [4096/45000]	Loss: 0.0939	LR: 0.004000
Training Epoch: 34 [4352/45000]	Loss: 0.1513	LR: 0.004000
Training Epoch: 34 [4608/45000]	Loss: 0.1174	LR: 0.004000
Training Epoch: 34 [4864/45000]	Loss: 0.1391	LR: 0.004000
Training Epoch: 34 [5120/45000]	Loss: 0.0947	LR: 0.004000
Training Epoch: 34 [5376/45000]	Loss: 0.1176	LR: 0.004000
Training Epoch: 34 [5632/45000]	Loss: 0.1590	LR: 0.004000
Training Epoch: 34 [5888/45000]	Loss: 0.1475	LR: 0.004000
Training Epoch: 34 [6144/45000]	Loss: 0.1321	LR: 0.004000
Training Epoch: 34 [6400/45000]	Loss: 0.1550	LR: 0.004000
Training Epoch: 34 [6656/45000]	Loss: 0.1596	LR: 0.004000
Training Epoch: 34 [6912/45000]	Loss: 0.1616	LR: 0.004000
Training Epoch: 34 [7168/45000]	Loss: 0.1132	LR: 0.004000
Training Epoch: 34 [7424/45000]	Loss: 0.1760	LR: 0.004000
Training Epoch: 34 [7680/45000]	Loss: 0.1297	LR: 0.004000
Training Epoch: 34 [7936/45000]	Loss: 0.1629	LR: 0.004000
Training Epoch: 34 [8192/45000]	Loss: 0.0945	LR: 0.004000
Training Epoch: 34 [8448/45000]	Loss: 0.1189	LR: 0.004000
Training Epoch: 34 [8704/45000]	Loss: 0.1210	LR: 0.004000
Training Epoch: 34 [8960/45000]	Loss: 0.1505	LR: 0.004000
Training Epoch: 34 [9216/45000]	Loss: 0.1789	LR: 0.004000
Training Epoch: 34 [9472/45000]	Loss: 0.0852	LR: 0.004000
Training Epoch: 34 [9728/45000]	Loss: 0.1355	LR: 0.004000
Training Epoch: 34 [9984/45000]	Loss: 0.1389	LR: 0.004000
Training Epoch: 34 [10240/45000]	Loss: 0.1099	LR: 0.004000
Training Epoch: 34 [10496/45000]	Loss: 0.1226	LR: 0.004000
Training Epoch: 34 [10752/45000]	Loss: 0.1287	LR: 0.004000
Training Epoch: 34 [11008/45000]	Loss: 0.1413	LR: 0.004000
Training Epoch: 34 [11264/45000]	Loss: 0.1387	LR: 0.004000
Training Epoch: 34 [11520/45000]	Loss: 0.1195	LR: 0.004000
Training Epoch: 34 [11776/45000]	Loss: 0.1412	LR: 0.004000
Training Epoch: 34 [12032/45000]	Loss: 0.1283	LR: 0.004000
Training Epoch: 34 [12288/45000]	Loss: 0.1694	LR: 0.004000
Training Epoch: 34 [12544/45000]	Loss: 0.1617	LR: 0.004000
Training Epoch: 34 [12800/45000]	Loss: 0.1042	LR: 0.004000
Training Epoch: 34 [13056/45000]	Loss: 0.1440	LR: 0.004000
Training Epoch: 34 [13312/45000]	Loss: 0.1108	LR: 0.004000
Training Epoch: 34 [13568/45000]	Loss: 0.1312	LR: 0.004000
Training Epoch: 34 [13824/45000]	Loss: 0.1196	LR: 0.004000
Training Epoch: 34 [14080/45000]	Loss: 0.1638	LR: 0.004000
Training Epoch: 34 [14336/45000]	Loss: 0.1439	LR: 0.004000
Training Epoch: 34 [14592/45000]	Loss: 0.0918	LR: 0.004000
Training Epoch: 34 [14848/45000]	Loss: 0.1240	LR: 0.004000
Training Epoch: 34 [15104/45000]	Loss: 0.0985	LR: 0.004000
Training Epoch: 34 [15360/45000]	Loss: 0.1471	LR: 0.004000
Training Epoch: 34 [15616/45000]	Loss: 0.1332	LR: 0.004000
Training Epoch: 34 [15872/45000]	Loss: 0.1570	LR: 0.004000
Training Epoch: 34 [16128/45000]	Loss: 0.1367	LR: 0.004000
Training Epoch: 34 [16384/45000]	Loss: 0.2053	LR: 0.004000
Training Epoch: 34 [16640/45000]	Loss: 0.1356	LR: 0.004000
Training Epoch: 34 [16896/45000]	Loss: 0.1647	LR: 0.004000
Training Epoch: 34 [17152/45000]	Loss: 0.0998	LR: 0.004000
Training Epoch: 34 [17408/45000]	Loss: 0.0971	LR: 0.004000
Training Epoch: 34 [17664/45000]	Loss: 0.1545	LR: 0.004000
Training Epoch: 34 [17920/45000]	Loss: 0.1372	LR: 0.004000
Training Epoch: 34 [18176/45000]	Loss: 0.1359	LR: 0.004000
Training Epoch: 34 [18432/45000]	Loss: 0.1584	LR: 0.004000
Training Epoch: 34 [18688/45000]	Loss: 0.1142	LR: 0.004000
Training Epoch: 34 [18944/45000]	Loss: 0.2177	LR: 0.004000
Training Epoch: 34 [19200/45000]	Loss: 0.1158	LR: 0.004000
Training Epoch: 34 [19456/45000]	Loss: 0.1882	LR: 0.004000
Training Epoch: 34 [19712/45000]	Loss: 0.1154	LR: 0.004000
Training Epoch: 34 [19968/45000]	Loss: 0.1290	LR: 0.004000
Training Epoch: 34 [20224/45000]	Loss: 0.1331	LR: 0.004000
Training Epoch: 34 [20480/45000]	Loss: 0.1638	LR: 0.004000
Training Epoch: 34 [20736/45000]	Loss: 0.1217	LR: 0.004000
Training Epoch: 34 [20992/45000]	Loss: 0.1437	LR: 0.004000
Training Epoch: 34 [21248/45000]	Loss: 0.1605	LR: 0.004000
Training Epoch: 34 [21504/45000]	Loss: 0.0952	LR: 0.004000
Training Epoch: 34 [21760/45000]	Loss: 0.1569	LR: 0.004000
Training Epoch: 34 [22016/45000]	Loss: 0.1352	LR: 0.004000
Training Epoch: 34 [22272/45000]	Loss: 0.1412	LR: 0.004000
Training Epoch: 34 [22528/45000]	Loss: 0.1146	LR: 0.004000
Training Epoch: 34 [22784/45000]	Loss: 0.1815	LR: 0.004000
Training Epoch: 34 [23040/45000]	Loss: 0.1507	LR: 0.004000
Training Epoch: 34 [23296/45000]	Loss: 0.1333	LR: 0.004000
Training Epoch: 34 [23552/45000]	Loss: 0.1255	LR: 0.004000
Training Epoch: 34 [23808/45000]	Loss: 0.1274	LR: 0.004000
Training Epoch: 34 [24064/45000]	Loss: 0.1691	LR: 0.004000
Training Epoch: 34 [24320/45000]	Loss: 0.1951	LR: 0.004000
Training Epoch: 34 [24576/45000]	Loss: 0.1372	LR: 0.004000
Training Epoch: 34 [24832/45000]	Loss: 0.1347	LR: 0.004000
Training Epoch: 34 [25088/45000]	Loss: 0.1035	LR: 0.004000
Training Epoch: 34 [25344/45000]	Loss: 0.1869	LR: 0.004000
Training Epoch: 34 [25600/45000]	Loss: 0.1545	LR: 0.004000
Training Epoch: 34 [25856/45000]	Loss: 0.1115	LR: 0.004000
Training Epoch: 34 [26112/45000]	Loss: 0.1496	LR: 0.004000
Training Epoch: 34 [26368/45000]	Loss: 0.1186	LR: 0.004000
Training Epoch: 34 [26624/45000]	Loss: 0.1523	LR: 0.004000
Training Epoch: 34 [26880/45000]	Loss: 0.1512	LR: 0.004000
Training Epoch: 34 [27136/45000]	Loss: 0.1209	LR: 0.004000
Training Epoch: 34 [27392/45000]	Loss: 0.1493	LR: 0.004000
Training Epoch: 34 [27648/45000]	Loss: 0.1565	LR: 0.004000
Training Epoch: 34 [27904/45000]	Loss: 0.1424	LR: 0.004000
Training Epoch: 34 [28160/45000]	Loss: 0.1399	LR: 0.004000
Training Epoch: 34 [28416/45000]	Loss: 0.1949	LR: 0.004000
Training Epoch: 34 [28672/45000]	Loss: 0.1404	LR: 0.004000
Training Epoch: 34 [28928/45000]	Loss: 0.1313	LR: 0.004000
Training Epoch: 34 [29184/45000]	Loss: 0.1110	LR: 0.004000
Training Epoch: 34 [29440/45000]	Loss: 0.1312	LR: 0.004000
Training Epoch: 34 [29696/45000]	Loss: 0.1207	LR: 0.004000
Training Epoch: 34 [29952/45000]	Loss: 0.1212	LR: 0.004000
Training Epoch: 34 [30208/45000]	Loss: 0.1176	LR: 0.004000
Training Epoch: 34 [30464/45000]	Loss: 0.1416	LR: 0.004000
Training Epoch: 34 [30720/45000]	Loss: 0.1410	LR: 0.004000
Training Epoch: 34 [30976/45000]	Loss: 0.1092	LR: 0.004000
Training Epoch: 34 [31232/45000]	Loss: 0.2154	LR: 0.004000
Training Epoch: 34 [31488/45000]	Loss: 0.1647	LR: 0.004000
Training Epoch: 34 [31744/45000]	Loss: 0.1433	LR: 0.004000
Training Epoch: 34 [32000/45000]	Loss: 0.1247	LR: 0.004000
Training Epoch: 34 [32256/45000]	Loss: 0.1440	LR: 0.004000
Training Epoch: 34 [32512/45000]	Loss: 0.1448	LR: 0.004000
Training Epoch: 34 [32768/45000]	Loss: 0.1721	LR: 0.004000
Training Epoch: 34 [33024/45000]	Loss: 0.1720	LR: 0.004000
Training Epoch: 34 [33280/45000]	Loss: 0.1445	LR: 0.004000
Training Epoch: 34 [33536/45000]	Loss: 0.1684	LR: 0.004000
Training Epoch: 34 [33792/45000]	Loss: 0.1511	LR: 0.004000
Training Epoch: 34 [34048/45000]	Loss: 0.1537	LR: 0.004000
Training Epoch: 34 [34304/45000]	Loss: 0.1192	LR: 0.004000
Training Epoch: 34 [34560/45000]	Loss: 0.1345	LR: 0.004000
Training Epoch: 34 [34816/45000]	Loss: 0.1216	LR: 0.004000
Training Epoch: 34 [35072/45000]	Loss: 0.0947	LR: 0.004000
Training Epoch: 34 [35328/45000]	Loss: 0.1299	LR: 0.004000
Training Epoch: 34 [35584/45000]	Loss: 0.1616	LR: 0.004000
Training Epoch: 34 [35840/45000]	Loss: 0.1383	LR: 0.004000
Training Epoch: 34 [36096/45000]	Loss: 0.1596	LR: 0.004000
Training Epoch: 34 [36352/45000]	Loss: 0.1374	LR: 0.004000
Training Epoch: 34 [36608/45000]	Loss: 0.1577	LR: 0.004000
Training Epoch: 34 [36864/45000]	Loss: 0.1430	LR: 0.004000
Training Epoch: 34 [37120/45000]	Loss: 0.1288	LR: 0.004000
Training Epoch: 34 [37376/45000]	Loss: 0.1648	LR: 0.004000
Training Epoch: 34 [37632/45000]	Loss: 0.0944	LR: 0.004000
Training Epoch: 34 [37888/45000]	Loss: 0.0931	LR: 0.004000
Training Epoch: 34 [38144/45000]	Loss: 0.1319	LR: 0.004000
Training Epoch: 34 [38400/45000]	Loss: 0.1119	LR: 0.004000
Training Epoch: 34 [38656/45000]	Loss: 0.1464	LR: 0.004000
Training Epoch: 34 [38912/45000]	Loss: 0.1250	LR: 0.004000
Training Epoch: 34 [39168/45000]	Loss: 0.1882	LR: 0.004000
Training Epoch: 34 [39424/45000]	Loss: 0.1555	LR: 0.004000
Training Epoch: 34 [39680/45000]	Loss: 0.0989	LR: 0.004000
Training Epoch: 34 [39936/45000]	Loss: 0.1183	LR: 0.004000
Training Epoch: 34 [40192/45000]	Loss: 0.1514	LR: 0.004000
Training Epoch: 34 [40448/45000]	Loss: 0.1090	LR: 0.004000
Training Epoch: 34 [40704/45000]	Loss: 0.1400	LR: 0.004000
Training Epoch: 34 [40960/45000]	Loss: 0.1473	LR: 0.004000
Training Epoch: 34 [41216/45000]	Loss: 0.1740	LR: 0.004000
Training Epoch: 34 [41472/45000]	Loss: 0.1700	LR: 0.004000
Training Epoch: 34 [41728/45000]	Loss: 0.1465	LR: 0.004000
Training Epoch: 34 [41984/45000]	Loss: 0.1114	LR: 0.004000
Training Epoch: 34 [42240/45000]	Loss: 0.1371	LR: 0.004000
Training Epoch: 34 [42496/45000]	Loss: 0.1588	LR: 0.004000
Training Epoch: 34 [42752/45000]	Loss: 0.1424	LR: 0.004000
Training Epoch: 34 [43008/45000]	Loss: 0.1135	LR: 0.004000
Training Epoch: 34 [43264/45000]	Loss: 0.1492	LR: 0.004000
Training Epoch: 34 [43520/45000]	Loss: 0.1323	LR: 0.004000
Training Epoch: 34 [43776/45000]	Loss: 0.1433	LR: 0.004000
Training Epoch: 34 [44032/45000]	Loss: 0.1299	LR: 0.004000
Training Epoch: 34 [44288/45000]	Loss: 0.0974	LR: 0.004000
Training Epoch: 34 [44544/45000]	Loss: 0.1569	LR: 0.004000
Training Epoch: 34 [44800/45000]	Loss: 0.1481	LR: 0.004000
Training Epoch: 34 [45000/45000]	Loss: 0.1313	LR: 0.004000
Epoch 34 - Average Train Loss: 0.1391, Train Accuracy: 0.9582
Epoch 34 training time consumed: 26.73s
Evaluating Network.....
Test set: Epoch: 34, Average loss: 0.0029, Accuracy: 0.8011, Time consumed:0.87s
Saving weights file to checkpoint/retrain/ResNet18/Sunday_13_July_2025_18h_05m_49s/ResNet18-Cifar20-seed5-ret100-34-best.pth
Training Epoch: 35 [256/45000]	Loss: 0.1577	LR: 0.000800
Training Epoch: 35 [512/45000]	Loss: 0.1225	LR: 0.000800
Training Epoch: 35 [768/45000]	Loss: 0.1022	LR: 0.000800
Training Epoch: 35 [1024/45000]	Loss: 0.1626	LR: 0.000800
Training Epoch: 35 [1280/45000]	Loss: 0.1161	LR: 0.000800
Training Epoch: 35 [1536/45000]	Loss: 0.0997	LR: 0.000800
Training Epoch: 35 [1792/45000]	Loss: 0.0802	LR: 0.000800
Training Epoch: 35 [2048/45000]	Loss: 0.1129	LR: 0.000800
Training Epoch: 35 [2304/45000]	Loss: 0.1248	LR: 0.000800
Training Epoch: 35 [2560/45000]	Loss: 0.0924	LR: 0.000800
Training Epoch: 35 [2816/45000]	Loss: 0.0616	LR: 0.000800
Training Epoch: 35 [3072/45000]	Loss: 0.1276	LR: 0.000800
Training Epoch: 35 [3328/45000]	Loss: 0.0995	LR: 0.000800
Training Epoch: 35 [3584/45000]	Loss: 0.1219	LR: 0.000800
Training Epoch: 35 [3840/45000]	Loss: 0.1084	LR: 0.000800
Training Epoch: 35 [4096/45000]	Loss: 0.1055	LR: 0.000800
Training Epoch: 35 [4352/45000]	Loss: 0.1504	LR: 0.000800
Training Epoch: 35 [4608/45000]	Loss: 0.1380	LR: 0.000800
Training Epoch: 35 [4864/45000]	Loss: 0.1179	LR: 0.000800
Training Epoch: 35 [5120/45000]	Loss: 0.1051	LR: 0.000800
Training Epoch: 35 [5376/45000]	Loss: 0.1193	LR: 0.000800
Training Epoch: 35 [5632/45000]	Loss: 0.1229	LR: 0.000800
Training Epoch: 35 [5888/45000]	Loss: 0.1504	LR: 0.000800
Training Epoch: 35 [6144/45000]	Loss: 0.1183	LR: 0.000800
Training Epoch: 35 [6400/45000]	Loss: 0.1196	LR: 0.000800
Training Epoch: 35 [6656/45000]	Loss: 0.1444	LR: 0.000800
Training Epoch: 35 [6912/45000]	Loss: 0.1058	LR: 0.000800
Training Epoch: 35 [7168/45000]	Loss: 0.1001	LR: 0.000800
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Training Epoch: 35 [9216/45000]	Loss: 0.1516	LR: 0.000800
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Training Epoch: 35 [9728/45000]	Loss: 0.1142	LR: 0.000800
Training Epoch: 35 [9984/45000]	Loss: 0.1306	LR: 0.000800
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Training Epoch: 35 [15616/45000]	Loss: 0.1368	LR: 0.000800
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Training Epoch: 35 [16896/45000]	Loss: 0.1168	LR: 0.000800
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Training Epoch: 35 [19456/45000]	Loss: 0.1181	LR: 0.000800
Training Epoch: 35 [19712/45000]	Loss: 0.0716	LR: 0.000800
Training Epoch: 35 [19968/45000]	Loss: 0.1496	LR: 0.000800
Training Epoch: 35 [20224/45000]	Loss: 0.1206	LR: 0.000800
Training Epoch: 35 [20480/45000]	Loss: 0.1102	LR: 0.000800
Training Epoch: 35 [20736/45000]	Loss: 0.1212	LR: 0.000800
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Training Epoch: 35 [21504/45000]	Loss: 0.0984	LR: 0.000800
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Training Epoch: 35 [22016/45000]	Loss: 0.1368	LR: 0.000800
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Training Epoch: 35 [22528/45000]	Loss: 0.1258	LR: 0.000800
Training Epoch: 35 [22784/45000]	Loss: 0.1256	LR: 0.000800
Training Epoch: 35 [23040/45000]	Loss: 0.0932	LR: 0.000800
Training Epoch: 35 [23296/45000]	Loss: 0.1172	LR: 0.000800
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Training Epoch: 35 [24064/45000]	Loss: 0.1117	LR: 0.000800
Training Epoch: 35 [24320/45000]	Loss: 0.1125	LR: 0.000800
Training Epoch: 35 [24576/45000]	Loss: 0.0860	LR: 0.000800
Training Epoch: 35 [24832/45000]	Loss: 0.1353	LR: 0.000800
Training Epoch: 35 [25088/45000]	Loss: 0.1806	LR: 0.000800
Training Epoch: 35 [25344/45000]	Loss: 0.1503	LR: 0.000800
Training Epoch: 35 [25600/45000]	Loss: 0.1262	LR: 0.000800
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Training Epoch: 35 [26368/45000]	Loss: 0.0855	LR: 0.000800
Training Epoch: 35 [26624/45000]	Loss: 0.1128	LR: 0.000800
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Training Epoch: 35 [27904/45000]	Loss: 0.1008	LR: 0.000800
Training Epoch: 35 [28160/45000]	Loss: 0.1280	LR: 0.000800
Training Epoch: 35 [28416/45000]	Loss: 0.0760	LR: 0.000800
Training Epoch: 35 [28672/45000]	Loss: 0.1235	LR: 0.000800
Training Epoch: 35 [28928/45000]	Loss: 0.1224	LR: 0.000800
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Training Epoch: 35 [29440/45000]	Loss: 0.1207	LR: 0.000800
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Training Epoch: 35 [30720/45000]	Loss: 0.1427	LR: 0.000800
Training Epoch: 35 [30976/45000]	Loss: 0.1359	LR: 0.000800
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Training Epoch: 35 [32512/45000]	Loss: 0.1161	LR: 0.000800
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Training Epoch: 35 [33024/45000]	Loss: 0.1584	LR: 0.000800
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Training Epoch: 35 [35584/45000]	Loss: 0.1101	LR: 0.000800
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Training Epoch: 35 [39168/45000]	Loss: 0.1076	LR: 0.000800
Training Epoch: 35 [39424/45000]	Loss: 0.0956	LR: 0.000800
Training Epoch: 35 [39680/45000]	Loss: 0.1343	LR: 0.000800
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Training Epoch: 35 [40192/45000]	Loss: 0.1274	LR: 0.000800
Training Epoch: 35 [40448/45000]	Loss: 0.1378	LR: 0.000800
Training Epoch: 35 [40704/45000]	Loss: 0.1126	LR: 0.000800
Training Epoch: 35 [40960/45000]	Loss: 0.1002	LR: 0.000800
Training Epoch: 35 [41216/45000]	Loss: 0.2182	LR: 0.000800
Training Epoch: 35 [41472/45000]	Loss: 0.1338	LR: 0.000800
Training Epoch: 35 [41728/45000]	Loss: 0.0876	LR: 0.000800
Training Epoch: 35 [41984/45000]	Loss: 0.1205	LR: 0.000800
Training Epoch: 35 [42240/45000]	Loss: 0.1505	LR: 0.000800
Training Epoch: 35 [42496/45000]	Loss: 0.1252	LR: 0.000800
Training Epoch: 35 [42752/45000]	Loss: 0.1030	LR: 0.000800
Training Epoch: 35 [43008/45000]	Loss: 0.1113	LR: 0.000800
Training Epoch: 35 [43264/45000]	Loss: 0.0841	LR: 0.000800
Training Epoch: 35 [43520/45000]	Loss: 0.1479	LR: 0.000800
Training Epoch: 35 [43776/45000]	Loss: 0.1285	LR: 0.000800
Training Epoch: 35 [44032/45000]	Loss: 0.0879	LR: 0.000800
Training Epoch: 35 [44288/45000]	Loss: 0.1273	LR: 0.000800
Training Epoch: 35 [44544/45000]	Loss: 0.1176	LR: 0.000800
Training Epoch: 35 [44800/45000]	Loss: 0.1150	LR: 0.000800
Training Epoch: 35 [45000/45000]	Loss: 0.1256	LR: 0.000800
Epoch 35 - Average Train Loss: 0.1211, Train Accuracy: 0.9646
Epoch 35 training time consumed: 26.67s
Evaluating Network.....
Test set: Epoch: 35, Average loss: 0.0029, Accuracy: 0.8035, Time consumed:0.98s
Saving weights file to checkpoint/retrain/ResNet18/Sunday_13_July_2025_18h_05m_49s/ResNet18-Cifar20-seed5-ret100-35-best.pth
Training Epoch: 36 [256/45000]	Loss: 0.1402	LR: 0.000800
Training Epoch: 36 [512/45000]	Loss: 0.1055	LR: 0.000800
Training Epoch: 36 [768/45000]	Loss: 0.0751	LR: 0.000800
Training Epoch: 36 [1024/45000]	Loss: 0.0927	LR: 0.000800
Training Epoch: 36 [1280/45000]	Loss: 0.1022	LR: 0.000800
Training Epoch: 36 [1536/45000]	Loss: 0.1431	LR: 0.000800
Training Epoch: 36 [1792/45000]	Loss: 0.1202	LR: 0.000800
Training Epoch: 36 [2048/45000]	Loss: 0.0900	LR: 0.000800
Training Epoch: 36 [2304/45000]	Loss: 0.1212	LR: 0.000800
Training Epoch: 36 [2560/45000]	Loss: 0.1417	LR: 0.000800
Training Epoch: 36 [2816/45000]	Loss: 0.0973	LR: 0.000800
Training Epoch: 36 [3072/45000]	Loss: 0.0931	LR: 0.000800
Training Epoch: 36 [3328/45000]	Loss: 0.1201	LR: 0.000800
Training Epoch: 36 [3584/45000]	Loss: 0.1339	LR: 0.000800
Training Epoch: 36 [3840/45000]	Loss: 0.1165	LR: 0.000800
Training Epoch: 36 [4096/45000]	Loss: 0.1157	LR: 0.000800
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Training Epoch: 36 [4608/45000]	Loss: 0.0805	LR: 0.000800
Training Epoch: 36 [4864/45000]	Loss: 0.0879	LR: 0.000800
Training Epoch: 36 [5120/45000]	Loss: 0.1193	LR: 0.000800
Training Epoch: 36 [5376/45000]	Loss: 0.1263	LR: 0.000800
Training Epoch: 36 [5632/45000]	Loss: 0.1022	LR: 0.000800
Training Epoch: 36 [5888/45000]	Loss: 0.1058	LR: 0.000800
Training Epoch: 36 [6144/45000]	Loss: 0.1173	LR: 0.000800
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Training Epoch: 36 [7168/45000]	Loss: 0.1507	LR: 0.000800
Training Epoch: 36 [7424/45000]	Loss: 0.0855	LR: 0.000800
Training Epoch: 36 [7680/45000]	Loss: 0.1481	LR: 0.000800
Training Epoch: 36 [7936/45000]	Loss: 0.1074	LR: 0.000800
Training Epoch: 36 [8192/45000]	Loss: 0.1372	LR: 0.000800
Training Epoch: 36 [8448/45000]	Loss: 0.1281	LR: 0.000800
Training Epoch: 36 [8704/45000]	Loss: 0.1092	LR: 0.000800
Training Epoch: 36 [8960/45000]	Loss: 0.0978	LR: 0.000800
Training Epoch: 36 [9216/45000]	Loss: 0.1588	LR: 0.000800
Training Epoch: 36 [9472/45000]	Loss: 0.1096	LR: 0.000800
Training Epoch: 36 [9728/45000]	Loss: 0.1018	LR: 0.000800
Training Epoch: 36 [9984/45000]	Loss: 0.0862	LR: 0.000800
Training Epoch: 36 [10240/45000]	Loss: 0.1015	LR: 0.000800
Training Epoch: 36 [10496/45000]	Loss: 0.1264	LR: 0.000800
Training Epoch: 36 [10752/45000]	Loss: 0.0915	LR: 0.000800
Training Epoch: 36 [11008/45000]	Loss: 0.1000	LR: 0.000800
Training Epoch: 36 [11264/45000]	Loss: 0.1066	LR: 0.000800
Training Epoch: 36 [11520/45000]	Loss: 0.1219	LR: 0.000800
Training Epoch: 36 [11776/45000]	Loss: 0.0991	LR: 0.000800
Training Epoch: 36 [12032/45000]	Loss: 0.1173	LR: 0.000800
Training Epoch: 36 [12288/45000]	Loss: 0.1227	LR: 0.000800
Training Epoch: 36 [12544/45000]	Loss: 0.1470	LR: 0.000800
Training Epoch: 36 [12800/45000]	Loss: 0.1105	LR: 0.000800
Training Epoch: 36 [13056/45000]	Loss: 0.1497	LR: 0.000800
Training Epoch: 36 [13312/45000]	Loss: 0.1164	LR: 0.000800
Training Epoch: 36 [13568/45000]	Loss: 0.1170	LR: 0.000800
Training Epoch: 36 [13824/45000]	Loss: 0.1101	LR: 0.000800
Training Epoch: 36 [14080/45000]	Loss: 0.1037	LR: 0.000800
Training Epoch: 36 [14336/45000]	Loss: 0.1325	LR: 0.000800
Training Epoch: 36 [14592/45000]	Loss: 0.1040	LR: 0.000800
Training Epoch: 36 [14848/45000]	Loss: 0.1115	LR: 0.000800
Training Epoch: 36 [15104/45000]	Loss: 0.1182	LR: 0.000800
Training Epoch: 36 [15360/45000]	Loss: 0.1073	LR: 0.000800
Training Epoch: 36 [15616/45000]	Loss: 0.1129	LR: 0.000800
Training Epoch: 36 [15872/45000]	Loss: 0.1222	LR: 0.000800
Training Epoch: 36 [16128/45000]	Loss: 0.1615	LR: 0.000800
Training Epoch: 36 [16384/45000]	Loss: 0.0996	LR: 0.000800
Training Epoch: 36 [16640/45000]	Loss: 0.1506	LR: 0.000800
Training Epoch: 36 [16896/45000]	Loss: 0.1082	LR: 0.000800
Training Epoch: 36 [17152/45000]	Loss: 0.0910	LR: 0.000800
Training Epoch: 36 [17408/45000]	Loss: 0.1145	LR: 0.000800
Training Epoch: 36 [17664/45000]	Loss: 0.1304	LR: 0.000800
Training Epoch: 36 [17920/45000]	Loss: 0.1296	LR: 0.000800
Training Epoch: 36 [18176/45000]	Loss: 0.1052	LR: 0.000800
Training Epoch: 36 [18432/45000]	Loss: 0.1357	LR: 0.000800
Training Epoch: 36 [18688/45000]	Loss: 0.1231	LR: 0.000800
Training Epoch: 36 [18944/45000]	Loss: 0.0961	LR: 0.000800
Training Epoch: 36 [19200/45000]	Loss: 0.1198	LR: 0.000800
Training Epoch: 36 [19456/45000]	Loss: 0.1002	LR: 0.000800
Training Epoch: 36 [19712/45000]	Loss: 0.1385	LR: 0.000800
Training Epoch: 36 [19968/45000]	Loss: 0.1648	LR: 0.000800
Training Epoch: 36 [20224/45000]	Loss: 0.1368	LR: 0.000800
Training Epoch: 36 [20480/45000]	Loss: 0.0865	LR: 0.000800
Training Epoch: 36 [20736/45000]	Loss: 0.1234	LR: 0.000800
Training Epoch: 36 [20992/45000]	Loss: 0.0969	LR: 0.000800
Training Epoch: 36 [21248/45000]	Loss: 0.1108	LR: 0.000800
Training Epoch: 36 [21504/45000]	Loss: 0.0925	LR: 0.000800
Training Epoch: 36 [21760/45000]	Loss: 0.1365	LR: 0.000800
Training Epoch: 36 [22016/45000]	Loss: 0.1524	LR: 0.000800
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Training Epoch: 36 [22528/45000]	Loss: 0.1163	LR: 0.000800
Training Epoch: 36 [22784/45000]	Loss: 0.0881	LR: 0.000800
Training Epoch: 36 [23040/45000]	Loss: 0.1168	LR: 0.000800
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Training Epoch: 36 [24320/45000]	Loss: 0.1108	LR: 0.000800
Training Epoch: 36 [24576/45000]	Loss: 0.1310	LR: 0.000800
Training Epoch: 36 [24832/45000]	Loss: 0.1245	LR: 0.000800
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Training Epoch: 36 [25344/45000]	Loss: 0.0881	LR: 0.000800
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Training Epoch: 36 [25856/45000]	Loss: 0.1582	LR: 0.000800
Training Epoch: 36 [26112/45000]	Loss: 0.0909	LR: 0.000800
Training Epoch: 36 [26368/45000]	Loss: 0.1105	LR: 0.000800
Training Epoch: 36 [26624/45000]	Loss: 0.1482	LR: 0.000800
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Training Epoch: 36 [27136/45000]	Loss: 0.0996	LR: 0.000800
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Training Epoch: 36 [27648/45000]	Loss: 0.1578	LR: 0.000800
Training Epoch: 36 [27904/45000]	Loss: 0.0803	LR: 0.000800
Training Epoch: 36 [28160/45000]	Loss: 0.1206	LR: 0.000800
Training Epoch: 36 [28416/45000]	Loss: 0.0877	LR: 0.000800
Training Epoch: 36 [28672/45000]	Loss: 0.0960	LR: 0.000800
Training Epoch: 36 [28928/45000]	Loss: 0.0920	LR: 0.000800
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Training Epoch: 36 [29696/45000]	Loss: 0.1755	LR: 0.000800
Training Epoch: 36 [29952/45000]	Loss: 0.0995	LR: 0.000800
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Training Epoch: 36 [30464/45000]	Loss: 0.0936	LR: 0.000800
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Training Epoch: 36 [32512/45000]	Loss: 0.1155	LR: 0.000800
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Training Epoch: 36 [33024/45000]	Loss: 0.1459	LR: 0.000800
Training Epoch: 36 [33280/45000]	Loss: 0.1146	LR: 0.000800
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Training Epoch: 36 [34304/45000]	Loss: 0.0952	LR: 0.000800
Training Epoch: 36 [34560/45000]	Loss: 0.0855	LR: 0.000800
Training Epoch: 36 [34816/45000]	Loss: 0.0825	LR: 0.000800
Training Epoch: 36 [35072/45000]	Loss: 0.1039	LR: 0.000800
Training Epoch: 36 [35328/45000]	Loss: 0.1430	LR: 0.000800
Training Epoch: 36 [35584/45000]	Loss: 0.1389	LR: 0.000800
Training Epoch: 36 [35840/45000]	Loss: 0.1084	LR: 0.000800
Training Epoch: 36 [36096/45000]	Loss: 0.0975	LR: 0.000800
Training Epoch: 36 [36352/45000]	Loss: 0.1221	LR: 0.000800
Training Epoch: 36 [36608/45000]	Loss: 0.1223	LR: 0.000800
Training Epoch: 36 [36864/45000]	Loss: 0.1130	LR: 0.000800
Training Epoch: 36 [37120/45000]	Loss: 0.1422	LR: 0.000800
Training Epoch: 36 [37376/45000]	Loss: 0.0819	LR: 0.000800
Training Epoch: 36 [37632/45000]	Loss: 0.1312	LR: 0.000800
Training Epoch: 36 [37888/45000]	Loss: 0.1001	LR: 0.000800
Training Epoch: 36 [38144/45000]	Loss: 0.1210	LR: 0.000800
Training Epoch: 36 [38400/45000]	Loss: 0.0900	LR: 0.000800
Training Epoch: 36 [38656/45000]	Loss: 0.1686	LR: 0.000800
Training Epoch: 36 [38912/45000]	Loss: 0.1440	LR: 0.000800
Training Epoch: 36 [39168/45000]	Loss: 0.0999	LR: 0.000800
Training Epoch: 36 [39424/45000]	Loss: 0.0746	LR: 0.000800
Training Epoch: 36 [39680/45000]	Loss: 0.1101	LR: 0.000800
Training Epoch: 36 [39936/45000]	Loss: 0.1072	LR: 0.000800
Training Epoch: 36 [40192/45000]	Loss: 0.1390	LR: 0.000800
Training Epoch: 36 [40448/45000]	Loss: 0.0975	LR: 0.000800
Training Epoch: 36 [40704/45000]	Loss: 0.1325	LR: 0.000800
Training Epoch: 36 [40960/45000]	Loss: 0.1090	LR: 0.000800
Training Epoch: 36 [41216/45000]	Loss: 0.1320	LR: 0.000800
Training Epoch: 36 [41472/45000]	Loss: 0.1234	LR: 0.000800
Training Epoch: 36 [41728/45000]	Loss: 0.1309	LR: 0.000800
Training Epoch: 36 [41984/45000]	Loss: 0.0659	LR: 0.000800
Training Epoch: 36 [42240/45000]	Loss: 0.0849	LR: 0.000800
Training Epoch: 36 [42496/45000]	Loss: 0.1352	LR: 0.000800
Training Epoch: 36 [42752/45000]	Loss: 0.1317	LR: 0.000800
Training Epoch: 36 [43008/45000]	Loss: 0.1049	LR: 0.000800
Training Epoch: 36 [43264/45000]	Loss: 0.0939	LR: 0.000800
Training Epoch: 36 [43520/45000]	Loss: 0.1604	LR: 0.000800
Training Epoch: 36 [43776/45000]	Loss: 0.1161	LR: 0.000800
Training Epoch: 36 [44032/45000]	Loss: 0.0984	LR: 0.000800
Training Epoch: 36 [44288/45000]	Loss: 0.0903	LR: 0.000800
Training Epoch: 36 [44544/45000]	Loss: 0.1223	LR: 0.000800
Training Epoch: 36 [44800/45000]	Loss: 0.1285	LR: 0.000800
Training Epoch: 36 [45000/45000]	Loss: 0.1403	LR: 0.000800
Epoch 36 - Average Train Loss: 0.1150, Train Accuracy: 0.9665
Epoch 36 training time consumed: 26.72s
Evaluating Network.....
Test set: Epoch: 36, Average loss: 0.0029, Accuracy: 0.8004, Time consumed:0.88s
Training Epoch: 37 [256/45000]	Loss: 0.0855	LR: 0.000800
Training Epoch: 37 [512/45000]	Loss: 0.1100	LR: 0.000800
Training Epoch: 37 [768/45000]	Loss: 0.1523	LR: 0.000800
Training Epoch: 37 [1024/45000]	Loss: 0.1043	LR: 0.000800
Training Epoch: 37 [1280/45000]	Loss: 0.1052	LR: 0.000800
Training Epoch: 37 [1536/45000]	Loss: 0.1071	LR: 0.000800
Training Epoch: 37 [1792/45000]	Loss: 0.0904	LR: 0.000800
Training Epoch: 37 [2048/45000]	Loss: 0.1079	LR: 0.000800
Training Epoch: 37 [2304/45000]	Loss: 0.1039	LR: 0.000800
Training Epoch: 37 [2560/45000]	Loss: 0.1179	LR: 0.000800
Training Epoch: 37 [2816/45000]	Loss: 0.0949	LR: 0.000800
Training Epoch: 37 [3072/45000]	Loss: 0.1141	LR: 0.000800
Training Epoch: 37 [3328/45000]	Loss: 0.1603	LR: 0.000800
Training Epoch: 37 [3584/45000]	Loss: 0.0650	LR: 0.000800
Training Epoch: 37 [3840/45000]	Loss: 0.1021	LR: 0.000800
Training Epoch: 37 [4096/45000]	Loss: 0.1502	LR: 0.000800
Training Epoch: 37 [4352/45000]	Loss: 0.1315	LR: 0.000800
Training Epoch: 37 [4608/45000]	Loss: 0.1409	LR: 0.000800
Training Epoch: 37 [4864/45000]	Loss: 0.0973	LR: 0.000800
Training Epoch: 37 [5120/45000]	Loss: 0.0839	LR: 0.000800
Training Epoch: 37 [5376/45000]	Loss: 0.1180	LR: 0.000800
Training Epoch: 37 [5632/45000]	Loss: 0.1436	LR: 0.000800
Training Epoch: 37 [5888/45000]	Loss: 0.0951	LR: 0.000800
Training Epoch: 37 [6144/45000]	Loss: 0.0983	LR: 0.000800
Training Epoch: 37 [6400/45000]	Loss: 0.0808	LR: 0.000800
Training Epoch: 37 [6656/45000]	Loss: 0.0897	LR: 0.000800
Training Epoch: 37 [6912/45000]	Loss: 0.1019	LR: 0.000800
Training Epoch: 37 [7168/45000]	Loss: 0.1330	LR: 0.000800
Training Epoch: 37 [7424/45000]	Loss: 0.1268	LR: 0.000800
Training Epoch: 37 [7680/45000]	Loss: 0.1016	LR: 0.000800
Training Epoch: 37 [7936/45000]	Loss: 0.1050	LR: 0.000800
Training Epoch: 37 [8192/45000]	Loss: 0.0952	LR: 0.000800
Training Epoch: 37 [8448/45000]	Loss: 0.1454	LR: 0.000800
Training Epoch: 37 [8704/45000]	Loss: 0.1424	LR: 0.000800
Training Epoch: 37 [8960/45000]	Loss: 0.1558	LR: 0.000800
Training Epoch: 37 [9216/45000]	Loss: 0.1047	LR: 0.000800
Training Epoch: 37 [9472/45000]	Loss: 0.1070	LR: 0.000800
Training Epoch: 37 [9728/45000]	Loss: 0.1222	LR: 0.000800
Training Epoch: 37 [9984/45000]	Loss: 0.0877	LR: 0.000800
Training Epoch: 37 [10240/45000]	Loss: 0.1391	LR: 0.000800
Training Epoch: 37 [10496/45000]	Loss: 0.0719	LR: 0.000800
Training Epoch: 37 [10752/45000]	Loss: 0.0984	LR: 0.000800
Training Epoch: 37 [11008/45000]	Loss: 0.1252	LR: 0.000800
Training Epoch: 37 [11264/45000]	Loss: 0.0954	LR: 0.000800
Training Epoch: 37 [11520/45000]	Loss: 0.1295	LR: 0.000800
Training Epoch: 37 [11776/45000]	Loss: 0.1216	LR: 0.000800
Training Epoch: 37 [12032/45000]	Loss: 0.0880	LR: 0.000800
Training Epoch: 37 [12288/45000]	Loss: 0.1199	LR: 0.000800
Training Epoch: 37 [12544/45000]	Loss: 0.1087	LR: 0.000800
Training Epoch: 37 [12800/45000]	Loss: 0.1229	LR: 0.000800
Training Epoch: 37 [13056/45000]	Loss: 0.0831	LR: 0.000800
Training Epoch: 37 [13312/45000]	Loss: 0.1067	LR: 0.000800
Training Epoch: 37 [13568/45000]	Loss: 0.1098	LR: 0.000800
Training Epoch: 37 [13824/45000]	Loss: 0.0962	LR: 0.000800
Training Epoch: 37 [14080/45000]	Loss: 0.0910	LR: 0.000800
Training Epoch: 37 [14336/45000]	Loss: 0.0752	LR: 0.000800
Training Epoch: 37 [14592/45000]	Loss: 0.1264	LR: 0.000800
Training Epoch: 37 [14848/45000]	Loss: 0.1399	LR: 0.000800
Training Epoch: 37 [15104/45000]	Loss: 0.1177	LR: 0.000800
Training Epoch: 37 [15360/45000]	Loss: 0.1236	LR: 0.000800
Training Epoch: 37 [15616/45000]	Loss: 0.1688	LR: 0.000800
Training Epoch: 37 [15872/45000]	Loss: 0.1241	LR: 0.000800
Training Epoch: 37 [16128/45000]	Loss: 0.1297	LR: 0.000800
Training Epoch: 37 [16384/45000]	Loss: 0.1170	LR: 0.000800
Training Epoch: 37 [16640/45000]	Loss: 0.1162	LR: 0.000800
Training Epoch: 37 [16896/45000]	Loss: 0.0766	LR: 0.000800
Training Epoch: 37 [17152/45000]	Loss: 0.1171	LR: 0.000800
Training Epoch: 37 [17408/45000]	Loss: 0.1525	LR: 0.000800
Training Epoch: 37 [17664/45000]	Loss: 0.1243	LR: 0.000800
Training Epoch: 37 [17920/45000]	Loss: 0.1153	LR: 0.000800
Training Epoch: 37 [18176/45000]	Loss: 0.1195	LR: 0.000800
Training Epoch: 37 [18432/45000]	Loss: 0.0665	LR: 0.000800
Training Epoch: 37 [18688/45000]	Loss: 0.1169	LR: 0.000800
Training Epoch: 37 [18944/45000]	Loss: 0.1307	LR: 0.000800
Training Epoch: 37 [19200/45000]	Loss: 0.0960	LR: 0.000800
Training Epoch: 37 [19456/45000]	Loss: 0.1216	LR: 0.000800
Training Epoch: 37 [19712/45000]	Loss: 0.1059	LR: 0.000800
Training Epoch: 37 [19968/45000]	Loss: 0.1242	LR: 0.000800
Training Epoch: 37 [20224/45000]	Loss: 0.1340	LR: 0.000800
Training Epoch: 37 [20480/45000]	Loss: 0.0972	LR: 0.000800
Training Epoch: 37 [20736/45000]	Loss: 0.0931	LR: 0.000800
Training Epoch: 37 [20992/45000]	Loss: 0.1198	LR: 0.000800
Training Epoch: 37 [21248/45000]	Loss: 0.1250	LR: 0.000800
Training Epoch: 37 [21504/45000]	Loss: 0.1189	LR: 0.000800
Training Epoch: 37 [21760/45000]	Loss: 0.0953	LR: 0.000800
Training Epoch: 37 [22016/45000]	Loss: 0.1083	LR: 0.000800
Training Epoch: 37 [22272/45000]	Loss: 0.0961	LR: 0.000800
Training Epoch: 37 [22528/45000]	Loss: 0.1009	LR: 0.000800
Training Epoch: 37 [22784/45000]	Loss: 0.1127	LR: 0.000800
Training Epoch: 37 [23040/45000]	Loss: 0.1067	LR: 0.000800
Training Epoch: 37 [23296/45000]	Loss: 0.1004	LR: 0.000800
Training Epoch: 37 [23552/45000]	Loss: 0.0864	LR: 0.000800
Training Epoch: 37 [23808/45000]	Loss: 0.1108	LR: 0.000800
Training Epoch: 37 [24064/45000]	Loss: 0.1100	LR: 0.000800
Training Epoch: 37 [24320/45000]	Loss: 0.0924	LR: 0.000800
Training Epoch: 37 [24576/45000]	Loss: 0.1125	LR: 0.000800
Training Epoch: 37 [24832/45000]	Loss: 0.1135	LR: 0.000800
Training Epoch: 37 [25088/45000]	Loss: 0.1409	LR: 0.000800
Training Epoch: 37 [25344/45000]	Loss: 0.1153	LR: 0.000800
Training Epoch: 37 [25600/45000]	Loss: 0.1536	LR: 0.000800
Training Epoch: 37 [25856/45000]	Loss: 0.0623	LR: 0.000800
Training Epoch: 37 [26112/45000]	Loss: 0.1011	LR: 0.000800
Training Epoch: 37 [26368/45000]	Loss: 0.1103	LR: 0.000800
Training Epoch: 37 [26624/45000]	Loss: 0.1114	LR: 0.000800
Training Epoch: 37 [26880/45000]	Loss: 0.0870	LR: 0.000800
Training Epoch: 37 [27136/45000]	Loss: 0.1372	LR: 0.000800
Training Epoch: 37 [27392/45000]	Loss: 0.0982	LR: 0.000800
Training Epoch: 37 [27648/45000]	Loss: 0.1034	LR: 0.000800
Training Epoch: 37 [27904/45000]	Loss: 0.1091	LR: 0.000800
Training Epoch: 37 [28160/45000]	Loss: 0.1183	LR: 0.000800
Training Epoch: 37 [28416/45000]	Loss: 0.0806	LR: 0.000800
Training Epoch: 37 [28672/45000]	Loss: 0.0861	LR: 0.000800
Training Epoch: 37 [28928/45000]	Loss: 0.1075	LR: 0.000800
Training Epoch: 37 [29184/45000]	Loss: 0.1349	LR: 0.000800
Training Epoch: 37 [29440/45000]	Loss: 0.1027	LR: 0.000800
Training Epoch: 37 [29696/45000]	Loss: 0.1168	LR: 0.000800
Training Epoch: 37 [29952/45000]	Loss: 0.0943	LR: 0.000800
Training Epoch: 37 [30208/45000]	Loss: 0.0981	LR: 0.000800
Training Epoch: 37 [30464/45000]	Loss: 0.1363	LR: 0.000800
Training Epoch: 37 [30720/45000]	Loss: 0.1175	LR: 0.000800
Training Epoch: 37 [30976/45000]	Loss: 0.1439	LR: 0.000800
Training Epoch: 37 [31232/45000]	Loss: 0.1583	LR: 0.000800
Training Epoch: 37 [31488/45000]	Loss: 0.1206	LR: 0.000800
Training Epoch: 37 [31744/45000]	Loss: 0.1012	LR: 0.000800
Training Epoch: 37 [32000/45000]	Loss: 0.0872	LR: 0.000800
Training Epoch: 37 [32256/45000]	Loss: 0.0721	LR: 0.000800
Training Epoch: 37 [32512/45000]	Loss: 0.1066	LR: 0.000800
Training Epoch: 37 [32768/45000]	Loss: 0.0972	LR: 0.000800
Training Epoch: 37 [33024/45000]	Loss: 0.1203	LR: 0.000800
Training Epoch: 37 [33280/45000]	Loss: 0.1073	LR: 0.000800
Training Epoch: 37 [33536/45000]	Loss: 0.1376	LR: 0.000800
Training Epoch: 37 [33792/45000]	Loss: 0.1136	LR: 0.000800
Training Epoch: 37 [34048/45000]	Loss: 0.0841	LR: 0.000800
Training Epoch: 37 [34304/45000]	Loss: 0.1138	LR: 0.000800
Training Epoch: 37 [34560/45000]	Loss: 0.1019	LR: 0.000800
Training Epoch: 37 [34816/45000]	Loss: 0.1491	LR: 0.000800
Training Epoch: 37 [35072/45000]	Loss: 0.1425	LR: 0.000800
Training Epoch: 37 [35328/45000]	Loss: 0.1263	LR: 0.000800
Training Epoch: 37 [35584/45000]	Loss: 0.1238	LR: 0.000800
Training Epoch: 37 [35840/45000]	Loss: 0.1351	LR: 0.000800
Training Epoch: 37 [36096/45000]	Loss: 0.1144	LR: 0.000800
Training Epoch: 37 [36352/45000]	Loss: 0.0970	LR: 0.000800
Training Epoch: 37 [36608/45000]	Loss: 0.1170	LR: 0.000800
Training Epoch: 37 [36864/45000]	Loss: 0.1748	LR: 0.000800
Training Epoch: 37 [37120/45000]	Loss: 0.1055	LR: 0.000800
Training Epoch: 37 [37376/45000]	Loss: 0.1028	LR: 0.000800
Training Epoch: 37 [37632/45000]	Loss: 0.1293	LR: 0.000800
Training Epoch: 37 [37888/45000]	Loss: 0.1286	LR: 0.000800
Training Epoch: 37 [38144/45000]	Loss: 0.1884	LR: 0.000800
Training Epoch: 37 [38400/45000]	Loss: 0.1312	LR: 0.000800
Training Epoch: 37 [38656/45000]	Loss: 0.1201	LR: 0.000800
Training Epoch: 37 [38912/45000]	Loss: 0.1147	LR: 0.000800
Training Epoch: 37 [39168/45000]	Loss: 0.1070	LR: 0.000800
Training Epoch: 37 [39424/45000]	Loss: 0.1198	LR: 0.000800
Training Epoch: 37 [39680/45000]	Loss: 0.1462	LR: 0.000800
Training Epoch: 37 [39936/45000]	Loss: 0.1016	LR: 0.000800
Training Epoch: 37 [40192/45000]	Loss: 0.1130	LR: 0.000800
Training Epoch: 37 [40448/45000]	Loss: 0.1229	LR: 0.000800
Training Epoch: 37 [40704/45000]	Loss: 0.1209	LR: 0.000800
Training Epoch: 37 [40960/45000]	Loss: 0.1069	LR: 0.000800
Training Epoch: 37 [41216/45000]	Loss: 0.0755	LR: 0.000800
Training Epoch: 37 [41472/45000]	Loss: 0.1184	LR: 0.000800
Training Epoch: 37 [41728/45000]	Loss: 0.0925	LR: 0.000800
Training Epoch: 37 [41984/45000]	Loss: 0.1100	LR: 0.000800
Training Epoch: 37 [42240/45000]	Loss: 0.1195	LR: 0.000800
Training Epoch: 37 [42496/45000]	Loss: 0.0935	LR: 0.000800
Training Epoch: 37 [42752/45000]	Loss: 0.1266	LR: 0.000800
Training Epoch: 37 [43008/45000]	Loss: 0.1274	LR: 0.000800
Training Epoch: 37 [43264/45000]	Loss: 0.0931	LR: 0.000800
Training Epoch: 37 [43520/45000]	Loss: 0.0952	LR: 0.000800
Training Epoch: 37 [43776/45000]	Loss: 0.1267	LR: 0.000800
Training Epoch: 37 [44032/45000]	Loss: 0.1028	LR: 0.000800
Training Epoch: 37 [44288/45000]	Loss: 0.0823	LR: 0.000800
Training Epoch: 37 [44544/45000]	Loss: 0.1141	LR: 0.000800
Training Epoch: 37 [44800/45000]	Loss: 0.0913	LR: 0.000800
Training Epoch: 37 [45000/45000]	Loss: 0.0746	LR: 0.000800
Epoch 37 - Average Train Loss: 0.1125, Train Accuracy: 0.9678
Epoch 37 training time consumed: 26.69s
Evaluating Network.....
Test set: Epoch: 37, Average loss: 0.0029, Accuracy: 0.8037, Time consumed:0.91s
Saving weights file to checkpoint/retrain/ResNet18/Sunday_13_July_2025_18h_05m_49s/ResNet18-Cifar20-seed5-ret100-37-best.pth
Training Epoch: 38 [256/45000]	Loss: 0.1432	LR: 0.000800
Training Epoch: 38 [512/45000]	Loss: 0.0932	LR: 0.000800
Training Epoch: 38 [768/45000]	Loss: 0.1079	LR: 0.000800
Training Epoch: 38 [1024/45000]	Loss: 0.1415	LR: 0.000800
Training Epoch: 38 [1280/45000]	Loss: 0.1150	LR: 0.000800
Training Epoch: 38 [1536/45000]	Loss: 0.1019	LR: 0.000800
Training Epoch: 38 [1792/45000]	Loss: 0.0700	LR: 0.000800
Training Epoch: 38 [2048/45000]	Loss: 0.1108	LR: 0.000800
Training Epoch: 38 [2304/45000]	Loss: 0.1448	LR: 0.000800
Training Epoch: 38 [2560/45000]	Loss: 0.1088	LR: 0.000800
Training Epoch: 38 [2816/45000]	Loss: 0.1044	LR: 0.000800
Training Epoch: 38 [3072/45000]	Loss: 0.0994	LR: 0.000800
Training Epoch: 38 [3328/45000]	Loss: 0.1111	LR: 0.000800
Training Epoch: 38 [3584/45000]	Loss: 0.1632	LR: 0.000800
Training Epoch: 38 [3840/45000]	Loss: 0.0907	LR: 0.000800
Training Epoch: 38 [4096/45000]	Loss: 0.1260	LR: 0.000800
Training Epoch: 38 [4352/45000]	Loss: 0.1350	LR: 0.000800
Training Epoch: 38 [4608/45000]	Loss: 0.1201	LR: 0.000800
Training Epoch: 38 [4864/45000]	Loss: 0.1459	LR: 0.000800
Training Epoch: 38 [5120/45000]	Loss: 0.0943	LR: 0.000800
Training Epoch: 38 [5376/45000]	Loss: 0.0847	LR: 0.000800
Training Epoch: 38 [5632/45000]	Loss: 0.0802	LR: 0.000800
Training Epoch: 38 [5888/45000]	Loss: 0.0939	LR: 0.000800
Training Epoch: 38 [6144/45000]	Loss: 0.1013	LR: 0.000800
Training Epoch: 38 [6400/45000]	Loss: 0.0905	LR: 0.000800
Training Epoch: 38 [6656/45000]	Loss: 0.1510	LR: 0.000800
Training Epoch: 38 [6912/45000]	Loss: 0.0950	LR: 0.000800
Training Epoch: 38 [7168/45000]	Loss: 0.1362	LR: 0.000800
Training Epoch: 38 [7424/45000]	Loss: 0.1145	LR: 0.000800
Training Epoch: 38 [7680/45000]	Loss: 0.0771	LR: 0.000800
Training Epoch: 38 [7936/45000]	Loss: 0.1109	LR: 0.000800
Training Epoch: 38 [8192/45000]	Loss: 0.1139	LR: 0.000800
Training Epoch: 38 [8448/45000]	Loss: 0.1132	LR: 0.000800
Training Epoch: 38 [8704/45000]	Loss: 0.1188	LR: 0.000800
Training Epoch: 38 [8960/45000]	Loss: 0.0879	LR: 0.000800
Training Epoch: 38 [9216/45000]	Loss: 0.1293	LR: 0.000800
Training Epoch: 38 [9472/45000]	Loss: 0.1209	LR: 0.000800
Training Epoch: 38 [9728/45000]	Loss: 0.1656	LR: 0.000800
Training Epoch: 38 [9984/45000]	Loss: 0.1049	LR: 0.000800
Training Epoch: 38 [10240/45000]	Loss: 0.1188	LR: 0.000800
Training Epoch: 38 [10496/45000]	Loss: 0.0960	LR: 0.000800
Training Epoch: 38 [10752/45000]	Loss: 0.1075	LR: 0.000800
Training Epoch: 38 [11008/45000]	Loss: 0.1129	LR: 0.000800
Training Epoch: 38 [11264/45000]	Loss: 0.1189	LR: 0.000800
Training Epoch: 38 [11520/45000]	Loss: 0.1012	LR: 0.000800
Training Epoch: 38 [11776/45000]	Loss: 0.0730	LR: 0.000800
Training Epoch: 38 [12032/45000]	Loss: 0.0952	LR: 0.000800
Training Epoch: 38 [12288/45000]	Loss: 0.1358	LR: 0.000800
Training Epoch: 38 [12544/45000]	Loss: 0.1202	LR: 0.000800
Training Epoch: 38 [12800/45000]	Loss: 0.1147	LR: 0.000800
Training Epoch: 38 [13056/45000]	Loss: 0.1133	LR: 0.000800
Training Epoch: 38 [13312/45000]	Loss: 0.0907	LR: 0.000800
Training Epoch: 38 [13568/45000]	Loss: 0.0967	LR: 0.000800
Training Epoch: 38 [13824/45000]	Loss: 0.1538	LR: 0.000800
Training Epoch: 38 [14080/45000]	Loss: 0.1163	LR: 0.000800
Training Epoch: 38 [14336/45000]	Loss: 0.1138	LR: 0.000800
Training Epoch: 38 [14592/45000]	Loss: 0.1098	LR: 0.000800
Training Epoch: 38 [14848/45000]	Loss: 0.0975	LR: 0.000800
Training Epoch: 38 [15104/45000]	Loss: 0.1147	LR: 0.000800
Training Epoch: 38 [15360/45000]	Loss: 0.1168	LR: 0.000800
Training Epoch: 38 [15616/45000]	Loss: 0.1120	LR: 0.000800
Training Epoch: 38 [15872/45000]	Loss: 0.1023	LR: 0.000800
Training Epoch: 38 [16128/45000]	Loss: 0.0835	LR: 0.000800
Training Epoch: 38 [16384/45000]	Loss: 0.1211	LR: 0.000800
Training Epoch: 38 [16640/45000]	Loss: 0.1010	LR: 0.000800
Training Epoch: 38 [16896/45000]	Loss: 0.1170	LR: 0.000800
Training Epoch: 38 [17152/45000]	Loss: 0.1675	LR: 0.000800
Training Epoch: 38 [17408/45000]	Loss: 0.0966	LR: 0.000800
Training Epoch: 38 [17664/45000]	Loss: 0.1471	LR: 0.000800
Training Epoch: 38 [17920/45000]	Loss: 0.1223	LR: 0.000800
Training Epoch: 38 [18176/45000]	Loss: 0.1009	LR: 0.000800
Training Epoch: 38 [18432/45000]	Loss: 0.1115	LR: 0.000800
Training Epoch: 38 [18688/45000]	Loss: 0.1768	LR: 0.000800
Training Epoch: 38 [18944/45000]	Loss: 0.0740	LR: 0.000800
Training Epoch: 38 [19200/45000]	Loss: 0.1366	LR: 0.000800
Training Epoch: 38 [19456/45000]	Loss: 0.1455	LR: 0.000800
Training Epoch: 38 [19712/45000]	Loss: 0.0961	LR: 0.000800
Training Epoch: 38 [19968/45000]	Loss: 0.1221	LR: 0.000800
Training Epoch: 38 [20224/45000]	Loss: 0.0860	LR: 0.000800
Training Epoch: 38 [20480/45000]	Loss: 0.0990	LR: 0.000800
Training Epoch: 38 [20736/45000]	Loss: 0.1259	LR: 0.000800
Training Epoch: 38 [20992/45000]	Loss: 0.1009	LR: 0.000800
Training Epoch: 38 [21248/45000]	Loss: 0.0912	LR: 0.000800
Training Epoch: 38 [21504/45000]	Loss: 0.1382	LR: 0.000800
Training Epoch: 38 [21760/45000]	Loss: 0.0967	LR: 0.000800
Training Epoch: 38 [22016/45000]	Loss: 0.1541	LR: 0.000800
Training Epoch: 38 [22272/45000]	Loss: 0.0880	LR: 0.000800
Training Epoch: 38 [22528/45000]	Loss: 0.1517	LR: 0.000800
Training Epoch: 38 [22784/45000]	Loss: 0.1186	LR: 0.000800
Training Epoch: 38 [23040/45000]	Loss: 0.1507	LR: 0.000800
Training Epoch: 38 [23296/45000]	Loss: 0.1120	LR: 0.000800
Training Epoch: 38 [23552/45000]	Loss: 0.1228	LR: 0.000800
Training Epoch: 38 [23808/45000]	Loss: 0.1052	LR: 0.000800
Training Epoch: 38 [24064/45000]	Loss: 0.1008	LR: 0.000800
Training Epoch: 38 [24320/45000]	Loss: 0.1186	LR: 0.000800
Training Epoch: 38 [24576/45000]	Loss: 0.1319	LR: 0.000800
Training Epoch: 38 [24832/45000]	Loss: 0.1147	LR: 0.000800
Training Epoch: 38 [25088/45000]	Loss: 0.1484	LR: 0.000800
Training Epoch: 38 [25344/45000]	Loss: 0.0626	LR: 0.000800
Training Epoch: 38 [25600/45000]	Loss: 0.1272	LR: 0.000800
Training Epoch: 38 [25856/45000]	Loss: 0.1146	LR: 0.000800
Training Epoch: 38 [26112/45000]	Loss: 0.1451	LR: 0.000800
Training Epoch: 38 [26368/45000]	Loss: 0.1381	LR: 0.000800
Training Epoch: 38 [26624/45000]	Loss: 0.1085	LR: 0.000800
Training Epoch: 38 [26880/45000]	Loss: 0.1415	LR: 0.000800
Training Epoch: 38 [27136/45000]	Loss: 0.0705	LR: 0.000800
Training Epoch: 38 [27392/45000]	Loss: 0.1015	LR: 0.000800
Training Epoch: 38 [27648/45000]	Loss: 0.0946	LR: 0.000800
Training Epoch: 38 [27904/45000]	Loss: 0.1450	LR: 0.000800
Training Epoch: 38 [28160/45000]	Loss: 0.1046	LR: 0.000800
Training Epoch: 38 [28416/45000]	Loss: 0.0770	LR: 0.000800
Training Epoch: 38 [28672/45000]	Loss: 0.0999	LR: 0.000800
Training Epoch: 38 [28928/45000]	Loss: 0.1006	LR: 0.000800
Training Epoch: 38 [29184/45000]	Loss: 0.1090	LR: 0.000800
Training Epoch: 38 [29440/45000]	Loss: 0.0997	LR: 0.000800
Training Epoch: 38 [29696/45000]	Loss: 0.1130	LR: 0.000800
Training Epoch: 38 [29952/45000]	Loss: 0.1144	LR: 0.000800
Training Epoch: 38 [30208/45000]	Loss: 0.0843	LR: 0.000800
Training Epoch: 38 [30464/45000]	Loss: 0.0978	LR: 0.000800
Training Epoch: 38 [30720/45000]	Loss: 0.1312	LR: 0.000800
Training Epoch: 38 [30976/45000]	Loss: 0.1599	LR: 0.000800
Training Epoch: 38 [31232/45000]	Loss: 0.1088	LR: 0.000800
Training Epoch: 38 [31488/45000]	Loss: 0.1070	LR: 0.000800
Training Epoch: 38 [31744/45000]	Loss: 0.0989	LR: 0.000800
Training Epoch: 38 [32000/45000]	Loss: 0.1386	LR: 0.000800
Training Epoch: 38 [32256/45000]	Loss: 0.0933	LR: 0.000800
Training Epoch: 38 [32512/45000]	Loss: 0.0761	LR: 0.000800
Training Epoch: 38 [32768/45000]	Loss: 0.1414	LR: 0.000800
Training Epoch: 38 [33024/45000]	Loss: 0.1115	LR: 0.000800
Training Epoch: 38 [33280/45000]	Loss: 0.1544	LR: 0.000800
Training Epoch: 38 [33536/45000]	Loss: 0.1075	LR: 0.000800
Training Epoch: 38 [33792/45000]	Loss: 0.1389	LR: 0.000800
Training Epoch: 38 [34048/45000]	Loss: 0.1111	LR: 0.000800
Training Epoch: 38 [34304/45000]	Loss: 0.1262	LR: 0.000800
Training Epoch: 38 [34560/45000]	Loss: 0.0779	LR: 0.000800
Training Epoch: 38 [34816/45000]	Loss: 0.0987	LR: 0.000800
Training Epoch: 38 [35072/45000]	Loss: 0.1001	LR: 0.000800
Training Epoch: 38 [35328/45000]	Loss: 0.0991	LR: 0.000800
Training Epoch: 38 [35584/45000]	Loss: 0.0974	LR: 0.000800
Training Epoch: 38 [35840/45000]	Loss: 0.1518	LR: 0.000800
Training Epoch: 38 [36096/45000]	Loss: 0.0983	LR: 0.000800
Training Epoch: 38 [36352/45000]	Loss: 0.1583	LR: 0.000800
Training Epoch: 38 [36608/45000]	Loss: 0.1169	LR: 0.000800
Training Epoch: 38 [36864/45000]	Loss: 0.0937	LR: 0.000800
Training Epoch: 38 [37120/45000]	Loss: 0.1225	LR: 0.000800
Training Epoch: 38 [37376/45000]	Loss: 0.0992	LR: 0.000800
Training Epoch: 38 [37632/45000]	Loss: 0.1524	LR: 0.000800
Training Epoch: 38 [37888/45000]	Loss: 0.1206	LR: 0.000800
Training Epoch: 38 [38144/45000]	Loss: 0.0966	LR: 0.000800
Training Epoch: 38 [38400/45000]	Loss: 0.1223	LR: 0.000800
Training Epoch: 38 [38656/45000]	Loss: 0.1311	LR: 0.000800
Training Epoch: 38 [38912/45000]	Loss: 0.1132	LR: 0.000800
Training Epoch: 38 [39168/45000]	Loss: 0.1123	LR: 0.000800
Training Epoch: 38 [39424/45000]	Loss: 0.0997	LR: 0.000800
Training Epoch: 38 [39680/45000]	Loss: 0.0939	LR: 0.000800
Training Epoch: 38 [39936/45000]	Loss: 0.1491	LR: 0.000800
Training Epoch: 38 [40192/45000]	Loss: 0.1219	LR: 0.000800
Training Epoch: 38 [40448/45000]	Loss: 0.1567	LR: 0.000800
Training Epoch: 38 [40704/45000]	Loss: 0.1453	LR: 0.000800
Training Epoch: 38 [40960/45000]	Loss: 0.0799	LR: 0.000800
Training Epoch: 38 [41216/45000]	Loss: 0.0908	LR: 0.000800
Training Epoch: 38 [41472/45000]	Loss: 0.1018	LR: 0.000800
Training Epoch: 38 [41728/45000]	Loss: 0.1306	LR: 0.000800
Training Epoch: 38 [41984/45000]	Loss: 0.0541	LR: 0.000800
Training Epoch: 38 [42240/45000]	Loss: 0.0963	LR: 0.000800
Training Epoch: 38 [42496/45000]	Loss: 0.1422	LR: 0.000800
Training Epoch: 38 [42752/45000]	Loss: 0.0988	LR: 0.000800
Training Epoch: 38 [43008/45000]	Loss: 0.1180	LR: 0.000800
Training Epoch: 38 [43264/45000]	Loss: 0.1222	LR: 0.000800
Training Epoch: 38 [43520/45000]	Loss: 0.0904	LR: 0.000800
Training Epoch: 38 [43776/45000]	Loss: 0.1241	LR: 0.000800
Training Epoch: 38 [44032/45000]	Loss: 0.1060	LR: 0.000800
Training Epoch: 38 [44288/45000]	Loss: 0.0999	LR: 0.000800
Training Epoch: 38 [44544/45000]	Loss: 0.1315	LR: 0.000800
Training Epoch: 38 [44800/45000]	Loss: 0.0855	LR: 0.000800
Training Epoch: 38 [45000/45000]	Loss: 0.1036	LR: 0.000800
Epoch 38 - Average Train Loss: 0.1135, Train Accuracy: 0.9674
Epoch 38 training time consumed: 26.80s
Evaluating Network.....
Test set: Epoch: 38, Average loss: 0.0029, Accuracy: 0.8015, Time consumed:0.87s
Training Epoch: 39 [256/45000]	Loss: 0.1019	LR: 0.000800
Training Epoch: 39 [512/45000]	Loss: 0.1451	LR: 0.000800
Training Epoch: 39 [768/45000]	Loss: 0.1256	LR: 0.000800
Training Epoch: 39 [1024/45000]	Loss: 0.0697	LR: 0.000800
Training Epoch: 39 [1280/45000]	Loss: 0.0784	LR: 0.000800
Training Epoch: 39 [1536/45000]	Loss: 0.1219	LR: 0.000800
Training Epoch: 39 [1792/45000]	Loss: 0.0716	LR: 0.000800
Training Epoch: 39 [2048/45000]	Loss: 0.0995	LR: 0.000800
Training Epoch: 39 [2304/45000]	Loss: 0.1211	LR: 0.000800
Training Epoch: 39 [2560/45000]	Loss: 0.1283	LR: 0.000800
Training Epoch: 39 [2816/45000]	Loss: 0.0835	LR: 0.000800
Training Epoch: 39 [3072/45000]	Loss: 0.0918	LR: 0.000800
Training Epoch: 39 [3328/45000]	Loss: 0.1127	LR: 0.000800
Training Epoch: 39 [3584/45000]	Loss: 0.0927	LR: 0.000800
Training Epoch: 39 [3840/45000]	Loss: 0.0849	LR: 0.000800
Training Epoch: 39 [4096/45000]	Loss: 0.0829	LR: 0.000800
Training Epoch: 39 [4352/45000]	Loss: 0.0801	LR: 0.000800
Training Epoch: 39 [4608/45000]	Loss: 0.0986	LR: 0.000800
Training Epoch: 39 [4864/45000]	Loss: 0.1070	LR: 0.000800
Training Epoch: 39 [5120/45000]	Loss: 0.0981	LR: 0.000800
Training Epoch: 39 [5376/45000]	Loss: 0.0893	LR: 0.000800
Training Epoch: 39 [5632/45000]	Loss: 0.1091	LR: 0.000800
Training Epoch: 39 [5888/45000]	Loss: 0.1203	LR: 0.000800
Training Epoch: 39 [6144/45000]	Loss: 0.1261	LR: 0.000800
Training Epoch: 39 [6400/45000]	Loss: 0.1114	LR: 0.000800
Training Epoch: 39 [6656/45000]	Loss: 0.0865	LR: 0.000800
Training Epoch: 39 [6912/45000]	Loss: 0.1254	LR: 0.000800
Training Epoch: 39 [7168/45000]	Loss: 0.1051	LR: 0.000800
Training Epoch: 39 [7424/45000]	Loss: 0.1122	LR: 0.000800
Training Epoch: 39 [7680/45000]	Loss: 0.1458	LR: 0.000800
Training Epoch: 39 [7936/45000]	Loss: 0.1124	LR: 0.000800
Training Epoch: 39 [8192/45000]	Loss: 0.0686	LR: 0.000800
Training Epoch: 39 [8448/45000]	Loss: 0.1046	LR: 0.000800
Training Epoch: 39 [8704/45000]	Loss: 0.0917	LR: 0.000800
Training Epoch: 39 [8960/45000]	Loss: 0.0955	LR: 0.000800
Training Epoch: 39 [9216/45000]	Loss: 0.1171	LR: 0.000800
Training Epoch: 39 [9472/45000]	Loss: 0.0897	LR: 0.000800
Training Epoch: 39 [9728/45000]	Loss: 0.1165	LR: 0.000800
Training Epoch: 39 [9984/45000]	Loss: 0.1467	LR: 0.000800
Training Epoch: 39 [10240/45000]	Loss: 0.0974	LR: 0.000800
Training Epoch: 39 [10496/45000]	Loss: 0.1243	LR: 0.000800
Training Epoch: 39 [10752/45000]	Loss: 0.0841	LR: 0.000800
Training Epoch: 39 [11008/45000]	Loss: 0.1247	LR: 0.000800
Training Epoch: 39 [11264/45000]	Loss: 0.0817	LR: 0.000800
Training Epoch: 39 [11520/45000]	Loss: 0.1499	LR: 0.000800
Training Epoch: 39 [11776/45000]	Loss: 0.0904	LR: 0.000800
Training Epoch: 39 [12032/45000]	Loss: 0.0938	LR: 0.000800
Training Epoch: 39 [12288/45000]	Loss: 0.0811	LR: 0.000800
Training Epoch: 39 [12544/45000]	Loss: 0.1038	LR: 0.000800
Training Epoch: 39 [12800/45000]	Loss: 0.1142	LR: 0.000800
Training Epoch: 39 [13056/45000]	Loss: 0.1175	LR: 0.000800
Training Epoch: 39 [13312/45000]	Loss: 0.0783	LR: 0.000800
Training Epoch: 39 [13568/45000]	Loss: 0.0849	LR: 0.000800
Training Epoch: 39 [13824/45000]	Loss: 0.0626	LR: 0.000800
Training Epoch: 39 [14080/45000]	Loss: 0.0931	LR: 0.000800
Training Epoch: 39 [14336/45000]	Loss: 0.1023	LR: 0.000800
Training Epoch: 39 [14592/45000]	Loss: 0.1102	LR: 0.000800
Training Epoch: 39 [14848/45000]	Loss: 0.1195	LR: 0.000800
Training Epoch: 39 [15104/45000]	Loss: 0.0753	LR: 0.000800
Training Epoch: 39 [15360/45000]	Loss: 0.0952	LR: 0.000800
Training Epoch: 39 [15616/45000]	Loss: 0.1296	LR: 0.000800
Training Epoch: 39 [15872/45000]	Loss: 0.1607	LR: 0.000800
Training Epoch: 39 [16128/45000]	Loss: 0.1134	LR: 0.000800
Training Epoch: 39 [16384/45000]	Loss: 0.1068	LR: 0.000800
Training Epoch: 39 [16640/45000]	Loss: 0.1222	LR: 0.000800
Training Epoch: 39 [16896/45000]	Loss: 0.1198	LR: 0.000800
Training Epoch: 39 [17152/45000]	Loss: 0.1001	LR: 0.000800
Training Epoch: 39 [17408/45000]	Loss: 0.0760	LR: 0.000800
Training Epoch: 39 [17664/45000]	Loss: 0.1907	LR: 0.000800
Training Epoch: 39 [17920/45000]	Loss: 0.1367	LR: 0.000800
Training Epoch: 39 [18176/45000]	Loss: 0.1063	LR: 0.000800
Training Epoch: 39 [18432/45000]	Loss: 0.1273	LR: 0.000800
Training Epoch: 39 [18688/45000]	Loss: 0.0910	LR: 0.000800
Training Epoch: 39 [18944/45000]	Loss: 0.1140	LR: 0.000800
Training Epoch: 39 [19200/45000]	Loss: 0.1152	LR: 0.000800
Training Epoch: 39 [19456/45000]	Loss: 0.1276	LR: 0.000800
Training Epoch: 39 [19712/45000]	Loss: 0.1218	LR: 0.000800
Training Epoch: 39 [19968/45000]	Loss: 0.0816	LR: 0.000800
Training Epoch: 39 [20224/45000]	Loss: 0.0820	LR: 0.000800
Training Epoch: 39 [20480/45000]	Loss: 0.1296	LR: 0.000800
Training Epoch: 39 [20736/45000]	Loss: 0.0872	LR: 0.000800
Training Epoch: 39 [20992/45000]	Loss: 0.1628	LR: 0.000800
Training Epoch: 39 [21248/45000]	Loss: 0.1092	LR: 0.000800
Training Epoch: 39 [21504/45000]	Loss: 0.1452	LR: 0.000800
Training Epoch: 39 [21760/45000]	Loss: 0.0685	LR: 0.000800
Training Epoch: 39 [22016/45000]	Loss: 0.1156	LR: 0.000800
Training Epoch: 39 [22272/45000]	Loss: 0.1072	LR: 0.000800
Training Epoch: 39 [22528/45000]	Loss: 0.1242	LR: 0.000800
Training Epoch: 39 [22784/45000]	Loss: 0.1174	LR: 0.000800
Training Epoch: 39 [23040/45000]	Loss: 0.1221	LR: 0.000800
Training Epoch: 39 [23296/45000]	Loss: 0.0937	LR: 0.000800
Training Epoch: 39 [23552/45000]	Loss: 0.1009	LR: 0.000800
Training Epoch: 39 [23808/45000]	Loss: 0.1140	LR: 0.000800
Training Epoch: 39 [24064/45000]	Loss: 0.1015	LR: 0.000800
Training Epoch: 39 [24320/45000]	Loss: 0.1229	LR: 0.000800
Training Epoch: 39 [24576/45000]	Loss: 0.1644	LR: 0.000800
Training Epoch: 39 [24832/45000]	Loss: 0.1004	LR: 0.000800
Training Epoch: 39 [25088/45000]	Loss: 0.0714	LR: 0.000800
Training Epoch: 39 [25344/45000]	Loss: 0.1248	LR: 0.000800
Training Epoch: 39 [25600/45000]	Loss: 0.0837	LR: 0.000800
Training Epoch: 39 [25856/45000]	Loss: 0.1050	LR: 0.000800
Training Epoch: 39 [26112/45000]	Loss: 0.0934	LR: 0.000800
Training Epoch: 39 [26368/45000]	Loss: 0.1245	LR: 0.000800
Training Epoch: 39 [26624/45000]	Loss: 0.1113	LR: 0.000800
Training Epoch: 39 [26880/45000]	Loss: 0.1036	LR: 0.000800
Training Epoch: 39 [27136/45000]	Loss: 0.1084	LR: 0.000800
Training Epoch: 39 [27392/45000]	Loss: 0.0971	LR: 0.000800
Training Epoch: 39 [27648/45000]	Loss: 0.1017	LR: 0.000800
Training Epoch: 39 [27904/45000]	Loss: 0.1509	LR: 0.000800
Training Epoch: 39 [28160/45000]	Loss: 0.1190	LR: 0.000800
Training Epoch: 39 [28416/45000]	Loss: 0.1019	LR: 0.000800
Training Epoch: 39 [28672/45000]	Loss: 0.0721	LR: 0.000800
Training Epoch: 39 [28928/45000]	Loss: 0.1209	LR: 0.000800
Training Epoch: 39 [29184/45000]	Loss: 0.0925	LR: 0.000800
Training Epoch: 39 [29440/45000]	Loss: 0.0793	LR: 0.000800
Training Epoch: 39 [29696/45000]	Loss: 0.0998	LR: 0.000800
Training Epoch: 39 [29952/45000]	Loss: 0.1266	LR: 0.000800
Training Epoch: 39 [30208/45000]	Loss: 0.1179	LR: 0.000800
Training Epoch: 39 [30464/45000]	Loss: 0.0912	LR: 0.000800
Training Epoch: 39 [30720/45000]	Loss: 0.0938	LR: 0.000800
Training Epoch: 39 [30976/45000]	Loss: 0.1135	LR: 0.000800
Training Epoch: 39 [31232/45000]	Loss: 0.1399	LR: 0.000800
Training Epoch: 39 [31488/45000]	Loss: 0.1282	LR: 0.000800
Training Epoch: 39 [31744/45000]	Loss: 0.0763	LR: 0.000800
Training Epoch: 39 [32000/45000]	Loss: 0.1070	LR: 0.000800
Training Epoch: 39 [32256/45000]	Loss: 0.0976	LR: 0.000800
Training Epoch: 39 [32512/45000]	Loss: 0.0879	LR: 0.000800
Training Epoch: 39 [32768/45000]	Loss: 0.1103	LR: 0.000800
Training Epoch: 39 [33024/45000]	Loss: 0.1086	LR: 0.000800
Training Epoch: 39 [33280/45000]	Loss: 0.1235	LR: 0.000800
Training Epoch: 39 [33536/45000]	Loss: 0.1032	LR: 0.000800
Training Epoch: 39 [33792/45000]	Loss: 0.0845	LR: 0.000800
Training Epoch: 39 [34048/45000]	Loss: 0.1346	LR: 0.000800
Training Epoch: 39 [34304/45000]	Loss: 0.1012	LR: 0.000800
Training Epoch: 39 [34560/45000]	Loss: 0.0792	LR: 0.000800
Training Epoch: 39 [34816/45000]	Loss: 0.0783	LR: 0.000800
Training Epoch: 39 [35072/45000]	Loss: 0.0970	LR: 0.000800
Training Epoch: 39 [35328/45000]	Loss: 0.1074	LR: 0.000800
Training Epoch: 39 [35584/45000]	Loss: 0.1678	LR: 0.000800
Training Epoch: 39 [35840/45000]	Loss: 0.0725	LR: 0.000800
Training Epoch: 39 [36096/45000]	Loss: 0.1082	LR: 0.000800
Training Epoch: 39 [36352/45000]	Loss: 0.0986	LR: 0.000800
Training Epoch: 39 [36608/45000]	Loss: 0.1040	LR: 0.000800
Training Epoch: 39 [36864/45000]	Loss: 0.1176	LR: 0.000800
Training Epoch: 39 [37120/45000]	Loss: 0.1357	LR: 0.000800
Training Epoch: 39 [37376/45000]	Loss: 0.1100	LR: 0.000800
Training Epoch: 39 [37632/45000]	Loss: 0.0757	LR: 0.000800
Training Epoch: 39 [37888/45000]	Loss: 0.0901	LR: 0.000800
Training Epoch: 39 [38144/45000]	Loss: 0.1420	LR: 0.000800
Training Epoch: 39 [38400/45000]	Loss: 0.1112	LR: 0.000800
Training Epoch: 39 [38656/45000]	Loss: 0.0808	LR: 0.000800
Training Epoch: 39 [38912/45000]	Loss: 0.1020	LR: 0.000800
Training Epoch: 39 [39168/45000]	Loss: 0.1624	LR: 0.000800
Training Epoch: 39 [39424/45000]	Loss: 0.1044	LR: 0.000800
Training Epoch: 39 [39680/45000]	Loss: 0.1037	LR: 0.000800
Training Epoch: 39 [39936/45000]	Loss: 0.1056	LR: 0.000800
Training Epoch: 39 [40192/45000]	Loss: 0.0806	LR: 0.000800
Training Epoch: 39 [40448/45000]	Loss: 0.0923	LR: 0.000800
Training Epoch: 39 [40704/45000]	Loss: 0.1041	LR: 0.000800
Training Epoch: 39 [40960/45000]	Loss: 0.1368	LR: 0.000800
Training Epoch: 39 [41216/45000]	Loss: 0.0949	LR: 0.000800
Training Epoch: 39 [41472/45000]	Loss: 0.1457	LR: 0.000800
Training Epoch: 39 [41728/45000]	Loss: 0.1123	LR: 0.000800
Training Epoch: 39 [41984/45000]	Loss: 0.0942	LR: 0.000800
Training Epoch: 39 [42240/45000]	Loss: 0.1326	LR: 0.000800
Training Epoch: 39 [42496/45000]	Loss: 0.0873	LR: 0.000800
Training Epoch: 39 [42752/45000]	Loss: 0.1126	LR: 0.000800
Training Epoch: 39 [43008/45000]	Loss: 0.1245	LR: 0.000800
Training Epoch: 39 [43264/45000]	Loss: 0.0873	LR: 0.000800
Training Epoch: 39 [43520/45000]	Loss: 0.1258	LR: 0.000800
Training Epoch: 39 [43776/45000]	Loss: 0.1081	LR: 0.000800
Training Epoch: 39 [44032/45000]	Loss: 0.0907	LR: 0.000800
Training Epoch: 39 [44288/45000]	Loss: 0.0970	LR: 0.000800
Training Epoch: 39 [44544/45000]	Loss: 0.1257	LR: 0.000800
Training Epoch: 39 [44800/45000]	Loss: 0.1018	LR: 0.000800
Training Epoch: 39 [45000/45000]	Loss: 0.1008	LR: 0.000800
Epoch 39 - Average Train Loss: 0.1073, Train Accuracy: 0.9701
Epoch 39 training time consumed: 27.07s
Evaluating Network.....
Test set: Epoch: 39, Average loss: 0.0029, Accuracy: 0.8044, Time consumed:0.87s
Saving weights file to checkpoint/retrain/ResNet18/Sunday_13_July_2025_18h_05m_49s/ResNet18-Cifar20-seed5-ret100-39-best.pth
Training Epoch: 40 [256/45000]	Loss: 0.0798	LR: 0.000800
Training Epoch: 40 [512/45000]	Loss: 0.1052	LR: 0.000800
Training Epoch: 40 [768/45000]	Loss: 0.0717	LR: 0.000800
Training Epoch: 40 [1024/45000]	Loss: 0.0992	LR: 0.000800
Training Epoch: 40 [1280/45000]	Loss: 0.1058	LR: 0.000800
Training Epoch: 40 [1536/45000]	Loss: 0.0924	LR: 0.000800
Training Epoch: 40 [1792/45000]	Loss: 0.1232	LR: 0.000800
Training Epoch: 40 [2048/45000]	Loss: 0.0825	LR: 0.000800
Training Epoch: 40 [2304/45000]	Loss: 0.0887	LR: 0.000800
Training Epoch: 40 [2560/45000]	Loss: 0.0881	LR: 0.000800
Training Epoch: 40 [2816/45000]	Loss: 0.0739	LR: 0.000800
Training Epoch: 40 [3072/45000]	Loss: 0.1224	LR: 0.000800
Training Epoch: 40 [3328/45000]	Loss: 0.1123	LR: 0.000800
Training Epoch: 40 [3584/45000]	Loss: 0.1120	LR: 0.000800
Training Epoch: 40 [3840/45000]	Loss: 0.1154	LR: 0.000800
Training Epoch: 40 [4096/45000]	Loss: 0.0797	LR: 0.000800
Training Epoch: 40 [4352/45000]	Loss: 0.1040	LR: 0.000800
Training Epoch: 40 [4608/45000]	Loss: 0.1114	LR: 0.000800
Training Epoch: 40 [4864/45000]	Loss: 0.0995	LR: 0.000800
Training Epoch: 40 [5120/45000]	Loss: 0.0991	LR: 0.000800
Training Epoch: 40 [5376/45000]	Loss: 0.0954	LR: 0.000800
Training Epoch: 40 [5632/45000]	Loss: 0.0982	LR: 0.000800
Training Epoch: 40 [5888/45000]	Loss: 0.0965	LR: 0.000800
Training Epoch: 40 [6144/45000]	Loss: 0.1109	LR: 0.000800
Training Epoch: 40 [6400/45000]	Loss: 0.1106	LR: 0.000800
Training Epoch: 40 [6656/45000]	Loss: 0.0835	LR: 0.000800
Training Epoch: 40 [6912/45000]	Loss: 0.0927	LR: 0.000800
Training Epoch: 40 [7168/45000]	Loss: 0.1365	LR: 0.000800
Training Epoch: 40 [7424/45000]	Loss: 0.1114	LR: 0.000800
Training Epoch: 40 [7680/45000]	Loss: 0.0916	LR: 0.000800
Training Epoch: 40 [7936/45000]	Loss: 0.1126	LR: 0.000800
Training Epoch: 40 [8192/45000]	Loss: 0.0754	LR: 0.000800
Training Epoch: 40 [8448/45000]	Loss: 0.1066	LR: 0.000800
Training Epoch: 40 [8704/45000]	Loss: 0.1092	LR: 0.000800
Training Epoch: 40 [8960/45000]	Loss: 0.1267	LR: 0.000800
Training Epoch: 40 [9216/45000]	Loss: 0.1139	LR: 0.000800
Training Epoch: 40 [9472/45000]	Loss: 0.1005	LR: 0.000800
Training Epoch: 40 [9728/45000]	Loss: 0.1209	LR: 0.000800
Training Epoch: 40 [9984/45000]	Loss: 0.0983	LR: 0.000800
Training Epoch: 40 [10240/45000]	Loss: 0.0885	LR: 0.000800
Training Epoch: 40 [10496/45000]	Loss: 0.1318	LR: 0.000800
Training Epoch: 40 [10752/45000]	Loss: 0.1441	LR: 0.000800
Training Epoch: 40 [11008/45000]	Loss: 0.1117	LR: 0.000800
Training Epoch: 40 [11264/45000]	Loss: 0.1146	LR: 0.000800
Training Epoch: 40 [11520/45000]	Loss: 0.1060	LR: 0.000800
Training Epoch: 40 [11776/45000]	Loss: 0.1082	LR: 0.000800
Training Epoch: 40 [12032/45000]	Loss: 0.0908	LR: 0.000800
Training Epoch: 40 [12288/45000]	Loss: 0.0765	LR: 0.000800
Training Epoch: 40 [12544/45000]	Loss: 0.1203	LR: 0.000800
Training Epoch: 40 [12800/45000]	Loss: 0.0943	LR: 0.000800
Training Epoch: 40 [13056/45000]	Loss: 0.1206	LR: 0.000800
Training Epoch: 40 [13312/45000]	Loss: 0.0854	LR: 0.000800
Training Epoch: 40 [13568/45000]	Loss: 0.1020	LR: 0.000800
Training Epoch: 40 [13824/45000]	Loss: 0.1083	LR: 0.000800
Training Epoch: 40 [14080/45000]	Loss: 0.1251	LR: 0.000800
Training Epoch: 40 [14336/45000]	Loss: 0.1261	LR: 0.000800
Training Epoch: 40 [14592/45000]	Loss: 0.1258	LR: 0.000800
Training Epoch: 40 [14848/45000]	Loss: 0.1288	LR: 0.000800
Training Epoch: 40 [15104/45000]	Loss: 0.0926	LR: 0.000800
Training Epoch: 40 [15360/45000]	Loss: 0.0793	LR: 0.000800
Training Epoch: 40 [15616/45000]	Loss: 0.1289	LR: 0.000800
Training Epoch: 40 [15872/45000]	Loss: 0.0844	LR: 0.000800
Training Epoch: 40 [16128/45000]	Loss: 0.0956	LR: 0.000800
Training Epoch: 40 [16384/45000]	Loss: 0.1033	LR: 0.000800
Training Epoch: 40 [16640/45000]	Loss: 0.1321	LR: 0.000800
Training Epoch: 40 [16896/45000]	Loss: 0.1307	LR: 0.000800
Training Epoch: 40 [17152/45000]	Loss: 0.1121	LR: 0.000800
Training Epoch: 40 [17408/45000]	Loss: 0.1049	LR: 0.000800
Training Epoch: 40 [17664/45000]	Loss: 0.1170	LR: 0.000800
Training Epoch: 40 [17920/45000]	Loss: 0.1159	LR: 0.000800
Training Epoch: 40 [18176/45000]	Loss: 0.1283	LR: 0.000800
Training Epoch: 40 [18432/45000]	Loss: 0.1573	LR: 0.000800
Training Epoch: 40 [18688/45000]	Loss: 0.1435	LR: 0.000800
Training Epoch: 40 [18944/45000]	Loss: 0.0708	LR: 0.000800
Training Epoch: 40 [19200/45000]	Loss: 0.1330	LR: 0.000800
Training Epoch: 40 [19456/45000]	Loss: 0.0871	LR: 0.000800
Training Epoch: 40 [19712/45000]	Loss: 0.0856	LR: 0.000800
Training Epoch: 40 [19968/45000]	Loss: 0.1256	LR: 0.000800
Training Epoch: 40 [20224/45000]	Loss: 0.0742	LR: 0.000800
Training Epoch: 40 [20480/45000]	Loss: 0.1349	LR: 0.000800
Training Epoch: 40 [20736/45000]	Loss: 0.0564	LR: 0.000800
Training Epoch: 40 [20992/45000]	Loss: 0.1203	LR: 0.000800
Training Epoch: 40 [21248/45000]	Loss: 0.0973	LR: 0.000800
Training Epoch: 40 [21504/45000]	Loss: 0.0985	LR: 0.000800
Training Epoch: 40 [21760/45000]	Loss: 0.1003	LR: 0.000800
Training Epoch: 40 [22016/45000]	Loss: 0.1375	LR: 0.000800
Training Epoch: 40 [22272/45000]	Loss: 0.1168	LR: 0.000800
Training Epoch: 40 [22528/45000]	Loss: 0.1127	LR: 0.000800
Training Epoch: 40 [22784/45000]	Loss: 0.1048	LR: 0.000800
Training Epoch: 40 [23040/45000]	Loss: 0.1073	LR: 0.000800
Training Epoch: 40 [23296/45000]	Loss: 0.0887	LR: 0.000800
Training Epoch: 40 [23552/45000]	Loss: 0.0981	LR: 0.000800
Training Epoch: 40 [23808/45000]	Loss: 0.1038	LR: 0.000800
Training Epoch: 40 [24064/45000]	Loss: 0.1835	LR: 0.000800
Training Epoch: 40 [24320/45000]	Loss: 0.1365	LR: 0.000800
Training Epoch: 40 [24576/45000]	Loss: 0.1187	LR: 0.000800
Training Epoch: 40 [24832/45000]	Loss: 0.0942	LR: 0.000800
Training Epoch: 40 [25088/45000]	Loss: 0.1049	LR: 0.000800
Training Epoch: 40 [25344/45000]	Loss: 0.0917	LR: 0.000800
Training Epoch: 40 [25600/45000]	Loss: 0.0778	LR: 0.000800
Training Epoch: 40 [25856/45000]	Loss: 0.1206	LR: 0.000800
Training Epoch: 40 [26112/45000]	Loss: 0.1353	LR: 0.000800
Training Epoch: 40 [26368/45000]	Loss: 0.1128	LR: 0.000800
Training Epoch: 40 [26624/45000]	Loss: 0.0955	LR: 0.000800
Training Epoch: 40 [26880/45000]	Loss: 0.0877	LR: 0.000800
Training Epoch: 40 [27136/45000]	Loss: 0.0708	LR: 0.000800
Training Epoch: 40 [27392/45000]	Loss: 0.0802	LR: 0.000800
Training Epoch: 40 [27648/45000]	Loss: 0.1083	LR: 0.000800
Training Epoch: 40 [27904/45000]	Loss: 0.1061	LR: 0.000800
Training Epoch: 40 [28160/45000]	Loss: 0.0919	LR: 0.000800
Training Epoch: 40 [28416/45000]	Loss: 0.1121	LR: 0.000800
Training Epoch: 40 [28672/45000]	Loss: 0.1086	LR: 0.000800
Training Epoch: 40 [28928/45000]	Loss: 0.1234	LR: 0.000800
Training Epoch: 40 [29184/45000]	Loss: 0.1223	LR: 0.000800
Training Epoch: 40 [29440/45000]	Loss: 0.1006	LR: 0.000800
Training Epoch: 40 [29696/45000]	Loss: 0.1262	LR: 0.000800
Training Epoch: 40 [29952/45000]	Loss: 0.0775	LR: 0.000800
Training Epoch: 40 [30208/45000]	Loss: 0.1003	LR: 0.000800
Training Epoch: 40 [30464/45000]	Loss: 0.1104	LR: 0.000800
Training Epoch: 40 [30720/45000]	Loss: 0.0909	LR: 0.000800
Training Epoch: 40 [30976/45000]	Loss: 0.1091	LR: 0.000800
Training Epoch: 40 [31232/45000]	Loss: 0.0890	LR: 0.000800
Training Epoch: 40 [31488/45000]	Loss: 0.0792	LR: 0.000800
Training Epoch: 40 [31744/45000]	Loss: 0.1038	LR: 0.000800
Training Epoch: 40 [32000/45000]	Loss: 0.1216	LR: 0.000800
Training Epoch: 40 [32256/45000]	Loss: 0.1042	LR: 0.000800
Training Epoch: 40 [32512/45000]	Loss: 0.1087	LR: 0.000800
Training Epoch: 40 [32768/45000]	Loss: 0.1068	LR: 0.000800
Training Epoch: 40 [33024/45000]	Loss: 0.0929	LR: 0.000800
Training Epoch: 40 [33280/45000]	Loss: 0.0963	LR: 0.000800
Training Epoch: 40 [33536/45000]	Loss: 0.1005	LR: 0.000800
Training Epoch: 40 [33792/45000]	Loss: 0.0950	LR: 0.000800
Training Epoch: 40 [34048/45000]	Loss: 0.1308	LR: 0.000800
Training Epoch: 40 [34304/45000]	Loss: 0.1286	LR: 0.000800
Training Epoch: 40 [34560/45000]	Loss: 0.1103	LR: 0.000800
Training Epoch: 40 [34816/45000]	Loss: 0.0994	LR: 0.000800
Training Epoch: 40 [35072/45000]	Loss: 0.1090	LR: 0.000800
Training Epoch: 40 [35328/45000]	Loss: 0.0892	LR: 0.000800
Training Epoch: 40 [35584/45000]	Loss: 0.1623	LR: 0.000800
Training Epoch: 40 [35840/45000]	Loss: 0.0787	LR: 0.000800
Training Epoch: 40 [36096/45000]	Loss: 0.0934	LR: 0.000800
Training Epoch: 40 [36352/45000]	Loss: 0.1315	LR: 0.000800
Training Epoch: 40 [36608/45000]	Loss: 0.0528	LR: 0.000800
Training Epoch: 40 [36864/45000]	Loss: 0.0903	LR: 0.000800
Training Epoch: 40 [37120/45000]	Loss: 0.1292	LR: 0.000800
Training Epoch: 40 [37376/45000]	Loss: 0.1111	LR: 0.000800
Training Epoch: 40 [37632/45000]	Loss: 0.0759	LR: 0.000800
Training Epoch: 40 [37888/45000]	Loss: 0.0955	LR: 0.000800
Training Epoch: 40 [38144/45000]	Loss: 0.1364	LR: 0.000800
Training Epoch: 40 [38400/45000]	Loss: 0.0938	LR: 0.000800
Training Epoch: 40 [38656/45000]	Loss: 0.1071	LR: 0.000800
Training Epoch: 40 [38912/45000]	Loss: 0.0779	LR: 0.000800
Training Epoch: 40 [39168/45000]	Loss: 0.0922	LR: 0.000800
Training Epoch: 40 [39424/45000]	Loss: 0.1010	LR: 0.000800
Training Epoch: 40 [39680/45000]	Loss: 0.1001	LR: 0.000800
Training Epoch: 40 [39936/45000]	Loss: 0.1179	LR: 0.000800
Training Epoch: 40 [40192/45000]	Loss: 0.1101	LR: 0.000800
Training Epoch: 40 [40448/45000]	Loss: 0.0964	LR: 0.000800
Training Epoch: 40 [40704/45000]	Loss: 0.1277	LR: 0.000800
Training Epoch: 40 [40960/45000]	Loss: 0.0836	LR: 0.000800
Training Epoch: 40 [41216/45000]	Loss: 0.1048	LR: 0.000800
Training Epoch: 40 [41472/45000]	Loss: 0.1094	LR: 0.000800
Training Epoch: 40 [41728/45000]	Loss: 0.1411	LR: 0.000800
Training Epoch: 40 [41984/45000]	Loss: 0.1098	LR: 0.000800
Training Epoch: 40 [42240/45000]	Loss: 0.0944	LR: 0.000800
Training Epoch: 40 [42496/45000]	Loss: 0.1077	LR: 0.000800
Training Epoch: 40 [42752/45000]	Loss: 0.1323	LR: 0.000800
Training Epoch: 40 [43008/45000]	Loss: 0.1064	LR: 0.000800
Training Epoch: 40 [43264/45000]	Loss: 0.1405	LR: 0.000800
Training Epoch: 40 [43520/45000]	Loss: 0.1085	LR: 0.000800
Training Epoch: 40 [43776/45000]	Loss: 0.0893	LR: 0.000800
Training Epoch: 40 [44032/45000]	Loss: 0.1196	LR: 0.000800
Training Epoch: 40 [44288/45000]	Loss: 0.1303	LR: 0.000800
Training Epoch: 40 [44544/45000]	Loss: 0.1006	LR: 0.000800
Training Epoch: 40 [44800/45000]	Loss: 0.0975	LR: 0.000800
Training Epoch: 40 [45000/45000]	Loss: 0.0859	LR: 0.000800
Epoch 40 - Average Train Loss: 0.1060, Train Accuracy: 0.9704
Epoch 40 training time consumed: 26.68s
Evaluating Network.....
Test set: Epoch: 40, Average loss: 0.0029, Accuracy: 0.8014, Time consumed:0.88s
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: 80.166015625
Retain Accuracy: 97.48322296142578
Zero-Retain Forget (ZRF): 0.8999528288841248
Membership Inference Attack (MIA): 0.5892
Forget vs Retain Membership Inference Attack (MIA): 0.5925
Forget vs Test Membership Inference Attack (MIA): 0.531
Test vs Retain Membership Inference Attack (MIA): 0.57775
Train vs Test Membership Inference Attack (MIA): 0.603
Forget Set Accuracy (Df): 78.26171875
Method Execution Time: 2062.37 seconds
