
📌S Retain class distribution for seed 10:
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 10:
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: 3.1103	LR: 0.000000
Training Epoch: 1 [512/45000]	Loss: 3.1286	LR: 0.000568
Training Epoch: 1 [768/45000]	Loss: 3.1018	LR: 0.001136
Training Epoch: 1 [1024/45000]	Loss: 3.0635	LR: 0.001705
Training Epoch: 1 [1280/45000]	Loss: 3.0666	LR: 0.002273
Training Epoch: 1 [1536/45000]	Loss: 3.0603	LR: 0.002841
Training Epoch: 1 [1792/45000]	Loss: 2.9799	LR: 0.003409
Training Epoch: 1 [2048/45000]	Loss: 2.9826	LR: 0.003977
Training Epoch: 1 [2304/45000]	Loss: 2.9358	LR: 0.004545
Training Epoch: 1 [2560/45000]	Loss: 2.9295	LR: 0.005114
Training Epoch: 1 [2816/45000]	Loss: 2.9069	LR: 0.005682
Training Epoch: 1 [3072/45000]	Loss: 2.9594	LR: 0.006250
Training Epoch: 1 [3328/45000]	Loss: 2.9630	LR: 0.006818
Training Epoch: 1 [3584/45000]	Loss: 2.9279	LR: 0.007386
Training Epoch: 1 [3840/45000]	Loss: 2.8892	LR: 0.007955
Training Epoch: 1 [4096/45000]	Loss: 2.7961	LR: 0.008523
Training Epoch: 1 [4352/45000]	Loss: 2.7849	LR: 0.009091
Training Epoch: 1 [4608/45000]	Loss: 2.8160	LR: 0.009659
Training Epoch: 1 [4864/45000]	Loss: 2.7028	LR: 0.010227
Training Epoch: 1 [5120/45000]	Loss: 2.7551	LR: 0.010795
Training Epoch: 1 [5376/45000]	Loss: 2.8415	LR: 0.011364
Training Epoch: 1 [5632/45000]	Loss: 2.8814	LR: 0.011932
Training Epoch: 1 [5888/45000]	Loss: 2.7206	LR: 0.012500
Training Epoch: 1 [6144/45000]	Loss: 2.5630	LR: 0.013068
Training Epoch: 1 [6400/45000]	Loss: 2.6884	LR: 0.013636
Training Epoch: 1 [6656/45000]	Loss: 2.7710	LR: 0.014205
Training Epoch: 1 [6912/45000]	Loss: 2.7019	LR: 0.014773
Training Epoch: 1 [7168/45000]	Loss: 2.6254	LR: 0.015341
Training Epoch: 1 [7424/45000]	Loss: 2.7376	LR: 0.015909
Training Epoch: 1 [7680/45000]	Loss: 2.7242	LR: 0.016477
Training Epoch: 1 [7936/45000]	Loss: 2.6509	LR: 0.017045
Training Epoch: 1 [8192/45000]	Loss: 2.8153	LR: 0.017614
Training Epoch: 1 [8448/45000]	Loss: 2.5808	LR: 0.018182
Training Epoch: 1 [8704/45000]	Loss: 2.7394	LR: 0.018750
Training Epoch: 1 [8960/45000]	Loss: 2.5931	LR: 0.019318
Training Epoch: 1 [9216/45000]	Loss: 2.5798	LR: 0.019886
Training Epoch: 1 [9472/45000]	Loss: 2.5535	LR: 0.020455
Training Epoch: 1 [9728/45000]	Loss: 2.4835	LR: 0.021023
Training Epoch: 1 [9984/45000]	Loss: 2.5412	LR: 0.021591
Training Epoch: 1 [10240/45000]	Loss: 2.5006	LR: 0.022159
Training Epoch: 1 [10496/45000]	Loss: 2.7995	LR: 0.022727
Training Epoch: 1 [10752/45000]	Loss: 2.6229	LR: 0.023295
Training Epoch: 1 [11008/45000]	Loss: 2.7811	LR: 0.023864
Training Epoch: 1 [11264/45000]	Loss: 2.5828	LR: 0.024432
Training Epoch: 1 [11520/45000]	Loss: 2.5881	LR: 0.025000
Training Epoch: 1 [11776/45000]	Loss: 2.6554	LR: 0.025568
Training Epoch: 1 [12032/45000]	Loss: 2.5289	LR: 0.026136
Training Epoch: 1 [12288/45000]	Loss: 2.6191	LR: 0.026705
Training Epoch: 1 [12544/45000]	Loss: 2.6025	LR: 0.027273
Training Epoch: 1 [12800/45000]	Loss: 2.6233	LR: 0.027841
Training Epoch: 1 [13056/45000]	Loss: 2.6209	LR: 0.028409
Training Epoch: 1 [13312/45000]	Loss: 2.6591	LR: 0.028977
Training Epoch: 1 [13568/45000]	Loss: 2.5905	LR: 0.029545
Training Epoch: 1 [13824/45000]	Loss: 2.6924	LR: 0.030114
Training Epoch: 1 [14080/45000]	Loss: 2.5807	LR: 0.030682
Training Epoch: 1 [14336/45000]	Loss: 2.5718	LR: 0.031250
Training Epoch: 1 [14592/45000]	Loss: 2.5755	LR: 0.031818
Training Epoch: 1 [14848/45000]	Loss: 2.6308	LR: 0.032386
Training Epoch: 1 [15104/45000]	Loss: 2.5337	LR: 0.032955
Training Epoch: 1 [15360/45000]	Loss: 2.6477	LR: 0.033523
Training Epoch: 1 [15616/45000]	Loss: 2.6206	LR: 0.034091
Training Epoch: 1 [15872/45000]	Loss: 2.6509	LR: 0.034659
Training Epoch: 1 [16128/45000]	Loss: 2.6188	LR: 0.035227
Training Epoch: 1 [16384/45000]	Loss: 2.6041	LR: 0.035795
Training Epoch: 1 [16640/45000]	Loss: 2.4462	LR: 0.036364
Training Epoch: 1 [16896/45000]	Loss: 2.6341	LR: 0.036932
Training Epoch: 1 [17152/45000]	Loss: 2.5634	LR: 0.037500
Training Epoch: 1 [17408/45000]	Loss: 2.4864	LR: 0.038068
Training Epoch: 1 [17664/45000]	Loss: 2.4140	LR: 0.038636
Training Epoch: 1 [17920/45000]	Loss: 2.6212	LR: 0.039205
Training Epoch: 1 [18176/45000]	Loss: 2.6031	LR: 0.039773
Training Epoch: 1 [18432/45000]	Loss: 2.5722	LR: 0.040341
Training Epoch: 1 [18688/45000]	Loss: 2.4433	LR: 0.040909
Training Epoch: 1 [18944/45000]	Loss: 2.6059	LR: 0.041477
Training Epoch: 1 [19200/45000]	Loss: 2.6697	LR: 0.042045
Training Epoch: 1 [19456/45000]	Loss: 2.5091	LR: 0.042614
Training Epoch: 1 [19712/45000]	Loss: 2.6129	LR: 0.043182
Training Epoch: 1 [19968/45000]	Loss: 2.4871	LR: 0.043750
Training Epoch: 1 [20224/45000]	Loss: 2.5437	LR: 0.044318
Training Epoch: 1 [20480/45000]	Loss: 2.5182	LR: 0.044886
Training Epoch: 1 [20736/45000]	Loss: 2.4036	LR: 0.045455
Training Epoch: 1 [20992/45000]	Loss: 2.5072	LR: 0.046023
Training Epoch: 1 [21248/45000]	Loss: 2.6884	LR: 0.046591
Training Epoch: 1 [21504/45000]	Loss: 2.5579	LR: 0.047159
Training Epoch: 1 [21760/45000]	Loss: 2.4595	LR: 0.047727
Training Epoch: 1 [22016/45000]	Loss: 2.4334	LR: 0.048295
Training Epoch: 1 [22272/45000]	Loss: 2.4140	LR: 0.048864
Training Epoch: 1 [22528/45000]	Loss: 2.5530	LR: 0.049432
Training Epoch: 1 [22784/45000]	Loss: 2.3924	LR: 0.050000
Training Epoch: 1 [23040/45000]	Loss: 2.4606	LR: 0.050568
Training Epoch: 1 [23296/45000]	Loss: 2.4334	LR: 0.051136
Training Epoch: 1 [23552/45000]	Loss: 2.3657	LR: 0.051705
Training Epoch: 1 [23808/45000]	Loss: 2.4336	LR: 0.052273
Training Epoch: 1 [24064/45000]	Loss: 2.4741	LR: 0.052841
Training Epoch: 1 [24320/45000]	Loss: 2.4772	LR: 0.053409
Training Epoch: 1 [24576/45000]	Loss: 2.5295	LR: 0.053977
Training Epoch: 1 [24832/45000]	Loss: 2.3729	LR: 0.054545
Training Epoch: 1 [25088/45000]	Loss: 2.6366	LR: 0.055114
Training Epoch: 1 [25344/45000]	Loss: 2.4124	LR: 0.055682
Training Epoch: 1 [25600/45000]	Loss: 2.4026	LR: 0.056250
Training Epoch: 1 [25856/45000]	Loss: 2.5581	LR: 0.056818
Training Epoch: 1 [26112/45000]	Loss: 2.3784	LR: 0.057386
Training Epoch: 1 [26368/45000]	Loss: 2.4791	LR: 0.057955
Training Epoch: 1 [26624/45000]	Loss: 2.5281	LR: 0.058523
Training Epoch: 1 [26880/45000]	Loss: 2.4156	LR: 0.059091
Training Epoch: 1 [27136/45000]	Loss: 2.5293	LR: 0.059659
Training Epoch: 1 [27392/45000]	Loss: 2.5114	LR: 0.060227
Training Epoch: 1 [27648/45000]	Loss: 2.4751	LR: 0.060795
Training Epoch: 1 [27904/45000]	Loss: 2.4309	LR: 0.061364
Training Epoch: 1 [28160/45000]	Loss: 2.4402	LR: 0.061932
Training Epoch: 1 [28416/45000]	Loss: 2.5025	LR: 0.062500
Training Epoch: 1 [28672/45000]	Loss: 2.4695	LR: 0.063068
Training Epoch: 1 [28928/45000]	Loss: 2.5595	LR: 0.063636
Training Epoch: 1 [29184/45000]	Loss: 2.6723	LR: 0.064205
Training Epoch: 1 [29440/45000]	Loss: 2.5020	LR: 0.064773
Training Epoch: 1 [29696/45000]	Loss: 2.3696	LR: 0.065341
Training Epoch: 1 [29952/45000]	Loss: 2.5007	LR: 0.065909
Training Epoch: 1 [30208/45000]	Loss: 2.5732	LR: 0.066477
Training Epoch: 1 [30464/45000]	Loss: 2.4913	LR: 0.067045
Training Epoch: 1 [30720/45000]	Loss: 2.5746	LR: 0.067614
Training Epoch: 1 [30976/45000]	Loss: 2.5240	LR: 0.068182
Training Epoch: 1 [31232/45000]	Loss: 2.4080	LR: 0.068750
Training Epoch: 1 [31488/45000]	Loss: 2.5242	LR: 0.069318
Training Epoch: 1 [31744/45000]	Loss: 2.4940	LR: 0.069886
Training Epoch: 1 [32000/45000]	Loss: 2.4395	LR: 0.070455
Training Epoch: 1 [32256/45000]	Loss: 2.5380	LR: 0.071023
Training Epoch: 1 [32512/45000]	Loss: 2.4408	LR: 0.071591
Training Epoch: 1 [32768/45000]	Loss: 2.5250	LR: 0.072159
Training Epoch: 1 [33024/45000]	Loss: 2.6963	LR: 0.072727
Training Epoch: 1 [33280/45000]	Loss: 2.3983	LR: 0.073295
Training Epoch: 1 [33536/45000]	Loss: 2.4276	LR: 0.073864
Training Epoch: 1 [33792/45000]	Loss: 2.6463	LR: 0.074432
Training Epoch: 1 [34048/45000]	Loss: 2.5767	LR: 0.075000
Training Epoch: 1 [34304/45000]	Loss: 2.4721	LR: 0.075568
Training Epoch: 1 [34560/45000]	Loss: 2.3745	LR: 0.076136
Training Epoch: 1 [34816/45000]	Loss: 2.5808	LR: 0.076705
Training Epoch: 1 [35072/45000]	Loss: 2.3769	LR: 0.077273
Training Epoch: 1 [35328/45000]	Loss: 2.5123	LR: 0.077841
Training Epoch: 1 [35584/45000]	Loss: 2.4005	LR: 0.078409
Training Epoch: 1 [35840/45000]	Loss: 2.4234	LR: 0.078977
Training Epoch: 1 [36096/45000]	Loss: 2.4078	LR: 0.079545
Training Epoch: 1 [36352/45000]	Loss: 2.5311	LR: 0.080114
Training Epoch: 1 [36608/45000]	Loss: 2.4757	LR: 0.080682
Training Epoch: 1 [36864/45000]	Loss: 2.5647	LR: 0.081250
Training Epoch: 1 [37120/45000]	Loss: 2.5683	LR: 0.081818
Training Epoch: 1 [37376/45000]	Loss: 2.5433	LR: 0.082386
Training Epoch: 1 [37632/45000]	Loss: 2.4299	LR: 0.082955
Training Epoch: 1 [37888/45000]	Loss: 2.4721	LR: 0.083523
Training Epoch: 1 [38144/45000]	Loss: 2.3233	LR: 0.084091
Training Epoch: 1 [38400/45000]	Loss: 2.4326	LR: 0.084659
Training Epoch: 1 [38656/45000]	Loss: 2.5391	LR: 0.085227
Training Epoch: 1 [38912/45000]	Loss: 2.4564	LR: 0.085795
Training Epoch: 1 [39168/45000]	Loss: 2.3099	LR: 0.086364
Training Epoch: 1 [39424/45000]	Loss: 2.4358	LR: 0.086932
Training Epoch: 1 [39680/45000]	Loss: 2.4386	LR: 0.087500
Training Epoch: 1 [39936/45000]	Loss: 2.3556	LR: 0.088068
Training Epoch: 1 [40192/45000]	Loss: 2.5415	LR: 0.088636
Training Epoch: 1 [40448/45000]	Loss: 2.4950	LR: 0.089205
Training Epoch: 1 [40704/45000]	Loss: 2.3285	LR: 0.089773
Training Epoch: 1 [40960/45000]	Loss: 2.2522	LR: 0.090341
Training Epoch: 1 [41216/45000]	Loss: 2.4624	LR: 0.090909
Training Epoch: 1 [41472/45000]	Loss: 2.5145	LR: 0.091477
Training Epoch: 1 [41728/45000]	Loss: 2.4705	LR: 0.092045
Training Epoch: 1 [41984/45000]	Loss: 2.5383	LR: 0.092614
Training Epoch: 1 [42240/45000]	Loss: 2.3909	LR: 0.093182
Training Epoch: 1 [42496/45000]	Loss: 2.4766	LR: 0.093750
Training Epoch: 1 [42752/45000]	Loss: 2.3211	LR: 0.094318
Training Epoch: 1 [43008/45000]	Loss: 2.5388	LR: 0.094886
Training Epoch: 1 [43264/45000]	Loss: 2.2677	LR: 0.095455
Training Epoch: 1 [43520/45000]	Loss: 2.3060	LR: 0.096023
Training Epoch: 1 [43776/45000]	Loss: 2.3517	LR: 0.096591
Training Epoch: 1 [44032/45000]	Loss: 2.3904	LR: 0.097159
Training Epoch: 1 [44288/45000]	Loss: 2.4386	LR: 0.097727
Training Epoch: 1 [44544/45000]	Loss: 2.2726	LR: 0.098295
Training Epoch: 1 [44800/45000]	Loss: 2.4028	LR: 0.098864
Training Epoch: 1 [45000/45000]	Loss: 2.2819	LR: 0.099432
Epoch 1 - Average Train Loss: 2.5706, Train Accuracy: 0.2112
Epoch 1 training time consumed: 27.47s
Evaluating Network.....
Test set: Epoch: 1, Average loss: 0.0119, Accuracy: 0.2067, Time consumed:1.02s
Saving weights file to checkpoint/retrain/ResNet18/Sunday_13_July_2025_20h_58m_38s/ResNet18-Cifar20-seed10-ret100-1-best.pth
Training Epoch: 2 [256/45000]	Loss: 2.3464	LR: 0.100000
Training Epoch: 2 [512/45000]	Loss: 2.3870	LR: 0.100000
Training Epoch: 2 [768/45000]	Loss: 2.2711	LR: 0.100000
Training Epoch: 2 [1024/45000]	Loss: 2.2694	LR: 0.100000
Training Epoch: 2 [1280/45000]	Loss: 2.4483	LR: 0.100000
Training Epoch: 2 [1536/45000]	Loss: 2.4018	LR: 0.100000
Training Epoch: 2 [1792/45000]	Loss: 2.2527	LR: 0.100000
Training Epoch: 2 [2048/45000]	Loss: 2.3409	LR: 0.100000
Training Epoch: 2 [2304/45000]	Loss: 2.2557	LR: 0.100000
Training Epoch: 2 [2560/45000]	Loss: 2.5516	LR: 0.100000
Training Epoch: 2 [2816/45000]	Loss: 2.2078	LR: 0.100000
Training Epoch: 2 [3072/45000]	Loss: 2.2638	LR: 0.100000
Training Epoch: 2 [3328/45000]	Loss: 2.2903	LR: 0.100000
Training Epoch: 2 [3584/45000]	Loss: 2.3002	LR: 0.100000
Training Epoch: 2 [3840/45000]	Loss: 2.3343	LR: 0.100000
Training Epoch: 2 [4096/45000]	Loss: 2.1733	LR: 0.100000
Training Epoch: 2 [4352/45000]	Loss: 2.2550	LR: 0.100000
Training Epoch: 2 [4608/45000]	Loss: 2.2922	LR: 0.100000
Training Epoch: 2 [4864/45000]	Loss: 2.2770	LR: 0.100000
Training Epoch: 2 [5120/45000]	Loss: 2.3048	LR: 0.100000
Training Epoch: 2 [5376/45000]	Loss: 2.3860	LR: 0.100000
Training Epoch: 2 [5632/45000]	Loss: 2.3307	LR: 0.100000
Training Epoch: 2 [5888/45000]	Loss: 2.3129	LR: 0.100000
Training Epoch: 2 [6144/45000]	Loss: 2.3400	LR: 0.100000
Training Epoch: 2 [6400/45000]	Loss: 2.2669	LR: 0.100000
Training Epoch: 2 [6656/45000]	Loss: 2.2944	LR: 0.100000
Training Epoch: 2 [6912/45000]	Loss: 2.2796	LR: 0.100000
Training Epoch: 2 [7168/45000]	Loss: 2.2961	LR: 0.100000
Training Epoch: 2 [7424/45000]	Loss: 2.2687	LR: 0.100000
Training Epoch: 2 [7680/45000]	Loss: 2.2771	LR: 0.100000
Training Epoch: 2 [7936/45000]	Loss: 2.2803	LR: 0.100000
Training Epoch: 2 [8192/45000]	Loss: 2.2546	LR: 0.100000
Training Epoch: 2 [8448/45000]	Loss: 2.2595	LR: 0.100000
Training Epoch: 2 [8704/45000]	Loss: 2.2831	LR: 0.100000
Training Epoch: 2 [8960/45000]	Loss: 2.2240	LR: 0.100000
Training Epoch: 2 [9216/45000]	Loss: 2.1546	LR: 0.100000
Training Epoch: 2 [9472/45000]	Loss: 2.1070	LR: 0.100000
Training Epoch: 2 [9728/45000]	Loss: 2.3371	LR: 0.100000
Training Epoch: 2 [9984/45000]	Loss: 2.3123	LR: 0.100000
Training Epoch: 2 [10240/45000]	Loss: 2.3366	LR: 0.100000
Training Epoch: 2 [10496/45000]	Loss: 2.2338	LR: 0.100000
Training Epoch: 2 [10752/45000]	Loss: 2.3718	LR: 0.100000
Training Epoch: 2 [11008/45000]	Loss: 2.2638	LR: 0.100000
Training Epoch: 2 [11264/45000]	Loss: 2.2504	LR: 0.100000
Training Epoch: 2 [11520/45000]	Loss: 2.2680	LR: 0.100000
Training Epoch: 2 [11776/45000]	Loss: 2.3222	LR: 0.100000
Training Epoch: 2 [12032/45000]	Loss: 2.3036	LR: 0.100000
Training Epoch: 2 [12288/45000]	Loss: 2.2264	LR: 0.100000
Training Epoch: 2 [12544/45000]	Loss: 2.1954	LR: 0.100000
Training Epoch: 2 [12800/45000]	Loss: 2.3515	LR: 0.100000
Training Epoch: 2 [13056/45000]	Loss: 2.2909	LR: 0.100000
Training Epoch: 2 [13312/45000]	Loss: 2.2702	LR: 0.100000
Training Epoch: 2 [13568/45000]	Loss: 2.3070	LR: 0.100000
Training Epoch: 2 [13824/45000]	Loss: 2.2212	LR: 0.100000
Training Epoch: 2 [14080/45000]	Loss: 2.2136	LR: 0.100000
Training Epoch: 2 [14336/45000]	Loss: 2.1147	LR: 0.100000
Training Epoch: 2 [14592/45000]	Loss: 2.1177	LR: 0.100000
Training Epoch: 2 [14848/45000]	Loss: 2.2099	LR: 0.100000
Training Epoch: 2 [15104/45000]	Loss: 2.2095	LR: 0.100000
Training Epoch: 2 [15360/45000]	Loss: 2.1930	LR: 0.100000
Training Epoch: 2 [15616/45000]	Loss: 2.1531	LR: 0.100000
Training Epoch: 2 [15872/45000]	Loss: 2.1736	LR: 0.100000
Training Epoch: 2 [16128/45000]	Loss: 2.1750	LR: 0.100000
Training Epoch: 2 [16384/45000]	Loss: 2.2168	LR: 0.100000
Training Epoch: 2 [16640/45000]	Loss: 2.1360	LR: 0.100000
Training Epoch: 2 [16896/45000]	Loss: 2.3246	LR: 0.100000
Training Epoch: 2 [17152/45000]	Loss: 2.1715	LR: 0.100000
Training Epoch: 2 [17408/45000]	Loss: 2.2079	LR: 0.100000
Training Epoch: 2 [17664/45000]	Loss: 2.2149	LR: 0.100000
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Training Epoch: 2 [18432/45000]	Loss: 2.2233	LR: 0.100000
Training Epoch: 2 [18688/45000]	Loss: 2.4993	LR: 0.100000
Training Epoch: 2 [18944/45000]	Loss: 2.2954	LR: 0.100000
Training Epoch: 2 [19200/45000]	Loss: 2.2156	LR: 0.100000
Training Epoch: 2 [19456/45000]	Loss: 2.2843	LR: 0.100000
Training Epoch: 2 [19712/45000]	Loss: 2.3715	LR: 0.100000
Training Epoch: 2 [19968/45000]	Loss: 2.3867	LR: 0.100000
Training Epoch: 2 [20224/45000]	Loss: 2.2375	LR: 0.100000
Training Epoch: 2 [20480/45000]	Loss: 2.3109	LR: 0.100000
Training Epoch: 2 [20736/45000]	Loss: 2.2299	LR: 0.100000
Training Epoch: 2 [20992/45000]	Loss: 2.1313	LR: 0.100000
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Training Epoch: 2 [22016/45000]	Loss: 2.0722	LR: 0.100000
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Training Epoch: 2 [24576/45000]	Loss: 2.1151	LR: 0.100000
Training Epoch: 2 [24832/45000]	Loss: 2.1976	LR: 0.100000
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Training Epoch: 2 [26368/45000]	Loss: 2.2083	LR: 0.100000
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Training Epoch: 2 [26880/45000]	Loss: 2.2209	LR: 0.100000
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Training Epoch: 2 [27904/45000]	Loss: 2.1283	LR: 0.100000
Training Epoch: 2 [28160/45000]	Loss: 2.2695	LR: 0.100000
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Training Epoch: 2 [36096/45000]	Loss: 2.0828	LR: 0.100000
Training Epoch: 2 [36352/45000]	Loss: 2.1182	LR: 0.100000
Training Epoch: 2 [36608/45000]	Loss: 2.2295	LR: 0.100000
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Training Epoch: 2 [37376/45000]	Loss: 2.1644	LR: 0.100000
Training Epoch: 2 [37632/45000]	Loss: 2.0859	LR: 0.100000
Training Epoch: 2 [37888/45000]	Loss: 2.0846	LR: 0.100000
Training Epoch: 2 [38144/45000]	Loss: 1.9132	LR: 0.100000
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Training Epoch: 2 [38656/45000]	Loss: 2.1997	LR: 0.100000
Training Epoch: 2 [38912/45000]	Loss: 2.0923	LR: 0.100000
Training Epoch: 2 [39168/45000]	Loss: 2.1332	LR: 0.100000
Training Epoch: 2 [39424/45000]	Loss: 2.0409	LR: 0.100000
Training Epoch: 2 [39680/45000]	Loss: 2.0778	LR: 0.100000
Training Epoch: 2 [39936/45000]	Loss: 2.0489	LR: 0.100000
Training Epoch: 2 [40192/45000]	Loss: 2.1119	LR: 0.100000
Training Epoch: 2 [40448/45000]	Loss: 2.0384	LR: 0.100000
Training Epoch: 2 [40704/45000]	Loss: 2.1092	LR: 0.100000
Training Epoch: 2 [40960/45000]	Loss: 2.1146	LR: 0.100000
Training Epoch: 2 [41216/45000]	Loss: 2.1230	LR: 0.100000
Training Epoch: 2 [41472/45000]	Loss: 2.0793	LR: 0.100000
Training Epoch: 2 [41728/45000]	Loss: 2.1453	LR: 0.100000
Training Epoch: 2 [41984/45000]	Loss: 2.0323	LR: 0.100000
Training Epoch: 2 [42240/45000]	Loss: 2.0696	LR: 0.100000
Training Epoch: 2 [42496/45000]	Loss: 1.9898	LR: 0.100000
Training Epoch: 2 [42752/45000]	Loss: 2.2261	LR: 0.100000
Training Epoch: 2 [43008/45000]	Loss: 2.1304	LR: 0.100000
Training Epoch: 2 [43264/45000]	Loss: 2.1047	LR: 0.100000
Training Epoch: 2 [43520/45000]	Loss: 2.0667	LR: 0.100000
Training Epoch: 2 [43776/45000]	Loss: 2.0436	LR: 0.100000
Training Epoch: 2 [44032/45000]	Loss: 2.0590	LR: 0.100000
Training Epoch: 2 [44288/45000]	Loss: 2.0854	LR: 0.100000
Training Epoch: 2 [44544/45000]	Loss: 2.0155	LR: 0.100000
Training Epoch: 2 [44800/45000]	Loss: 2.1874	LR: 0.100000
Training Epoch: 2 [45000/45000]	Loss: 2.0619	LR: 0.100000
Epoch 2 - Average Train Loss: 2.1956, Train Accuracy: 0.3193
Epoch 2 training time consumed: 26.81s
Evaluating Network.....
Test set: Epoch: 2, Average loss: 0.0088, Accuracy: 0.3329, Time consumed:0.92s
Saving weights file to checkpoint/retrain/ResNet18/Sunday_13_July_2025_20h_58m_38s/ResNet18-Cifar20-seed10-ret100-2-best.pth
Training Epoch: 3 [256/45000]	Loss: 2.0688	LR: 0.100000
Training Epoch: 3 [512/45000]	Loss: 2.0947	LR: 0.100000
Training Epoch: 3 [768/45000]	Loss: 2.1599	LR: 0.100000
Training Epoch: 3 [1024/45000]	Loss: 2.0305	LR: 0.100000
Training Epoch: 3 [1280/45000]	Loss: 1.9262	LR: 0.100000
Training Epoch: 3 [1536/45000]	Loss: 1.9320	LR: 0.100000
Training Epoch: 3 [1792/45000]	Loss: 2.0405	LR: 0.100000
Training Epoch: 3 [2048/45000]	Loss: 2.0425	LR: 0.100000
Training Epoch: 3 [2304/45000]	Loss: 2.0918	LR: 0.100000
Training Epoch: 3 [2560/45000]	Loss: 2.0336	LR: 0.100000
Training Epoch: 3 [2816/45000]	Loss: 1.9586	LR: 0.100000
Training Epoch: 3 [3072/45000]	Loss: 1.9977	LR: 0.100000
Training Epoch: 3 [3328/45000]	Loss: 2.0694	LR: 0.100000
Training Epoch: 3 [3584/45000]	Loss: 2.0538	LR: 0.100000
Training Epoch: 3 [3840/45000]	Loss: 2.0570	LR: 0.100000
Training Epoch: 3 [4096/45000]	Loss: 2.0723	LR: 0.100000
Training Epoch: 3 [4352/45000]	Loss: 1.9490	LR: 0.100000
Training Epoch: 3 [4608/45000]	Loss: 1.9841	LR: 0.100000
Training Epoch: 3 [4864/45000]	Loss: 1.9965	LR: 0.100000
Training Epoch: 3 [5120/45000]	Loss: 1.9957	LR: 0.100000
Training Epoch: 3 [5376/45000]	Loss: 1.9674	LR: 0.100000
Training Epoch: 3 [5632/45000]	Loss: 1.8653	LR: 0.100000
Training Epoch: 3 [5888/45000]	Loss: 1.9292	LR: 0.100000
Training Epoch: 3 [6144/45000]	Loss: 1.8974	LR: 0.100000
Training Epoch: 3 [6400/45000]	Loss: 1.8015	LR: 0.100000
Training Epoch: 3 [6656/45000]	Loss: 2.0858	LR: 0.100000
Training Epoch: 3 [6912/45000]	Loss: 2.1570	LR: 0.100000
Training Epoch: 3 [7168/45000]	Loss: 2.0647	LR: 0.100000
Training Epoch: 3 [7424/45000]	Loss: 1.9378	LR: 0.100000
Training Epoch: 3 [7680/45000]	Loss: 2.1351	LR: 0.100000
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Training Epoch: 3 [11264/45000]	Loss: 1.9891	LR: 0.100000
Training Epoch: 3 [11520/45000]	Loss: 1.9549	LR: 0.100000
Training Epoch: 3 [11776/45000]	Loss: 2.0752	LR: 0.100000
Training Epoch: 3 [12032/45000]	Loss: 2.0200	LR: 0.100000
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Training Epoch: 3 [12800/45000]	Loss: 1.9078	LR: 0.100000
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Training Epoch: 3 [16896/45000]	Loss: 2.0900	LR: 0.100000
Training Epoch: 3 [17152/45000]	Loss: 2.0982	LR: 0.100000
Training Epoch: 3 [17408/45000]	Loss: 2.0039	LR: 0.100000
Training Epoch: 3 [17664/45000]	Loss: 2.0209	LR: 0.100000
Training Epoch: 3 [17920/45000]	Loss: 1.9972	LR: 0.100000
Training Epoch: 3 [18176/45000]	Loss: 1.8474	LR: 0.100000
Training Epoch: 3 [18432/45000]	Loss: 1.9261	LR: 0.100000
Training Epoch: 3 [18688/45000]	Loss: 2.0909	LR: 0.100000
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Training Epoch: 3 [19200/45000]	Loss: 2.0834	LR: 0.100000
Training Epoch: 3 [19456/45000]	Loss: 1.9420	LR: 0.100000
Training Epoch: 3 [19712/45000]	Loss: 1.8626	LR: 0.100000
Training Epoch: 3 [19968/45000]	Loss: 1.9131	LR: 0.100000
Training Epoch: 3 [20224/45000]	Loss: 1.9228	LR: 0.100000
Training Epoch: 3 [20480/45000]	Loss: 2.1031	LR: 0.100000
Training Epoch: 3 [20736/45000]	Loss: 1.8600	LR: 0.100000
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Training Epoch: 3 [22528/45000]	Loss: 1.8191	LR: 0.100000
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Training Epoch: 3 [24320/45000]	Loss: 2.1437	LR: 0.100000
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Training Epoch: 3 [24832/45000]	Loss: 1.9674	LR: 0.100000
Training Epoch: 3 [25088/45000]	Loss: 1.9019	LR: 0.100000
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Training Epoch: 3 [25600/45000]	Loss: 1.8896	LR: 0.100000
Training Epoch: 3 [25856/45000]	Loss: 1.9212	LR: 0.100000
Training Epoch: 3 [26112/45000]	Loss: 1.9755	LR: 0.100000
Training Epoch: 3 [26368/45000]	Loss: 1.9327	LR: 0.100000
Training Epoch: 3 [26624/45000]	Loss: 1.9204	LR: 0.100000
Training Epoch: 3 [26880/45000]	Loss: 1.9145	LR: 0.100000
Training Epoch: 3 [27136/45000]	Loss: 2.0290	LR: 0.100000
Training Epoch: 3 [27392/45000]	Loss: 1.9459	LR: 0.100000
Training Epoch: 3 [27648/45000]	Loss: 1.9173	LR: 0.100000
Training Epoch: 3 [27904/45000]	Loss: 1.8041	LR: 0.100000
Training Epoch: 3 [28160/45000]	Loss: 1.9759	LR: 0.100000
Training Epoch: 3 [28416/45000]	Loss: 1.8715	LR: 0.100000
Training Epoch: 3 [28672/45000]	Loss: 1.9635	LR: 0.100000
Training Epoch: 3 [28928/45000]	Loss: 1.8706	LR: 0.100000
Training Epoch: 3 [29184/45000]	Loss: 1.9550	LR: 0.100000
Training Epoch: 3 [29440/45000]	Loss: 1.8095	LR: 0.100000
Training Epoch: 3 [29696/45000]	Loss: 1.9004	LR: 0.100000
Training Epoch: 3 [29952/45000]	Loss: 1.8807	LR: 0.100000
Training Epoch: 3 [30208/45000]	Loss: 1.9251	LR: 0.100000
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Training Epoch: 3 [32000/45000]	Loss: 1.8496	LR: 0.100000
Training Epoch: 3 [32256/45000]	Loss: 1.7721	LR: 0.100000
Training Epoch: 3 [32512/45000]	Loss: 1.9540	LR: 0.100000
Training Epoch: 3 [32768/45000]	Loss: 2.0855	LR: 0.100000
Training Epoch: 3 [33024/45000]	Loss: 1.8701	LR: 0.100000
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Training Epoch: 3 [34304/45000]	Loss: 1.8640	LR: 0.100000
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Training Epoch: 3 [35328/45000]	Loss: 2.0457	LR: 0.100000
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Training Epoch: 3 [36352/45000]	Loss: 2.1164	LR: 0.100000
Training Epoch: 3 [36608/45000]	Loss: 2.0289	LR: 0.100000
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Training Epoch: 3 [37120/45000]	Loss: 1.9161	LR: 0.100000
Training Epoch: 3 [37376/45000]	Loss: 1.8537	LR: 0.100000
Training Epoch: 3 [37632/45000]	Loss: 1.9148	LR: 0.100000
Training Epoch: 3 [37888/45000]	Loss: 1.7595	LR: 0.100000
Training Epoch: 3 [38144/45000]	Loss: 1.9672	LR: 0.100000
Training Epoch: 3 [38400/45000]	Loss: 2.0193	LR: 0.100000
Training Epoch: 3 [38656/45000]	Loss: 1.8771	LR: 0.100000
Training Epoch: 3 [38912/45000]	Loss: 2.0248	LR: 0.100000
Training Epoch: 3 [39168/45000]	Loss: 1.9473	LR: 0.100000
Training Epoch: 3 [39424/45000]	Loss: 1.9385	LR: 0.100000
Training Epoch: 3 [39680/45000]	Loss: 1.8263	LR: 0.100000
Training Epoch: 3 [39936/45000]	Loss: 1.9793	LR: 0.100000
Training Epoch: 3 [40192/45000]	Loss: 1.9039	LR: 0.100000
Training Epoch: 3 [40448/45000]	Loss: 1.9217	LR: 0.100000
Training Epoch: 3 [40704/45000]	Loss: 1.8995	LR: 0.100000
Training Epoch: 3 [40960/45000]	Loss: 1.8332	LR: 0.100000
Training Epoch: 3 [41216/45000]	Loss: 1.8769	LR: 0.100000
Training Epoch: 3 [41472/45000]	Loss: 1.8141	LR: 0.100000
Training Epoch: 3 [41728/45000]	Loss: 1.8863	LR: 0.100000
Training Epoch: 3 [41984/45000]	Loss: 1.8754	LR: 0.100000
Training Epoch: 3 [42240/45000]	Loss: 1.8697	LR: 0.100000
Training Epoch: 3 [42496/45000]	Loss: 1.9169	LR: 0.100000
Training Epoch: 3 [42752/45000]	Loss: 1.7623	LR: 0.100000
Training Epoch: 3 [43008/45000]	Loss: 1.9834	LR: 0.100000
Training Epoch: 3 [43264/45000]	Loss: 1.8868	LR: 0.100000
Training Epoch: 3 [43520/45000]	Loss: 1.8289	LR: 0.100000
Training Epoch: 3 [43776/45000]	Loss: 1.8692	LR: 0.100000
Training Epoch: 3 [44032/45000]	Loss: 1.8184	LR: 0.100000
Training Epoch: 3 [44288/45000]	Loss: 1.9166	LR: 0.100000
Training Epoch: 3 [44544/45000]	Loss: 1.7879	LR: 0.100000
Training Epoch: 3 [44800/45000]	Loss: 1.8017	LR: 0.100000
Training Epoch: 3 [45000/45000]	Loss: 1.8274	LR: 0.100000
Epoch 3 - Average Train Loss: 1.9552, Train Accuracy: 0.3894
Epoch 3 training time consumed: 26.87s
Evaluating Network.....
Test set: Epoch: 3, Average loss: 0.0082, Accuracy: 0.3592, Time consumed:0.92s
Saving weights file to checkpoint/retrain/ResNet18/Sunday_13_July_2025_20h_58m_38s/ResNet18-Cifar20-seed10-ret100-3-best.pth
Training Epoch: 4 [256/45000]	Loss: 1.8709	LR: 0.100000
Training Epoch: 4 [512/45000]	Loss: 1.8819	LR: 0.100000
Training Epoch: 4 [768/45000]	Loss: 1.9806	LR: 0.100000
Training Epoch: 4 [1024/45000]	Loss: 1.8350	LR: 0.100000
Training Epoch: 4 [1280/45000]	Loss: 1.7300	LR: 0.100000
Training Epoch: 4 [1536/45000]	Loss: 1.7101	LR: 0.100000
Training Epoch: 4 [1792/45000]	Loss: 1.8887	LR: 0.100000
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Training Epoch: 4 [42240/45000]	Loss: 1.6201	LR: 0.100000
Training Epoch: 4 [42496/45000]	Loss: 1.6812	LR: 0.100000
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Training Epoch: 4 [43264/45000]	Loss: 1.6502	LR: 0.100000
Training Epoch: 4 [43520/45000]	Loss: 1.6384	LR: 0.100000
Training Epoch: 4 [43776/45000]	Loss: 1.7098	LR: 0.100000
Training Epoch: 4 [44032/45000]	Loss: 1.7051	LR: 0.100000
Training Epoch: 4 [44288/45000]	Loss: 1.8756	LR: 0.100000
Training Epoch: 4 [44544/45000]	Loss: 1.6265	LR: 0.100000
Training Epoch: 4 [44800/45000]	Loss: 1.6786	LR: 0.100000
Training Epoch: 4 [45000/45000]	Loss: 1.6894	LR: 0.100000
Epoch 4 - Average Train Loss: 1.7480, Train Accuracy: 0.4490
Epoch 4 training time consumed: 26.74s
Evaluating Network.....
Test set: Epoch: 4, Average loss: 0.0070, Accuracy: 0.4502, Time consumed:0.93s
Saving weights file to checkpoint/retrain/ResNet18/Sunday_13_July_2025_20h_58m_38s/ResNet18-Cifar20-seed10-ret100-4-best.pth
Training Epoch: 5 [256/45000]	Loss: 1.6060	LR: 0.100000
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Training Epoch: 5 [32256/45000]	Loss: 1.5382	LR: 0.100000
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Training Epoch: 5 [38144/45000]	Loss: 1.5184	LR: 0.100000
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Training Epoch: 5 [40448/45000]	Loss: 1.7346	LR: 0.100000
Training Epoch: 5 [40704/45000]	Loss: 1.6835	LR: 0.100000
Training Epoch: 5 [40960/45000]	Loss: 1.5145	LR: 0.100000
Training Epoch: 5 [41216/45000]	Loss: 1.5959	LR: 0.100000
Training Epoch: 5 [41472/45000]	Loss: 1.5102	LR: 0.100000
Training Epoch: 5 [41728/45000]	Loss: 1.5031	LR: 0.100000
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Training Epoch: 5 [42240/45000]	Loss: 1.5371	LR: 0.100000
Training Epoch: 5 [42496/45000]	Loss: 1.6094	LR: 0.100000
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Training Epoch: 5 [43008/45000]	Loss: 1.5411	LR: 0.100000
Training Epoch: 5 [43264/45000]	Loss: 1.4983	LR: 0.100000
Training Epoch: 5 [43520/45000]	Loss: 1.4143	LR: 0.100000
Training Epoch: 5 [43776/45000]	Loss: 1.5377	LR: 0.100000
Training Epoch: 5 [44032/45000]	Loss: 1.5505	LR: 0.100000
Training Epoch: 5 [44288/45000]	Loss: 1.6563	LR: 0.100000
Training Epoch: 5 [44544/45000]	Loss: 1.6917	LR: 0.100000
Training Epoch: 5 [44800/45000]	Loss: 1.3750	LR: 0.100000
Training Epoch: 5 [45000/45000]	Loss: 1.6777	LR: 0.100000
Epoch 5 - Average Train Loss: 1.5752, Train Accuracy: 0.5016
Epoch 5 training time consumed: 26.66s
Evaluating Network.....
Test set: Epoch: 5, Average loss: 0.0061, Accuracy: 0.5120, Time consumed:0.90s
Saving weights file to checkpoint/retrain/ResNet18/Sunday_13_July_2025_20h_58m_38s/ResNet18-Cifar20-seed10-ret100-5-best.pth
Training Epoch: 6 [256/45000]	Loss: 1.3663	LR: 0.100000
Training Epoch: 6 [512/45000]	Loss: 1.4001	LR: 0.100000
Training Epoch: 6 [768/45000]	Loss: 1.4474	LR: 0.100000
Training Epoch: 6 [1024/45000]	Loss: 1.3838	LR: 0.100000
Training Epoch: 6 [1280/45000]	Loss: 1.5151	LR: 0.100000
Training Epoch: 6 [1536/45000]	Loss: 1.4506	LR: 0.100000
Training Epoch: 6 [1792/45000]	Loss: 1.3421	LR: 0.100000
Training Epoch: 6 [2048/45000]	Loss: 1.3881	LR: 0.100000
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Training Epoch: 6 [2560/45000]	Loss: 1.4240	LR: 0.100000
Training Epoch: 6 [2816/45000]	Loss: 1.4094	LR: 0.100000
Training Epoch: 6 [3072/45000]	Loss: 1.5220	LR: 0.100000
Training Epoch: 6 [3328/45000]	Loss: 1.3924	LR: 0.100000
Training Epoch: 6 [3584/45000]	Loss: 1.3134	LR: 0.100000
Training Epoch: 6 [3840/45000]	Loss: 1.5025	LR: 0.100000
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Training Epoch: 6 [4352/45000]	Loss: 1.6256	LR: 0.100000
Training Epoch: 6 [4608/45000]	Loss: 1.5166	LR: 0.100000
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Training Epoch: 6 [5120/45000]	Loss: 1.5035	LR: 0.100000
Training Epoch: 6 [5376/45000]	Loss: 1.4670	LR: 0.100000
Training Epoch: 6 [5632/45000]	Loss: 1.4625	LR: 0.100000
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Training Epoch: 6 [6144/45000]	Loss: 1.4942	LR: 0.100000
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Training Epoch: 6 [6656/45000]	Loss: 1.7184	LR: 0.100000
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Training Epoch: 6 [36608/45000]	Loss: 1.3608	LR: 0.100000
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Training Epoch: 6 [37376/45000]	Loss: 1.5570	LR: 0.100000
Training Epoch: 6 [37632/45000]	Loss: 1.3512	LR: 0.100000
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Training Epoch: 6 [38144/45000]	Loss: 1.4921	LR: 0.100000
Training Epoch: 6 [38400/45000]	Loss: 1.3912	LR: 0.100000
Training Epoch: 6 [38656/45000]	Loss: 1.3328	LR: 0.100000
Training Epoch: 6 [38912/45000]	Loss: 1.4281	LR: 0.100000
Training Epoch: 6 [39168/45000]	Loss: 1.4152	LR: 0.100000
Training Epoch: 6 [39424/45000]	Loss: 1.5564	LR: 0.100000
Training Epoch: 6 [39680/45000]	Loss: 1.3078	LR: 0.100000
Training Epoch: 6 [39936/45000]	Loss: 1.4422	LR: 0.100000
Training Epoch: 6 [40192/45000]	Loss: 1.2984	LR: 0.100000
Training Epoch: 6 [40448/45000]	Loss: 1.3283	LR: 0.100000
Training Epoch: 6 [40704/45000]	Loss: 1.4182	LR: 0.100000
Training Epoch: 6 [40960/45000]	Loss: 1.4552	LR: 0.100000
Training Epoch: 6 [41216/45000]	Loss: 1.4399	LR: 0.100000
Training Epoch: 6 [41472/45000]	Loss: 1.4244	LR: 0.100000
Training Epoch: 6 [41728/45000]	Loss: 1.3224	LR: 0.100000
Training Epoch: 6 [41984/45000]	Loss: 1.3175	LR: 0.100000
Training Epoch: 6 [42240/45000]	Loss: 1.5530	LR: 0.100000
Training Epoch: 6 [42496/45000]	Loss: 1.4240	LR: 0.100000
Training Epoch: 6 [42752/45000]	Loss: 1.4554	LR: 0.100000
Training Epoch: 6 [43008/45000]	Loss: 1.3711	LR: 0.100000
Training Epoch: 6 [43264/45000]	Loss: 1.2852	LR: 0.100000
Training Epoch: 6 [43520/45000]	Loss: 1.3739	LR: 0.100000
Training Epoch: 6 [43776/45000]	Loss: 1.4142	LR: 0.100000
Training Epoch: 6 [44032/45000]	Loss: 1.3008	LR: 0.100000
Training Epoch: 6 [44288/45000]	Loss: 1.3926	LR: 0.100000
Training Epoch: 6 [44544/45000]	Loss: 1.3778	LR: 0.100000
Training Epoch: 6 [44800/45000]	Loss: 1.4097	LR: 0.100000
Training Epoch: 6 [45000/45000]	Loss: 1.7023	LR: 0.100000
Epoch 6 - Average Train Loss: 1.4356, Train Accuracy: 0.5450
Epoch 6 training time consumed: 26.76s
Evaluating Network.....
Test set: Epoch: 6, Average loss: 0.0058, Accuracy: 0.5461, Time consumed:0.95s
Saving weights file to checkpoint/retrain/ResNet18/Sunday_13_July_2025_20h_58m_38s/ResNet18-Cifar20-seed10-ret100-6-best.pth
Training Epoch: 7 [256/45000]	Loss: 1.4043	LR: 0.100000
Training Epoch: 7 [512/45000]	Loss: 1.3982	LR: 0.100000
Training Epoch: 7 [768/45000]	Loss: 1.3559	LR: 0.100000
Training Epoch: 7 [1024/45000]	Loss: 1.4207	LR: 0.100000
Training Epoch: 7 [1280/45000]	Loss: 1.3984	LR: 0.100000
Training Epoch: 7 [1536/45000]	Loss: 1.3601	LR: 0.100000
Training Epoch: 7 [1792/45000]	Loss: 1.4367	LR: 0.100000
Training Epoch: 7 [2048/45000]	Loss: 1.2599	LR: 0.100000
Training Epoch: 7 [2304/45000]	Loss: 1.2007	LR: 0.100000
Training Epoch: 7 [2560/45000]	Loss: 1.3170	LR: 0.100000
Training Epoch: 7 [2816/45000]	Loss: 1.3255	LR: 0.100000
Training Epoch: 7 [3072/45000]	Loss: 1.2184	LR: 0.100000
Training Epoch: 7 [3328/45000]	Loss: 1.3703	LR: 0.100000
Training Epoch: 7 [3584/45000]	Loss: 1.4182	LR: 0.100000
Training Epoch: 7 [3840/45000]	Loss: 1.5067	LR: 0.100000
Training Epoch: 7 [4096/45000]	Loss: 1.3608	LR: 0.100000
Training Epoch: 7 [4352/45000]	Loss: 1.3086	LR: 0.100000
Training Epoch: 7 [4608/45000]	Loss: 1.2186	LR: 0.100000
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Training Epoch: 7 [5120/45000]	Loss: 1.2792	LR: 0.100000
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Training Epoch: 7 [16896/45000]	Loss: 1.3740	LR: 0.100000
Training Epoch: 7 [17152/45000]	Loss: 1.3889	LR: 0.100000
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Training Epoch: 7 [18432/45000]	Loss: 1.1100	LR: 0.100000
Training Epoch: 7 [18688/45000]	Loss: 1.3461	LR: 0.100000
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Training Epoch: 7 [19200/45000]	Loss: 1.2964	LR: 0.100000
Training Epoch: 7 [19456/45000]	Loss: 1.3123	LR: 0.100000
Training Epoch: 7 [19712/45000]	Loss: 1.2696	LR: 0.100000
Training Epoch: 7 [19968/45000]	Loss: 1.3672	LR: 0.100000
Training Epoch: 7 [20224/45000]	Loss: 1.4884	LR: 0.100000
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Training Epoch: 7 [20736/45000]	Loss: 1.4236	LR: 0.100000
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Training Epoch: 7 [37376/45000]	Loss: 1.2616	LR: 0.100000
Training Epoch: 7 [37632/45000]	Loss: 1.2488	LR: 0.100000
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Training Epoch: 7 [38656/45000]	Loss: 1.1565	LR: 0.100000
Training Epoch: 7 [38912/45000]	Loss: 1.3114	LR: 0.100000
Training Epoch: 7 [39168/45000]	Loss: 1.3117	LR: 0.100000
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Training Epoch: 7 [39936/45000]	Loss: 1.2991	LR: 0.100000
Training Epoch: 7 [40192/45000]	Loss: 1.4545	LR: 0.100000
Training Epoch: 7 [40448/45000]	Loss: 1.3479	LR: 0.100000
Training Epoch: 7 [40704/45000]	Loss: 1.3473	LR: 0.100000
Training Epoch: 7 [40960/45000]	Loss: 1.3076	LR: 0.100000
Training Epoch: 7 [41216/45000]	Loss: 1.1092	LR: 0.100000
Training Epoch: 7 [41472/45000]	Loss: 1.3146	LR: 0.100000
Training Epoch: 7 [41728/45000]	Loss: 1.3621	LR: 0.100000
Training Epoch: 7 [41984/45000]	Loss: 1.2503	LR: 0.100000
Training Epoch: 7 [42240/45000]	Loss: 1.2065	LR: 0.100000
Training Epoch: 7 [42496/45000]	Loss: 1.4174	LR: 0.100000
Training Epoch: 7 [42752/45000]	Loss: 1.3360	LR: 0.100000
Training Epoch: 7 [43008/45000]	Loss: 1.1962	LR: 0.100000
Training Epoch: 7 [43264/45000]	Loss: 1.3475	LR: 0.100000
Training Epoch: 7 [43520/45000]	Loss: 1.2727	LR: 0.100000
Training Epoch: 7 [43776/45000]	Loss: 1.3669	LR: 0.100000
Training Epoch: 7 [44032/45000]	Loss: 1.3620	LR: 0.100000
Training Epoch: 7 [44288/45000]	Loss: 1.2491	LR: 0.100000
Training Epoch: 7 [44544/45000]	Loss: 1.3142	LR: 0.100000
Training Epoch: 7 [44800/45000]	Loss: 1.2380	LR: 0.100000
Training Epoch: 7 [45000/45000]	Loss: 1.3580	LR: 0.100000
Epoch 7 - Average Train Loss: 1.3250, Train Accuracy: 0.5765
Epoch 7 training time consumed: 26.75s
Evaluating Network.....
Test set: Epoch: 7, Average loss: 0.0057, Accuracy: 0.5554, Time consumed:0.89s
Saving weights file to checkpoint/retrain/ResNet18/Sunday_13_July_2025_20h_58m_38s/ResNet18-Cifar20-seed10-ret100-7-best.pth
Training Epoch: 8 [256/45000]	Loss: 1.2433	LR: 0.100000
Training Epoch: 8 [512/45000]	Loss: 1.2169	LR: 0.100000
Training Epoch: 8 [768/45000]	Loss: 1.2450	LR: 0.100000
Training Epoch: 8 [1024/45000]	Loss: 1.1852	LR: 0.100000
Training Epoch: 8 [1280/45000]	Loss: 1.1509	LR: 0.100000
Training Epoch: 8 [1536/45000]	Loss: 1.2412	LR: 0.100000
Training Epoch: 8 [1792/45000]	Loss: 1.3570	LR: 0.100000
Training Epoch: 8 [2048/45000]	Loss: 1.2240	LR: 0.100000
Training Epoch: 8 [2304/45000]	Loss: 1.2976	LR: 0.100000
Training Epoch: 8 [2560/45000]	Loss: 1.2579	LR: 0.100000
Training Epoch: 8 [2816/45000]	Loss: 1.2449	LR: 0.100000
Training Epoch: 8 [3072/45000]	Loss: 1.1421	LR: 0.100000
Training Epoch: 8 [3328/45000]	Loss: 1.0782	LR: 0.100000
Training Epoch: 8 [3584/45000]	Loss: 1.3516	LR: 0.100000
Training Epoch: 8 [3840/45000]	Loss: 1.2678	LR: 0.100000
Training Epoch: 8 [4096/45000]	Loss: 1.1975	LR: 0.100000
Training Epoch: 8 [4352/45000]	Loss: 1.1555	LR: 0.100000
Training Epoch: 8 [4608/45000]	Loss: 1.2921	LR: 0.100000
Training Epoch: 8 [4864/45000]	Loss: 1.1947	LR: 0.100000
Training Epoch: 8 [5120/45000]	Loss: 1.2027	LR: 0.100000
Training Epoch: 8 [5376/45000]	Loss: 1.1180	LR: 0.100000
Training Epoch: 8 [5632/45000]	Loss: 1.3736	LR: 0.100000
Training Epoch: 8 [5888/45000]	Loss: 1.4265	LR: 0.100000
Training Epoch: 8 [6144/45000]	Loss: 1.1951	LR: 0.100000
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Training Epoch: 8 [16896/45000]	Loss: 1.2721	LR: 0.100000
Training Epoch: 8 [17152/45000]	Loss: 1.2611	LR: 0.100000
Training Epoch: 8 [17408/45000]	Loss: 1.1960	LR: 0.100000
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Training Epoch: 8 [17920/45000]	Loss: 1.2120	LR: 0.100000
Training Epoch: 8 [18176/45000]	Loss: 1.2460	LR: 0.100000
Training Epoch: 8 [18432/45000]	Loss: 1.2744	LR: 0.100000
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Training Epoch: 8 [19200/45000]	Loss: 1.1401	LR: 0.100000
Training Epoch: 8 [19456/45000]	Loss: 1.1117	LR: 0.100000
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Training Epoch: 8 [19968/45000]	Loss: 1.2367	LR: 0.100000
Training Epoch: 8 [20224/45000]	Loss: 1.2863	LR: 0.100000
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Training Epoch: 8 [26368/45000]	Loss: 1.0991	LR: 0.100000
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Training Epoch: 8 [26880/45000]	Loss: 1.2311	LR: 0.100000
Training Epoch: 8 [27136/45000]	Loss: 1.1429	LR: 0.100000
Training Epoch: 8 [27392/45000]	Loss: 1.1835	LR: 0.100000
Training Epoch: 8 [27648/45000]	Loss: 1.1843	LR: 0.100000
Training Epoch: 8 [27904/45000]	Loss: 1.2521	LR: 0.100000
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Training Epoch: 8 [28416/45000]	Loss: 1.1171	LR: 0.100000
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Training Epoch: 8 [28928/45000]	Loss: 1.2682	LR: 0.100000
Training Epoch: 8 [29184/45000]	Loss: 1.4102	LR: 0.100000
Training Epoch: 8 [29440/45000]	Loss: 1.2682	LR: 0.100000
Training Epoch: 8 [29696/45000]	Loss: 1.3024	LR: 0.100000
Training Epoch: 8 [29952/45000]	Loss: 1.2365	LR: 0.100000
Training Epoch: 8 [30208/45000]	Loss: 1.1536	LR: 0.100000
Training Epoch: 8 [30464/45000]	Loss: 1.1279	LR: 0.100000
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Training Epoch: 8 [32256/45000]	Loss: 1.2894	LR: 0.100000
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Training Epoch: 8 [34304/45000]	Loss: 1.3365	LR: 0.100000
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Training Epoch: 8 [35840/45000]	Loss: 1.1980	LR: 0.100000
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Training Epoch: 8 [36608/45000]	Loss: 1.2049	LR: 0.100000
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Training Epoch: 8 [37120/45000]	Loss: 1.1478	LR: 0.100000
Training Epoch: 8 [37376/45000]	Loss: 1.1207	LR: 0.100000
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Training Epoch: 8 [38144/45000]	Loss: 1.2409	LR: 0.100000
Training Epoch: 8 [38400/45000]	Loss: 1.2096	LR: 0.100000
Training Epoch: 8 [38656/45000]	Loss: 1.2010	LR: 0.100000
Training Epoch: 8 [38912/45000]	Loss: 1.1549	LR: 0.100000
Training Epoch: 8 [39168/45000]	Loss: 1.2968	LR: 0.100000
Training Epoch: 8 [39424/45000]	Loss: 1.1423	LR: 0.100000
Training Epoch: 8 [39680/45000]	Loss: 1.2678	LR: 0.100000
Training Epoch: 8 [39936/45000]	Loss: 1.2268	LR: 0.100000
Training Epoch: 8 [40192/45000]	Loss: 1.2114	LR: 0.100000
Training Epoch: 8 [40448/45000]	Loss: 1.1977	LR: 0.100000
Training Epoch: 8 [40704/45000]	Loss: 1.1696	LR: 0.100000
Training Epoch: 8 [40960/45000]	Loss: 1.2211	LR: 0.100000
Training Epoch: 8 [41216/45000]	Loss: 1.2927	LR: 0.100000
Training Epoch: 8 [41472/45000]	Loss: 1.2733	LR: 0.100000
Training Epoch: 8 [41728/45000]	Loss: 1.1765	LR: 0.100000
Training Epoch: 8 [41984/45000]	Loss: 1.1988	LR: 0.100000
Training Epoch: 8 [42240/45000]	Loss: 1.1245	LR: 0.100000
Training Epoch: 8 [42496/45000]	Loss: 1.1040	LR: 0.100000
Training Epoch: 8 [42752/45000]	Loss: 1.2118	LR: 0.100000
Training Epoch: 8 [43008/45000]	Loss: 1.1978	LR: 0.100000
Training Epoch: 8 [43264/45000]	Loss: 1.1969	LR: 0.100000
Training Epoch: 8 [43520/45000]	Loss: 1.1178	LR: 0.100000
Training Epoch: 8 [43776/45000]	Loss: 1.2714	LR: 0.100000
Training Epoch: 8 [44032/45000]	Loss: 1.1330	LR: 0.100000
Training Epoch: 8 [44288/45000]	Loss: 1.1892	LR: 0.100000
Training Epoch: 8 [44544/45000]	Loss: 1.2385	LR: 0.100000
Training Epoch: 8 [44800/45000]	Loss: 1.2244	LR: 0.100000
Training Epoch: 8 [45000/45000]	Loss: 1.1984	LR: 0.100000
Epoch 8 - Average Train Loss: 1.2251, Train Accuracy: 0.6045
Epoch 8 training time consumed: 26.79s
Evaluating Network.....
Test set: Epoch: 8, Average loss: 0.0055, Accuracy: 0.5786, Time consumed:0.87s
Saving weights file to checkpoint/retrain/ResNet18/Sunday_13_July_2025_20h_58m_38s/ResNet18-Cifar20-seed10-ret100-8-best.pth
Training Epoch: 9 [256/45000]	Loss: 1.0539	LR: 0.100000
Training Epoch: 9 [512/45000]	Loss: 1.2658	LR: 0.100000
Training Epoch: 9 [768/45000]	Loss: 1.1085	LR: 0.100000
Training Epoch: 9 [1024/45000]	Loss: 1.2453	LR: 0.100000
Training Epoch: 9 [1280/45000]	Loss: 1.1005	LR: 0.100000
Training Epoch: 9 [1536/45000]	Loss: 1.2058	LR: 0.100000
Training Epoch: 9 [1792/45000]	Loss: 1.2951	LR: 0.100000
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Training Epoch: 9 [45000/45000]	Loss: 1.1625	LR: 0.100000
Epoch 9 - Average Train Loss: 1.1455, Train Accuracy: 0.6311
Epoch 9 training time consumed: 26.65s
Evaluating Network.....
Test set: Epoch: 9, Average loss: 0.0049, Accuracy: 0.6227, Time consumed:0.89s
Saving weights file to checkpoint/retrain/ResNet18/Sunday_13_July_2025_20h_58m_38s/ResNet18-Cifar20-seed10-ret100-9-best.pth
Training Epoch: 10 [256/45000]	Loss: 1.0902	LR: 0.100000
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Training Epoch: 10 [32512/45000]	Loss: 1.2218	LR: 0.100000
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Training Epoch: 10 [35584/45000]	Loss: 1.0154	LR: 0.100000
Training Epoch: 10 [35840/45000]	Loss: 1.1882	LR: 0.100000
Training Epoch: 10 [36096/45000]	Loss: 1.0123	LR: 0.100000
Training Epoch: 10 [36352/45000]	Loss: 1.2283	LR: 0.100000
Training Epoch: 10 [36608/45000]	Loss: 0.9354	LR: 0.100000
Training Epoch: 10 [36864/45000]	Loss: 0.8789	LR: 0.100000
Training Epoch: 10 [37120/45000]	Loss: 0.9082	LR: 0.100000
Training Epoch: 10 [37376/45000]	Loss: 1.1297	LR: 0.100000
Training Epoch: 10 [37632/45000]	Loss: 1.1875	LR: 0.100000
Training Epoch: 10 [37888/45000]	Loss: 1.2581	LR: 0.100000
Training Epoch: 10 [38144/45000]	Loss: 1.0065	LR: 0.100000
Training Epoch: 10 [38400/45000]	Loss: 0.9800	LR: 0.100000
Training Epoch: 10 [38656/45000]	Loss: 1.0667	LR: 0.100000
Training Epoch: 10 [38912/45000]	Loss: 0.9819	LR: 0.100000
Training Epoch: 10 [39168/45000]	Loss: 1.0288	LR: 0.100000
Training Epoch: 10 [39424/45000]	Loss: 1.1463	LR: 0.100000
Training Epoch: 10 [39680/45000]	Loss: 1.1490	LR: 0.100000
Training Epoch: 10 [39936/45000]	Loss: 1.0282	LR: 0.100000
Training Epoch: 10 [40192/45000]	Loss: 1.1221	LR: 0.100000
Training Epoch: 10 [40448/45000]	Loss: 1.1906	LR: 0.100000
Training Epoch: 10 [40704/45000]	Loss: 1.2298	LR: 0.100000
Training Epoch: 10 [40960/45000]	Loss: 1.1086	LR: 0.100000
Training Epoch: 10 [41216/45000]	Loss: 1.1754	LR: 0.100000
Training Epoch: 10 [41472/45000]	Loss: 1.1949	LR: 0.100000
Training Epoch: 10 [41728/45000]	Loss: 1.0295	LR: 0.100000
Training Epoch: 10 [41984/45000]	Loss: 1.0868	LR: 0.100000
Training Epoch: 10 [42240/45000]	Loss: 1.0991	LR: 0.100000
Training Epoch: 10 [42496/45000]	Loss: 0.9058	LR: 0.100000
Training Epoch: 10 [42752/45000]	Loss: 1.1136	LR: 0.100000
Training Epoch: 10 [43008/45000]	Loss: 1.0701	LR: 0.100000
Training Epoch: 10 [43264/45000]	Loss: 1.1699	LR: 0.100000
Training Epoch: 10 [43520/45000]	Loss: 1.3185	LR: 0.100000
Training Epoch: 10 [43776/45000]	Loss: 1.0643	LR: 0.100000
Training Epoch: 10 [44032/45000]	Loss: 0.9770	LR: 0.100000
Training Epoch: 10 [44288/45000]	Loss: 0.9852	LR: 0.100000
Training Epoch: 10 [44544/45000]	Loss: 1.0199	LR: 0.100000
Training Epoch: 10 [44800/45000]	Loss: 0.9849	LR: 0.100000
Training Epoch: 10 [45000/45000]	Loss: 1.1917	LR: 0.100000
Epoch 10 - Average Train Loss: 1.0800, Train Accuracy: 0.6518
Epoch 10 training time consumed: 26.78s
Evaluating Network.....
Test set: Epoch: 10, Average loss: 0.0047, Accuracy: 0.6261, Time consumed:0.91s
Saving weights file to checkpoint/retrain/ResNet18/Sunday_13_July_2025_20h_58m_38s/ResNet18-Cifar20-seed10-ret100-10-best.pth
Training Epoch: 11 [256/45000]	Loss: 1.1018	LR: 0.100000
Training Epoch: 11 [512/45000]	Loss: 0.9683	LR: 0.100000
Training Epoch: 11 [768/45000]	Loss: 1.0419	LR: 0.100000
Training Epoch: 11 [1024/45000]	Loss: 0.8973	LR: 0.100000
Training Epoch: 11 [1280/45000]	Loss: 1.0226	LR: 0.100000
Training Epoch: 11 [1536/45000]	Loss: 1.0559	LR: 0.100000
Training Epoch: 11 [1792/45000]	Loss: 0.9873	LR: 0.100000
Training Epoch: 11 [2048/45000]	Loss: 1.0755	LR: 0.100000
Training Epoch: 11 [2304/45000]	Loss: 0.9724	LR: 0.100000
Training Epoch: 11 [2560/45000]	Loss: 0.9712	LR: 0.100000
Training Epoch: 11 [2816/45000]	Loss: 1.0941	LR: 0.100000
Training Epoch: 11 [3072/45000]	Loss: 1.2102	LR: 0.100000
Training Epoch: 11 [3328/45000]	Loss: 1.0514	LR: 0.100000
Training Epoch: 11 [3584/45000]	Loss: 1.1073	LR: 0.100000
Training Epoch: 11 [3840/45000]	Loss: 1.0384	LR: 0.100000
Training Epoch: 11 [4096/45000]	Loss: 1.0029	LR: 0.100000
Training Epoch: 11 [4352/45000]	Loss: 1.0181	LR: 0.100000
Training Epoch: 11 [4608/45000]	Loss: 0.9688	LR: 0.100000
Training Epoch: 11 [4864/45000]	Loss: 1.1341	LR: 0.100000
Training Epoch: 11 [5120/45000]	Loss: 0.9486	LR: 0.100000
Training Epoch: 11 [5376/45000]	Loss: 1.1244	LR: 0.100000
Training Epoch: 11 [5632/45000]	Loss: 1.0372	LR: 0.100000
Training Epoch: 11 [5888/45000]	Loss: 0.9202	LR: 0.100000
Training Epoch: 11 [6144/45000]	Loss: 1.1328	LR: 0.100000
Training Epoch: 11 [6400/45000]	Loss: 1.0550	LR: 0.100000
Training Epoch: 11 [6656/45000]	Loss: 1.1569	LR: 0.100000
Training Epoch: 11 [6912/45000]	Loss: 1.0163	LR: 0.100000
Training Epoch: 11 [7168/45000]	Loss: 1.1966	LR: 0.100000
Training Epoch: 11 [7424/45000]	Loss: 0.9127	LR: 0.100000
Training Epoch: 11 [7680/45000]	Loss: 1.0997	LR: 0.100000
Training Epoch: 11 [7936/45000]	Loss: 1.0714	LR: 0.100000
Training Epoch: 11 [8192/45000]	Loss: 0.9305	LR: 0.100000
Training Epoch: 11 [8448/45000]	Loss: 1.0596	LR: 0.100000
Training Epoch: 11 [8704/45000]	Loss: 0.9967	LR: 0.100000
Training Epoch: 11 [8960/45000]	Loss: 1.1138	LR: 0.100000
Training Epoch: 11 [9216/45000]	Loss: 1.0360	LR: 0.100000
Training Epoch: 11 [9472/45000]	Loss: 1.1336	LR: 0.100000
Training Epoch: 11 [9728/45000]	Loss: 0.9819	LR: 0.100000
Training Epoch: 11 [9984/45000]	Loss: 1.0646	LR: 0.100000
Training Epoch: 11 [10240/45000]	Loss: 0.9795	LR: 0.100000
Training Epoch: 11 [10496/45000]	Loss: 1.1601	LR: 0.100000
Training Epoch: 11 [10752/45000]	Loss: 0.8544	LR: 0.100000
Training Epoch: 11 [11008/45000]	Loss: 1.2327	LR: 0.100000
Training Epoch: 11 [11264/45000]	Loss: 1.0575	LR: 0.100000
Training Epoch: 11 [11520/45000]	Loss: 0.9761	LR: 0.100000
Training Epoch: 11 [11776/45000]	Loss: 1.0128	LR: 0.100000
Training Epoch: 11 [12032/45000]	Loss: 1.0155	LR: 0.100000
Training Epoch: 11 [12288/45000]	Loss: 1.0779	LR: 0.100000
Training Epoch: 11 [12544/45000]	Loss: 1.0700	LR: 0.100000
Training Epoch: 11 [12800/45000]	Loss: 0.9455	LR: 0.100000
Training Epoch: 11 [13056/45000]	Loss: 1.0877	LR: 0.100000
Training Epoch: 11 [13312/45000]	Loss: 1.0503	LR: 0.100000
Training Epoch: 11 [13568/45000]	Loss: 0.9936	LR: 0.100000
Training Epoch: 11 [13824/45000]	Loss: 1.1103	LR: 0.100000
Training Epoch: 11 [14080/45000]	Loss: 1.1254	LR: 0.100000
Training Epoch: 11 [14336/45000]	Loss: 1.0938	LR: 0.100000
Training Epoch: 11 [14592/45000]	Loss: 1.0077	LR: 0.100000
Training Epoch: 11 [14848/45000]	Loss: 1.0228	LR: 0.100000
Training Epoch: 11 [15104/45000]	Loss: 1.0790	LR: 0.100000
Training Epoch: 11 [15360/45000]	Loss: 1.0022	LR: 0.100000
Training Epoch: 11 [15616/45000]	Loss: 1.1530	LR: 0.100000
Training Epoch: 11 [15872/45000]	Loss: 1.0357	LR: 0.100000
Training Epoch: 11 [16128/45000]	Loss: 1.0172	LR: 0.100000
Training Epoch: 11 [16384/45000]	Loss: 0.9550	LR: 0.100000
Training Epoch: 11 [16640/45000]	Loss: 1.0734	LR: 0.100000
Training Epoch: 11 [16896/45000]	Loss: 0.9877	LR: 0.100000
Training Epoch: 11 [17152/45000]	Loss: 0.9874	LR: 0.100000
Training Epoch: 11 [17408/45000]	Loss: 0.9704	LR: 0.100000
Training Epoch: 11 [17664/45000]	Loss: 1.0260	LR: 0.100000
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Training Epoch: 11 [21248/45000]	Loss: 1.0818	LR: 0.100000
Training Epoch: 11 [21504/45000]	Loss: 0.9637	LR: 0.100000
Training Epoch: 11 [21760/45000]	Loss: 1.0759	LR: 0.100000
Training Epoch: 11 [22016/45000]	Loss: 1.1836	LR: 0.100000
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Training Epoch: 11 [26880/45000]	Loss: 1.0082	LR: 0.100000
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Training Epoch: 11 [27904/45000]	Loss: 0.9531	LR: 0.100000
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Training Epoch: 11 [28416/45000]	Loss: 1.0792	LR: 0.100000
Training Epoch: 11 [28672/45000]	Loss: 0.8992	LR: 0.100000
Training Epoch: 11 [28928/45000]	Loss: 1.0306	LR: 0.100000
Training Epoch: 11 [29184/45000]	Loss: 0.9459	LR: 0.100000
Training Epoch: 11 [29440/45000]	Loss: 0.9220	LR: 0.100000
Training Epoch: 11 [29696/45000]	Loss: 0.9312	LR: 0.100000
Training Epoch: 11 [29952/45000]	Loss: 1.0305	LR: 0.100000
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Training Epoch: 11 [32000/45000]	Loss: 1.0913	LR: 0.100000
Training Epoch: 11 [32256/45000]	Loss: 1.0637	LR: 0.100000
Training Epoch: 11 [32512/45000]	Loss: 1.1808	LR: 0.100000
Training Epoch: 11 [32768/45000]	Loss: 1.1732	LR: 0.100000
Training Epoch: 11 [33024/45000]	Loss: 0.9966	LR: 0.100000
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Training Epoch: 11 [33536/45000]	Loss: 1.0078	LR: 0.100000
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Training Epoch: 11 [34048/45000]	Loss: 0.9876	LR: 0.100000
Training Epoch: 11 [34304/45000]	Loss: 1.1080	LR: 0.100000
Training Epoch: 11 [34560/45000]	Loss: 0.8564	LR: 0.100000
Training Epoch: 11 [34816/45000]	Loss: 1.0986	LR: 0.100000
Training Epoch: 11 [35072/45000]	Loss: 1.0329	LR: 0.100000
Training Epoch: 11 [35328/45000]	Loss: 1.0592	LR: 0.100000
Training Epoch: 11 [35584/45000]	Loss: 0.9598	LR: 0.100000
Training Epoch: 11 [35840/45000]	Loss: 0.9567	LR: 0.100000
Training Epoch: 11 [36096/45000]	Loss: 1.0589	LR: 0.100000
Training Epoch: 11 [36352/45000]	Loss: 0.9446	LR: 0.100000
Training Epoch: 11 [36608/45000]	Loss: 1.1687	LR: 0.100000
Training Epoch: 11 [36864/45000]	Loss: 0.9650	LR: 0.100000
Training Epoch: 11 [37120/45000]	Loss: 1.0331	LR: 0.100000
Training Epoch: 11 [37376/45000]	Loss: 0.9588	LR: 0.100000
Training Epoch: 11 [37632/45000]	Loss: 1.1023	LR: 0.100000
Training Epoch: 11 [37888/45000]	Loss: 1.1024	LR: 0.100000
Training Epoch: 11 [38144/45000]	Loss: 1.0911	LR: 0.100000
Training Epoch: 11 [38400/45000]	Loss: 1.0136	LR: 0.100000
Training Epoch: 11 [38656/45000]	Loss: 1.0884	LR: 0.100000
Training Epoch: 11 [38912/45000]	Loss: 1.0610	LR: 0.100000
Training Epoch: 11 [39168/45000]	Loss: 1.0137	LR: 0.100000
Training Epoch: 11 [39424/45000]	Loss: 0.9014	LR: 0.100000
Training Epoch: 11 [39680/45000]	Loss: 1.0994	LR: 0.100000
Training Epoch: 11 [39936/45000]	Loss: 1.0032	LR: 0.100000
Training Epoch: 11 [40192/45000]	Loss: 1.1024	LR: 0.100000
Training Epoch: 11 [40448/45000]	Loss: 1.1351	LR: 0.100000
Training Epoch: 11 [40704/45000]	Loss: 0.8541	LR: 0.100000
Training Epoch: 11 [40960/45000]	Loss: 1.0552	LR: 0.100000
Training Epoch: 11 [41216/45000]	Loss: 1.0593	LR: 0.100000
Training Epoch: 11 [41472/45000]	Loss: 1.0168	LR: 0.100000
Training Epoch: 11 [41728/45000]	Loss: 1.0433	LR: 0.100000
Training Epoch: 11 [41984/45000]	Loss: 0.9726	LR: 0.100000
Training Epoch: 11 [42240/45000]	Loss: 1.0403	LR: 0.100000
Training Epoch: 11 [42496/45000]	Loss: 1.0353	LR: 0.100000
Training Epoch: 11 [42752/45000]	Loss: 1.0281	LR: 0.100000
Training Epoch: 11 [43008/45000]	Loss: 1.1600	LR: 0.100000
Training Epoch: 11 [43264/45000]	Loss: 1.0689	LR: 0.100000
Training Epoch: 11 [43520/45000]	Loss: 1.0158	LR: 0.100000
Training Epoch: 11 [43776/45000]	Loss: 1.0757	LR: 0.100000
Training Epoch: 11 [44032/45000]	Loss: 1.1056	LR: 0.100000
Training Epoch: 11 [44288/45000]	Loss: 1.0624	LR: 0.100000
Training Epoch: 11 [44544/45000]	Loss: 0.9658	LR: 0.100000
Training Epoch: 11 [44800/45000]	Loss: 1.0198	LR: 0.100000
Training Epoch: 11 [45000/45000]	Loss: 0.9450	LR: 0.100000
Epoch 11 - Average Train Loss: 1.0319, Train Accuracy: 0.6651
Epoch 11 training time consumed: 26.84s
Evaluating Network.....
Test set: Epoch: 11, Average loss: 0.0050, Accuracy: 0.6161, Time consumed:0.91s
Training Epoch: 12 [256/45000]	Loss: 1.0719	LR: 0.100000
Training Epoch: 12 [512/45000]	Loss: 1.0178	LR: 0.100000
Training Epoch: 12 [768/45000]	Loss: 0.9151	LR: 0.100000
Training Epoch: 12 [1024/45000]	Loss: 0.9552	LR: 0.100000
Training Epoch: 12 [1280/45000]	Loss: 1.0263	LR: 0.100000
Training Epoch: 12 [1536/45000]	Loss: 0.9299	LR: 0.100000
Training Epoch: 12 [1792/45000]	Loss: 1.0658	LR: 0.100000
Training Epoch: 12 [2048/45000]	Loss: 1.1141	LR: 0.100000
Training Epoch: 12 [2304/45000]	Loss: 0.8626	LR: 0.100000
Training Epoch: 12 [2560/45000]	Loss: 1.0105	LR: 0.100000
Training Epoch: 12 [2816/45000]	Loss: 0.9973	LR: 0.100000
Training Epoch: 12 [3072/45000]	Loss: 0.9317	LR: 0.100000
Training Epoch: 12 [3328/45000]	Loss: 0.9888	LR: 0.100000
Training Epoch: 12 [3584/45000]	Loss: 0.9669	LR: 0.100000
Training Epoch: 12 [3840/45000]	Loss: 1.0655	LR: 0.100000
Training Epoch: 12 [4096/45000]	Loss: 0.9507	LR: 0.100000
Training Epoch: 12 [4352/45000]	Loss: 0.9983	LR: 0.100000
Training Epoch: 12 [4608/45000]	Loss: 0.8623	LR: 0.100000
Training Epoch: 12 [4864/45000]	Loss: 0.9040	LR: 0.100000
Training Epoch: 12 [5120/45000]	Loss: 0.9924	LR: 0.100000
Training Epoch: 12 [5376/45000]	Loss: 1.0757	LR: 0.100000
Training Epoch: 12 [5632/45000]	Loss: 0.8318	LR: 0.100000
Training Epoch: 12 [5888/45000]	Loss: 0.8725	LR: 0.100000
Training Epoch: 12 [6144/45000]	Loss: 0.9636	LR: 0.100000
Training Epoch: 12 [6400/45000]	Loss: 0.8336	LR: 0.100000
Training Epoch: 12 [6656/45000]	Loss: 0.8085	LR: 0.100000
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Training Epoch: 12 [7168/45000]	Loss: 1.1303	LR: 0.100000
Training Epoch: 12 [7424/45000]	Loss: 1.0234	LR: 0.100000
Training Epoch: 12 [7680/45000]	Loss: 1.0817	LR: 0.100000
Training Epoch: 12 [7936/45000]	Loss: 0.7995	LR: 0.100000
Training Epoch: 12 [8192/45000]	Loss: 0.9463	LR: 0.100000
Training Epoch: 12 [8448/45000]	Loss: 0.8736	LR: 0.100000
Training Epoch: 12 [8704/45000]	Loss: 0.9546	LR: 0.100000
Training Epoch: 12 [8960/45000]	Loss: 0.9335	LR: 0.100000
Training Epoch: 12 [9216/45000]	Loss: 0.9958	LR: 0.100000
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Training Epoch: 12 [9984/45000]	Loss: 0.8968	LR: 0.100000
Training Epoch: 12 [10240/45000]	Loss: 0.9965	LR: 0.100000
Training Epoch: 12 [10496/45000]	Loss: 1.0769	LR: 0.100000
Training Epoch: 12 [10752/45000]	Loss: 0.9417	LR: 0.100000
Training Epoch: 12 [11008/45000]	Loss: 0.8322	LR: 0.100000
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Training Epoch: 12 [11520/45000]	Loss: 0.9517	LR: 0.100000
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Training Epoch: 12 [12288/45000]	Loss: 0.9871	LR: 0.100000
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Training Epoch: 12 [12800/45000]	Loss: 0.9267	LR: 0.100000
Training Epoch: 12 [13056/45000]	Loss: 0.9419	LR: 0.100000
Training Epoch: 12 [13312/45000]	Loss: 0.9027	LR: 0.100000
Training Epoch: 12 [13568/45000]	Loss: 0.9211	LR: 0.100000
Training Epoch: 12 [13824/45000]	Loss: 1.0191	LR: 0.100000
Training Epoch: 12 [14080/45000]	Loss: 0.9637	LR: 0.100000
Training Epoch: 12 [14336/45000]	Loss: 0.9922	LR: 0.100000
Training Epoch: 12 [14592/45000]	Loss: 1.0465	LR: 0.100000
Training Epoch: 12 [14848/45000]	Loss: 1.1174	LR: 0.100000
Training Epoch: 12 [15104/45000]	Loss: 0.9477	LR: 0.100000
Training Epoch: 12 [15360/45000]	Loss: 1.0389	LR: 0.100000
Training Epoch: 12 [15616/45000]	Loss: 0.9771	LR: 0.100000
Training Epoch: 12 [15872/45000]	Loss: 0.9677	LR: 0.100000
Training Epoch: 12 [16128/45000]	Loss: 1.0530	LR: 0.100000
Training Epoch: 12 [16384/45000]	Loss: 0.9101	LR: 0.100000
Training Epoch: 12 [16640/45000]	Loss: 1.0101	LR: 0.100000
Training Epoch: 12 [16896/45000]	Loss: 0.9777	LR: 0.100000
Training Epoch: 12 [17152/45000]	Loss: 0.9167	LR: 0.100000
Training Epoch: 12 [17408/45000]	Loss: 1.0348	LR: 0.100000
Training Epoch: 12 [17664/45000]	Loss: 1.1094	LR: 0.100000
Training Epoch: 12 [17920/45000]	Loss: 1.0375	LR: 0.100000
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Training Epoch: 12 [19712/45000]	Loss: 0.8846	LR: 0.100000
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Training Epoch: 12 [20224/45000]	Loss: 0.9372	LR: 0.100000
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Training Epoch: 12 [20736/45000]	Loss: 1.0448	LR: 0.100000
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Training Epoch: 12 [26880/45000]	Loss: 0.9608	LR: 0.100000
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Training Epoch: 12 [27392/45000]	Loss: 0.9468	LR: 0.100000
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Training Epoch: 12 [36608/45000]	Loss: 0.9606	LR: 0.100000
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Training Epoch: 12 [37376/45000]	Loss: 0.9555	LR: 0.100000
Training Epoch: 12 [37632/45000]	Loss: 1.0084	LR: 0.100000
Training Epoch: 12 [37888/45000]	Loss: 0.9795	LR: 0.100000
Training Epoch: 12 [38144/45000]	Loss: 1.0175	LR: 0.100000
Training Epoch: 12 [38400/45000]	Loss: 1.1386	LR: 0.100000
Training Epoch: 12 [38656/45000]	Loss: 1.0946	LR: 0.100000
Training Epoch: 12 [38912/45000]	Loss: 0.9322	LR: 0.100000
Training Epoch: 12 [39168/45000]	Loss: 0.9394	LR: 0.100000
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Training Epoch: 12 [39680/45000]	Loss: 1.1463	LR: 0.100000
Training Epoch: 12 [39936/45000]	Loss: 1.0673	LR: 0.100000
Training Epoch: 12 [40192/45000]	Loss: 1.1497	LR: 0.100000
Training Epoch: 12 [40448/45000]	Loss: 0.8639	LR: 0.100000
Training Epoch: 12 [40704/45000]	Loss: 0.8737	LR: 0.100000
Training Epoch: 12 [40960/45000]	Loss: 0.9335	LR: 0.100000
Training Epoch: 12 [41216/45000]	Loss: 1.0147	LR: 0.100000
Training Epoch: 12 [41472/45000]	Loss: 1.1631	LR: 0.100000
Training Epoch: 12 [41728/45000]	Loss: 1.0293	LR: 0.100000
Training Epoch: 12 [41984/45000]	Loss: 1.0259	LR: 0.100000
Training Epoch: 12 [42240/45000]	Loss: 1.0495	LR: 0.100000
Training Epoch: 12 [42496/45000]	Loss: 0.9864	LR: 0.100000
Training Epoch: 12 [42752/45000]	Loss: 0.9239	LR: 0.100000
Training Epoch: 12 [43008/45000]	Loss: 0.8027	LR: 0.100000
Training Epoch: 12 [43264/45000]	Loss: 1.0071	LR: 0.100000
Training Epoch: 12 [43520/45000]	Loss: 1.0569	LR: 0.100000
Training Epoch: 12 [43776/45000]	Loss: 1.1171	LR: 0.100000
Training Epoch: 12 [44032/45000]	Loss: 0.9904	LR: 0.100000
Training Epoch: 12 [44288/45000]	Loss: 1.0250	LR: 0.100000
Training Epoch: 12 [44544/45000]	Loss: 1.0236	LR: 0.100000
Training Epoch: 12 [44800/45000]	Loss: 0.8834	LR: 0.100000
Training Epoch: 12 [45000/45000]	Loss: 0.8657	LR: 0.100000
Epoch 12 - Average Train Loss: 0.9835, Train Accuracy: 0.6840
Epoch 12 training time consumed: 26.81s
Evaluating Network.....
Test set: Epoch: 12, Average loss: 0.0044, Accuracy: 0.6475, Time consumed:0.93s
Saving weights file to checkpoint/retrain/ResNet18/Sunday_13_July_2025_20h_58m_38s/ResNet18-Cifar20-seed10-ret100-12-best.pth
Training Epoch: 13 [256/45000]	Loss: 1.0390	LR: 0.100000
Training Epoch: 13 [512/45000]	Loss: 0.8537	LR: 0.100000
Training Epoch: 13 [768/45000]	Loss: 0.9835	LR: 0.100000
Training Epoch: 13 [1024/45000]	Loss: 0.9436	LR: 0.100000
Training Epoch: 13 [1280/45000]	Loss: 0.9212	LR: 0.100000
Training Epoch: 13 [1536/45000]	Loss: 0.8112	LR: 0.100000
Training Epoch: 13 [1792/45000]	Loss: 1.0233	LR: 0.100000
Training Epoch: 13 [2048/45000]	Loss: 0.8756	LR: 0.100000
Training Epoch: 13 [2304/45000]	Loss: 0.8763	LR: 0.100000
Training Epoch: 13 [2560/45000]	Loss: 0.9446	LR: 0.100000
Training Epoch: 13 [2816/45000]	Loss: 0.9037	LR: 0.100000
Training Epoch: 13 [3072/45000]	Loss: 0.8697	LR: 0.100000
Training Epoch: 13 [3328/45000]	Loss: 0.7890	LR: 0.100000
Training Epoch: 13 [3584/45000]	Loss: 1.1098	LR: 0.100000
Training Epoch: 13 [3840/45000]	Loss: 0.9272	LR: 0.100000
Training Epoch: 13 [4096/45000]	Loss: 0.8730	LR: 0.100000
Training Epoch: 13 [4352/45000]	Loss: 0.8840	LR: 0.100000
Training Epoch: 13 [4608/45000]	Loss: 1.0666	LR: 0.100000
Training Epoch: 13 [4864/45000]	Loss: 0.9606	LR: 0.100000
Training Epoch: 13 [5120/45000]	Loss: 0.8627	LR: 0.100000
Training Epoch: 13 [5376/45000]	Loss: 0.8465	LR: 0.100000
Training Epoch: 13 [5632/45000]	Loss: 0.7709	LR: 0.100000
Training Epoch: 13 [5888/45000]	Loss: 1.1109	LR: 0.100000
Training Epoch: 13 [6144/45000]	Loss: 0.8856	LR: 0.100000
Training Epoch: 13 [6400/45000]	Loss: 0.9518	LR: 0.100000
Training Epoch: 13 [6656/45000]	Loss: 0.9442	LR: 0.100000
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Training Epoch: 13 [7168/45000]	Loss: 0.8828	LR: 0.100000
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Training Epoch: 13 [7680/45000]	Loss: 0.8619	LR: 0.100000
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Training Epoch: 13 [9984/45000]	Loss: 1.0061	LR: 0.100000
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Training Epoch: 13 [10752/45000]	Loss: 1.0371	LR: 0.100000
Training Epoch: 13 [11008/45000]	Loss: 0.9862	LR: 0.100000
Training Epoch: 13 [11264/45000]	Loss: 0.8707	LR: 0.100000
Training Epoch: 13 [11520/45000]	Loss: 1.0117	LR: 0.100000
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Training Epoch: 13 [18432/45000]	Loss: 1.0589	LR: 0.100000
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Training Epoch: 13 [18944/45000]	Loss: 1.0526	LR: 0.100000
Training Epoch: 13 [19200/45000]	Loss: 0.9048	LR: 0.100000
Training Epoch: 13 [19456/45000]	Loss: 0.8518	LR: 0.100000
Training Epoch: 13 [19712/45000]	Loss: 0.9458	LR: 0.100000
Training Epoch: 13 [19968/45000]	Loss: 0.9838	LR: 0.100000
Training Epoch: 13 [20224/45000]	Loss: 1.0045	LR: 0.100000
Training Epoch: 13 [20480/45000]	Loss: 0.9117	LR: 0.100000
Training Epoch: 13 [20736/45000]	Loss: 1.0378	LR: 0.100000
Training Epoch: 13 [20992/45000]	Loss: 0.9376	LR: 0.100000
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Training Epoch: 13 [21504/45000]	Loss: 1.0465	LR: 0.100000
Training Epoch: 13 [21760/45000]	Loss: 1.0320	LR: 0.100000
Training Epoch: 13 [22016/45000]	Loss: 0.9835	LR: 0.100000
Training Epoch: 13 [22272/45000]	Loss: 1.1141	LR: 0.100000
Training Epoch: 13 [22528/45000]	Loss: 0.8606	LR: 0.100000
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Training Epoch: 13 [24320/45000]	Loss: 0.9491	LR: 0.100000
Training Epoch: 13 [24576/45000]	Loss: 1.0752	LR: 0.100000
Training Epoch: 13 [24832/45000]	Loss: 1.0517	LR: 0.100000
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Training Epoch: 13 [25344/45000]	Loss: 1.1230	LR: 0.100000
Training Epoch: 13 [25600/45000]	Loss: 1.0794	LR: 0.100000
Training Epoch: 13 [25856/45000]	Loss: 0.8288	LR: 0.100000
Training Epoch: 13 [26112/45000]	Loss: 0.9757	LR: 0.100000
Training Epoch: 13 [26368/45000]	Loss: 0.9341	LR: 0.100000
Training Epoch: 13 [26624/45000]	Loss: 1.0337	LR: 0.100000
Training Epoch: 13 [26880/45000]	Loss: 0.9719	LR: 0.100000
Training Epoch: 13 [27136/45000]	Loss: 0.9842	LR: 0.100000
Training Epoch: 13 [27392/45000]	Loss: 0.9430	LR: 0.100000
Training Epoch: 13 [27648/45000]	Loss: 1.0409	LR: 0.100000
Training Epoch: 13 [27904/45000]	Loss: 0.9676	LR: 0.100000
Training Epoch: 13 [28160/45000]	Loss: 0.8937	LR: 0.100000
Training Epoch: 13 [28416/45000]	Loss: 0.9084	LR: 0.100000
Training Epoch: 13 [28672/45000]	Loss: 1.0247	LR: 0.100000
Training Epoch: 13 [28928/45000]	Loss: 0.8934	LR: 0.100000
Training Epoch: 13 [29184/45000]	Loss: 0.8029	LR: 0.100000
Training Epoch: 13 [29440/45000]	Loss: 0.9534	LR: 0.100000
Training Epoch: 13 [29696/45000]	Loss: 0.8721	LR: 0.100000
Training Epoch: 13 [29952/45000]	Loss: 0.8805	LR: 0.100000
Training Epoch: 13 [30208/45000]	Loss: 0.9229	LR: 0.100000
Training Epoch: 13 [30464/45000]	Loss: 0.8769	LR: 0.100000
Training Epoch: 13 [30720/45000]	Loss: 0.8797	LR: 0.100000
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Training Epoch: 13 [32000/45000]	Loss: 0.8577	LR: 0.100000
Training Epoch: 13 [32256/45000]	Loss: 0.9415	LR: 0.100000
Training Epoch: 13 [32512/45000]	Loss: 1.0177	LR: 0.100000
Training Epoch: 13 [32768/45000]	Loss: 0.9296	LR: 0.100000
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Training Epoch: 13 [35072/45000]	Loss: 1.0590	LR: 0.100000
Training Epoch: 13 [35328/45000]	Loss: 0.8311	LR: 0.100000
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Training Epoch: 13 [35840/45000]	Loss: 0.8551	LR: 0.100000
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Training Epoch: 13 [36352/45000]	Loss: 0.9517	LR: 0.100000
Training Epoch: 13 [36608/45000]	Loss: 0.9376	LR: 0.100000
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Training Epoch: 13 [37120/45000]	Loss: 0.8894	LR: 0.100000
Training Epoch: 13 [37376/45000]	Loss: 0.9527	LR: 0.100000
Training Epoch: 13 [37632/45000]	Loss: 0.9523	LR: 0.100000
Training Epoch: 13 [37888/45000]	Loss: 0.9394	LR: 0.100000
Training Epoch: 13 [38144/45000]	Loss: 1.0350	LR: 0.100000
Training Epoch: 13 [38400/45000]	Loss: 0.9057	LR: 0.100000
Training Epoch: 13 [38656/45000]	Loss: 0.8906	LR: 0.100000
Training Epoch: 13 [38912/45000]	Loss: 1.0071	LR: 0.100000
Training Epoch: 13 [39168/45000]	Loss: 1.0025	LR: 0.100000
Training Epoch: 13 [39424/45000]	Loss: 0.9422	LR: 0.100000
Training Epoch: 13 [39680/45000]	Loss: 0.8991	LR: 0.100000
Training Epoch: 13 [39936/45000]	Loss: 0.8179	LR: 0.100000
Training Epoch: 13 [40192/45000]	Loss: 0.9286	LR: 0.100000
Training Epoch: 13 [40448/45000]	Loss: 1.0045	LR: 0.100000
Training Epoch: 13 [40704/45000]	Loss: 0.9967	LR: 0.100000
Training Epoch: 13 [40960/45000]	Loss: 1.0910	LR: 0.100000
Training Epoch: 13 [41216/45000]	Loss: 1.0173	LR: 0.100000
Training Epoch: 13 [41472/45000]	Loss: 0.9597	LR: 0.100000
Training Epoch: 13 [41728/45000]	Loss: 0.9732	LR: 0.100000
Training Epoch: 13 [41984/45000]	Loss: 0.8357	LR: 0.100000
Training Epoch: 13 [42240/45000]	Loss: 0.8754	LR: 0.100000
Training Epoch: 13 [42496/45000]	Loss: 0.7895	LR: 0.100000
Training Epoch: 13 [42752/45000]	Loss: 0.8399	LR: 0.100000
Training Epoch: 13 [43008/45000]	Loss: 1.0033	LR: 0.100000
Training Epoch: 13 [43264/45000]	Loss: 0.9698	LR: 0.100000
Training Epoch: 13 [43520/45000]	Loss: 1.0207	LR: 0.100000
Training Epoch: 13 [43776/45000]	Loss: 0.8679	LR: 0.100000
Training Epoch: 13 [44032/45000]	Loss: 1.0690	LR: 0.100000
Training Epoch: 13 [44288/45000]	Loss: 0.9417	LR: 0.100000
Training Epoch: 13 [44544/45000]	Loss: 0.9370	LR: 0.100000
Training Epoch: 13 [44800/45000]	Loss: 0.9226	LR: 0.100000
Training Epoch: 13 [45000/45000]	Loss: 0.8627	LR: 0.100000
Epoch 13 - Average Train Loss: 0.9479, Train Accuracy: 0.6934
Epoch 13 training time consumed: 26.94s
Evaluating Network.....
Test set: Epoch: 13, Average loss: 0.0046, Accuracy: 0.6360, Time consumed:0.92s
Training Epoch: 14 [256/45000]	Loss: 0.8467	LR: 0.100000
Training Epoch: 14 [512/45000]	Loss: 0.9430	LR: 0.100000
Training Epoch: 14 [768/45000]	Loss: 0.8817	LR: 0.100000
Training Epoch: 14 [1024/45000]	Loss: 1.0520	LR: 0.100000
Training Epoch: 14 [1280/45000]	Loss: 0.9439	LR: 0.100000
Training Epoch: 14 [1536/45000]	Loss: 0.8290	LR: 0.100000
Training Epoch: 14 [1792/45000]	Loss: 0.8845	LR: 0.100000
Training Epoch: 14 [2048/45000]	Loss: 0.9121	LR: 0.100000
Training Epoch: 14 [2304/45000]	Loss: 0.9037	LR: 0.100000
Training Epoch: 14 [2560/45000]	Loss: 0.8471	LR: 0.100000
Training Epoch: 14 [2816/45000]	Loss: 0.9048	LR: 0.100000
Training Epoch: 14 [3072/45000]	Loss: 0.8101	LR: 0.100000
Training Epoch: 14 [3328/45000]	Loss: 0.8573	LR: 0.100000
Training Epoch: 14 [3584/45000]	Loss: 0.8245	LR: 0.100000
Training Epoch: 14 [3840/45000]	Loss: 0.9199	LR: 0.100000
Training Epoch: 14 [4096/45000]	Loss: 0.9428	LR: 0.100000
Training Epoch: 14 [4352/45000]	Loss: 0.9243	LR: 0.100000
Training Epoch: 14 [4608/45000]	Loss: 0.8387	LR: 0.100000
Training Epoch: 14 [4864/45000]	Loss: 0.8723	LR: 0.100000
Training Epoch: 14 [5120/45000]	Loss: 0.9137	LR: 0.100000
Training Epoch: 14 [5376/45000]	Loss: 0.8950	LR: 0.100000
Training Epoch: 14 [5632/45000]	Loss: 0.7699	LR: 0.100000
Training Epoch: 14 [5888/45000]	Loss: 0.9441	LR: 0.100000
Training Epoch: 14 [6144/45000]	Loss: 0.8879	LR: 0.100000
Training Epoch: 14 [6400/45000]	Loss: 0.8935	LR: 0.100000
Training Epoch: 14 [6656/45000]	Loss: 0.9757	LR: 0.100000
Training Epoch: 14 [6912/45000]	Loss: 0.7940	LR: 0.100000
Training Epoch: 14 [7168/45000]	Loss: 0.8898	LR: 0.100000
Training Epoch: 14 [7424/45000]	Loss: 0.9006	LR: 0.100000
Training Epoch: 14 [7680/45000]	Loss: 0.7713	LR: 0.100000
Training Epoch: 14 [7936/45000]	Loss: 0.7671	LR: 0.100000
Training Epoch: 14 [8192/45000]	Loss: 0.8210	LR: 0.100000
Training Epoch: 14 [8448/45000]	Loss: 0.8735	LR: 0.100000
Training Epoch: 14 [8704/45000]	Loss: 0.9384	LR: 0.100000
Training Epoch: 14 [8960/45000]	Loss: 0.9350	LR: 0.100000
Training Epoch: 14 [9216/45000]	Loss: 0.9492	LR: 0.100000
Training Epoch: 14 [9472/45000]	Loss: 0.8716	LR: 0.100000
Training Epoch: 14 [9728/45000]	Loss: 0.8636	LR: 0.100000
Training Epoch: 14 [9984/45000]	Loss: 0.9073	LR: 0.100000
Training Epoch: 14 [10240/45000]	Loss: 0.8614	LR: 0.100000
Training Epoch: 14 [10496/45000]	Loss: 0.8659	LR: 0.100000
Training Epoch: 14 [10752/45000]	Loss: 1.0116	LR: 0.100000
Training Epoch: 14 [11008/45000]	Loss: 0.9610	LR: 0.100000
Training Epoch: 14 [11264/45000]	Loss: 0.8770	LR: 0.100000
Training Epoch: 14 [11520/45000]	Loss: 0.9098	LR: 0.100000
Training Epoch: 14 [11776/45000]	Loss: 0.9388	LR: 0.100000
Training Epoch: 14 [12032/45000]	Loss: 0.9317	LR: 0.100000
Training Epoch: 14 [12288/45000]	Loss: 0.9206	LR: 0.100000
Training Epoch: 14 [12544/45000]	Loss: 0.8948	LR: 0.100000
Training Epoch: 14 [12800/45000]	Loss: 0.9842	LR: 0.100000
Training Epoch: 14 [13056/45000]	Loss: 0.9347	LR: 0.100000
Training Epoch: 14 [13312/45000]	Loss: 0.9825	LR: 0.100000
Training Epoch: 14 [13568/45000]	Loss: 1.0135	LR: 0.100000
Training Epoch: 14 [13824/45000]	Loss: 0.8472	LR: 0.100000
Training Epoch: 14 [14080/45000]	Loss: 0.8559	LR: 0.100000
Training Epoch: 14 [14336/45000]	Loss: 1.0198	LR: 0.100000
Training Epoch: 14 [14592/45000]	Loss: 0.9712	LR: 0.100000
Training Epoch: 14 [14848/45000]	Loss: 1.0626	LR: 0.100000
Training Epoch: 14 [15104/45000]	Loss: 0.8734	LR: 0.100000
Training Epoch: 14 [15360/45000]	Loss: 0.9537	LR: 0.100000
Training Epoch: 14 [15616/45000]	Loss: 1.0385	LR: 0.100000
Training Epoch: 14 [15872/45000]	Loss: 0.8951	LR: 0.100000
Training Epoch: 14 [16128/45000]	Loss: 0.9312	LR: 0.100000
Training Epoch: 14 [16384/45000]	Loss: 0.9192	LR: 0.100000
Training Epoch: 14 [16640/45000]	Loss: 0.8925	LR: 0.100000
Training Epoch: 14 [16896/45000]	Loss: 1.0150	LR: 0.100000
Training Epoch: 14 [17152/45000]	Loss: 0.9783	LR: 0.100000
Training Epoch: 14 [17408/45000]	Loss: 0.9301	LR: 0.100000
Training Epoch: 14 [17664/45000]	Loss: 0.8127	LR: 0.100000
Training Epoch: 14 [17920/45000]	Loss: 0.9454	LR: 0.100000
Training Epoch: 14 [18176/45000]	Loss: 0.8926	LR: 0.100000
Training Epoch: 14 [18432/45000]	Loss: 0.8896	LR: 0.100000
Training Epoch: 14 [18688/45000]	Loss: 0.8873	LR: 0.100000
Training Epoch: 14 [18944/45000]	Loss: 0.9546	LR: 0.100000
Training Epoch: 14 [19200/45000]	Loss: 0.9479	LR: 0.100000
Training Epoch: 14 [19456/45000]	Loss: 0.7942	LR: 0.100000
Training Epoch: 14 [19712/45000]	Loss: 0.8859	LR: 0.100000
Training Epoch: 14 [19968/45000]	Loss: 0.8701	LR: 0.100000
Training Epoch: 14 [20224/45000]	Loss: 0.9081	LR: 0.100000
Training Epoch: 14 [20480/45000]	Loss: 0.9154	LR: 0.100000
Training Epoch: 14 [20736/45000]	Loss: 0.9213	LR: 0.100000
Training Epoch: 14 [20992/45000]	Loss: 0.9300	LR: 0.100000
Training Epoch: 14 [21248/45000]	Loss: 0.8558	LR: 0.100000
Training Epoch: 14 [21504/45000]	Loss: 0.8485	LR: 0.100000
Training Epoch: 14 [21760/45000]	Loss: 0.9015	LR: 0.100000
Training Epoch: 14 [22016/45000]	Loss: 0.9538	LR: 0.100000
Training Epoch: 14 [22272/45000]	Loss: 0.9781	LR: 0.100000
Training Epoch: 14 [22528/45000]	Loss: 0.8922	LR: 0.100000
Training Epoch: 14 [22784/45000]	Loss: 0.9159	LR: 0.100000
Training Epoch: 14 [23040/45000]	Loss: 0.8296	LR: 0.100000
Training Epoch: 14 [23296/45000]	Loss: 0.8720	LR: 0.100000
Training Epoch: 14 [23552/45000]	Loss: 0.9276	LR: 0.100000
Training Epoch: 14 [23808/45000]	Loss: 0.8621	LR: 0.100000
Training Epoch: 14 [24064/45000]	Loss: 0.9009	LR: 0.100000
Training Epoch: 14 [24320/45000]	Loss: 0.8491	LR: 0.100000
Training Epoch: 14 [24576/45000]	Loss: 0.8660	LR: 0.100000
Training Epoch: 14 [24832/45000]	Loss: 0.8098	LR: 0.100000
Training Epoch: 14 [25088/45000]	Loss: 0.8715	LR: 0.100000
Training Epoch: 14 [25344/45000]	Loss: 0.8845	LR: 0.100000
Training Epoch: 14 [25600/45000]	Loss: 0.7887	LR: 0.100000
Training Epoch: 14 [25856/45000]	Loss: 1.0004	LR: 0.100000
Training Epoch: 14 [26112/45000]	Loss: 0.9239	LR: 0.100000
Training Epoch: 14 [26368/45000]	Loss: 0.7580	LR: 0.100000
Training Epoch: 14 [26624/45000]	Loss: 0.8491	LR: 0.100000
Training Epoch: 14 [26880/45000]	Loss: 0.9075	LR: 0.100000
Training Epoch: 14 [27136/45000]	Loss: 0.8132	LR: 0.100000
Training Epoch: 14 [27392/45000]	Loss: 0.9003	LR: 0.100000
Training Epoch: 14 [27648/45000]	Loss: 0.9266	LR: 0.100000
Training Epoch: 14 [27904/45000]	Loss: 0.8107	LR: 0.100000
Training Epoch: 14 [28160/45000]	Loss: 1.0240	LR: 0.100000
Training Epoch: 14 [28416/45000]	Loss: 0.9021	LR: 0.100000
Training Epoch: 14 [28672/45000]	Loss: 0.9689	LR: 0.100000
Training Epoch: 14 [28928/45000]	Loss: 0.8774	LR: 0.100000
Training Epoch: 14 [29184/45000]	Loss: 0.9984	LR: 0.100000
Training Epoch: 14 [29440/45000]	Loss: 0.8174	LR: 0.100000
Training Epoch: 14 [29696/45000]	Loss: 0.9028	LR: 0.100000
Training Epoch: 14 [29952/45000]	Loss: 0.7226	LR: 0.100000
Training Epoch: 14 [30208/45000]	Loss: 1.0265	LR: 0.100000
Training Epoch: 14 [30464/45000]	Loss: 0.9191	LR: 0.100000
Training Epoch: 14 [30720/45000]	Loss: 1.0036	LR: 0.100000
Training Epoch: 14 [30976/45000]	Loss: 0.9169	LR: 0.100000
Training Epoch: 14 [31232/45000]	Loss: 0.8867	LR: 0.100000
Training Epoch: 14 [31488/45000]	Loss: 0.9450	LR: 0.100000
Training Epoch: 14 [31744/45000]	Loss: 0.9264	LR: 0.100000
Training Epoch: 14 [32000/45000]	Loss: 0.9295	LR: 0.100000
Training Epoch: 14 [32256/45000]	Loss: 0.9890	LR: 0.100000
Training Epoch: 14 [32512/45000]	Loss: 0.9922	LR: 0.100000
Training Epoch: 14 [32768/45000]	Loss: 0.9398	LR: 0.100000
Training Epoch: 14 [33024/45000]	Loss: 0.9423	LR: 0.100000
Training Epoch: 14 [33280/45000]	Loss: 0.7563	LR: 0.100000
Training Epoch: 14 [33536/45000]	Loss: 0.9574	LR: 0.100000
Training Epoch: 14 [33792/45000]	Loss: 0.9325	LR: 0.100000
Training Epoch: 14 [34048/45000]	Loss: 0.8265	LR: 0.100000
Training Epoch: 14 [34304/45000]	Loss: 1.0085	LR: 0.100000
Training Epoch: 14 [34560/45000]	Loss: 0.8509	LR: 0.100000
Training Epoch: 14 [34816/45000]	Loss: 1.0726	LR: 0.100000
Training Epoch: 14 [35072/45000]	Loss: 0.9214	LR: 0.100000
Training Epoch: 14 [35328/45000]	Loss: 0.9662	LR: 0.100000
Training Epoch: 14 [35584/45000]	Loss: 0.9583	LR: 0.100000
Training Epoch: 14 [35840/45000]	Loss: 0.9321	LR: 0.100000
Training Epoch: 14 [36096/45000]	Loss: 0.9980	LR: 0.100000
Training Epoch: 14 [36352/45000]	Loss: 1.0198	LR: 0.100000
Training Epoch: 14 [36608/45000]	Loss: 1.0768	LR: 0.100000
Training Epoch: 14 [36864/45000]	Loss: 1.0746	LR: 0.100000
Training Epoch: 14 [37120/45000]	Loss: 0.8970	LR: 0.100000
Training Epoch: 14 [37376/45000]	Loss: 1.0258	LR: 0.100000
Training Epoch: 14 [37632/45000]	Loss: 0.9365	LR: 0.100000
Training Epoch: 14 [37888/45000]	Loss: 0.9125	LR: 0.100000
Training Epoch: 14 [38144/45000]	Loss: 0.9775	LR: 0.100000
Training Epoch: 14 [38400/45000]	Loss: 0.8806	LR: 0.100000
Training Epoch: 14 [38656/45000]	Loss: 0.8502	LR: 0.100000
Training Epoch: 14 [38912/45000]	Loss: 0.9792	LR: 0.100000
Training Epoch: 14 [39168/45000]	Loss: 0.7982	LR: 0.100000
Training Epoch: 14 [39424/45000]	Loss: 0.8781	LR: 0.100000
Training Epoch: 14 [39680/45000]	Loss: 0.9350	LR: 0.100000
Training Epoch: 14 [39936/45000]	Loss: 0.9176	LR: 0.100000
Training Epoch: 14 [40192/45000]	Loss: 0.9452	LR: 0.100000
Training Epoch: 14 [40448/45000]	Loss: 0.9938	LR: 0.100000
Training Epoch: 14 [40704/45000]	Loss: 0.9285	LR: 0.100000
Training Epoch: 14 [40960/45000]	Loss: 0.8716	LR: 0.100000
Training Epoch: 14 [41216/45000]	Loss: 0.8731	LR: 0.100000
Training Epoch: 14 [41472/45000]	Loss: 0.9887	LR: 0.100000
Training Epoch: 14 [41728/45000]	Loss: 1.0682	LR: 0.100000
Training Epoch: 14 [41984/45000]	Loss: 0.8442	LR: 0.100000
Training Epoch: 14 [42240/45000]	Loss: 0.9079	LR: 0.100000
Training Epoch: 14 [42496/45000]	Loss: 0.8144	LR: 0.100000
Training Epoch: 14 [42752/45000]	Loss: 0.7485	LR: 0.100000
Training Epoch: 14 [43008/45000]	Loss: 0.9993	LR: 0.100000
Training Epoch: 14 [43264/45000]	Loss: 0.9820	LR: 0.100000
Training Epoch: 14 [43520/45000]	Loss: 0.8438	LR: 0.100000
Training Epoch: 14 [43776/45000]	Loss: 0.7853	LR: 0.100000
Training Epoch: 14 [44032/45000]	Loss: 1.0355	LR: 0.100000
Training Epoch: 14 [44288/45000]	Loss: 0.9297	LR: 0.100000
Training Epoch: 14 [44544/45000]	Loss: 0.9833	LR: 0.100000
Training Epoch: 14 [44800/45000]	Loss: 0.9525	LR: 0.100000
Training Epoch: 14 [45000/45000]	Loss: 0.9970	LR: 0.100000
Epoch 14 - Average Train Loss: 0.9118, Train Accuracy: 0.7050
Epoch 14 training time consumed: 26.76s
Evaluating Network.....
Test set: Epoch: 14, Average loss: 0.0051, Accuracy: 0.6060, Time consumed:0.90s
Training Epoch: 15 [256/45000]	Loss: 0.8592	LR: 0.020000
Training Epoch: 15 [512/45000]	Loss: 0.7658	LR: 0.020000
Training Epoch: 15 [768/45000]	Loss: 0.7942	LR: 0.020000
Training Epoch: 15 [1024/45000]	Loss: 0.8735	LR: 0.020000
Training Epoch: 15 [1280/45000]	Loss: 0.7653	LR: 0.020000
Training Epoch: 15 [1536/45000]	Loss: 0.7610	LR: 0.020000
Training Epoch: 15 [1792/45000]	Loss: 0.7623	LR: 0.020000
Training Epoch: 15 [2048/45000]	Loss: 0.9166	LR: 0.020000
Training Epoch: 15 [2304/45000]	Loss: 0.7174	LR: 0.020000
Training Epoch: 15 [2560/45000]	Loss: 0.8067	LR: 0.020000
Training Epoch: 15 [2816/45000]	Loss: 0.6884	LR: 0.020000
Training Epoch: 15 [3072/45000]	Loss: 0.7938	LR: 0.020000
Training Epoch: 15 [3328/45000]	Loss: 0.7790	LR: 0.020000
Training Epoch: 15 [3584/45000]	Loss: 0.6659	LR: 0.020000
Training Epoch: 15 [3840/45000]	Loss: 0.7235	LR: 0.020000
Training Epoch: 15 [4096/45000]	Loss: 0.7656	LR: 0.020000
Training Epoch: 15 [4352/45000]	Loss: 0.8318	LR: 0.020000
Training Epoch: 15 [4608/45000]	Loss: 0.7556	LR: 0.020000
Training Epoch: 15 [4864/45000]	Loss: 0.7208	LR: 0.020000
Training Epoch: 15 [5120/45000]	Loss: 0.7183	LR: 0.020000
Training Epoch: 15 [5376/45000]	Loss: 0.7993	LR: 0.020000
Training Epoch: 15 [5632/45000]	Loss: 0.7670	LR: 0.020000
Training Epoch: 15 [5888/45000]	Loss: 0.7795	LR: 0.020000
Training Epoch: 15 [6144/45000]	Loss: 0.7137	LR: 0.020000
Training Epoch: 15 [6400/45000]	Loss: 0.7925	LR: 0.020000
Training Epoch: 15 [6656/45000]	Loss: 0.7648	LR: 0.020000
Training Epoch: 15 [6912/45000]	Loss: 0.5581	LR: 0.020000
Training Epoch: 15 [7168/45000]	Loss: 0.6945	LR: 0.020000
Training Epoch: 15 [7424/45000]	Loss: 0.7742	LR: 0.020000
Training Epoch: 15 [7680/45000]	Loss: 0.6222	LR: 0.020000
Training Epoch: 15 [7936/45000]	Loss: 0.7415	LR: 0.020000
Training Epoch: 15 [8192/45000]	Loss: 0.7688	LR: 0.020000
Training Epoch: 15 [8448/45000]	Loss: 0.6842	LR: 0.020000
Training Epoch: 15 [8704/45000]	Loss: 0.7473	LR: 0.020000
Training Epoch: 15 [8960/45000]	Loss: 0.6553	LR: 0.020000
Training Epoch: 15 [9216/45000]	Loss: 0.7362	LR: 0.020000
Training Epoch: 15 [9472/45000]	Loss: 0.7393	LR: 0.020000
Training Epoch: 15 [9728/45000]	Loss: 0.6939	LR: 0.020000
Training Epoch: 15 [9984/45000]	Loss: 0.6525	LR: 0.020000
Training Epoch: 15 [10240/45000]	Loss: 0.7623	LR: 0.020000
Training Epoch: 15 [10496/45000]	Loss: 0.6943	LR: 0.020000
Training Epoch: 15 [10752/45000]	Loss: 0.6833	LR: 0.020000
Training Epoch: 15 [11008/45000]	Loss: 0.6402	LR: 0.020000
Training Epoch: 15 [11264/45000]	Loss: 0.7582	LR: 0.020000
Training Epoch: 15 [11520/45000]	Loss: 0.6509	LR: 0.020000
Training Epoch: 15 [11776/45000]	Loss: 0.6154	LR: 0.020000
Training Epoch: 15 [12032/45000]	Loss: 0.6479	LR: 0.020000
Training Epoch: 15 [12288/45000]	Loss: 0.6344	LR: 0.020000
Training Epoch: 15 [12544/45000]	Loss: 0.7329	LR: 0.020000
Training Epoch: 15 [12800/45000]	Loss: 0.6693	LR: 0.020000
Training Epoch: 15 [13056/45000]	Loss: 0.6710	LR: 0.020000
Training Epoch: 15 [13312/45000]	Loss: 0.7033	LR: 0.020000
Training Epoch: 15 [13568/45000]	Loss: 0.5904	LR: 0.020000
Training Epoch: 15 [13824/45000]	Loss: 0.7439	LR: 0.020000
Training Epoch: 15 [14080/45000]	Loss: 0.7009	LR: 0.020000
Training Epoch: 15 [14336/45000]	Loss: 0.8155	LR: 0.020000
Training Epoch: 15 [14592/45000]	Loss: 0.6262	LR: 0.020000
Training Epoch: 15 [14848/45000]	Loss: 0.6726	LR: 0.020000
Training Epoch: 15 [15104/45000]	Loss: 0.7490	LR: 0.020000
Training Epoch: 15 [15360/45000]	Loss: 0.8186	LR: 0.020000
Training Epoch: 15 [15616/45000]	Loss: 0.7126	LR: 0.020000
Training Epoch: 15 [15872/45000]	Loss: 0.6425	LR: 0.020000
Training Epoch: 15 [16128/45000]	Loss: 0.5780	LR: 0.020000
Training Epoch: 15 [16384/45000]	Loss: 0.6035	LR: 0.020000
Training Epoch: 15 [16640/45000]	Loss: 0.6756	LR: 0.020000
Training Epoch: 15 [16896/45000]	Loss: 0.7077	LR: 0.020000
Training Epoch: 15 [17152/45000]	Loss: 0.6353	LR: 0.020000
Training Epoch: 15 [17408/45000]	Loss: 0.7339	LR: 0.020000
Training Epoch: 15 [17664/45000]	Loss: 0.7790	LR: 0.020000
Training Epoch: 15 [17920/45000]	Loss: 0.7758	LR: 0.020000
Training Epoch: 15 [18176/45000]	Loss: 0.7127	LR: 0.020000
Training Epoch: 15 [18432/45000]	Loss: 0.6527	LR: 0.020000
Training Epoch: 15 [18688/45000]	Loss: 0.6968	LR: 0.020000
Training Epoch: 15 [18944/45000]	Loss: 0.6750	LR: 0.020000
Training Epoch: 15 [19200/45000]	Loss: 0.7011	LR: 0.020000
Training Epoch: 15 [19456/45000]	Loss: 0.6498	LR: 0.020000
Training Epoch: 15 [19712/45000]	Loss: 0.6723	LR: 0.020000
Training Epoch: 15 [19968/45000]	Loss: 0.6590	LR: 0.020000
Training Epoch: 15 [20224/45000]	Loss: 0.7113	LR: 0.020000
Training Epoch: 15 [20480/45000]	Loss: 0.6432	LR: 0.020000
Training Epoch: 15 [20736/45000]	Loss: 0.6538	LR: 0.020000
Training Epoch: 15 [20992/45000]	Loss: 0.6497	LR: 0.020000
Training Epoch: 15 [21248/45000]	Loss: 0.6849	LR: 0.020000
Training Epoch: 15 [21504/45000]	Loss: 0.6782	LR: 0.020000
Training Epoch: 15 [21760/45000]	Loss: 0.6985	LR: 0.020000
Training Epoch: 15 [22016/45000]	Loss: 0.5827	LR: 0.020000
Training Epoch: 15 [22272/45000]	Loss: 0.6100	LR: 0.020000
Training Epoch: 15 [22528/45000]	Loss: 0.5711	LR: 0.020000
Training Epoch: 15 [22784/45000]	Loss: 0.5374	LR: 0.020000
Training Epoch: 15 [23040/45000]	Loss: 0.6971	LR: 0.020000
Training Epoch: 15 [23296/45000]	Loss: 0.6158	LR: 0.020000
Training Epoch: 15 [23552/45000]	Loss: 0.7348	LR: 0.020000
Training Epoch: 15 [23808/45000]	Loss: 0.7052	LR: 0.020000
Training Epoch: 15 [24064/45000]	Loss: 0.5989	LR: 0.020000
Training Epoch: 15 [24320/45000]	Loss: 0.5834	LR: 0.020000
Training Epoch: 15 [24576/45000]	Loss: 0.6705	LR: 0.020000
Training Epoch: 15 [24832/45000]	Loss: 0.6271	LR: 0.020000
Training Epoch: 15 [25088/45000]	Loss: 0.7101	LR: 0.020000
Training Epoch: 15 [25344/45000]	Loss: 0.6303	LR: 0.020000
Training Epoch: 15 [25600/45000]	Loss: 0.6941	LR: 0.020000
Training Epoch: 15 [25856/45000]	Loss: 0.5987	LR: 0.020000
Training Epoch: 15 [26112/45000]	Loss: 0.6864	LR: 0.020000
Training Epoch: 15 [26368/45000]	Loss: 0.6949	LR: 0.020000
Training Epoch: 15 [26624/45000]	Loss: 0.6403	LR: 0.020000
Training Epoch: 15 [26880/45000]	Loss: 0.6376	LR: 0.020000
Training Epoch: 15 [27136/45000]	Loss: 0.7608	LR: 0.020000
Training Epoch: 15 [27392/45000]	Loss: 0.5878	LR: 0.020000
Training Epoch: 15 [27648/45000]	Loss: 0.6240	LR: 0.020000
Training Epoch: 15 [27904/45000]	Loss: 0.6262	LR: 0.020000
Training Epoch: 15 [28160/45000]	Loss: 0.6688	LR: 0.020000
Training Epoch: 15 [28416/45000]	Loss: 0.8031	LR: 0.020000
Training Epoch: 15 [28672/45000]	Loss: 0.6141	LR: 0.020000
Training Epoch: 15 [28928/45000]	Loss: 0.6104	LR: 0.020000
Training Epoch: 15 [29184/45000]	Loss: 0.6661	LR: 0.020000
Training Epoch: 15 [29440/45000]	Loss: 0.6534	LR: 0.020000
Training Epoch: 15 [29696/45000]	Loss: 0.6334	LR: 0.020000
Training Epoch: 15 [29952/45000]	Loss: 0.6509	LR: 0.020000
Training Epoch: 15 [30208/45000]	Loss: 0.5896	LR: 0.020000
Training Epoch: 15 [30464/45000]	Loss: 0.6902	LR: 0.020000
Training Epoch: 15 [30720/45000]	Loss: 0.5476	LR: 0.020000
Training Epoch: 15 [30976/45000]	Loss: 0.6109	LR: 0.020000
Training Epoch: 15 [31232/45000]	Loss: 0.7109	LR: 0.020000
Training Epoch: 15 [31488/45000]	Loss: 0.6034	LR: 0.020000
Training Epoch: 15 [31744/45000]	Loss: 0.5628	LR: 0.020000
Training Epoch: 15 [32000/45000]	Loss: 0.6700	LR: 0.020000
Training Epoch: 15 [32256/45000]	Loss: 0.7355	LR: 0.020000
Training Epoch: 15 [32512/45000]	Loss: 0.5267	LR: 0.020000
Training Epoch: 15 [32768/45000]	Loss: 0.6781	LR: 0.020000
Training Epoch: 15 [33024/45000]	Loss: 0.5911	LR: 0.020000
Training Epoch: 15 [33280/45000]	Loss: 0.7391	LR: 0.020000
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Training Epoch: 15 [44544/45000]	Loss: 0.6931	LR: 0.020000
Training Epoch: 15 [44800/45000]	Loss: 0.6023	LR: 0.020000
Training Epoch: 15 [45000/45000]	Loss: 0.6096	LR: 0.020000
Epoch 15 - Average Train Loss: 0.6755, Train Accuracy: 0.7807
Epoch 15 training time consumed: 26.76s
Evaluating Network.....
Test set: Epoch: 15, Average loss: 0.0031, Accuracy: 0.7504, Time consumed:0.92s
Saving weights file to checkpoint/retrain/ResNet18/Sunday_13_July_2025_20h_58m_38s/ResNet18-Cifar20-seed10-ret100-15-best.pth
Training Epoch: 16 [256/45000]	Loss: 0.6090	LR: 0.020000
Training Epoch: 16 [512/45000]	Loss: 0.5586	LR: 0.020000
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Training Epoch: 16 [44800/45000]	Loss: 0.6288	LR: 0.020000
Training Epoch: 16 [45000/45000]	Loss: 0.5523	LR: 0.020000
Epoch 16 - Average Train Loss: 0.5904, Train Accuracy: 0.8106
Epoch 16 training time consumed: 26.65s
Evaluating Network.....
Test set: Epoch: 16, Average loss: 0.0030, Accuracy: 0.7606, Time consumed:0.90s
Saving weights file to checkpoint/retrain/ResNet18/Sunday_13_July_2025_20h_58m_38s/ResNet18-Cifar20-seed10-ret100-16-best.pth
Training Epoch: 17 [256/45000]	Loss: 0.6087	LR: 0.020000
Training Epoch: 17 [512/45000]	Loss: 0.5401	LR: 0.020000
Training Epoch: 17 [768/45000]	Loss: 0.4685	LR: 0.020000
Training Epoch: 17 [1024/45000]	Loss: 0.5151	LR: 0.020000
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Training Epoch: 17 [44800/45000]	Loss: 0.6278	LR: 0.020000
Training Epoch: 17 [45000/45000]	Loss: 0.5226	LR: 0.020000
Epoch 17 - Average Train Loss: 0.5500, Train Accuracy: 0.8214
Epoch 17 training time consumed: 26.71s
Evaluating Network.....
Test set: Epoch: 17, Average loss: 0.0029, Accuracy: 0.7722, Time consumed:0.88s
Saving weights file to checkpoint/retrain/ResNet18/Sunday_13_July_2025_20h_58m_38s/ResNet18-Cifar20-seed10-ret100-17-best.pth
Training Epoch: 18 [256/45000]	Loss: 0.5694	LR: 0.020000
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Training Epoch: 18 [1536/45000]	Loss: 0.4723	LR: 0.020000
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Training Epoch: 18 [43008/45000]	Loss: 0.6122	LR: 0.020000
Training Epoch: 18 [43264/45000]	Loss: 0.4646	LR: 0.020000
Training Epoch: 18 [43520/45000]	Loss: 0.5671	LR: 0.020000
Training Epoch: 18 [43776/45000]	Loss: 0.5028	LR: 0.020000
Training Epoch: 18 [44032/45000]	Loss: 0.4805	LR: 0.020000
Training Epoch: 18 [44288/45000]	Loss: 0.4763	LR: 0.020000
Training Epoch: 18 [44544/45000]	Loss: 0.5301	LR: 0.020000
Training Epoch: 18 [44800/45000]	Loss: 0.3869	LR: 0.020000
Training Epoch: 18 [45000/45000]	Loss: 0.6208	LR: 0.020000
Epoch 18 - Average Train Loss: 0.5213, Train Accuracy: 0.8294
Epoch 18 training time consumed: 26.76s
Evaluating Network.....
Test set: Epoch: 18, Average loss: 0.0031, Accuracy: 0.7613, Time consumed:0.88s
Training Epoch: 19 [256/45000]	Loss: 0.4369	LR: 0.020000
Training Epoch: 19 [512/45000]	Loss: 0.4555	LR: 0.020000
Training Epoch: 19 [768/45000]	Loss: 0.5066	LR: 0.020000
Training Epoch: 19 [1024/45000]	Loss: 0.3893	LR: 0.020000
Training Epoch: 19 [1280/45000]	Loss: 0.4332	LR: 0.020000
Training Epoch: 19 [1536/45000]	Loss: 0.4758	LR: 0.020000
Training Epoch: 19 [1792/45000]	Loss: 0.5667	LR: 0.020000
Training Epoch: 19 [2048/45000]	Loss: 0.4911	LR: 0.020000
Training Epoch: 19 [2304/45000]	Loss: 0.4604	LR: 0.020000
Training Epoch: 19 [2560/45000]	Loss: 0.5280	LR: 0.020000
Training Epoch: 19 [2816/45000]	Loss: 0.4515	LR: 0.020000
Training Epoch: 19 [3072/45000]	Loss: 0.4800	LR: 0.020000
Training Epoch: 19 [3328/45000]	Loss: 0.5956	LR: 0.020000
Training Epoch: 19 [3584/45000]	Loss: 0.5138	LR: 0.020000
Training Epoch: 19 [3840/45000]	Loss: 0.5296	LR: 0.020000
Training Epoch: 19 [4096/45000]	Loss: 0.4736	LR: 0.020000
Training Epoch: 19 [4352/45000]	Loss: 0.4011	LR: 0.020000
Training Epoch: 19 [4608/45000]	Loss: 0.4894	LR: 0.020000
Training Epoch: 19 [4864/45000]	Loss: 0.5422	LR: 0.020000
Training Epoch: 19 [5120/45000]	Loss: 0.4951	LR: 0.020000
Training Epoch: 19 [5376/45000]	Loss: 0.5266	LR: 0.020000
Training Epoch: 19 [5632/45000]	Loss: 0.4808	LR: 0.020000
Training Epoch: 19 [5888/45000]	Loss: 0.4735	LR: 0.020000
Training Epoch: 19 [6144/45000]	Loss: 0.4894	LR: 0.020000
Training Epoch: 19 [6400/45000]	Loss: 0.5623	LR: 0.020000
Training Epoch: 19 [6656/45000]	Loss: 0.5218	LR: 0.020000
Training Epoch: 19 [6912/45000]	Loss: 0.4297	LR: 0.020000
Training Epoch: 19 [7168/45000]	Loss: 0.4944	LR: 0.020000
Training Epoch: 19 [7424/45000]	Loss: 0.4804	LR: 0.020000
Training Epoch: 19 [7680/45000]	Loss: 0.5339	LR: 0.020000
Training Epoch: 19 [7936/45000]	Loss: 0.5545	LR: 0.020000
Training Epoch: 19 [8192/45000]	Loss: 0.3982	LR: 0.020000
Training Epoch: 19 [8448/45000]	Loss: 0.4874	LR: 0.020000
Training Epoch: 19 [8704/45000]	Loss: 0.4648	LR: 0.020000
Training Epoch: 19 [8960/45000]	Loss: 0.4460	LR: 0.020000
Training Epoch: 19 [9216/45000]	Loss: 0.4841	LR: 0.020000
Training Epoch: 19 [9472/45000]	Loss: 0.4265	LR: 0.020000
Training Epoch: 19 [9728/45000]	Loss: 0.6151	LR: 0.020000
Training Epoch: 19 [9984/45000]	Loss: 0.4998	LR: 0.020000
Training Epoch: 19 [10240/45000]	Loss: 0.4595	LR: 0.020000
Training Epoch: 19 [10496/45000]	Loss: 0.5677	LR: 0.020000
Training Epoch: 19 [10752/45000]	Loss: 0.5210	LR: 0.020000
Training Epoch: 19 [11008/45000]	Loss: 0.3931	LR: 0.020000
Training Epoch: 19 [11264/45000]	Loss: 0.5503	LR: 0.020000
Training Epoch: 19 [11520/45000]	Loss: 0.4140	LR: 0.020000
Training Epoch: 19 [11776/45000]	Loss: 0.4623	LR: 0.020000
Training Epoch: 19 [12032/45000]	Loss: 0.3048	LR: 0.020000
Training Epoch: 19 [12288/45000]	Loss: 0.4523	LR: 0.020000
Training Epoch: 19 [12544/45000]	Loss: 0.5582	LR: 0.020000
Training Epoch: 19 [12800/45000]	Loss: 0.6005	LR: 0.020000
Training Epoch: 19 [13056/45000]	Loss: 0.5329	LR: 0.020000
Training Epoch: 19 [13312/45000]	Loss: 0.4836	LR: 0.020000
Training Epoch: 19 [13568/45000]	Loss: 0.5083	LR: 0.020000
Training Epoch: 19 [13824/45000]	Loss: 0.5379	LR: 0.020000
Training Epoch: 19 [14080/45000]	Loss: 0.4499	LR: 0.020000
Training Epoch: 19 [14336/45000]	Loss: 0.3992	LR: 0.020000
Training Epoch: 19 [14592/45000]	Loss: 0.5625	LR: 0.020000
Training Epoch: 19 [14848/45000]	Loss: 0.4830	LR: 0.020000
Training Epoch: 19 [15104/45000]	Loss: 0.5885	LR: 0.020000
Training Epoch: 19 [15360/45000]	Loss: 0.3901	LR: 0.020000
Training Epoch: 19 [15616/45000]	Loss: 0.4746	LR: 0.020000
Training Epoch: 19 [15872/45000]	Loss: 0.4443	LR: 0.020000
Training Epoch: 19 [16128/45000]	Loss: 0.5594	LR: 0.020000
Training Epoch: 19 [16384/45000]	Loss: 0.5314	LR: 0.020000
Training Epoch: 19 [16640/45000]	Loss: 0.5222	LR: 0.020000
Training Epoch: 19 [16896/45000]	Loss: 0.4712	LR: 0.020000
Training Epoch: 19 [17152/45000]	Loss: 0.5116	LR: 0.020000
Training Epoch: 19 [17408/45000]	Loss: 0.6185	LR: 0.020000
Training Epoch: 19 [17664/45000]	Loss: 0.5184	LR: 0.020000
Training Epoch: 19 [17920/45000]	Loss: 0.5796	LR: 0.020000
Training Epoch: 19 [18176/45000]	Loss: 0.5106	LR: 0.020000
Training Epoch: 19 [18432/45000]	Loss: 0.5420	LR: 0.020000
Training Epoch: 19 [18688/45000]	Loss: 0.5430	LR: 0.020000
Training Epoch: 19 [18944/45000]	Loss: 0.4213	LR: 0.020000
Training Epoch: 19 [19200/45000]	Loss: 0.4566	LR: 0.020000
Training Epoch: 19 [19456/45000]	Loss: 0.4952	LR: 0.020000
Training Epoch: 19 [19712/45000]	Loss: 0.4475	LR: 0.020000
Training Epoch: 19 [19968/45000]	Loss: 0.4701	LR: 0.020000
Training Epoch: 19 [20224/45000]	Loss: 0.4323	LR: 0.020000
Training Epoch: 19 [20480/45000]	Loss: 0.3995	LR: 0.020000
Training Epoch: 19 [20736/45000]	Loss: 0.4336	LR: 0.020000
Training Epoch: 19 [20992/45000]	Loss: 0.4405	LR: 0.020000
Training Epoch: 19 [21248/45000]	Loss: 0.4461	LR: 0.020000
Training Epoch: 19 [21504/45000]	Loss: 0.4281	LR: 0.020000
Training Epoch: 19 [21760/45000]	Loss: 0.4467	LR: 0.020000
Training Epoch: 19 [22016/45000]	Loss: 0.4849	LR: 0.020000
Training Epoch: 19 [22272/45000]	Loss: 0.5816	LR: 0.020000
Training Epoch: 19 [22528/45000]	Loss: 0.5837	LR: 0.020000
Training Epoch: 19 [22784/45000]	Loss: 0.4537	LR: 0.020000
Training Epoch: 19 [23040/45000]	Loss: 0.5266	LR: 0.020000
Training Epoch: 19 [23296/45000]	Loss: 0.6379	LR: 0.020000
Training Epoch: 19 [23552/45000]	Loss: 0.5157	LR: 0.020000
Training Epoch: 19 [23808/45000]	Loss: 0.5452	LR: 0.020000
Training Epoch: 19 [24064/45000]	Loss: 0.4844	LR: 0.020000
Training Epoch: 19 [24320/45000]	Loss: 0.5236	LR: 0.020000
Training Epoch: 19 [24576/45000]	Loss: 0.4381	LR: 0.020000
Training Epoch: 19 [24832/45000]	Loss: 0.5040	LR: 0.020000
Training Epoch: 19 [25088/45000]	Loss: 0.5558	LR: 0.020000
Training Epoch: 19 [25344/45000]	Loss: 0.4856	LR: 0.020000
Training Epoch: 19 [25600/45000]	Loss: 0.5106	LR: 0.020000
Training Epoch: 19 [25856/45000]	Loss: 0.6182	LR: 0.020000
Training Epoch: 19 [26112/45000]	Loss: 0.4527	LR: 0.020000
Training Epoch: 19 [26368/45000]	Loss: 0.3691	LR: 0.020000
Training Epoch: 19 [26624/45000]	Loss: 0.5244	LR: 0.020000
Training Epoch: 19 [26880/45000]	Loss: 0.4949	LR: 0.020000
Training Epoch: 19 [27136/45000]	Loss: 0.4943	LR: 0.020000
Training Epoch: 19 [27392/45000]	Loss: 0.4452	LR: 0.020000
Training Epoch: 19 [27648/45000]	Loss: 0.5839	LR: 0.020000
Training Epoch: 19 [27904/45000]	Loss: 0.4338	LR: 0.020000
Training Epoch: 19 [28160/45000]	Loss: 0.3918	LR: 0.020000
Training Epoch: 19 [28416/45000]	Loss: 0.5056	LR: 0.020000
Training Epoch: 19 [28672/45000]	Loss: 0.5683	LR: 0.020000
Training Epoch: 19 [28928/45000]	Loss: 0.5429	LR: 0.020000
Training Epoch: 19 [29184/45000]	Loss: 0.5472	LR: 0.020000
Training Epoch: 19 [29440/45000]	Loss: 0.4775	LR: 0.020000
Training Epoch: 19 [29696/45000]	Loss: 0.4880	LR: 0.020000
Training Epoch: 19 [29952/45000]	Loss: 0.4931	LR: 0.020000
Training Epoch: 19 [30208/45000]	Loss: 0.4821	LR: 0.020000
Training Epoch: 19 [30464/45000]	Loss: 0.5490	LR: 0.020000
Training Epoch: 19 [30720/45000]	Loss: 0.4966	LR: 0.020000
Training Epoch: 19 [30976/45000]	Loss: 0.4083	LR: 0.020000
Training Epoch: 19 [31232/45000]	Loss: 0.6013	LR: 0.020000
Training Epoch: 19 [31488/45000]	Loss: 0.6942	LR: 0.020000
Training Epoch: 19 [31744/45000]	Loss: 0.5707	LR: 0.020000
Training Epoch: 19 [32000/45000]	Loss: 0.4878	LR: 0.020000
Training Epoch: 19 [32256/45000]	Loss: 0.4778	LR: 0.020000
Training Epoch: 19 [32512/45000]	Loss: 0.5359	LR: 0.020000
Training Epoch: 19 [32768/45000]	Loss: 0.4957	LR: 0.020000
Training Epoch: 19 [33024/45000]	Loss: 0.5441	LR: 0.020000
Training Epoch: 19 [33280/45000]	Loss: 0.5113	LR: 0.020000
Training Epoch: 19 [33536/45000]	Loss: 0.4725	LR: 0.020000
Training Epoch: 19 [33792/45000]	Loss: 0.5899	LR: 0.020000
Training Epoch: 19 [34048/45000]	Loss: 0.5344	LR: 0.020000
Training Epoch: 19 [34304/45000]	Loss: 0.5027	LR: 0.020000
Training Epoch: 19 [34560/45000]	Loss: 0.5196	LR: 0.020000
Training Epoch: 19 [34816/45000]	Loss: 0.3547	LR: 0.020000
Training Epoch: 19 [35072/45000]	Loss: 0.4998	LR: 0.020000
Training Epoch: 19 [35328/45000]	Loss: 0.4933	LR: 0.020000
Training Epoch: 19 [35584/45000]	Loss: 0.5233	LR: 0.020000
Training Epoch: 19 [35840/45000]	Loss: 0.5316	LR: 0.020000
Training Epoch: 19 [36096/45000]	Loss: 0.5377	LR: 0.020000
Training Epoch: 19 [36352/45000]	Loss: 0.5595	LR: 0.020000
Training Epoch: 19 [36608/45000]	Loss: 0.4454	LR: 0.020000
Training Epoch: 19 [36864/45000]	Loss: 0.4272	LR: 0.020000
Training Epoch: 19 [37120/45000]	Loss: 0.4165	LR: 0.020000
Training Epoch: 19 [37376/45000]	Loss: 0.5335	LR: 0.020000
Training Epoch: 19 [37632/45000]	Loss: 0.4533	LR: 0.020000
Training Epoch: 19 [37888/45000]	Loss: 0.6165	LR: 0.020000
Training Epoch: 19 [38144/45000]	Loss: 0.4118	LR: 0.020000
Training Epoch: 19 [38400/45000]	Loss: 0.4793	LR: 0.020000
Training Epoch: 19 [38656/45000]	Loss: 0.5460	LR: 0.020000
Training Epoch: 19 [38912/45000]	Loss: 0.3538	LR: 0.020000
Training Epoch: 19 [39168/45000]	Loss: 0.4890	LR: 0.020000
Training Epoch: 19 [39424/45000]	Loss: 0.5479	LR: 0.020000
Training Epoch: 19 [39680/45000]	Loss: 0.5884	LR: 0.020000
Training Epoch: 19 [39936/45000]	Loss: 0.4801	LR: 0.020000
Training Epoch: 19 [40192/45000]	Loss: 0.4872	LR: 0.020000
Training Epoch: 19 [40448/45000]	Loss: 0.5819	LR: 0.020000
Training Epoch: 19 [40704/45000]	Loss: 0.5922	LR: 0.020000
Training Epoch: 19 [40960/45000]	Loss: 0.5088	LR: 0.020000
Training Epoch: 19 [41216/45000]	Loss: 0.5189	LR: 0.020000
Training Epoch: 19 [41472/45000]	Loss: 0.5692	LR: 0.020000
Training Epoch: 19 [41728/45000]	Loss: 0.5856	LR: 0.020000
Training Epoch: 19 [41984/45000]	Loss: 0.6050	LR: 0.020000
Training Epoch: 19 [42240/45000]	Loss: 0.4873	LR: 0.020000
Training Epoch: 19 [42496/45000]	Loss: 0.5444	LR: 0.020000
Training Epoch: 19 [42752/45000]	Loss: 0.4923	LR: 0.020000
Training Epoch: 19 [43008/45000]	Loss: 0.4222	LR: 0.020000
Training Epoch: 19 [43264/45000]	Loss: 0.4883	LR: 0.020000
Training Epoch: 19 [43520/45000]	Loss: 0.5821	LR: 0.020000
Training Epoch: 19 [43776/45000]	Loss: 0.5555	LR: 0.020000
Training Epoch: 19 [44032/45000]	Loss: 0.5407	LR: 0.020000
Training Epoch: 19 [44288/45000]	Loss: 0.5631	LR: 0.020000
Training Epoch: 19 [44544/45000]	Loss: 0.5257	LR: 0.020000
Training Epoch: 19 [44800/45000]	Loss: 0.4781	LR: 0.020000
Training Epoch: 19 [45000/45000]	Loss: 0.3960	LR: 0.020000
Epoch 19 - Average Train Loss: 0.5001, Train Accuracy: 0.8344
Epoch 19 training time consumed: 26.76s
Evaluating Network.....
Test set: Epoch: 19, Average loss: 0.0030, Accuracy: 0.7671, Time consumed:0.89s
Training Epoch: 20 [256/45000]	Loss: 0.4552	LR: 0.020000
Training Epoch: 20 [512/45000]	Loss: 0.4559	LR: 0.020000
Training Epoch: 20 [768/45000]	Loss: 0.4396	LR: 0.020000
Training Epoch: 20 [1024/45000]	Loss: 0.4458	LR: 0.020000
Training Epoch: 20 [1280/45000]	Loss: 0.4217	LR: 0.020000
Training Epoch: 20 [1536/45000]	Loss: 0.4649	LR: 0.020000
Training Epoch: 20 [1792/45000]	Loss: 0.5018	LR: 0.020000
Training Epoch: 20 [2048/45000]	Loss: 0.5435	LR: 0.020000
Training Epoch: 20 [2304/45000]	Loss: 0.4270	LR: 0.020000
Training Epoch: 20 [2560/45000]	Loss: 0.5004	LR: 0.020000
Training Epoch: 20 [2816/45000]	Loss: 0.5592	LR: 0.020000
Training Epoch: 20 [3072/45000]	Loss: 0.4202	LR: 0.020000
Training Epoch: 20 [3328/45000]	Loss: 0.5660	LR: 0.020000
Training Epoch: 20 [3584/45000]	Loss: 0.4145	LR: 0.020000
Training Epoch: 20 [3840/45000]	Loss: 0.4816	LR: 0.020000
Training Epoch: 20 [4096/45000]	Loss: 0.4843	LR: 0.020000
Training Epoch: 20 [4352/45000]	Loss: 0.3806	LR: 0.020000
Training Epoch: 20 [4608/45000]	Loss: 0.4424	LR: 0.020000
Training Epoch: 20 [4864/45000]	Loss: 0.5091	LR: 0.020000
Training Epoch: 20 [5120/45000]	Loss: 0.5363	LR: 0.020000
Training Epoch: 20 [5376/45000]	Loss: 0.4785	LR: 0.020000
Training Epoch: 20 [5632/45000]	Loss: 0.4308	LR: 0.020000
Training Epoch: 20 [5888/45000]	Loss: 0.4508	LR: 0.020000
Training Epoch: 20 [6144/45000]	Loss: 0.3963	LR: 0.020000
Training Epoch: 20 [6400/45000]	Loss: 0.3813	LR: 0.020000
Training Epoch: 20 [6656/45000]	Loss: 0.4419	LR: 0.020000
Training Epoch: 20 [6912/45000]	Loss: 0.5074	LR: 0.020000
Training Epoch: 20 [7168/45000]	Loss: 0.3758	LR: 0.020000
Training Epoch: 20 [7424/45000]	Loss: 0.4620	LR: 0.020000
Training Epoch: 20 [7680/45000]	Loss: 0.5050	LR: 0.020000
Training Epoch: 20 [7936/45000]	Loss: 0.4028	LR: 0.020000
Training Epoch: 20 [8192/45000]	Loss: 0.5028	LR: 0.020000
Training Epoch: 20 [8448/45000]	Loss: 0.4602	LR: 0.020000
Training Epoch: 20 [8704/45000]	Loss: 0.3883	LR: 0.020000
Training Epoch: 20 [8960/45000]	Loss: 0.4346	LR: 0.020000
Training Epoch: 20 [9216/45000]	Loss: 0.4796	LR: 0.020000
Training Epoch: 20 [9472/45000]	Loss: 0.4217	LR: 0.020000
Training Epoch: 20 [9728/45000]	Loss: 0.5382	LR: 0.020000
Training Epoch: 20 [9984/45000]	Loss: 0.3677	LR: 0.020000
Training Epoch: 20 [10240/45000]	Loss: 0.3595	LR: 0.020000
Training Epoch: 20 [10496/45000]	Loss: 0.4641	LR: 0.020000
Training Epoch: 20 [10752/45000]	Loss: 0.3572	LR: 0.020000
Training Epoch: 20 [11008/45000]	Loss: 0.4159	LR: 0.020000
Training Epoch: 20 [11264/45000]	Loss: 0.4070	LR: 0.020000
Training Epoch: 20 [11520/45000]	Loss: 0.4857	LR: 0.020000
Training Epoch: 20 [11776/45000]	Loss: 0.4467	LR: 0.020000
Training Epoch: 20 [12032/45000]	Loss: 0.4680	LR: 0.020000
Training Epoch: 20 [12288/45000]	Loss: 0.4369	LR: 0.020000
Training Epoch: 20 [12544/45000]	Loss: 0.4579	LR: 0.020000
Training Epoch: 20 [12800/45000]	Loss: 0.4904	LR: 0.020000
Training Epoch: 20 [13056/45000]	Loss: 0.4507	LR: 0.020000
Training Epoch: 20 [13312/45000]	Loss: 0.4756	LR: 0.020000
Training Epoch: 20 [13568/45000]	Loss: 0.5001	LR: 0.020000
Training Epoch: 20 [13824/45000]	Loss: 0.4497	LR: 0.020000
Training Epoch: 20 [14080/45000]	Loss: 0.4724	LR: 0.020000
Training Epoch: 20 [14336/45000]	Loss: 0.4809	LR: 0.020000
Training Epoch: 20 [14592/45000]	Loss: 0.5188	LR: 0.020000
Training Epoch: 20 [14848/45000]	Loss: 0.4877	LR: 0.020000
Training Epoch: 20 [15104/45000]	Loss: 0.3767	LR: 0.020000
Training Epoch: 20 [15360/45000]	Loss: 0.4257	LR: 0.020000
Training Epoch: 20 [15616/45000]	Loss: 0.4780	LR: 0.020000
Training Epoch: 20 [15872/45000]	Loss: 0.4450	LR: 0.020000
Training Epoch: 20 [16128/45000]	Loss: 0.5078	LR: 0.020000
Training Epoch: 20 [16384/45000]	Loss: 0.5584	LR: 0.020000
Training Epoch: 20 [16640/45000]	Loss: 0.5627	LR: 0.020000
Training Epoch: 20 [16896/45000]	Loss: 0.4921	LR: 0.020000
Training Epoch: 20 [17152/45000]	Loss: 0.5053	LR: 0.020000
Training Epoch: 20 [17408/45000]	Loss: 0.4739	LR: 0.020000
Training Epoch: 20 [17664/45000]	Loss: 0.4589	LR: 0.020000
Training Epoch: 20 [17920/45000]	Loss: 0.5428	LR: 0.020000
Training Epoch: 20 [18176/45000]	Loss: 0.5034	LR: 0.020000
Training Epoch: 20 [18432/45000]	Loss: 0.5614	LR: 0.020000
Training Epoch: 20 [18688/45000]	Loss: 0.5416	LR: 0.020000
Training Epoch: 20 [18944/45000]	Loss: 0.4903	LR: 0.020000
Training Epoch: 20 [19200/45000]	Loss: 0.4901	LR: 0.020000
Training Epoch: 20 [19456/45000]	Loss: 0.4735	LR: 0.020000
Training Epoch: 20 [19712/45000]	Loss: 0.4356	LR: 0.020000
Training Epoch: 20 [19968/45000]	Loss: 0.4253	LR: 0.020000
Training Epoch: 20 [20224/45000]	Loss: 0.4006	LR: 0.020000
Training Epoch: 20 [20480/45000]	Loss: 0.4374	LR: 0.020000
Training Epoch: 20 [20736/45000]	Loss: 0.4513	LR: 0.020000
Training Epoch: 20 [20992/45000]	Loss: 0.4581	LR: 0.020000
Training Epoch: 20 [21248/45000]	Loss: 0.4506	LR: 0.020000
Training Epoch: 20 [21504/45000]	Loss: 0.4279	LR: 0.020000
Training Epoch: 20 [21760/45000]	Loss: 0.4299	LR: 0.020000
Training Epoch: 20 [22016/45000]	Loss: 0.5517	LR: 0.020000
Training Epoch: 20 [22272/45000]	Loss: 0.4635	LR: 0.020000
Training Epoch: 20 [22528/45000]	Loss: 0.5427	LR: 0.020000
Training Epoch: 20 [22784/45000]	Loss: 0.4857	LR: 0.020000
Training Epoch: 20 [23040/45000]	Loss: 0.5553	LR: 0.020000
Training Epoch: 20 [23296/45000]	Loss: 0.4733	LR: 0.020000
Training Epoch: 20 [23552/45000]	Loss: 0.4479	LR: 0.020000
Training Epoch: 20 [23808/45000]	Loss: 0.4954	LR: 0.020000
Training Epoch: 20 [24064/45000]	Loss: 0.4777	LR: 0.020000
Training Epoch: 20 [24320/45000]	Loss: 0.5195	LR: 0.020000
Training Epoch: 20 [24576/45000]	Loss: 0.5655	LR: 0.020000
Training Epoch: 20 [24832/45000]	Loss: 0.5221	LR: 0.020000
Training Epoch: 20 [25088/45000]	Loss: 0.4617	LR: 0.020000
Training Epoch: 20 [25344/45000]	Loss: 0.5347	LR: 0.020000
Training Epoch: 20 [25600/45000]	Loss: 0.5140	LR: 0.020000
Training Epoch: 20 [25856/45000]	Loss: 0.5082	LR: 0.020000
Training Epoch: 20 [26112/45000]	Loss: 0.5063	LR: 0.020000
Training Epoch: 20 [26368/45000]	Loss: 0.4377	LR: 0.020000
Training Epoch: 20 [26624/45000]	Loss: 0.5024	LR: 0.020000
Training Epoch: 20 [26880/45000]	Loss: 0.4275	LR: 0.020000
Training Epoch: 20 [27136/45000]	Loss: 0.4767	LR: 0.020000
Training Epoch: 20 [27392/45000]	Loss: 0.4933	LR: 0.020000
Training Epoch: 20 [27648/45000]	Loss: 0.4684	LR: 0.020000
Training Epoch: 20 [27904/45000]	Loss: 0.4686	LR: 0.020000
Training Epoch: 20 [28160/45000]	Loss: 0.4143	LR: 0.020000
Training Epoch: 20 [28416/45000]	Loss: 0.4452	LR: 0.020000
Training Epoch: 20 [28672/45000]	Loss: 0.4589	LR: 0.020000
Training Epoch: 20 [28928/45000]	Loss: 0.5280	LR: 0.020000
Training Epoch: 20 [29184/45000]	Loss: 0.4663	LR: 0.020000
Training Epoch: 20 [29440/45000]	Loss: 0.4871	LR: 0.020000
Training Epoch: 20 [29696/45000]	Loss: 0.4319	LR: 0.020000
Training Epoch: 20 [29952/45000]	Loss: 0.5536	LR: 0.020000
Training Epoch: 20 [30208/45000]	Loss: 0.4154	LR: 0.020000
Training Epoch: 20 [30464/45000]	Loss: 0.3496	LR: 0.020000
Training Epoch: 20 [30720/45000]	Loss: 0.5173	LR: 0.020000
Training Epoch: 20 [30976/45000]	Loss: 0.4231	LR: 0.020000
Training Epoch: 20 [31232/45000]	Loss: 0.4955	LR: 0.020000
Training Epoch: 20 [31488/45000]	Loss: 0.5132	LR: 0.020000
Training Epoch: 20 [31744/45000]	Loss: 0.4173	LR: 0.020000
Training Epoch: 20 [32000/45000]	Loss: 0.4311	LR: 0.020000
Training Epoch: 20 [32256/45000]	Loss: 0.4177	LR: 0.020000
Training Epoch: 20 [32512/45000]	Loss: 0.5296	LR: 0.020000
Training Epoch: 20 [32768/45000]	Loss: 0.4792	LR: 0.020000
Training Epoch: 20 [33024/45000]	Loss: 0.5879	LR: 0.020000
Training Epoch: 20 [33280/45000]	Loss: 0.4646	LR: 0.020000
Training Epoch: 20 [33536/45000]	Loss: 0.5789	LR: 0.020000
Training Epoch: 20 [33792/45000]	Loss: 0.5029	LR: 0.020000
Training Epoch: 20 [34048/45000]	Loss: 0.4566	LR: 0.020000
Training Epoch: 20 [34304/45000]	Loss: 0.4147	LR: 0.020000
Training Epoch: 20 [34560/45000]	Loss: 0.5502	LR: 0.020000
Training Epoch: 20 [34816/45000]	Loss: 0.4484	LR: 0.020000
Training Epoch: 20 [35072/45000]	Loss: 0.4337	LR: 0.020000
Training Epoch: 20 [35328/45000]	Loss: 0.5403	LR: 0.020000
Training Epoch: 20 [35584/45000]	Loss: 0.4504	LR: 0.020000
Training Epoch: 20 [35840/45000]	Loss: 0.5014	LR: 0.020000
Training Epoch: 20 [36096/45000]	Loss: 0.5925	LR: 0.020000
Training Epoch: 20 [36352/45000]	Loss: 0.5134	LR: 0.020000
Training Epoch: 20 [36608/45000]	Loss: 0.5494	LR: 0.020000
Training Epoch: 20 [36864/45000]	Loss: 0.4389	LR: 0.020000
Training Epoch: 20 [37120/45000]	Loss: 0.4979	LR: 0.020000
Training Epoch: 20 [37376/45000]	Loss: 0.4250	LR: 0.020000
Training Epoch: 20 [37632/45000]	Loss: 0.4979	LR: 0.020000
Training Epoch: 20 [37888/45000]	Loss: 0.5778	LR: 0.020000
Training Epoch: 20 [38144/45000]	Loss: 0.5170	LR: 0.020000
Training Epoch: 20 [38400/45000]	Loss: 0.4798	LR: 0.020000
Training Epoch: 20 [38656/45000]	Loss: 0.4231	LR: 0.020000
Training Epoch: 20 [38912/45000]	Loss: 0.4772	LR: 0.020000
Training Epoch: 20 [39168/45000]	Loss: 0.5933	LR: 0.020000
Training Epoch: 20 [39424/45000]	Loss: 0.6350	LR: 0.020000
Training Epoch: 20 [39680/45000]	Loss: 0.4487	LR: 0.020000
Training Epoch: 20 [39936/45000]	Loss: 0.5343	LR: 0.020000
Training Epoch: 20 [40192/45000]	Loss: 0.3996	LR: 0.020000
Training Epoch: 20 [40448/45000]	Loss: 0.4326	LR: 0.020000
Training Epoch: 20 [40704/45000]	Loss: 0.5277	LR: 0.020000
Training Epoch: 20 [40960/45000]	Loss: 0.5457	LR: 0.020000
Training Epoch: 20 [41216/45000]	Loss: 0.7047	LR: 0.020000
Training Epoch: 20 [41472/45000]	Loss: 0.4772	LR: 0.020000
Training Epoch: 20 [41728/45000]	Loss: 0.6305	LR: 0.020000
Training Epoch: 20 [41984/45000]	Loss: 0.4378	LR: 0.020000
Training Epoch: 20 [42240/45000]	Loss: 0.4688	LR: 0.020000
Training Epoch: 20 [42496/45000]	Loss: 0.5001	LR: 0.020000
Training Epoch: 20 [42752/45000]	Loss: 0.5873	LR: 0.020000
Training Epoch: 20 [43008/45000]	Loss: 0.5092	LR: 0.020000
Training Epoch: 20 [43264/45000]	Loss: 0.5482	LR: 0.020000
Training Epoch: 20 [43520/45000]	Loss: 0.4601	LR: 0.020000
Training Epoch: 20 [43776/45000]	Loss: 0.4826	LR: 0.020000
Training Epoch: 20 [44032/45000]	Loss: 0.4963	LR: 0.020000
Training Epoch: 20 [44288/45000]	Loss: 0.4679	LR: 0.020000
Training Epoch: 20 [44544/45000]	Loss: 0.4498	LR: 0.020000
Training Epoch: 20 [44800/45000]	Loss: 0.3794	LR: 0.020000
Training Epoch: 20 [45000/45000]	Loss: 0.4503	LR: 0.020000
Epoch 20 - Average Train Loss: 0.4777, Train Accuracy: 0.8414
Epoch 20 training time consumed: 27.15s
Evaluating Network.....
Test set: Epoch: 20, Average loss: 0.0032, Accuracy: 0.7566, Time consumed:0.91s
Training Epoch: 21 [256/45000]	Loss: 0.4948	LR: 0.020000
Training Epoch: 21 [512/45000]	Loss: 0.4907	LR: 0.020000
Training Epoch: 21 [768/45000]	Loss: 0.3727	LR: 0.020000
Training Epoch: 21 [1024/45000]	Loss: 0.4476	LR: 0.020000
Training Epoch: 21 [1280/45000]	Loss: 0.4795	LR: 0.020000
Training Epoch: 21 [1536/45000]	Loss: 0.4034	LR: 0.020000
Training Epoch: 21 [1792/45000]	Loss: 0.3591	LR: 0.020000
Training Epoch: 21 [2048/45000]	Loss: 0.3908	LR: 0.020000
Training Epoch: 21 [2304/45000]	Loss: 0.5080	LR: 0.020000
Training Epoch: 21 [2560/45000]	Loss: 0.4144	LR: 0.020000
Training Epoch: 21 [2816/45000]	Loss: 0.4154	LR: 0.020000
Training Epoch: 21 [3072/45000]	Loss: 0.4214	LR: 0.020000
Training Epoch: 21 [3328/45000]	Loss: 0.4252	LR: 0.020000
Training Epoch: 21 [3584/45000]	Loss: 0.4528	LR: 0.020000
Training Epoch: 21 [3840/45000]	Loss: 0.4151	LR: 0.020000
Training Epoch: 21 [4096/45000]	Loss: 0.4395	LR: 0.020000
Training Epoch: 21 [4352/45000]	Loss: 0.3525	LR: 0.020000
Training Epoch: 21 [4608/45000]	Loss: 0.4263	LR: 0.020000
Training Epoch: 21 [4864/45000]	Loss: 0.4328	LR: 0.020000
Training Epoch: 21 [5120/45000]	Loss: 0.5061	LR: 0.020000
Training Epoch: 21 [5376/45000]	Loss: 0.4085	LR: 0.020000
Training Epoch: 21 [5632/45000]	Loss: 0.4231	LR: 0.020000
Training Epoch: 21 [5888/45000]	Loss: 0.4740	LR: 0.020000
Training Epoch: 21 [6144/45000]	Loss: 0.5043	LR: 0.020000
Training Epoch: 21 [6400/45000]	Loss: 0.4719	LR: 0.020000
Training Epoch: 21 [6656/45000]	Loss: 0.4579	LR: 0.020000
Training Epoch: 21 [6912/45000]	Loss: 0.4136	LR: 0.020000
Training Epoch: 21 [7168/45000]	Loss: 0.5066	LR: 0.020000
Training Epoch: 21 [7424/45000]	Loss: 0.3950	LR: 0.020000
Training Epoch: 21 [7680/45000]	Loss: 0.4526	LR: 0.020000
Training Epoch: 21 [7936/45000]	Loss: 0.4240	LR: 0.020000
Training Epoch: 21 [8192/45000]	Loss: 0.3671	LR: 0.020000
Training Epoch: 21 [8448/45000]	Loss: 0.3974	LR: 0.020000
Training Epoch: 21 [8704/45000]	Loss: 0.4331	LR: 0.020000
Training Epoch: 21 [8960/45000]	Loss: 0.3830	LR: 0.020000
Training Epoch: 21 [9216/45000]	Loss: 0.3756	LR: 0.020000
Training Epoch: 21 [9472/45000]	Loss: 0.4307	LR: 0.020000
Training Epoch: 21 [9728/45000]	Loss: 0.5101	LR: 0.020000
Training Epoch: 21 [9984/45000]	Loss: 0.3815	LR: 0.020000
Training Epoch: 21 [10240/45000]	Loss: 0.3393	LR: 0.020000
Training Epoch: 21 [10496/45000]	Loss: 0.4067	LR: 0.020000
Training Epoch: 21 [10752/45000]	Loss: 0.4105	LR: 0.020000
Training Epoch: 21 [11008/45000]	Loss: 0.4678	LR: 0.020000
Training Epoch: 21 [11264/45000]	Loss: 0.3729	LR: 0.020000
Training Epoch: 21 [11520/45000]	Loss: 0.3953	LR: 0.020000
Training Epoch: 21 [11776/45000]	Loss: 0.4222	LR: 0.020000
Training Epoch: 21 [12032/45000]	Loss: 0.4255	LR: 0.020000
Training Epoch: 21 [12288/45000]	Loss: 0.4594	LR: 0.020000
Training Epoch: 21 [12544/45000]	Loss: 0.4533	LR: 0.020000
Training Epoch: 21 [12800/45000]	Loss: 0.4066	LR: 0.020000
Training Epoch: 21 [13056/45000]	Loss: 0.3527	LR: 0.020000
Training Epoch: 21 [13312/45000]	Loss: 0.3754	LR: 0.020000
Training Epoch: 21 [13568/45000]	Loss: 0.4252	LR: 0.020000
Training Epoch: 21 [13824/45000]	Loss: 0.4903	LR: 0.020000
Training Epoch: 21 [14080/45000]	Loss: 0.4833	LR: 0.020000
Training Epoch: 21 [14336/45000]	Loss: 0.4302	LR: 0.020000
Training Epoch: 21 [14592/45000]	Loss: 0.3593	LR: 0.020000
Training Epoch: 21 [14848/45000]	Loss: 0.5904	LR: 0.020000
Training Epoch: 21 [15104/45000]	Loss: 0.4141	LR: 0.020000
Training Epoch: 21 [15360/45000]	Loss: 0.4180	LR: 0.020000
Training Epoch: 21 [15616/45000]	Loss: 0.4867	LR: 0.020000
Training Epoch: 21 [15872/45000]	Loss: 0.4221	LR: 0.020000
Training Epoch: 21 [16128/45000]	Loss: 0.4153	LR: 0.020000
Training Epoch: 21 [16384/45000]	Loss: 0.4847	LR: 0.020000
Training Epoch: 21 [16640/45000]	Loss: 0.5158	LR: 0.020000
Training Epoch: 21 [16896/45000]	Loss: 0.4166	LR: 0.020000
Training Epoch: 21 [17152/45000]	Loss: 0.4841	LR: 0.020000
Training Epoch: 21 [17408/45000]	Loss: 0.5964	LR: 0.020000
Training Epoch: 21 [17664/45000]	Loss: 0.3713	LR: 0.020000
Training Epoch: 21 [17920/45000]	Loss: 0.4391	LR: 0.020000
Training Epoch: 21 [18176/45000]	Loss: 0.4285	LR: 0.020000
Training Epoch: 21 [18432/45000]	Loss: 0.3833	LR: 0.020000
Training Epoch: 21 [18688/45000]	Loss: 0.4239	LR: 0.020000
Training Epoch: 21 [18944/45000]	Loss: 0.4796	LR: 0.020000
Training Epoch: 21 [19200/45000]	Loss: 0.4194	LR: 0.020000
Training Epoch: 21 [19456/45000]	Loss: 0.4970	LR: 0.020000
Training Epoch: 21 [19712/45000]	Loss: 0.4412	LR: 0.020000
Training Epoch: 21 [19968/45000]	Loss: 0.5349	LR: 0.020000
Training Epoch: 21 [20224/45000]	Loss: 0.4909	LR: 0.020000
Training Epoch: 21 [20480/45000]	Loss: 0.4625	LR: 0.020000
Training Epoch: 21 [20736/45000]	Loss: 0.3824	LR: 0.020000
Training Epoch: 21 [20992/45000]	Loss: 0.4721	LR: 0.020000
Training Epoch: 21 [21248/45000]	Loss: 0.3658	LR: 0.020000
Training Epoch: 21 [21504/45000]	Loss: 0.4065	LR: 0.020000
Training Epoch: 21 [21760/45000]	Loss: 0.4182	LR: 0.020000
Training Epoch: 21 [22016/45000]	Loss: 0.4403	LR: 0.020000
Training Epoch: 21 [22272/45000]	Loss: 0.4048	LR: 0.020000
Training Epoch: 21 [22528/45000]	Loss: 0.3939	LR: 0.020000
Training Epoch: 21 [22784/45000]	Loss: 0.5865	LR: 0.020000
Training Epoch: 21 [23040/45000]	Loss: 0.4086	LR: 0.020000
Training Epoch: 21 [23296/45000]	Loss: 0.4813	LR: 0.020000
Training Epoch: 21 [23552/45000]	Loss: 0.4837	LR: 0.020000
Training Epoch: 21 [23808/45000]	Loss: 0.4763	LR: 0.020000
Training Epoch: 21 [24064/45000]	Loss: 0.5368	LR: 0.020000
Training Epoch: 21 [24320/45000]	Loss: 0.4344	LR: 0.020000
Training Epoch: 21 [24576/45000]	Loss: 0.4334	LR: 0.020000
Training Epoch: 21 [24832/45000]	Loss: 0.4963	LR: 0.020000
Training Epoch: 21 [25088/45000]	Loss: 0.4607	LR: 0.020000
Training Epoch: 21 [25344/45000]	Loss: 0.3694	LR: 0.020000
Training Epoch: 21 [25600/45000]	Loss: 0.4650	LR: 0.020000
Training Epoch: 21 [25856/45000]	Loss: 0.5974	LR: 0.020000
Training Epoch: 21 [26112/45000]	Loss: 0.3859	LR: 0.020000
Training Epoch: 21 [26368/45000]	Loss: 0.4571	LR: 0.020000
Training Epoch: 21 [26624/45000]	Loss: 0.3814	LR: 0.020000
Training Epoch: 21 [26880/45000]	Loss: 0.5164	LR: 0.020000
Training Epoch: 21 [27136/45000]	Loss: 0.5495	LR: 0.020000
Training Epoch: 21 [27392/45000]	Loss: 0.5275	LR: 0.020000
Training Epoch: 21 [27648/45000]	Loss: 0.5377	LR: 0.020000
Training Epoch: 21 [27904/45000]	Loss: 0.4564	LR: 0.020000
Training Epoch: 21 [28160/45000]	Loss: 0.4705	LR: 0.020000
Training Epoch: 21 [28416/45000]	Loss: 0.4988	LR: 0.020000
Training Epoch: 21 [28672/45000]	Loss: 0.5278	LR: 0.020000
Training Epoch: 21 [28928/45000]	Loss: 0.4524	LR: 0.020000
Training Epoch: 21 [29184/45000]	Loss: 0.5243	LR: 0.020000
Training Epoch: 21 [29440/45000]	Loss: 0.4876	LR: 0.020000
Training Epoch: 21 [29696/45000]	Loss: 0.4467	LR: 0.020000
Training Epoch: 21 [29952/45000]	Loss: 0.5271	LR: 0.020000
Training Epoch: 21 [30208/45000]	Loss: 0.4927	LR: 0.020000
Training Epoch: 21 [30464/45000]	Loss: 0.3977	LR: 0.020000
Training Epoch: 21 [30720/45000]	Loss: 0.4142	LR: 0.020000
Training Epoch: 21 [30976/45000]	Loss: 0.5035	LR: 0.020000
Training Epoch: 21 [31232/45000]	Loss: 0.4949	LR: 0.020000
Training Epoch: 21 [31488/45000]	Loss: 0.3822	LR: 0.020000
Training Epoch: 21 [31744/45000]	Loss: 0.5797	LR: 0.020000
Training Epoch: 21 [32000/45000]	Loss: 0.4080	LR: 0.020000
Training Epoch: 21 [32256/45000]	Loss: 0.5311	LR: 0.020000
Training Epoch: 21 [32512/45000]	Loss: 0.4674	LR: 0.020000
Training Epoch: 21 [32768/45000]	Loss: 0.3749	LR: 0.020000
Training Epoch: 21 [33024/45000]	Loss: 0.4239	LR: 0.020000
Training Epoch: 21 [33280/45000]	Loss: 0.5231	LR: 0.020000
Training Epoch: 21 [33536/45000]	Loss: 0.4898	LR: 0.020000
Training Epoch: 21 [33792/45000]	Loss: 0.4594	LR: 0.020000
Training Epoch: 21 [34048/45000]	Loss: 0.4586	LR: 0.020000
Training Epoch: 21 [34304/45000]	Loss: 0.3890	LR: 0.020000
Training Epoch: 21 [34560/45000]	Loss: 0.4215	LR: 0.020000
Training Epoch: 21 [34816/45000]	Loss: 0.4565	LR: 0.020000
Training Epoch: 21 [35072/45000]	Loss: 0.4708	LR: 0.020000
Training Epoch: 21 [35328/45000]	Loss: 0.5784	LR: 0.020000
Training Epoch: 21 [35584/45000]	Loss: 0.5754	LR: 0.020000
Training Epoch: 21 [35840/45000]	Loss: 0.4617	LR: 0.020000
Training Epoch: 21 [36096/45000]	Loss: 0.4461	LR: 0.020000
Training Epoch: 21 [36352/45000]	Loss: 0.5762	LR: 0.020000
Training Epoch: 21 [36608/45000]	Loss: 0.4642	LR: 0.020000
Training Epoch: 21 [36864/45000]	Loss: 0.4371	LR: 0.020000
Training Epoch: 21 [37120/45000]	Loss: 0.3831	LR: 0.020000
Training Epoch: 21 [37376/45000]	Loss: 0.3863	LR: 0.020000
Training Epoch: 21 [37632/45000]	Loss: 0.4631	LR: 0.020000
Training Epoch: 21 [37888/45000]	Loss: 0.4681	LR: 0.020000
Training Epoch: 21 [38144/45000]	Loss: 0.4678	LR: 0.020000
Training Epoch: 21 [38400/45000]	Loss: 0.4145	LR: 0.020000
Training Epoch: 21 [38656/45000]	Loss: 0.4995	LR: 0.020000
Training Epoch: 21 [38912/45000]	Loss: 0.4633	LR: 0.020000
Training Epoch: 21 [39168/45000]	Loss: 0.4786	LR: 0.020000
Training Epoch: 21 [39424/45000]	Loss: 0.4977	LR: 0.020000
Training Epoch: 21 [39680/45000]	Loss: 0.4841	LR: 0.020000
Training Epoch: 21 [39936/45000]	Loss: 0.4884	LR: 0.020000
Training Epoch: 21 [40192/45000]	Loss: 0.5028	LR: 0.020000
Training Epoch: 21 [40448/45000]	Loss: 0.4075	LR: 0.020000
Training Epoch: 21 [40704/45000]	Loss: 0.4211	LR: 0.020000
Training Epoch: 21 [40960/45000]	Loss: 0.4123	LR: 0.020000
Training Epoch: 21 [41216/45000]	Loss: 0.4553	LR: 0.020000
Training Epoch: 21 [41472/45000]	Loss: 0.4635	LR: 0.020000
Training Epoch: 21 [41728/45000]	Loss: 0.6288	LR: 0.020000
Training Epoch: 21 [41984/45000]	Loss: 0.3982	LR: 0.020000
Training Epoch: 21 [42240/45000]	Loss: 0.4532	LR: 0.020000
Training Epoch: 21 [42496/45000]	Loss: 0.5134	LR: 0.020000
Training Epoch: 21 [42752/45000]	Loss: 0.4509	LR: 0.020000
Training Epoch: 21 [43008/45000]	Loss: 0.4704	LR: 0.020000
Training Epoch: 21 [43264/45000]	Loss: 0.4194	LR: 0.020000
Training Epoch: 21 [43520/45000]	Loss: 0.4853	LR: 0.020000
Training Epoch: 21 [43776/45000]	Loss: 0.4222	LR: 0.020000
Training Epoch: 21 [44032/45000]	Loss: 0.4297	LR: 0.020000
Training Epoch: 21 [44288/45000]	Loss: 0.4042	LR: 0.020000
Training Epoch: 21 [44544/45000]	Loss: 0.5801	LR: 0.020000
Training Epoch: 21 [44800/45000]	Loss: 0.5024	LR: 0.020000
Training Epoch: 21 [45000/45000]	Loss: 0.5261	LR: 0.020000
Epoch 21 - Average Train Loss: 0.4529, Train Accuracy: 0.8500
Epoch 21 training time consumed: 26.72s
Evaluating Network.....
Test set: Epoch: 21, Average loss: 0.0030, Accuracy: 0.7694, Time consumed:0.89s
Training Epoch: 22 [256/45000]	Loss: 0.3863	LR: 0.020000
Training Epoch: 22 [512/45000]	Loss: 0.3677	LR: 0.020000
Training Epoch: 22 [768/45000]	Loss: 0.5469	LR: 0.020000
Training Epoch: 22 [1024/45000]	Loss: 0.5255	LR: 0.020000
Training Epoch: 22 [1280/45000]	Loss: 0.4148	LR: 0.020000
Training Epoch: 22 [1536/45000]	Loss: 0.4016	LR: 0.020000
Training Epoch: 22 [1792/45000]	Loss: 0.3497	LR: 0.020000
Training Epoch: 22 [2048/45000]	Loss: 0.4074	LR: 0.020000
Training Epoch: 22 [2304/45000]	Loss: 0.4085	LR: 0.020000
Training Epoch: 22 [2560/45000]	Loss: 0.4276	LR: 0.020000
Training Epoch: 22 [2816/45000]	Loss: 0.3967	LR: 0.020000
Training Epoch: 22 [3072/45000]	Loss: 0.4269	LR: 0.020000
Training Epoch: 22 [3328/45000]	Loss: 0.4798	LR: 0.020000
Training Epoch: 22 [3584/45000]	Loss: 0.3582	LR: 0.020000
Training Epoch: 22 [3840/45000]	Loss: 0.4825	LR: 0.020000
Training Epoch: 22 [4096/45000]	Loss: 0.4665	LR: 0.020000
Training Epoch: 22 [4352/45000]	Loss: 0.4366	LR: 0.020000
Training Epoch: 22 [4608/45000]	Loss: 0.3314	LR: 0.020000
Training Epoch: 22 [4864/45000]	Loss: 0.5580	LR: 0.020000
Training Epoch: 22 [5120/45000]	Loss: 0.3917	LR: 0.020000
Training Epoch: 22 [5376/45000]	Loss: 0.3981	LR: 0.020000
Training Epoch: 22 [5632/45000]	Loss: 0.4259	LR: 0.020000
Training Epoch: 22 [5888/45000]	Loss: 0.4261	LR: 0.020000
Training Epoch: 22 [6144/45000]	Loss: 0.3988	LR: 0.020000
Training Epoch: 22 [6400/45000]	Loss: 0.4525	LR: 0.020000
Training Epoch: 22 [6656/45000]	Loss: 0.3667	LR: 0.020000
Training Epoch: 22 [6912/45000]	Loss: 0.3764	LR: 0.020000
Training Epoch: 22 [7168/45000]	Loss: 0.4994	LR: 0.020000
Training Epoch: 22 [7424/45000]	Loss: 0.3904	LR: 0.020000
Training Epoch: 22 [7680/45000]	Loss: 0.4578	LR: 0.020000
Training Epoch: 22 [7936/45000]	Loss: 0.4284	LR: 0.020000
Training Epoch: 22 [8192/45000]	Loss: 0.4599	LR: 0.020000
Training Epoch: 22 [8448/45000]	Loss: 0.4284	LR: 0.020000
Training Epoch: 22 [8704/45000]	Loss: 0.3550	LR: 0.020000
Training Epoch: 22 [8960/45000]	Loss: 0.4050	LR: 0.020000
Training Epoch: 22 [9216/45000]	Loss: 0.3867	LR: 0.020000
Training Epoch: 22 [9472/45000]	Loss: 0.3756	LR: 0.020000
Training Epoch: 22 [9728/45000]	Loss: 0.4564	LR: 0.020000
Training Epoch: 22 [9984/45000]	Loss: 0.3324	LR: 0.020000
Training Epoch: 22 [10240/45000]	Loss: 0.4598	LR: 0.020000
Training Epoch: 22 [10496/45000]	Loss: 0.4401	LR: 0.020000
Training Epoch: 22 [10752/45000]	Loss: 0.4477	LR: 0.020000
Training Epoch: 22 [11008/45000]	Loss: 0.3859	LR: 0.020000
Training Epoch: 22 [11264/45000]	Loss: 0.3685	LR: 0.020000
Training Epoch: 22 [11520/45000]	Loss: 0.4444	LR: 0.020000
Training Epoch: 22 [11776/45000]	Loss: 0.4302	LR: 0.020000
Training Epoch: 22 [12032/45000]	Loss: 0.3703	LR: 0.020000
Training Epoch: 22 [12288/45000]	Loss: 0.4247	LR: 0.020000
Training Epoch: 22 [12544/45000]	Loss: 0.4639	LR: 0.020000
Training Epoch: 22 [12800/45000]	Loss: 0.4587	LR: 0.020000
Training Epoch: 22 [13056/45000]	Loss: 0.4923	LR: 0.020000
Training Epoch: 22 [13312/45000]	Loss: 0.4151	LR: 0.020000
Training Epoch: 22 [13568/45000]	Loss: 0.4257	LR: 0.020000
Training Epoch: 22 [13824/45000]	Loss: 0.4471	LR: 0.020000
Training Epoch: 22 [14080/45000]	Loss: 0.5321	LR: 0.020000
Training Epoch: 22 [14336/45000]	Loss: 0.3733	LR: 0.020000
Training Epoch: 22 [14592/45000]	Loss: 0.4543	LR: 0.020000
Training Epoch: 22 [14848/45000]	Loss: 0.3958	LR: 0.020000
Training Epoch: 22 [15104/45000]	Loss: 0.3579	LR: 0.020000
Training Epoch: 22 [15360/45000]	Loss: 0.5105	LR: 0.020000
Training Epoch: 22 [15616/45000]	Loss: 0.4706	LR: 0.020000
Training Epoch: 22 [15872/45000]	Loss: 0.4893	LR: 0.020000
Training Epoch: 22 [16128/45000]	Loss: 0.4202	LR: 0.020000
Training Epoch: 22 [16384/45000]	Loss: 0.4556	LR: 0.020000
Training Epoch: 22 [16640/45000]	Loss: 0.5084	LR: 0.020000
Training Epoch: 22 [16896/45000]	Loss: 0.4757	LR: 0.020000
Training Epoch: 22 [17152/45000]	Loss: 0.3335	LR: 0.020000
Training Epoch: 22 [17408/45000]	Loss: 0.4703	LR: 0.020000
Training Epoch: 22 [17664/45000]	Loss: 0.3611	LR: 0.020000
Training Epoch: 22 [17920/45000]	Loss: 0.4380	LR: 0.020000
Training Epoch: 22 [18176/45000]	Loss: 0.4460	LR: 0.020000
Training Epoch: 22 [18432/45000]	Loss: 0.4561	LR: 0.020000
Training Epoch: 22 [18688/45000]	Loss: 0.4870	LR: 0.020000
Training Epoch: 22 [18944/45000]	Loss: 0.4567	LR: 0.020000
Training Epoch: 22 [19200/45000]	Loss: 0.3897	LR: 0.020000
Training Epoch: 22 [19456/45000]	Loss: 0.5419	LR: 0.020000
Training Epoch: 22 [19712/45000]	Loss: 0.3982	LR: 0.020000
Training Epoch: 22 [19968/45000]	Loss: 0.4933	LR: 0.020000
Training Epoch: 22 [20224/45000]	Loss: 0.5358	LR: 0.020000
Training Epoch: 22 [20480/45000]	Loss: 0.4619	LR: 0.020000
Training Epoch: 22 [20736/45000]	Loss: 0.3698	LR: 0.020000
Training Epoch: 22 [20992/45000]	Loss: 0.4857	LR: 0.020000
Training Epoch: 22 [21248/45000]	Loss: 0.3574	LR: 0.020000
Training Epoch: 22 [21504/45000]	Loss: 0.3775	LR: 0.020000
Training Epoch: 22 [21760/45000]	Loss: 0.4542	LR: 0.020000
Training Epoch: 22 [22016/45000]	Loss: 0.3755	LR: 0.020000
Training Epoch: 22 [22272/45000]	Loss: 0.4054	LR: 0.020000
Training Epoch: 22 [22528/45000]	Loss: 0.3768	LR: 0.020000
Training Epoch: 22 [22784/45000]	Loss: 0.4414	LR: 0.020000
Training Epoch: 22 [23040/45000]	Loss: 0.4536	LR: 0.020000
Training Epoch: 22 [23296/45000]	Loss: 0.5499	LR: 0.020000
Training Epoch: 22 [23552/45000]	Loss: 0.4017	LR: 0.020000
Training Epoch: 22 [23808/45000]	Loss: 0.4741	LR: 0.020000
Training Epoch: 22 [24064/45000]	Loss: 0.5028	LR: 0.020000
Training Epoch: 22 [24320/45000]	Loss: 0.5410	LR: 0.020000
Training Epoch: 22 [24576/45000]	Loss: 0.4770	LR: 0.020000
Training Epoch: 22 [24832/45000]	Loss: 0.4253	LR: 0.020000
Training Epoch: 22 [25088/45000]	Loss: 0.3512	LR: 0.020000
Training Epoch: 22 [25344/45000]	Loss: 0.5172	LR: 0.020000
Training Epoch: 22 [25600/45000]	Loss: 0.3577	LR: 0.020000
Training Epoch: 22 [25856/45000]	Loss: 0.4000	LR: 0.020000
Training Epoch: 22 [26112/45000]	Loss: 0.4297	LR: 0.020000
Training Epoch: 22 [26368/45000]	Loss: 0.5017	LR: 0.020000
Training Epoch: 22 [26624/45000]	Loss: 0.4508	LR: 0.020000
Training Epoch: 22 [26880/45000]	Loss: 0.3944	LR: 0.020000
Training Epoch: 22 [27136/45000]	Loss: 0.3994	LR: 0.020000
Training Epoch: 22 [27392/45000]	Loss: 0.4940	LR: 0.020000
Training Epoch: 22 [27648/45000]	Loss: 0.5075	LR: 0.020000
Training Epoch: 22 [27904/45000]	Loss: 0.4774	LR: 0.020000
Training Epoch: 22 [28160/45000]	Loss: 0.4247	LR: 0.020000
Training Epoch: 22 [28416/45000]	Loss: 0.3578	LR: 0.020000
Training Epoch: 22 [28672/45000]	Loss: 0.4627	LR: 0.020000
Training Epoch: 22 [28928/45000]	Loss: 0.2573	LR: 0.020000
Training Epoch: 22 [29184/45000]	Loss: 0.4349	LR: 0.020000
Training Epoch: 22 [29440/45000]	Loss: 0.5235	LR: 0.020000
Training Epoch: 22 [29696/45000]	Loss: 0.5026	LR: 0.020000
Training Epoch: 22 [29952/45000]	Loss: 0.4606	LR: 0.020000
Training Epoch: 22 [30208/45000]	Loss: 0.4442	LR: 0.020000
Training Epoch: 22 [30464/45000]	Loss: 0.4343	LR: 0.020000
Training Epoch: 22 [30720/45000]	Loss: 0.4347	LR: 0.020000
Training Epoch: 22 [30976/45000]	Loss: 0.4591	LR: 0.020000
Training Epoch: 22 [31232/45000]	Loss: 0.5123	LR: 0.020000
Training Epoch: 22 [31488/45000]	Loss: 0.5218	LR: 0.020000
Training Epoch: 22 [31744/45000]	Loss: 0.4438	LR: 0.020000
Training Epoch: 22 [32000/45000]	Loss: 0.4576	LR: 0.020000
Training Epoch: 22 [32256/45000]	Loss: 0.4349	LR: 0.020000
Training Epoch: 22 [32512/45000]	Loss: 0.3728	LR: 0.020000
Training Epoch: 22 [32768/45000]	Loss: 0.4012	LR: 0.020000
Training Epoch: 22 [33024/45000]	Loss: 0.3747	LR: 0.020000
Training Epoch: 22 [33280/45000]	Loss: 0.4980	LR: 0.020000
Training Epoch: 22 [33536/45000]	Loss: 0.4798	LR: 0.020000
Training Epoch: 22 [33792/45000]	Loss: 0.4619	LR: 0.020000
Training Epoch: 22 [34048/45000]	Loss: 0.3713	LR: 0.020000
Training Epoch: 22 [34304/45000]	Loss: 0.5193	LR: 0.020000
Training Epoch: 22 [34560/45000]	Loss: 0.5092	LR: 0.020000
Training Epoch: 22 [34816/45000]	Loss: 0.5260	LR: 0.020000
Training Epoch: 22 [35072/45000]	Loss: 0.5037	LR: 0.020000
Training Epoch: 22 [35328/45000]	Loss: 0.4390	LR: 0.020000
Training Epoch: 22 [35584/45000]	Loss: 0.3988	LR: 0.020000
Training Epoch: 22 [35840/45000]	Loss: 0.4197	LR: 0.020000
Training Epoch: 22 [36096/45000]	Loss: 0.3502	LR: 0.020000
Training Epoch: 22 [36352/45000]	Loss: 0.4904	LR: 0.020000
Training Epoch: 22 [36608/45000]	Loss: 0.4156	LR: 0.020000
Training Epoch: 22 [36864/45000]	Loss: 0.4802	LR: 0.020000
Training Epoch: 22 [37120/45000]	Loss: 0.4684	LR: 0.020000
Training Epoch: 22 [37376/45000]	Loss: 0.6344	LR: 0.020000
Training Epoch: 22 [37632/45000]	Loss: 0.4161	LR: 0.020000
Training Epoch: 22 [37888/45000]	Loss: 0.5020	LR: 0.020000
Training Epoch: 22 [38144/45000]	Loss: 0.4882	LR: 0.020000
Training Epoch: 22 [38400/45000]	Loss: 0.3788	LR: 0.020000
Training Epoch: 22 [38656/45000]	Loss: 0.4177	LR: 0.020000
Training Epoch: 22 [38912/45000]	Loss: 0.3741	LR: 0.020000
Training Epoch: 22 [39168/45000]	Loss: 0.3880	LR: 0.020000
Training Epoch: 22 [39424/45000]	Loss: 0.4890	LR: 0.020000
Training Epoch: 22 [39680/45000]	Loss: 0.5122	LR: 0.020000
Training Epoch: 22 [39936/45000]	Loss: 0.5266	LR: 0.020000
Training Epoch: 22 [40192/45000]	Loss: 0.4718	LR: 0.020000
Training Epoch: 22 [40448/45000]	Loss: 0.3479	LR: 0.020000
Training Epoch: 22 [40704/45000]	Loss: 0.4742	LR: 0.020000
Training Epoch: 22 [40960/45000]	Loss: 0.4316	LR: 0.020000
Training Epoch: 22 [41216/45000]	Loss: 0.4155	LR: 0.020000
Training Epoch: 22 [41472/45000]	Loss: 0.5132	LR: 0.020000
Training Epoch: 22 [41728/45000]	Loss: 0.5482	LR: 0.020000
Training Epoch: 22 [41984/45000]	Loss: 0.4345	LR: 0.020000
Training Epoch: 22 [42240/45000]	Loss: 0.4242	LR: 0.020000
Training Epoch: 22 [42496/45000]	Loss: 0.5323	LR: 0.020000
Training Epoch: 22 [42752/45000]	Loss: 0.5382	LR: 0.020000
Training Epoch: 22 [43008/45000]	Loss: 0.4324	LR: 0.020000
Training Epoch: 22 [43264/45000]	Loss: 0.4982	LR: 0.020000
Training Epoch: 22 [43520/45000]	Loss: 0.4427	LR: 0.020000
Training Epoch: 22 [43776/45000]	Loss: 0.4632	LR: 0.020000
Training Epoch: 22 [44032/45000]	Loss: 0.4614	LR: 0.020000
Training Epoch: 22 [44288/45000]	Loss: 0.4633	LR: 0.020000
Training Epoch: 22 [44544/45000]	Loss: 0.4192	LR: 0.020000
Training Epoch: 22 [44800/45000]	Loss: 0.4266	LR: 0.020000
Training Epoch: 22 [45000/45000]	Loss: 0.5018	LR: 0.020000
Epoch 22 - Average Train Loss: 0.4416, Train Accuracy: 0.8554
Epoch 22 training time consumed: 26.78s
Evaluating Network.....
Test set: Epoch: 22, Average loss: 0.0031, Accuracy: 0.7642, Time consumed:0.91s
Training Epoch: 23 [256/45000]	Loss: 0.3332	LR: 0.020000
Training Epoch: 23 [512/45000]	Loss: 0.4330	LR: 0.020000
Training Epoch: 23 [768/45000]	Loss: 0.3874	LR: 0.020000
Training Epoch: 23 [1024/45000]	Loss: 0.4346	LR: 0.020000
Training Epoch: 23 [1280/45000]	Loss: 0.3228	LR: 0.020000
Training Epoch: 23 [1536/45000]	Loss: 0.3901	LR: 0.020000
Training Epoch: 23 [1792/45000]	Loss: 0.4462	LR: 0.020000
Training Epoch: 23 [2048/45000]	Loss: 0.3825	LR: 0.020000
Training Epoch: 23 [2304/45000]	Loss: 0.3373	LR: 0.020000
Training Epoch: 23 [2560/45000]	Loss: 0.3442	LR: 0.020000
Training Epoch: 23 [2816/45000]	Loss: 0.3468	LR: 0.020000
Training Epoch: 23 [3072/45000]	Loss: 0.3881	LR: 0.020000
Training Epoch: 23 [3328/45000]	Loss: 0.4413	LR: 0.020000
Training Epoch: 23 [3584/45000]	Loss: 0.3469	LR: 0.020000
Training Epoch: 23 [3840/45000]	Loss: 0.4080	LR: 0.020000
Training Epoch: 23 [4096/45000]	Loss: 0.3575	LR: 0.020000
Training Epoch: 23 [4352/45000]	Loss: 0.4200	LR: 0.020000
Training Epoch: 23 [4608/45000]	Loss: 0.4810	LR: 0.020000
Training Epoch: 23 [4864/45000]	Loss: 0.4465	LR: 0.020000
Training Epoch: 23 [5120/45000]	Loss: 0.4346	LR: 0.020000
Training Epoch: 23 [5376/45000]	Loss: 0.4253	LR: 0.020000
Training Epoch: 23 [5632/45000]	Loss: 0.3165	LR: 0.020000
Training Epoch: 23 [5888/45000]	Loss: 0.3650	LR: 0.020000
Training Epoch: 23 [6144/45000]	Loss: 0.3504	LR: 0.020000
Training Epoch: 23 [6400/45000]	Loss: 0.4092	LR: 0.020000
Training Epoch: 23 [6656/45000]	Loss: 0.3471	LR: 0.020000
Training Epoch: 23 [6912/45000]	Loss: 0.4925	LR: 0.020000
Training Epoch: 23 [7168/45000]	Loss: 0.3468	LR: 0.020000
Training Epoch: 23 [7424/45000]	Loss: 0.3579	LR: 0.020000
Training Epoch: 23 [7680/45000]	Loss: 0.5074	LR: 0.020000
Training Epoch: 23 [7936/45000]	Loss: 0.3434	LR: 0.020000
Training Epoch: 23 [8192/45000]	Loss: 0.5159	LR: 0.020000
Training Epoch: 23 [8448/45000]	Loss: 0.4529	LR: 0.020000
Training Epoch: 23 [8704/45000]	Loss: 0.4729	LR: 0.020000
Training Epoch: 23 [8960/45000]	Loss: 0.3771	LR: 0.020000
Training Epoch: 23 [9216/45000]	Loss: 0.4745	LR: 0.020000
Training Epoch: 23 [9472/45000]	Loss: 0.3368	LR: 0.020000
Training Epoch: 23 [9728/45000]	Loss: 0.4208	LR: 0.020000
Training Epoch: 23 [9984/45000]	Loss: 0.3927	LR: 0.020000
Training Epoch: 23 [10240/45000]	Loss: 0.3350	LR: 0.020000
Training Epoch: 23 [10496/45000]	Loss: 0.4419	LR: 0.020000
Training Epoch: 23 [10752/45000]	Loss: 0.3651	LR: 0.020000
Training Epoch: 23 [11008/45000]	Loss: 0.4170	LR: 0.020000
Training Epoch: 23 [11264/45000]	Loss: 0.3377	LR: 0.020000
Training Epoch: 23 [11520/45000]	Loss: 0.3623	LR: 0.020000
Training Epoch: 23 [11776/45000]	Loss: 0.5373	LR: 0.020000
Training Epoch: 23 [12032/45000]	Loss: 0.4126	LR: 0.020000
Training Epoch: 23 [12288/45000]	Loss: 0.3667	LR: 0.020000
Training Epoch: 23 [12544/45000]	Loss: 0.4320	LR: 0.020000
Training Epoch: 23 [12800/45000]	Loss: 0.4185	LR: 0.020000
Training Epoch: 23 [13056/45000]	Loss: 0.4583	LR: 0.020000
Training Epoch: 23 [13312/45000]	Loss: 0.3681	LR: 0.020000
Training Epoch: 23 [13568/45000]	Loss: 0.4673	LR: 0.020000
Training Epoch: 23 [13824/45000]	Loss: 0.3840	LR: 0.020000
Training Epoch: 23 [14080/45000]	Loss: 0.4055	LR: 0.020000
Training Epoch: 23 [14336/45000]	Loss: 0.4176	LR: 0.020000
Training Epoch: 23 [14592/45000]	Loss: 0.4138	LR: 0.020000
Training Epoch: 23 [14848/45000]	Loss: 0.5243	LR: 0.020000
Training Epoch: 23 [15104/45000]	Loss: 0.3526	LR: 0.020000
Training Epoch: 23 [15360/45000]	Loss: 0.3895	LR: 0.020000
Training Epoch: 23 [15616/45000]	Loss: 0.4450	LR: 0.020000
Training Epoch: 23 [15872/45000]	Loss: 0.5024	LR: 0.020000
Training Epoch: 23 [16128/45000]	Loss: 0.3639	LR: 0.020000
Training Epoch: 23 [16384/45000]	Loss: 0.3518	LR: 0.020000
Training Epoch: 23 [16640/45000]	Loss: 0.3643	LR: 0.020000
Training Epoch: 23 [16896/45000]	Loss: 0.3947	LR: 0.020000
Training Epoch: 23 [17152/45000]	Loss: 0.3752	LR: 0.020000
Training Epoch: 23 [17408/45000]	Loss: 0.4306	LR: 0.020000
Training Epoch: 23 [17664/45000]	Loss: 0.4000	LR: 0.020000
Training Epoch: 23 [17920/45000]	Loss: 0.5431	LR: 0.020000
Training Epoch: 23 [18176/45000]	Loss: 0.5036	LR: 0.020000
Training Epoch: 23 [18432/45000]	Loss: 0.4270	LR: 0.020000
Training Epoch: 23 [18688/45000]	Loss: 0.3858	LR: 0.020000
Training Epoch: 23 [18944/45000]	Loss: 0.4402	LR: 0.020000
Training Epoch: 23 [19200/45000]	Loss: 0.3014	LR: 0.020000
Training Epoch: 23 [19456/45000]	Loss: 0.3044	LR: 0.020000
Training Epoch: 23 [19712/45000]	Loss: 0.3668	LR: 0.020000
Training Epoch: 23 [19968/45000]	Loss: 0.4020	LR: 0.020000
Training Epoch: 23 [20224/45000]	Loss: 0.3667	LR: 0.020000
Training Epoch: 23 [20480/45000]	Loss: 0.4135	LR: 0.020000
Training Epoch: 23 [20736/45000]	Loss: 0.4623	LR: 0.020000
Training Epoch: 23 [20992/45000]	Loss: 0.4518	LR: 0.020000
Training Epoch: 23 [21248/45000]	Loss: 0.4113	LR: 0.020000
Training Epoch: 23 [21504/45000]	Loss: 0.4296	LR: 0.020000
Training Epoch: 23 [21760/45000]	Loss: 0.4042	LR: 0.020000
Training Epoch: 23 [22016/45000]	Loss: 0.4343	LR: 0.020000
Training Epoch: 23 [22272/45000]	Loss: 0.3510	LR: 0.020000
Training Epoch: 23 [22528/45000]	Loss: 0.4244	LR: 0.020000
Training Epoch: 23 [22784/45000]	Loss: 0.3521	LR: 0.020000
Training Epoch: 23 [23040/45000]	Loss: 0.4190	LR: 0.020000
Training Epoch: 23 [23296/45000]	Loss: 0.4195	LR: 0.020000
Training Epoch: 23 [23552/45000]	Loss: 0.4126	LR: 0.020000
Training Epoch: 23 [23808/45000]	Loss: 0.4242	LR: 0.020000
Training Epoch: 23 [24064/45000]	Loss: 0.4585	LR: 0.020000
Training Epoch: 23 [24320/45000]	Loss: 0.3952	LR: 0.020000
Training Epoch: 23 [24576/45000]	Loss: 0.4846	LR: 0.020000
Training Epoch: 23 [24832/45000]	Loss: 0.3910	LR: 0.020000
Training Epoch: 23 [25088/45000]	Loss: 0.4239	LR: 0.020000
Training Epoch: 23 [25344/45000]	Loss: 0.3716	LR: 0.020000
Training Epoch: 23 [25600/45000]	Loss: 0.4176	LR: 0.020000
Training Epoch: 23 [25856/45000]	Loss: 0.4854	LR: 0.020000
Training Epoch: 23 [26112/45000]	Loss: 0.4171	LR: 0.020000
Training Epoch: 23 [26368/45000]	Loss: 0.3808	LR: 0.020000
Training Epoch: 23 [26624/45000]	Loss: 0.5221	LR: 0.020000
Training Epoch: 23 [26880/45000]	Loss: 0.3965	LR: 0.020000
Training Epoch: 23 [27136/45000]	Loss: 0.4162	LR: 0.020000
Training Epoch: 23 [27392/45000]	Loss: 0.5403	LR: 0.020000
Training Epoch: 23 [27648/45000]	Loss: 0.4518	LR: 0.020000
Training Epoch: 23 [27904/45000]	Loss: 0.4335	LR: 0.020000
Training Epoch: 23 [28160/45000]	Loss: 0.4663	LR: 0.020000
Training Epoch: 23 [28416/45000]	Loss: 0.3875	LR: 0.020000
Training Epoch: 23 [28672/45000]	Loss: 0.3241	LR: 0.020000
Training Epoch: 23 [28928/45000]	Loss: 0.3627	LR: 0.020000
Training Epoch: 23 [29184/45000]	Loss: 0.4449	LR: 0.020000
Training Epoch: 23 [29440/45000]	Loss: 0.5164	LR: 0.020000
Training Epoch: 23 [29696/45000]	Loss: 0.4155	LR: 0.020000
Training Epoch: 23 [29952/45000]	Loss: 0.4215	LR: 0.020000
Training Epoch: 23 [30208/45000]	Loss: 0.4920	LR: 0.020000
Training Epoch: 23 [30464/45000]	Loss: 0.4185	LR: 0.020000
Training Epoch: 23 [30720/45000]	Loss: 0.4141	LR: 0.020000
Training Epoch: 23 [30976/45000]	Loss: 0.4876	LR: 0.020000
Training Epoch: 23 [31232/45000]	Loss: 0.3678	LR: 0.020000
Training Epoch: 23 [31488/45000]	Loss: 0.4484	LR: 0.020000
Training Epoch: 23 [31744/45000]	Loss: 0.4371	LR: 0.020000
Training Epoch: 23 [32000/45000]	Loss: 0.4158	LR: 0.020000
Training Epoch: 23 [32256/45000]	Loss: 0.3966	LR: 0.020000
Training Epoch: 23 [32512/45000]	Loss: 0.4330	LR: 0.020000
Training Epoch: 23 [32768/45000]	Loss: 0.4360	LR: 0.020000
Training Epoch: 23 [33024/45000]	Loss: 0.4778	LR: 0.020000
Training Epoch: 23 [33280/45000]	Loss: 0.3032	LR: 0.020000
Training Epoch: 23 [33536/45000]	Loss: 0.3904	LR: 0.020000
Training Epoch: 23 [33792/45000]	Loss: 0.4046	LR: 0.020000
Training Epoch: 23 [34048/45000]	Loss: 0.4650	LR: 0.020000
Training Epoch: 23 [34304/45000]	Loss: 0.3894	LR: 0.020000
Training Epoch: 23 [34560/45000]	Loss: 0.3712	LR: 0.020000
Training Epoch: 23 [34816/45000]	Loss: 0.4598	LR: 0.020000
Training Epoch: 23 [35072/45000]	Loss: 0.4155	LR: 0.020000
Training Epoch: 23 [35328/45000]	Loss: 0.4819	LR: 0.020000
Training Epoch: 23 [35584/45000]	Loss: 0.4048	LR: 0.020000
Training Epoch: 23 [35840/45000]	Loss: 0.3487	LR: 0.020000
Training Epoch: 23 [36096/45000]	Loss: 0.3812	LR: 0.020000
Training Epoch: 23 [36352/45000]	Loss: 0.4376	LR: 0.020000
Training Epoch: 23 [36608/45000]	Loss: 0.4770	LR: 0.020000
Training Epoch: 23 [36864/45000]	Loss: 0.4386	LR: 0.020000
Training Epoch: 23 [37120/45000]	Loss: 0.3895	LR: 0.020000
Training Epoch: 23 [37376/45000]	Loss: 0.3913	LR: 0.020000
Training Epoch: 23 [37632/45000]	Loss: 0.3996	LR: 0.020000
Training Epoch: 23 [37888/45000]	Loss: 0.4752	LR: 0.020000
Training Epoch: 23 [38144/45000]	Loss: 0.4077	LR: 0.020000
Training Epoch: 23 [38400/45000]	Loss: 0.5624	LR: 0.020000
Training Epoch: 23 [38656/45000]	Loss: 0.3164	LR: 0.020000
Training Epoch: 23 [38912/45000]	Loss: 0.4581	LR: 0.020000
Training Epoch: 23 [39168/45000]	Loss: 0.3512	LR: 0.020000
Training Epoch: 23 [39424/45000]	Loss: 0.5793	LR: 0.020000
Training Epoch: 23 [39680/45000]	Loss: 0.4413	LR: 0.020000
Training Epoch: 23 [39936/45000]	Loss: 0.3724	LR: 0.020000
Training Epoch: 23 [40192/45000]	Loss: 0.4083	LR: 0.020000
Training Epoch: 23 [40448/45000]	Loss: 0.4584	LR: 0.020000
Training Epoch: 23 [40704/45000]	Loss: 0.4319	LR: 0.020000
Training Epoch: 23 [40960/45000]	Loss: 0.3583	LR: 0.020000
Training Epoch: 23 [41216/45000]	Loss: 0.4147	LR: 0.020000
Training Epoch: 23 [41472/45000]	Loss: 0.4944	LR: 0.020000
Training Epoch: 23 [41728/45000]	Loss: 0.4227	LR: 0.020000
Training Epoch: 23 [41984/45000]	Loss: 0.4495	LR: 0.020000
Training Epoch: 23 [42240/45000]	Loss: 0.5394	LR: 0.020000
Training Epoch: 23 [42496/45000]	Loss: 0.3889	LR: 0.020000
Training Epoch: 23 [42752/45000]	Loss: 0.4495	LR: 0.020000
Training Epoch: 23 [43008/45000]	Loss: 0.5054	LR: 0.020000
Training Epoch: 23 [43264/45000]	Loss: 0.4711	LR: 0.020000
Training Epoch: 23 [43520/45000]	Loss: 0.4177	LR: 0.020000
Training Epoch: 23 [43776/45000]	Loss: 0.4297	LR: 0.020000
Training Epoch: 23 [44032/45000]	Loss: 0.4660	LR: 0.020000
Training Epoch: 23 [44288/45000]	Loss: 0.4380	LR: 0.020000
Training Epoch: 23 [44544/45000]	Loss: 0.4341	LR: 0.020000
Training Epoch: 23 [44800/45000]	Loss: 0.4516	LR: 0.020000
Training Epoch: 23 [45000/45000]	Loss: 0.6095	LR: 0.020000
Epoch 23 - Average Train Loss: 0.4178, Train Accuracy: 0.8625
Epoch 23 training time consumed: 26.73s
Evaluating Network.....
Test set: Epoch: 23, Average loss: 0.0032, Accuracy: 0.7683, Time consumed:0.97s
Training Epoch: 24 [256/45000]	Loss: 0.3705	LR: 0.020000
Training Epoch: 24 [512/45000]	Loss: 0.3567	LR: 0.020000
Training Epoch: 24 [768/45000]	Loss: 0.4186	LR: 0.020000
Training Epoch: 24 [1024/45000]	Loss: 0.3963	LR: 0.020000
Training Epoch: 24 [1280/45000]	Loss: 0.4069	LR: 0.020000
Training Epoch: 24 [1536/45000]	Loss: 0.4369	LR: 0.020000
Training Epoch: 24 [1792/45000]	Loss: 0.4026	LR: 0.020000
Training Epoch: 24 [2048/45000]	Loss: 0.3456	LR: 0.020000
Training Epoch: 24 [2304/45000]	Loss: 0.3288	LR: 0.020000
Training Epoch: 24 [2560/45000]	Loss: 0.3495	LR: 0.020000
Training Epoch: 24 [2816/45000]	Loss: 0.2780	LR: 0.020000
Training Epoch: 24 [3072/45000]	Loss: 0.4082	LR: 0.020000
Training Epoch: 24 [3328/45000]	Loss: 0.3745	LR: 0.020000
Training Epoch: 24 [3584/45000]	Loss: 0.4481	LR: 0.020000
Training Epoch: 24 [3840/45000]	Loss: 0.3622	LR: 0.020000
Training Epoch: 24 [4096/45000]	Loss: 0.3307	LR: 0.020000
Training Epoch: 24 [4352/45000]	Loss: 0.4380	LR: 0.020000
Training Epoch: 24 [4608/45000]	Loss: 0.3853	LR: 0.020000
Training Epoch: 24 [4864/45000]	Loss: 0.3775	LR: 0.020000
Training Epoch: 24 [5120/45000]	Loss: 0.4747	LR: 0.020000
Training Epoch: 24 [5376/45000]	Loss: 0.3733	LR: 0.020000
Training Epoch: 24 [5632/45000]	Loss: 0.4157	LR: 0.020000
Training Epoch: 24 [5888/45000]	Loss: 0.3550	LR: 0.020000
Training Epoch: 24 [6144/45000]	Loss: 0.4644	LR: 0.020000
Training Epoch: 24 [6400/45000]	Loss: 0.4262	LR: 0.020000
Training Epoch: 24 [6656/45000]	Loss: 0.3155	LR: 0.020000
Training Epoch: 24 [6912/45000]	Loss: 0.3593	LR: 0.020000
Training Epoch: 24 [7168/45000]	Loss: 0.3606	LR: 0.020000
Training Epoch: 24 [7424/45000]	Loss: 0.4052	LR: 0.020000
Training Epoch: 24 [7680/45000]	Loss: 0.3831	LR: 0.020000
Training Epoch: 24 [7936/45000]	Loss: 0.4300	LR: 0.020000
Training Epoch: 24 [8192/45000]	Loss: 0.3916	LR: 0.020000
Training Epoch: 24 [8448/45000]	Loss: 0.3358	LR: 0.020000
Training Epoch: 24 [8704/45000]	Loss: 0.3911	LR: 0.020000
Training Epoch: 24 [8960/45000]	Loss: 0.4599	LR: 0.020000
Training Epoch: 24 [9216/45000]	Loss: 0.3395	LR: 0.020000
Training Epoch: 24 [9472/45000]	Loss: 0.3413	LR: 0.020000
Training Epoch: 24 [9728/45000]	Loss: 0.4955	LR: 0.020000
Training Epoch: 24 [9984/45000]	Loss: 0.4349	LR: 0.020000
Training Epoch: 24 [10240/45000]	Loss: 0.3324	LR: 0.020000
Training Epoch: 24 [10496/45000]	Loss: 0.4360	LR: 0.020000
Training Epoch: 24 [10752/45000]	Loss: 0.3902	LR: 0.020000
Training Epoch: 24 [11008/45000]	Loss: 0.3959	LR: 0.020000
Training Epoch: 24 [11264/45000]	Loss: 0.3417	LR: 0.020000
Training Epoch: 24 [11520/45000]	Loss: 0.4200	LR: 0.020000
Training Epoch: 24 [11776/45000]	Loss: 0.3787	LR: 0.020000
Training Epoch: 24 [12032/45000]	Loss: 0.4423	LR: 0.020000
Training Epoch: 24 [12288/45000]	Loss: 0.3206	LR: 0.020000
Training Epoch: 24 [12544/45000]	Loss: 0.3730	LR: 0.020000
Training Epoch: 24 [12800/45000]	Loss: 0.3575	LR: 0.020000
Training Epoch: 24 [13056/45000]	Loss: 0.4687	LR: 0.020000
Training Epoch: 24 [13312/45000]	Loss: 0.4338	LR: 0.020000
Training Epoch: 24 [13568/45000]	Loss: 0.3455	LR: 0.020000
Training Epoch: 24 [13824/45000]	Loss: 0.3350	LR: 0.020000
Training Epoch: 24 [14080/45000]	Loss: 0.3976	LR: 0.020000
Training Epoch: 24 [14336/45000]	Loss: 0.4890	LR: 0.020000
Training Epoch: 24 [14592/45000]	Loss: 0.4568	LR: 0.020000
Training Epoch: 24 [14848/45000]	Loss: 0.4464	LR: 0.020000
Training Epoch: 24 [15104/45000]	Loss: 0.3619	LR: 0.020000
Training Epoch: 24 [15360/45000]	Loss: 0.3701	LR: 0.020000
Training Epoch: 24 [15616/45000]	Loss: 0.3547	LR: 0.020000
Training Epoch: 24 [15872/45000]	Loss: 0.3495	LR: 0.020000
Training Epoch: 24 [16128/45000]	Loss: 0.3899	LR: 0.020000
Training Epoch: 24 [16384/45000]	Loss: 0.4095	LR: 0.020000
Training Epoch: 24 [16640/45000]	Loss: 0.3718	LR: 0.020000
Training Epoch: 24 [16896/45000]	Loss: 0.4061	LR: 0.020000
Training Epoch: 24 [17152/45000]	Loss: 0.3629	LR: 0.020000
Training Epoch: 24 [17408/45000]	Loss: 0.3343	LR: 0.020000
Training Epoch: 24 [17664/45000]	Loss: 0.3668	LR: 0.020000
Training Epoch: 24 [17920/45000]	Loss: 0.3692	LR: 0.020000
Training Epoch: 24 [18176/45000]	Loss: 0.3373	LR: 0.020000
Training Epoch: 24 [18432/45000]	Loss: 0.3391	LR: 0.020000
Training Epoch: 24 [18688/45000]	Loss: 0.3629	LR: 0.020000
Training Epoch: 24 [18944/45000]	Loss: 0.3349	LR: 0.020000
Training Epoch: 24 [19200/45000]	Loss: 0.4597	LR: 0.020000
Training Epoch: 24 [19456/45000]	Loss: 0.3642	LR: 0.020000
Training Epoch: 24 [19712/45000]	Loss: 0.4419	LR: 0.020000
Training Epoch: 24 [19968/45000]	Loss: 0.4183	LR: 0.020000
Training Epoch: 24 [20224/45000]	Loss: 0.3174	LR: 0.020000
Training Epoch: 24 [20480/45000]	Loss: 0.3985	LR: 0.020000
Training Epoch: 24 [20736/45000]	Loss: 0.3825	LR: 0.020000
Training Epoch: 24 [20992/45000]	Loss: 0.4613	LR: 0.020000
Training Epoch: 24 [21248/45000]	Loss: 0.3427	LR: 0.020000
Training Epoch: 24 [21504/45000]	Loss: 0.4047	LR: 0.020000
Training Epoch: 24 [21760/45000]	Loss: 0.4588	LR: 0.020000
Training Epoch: 24 [22016/45000]	Loss: 0.4516	LR: 0.020000
Training Epoch: 24 [22272/45000]	Loss: 0.4596	LR: 0.020000
Training Epoch: 24 [22528/45000]	Loss: 0.4146	LR: 0.020000
Training Epoch: 24 [22784/45000]	Loss: 0.4601	LR: 0.020000
Training Epoch: 24 [23040/45000]	Loss: 0.4028	LR: 0.020000
Training Epoch: 24 [23296/45000]	Loss: 0.4703	LR: 0.020000
Training Epoch: 24 [23552/45000]	Loss: 0.4249	LR: 0.020000
Training Epoch: 24 [23808/45000]	Loss: 0.3888	LR: 0.020000
Training Epoch: 24 [24064/45000]	Loss: 0.4449	LR: 0.020000
Training Epoch: 24 [24320/45000]	Loss: 0.4642	LR: 0.020000
Training Epoch: 24 [24576/45000]	Loss: 0.4161	LR: 0.020000
Training Epoch: 24 [24832/45000]	Loss: 0.3482	LR: 0.020000
Training Epoch: 24 [25088/45000]	Loss: 0.4346	LR: 0.020000
Training Epoch: 24 [25344/45000]	Loss: 0.5157	LR: 0.020000
Training Epoch: 24 [25600/45000]	Loss: 0.4442	LR: 0.020000
Training Epoch: 24 [25856/45000]	Loss: 0.3354	LR: 0.020000
Training Epoch: 24 [26112/45000]	Loss: 0.3714	LR: 0.020000
Training Epoch: 24 [26368/45000]	Loss: 0.3696	LR: 0.020000
Training Epoch: 24 [26624/45000]	Loss: 0.3689	LR: 0.020000
Training Epoch: 24 [26880/45000]	Loss: 0.3897	LR: 0.020000
Training Epoch: 24 [27136/45000]	Loss: 0.3827	LR: 0.020000
Training Epoch: 24 [27392/45000]	Loss: 0.4343	LR: 0.020000
Training Epoch: 24 [27648/45000]	Loss: 0.3695	LR: 0.020000
Training Epoch: 24 [27904/45000]	Loss: 0.3595	LR: 0.020000
Training Epoch: 24 [28160/45000]	Loss: 0.4136	LR: 0.020000
Training Epoch: 24 [28416/45000]	Loss: 0.3857	LR: 0.020000
Training Epoch: 24 [28672/45000]	Loss: 0.4359	LR: 0.020000
Training Epoch: 24 [28928/45000]	Loss: 0.3579	LR: 0.020000
Training Epoch: 24 [29184/45000]	Loss: 0.4377	LR: 0.020000
Training Epoch: 24 [29440/45000]	Loss: 0.3687	LR: 0.020000
Training Epoch: 24 [29696/45000]	Loss: 0.3727	LR: 0.020000
Training Epoch: 24 [29952/45000]	Loss: 0.4064	LR: 0.020000
Training Epoch: 24 [30208/45000]	Loss: 0.4276	LR: 0.020000
Training Epoch: 24 [30464/45000]	Loss: 0.3953	LR: 0.020000
Training Epoch: 24 [30720/45000]	Loss: 0.3168	LR: 0.020000
Training Epoch: 24 [30976/45000]	Loss: 0.4372	LR: 0.020000
Training Epoch: 24 [31232/45000]	Loss: 0.4510	LR: 0.020000
Training Epoch: 24 [31488/45000]	Loss: 0.3239	LR: 0.020000
Training Epoch: 24 [31744/45000]	Loss: 0.4682	LR: 0.020000
Training Epoch: 24 [32000/45000]	Loss: 0.4293	LR: 0.020000
Training Epoch: 24 [32256/45000]	Loss: 0.4702	LR: 0.020000
Training Epoch: 24 [32512/45000]	Loss: 0.3601	LR: 0.020000
Training Epoch: 24 [32768/45000]	Loss: 0.3846	LR: 0.020000
Training Epoch: 24 [33024/45000]	Loss: 0.3891	LR: 0.020000
Training Epoch: 24 [33280/45000]	Loss: 0.3793	LR: 0.020000
Training Epoch: 24 [33536/45000]	Loss: 0.4519	LR: 0.020000
Training Epoch: 24 [33792/45000]	Loss: 0.5068	LR: 0.020000
Training Epoch: 24 [34048/45000]	Loss: 0.3674	LR: 0.020000
Training Epoch: 24 [34304/45000]	Loss: 0.4815	LR: 0.020000
Training Epoch: 24 [34560/45000]	Loss: 0.3451	LR: 0.020000
Training Epoch: 24 [34816/45000]	Loss: 0.3721	LR: 0.020000
Training Epoch: 24 [35072/45000]	Loss: 0.4278	LR: 0.020000
Training Epoch: 24 [35328/45000]	Loss: 0.4217	LR: 0.020000
Training Epoch: 24 [35584/45000]	Loss: 0.4713	LR: 0.020000
Training Epoch: 24 [35840/45000]	Loss: 0.4691	LR: 0.020000
Training Epoch: 24 [36096/45000]	Loss: 0.4259	LR: 0.020000
Training Epoch: 24 [36352/45000]	Loss: 0.4831	LR: 0.020000
Training Epoch: 24 [36608/45000]	Loss: 0.3838	LR: 0.020000
Training Epoch: 24 [36864/45000]	Loss: 0.3567	LR: 0.020000
Training Epoch: 24 [37120/45000]	Loss: 0.4466	LR: 0.020000
Training Epoch: 24 [37376/45000]	Loss: 0.4648	LR: 0.020000
Training Epoch: 24 [37632/45000]	Loss: 0.4764	LR: 0.020000
Training Epoch: 24 [37888/45000]	Loss: 0.5300	LR: 0.020000
Training Epoch: 24 [38144/45000]	Loss: 0.4457	LR: 0.020000
Training Epoch: 24 [38400/45000]	Loss: 0.5441	LR: 0.020000
Training Epoch: 24 [38656/45000]	Loss: 0.5531	LR: 0.020000
Training Epoch: 24 [38912/45000]	Loss: 0.3850	LR: 0.020000
Training Epoch: 24 [39168/45000]	Loss: 0.4239	LR: 0.020000
Training Epoch: 24 [39424/45000]	Loss: 0.3958	LR: 0.020000
Training Epoch: 24 [39680/45000]	Loss: 0.4543	LR: 0.020000
Training Epoch: 24 [39936/45000]	Loss: 0.4666	LR: 0.020000
Training Epoch: 24 [40192/45000]	Loss: 0.3174	LR: 0.020000
Training Epoch: 24 [40448/45000]	Loss: 0.4322	LR: 0.020000
Training Epoch: 24 [40704/45000]	Loss: 0.4178	LR: 0.020000
Training Epoch: 24 [40960/45000]	Loss: 0.4504	LR: 0.020000
Training Epoch: 24 [41216/45000]	Loss: 0.3885	LR: 0.020000
Training Epoch: 24 [41472/45000]	Loss: 0.3878	LR: 0.020000
Training Epoch: 24 [41728/45000]	Loss: 0.4199	LR: 0.020000
Training Epoch: 24 [41984/45000]	Loss: 0.5443	LR: 0.020000
Training Epoch: 24 [42240/45000]	Loss: 0.4847	LR: 0.020000
Training Epoch: 24 [42496/45000]	Loss: 0.4178	LR: 0.020000
Training Epoch: 24 [42752/45000]	Loss: 0.4373	LR: 0.020000
Training Epoch: 24 [43008/45000]	Loss: 0.4230	LR: 0.020000
Training Epoch: 24 [43264/45000]	Loss: 0.3344	LR: 0.020000
Training Epoch: 24 [43520/45000]	Loss: 0.4121	LR: 0.020000
Training Epoch: 24 [43776/45000]	Loss: 0.4412	LR: 0.020000
Training Epoch: 24 [44032/45000]	Loss: 0.4862	LR: 0.020000
Training Epoch: 24 [44288/45000]	Loss: 0.4096	LR: 0.020000
Training Epoch: 24 [44544/45000]	Loss: 0.4843	LR: 0.020000
Training Epoch: 24 [44800/45000]	Loss: 0.3264	LR: 0.020000
Training Epoch: 24 [45000/45000]	Loss: 0.4527	LR: 0.020000
Epoch 24 - Average Train Loss: 0.4053, Train Accuracy: 0.8635
Epoch 24 training time consumed: 26.72s
Evaluating Network.....
Test set: Epoch: 24, Average loss: 0.0032, Accuracy: 0.7637, Time consumed:0.94s
Training Epoch: 25 [256/45000]	Loss: 0.4077	LR: 0.020000
Training Epoch: 25 [512/45000]	Loss: 0.3939	LR: 0.020000
Training Epoch: 25 [768/45000]	Loss: 0.4573	LR: 0.020000
Training Epoch: 25 [1024/45000]	Loss: 0.3507	LR: 0.020000
Training Epoch: 25 [1280/45000]	Loss: 0.4963	LR: 0.020000
Training Epoch: 25 [1536/45000]	Loss: 0.3739	LR: 0.020000
Training Epoch: 25 [1792/45000]	Loss: 0.3975	LR: 0.020000
Training Epoch: 25 [2048/45000]	Loss: 0.4009	LR: 0.020000
Training Epoch: 25 [2304/45000]	Loss: 0.4108	LR: 0.020000
Training Epoch: 25 [2560/45000]	Loss: 0.3921	LR: 0.020000
Training Epoch: 25 [2816/45000]	Loss: 0.4479	LR: 0.020000
Training Epoch: 25 [3072/45000]	Loss: 0.3344	LR: 0.020000
Training Epoch: 25 [3328/45000]	Loss: 0.3008	LR: 0.020000
Training Epoch: 25 [3584/45000]	Loss: 0.3835	LR: 0.020000
Training Epoch: 25 [3840/45000]	Loss: 0.3291	LR: 0.020000
Training Epoch: 25 [4096/45000]	Loss: 0.3678	LR: 0.020000
Training Epoch: 25 [4352/45000]	Loss: 0.2991	LR: 0.020000
Training Epoch: 25 [4608/45000]	Loss: 0.3421	LR: 0.020000
Training Epoch: 25 [4864/45000]	Loss: 0.4195	LR: 0.020000
Training Epoch: 25 [5120/45000]	Loss: 0.3579	LR: 0.020000
Training Epoch: 25 [5376/45000]	Loss: 0.3123	LR: 0.020000
Training Epoch: 25 [5632/45000]	Loss: 0.3544	LR: 0.020000
Training Epoch: 25 [5888/45000]	Loss: 0.2994	LR: 0.020000
Training Epoch: 25 [6144/45000]	Loss: 0.3989	LR: 0.020000
Training Epoch: 25 [6400/45000]	Loss: 0.3011	LR: 0.020000
Training Epoch: 25 [6656/45000]	Loss: 0.4341	LR: 0.020000
Training Epoch: 25 [6912/45000]	Loss: 0.4083	LR: 0.020000
Training Epoch: 25 [7168/45000]	Loss: 0.3636	LR: 0.020000
Training Epoch: 25 [7424/45000]	Loss: 0.3379	LR: 0.020000
Training Epoch: 25 [7680/45000]	Loss: 0.3579	LR: 0.020000
Training Epoch: 25 [7936/45000]	Loss: 0.4337	LR: 0.020000
Training Epoch: 25 [8192/45000]	Loss: 0.3854	LR: 0.020000
Training Epoch: 25 [8448/45000]	Loss: 0.4172	LR: 0.020000
Training Epoch: 25 [8704/45000]	Loss: 0.4525	LR: 0.020000
Training Epoch: 25 [8960/45000]	Loss: 0.3959	LR: 0.020000
Training Epoch: 25 [9216/45000]	Loss: 0.4051	LR: 0.020000
Training Epoch: 25 [9472/45000]	Loss: 0.4084	LR: 0.020000
Training Epoch: 25 [9728/45000]	Loss: 0.4366	LR: 0.020000
Training Epoch: 25 [9984/45000]	Loss: 0.3194	LR: 0.020000
Training Epoch: 25 [10240/45000]	Loss: 0.4154	LR: 0.020000
Training Epoch: 25 [10496/45000]	Loss: 0.3970	LR: 0.020000
Training Epoch: 25 [10752/45000]	Loss: 0.2945	LR: 0.020000
Training Epoch: 25 [11008/45000]	Loss: 0.3367	LR: 0.020000
Training Epoch: 25 [11264/45000]	Loss: 0.4471	LR: 0.020000
Training Epoch: 25 [11520/45000]	Loss: 0.4715	LR: 0.020000
Training Epoch: 25 [11776/45000]	Loss: 0.4325	LR: 0.020000
Training Epoch: 25 [12032/45000]	Loss: 0.3540	LR: 0.020000
Training Epoch: 25 [12288/45000]	Loss: 0.3749	LR: 0.020000
Training Epoch: 25 [12544/45000]	Loss: 0.4178	LR: 0.020000
Training Epoch: 25 [12800/45000]	Loss: 0.2932	LR: 0.020000
Training Epoch: 25 [13056/45000]	Loss: 0.4376	LR: 0.020000
Training Epoch: 25 [13312/45000]	Loss: 0.4496	LR: 0.020000
Training Epoch: 25 [13568/45000]	Loss: 0.3812	LR: 0.020000
Training Epoch: 25 [13824/45000]	Loss: 0.4865	LR: 0.020000
Training Epoch: 25 [14080/45000]	Loss: 0.4350	LR: 0.020000
Training Epoch: 25 [14336/45000]	Loss: 0.3737	LR: 0.020000
Training Epoch: 25 [14592/45000]	Loss: 0.4273	LR: 0.020000
Training Epoch: 25 [14848/45000]	Loss: 0.3823	LR: 0.020000
Training Epoch: 25 [15104/45000]	Loss: 0.3867	LR: 0.020000
Training Epoch: 25 [15360/45000]	Loss: 0.3018	LR: 0.020000
Training Epoch: 25 [15616/45000]	Loss: 0.3763	LR: 0.020000
Training Epoch: 25 [15872/45000]	Loss: 0.3992	LR: 0.020000
Training Epoch: 25 [16128/45000]	Loss: 0.4042	LR: 0.020000
Training Epoch: 25 [16384/45000]	Loss: 0.3770	LR: 0.020000
Training Epoch: 25 [16640/45000]	Loss: 0.4180	LR: 0.020000
Training Epoch: 25 [16896/45000]	Loss: 0.4880	LR: 0.020000
Training Epoch: 25 [17152/45000]	Loss: 0.3103	LR: 0.020000
Training Epoch: 25 [17408/45000]	Loss: 0.3287	LR: 0.020000
Training Epoch: 25 [17664/45000]	Loss: 0.3144	LR: 0.020000
Training Epoch: 25 [17920/45000]	Loss: 0.5066	LR: 0.020000
Training Epoch: 25 [18176/45000]	Loss: 0.4201	LR: 0.020000
Training Epoch: 25 [18432/45000]	Loss: 0.3747	LR: 0.020000
Training Epoch: 25 [18688/45000]	Loss: 0.3999	LR: 0.020000
Training Epoch: 25 [18944/45000]	Loss: 0.3674	LR: 0.020000
Training Epoch: 25 [19200/45000]	Loss: 0.2923	LR: 0.020000
Training Epoch: 25 [19456/45000]	Loss: 0.3525	LR: 0.020000
Training Epoch: 25 [19712/45000]	Loss: 0.4118	LR: 0.020000
Training Epoch: 25 [19968/45000]	Loss: 0.3794	LR: 0.020000
Training Epoch: 25 [20224/45000]	Loss: 0.3633	LR: 0.020000
Training Epoch: 25 [20480/45000]	Loss: 0.3825	LR: 0.020000
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Training Epoch: 25 [42496/45000]	Loss: 0.4433	LR: 0.020000
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Training Epoch: 25 [43008/45000]	Loss: 0.3727	LR: 0.020000
Training Epoch: 25 [43264/45000]	Loss: 0.4812	LR: 0.020000
Training Epoch: 25 [43520/45000]	Loss: 0.4000	LR: 0.020000
Training Epoch: 25 [43776/45000]	Loss: 0.4245	LR: 0.020000
Training Epoch: 25 [44032/45000]	Loss: 0.4020	LR: 0.020000
Training Epoch: 25 [44288/45000]	Loss: 0.4006	LR: 0.020000
Training Epoch: 25 [44544/45000]	Loss: 0.3978	LR: 0.020000
Training Epoch: 25 [44800/45000]	Loss: 0.4289	LR: 0.020000
Training Epoch: 25 [45000/45000]	Loss: 0.4227	LR: 0.020000
Epoch 25 - Average Train Loss: 0.3959, Train Accuracy: 0.8670
Epoch 25 training time consumed: 26.77s
Evaluating Network.....
Test set: Epoch: 25, Average loss: 0.0031, Accuracy: 0.7747, Time consumed:0.89s
Saving weights file to checkpoint/retrain/ResNet18/Sunday_13_July_2025_20h_58m_38s/ResNet18-Cifar20-seed10-ret100-25-best.pth
Training Epoch: 26 [256/45000]	Loss: 0.3374	LR: 0.020000
Training Epoch: 26 [512/45000]	Loss: 0.2931	LR: 0.020000
Training Epoch: 26 [768/45000]	Loss: 0.3391	LR: 0.020000
Training Epoch: 26 [1024/45000]	Loss: 0.3007	LR: 0.020000
Training Epoch: 26 [1280/45000]	Loss: 0.4004	LR: 0.020000
Training Epoch: 26 [1536/45000]	Loss: 0.4510	LR: 0.020000
Training Epoch: 26 [1792/45000]	Loss: 0.3771	LR: 0.020000
Training Epoch: 26 [2048/45000]	Loss: 0.3078	LR: 0.020000
Training Epoch: 26 [2304/45000]	Loss: 0.4345	LR: 0.020000
Training Epoch: 26 [2560/45000]	Loss: 0.4144	LR: 0.020000
Training Epoch: 26 [2816/45000]	Loss: 0.2973	LR: 0.020000
Training Epoch: 26 [3072/45000]	Loss: 0.3748	LR: 0.020000
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Training Epoch: 26 [3584/45000]	Loss: 0.3893	LR: 0.020000
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Training Epoch: 26 [12288/45000]	Loss: 0.3535	LR: 0.020000
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Training Epoch: 26 [27904/45000]	Loss: 0.4442	LR: 0.020000
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Training Epoch: 26 [28416/45000]	Loss: 0.3450	LR: 0.020000
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Training Epoch: 26 [29184/45000]	Loss: 0.3746	LR: 0.020000
Training Epoch: 26 [29440/45000]	Loss: 0.2757	LR: 0.020000
Training Epoch: 26 [29696/45000]	Loss: 0.3621	LR: 0.020000
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Training Epoch: 26 [39424/45000]	Loss: 0.3284	LR: 0.020000
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Training Epoch: 26 [40192/45000]	Loss: 0.4192	LR: 0.020000
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Training Epoch: 26 [40960/45000]	Loss: 0.4477	LR: 0.020000
Training Epoch: 26 [41216/45000]	Loss: 0.4554	LR: 0.020000
Training Epoch: 26 [41472/45000]	Loss: 0.3152	LR: 0.020000
Training Epoch: 26 [41728/45000]	Loss: 0.3564	LR: 0.020000
Training Epoch: 26 [41984/45000]	Loss: 0.3557	LR: 0.020000
Training Epoch: 26 [42240/45000]	Loss: 0.3677	LR: 0.020000
Training Epoch: 26 [42496/45000]	Loss: 0.3749	LR: 0.020000
Training Epoch: 26 [42752/45000]	Loss: 0.4095	LR: 0.020000
Training Epoch: 26 [43008/45000]	Loss: 0.3883	LR: 0.020000
Training Epoch: 26 [43264/45000]	Loss: 0.3467	LR: 0.020000
Training Epoch: 26 [43520/45000]	Loss: 0.3785	LR: 0.020000
Training Epoch: 26 [43776/45000]	Loss: 0.3856	LR: 0.020000
Training Epoch: 26 [44032/45000]	Loss: 0.3603	LR: 0.020000
Training Epoch: 26 [44288/45000]	Loss: 0.3471	LR: 0.020000
Training Epoch: 26 [44544/45000]	Loss: 0.3316	LR: 0.020000
Training Epoch: 26 [44800/45000]	Loss: 0.3821	LR: 0.020000
Training Epoch: 26 [45000/45000]	Loss: 0.3746	LR: 0.020000
Epoch 26 - Average Train Loss: 0.3729, Train Accuracy: 0.8757
Epoch 26 training time consumed: 26.79s
Evaluating Network.....
Test set: Epoch: 26, Average loss: 0.0033, Accuracy: 0.7563, Time consumed:0.99s
Training Epoch: 27 [256/45000]	Loss: 0.3174	LR: 0.020000
Training Epoch: 27 [512/45000]	Loss: 0.3530	LR: 0.020000
Training Epoch: 27 [768/45000]	Loss: 0.3990	LR: 0.020000
Training Epoch: 27 [1024/45000]	Loss: 0.2749	LR: 0.020000
Training Epoch: 27 [1280/45000]	Loss: 0.4010	LR: 0.020000
Training Epoch: 27 [1536/45000]	Loss: 0.3813	LR: 0.020000
Training Epoch: 27 [1792/45000]	Loss: 0.3195	LR: 0.020000
Training Epoch: 27 [2048/45000]	Loss: 0.3155	LR: 0.020000
Training Epoch: 27 [2304/45000]	Loss: 0.3082	LR: 0.020000
Training Epoch: 27 [2560/45000]	Loss: 0.4365	LR: 0.020000
Training Epoch: 27 [2816/45000]	Loss: 0.4130	LR: 0.020000
Training Epoch: 27 [3072/45000]	Loss: 0.3289	LR: 0.020000
Training Epoch: 27 [3328/45000]	Loss: 0.3716	LR: 0.020000
Training Epoch: 27 [3584/45000]	Loss: 0.4938	LR: 0.020000
Training Epoch: 27 [3840/45000]	Loss: 0.2590	LR: 0.020000
Training Epoch: 27 [4096/45000]	Loss: 0.3850	LR: 0.020000
Training Epoch: 27 [4352/45000]	Loss: 0.3435	LR: 0.020000
Training Epoch: 27 [4608/45000]	Loss: 0.2702	LR: 0.020000
Training Epoch: 27 [4864/45000]	Loss: 0.3005	LR: 0.020000
Training Epoch: 27 [5120/45000]	Loss: 0.3041	LR: 0.020000
Training Epoch: 27 [5376/45000]	Loss: 0.3411	LR: 0.020000
Training Epoch: 27 [5632/45000]	Loss: 0.4143	LR: 0.020000
Training Epoch: 27 [5888/45000]	Loss: 0.3974	LR: 0.020000
Training Epoch: 27 [6144/45000]	Loss: 0.3261	LR: 0.020000
Training Epoch: 27 [6400/45000]	Loss: 0.3871	LR: 0.020000
Training Epoch: 27 [6656/45000]	Loss: 0.3186	LR: 0.020000
Training Epoch: 27 [6912/45000]	Loss: 0.4115	LR: 0.020000
Training Epoch: 27 [7168/45000]	Loss: 0.2928	LR: 0.020000
Training Epoch: 27 [7424/45000]	Loss: 0.2806	LR: 0.020000
Training Epoch: 27 [7680/45000]	Loss: 0.3583	LR: 0.020000
Training Epoch: 27 [7936/45000]	Loss: 0.2938	LR: 0.020000
Training Epoch: 27 [8192/45000]	Loss: 0.3865	LR: 0.020000
Training Epoch: 27 [8448/45000]	Loss: 0.3021	LR: 0.020000
Training Epoch: 27 [8704/45000]	Loss: 0.2972	LR: 0.020000
Training Epoch: 27 [8960/45000]	Loss: 0.4199	LR: 0.020000
Training Epoch: 27 [9216/45000]	Loss: 0.3403	LR: 0.020000
Training Epoch: 27 [9472/45000]	Loss: 0.3373	LR: 0.020000
Training Epoch: 27 [9728/45000]	Loss: 0.3162	LR: 0.020000
Training Epoch: 27 [9984/45000]	Loss: 0.3819	LR: 0.020000
Training Epoch: 27 [10240/45000]	Loss: 0.3838	LR: 0.020000
Training Epoch: 27 [10496/45000]	Loss: 0.3802	LR: 0.020000
Training Epoch: 27 [10752/45000]	Loss: 0.2418	LR: 0.020000
Training Epoch: 27 [11008/45000]	Loss: 0.3687	LR: 0.020000
Training Epoch: 27 [11264/45000]	Loss: 0.3634	LR: 0.020000
Training Epoch: 27 [11520/45000]	Loss: 0.3943	LR: 0.020000
Training Epoch: 27 [11776/45000]	Loss: 0.3594	LR: 0.020000
Training Epoch: 27 [12032/45000]	Loss: 0.2878	LR: 0.020000
Training Epoch: 27 [12288/45000]	Loss: 0.2947	LR: 0.020000
Training Epoch: 27 [12544/45000]	Loss: 0.3016	LR: 0.020000
Training Epoch: 27 [12800/45000]	Loss: 0.4022	LR: 0.020000
Training Epoch: 27 [13056/45000]	Loss: 0.4852	LR: 0.020000
Training Epoch: 27 [13312/45000]	Loss: 0.3780	LR: 0.020000
Training Epoch: 27 [13568/45000]	Loss: 0.3789	LR: 0.020000
Training Epoch: 27 [13824/45000]	Loss: 0.4381	LR: 0.020000
Training Epoch: 27 [14080/45000]	Loss: 0.3465	LR: 0.020000
Training Epoch: 27 [14336/45000]	Loss: 0.3229	LR: 0.020000
Training Epoch: 27 [14592/45000]	Loss: 0.2605	LR: 0.020000
Training Epoch: 27 [14848/45000]	Loss: 0.3717	LR: 0.020000
Training Epoch: 27 [15104/45000]	Loss: 0.3470	LR: 0.020000
Training Epoch: 27 [15360/45000]	Loss: 0.3424	LR: 0.020000
Training Epoch: 27 [15616/45000]	Loss: 0.3275	LR: 0.020000
Training Epoch: 27 [15872/45000]	Loss: 0.4079	LR: 0.020000
Training Epoch: 27 [16128/45000]	Loss: 0.3866	LR: 0.020000
Training Epoch: 27 [16384/45000]	Loss: 0.3543	LR: 0.020000
Training Epoch: 27 [16640/45000]	Loss: 0.3344	LR: 0.020000
Training Epoch: 27 [16896/45000]	Loss: 0.4695	LR: 0.020000
Training Epoch: 27 [17152/45000]	Loss: 0.3691	LR: 0.020000
Training Epoch: 27 [17408/45000]	Loss: 0.3504	LR: 0.020000
Training Epoch: 27 [17664/45000]	Loss: 0.4436	LR: 0.020000
Training Epoch: 27 [17920/45000]	Loss: 0.4339	LR: 0.020000
Training Epoch: 27 [18176/45000]	Loss: 0.4010	LR: 0.020000
Training Epoch: 27 [18432/45000]	Loss: 0.4894	LR: 0.020000
Training Epoch: 27 [18688/45000]	Loss: 0.3888	LR: 0.020000
Training Epoch: 27 [18944/45000]	Loss: 0.3247	LR: 0.020000
Training Epoch: 27 [19200/45000]	Loss: 0.3330	LR: 0.020000
Training Epoch: 27 [19456/45000]	Loss: 0.3630	LR: 0.020000
Training Epoch: 27 [19712/45000]	Loss: 0.3244	LR: 0.020000
Training Epoch: 27 [19968/45000]	Loss: 0.2746	LR: 0.020000
Training Epoch: 27 [20224/45000]	Loss: 0.3244	LR: 0.020000
Training Epoch: 27 [20480/45000]	Loss: 0.2811	LR: 0.020000
Training Epoch: 27 [20736/45000]	Loss: 0.3411	LR: 0.020000
Training Epoch: 27 [20992/45000]	Loss: 0.4699	LR: 0.020000
Training Epoch: 27 [21248/45000]	Loss: 0.3560	LR: 0.020000
Training Epoch: 27 [21504/45000]	Loss: 0.3415	LR: 0.020000
Training Epoch: 27 [21760/45000]	Loss: 0.3410	LR: 0.020000
Training Epoch: 27 [22016/45000]	Loss: 0.2991	LR: 0.020000
Training Epoch: 27 [22272/45000]	Loss: 0.4093	LR: 0.020000
Training Epoch: 27 [22528/45000]	Loss: 0.3841	LR: 0.020000
Training Epoch: 27 [22784/45000]	Loss: 0.3549	LR: 0.020000
Training Epoch: 27 [23040/45000]	Loss: 0.3674	LR: 0.020000
Training Epoch: 27 [23296/45000]	Loss: 0.3975	LR: 0.020000
Training Epoch: 27 [23552/45000]	Loss: 0.4887	LR: 0.020000
Training Epoch: 27 [23808/45000]	Loss: 0.3941	LR: 0.020000
Training Epoch: 27 [24064/45000]	Loss: 0.3486	LR: 0.020000
Training Epoch: 27 [24320/45000]	Loss: 0.3295	LR: 0.020000
Training Epoch: 27 [24576/45000]	Loss: 0.3436	LR: 0.020000
Training Epoch: 27 [24832/45000]	Loss: 0.2763	LR: 0.020000
Training Epoch: 27 [25088/45000]	Loss: 0.3851	LR: 0.020000
Training Epoch: 27 [25344/45000]	Loss: 0.3407	LR: 0.020000
Training Epoch: 27 [25600/45000]	Loss: 0.2894	LR: 0.020000
Training Epoch: 27 [25856/45000]	Loss: 0.4123	LR: 0.020000
Training Epoch: 27 [26112/45000]	Loss: 0.3890	LR: 0.020000
Training Epoch: 27 [26368/45000]	Loss: 0.4755	LR: 0.020000
Training Epoch: 27 [26624/45000]	Loss: 0.3985	LR: 0.020000
Training Epoch: 27 [26880/45000]	Loss: 0.3966	LR: 0.020000
Training Epoch: 27 [27136/45000]	Loss: 0.3633	LR: 0.020000
Training Epoch: 27 [27392/45000]	Loss: 0.3796	LR: 0.020000
Training Epoch: 27 [27648/45000]	Loss: 0.3949	LR: 0.020000
Training Epoch: 27 [27904/45000]	Loss: 0.4064	LR: 0.020000
Training Epoch: 27 [28160/45000]	Loss: 0.3939	LR: 0.020000
Training Epoch: 27 [28416/45000]	Loss: 0.2426	LR: 0.020000
Training Epoch: 27 [28672/45000]	Loss: 0.4063	LR: 0.020000
Training Epoch: 27 [28928/45000]	Loss: 0.3720	LR: 0.020000
Training Epoch: 27 [29184/45000]	Loss: 0.3585	LR: 0.020000
Training Epoch: 27 [29440/45000]	Loss: 0.3332	LR: 0.020000
Training Epoch: 27 [29696/45000]	Loss: 0.3210	LR: 0.020000
Training Epoch: 27 [29952/45000]	Loss: 0.3626	LR: 0.020000
Training Epoch: 27 [30208/45000]	Loss: 0.3697	LR: 0.020000
Training Epoch: 27 [30464/45000]	Loss: 0.3990	LR: 0.020000
Training Epoch: 27 [30720/45000]	Loss: 0.3738	LR: 0.020000
Training Epoch: 27 [30976/45000]	Loss: 0.3071	LR: 0.020000
Training Epoch: 27 [31232/45000]	Loss: 0.3317	LR: 0.020000
Training Epoch: 27 [31488/45000]	Loss: 0.4330	LR: 0.020000
Training Epoch: 27 [31744/45000]	Loss: 0.3847	LR: 0.020000
Training Epoch: 27 [32000/45000]	Loss: 0.3672	LR: 0.020000
Training Epoch: 27 [32256/45000]	Loss: 0.4614	LR: 0.020000
Training Epoch: 27 [32512/45000]	Loss: 0.3181	LR: 0.020000
Training Epoch: 27 [32768/45000]	Loss: 0.4562	LR: 0.020000
Training Epoch: 27 [33024/45000]	Loss: 0.3215	LR: 0.020000
Training Epoch: 27 [33280/45000]	Loss: 0.3332	LR: 0.020000
Training Epoch: 27 [33536/45000]	Loss: 0.3635	LR: 0.020000
Training Epoch: 27 [33792/45000]	Loss: 0.4498	LR: 0.020000
Training Epoch: 27 [34048/45000]	Loss: 0.3718	LR: 0.020000
Training Epoch: 27 [34304/45000]	Loss: 0.3691	LR: 0.020000
Training Epoch: 27 [34560/45000]	Loss: 0.3799	LR: 0.020000
Training Epoch: 27 [34816/45000]	Loss: 0.3873	LR: 0.020000
Training Epoch: 27 [35072/45000]	Loss: 0.4255	LR: 0.020000
Training Epoch: 27 [35328/45000]	Loss: 0.3067	LR: 0.020000
Training Epoch: 27 [35584/45000]	Loss: 0.4236	LR: 0.020000
Training Epoch: 27 [35840/45000]	Loss: 0.3319	LR: 0.020000
Training Epoch: 27 [36096/45000]	Loss: 0.3917	LR: 0.020000
Training Epoch: 27 [36352/45000]	Loss: 0.3240	LR: 0.020000
Training Epoch: 27 [36608/45000]	Loss: 0.3392	LR: 0.020000
Training Epoch: 27 [36864/45000]	Loss: 0.3418	LR: 0.020000
Training Epoch: 27 [37120/45000]	Loss: 0.4050	LR: 0.020000
Training Epoch: 27 [37376/45000]	Loss: 0.3896	LR: 0.020000
Training Epoch: 27 [37632/45000]	Loss: 0.3436	LR: 0.020000
Training Epoch: 27 [37888/45000]	Loss: 0.3377	LR: 0.020000
Training Epoch: 27 [38144/45000]	Loss: 0.4102	LR: 0.020000
Training Epoch: 27 [38400/45000]	Loss: 0.3400	LR: 0.020000
Training Epoch: 27 [38656/45000]	Loss: 0.4331	LR: 0.020000
Training Epoch: 27 [38912/45000]	Loss: 0.4724	LR: 0.020000
Training Epoch: 27 [39168/45000]	Loss: 0.3536	LR: 0.020000
Training Epoch: 27 [39424/45000]	Loss: 0.4256	LR: 0.020000
Training Epoch: 27 [39680/45000]	Loss: 0.4362	LR: 0.020000
Training Epoch: 27 [39936/45000]	Loss: 0.4187	LR: 0.020000
Training Epoch: 27 [40192/45000]	Loss: 0.3592	LR: 0.020000
Training Epoch: 27 [40448/45000]	Loss: 0.3394	LR: 0.020000
Training Epoch: 27 [40704/45000]	Loss: 0.3831	LR: 0.020000
Training Epoch: 27 [40960/45000]	Loss: 0.3909	LR: 0.020000
Training Epoch: 27 [41216/45000]	Loss: 0.4571	LR: 0.020000
Training Epoch: 27 [41472/45000]	Loss: 0.3719	LR: 0.020000
Training Epoch: 27 [41728/45000]	Loss: 0.4102	LR: 0.020000
Training Epoch: 27 [41984/45000]	Loss: 0.3455	LR: 0.020000
Training Epoch: 27 [42240/45000]	Loss: 0.3610	LR: 0.020000
Training Epoch: 27 [42496/45000]	Loss: 0.4705	LR: 0.020000
Training Epoch: 27 [42752/45000]	Loss: 0.4195	LR: 0.020000
Training Epoch: 27 [43008/45000]	Loss: 0.3731	LR: 0.020000
Training Epoch: 27 [43264/45000]	Loss: 0.4506	LR: 0.020000
Training Epoch: 27 [43520/45000]	Loss: 0.4522	LR: 0.020000
Training Epoch: 27 [43776/45000]	Loss: 0.3390	LR: 0.020000
Training Epoch: 27 [44032/45000]	Loss: 0.4083	LR: 0.020000
Training Epoch: 27 [44288/45000]	Loss: 0.3344	LR: 0.020000
Training Epoch: 27 [44544/45000]	Loss: 0.3931	LR: 0.020000
Training Epoch: 27 [44800/45000]	Loss: 0.3207	LR: 0.020000
Training Epoch: 27 [45000/45000]	Loss: 0.3775	LR: 0.020000
Epoch 27 - Average Train Loss: 0.3674, Train Accuracy: 0.8774
Epoch 27 training time consumed: 26.71s
Evaluating Network.....
Test set: Epoch: 27, Average loss: 0.0034, Accuracy: 0.7606, Time consumed:0.91s
Training Epoch: 28 [256/45000]	Loss: 0.2848	LR: 0.020000
Training Epoch: 28 [512/45000]	Loss: 0.3138	LR: 0.020000
Training Epoch: 28 [768/45000]	Loss: 0.2854	LR: 0.020000
Training Epoch: 28 [1024/45000]	Loss: 0.3168	LR: 0.020000
Training Epoch: 28 [1280/45000]	Loss: 0.3514	LR: 0.020000
Training Epoch: 28 [1536/45000]	Loss: 0.3404	LR: 0.020000
Training Epoch: 28 [1792/45000]	Loss: 0.3332	LR: 0.020000
Training Epoch: 28 [2048/45000]	Loss: 0.2866	LR: 0.020000
Training Epoch: 28 [2304/45000]	Loss: 0.3817	LR: 0.020000
Training Epoch: 28 [2560/45000]	Loss: 0.2435	LR: 0.020000
Training Epoch: 28 [2816/45000]	Loss: 0.3511	LR: 0.020000
Training Epoch: 28 [3072/45000]	Loss: 0.3015	LR: 0.020000
Training Epoch: 28 [3328/45000]	Loss: 0.2824	LR: 0.020000
Training Epoch: 28 [3584/45000]	Loss: 0.3145	LR: 0.020000
Training Epoch: 28 [3840/45000]	Loss: 0.3162	LR: 0.020000
Training Epoch: 28 [4096/45000]	Loss: 0.3088	LR: 0.020000
Training Epoch: 28 [4352/45000]	Loss: 0.3253	LR: 0.020000
Training Epoch: 28 [4608/45000]	Loss: 0.3064	LR: 0.020000
Training Epoch: 28 [4864/45000]	Loss: 0.3422	LR: 0.020000
Training Epoch: 28 [5120/45000]	Loss: 0.2849	LR: 0.020000
Training Epoch: 28 [5376/45000]	Loss: 0.2914	LR: 0.020000
Training Epoch: 28 [5632/45000]	Loss: 0.2923	LR: 0.020000
Training Epoch: 28 [5888/45000]	Loss: 0.3328	LR: 0.020000
Training Epoch: 28 [6144/45000]	Loss: 0.3663	LR: 0.020000
Training Epoch: 28 [6400/45000]	Loss: 0.3704	LR: 0.020000
Training Epoch: 28 [6656/45000]	Loss: 0.3256	LR: 0.020000
Training Epoch: 28 [6912/45000]	Loss: 0.3664	LR: 0.020000
Training Epoch: 28 [7168/45000]	Loss: 0.3105	LR: 0.020000
Training Epoch: 28 [7424/45000]	Loss: 0.2649	LR: 0.020000
Training Epoch: 28 [7680/45000]	Loss: 0.3280	LR: 0.020000
Training Epoch: 28 [7936/45000]	Loss: 0.3069	LR: 0.020000
Training Epoch: 28 [8192/45000]	Loss: 0.2961	LR: 0.020000
Training Epoch: 28 [8448/45000]	Loss: 0.2990	LR: 0.020000
Training Epoch: 28 [8704/45000]	Loss: 0.3475	LR: 0.020000
Training Epoch: 28 [8960/45000]	Loss: 0.3522	LR: 0.020000
Training Epoch: 28 [9216/45000]	Loss: 0.3431	LR: 0.020000
Training Epoch: 28 [9472/45000]	Loss: 0.3636	LR: 0.020000
Training Epoch: 28 [9728/45000]	Loss: 0.3060	LR: 0.020000
Training Epoch: 28 [9984/45000]	Loss: 0.3137	LR: 0.020000
Training Epoch: 28 [10240/45000]	Loss: 0.3156	LR: 0.020000
Training Epoch: 28 [10496/45000]	Loss: 0.2823	LR: 0.020000
Training Epoch: 28 [10752/45000]	Loss: 0.3654	LR: 0.020000
Training Epoch: 28 [11008/45000]	Loss: 0.3044	LR: 0.020000
Training Epoch: 28 [11264/45000]	Loss: 0.2870	LR: 0.020000
Training Epoch: 28 [11520/45000]	Loss: 0.3603	LR: 0.020000
Training Epoch: 28 [11776/45000]	Loss: 0.3146	LR: 0.020000
Training Epoch: 28 [12032/45000]	Loss: 0.4001	LR: 0.020000
Training Epoch: 28 [12288/45000]	Loss: 0.3131	LR: 0.020000
Training Epoch: 28 [12544/45000]	Loss: 0.2488	LR: 0.020000
Training Epoch: 28 [12800/45000]	Loss: 0.4004	LR: 0.020000
Training Epoch: 28 [13056/45000]	Loss: 0.3480	LR: 0.020000
Training Epoch: 28 [13312/45000]	Loss: 0.3320	LR: 0.020000
Training Epoch: 28 [13568/45000]	Loss: 0.3472	LR: 0.020000
Training Epoch: 28 [13824/45000]	Loss: 0.3287	LR: 0.020000
Training Epoch: 28 [14080/45000]	Loss: 0.3091	LR: 0.020000
Training Epoch: 28 [14336/45000]	Loss: 0.3579	LR: 0.020000
Training Epoch: 28 [14592/45000]	Loss: 0.3509	LR: 0.020000
Training Epoch: 28 [14848/45000]	Loss: 0.4474	LR: 0.020000
Training Epoch: 28 [15104/45000]	Loss: 0.3154	LR: 0.020000
Training Epoch: 28 [15360/45000]	Loss: 0.2720	LR: 0.020000
Training Epoch: 28 [15616/45000]	Loss: 0.2894	LR: 0.020000
Training Epoch: 28 [15872/45000]	Loss: 0.3469	LR: 0.020000
Training Epoch: 28 [16128/45000]	Loss: 0.3095	LR: 0.020000
Training Epoch: 28 [16384/45000]	Loss: 0.3702	LR: 0.020000
Training Epoch: 28 [16640/45000]	Loss: 0.3477	LR: 0.020000
Training Epoch: 28 [16896/45000]	Loss: 0.3157	LR: 0.020000
Training Epoch: 28 [17152/45000]	Loss: 0.4060	LR: 0.020000
Training Epoch: 28 [17408/45000]	Loss: 0.3654	LR: 0.020000
Training Epoch: 28 [17664/45000]	Loss: 0.3436	LR: 0.020000
Training Epoch: 28 [17920/45000]	Loss: 0.3127	LR: 0.020000
Training Epoch: 28 [18176/45000]	Loss: 0.4300	LR: 0.020000
Training Epoch: 28 [18432/45000]	Loss: 0.3178	LR: 0.020000
Training Epoch: 28 [18688/45000]	Loss: 0.2622	LR: 0.020000
Training Epoch: 28 [18944/45000]	Loss: 0.3025	LR: 0.020000
Training Epoch: 28 [19200/45000]	Loss: 0.3190	LR: 0.020000
Training Epoch: 28 [19456/45000]	Loss: 0.3134	LR: 0.020000
Training Epoch: 28 [19712/45000]	Loss: 0.3118	LR: 0.020000
Training Epoch: 28 [19968/45000]	Loss: 0.3560	LR: 0.020000
Training Epoch: 28 [20224/45000]	Loss: 0.3631	LR: 0.020000
Training Epoch: 28 [20480/45000]	Loss: 0.3602	LR: 0.020000
Training Epoch: 28 [20736/45000]	Loss: 0.3275	LR: 0.020000
Training Epoch: 28 [20992/45000]	Loss: 0.3436	LR: 0.020000
Training Epoch: 28 [21248/45000]	Loss: 0.3486	LR: 0.020000
Training Epoch: 28 [21504/45000]	Loss: 0.4799	LR: 0.020000
Training Epoch: 28 [21760/45000]	Loss: 0.4250	LR: 0.020000
Training Epoch: 28 [22016/45000]	Loss: 0.3275	LR: 0.020000
Training Epoch: 28 [22272/45000]	Loss: 0.3712	LR: 0.020000
Training Epoch: 28 [22528/45000]	Loss: 0.2771	LR: 0.020000
Training Epoch: 28 [22784/45000]	Loss: 0.4373	LR: 0.020000
Training Epoch: 28 [23040/45000]	Loss: 0.3834	LR: 0.020000
Training Epoch: 28 [23296/45000]	Loss: 0.4248	LR: 0.020000
Training Epoch: 28 [23552/45000]	Loss: 0.3779	LR: 0.020000
Training Epoch: 28 [23808/45000]	Loss: 0.3562	LR: 0.020000
Training Epoch: 28 [24064/45000]	Loss: 0.3141	LR: 0.020000
Training Epoch: 28 [24320/45000]	Loss: 0.3917	LR: 0.020000
Training Epoch: 28 [24576/45000]	Loss: 0.3662	LR: 0.020000
Training Epoch: 28 [24832/45000]	Loss: 0.3125	LR: 0.020000
Training Epoch: 28 [25088/45000]	Loss: 0.3212	LR: 0.020000
Training Epoch: 28 [25344/45000]	Loss: 0.3849	LR: 0.020000
Training Epoch: 28 [25600/45000]	Loss: 0.3481	LR: 0.020000
Training Epoch: 28 [25856/45000]	Loss: 0.3547	LR: 0.020000
Training Epoch: 28 [26112/45000]	Loss: 0.3716	LR: 0.020000
Training Epoch: 28 [26368/45000]	Loss: 0.3260	LR: 0.020000
Training Epoch: 28 [26624/45000]	Loss: 0.2915	LR: 0.020000
Training Epoch: 28 [26880/45000]	Loss: 0.3739	LR: 0.020000
Training Epoch: 28 [27136/45000]	Loss: 0.3479	LR: 0.020000
Training Epoch: 28 [27392/45000]	Loss: 0.3662	LR: 0.020000
Training Epoch: 28 [27648/45000]	Loss: 0.3290	LR: 0.020000
Training Epoch: 28 [27904/45000]	Loss: 0.3245	LR: 0.020000
Training Epoch: 28 [28160/45000]	Loss: 0.4353	LR: 0.020000
Training Epoch: 28 [28416/45000]	Loss: 0.3546	LR: 0.020000
Training Epoch: 28 [28672/45000]	Loss: 0.3458	LR: 0.020000
Training Epoch: 28 [28928/45000]	Loss: 0.3475	LR: 0.020000
Training Epoch: 28 [29184/45000]	Loss: 0.4425	LR: 0.020000
Training Epoch: 28 [29440/45000]	Loss: 0.3439	LR: 0.020000
Training Epoch: 28 [29696/45000]	Loss: 0.4052	LR: 0.020000
Training Epoch: 28 [29952/45000]	Loss: 0.3342	LR: 0.020000
Training Epoch: 28 [30208/45000]	Loss: 0.3645	LR: 0.020000
Training Epoch: 28 [30464/45000]	Loss: 0.3324	LR: 0.020000
Training Epoch: 28 [30720/45000]	Loss: 0.3000	LR: 0.020000
Training Epoch: 28 [30976/45000]	Loss: 0.3595	LR: 0.020000
Training Epoch: 28 [31232/45000]	Loss: 0.2771	LR: 0.020000
Training Epoch: 28 [31488/45000]	Loss: 0.3248	LR: 0.020000
Training Epoch: 28 [31744/45000]	Loss: 0.3087	LR: 0.020000
Training Epoch: 28 [32000/45000]	Loss: 0.3540	LR: 0.020000
Training Epoch: 28 [32256/45000]	Loss: 0.4099	LR: 0.020000
Training Epoch: 28 [32512/45000]	Loss: 0.3831	LR: 0.020000
Training Epoch: 28 [32768/45000]	Loss: 0.3151	LR: 0.020000
Training Epoch: 28 [33024/45000]	Loss: 0.4291	LR: 0.020000
Training Epoch: 28 [33280/45000]	Loss: 0.3742	LR: 0.020000
Training Epoch: 28 [33536/45000]	Loss: 0.3390	LR: 0.020000
Training Epoch: 28 [33792/45000]	Loss: 0.3700	LR: 0.020000
Training Epoch: 28 [34048/45000]	Loss: 0.3597	LR: 0.020000
Training Epoch: 28 [34304/45000]	Loss: 0.3220	LR: 0.020000
Training Epoch: 28 [34560/45000]	Loss: 0.4301	LR: 0.020000
Training Epoch: 28 [34816/45000]	Loss: 0.4132	LR: 0.020000
Training Epoch: 28 [35072/45000]	Loss: 0.3867	LR: 0.020000
Training Epoch: 28 [35328/45000]	Loss: 0.2964	LR: 0.020000
Training Epoch: 28 [35584/45000]	Loss: 0.4128	LR: 0.020000
Training Epoch: 28 [35840/45000]	Loss: 0.4002	LR: 0.020000
Training Epoch: 28 [36096/45000]	Loss: 0.4876	LR: 0.020000
Training Epoch: 28 [36352/45000]	Loss: 0.3941	LR: 0.020000
Training Epoch: 28 [36608/45000]	Loss: 0.3017	LR: 0.020000
Training Epoch: 28 [36864/45000]	Loss: 0.4357	LR: 0.020000
Training Epoch: 28 [37120/45000]	Loss: 0.4513	LR: 0.020000
Training Epoch: 28 [37376/45000]	Loss: 0.3114	LR: 0.020000
Training Epoch: 28 [37632/45000]	Loss: 0.4189	LR: 0.020000
Training Epoch: 28 [37888/45000]	Loss: 0.4166	LR: 0.020000
Training Epoch: 28 [38144/45000]	Loss: 0.4674	LR: 0.020000
Training Epoch: 28 [38400/45000]	Loss: 0.4728	LR: 0.020000
Training Epoch: 28 [38656/45000]	Loss: 0.3574	LR: 0.020000
Training Epoch: 28 [38912/45000]	Loss: 0.4062	LR: 0.020000
Training Epoch: 28 [39168/45000]	Loss: 0.3819	LR: 0.020000
Training Epoch: 28 [39424/45000]	Loss: 0.4422	LR: 0.020000
Training Epoch: 28 [39680/45000]	Loss: 0.3198	LR: 0.020000
Training Epoch: 28 [39936/45000]	Loss: 0.3566	LR: 0.020000
Training Epoch: 28 [40192/45000]	Loss: 0.3829	LR: 0.020000
Training Epoch: 28 [40448/45000]	Loss: 0.2974	LR: 0.020000
Training Epoch: 28 [40704/45000]	Loss: 0.3797	LR: 0.020000
Training Epoch: 28 [40960/45000]	Loss: 0.4337	LR: 0.020000
Training Epoch: 28 [41216/45000]	Loss: 0.3369	LR: 0.020000
Training Epoch: 28 [41472/45000]	Loss: 0.3478	LR: 0.020000
Training Epoch: 28 [41728/45000]	Loss: 0.4079	LR: 0.020000
Training Epoch: 28 [41984/45000]	Loss: 0.3406	LR: 0.020000
Training Epoch: 28 [42240/45000]	Loss: 0.3537	LR: 0.020000
Training Epoch: 28 [42496/45000]	Loss: 0.4473	LR: 0.020000
Training Epoch: 28 [42752/45000]	Loss: 0.3556	LR: 0.020000
Training Epoch: 28 [43008/45000]	Loss: 0.3711	LR: 0.020000
Training Epoch: 28 [43264/45000]	Loss: 0.3787	LR: 0.020000
Training Epoch: 28 [43520/45000]	Loss: 0.3433	LR: 0.020000
Training Epoch: 28 [43776/45000]	Loss: 0.3320	LR: 0.020000
Training Epoch: 28 [44032/45000]	Loss: 0.4639	LR: 0.020000
Training Epoch: 28 [44288/45000]	Loss: 0.3306	LR: 0.020000
Training Epoch: 28 [44544/45000]	Loss: 0.3948	LR: 0.020000
Training Epoch: 28 [44800/45000]	Loss: 0.2976	LR: 0.020000
Training Epoch: 28 [45000/45000]	Loss: 0.3736	LR: 0.020000
Epoch 28 - Average Train Loss: 0.3503, Train Accuracy: 0.8835
Epoch 28 training time consumed: 26.68s
Evaluating Network.....
Test set: Epoch: 28, Average loss: 0.0034, Accuracy: 0.7626, Time consumed:0.89s
Training Epoch: 29 [256/45000]	Loss: 0.2854	LR: 0.020000
Training Epoch: 29 [512/45000]	Loss: 0.2883	LR: 0.020000
Training Epoch: 29 [768/45000]	Loss: 0.2235	LR: 0.020000
Training Epoch: 29 [1024/45000]	Loss: 0.3305	LR: 0.020000
Training Epoch: 29 [1280/45000]	Loss: 0.2803	LR: 0.020000
Training Epoch: 29 [1536/45000]	Loss: 0.3994	LR: 0.020000
Training Epoch: 29 [1792/45000]	Loss: 0.3389	LR: 0.020000
Training Epoch: 29 [2048/45000]	Loss: 0.2226	LR: 0.020000
Training Epoch: 29 [2304/45000]	Loss: 0.3253	LR: 0.020000
Training Epoch: 29 [2560/45000]	Loss: 0.2554	LR: 0.020000
Training Epoch: 29 [2816/45000]	Loss: 0.2888	LR: 0.020000
Training Epoch: 29 [3072/45000]	Loss: 0.2170	LR: 0.020000
Training Epoch: 29 [3328/45000]	Loss: 0.2475	LR: 0.020000
Training Epoch: 29 [3584/45000]	Loss: 0.3805	LR: 0.020000
Training Epoch: 29 [3840/45000]	Loss: 0.3106	LR: 0.020000
Training Epoch: 29 [4096/45000]	Loss: 0.2784	LR: 0.020000
Training Epoch: 29 [4352/45000]	Loss: 0.2729	LR: 0.020000
Training Epoch: 29 [4608/45000]	Loss: 0.3175	LR: 0.020000
Training Epoch: 29 [4864/45000]	Loss: 0.2834	LR: 0.020000
Training Epoch: 29 [5120/45000]	Loss: 0.3114	LR: 0.020000
Training Epoch: 29 [5376/45000]	Loss: 0.2890	LR: 0.020000
Training Epoch: 29 [5632/45000]	Loss: 0.2849	LR: 0.020000
Training Epoch: 29 [5888/45000]	Loss: 0.3045	LR: 0.020000
Training Epoch: 29 [6144/45000]	Loss: 0.3005	LR: 0.020000
Training Epoch: 29 [6400/45000]	Loss: 0.3273	LR: 0.020000
Training Epoch: 29 [6656/45000]	Loss: 0.2770	LR: 0.020000
Training Epoch: 29 [6912/45000]	Loss: 0.3097	LR: 0.020000
Training Epoch: 29 [7168/45000]	Loss: 0.2993	LR: 0.020000
Training Epoch: 29 [7424/45000]	Loss: 0.2391	LR: 0.020000
Training Epoch: 29 [7680/45000]	Loss: 0.3706	LR: 0.020000
Training Epoch: 29 [7936/45000]	Loss: 0.2205	LR: 0.020000
Training Epoch: 29 [8192/45000]	Loss: 0.3400	LR: 0.020000
Training Epoch: 29 [8448/45000]	Loss: 0.3718	LR: 0.020000
Training Epoch: 29 [8704/45000]	Loss: 0.3098	LR: 0.020000
Training Epoch: 29 [8960/45000]	Loss: 0.2673	LR: 0.020000
Training Epoch: 29 [9216/45000]	Loss: 0.3031	LR: 0.020000
Training Epoch: 29 [9472/45000]	Loss: 0.3380	LR: 0.020000
Training Epoch: 29 [9728/45000]	Loss: 0.2996	LR: 0.020000
Training Epoch: 29 [9984/45000]	Loss: 0.3017	LR: 0.020000
Training Epoch: 29 [10240/45000]	Loss: 0.2923	LR: 0.020000
Training Epoch: 29 [10496/45000]	Loss: 0.3237	LR: 0.020000
Training Epoch: 29 [10752/45000]	Loss: 0.3881	LR: 0.020000
Training Epoch: 29 [11008/45000]	Loss: 0.2340	LR: 0.020000
Training Epoch: 29 [11264/45000]	Loss: 0.2586	LR: 0.020000
Training Epoch: 29 [11520/45000]	Loss: 0.3571	LR: 0.020000
Training Epoch: 29 [11776/45000]	Loss: 0.3626	LR: 0.020000
Training Epoch: 29 [12032/45000]	Loss: 0.2721	LR: 0.020000
Training Epoch: 29 [12288/45000]	Loss: 0.3378	LR: 0.020000
Training Epoch: 29 [12544/45000]	Loss: 0.2640	LR: 0.020000
Training Epoch: 29 [12800/45000]	Loss: 0.3563	LR: 0.020000
Training Epoch: 29 [13056/45000]	Loss: 0.2598	LR: 0.020000
Training Epoch: 29 [13312/45000]	Loss: 0.3873	LR: 0.020000
Training Epoch: 29 [13568/45000]	Loss: 0.2916	LR: 0.020000
Training Epoch: 29 [13824/45000]	Loss: 0.3750	LR: 0.020000
Training Epoch: 29 [14080/45000]	Loss: 0.2142	LR: 0.020000
Training Epoch: 29 [14336/45000]	Loss: 0.3387	LR: 0.020000
Training Epoch: 29 [14592/45000]	Loss: 0.3729	LR: 0.020000
Training Epoch: 29 [14848/45000]	Loss: 0.2956	LR: 0.020000
Training Epoch: 29 [15104/45000]	Loss: 0.3399	LR: 0.020000
Training Epoch: 29 [15360/45000]	Loss: 0.3335	LR: 0.020000
Training Epoch: 29 [15616/45000]	Loss: 0.2839	LR: 0.020000
Training Epoch: 29 [15872/45000]	Loss: 0.3870	LR: 0.020000
Training Epoch: 29 [16128/45000]	Loss: 0.4136	LR: 0.020000
Training Epoch: 29 [16384/45000]	Loss: 0.3407	LR: 0.020000
Training Epoch: 29 [16640/45000]	Loss: 0.4049	LR: 0.020000
Training Epoch: 29 [16896/45000]	Loss: 0.3204	LR: 0.020000
Training Epoch: 29 [17152/45000]	Loss: 0.3023	LR: 0.020000
Training Epoch: 29 [17408/45000]	Loss: 0.3823	LR: 0.020000
Training Epoch: 29 [17664/45000]	Loss: 0.3822	LR: 0.020000
Training Epoch: 29 [17920/45000]	Loss: 0.3398	LR: 0.020000
Training Epoch: 29 [18176/45000]	Loss: 0.3087	LR: 0.020000
Training Epoch: 29 [18432/45000]	Loss: 0.3739	LR: 0.020000
Training Epoch: 29 [18688/45000]	Loss: 0.3865	LR: 0.020000
Training Epoch: 29 [18944/45000]	Loss: 0.3154	LR: 0.020000
Training Epoch: 29 [19200/45000]	Loss: 0.3753	LR: 0.020000
Training Epoch: 29 [19456/45000]	Loss: 0.3733	LR: 0.020000
Training Epoch: 29 [19712/45000]	Loss: 0.3445	LR: 0.020000
Training Epoch: 29 [19968/45000]	Loss: 0.4116	LR: 0.020000
Training Epoch: 29 [20224/45000]	Loss: 0.3257	LR: 0.020000
Training Epoch: 29 [20480/45000]	Loss: 0.2931	LR: 0.020000
Training Epoch: 29 [20736/45000]	Loss: 0.4058	LR: 0.020000
Training Epoch: 29 [20992/45000]	Loss: 0.2984	LR: 0.020000
Training Epoch: 29 [21248/45000]	Loss: 0.4290	LR: 0.020000
Training Epoch: 29 [21504/45000]	Loss: 0.3839	LR: 0.020000
Training Epoch: 29 [21760/45000]	Loss: 0.4283	LR: 0.020000
Training Epoch: 29 [22016/45000]	Loss: 0.2808	LR: 0.020000
Training Epoch: 29 [22272/45000]	Loss: 0.3941	LR: 0.020000
Training Epoch: 29 [22528/45000]	Loss: 0.3928	LR: 0.020000
Training Epoch: 29 [22784/45000]	Loss: 0.4242	LR: 0.020000
Training Epoch: 29 [23040/45000]	Loss: 0.2617	LR: 0.020000
Training Epoch: 29 [23296/45000]	Loss: 0.2841	LR: 0.020000
Training Epoch: 29 [23552/45000]	Loss: 0.4224	LR: 0.020000
Training Epoch: 29 [23808/45000]	Loss: 0.2591	LR: 0.020000
Training Epoch: 29 [24064/45000]	Loss: 0.2994	LR: 0.020000
Training Epoch: 29 [24320/45000]	Loss: 0.3670	LR: 0.020000
Training Epoch: 29 [24576/45000]	Loss: 0.2757	LR: 0.020000
Training Epoch: 29 [24832/45000]	Loss: 0.3383	LR: 0.020000
Training Epoch: 29 [25088/45000]	Loss: 0.3893	LR: 0.020000
Training Epoch: 29 [25344/45000]	Loss: 0.4036	LR: 0.020000
Training Epoch: 29 [25600/45000]	Loss: 0.3154	LR: 0.020000
Training Epoch: 29 [25856/45000]	Loss: 0.4370	LR: 0.020000
Training Epoch: 29 [26112/45000]	Loss: 0.3314	LR: 0.020000
Training Epoch: 29 [26368/45000]	Loss: 0.3676	LR: 0.020000
Training Epoch: 29 [26624/45000]	Loss: 0.3515	LR: 0.020000
Training Epoch: 29 [26880/45000]	Loss: 0.2772	LR: 0.020000
Training Epoch: 29 [27136/45000]	Loss: 0.3799	LR: 0.020000
Training Epoch: 29 [27392/45000]	Loss: 0.2946	LR: 0.020000
Training Epoch: 29 [27648/45000]	Loss: 0.3633	LR: 0.020000
Training Epoch: 29 [27904/45000]	Loss: 0.3706	LR: 0.020000
Training Epoch: 29 [28160/45000]	Loss: 0.3624	LR: 0.020000
Training Epoch: 29 [28416/45000]	Loss: 0.3692	LR: 0.020000
Training Epoch: 29 [28672/45000]	Loss: 0.3456	LR: 0.020000
Training Epoch: 29 [28928/45000]	Loss: 0.3574	LR: 0.020000
Training Epoch: 29 [29184/45000]	Loss: 0.4767	LR: 0.020000
Training Epoch: 29 [29440/45000]	Loss: 0.3238	LR: 0.020000
Training Epoch: 29 [29696/45000]	Loss: 0.4058	LR: 0.020000
Training Epoch: 29 [29952/45000]	Loss: 0.4296	LR: 0.020000
Training Epoch: 29 [30208/45000]	Loss: 0.2904	LR: 0.020000
Training Epoch: 29 [30464/45000]	Loss: 0.4603	LR: 0.020000
Training Epoch: 29 [30720/45000]	Loss: 0.2967	LR: 0.020000
Training Epoch: 29 [30976/45000]	Loss: 0.3682	LR: 0.020000
Training Epoch: 29 [31232/45000]	Loss: 0.4355	LR: 0.020000
Training Epoch: 29 [31488/45000]	Loss: 0.3371	LR: 0.020000
Training Epoch: 29 [31744/45000]	Loss: 0.4027	LR: 0.020000
Training Epoch: 29 [32000/45000]	Loss: 0.2905	LR: 0.020000
Training Epoch: 29 [32256/45000]	Loss: 0.3712	LR: 0.020000
Training Epoch: 29 [32512/45000]	Loss: 0.4007	LR: 0.020000
Training Epoch: 29 [32768/45000]	Loss: 0.2656	LR: 0.020000
Training Epoch: 29 [33024/45000]	Loss: 0.3588	LR: 0.020000
Training Epoch: 29 [33280/45000]	Loss: 0.3281	LR: 0.020000
Training Epoch: 29 [33536/45000]	Loss: 0.3171	LR: 0.020000
Training Epoch: 29 [33792/45000]	Loss: 0.3412	LR: 0.020000
Training Epoch: 29 [34048/45000]	Loss: 0.3039	LR: 0.020000
Training Epoch: 29 [34304/45000]	Loss: 0.4524	LR: 0.020000
Training Epoch: 29 [34560/45000]	Loss: 0.3483	LR: 0.020000
Training Epoch: 29 [34816/45000]	Loss: 0.3904	LR: 0.020000
Training Epoch: 29 [35072/45000]	Loss: 0.4237	LR: 0.020000
Training Epoch: 29 [35328/45000]	Loss: 0.3305	LR: 0.020000
Training Epoch: 29 [35584/45000]	Loss: 0.4381	LR: 0.020000
Training Epoch: 29 [35840/45000]	Loss: 0.3883	LR: 0.020000
Training Epoch: 29 [36096/45000]	Loss: 0.4345	LR: 0.020000
Training Epoch: 29 [36352/45000]	Loss: 0.4656	LR: 0.020000
Training Epoch: 29 [36608/45000]	Loss: 0.4156	LR: 0.020000
Training Epoch: 29 [36864/45000]	Loss: 0.4523	LR: 0.020000
Training Epoch: 29 [37120/45000]	Loss: 0.3501	LR: 0.020000
Training Epoch: 29 [37376/45000]	Loss: 0.4348	LR: 0.020000
Training Epoch: 29 [37632/45000]	Loss: 0.3373	LR: 0.020000
Training Epoch: 29 [37888/45000]	Loss: 0.3219	LR: 0.020000
Training Epoch: 29 [38144/45000]	Loss: 0.3331	LR: 0.020000
Training Epoch: 29 [38400/45000]	Loss: 0.2915	LR: 0.020000
Training Epoch: 29 [38656/45000]	Loss: 0.3390	LR: 0.020000
Training Epoch: 29 [38912/45000]	Loss: 0.4054	LR: 0.020000
Training Epoch: 29 [39168/45000]	Loss: 0.3944	LR: 0.020000
Training Epoch: 29 [39424/45000]	Loss: 0.3108	LR: 0.020000
Training Epoch: 29 [39680/45000]	Loss: 0.3636	LR: 0.020000
Training Epoch: 29 [39936/45000]	Loss: 0.3924	LR: 0.020000
Training Epoch: 29 [40192/45000]	Loss: 0.3973	LR: 0.020000
Training Epoch: 29 [40448/45000]	Loss: 0.3354	LR: 0.020000
Training Epoch: 29 [40704/45000]	Loss: 0.3658	LR: 0.020000
Training Epoch: 29 [40960/45000]	Loss: 0.3959	LR: 0.020000
Training Epoch: 29 [41216/45000]	Loss: 0.3209	LR: 0.020000
Training Epoch: 29 [41472/45000]	Loss: 0.2821	LR: 0.020000
Training Epoch: 29 [41728/45000]	Loss: 0.3470	LR: 0.020000
Training Epoch: 29 [41984/45000]	Loss: 0.4058	LR: 0.020000
Training Epoch: 29 [42240/45000]	Loss: 0.4565	LR: 0.020000
Training Epoch: 29 [42496/45000]	Loss: 0.4103	LR: 0.020000
Training Epoch: 29 [42752/45000]	Loss: 0.3664	LR: 0.020000
Training Epoch: 29 [43008/45000]	Loss: 0.3313	LR: 0.020000
Training Epoch: 29 [43264/45000]	Loss: 0.3616	LR: 0.020000
Training Epoch: 29 [43520/45000]	Loss: 0.3297	LR: 0.020000
Training Epoch: 29 [43776/45000]	Loss: 0.3407	LR: 0.020000
Training Epoch: 29 [44032/45000]	Loss: 0.3361	LR: 0.020000
Training Epoch: 29 [44288/45000]	Loss: 0.4059	LR: 0.020000
Training Epoch: 29 [44544/45000]	Loss: 0.3493	LR: 0.020000
Training Epoch: 29 [44800/45000]	Loss: 0.3845	LR: 0.020000
Training Epoch: 29 [45000/45000]	Loss: 0.2963	LR: 0.020000
Epoch 29 - Average Train Loss: 0.3423, Train Accuracy: 0.8860
Epoch 29 training time consumed: 26.68s
Evaluating Network.....
Test set: Epoch: 29, Average loss: 0.0033, Accuracy: 0.7632, Time consumed:0.88s
Training Epoch: 30 [256/45000]	Loss: 0.3350	LR: 0.004000
Training Epoch: 30 [512/45000]	Loss: 0.4259	LR: 0.004000
Training Epoch: 30 [768/45000]	Loss: 0.2740	LR: 0.004000
Training Epoch: 30 [1024/45000]	Loss: 0.3221	LR: 0.004000
Training Epoch: 30 [1280/45000]	Loss: 0.2689	LR: 0.004000
Training Epoch: 30 [1536/45000]	Loss: 0.2895	LR: 0.004000
Training Epoch: 30 [1792/45000]	Loss: 0.3448	LR: 0.004000
Training Epoch: 30 [2048/45000]	Loss: 0.3357	LR: 0.004000
Training Epoch: 30 [2304/45000]	Loss: 0.2643	LR: 0.004000
Training Epoch: 30 [2560/45000]	Loss: 0.3247	LR: 0.004000
Training Epoch: 30 [2816/45000]	Loss: 0.2889	LR: 0.004000
Training Epoch: 30 [3072/45000]	Loss: 0.2501	LR: 0.004000
Training Epoch: 30 [3328/45000]	Loss: 0.2883	LR: 0.004000
Training Epoch: 30 [3584/45000]	Loss: 0.2858	LR: 0.004000
Training Epoch: 30 [3840/45000]	Loss: 0.2556	LR: 0.004000
Training Epoch: 30 [4096/45000]	Loss: 0.2592	LR: 0.004000
Training Epoch: 30 [4352/45000]	Loss: 0.3180	LR: 0.004000
Training Epoch: 30 [4608/45000]	Loss: 0.2363	LR: 0.004000
Training Epoch: 30 [4864/45000]	Loss: 0.2208	LR: 0.004000
Training Epoch: 30 [5120/45000]	Loss: 0.2129	LR: 0.004000
Training Epoch: 30 [5376/45000]	Loss: 0.3189	LR: 0.004000
Training Epoch: 30 [5632/45000]	Loss: 0.2897	LR: 0.004000
Training Epoch: 30 [5888/45000]	Loss: 0.1875	LR: 0.004000
Training Epoch: 30 [6144/45000]	Loss: 0.2447	LR: 0.004000
Training Epoch: 30 [6400/45000]	Loss: 0.2046	LR: 0.004000
Training Epoch: 30 [6656/45000]	Loss: 0.1631	LR: 0.004000
Training Epoch: 30 [6912/45000]	Loss: 0.2378	LR: 0.004000
Training Epoch: 30 [7168/45000]	Loss: 0.2798	LR: 0.004000
Training Epoch: 30 [7424/45000]	Loss: 0.2109	LR: 0.004000
Training Epoch: 30 [7680/45000]	Loss: 0.2650	LR: 0.004000
Training Epoch: 30 [7936/45000]	Loss: 0.1895	LR: 0.004000
Training Epoch: 30 [8192/45000]	Loss: 0.2737	LR: 0.004000
Training Epoch: 30 [8448/45000]	Loss: 0.2365	LR: 0.004000
Training Epoch: 30 [8704/45000]	Loss: 0.2622	LR: 0.004000
Training Epoch: 30 [8960/45000]	Loss: 0.2335	LR: 0.004000
Training Epoch: 30 [9216/45000]	Loss: 0.2459	LR: 0.004000
Training Epoch: 30 [9472/45000]	Loss: 0.1970	LR: 0.004000
Training Epoch: 30 [9728/45000]	Loss: 0.2572	LR: 0.004000
Training Epoch: 30 [9984/45000]	Loss: 0.2522	LR: 0.004000
Training Epoch: 30 [10240/45000]	Loss: 0.2609	LR: 0.004000
Training Epoch: 30 [10496/45000]	Loss: 0.2600	LR: 0.004000
Training Epoch: 30 [10752/45000]	Loss: 0.2324	LR: 0.004000
Training Epoch: 30 [11008/45000]	Loss: 0.1986	LR: 0.004000
Training Epoch: 30 [11264/45000]	Loss: 0.2574	LR: 0.004000
Training Epoch: 30 [11520/45000]	Loss: 0.2981	LR: 0.004000
Training Epoch: 30 [11776/45000]	Loss: 0.2303	LR: 0.004000
Training Epoch: 30 [12032/45000]	Loss: 0.1686	LR: 0.004000
Training Epoch: 30 [12288/45000]	Loss: 0.1806	LR: 0.004000
Training Epoch: 30 [12544/45000]	Loss: 0.2253	LR: 0.004000
Training Epoch: 30 [12800/45000]	Loss: 0.2800	LR: 0.004000
Training Epoch: 30 [13056/45000]	Loss: 0.2731	LR: 0.004000
Training Epoch: 30 [13312/45000]	Loss: 0.1907	LR: 0.004000
Training Epoch: 30 [13568/45000]	Loss: 0.2721	LR: 0.004000
Training Epoch: 30 [13824/45000]	Loss: 0.2480	LR: 0.004000
Training Epoch: 30 [14080/45000]	Loss: 0.2414	LR: 0.004000
Training Epoch: 30 [14336/45000]	Loss: 0.2001	LR: 0.004000
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Training Epoch: 30 [40704/45000]	Loss: 0.2063	LR: 0.004000
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Training Epoch: 30 [41216/45000]	Loss: 0.1806	LR: 0.004000
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Training Epoch: 30 [42240/45000]	Loss: 0.1816	LR: 0.004000
Training Epoch: 30 [42496/45000]	Loss: 0.1575	LR: 0.004000
Training Epoch: 30 [42752/45000]	Loss: 0.2120	LR: 0.004000
Training Epoch: 30 [43008/45000]	Loss: 0.2554	LR: 0.004000
Training Epoch: 30 [43264/45000]	Loss: 0.2238	LR: 0.004000
Training Epoch: 30 [43520/45000]	Loss: 0.1772	LR: 0.004000
Training Epoch: 30 [43776/45000]	Loss: 0.2487	LR: 0.004000
Training Epoch: 30 [44032/45000]	Loss: 0.2274	LR: 0.004000
Training Epoch: 30 [44288/45000]	Loss: 0.1956	LR: 0.004000
Training Epoch: 30 [44544/45000]	Loss: 0.2060	LR: 0.004000
Training Epoch: 30 [44800/45000]	Loss: 0.1832	LR: 0.004000
Training Epoch: 30 [45000/45000]	Loss: 0.1690	LR: 0.004000
Epoch 30 - Average Train Loss: 0.2287, Train Accuracy: 0.9280
Epoch 30 training time consumed: 26.81s
Evaluating Network.....
Test set: Epoch: 30, Average loss: 0.0028, Accuracy: 0.8044, Time consumed:0.98s
Saving weights file to checkpoint/retrain/ResNet18/Sunday_13_July_2025_20h_58m_38s/ResNet18-Cifar20-seed10-ret100-30-best.pth
Training Epoch: 31 [256/45000]	Loss: 0.1799	LR: 0.004000
Training Epoch: 31 [512/45000]	Loss: 0.1636	LR: 0.004000
Training Epoch: 31 [768/45000]	Loss: 0.1666	LR: 0.004000
Training Epoch: 31 [1024/45000]	Loss: 0.1718	LR: 0.004000
Training Epoch: 31 [1280/45000]	Loss: 0.1552	LR: 0.004000
Training Epoch: 31 [1536/45000]	Loss: 0.1817	LR: 0.004000
Training Epoch: 31 [1792/45000]	Loss: 0.2052	LR: 0.004000
Training Epoch: 31 [2048/45000]	Loss: 0.2756	LR: 0.004000
Training Epoch: 31 [2304/45000]	Loss: 0.2334	LR: 0.004000
Training Epoch: 31 [2560/45000]	Loss: 0.1826	LR: 0.004000
Training Epoch: 31 [2816/45000]	Loss: 0.1753	LR: 0.004000
Training Epoch: 31 [3072/45000]	Loss: 0.1838	LR: 0.004000
Training Epoch: 31 [3328/45000]	Loss: 0.1665	LR: 0.004000
Training Epoch: 31 [3584/45000]	Loss: 0.1976	LR: 0.004000
Training Epoch: 31 [3840/45000]	Loss: 0.2632	LR: 0.004000
Training Epoch: 31 [4096/45000]	Loss: 0.1872	LR: 0.004000
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Training Epoch: 31 [5120/45000]	Loss: 0.2207	LR: 0.004000
Training Epoch: 31 [5376/45000]	Loss: 0.2072	LR: 0.004000
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Training Epoch: 31 [5888/45000]	Loss: 0.2116	LR: 0.004000
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Training Epoch: 31 [9984/45000]	Loss: 0.1255	LR: 0.004000
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Training Epoch: 31 [16128/45000]	Loss: 0.1677	LR: 0.004000
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Training Epoch: 31 [16896/45000]	Loss: 0.1691	LR: 0.004000
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Training Epoch: 31 [19712/45000]	Loss: 0.2393	LR: 0.004000
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Training Epoch: 31 [20224/45000]	Loss: 0.1787	LR: 0.004000
Training Epoch: 31 [20480/45000]	Loss: 0.1301	LR: 0.004000
Training Epoch: 31 [20736/45000]	Loss: 0.1924	LR: 0.004000
Training Epoch: 31 [20992/45000]	Loss: 0.1967	LR: 0.004000
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Training Epoch: 31 [22016/45000]	Loss: 0.1423	LR: 0.004000
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Training Epoch: 31 [25600/45000]	Loss: 0.1392	LR: 0.004000
Training Epoch: 31 [25856/45000]	Loss: 0.1797	LR: 0.004000
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Training Epoch: 31 [26368/45000]	Loss: 0.1478	LR: 0.004000
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Training Epoch: 31 [27904/45000]	Loss: 0.1348	LR: 0.004000
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Training Epoch: 31 [28416/45000]	Loss: 0.1262	LR: 0.004000
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Training Epoch: 31 [29440/45000]	Loss: 0.1965	LR: 0.004000
Training Epoch: 31 [29696/45000]	Loss: 0.1729	LR: 0.004000
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Training Epoch: 31 [30208/45000]	Loss: 0.1532	LR: 0.004000
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Training Epoch: 31 [30720/45000]	Loss: 0.1953	LR: 0.004000
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Training Epoch: 31 [34816/45000]	Loss: 0.1449	LR: 0.004000
Training Epoch: 31 [35072/45000]	Loss: 0.1689	LR: 0.004000
Training Epoch: 31 [35328/45000]	Loss: 0.1826	LR: 0.004000
Training Epoch: 31 [35584/45000]	Loss: 0.1823	LR: 0.004000
Training Epoch: 31 [35840/45000]	Loss: 0.1681	LR: 0.004000
Training Epoch: 31 [36096/45000]	Loss: 0.1518	LR: 0.004000
Training Epoch: 31 [36352/45000]	Loss: 0.2023	LR: 0.004000
Training Epoch: 31 [36608/45000]	Loss: 0.1709	LR: 0.004000
Training Epoch: 31 [36864/45000]	Loss: 0.1907	LR: 0.004000
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Training Epoch: 31 [42496/45000]	Loss: 0.1461	LR: 0.004000
Training Epoch: 31 [42752/45000]	Loss: 0.1489	LR: 0.004000
Training Epoch: 31 [43008/45000]	Loss: 0.2693	LR: 0.004000
Training Epoch: 31 [43264/45000]	Loss: 0.2638	LR: 0.004000
Training Epoch: 31 [43520/45000]	Loss: 0.2261	LR: 0.004000
Training Epoch: 31 [43776/45000]	Loss: 0.2338	LR: 0.004000
Training Epoch: 31 [44032/45000]	Loss: 0.2537	LR: 0.004000
Training Epoch: 31 [44288/45000]	Loss: 0.1431	LR: 0.004000
Training Epoch: 31 [44544/45000]	Loss: 0.1582	LR: 0.004000
Training Epoch: 31 [44800/45000]	Loss: 0.1242	LR: 0.004000
Training Epoch: 31 [45000/45000]	Loss: 0.2283	LR: 0.004000
Epoch 31 - Average Train Loss: 0.1864, Train Accuracy: 0.9428
Epoch 31 training time consumed: 26.75s
Evaluating Network.....
Test set: Epoch: 31, Average loss: 0.0028, Accuracy: 0.8069, Time consumed:0.89s
Saving weights file to checkpoint/retrain/ResNet18/Sunday_13_July_2025_20h_58m_38s/ResNet18-Cifar20-seed10-ret100-31-best.pth
Training Epoch: 32 [256/45000]	Loss: 0.1357	LR: 0.004000
Training Epoch: 32 [512/45000]	Loss: 0.2128	LR: 0.004000
Training Epoch: 32 [768/45000]	Loss: 0.1584	LR: 0.004000
Training Epoch: 32 [1024/45000]	Loss: 0.2233	LR: 0.004000
Training Epoch: 32 [1280/45000]	Loss: 0.1639	LR: 0.004000
Training Epoch: 32 [1536/45000]	Loss: 0.1181	LR: 0.004000
Training Epoch: 32 [1792/45000]	Loss: 0.1269	LR: 0.004000
Training Epoch: 32 [2048/45000]	Loss: 0.1630	LR: 0.004000
Training Epoch: 32 [2304/45000]	Loss: 0.2084	LR: 0.004000
Training Epoch: 32 [2560/45000]	Loss: 0.1783	LR: 0.004000
Training Epoch: 32 [2816/45000]	Loss: 0.1431	LR: 0.004000
Training Epoch: 32 [3072/45000]	Loss: 0.1558	LR: 0.004000
Training Epoch: 32 [3328/45000]	Loss: 0.1787	LR: 0.004000
Training Epoch: 32 [3584/45000]	Loss: 0.1263	LR: 0.004000
Training Epoch: 32 [3840/45000]	Loss: 0.1581	LR: 0.004000
Training Epoch: 32 [4096/45000]	Loss: 0.1602	LR: 0.004000
Training Epoch: 32 [4352/45000]	Loss: 0.1284	LR: 0.004000
Training Epoch: 32 [4608/45000]	Loss: 0.1406	LR: 0.004000
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Training Epoch: 32 [5120/45000]	Loss: 0.2031	LR: 0.004000
Training Epoch: 32 [5376/45000]	Loss: 0.2047	LR: 0.004000
Training Epoch: 32 [5632/45000]	Loss: 0.1951	LR: 0.004000
Training Epoch: 32 [5888/45000]	Loss: 0.1657	LR: 0.004000
Training Epoch: 32 [6144/45000]	Loss: 0.1488	LR: 0.004000
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Training Epoch: 32 [7680/45000]	Loss: 0.1548	LR: 0.004000
Training Epoch: 32 [7936/45000]	Loss: 0.1811	LR: 0.004000
Training Epoch: 32 [8192/45000]	Loss: 0.1716	LR: 0.004000
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Training Epoch: 32 [8960/45000]	Loss: 0.1766	LR: 0.004000
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Training Epoch: 32 [9472/45000]	Loss: 0.1814	LR: 0.004000
Training Epoch: 32 [9728/45000]	Loss: 0.1564	LR: 0.004000
Training Epoch: 32 [9984/45000]	Loss: 0.1289	LR: 0.004000
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Training Epoch: 32 [10496/45000]	Loss: 0.1219	LR: 0.004000
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Training Epoch: 32 [11008/45000]	Loss: 0.1613	LR: 0.004000
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Training Epoch: 32 [11520/45000]	Loss: 0.1677	LR: 0.004000
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Training Epoch: 32 [12032/45000]	Loss: 0.1643	LR: 0.004000
Training Epoch: 32 [12288/45000]	Loss: 0.1834	LR: 0.004000
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Training Epoch: 32 [12800/45000]	Loss: 0.1652	LR: 0.004000
Training Epoch: 32 [13056/45000]	Loss: 0.2118	LR: 0.004000
Training Epoch: 32 [13312/45000]	Loss: 0.1331	LR: 0.004000
Training Epoch: 32 [13568/45000]	Loss: 0.1615	LR: 0.004000
Training Epoch: 32 [13824/45000]	Loss: 0.1551	LR: 0.004000
Training Epoch: 32 [14080/45000]	Loss: 0.1741	LR: 0.004000
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Training Epoch: 32 [15616/45000]	Loss: 0.1828	LR: 0.004000
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Training Epoch: 32 [16128/45000]	Loss: 0.1476	LR: 0.004000
Training Epoch: 32 [16384/45000]	Loss: 0.1730	LR: 0.004000
Training Epoch: 32 [16640/45000]	Loss: 0.1491	LR: 0.004000
Training Epoch: 32 [16896/45000]	Loss: 0.1698	LR: 0.004000
Training Epoch: 32 [17152/45000]	Loss: 0.1177	LR: 0.004000
Training Epoch: 32 [17408/45000]	Loss: 0.1531	LR: 0.004000
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Training Epoch: 32 [17920/45000]	Loss: 0.1830	LR: 0.004000
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Training Epoch: 32 [18432/45000]	Loss: 0.1643	LR: 0.004000
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Training Epoch: 32 [18944/45000]	Loss: 0.1502	LR: 0.004000
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Training Epoch: 32 [19456/45000]	Loss: 0.1942	LR: 0.004000
Training Epoch: 32 [19712/45000]	Loss: 0.1841	LR: 0.004000
Training Epoch: 32 [19968/45000]	Loss: 0.1719	LR: 0.004000
Training Epoch: 32 [20224/45000]	Loss: 0.1547	LR: 0.004000
Training Epoch: 32 [20480/45000]	Loss: 0.1735	LR: 0.004000
Training Epoch: 32 [20736/45000]	Loss: 0.1626	LR: 0.004000
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Training Epoch: 32 [21760/45000]	Loss: 0.1776	LR: 0.004000
Training Epoch: 32 [22016/45000]	Loss: 0.1539	LR: 0.004000
Training Epoch: 32 [22272/45000]	Loss: 0.1556	LR: 0.004000
Training Epoch: 32 [22528/45000]	Loss: 0.0900	LR: 0.004000
Training Epoch: 32 [22784/45000]	Loss: 0.1492	LR: 0.004000
Training Epoch: 32 [23040/45000]	Loss: 0.1971	LR: 0.004000
Training Epoch: 32 [23296/45000]	Loss: 0.1867	LR: 0.004000
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Training Epoch: 32 [24320/45000]	Loss: 0.2167	LR: 0.004000
Training Epoch: 32 [24576/45000]	Loss: 0.1907	LR: 0.004000
Training Epoch: 32 [24832/45000]	Loss: 0.2251	LR: 0.004000
Training Epoch: 32 [25088/45000]	Loss: 0.1561	LR: 0.004000
Training Epoch: 32 [25344/45000]	Loss: 0.2198	LR: 0.004000
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Training Epoch: 32 [26112/45000]	Loss: 0.1651	LR: 0.004000
Training Epoch: 32 [26368/45000]	Loss: 0.2204	LR: 0.004000
Training Epoch: 32 [26624/45000]	Loss: 0.1602	LR: 0.004000
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Training Epoch: 32 [27136/45000]	Loss: 0.1640	LR: 0.004000
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Training Epoch: 32 [27648/45000]	Loss: 0.1726	LR: 0.004000
Training Epoch: 32 [27904/45000]	Loss: 0.1731	LR: 0.004000
Training Epoch: 32 [28160/45000]	Loss: 0.1285	LR: 0.004000
Training Epoch: 32 [28416/45000]	Loss: 0.1611	LR: 0.004000
Training Epoch: 32 [28672/45000]	Loss: 0.1476	LR: 0.004000
Training Epoch: 32 [28928/45000]	Loss: 0.1620	LR: 0.004000
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Training Epoch: 32 [29440/45000]	Loss: 0.1629	LR: 0.004000
Training Epoch: 32 [29696/45000]	Loss: 0.1857	LR: 0.004000
Training Epoch: 32 [29952/45000]	Loss: 0.1927	LR: 0.004000
Training Epoch: 32 [30208/45000]	Loss: 0.1338	LR: 0.004000
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Training Epoch: 32 [33024/45000]	Loss: 0.1731	LR: 0.004000
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Training Epoch: 32 [34816/45000]	Loss: 0.1811	LR: 0.004000
Training Epoch: 32 [35072/45000]	Loss: 0.1391	LR: 0.004000
Training Epoch: 32 [35328/45000]	Loss: 0.1279	LR: 0.004000
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Training Epoch: 32 [35840/45000]	Loss: 0.1246	LR: 0.004000
Training Epoch: 32 [36096/45000]	Loss: 0.1159	LR: 0.004000
Training Epoch: 32 [36352/45000]	Loss: 0.1831	LR: 0.004000
Training Epoch: 32 [36608/45000]	Loss: 0.1786	LR: 0.004000
Training Epoch: 32 [36864/45000]	Loss: 0.1963	LR: 0.004000
Training Epoch: 32 [37120/45000]	Loss: 0.1448	LR: 0.004000
Training Epoch: 32 [37376/45000]	Loss: 0.1825	LR: 0.004000
Training Epoch: 32 [37632/45000]	Loss: 0.1312	LR: 0.004000
Training Epoch: 32 [37888/45000]	Loss: 0.1934	LR: 0.004000
Training Epoch: 32 [38144/45000]	Loss: 0.1615	LR: 0.004000
Training Epoch: 32 [38400/45000]	Loss: 0.1095	LR: 0.004000
Training Epoch: 32 [38656/45000]	Loss: 0.2181	LR: 0.004000
Training Epoch: 32 [38912/45000]	Loss: 0.1222	LR: 0.004000
Training Epoch: 32 [39168/45000]	Loss: 0.1938	LR: 0.004000
Training Epoch: 32 [39424/45000]	Loss: 0.1508	LR: 0.004000
Training Epoch: 32 [39680/45000]	Loss: 0.1917	LR: 0.004000
Training Epoch: 32 [39936/45000]	Loss: 0.1441	LR: 0.004000
Training Epoch: 32 [40192/45000]	Loss: 0.2049	LR: 0.004000
Training Epoch: 32 [40448/45000]	Loss: 0.1520	LR: 0.004000
Training Epoch: 32 [40704/45000]	Loss: 0.1382	LR: 0.004000
Training Epoch: 32 [40960/45000]	Loss: 0.1744	LR: 0.004000
Training Epoch: 32 [41216/45000]	Loss: 0.1791	LR: 0.004000
Training Epoch: 32 [41472/45000]	Loss: 0.1770	LR: 0.004000
Training Epoch: 32 [41728/45000]	Loss: 0.1909	LR: 0.004000
Training Epoch: 32 [41984/45000]	Loss: 0.1648	LR: 0.004000
Training Epoch: 32 [42240/45000]	Loss: 0.2156	LR: 0.004000
Training Epoch: 32 [42496/45000]	Loss: 0.1569	LR: 0.004000
Training Epoch: 32 [42752/45000]	Loss: 0.1488	LR: 0.004000
Training Epoch: 32 [43008/45000]	Loss: 0.1154	LR: 0.004000
Training Epoch: 32 [43264/45000]	Loss: 0.2038	LR: 0.004000
Training Epoch: 32 [43520/45000]	Loss: 0.1464	LR: 0.004000
Training Epoch: 32 [43776/45000]	Loss: 0.1336	LR: 0.004000
Training Epoch: 32 [44032/45000]	Loss: 0.2371	LR: 0.004000
Training Epoch: 32 [44288/45000]	Loss: 0.1543	LR: 0.004000
Training Epoch: 32 [44544/45000]	Loss: 0.1631	LR: 0.004000
Training Epoch: 32 [44800/45000]	Loss: 0.2121	LR: 0.004000
Training Epoch: 32 [45000/45000]	Loss: 0.1447	LR: 0.004000
Epoch 32 - Average Train Loss: 0.1676, Train Accuracy: 0.9486
Epoch 32 training time consumed: 26.74s
Evaluating Network.....
Test set: Epoch: 32, Average loss: 0.0028, Accuracy: 0.8044, Time consumed:0.91s
Training Epoch: 33 [256/45000]	Loss: 0.1328	LR: 0.004000
Training Epoch: 33 [512/45000]	Loss: 0.1371	LR: 0.004000
Training Epoch: 33 [768/45000]	Loss: 0.1524	LR: 0.004000
Training Epoch: 33 [1024/45000]	Loss: 0.1322	LR: 0.004000
Training Epoch: 33 [1280/45000]	Loss: 0.1373	LR: 0.004000
Training Epoch: 33 [1536/45000]	Loss: 0.1652	LR: 0.004000
Training Epoch: 33 [1792/45000]	Loss: 0.1580	LR: 0.004000
Training Epoch: 33 [2048/45000]	Loss: 0.2076	LR: 0.004000
Training Epoch: 33 [2304/45000]	Loss: 0.1915	LR: 0.004000
Training Epoch: 33 [2560/45000]	Loss: 0.1600	LR: 0.004000
Training Epoch: 33 [2816/45000]	Loss: 0.1220	LR: 0.004000
Training Epoch: 33 [3072/45000]	Loss: 0.2147	LR: 0.004000
Training Epoch: 33 [3328/45000]	Loss: 0.1271	LR: 0.004000
Training Epoch: 33 [3584/45000]	Loss: 0.1359	LR: 0.004000
Training Epoch: 33 [3840/45000]	Loss: 0.2135	LR: 0.004000
Training Epoch: 33 [4096/45000]	Loss: 0.1250	LR: 0.004000
Training Epoch: 33 [4352/45000]	Loss: 0.1601	LR: 0.004000
Training Epoch: 33 [4608/45000]	Loss: 0.1658	LR: 0.004000
Training Epoch: 33 [4864/45000]	Loss: 0.1401	LR: 0.004000
Training Epoch: 33 [5120/45000]	Loss: 0.1512	LR: 0.004000
Training Epoch: 33 [5376/45000]	Loss: 0.1301	LR: 0.004000
Training Epoch: 33 [5632/45000]	Loss: 0.1143	LR: 0.004000
Training Epoch: 33 [5888/45000]	Loss: 0.2187	LR: 0.004000
Training Epoch: 33 [6144/45000]	Loss: 0.1379	LR: 0.004000
Training Epoch: 33 [6400/45000]	Loss: 0.2227	LR: 0.004000
Training Epoch: 33 [6656/45000]	Loss: 0.1109	LR: 0.004000
Training Epoch: 33 [6912/45000]	Loss: 0.1040	LR: 0.004000
Training Epoch: 33 [7168/45000]	Loss: 0.1539	LR: 0.004000
Training Epoch: 33 [7424/45000]	Loss: 0.1202	LR: 0.004000
Training Epoch: 33 [7680/45000]	Loss: 0.1025	LR: 0.004000
Training Epoch: 33 [7936/45000]	Loss: 0.1378	LR: 0.004000
Training Epoch: 33 [8192/45000]	Loss: 0.1707	LR: 0.004000
Training Epoch: 33 [8448/45000]	Loss: 0.1133	LR: 0.004000
Training Epoch: 33 [8704/45000]	Loss: 0.1649	LR: 0.004000
Training Epoch: 33 [8960/45000]	Loss: 0.1601	LR: 0.004000
Training Epoch: 33 [9216/45000]	Loss: 0.1356	LR: 0.004000
Training Epoch: 33 [9472/45000]	Loss: 0.1581	LR: 0.004000
Training Epoch: 33 [9728/45000]	Loss: 0.1688	LR: 0.004000
Training Epoch: 33 [9984/45000]	Loss: 0.1553	LR: 0.004000
Training Epoch: 33 [10240/45000]	Loss: 0.1048	LR: 0.004000
Training Epoch: 33 [10496/45000]	Loss: 0.1608	LR: 0.004000
Training Epoch: 33 [10752/45000]	Loss: 0.1431	LR: 0.004000
Training Epoch: 33 [11008/45000]	Loss: 0.1383	LR: 0.004000
Training Epoch: 33 [11264/45000]	Loss: 0.1338	LR: 0.004000
Training Epoch: 33 [11520/45000]	Loss: 0.1588	LR: 0.004000
Training Epoch: 33 [11776/45000]	Loss: 0.1307	LR: 0.004000
Training Epoch: 33 [12032/45000]	Loss: 0.1584	LR: 0.004000
Training Epoch: 33 [12288/45000]	Loss: 0.1221	LR: 0.004000
Training Epoch: 33 [12544/45000]	Loss: 0.1473	LR: 0.004000
Training Epoch: 33 [12800/45000]	Loss: 0.1344	LR: 0.004000
Training Epoch: 33 [13056/45000]	Loss: 0.2010	LR: 0.004000
Training Epoch: 33 [13312/45000]	Loss: 0.2133	LR: 0.004000
Training Epoch: 33 [13568/45000]	Loss: 0.1491	LR: 0.004000
Training Epoch: 33 [13824/45000]	Loss: 0.1486	LR: 0.004000
Training Epoch: 33 [14080/45000]	Loss: 0.2067	LR: 0.004000
Training Epoch: 33 [14336/45000]	Loss: 0.1757	LR: 0.004000
Training Epoch: 33 [14592/45000]	Loss: 0.1622	LR: 0.004000
Training Epoch: 33 [14848/45000]	Loss: 0.1388	LR: 0.004000
Training Epoch: 33 [15104/45000]	Loss: 0.1488	LR: 0.004000
Training Epoch: 33 [15360/45000]	Loss: 0.1647	LR: 0.004000
Training Epoch: 33 [15616/45000]	Loss: 0.1830	LR: 0.004000
Training Epoch: 33 [15872/45000]	Loss: 0.1654	LR: 0.004000
Training Epoch: 33 [16128/45000]	Loss: 0.1629	LR: 0.004000
Training Epoch: 33 [16384/45000]	Loss: 0.1502	LR: 0.004000
Training Epoch: 33 [16640/45000]	Loss: 0.1479	LR: 0.004000
Training Epoch: 33 [16896/45000]	Loss: 0.2188	LR: 0.004000
Training Epoch: 33 [17152/45000]	Loss: 0.1127	LR: 0.004000
Training Epoch: 33 [17408/45000]	Loss: 0.1675	LR: 0.004000
Training Epoch: 33 [17664/45000]	Loss: 0.2253	LR: 0.004000
Training Epoch: 33 [17920/45000]	Loss: 0.1991	LR: 0.004000
Training Epoch: 33 [18176/45000]	Loss: 0.1682	LR: 0.004000
Training Epoch: 33 [18432/45000]	Loss: 0.1534	LR: 0.004000
Training Epoch: 33 [18688/45000]	Loss: 0.2087	LR: 0.004000
Training Epoch: 33 [18944/45000]	Loss: 0.1691	LR: 0.004000
Training Epoch: 33 [19200/45000]	Loss: 0.1045	LR: 0.004000
Training Epoch: 33 [19456/45000]	Loss: 0.1921	LR: 0.004000
Training Epoch: 33 [19712/45000]	Loss: 0.1319	LR: 0.004000
Training Epoch: 33 [19968/45000]	Loss: 0.1235	LR: 0.004000
Training Epoch: 33 [20224/45000]	Loss: 0.1381	LR: 0.004000
Training Epoch: 33 [20480/45000]	Loss: 0.1392	LR: 0.004000
Training Epoch: 33 [20736/45000]	Loss: 0.1438	LR: 0.004000
Training Epoch: 33 [20992/45000]	Loss: 0.1127	LR: 0.004000
Training Epoch: 33 [21248/45000]	Loss: 0.1920	LR: 0.004000
Training Epoch: 33 [21504/45000]	Loss: 0.1574	LR: 0.004000
Training Epoch: 33 [21760/45000]	Loss: 0.1527	LR: 0.004000
Training Epoch: 33 [22016/45000]	Loss: 0.1306	LR: 0.004000
Training Epoch: 33 [22272/45000]	Loss: 0.1452	LR: 0.004000
Training Epoch: 33 [22528/45000]	Loss: 0.1690	LR: 0.004000
Training Epoch: 33 [22784/45000]	Loss: 0.1825	LR: 0.004000
Training Epoch: 33 [23040/45000]	Loss: 0.2236	LR: 0.004000
Training Epoch: 33 [23296/45000]	Loss: 0.1400	LR: 0.004000
Training Epoch: 33 [23552/45000]	Loss: 0.1390	LR: 0.004000
Training Epoch: 33 [23808/45000]	Loss: 0.1788	LR: 0.004000
Training Epoch: 33 [24064/45000]	Loss: 0.1242	LR: 0.004000
Training Epoch: 33 [24320/45000]	Loss: 0.1629	LR: 0.004000
Training Epoch: 33 [24576/45000]	Loss: 0.1386	LR: 0.004000
Training Epoch: 33 [24832/45000]	Loss: 0.1289	LR: 0.004000
Training Epoch: 33 [25088/45000]	Loss: 0.1771	LR: 0.004000
Training Epoch: 33 [25344/45000]	Loss: 0.1018	LR: 0.004000
Training Epoch: 33 [25600/45000]	Loss: 0.1416	LR: 0.004000
Training Epoch: 33 [25856/45000]	Loss: 0.1598	LR: 0.004000
Training Epoch: 33 [26112/45000]	Loss: 0.1630	LR: 0.004000
Training Epoch: 33 [26368/45000]	Loss: 0.1365	LR: 0.004000
Training Epoch: 33 [26624/45000]	Loss: 0.1301	LR: 0.004000
Training Epoch: 33 [26880/45000]	Loss: 0.1534	LR: 0.004000
Training Epoch: 33 [27136/45000]	Loss: 0.1574	LR: 0.004000
Training Epoch: 33 [27392/45000]	Loss: 0.1675	LR: 0.004000
Training Epoch: 33 [27648/45000]	Loss: 0.1667	LR: 0.004000
Training Epoch: 33 [27904/45000]	Loss: 0.1511	LR: 0.004000
Training Epoch: 33 [28160/45000]	Loss: 0.1524	LR: 0.004000
Training Epoch: 33 [28416/45000]	Loss: 0.1003	LR: 0.004000
Training Epoch: 33 [28672/45000]	Loss: 0.1726	LR: 0.004000
Training Epoch: 33 [28928/45000]	Loss: 0.1541	LR: 0.004000
Training Epoch: 33 [29184/45000]	Loss: 0.1337	LR: 0.004000
Training Epoch: 33 [29440/45000]	Loss: 0.1441	LR: 0.004000
Training Epoch: 33 [29696/45000]	Loss: 0.2002	LR: 0.004000
Training Epoch: 33 [29952/45000]	Loss: 0.1264	LR: 0.004000
Training Epoch: 33 [30208/45000]	Loss: 0.1665	LR: 0.004000
Training Epoch: 33 [30464/45000]	Loss: 0.1311	LR: 0.004000
Training Epoch: 33 [30720/45000]	Loss: 0.1878	LR: 0.004000
Training Epoch: 33 [30976/45000]	Loss: 0.1211	LR: 0.004000
Training Epoch: 33 [31232/45000]	Loss: 0.1273	LR: 0.004000
Training Epoch: 33 [31488/45000]	Loss: 0.1714	LR: 0.004000
Training Epoch: 33 [31744/45000]	Loss: 0.1889	LR: 0.004000
Training Epoch: 33 [32000/45000]	Loss: 0.1699	LR: 0.004000
Training Epoch: 33 [32256/45000]	Loss: 0.1860	LR: 0.004000
Training Epoch: 33 [32512/45000]	Loss: 0.1640	LR: 0.004000
Training Epoch: 33 [32768/45000]	Loss: 0.1894	LR: 0.004000
Training Epoch: 33 [33024/45000]	Loss: 0.1542	LR: 0.004000
Training Epoch: 33 [33280/45000]	Loss: 0.1605	LR: 0.004000
Training Epoch: 33 [33536/45000]	Loss: 0.1794	LR: 0.004000
Training Epoch: 33 [33792/45000]	Loss: 0.1552	LR: 0.004000
Training Epoch: 33 [34048/45000]	Loss: 0.1250	LR: 0.004000
Training Epoch: 33 [34304/45000]	Loss: 0.1491	LR: 0.004000
Training Epoch: 33 [34560/45000]	Loss: 0.1615	LR: 0.004000
Training Epoch: 33 [34816/45000]	Loss: 0.1573	LR: 0.004000
Training Epoch: 33 [35072/45000]	Loss: 0.1252	LR: 0.004000
Training Epoch: 33 [35328/45000]	Loss: 0.1659	LR: 0.004000
Training Epoch: 33 [35584/45000]	Loss: 0.1645	LR: 0.004000
Training Epoch: 33 [35840/45000]	Loss: 0.1725	LR: 0.004000
Training Epoch: 33 [36096/45000]	Loss: 0.1515	LR: 0.004000
Training Epoch: 33 [36352/45000]	Loss: 0.1564	LR: 0.004000
Training Epoch: 33 [36608/45000]	Loss: 0.1564	LR: 0.004000
Training Epoch: 33 [36864/45000]	Loss: 0.2059	LR: 0.004000
Training Epoch: 33 [37120/45000]	Loss: 0.1477	LR: 0.004000
Training Epoch: 33 [37376/45000]	Loss: 0.1701	LR: 0.004000
Training Epoch: 33 [37632/45000]	Loss: 0.1273	LR: 0.004000
Training Epoch: 33 [37888/45000]	Loss: 0.1527	LR: 0.004000
Training Epoch: 33 [38144/45000]	Loss: 0.1207	LR: 0.004000
Training Epoch: 33 [38400/45000]	Loss: 0.1700	LR: 0.004000
Training Epoch: 33 [38656/45000]	Loss: 0.0937	LR: 0.004000
Training Epoch: 33 [38912/45000]	Loss: 0.1454	LR: 0.004000
Training Epoch: 33 [39168/45000]	Loss: 0.1317	LR: 0.004000
Training Epoch: 33 [39424/45000]	Loss: 0.1192	LR: 0.004000
Training Epoch: 33 [39680/45000]	Loss: 0.1076	LR: 0.004000
Training Epoch: 33 [39936/45000]	Loss: 0.1272	LR: 0.004000
Training Epoch: 33 [40192/45000]	Loss: 0.1268	LR: 0.004000
Training Epoch: 33 [40448/45000]	Loss: 0.1326	LR: 0.004000
Training Epoch: 33 [40704/45000]	Loss: 0.1318	LR: 0.004000
Training Epoch: 33 [40960/45000]	Loss: 0.1143	LR: 0.004000
Training Epoch: 33 [41216/45000]	Loss: 0.1689	LR: 0.004000
Training Epoch: 33 [41472/45000]	Loss: 0.1239	LR: 0.004000
Training Epoch: 33 [41728/45000]	Loss: 0.1779	LR: 0.004000
Training Epoch: 33 [41984/45000]	Loss: 0.1789	LR: 0.004000
Training Epoch: 33 [42240/45000]	Loss: 0.1322	LR: 0.004000
Training Epoch: 33 [42496/45000]	Loss: 0.1703	LR: 0.004000
Training Epoch: 33 [42752/45000]	Loss: 0.1418	LR: 0.004000
Training Epoch: 33 [43008/45000]	Loss: 0.1311	LR: 0.004000
Training Epoch: 33 [43264/45000]	Loss: 0.0968	LR: 0.004000
Training Epoch: 33 [43520/45000]	Loss: 0.1949	LR: 0.004000
Training Epoch: 33 [43776/45000]	Loss: 0.1832	LR: 0.004000
Training Epoch: 33 [44032/45000]	Loss: 0.1270	LR: 0.004000
Training Epoch: 33 [44288/45000]	Loss: 0.1406	LR: 0.004000
Training Epoch: 33 [44544/45000]	Loss: 0.1786	LR: 0.004000
Training Epoch: 33 [44800/45000]	Loss: 0.1824	LR: 0.004000
Training Epoch: 33 [45000/45000]	Loss: 0.1373	LR: 0.004000
Epoch 33 - Average Train Loss: 0.1532, Train Accuracy: 0.9538
Epoch 33 training time consumed: 26.81s
Evaluating Network.....
Test set: Epoch: 33, Average loss: 0.0029, Accuracy: 0.8039, Time consumed:0.94s
Training Epoch: 34 [256/45000]	Loss: 0.1094	LR: 0.004000
Training Epoch: 34 [512/45000]	Loss: 0.1314	LR: 0.004000
Training Epoch: 34 [768/45000]	Loss: 0.1441	LR: 0.004000
Training Epoch: 34 [1024/45000]	Loss: 0.1072	LR: 0.004000
Training Epoch: 34 [1280/45000]	Loss: 0.1607	LR: 0.004000
Training Epoch: 34 [1536/45000]	Loss: 0.2066	LR: 0.004000
Training Epoch: 34 [1792/45000]	Loss: 0.1201	LR: 0.004000
Training Epoch: 34 [2048/45000]	Loss: 0.1648	LR: 0.004000
Training Epoch: 34 [2304/45000]	Loss: 0.1513	LR: 0.004000
Training Epoch: 34 [2560/45000]	Loss: 0.1199	LR: 0.004000
Training Epoch: 34 [2816/45000]	Loss: 0.1861	LR: 0.004000
Training Epoch: 34 [3072/45000]	Loss: 0.1418	LR: 0.004000
Training Epoch: 34 [3328/45000]	Loss: 0.1504	LR: 0.004000
Training Epoch: 34 [3584/45000]	Loss: 0.1113	LR: 0.004000
Training Epoch: 34 [3840/45000]	Loss: 0.1682	LR: 0.004000
Training Epoch: 34 [4096/45000]	Loss: 0.1545	LR: 0.004000
Training Epoch: 34 [4352/45000]	Loss: 0.1724	LR: 0.004000
Training Epoch: 34 [4608/45000]	Loss: 0.1183	LR: 0.004000
Training Epoch: 34 [4864/45000]	Loss: 0.1285	LR: 0.004000
Training Epoch: 34 [5120/45000]	Loss: 0.1603	LR: 0.004000
Training Epoch: 34 [5376/45000]	Loss: 0.1642	LR: 0.004000
Training Epoch: 34 [5632/45000]	Loss: 0.1061	LR: 0.004000
Training Epoch: 34 [5888/45000]	Loss: 0.1582	LR: 0.004000
Training Epoch: 34 [6144/45000]	Loss: 0.1353	LR: 0.004000
Training Epoch: 34 [6400/45000]	Loss: 0.1090	LR: 0.004000
Training Epoch: 34 [6656/45000]	Loss: 0.1787	LR: 0.004000
Training Epoch: 34 [6912/45000]	Loss: 0.1102	LR: 0.004000
Training Epoch: 34 [7168/45000]	Loss: 0.1496	LR: 0.004000
Training Epoch: 34 [7424/45000]	Loss: 0.1323	LR: 0.004000
Training Epoch: 34 [7680/45000]	Loss: 0.1058	LR: 0.004000
Training Epoch: 34 [7936/45000]	Loss: 0.1662	LR: 0.004000
Training Epoch: 34 [8192/45000]	Loss: 0.1240	LR: 0.004000
Training Epoch: 34 [8448/45000]	Loss: 0.1244	LR: 0.004000
Training Epoch: 34 [8704/45000]	Loss: 0.1323	LR: 0.004000
Training Epoch: 34 [8960/45000]	Loss: 0.2100	LR: 0.004000
Training Epoch: 34 [9216/45000]	Loss: 0.1568	LR: 0.004000
Training Epoch: 34 [9472/45000]	Loss: 0.1575	LR: 0.004000
Training Epoch: 34 [9728/45000]	Loss: 0.1659	LR: 0.004000
Training Epoch: 34 [9984/45000]	Loss: 0.1395	LR: 0.004000
Training Epoch: 34 [10240/45000]	Loss: 0.1372	LR: 0.004000
Training Epoch: 34 [10496/45000]	Loss: 0.1019	LR: 0.004000
Training Epoch: 34 [10752/45000]	Loss: 0.1306	LR: 0.004000
Training Epoch: 34 [11008/45000]	Loss: 0.1121	LR: 0.004000
Training Epoch: 34 [11264/45000]	Loss: 0.1664	LR: 0.004000
Training Epoch: 34 [11520/45000]	Loss: 0.1921	LR: 0.004000
Training Epoch: 34 [11776/45000]	Loss: 0.1187	LR: 0.004000
Training Epoch: 34 [12032/45000]	Loss: 0.1804	LR: 0.004000
Training Epoch: 34 [12288/45000]	Loss: 0.1194	LR: 0.004000
Training Epoch: 34 [12544/45000]	Loss: 0.1647	LR: 0.004000
Training Epoch: 34 [12800/45000]	Loss: 0.1305	LR: 0.004000
Training Epoch: 34 [13056/45000]	Loss: 0.1581	LR: 0.004000
Training Epoch: 34 [13312/45000]	Loss: 0.1614	LR: 0.004000
Training Epoch: 34 [13568/45000]	Loss: 0.1134	LR: 0.004000
Training Epoch: 34 [13824/45000]	Loss: 0.1433	LR: 0.004000
Training Epoch: 34 [14080/45000]	Loss: 0.1565	LR: 0.004000
Training Epoch: 34 [14336/45000]	Loss: 0.1359	LR: 0.004000
Training Epoch: 34 [14592/45000]	Loss: 0.1408	LR: 0.004000
Training Epoch: 34 [14848/45000]	Loss: 0.1889	LR: 0.004000
Training Epoch: 34 [15104/45000]	Loss: 0.1624	LR: 0.004000
Training Epoch: 34 [15360/45000]	Loss: 0.1168	LR: 0.004000
Training Epoch: 34 [15616/45000]	Loss: 0.1203	LR: 0.004000
Training Epoch: 34 [15872/45000]	Loss: 0.1410	LR: 0.004000
Training Epoch: 34 [16128/45000]	Loss: 0.1092	LR: 0.004000
Training Epoch: 34 [16384/45000]	Loss: 0.1524	LR: 0.004000
Training Epoch: 34 [16640/45000]	Loss: 0.1511	LR: 0.004000
Training Epoch: 34 [16896/45000]	Loss: 0.1347	LR: 0.004000
Training Epoch: 34 [17152/45000]	Loss: 0.1380	LR: 0.004000
Training Epoch: 34 [17408/45000]	Loss: 0.1495	LR: 0.004000
Training Epoch: 34 [17664/45000]	Loss: 0.1591	LR: 0.004000
Training Epoch: 34 [17920/45000]	Loss: 0.1447	LR: 0.004000
Training Epoch: 34 [18176/45000]	Loss: 0.1059	LR: 0.004000
Training Epoch: 34 [18432/45000]	Loss: 0.1080	LR: 0.004000
Training Epoch: 34 [18688/45000]	Loss: 0.1442	LR: 0.004000
Training Epoch: 34 [18944/45000]	Loss: 0.1878	LR: 0.004000
Training Epoch: 34 [19200/45000]	Loss: 0.1718	LR: 0.004000
Training Epoch: 34 [19456/45000]	Loss: 0.1568	LR: 0.004000
Training Epoch: 34 [19712/45000]	Loss: 0.1158	LR: 0.004000
Training Epoch: 34 [19968/45000]	Loss: 0.1531	LR: 0.004000
Training Epoch: 34 [20224/45000]	Loss: 0.1816	LR: 0.004000
Training Epoch: 34 [20480/45000]	Loss: 0.1244	LR: 0.004000
Training Epoch: 34 [20736/45000]	Loss: 0.1146	LR: 0.004000
Training Epoch: 34 [20992/45000]	Loss: 0.1334	LR: 0.004000
Training Epoch: 34 [21248/45000]	Loss: 0.1585	LR: 0.004000
Training Epoch: 34 [21504/45000]	Loss: 0.0963	LR: 0.004000
Training Epoch: 34 [21760/45000]	Loss: 0.1076	LR: 0.004000
Training Epoch: 34 [22016/45000]	Loss: 0.0928	LR: 0.004000
Training Epoch: 34 [22272/45000]	Loss: 0.1468	LR: 0.004000
Training Epoch: 34 [22528/45000]	Loss: 0.1401	LR: 0.004000
Training Epoch: 34 [22784/45000]	Loss: 0.1236	LR: 0.004000
Training Epoch: 34 [23040/45000]	Loss: 0.1311	LR: 0.004000
Training Epoch: 34 [23296/45000]	Loss: 0.1281	LR: 0.004000
Training Epoch: 34 [23552/45000]	Loss: 0.1665	LR: 0.004000
Training Epoch: 34 [23808/45000]	Loss: 0.1192	LR: 0.004000
Training Epoch: 34 [24064/45000]	Loss: 0.1438	LR: 0.004000
Training Epoch: 34 [24320/45000]	Loss: 0.1839	LR: 0.004000
Training Epoch: 34 [24576/45000]	Loss: 0.1635	LR: 0.004000
Training Epoch: 34 [24832/45000]	Loss: 0.1303	LR: 0.004000
Training Epoch: 34 [25088/45000]	Loss: 0.1542	LR: 0.004000
Training Epoch: 34 [25344/45000]	Loss: 0.1248	LR: 0.004000
Training Epoch: 34 [25600/45000]	Loss: 0.1575	LR: 0.004000
Training Epoch: 34 [25856/45000]	Loss: 0.1708	LR: 0.004000
Training Epoch: 34 [26112/45000]	Loss: 0.1260	LR: 0.004000
Training Epoch: 34 [26368/45000]	Loss: 0.1468	LR: 0.004000
Training Epoch: 34 [26624/45000]	Loss: 0.1317	LR: 0.004000
Training Epoch: 34 [26880/45000]	Loss: 0.1156	LR: 0.004000
Training Epoch: 34 [27136/45000]	Loss: 0.1312	LR: 0.004000
Training Epoch: 34 [27392/45000]	Loss: 0.1326	LR: 0.004000
Training Epoch: 34 [27648/45000]	Loss: 0.1235	LR: 0.004000
Training Epoch: 34 [27904/45000]	Loss: 0.1305	LR: 0.004000
Training Epoch: 34 [28160/45000]	Loss: 0.1138	LR: 0.004000
Training Epoch: 34 [28416/45000]	Loss: 0.1505	LR: 0.004000
Training Epoch: 34 [28672/45000]	Loss: 0.1469	LR: 0.004000
Training Epoch: 34 [28928/45000]	Loss: 0.1655	LR: 0.004000
Training Epoch: 34 [29184/45000]	Loss: 0.1727	LR: 0.004000
Training Epoch: 34 [29440/45000]	Loss: 0.1443	LR: 0.004000
Training Epoch: 34 [29696/45000]	Loss: 0.1698	LR: 0.004000
Training Epoch: 34 [29952/45000]	Loss: 0.1798	LR: 0.004000
Training Epoch: 34 [30208/45000]	Loss: 0.1725	LR: 0.004000
Training Epoch: 34 [30464/45000]	Loss: 0.1994	LR: 0.004000
Training Epoch: 34 [30720/45000]	Loss: 0.1546	LR: 0.004000
Training Epoch: 34 [30976/45000]	Loss: 0.1741	LR: 0.004000
Training Epoch: 34 [31232/45000]	Loss: 0.1122	LR: 0.004000
Training Epoch: 34 [31488/45000]	Loss: 0.1146	LR: 0.004000
Training Epoch: 34 [31744/45000]	Loss: 0.1396	LR: 0.004000
Training Epoch: 34 [32000/45000]	Loss: 0.1322	LR: 0.004000
Training Epoch: 34 [32256/45000]	Loss: 0.1538	LR: 0.004000
Training Epoch: 34 [32512/45000]	Loss: 0.1495	LR: 0.004000
Training Epoch: 34 [32768/45000]	Loss: 0.2007	LR: 0.004000
Training Epoch: 34 [33024/45000]	Loss: 0.1760	LR: 0.004000
Training Epoch: 34 [33280/45000]	Loss: 0.1217	LR: 0.004000
Training Epoch: 34 [33536/45000]	Loss: 0.1428	LR: 0.004000
Training Epoch: 34 [33792/45000]	Loss: 0.1292	LR: 0.004000
Training Epoch: 34 [34048/45000]	Loss: 0.0935	LR: 0.004000
Training Epoch: 34 [34304/45000]	Loss: 0.1658	LR: 0.004000
Training Epoch: 34 [34560/45000]	Loss: 0.1587	LR: 0.004000
Training Epoch: 34 [34816/45000]	Loss: 0.1301	LR: 0.004000
Training Epoch: 34 [35072/45000]	Loss: 0.1569	LR: 0.004000
Training Epoch: 34 [35328/45000]	Loss: 0.1139	LR: 0.004000
Training Epoch: 34 [35584/45000]	Loss: 0.1467	LR: 0.004000
Training Epoch: 34 [35840/45000]	Loss: 0.1309	LR: 0.004000
Training Epoch: 34 [36096/45000]	Loss: 0.1488	LR: 0.004000
Training Epoch: 34 [36352/45000]	Loss: 0.1531	LR: 0.004000
Training Epoch: 34 [36608/45000]	Loss: 0.1683	LR: 0.004000
Training Epoch: 34 [36864/45000]	Loss: 0.1100	LR: 0.004000
Training Epoch: 34 [37120/45000]	Loss: 0.1326	LR: 0.004000
Training Epoch: 34 [37376/45000]	Loss: 0.1604	LR: 0.004000
Training Epoch: 34 [37632/45000]	Loss: 0.1188	LR: 0.004000
Training Epoch: 34 [37888/45000]	Loss: 0.1609	LR: 0.004000
Training Epoch: 34 [38144/45000]	Loss: 0.1607	LR: 0.004000
Training Epoch: 34 [38400/45000]	Loss: 0.1599	LR: 0.004000
Training Epoch: 34 [38656/45000]	Loss: 0.0803	LR: 0.004000
Training Epoch: 34 [38912/45000]	Loss: 0.1851	LR: 0.004000
Training Epoch: 34 [39168/45000]	Loss: 0.1393	LR: 0.004000
Training Epoch: 34 [39424/45000]	Loss: 0.0894	LR: 0.004000
Training Epoch: 34 [39680/45000]	Loss: 0.1245	LR: 0.004000
Training Epoch: 34 [39936/45000]	Loss: 0.1108	LR: 0.004000
Training Epoch: 34 [40192/45000]	Loss: 0.1347	LR: 0.004000
Training Epoch: 34 [40448/45000]	Loss: 0.1536	LR: 0.004000
Training Epoch: 34 [40704/45000]	Loss: 0.1560	LR: 0.004000
Training Epoch: 34 [40960/45000]	Loss: 0.1402	LR: 0.004000
Training Epoch: 34 [41216/45000]	Loss: 0.1670	LR: 0.004000
Training Epoch: 34 [41472/45000]	Loss: 0.0804	LR: 0.004000
Training Epoch: 34 [41728/45000]	Loss: 0.0891	LR: 0.004000
Training Epoch: 34 [41984/45000]	Loss: 0.1407	LR: 0.004000
Training Epoch: 34 [42240/45000]	Loss: 0.1284	LR: 0.004000
Training Epoch: 34 [42496/45000]	Loss: 0.1104	LR: 0.004000
Training Epoch: 34 [42752/45000]	Loss: 0.1186	LR: 0.004000
Training Epoch: 34 [43008/45000]	Loss: 0.1669	LR: 0.004000
Training Epoch: 34 [43264/45000]	Loss: 0.1336	LR: 0.004000
Training Epoch: 34 [43520/45000]	Loss: 0.1417	LR: 0.004000
Training Epoch: 34 [43776/45000]	Loss: 0.1279	LR: 0.004000
Training Epoch: 34 [44032/45000]	Loss: 0.0987	LR: 0.004000
Training Epoch: 34 [44288/45000]	Loss: 0.1298	LR: 0.004000
Training Epoch: 34 [44544/45000]	Loss: 0.1093	LR: 0.004000
Training Epoch: 34 [44800/45000]	Loss: 0.1355	LR: 0.004000
Training Epoch: 34 [45000/45000]	Loss: 0.1289	LR: 0.004000
Epoch 34 - Average Train Loss: 0.1412, Train Accuracy: 0.9588
Epoch 34 training time consumed: 26.78s
Evaluating Network.....
Test set: Epoch: 34, Average loss: 0.0029, Accuracy: 0.8024, Time consumed:0.89s
Training Epoch: 35 [256/45000]	Loss: 0.1208	LR: 0.000800
Training Epoch: 35 [512/45000]	Loss: 0.1691	LR: 0.000800
Training Epoch: 35 [768/45000]	Loss: 0.1146	LR: 0.000800
Training Epoch: 35 [1024/45000]	Loss: 0.1135	LR: 0.000800
Training Epoch: 35 [1280/45000]	Loss: 0.1278	LR: 0.000800
Training Epoch: 35 [1536/45000]	Loss: 0.1235	LR: 0.000800
Training Epoch: 35 [1792/45000]	Loss: 0.1217	LR: 0.000800
Training Epoch: 35 [2048/45000]	Loss: 0.1425	LR: 0.000800
Training Epoch: 35 [2304/45000]	Loss: 0.1509	LR: 0.000800
Training Epoch: 35 [2560/45000]	Loss: 0.1676	LR: 0.000800
Training Epoch: 35 [2816/45000]	Loss: 0.1142	LR: 0.000800
Training Epoch: 35 [3072/45000]	Loss: 0.1678	LR: 0.000800
Training Epoch: 35 [3328/45000]	Loss: 0.0938	LR: 0.000800
Training Epoch: 35 [3584/45000]	Loss: 0.1640	LR: 0.000800
Training Epoch: 35 [3840/45000]	Loss: 0.1068	LR: 0.000800
Training Epoch: 35 [4096/45000]	Loss: 0.0979	LR: 0.000800
Training Epoch: 35 [4352/45000]	Loss: 0.1501	LR: 0.000800
Training Epoch: 35 [4608/45000]	Loss: 0.1077	LR: 0.000800
Training Epoch: 35 [4864/45000]	Loss: 0.1098	LR: 0.000800
Training Epoch: 35 [5120/45000]	Loss: 0.1196	LR: 0.000800
Training Epoch: 35 [5376/45000]	Loss: 0.0705	LR: 0.000800
Training Epoch: 35 [5632/45000]	Loss: 0.0754	LR: 0.000800
Training Epoch: 35 [5888/45000]	Loss: 0.1145	LR: 0.000800
Training Epoch: 35 [6144/45000]	Loss: 0.1859	LR: 0.000800
Training Epoch: 35 [6400/45000]	Loss: 0.1359	LR: 0.000800
Training Epoch: 35 [6656/45000]	Loss: 0.1463	LR: 0.000800
Training Epoch: 35 [6912/45000]	Loss: 0.1109	LR: 0.000800
Training Epoch: 35 [7168/45000]	Loss: 0.1180	LR: 0.000800
Training Epoch: 35 [7424/45000]	Loss: 0.1422	LR: 0.000800
Training Epoch: 35 [7680/45000]	Loss: 0.1206	LR: 0.000800
Training Epoch: 35 [7936/45000]	Loss: 0.1411	LR: 0.000800
Training Epoch: 35 [8192/45000]	Loss: 0.0932	LR: 0.000800
Training Epoch: 35 [8448/45000]	Loss: 0.1133	LR: 0.000800
Training Epoch: 35 [8704/45000]	Loss: 0.0999	LR: 0.000800
Training Epoch: 35 [8960/45000]	Loss: 0.1078	LR: 0.000800
Training Epoch: 35 [9216/45000]	Loss: 0.1120	LR: 0.000800
Training Epoch: 35 [9472/45000]	Loss: 0.1014	LR: 0.000800
Training Epoch: 35 [9728/45000]	Loss: 0.0959	LR: 0.000800
Training Epoch: 35 [9984/45000]	Loss: 0.1708	LR: 0.000800
Training Epoch: 35 [10240/45000]	Loss: 0.1266	LR: 0.000800
Training Epoch: 35 [10496/45000]	Loss: 0.0952	LR: 0.000800
Training Epoch: 35 [10752/45000]	Loss: 0.1253	LR: 0.000800
Training Epoch: 35 [11008/45000]	Loss: 0.1227	LR: 0.000800
Training Epoch: 35 [11264/45000]	Loss: 0.1178	LR: 0.000800
Training Epoch: 35 [11520/45000]	Loss: 0.1291	LR: 0.000800
Training Epoch: 35 [11776/45000]	Loss: 0.1431	LR: 0.000800
Training Epoch: 35 [12032/45000]	Loss: 0.1258	LR: 0.000800
Training Epoch: 35 [12288/45000]	Loss: 0.1399	LR: 0.000800
Training Epoch: 35 [12544/45000]	Loss: 0.0728	LR: 0.000800
Training Epoch: 35 [12800/45000]	Loss: 0.1576	LR: 0.000800
Training Epoch: 35 [13056/45000]	Loss: 0.1151	LR: 0.000800
Training Epoch: 35 [13312/45000]	Loss: 0.1125	LR: 0.000800
Training Epoch: 35 [13568/45000]	Loss: 0.0714	LR: 0.000800
Training Epoch: 35 [13824/45000]	Loss: 0.1217	LR: 0.000800
Training Epoch: 35 [14080/45000]	Loss: 0.1234	LR: 0.000800
Training Epoch: 35 [14336/45000]	Loss: 0.1056	LR: 0.000800
Training Epoch: 35 [14592/45000]	Loss: 0.1380	LR: 0.000800
Training Epoch: 35 [14848/45000]	Loss: 0.1359	LR: 0.000800
Training Epoch: 35 [15104/45000]	Loss: 0.1130	LR: 0.000800
Training Epoch: 35 [15360/45000]	Loss: 0.1289	LR: 0.000800
Training Epoch: 35 [15616/45000]	Loss: 0.1076	LR: 0.000800
Training Epoch: 35 [15872/45000]	Loss: 0.1170	LR: 0.000800
Training Epoch: 35 [16128/45000]	Loss: 0.1397	LR: 0.000800
Training Epoch: 35 [16384/45000]	Loss: 0.1190	LR: 0.000800
Training Epoch: 35 [16640/45000]	Loss: 0.1603	LR: 0.000800
Training Epoch: 35 [16896/45000]	Loss: 0.1416	LR: 0.000800
Training Epoch: 35 [17152/45000]	Loss: 0.1111	LR: 0.000800
Training Epoch: 35 [17408/45000]	Loss: 0.1087	LR: 0.000800
Training Epoch: 35 [17664/45000]	Loss: 0.1121	LR: 0.000800
Training Epoch: 35 [17920/45000]	Loss: 0.0961	LR: 0.000800
Training Epoch: 35 [18176/45000]	Loss: 0.1035	LR: 0.000800
Training Epoch: 35 [18432/45000]	Loss: 0.1141	LR: 0.000800
Training Epoch: 35 [18688/45000]	Loss: 0.1235	LR: 0.000800
Training Epoch: 35 [18944/45000]	Loss: 0.1438	LR: 0.000800
Training Epoch: 35 [19200/45000]	Loss: 0.1495	LR: 0.000800
Training Epoch: 35 [19456/45000]	Loss: 0.1075	LR: 0.000800
Training Epoch: 35 [19712/45000]	Loss: 0.1108	LR: 0.000800
Training Epoch: 35 [19968/45000]	Loss: 0.1788	LR: 0.000800
Training Epoch: 35 [20224/45000]	Loss: 0.1254	LR: 0.000800
Training Epoch: 35 [20480/45000]	Loss: 0.0868	LR: 0.000800
Training Epoch: 35 [20736/45000]	Loss: 0.1633	LR: 0.000800
Training Epoch: 35 [20992/45000]	Loss: 0.1481	LR: 0.000800
Training Epoch: 35 [21248/45000]	Loss: 0.1109	LR: 0.000800
Training Epoch: 35 [21504/45000]	Loss: 0.1312	LR: 0.000800
Training Epoch: 35 [21760/45000]	Loss: 0.1179	LR: 0.000800
Training Epoch: 35 [22016/45000]	Loss: 0.1450	LR: 0.000800
Training Epoch: 35 [22272/45000]	Loss: 0.1400	LR: 0.000800
Training Epoch: 35 [22528/45000]	Loss: 0.1300	LR: 0.000800
Training Epoch: 35 [22784/45000]	Loss: 0.1290	LR: 0.000800
Training Epoch: 35 [23040/45000]	Loss: 0.1266	LR: 0.000800
Training Epoch: 35 [23296/45000]	Loss: 0.1304	LR: 0.000800
Training Epoch: 35 [23552/45000]	Loss: 0.1175	LR: 0.000800
Training Epoch: 35 [23808/45000]	Loss: 0.0746	LR: 0.000800
Training Epoch: 35 [24064/45000]	Loss: 0.1333	LR: 0.000800
Training Epoch: 35 [24320/45000]	Loss: 0.1086	LR: 0.000800
Training Epoch: 35 [24576/45000]	Loss: 0.1068	LR: 0.000800
Training Epoch: 35 [24832/45000]	Loss: 0.1136	LR: 0.000800
Training Epoch: 35 [25088/45000]	Loss: 0.0995	LR: 0.000800
Training Epoch: 35 [25344/45000]	Loss: 0.1226	LR: 0.000800
Training Epoch: 35 [25600/45000]	Loss: 0.1143	LR: 0.000800
Training Epoch: 35 [25856/45000]	Loss: 0.1281	LR: 0.000800
Training Epoch: 35 [26112/45000]	Loss: 0.1104	LR: 0.000800
Training Epoch: 35 [26368/45000]	Loss: 0.0983	LR: 0.000800
Training Epoch: 35 [26624/45000]	Loss: 0.0949	LR: 0.000800
Training Epoch: 35 [26880/45000]	Loss: 0.1119	LR: 0.000800
Training Epoch: 35 [27136/45000]	Loss: 0.1233	LR: 0.000800
Training Epoch: 35 [27392/45000]	Loss: 0.1272	LR: 0.000800
Training Epoch: 35 [27648/45000]	Loss: 0.1382	LR: 0.000800
Training Epoch: 35 [27904/45000]	Loss: 0.0928	LR: 0.000800
Training Epoch: 35 [28160/45000]	Loss: 0.1469	LR: 0.000800
Training Epoch: 35 [28416/45000]	Loss: 0.1324	LR: 0.000800
Training Epoch: 35 [28672/45000]	Loss: 0.1121	LR: 0.000800
Training Epoch: 35 [28928/45000]	Loss: 0.1288	LR: 0.000800
Training Epoch: 35 [29184/45000]	Loss: 0.1069	LR: 0.000800
Training Epoch: 35 [29440/45000]	Loss: 0.1059	LR: 0.000800
Training Epoch: 35 [29696/45000]	Loss: 0.0916	LR: 0.000800
Training Epoch: 35 [29952/45000]	Loss: 0.1422	LR: 0.000800
Training Epoch: 35 [30208/45000]	Loss: 0.0799	LR: 0.000800
Training Epoch: 35 [30464/45000]	Loss: 0.1185	LR: 0.000800
Training Epoch: 35 [30720/45000]	Loss: 0.1371	LR: 0.000800
Training Epoch: 35 [30976/45000]	Loss: 0.1313	LR: 0.000800
Training Epoch: 35 [31232/45000]	Loss: 0.1187	LR: 0.000800
Training Epoch: 35 [31488/45000]	Loss: 0.1022	LR: 0.000800
Training Epoch: 35 [31744/45000]	Loss: 0.1264	LR: 0.000800
Training Epoch: 35 [32000/45000]	Loss: 0.1173	LR: 0.000800
Training Epoch: 35 [32256/45000]	Loss: 0.1407	LR: 0.000800
Training Epoch: 35 [32512/45000]	Loss: 0.1210	LR: 0.000800
Training Epoch: 35 [32768/45000]	Loss: 0.1398	LR: 0.000800
Training Epoch: 35 [33024/45000]	Loss: 0.1009	LR: 0.000800
Training Epoch: 35 [33280/45000]	Loss: 0.1566	LR: 0.000800
Training Epoch: 35 [33536/45000]	Loss: 0.1177	LR: 0.000800
Training Epoch: 35 [33792/45000]	Loss: 0.1215	LR: 0.000800
Training Epoch: 35 [34048/45000]	Loss: 0.1336	LR: 0.000800
Training Epoch: 35 [34304/45000]	Loss: 0.1380	LR: 0.000800
Training Epoch: 35 [34560/45000]	Loss: 0.1555	LR: 0.000800
Training Epoch: 35 [34816/45000]	Loss: 0.0810	LR: 0.000800
Training Epoch: 35 [35072/45000]	Loss: 0.1366	LR: 0.000800
Training Epoch: 35 [35328/45000]	Loss: 0.1087	LR: 0.000800
Training Epoch: 35 [35584/45000]	Loss: 0.1478	LR: 0.000800
Training Epoch: 35 [35840/45000]	Loss: 0.1385	LR: 0.000800
Training Epoch: 35 [36096/45000]	Loss: 0.1412	LR: 0.000800
Training Epoch: 35 [36352/45000]	Loss: 0.1241	LR: 0.000800
Training Epoch: 35 [36608/45000]	Loss: 0.1735	LR: 0.000800
Training Epoch: 35 [36864/45000]	Loss: 0.1184	LR: 0.000800
Training Epoch: 35 [37120/45000]	Loss: 0.1721	LR: 0.000800
Training Epoch: 35 [37376/45000]	Loss: 0.1525	LR: 0.000800
Training Epoch: 35 [37632/45000]	Loss: 0.1257	LR: 0.000800
Training Epoch: 35 [37888/45000]	Loss: 0.1181	LR: 0.000800
Training Epoch: 35 [38144/45000]	Loss: 0.1253	LR: 0.000800
Training Epoch: 35 [38400/45000]	Loss: 0.1525	LR: 0.000800
Training Epoch: 35 [38656/45000]	Loss: 0.1267	LR: 0.000800
Training Epoch: 35 [38912/45000]	Loss: 0.0947	LR: 0.000800
Training Epoch: 35 [39168/45000]	Loss: 0.0981	LR: 0.000800
Training Epoch: 35 [39424/45000]	Loss: 0.1286	LR: 0.000800
Training Epoch: 35 [39680/45000]	Loss: 0.1529	LR: 0.000800
Training Epoch: 35 [39936/45000]	Loss: 0.1003	LR: 0.000800
Training Epoch: 35 [40192/45000]	Loss: 0.1315	LR: 0.000800
Training Epoch: 35 [40448/45000]	Loss: 0.1203	LR: 0.000800
Training Epoch: 35 [40704/45000]	Loss: 0.1462	LR: 0.000800
Training Epoch: 35 [40960/45000]	Loss: 0.1016	LR: 0.000800
Training Epoch: 35 [41216/45000]	Loss: 0.0966	LR: 0.000800
Training Epoch: 35 [41472/45000]	Loss: 0.1431	LR: 0.000800
Training Epoch: 35 [41728/45000]	Loss: 0.1268	LR: 0.000800
Training Epoch: 35 [41984/45000]	Loss: 0.1459	LR: 0.000800
Training Epoch: 35 [42240/45000]	Loss: 0.1127	LR: 0.000800
Training Epoch: 35 [42496/45000]	Loss: 0.1043	LR: 0.000800
Training Epoch: 35 [42752/45000]	Loss: 0.1237	LR: 0.000800
Training Epoch: 35 [43008/45000]	Loss: 0.0791	LR: 0.000800
Training Epoch: 35 [43264/45000]	Loss: 0.1367	LR: 0.000800
Training Epoch: 35 [43520/45000]	Loss: 0.1388	LR: 0.000800
Training Epoch: 35 [43776/45000]	Loss: 0.1162	LR: 0.000800
Training Epoch: 35 [44032/45000]	Loss: 0.1281	LR: 0.000800
Training Epoch: 35 [44288/45000]	Loss: 0.2033	LR: 0.000800
Training Epoch: 35 [44544/45000]	Loss: 0.1171	LR: 0.000800
Training Epoch: 35 [44800/45000]	Loss: 0.1288	LR: 0.000800
Training Epoch: 35 [45000/45000]	Loss: 0.1040	LR: 0.000800
Epoch 35 - Average Train Loss: 0.1236, Train Accuracy: 0.9642
Epoch 35 training time consumed: 26.87s
Evaluating Network.....
Test set: Epoch: 35, Average loss: 0.0028, Accuracy: 0.8061, Time consumed:0.90s
Training Epoch: 36 [256/45000]	Loss: 0.1093	LR: 0.000800
Training Epoch: 36 [512/45000]	Loss: 0.1355	LR: 0.000800
Training Epoch: 36 [768/45000]	Loss: 0.1213	LR: 0.000800
Training Epoch: 36 [1024/45000]	Loss: 0.1238	LR: 0.000800
Training Epoch: 36 [1280/45000]	Loss: 0.0945	LR: 0.000800
Training Epoch: 36 [1536/45000]	Loss: 0.1242	LR: 0.000800
Training Epoch: 36 [1792/45000]	Loss: 0.1079	LR: 0.000800
Training Epoch: 36 [2048/45000]	Loss: 0.0964	LR: 0.000800
Training Epoch: 36 [2304/45000]	Loss: 0.1261	LR: 0.000800
Training Epoch: 36 [2560/45000]	Loss: 0.1115	LR: 0.000800
Training Epoch: 36 [2816/45000]	Loss: 0.0805	LR: 0.000800
Training Epoch: 36 [3072/45000]	Loss: 0.1034	LR: 0.000800
Training Epoch: 36 [3328/45000]	Loss: 0.1321	LR: 0.000800
Training Epoch: 36 [3584/45000]	Loss: 0.0822	LR: 0.000800
Training Epoch: 36 [3840/45000]	Loss: 0.1089	LR: 0.000800
Training Epoch: 36 [4096/45000]	Loss: 0.0915	LR: 0.000800
Training Epoch: 36 [4352/45000]	Loss: 0.1205	LR: 0.000800
Training Epoch: 36 [4608/45000]	Loss: 0.0888	LR: 0.000800
Training Epoch: 36 [4864/45000]	Loss: 0.1214	LR: 0.000800
Training Epoch: 36 [5120/45000]	Loss: 0.1663	LR: 0.000800
Training Epoch: 36 [5376/45000]	Loss: 0.1117	LR: 0.000800
Training Epoch: 36 [5632/45000]	Loss: 0.1011	LR: 0.000800
Training Epoch: 36 [5888/45000]	Loss: 0.1029	LR: 0.000800
Training Epoch: 36 [6144/45000]	Loss: 0.1905	LR: 0.000800
Training Epoch: 36 [6400/45000]	Loss: 0.1295	LR: 0.000800
Training Epoch: 36 [6656/45000]	Loss: 0.1643	LR: 0.000800
Training Epoch: 36 [6912/45000]	Loss: 0.1153	LR: 0.000800
Training Epoch: 36 [7168/45000]	Loss: 0.1088	LR: 0.000800
Training Epoch: 36 [7424/45000]	Loss: 0.0811	LR: 0.000800
Training Epoch: 36 [7680/45000]	Loss: 0.1123	LR: 0.000800
Training Epoch: 36 [7936/45000]	Loss: 0.1337	LR: 0.000800
Training Epoch: 36 [8192/45000]	Loss: 0.1092	LR: 0.000800
Training Epoch: 36 [8448/45000]	Loss: 0.1451	LR: 0.000800
Training Epoch: 36 [8704/45000]	Loss: 0.1285	LR: 0.000800
Training Epoch: 36 [8960/45000]	Loss: 0.0914	LR: 0.000800
Training Epoch: 36 [9216/45000]	Loss: 0.1019	LR: 0.000800
Training Epoch: 36 [9472/45000]	Loss: 0.1358	LR: 0.000800
Training Epoch: 36 [9728/45000]	Loss: 0.1484	LR: 0.000800
Training Epoch: 36 [9984/45000]	Loss: 0.0957	LR: 0.000800
Training Epoch: 36 [10240/45000]	Loss: 0.1383	LR: 0.000800
Training Epoch: 36 [10496/45000]	Loss: 0.1116	LR: 0.000800
Training Epoch: 36 [10752/45000]	Loss: 0.1181	LR: 0.000800
Training Epoch: 36 [11008/45000]	Loss: 0.0963	LR: 0.000800
Training Epoch: 36 [11264/45000]	Loss: 0.0884	LR: 0.000800
Training Epoch: 36 [11520/45000]	Loss: 0.1132	LR: 0.000800
Training Epoch: 36 [11776/45000]	Loss: 0.1068	LR: 0.000800
Training Epoch: 36 [12032/45000]	Loss: 0.1600	LR: 0.000800
Training Epoch: 36 [12288/45000]	Loss: 0.1211	LR: 0.000800
Training Epoch: 36 [12544/45000]	Loss: 0.1217	LR: 0.000800
Training Epoch: 36 [12800/45000]	Loss: 0.1329	LR: 0.000800
Training Epoch: 36 [13056/45000]	Loss: 0.1176	LR: 0.000800
Training Epoch: 36 [13312/45000]	Loss: 0.1306	LR: 0.000800
Training Epoch: 36 [13568/45000]	Loss: 0.1409	LR: 0.000800
Training Epoch: 36 [13824/45000]	Loss: 0.0923	LR: 0.000800
Training Epoch: 36 [14080/45000]	Loss: 0.0865	LR: 0.000800
Training Epoch: 36 [14336/45000]	Loss: 0.0975	LR: 0.000800
Training Epoch: 36 [14592/45000]	Loss: 0.1386	LR: 0.000800
Training Epoch: 36 [14848/45000]	Loss: 0.1138	LR: 0.000800
Training Epoch: 36 [15104/45000]	Loss: 0.0917	LR: 0.000800
Training Epoch: 36 [15360/45000]	Loss: 0.1396	LR: 0.000800
Training Epoch: 36 [15616/45000]	Loss: 0.1386	LR: 0.000800
Training Epoch: 36 [15872/45000]	Loss: 0.1497	LR: 0.000800
Training Epoch: 36 [16128/45000]	Loss: 0.0972	LR: 0.000800
Training Epoch: 36 [16384/45000]	Loss: 0.1077	LR: 0.000800
Training Epoch: 36 [16640/45000]	Loss: 0.1258	LR: 0.000800
Training Epoch: 36 [16896/45000]	Loss: 0.1046	LR: 0.000800
Training Epoch: 36 [17152/45000]	Loss: 0.1946	LR: 0.000800
Training Epoch: 36 [17408/45000]	Loss: 0.1497	LR: 0.000800
Training Epoch: 36 [17664/45000]	Loss: 0.0977	LR: 0.000800
Training Epoch: 36 [17920/45000]	Loss: 0.1358	LR: 0.000800
Training Epoch: 36 [18176/45000]	Loss: 0.0986	LR: 0.000800
Training Epoch: 36 [18432/45000]	Loss: 0.1294	LR: 0.000800
Training Epoch: 36 [18688/45000]	Loss: 0.1319	LR: 0.000800
Training Epoch: 36 [18944/45000]	Loss: 0.1039	LR: 0.000800
Training Epoch: 36 [19200/45000]	Loss: 0.1311	LR: 0.000800
Training Epoch: 36 [19456/45000]	Loss: 0.1302	LR: 0.000800
Training Epoch: 36 [19712/45000]	Loss: 0.1106	LR: 0.000800
Training Epoch: 36 [19968/45000]	Loss: 0.1019	LR: 0.000800
Training Epoch: 36 [20224/45000]	Loss: 0.1184	LR: 0.000800
Training Epoch: 36 [20480/45000]	Loss: 0.1180	LR: 0.000800
Training Epoch: 36 [20736/45000]	Loss: 0.1417	LR: 0.000800
Training Epoch: 36 [20992/45000]	Loss: 0.0905	LR: 0.000800
Training Epoch: 36 [21248/45000]	Loss: 0.1178	LR: 0.000800
Training Epoch: 36 [21504/45000]	Loss: 0.1095	LR: 0.000800
Training Epoch: 36 [21760/45000]	Loss: 0.1003	LR: 0.000800
Training Epoch: 36 [22016/45000]	Loss: 0.1497	LR: 0.000800
Training Epoch: 36 [22272/45000]	Loss: 0.1225	LR: 0.000800
Training Epoch: 36 [22528/45000]	Loss: 0.1277	LR: 0.000800
Training Epoch: 36 [22784/45000]	Loss: 0.1343	LR: 0.000800
Training Epoch: 36 [23040/45000]	Loss: 0.0717	LR: 0.000800
Training Epoch: 36 [23296/45000]	Loss: 0.0937	LR: 0.000800
Training Epoch: 36 [23552/45000]	Loss: 0.0992	LR: 0.000800
Training Epoch: 36 [23808/45000]	Loss: 0.0828	LR: 0.000800
Training Epoch: 36 [24064/45000]	Loss: 0.1368	LR: 0.000800
Training Epoch: 36 [24320/45000]	Loss: 0.0939	LR: 0.000800
Training Epoch: 36 [24576/45000]	Loss: 0.1172	LR: 0.000800
Training Epoch: 36 [24832/45000]	Loss: 0.1207	LR: 0.000800
Training Epoch: 36 [25088/45000]	Loss: 0.1144	LR: 0.000800
Training Epoch: 36 [25344/45000]	Loss: 0.1117	LR: 0.000800
Training Epoch: 36 [25600/45000]	Loss: 0.1342	LR: 0.000800
Training Epoch: 36 [25856/45000]	Loss: 0.1472	LR: 0.000800
Training Epoch: 36 [26112/45000]	Loss: 0.1156	LR: 0.000800
Training Epoch: 36 [26368/45000]	Loss: 0.1260	LR: 0.000800
Training Epoch: 36 [26624/45000]	Loss: 0.1225	LR: 0.000800
Training Epoch: 36 [26880/45000]	Loss: 0.1431	LR: 0.000800
Training Epoch: 36 [27136/45000]	Loss: 0.1285	LR: 0.000800
Training Epoch: 36 [27392/45000]	Loss: 0.1002	LR: 0.000800
Training Epoch: 36 [27648/45000]	Loss: 0.1088	LR: 0.000800
Training Epoch: 36 [27904/45000]	Loss: 0.0996	LR: 0.000800
Training Epoch: 36 [28160/45000]	Loss: 0.1323	LR: 0.000800
Training Epoch: 36 [28416/45000]	Loss: 0.1001	LR: 0.000800
Training Epoch: 36 [28672/45000]	Loss: 0.1023	LR: 0.000800
Training Epoch: 36 [28928/45000]	Loss: 0.1035	LR: 0.000800
Training Epoch: 36 [29184/45000]	Loss: 0.1195	LR: 0.000800
Training Epoch: 36 [29440/45000]	Loss: 0.0808	LR: 0.000800
Training Epoch: 36 [29696/45000]	Loss: 0.1151	LR: 0.000800
Training Epoch: 36 [29952/45000]	Loss: 0.1792	LR: 0.000800
Training Epoch: 36 [30208/45000]	Loss: 0.0993	LR: 0.000800
Training Epoch: 36 [30464/45000]	Loss: 0.1049	LR: 0.000800
Training Epoch: 36 [30720/45000]	Loss: 0.0783	LR: 0.000800
Training Epoch: 36 [30976/45000]	Loss: 0.1053	LR: 0.000800
Training Epoch: 36 [31232/45000]	Loss: 0.1094	LR: 0.000800
Training Epoch: 36 [31488/45000]	Loss: 0.1199	LR: 0.000800
Training Epoch: 36 [31744/45000]	Loss: 0.0851	LR: 0.000800
Training Epoch: 36 [32000/45000]	Loss: 0.1614	LR: 0.000800
Training Epoch: 36 [32256/45000]	Loss: 0.1506	LR: 0.000800
Training Epoch: 36 [32512/45000]	Loss: 0.0761	LR: 0.000800
Training Epoch: 36 [32768/45000]	Loss: 0.1029	LR: 0.000800
Training Epoch: 36 [33024/45000]	Loss: 0.1267	LR: 0.000800
Training Epoch: 36 [33280/45000]	Loss: 0.1091	LR: 0.000800
Training Epoch: 36 [33536/45000]	Loss: 0.1020	LR: 0.000800
Training Epoch: 36 [33792/45000]	Loss: 0.1171	LR: 0.000800
Training Epoch: 36 [34048/45000]	Loss: 0.1048	LR: 0.000800
Training Epoch: 36 [34304/45000]	Loss: 0.1467	LR: 0.000800
Training Epoch: 36 [34560/45000]	Loss: 0.1252	LR: 0.000800
Training Epoch: 36 [34816/45000]	Loss: 0.1062	LR: 0.000800
Training Epoch: 36 [35072/45000]	Loss: 0.1228	LR: 0.000800
Training Epoch: 36 [35328/45000]	Loss: 0.1178	LR: 0.000800
Training Epoch: 36 [35584/45000]	Loss: 0.1232	LR: 0.000800
Training Epoch: 36 [35840/45000]	Loss: 0.1032	LR: 0.000800
Training Epoch: 36 [36096/45000]	Loss: 0.1625	LR: 0.000800
Training Epoch: 36 [36352/45000]	Loss: 0.0954	LR: 0.000800
Training Epoch: 36 [36608/45000]	Loss: 0.1069	LR: 0.000800
Training Epoch: 36 [36864/45000]	Loss: 0.1193	LR: 0.000800
Training Epoch: 36 [37120/45000]	Loss: 0.0887	LR: 0.000800
Training Epoch: 36 [37376/45000]	Loss: 0.0916	LR: 0.000800
Training Epoch: 36 [37632/45000]	Loss: 0.1049	LR: 0.000800
Training Epoch: 36 [37888/45000]	Loss: 0.0899	LR: 0.000800
Training Epoch: 36 [38144/45000]	Loss: 0.1147	LR: 0.000800
Training Epoch: 36 [38400/45000]	Loss: 0.1306	LR: 0.000800
Training Epoch: 36 [38656/45000]	Loss: 0.1788	LR: 0.000800
Training Epoch: 36 [38912/45000]	Loss: 0.1203	LR: 0.000800
Training Epoch: 36 [39168/45000]	Loss: 0.1274	LR: 0.000800
Training Epoch: 36 [39424/45000]	Loss: 0.1016	LR: 0.000800
Training Epoch: 36 [39680/45000]	Loss: 0.1105	LR: 0.000800
Training Epoch: 36 [39936/45000]	Loss: 0.1067	LR: 0.000800
Training Epoch: 36 [40192/45000]	Loss: 0.1312	LR: 0.000800
Training Epoch: 36 [40448/45000]	Loss: 0.1095	LR: 0.000800
Training Epoch: 36 [40704/45000]	Loss: 0.1257	LR: 0.000800
Training Epoch: 36 [40960/45000]	Loss: 0.1111	LR: 0.000800
Training Epoch: 36 [41216/45000]	Loss: 0.1743	LR: 0.000800
Training Epoch: 36 [41472/45000]	Loss: 0.1338	LR: 0.000800
Training Epoch: 36 [41728/45000]	Loss: 0.0704	LR: 0.000800
Training Epoch: 36 [41984/45000]	Loss: 0.0897	LR: 0.000800
Training Epoch: 36 [42240/45000]	Loss: 0.1143	LR: 0.000800
Training Epoch: 36 [42496/45000]	Loss: 0.1346	LR: 0.000800
Training Epoch: 36 [42752/45000]	Loss: 0.1459	LR: 0.000800
Training Epoch: 36 [43008/45000]	Loss: 0.1050	LR: 0.000800
Training Epoch: 36 [43264/45000]	Loss: 0.1114	LR: 0.000800
Training Epoch: 36 [43520/45000]	Loss: 0.1064	LR: 0.000800
Training Epoch: 36 [43776/45000]	Loss: 0.1220	LR: 0.000800
Training Epoch: 36 [44032/45000]	Loss: 0.1554	LR: 0.000800
Training Epoch: 36 [44288/45000]	Loss: 0.1097	LR: 0.000800
Training Epoch: 36 [44544/45000]	Loss: 0.1258	LR: 0.000800
Training Epoch: 36 [44800/45000]	Loss: 0.1230	LR: 0.000800
Training Epoch: 36 [45000/45000]	Loss: 0.1165	LR: 0.000800
Epoch 36 - Average Train Loss: 0.1173, Train Accuracy: 0.9670
Epoch 36 training time consumed: 26.82s
Evaluating Network.....
Test set: Epoch: 36, Average loss: 0.0028, Accuracy: 0.8075, Time consumed:0.90s
Saving weights file to checkpoint/retrain/ResNet18/Sunday_13_July_2025_20h_58m_38s/ResNet18-Cifar20-seed10-ret100-36-best.pth
Training Epoch: 37 [256/45000]	Loss: 0.0989	LR: 0.000800
Training Epoch: 37 [512/45000]	Loss: 0.1091	LR: 0.000800
Training Epoch: 37 [768/45000]	Loss: 0.1286	LR: 0.000800
Training Epoch: 37 [1024/45000]	Loss: 0.1422	LR: 0.000800
Training Epoch: 37 [1280/45000]	Loss: 0.0945	LR: 0.000800
Training Epoch: 37 [1536/45000]	Loss: 0.1207	LR: 0.000800
Training Epoch: 37 [1792/45000]	Loss: 0.0954	LR: 0.000800
Training Epoch: 37 [2048/45000]	Loss: 0.1036	LR: 0.000800
Training Epoch: 37 [2304/45000]	Loss: 0.0733	LR: 0.000800
Training Epoch: 37 [2560/45000]	Loss: 0.1085	LR: 0.000800
Training Epoch: 37 [2816/45000]	Loss: 0.1632	LR: 0.000800
Training Epoch: 37 [3072/45000]	Loss: 0.1696	LR: 0.000800
Training Epoch: 37 [3328/45000]	Loss: 0.0991	LR: 0.000800
Training Epoch: 37 [3584/45000]	Loss: 0.1187	LR: 0.000800
Training Epoch: 37 [3840/45000]	Loss: 0.1014	LR: 0.000800
Training Epoch: 37 [4096/45000]	Loss: 0.0755	LR: 0.000800
Training Epoch: 37 [4352/45000]	Loss: 0.1009	LR: 0.000800
Training Epoch: 37 [4608/45000]	Loss: 0.0938	LR: 0.000800
Training Epoch: 37 [4864/45000]	Loss: 0.1162	LR: 0.000800
Training Epoch: 37 [5120/45000]	Loss: 0.1198	LR: 0.000800
Training Epoch: 37 [5376/45000]	Loss: 0.1563	LR: 0.000800
Training Epoch: 37 [5632/45000]	Loss: 0.1196	LR: 0.000800
Training Epoch: 37 [5888/45000]	Loss: 0.1309	LR: 0.000800
Training Epoch: 37 [6144/45000]	Loss: 0.0740	LR: 0.000800
Training Epoch: 37 [6400/45000]	Loss: 0.1175	LR: 0.000800
Training Epoch: 37 [6656/45000]	Loss: 0.1111	LR: 0.000800
Training Epoch: 37 [6912/45000]	Loss: 0.1006	LR: 0.000800
Training Epoch: 37 [7168/45000]	Loss: 0.1198	LR: 0.000800
Training Epoch: 37 [7424/45000]	Loss: 0.1753	LR: 0.000800
Training Epoch: 37 [7680/45000]	Loss: 0.1154	LR: 0.000800
Training Epoch: 37 [7936/45000]	Loss: 0.0952	LR: 0.000800
Training Epoch: 37 [8192/45000]	Loss: 0.1347	LR: 0.000800
Training Epoch: 37 [8448/45000]	Loss: 0.0991	LR: 0.000800
Training Epoch: 37 [8704/45000]	Loss: 0.0993	LR: 0.000800
Training Epoch: 37 [8960/45000]	Loss: 0.0933	LR: 0.000800
Training Epoch: 37 [9216/45000]	Loss: 0.0741	LR: 0.000800
Training Epoch: 37 [9472/45000]	Loss: 0.1071	LR: 0.000800
Training Epoch: 37 [9728/45000]	Loss: 0.1181	LR: 0.000800
Training Epoch: 37 [9984/45000]	Loss: 0.1392	LR: 0.000800
Training Epoch: 37 [10240/45000]	Loss: 0.1151	LR: 0.000800
Training Epoch: 37 [10496/45000]	Loss: 0.1060	LR: 0.000800
Training Epoch: 37 [10752/45000]	Loss: 0.1229	LR: 0.000800
Training Epoch: 37 [11008/45000]	Loss: 0.1293	LR: 0.000800
Training Epoch: 37 [11264/45000]	Loss: 0.1008	LR: 0.000800
Training Epoch: 37 [11520/45000]	Loss: 0.0923	LR: 0.000800
Training Epoch: 37 [11776/45000]	Loss: 0.0933	LR: 0.000800
Training Epoch: 37 [12032/45000]	Loss: 0.1010	LR: 0.000800
Training Epoch: 37 [12288/45000]	Loss: 0.1322	LR: 0.000800
Training Epoch: 37 [12544/45000]	Loss: 0.1123	LR: 0.000800
Training Epoch: 37 [12800/45000]	Loss: 0.1128	LR: 0.000800
Training Epoch: 37 [13056/45000]	Loss: 0.1130	LR: 0.000800
Training Epoch: 37 [13312/45000]	Loss: 0.1270	LR: 0.000800
Training Epoch: 37 [13568/45000]	Loss: 0.0785	LR: 0.000800
Training Epoch: 37 [13824/45000]	Loss: 0.1085	LR: 0.000800
Training Epoch: 37 [14080/45000]	Loss: 0.1125	LR: 0.000800
Training Epoch: 37 [14336/45000]	Loss: 0.1081	LR: 0.000800
Training Epoch: 37 [14592/45000]	Loss: 0.1237	LR: 0.000800
Training Epoch: 37 [14848/45000]	Loss: 0.1389	LR: 0.000800
Training Epoch: 37 [15104/45000]	Loss: 0.1154	LR: 0.000800
Training Epoch: 37 [15360/45000]	Loss: 0.1048	LR: 0.000800
Training Epoch: 37 [15616/45000]	Loss: 0.1678	LR: 0.000800
Training Epoch: 37 [15872/45000]	Loss: 0.1138	LR: 0.000800
Training Epoch: 37 [16128/45000]	Loss: 0.0896	LR: 0.000800
Training Epoch: 37 [16384/45000]	Loss: 0.1232	LR: 0.000800
Training Epoch: 37 [16640/45000]	Loss: 0.1343	LR: 0.000800
Training Epoch: 37 [16896/45000]	Loss: 0.0873	LR: 0.000800
Training Epoch: 37 [17152/45000]	Loss: 0.1452	LR: 0.000800
Training Epoch: 37 [17408/45000]	Loss: 0.0910	LR: 0.000800
Training Epoch: 37 [17664/45000]	Loss: 0.1046	LR: 0.000800
Training Epoch: 37 [17920/45000]	Loss: 0.1098	LR: 0.000800
Training Epoch: 37 [18176/45000]	Loss: 0.1194	LR: 0.000800
Training Epoch: 37 [18432/45000]	Loss: 0.1148	LR: 0.000800
Training Epoch: 37 [18688/45000]	Loss: 0.0817	LR: 0.000800
Training Epoch: 37 [18944/45000]	Loss: 0.1078	LR: 0.000800
Training Epoch: 37 [19200/45000]	Loss: 0.1156	LR: 0.000800
Training Epoch: 37 [19456/45000]	Loss: 0.1185	LR: 0.000800
Training Epoch: 37 [19712/45000]	Loss: 0.0863	LR: 0.000800
Training Epoch: 37 [19968/45000]	Loss: 0.1495	LR: 0.000800
Training Epoch: 37 [20224/45000]	Loss: 0.0828	LR: 0.000800
Training Epoch: 37 [20480/45000]	Loss: 0.0962	LR: 0.000800
Training Epoch: 37 [20736/45000]	Loss: 0.1238	LR: 0.000800
Training Epoch: 37 [20992/45000]	Loss: 0.1052	LR: 0.000800
Training Epoch: 37 [21248/45000]	Loss: 0.1127	LR: 0.000800
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Training Epoch: 37 [21760/45000]	Loss: 0.2046	LR: 0.000800
Training Epoch: 37 [22016/45000]	Loss: 0.1369	LR: 0.000800
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Training Epoch: 37 [22528/45000]	Loss: 0.1182	LR: 0.000800
Training Epoch: 37 [22784/45000]	Loss: 0.1278	LR: 0.000800
Training Epoch: 37 [23040/45000]	Loss: 0.1171	LR: 0.000800
Training Epoch: 37 [23296/45000]	Loss: 0.1399	LR: 0.000800
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Training Epoch: 37 [24832/45000]	Loss: 0.0986	LR: 0.000800
Training Epoch: 37 [25088/45000]	Loss: 0.1381	LR: 0.000800
Training Epoch: 37 [25344/45000]	Loss: 0.1206	LR: 0.000800
Training Epoch: 37 [25600/45000]	Loss: 0.1129	LR: 0.000800
Training Epoch: 37 [25856/45000]	Loss: 0.1205	LR: 0.000800
Training Epoch: 37 [26112/45000]	Loss: 0.0980	LR: 0.000800
Training Epoch: 37 [26368/45000]	Loss: 0.1349	LR: 0.000800
Training Epoch: 37 [26624/45000]	Loss: 0.1065	LR: 0.000800
Training Epoch: 37 [26880/45000]	Loss: 0.1217	LR: 0.000800
Training Epoch: 37 [27136/45000]	Loss: 0.1249	LR: 0.000800
Training Epoch: 37 [27392/45000]	Loss: 0.1309	LR: 0.000800
Training Epoch: 37 [27648/45000]	Loss: 0.1153	LR: 0.000800
Training Epoch: 37 [27904/45000]	Loss: 0.1027	LR: 0.000800
Training Epoch: 37 [28160/45000]	Loss: 0.1362	LR: 0.000800
Training Epoch: 37 [28416/45000]	Loss: 0.1194	LR: 0.000800
Training Epoch: 37 [28672/45000]	Loss: 0.1311	LR: 0.000800
Training Epoch: 37 [28928/45000]	Loss: 0.0799	LR: 0.000800
Training Epoch: 37 [29184/45000]	Loss: 0.1071	LR: 0.000800
Training Epoch: 37 [29440/45000]	Loss: 0.0867	LR: 0.000800
Training Epoch: 37 [29696/45000]	Loss: 0.1142	LR: 0.000800
Training Epoch: 37 [29952/45000]	Loss: 0.1089	LR: 0.000800
Training Epoch: 37 [30208/45000]	Loss: 0.1138	LR: 0.000800
Training Epoch: 37 [30464/45000]	Loss: 0.1306	LR: 0.000800
Training Epoch: 37 [30720/45000]	Loss: 0.1265	LR: 0.000800
Training Epoch: 37 [30976/45000]	Loss: 0.1438	LR: 0.000800
Training Epoch: 37 [31232/45000]	Loss: 0.1289	LR: 0.000800
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Training Epoch: 37 [32256/45000]	Loss: 0.0796	LR: 0.000800
Training Epoch: 37 [32512/45000]	Loss: 0.1289	LR: 0.000800
Training Epoch: 37 [32768/45000]	Loss: 0.0795	LR: 0.000800
Training Epoch: 37 [33024/45000]	Loss: 0.1227	LR: 0.000800
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Training Epoch: 37 [34304/45000]	Loss: 0.0859	LR: 0.000800
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Training Epoch: 37 [35328/45000]	Loss: 0.1079	LR: 0.000800
Training Epoch: 37 [35584/45000]	Loss: 0.1196	LR: 0.000800
Training Epoch: 37 [35840/45000]	Loss: 0.1344	LR: 0.000800
Training Epoch: 37 [36096/45000]	Loss: 0.1287	LR: 0.000800
Training Epoch: 37 [36352/45000]	Loss: 0.0824	LR: 0.000800
Training Epoch: 37 [36608/45000]	Loss: 0.1298	LR: 0.000800
Training Epoch: 37 [36864/45000]	Loss: 0.1251	LR: 0.000800
Training Epoch: 37 [37120/45000]	Loss: 0.1139	LR: 0.000800
Training Epoch: 37 [37376/45000]	Loss: 0.1337	LR: 0.000800
Training Epoch: 37 [37632/45000]	Loss: 0.1742	LR: 0.000800
Training Epoch: 37 [37888/45000]	Loss: 0.1260	LR: 0.000800
Training Epoch: 37 [38144/45000]	Loss: 0.1679	LR: 0.000800
Training Epoch: 37 [38400/45000]	Loss: 0.0986	LR: 0.000800
Training Epoch: 37 [38656/45000]	Loss: 0.1006	LR: 0.000800
Training Epoch: 37 [38912/45000]	Loss: 0.1181	LR: 0.000800
Training Epoch: 37 [39168/45000]	Loss: 0.1445	LR: 0.000800
Training Epoch: 37 [39424/45000]	Loss: 0.1017	LR: 0.000800
Training Epoch: 37 [39680/45000]	Loss: 0.1268	LR: 0.000800
Training Epoch: 37 [39936/45000]	Loss: 0.1007	LR: 0.000800
Training Epoch: 37 [40192/45000]	Loss: 0.1255	LR: 0.000800
Training Epoch: 37 [40448/45000]	Loss: 0.0870	LR: 0.000800
Training Epoch: 37 [40704/45000]	Loss: 0.1164	LR: 0.000800
Training Epoch: 37 [40960/45000]	Loss: 0.1348	LR: 0.000800
Training Epoch: 37 [41216/45000]	Loss: 0.1213	LR: 0.000800
Training Epoch: 37 [41472/45000]	Loss: 0.1082	LR: 0.000800
Training Epoch: 37 [41728/45000]	Loss: 0.1098	LR: 0.000800
Training Epoch: 37 [41984/45000]	Loss: 0.1213	LR: 0.000800
Training Epoch: 37 [42240/45000]	Loss: 0.1193	LR: 0.000800
Training Epoch: 37 [42496/45000]	Loss: 0.1112	LR: 0.000800
Training Epoch: 37 [42752/45000]	Loss: 0.1094	LR: 0.000800
Training Epoch: 37 [43008/45000]	Loss: 0.1112	LR: 0.000800
Training Epoch: 37 [43264/45000]	Loss: 0.1070	LR: 0.000800
Training Epoch: 37 [43520/45000]	Loss: 0.1297	LR: 0.000800
Training Epoch: 37 [43776/45000]	Loss: 0.0775	LR: 0.000800
Training Epoch: 37 [44032/45000]	Loss: 0.0917	LR: 0.000800
Training Epoch: 37 [44288/45000]	Loss: 0.1620	LR: 0.000800
Training Epoch: 37 [44544/45000]	Loss: 0.1190	LR: 0.000800
Training Epoch: 37 [44800/45000]	Loss: 0.1121	LR: 0.000800
Training Epoch: 37 [45000/45000]	Loss: 0.1188	LR: 0.000800
Epoch 37 - Average Train Loss: 0.1151, Train Accuracy: 0.9676
Epoch 37 training time consumed: 26.86s
Evaluating Network.....
Test set: Epoch: 37, Average loss: 0.0029, Accuracy: 0.8084, Time consumed:0.90s
Saving weights file to checkpoint/retrain/ResNet18/Sunday_13_July_2025_20h_58m_38s/ResNet18-Cifar20-seed10-ret100-37-best.pth
Training Epoch: 38 [256/45000]	Loss: 0.0974	LR: 0.000800
Training Epoch: 38 [512/45000]	Loss: 0.1271	LR: 0.000800
Training Epoch: 38 [768/45000]	Loss: 0.1714	LR: 0.000800
Training Epoch: 38 [1024/45000]	Loss: 0.1479	LR: 0.000800
Training Epoch: 38 [1280/45000]	Loss: 0.1467	LR: 0.000800
Training Epoch: 38 [1536/45000]	Loss: 0.1635	LR: 0.000800
Training Epoch: 38 [1792/45000]	Loss: 0.1481	LR: 0.000800
Training Epoch: 38 [2048/45000]	Loss: 0.1256	LR: 0.000800
Training Epoch: 38 [2304/45000]	Loss: 0.0977	LR: 0.000800
Training Epoch: 38 [2560/45000]	Loss: 0.0970	LR: 0.000800
Training Epoch: 38 [2816/45000]	Loss: 0.1132	LR: 0.000800
Training Epoch: 38 [3072/45000]	Loss: 0.0949	LR: 0.000800
Training Epoch: 38 [3328/45000]	Loss: 0.1013	LR: 0.000800
Training Epoch: 38 [3584/45000]	Loss: 0.1098	LR: 0.000800
Training Epoch: 38 [3840/45000]	Loss: 0.0885	LR: 0.000800
Training Epoch: 38 [4096/45000]	Loss: 0.1075	LR: 0.000800
Training Epoch: 38 [4352/45000]	Loss: 0.0949	LR: 0.000800
Training Epoch: 38 [4608/45000]	Loss: 0.1214	LR: 0.000800
Training Epoch: 38 [4864/45000]	Loss: 0.1062	LR: 0.000800
Training Epoch: 38 [5120/45000]	Loss: 0.1420	LR: 0.000800
Training Epoch: 38 [5376/45000]	Loss: 0.0994	LR: 0.000800
Training Epoch: 38 [5632/45000]	Loss: 0.1007	LR: 0.000800
Training Epoch: 38 [5888/45000]	Loss: 0.0947	LR: 0.000800
Training Epoch: 38 [6144/45000]	Loss: 0.1465	LR: 0.000800
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Training Epoch: 38 [7168/45000]	Loss: 0.1051	LR: 0.000800
Training Epoch: 38 [7424/45000]	Loss: 0.0984	LR: 0.000800
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Training Epoch: 38 [9728/45000]	Loss: 0.1105	LR: 0.000800
Training Epoch: 38 [9984/45000]	Loss: 0.1009	LR: 0.000800
Training Epoch: 38 [10240/45000]	Loss: 0.0871	LR: 0.000800
Training Epoch: 38 [10496/45000]	Loss: 0.1520	LR: 0.000800
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Training Epoch: 38 [11008/45000]	Loss: 0.0903	LR: 0.000800
Training Epoch: 38 [11264/45000]	Loss: 0.1355	LR: 0.000800
Training Epoch: 38 [11520/45000]	Loss: 0.1072	LR: 0.000800
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Training Epoch: 38 [12032/45000]	Loss: 0.0718	LR: 0.000800
Training Epoch: 38 [12288/45000]	Loss: 0.1086	LR: 0.000800
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Training Epoch: 38 [12800/45000]	Loss: 0.1093	LR: 0.000800
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Training Epoch: 38 [13312/45000]	Loss: 0.0808	LR: 0.000800
Training Epoch: 38 [13568/45000]	Loss: 0.1478	LR: 0.000800
Training Epoch: 38 [13824/45000]	Loss: 0.1032	LR: 0.000800
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Training Epoch: 38 [14592/45000]	Loss: 0.0975	LR: 0.000800
Training Epoch: 38 [14848/45000]	Loss: 0.1153	LR: 0.000800
Training Epoch: 38 [15104/45000]	Loss: 0.1465	LR: 0.000800
Training Epoch: 38 [15360/45000]	Loss: 0.0706	LR: 0.000800
Training Epoch: 38 [15616/45000]	Loss: 0.1082	LR: 0.000800
Training Epoch: 38 [15872/45000]	Loss: 0.0783	LR: 0.000800
Training Epoch: 38 [16128/45000]	Loss: 0.1152	LR: 0.000800
Training Epoch: 38 [16384/45000]	Loss: 0.1268	LR: 0.000800
Training Epoch: 38 [16640/45000]	Loss: 0.1310	LR: 0.000800
Training Epoch: 38 [16896/45000]	Loss: 0.0903	LR: 0.000800
Training Epoch: 38 [17152/45000]	Loss: 0.0992	LR: 0.000800
Training Epoch: 38 [17408/45000]	Loss: 0.0859	LR: 0.000800
Training Epoch: 38 [17664/45000]	Loss: 0.1043	LR: 0.000800
Training Epoch: 38 [17920/45000]	Loss: 0.0873	LR: 0.000800
Training Epoch: 38 [18176/45000]	Loss: 0.1590	LR: 0.000800
Training Epoch: 38 [18432/45000]	Loss: 0.1168	LR: 0.000800
Training Epoch: 38 [18688/45000]	Loss: 0.1413	LR: 0.000800
Training Epoch: 38 [18944/45000]	Loss: 0.1745	LR: 0.000800
Training Epoch: 38 [19200/45000]	Loss: 0.0963	LR: 0.000800
Training Epoch: 38 [19456/45000]	Loss: 0.1188	LR: 0.000800
Training Epoch: 38 [19712/45000]	Loss: 0.0901	LR: 0.000800
Training Epoch: 38 [19968/45000]	Loss: 0.1066	LR: 0.000800
Training Epoch: 38 [20224/45000]	Loss: 0.0786	LR: 0.000800
Training Epoch: 38 [20480/45000]	Loss: 0.1422	LR: 0.000800
Training Epoch: 38 [20736/45000]	Loss: 0.1311	LR: 0.000800
Training Epoch: 38 [20992/45000]	Loss: 0.1005	LR: 0.000800
Training Epoch: 38 [21248/45000]	Loss: 0.1109	LR: 0.000800
Training Epoch: 38 [21504/45000]	Loss: 0.1157	LR: 0.000800
Training Epoch: 38 [21760/45000]	Loss: 0.1034	LR: 0.000800
Training Epoch: 38 [22016/45000]	Loss: 0.1171	LR: 0.000800
Training Epoch: 38 [22272/45000]	Loss: 0.0954	LR: 0.000800
Training Epoch: 38 [22528/45000]	Loss: 0.0938	LR: 0.000800
Training Epoch: 38 [22784/45000]	Loss: 0.0905	LR: 0.000800
Training Epoch: 38 [23040/45000]	Loss: 0.1060	LR: 0.000800
Training Epoch: 38 [23296/45000]	Loss: 0.1308	LR: 0.000800
Training Epoch: 38 [23552/45000]	Loss: 0.1339	LR: 0.000800
Training Epoch: 38 [23808/45000]	Loss: 0.0965	LR: 0.000800
Training Epoch: 38 [24064/45000]	Loss: 0.1401	LR: 0.000800
Training Epoch: 38 [24320/45000]	Loss: 0.0968	LR: 0.000800
Training Epoch: 38 [24576/45000]	Loss: 0.0928	LR: 0.000800
Training Epoch: 38 [24832/45000]	Loss: 0.0957	LR: 0.000800
Training Epoch: 38 [25088/45000]	Loss: 0.1169	LR: 0.000800
Training Epoch: 38 [25344/45000]	Loss: 0.1478	LR: 0.000800
Training Epoch: 38 [25600/45000]	Loss: 0.1096	LR: 0.000800
Training Epoch: 38 [25856/45000]	Loss: 0.1028	LR: 0.000800
Training Epoch: 38 [26112/45000]	Loss: 0.1077	LR: 0.000800
Training Epoch: 38 [26368/45000]	Loss: 0.1521	LR: 0.000800
Training Epoch: 38 [26624/45000]	Loss: 0.1192	LR: 0.000800
Training Epoch: 38 [26880/45000]	Loss: 0.1288	LR: 0.000800
Training Epoch: 38 [27136/45000]	Loss: 0.1090	LR: 0.000800
Training Epoch: 38 [27392/45000]	Loss: 0.1155	LR: 0.000800
Training Epoch: 38 [27648/45000]	Loss: 0.0808	LR: 0.000800
Training Epoch: 38 [27904/45000]	Loss: 0.1238	LR: 0.000800
Training Epoch: 38 [28160/45000]	Loss: 0.0667	LR: 0.000800
Training Epoch: 38 [28416/45000]	Loss: 0.1160	LR: 0.000800
Training Epoch: 38 [28672/45000]	Loss: 0.0990	LR: 0.000800
Training Epoch: 38 [28928/45000]	Loss: 0.1435	LR: 0.000800
Training Epoch: 38 [29184/45000]	Loss: 0.1272	LR: 0.000800
Training Epoch: 38 [29440/45000]	Loss: 0.1428	LR: 0.000800
Training Epoch: 38 [29696/45000]	Loss: 0.1277	LR: 0.000800
Training Epoch: 38 [29952/45000]	Loss: 0.1296	LR: 0.000800
Training Epoch: 38 [30208/45000]	Loss: 0.1117	LR: 0.000800
Training Epoch: 38 [30464/45000]	Loss: 0.1021	LR: 0.000800
Training Epoch: 38 [30720/45000]	Loss: 0.0754	LR: 0.000800
Training Epoch: 38 [30976/45000]	Loss: 0.1740	LR: 0.000800
Training Epoch: 38 [31232/45000]	Loss: 0.1271	LR: 0.000800
Training Epoch: 38 [31488/45000]	Loss: 0.1056	LR: 0.000800
Training Epoch: 38 [31744/45000]	Loss: 0.1182	LR: 0.000800
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Training Epoch: 38 [32512/45000]	Loss: 0.1192	LR: 0.000800
Training Epoch: 38 [32768/45000]	Loss: 0.1225	LR: 0.000800
Training Epoch: 38 [33024/45000]	Loss: 0.1208	LR: 0.000800
Training Epoch: 38 [33280/45000]	Loss: 0.0957	LR: 0.000800
Training Epoch: 38 [33536/45000]	Loss: 0.1208	LR: 0.000800
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Training Epoch: 38 [34304/45000]	Loss: 0.0815	LR: 0.000800
Training Epoch: 38 [34560/45000]	Loss: 0.1194	LR: 0.000800
Training Epoch: 38 [34816/45000]	Loss: 0.0984	LR: 0.000800
Training Epoch: 38 [35072/45000]	Loss: 0.0742	LR: 0.000800
Training Epoch: 38 [35328/45000]	Loss: 0.1280	LR: 0.000800
Training Epoch: 38 [35584/45000]	Loss: 0.1032	LR: 0.000800
Training Epoch: 38 [35840/45000]	Loss: 0.0833	LR: 0.000800
Training Epoch: 38 [36096/45000]	Loss: 0.1478	LR: 0.000800
Training Epoch: 38 [36352/45000]	Loss: 0.0903	LR: 0.000800
Training Epoch: 38 [36608/45000]	Loss: 0.1164	LR: 0.000800
Training Epoch: 38 [36864/45000]	Loss: 0.1435	LR: 0.000800
Training Epoch: 38 [37120/45000]	Loss: 0.1381	LR: 0.000800
Training Epoch: 38 [37376/45000]	Loss: 0.1514	LR: 0.000800
Training Epoch: 38 [37632/45000]	Loss: 0.1284	LR: 0.000800
Training Epoch: 38 [37888/45000]	Loss: 0.1124	LR: 0.000800
Training Epoch: 38 [38144/45000]	Loss: 0.0978	LR: 0.000800
Training Epoch: 38 [38400/45000]	Loss: 0.1170	LR: 0.000800
Training Epoch: 38 [38656/45000]	Loss: 0.1092	LR: 0.000800
Training Epoch: 38 [38912/45000]	Loss: 0.1092	LR: 0.000800
Training Epoch: 38 [39168/45000]	Loss: 0.0982	LR: 0.000800
Training Epoch: 38 [39424/45000]	Loss: 0.0849	LR: 0.000800
Training Epoch: 38 [39680/45000]	Loss: 0.1304	LR: 0.000800
Training Epoch: 38 [39936/45000]	Loss: 0.1098	LR: 0.000800
Training Epoch: 38 [40192/45000]	Loss: 0.0964	LR: 0.000800
Training Epoch: 38 [40448/45000]	Loss: 0.1301	LR: 0.000800
Training Epoch: 38 [40704/45000]	Loss: 0.0923	LR: 0.000800
Training Epoch: 38 [40960/45000]	Loss: 0.1222	LR: 0.000800
Training Epoch: 38 [41216/45000]	Loss: 0.1158	LR: 0.000800
Training Epoch: 38 [41472/45000]	Loss: 0.0982	LR: 0.000800
Training Epoch: 38 [41728/45000]	Loss: 0.1160	LR: 0.000800
Training Epoch: 38 [41984/45000]	Loss: 0.1051	LR: 0.000800
Training Epoch: 38 [42240/45000]	Loss: 0.0980	LR: 0.000800
Training Epoch: 38 [42496/45000]	Loss: 0.0789	LR: 0.000800
Training Epoch: 38 [42752/45000]	Loss: 0.0964	LR: 0.000800
Training Epoch: 38 [43008/45000]	Loss: 0.1200	LR: 0.000800
Training Epoch: 38 [43264/45000]	Loss: 0.1449	LR: 0.000800
Training Epoch: 38 [43520/45000]	Loss: 0.0888	LR: 0.000800
Training Epoch: 38 [43776/45000]	Loss: 0.1330	LR: 0.000800
Training Epoch: 38 [44032/45000]	Loss: 0.1397	LR: 0.000800
Training Epoch: 38 [44288/45000]	Loss: 0.1278	LR: 0.000800
Training Epoch: 38 [44544/45000]	Loss: 0.0930	LR: 0.000800
Training Epoch: 38 [44800/45000]	Loss: 0.1237	LR: 0.000800
Training Epoch: 38 [45000/45000]	Loss: 0.1107	LR: 0.000800
Epoch 38 - Average Train Loss: 0.1133, Train Accuracy: 0.9677
Epoch 38 training time consumed: 27.24s
Evaluating Network.....
Test set: Epoch: 38, Average loss: 0.0029, Accuracy: 0.8086, Time consumed:0.91s
Saving weights file to checkpoint/retrain/ResNet18/Sunday_13_July_2025_20h_58m_38s/ResNet18-Cifar20-seed10-ret100-38-best.pth
Training Epoch: 39 [256/45000]	Loss: 0.1223	LR: 0.000800
Training Epoch: 39 [512/45000]	Loss: 0.0877	LR: 0.000800
Training Epoch: 39 [768/45000]	Loss: 0.1034	LR: 0.000800
Training Epoch: 39 [1024/45000]	Loss: 0.1034	LR: 0.000800
Training Epoch: 39 [1280/45000]	Loss: 0.0951	LR: 0.000800
Training Epoch: 39 [1536/45000]	Loss: 0.1447	LR: 0.000800
Training Epoch: 39 [1792/45000]	Loss: 0.1131	LR: 0.000800
Training Epoch: 39 [2048/45000]	Loss: 0.1304	LR: 0.000800
Training Epoch: 39 [2304/45000]	Loss: 0.1271	LR: 0.000800
Training Epoch: 39 [2560/45000]	Loss: 0.1144	LR: 0.000800
Training Epoch: 39 [2816/45000]	Loss: 0.1411	LR: 0.000800
Training Epoch: 39 [3072/45000]	Loss: 0.1023	LR: 0.000800
Training Epoch: 39 [3328/45000]	Loss: 0.0906	LR: 0.000800
Training Epoch: 39 [3584/45000]	Loss: 0.1119	LR: 0.000800
Training Epoch: 39 [3840/45000]	Loss: 0.0789	LR: 0.000800
Training Epoch: 39 [4096/45000]	Loss: 0.0858	LR: 0.000800
Training Epoch: 39 [4352/45000]	Loss: 0.0981	LR: 0.000800
Training Epoch: 39 [4608/45000]	Loss: 0.0992	LR: 0.000800
Training Epoch: 39 [4864/45000]	Loss: 0.0652	LR: 0.000800
Training Epoch: 39 [5120/45000]	Loss: 0.0820	LR: 0.000800
Training Epoch: 39 [5376/45000]	Loss: 0.1080	LR: 0.000800
Training Epoch: 39 [5632/45000]	Loss: 0.1404	LR: 0.000800
Training Epoch: 39 [5888/45000]	Loss: 0.1138	LR: 0.000800
Training Epoch: 39 [6144/45000]	Loss: 0.0940	LR: 0.000800
Training Epoch: 39 [6400/45000]	Loss: 0.0897	LR: 0.000800
Training Epoch: 39 [6656/45000]	Loss: 0.1276	LR: 0.000800
Training Epoch: 39 [6912/45000]	Loss: 0.1594	LR: 0.000800
Training Epoch: 39 [7168/45000]	Loss: 0.1152	LR: 0.000800
Training Epoch: 39 [7424/45000]	Loss: 0.0858	LR: 0.000800
Training Epoch: 39 [7680/45000]	Loss: 0.0758	LR: 0.000800
Training Epoch: 39 [7936/45000]	Loss: 0.0816	LR: 0.000800
Training Epoch: 39 [8192/45000]	Loss: 0.1286	LR: 0.000800
Training Epoch: 39 [8448/45000]	Loss: 0.1370	LR: 0.000800
Training Epoch: 39 [8704/45000]	Loss: 0.0756	LR: 0.000800
Training Epoch: 39 [8960/45000]	Loss: 0.0958	LR: 0.000800
Training Epoch: 39 [9216/45000]	Loss: 0.0966	LR: 0.000800
Training Epoch: 39 [9472/45000]	Loss: 0.0848	LR: 0.000800
Training Epoch: 39 [9728/45000]	Loss: 0.1531	LR: 0.000800
Training Epoch: 39 [9984/45000]	Loss: 0.1146	LR: 0.000800
Training Epoch: 39 [10240/45000]	Loss: 0.0948	LR: 0.000800
Training Epoch: 39 [10496/45000]	Loss: 0.1441	LR: 0.000800
Training Epoch: 39 [10752/45000]	Loss: 0.1107	LR: 0.000800
Training Epoch: 39 [11008/45000]	Loss: 0.1059	LR: 0.000800
Training Epoch: 39 [11264/45000]	Loss: 0.1367	LR: 0.000800
Training Epoch: 39 [11520/45000]	Loss: 0.1095	LR: 0.000800
Training Epoch: 39 [11776/45000]	Loss: 0.1198	LR: 0.000800
Training Epoch: 39 [12032/45000]	Loss: 0.0875	LR: 0.000800
Training Epoch: 39 [12288/45000]	Loss: 0.1283	LR: 0.000800
Training Epoch: 39 [12544/45000]	Loss: 0.1064	LR: 0.000800
Training Epoch: 39 [12800/45000]	Loss: 0.1034	LR: 0.000800
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Training Epoch: 39 [13312/45000]	Loss: 0.1228	LR: 0.000800
Training Epoch: 39 [13568/45000]	Loss: 0.1163	LR: 0.000800
Training Epoch: 39 [13824/45000]	Loss: 0.0991	LR: 0.000800
Training Epoch: 39 [14080/45000]	Loss: 0.1048	LR: 0.000800
Training Epoch: 39 [14336/45000]	Loss: 0.0992	LR: 0.000800
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Training Epoch: 39 [14848/45000]	Loss: 0.1001	LR: 0.000800
Training Epoch: 39 [15104/45000]	Loss: 0.0899	LR: 0.000800
Training Epoch: 39 [15360/45000]	Loss: 0.0745	LR: 0.000800
Training Epoch: 39 [15616/45000]	Loss: 0.1195	LR: 0.000800
Training Epoch: 39 [15872/45000]	Loss: 0.1036	LR: 0.000800
Training Epoch: 39 [16128/45000]	Loss: 0.0998	LR: 0.000800
Training Epoch: 39 [16384/45000]	Loss: 0.1063	LR: 0.000800
Training Epoch: 39 [16640/45000]	Loss: 0.1201	LR: 0.000800
Training Epoch: 39 [16896/45000]	Loss: 0.1200	LR: 0.000800
Training Epoch: 39 [17152/45000]	Loss: 0.1303	LR: 0.000800
Training Epoch: 39 [17408/45000]	Loss: 0.1112	LR: 0.000800
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Training Epoch: 39 [18688/45000]	Loss: 0.0832	LR: 0.000800
Training Epoch: 39 [18944/45000]	Loss: 0.1034	LR: 0.000800
Training Epoch: 39 [19200/45000]	Loss: 0.1195	LR: 0.000800
Training Epoch: 39 [19456/45000]	Loss: 0.1134	LR: 0.000800
Training Epoch: 39 [19712/45000]	Loss: 0.1216	LR: 0.000800
Training Epoch: 39 [19968/45000]	Loss: 0.1555	LR: 0.000800
Training Epoch: 39 [20224/45000]	Loss: 0.1336	LR: 0.000800
Training Epoch: 39 [20480/45000]	Loss: 0.0976	LR: 0.000800
Training Epoch: 39 [20736/45000]	Loss: 0.1267	LR: 0.000800
Training Epoch: 39 [20992/45000]	Loss: 0.1147	LR: 0.000800
Training Epoch: 39 [21248/45000]	Loss: 0.1462	LR: 0.000800
Training Epoch: 39 [21504/45000]	Loss: 0.1480	LR: 0.000800
Training Epoch: 39 [21760/45000]	Loss: 0.1444	LR: 0.000800
Training Epoch: 39 [22016/45000]	Loss: 0.0829	LR: 0.000800
Training Epoch: 39 [22272/45000]	Loss: 0.1103	LR: 0.000800
Training Epoch: 39 [22528/45000]	Loss: 0.1489	LR: 0.000800
Training Epoch: 39 [22784/45000]	Loss: 0.0970	LR: 0.000800
Training Epoch: 39 [23040/45000]	Loss: 0.1448	LR: 0.000800
Training Epoch: 39 [23296/45000]	Loss: 0.1059	LR: 0.000800
Training Epoch: 39 [23552/45000]	Loss: 0.0867	LR: 0.000800
Training Epoch: 39 [23808/45000]	Loss: 0.1312	LR: 0.000800
Training Epoch: 39 [24064/45000]	Loss: 0.1101	LR: 0.000800
Training Epoch: 39 [24320/45000]	Loss: 0.1243	LR: 0.000800
Training Epoch: 39 [24576/45000]	Loss: 0.1189	LR: 0.000800
Training Epoch: 39 [24832/45000]	Loss: 0.0836	LR: 0.000800
Training Epoch: 39 [25088/45000]	Loss: 0.1304	LR: 0.000800
Training Epoch: 39 [25344/45000]	Loss: 0.1138	LR: 0.000800
Training Epoch: 39 [25600/45000]	Loss: 0.1043	LR: 0.000800
Training Epoch: 39 [25856/45000]	Loss: 0.1178	LR: 0.000800
Training Epoch: 39 [26112/45000]	Loss: 0.1185	LR: 0.000800
Training Epoch: 39 [26368/45000]	Loss: 0.0885	LR: 0.000800
Training Epoch: 39 [26624/45000]	Loss: 0.0856	LR: 0.000800
Training Epoch: 39 [26880/45000]	Loss: 0.1394	LR: 0.000800
Training Epoch: 39 [27136/45000]	Loss: 0.1483	LR: 0.000800
Training Epoch: 39 [27392/45000]	Loss: 0.0867	LR: 0.000800
Training Epoch: 39 [27648/45000]	Loss: 0.1259	LR: 0.000800
Training Epoch: 39 [27904/45000]	Loss: 0.0933	LR: 0.000800
Training Epoch: 39 [28160/45000]	Loss: 0.1053	LR: 0.000800
Training Epoch: 39 [28416/45000]	Loss: 0.1224	LR: 0.000800
Training Epoch: 39 [28672/45000]	Loss: 0.0862	LR: 0.000800
Training Epoch: 39 [28928/45000]	Loss: 0.1119	LR: 0.000800
Training Epoch: 39 [29184/45000]	Loss: 0.1462	LR: 0.000800
Training Epoch: 39 [29440/45000]	Loss: 0.1268	LR: 0.000800
Training Epoch: 39 [29696/45000]	Loss: 0.1035	LR: 0.000800
Training Epoch: 39 [29952/45000]	Loss: 0.1341	LR: 0.000800
Training Epoch: 39 [30208/45000]	Loss: 0.1340	LR: 0.000800
Training Epoch: 39 [30464/45000]	Loss: 0.1643	LR: 0.000800
Training Epoch: 39 [30720/45000]	Loss: 0.1163	LR: 0.000800
Training Epoch: 39 [30976/45000]	Loss: 0.1790	LR: 0.000800
Training Epoch: 39 [31232/45000]	Loss: 0.1049	LR: 0.000800
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Training Epoch: 39 [32256/45000]	Loss: 0.1377	LR: 0.000800
Training Epoch: 39 [32512/45000]	Loss: 0.1085	LR: 0.000800
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Training Epoch: 39 [33024/45000]	Loss: 0.1117	LR: 0.000800
Training Epoch: 39 [33280/45000]	Loss: 0.0986	LR: 0.000800
Training Epoch: 39 [33536/45000]	Loss: 0.0794	LR: 0.000800
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Training Epoch: 39 [34304/45000]	Loss: 0.1012	LR: 0.000800
Training Epoch: 39 [34560/45000]	Loss: 0.1203	LR: 0.000800
Training Epoch: 39 [34816/45000]	Loss: 0.0804	LR: 0.000800
Training Epoch: 39 [35072/45000]	Loss: 0.0856	LR: 0.000800
Training Epoch: 39 [35328/45000]	Loss: 0.0979	LR: 0.000800
Training Epoch: 39 [35584/45000]	Loss: 0.1166	LR: 0.000800
Training Epoch: 39 [35840/45000]	Loss: 0.0621	LR: 0.000800
Training Epoch: 39 [36096/45000]	Loss: 0.0791	LR: 0.000800
Training Epoch: 39 [36352/45000]	Loss: 0.1705	LR: 0.000800
Training Epoch: 39 [36608/45000]	Loss: 0.0868	LR: 0.000800
Training Epoch: 39 [36864/45000]	Loss: 0.0712	LR: 0.000800
Training Epoch: 39 [37120/45000]	Loss: 0.1391	LR: 0.000800
Training Epoch: 39 [37376/45000]	Loss: 0.1190	LR: 0.000800
Training Epoch: 39 [37632/45000]	Loss: 0.1013	LR: 0.000800
Training Epoch: 39 [37888/45000]	Loss: 0.0563	LR: 0.000800
Training Epoch: 39 [38144/45000]	Loss: 0.1124	LR: 0.000800
Training Epoch: 39 [38400/45000]	Loss: 0.1329	LR: 0.000800
Training Epoch: 39 [38656/45000]	Loss: 0.1147	LR: 0.000800
Training Epoch: 39 [38912/45000]	Loss: 0.0840	LR: 0.000800
Training Epoch: 39 [39168/45000]	Loss: 0.0618	LR: 0.000800
Training Epoch: 39 [39424/45000]	Loss: 0.1133	LR: 0.000800
Training Epoch: 39 [39680/45000]	Loss: 0.1118	LR: 0.000800
Training Epoch: 39 [39936/45000]	Loss: 0.1091	LR: 0.000800
Training Epoch: 39 [40192/45000]	Loss: 0.1373	LR: 0.000800
Training Epoch: 39 [40448/45000]	Loss: 0.1237	LR: 0.000800
Training Epoch: 39 [40704/45000]	Loss: 0.1242	LR: 0.000800
Training Epoch: 39 [40960/45000]	Loss: 0.0579	LR: 0.000800
Training Epoch: 39 [41216/45000]	Loss: 0.1359	LR: 0.000800
Training Epoch: 39 [41472/45000]	Loss: 0.0968	LR: 0.000800
Training Epoch: 39 [41728/45000]	Loss: 0.1110	LR: 0.000800
Training Epoch: 39 [41984/45000]	Loss: 0.1251	LR: 0.000800
Training Epoch: 39 [42240/45000]	Loss: 0.1156	LR: 0.000800
Training Epoch: 39 [42496/45000]	Loss: 0.0892	LR: 0.000800
Training Epoch: 39 [42752/45000]	Loss: 0.1093	LR: 0.000800
Training Epoch: 39 [43008/45000]	Loss: 0.0942	LR: 0.000800
Training Epoch: 39 [43264/45000]	Loss: 0.1275	LR: 0.000800
Training Epoch: 39 [43520/45000]	Loss: 0.0759	LR: 0.000800
Training Epoch: 39 [43776/45000]	Loss: 0.1109	LR: 0.000800
Training Epoch: 39 [44032/45000]	Loss: 0.0933	LR: 0.000800
Training Epoch: 39 [44288/45000]	Loss: 0.0988	LR: 0.000800
Training Epoch: 39 [44544/45000]	Loss: 0.2008	LR: 0.000800
Training Epoch: 39 [44800/45000]	Loss: 0.0825	LR: 0.000800
Training Epoch: 39 [45000/45000]	Loss: 0.0769	LR: 0.000800
Epoch 39 - Average Train Loss: 0.1107, Train Accuracy: 0.9676
Epoch 39 training time consumed: 26.83s
Evaluating Network.....
Test set: Epoch: 39, Average loss: 0.0029, Accuracy: 0.8088, Time consumed:0.89s
Saving weights file to checkpoint/retrain/ResNet18/Sunday_13_July_2025_20h_58m_38s/ResNet18-Cifar20-seed10-ret100-39-best.pth
Training Epoch: 40 [256/45000]	Loss: 0.0888	LR: 0.000800
Training Epoch: 40 [512/45000]	Loss: 0.1350	LR: 0.000800
Training Epoch: 40 [768/45000]	Loss: 0.0849	LR: 0.000800
Training Epoch: 40 [1024/45000]	Loss: 0.1300	LR: 0.000800
Training Epoch: 40 [1280/45000]	Loss: 0.1247	LR: 0.000800
Training Epoch: 40 [1536/45000]	Loss: 0.1042	LR: 0.000800
Training Epoch: 40 [1792/45000]	Loss: 0.0968	LR: 0.000800
Training Epoch: 40 [2048/45000]	Loss: 0.1225	LR: 0.000800
Training Epoch: 40 [2304/45000]	Loss: 0.1102	LR: 0.000800
Training Epoch: 40 [2560/45000]	Loss: 0.0959	LR: 0.000800
Training Epoch: 40 [2816/45000]	Loss: 0.0861	LR: 0.000800
Training Epoch: 40 [3072/45000]	Loss: 0.0881	LR: 0.000800
Training Epoch: 40 [3328/45000]	Loss: 0.1016	LR: 0.000800
Training Epoch: 40 [3584/45000]	Loss: 0.1172	LR: 0.000800
Training Epoch: 40 [3840/45000]	Loss: 0.1388	LR: 0.000800
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Training Epoch: 40 [5120/45000]	Loss: 0.1103	LR: 0.000800
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Training Epoch: 40 [5888/45000]	Loss: 0.0773	LR: 0.000800
Training Epoch: 40 [6144/45000]	Loss: 0.1287	LR: 0.000800
Training Epoch: 40 [6400/45000]	Loss: 0.1041	LR: 0.000800
Training Epoch: 40 [6656/45000]	Loss: 0.1155	LR: 0.000800
Training Epoch: 40 [6912/45000]	Loss: 0.1168	LR: 0.000800
Training Epoch: 40 [7168/45000]	Loss: 0.0917	LR: 0.000800
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Training Epoch: 40 [7680/45000]	Loss: 0.1165	LR: 0.000800
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Training Epoch: 40 [9216/45000]	Loss: 0.1042	LR: 0.000800
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Training Epoch: 40 [9984/45000]	Loss: 0.1067	LR: 0.000800
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Training Epoch: 40 [10496/45000]	Loss: 0.0994	LR: 0.000800
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Training Epoch: 40 [16896/45000]	Loss: 0.0870	LR: 0.000800
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Training Epoch: 40 [20224/45000]	Loss: 0.1521	LR: 0.000800
Training Epoch: 40 [20480/45000]	Loss: 0.0724	LR: 0.000800
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Training Epoch: 40 [21760/45000]	Loss: 0.1243	LR: 0.000800
Training Epoch: 40 [22016/45000]	Loss: 0.0974	LR: 0.000800
Training Epoch: 40 [22272/45000]	Loss: 0.1096	LR: 0.000800
Training Epoch: 40 [22528/45000]	Loss: 0.1294	LR: 0.000800
Training Epoch: 40 [22784/45000]	Loss: 0.0915	LR: 0.000800
Training Epoch: 40 [23040/45000]	Loss: 0.1151	LR: 0.000800
Training Epoch: 40 [23296/45000]	Loss: 0.1419	LR: 0.000800
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Training Epoch: 40 [23808/45000]	Loss: 0.1107	LR: 0.000800
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Training Epoch: 40 [24832/45000]	Loss: 0.0901	LR: 0.000800
Training Epoch: 40 [25088/45000]	Loss: 0.1199	LR: 0.000800
Training Epoch: 40 [25344/45000]	Loss: 0.1241	LR: 0.000800
Training Epoch: 40 [25600/45000]	Loss: 0.1355	LR: 0.000800
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Training Epoch: 40 [26368/45000]	Loss: 0.1119	LR: 0.000800
Training Epoch: 40 [26624/45000]	Loss: 0.1337	LR: 0.000800
Training Epoch: 40 [26880/45000]	Loss: 0.0954	LR: 0.000800
Training Epoch: 40 [27136/45000]	Loss: 0.1190	LR: 0.000800
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Training Epoch: 40 [27648/45000]	Loss: 0.1102	LR: 0.000800
Training Epoch: 40 [27904/45000]	Loss: 0.1141	LR: 0.000800
Training Epoch: 40 [28160/45000]	Loss: 0.1531	LR: 0.000800
Training Epoch: 40 [28416/45000]	Loss: 0.1065	LR: 0.000800
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Training Epoch: 40 [31232/45000]	Loss: 0.1229	LR: 0.000800
Training Epoch: 40 [31488/45000]	Loss: 0.0865	LR: 0.000800
Training Epoch: 40 [31744/45000]	Loss: 0.1401	LR: 0.000800
Training Epoch: 40 [32000/45000]	Loss: 0.1221	LR: 0.000800
Training Epoch: 40 [32256/45000]	Loss: 0.1163	LR: 0.000800
Training Epoch: 40 [32512/45000]	Loss: 0.0944	LR: 0.000800
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Training Epoch: 40 [33024/45000]	Loss: 0.1013	LR: 0.000800
Training Epoch: 40 [33280/45000]	Loss: 0.1131	LR: 0.000800
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Training Epoch: 40 [35328/45000]	Loss: 0.0868	LR: 0.000800
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Training Epoch: 40 [37888/45000]	Loss: 0.1274	LR: 0.000800
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Training Epoch: 40 [39680/45000]	Loss: 0.1319	LR: 0.000800
Training Epoch: 40 [39936/45000]	Loss: 0.0990	LR: 0.000800
Training Epoch: 40 [40192/45000]	Loss: 0.0933	LR: 0.000800
Training Epoch: 40 [40448/45000]	Loss: 0.1065	LR: 0.000800
Training Epoch: 40 [40704/45000]	Loss: 0.1416	LR: 0.000800
Training Epoch: 40 [40960/45000]	Loss: 0.1004	LR: 0.000800
Training Epoch: 40 [41216/45000]	Loss: 0.1149	LR: 0.000800
Training Epoch: 40 [41472/45000]	Loss: 0.0962	LR: 0.000800
Training Epoch: 40 [41728/45000]	Loss: 0.1103	LR: 0.000800
Training Epoch: 40 [41984/45000]	Loss: 0.1393	LR: 0.000800
Training Epoch: 40 [42240/45000]	Loss: 0.0996	LR: 0.000800
Training Epoch: 40 [42496/45000]	Loss: 0.1223	LR: 0.000800
Training Epoch: 40 [42752/45000]	Loss: 0.1241	LR: 0.000800
Training Epoch: 40 [43008/45000]	Loss: 0.1243	LR: 0.000800
Training Epoch: 40 [43264/45000]	Loss: 0.1317	LR: 0.000800
Training Epoch: 40 [43520/45000]	Loss: 0.1263	LR: 0.000800
Training Epoch: 40 [43776/45000]	Loss: 0.1165	LR: 0.000800
Training Epoch: 40 [44032/45000]	Loss: 0.1058	LR: 0.000800
Training Epoch: 40 [44288/45000]	Loss: 0.0887	LR: 0.000800
Training Epoch: 40 [44544/45000]	Loss: 0.1045	LR: 0.000800
Training Epoch: 40 [44800/45000]	Loss: 0.1120	LR: 0.000800
Training Epoch: 40 [45000/45000]	Loss: 0.1207	LR: 0.000800
Epoch 40 - Average Train Loss: 0.1098, Train Accuracy: 0.9681
Epoch 40 training time consumed: 26.84s
Evaluating Network.....
Test set: Epoch: 40, Average loss: 0.0029, Accuracy: 0.8089, Time consumed:0.91s
Saving weights file to checkpoint/retrain/ResNet18/Sunday_13_July_2025_20h_58m_38s/ResNet18-Cifar20-seed10-ret100-40-best.pth
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: 80.8984375
Retain Accuracy: 97.31800079345703
Zero-Retain Forget (ZRF): 0.9023022651672363
Membership Inference Attack (MIA): 0.5926
Forget vs Retain Membership Inference Attack (MIA): 0.5915
Forget vs Test Membership Inference Attack (MIA): 0.523
Test vs Retain Membership Inference Attack (MIA): 0.5785
Train vs Test Membership Inference Attack (MIA): 0.59425
Forget Set Accuracy (Df): 79.12568664550781
Method Execution Time: 2048.42 seconds
