
📌 S Retain class distribution for seed 8:
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 8:
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: 3.0265	LR: 0.000000
Training Epoch: 1 [512/45000]	Loss: 3.0078	LR: 0.000568
Training Epoch: 1 [768/45000]	Loss: 3.0059	LR: 0.001136
Training Epoch: 1 [1024/45000]	Loss: 3.0097	LR: 0.001705
Training Epoch: 1 [1280/45000]	Loss: 3.0094	LR: 0.002273
Training Epoch: 1 [1536/45000]	Loss: 3.0090	LR: 0.002841
Training Epoch: 1 [1792/45000]	Loss: 3.0174	LR: 0.003409
Training Epoch: 1 [2048/45000]	Loss: 3.0174	LR: 0.003977
Training Epoch: 1 [2304/45000]	Loss: 2.9893	LR: 0.004545
Training Epoch: 1 [2560/45000]	Loss: 2.9676	LR: 0.005114
Training Epoch: 1 [2816/45000]	Loss: 2.9304	LR: 0.005682
Training Epoch: 1 [3072/45000]	Loss: 2.9064	LR: 0.006250
Training Epoch: 1 [3328/45000]	Loss: 2.9171	LR: 0.006818
Training Epoch: 1 [3584/45000]	Loss: 2.9106	LR: 0.007386
Training Epoch: 1 [3840/45000]	Loss: 2.8856	LR: 0.007955
Training Epoch: 1 [4096/45000]	Loss: 2.8596	LR: 0.008523
Training Epoch: 1 [4352/45000]	Loss: 2.8623	LR: 0.009091
Training Epoch: 1 [4608/45000]	Loss: 2.8484	LR: 0.009659
Training Epoch: 1 [4864/45000]	Loss: 2.8386	LR: 0.010227
Training Epoch: 1 [5120/45000]	Loss: 2.8668	LR: 0.010795
Training Epoch: 1 [5376/45000]	Loss: 2.8635	LR: 0.011364
Training Epoch: 1 [5632/45000]	Loss: 2.7889	LR: 0.011932
Training Epoch: 1 [5888/45000]	Loss: 2.8190	LR: 0.012500
Training Epoch: 1 [6144/45000]	Loss: 2.7493	LR: 0.013068
Training Epoch: 1 [6400/45000]	Loss: 2.7730	LR: 0.013636
Training Epoch: 1 [6656/45000]	Loss: 2.8683	LR: 0.014205
Training Epoch: 1 [6912/45000]	Loss: 2.7686	LR: 0.014773
Training Epoch: 1 [7168/45000]	Loss: 2.7375	LR: 0.015341
Training Epoch: 1 [7424/45000]	Loss: 2.7861	LR: 0.015909
Training Epoch: 1 [7680/45000]	Loss: 2.6863	LR: 0.016477
Training Epoch: 1 [7936/45000]	Loss: 2.6701	LR: 0.017045
Training Epoch: 1 [8192/45000]	Loss: 2.6532	LR: 0.017614
Training Epoch: 1 [8448/45000]	Loss: 2.6853	LR: 0.018182
Training Epoch: 1 [8704/45000]	Loss: 2.7018	LR: 0.018750
Training Epoch: 1 [8960/45000]	Loss: 2.6721	LR: 0.019318
Training Epoch: 1 [9216/45000]	Loss: 2.5986	LR: 0.019886
Training Epoch: 1 [9472/45000]	Loss: 2.6442	LR: 0.020455
Training Epoch: 1 [9728/45000]	Loss: 2.6690	LR: 0.021023
Training Epoch: 1 [9984/45000]	Loss: 2.7302	LR: 0.021591
Training Epoch: 1 [10240/45000]	Loss: 2.5964	LR: 0.022159
Training Epoch: 1 [10496/45000]	Loss: 2.5797	LR: 0.022727
Training Epoch: 1 [10752/45000]	Loss: 2.5786	LR: 0.023295
Training Epoch: 1 [11008/45000]	Loss: 2.5796	LR: 0.023864
Training Epoch: 1 [11264/45000]	Loss: 2.6395	LR: 0.024432
Training Epoch: 1 [11520/45000]	Loss: 2.6016	LR: 0.025000
Training Epoch: 1 [11776/45000]	Loss: 2.6477	LR: 0.025568
Training Epoch: 1 [12032/45000]	Loss: 2.5607	LR: 0.026136
Training Epoch: 1 [12288/45000]	Loss: 2.5992	LR: 0.026705
Training Epoch: 1 [12544/45000]	Loss: 2.5494	LR: 0.027273
Training Epoch: 1 [12800/45000]	Loss: 2.5806	LR: 0.027841
Training Epoch: 1 [13056/45000]	Loss: 2.5634	LR: 0.028409
Training Epoch: 1 [13312/45000]	Loss: 2.5313	LR: 0.028977
Training Epoch: 1 [13568/45000]	Loss: 2.5457	LR: 0.029545
Training Epoch: 1 [13824/45000]	Loss: 2.6271	LR: 0.030114
Training Epoch: 1 [14080/45000]	Loss: 2.5984	LR: 0.030682
Training Epoch: 1 [14336/45000]	Loss: 2.4970	LR: 0.031250
Training Epoch: 1 [14592/45000]	Loss: 2.5156	LR: 0.031818
Training Epoch: 1 [14848/45000]	Loss: 2.6169	LR: 0.032386
Training Epoch: 1 [15104/45000]	Loss: 2.4730	LR: 0.032955
Training Epoch: 1 [15360/45000]	Loss: 2.4954	LR: 0.033523
Training Epoch: 1 [15616/45000]	Loss: 2.4587	LR: 0.034091
Training Epoch: 1 [15872/45000]	Loss: 2.6913	LR: 0.034659
Training Epoch: 1 [16128/45000]	Loss: 2.5566	LR: 0.035227
Training Epoch: 1 [16384/45000]	Loss: 2.4651	LR: 0.035795
Training Epoch: 1 [16640/45000]	Loss: 2.6092	LR: 0.036364
Training Epoch: 1 [16896/45000]	Loss: 2.5239	LR: 0.036932
Training Epoch: 1 [17152/45000]	Loss: 2.5136	LR: 0.037500
Training Epoch: 1 [17408/45000]	Loss: 2.4742	LR: 0.038068
Training Epoch: 1 [17664/45000]	Loss: 2.5636	LR: 0.038636
Training Epoch: 1 [17920/45000]	Loss: 2.4738	LR: 0.039205
Training Epoch: 1 [18176/45000]	Loss: 2.4965	LR: 0.039773
Training Epoch: 1 [18432/45000]	Loss: 2.4953	LR: 0.040341
Training Epoch: 1 [18688/45000]	Loss: 2.4187	LR: 0.040909
Training Epoch: 1 [18944/45000]	Loss: 2.6059	LR: 0.041477
Training Epoch: 1 [19200/45000]	Loss: 2.5341	LR: 0.042045
Training Epoch: 1 [19456/45000]	Loss: 2.5323	LR: 0.042614
Training Epoch: 1 [19712/45000]	Loss: 2.3677	LR: 0.043182
Training Epoch: 1 [19968/45000]	Loss: 2.6288	LR: 0.043750
Training Epoch: 1 [20224/45000]	Loss: 2.4659	LR: 0.044318
Training Epoch: 1 [20480/45000]	Loss: 2.5749	LR: 0.044886
Training Epoch: 1 [20736/45000]	Loss: 2.4842	LR: 0.045455
Training Epoch: 1 [20992/45000]	Loss: 2.5382	LR: 0.046023
Training Epoch: 1 [21248/45000]	Loss: 2.5453	LR: 0.046591
Training Epoch: 1 [21504/45000]	Loss: 2.5166	LR: 0.047159
Training Epoch: 1 [21760/45000]	Loss: 2.4357	LR: 0.047727
Training Epoch: 1 [22016/45000]	Loss: 2.5026	LR: 0.048295
Training Epoch: 1 [22272/45000]	Loss: 2.4886	LR: 0.048864
Training Epoch: 1 [22528/45000]	Loss: 2.4171	LR: 0.049432
Training Epoch: 1 [22784/45000]	Loss: 2.5456	LR: 0.050000
Training Epoch: 1 [23040/45000]	Loss: 2.4977	LR: 0.050568
Training Epoch: 1 [23296/45000]	Loss: 2.3554	LR: 0.051136
Training Epoch: 1 [23552/45000]	Loss: 2.5933	LR: 0.051705
Training Epoch: 1 [23808/45000]	Loss: 2.4013	LR: 0.052273
Training Epoch: 1 [24064/45000]	Loss: 2.4113	LR: 0.052841
Training Epoch: 1 [24320/45000]	Loss: 2.4216	LR: 0.053409
Training Epoch: 1 [24576/45000]	Loss: 2.4262	LR: 0.053977
Training Epoch: 1 [24832/45000]	Loss: 2.3941	LR: 0.054545
Training Epoch: 1 [25088/45000]	Loss: 2.3405	LR: 0.055114
Training Epoch: 1 [25344/45000]	Loss: 2.4396	LR: 0.055682
Training Epoch: 1 [25600/45000]	Loss: 2.3824	LR: 0.056250
Training Epoch: 1 [25856/45000]	Loss: 2.5009	LR: 0.056818
Training Epoch: 1 [26112/45000]	Loss: 2.4387	LR: 0.057386
Training Epoch: 1 [26368/45000]	Loss: 2.3704	LR: 0.057955
Training Epoch: 1 [26624/45000]	Loss: 2.3460	LR: 0.058523
Training Epoch: 1 [26880/45000]	Loss: 2.3189	LR: 0.059091
Training Epoch: 1 [27136/45000]	Loss: 2.4278	LR: 0.059659
Training Epoch: 1 [27392/45000]	Loss: 2.3499	LR: 0.060227
Training Epoch: 1 [27648/45000]	Loss: 2.4082	LR: 0.060795
Training Epoch: 1 [27904/45000]	Loss: 2.4593	LR: 0.061364
Training Epoch: 1 [28160/45000]	Loss: 2.3683	LR: 0.061932
Training Epoch: 1 [28416/45000]	Loss: 2.3759	LR: 0.062500
Training Epoch: 1 [28672/45000]	Loss: 2.4774	LR: 0.063068
Training Epoch: 1 [28928/45000]	Loss: 2.4283	LR: 0.063636
Training Epoch: 1 [29184/45000]	Loss: 2.4041	LR: 0.064205
Training Epoch: 1 [29440/45000]	Loss: 2.2416	LR: 0.064773
Training Epoch: 1 [29696/45000]	Loss: 2.3278	LR: 0.065341
Training Epoch: 1 [29952/45000]	Loss: 2.3508	LR: 0.065909
Training Epoch: 1 [30208/45000]	Loss: 2.4127	LR: 0.066477
Training Epoch: 1 [30464/45000]	Loss: 2.3751	LR: 0.067045
Training Epoch: 1 [30720/45000]	Loss: 2.4313	LR: 0.067614
Training Epoch: 1 [30976/45000]	Loss: 2.3399	LR: 0.068182
Training Epoch: 1 [31232/45000]	Loss: 2.3402	LR: 0.068750
Training Epoch: 1 [31488/45000]	Loss: 2.3811	LR: 0.069318
Training Epoch: 1 [31744/45000]	Loss: 2.3232	LR: 0.069886
Training Epoch: 1 [32000/45000]	Loss: 2.4537	LR: 0.070455
Training Epoch: 1 [32256/45000]	Loss: 2.4094	LR: 0.071023
Training Epoch: 1 [32512/45000]	Loss: 2.4154	LR: 0.071591
Training Epoch: 1 [32768/45000]	Loss: 2.3184	LR: 0.072159
Training Epoch: 1 [33024/45000]	Loss: 2.4435	LR: 0.072727
Training Epoch: 1 [33280/45000]	Loss: 2.4014	LR: 0.073295
Training Epoch: 1 [33536/45000]	Loss: 2.4226	LR: 0.073864
Training Epoch: 1 [33792/45000]	Loss: 2.3132	LR: 0.074432
Training Epoch: 1 [34048/45000]	Loss: 2.4785	LR: 0.075000
Training Epoch: 1 [34304/45000]	Loss: 2.3288	LR: 0.075568
Training Epoch: 1 [34560/45000]	Loss: 2.3790	LR: 0.076136
Training Epoch: 1 [34816/45000]	Loss: 2.3744	LR: 0.076705
Training Epoch: 1 [35072/45000]	Loss: 2.5260	LR: 0.077273
Training Epoch: 1 [35328/45000]	Loss: 2.5681	LR: 0.077841
Training Epoch: 1 [35584/45000]	Loss: 2.5151	LR: 0.078409
Training Epoch: 1 [35840/45000]	Loss: 2.2997	LR: 0.078977
Training Epoch: 1 [36096/45000]	Loss: 2.4770	LR: 0.079545
Training Epoch: 1 [36352/45000]	Loss: 2.3025	LR: 0.080114
Training Epoch: 1 [36608/45000]	Loss: 2.4838	LR: 0.080682
Training Epoch: 1 [36864/45000]	Loss: 2.3730	LR: 0.081250
Training Epoch: 1 [37120/45000]	Loss: 2.3277	LR: 0.081818
Training Epoch: 1 [37376/45000]	Loss: 2.3914	LR: 0.082386
Training Epoch: 1 [37632/45000]	Loss: 2.3053	LR: 0.082955
Training Epoch: 1 [37888/45000]	Loss: 2.3879	LR: 0.083523
Training Epoch: 1 [38144/45000]	Loss: 2.4157	LR: 0.084091
Training Epoch: 1 [38400/45000]	Loss: 2.4255	LR: 0.084659
Training Epoch: 1 [38656/45000]	Loss: 2.2930	LR: 0.085227
Training Epoch: 1 [38912/45000]	Loss: 2.4574	LR: 0.085795
Training Epoch: 1 [39168/45000]	Loss: 2.2426	LR: 0.086364
Training Epoch: 1 [39424/45000]	Loss: 2.2430	LR: 0.086932
Training Epoch: 1 [39680/45000]	Loss: 2.3197	LR: 0.087500
Training Epoch: 1 [39936/45000]	Loss: 2.3442	LR: 0.088068
Training Epoch: 1 [40192/45000]	Loss: 2.3864	LR: 0.088636
Training Epoch: 1 [40448/45000]	Loss: 2.3873	LR: 0.089205
Training Epoch: 1 [40704/45000]	Loss: 2.3240	LR: 0.089773
Training Epoch: 1 [40960/45000]	Loss: 2.2881	LR: 0.090341
Training Epoch: 1 [41216/45000]	Loss: 2.3553	LR: 0.090909
Training Epoch: 1 [41472/45000]	Loss: 2.2901	LR: 0.091477
Training Epoch: 1 [41728/45000]	Loss: 2.4824	LR: 0.092045
Training Epoch: 1 [41984/45000]	Loss: 2.3870	LR: 0.092614
Training Epoch: 1 [42240/45000]	Loss: 2.4012	LR: 0.093182
Training Epoch: 1 [42496/45000]	Loss: 2.3745	LR: 0.093750
Training Epoch: 1 [42752/45000]	Loss: 2.3191	LR: 0.094318
Training Epoch: 1 [43008/45000]	Loss: 2.3588	LR: 0.094886
Training Epoch: 1 [43264/45000]	Loss: 2.4183	LR: 0.095455
Training Epoch: 1 [43520/45000]	Loss: 2.2816	LR: 0.096023
Training Epoch: 1 [43776/45000]	Loss: 2.3584	LR: 0.096591
Training Epoch: 1 [44032/45000]	Loss: 2.3302	LR: 0.097159
Training Epoch: 1 [44288/45000]	Loss: 2.4290	LR: 0.097727
Training Epoch: 1 [44544/45000]	Loss: 2.2614	LR: 0.098295
Training Epoch: 1 [44800/45000]	Loss: 2.3278	LR: 0.098864
Training Epoch: 1 [45000/45000]	Loss: 2.4767	LR: 0.099432
Epoch 1 - Average Train Loss: 2.5295, Train Accuracy: 0.2180
Epoch 1 training time consumed: 25.43s
Evaluating Network.....
Test set: Epoch: 1, Average loss: 0.0114, Accuracy: 0.2019, Time consumed:1.04s
Saving weights file to checkpoint/retrain/AllCNN/Monday_14_July_2025_02h_56m_41s/AllCNN-Cifar20-seed8-ret100-1-best.pth
Training Epoch: 2 [256/45000]	Loss: 2.5146	LR: 0.100000
Training Epoch: 2 [512/45000]	Loss: 2.3990	LR: 0.100000
Training Epoch: 2 [768/45000]	Loss: 2.3252	LR: 0.100000
Training Epoch: 2 [1024/45000]	Loss: 2.2978	LR: 0.100000
Training Epoch: 2 [1280/45000]	Loss: 2.2526	LR: 0.100000
Training Epoch: 2 [1536/45000]	Loss: 2.2377	LR: 0.100000
Training Epoch: 2 [1792/45000]	Loss: 2.3991	LR: 0.100000
Training Epoch: 2 [2048/45000]	Loss: 2.1911	LR: 0.100000
Training Epoch: 2 [2304/45000]	Loss: 2.3071	LR: 0.100000
Training Epoch: 2 [2560/45000]	Loss: 2.4063	LR: 0.100000
Training Epoch: 2 [2816/45000]	Loss: 2.1821	LR: 0.100000
Training Epoch: 2 [3072/45000]	Loss: 2.2858	LR: 0.100000
Training Epoch: 2 [3328/45000]	Loss: 2.4049	LR: 0.100000
Training Epoch: 2 [3584/45000]	Loss: 2.4369	LR: 0.100000
Training Epoch: 2 [3840/45000]	Loss: 2.3083	LR: 0.100000
Training Epoch: 2 [4096/45000]	Loss: 2.2380	LR: 0.100000
Training Epoch: 2 [4352/45000]	Loss: 2.2567	LR: 0.100000
Training Epoch: 2 [4608/45000]	Loss: 2.3406	LR: 0.100000
Training Epoch: 2 [4864/45000]	Loss: 2.3401	LR: 0.100000
Training Epoch: 2 [5120/45000]	Loss: 2.3144	LR: 0.100000
Training Epoch: 2 [5376/45000]	Loss: 2.2889	LR: 0.100000
Training Epoch: 2 [5632/45000]	Loss: 2.3290	LR: 0.100000
Training Epoch: 2 [5888/45000]	Loss: 2.4627	LR: 0.100000
Training Epoch: 2 [6144/45000]	Loss: 2.3684	LR: 0.100000
Training Epoch: 2 [6400/45000]	Loss: 2.2230	LR: 0.100000
Training Epoch: 2 [6656/45000]	Loss: 2.1474	LR: 0.100000
Training Epoch: 2 [6912/45000]	Loss: 2.1381	LR: 0.100000
Training Epoch: 2 [7168/45000]	Loss: 2.2482	LR: 0.100000
Training Epoch: 2 [7424/45000]	Loss: 2.2864	LR: 0.100000
Training Epoch: 2 [7680/45000]	Loss: 2.0837	LR: 0.100000
Training Epoch: 2 [7936/45000]	Loss: 2.2113	LR: 0.100000
Training Epoch: 2 [8192/45000]	Loss: 2.2433	LR: 0.100000
Training Epoch: 2 [8448/45000]	Loss: 2.1940	LR: 0.100000
Training Epoch: 2 [8704/45000]	Loss: 2.3086	LR: 0.100000
Training Epoch: 2 [8960/45000]	Loss: 2.1988	LR: 0.100000
Training Epoch: 2 [9216/45000]	Loss: 2.2483	LR: 0.100000
Training Epoch: 2 [9472/45000]	Loss: 2.3499	LR: 0.100000
Training Epoch: 2 [9728/45000]	Loss: 2.2095	LR: 0.100000
Training Epoch: 2 [9984/45000]	Loss: 2.3429	LR: 0.100000
Training Epoch: 2 [10240/45000]	Loss: 2.1257	LR: 0.100000
Training Epoch: 2 [10496/45000]	Loss: 2.2419	LR: 0.100000
Training Epoch: 2 [10752/45000]	Loss: 2.2095	LR: 0.100000
Training Epoch: 2 [11008/45000]	Loss: 2.2634	LR: 0.100000
Training Epoch: 2 [11264/45000]	Loss: 2.1916	LR: 0.100000
Training Epoch: 2 [11520/45000]	Loss: 2.1078	LR: 0.100000
Training Epoch: 2 [11776/45000]	Loss: 2.3437	LR: 0.100000
Training Epoch: 2 [12032/45000]	Loss: 2.1923	LR: 0.100000
Training Epoch: 2 [12288/45000]	Loss: 2.3302	LR: 0.100000
Training Epoch: 2 [12544/45000]	Loss: 2.2450	LR: 0.100000
Training Epoch: 2 [12800/45000]	Loss: 2.2537	LR: 0.100000
Training Epoch: 2 [13056/45000]	Loss: 2.3368	LR: 0.100000
Training Epoch: 2 [13312/45000]	Loss: 2.1917	LR: 0.100000
Training Epoch: 2 [13568/45000]	Loss: 2.1887	LR: 0.100000
Training Epoch: 2 [13824/45000]	Loss: 2.1674	LR: 0.100000
Training Epoch: 2 [14080/45000]	Loss: 2.1395	LR: 0.100000
Training Epoch: 2 [14336/45000]	Loss: 2.2659	LR: 0.100000
Training Epoch: 2 [14592/45000]	Loss: 2.0445	LR: 0.100000
Training Epoch: 2 [14848/45000]	Loss: 2.2588	LR: 0.100000
Training Epoch: 2 [15104/45000]	Loss: 2.2013	LR: 0.100000
Training Epoch: 2 [15360/45000]	Loss: 2.2787	LR: 0.100000
Training Epoch: 2 [15616/45000]	Loss: 2.2346	LR: 0.100000
Training Epoch: 2 [15872/45000]	Loss: 2.1199	LR: 0.100000
Training Epoch: 2 [16128/45000]	Loss: 2.2816	LR: 0.100000
Training Epoch: 2 [16384/45000]	Loss: 2.2134	LR: 0.100000
Training Epoch: 2 [16640/45000]	Loss: 2.2285	LR: 0.100000
Training Epoch: 2 [16896/45000]	Loss: 2.2240	LR: 0.100000
Training Epoch: 2 [17152/45000]	Loss: 2.2051	LR: 0.100000
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Training Epoch: 2 [19456/45000]	Loss: 2.1772	LR: 0.100000
Training Epoch: 2 [19712/45000]	Loss: 2.0489	LR: 0.100000
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Training Epoch: 2 [20224/45000]	Loss: 2.3580	LR: 0.100000
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Training Epoch: 2 [37376/45000]	Loss: 2.0126	LR: 0.100000
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Training Epoch: 2 [38912/45000]	Loss: 1.9992	LR: 0.100000
Training Epoch: 2 [39168/45000]	Loss: 2.0680	LR: 0.100000
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Training Epoch: 2 [39936/45000]	Loss: 2.0636	LR: 0.100000
Training Epoch: 2 [40192/45000]	Loss: 2.1035	LR: 0.100000
Training Epoch: 2 [40448/45000]	Loss: 1.9648	LR: 0.100000
Training Epoch: 2 [40704/45000]	Loss: 2.1498	LR: 0.100000
Training Epoch: 2 [40960/45000]	Loss: 1.9811	LR: 0.100000
Training Epoch: 2 [41216/45000]	Loss: 2.1092	LR: 0.100000
Training Epoch: 2 [41472/45000]	Loss: 1.9372	LR: 0.100000
Training Epoch: 2 [41728/45000]	Loss: 2.1106	LR: 0.100000
Training Epoch: 2 [41984/45000]	Loss: 2.0829	LR: 0.100000
Training Epoch: 2 [42240/45000]	Loss: 2.1236	LR: 0.100000
Training Epoch: 2 [42496/45000]	Loss: 2.0986	LR: 0.100000
Training Epoch: 2 [42752/45000]	Loss: 1.9279	LR: 0.100000
Training Epoch: 2 [43008/45000]	Loss: 2.1430	LR: 0.100000
Training Epoch: 2 [43264/45000]	Loss: 2.2016	LR: 0.100000
Training Epoch: 2 [43520/45000]	Loss: 2.1070	LR: 0.100000
Training Epoch: 2 [43776/45000]	Loss: 2.0908	LR: 0.100000
Training Epoch: 2 [44032/45000]	Loss: 2.1026	LR: 0.100000
Training Epoch: 2 [44288/45000]	Loss: 2.1009	LR: 0.100000
Training Epoch: 2 [44544/45000]	Loss: 2.0206	LR: 0.100000
Training Epoch: 2 [44800/45000]	Loss: 2.0721	LR: 0.100000
Training Epoch: 2 [45000/45000]	Loss: 2.1036	LR: 0.100000
Epoch 2 - Average Train Loss: 2.1751, Train Accuracy: 0.3241
Epoch 2 training time consumed: 24.61s
Evaluating Network.....
Test set: Epoch: 2, Average loss: 0.0090, Accuracy: 0.3126, Time consumed:0.98s
Saving weights file to checkpoint/retrain/AllCNN/Monday_14_July_2025_02h_56m_41s/AllCNN-Cifar20-seed8-ret100-2-best.pth
Training Epoch: 3 [256/45000]	Loss: 2.0319	LR: 0.100000
Training Epoch: 3 [512/45000]	Loss: 2.1234	LR: 0.100000
Training Epoch: 3 [768/45000]	Loss: 1.8784	LR: 0.100000
Training Epoch: 3 [1024/45000]	Loss: 2.0237	LR: 0.100000
Training Epoch: 3 [1280/45000]	Loss: 1.9752	LR: 0.100000
Training Epoch: 3 [1536/45000]	Loss: 1.9724	LR: 0.100000
Training Epoch: 3 [1792/45000]	Loss: 2.1033	LR: 0.100000
Training Epoch: 3 [2048/45000]	Loss: 2.0524	LR: 0.100000
Training Epoch: 3 [2304/45000]	Loss: 2.0447	LR: 0.100000
Training Epoch: 3 [2560/45000]	Loss: 2.0122	LR: 0.100000
Training Epoch: 3 [2816/45000]	Loss: 2.0036	LR: 0.100000
Training Epoch: 3 [3072/45000]	Loss: 2.0660	LR: 0.100000
Training Epoch: 3 [3328/45000]	Loss: 1.9304	LR: 0.100000
Training Epoch: 3 [3584/45000]	Loss: 2.0294	LR: 0.100000
Training Epoch: 3 [3840/45000]	Loss: 2.0688	LR: 0.100000
Training Epoch: 3 [4096/45000]	Loss: 1.9447	LR: 0.100000
Training Epoch: 3 [4352/45000]	Loss: 2.0863	LR: 0.100000
Training Epoch: 3 [4608/45000]	Loss: 2.0415	LR: 0.100000
Training Epoch: 3 [4864/45000]	Loss: 1.9061	LR: 0.100000
Training Epoch: 3 [5120/45000]	Loss: 1.8899	LR: 0.100000
Training Epoch: 3 [5376/45000]	Loss: 1.9072	LR: 0.100000
Training Epoch: 3 [5632/45000]	Loss: 2.0626	LR: 0.100000
Training Epoch: 3 [5888/45000]	Loss: 2.0995	LR: 0.100000
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Training Epoch: 3 [16896/45000]	Loss: 2.1105	LR: 0.100000
Training Epoch: 3 [17152/45000]	Loss: 2.0500	LR: 0.100000
Training Epoch: 3 [17408/45000]	Loss: 1.8757	LR: 0.100000
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Training Epoch: 3 [19456/45000]	Loss: 1.9159	LR: 0.100000
Training Epoch: 3 [19712/45000]	Loss: 1.8883	LR: 0.100000
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Training Epoch: 3 [26368/45000]	Loss: 1.9540	LR: 0.100000
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Training Epoch: 3 [26880/45000]	Loss: 1.9671	LR: 0.100000
Training Epoch: 3 [27136/45000]	Loss: 1.9963	LR: 0.100000
Training Epoch: 3 [27392/45000]	Loss: 2.0448	LR: 0.100000
Training Epoch: 3 [27648/45000]	Loss: 1.9957	LR: 0.100000
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Training Epoch: 3 [28416/45000]	Loss: 1.9022	LR: 0.100000
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Training Epoch: 3 [29440/45000]	Loss: 2.1058	LR: 0.100000
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Training Epoch: 3 [36608/45000]	Loss: 2.1273	LR: 0.100000
Training Epoch: 3 [36864/45000]	Loss: 1.8668	LR: 0.100000
Training Epoch: 3 [37120/45000]	Loss: 1.9227	LR: 0.100000
Training Epoch: 3 [37376/45000]	Loss: 1.9376	LR: 0.100000
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Training Epoch: 3 [37888/45000]	Loss: 1.9471	LR: 0.100000
Training Epoch: 3 [38144/45000]	Loss: 1.8816	LR: 0.100000
Training Epoch: 3 [38400/45000]	Loss: 1.8900	LR: 0.100000
Training Epoch: 3 [38656/45000]	Loss: 1.8668	LR: 0.100000
Training Epoch: 3 [38912/45000]	Loss: 1.9035	LR: 0.100000
Training Epoch: 3 [39168/45000]	Loss: 1.8273	LR: 0.100000
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Training Epoch: 3 [39680/45000]	Loss: 1.7933	LR: 0.100000
Training Epoch: 3 [39936/45000]	Loss: 1.9277	LR: 0.100000
Training Epoch: 3 [40192/45000]	Loss: 1.8684	LR: 0.100000
Training Epoch: 3 [40448/45000]	Loss: 1.8067	LR: 0.100000
Training Epoch: 3 [40704/45000]	Loss: 1.8987	LR: 0.100000
Training Epoch: 3 [40960/45000]	Loss: 1.9027	LR: 0.100000
Training Epoch: 3 [41216/45000]	Loss: 2.0232	LR: 0.100000
Training Epoch: 3 [41472/45000]	Loss: 1.8542	LR: 0.100000
Training Epoch: 3 [41728/45000]	Loss: 1.8362	LR: 0.100000
Training Epoch: 3 [41984/45000]	Loss: 1.8419	LR: 0.100000
Training Epoch: 3 [42240/45000]	Loss: 1.9348	LR: 0.100000
Training Epoch: 3 [42496/45000]	Loss: 1.9268	LR: 0.100000
Training Epoch: 3 [42752/45000]	Loss: 1.8327	LR: 0.100000
Training Epoch: 3 [43008/45000]	Loss: 1.9436	LR: 0.100000
Training Epoch: 3 [43264/45000]	Loss: 1.9925	LR: 0.100000
Training Epoch: 3 [43520/45000]	Loss: 1.7567	LR: 0.100000
Training Epoch: 3 [43776/45000]	Loss: 1.9321	LR: 0.100000
Training Epoch: 3 [44032/45000]	Loss: 1.9402	LR: 0.100000
Training Epoch: 3 [44288/45000]	Loss: 1.9594	LR: 0.100000
Training Epoch: 3 [44544/45000]	Loss: 1.9496	LR: 0.100000
Training Epoch: 3 [44800/45000]	Loss: 1.9415	LR: 0.100000
Training Epoch: 3 [45000/45000]	Loss: 1.8284	LR: 0.100000
Epoch 3 - Average Train Loss: 1.9497, Train Accuracy: 0.3907
Epoch 3 training time consumed: 24.57s
Evaluating Network.....
Test set: Epoch: 3, Average loss: 0.0079, Accuracy: 0.3900, Time consumed:0.93s
Saving weights file to checkpoint/retrain/AllCNN/Monday_14_July_2025_02h_56m_41s/AllCNN-Cifar20-seed8-ret100-3-best.pth
Training Epoch: 4 [256/45000]	Loss: 1.8635	LR: 0.100000
Training Epoch: 4 [512/45000]	Loss: 1.8589	LR: 0.100000
Training Epoch: 4 [768/45000]	Loss: 1.9282	LR: 0.100000
Training Epoch: 4 [1024/45000]	Loss: 1.6629	LR: 0.100000
Training Epoch: 4 [1280/45000]	Loss: 1.8382	LR: 0.100000
Training Epoch: 4 [1536/45000]	Loss: 1.8073	LR: 0.100000
Training Epoch: 4 [1792/45000]	Loss: 1.8423	LR: 0.100000
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Training Epoch: 4 [40448/45000]	Loss: 1.6252	LR: 0.100000
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Training Epoch: 4 [41216/45000]	Loss: 1.7500	LR: 0.100000
Training Epoch: 4 [41472/45000]	Loss: 1.6730	LR: 0.100000
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Training Epoch: 4 [42240/45000]	Loss: 1.7389	LR: 0.100000
Training Epoch: 4 [42496/45000]	Loss: 1.7342	LR: 0.100000
Training Epoch: 4 [42752/45000]	Loss: 1.8428	LR: 0.100000
Training Epoch: 4 [43008/45000]	Loss: 1.6504	LR: 0.100000
Training Epoch: 4 [43264/45000]	Loss: 1.7705	LR: 0.100000
Training Epoch: 4 [43520/45000]	Loss: 1.8386	LR: 0.100000
Training Epoch: 4 [43776/45000]	Loss: 1.7261	LR: 0.100000
Training Epoch: 4 [44032/45000]	Loss: 1.6344	LR: 0.100000
Training Epoch: 4 [44288/45000]	Loss: 1.6798	LR: 0.100000
Training Epoch: 4 [44544/45000]	Loss: 1.6766	LR: 0.100000
Training Epoch: 4 [44800/45000]	Loss: 1.5671	LR: 0.100000
Training Epoch: 4 [45000/45000]	Loss: 1.6628	LR: 0.100000
Epoch 4 - Average Train Loss: 1.7724, Train Accuracy: 0.4421
Epoch 4 training time consumed: 24.60s
Evaluating Network.....
Test set: Epoch: 4, Average loss: 0.0076, Accuracy: 0.4237, Time consumed:0.94s
Saving weights file to checkpoint/retrain/AllCNN/Monday_14_July_2025_02h_56m_41s/AllCNN-Cifar20-seed8-ret100-4-best.pth
Training Epoch: 5 [256/45000]	Loss: 1.7603	LR: 0.100000
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Training Epoch: 5 [768/45000]	Loss: 1.8400	LR: 0.100000
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Training Epoch: 5 [1536/45000]	Loss: 1.6752	LR: 0.100000
Training Epoch: 5 [1792/45000]	Loss: 1.5631	LR: 0.100000
Training Epoch: 5 [2048/45000]	Loss: 1.6508	LR: 0.100000
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Training Epoch: 5 [32256/45000]	Loss: 1.6530	LR: 0.100000
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Training Epoch: 5 [37376/45000]	Loss: 1.4956	LR: 0.100000
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Training Epoch: 5 [38144/45000]	Loss: 1.4946	LR: 0.100000
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Training Epoch: 5 [40448/45000]	Loss: 1.4859	LR: 0.100000
Training Epoch: 5 [40704/45000]	Loss: 1.5819	LR: 0.100000
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Training Epoch: 5 [41472/45000]	Loss: 1.5337	LR: 0.100000
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Training Epoch: 5 [42240/45000]	Loss: 1.4825	LR: 0.100000
Training Epoch: 5 [42496/45000]	Loss: 1.5753	LR: 0.100000
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Training Epoch: 5 [43008/45000]	Loss: 1.5897	LR: 0.100000
Training Epoch: 5 [43264/45000]	Loss: 1.6934	LR: 0.100000
Training Epoch: 5 [43520/45000]	Loss: 1.5232	LR: 0.100000
Training Epoch: 5 [43776/45000]	Loss: 1.5093	LR: 0.100000
Training Epoch: 5 [44032/45000]	Loss: 1.6767	LR: 0.100000
Training Epoch: 5 [44288/45000]	Loss: 1.5107	LR: 0.100000
Training Epoch: 5 [44544/45000]	Loss: 1.4781	LR: 0.100000
Training Epoch: 5 [44800/45000]	Loss: 1.4764	LR: 0.100000
Training Epoch: 5 [45000/45000]	Loss: 1.4739	LR: 0.100000
Epoch 5 - Average Train Loss: 1.6190, Train Accuracy: 0.4886
Epoch 5 training time consumed: 24.52s
Evaluating Network.....
Test set: Epoch: 5, Average loss: 0.0073, Accuracy: 0.4612, Time consumed:0.98s
Saving weights file to checkpoint/retrain/AllCNN/Monday_14_July_2025_02h_56m_41s/AllCNN-Cifar20-seed8-ret100-5-best.pth
Training Epoch: 6 [256/45000]	Loss: 1.6469	LR: 0.100000
Training Epoch: 6 [512/45000]	Loss: 1.4458	LR: 0.100000
Training Epoch: 6 [768/45000]	Loss: 1.6863	LR: 0.100000
Training Epoch: 6 [1024/45000]	Loss: 1.6245	LR: 0.100000
Training Epoch: 6 [1280/45000]	Loss: 1.5093	LR: 0.100000
Training Epoch: 6 [1536/45000]	Loss: 1.4472	LR: 0.100000
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Training Epoch: 6 [3584/45000]	Loss: 1.4379	LR: 0.100000
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Training Epoch: 6 [4608/45000]	Loss: 1.5279	LR: 0.100000
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Training Epoch: 6 [6144/45000]	Loss: 1.6298	LR: 0.100000
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Training Epoch: 6 [36352/45000]	Loss: 1.4121	LR: 0.100000
Training Epoch: 6 [36608/45000]	Loss: 1.3614	LR: 0.100000
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Training Epoch: 6 [37120/45000]	Loss: 1.3475	LR: 0.100000
Training Epoch: 6 [37376/45000]	Loss: 1.4933	LR: 0.100000
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Training Epoch: 6 [37888/45000]	Loss: 1.4749	LR: 0.100000
Training Epoch: 6 [38144/45000]	Loss: 1.5366	LR: 0.100000
Training Epoch: 6 [38400/45000]	Loss: 1.3776	LR: 0.100000
Training Epoch: 6 [38656/45000]	Loss: 1.4257	LR: 0.100000
Training Epoch: 6 [38912/45000]	Loss: 1.5264	LR: 0.100000
Training Epoch: 6 [39168/45000]	Loss: 1.4980	LR: 0.100000
Training Epoch: 6 [39424/45000]	Loss: 1.4015	LR: 0.100000
Training Epoch: 6 [39680/45000]	Loss: 1.5449	LR: 0.100000
Training Epoch: 6 [39936/45000]	Loss: 1.5837	LR: 0.100000
Training Epoch: 6 [40192/45000]	Loss: 1.4209	LR: 0.100000
Training Epoch: 6 [40448/45000]	Loss: 1.5094	LR: 0.100000
Training Epoch: 6 [40704/45000]	Loss: 1.5796	LR: 0.100000
Training Epoch: 6 [40960/45000]	Loss: 1.5686	LR: 0.100000
Training Epoch: 6 [41216/45000]	Loss: 1.5170	LR: 0.100000
Training Epoch: 6 [41472/45000]	Loss: 1.4707	LR: 0.100000
Training Epoch: 6 [41728/45000]	Loss: 1.5654	LR: 0.100000
Training Epoch: 6 [41984/45000]	Loss: 1.3934	LR: 0.100000
Training Epoch: 6 [42240/45000]	Loss: 1.4084	LR: 0.100000
Training Epoch: 6 [42496/45000]	Loss: 1.4993	LR: 0.100000
Training Epoch: 6 [42752/45000]	Loss: 1.5120	LR: 0.100000
Training Epoch: 6 [43008/45000]	Loss: 1.5692	LR: 0.100000
Training Epoch: 6 [43264/45000]	Loss: 1.5157	LR: 0.100000
Training Epoch: 6 [43520/45000]	Loss: 1.4477	LR: 0.100000
Training Epoch: 6 [43776/45000]	Loss: 1.3752	LR: 0.100000
Training Epoch: 6 [44032/45000]	Loss: 1.4268	LR: 0.100000
Training Epoch: 6 [44288/45000]	Loss: 1.3480	LR: 0.100000
Training Epoch: 6 [44544/45000]	Loss: 1.3836	LR: 0.100000
Training Epoch: 6 [44800/45000]	Loss: 1.5789	LR: 0.100000
Training Epoch: 6 [45000/45000]	Loss: 1.4576	LR: 0.100000
Epoch 6 - Average Train Loss: 1.4940, Train Accuracy: 0.5252
Epoch 6 training time consumed: 24.43s
Evaluating Network.....
Test set: Epoch: 6, Average loss: 0.0085, Accuracy: 0.4372, Time consumed:0.94s
Training Epoch: 7 [256/45000]	Loss: 1.4895	LR: 0.100000
Training Epoch: 7 [512/45000]	Loss: 1.4760	LR: 0.100000
Training Epoch: 7 [768/45000]	Loss: 1.4510	LR: 0.100000
Training Epoch: 7 [1024/45000]	Loss: 1.5003	LR: 0.100000
Training Epoch: 7 [1280/45000]	Loss: 1.4896	LR: 0.100000
Training Epoch: 7 [1536/45000]	Loss: 1.2531	LR: 0.100000
Training Epoch: 7 [1792/45000]	Loss: 1.4175	LR: 0.100000
Training Epoch: 7 [2048/45000]	Loss: 1.2556	LR: 0.100000
Training Epoch: 7 [2304/45000]	Loss: 1.3963	LR: 0.100000
Training Epoch: 7 [2560/45000]	Loss: 1.3615	LR: 0.100000
Training Epoch: 7 [2816/45000]	Loss: 1.5120	LR: 0.100000
Training Epoch: 7 [3072/45000]	Loss: 1.4349	LR: 0.100000
Training Epoch: 7 [3328/45000]	Loss: 1.3621	LR: 0.100000
Training Epoch: 7 [3584/45000]	Loss: 1.3154	LR: 0.100000
Training Epoch: 7 [3840/45000]	Loss: 1.2544	LR: 0.100000
Training Epoch: 7 [4096/45000]	Loss: 1.3872	LR: 0.100000
Training Epoch: 7 [4352/45000]	Loss: 1.3065	LR: 0.100000
Training Epoch: 7 [4608/45000]	Loss: 1.3501	LR: 0.100000
Training Epoch: 7 [4864/45000]	Loss: 1.3323	LR: 0.100000
Training Epoch: 7 [5120/45000]	Loss: 1.5479	LR: 0.100000
Training Epoch: 7 [5376/45000]	Loss: 1.4230	LR: 0.100000
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Training Epoch: 7 [16128/45000]	Loss: 1.3595	LR: 0.100000
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Training Epoch: 7 [16896/45000]	Loss: 1.2782	LR: 0.100000
Training Epoch: 7 [17152/45000]	Loss: 1.3857	LR: 0.100000
Training Epoch: 7 [17408/45000]	Loss: 1.3083	LR: 0.100000
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Training Epoch: 7 [19712/45000]	Loss: 1.4438	LR: 0.100000
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Training Epoch: 7 [37376/45000]	Loss: 1.2714	LR: 0.100000
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Training Epoch: 7 [40448/45000]	Loss: 1.2634	LR: 0.100000
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Training Epoch: 7 [41216/45000]	Loss: 1.4376	LR: 0.100000
Training Epoch: 7 [41472/45000]	Loss: 1.3485	LR: 0.100000
Training Epoch: 7 [41728/45000]	Loss: 1.5299	LR: 0.100000
Training Epoch: 7 [41984/45000]	Loss: 1.2923	LR: 0.100000
Training Epoch: 7 [42240/45000]	Loss: 1.4872	LR: 0.100000
Training Epoch: 7 [42496/45000]	Loss: 1.5084	LR: 0.100000
Training Epoch: 7 [42752/45000]	Loss: 1.4510	LR: 0.100000
Training Epoch: 7 [43008/45000]	Loss: 1.2938	LR: 0.100000
Training Epoch: 7 [43264/45000]	Loss: 1.4125	LR: 0.100000
Training Epoch: 7 [43520/45000]	Loss: 1.4335	LR: 0.100000
Training Epoch: 7 [43776/45000]	Loss: 1.1702	LR: 0.100000
Training Epoch: 7 [44032/45000]	Loss: 1.3254	LR: 0.100000
Training Epoch: 7 [44288/45000]	Loss: 1.3721	LR: 0.100000
Training Epoch: 7 [44544/45000]	Loss: 1.3781	LR: 0.100000
Training Epoch: 7 [44800/45000]	Loss: 1.4793	LR: 0.100000
Training Epoch: 7 [45000/45000]	Loss: 1.3225	LR: 0.100000
Epoch 7 - Average Train Loss: 1.3873, Train Accuracy: 0.5551
Epoch 7 training time consumed: 24.64s
Evaluating Network.....
Test set: Epoch: 7, Average loss: 0.0066, Accuracy: 0.5045, Time consumed:0.89s
Saving weights file to checkpoint/retrain/AllCNN/Monday_14_July_2025_02h_56m_41s/AllCNN-Cifar20-seed8-ret100-7-best.pth
Training Epoch: 8 [256/45000]	Loss: 1.1079	LR: 0.100000
Training Epoch: 8 [512/45000]	Loss: 1.2883	LR: 0.100000
Training Epoch: 8 [768/45000]	Loss: 1.3116	LR: 0.100000
Training Epoch: 8 [1024/45000]	Loss: 1.2188	LR: 0.100000
Training Epoch: 8 [1280/45000]	Loss: 1.2403	LR: 0.100000
Training Epoch: 8 [1536/45000]	Loss: 1.3076	LR: 0.100000
Training Epoch: 8 [1792/45000]	Loss: 1.3168	LR: 0.100000
Training Epoch: 8 [2048/45000]	Loss: 1.2225	LR: 0.100000
Training Epoch: 8 [2304/45000]	Loss: 1.3225	LR: 0.100000
Training Epoch: 8 [2560/45000]	Loss: 1.2711	LR: 0.100000
Training Epoch: 8 [2816/45000]	Loss: 1.2623	LR: 0.100000
Training Epoch: 8 [3072/45000]	Loss: 1.2714	LR: 0.100000
Training Epoch: 8 [3328/45000]	Loss: 1.3640	LR: 0.100000
Training Epoch: 8 [3584/45000]	Loss: 1.3053	LR: 0.100000
Training Epoch: 8 [3840/45000]	Loss: 1.3412	LR: 0.100000
Training Epoch: 8 [4096/45000]	Loss: 1.2276	LR: 0.100000
Training Epoch: 8 [4352/45000]	Loss: 1.2569	LR: 0.100000
Training Epoch: 8 [4608/45000]	Loss: 1.3902	LR: 0.100000
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Training Epoch: 8 [5120/45000]	Loss: 1.4251	LR: 0.100000
Training Epoch: 8 [5376/45000]	Loss: 1.3479	LR: 0.100000
Training Epoch: 8 [5632/45000]	Loss: 1.2576	LR: 0.100000
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Training Epoch: 8 [19712/45000]	Loss: 1.3338	LR: 0.100000
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Training Epoch: 8 [26880/45000]	Loss: 1.2859	LR: 0.100000
Training Epoch: 8 [27136/45000]	Loss: 1.2881	LR: 0.100000
Training Epoch: 8 [27392/45000]	Loss: 1.2945	LR: 0.100000
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Training Epoch: 8 [27904/45000]	Loss: 1.3806	LR: 0.100000
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Training Epoch: 8 [29184/45000]	Loss: 1.2886	LR: 0.100000
Training Epoch: 8 [29440/45000]	Loss: 1.3319	LR: 0.100000
Training Epoch: 8 [29696/45000]	Loss: 1.2617	LR: 0.100000
Training Epoch: 8 [29952/45000]	Loss: 1.1714	LR: 0.100000
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Training Epoch: 8 [36608/45000]	Loss: 1.3808	LR: 0.100000
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Training Epoch: 8 [37120/45000]	Loss: 1.3331	LR: 0.100000
Training Epoch: 8 [37376/45000]	Loss: 1.3262	LR: 0.100000
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Training Epoch: 8 [38656/45000]	Loss: 1.3073	LR: 0.100000
Training Epoch: 8 [38912/45000]	Loss: 1.3411	LR: 0.100000
Training Epoch: 8 [39168/45000]	Loss: 1.2346	LR: 0.100000
Training Epoch: 8 [39424/45000]	Loss: 1.2177	LR: 0.100000
Training Epoch: 8 [39680/45000]	Loss: 1.3237	LR: 0.100000
Training Epoch: 8 [39936/45000]	Loss: 1.2440	LR: 0.100000
Training Epoch: 8 [40192/45000]	Loss: 1.2984	LR: 0.100000
Training Epoch: 8 [40448/45000]	Loss: 1.2431	LR: 0.100000
Training Epoch: 8 [40704/45000]	Loss: 1.1717	LR: 0.100000
Training Epoch: 8 [40960/45000]	Loss: 1.1725	LR: 0.100000
Training Epoch: 8 [41216/45000]	Loss: 1.1980	LR: 0.100000
Training Epoch: 8 [41472/45000]	Loss: 1.2994	LR: 0.100000
Training Epoch: 8 [41728/45000]	Loss: 1.3072	LR: 0.100000
Training Epoch: 8 [41984/45000]	Loss: 1.3394	LR: 0.100000
Training Epoch: 8 [42240/45000]	Loss: 1.2750	LR: 0.100000
Training Epoch: 8 [42496/45000]	Loss: 1.3392	LR: 0.100000
Training Epoch: 8 [42752/45000]	Loss: 1.4162	LR: 0.100000
Training Epoch: 8 [43008/45000]	Loss: 1.3252	LR: 0.100000
Training Epoch: 8 [43264/45000]	Loss: 1.1507	LR: 0.100000
Training Epoch: 8 [43520/45000]	Loss: 1.2741	LR: 0.100000
Training Epoch: 8 [43776/45000]	Loss: 1.1679	LR: 0.100000
Training Epoch: 8 [44032/45000]	Loss: 1.2200	LR: 0.100000
Training Epoch: 8 [44288/45000]	Loss: 1.4603	LR: 0.100000
Training Epoch: 8 [44544/45000]	Loss: 1.3390	LR: 0.100000
Training Epoch: 8 [44800/45000]	Loss: 1.3093	LR: 0.100000
Training Epoch: 8 [45000/45000]	Loss: 1.3274	LR: 0.100000
Epoch 8 - Average Train Loss: 1.3061, Train Accuracy: 0.5838
Epoch 8 training time consumed: 24.44s
Evaluating Network.....
Test set: Epoch: 8, Average loss: 0.0068, Accuracy: 0.5246, Time consumed:0.89s
Saving weights file to checkpoint/retrain/AllCNN/Monday_14_July_2025_02h_56m_41s/AllCNN-Cifar20-seed8-ret100-8-best.pth
Training Epoch: 9 [256/45000]	Loss: 1.1962	LR: 0.100000
Training Epoch: 9 [512/45000]	Loss: 1.1422	LR: 0.100000
Training Epoch: 9 [768/45000]	Loss: 1.3456	LR: 0.100000
Training Epoch: 9 [1024/45000]	Loss: 1.2941	LR: 0.100000
Training Epoch: 9 [1280/45000]	Loss: 1.1615	LR: 0.100000
Training Epoch: 9 [1536/45000]	Loss: 1.2028	LR: 0.100000
Training Epoch: 9 [1792/45000]	Loss: 1.2376	LR: 0.100000
Training Epoch: 9 [2048/45000]	Loss: 1.1156	LR: 0.100000
Training Epoch: 9 [2304/45000]	Loss: 1.2620	LR: 0.100000
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Training Epoch: 9 [45000/45000]	Loss: 1.3135	LR: 0.100000
Epoch 9 - Average Train Loss: 1.2205, Train Accuracy: 0.6103
Epoch 9 training time consumed: 24.42s
Evaluating Network.....
Test set: Epoch: 9, Average loss: 0.0055, Accuracy: 0.5685, Time consumed:0.98s
Saving weights file to checkpoint/retrain/AllCNN/Monday_14_July_2025_02h_56m_41s/AllCNN-Cifar20-seed8-ret100-9-best.pth
Training Epoch: 10 [256/45000]	Loss: 1.1665	LR: 0.100000
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Training Epoch: 10 [37376/45000]	Loss: 1.1330	LR: 0.100000
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Training Epoch: 10 [40448/45000]	Loss: 1.3052	LR: 0.100000
Training Epoch: 10 [40704/45000]	Loss: 1.2848	LR: 0.100000
Training Epoch: 10 [40960/45000]	Loss: 1.2446	LR: 0.100000
Training Epoch: 10 [41216/45000]	Loss: 1.1313	LR: 0.100000
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Training Epoch: 10 [41728/45000]	Loss: 1.2318	LR: 0.100000
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Training Epoch: 10 [42240/45000]	Loss: 1.2324	LR: 0.100000
Training Epoch: 10 [42496/45000]	Loss: 1.1258	LR: 0.100000
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Training Epoch: 10 [43008/45000]	Loss: 1.0769	LR: 0.100000
Training Epoch: 10 [43264/45000]	Loss: 1.0348	LR: 0.100000
Training Epoch: 10 [43520/45000]	Loss: 1.1029	LR: 0.100000
Training Epoch: 10 [43776/45000]	Loss: 1.1014	LR: 0.100000
Training Epoch: 10 [44032/45000]	Loss: 1.2272	LR: 0.100000
Training Epoch: 10 [44288/45000]	Loss: 1.2466	LR: 0.100000
Training Epoch: 10 [44544/45000]	Loss: 1.1744	LR: 0.100000
Training Epoch: 10 [44800/45000]	Loss: 1.0563	LR: 0.100000
Training Epoch: 10 [45000/45000]	Loss: 1.1915	LR: 0.100000
Epoch 10 - Average Train Loss: 1.1770, Train Accuracy: 0.6243
Epoch 10 training time consumed: 24.53s
Evaluating Network.....
Test set: Epoch: 10, Average loss: 0.0056, Accuracy: 0.5823, Time consumed:0.86s
Saving weights file to checkpoint/retrain/AllCNN/Monday_14_July_2025_02h_56m_41s/AllCNN-Cifar20-seed8-ret100-10-best.pth
Training Epoch: 11 [256/45000]	Loss: 1.0004	LR: 0.100000
Training Epoch: 11 [512/45000]	Loss: 1.0525	LR: 0.100000
Training Epoch: 11 [768/45000]	Loss: 1.0714	LR: 0.100000
Training Epoch: 11 [1024/45000]	Loss: 1.0874	LR: 0.100000
Training Epoch: 11 [1280/45000]	Loss: 1.1249	LR: 0.100000
Training Epoch: 11 [1536/45000]	Loss: 1.1692	LR: 0.100000
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Training Epoch: 11 [3584/45000]	Loss: 1.2068	LR: 0.100000
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Training Epoch: 11 [4352/45000]	Loss: 1.1064	LR: 0.100000
Training Epoch: 11 [4608/45000]	Loss: 1.1867	LR: 0.100000
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Training Epoch: 11 [5376/45000]	Loss: 1.2485	LR: 0.100000
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Training Epoch: 11 [5888/45000]	Loss: 1.2339	LR: 0.100000
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Training Epoch: 11 [39168/45000]	Loss: 1.1285	LR: 0.100000
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Training Epoch: 11 [40192/45000]	Loss: 1.1495	LR: 0.100000
Training Epoch: 11 [40448/45000]	Loss: 1.1083	LR: 0.100000
Training Epoch: 11 [40704/45000]	Loss: 1.1286	LR: 0.100000
Training Epoch: 11 [40960/45000]	Loss: 1.1432	LR: 0.100000
Training Epoch: 11 [41216/45000]	Loss: 1.0731	LR: 0.100000
Training Epoch: 11 [41472/45000]	Loss: 1.0574	LR: 0.100000
Training Epoch: 11 [41728/45000]	Loss: 1.1814	LR: 0.100000
Training Epoch: 11 [41984/45000]	Loss: 1.0713	LR: 0.100000
Training Epoch: 11 [42240/45000]	Loss: 1.1426	LR: 0.100000
Training Epoch: 11 [42496/45000]	Loss: 1.1985	LR: 0.100000
Training Epoch: 11 [42752/45000]	Loss: 1.1684	LR: 0.100000
Training Epoch: 11 [43008/45000]	Loss: 1.1675	LR: 0.100000
Training Epoch: 11 [43264/45000]	Loss: 1.1548	LR: 0.100000
Training Epoch: 11 [43520/45000]	Loss: 1.1122	LR: 0.100000
Training Epoch: 11 [43776/45000]	Loss: 1.0861	LR: 0.100000
Training Epoch: 11 [44032/45000]	Loss: 1.0384	LR: 0.100000
Training Epoch: 11 [44288/45000]	Loss: 1.1203	LR: 0.100000
Training Epoch: 11 [44544/45000]	Loss: 1.0687	LR: 0.100000
Training Epoch: 11 [44800/45000]	Loss: 1.1583	LR: 0.100000
Training Epoch: 11 [45000/45000]	Loss: 1.3246	LR: 0.100000
Epoch 11 - Average Train Loss: 1.1277, Train Accuracy: 0.6402
Epoch 11 training time consumed: 24.57s
Evaluating Network.....
Test set: Epoch: 11, Average loss: 0.0052, Accuracy: 0.5947, Time consumed:0.87s
Saving weights file to checkpoint/retrain/AllCNN/Monday_14_July_2025_02h_56m_41s/AllCNN-Cifar20-seed8-ret100-11-best.pth
Training Epoch: 12 [256/45000]	Loss: 1.0557	LR: 0.100000
Training Epoch: 12 [512/45000]	Loss: 1.0946	LR: 0.100000
Training Epoch: 12 [768/45000]	Loss: 1.0846	LR: 0.100000
Training Epoch: 12 [1024/45000]	Loss: 1.0573	LR: 0.100000
Training Epoch: 12 [1280/45000]	Loss: 1.0123	LR: 0.100000
Training Epoch: 12 [1536/45000]	Loss: 1.0485	LR: 0.100000
Training Epoch: 12 [1792/45000]	Loss: 1.2085	LR: 0.100000
Training Epoch: 12 [2048/45000]	Loss: 1.1452	LR: 0.100000
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Training Epoch: 12 [2560/45000]	Loss: 1.0189	LR: 0.100000
Training Epoch: 12 [2816/45000]	Loss: 1.1481	LR: 0.100000
Training Epoch: 12 [3072/45000]	Loss: 1.1558	LR: 0.100000
Training Epoch: 12 [3328/45000]	Loss: 1.1046	LR: 0.100000
Training Epoch: 12 [3584/45000]	Loss: 1.0108	LR: 0.100000
Training Epoch: 12 [3840/45000]	Loss: 1.0777	LR: 0.100000
Training Epoch: 12 [4096/45000]	Loss: 1.2428	LR: 0.100000
Training Epoch: 12 [4352/45000]	Loss: 1.1250	LR: 0.100000
Training Epoch: 12 [4608/45000]	Loss: 1.1395	LR: 0.100000
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Training Epoch: 12 [17664/45000]	Loss: 1.0908	LR: 0.100000
Training Epoch: 12 [17920/45000]	Loss: 1.0638	LR: 0.100000
Training Epoch: 12 [18176/45000]	Loss: 1.0884	LR: 0.100000
Training Epoch: 12 [18432/45000]	Loss: 1.1539	LR: 0.100000
Training Epoch: 12 [18688/45000]	Loss: 0.9866	LR: 0.100000
Training Epoch: 12 [18944/45000]	Loss: 1.0814	LR: 0.100000
Training Epoch: 12 [19200/45000]	Loss: 1.0183	LR: 0.100000
Training Epoch: 12 [19456/45000]	Loss: 1.1208	LR: 0.100000
Training Epoch: 12 [19712/45000]	Loss: 1.0572	LR: 0.100000
Training Epoch: 12 [19968/45000]	Loss: 1.0949	LR: 0.100000
Training Epoch: 12 [20224/45000]	Loss: 1.0979	LR: 0.100000
Training Epoch: 12 [20480/45000]	Loss: 1.2973	LR: 0.100000
Training Epoch: 12 [20736/45000]	Loss: 1.0511	LR: 0.100000
Training Epoch: 12 [20992/45000]	Loss: 0.9996	LR: 0.100000
Training Epoch: 12 [21248/45000]	Loss: 1.0457	LR: 0.100000
Training Epoch: 12 [21504/45000]	Loss: 1.0843	LR: 0.100000
Training Epoch: 12 [21760/45000]	Loss: 1.1439	LR: 0.100000
Training Epoch: 12 [22016/45000]	Loss: 1.1679	LR: 0.100000
Training Epoch: 12 [22272/45000]	Loss: 0.9878	LR: 0.100000
Training Epoch: 12 [22528/45000]	Loss: 1.0576	LR: 0.100000
Training Epoch: 12 [22784/45000]	Loss: 1.0528	LR: 0.100000
Training Epoch: 12 [23040/45000]	Loss: 1.0812	LR: 0.100000
Training Epoch: 12 [23296/45000]	Loss: 1.0653	LR: 0.100000
Training Epoch: 12 [23552/45000]	Loss: 0.9751	LR: 0.100000
Training Epoch: 12 [23808/45000]	Loss: 1.0998	LR: 0.100000
Training Epoch: 12 [24064/45000]	Loss: 1.0004	LR: 0.100000
Training Epoch: 12 [24320/45000]	Loss: 1.1021	LR: 0.100000
Training Epoch: 12 [24576/45000]	Loss: 0.9282	LR: 0.100000
Training Epoch: 12 [24832/45000]	Loss: 1.1722	LR: 0.100000
Training Epoch: 12 [25088/45000]	Loss: 1.2505	LR: 0.100000
Training Epoch: 12 [25344/45000]	Loss: 1.1313	LR: 0.100000
Training Epoch: 12 [25600/45000]	Loss: 1.1230	LR: 0.100000
Training Epoch: 12 [25856/45000]	Loss: 1.2040	LR: 0.100000
Training Epoch: 12 [26112/45000]	Loss: 1.0082	LR: 0.100000
Training Epoch: 12 [26368/45000]	Loss: 1.0288	LR: 0.100000
Training Epoch: 12 [26624/45000]	Loss: 1.0882	LR: 0.100000
Training Epoch: 12 [26880/45000]	Loss: 1.1649	LR: 0.100000
Training Epoch: 12 [27136/45000]	Loss: 1.0761	LR: 0.100000
Training Epoch: 12 [27392/45000]	Loss: 1.1509	LR: 0.100000
Training Epoch: 12 [27648/45000]	Loss: 1.1590	LR: 0.100000
Training Epoch: 12 [27904/45000]	Loss: 1.0256	LR: 0.100000
Training Epoch: 12 [28160/45000]	Loss: 1.0217	LR: 0.100000
Training Epoch: 12 [28416/45000]	Loss: 1.0656	LR: 0.100000
Training Epoch: 12 [28672/45000]	Loss: 1.1326	LR: 0.100000
Training Epoch: 12 [28928/45000]	Loss: 1.1769	LR: 0.100000
Training Epoch: 12 [29184/45000]	Loss: 1.1426	LR: 0.100000
Training Epoch: 12 [29440/45000]	Loss: 1.1453	LR: 0.100000
Training Epoch: 12 [29696/45000]	Loss: 1.0612	LR: 0.100000
Training Epoch: 12 [29952/45000]	Loss: 1.0179	LR: 0.100000
Training Epoch: 12 [30208/45000]	Loss: 1.1024	LR: 0.100000
Training Epoch: 12 [30464/45000]	Loss: 1.1491	LR: 0.100000
Training Epoch: 12 [30720/45000]	Loss: 1.1399	LR: 0.100000
Training Epoch: 12 [30976/45000]	Loss: 1.0699	LR: 0.100000
Training Epoch: 12 [31232/45000]	Loss: 1.1780	LR: 0.100000
Training Epoch: 12 [31488/45000]	Loss: 1.1769	LR: 0.100000
Training Epoch: 12 [31744/45000]	Loss: 1.1007	LR: 0.100000
Training Epoch: 12 [32000/45000]	Loss: 0.9927	LR: 0.100000
Training Epoch: 12 [32256/45000]	Loss: 1.0910	LR: 0.100000
Training Epoch: 12 [32512/45000]	Loss: 1.1190	LR: 0.100000
Training Epoch: 12 [32768/45000]	Loss: 1.1796	LR: 0.100000
Training Epoch: 12 [33024/45000]	Loss: 1.0517	LR: 0.100000
Training Epoch: 12 [33280/45000]	Loss: 1.0716	LR: 0.100000
Training Epoch: 12 [33536/45000]	Loss: 0.8724	LR: 0.100000
Training Epoch: 12 [33792/45000]	Loss: 1.0932	LR: 0.100000
Training Epoch: 12 [34048/45000]	Loss: 1.2384	LR: 0.100000
Training Epoch: 12 [34304/45000]	Loss: 1.0414	LR: 0.100000
Training Epoch: 12 [34560/45000]	Loss: 1.2126	LR: 0.100000
Training Epoch: 12 [34816/45000]	Loss: 1.0927	LR: 0.100000
Training Epoch: 12 [35072/45000]	Loss: 1.0778	LR: 0.100000
Training Epoch: 12 [35328/45000]	Loss: 1.0912	LR: 0.100000
Training Epoch: 12 [35584/45000]	Loss: 1.0912	LR: 0.100000
Training Epoch: 12 [35840/45000]	Loss: 0.9625	LR: 0.100000
Training Epoch: 12 [36096/45000]	Loss: 1.1190	LR: 0.100000
Training Epoch: 12 [36352/45000]	Loss: 1.0393	LR: 0.100000
Training Epoch: 12 [36608/45000]	Loss: 1.1016	LR: 0.100000
Training Epoch: 12 [36864/45000]	Loss: 1.1852	LR: 0.100000
Training Epoch: 12 [37120/45000]	Loss: 1.1594	LR: 0.100000
Training Epoch: 12 [37376/45000]	Loss: 1.1935	LR: 0.100000
Training Epoch: 12 [37632/45000]	Loss: 1.1160	LR: 0.100000
Training Epoch: 12 [37888/45000]	Loss: 1.1197	LR: 0.100000
Training Epoch: 12 [38144/45000]	Loss: 1.1478	LR: 0.100000
Training Epoch: 12 [38400/45000]	Loss: 1.0828	LR: 0.100000
Training Epoch: 12 [38656/45000]	Loss: 0.9982	LR: 0.100000
Training Epoch: 12 [38912/45000]	Loss: 1.1313	LR: 0.100000
Training Epoch: 12 [39168/45000]	Loss: 1.1392	LR: 0.100000
Training Epoch: 12 [39424/45000]	Loss: 1.0912	LR: 0.100000
Training Epoch: 12 [39680/45000]	Loss: 1.0632	LR: 0.100000
Training Epoch: 12 [39936/45000]	Loss: 1.0749	LR: 0.100000
Training Epoch: 12 [40192/45000]	Loss: 1.1388	LR: 0.100000
Training Epoch: 12 [40448/45000]	Loss: 1.1918	LR: 0.100000
Training Epoch: 12 [40704/45000]	Loss: 1.2240	LR: 0.100000
Training Epoch: 12 [40960/45000]	Loss: 1.0572	LR: 0.100000
Training Epoch: 12 [41216/45000]	Loss: 1.0353	LR: 0.100000
Training Epoch: 12 [41472/45000]	Loss: 1.0572	LR: 0.100000
Training Epoch: 12 [41728/45000]	Loss: 0.8997	LR: 0.100000
Training Epoch: 12 [41984/45000]	Loss: 1.0739	LR: 0.100000
Training Epoch: 12 [42240/45000]	Loss: 1.2547	LR: 0.100000
Training Epoch: 12 [42496/45000]	Loss: 1.2172	LR: 0.100000
Training Epoch: 12 [42752/45000]	Loss: 1.1017	LR: 0.100000
Training Epoch: 12 [43008/45000]	Loss: 1.0731	LR: 0.100000
Training Epoch: 12 [43264/45000]	Loss: 1.0651	LR: 0.100000
Training Epoch: 12 [43520/45000]	Loss: 1.1087	LR: 0.100000
Training Epoch: 12 [43776/45000]	Loss: 1.0184	LR: 0.100000
Training Epoch: 12 [44032/45000]	Loss: 1.1711	LR: 0.100000
Training Epoch: 12 [44288/45000]	Loss: 1.1777	LR: 0.100000
Training Epoch: 12 [44544/45000]	Loss: 1.1109	LR: 0.100000
Training Epoch: 12 [44800/45000]	Loss: 1.0356	LR: 0.100000
Training Epoch: 12 [45000/45000]	Loss: 1.2665	LR: 0.100000
Epoch 12 - Average Train Loss: 1.0930, Train Accuracy: 0.6480
Epoch 12 training time consumed: 24.51s
Evaluating Network.....
Test set: Epoch: 12, Average loss: 0.0059, Accuracy: 0.5661, Time consumed:0.88s
Training Epoch: 13 [256/45000]	Loss: 0.9162	LR: 0.100000
Training Epoch: 13 [512/45000]	Loss: 1.0325	LR: 0.100000
Training Epoch: 13 [768/45000]	Loss: 0.9146	LR: 0.100000
Training Epoch: 13 [1024/45000]	Loss: 1.0380	LR: 0.100000
Training Epoch: 13 [1280/45000]	Loss: 1.0234	LR: 0.100000
Training Epoch: 13 [1536/45000]	Loss: 0.9545	LR: 0.100000
Training Epoch: 13 [1792/45000]	Loss: 1.1407	LR: 0.100000
Training Epoch: 13 [2048/45000]	Loss: 1.0419	LR: 0.100000
Training Epoch: 13 [2304/45000]	Loss: 0.9003	LR: 0.100000
Training Epoch: 13 [2560/45000]	Loss: 1.1311	LR: 0.100000
Training Epoch: 13 [2816/45000]	Loss: 0.9493	LR: 0.100000
Training Epoch: 13 [3072/45000]	Loss: 0.9421	LR: 0.100000
Training Epoch: 13 [3328/45000]	Loss: 1.1091	LR: 0.100000
Training Epoch: 13 [3584/45000]	Loss: 1.0693	LR: 0.100000
Training Epoch: 13 [3840/45000]	Loss: 1.0011	LR: 0.100000
Training Epoch: 13 [4096/45000]	Loss: 1.0149	LR: 0.100000
Training Epoch: 13 [4352/45000]	Loss: 1.2976	LR: 0.100000
Training Epoch: 13 [4608/45000]	Loss: 1.0198	LR: 0.100000
Training Epoch: 13 [4864/45000]	Loss: 1.0328	LR: 0.100000
Training Epoch: 13 [5120/45000]	Loss: 0.9816	LR: 0.100000
Training Epoch: 13 [5376/45000]	Loss: 1.0539	LR: 0.100000
Training Epoch: 13 [5632/45000]	Loss: 1.2020	LR: 0.100000
Training Epoch: 13 [5888/45000]	Loss: 1.0521	LR: 0.100000
Training Epoch: 13 [6144/45000]	Loss: 1.0211	LR: 0.100000
Training Epoch: 13 [6400/45000]	Loss: 1.0502	LR: 0.100000
Training Epoch: 13 [6656/45000]	Loss: 0.9128	LR: 0.100000
Training Epoch: 13 [6912/45000]	Loss: 1.0703	LR: 0.100000
Training Epoch: 13 [7168/45000]	Loss: 0.9555	LR: 0.100000
Training Epoch: 13 [7424/45000]	Loss: 1.0648	LR: 0.100000
Training Epoch: 13 [7680/45000]	Loss: 1.0644	LR: 0.100000
Training Epoch: 13 [7936/45000]	Loss: 1.1573	LR: 0.100000
Training Epoch: 13 [8192/45000]	Loss: 1.0396	LR: 0.100000
Training Epoch: 13 [8448/45000]	Loss: 1.1729	LR: 0.100000
Training Epoch: 13 [8704/45000]	Loss: 1.1436	LR: 0.100000
Training Epoch: 13 [8960/45000]	Loss: 1.1802	LR: 0.100000
Training Epoch: 13 [9216/45000]	Loss: 1.0633	LR: 0.100000
Training Epoch: 13 [9472/45000]	Loss: 0.9932	LR: 0.100000
Training Epoch: 13 [9728/45000]	Loss: 0.9812	LR: 0.100000
Training Epoch: 13 [9984/45000]	Loss: 1.0835	LR: 0.100000
Training Epoch: 13 [10240/45000]	Loss: 1.1485	LR: 0.100000
Training Epoch: 13 [10496/45000]	Loss: 1.0025	LR: 0.100000
Training Epoch: 13 [10752/45000]	Loss: 1.1874	LR: 0.100000
Training Epoch: 13 [11008/45000]	Loss: 1.0132	LR: 0.100000
Training Epoch: 13 [11264/45000]	Loss: 1.1428	LR: 0.100000
Training Epoch: 13 [11520/45000]	Loss: 1.1228	LR: 0.100000
Training Epoch: 13 [11776/45000]	Loss: 1.1117	LR: 0.100000
Training Epoch: 13 [12032/45000]	Loss: 1.1278	LR: 0.100000
Training Epoch: 13 [12288/45000]	Loss: 1.1284	LR: 0.100000
Training Epoch: 13 [12544/45000]	Loss: 0.9749	LR: 0.100000
Training Epoch: 13 [12800/45000]	Loss: 1.1329	LR: 0.100000
Training Epoch: 13 [13056/45000]	Loss: 1.0901	LR: 0.100000
Training Epoch: 13 [13312/45000]	Loss: 0.9312	LR: 0.100000
Training Epoch: 13 [13568/45000]	Loss: 0.9421	LR: 0.100000
Training Epoch: 13 [13824/45000]	Loss: 1.1567	LR: 0.100000
Training Epoch: 13 [14080/45000]	Loss: 0.9969	LR: 0.100000
Training Epoch: 13 [14336/45000]	Loss: 0.9618	LR: 0.100000
Training Epoch: 13 [14592/45000]	Loss: 1.1226	LR: 0.100000
Training Epoch: 13 [14848/45000]	Loss: 1.0390	LR: 0.100000
Training Epoch: 13 [15104/45000]	Loss: 1.0567	LR: 0.100000
Training Epoch: 13 [15360/45000]	Loss: 1.0770	LR: 0.100000
Training Epoch: 13 [15616/45000]	Loss: 1.0006	LR: 0.100000
Training Epoch: 13 [15872/45000]	Loss: 0.9413	LR: 0.100000
Training Epoch: 13 [16128/45000]	Loss: 0.9609	LR: 0.100000
Training Epoch: 13 [16384/45000]	Loss: 0.9795	LR: 0.100000
Training Epoch: 13 [16640/45000]	Loss: 1.1078	LR: 0.100000
Training Epoch: 13 [16896/45000]	Loss: 0.9320	LR: 0.100000
Training Epoch: 13 [17152/45000]	Loss: 1.0388	LR: 0.100000
Training Epoch: 13 [17408/45000]	Loss: 0.9870	LR: 0.100000
Training Epoch: 13 [17664/45000]	Loss: 0.9817	LR: 0.100000
Training Epoch: 13 [17920/45000]	Loss: 1.0217	LR: 0.100000
Training Epoch: 13 [18176/45000]	Loss: 1.1093	LR: 0.100000
Training Epoch: 13 [18432/45000]	Loss: 1.0121	LR: 0.100000
Training Epoch: 13 [18688/45000]	Loss: 1.1287	LR: 0.100000
Training Epoch: 13 [18944/45000]	Loss: 1.1669	LR: 0.100000
Training Epoch: 13 [19200/45000]	Loss: 0.9680	LR: 0.100000
Training Epoch: 13 [19456/45000]	Loss: 1.1102	LR: 0.100000
Training Epoch: 13 [19712/45000]	Loss: 0.9028	LR: 0.100000
Training Epoch: 13 [19968/45000]	Loss: 1.0094	LR: 0.100000
Training Epoch: 13 [20224/45000]	Loss: 1.1336	LR: 0.100000
Training Epoch: 13 [20480/45000]	Loss: 1.1291	LR: 0.100000
Training Epoch: 13 [20736/45000]	Loss: 1.0146	LR: 0.100000
Training Epoch: 13 [20992/45000]	Loss: 1.0121	LR: 0.100000
Training Epoch: 13 [21248/45000]	Loss: 0.9892	LR: 0.100000
Training Epoch: 13 [21504/45000]	Loss: 0.9581	LR: 0.100000
Training Epoch: 13 [21760/45000]	Loss: 0.9970	LR: 0.100000
Training Epoch: 13 [22016/45000]	Loss: 1.0824	LR: 0.100000
Training Epoch: 13 [22272/45000]	Loss: 0.9465	LR: 0.100000
Training Epoch: 13 [22528/45000]	Loss: 0.8794	LR: 0.100000
Training Epoch: 13 [22784/45000]	Loss: 0.9314	LR: 0.100000
Training Epoch: 13 [23040/45000]	Loss: 1.0279	LR: 0.100000
Training Epoch: 13 [23296/45000]	Loss: 0.9383	LR: 0.100000
Training Epoch: 13 [23552/45000]	Loss: 0.9765	LR: 0.100000
Training Epoch: 13 [23808/45000]	Loss: 1.1104	LR: 0.100000
Training Epoch: 13 [24064/45000]	Loss: 1.1904	LR: 0.100000
Training Epoch: 13 [24320/45000]	Loss: 0.8766	LR: 0.100000
Training Epoch: 13 [24576/45000]	Loss: 1.1339	LR: 0.100000
Training Epoch: 13 [24832/45000]	Loss: 1.0517	LR: 0.100000
Training Epoch: 13 [25088/45000]	Loss: 1.0062	LR: 0.100000
Training Epoch: 13 [25344/45000]	Loss: 1.0553	LR: 0.100000
Training Epoch: 13 [25600/45000]	Loss: 1.1586	LR: 0.100000
Training Epoch: 13 [25856/45000]	Loss: 1.0241	LR: 0.100000
Training Epoch: 13 [26112/45000]	Loss: 0.9610	LR: 0.100000
Training Epoch: 13 [26368/45000]	Loss: 0.9261	LR: 0.100000
Training Epoch: 13 [26624/45000]	Loss: 1.1103	LR: 0.100000
Training Epoch: 13 [26880/45000]	Loss: 0.9860	LR: 0.100000
Training Epoch: 13 [27136/45000]	Loss: 0.9969	LR: 0.100000
Training Epoch: 13 [27392/45000]	Loss: 1.0312	LR: 0.100000
Training Epoch: 13 [27648/45000]	Loss: 1.1370	LR: 0.100000
Training Epoch: 13 [27904/45000]	Loss: 0.9367	LR: 0.100000
Training Epoch: 13 [28160/45000]	Loss: 1.0223	LR: 0.100000
Training Epoch: 13 [28416/45000]	Loss: 1.0614	LR: 0.100000
Training Epoch: 13 [28672/45000]	Loss: 1.0332	LR: 0.100000
Training Epoch: 13 [28928/45000]	Loss: 1.0363	LR: 0.100000
Training Epoch: 13 [29184/45000]	Loss: 1.1231	LR: 0.100000
Training Epoch: 13 [29440/45000]	Loss: 1.0701	LR: 0.100000
Training Epoch: 13 [29696/45000]	Loss: 1.0830	LR: 0.100000
Training Epoch: 13 [29952/45000]	Loss: 1.2805	LR: 0.100000
Training Epoch: 13 [30208/45000]	Loss: 0.9808	LR: 0.100000
Training Epoch: 13 [30464/45000]	Loss: 1.1989	LR: 0.100000
Training Epoch: 13 [30720/45000]	Loss: 1.0650	LR: 0.100000
Training Epoch: 13 [30976/45000]	Loss: 1.1276	LR: 0.100000
Training Epoch: 13 [31232/45000]	Loss: 0.9957	LR: 0.100000
Training Epoch: 13 [31488/45000]	Loss: 0.9944	LR: 0.100000
Training Epoch: 13 [31744/45000]	Loss: 1.1195	LR: 0.100000
Training Epoch: 13 [32000/45000]	Loss: 1.0278	LR: 0.100000
Training Epoch: 13 [32256/45000]	Loss: 1.0050	LR: 0.100000
Training Epoch: 13 [32512/45000]	Loss: 0.9887	LR: 0.100000
Training Epoch: 13 [32768/45000]	Loss: 1.1659	LR: 0.100000
Training Epoch: 13 [33024/45000]	Loss: 1.1294	LR: 0.100000
Training Epoch: 13 [33280/45000]	Loss: 1.0896	LR: 0.100000
Training Epoch: 13 [33536/45000]	Loss: 0.9962	LR: 0.100000
Training Epoch: 13 [33792/45000]	Loss: 1.0761	LR: 0.100000
Training Epoch: 13 [34048/45000]	Loss: 1.1627	LR: 0.100000
Training Epoch: 13 [34304/45000]	Loss: 1.0143	LR: 0.100000
Training Epoch: 13 [34560/45000]	Loss: 1.1626	LR: 0.100000
Training Epoch: 13 [34816/45000]	Loss: 1.0283	LR: 0.100000
Training Epoch: 13 [35072/45000]	Loss: 1.0798	LR: 0.100000
Training Epoch: 13 [35328/45000]	Loss: 1.0723	LR: 0.100000
Training Epoch: 13 [35584/45000]	Loss: 1.1505	LR: 0.100000
Training Epoch: 13 [35840/45000]	Loss: 0.9811	LR: 0.100000
Training Epoch: 13 [36096/45000]	Loss: 1.0945	LR: 0.100000
Training Epoch: 13 [36352/45000]	Loss: 1.2137	LR: 0.100000
Training Epoch: 13 [36608/45000]	Loss: 1.1416	LR: 0.100000
Training Epoch: 13 [36864/45000]	Loss: 1.1863	LR: 0.100000
Training Epoch: 13 [37120/45000]	Loss: 1.0290	LR: 0.100000
Training Epoch: 13 [37376/45000]	Loss: 1.0915	LR: 0.100000
Training Epoch: 13 [37632/45000]	Loss: 1.0560	LR: 0.100000
Training Epoch: 13 [37888/45000]	Loss: 1.2303	LR: 0.100000
Training Epoch: 13 [38144/45000]	Loss: 1.0982	LR: 0.100000
Training Epoch: 13 [38400/45000]	Loss: 1.0303	LR: 0.100000
Training Epoch: 13 [38656/45000]	Loss: 1.0627	LR: 0.100000
Training Epoch: 13 [38912/45000]	Loss: 1.1131	LR: 0.100000
Training Epoch: 13 [39168/45000]	Loss: 1.1726	LR: 0.100000
Training Epoch: 13 [39424/45000]	Loss: 1.0905	LR: 0.100000
Training Epoch: 13 [39680/45000]	Loss: 1.1109	LR: 0.100000
Training Epoch: 13 [39936/45000]	Loss: 1.1066	LR: 0.100000
Training Epoch: 13 [40192/45000]	Loss: 1.0611	LR: 0.100000
Training Epoch: 13 [40448/45000]	Loss: 0.9204	LR: 0.100000
Training Epoch: 13 [40704/45000]	Loss: 1.1199	LR: 0.100000
Training Epoch: 13 [40960/45000]	Loss: 1.0094	LR: 0.100000
Training Epoch: 13 [41216/45000]	Loss: 0.9589	LR: 0.100000
Training Epoch: 13 [41472/45000]	Loss: 0.9515	LR: 0.100000
Training Epoch: 13 [41728/45000]	Loss: 0.9088	LR: 0.100000
Training Epoch: 13 [41984/45000]	Loss: 1.0250	LR: 0.100000
Training Epoch: 13 [42240/45000]	Loss: 1.0729	LR: 0.100000
Training Epoch: 13 [42496/45000]	Loss: 1.0393	LR: 0.100000
Training Epoch: 13 [42752/45000]	Loss: 0.9493	LR: 0.100000
Training Epoch: 13 [43008/45000]	Loss: 0.8820	LR: 0.100000
Training Epoch: 13 [43264/45000]	Loss: 1.0566	LR: 0.100000
Training Epoch: 13 [43520/45000]	Loss: 1.0759	LR: 0.100000
Training Epoch: 13 [43776/45000]	Loss: 1.0061	LR: 0.100000
Training Epoch: 13 [44032/45000]	Loss: 1.1504	LR: 0.100000
Training Epoch: 13 [44288/45000]	Loss: 1.0307	LR: 0.100000
Training Epoch: 13 [44544/45000]	Loss: 0.9740	LR: 0.100000
Training Epoch: 13 [44800/45000]	Loss: 1.0286	LR: 0.100000
Training Epoch: 13 [45000/45000]	Loss: 1.0918	LR: 0.100000
Epoch 13 - Average Train Loss: 1.0498, Train Accuracy: 0.6632
Epoch 13 training time consumed: 24.58s
Evaluating Network.....
Test set: Epoch: 13, Average loss: 0.0061, Accuracy: 0.5695, Time consumed:0.92s
Training Epoch: 14 [256/45000]	Loss: 0.9711	LR: 0.100000
Training Epoch: 14 [512/45000]	Loss: 0.9915	LR: 0.100000
Training Epoch: 14 [768/45000]	Loss: 1.2006	LR: 0.100000
Training Epoch: 14 [1024/45000]	Loss: 0.9079	LR: 0.100000
Training Epoch: 14 [1280/45000]	Loss: 1.0126	LR: 0.100000
Training Epoch: 14 [1536/45000]	Loss: 0.9449	LR: 0.100000
Training Epoch: 14 [1792/45000]	Loss: 0.9693	LR: 0.100000
Training Epoch: 14 [2048/45000]	Loss: 0.9487	LR: 0.100000
Training Epoch: 14 [2304/45000]	Loss: 0.9684	LR: 0.100000
Training Epoch: 14 [2560/45000]	Loss: 1.0955	LR: 0.100000
Training Epoch: 14 [2816/45000]	Loss: 0.9615	LR: 0.100000
Training Epoch: 14 [3072/45000]	Loss: 1.0094	LR: 0.100000
Training Epoch: 14 [3328/45000]	Loss: 0.9729	LR: 0.100000
Training Epoch: 14 [3584/45000]	Loss: 1.1487	LR: 0.100000
Training Epoch: 14 [3840/45000]	Loss: 0.9813	LR: 0.100000
Training Epoch: 14 [4096/45000]	Loss: 0.9224	LR: 0.100000
Training Epoch: 14 [4352/45000]	Loss: 0.8964	LR: 0.100000
Training Epoch: 14 [4608/45000]	Loss: 0.9017	LR: 0.100000
Training Epoch: 14 [4864/45000]	Loss: 1.1129	LR: 0.100000
Training Epoch: 14 [5120/45000]	Loss: 0.8897	LR: 0.100000
Training Epoch: 14 [5376/45000]	Loss: 0.9407	LR: 0.100000
Training Epoch: 14 [5632/45000]	Loss: 1.0327	LR: 0.100000
Training Epoch: 14 [5888/45000]	Loss: 0.9016	LR: 0.100000
Training Epoch: 14 [6144/45000]	Loss: 1.0629	LR: 0.100000
Training Epoch: 14 [6400/45000]	Loss: 1.0492	LR: 0.100000
Training Epoch: 14 [6656/45000]	Loss: 1.0492	LR: 0.100000
Training Epoch: 14 [6912/45000]	Loss: 1.0950	LR: 0.100000
Training Epoch: 14 [7168/45000]	Loss: 1.0883	LR: 0.100000
Training Epoch: 14 [7424/45000]	Loss: 0.8671	LR: 0.100000
Training Epoch: 14 [7680/45000]	Loss: 0.8927	LR: 0.100000
Training Epoch: 14 [7936/45000]	Loss: 1.1087	LR: 0.100000
Training Epoch: 14 [8192/45000]	Loss: 1.1093	LR: 0.100000
Training Epoch: 14 [8448/45000]	Loss: 0.9755	LR: 0.100000
Training Epoch: 14 [8704/45000]	Loss: 1.0437	LR: 0.100000
Training Epoch: 14 [8960/45000]	Loss: 1.0026	LR: 0.100000
Training Epoch: 14 [9216/45000]	Loss: 0.9991	LR: 0.100000
Training Epoch: 14 [9472/45000]	Loss: 1.0890	LR: 0.100000
Training Epoch: 14 [9728/45000]	Loss: 1.0394	LR: 0.100000
Training Epoch: 14 [9984/45000]	Loss: 1.0284	LR: 0.100000
Training Epoch: 14 [10240/45000]	Loss: 0.9138	LR: 0.100000
Training Epoch: 14 [10496/45000]	Loss: 1.0817	LR: 0.100000
Training Epoch: 14 [10752/45000]	Loss: 0.9721	LR: 0.100000
Training Epoch: 14 [11008/45000]	Loss: 0.9611	LR: 0.100000
Training Epoch: 14 [11264/45000]	Loss: 1.0866	LR: 0.100000
Training Epoch: 14 [11520/45000]	Loss: 1.0986	LR: 0.100000
Training Epoch: 14 [11776/45000]	Loss: 0.9661	LR: 0.100000
Training Epoch: 14 [12032/45000]	Loss: 0.9776	LR: 0.100000
Training Epoch: 14 [12288/45000]	Loss: 1.0424	LR: 0.100000
Training Epoch: 14 [12544/45000]	Loss: 0.9651	LR: 0.100000
Training Epoch: 14 [12800/45000]	Loss: 0.9648	LR: 0.100000
Training Epoch: 14 [13056/45000]	Loss: 0.9180	LR: 0.100000
Training Epoch: 14 [13312/45000]	Loss: 0.9541	LR: 0.100000
Training Epoch: 14 [13568/45000]	Loss: 1.0139	LR: 0.100000
Training Epoch: 14 [13824/45000]	Loss: 1.0621	LR: 0.100000
Training Epoch: 14 [14080/45000]	Loss: 1.1011	LR: 0.100000
Training Epoch: 14 [14336/45000]	Loss: 1.0515	LR: 0.100000
Training Epoch: 14 [14592/45000]	Loss: 0.9317	LR: 0.100000
Training Epoch: 14 [14848/45000]	Loss: 1.1277	LR: 0.100000
Training Epoch: 14 [15104/45000]	Loss: 1.1062	LR: 0.100000
Training Epoch: 14 [15360/45000]	Loss: 0.8955	LR: 0.100000
Training Epoch: 14 [15616/45000]	Loss: 1.0311	LR: 0.100000
Training Epoch: 14 [15872/45000]	Loss: 1.0494	LR: 0.100000
Training Epoch: 14 [16128/45000]	Loss: 1.0120	LR: 0.100000
Training Epoch: 14 [16384/45000]	Loss: 0.9826	LR: 0.100000
Training Epoch: 14 [16640/45000]	Loss: 0.9683	LR: 0.100000
Training Epoch: 14 [16896/45000]	Loss: 0.9093	LR: 0.100000
Training Epoch: 14 [17152/45000]	Loss: 1.0896	LR: 0.100000
Training Epoch: 14 [17408/45000]	Loss: 0.9365	LR: 0.100000
Training Epoch: 14 [17664/45000]	Loss: 1.0336	LR: 0.100000
Training Epoch: 14 [17920/45000]	Loss: 1.1260	LR: 0.100000
Training Epoch: 14 [18176/45000]	Loss: 1.0709	LR: 0.100000
Training Epoch: 14 [18432/45000]	Loss: 1.0261	LR: 0.100000
Training Epoch: 14 [18688/45000]	Loss: 0.8766	LR: 0.100000
Training Epoch: 14 [18944/45000]	Loss: 1.0378	LR: 0.100000
Training Epoch: 14 [19200/45000]	Loss: 0.9664	LR: 0.100000
Training Epoch: 14 [19456/45000]	Loss: 0.9390	LR: 0.100000
Training Epoch: 14 [19712/45000]	Loss: 0.9442	LR: 0.100000
Training Epoch: 14 [19968/45000]	Loss: 1.1539	LR: 0.100000
Training Epoch: 14 [20224/45000]	Loss: 1.0390	LR: 0.100000
Training Epoch: 14 [20480/45000]	Loss: 0.9700	LR: 0.100000
Training Epoch: 14 [20736/45000]	Loss: 0.9776	LR: 0.100000
Training Epoch: 14 [20992/45000]	Loss: 0.9778	LR: 0.100000
Training Epoch: 14 [21248/45000]	Loss: 0.9656	LR: 0.100000
Training Epoch: 14 [21504/45000]	Loss: 0.9792	LR: 0.100000
Training Epoch: 14 [21760/45000]	Loss: 1.0353	LR: 0.100000
Training Epoch: 14 [22016/45000]	Loss: 1.0699	LR: 0.100000
Training Epoch: 14 [22272/45000]	Loss: 0.9150	LR: 0.100000
Training Epoch: 14 [22528/45000]	Loss: 1.0817	LR: 0.100000
Training Epoch: 14 [22784/45000]	Loss: 0.9646	LR: 0.100000
Training Epoch: 14 [23040/45000]	Loss: 0.9845	LR: 0.100000
Training Epoch: 14 [23296/45000]	Loss: 0.8473	LR: 0.100000
Training Epoch: 14 [23552/45000]	Loss: 1.0133	LR: 0.100000
Training Epoch: 14 [23808/45000]	Loss: 1.1321	LR: 0.100000
Training Epoch: 14 [24064/45000]	Loss: 1.0483	LR: 0.100000
Training Epoch: 14 [24320/45000]	Loss: 1.0416	LR: 0.100000
Training Epoch: 14 [24576/45000]	Loss: 0.8911	LR: 0.100000
Training Epoch: 14 [24832/45000]	Loss: 0.9773	LR: 0.100000
Training Epoch: 14 [25088/45000]	Loss: 1.0196	LR: 0.100000
Training Epoch: 14 [25344/45000]	Loss: 1.0182	LR: 0.100000
Training Epoch: 14 [25600/45000]	Loss: 0.9806	LR: 0.100000
Training Epoch: 14 [25856/45000]	Loss: 1.0990	LR: 0.100000
Training Epoch: 14 [26112/45000]	Loss: 1.1839	LR: 0.100000
Training Epoch: 14 [26368/45000]	Loss: 1.1047	LR: 0.100000
Training Epoch: 14 [26624/45000]	Loss: 1.2443	LR: 0.100000
Training Epoch: 14 [26880/45000]	Loss: 1.0556	LR: 0.100000
Training Epoch: 14 [27136/45000]	Loss: 1.0035	LR: 0.100000
Training Epoch: 14 [27392/45000]	Loss: 1.0431	LR: 0.100000
Training Epoch: 14 [27648/45000]	Loss: 1.1527	LR: 0.100000
Training Epoch: 14 [27904/45000]	Loss: 1.1542	LR: 0.100000
Training Epoch: 14 [28160/45000]	Loss: 1.0270	LR: 0.100000
Training Epoch: 14 [28416/45000]	Loss: 1.0195	LR: 0.100000
Training Epoch: 14 [28672/45000]	Loss: 1.1237	LR: 0.100000
Training Epoch: 14 [28928/45000]	Loss: 0.8436	LR: 0.100000
Training Epoch: 14 [29184/45000]	Loss: 0.9594	LR: 0.100000
Training Epoch: 14 [29440/45000]	Loss: 1.0207	LR: 0.100000
Training Epoch: 14 [29696/45000]	Loss: 1.0486	LR: 0.100000
Training Epoch: 14 [29952/45000]	Loss: 1.0122	LR: 0.100000
Training Epoch: 14 [30208/45000]	Loss: 1.0616	LR: 0.100000
Training Epoch: 14 [30464/45000]	Loss: 1.0451	LR: 0.100000
Training Epoch: 14 [30720/45000]	Loss: 1.0548	LR: 0.100000
Training Epoch: 14 [30976/45000]	Loss: 1.1069	LR: 0.100000
Training Epoch: 14 [31232/45000]	Loss: 1.0582	LR: 0.100000
Training Epoch: 14 [31488/45000]	Loss: 1.0229	LR: 0.100000
Training Epoch: 14 [31744/45000]	Loss: 1.0831	LR: 0.100000
Training Epoch: 14 [32000/45000]	Loss: 1.0746	LR: 0.100000
Training Epoch: 14 [32256/45000]	Loss: 1.1111	LR: 0.100000
Training Epoch: 14 [32512/45000]	Loss: 1.1263	LR: 0.100000
Training Epoch: 14 [32768/45000]	Loss: 0.9862	LR: 0.100000
Training Epoch: 14 [33024/45000]	Loss: 1.0938	LR: 0.100000
Training Epoch: 14 [33280/45000]	Loss: 1.0720	LR: 0.100000
Training Epoch: 14 [33536/45000]	Loss: 0.9552	LR: 0.100000
Training Epoch: 14 [33792/45000]	Loss: 0.9766	LR: 0.100000
Training Epoch: 14 [34048/45000]	Loss: 1.0536	LR: 0.100000
Training Epoch: 14 [34304/45000]	Loss: 0.9672	LR: 0.100000
Training Epoch: 14 [34560/45000]	Loss: 1.0605	LR: 0.100000
Training Epoch: 14 [34816/45000]	Loss: 1.0314	LR: 0.100000
Training Epoch: 14 [35072/45000]	Loss: 1.0968	LR: 0.100000
Training Epoch: 14 [35328/45000]	Loss: 1.0593	LR: 0.100000
Training Epoch: 14 [35584/45000]	Loss: 1.0346	LR: 0.100000
Training Epoch: 14 [35840/45000]	Loss: 0.9615	LR: 0.100000
Training Epoch: 14 [36096/45000]	Loss: 0.9743	LR: 0.100000
Training Epoch: 14 [36352/45000]	Loss: 1.0878	LR: 0.100000
Training Epoch: 14 [36608/45000]	Loss: 1.1638	LR: 0.100000
Training Epoch: 14 [36864/45000]	Loss: 1.1608	LR: 0.100000
Training Epoch: 14 [37120/45000]	Loss: 1.0594	LR: 0.100000
Training Epoch: 14 [37376/45000]	Loss: 1.0360	LR: 0.100000
Training Epoch: 14 [37632/45000]	Loss: 1.0810	LR: 0.100000
Training Epoch: 14 [37888/45000]	Loss: 1.0992	LR: 0.100000
Training Epoch: 14 [38144/45000]	Loss: 0.9510	LR: 0.100000
Training Epoch: 14 [38400/45000]	Loss: 1.0245	LR: 0.100000
Training Epoch: 14 [38656/45000]	Loss: 0.8435	LR: 0.100000
Training Epoch: 14 [38912/45000]	Loss: 1.0372	LR: 0.100000
Training Epoch: 14 [39168/45000]	Loss: 1.1277	LR: 0.100000
Training Epoch: 14 [39424/45000]	Loss: 1.0374	LR: 0.100000
Training Epoch: 14 [39680/45000]	Loss: 0.9570	LR: 0.100000
Training Epoch: 14 [39936/45000]	Loss: 1.0929	LR: 0.100000
Training Epoch: 14 [40192/45000]	Loss: 0.9479	LR: 0.100000
Training Epoch: 14 [40448/45000]	Loss: 1.0810	LR: 0.100000
Training Epoch: 14 [40704/45000]	Loss: 0.9584	LR: 0.100000
Training Epoch: 14 [40960/45000]	Loss: 0.8718	LR: 0.100000
Training Epoch: 14 [41216/45000]	Loss: 0.9998	LR: 0.100000
Training Epoch: 14 [41472/45000]	Loss: 1.0403	LR: 0.100000
Training Epoch: 14 [41728/45000]	Loss: 0.9795	LR: 0.100000
Training Epoch: 14 [41984/45000]	Loss: 1.0545	LR: 0.100000
Training Epoch: 14 [42240/45000]	Loss: 0.9720	LR: 0.100000
Training Epoch: 14 [42496/45000]	Loss: 1.1336	LR: 0.100000
Training Epoch: 14 [42752/45000]	Loss: 0.9889	LR: 0.100000
Training Epoch: 14 [43008/45000]	Loss: 0.9640	LR: 0.100000
Training Epoch: 14 [43264/45000]	Loss: 0.8739	LR: 0.100000
Training Epoch: 14 [43520/45000]	Loss: 1.0605	LR: 0.100000
Training Epoch: 14 [43776/45000]	Loss: 0.9150	LR: 0.100000
Training Epoch: 14 [44032/45000]	Loss: 1.1655	LR: 0.100000
Training Epoch: 14 [44288/45000]	Loss: 1.0431	LR: 0.100000
Training Epoch: 14 [44544/45000]	Loss: 1.0026	LR: 0.100000
Training Epoch: 14 [44800/45000]	Loss: 1.0201	LR: 0.100000
Training Epoch: 14 [45000/45000]	Loss: 0.9462	LR: 0.100000
Epoch 14 - Average Train Loss: 1.0194, Train Accuracy: 0.6730
Epoch 14 training time consumed: 24.56s
Evaluating Network.....
Test set: Epoch: 14, Average loss: 0.0056, Accuracy: 0.5936, Time consumed:0.90s
Training Epoch: 15 [256/45000]	Loss: 0.9809	LR: 0.020000
Training Epoch: 15 [512/45000]	Loss: 1.0639	LR: 0.020000
Training Epoch: 15 [768/45000]	Loss: 0.9665	LR: 0.020000
Training Epoch: 15 [1024/45000]	Loss: 0.9163	LR: 0.020000
Training Epoch: 15 [1280/45000]	Loss: 1.0338	LR: 0.020000
Training Epoch: 15 [1536/45000]	Loss: 1.0179	LR: 0.020000
Training Epoch: 15 [1792/45000]	Loss: 1.0912	LR: 0.020000
Training Epoch: 15 [2048/45000]	Loss: 0.9262	LR: 0.020000
Training Epoch: 15 [2304/45000]	Loss: 0.8444	LR: 0.020000
Training Epoch: 15 [2560/45000]	Loss: 0.7767	LR: 0.020000
Training Epoch: 15 [2816/45000]	Loss: 0.9428	LR: 0.020000
Training Epoch: 15 [3072/45000]	Loss: 0.8826	LR: 0.020000
Training Epoch: 15 [3328/45000]	Loss: 0.9602	LR: 0.020000
Training Epoch: 15 [3584/45000]	Loss: 0.8388	LR: 0.020000
Training Epoch: 15 [3840/45000]	Loss: 0.8432	LR: 0.020000
Training Epoch: 15 [4096/45000]	Loss: 0.8616	LR: 0.020000
Training Epoch: 15 [4352/45000]	Loss: 0.9077	LR: 0.020000
Training Epoch: 15 [4608/45000]	Loss: 0.8813	LR: 0.020000
Training Epoch: 15 [4864/45000]	Loss: 0.8101	LR: 0.020000
Training Epoch: 15 [5120/45000]	Loss: 0.9117	LR: 0.020000
Training Epoch: 15 [5376/45000]	Loss: 0.8427	LR: 0.020000
Training Epoch: 15 [5632/45000]	Loss: 0.7697	LR: 0.020000
Training Epoch: 15 [5888/45000]	Loss: 0.7678	LR: 0.020000
Training Epoch: 15 [6144/45000]	Loss: 0.9927	LR: 0.020000
Training Epoch: 15 [6400/45000]	Loss: 0.8064	LR: 0.020000
Training Epoch: 15 [6656/45000]	Loss: 0.8098	LR: 0.020000
Training Epoch: 15 [6912/45000]	Loss: 0.7935	LR: 0.020000
Training Epoch: 15 [7168/45000]	Loss: 0.7075	LR: 0.020000
Training Epoch: 15 [7424/45000]	Loss: 0.8231	LR: 0.020000
Training Epoch: 15 [7680/45000]	Loss: 0.8192	LR: 0.020000
Training Epoch: 15 [7936/45000]	Loss: 0.6987	LR: 0.020000
Training Epoch: 15 [8192/45000]	Loss: 0.7926	LR: 0.020000
Training Epoch: 15 [8448/45000]	Loss: 0.6893	LR: 0.020000
Training Epoch: 15 [8704/45000]	Loss: 0.7441	LR: 0.020000
Training Epoch: 15 [8960/45000]	Loss: 0.7367	LR: 0.020000
Training Epoch: 15 [9216/45000]	Loss: 0.7739	LR: 0.020000
Training Epoch: 15 [9472/45000]	Loss: 0.8317	LR: 0.020000
Training Epoch: 15 [9728/45000]	Loss: 0.8240	LR: 0.020000
Training Epoch: 15 [9984/45000]	Loss: 0.8460	LR: 0.020000
Training Epoch: 15 [10240/45000]	Loss: 0.8018	LR: 0.020000
Training Epoch: 15 [10496/45000]	Loss: 0.7535	LR: 0.020000
Training Epoch: 15 [10752/45000]	Loss: 0.6790	LR: 0.020000
Training Epoch: 15 [11008/45000]	Loss: 0.8002	LR: 0.020000
Training Epoch: 15 [11264/45000]	Loss: 0.7844	LR: 0.020000
Training Epoch: 15 [11520/45000]	Loss: 0.8279	LR: 0.020000
Training Epoch: 15 [11776/45000]	Loss: 0.7293	LR: 0.020000
Training Epoch: 15 [12032/45000]	Loss: 0.7373	LR: 0.020000
Training Epoch: 15 [12288/45000]	Loss: 0.7859	LR: 0.020000
Training Epoch: 15 [12544/45000]	Loss: 0.8369	LR: 0.020000
Training Epoch: 15 [12800/45000]	Loss: 0.8514	LR: 0.020000
Training Epoch: 15 [13056/45000]	Loss: 0.6567	LR: 0.020000
Training Epoch: 15 [13312/45000]	Loss: 0.7123	LR: 0.020000
Training Epoch: 15 [13568/45000]	Loss: 0.7582	LR: 0.020000
Training Epoch: 15 [13824/45000]	Loss: 0.7888	LR: 0.020000
Training Epoch: 15 [14080/45000]	Loss: 0.7983	LR: 0.020000
Training Epoch: 15 [14336/45000]	Loss: 0.8534	LR: 0.020000
Training Epoch: 15 [14592/45000]	Loss: 0.8444	LR: 0.020000
Training Epoch: 15 [14848/45000]	Loss: 0.8270	LR: 0.020000
Training Epoch: 15 [15104/45000]	Loss: 0.7363	LR: 0.020000
Training Epoch: 15 [15360/45000]	Loss: 0.9077	LR: 0.020000
Training Epoch: 15 [15616/45000]	Loss: 0.7191	LR: 0.020000
Training Epoch: 15 [15872/45000]	Loss: 0.8158	LR: 0.020000
Training Epoch: 15 [16128/45000]	Loss: 0.8538	LR: 0.020000
Training Epoch: 15 [16384/45000]	Loss: 0.7786	LR: 0.020000
Training Epoch: 15 [16640/45000]	Loss: 0.7522	LR: 0.020000
Training Epoch: 15 [16896/45000]	Loss: 0.6937	LR: 0.020000
Training Epoch: 15 [17152/45000]	Loss: 0.8384	LR: 0.020000
Training Epoch: 15 [17408/45000]	Loss: 0.7313	LR: 0.020000
Training Epoch: 15 [17664/45000]	Loss: 0.8017	LR: 0.020000
Training Epoch: 15 [17920/45000]	Loss: 0.8063	LR: 0.020000
Training Epoch: 15 [18176/45000]	Loss: 0.7747	LR: 0.020000
Training Epoch: 15 [18432/45000]	Loss: 0.7374	LR: 0.020000
Training Epoch: 15 [18688/45000]	Loss: 0.9204	LR: 0.020000
Training Epoch: 15 [18944/45000]	Loss: 0.7641	LR: 0.020000
Training Epoch: 15 [19200/45000]	Loss: 0.9044	LR: 0.020000
Training Epoch: 15 [19456/45000]	Loss: 0.6878	LR: 0.020000
Training Epoch: 15 [19712/45000]	Loss: 0.8735	LR: 0.020000
Training Epoch: 15 [19968/45000]	Loss: 0.7610	LR: 0.020000
Training Epoch: 15 [20224/45000]	Loss: 0.8343	LR: 0.020000
Training Epoch: 15 [20480/45000]	Loss: 0.7221	LR: 0.020000
Training Epoch: 15 [20736/45000]	Loss: 0.7863	LR: 0.020000
Training Epoch: 15 [20992/45000]	Loss: 0.8933	LR: 0.020000
Training Epoch: 15 [21248/45000]	Loss: 0.7567	LR: 0.020000
Training Epoch: 15 [21504/45000]	Loss: 0.8158	LR: 0.020000
Training Epoch: 15 [21760/45000]	Loss: 0.8133	LR: 0.020000
Training Epoch: 15 [22016/45000]	Loss: 0.7891	LR: 0.020000
Training Epoch: 15 [22272/45000]	Loss: 0.6597	LR: 0.020000
Training Epoch: 15 [22528/45000]	Loss: 0.7205	LR: 0.020000
Training Epoch: 15 [22784/45000]	Loss: 0.7423	LR: 0.020000
Training Epoch: 15 [23040/45000]	Loss: 0.7615	LR: 0.020000
Training Epoch: 15 [23296/45000]	Loss: 0.7404	LR: 0.020000
Training Epoch: 15 [23552/45000]	Loss: 0.6598	LR: 0.020000
Training Epoch: 15 [23808/45000]	Loss: 0.6441	LR: 0.020000
Training Epoch: 15 [24064/45000]	Loss: 0.7396	LR: 0.020000
Training Epoch: 15 [24320/45000]	Loss: 0.7777	LR: 0.020000
Training Epoch: 15 [24576/45000]	Loss: 0.6887	LR: 0.020000
Training Epoch: 15 [24832/45000]	Loss: 0.8857	LR: 0.020000
Training Epoch: 15 [25088/45000]	Loss: 0.7013	LR: 0.020000
Training Epoch: 15 [25344/45000]	Loss: 0.8231	LR: 0.020000
Training Epoch: 15 [25600/45000]	Loss: 0.7222	LR: 0.020000
Training Epoch: 15 [25856/45000]	Loss: 0.7564	LR: 0.020000
Training Epoch: 15 [26112/45000]	Loss: 0.7717	LR: 0.020000
Training Epoch: 15 [26368/45000]	Loss: 0.8352	LR: 0.020000
Training Epoch: 15 [26624/45000]	Loss: 0.7130	LR: 0.020000
Training Epoch: 15 [26880/45000]	Loss: 0.7748	LR: 0.020000
Training Epoch: 15 [27136/45000]	Loss: 0.7475	LR: 0.020000
Training Epoch: 15 [27392/45000]	Loss: 0.7964	LR: 0.020000
Training Epoch: 15 [27648/45000]	Loss: 0.7415	LR: 0.020000
Training Epoch: 15 [27904/45000]	Loss: 0.7704	LR: 0.020000
Training Epoch: 15 [28160/45000]	Loss: 0.7583	LR: 0.020000
Training Epoch: 15 [28416/45000]	Loss: 0.7292	LR: 0.020000
Training Epoch: 15 [28672/45000]	Loss: 0.7433	LR: 0.020000
Training Epoch: 15 [28928/45000]	Loss: 0.7444	LR: 0.020000
Training Epoch: 15 [29184/45000]	Loss: 0.7343	LR: 0.020000
Training Epoch: 15 [29440/45000]	Loss: 0.8387	LR: 0.020000
Training Epoch: 15 [29696/45000]	Loss: 0.6563	LR: 0.020000
Training Epoch: 15 [29952/45000]	Loss: 0.7619	LR: 0.020000
Training Epoch: 15 [30208/45000]	Loss: 0.8541	LR: 0.020000
Training Epoch: 15 [30464/45000]	Loss: 0.8127	LR: 0.020000
Training Epoch: 15 [30720/45000]	Loss: 0.7172	LR: 0.020000
Training Epoch: 15 [30976/45000]	Loss: 0.7456	LR: 0.020000
Training Epoch: 15 [31232/45000]	Loss: 0.7729	LR: 0.020000
Training Epoch: 15 [31488/45000]	Loss: 0.7603	LR: 0.020000
Training Epoch: 15 [31744/45000]	Loss: 0.7863	LR: 0.020000
Training Epoch: 15 [32000/45000]	Loss: 0.8434	LR: 0.020000
Training Epoch: 15 [32256/45000]	Loss: 0.7342	LR: 0.020000
Training Epoch: 15 [32512/45000]	Loss: 0.6935	LR: 0.020000
Training Epoch: 15 [32768/45000]	Loss: 0.8405	LR: 0.020000
Training Epoch: 15 [33024/45000]	Loss: 0.6548	LR: 0.020000
Training Epoch: 15 [33280/45000]	Loss: 0.7012	LR: 0.020000
Training Epoch: 15 [33536/45000]	Loss: 0.7471	LR: 0.020000
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Training Epoch: 15 [44032/45000]	Loss: 0.7607	LR: 0.020000
Training Epoch: 15 [44288/45000]	Loss: 0.8054	LR: 0.020000
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Training Epoch: 15 [44800/45000]	Loss: 0.7563	LR: 0.020000
Training Epoch: 15 [45000/45000]	Loss: 0.7988	LR: 0.020000
Epoch 15 - Average Train Loss: 0.7887, Train Accuracy: 0.7492
Epoch 15 training time consumed: 24.54s
Evaluating Network.....
Test set: Epoch: 15, Average loss: 0.0035, Accuracy: 0.7204, Time consumed:0.87s
Saving weights file to checkpoint/retrain/AllCNN/Monday_14_July_2025_02h_56m_41s/AllCNN-Cifar20-seed8-ret100-15-best.pth
Training Epoch: 16 [256/45000]	Loss: 0.8245	LR: 0.020000
Training Epoch: 16 [512/45000]	Loss: 0.8029	LR: 0.020000
Training Epoch: 16 [768/45000]	Loss: 0.5892	LR: 0.020000
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Training Epoch: 16 [42496/45000]	Loss: 0.7819	LR: 0.020000
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Training Epoch: 16 [44288/45000]	Loss: 0.6743	LR: 0.020000
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Training Epoch: 16 [44800/45000]	Loss: 0.6932	LR: 0.020000
Training Epoch: 16 [45000/45000]	Loss: 0.6188	LR: 0.020000
Epoch 16 - Average Train Loss: 0.7159, Train Accuracy: 0.7693
Epoch 16 training time consumed: 24.50s
Evaluating Network.....
Test set: Epoch: 16, Average loss: 0.0034, Accuracy: 0.7337, Time consumed:0.88s
Saving weights file to checkpoint/retrain/AllCNN/Monday_14_July_2025_02h_56m_41s/AllCNN-Cifar20-seed8-ret100-16-best.pth
Training Epoch: 17 [256/45000]	Loss: 0.6893	LR: 0.020000
Training Epoch: 17 [512/45000]	Loss: 0.6216	LR: 0.020000
Training Epoch: 17 [768/45000]	Loss: 0.6443	LR: 0.020000
Training Epoch: 17 [1024/45000]	Loss: 0.7713	LR: 0.020000
Training Epoch: 17 [1280/45000]	Loss: 0.6506	LR: 0.020000
Training Epoch: 17 [1536/45000]	Loss: 0.7297	LR: 0.020000
Training Epoch: 17 [1792/45000]	Loss: 0.5557	LR: 0.020000
Training Epoch: 17 [2048/45000]	Loss: 0.6494	LR: 0.020000
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Training Epoch: 17 [2560/45000]	Loss: 0.6931	LR: 0.020000
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Training Epoch: 17 [15104/45000]	Loss: 0.7926	LR: 0.020000
Training Epoch: 17 [15360/45000]	Loss: 0.7420	LR: 0.020000
Training Epoch: 17 [15616/45000]	Loss: 0.6088	LR: 0.020000
Training Epoch: 17 [15872/45000]	Loss: 0.7184	LR: 0.020000
Training Epoch: 17 [16128/45000]	Loss: 0.6923	LR: 0.020000
Training Epoch: 17 [16384/45000]	Loss: 0.5994	LR: 0.020000
Training Epoch: 17 [16640/45000]	Loss: 0.7804	LR: 0.020000
Training Epoch: 17 [16896/45000]	Loss: 0.7224	LR: 0.020000
Training Epoch: 17 [17152/45000]	Loss: 0.6864	LR: 0.020000
Training Epoch: 17 [17408/45000]	Loss: 0.7860	LR: 0.020000
Training Epoch: 17 [17664/45000]	Loss: 0.7168	LR: 0.020000
Training Epoch: 17 [17920/45000]	Loss: 0.6956	LR: 0.020000
Training Epoch: 17 [18176/45000]	Loss: 0.5601	LR: 0.020000
Training Epoch: 17 [18432/45000]	Loss: 0.6661	LR: 0.020000
Training Epoch: 17 [18688/45000]	Loss: 0.6699	LR: 0.020000
Training Epoch: 17 [18944/45000]	Loss: 0.6602	LR: 0.020000
Training Epoch: 17 [19200/45000]	Loss: 0.8732	LR: 0.020000
Training Epoch: 17 [19456/45000]	Loss: 0.5965	LR: 0.020000
Training Epoch: 17 [19712/45000]	Loss: 0.7853	LR: 0.020000
Training Epoch: 17 [19968/45000]	Loss: 0.7397	LR: 0.020000
Training Epoch: 17 [20224/45000]	Loss: 0.7555	LR: 0.020000
Training Epoch: 17 [20480/45000]	Loss: 0.7345	LR: 0.020000
Training Epoch: 17 [20736/45000]	Loss: 0.6289	LR: 0.020000
Training Epoch: 17 [20992/45000]	Loss: 0.7593	LR: 0.020000
Training Epoch: 17 [21248/45000]	Loss: 0.6759	LR: 0.020000
Training Epoch: 17 [21504/45000]	Loss: 0.8091	LR: 0.020000
Training Epoch: 17 [21760/45000]	Loss: 0.6370	LR: 0.020000
Training Epoch: 17 [22016/45000]	Loss: 0.6229	LR: 0.020000
Training Epoch: 17 [22272/45000]	Loss: 0.7037	LR: 0.020000
Training Epoch: 17 [22528/45000]	Loss: 0.6238	LR: 0.020000
Training Epoch: 17 [22784/45000]	Loss: 0.7394	LR: 0.020000
Training Epoch: 17 [23040/45000]	Loss: 0.7844	LR: 0.020000
Training Epoch: 17 [23296/45000]	Loss: 0.7198	LR: 0.020000
Training Epoch: 17 [23552/45000]	Loss: 0.6560	LR: 0.020000
Training Epoch: 17 [23808/45000]	Loss: 0.5943	LR: 0.020000
Training Epoch: 17 [24064/45000]	Loss: 0.6916	LR: 0.020000
Training Epoch: 17 [24320/45000]	Loss: 0.6573	LR: 0.020000
Training Epoch: 17 [24576/45000]	Loss: 0.7288	LR: 0.020000
Training Epoch: 17 [24832/45000]	Loss: 0.7088	LR: 0.020000
Training Epoch: 17 [25088/45000]	Loss: 0.6854	LR: 0.020000
Training Epoch: 17 [25344/45000]	Loss: 0.6350	LR: 0.020000
Training Epoch: 17 [25600/45000]	Loss: 0.7435	LR: 0.020000
Training Epoch: 17 [25856/45000]	Loss: 0.7176	LR: 0.020000
Training Epoch: 17 [26112/45000]	Loss: 0.6556	LR: 0.020000
Training Epoch: 17 [26368/45000]	Loss: 0.5941	LR: 0.020000
Training Epoch: 17 [26624/45000]	Loss: 0.6451	LR: 0.020000
Training Epoch: 17 [26880/45000]	Loss: 0.6604	LR: 0.020000
Training Epoch: 17 [27136/45000]	Loss: 0.7046	LR: 0.020000
Training Epoch: 17 [27392/45000]	Loss: 0.7070	LR: 0.020000
Training Epoch: 17 [27648/45000]	Loss: 0.6025	LR: 0.020000
Training Epoch: 17 [27904/45000]	Loss: 0.6357	LR: 0.020000
Training Epoch: 17 [28160/45000]	Loss: 0.6175	LR: 0.020000
Training Epoch: 17 [28416/45000]	Loss: 0.6871	LR: 0.020000
Training Epoch: 17 [28672/45000]	Loss: 0.5963	LR: 0.020000
Training Epoch: 17 [28928/45000]	Loss: 0.6074	LR: 0.020000
Training Epoch: 17 [29184/45000]	Loss: 0.6456	LR: 0.020000
Training Epoch: 17 [29440/45000]	Loss: 0.7699	LR: 0.020000
Training Epoch: 17 [29696/45000]	Loss: 0.7042	LR: 0.020000
Training Epoch: 17 [29952/45000]	Loss: 0.7405	LR: 0.020000
Training Epoch: 17 [30208/45000]	Loss: 0.6369	LR: 0.020000
Training Epoch: 17 [30464/45000]	Loss: 0.7341	LR: 0.020000
Training Epoch: 17 [30720/45000]	Loss: 0.6436	LR: 0.020000
Training Epoch: 17 [30976/45000]	Loss: 0.7522	LR: 0.020000
Training Epoch: 17 [31232/45000]	Loss: 0.6268	LR: 0.020000
Training Epoch: 17 [31488/45000]	Loss: 0.7032	LR: 0.020000
Training Epoch: 17 [31744/45000]	Loss: 0.6335	LR: 0.020000
Training Epoch: 17 [32000/45000]	Loss: 0.8013	LR: 0.020000
Training Epoch: 17 [32256/45000]	Loss: 0.7459	LR: 0.020000
Training Epoch: 17 [32512/45000]	Loss: 0.7535	LR: 0.020000
Training Epoch: 17 [32768/45000]	Loss: 0.6165	LR: 0.020000
Training Epoch: 17 [33024/45000]	Loss: 0.6229	LR: 0.020000
Training Epoch: 17 [33280/45000]	Loss: 0.7057	LR: 0.020000
Training Epoch: 17 [33536/45000]	Loss: 0.7143	LR: 0.020000
Training Epoch: 17 [33792/45000]	Loss: 0.8047	LR: 0.020000
Training Epoch: 17 [34048/45000]	Loss: 0.6445	LR: 0.020000
Training Epoch: 17 [34304/45000]	Loss: 0.7743	LR: 0.020000
Training Epoch: 17 [34560/45000]	Loss: 0.7298	LR: 0.020000
Training Epoch: 17 [34816/45000]	Loss: 0.6753	LR: 0.020000
Training Epoch: 17 [35072/45000]	Loss: 0.7361	LR: 0.020000
Training Epoch: 17 [35328/45000]	Loss: 0.8373	LR: 0.020000
Training Epoch: 17 [35584/45000]	Loss: 0.7119	LR: 0.020000
Training Epoch: 17 [35840/45000]	Loss: 0.7628	LR: 0.020000
Training Epoch: 17 [36096/45000]	Loss: 0.7000	LR: 0.020000
Training Epoch: 17 [36352/45000]	Loss: 0.6610	LR: 0.020000
Training Epoch: 17 [36608/45000]	Loss: 0.6909	LR: 0.020000
Training Epoch: 17 [36864/45000]	Loss: 0.6897	LR: 0.020000
Training Epoch: 17 [37120/45000]	Loss: 0.6339	LR: 0.020000
Training Epoch: 17 [37376/45000]	Loss: 0.7151	LR: 0.020000
Training Epoch: 17 [37632/45000]	Loss: 0.7320	LR: 0.020000
Training Epoch: 17 [37888/45000]	Loss: 0.7286	LR: 0.020000
Training Epoch: 17 [38144/45000]	Loss: 0.6594	LR: 0.020000
Training Epoch: 17 [38400/45000]	Loss: 0.7424	LR: 0.020000
Training Epoch: 17 [38656/45000]	Loss: 0.6439	LR: 0.020000
Training Epoch: 17 [38912/45000]	Loss: 0.6577	LR: 0.020000
Training Epoch: 17 [39168/45000]	Loss: 0.7895	LR: 0.020000
Training Epoch: 17 [39424/45000]	Loss: 0.6042	LR: 0.020000
Training Epoch: 17 [39680/45000]	Loss: 0.6318	LR: 0.020000
Training Epoch: 17 [39936/45000]	Loss: 0.7337	LR: 0.020000
Training Epoch: 17 [40192/45000]	Loss: 0.7308	LR: 0.020000
Training Epoch: 17 [40448/45000]	Loss: 0.6846	LR: 0.020000
Training Epoch: 17 [40704/45000]	Loss: 0.6210	LR: 0.020000
Training Epoch: 17 [40960/45000]	Loss: 0.5255	LR: 0.020000
Training Epoch: 17 [41216/45000]	Loss: 0.5973	LR: 0.020000
Training Epoch: 17 [41472/45000]	Loss: 0.7354	LR: 0.020000
Training Epoch: 17 [41728/45000]	Loss: 0.6893	LR: 0.020000
Training Epoch: 17 [41984/45000]	Loss: 0.7546	LR: 0.020000
Training Epoch: 17 [42240/45000]	Loss: 0.8137	LR: 0.020000
Training Epoch: 17 [42496/45000]	Loss: 0.7136	LR: 0.020000
Training Epoch: 17 [42752/45000]	Loss: 0.7363	LR: 0.020000
Training Epoch: 17 [43008/45000]	Loss: 0.6053	LR: 0.020000
Training Epoch: 17 [43264/45000]	Loss: 0.6680	LR: 0.020000
Training Epoch: 17 [43520/45000]	Loss: 0.6086	LR: 0.020000
Training Epoch: 17 [43776/45000]	Loss: 0.7201	LR: 0.020000
Training Epoch: 17 [44032/45000]	Loss: 0.6967	LR: 0.020000
Training Epoch: 17 [44288/45000]	Loss: 0.6542	LR: 0.020000
Training Epoch: 17 [44544/45000]	Loss: 0.6218	LR: 0.020000
Training Epoch: 17 [44800/45000]	Loss: 0.6814	LR: 0.020000
Training Epoch: 17 [45000/45000]	Loss: 0.6984	LR: 0.020000
Epoch 17 - Average Train Loss: 0.6845, Train Accuracy: 0.7796
Epoch 17 training time consumed: 24.45s
Evaluating Network.....
Test set: Epoch: 17, Average loss: 0.0034, Accuracy: 0.7289, Time consumed:0.86s
Training Epoch: 18 [256/45000]	Loss: 0.6678	LR: 0.020000
Training Epoch: 18 [512/45000]	Loss: 0.6199	LR: 0.020000
Training Epoch: 18 [768/45000]	Loss: 0.6007	LR: 0.020000
Training Epoch: 18 [1024/45000]	Loss: 0.5933	LR: 0.020000
Training Epoch: 18 [1280/45000]	Loss: 0.6628	LR: 0.020000
Training Epoch: 18 [1536/45000]	Loss: 0.6723	LR: 0.020000
Training Epoch: 18 [1792/45000]	Loss: 0.6546	LR: 0.020000
Training Epoch: 18 [2048/45000]	Loss: 0.5964	LR: 0.020000
Training Epoch: 18 [2304/45000]	Loss: 0.6003	LR: 0.020000
Training Epoch: 18 [2560/45000]	Loss: 0.7132	LR: 0.020000
Training Epoch: 18 [2816/45000]	Loss: 0.5866	LR: 0.020000
Training Epoch: 18 [3072/45000]	Loss: 0.6841	LR: 0.020000
Training Epoch: 18 [3328/45000]	Loss: 0.6089	LR: 0.020000
Training Epoch: 18 [3584/45000]	Loss: 0.6316	LR: 0.020000
Training Epoch: 18 [3840/45000]	Loss: 0.7524	LR: 0.020000
Training Epoch: 18 [4096/45000]	Loss: 0.6085	LR: 0.020000
Training Epoch: 18 [4352/45000]	Loss: 0.6053	LR: 0.020000
Training Epoch: 18 [4608/45000]	Loss: 0.6317	LR: 0.020000
Training Epoch: 18 [4864/45000]	Loss: 0.7403	LR: 0.020000
Training Epoch: 18 [5120/45000]	Loss: 0.6949	LR: 0.020000
Training Epoch: 18 [5376/45000]	Loss: 0.6452	LR: 0.020000
Training Epoch: 18 [5632/45000]	Loss: 0.7461	LR: 0.020000
Training Epoch: 18 [5888/45000]	Loss: 0.6833	LR: 0.020000
Training Epoch: 18 [6144/45000]	Loss: 0.6662	LR: 0.020000
Training Epoch: 18 [6400/45000]	Loss: 0.7167	LR: 0.020000
Training Epoch: 18 [6656/45000]	Loss: 0.5935	LR: 0.020000
Training Epoch: 18 [6912/45000]	Loss: 0.6182	LR: 0.020000
Training Epoch: 18 [7168/45000]	Loss: 0.6892	LR: 0.020000
Training Epoch: 18 [7424/45000]	Loss: 0.6578	LR: 0.020000
Training Epoch: 18 [7680/45000]	Loss: 0.6881	LR: 0.020000
Training Epoch: 18 [7936/45000]	Loss: 0.6618	LR: 0.020000
Training Epoch: 18 [8192/45000]	Loss: 0.5254	LR: 0.020000
Training Epoch: 18 [8448/45000]	Loss: 0.6805	LR: 0.020000
Training Epoch: 18 [8704/45000]	Loss: 0.7008	LR: 0.020000
Training Epoch: 18 [8960/45000]	Loss: 0.5919	LR: 0.020000
Training Epoch: 18 [9216/45000]	Loss: 0.6825	LR: 0.020000
Training Epoch: 18 [9472/45000]	Loss: 0.6008	LR: 0.020000
Training Epoch: 18 [9728/45000]	Loss: 0.5958	LR: 0.020000
Training Epoch: 18 [9984/45000]	Loss: 0.5874	LR: 0.020000
Training Epoch: 18 [10240/45000]	Loss: 0.6983	LR: 0.020000
Training Epoch: 18 [10496/45000]	Loss: 0.6962	LR: 0.020000
Training Epoch: 18 [10752/45000]	Loss: 0.6990	LR: 0.020000
Training Epoch: 18 [11008/45000]	Loss: 0.6060	LR: 0.020000
Training Epoch: 18 [11264/45000]	Loss: 0.7270	LR: 0.020000
Training Epoch: 18 [11520/45000]	Loss: 0.7964	LR: 0.020000
Training Epoch: 18 [11776/45000]	Loss: 0.6159	LR: 0.020000
Training Epoch: 18 [12032/45000]	Loss: 0.6088	LR: 0.020000
Training Epoch: 18 [12288/45000]	Loss: 0.6997	LR: 0.020000
Training Epoch: 18 [12544/45000]	Loss: 0.6654	LR: 0.020000
Training Epoch: 18 [12800/45000]	Loss: 0.6606	LR: 0.020000
Training Epoch: 18 [13056/45000]	Loss: 0.7848	LR: 0.020000
Training Epoch: 18 [13312/45000]	Loss: 0.7567	LR: 0.020000
Training Epoch: 18 [13568/45000]	Loss: 0.7180	LR: 0.020000
Training Epoch: 18 [13824/45000]	Loss: 0.6763	LR: 0.020000
Training Epoch: 18 [14080/45000]	Loss: 0.8262	LR: 0.020000
Training Epoch: 18 [14336/45000]	Loss: 0.6802	LR: 0.020000
Training Epoch: 18 [14592/45000]	Loss: 0.6447	LR: 0.020000
Training Epoch: 18 [14848/45000]	Loss: 0.6141	LR: 0.020000
Training Epoch: 18 [15104/45000]	Loss: 0.6998	LR: 0.020000
Training Epoch: 18 [15360/45000]	Loss: 0.6184	LR: 0.020000
Training Epoch: 18 [15616/45000]	Loss: 0.7303	LR: 0.020000
Training Epoch: 18 [15872/45000]	Loss: 0.7107	LR: 0.020000
Training Epoch: 18 [16128/45000]	Loss: 0.6372	LR: 0.020000
Training Epoch: 18 [16384/45000]	Loss: 0.6680	LR: 0.020000
Training Epoch: 18 [16640/45000]	Loss: 0.6063	LR: 0.020000
Training Epoch: 18 [16896/45000]	Loss: 0.6462	LR: 0.020000
Training Epoch: 18 [17152/45000]	Loss: 0.6591	LR: 0.020000
Training Epoch: 18 [17408/45000]	Loss: 0.5666	LR: 0.020000
Training Epoch: 18 [17664/45000]	Loss: 0.6669	LR: 0.020000
Training Epoch: 18 [17920/45000]	Loss: 0.6365	LR: 0.020000
Training Epoch: 18 [18176/45000]	Loss: 0.5960	LR: 0.020000
Training Epoch: 18 [18432/45000]	Loss: 0.6818	LR: 0.020000
Training Epoch: 18 [18688/45000]	Loss: 0.5624	LR: 0.020000
Training Epoch: 18 [18944/45000]	Loss: 0.6688	LR: 0.020000
Training Epoch: 18 [19200/45000]	Loss: 0.7139	LR: 0.020000
Training Epoch: 18 [19456/45000]	Loss: 0.6487	LR: 0.020000
Training Epoch: 18 [19712/45000]	Loss: 0.4882	LR: 0.020000
Training Epoch: 18 [19968/45000]	Loss: 0.6765	LR: 0.020000
Training Epoch: 18 [20224/45000]	Loss: 0.6316	LR: 0.020000
Training Epoch: 18 [20480/45000]	Loss: 0.6526	LR: 0.020000
Training Epoch: 18 [20736/45000]	Loss: 0.5594	LR: 0.020000
Training Epoch: 18 [20992/45000]	Loss: 0.6755	LR: 0.020000
Training Epoch: 18 [21248/45000]	Loss: 0.6832	LR: 0.020000
Training Epoch: 18 [21504/45000]	Loss: 0.6629	LR: 0.020000
Training Epoch: 18 [21760/45000]	Loss: 0.6589	LR: 0.020000
Training Epoch: 18 [22016/45000]	Loss: 0.6329	LR: 0.020000
Training Epoch: 18 [22272/45000]	Loss: 0.6965	LR: 0.020000
Training Epoch: 18 [22528/45000]	Loss: 0.6483	LR: 0.020000
Training Epoch: 18 [22784/45000]	Loss: 0.6586	LR: 0.020000
Training Epoch: 18 [23040/45000]	Loss: 0.6812	LR: 0.020000
Training Epoch: 18 [23296/45000]	Loss: 0.6099	LR: 0.020000
Training Epoch: 18 [23552/45000]	Loss: 0.7050	LR: 0.020000
Training Epoch: 18 [23808/45000]	Loss: 0.6838	LR: 0.020000
Training Epoch: 18 [24064/45000]	Loss: 0.7478	LR: 0.020000
Training Epoch: 18 [24320/45000]	Loss: 0.5657	LR: 0.020000
Training Epoch: 18 [24576/45000]	Loss: 0.7626	LR: 0.020000
Training Epoch: 18 [24832/45000]	Loss: 0.6900	LR: 0.020000
Training Epoch: 18 [25088/45000]	Loss: 0.7276	LR: 0.020000
Training Epoch: 18 [25344/45000]	Loss: 0.6004	LR: 0.020000
Training Epoch: 18 [25600/45000]	Loss: 0.6348	LR: 0.020000
Training Epoch: 18 [25856/45000]	Loss: 0.7233	LR: 0.020000
Training Epoch: 18 [26112/45000]	Loss: 0.6596	LR: 0.020000
Training Epoch: 18 [26368/45000]	Loss: 0.6213	LR: 0.020000
Training Epoch: 18 [26624/45000]	Loss: 0.7049	LR: 0.020000
Training Epoch: 18 [26880/45000]	Loss: 0.6761	LR: 0.020000
Training Epoch: 18 [27136/45000]	Loss: 0.7145	LR: 0.020000
Training Epoch: 18 [27392/45000]	Loss: 0.7413	LR: 0.020000
Training Epoch: 18 [27648/45000]	Loss: 0.7887	LR: 0.020000
Training Epoch: 18 [27904/45000]	Loss: 0.5665	LR: 0.020000
Training Epoch: 18 [28160/45000]	Loss: 0.6476	LR: 0.020000
Training Epoch: 18 [28416/45000]	Loss: 0.7450	LR: 0.020000
Training Epoch: 18 [28672/45000]	Loss: 0.6610	LR: 0.020000
Training Epoch: 18 [28928/45000]	Loss: 0.6425	LR: 0.020000
Training Epoch: 18 [29184/45000]	Loss: 0.7108	LR: 0.020000
Training Epoch: 18 [29440/45000]	Loss: 0.7024	LR: 0.020000
Training Epoch: 18 [29696/45000]	Loss: 0.6729	LR: 0.020000
Training Epoch: 18 [29952/45000]	Loss: 0.5727	LR: 0.020000
Training Epoch: 18 [30208/45000]	Loss: 0.7680	LR: 0.020000
Training Epoch: 18 [30464/45000]	Loss: 0.6882	LR: 0.020000
Training Epoch: 18 [30720/45000]	Loss: 0.6316	LR: 0.020000
Training Epoch: 18 [30976/45000]	Loss: 0.7374	LR: 0.020000
Training Epoch: 18 [31232/45000]	Loss: 0.5917	LR: 0.020000
Training Epoch: 18 [31488/45000]	Loss: 0.6796	LR: 0.020000
Training Epoch: 18 [31744/45000]	Loss: 0.6752	LR: 0.020000
Training Epoch: 18 [32000/45000]	Loss: 0.5626	LR: 0.020000
Training Epoch: 18 [32256/45000]	Loss: 0.6329	LR: 0.020000
Training Epoch: 18 [32512/45000]	Loss: 0.7198	LR: 0.020000
Training Epoch: 18 [32768/45000]	Loss: 0.6119	LR: 0.020000
Training Epoch: 18 [33024/45000]	Loss: 0.8424	LR: 0.020000
Training Epoch: 18 [33280/45000]	Loss: 0.6670	LR: 0.020000
Training Epoch: 18 [33536/45000]	Loss: 0.6781	LR: 0.020000
Training Epoch: 18 [33792/45000]	Loss: 0.5921	LR: 0.020000
Training Epoch: 18 [34048/45000]	Loss: 0.6249	LR: 0.020000
Training Epoch: 18 [34304/45000]	Loss: 0.6741	LR: 0.020000
Training Epoch: 18 [34560/45000]	Loss: 0.6931	LR: 0.020000
Training Epoch: 18 [34816/45000]	Loss: 0.6503	LR: 0.020000
Training Epoch: 18 [35072/45000]	Loss: 0.6422	LR: 0.020000
Training Epoch: 18 [35328/45000]	Loss: 0.6231	LR: 0.020000
Training Epoch: 18 [35584/45000]	Loss: 0.7674	LR: 0.020000
Training Epoch: 18 [35840/45000]	Loss: 0.6380	LR: 0.020000
Training Epoch: 18 [36096/45000]	Loss: 0.6173	LR: 0.020000
Training Epoch: 18 [36352/45000]	Loss: 0.6642	LR: 0.020000
Training Epoch: 18 [36608/45000]	Loss: 0.6522	LR: 0.020000
Training Epoch: 18 [36864/45000]	Loss: 0.6558	LR: 0.020000
Training Epoch: 18 [37120/45000]	Loss: 0.6558	LR: 0.020000
Training Epoch: 18 [37376/45000]	Loss: 0.5896	LR: 0.020000
Training Epoch: 18 [37632/45000]	Loss: 0.6715	LR: 0.020000
Training Epoch: 18 [37888/45000]	Loss: 0.6286	LR: 0.020000
Training Epoch: 18 [38144/45000]	Loss: 0.7904	LR: 0.020000
Training Epoch: 18 [38400/45000]	Loss: 0.6927	LR: 0.020000
Training Epoch: 18 [38656/45000]	Loss: 0.6949	LR: 0.020000
Training Epoch: 18 [38912/45000]	Loss: 0.6911	LR: 0.020000
Training Epoch: 18 [39168/45000]	Loss: 0.6489	LR: 0.020000
Training Epoch: 18 [39424/45000]	Loss: 0.6901	LR: 0.020000
Training Epoch: 18 [39680/45000]	Loss: 0.7514	LR: 0.020000
Training Epoch: 18 [39936/45000]	Loss: 0.5994	LR: 0.020000
Training Epoch: 18 [40192/45000]	Loss: 0.5756	LR: 0.020000
Training Epoch: 18 [40448/45000]	Loss: 0.6946	LR: 0.020000
Training Epoch: 18 [40704/45000]	Loss: 0.7100	LR: 0.020000
Training Epoch: 18 [40960/45000]	Loss: 0.6525	LR: 0.020000
Training Epoch: 18 [41216/45000]	Loss: 0.6978	LR: 0.020000
Training Epoch: 18 [41472/45000]	Loss: 0.6579	LR: 0.020000
Training Epoch: 18 [41728/45000]	Loss: 0.6169	LR: 0.020000
Training Epoch: 18 [41984/45000]	Loss: 0.6684	LR: 0.020000
Training Epoch: 18 [42240/45000]	Loss: 0.7257	LR: 0.020000
Training Epoch: 18 [42496/45000]	Loss: 0.7680	LR: 0.020000
Training Epoch: 18 [42752/45000]	Loss: 0.7201	LR: 0.020000
Training Epoch: 18 [43008/45000]	Loss: 0.7280	LR: 0.020000
Training Epoch: 18 [43264/45000]	Loss: 0.5112	LR: 0.020000
Training Epoch: 18 [43520/45000]	Loss: 0.6229	LR: 0.020000
Training Epoch: 18 [43776/45000]	Loss: 0.7196	LR: 0.020000
Training Epoch: 18 [44032/45000]	Loss: 0.6614	LR: 0.020000
Training Epoch: 18 [44288/45000]	Loss: 0.7362	LR: 0.020000
Training Epoch: 18 [44544/45000]	Loss: 0.6418	LR: 0.020000
Training Epoch: 18 [44800/45000]	Loss: 0.6107	LR: 0.020000
Training Epoch: 18 [45000/45000]	Loss: 0.6679	LR: 0.020000
Epoch 18 - Average Train Loss: 0.6642, Train Accuracy: 0.7858
Epoch 18 training time consumed: 24.45s
Evaluating Network.....
Test set: Epoch: 18, Average loss: 0.0034, Accuracy: 0.7340, Time consumed:0.88s
Saving weights file to checkpoint/retrain/AllCNN/Monday_14_July_2025_02h_56m_41s/AllCNN-Cifar20-seed8-ret100-18-best.pth
Training Epoch: 19 [256/45000]	Loss: 0.6165	LR: 0.020000
Training Epoch: 19 [512/45000]	Loss: 0.7095	LR: 0.020000
Training Epoch: 19 [768/45000]	Loss: 0.7104	LR: 0.020000
Training Epoch: 19 [1024/45000]	Loss: 0.6008	LR: 0.020000
Training Epoch: 19 [1280/45000]	Loss: 0.6909	LR: 0.020000
Training Epoch: 19 [1536/45000]	Loss: 0.6815	LR: 0.020000
Training Epoch: 19 [1792/45000]	Loss: 0.5269	LR: 0.020000
Training Epoch: 19 [2048/45000]	Loss: 0.4478	LR: 0.020000
Training Epoch: 19 [2304/45000]	Loss: 0.5572	LR: 0.020000
Training Epoch: 19 [2560/45000]	Loss: 0.6293	LR: 0.020000
Training Epoch: 19 [2816/45000]	Loss: 0.5097	LR: 0.020000
Training Epoch: 19 [3072/45000]	Loss: 0.7157	LR: 0.020000
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Training Epoch: 19 [5632/45000]	Loss: 0.6115	LR: 0.020000
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Training Epoch: 19 [9472/45000]	Loss: 0.6734	LR: 0.020000
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Training Epoch: 19 [16896/45000]	Loss: 0.6166	LR: 0.020000
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Training Epoch: 19 [20224/45000]	Loss: 0.7740	LR: 0.020000
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Training Epoch: 19 [27904/45000]	Loss: 0.6544	LR: 0.020000
Training Epoch: 19 [28160/45000]	Loss: 0.7484	LR: 0.020000
Training Epoch: 19 [28416/45000]	Loss: 0.5353	LR: 0.020000
Training Epoch: 19 [28672/45000]	Loss: 0.5524	LR: 0.020000
Training Epoch: 19 [28928/45000]	Loss: 0.7658	LR: 0.020000
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Training Epoch: 19 [29440/45000]	Loss: 0.5896	LR: 0.020000
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Training Epoch: 19 [35840/45000]	Loss: 0.6124	LR: 0.020000
Training Epoch: 19 [36096/45000]	Loss: 0.7465	LR: 0.020000
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Training Epoch: 19 [37632/45000]	Loss: 0.5798	LR: 0.020000
Training Epoch: 19 [37888/45000]	Loss: 0.6774	LR: 0.020000
Training Epoch: 19 [38144/45000]	Loss: 0.5476	LR: 0.020000
Training Epoch: 19 [38400/45000]	Loss: 0.7240	LR: 0.020000
Training Epoch: 19 [38656/45000]	Loss: 0.6772	LR: 0.020000
Training Epoch: 19 [38912/45000]	Loss: 0.6657	LR: 0.020000
Training Epoch: 19 [39168/45000]	Loss: 0.6881	LR: 0.020000
Training Epoch: 19 [39424/45000]	Loss: 0.6121	LR: 0.020000
Training Epoch: 19 [39680/45000]	Loss: 0.7597	LR: 0.020000
Training Epoch: 19 [39936/45000]	Loss: 0.5618	LR: 0.020000
Training Epoch: 19 [40192/45000]	Loss: 0.6705	LR: 0.020000
Training Epoch: 19 [40448/45000]	Loss: 0.6606	LR: 0.020000
Training Epoch: 19 [40704/45000]	Loss: 0.6548	LR: 0.020000
Training Epoch: 19 [40960/45000]	Loss: 0.6185	LR: 0.020000
Training Epoch: 19 [41216/45000]	Loss: 0.5916	LR: 0.020000
Training Epoch: 19 [41472/45000]	Loss: 0.6500	LR: 0.020000
Training Epoch: 19 [41728/45000]	Loss: 0.6334	LR: 0.020000
Training Epoch: 19 [41984/45000]	Loss: 0.5995	LR: 0.020000
Training Epoch: 19 [42240/45000]	Loss: 0.6362	LR: 0.020000
Training Epoch: 19 [42496/45000]	Loss: 0.5997	LR: 0.020000
Training Epoch: 19 [42752/45000]	Loss: 0.5222	LR: 0.020000
Training Epoch: 19 [43008/45000]	Loss: 0.7425	LR: 0.020000
Training Epoch: 19 [43264/45000]	Loss: 0.6583	LR: 0.020000
Training Epoch: 19 [43520/45000]	Loss: 0.5129	LR: 0.020000
Training Epoch: 19 [43776/45000]	Loss: 0.6744	LR: 0.020000
Training Epoch: 19 [44032/45000]	Loss: 0.5906	LR: 0.020000
Training Epoch: 19 [44288/45000]	Loss: 0.6945	LR: 0.020000
Training Epoch: 19 [44544/45000]	Loss: 0.7078	LR: 0.020000
Training Epoch: 19 [44800/45000]	Loss: 0.6333	LR: 0.020000
Training Epoch: 19 [45000/45000]	Loss: 0.6190	LR: 0.020000
Epoch 19 - Average Train Loss: 0.6409, Train Accuracy: 0.7930
Epoch 19 training time consumed: 24.35s
Evaluating Network.....
Test set: Epoch: 19, Average loss: 0.0035, Accuracy: 0.7333, Time consumed:0.91s
Training Epoch: 20 [256/45000]	Loss: 0.6193	LR: 0.020000
Training Epoch: 20 [512/45000]	Loss: 0.7691	LR: 0.020000
Training Epoch: 20 [768/45000]	Loss: 0.6071	LR: 0.020000
Training Epoch: 20 [1024/45000]	Loss: 0.5504	LR: 0.020000
Training Epoch: 20 [1280/45000]	Loss: 0.5755	LR: 0.020000
Training Epoch: 20 [1536/45000]	Loss: 0.5717	LR: 0.020000
Training Epoch: 20 [1792/45000]	Loss: 0.6094	LR: 0.020000
Training Epoch: 20 [2048/45000]	Loss: 0.5947	LR: 0.020000
Training Epoch: 20 [2304/45000]	Loss: 0.6008	LR: 0.020000
Training Epoch: 20 [2560/45000]	Loss: 0.5933	LR: 0.020000
Training Epoch: 20 [2816/45000]	Loss: 0.6730	LR: 0.020000
Training Epoch: 20 [3072/45000]	Loss: 0.5635	LR: 0.020000
Training Epoch: 20 [3328/45000]	Loss: 0.4313	LR: 0.020000
Training Epoch: 20 [3584/45000]	Loss: 0.7181	LR: 0.020000
Training Epoch: 20 [3840/45000]	Loss: 0.5933	LR: 0.020000
Training Epoch: 20 [4096/45000]	Loss: 0.5536	LR: 0.020000
Training Epoch: 20 [4352/45000]	Loss: 0.6511	LR: 0.020000
Training Epoch: 20 [4608/45000]	Loss: 0.6242	LR: 0.020000
Training Epoch: 20 [4864/45000]	Loss: 0.5914	LR: 0.020000
Training Epoch: 20 [5120/45000]	Loss: 0.5500	LR: 0.020000
Training Epoch: 20 [5376/45000]	Loss: 0.6167	LR: 0.020000
Training Epoch: 20 [5632/45000]	Loss: 0.6045	LR: 0.020000
Training Epoch: 20 [5888/45000]	Loss: 0.6527	LR: 0.020000
Training Epoch: 20 [6144/45000]	Loss: 0.5848	LR: 0.020000
Training Epoch: 20 [6400/45000]	Loss: 0.6198	LR: 0.020000
Training Epoch: 20 [6656/45000]	Loss: 0.6240	LR: 0.020000
Training Epoch: 20 [6912/45000]	Loss: 0.6713	LR: 0.020000
Training Epoch: 20 [7168/45000]	Loss: 0.6290	LR: 0.020000
Training Epoch: 20 [7424/45000]	Loss: 0.5070	LR: 0.020000
Training Epoch: 20 [7680/45000]	Loss: 0.6323	LR: 0.020000
Training Epoch: 20 [7936/45000]	Loss: 0.5641	LR: 0.020000
Training Epoch: 20 [8192/45000]	Loss: 0.6622	LR: 0.020000
Training Epoch: 20 [8448/45000]	Loss: 0.6457	LR: 0.020000
Training Epoch: 20 [8704/45000]	Loss: 0.5302	LR: 0.020000
Training Epoch: 20 [8960/45000]	Loss: 0.7238	LR: 0.020000
Training Epoch: 20 [9216/45000]	Loss: 0.5470	LR: 0.020000
Training Epoch: 20 [9472/45000]	Loss: 0.5881	LR: 0.020000
Training Epoch: 20 [9728/45000]	Loss: 0.5201	LR: 0.020000
Training Epoch: 20 [9984/45000]	Loss: 0.5366	LR: 0.020000
Training Epoch: 20 [10240/45000]	Loss: 0.6903	LR: 0.020000
Training Epoch: 20 [10496/45000]	Loss: 0.6219	LR: 0.020000
Training Epoch: 20 [10752/45000]	Loss: 0.5975	LR: 0.020000
Training Epoch: 20 [11008/45000]	Loss: 0.6540	LR: 0.020000
Training Epoch: 20 [11264/45000]	Loss: 0.5486	LR: 0.020000
Training Epoch: 20 [11520/45000]	Loss: 0.6611	LR: 0.020000
Training Epoch: 20 [11776/45000]	Loss: 0.5468	LR: 0.020000
Training Epoch: 20 [12032/45000]	Loss: 0.6128	LR: 0.020000
Training Epoch: 20 [12288/45000]	Loss: 0.7597	LR: 0.020000
Training Epoch: 20 [12544/45000]	Loss: 0.5501	LR: 0.020000
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Training Epoch: 20 [15616/45000]	Loss: 0.6184	LR: 0.020000
Training Epoch: 20 [15872/45000]	Loss: 0.5859	LR: 0.020000
Training Epoch: 20 [16128/45000]	Loss: 0.5091	LR: 0.020000
Training Epoch: 20 [16384/45000]	Loss: 0.6097	LR: 0.020000
Training Epoch: 20 [16640/45000]	Loss: 0.6496	LR: 0.020000
Training Epoch: 20 [16896/45000]	Loss: 0.5556	LR: 0.020000
Training Epoch: 20 [17152/45000]	Loss: 0.7395	LR: 0.020000
Training Epoch: 20 [17408/45000]	Loss: 0.6527	LR: 0.020000
Training Epoch: 20 [17664/45000]	Loss: 0.6201	LR: 0.020000
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Training Epoch: 20 [18176/45000]	Loss: 0.5200	LR: 0.020000
Training Epoch: 20 [18432/45000]	Loss: 0.6480	LR: 0.020000
Training Epoch: 20 [18688/45000]	Loss: 0.6266	LR: 0.020000
Training Epoch: 20 [18944/45000]	Loss: 0.5741	LR: 0.020000
Training Epoch: 20 [19200/45000]	Loss: 0.6162	LR: 0.020000
Training Epoch: 20 [19456/45000]	Loss: 0.5441	LR: 0.020000
Training Epoch: 20 [19712/45000]	Loss: 0.6488	LR: 0.020000
Training Epoch: 20 [19968/45000]	Loss: 0.7415	LR: 0.020000
Training Epoch: 20 [20224/45000]	Loss: 0.6562	LR: 0.020000
Training Epoch: 20 [20480/45000]	Loss: 0.5276	LR: 0.020000
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Training Epoch: 20 [22016/45000]	Loss: 0.5400	LR: 0.020000
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Training Epoch: 20 [22784/45000]	Loss: 0.6612	LR: 0.020000
Training Epoch: 20 [23040/45000]	Loss: 0.6335	LR: 0.020000
Training Epoch: 20 [23296/45000]	Loss: 0.6526	LR: 0.020000
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Training Epoch: 20 [24576/45000]	Loss: 0.6671	LR: 0.020000
Training Epoch: 20 [24832/45000]	Loss: 0.6022	LR: 0.020000
Training Epoch: 20 [25088/45000]	Loss: 0.6449	LR: 0.020000
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Training Epoch: 20 [25600/45000]	Loss: 0.7502	LR: 0.020000
Training Epoch: 20 [25856/45000]	Loss: 0.6276	LR: 0.020000
Training Epoch: 20 [26112/45000]	Loss: 0.6296	LR: 0.020000
Training Epoch: 20 [26368/45000]	Loss: 0.6333	LR: 0.020000
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Training Epoch: 20 [27136/45000]	Loss: 0.5832	LR: 0.020000
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Training Epoch: 20 [27904/45000]	Loss: 0.6344	LR: 0.020000
Training Epoch: 20 [28160/45000]	Loss: 0.6404	LR: 0.020000
Training Epoch: 20 [28416/45000]	Loss: 0.6383	LR: 0.020000
Training Epoch: 20 [28672/45000]	Loss: 0.6416	LR: 0.020000
Training Epoch: 20 [28928/45000]	Loss: 0.6869	LR: 0.020000
Training Epoch: 20 [29184/45000]	Loss: 0.5521	LR: 0.020000
Training Epoch: 20 [29440/45000]	Loss: 0.5317	LR: 0.020000
Training Epoch: 20 [29696/45000]	Loss: 0.6725	LR: 0.020000
Training Epoch: 20 [29952/45000]	Loss: 0.5540	LR: 0.020000
Training Epoch: 20 [30208/45000]	Loss: 0.7584	LR: 0.020000
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Training Epoch: 20 [35328/45000]	Loss: 0.5821	LR: 0.020000
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Training Epoch: 20 [36608/45000]	Loss: 0.5487	LR: 0.020000
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Training Epoch: 20 [37120/45000]	Loss: 0.6752	LR: 0.020000
Training Epoch: 20 [37376/45000]	Loss: 0.7369	LR: 0.020000
Training Epoch: 20 [37632/45000]	Loss: 0.6775	LR: 0.020000
Training Epoch: 20 [37888/45000]	Loss: 0.6434	LR: 0.020000
Training Epoch: 20 [38144/45000]	Loss: 0.6550	LR: 0.020000
Training Epoch: 20 [38400/45000]	Loss: 0.6300	LR: 0.020000
Training Epoch: 20 [38656/45000]	Loss: 0.5945	LR: 0.020000
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Training Epoch: 20 [39168/45000]	Loss: 0.5228	LR: 0.020000
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Training Epoch: 20 [40192/45000]	Loss: 0.6407	LR: 0.020000
Training Epoch: 20 [40448/45000]	Loss: 0.6165	LR: 0.020000
Training Epoch: 20 [40704/45000]	Loss: 0.6070	LR: 0.020000
Training Epoch: 20 [40960/45000]	Loss: 0.5982	LR: 0.020000
Training Epoch: 20 [41216/45000]	Loss: 0.5120	LR: 0.020000
Training Epoch: 20 [41472/45000]	Loss: 0.5328	LR: 0.020000
Training Epoch: 20 [41728/45000]	Loss: 0.6118	LR: 0.020000
Training Epoch: 20 [41984/45000]	Loss: 0.6062	LR: 0.020000
Training Epoch: 20 [42240/45000]	Loss: 0.7817	LR: 0.020000
Training Epoch: 20 [42496/45000]	Loss: 0.5617	LR: 0.020000
Training Epoch: 20 [42752/45000]	Loss: 0.6065	LR: 0.020000
Training Epoch: 20 [43008/45000]	Loss: 0.6295	LR: 0.020000
Training Epoch: 20 [43264/45000]	Loss: 0.8221	LR: 0.020000
Training Epoch: 20 [43520/45000]	Loss: 0.6525	LR: 0.020000
Training Epoch: 20 [43776/45000]	Loss: 0.6436	LR: 0.020000
Training Epoch: 20 [44032/45000]	Loss: 0.7451	LR: 0.020000
Training Epoch: 20 [44288/45000]	Loss: 0.5552	LR: 0.020000
Training Epoch: 20 [44544/45000]	Loss: 0.5699	LR: 0.020000
Training Epoch: 20 [44800/45000]	Loss: 0.6121	LR: 0.020000
Training Epoch: 20 [45000/45000]	Loss: 0.8727	LR: 0.020000
Epoch 20 - Average Train Loss: 0.6205, Train Accuracy: 0.8002
Epoch 20 training time consumed: 24.79s
Evaluating Network.....
Test set: Epoch: 20, Average loss: 0.0036, Accuracy: 0.7305, Time consumed:0.91s
Training Epoch: 21 [256/45000]	Loss: 0.4868	LR: 0.020000
Training Epoch: 21 [512/45000]	Loss: 0.5764	LR: 0.020000
Training Epoch: 21 [768/45000]	Loss: 0.6360	LR: 0.020000
Training Epoch: 21 [1024/45000]	Loss: 0.6162	LR: 0.020000
Training Epoch: 21 [1280/45000]	Loss: 0.6434	LR: 0.020000
Training Epoch: 21 [1536/45000]	Loss: 0.6754	LR: 0.020000
Training Epoch: 21 [1792/45000]	Loss: 0.5608	LR: 0.020000
Training Epoch: 21 [2048/45000]	Loss: 0.5502	LR: 0.020000
Training Epoch: 21 [2304/45000]	Loss: 0.5137	LR: 0.020000
Training Epoch: 21 [2560/45000]	Loss: 0.5265	LR: 0.020000
Training Epoch: 21 [2816/45000]	Loss: 0.6417	LR: 0.020000
Training Epoch: 21 [3072/45000]	Loss: 0.6105	LR: 0.020000
Training Epoch: 21 [3328/45000]	Loss: 0.5824	LR: 0.020000
Training Epoch: 21 [3584/45000]	Loss: 0.5581	LR: 0.020000
Training Epoch: 21 [3840/45000]	Loss: 0.5509	LR: 0.020000
Training Epoch: 21 [4096/45000]	Loss: 0.5762	LR: 0.020000
Training Epoch: 21 [4352/45000]	Loss: 0.4948	LR: 0.020000
Training Epoch: 21 [4608/45000]	Loss: 0.6204	LR: 0.020000
Training Epoch: 21 [4864/45000]	Loss: 0.5151	LR: 0.020000
Training Epoch: 21 [5120/45000]	Loss: 0.5709	LR: 0.020000
Training Epoch: 21 [5376/45000]	Loss: 0.5850	LR: 0.020000
Training Epoch: 21 [5632/45000]	Loss: 0.5288	LR: 0.020000
Training Epoch: 21 [5888/45000]	Loss: 0.6716	LR: 0.020000
Training Epoch: 21 [6144/45000]	Loss: 0.5520	LR: 0.020000
Training Epoch: 21 [6400/45000]	Loss: 0.6454	LR: 0.020000
Training Epoch: 21 [6656/45000]	Loss: 0.6326	LR: 0.020000
Training Epoch: 21 [6912/45000]	Loss: 0.6307	LR: 0.020000
Training Epoch: 21 [7168/45000]	Loss: 0.6265	LR: 0.020000
Training Epoch: 21 [7424/45000]	Loss: 0.5435	LR: 0.020000
Training Epoch: 21 [7680/45000]	Loss: 0.5120	LR: 0.020000
Training Epoch: 21 [7936/45000]	Loss: 0.5437	LR: 0.020000
Training Epoch: 21 [8192/45000]	Loss: 0.5132	LR: 0.020000
Training Epoch: 21 [8448/45000]	Loss: 0.6541	LR: 0.020000
Training Epoch: 21 [8704/45000]	Loss: 0.7052	LR: 0.020000
Training Epoch: 21 [8960/45000]	Loss: 0.6439	LR: 0.020000
Training Epoch: 21 [9216/45000]	Loss: 0.6232	LR: 0.020000
Training Epoch: 21 [9472/45000]	Loss: 0.5944	LR: 0.020000
Training Epoch: 21 [9728/45000]	Loss: 0.5954	LR: 0.020000
Training Epoch: 21 [9984/45000]	Loss: 0.6175	LR: 0.020000
Training Epoch: 21 [10240/45000]	Loss: 0.6601	LR: 0.020000
Training Epoch: 21 [10496/45000]	Loss: 0.6377	LR: 0.020000
Training Epoch: 21 [10752/45000]	Loss: 0.7201	LR: 0.020000
Training Epoch: 21 [11008/45000]	Loss: 0.5530	LR: 0.020000
Training Epoch: 21 [11264/45000]	Loss: 0.4955	LR: 0.020000
Training Epoch: 21 [11520/45000]	Loss: 0.5252	LR: 0.020000
Training Epoch: 21 [11776/45000]	Loss: 0.6332	LR: 0.020000
Training Epoch: 21 [12032/45000]	Loss: 0.6641	LR: 0.020000
Training Epoch: 21 [12288/45000]	Loss: 0.5466	LR: 0.020000
Training Epoch: 21 [12544/45000]	Loss: 0.5975	LR: 0.020000
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Training Epoch: 21 [13312/45000]	Loss: 0.6384	LR: 0.020000
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Training Epoch: 21 [14080/45000]	Loss: 0.6376	LR: 0.020000
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Training Epoch: 21 [15616/45000]	Loss: 0.5754	LR: 0.020000
Training Epoch: 21 [15872/45000]	Loss: 0.6127	LR: 0.020000
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Training Epoch: 21 [16384/45000]	Loss: 0.6096	LR: 0.020000
Training Epoch: 21 [16640/45000]	Loss: 0.5813	LR: 0.020000
Training Epoch: 21 [16896/45000]	Loss: 0.6525	LR: 0.020000
Training Epoch: 21 [17152/45000]	Loss: 0.4711	LR: 0.020000
Training Epoch: 21 [17408/45000]	Loss: 0.6631	LR: 0.020000
Training Epoch: 21 [17664/45000]	Loss: 0.5938	LR: 0.020000
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Training Epoch: 21 [18176/45000]	Loss: 0.5530	LR: 0.020000
Training Epoch: 21 [18432/45000]	Loss: 0.7043	LR: 0.020000
Training Epoch: 21 [18688/45000]	Loss: 0.5506	LR: 0.020000
Training Epoch: 21 [18944/45000]	Loss: 0.5807	LR: 0.020000
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Training Epoch: 21 [20224/45000]	Loss: 0.6079	LR: 0.020000
Training Epoch: 21 [20480/45000]	Loss: 0.6882	LR: 0.020000
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Training Epoch: 21 [22784/45000]	Loss: 0.6061	LR: 0.020000
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Training Epoch: 21 [27392/45000]	Loss: 0.6565	LR: 0.020000
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Training Epoch: 21 [27904/45000]	Loss: 0.5774	LR: 0.020000
Training Epoch: 21 [28160/45000]	Loss: 0.7029	LR: 0.020000
Training Epoch: 21 [28416/45000]	Loss: 0.6598	LR: 0.020000
Training Epoch: 21 [28672/45000]	Loss: 0.5070	LR: 0.020000
Training Epoch: 21 [28928/45000]	Loss: 0.6473	LR: 0.020000
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Training Epoch: 21 [29440/45000]	Loss: 0.6806	LR: 0.020000
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Training Epoch: 21 [35840/45000]	Loss: 0.6544	LR: 0.020000
Training Epoch: 21 [36096/45000]	Loss: 0.6813	LR: 0.020000
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Training Epoch: 21 [38400/45000]	Loss: 0.6354	LR: 0.020000
Training Epoch: 21 [38656/45000]	Loss: 0.7632	LR: 0.020000
Training Epoch: 21 [38912/45000]	Loss: 0.6439	LR: 0.020000
Training Epoch: 21 [39168/45000]	Loss: 0.6212	LR: 0.020000
Training Epoch: 21 [39424/45000]	Loss: 0.6147	LR: 0.020000
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Training Epoch: 21 [39936/45000]	Loss: 0.6069	LR: 0.020000
Training Epoch: 21 [40192/45000]	Loss: 0.6364	LR: 0.020000
Training Epoch: 21 [40448/45000]	Loss: 0.6008	LR: 0.020000
Training Epoch: 21 [40704/45000]	Loss: 0.5772	LR: 0.020000
Training Epoch: 21 [40960/45000]	Loss: 0.5813	LR: 0.020000
Training Epoch: 21 [41216/45000]	Loss: 0.6316	LR: 0.020000
Training Epoch: 21 [41472/45000]	Loss: 0.6315	LR: 0.020000
Training Epoch: 21 [41728/45000]	Loss: 0.5507	LR: 0.020000
Training Epoch: 21 [41984/45000]	Loss: 0.5647	LR: 0.020000
Training Epoch: 21 [42240/45000]	Loss: 0.5892	LR: 0.020000
Training Epoch: 21 [42496/45000]	Loss: 0.6590	LR: 0.020000
Training Epoch: 21 [42752/45000]	Loss: 0.6177	LR: 0.020000
Training Epoch: 21 [43008/45000]	Loss: 0.5917	LR: 0.020000
Training Epoch: 21 [43264/45000]	Loss: 0.6277	LR: 0.020000
Training Epoch: 21 [43520/45000]	Loss: 0.5491	LR: 0.020000
Training Epoch: 21 [43776/45000]	Loss: 0.5966	LR: 0.020000
Training Epoch: 21 [44032/45000]	Loss: 0.5127	LR: 0.020000
Training Epoch: 21 [44288/45000]	Loss: 0.6527	LR: 0.020000
Training Epoch: 21 [44544/45000]	Loss: 0.6550	LR: 0.020000
Training Epoch: 21 [44800/45000]	Loss: 0.6506	LR: 0.020000
Training Epoch: 21 [45000/45000]	Loss: 0.5725	LR: 0.020000
Epoch 21 - Average Train Loss: 0.6096, Train Accuracy: 0.8027
Epoch 21 training time consumed: 24.41s
Evaluating Network.....
Test set: Epoch: 21, Average loss: 0.0035, Accuracy: 0.7388, Time consumed:0.88s
Saving weights file to checkpoint/retrain/AllCNN/Monday_14_July_2025_02h_56m_41s/AllCNN-Cifar20-seed8-ret100-21-best.pth
Training Epoch: 22 [256/45000]	Loss: 0.4840	LR: 0.020000
Training Epoch: 22 [512/45000]	Loss: 0.5271	LR: 0.020000
Training Epoch: 22 [768/45000]	Loss: 0.5062	LR: 0.020000
Training Epoch: 22 [1024/45000]	Loss: 0.4672	LR: 0.020000
Training Epoch: 22 [1280/45000]	Loss: 0.6393	LR: 0.020000
Training Epoch: 22 [1536/45000]	Loss: 0.6311	LR: 0.020000
Training Epoch: 22 [1792/45000]	Loss: 0.5390	LR: 0.020000
Training Epoch: 22 [2048/45000]	Loss: 0.5903	LR: 0.020000
Training Epoch: 22 [2304/45000]	Loss: 0.5661	LR: 0.020000
Training Epoch: 22 [2560/45000]	Loss: 0.5601	LR: 0.020000
Training Epoch: 22 [2816/45000]	Loss: 0.5908	LR: 0.020000
Training Epoch: 22 [3072/45000]	Loss: 0.4953	LR: 0.020000
Training Epoch: 22 [3328/45000]	Loss: 0.6032	LR: 0.020000
Training Epoch: 22 [3584/45000]	Loss: 0.5415	LR: 0.020000
Training Epoch: 22 [3840/45000]	Loss: 0.5848	LR: 0.020000
Training Epoch: 22 [4096/45000]	Loss: 0.5777	LR: 0.020000
Training Epoch: 22 [4352/45000]	Loss: 0.5845	LR: 0.020000
Training Epoch: 22 [4608/45000]	Loss: 0.5492	LR: 0.020000
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Training Epoch: 22 [5120/45000]	Loss: 0.6125	LR: 0.020000
Training Epoch: 22 [5376/45000]	Loss: 0.6265	LR: 0.020000
Training Epoch: 22 [5632/45000]	Loss: 0.5713	LR: 0.020000
Training Epoch: 22 [5888/45000]	Loss: 0.5117	LR: 0.020000
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Training Epoch: 22 [6400/45000]	Loss: 0.5957	LR: 0.020000
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Training Epoch: 22 [7936/45000]	Loss: 0.5610	LR: 0.020000
Training Epoch: 22 [8192/45000]	Loss: 0.5644	LR: 0.020000
Training Epoch: 22 [8448/45000]	Loss: 0.5458	LR: 0.020000
Training Epoch: 22 [8704/45000]	Loss: 0.6347	LR: 0.020000
Training Epoch: 22 [8960/45000]	Loss: 0.6013	LR: 0.020000
Training Epoch: 22 [9216/45000]	Loss: 0.6071	LR: 0.020000
Training Epoch: 22 [9472/45000]	Loss: 0.5473	LR: 0.020000
Training Epoch: 22 [9728/45000]	Loss: 0.5437	LR: 0.020000
Training Epoch: 22 [9984/45000]	Loss: 0.5510	LR: 0.020000
Training Epoch: 22 [10240/45000]	Loss: 0.4705	LR: 0.020000
Training Epoch: 22 [10496/45000]	Loss: 0.5905	LR: 0.020000
Training Epoch: 22 [10752/45000]	Loss: 0.5842	LR: 0.020000
Training Epoch: 22 [11008/45000]	Loss: 0.7164	LR: 0.020000
Training Epoch: 22 [11264/45000]	Loss: 0.5978	LR: 0.020000
Training Epoch: 22 [11520/45000]	Loss: 0.4962	LR: 0.020000
Training Epoch: 22 [11776/45000]	Loss: 0.5892	LR: 0.020000
Training Epoch: 22 [12032/45000]	Loss: 0.5616	LR: 0.020000
Training Epoch: 22 [12288/45000]	Loss: 0.5991	LR: 0.020000
Training Epoch: 22 [12544/45000]	Loss: 0.6724	LR: 0.020000
Training Epoch: 22 [12800/45000]	Loss: 0.6470	LR: 0.020000
Training Epoch: 22 [13056/45000]	Loss: 0.6109	LR: 0.020000
Training Epoch: 22 [13312/45000]	Loss: 0.6057	LR: 0.020000
Training Epoch: 22 [13568/45000]	Loss: 0.5870	LR: 0.020000
Training Epoch: 22 [13824/45000]	Loss: 0.5887	LR: 0.020000
Training Epoch: 22 [14080/45000]	Loss: 0.5401	LR: 0.020000
Training Epoch: 22 [14336/45000]	Loss: 0.5684	LR: 0.020000
Training Epoch: 22 [14592/45000]	Loss: 0.5397	LR: 0.020000
Training Epoch: 22 [14848/45000]	Loss: 0.5622	LR: 0.020000
Training Epoch: 22 [15104/45000]	Loss: 0.6198	LR: 0.020000
Training Epoch: 22 [15360/45000]	Loss: 0.5607	LR: 0.020000
Training Epoch: 22 [15616/45000]	Loss: 0.6584	LR: 0.020000
Training Epoch: 22 [15872/45000]	Loss: 0.5374	LR: 0.020000
Training Epoch: 22 [16128/45000]	Loss: 0.6342	LR: 0.020000
Training Epoch: 22 [16384/45000]	Loss: 0.5420	LR: 0.020000
Training Epoch: 22 [16640/45000]	Loss: 0.5397	LR: 0.020000
Training Epoch: 22 [16896/45000]	Loss: 0.5890	LR: 0.020000
Training Epoch: 22 [17152/45000]	Loss: 0.5691	LR: 0.020000
Training Epoch: 22 [17408/45000]	Loss: 0.5805	LR: 0.020000
Training Epoch: 22 [17664/45000]	Loss: 0.5803	LR: 0.020000
Training Epoch: 22 [17920/45000]	Loss: 0.6076	LR: 0.020000
Training Epoch: 22 [18176/45000]	Loss: 0.5755	LR: 0.020000
Training Epoch: 22 [18432/45000]	Loss: 0.5497	LR: 0.020000
Training Epoch: 22 [18688/45000]	Loss: 0.5959	LR: 0.020000
Training Epoch: 22 [18944/45000]	Loss: 0.5907	LR: 0.020000
Training Epoch: 22 [19200/45000]	Loss: 0.5872	LR: 0.020000
Training Epoch: 22 [19456/45000]	Loss: 0.5674	LR: 0.020000
Training Epoch: 22 [19712/45000]	Loss: 0.6425	LR: 0.020000
Training Epoch: 22 [19968/45000]	Loss: 0.5483	LR: 0.020000
Training Epoch: 22 [20224/45000]	Loss: 0.6299	LR: 0.020000
Training Epoch: 22 [20480/45000]	Loss: 0.5365	LR: 0.020000
Training Epoch: 22 [20736/45000]	Loss: 0.6018	LR: 0.020000
Training Epoch: 22 [20992/45000]	Loss: 0.5806	LR: 0.020000
Training Epoch: 22 [21248/45000]	Loss: 0.6952	LR: 0.020000
Training Epoch: 22 [21504/45000]	Loss: 0.6135	LR: 0.020000
Training Epoch: 22 [21760/45000]	Loss: 0.6146	LR: 0.020000
Training Epoch: 22 [22016/45000]	Loss: 0.5831	LR: 0.020000
Training Epoch: 22 [22272/45000]	Loss: 0.7572	LR: 0.020000
Training Epoch: 22 [22528/45000]	Loss: 0.4795	LR: 0.020000
Training Epoch: 22 [22784/45000]	Loss: 0.6044	LR: 0.020000
Training Epoch: 22 [23040/45000]	Loss: 0.5713	LR: 0.020000
Training Epoch: 22 [23296/45000]	Loss: 0.6180	LR: 0.020000
Training Epoch: 22 [23552/45000]	Loss: 0.6094	LR: 0.020000
Training Epoch: 22 [23808/45000]	Loss: 0.5635	LR: 0.020000
Training Epoch: 22 [24064/45000]	Loss: 0.6921	LR: 0.020000
Training Epoch: 22 [24320/45000]	Loss: 0.6488	LR: 0.020000
Training Epoch: 22 [24576/45000]	Loss: 0.6373	LR: 0.020000
Training Epoch: 22 [24832/45000]	Loss: 0.6939	LR: 0.020000
Training Epoch: 22 [25088/45000]	Loss: 0.5319	LR: 0.020000
Training Epoch: 22 [25344/45000]	Loss: 0.5729	LR: 0.020000
Training Epoch: 22 [25600/45000]	Loss: 0.5971	LR: 0.020000
Training Epoch: 22 [25856/45000]	Loss: 0.6716	LR: 0.020000
Training Epoch: 22 [26112/45000]	Loss: 0.6138	LR: 0.020000
Training Epoch: 22 [26368/45000]	Loss: 0.5548	LR: 0.020000
Training Epoch: 22 [26624/45000]	Loss: 0.5542	LR: 0.020000
Training Epoch: 22 [26880/45000]	Loss: 0.6980	LR: 0.020000
Training Epoch: 22 [27136/45000]	Loss: 0.5834	LR: 0.020000
Training Epoch: 22 [27392/45000]	Loss: 0.8211	LR: 0.020000
Training Epoch: 22 [27648/45000]	Loss: 0.6551	LR: 0.020000
Training Epoch: 22 [27904/45000]	Loss: 0.6855	LR: 0.020000
Training Epoch: 22 [28160/45000]	Loss: 0.5765	LR: 0.020000
Training Epoch: 22 [28416/45000]	Loss: 0.5124	LR: 0.020000
Training Epoch: 22 [28672/45000]	Loss: 0.4998	LR: 0.020000
Training Epoch: 22 [28928/45000]	Loss: 0.5481	LR: 0.020000
Training Epoch: 22 [29184/45000]	Loss: 0.5957	LR: 0.020000
Training Epoch: 22 [29440/45000]	Loss: 0.6879	LR: 0.020000
Training Epoch: 22 [29696/45000]	Loss: 0.6518	LR: 0.020000
Training Epoch: 22 [29952/45000]	Loss: 0.6982	LR: 0.020000
Training Epoch: 22 [30208/45000]	Loss: 0.4873	LR: 0.020000
Training Epoch: 22 [30464/45000]	Loss: 0.5637	LR: 0.020000
Training Epoch: 22 [30720/45000]	Loss: 0.5154	LR: 0.020000
Training Epoch: 22 [30976/45000]	Loss: 0.6132	LR: 0.020000
Training Epoch: 22 [31232/45000]	Loss: 0.5140	LR: 0.020000
Training Epoch: 22 [31488/45000]	Loss: 0.5630	LR: 0.020000
Training Epoch: 22 [31744/45000]	Loss: 0.7007	LR: 0.020000
Training Epoch: 22 [32000/45000]	Loss: 0.6222	LR: 0.020000
Training Epoch: 22 [32256/45000]	Loss: 0.6176	LR: 0.020000
Training Epoch: 22 [32512/45000]	Loss: 0.6055	LR: 0.020000
Training Epoch: 22 [32768/45000]	Loss: 0.5512	LR: 0.020000
Training Epoch: 22 [33024/45000]	Loss: 0.6652	LR: 0.020000
Training Epoch: 22 [33280/45000]	Loss: 0.6849	LR: 0.020000
Training Epoch: 22 [33536/45000]	Loss: 0.6300	LR: 0.020000
Training Epoch: 22 [33792/45000]	Loss: 0.5619	LR: 0.020000
Training Epoch: 22 [34048/45000]	Loss: 0.6678	LR: 0.020000
Training Epoch: 22 [34304/45000]	Loss: 0.5727	LR: 0.020000
Training Epoch: 22 [34560/45000]	Loss: 0.6697	LR: 0.020000
Training Epoch: 22 [34816/45000]	Loss: 0.6278	LR: 0.020000
Training Epoch: 22 [35072/45000]	Loss: 0.6508	LR: 0.020000
Training Epoch: 22 [35328/45000]	Loss: 0.6788	LR: 0.020000
Training Epoch: 22 [35584/45000]	Loss: 0.6477	LR: 0.020000
Training Epoch: 22 [35840/45000]	Loss: 0.6334	LR: 0.020000
Training Epoch: 22 [36096/45000]	Loss: 0.5679	LR: 0.020000
Training Epoch: 22 [36352/45000]	Loss: 0.5171	LR: 0.020000
Training Epoch: 22 [36608/45000]	Loss: 0.5993	LR: 0.020000
Training Epoch: 22 [36864/45000]	Loss: 0.6209	LR: 0.020000
Training Epoch: 22 [37120/45000]	Loss: 0.6905	LR: 0.020000
Training Epoch: 22 [37376/45000]	Loss: 0.5456	LR: 0.020000
Training Epoch: 22 [37632/45000]	Loss: 0.6387	LR: 0.020000
Training Epoch: 22 [37888/45000]	Loss: 0.5776	LR: 0.020000
Training Epoch: 22 [38144/45000]	Loss: 0.6502	LR: 0.020000
Training Epoch: 22 [38400/45000]	Loss: 0.6355	LR: 0.020000
Training Epoch: 22 [38656/45000]	Loss: 0.6206	LR: 0.020000
Training Epoch: 22 [38912/45000]	Loss: 0.6146	LR: 0.020000
Training Epoch: 22 [39168/45000]	Loss: 0.5905	LR: 0.020000
Training Epoch: 22 [39424/45000]	Loss: 0.5953	LR: 0.020000
Training Epoch: 22 [39680/45000]	Loss: 0.6382	LR: 0.020000
Training Epoch: 22 [39936/45000]	Loss: 0.6773	LR: 0.020000
Training Epoch: 22 [40192/45000]	Loss: 0.5623	LR: 0.020000
Training Epoch: 22 [40448/45000]	Loss: 0.6204	LR: 0.020000
Training Epoch: 22 [40704/45000]	Loss: 0.6487	LR: 0.020000
Training Epoch: 22 [40960/45000]	Loss: 0.5853	LR: 0.020000
Training Epoch: 22 [41216/45000]	Loss: 0.5977	LR: 0.020000
Training Epoch: 22 [41472/45000]	Loss: 0.5671	LR: 0.020000
Training Epoch: 22 [41728/45000]	Loss: 0.6721	LR: 0.020000
Training Epoch: 22 [41984/45000]	Loss: 0.5670	LR: 0.020000
Training Epoch: 22 [42240/45000]	Loss: 0.6314	LR: 0.020000
Training Epoch: 22 [42496/45000]	Loss: 0.6279	LR: 0.020000
Training Epoch: 22 [42752/45000]	Loss: 0.7823	LR: 0.020000
Training Epoch: 22 [43008/45000]	Loss: 0.6124	LR: 0.020000
Training Epoch: 22 [43264/45000]	Loss: 0.6592	LR: 0.020000
Training Epoch: 22 [43520/45000]	Loss: 0.6380	LR: 0.020000
Training Epoch: 22 [43776/45000]	Loss: 0.5148	LR: 0.020000
Training Epoch: 22 [44032/45000]	Loss: 0.6211	LR: 0.020000
Training Epoch: 22 [44288/45000]	Loss: 0.5770	LR: 0.020000
Training Epoch: 22 [44544/45000]	Loss: 0.5923	LR: 0.020000
Training Epoch: 22 [44800/45000]	Loss: 0.5295	LR: 0.020000
Training Epoch: 22 [45000/45000]	Loss: 0.5587	LR: 0.020000
Epoch 22 - Average Train Loss: 0.5958, Train Accuracy: 0.8071
Epoch 22 training time consumed: 24.70s
Evaluating Network.....
Test set: Epoch: 22, Average loss: 0.0035, Accuracy: 0.7327, Time consumed:0.87s
Training Epoch: 23 [256/45000]	Loss: 0.5494	LR: 0.020000
Training Epoch: 23 [512/45000]	Loss: 0.5720	LR: 0.020000
Training Epoch: 23 [768/45000]	Loss: 0.5107	LR: 0.020000
Training Epoch: 23 [1024/45000]	Loss: 0.5859	LR: 0.020000
Training Epoch: 23 [1280/45000]	Loss: 0.5324	LR: 0.020000
Training Epoch: 23 [1536/45000]	Loss: 0.6067	LR: 0.020000
Training Epoch: 23 [1792/45000]	Loss: 0.5232	LR: 0.020000
Training Epoch: 23 [2048/45000]	Loss: 0.4913	LR: 0.020000
Training Epoch: 23 [2304/45000]	Loss: 0.5176	LR: 0.020000
Training Epoch: 23 [2560/45000]	Loss: 0.5602	LR: 0.020000
Training Epoch: 23 [2816/45000]	Loss: 0.4963	LR: 0.020000
Training Epoch: 23 [3072/45000]	Loss: 0.4929	LR: 0.020000
Training Epoch: 23 [3328/45000]	Loss: 0.5169	LR: 0.020000
Training Epoch: 23 [3584/45000]	Loss: 0.5745	LR: 0.020000
Training Epoch: 23 [3840/45000]	Loss: 0.5712	LR: 0.020000
Training Epoch: 23 [4096/45000]	Loss: 0.5070	LR: 0.020000
Training Epoch: 23 [4352/45000]	Loss: 0.5180	LR: 0.020000
Training Epoch: 23 [4608/45000]	Loss: 0.5603	LR: 0.020000
Training Epoch: 23 [4864/45000]	Loss: 0.5672	LR: 0.020000
Training Epoch: 23 [5120/45000]	Loss: 0.6625	LR: 0.020000
Training Epoch: 23 [5376/45000]	Loss: 0.5464	LR: 0.020000
Training Epoch: 23 [5632/45000]	Loss: 0.5705	LR: 0.020000
Training Epoch: 23 [5888/45000]	Loss: 0.5096	LR: 0.020000
Training Epoch: 23 [6144/45000]	Loss: 0.5915	LR: 0.020000
Training Epoch: 23 [6400/45000]	Loss: 0.4879	LR: 0.020000
Training Epoch: 23 [6656/45000]	Loss: 0.6581	LR: 0.020000
Training Epoch: 23 [6912/45000]	Loss: 0.6175	LR: 0.020000
Training Epoch: 23 [7168/45000]	Loss: 0.4650	LR: 0.020000
Training Epoch: 23 [7424/45000]	Loss: 0.5319	LR: 0.020000
Training Epoch: 23 [7680/45000]	Loss: 0.5526	LR: 0.020000
Training Epoch: 23 [7936/45000]	Loss: 0.5402	LR: 0.020000
Training Epoch: 23 [8192/45000]	Loss: 0.5561	LR: 0.020000
Training Epoch: 23 [8448/45000]	Loss: 0.5050	LR: 0.020000
Training Epoch: 23 [8704/45000]	Loss: 0.6799	LR: 0.020000
Training Epoch: 23 [8960/45000]	Loss: 0.6184	LR: 0.020000
Training Epoch: 23 [9216/45000]	Loss: 0.5704	LR: 0.020000
Training Epoch: 23 [9472/45000]	Loss: 0.5804	LR: 0.020000
Training Epoch: 23 [9728/45000]	Loss: 0.6134	LR: 0.020000
Training Epoch: 23 [9984/45000]	Loss: 0.5648	LR: 0.020000
Training Epoch: 23 [10240/45000]	Loss: 0.5575	LR: 0.020000
Training Epoch: 23 [10496/45000]	Loss: 0.6497	LR: 0.020000
Training Epoch: 23 [10752/45000]	Loss: 0.5789	LR: 0.020000
Training Epoch: 23 [11008/45000]	Loss: 0.6038	LR: 0.020000
Training Epoch: 23 [11264/45000]	Loss: 0.4853	LR: 0.020000
Training Epoch: 23 [11520/45000]	Loss: 0.6261	LR: 0.020000
Training Epoch: 23 [11776/45000]	Loss: 0.5120	LR: 0.020000
Training Epoch: 23 [12032/45000]	Loss: 0.5500	LR: 0.020000
Training Epoch: 23 [12288/45000]	Loss: 0.6164	LR: 0.020000
Training Epoch: 23 [12544/45000]	Loss: 0.5811	LR: 0.020000
Training Epoch: 23 [12800/45000]	Loss: 0.5888	LR: 0.020000
Training Epoch: 23 [13056/45000]	Loss: 0.5059	LR: 0.020000
Training Epoch: 23 [13312/45000]	Loss: 0.5476	LR: 0.020000
Training Epoch: 23 [13568/45000]	Loss: 0.7429	LR: 0.020000
Training Epoch: 23 [13824/45000]	Loss: 0.5302	LR: 0.020000
Training Epoch: 23 [14080/45000]	Loss: 0.5984	LR: 0.020000
Training Epoch: 23 [14336/45000]	Loss: 0.7150	LR: 0.020000
Training Epoch: 23 [14592/45000]	Loss: 0.5891	LR: 0.020000
Training Epoch: 23 [14848/45000]	Loss: 0.6412	LR: 0.020000
Training Epoch: 23 [15104/45000]	Loss: 0.5877	LR: 0.020000
Training Epoch: 23 [15360/45000]	Loss: 0.5523	LR: 0.020000
Training Epoch: 23 [15616/45000]	Loss: 0.6145	LR: 0.020000
Training Epoch: 23 [15872/45000]	Loss: 0.5039	LR: 0.020000
Training Epoch: 23 [16128/45000]	Loss: 0.5515	LR: 0.020000
Training Epoch: 23 [16384/45000]	Loss: 0.5929	LR: 0.020000
Training Epoch: 23 [16640/45000]	Loss: 0.6324	LR: 0.020000
Training Epoch: 23 [16896/45000]	Loss: 0.6800	LR: 0.020000
Training Epoch: 23 [17152/45000]	Loss: 0.5231	LR: 0.020000
Training Epoch: 23 [17408/45000]	Loss: 0.5822	LR: 0.020000
Training Epoch: 23 [17664/45000]	Loss: 0.5334	LR: 0.020000
Training Epoch: 23 [17920/45000]	Loss: 0.5207	LR: 0.020000
Training Epoch: 23 [18176/45000]	Loss: 0.6484	LR: 0.020000
Training Epoch: 23 [18432/45000]	Loss: 0.5408	LR: 0.020000
Training Epoch: 23 [18688/45000]	Loss: 0.5244	LR: 0.020000
Training Epoch: 23 [18944/45000]	Loss: 0.5046	LR: 0.020000
Training Epoch: 23 [19200/45000]	Loss: 0.5269	LR: 0.020000
Training Epoch: 23 [19456/45000]	Loss: 0.6250	LR: 0.020000
Training Epoch: 23 [19712/45000]	Loss: 0.6404	LR: 0.020000
Training Epoch: 23 [19968/45000]	Loss: 0.6145	LR: 0.020000
Training Epoch: 23 [20224/45000]	Loss: 0.5994	LR: 0.020000
Training Epoch: 23 [20480/45000]	Loss: 0.5084	LR: 0.020000
Training Epoch: 23 [20736/45000]	Loss: 0.5804	LR: 0.020000
Training Epoch: 23 [20992/45000]	Loss: 0.6221	LR: 0.020000
Training Epoch: 23 [21248/45000]	Loss: 0.5363	LR: 0.020000
Training Epoch: 23 [21504/45000]	Loss: 0.5041	LR: 0.020000
Training Epoch: 23 [21760/45000]	Loss: 0.6600	LR: 0.020000
Training Epoch: 23 [22016/45000]	Loss: 0.5532	LR: 0.020000
Training Epoch: 23 [22272/45000]	Loss: 0.5628	LR: 0.020000
Training Epoch: 23 [22528/45000]	Loss: 0.5190	LR: 0.020000
Training Epoch: 23 [22784/45000]	Loss: 0.5470	LR: 0.020000
Training Epoch: 23 [23040/45000]	Loss: 0.5488	LR: 0.020000
Training Epoch: 23 [23296/45000]	Loss: 0.5774	LR: 0.020000
Training Epoch: 23 [23552/45000]	Loss: 0.5916	LR: 0.020000
Training Epoch: 23 [23808/45000]	Loss: 0.5861	LR: 0.020000
Training Epoch: 23 [24064/45000]	Loss: 0.5357	LR: 0.020000
Training Epoch: 23 [24320/45000]	Loss: 0.5746	LR: 0.020000
Training Epoch: 23 [24576/45000]	Loss: 0.4924	LR: 0.020000
Training Epoch: 23 [24832/45000]	Loss: 0.5647	LR: 0.020000
Training Epoch: 23 [25088/45000]	Loss: 0.5764	LR: 0.020000
Training Epoch: 23 [25344/45000]	Loss: 0.5528	LR: 0.020000
Training Epoch: 23 [25600/45000]	Loss: 0.7281	LR: 0.020000
Training Epoch: 23 [25856/45000]	Loss: 0.6063	LR: 0.020000
Training Epoch: 23 [26112/45000]	Loss: 0.4953	LR: 0.020000
Training Epoch: 23 [26368/45000]	Loss: 0.6692	LR: 0.020000
Training Epoch: 23 [26624/45000]	Loss: 0.5508	LR: 0.020000
Training Epoch: 23 [26880/45000]	Loss: 0.5480	LR: 0.020000
Training Epoch: 23 [27136/45000]	Loss: 0.5612	LR: 0.020000
Training Epoch: 23 [27392/45000]	Loss: 0.5968	LR: 0.020000
Training Epoch: 23 [27648/45000]	Loss: 0.5620	LR: 0.020000
Training Epoch: 23 [27904/45000]	Loss: 0.5310	LR: 0.020000
Training Epoch: 23 [28160/45000]	Loss: 0.5589	LR: 0.020000
Training Epoch: 23 [28416/45000]	Loss: 0.7025	LR: 0.020000
Training Epoch: 23 [28672/45000]	Loss: 0.6122	LR: 0.020000
Training Epoch: 23 [28928/45000]	Loss: 0.6007	LR: 0.020000
Training Epoch: 23 [29184/45000]	Loss: 0.6260	LR: 0.020000
Training Epoch: 23 [29440/45000]	Loss: 0.5708	LR: 0.020000
Training Epoch: 23 [29696/45000]	Loss: 0.5051	LR: 0.020000
Training Epoch: 23 [29952/45000]	Loss: 0.5799	LR: 0.020000
Training Epoch: 23 [30208/45000]	Loss: 0.5473	LR: 0.020000
Training Epoch: 23 [30464/45000]	Loss: 0.5469	LR: 0.020000
Training Epoch: 23 [30720/45000]	Loss: 0.6720	LR: 0.020000
Training Epoch: 23 [30976/45000]	Loss: 0.6832	LR: 0.020000
Training Epoch: 23 [31232/45000]	Loss: 0.6421	LR: 0.020000
Training Epoch: 23 [31488/45000]	Loss: 0.5291	LR: 0.020000
Training Epoch: 23 [31744/45000]	Loss: 0.7158	LR: 0.020000
Training Epoch: 23 [32000/45000]	Loss: 0.5791	LR: 0.020000
Training Epoch: 23 [32256/45000]	Loss: 0.5512	LR: 0.020000
Training Epoch: 23 [32512/45000]	Loss: 0.5516	LR: 0.020000
Training Epoch: 23 [32768/45000]	Loss: 0.6271	LR: 0.020000
Training Epoch: 23 [33024/45000]	Loss: 0.6291	LR: 0.020000
Training Epoch: 23 [33280/45000]	Loss: 0.6508	LR: 0.020000
Training Epoch: 23 [33536/45000]	Loss: 0.6740	LR: 0.020000
Training Epoch: 23 [33792/45000]	Loss: 0.6152	LR: 0.020000
Training Epoch: 23 [34048/45000]	Loss: 0.6234	LR: 0.020000
Training Epoch: 23 [34304/45000]	Loss: 0.6163	LR: 0.020000
Training Epoch: 23 [34560/45000]	Loss: 0.5380	LR: 0.020000
Training Epoch: 23 [34816/45000]	Loss: 0.6228	LR: 0.020000
Training Epoch: 23 [35072/45000]	Loss: 0.5405	LR: 0.020000
Training Epoch: 23 [35328/45000]	Loss: 0.6946	LR: 0.020000
Training Epoch: 23 [35584/45000]	Loss: 0.7216	LR: 0.020000
Training Epoch: 23 [35840/45000]	Loss: 0.5221	LR: 0.020000
Training Epoch: 23 [36096/45000]	Loss: 0.5477	LR: 0.020000
Training Epoch: 23 [36352/45000]	Loss: 0.6945	LR: 0.020000
Training Epoch: 23 [36608/45000]	Loss: 0.6509	LR: 0.020000
Training Epoch: 23 [36864/45000]	Loss: 0.6352	LR: 0.020000
Training Epoch: 23 [37120/45000]	Loss: 0.6330	LR: 0.020000
Training Epoch: 23 [37376/45000]	Loss: 0.6762	LR: 0.020000
Training Epoch: 23 [37632/45000]	Loss: 0.6342	LR: 0.020000
Training Epoch: 23 [37888/45000]	Loss: 0.6924	LR: 0.020000
Training Epoch: 23 [38144/45000]	Loss: 0.5366	LR: 0.020000
Training Epoch: 23 [38400/45000]	Loss: 0.6128	LR: 0.020000
Training Epoch: 23 [38656/45000]	Loss: 0.6842	LR: 0.020000
Training Epoch: 23 [38912/45000]	Loss: 0.6034	LR: 0.020000
Training Epoch: 23 [39168/45000]	Loss: 0.4801	LR: 0.020000
Training Epoch: 23 [39424/45000]	Loss: 0.6212	LR: 0.020000
Training Epoch: 23 [39680/45000]	Loss: 0.6125	LR: 0.020000
Training Epoch: 23 [39936/45000]	Loss: 0.6086	LR: 0.020000
Training Epoch: 23 [40192/45000]	Loss: 0.5727	LR: 0.020000
Training Epoch: 23 [40448/45000]	Loss: 0.5248	LR: 0.020000
Training Epoch: 23 [40704/45000]	Loss: 0.6296	LR: 0.020000
Training Epoch: 23 [40960/45000]	Loss: 0.5820	LR: 0.020000
Training Epoch: 23 [41216/45000]	Loss: 0.6183	LR: 0.020000
Training Epoch: 23 [41472/45000]	Loss: 0.5607	LR: 0.020000
Training Epoch: 23 [41728/45000]	Loss: 0.6109	LR: 0.020000
Training Epoch: 23 [41984/45000]	Loss: 0.6838	LR: 0.020000
Training Epoch: 23 [42240/45000]	Loss: 0.6128	LR: 0.020000
Training Epoch: 23 [42496/45000]	Loss: 0.5600	LR: 0.020000
Training Epoch: 23 [42752/45000]	Loss: 0.5578	LR: 0.020000
Training Epoch: 23 [43008/45000]	Loss: 0.6713	LR: 0.020000
Training Epoch: 23 [43264/45000]	Loss: 0.6382	LR: 0.020000
Training Epoch: 23 [43520/45000]	Loss: 0.5676	LR: 0.020000
Training Epoch: 23 [43776/45000]	Loss: 0.7491	LR: 0.020000
Training Epoch: 23 [44032/45000]	Loss: 0.5951	LR: 0.020000
Training Epoch: 23 [44288/45000]	Loss: 0.5276	LR: 0.020000
Training Epoch: 23 [44544/45000]	Loss: 0.5610	LR: 0.020000
Training Epoch: 23 [44800/45000]	Loss: 0.6269	LR: 0.020000
Training Epoch: 23 [45000/45000]	Loss: 0.7729	LR: 0.020000
Epoch 23 - Average Train Loss: 0.5852, Train Accuracy: 0.8102
Epoch 23 training time consumed: 24.37s
Evaluating Network.....
Test set: Epoch: 23, Average loss: 0.0035, Accuracy: 0.7348, Time consumed:0.95s
Training Epoch: 24 [256/45000]	Loss: 0.5154	LR: 0.020000
Training Epoch: 24 [512/45000]	Loss: 0.5073	LR: 0.020000
Training Epoch: 24 [768/45000]	Loss: 0.5645	LR: 0.020000
Training Epoch: 24 [1024/45000]	Loss: 0.4873	LR: 0.020000
Training Epoch: 24 [1280/45000]	Loss: 0.5804	LR: 0.020000
Training Epoch: 24 [1536/45000]	Loss: 0.5274	LR: 0.020000
Training Epoch: 24 [1792/45000]	Loss: 0.5415	LR: 0.020000
Training Epoch: 24 [2048/45000]	Loss: 0.5524	LR: 0.020000
Training Epoch: 24 [2304/45000]	Loss: 0.5478	LR: 0.020000
Training Epoch: 24 [2560/45000]	Loss: 0.6582	LR: 0.020000
Training Epoch: 24 [2816/45000]	Loss: 0.5280	LR: 0.020000
Training Epoch: 24 [3072/45000]	Loss: 0.4910	LR: 0.020000
Training Epoch: 24 [3328/45000]	Loss: 0.4934	LR: 0.020000
Training Epoch: 24 [3584/45000]	Loss: 0.5558	LR: 0.020000
Training Epoch: 24 [3840/45000]	Loss: 0.4857	LR: 0.020000
Training Epoch: 24 [4096/45000]	Loss: 0.6282	LR: 0.020000
Training Epoch: 24 [4352/45000]	Loss: 0.5092	LR: 0.020000
Training Epoch: 24 [4608/45000]	Loss: 0.5075	LR: 0.020000
Training Epoch: 24 [4864/45000]	Loss: 0.6865	LR: 0.020000
Training Epoch: 24 [5120/45000]	Loss: 0.5470	LR: 0.020000
Training Epoch: 24 [5376/45000]	Loss: 0.4788	LR: 0.020000
Training Epoch: 24 [5632/45000]	Loss: 0.4901	LR: 0.020000
Training Epoch: 24 [5888/45000]	Loss: 0.5359	LR: 0.020000
Training Epoch: 24 [6144/45000]	Loss: 0.5507	LR: 0.020000
Training Epoch: 24 [6400/45000]	Loss: 0.5456	LR: 0.020000
Training Epoch: 24 [6656/45000]	Loss: 0.7095	LR: 0.020000
Training Epoch: 24 [6912/45000]	Loss: 0.5396	LR: 0.020000
Training Epoch: 24 [7168/45000]	Loss: 0.6057	LR: 0.020000
Training Epoch: 24 [7424/45000]	Loss: 0.5841	LR: 0.020000
Training Epoch: 24 [7680/45000]	Loss: 0.5769	LR: 0.020000
Training Epoch: 24 [7936/45000]	Loss: 0.6014	LR: 0.020000
Training Epoch: 24 [8192/45000]	Loss: 0.5066	LR: 0.020000
Training Epoch: 24 [8448/45000]	Loss: 0.4658	LR: 0.020000
Training Epoch: 24 [8704/45000]	Loss: 0.5839	LR: 0.020000
Training Epoch: 24 [8960/45000]	Loss: 0.5711	LR: 0.020000
Training Epoch: 24 [9216/45000]	Loss: 0.5683	LR: 0.020000
Training Epoch: 24 [9472/45000]	Loss: 0.5056	LR: 0.020000
Training Epoch: 24 [9728/45000]	Loss: 0.6684	LR: 0.020000
Training Epoch: 24 [9984/45000]	Loss: 0.5353	LR: 0.020000
Training Epoch: 24 [10240/45000]	Loss: 0.5955	LR: 0.020000
Training Epoch: 24 [10496/45000]	Loss: 0.5169	LR: 0.020000
Training Epoch: 24 [10752/45000]	Loss: 0.6551	LR: 0.020000
Training Epoch: 24 [11008/45000]	Loss: 0.5626	LR: 0.020000
Training Epoch: 24 [11264/45000]	Loss: 0.4951	LR: 0.020000
Training Epoch: 24 [11520/45000]	Loss: 0.6160	LR: 0.020000
Training Epoch: 24 [11776/45000]	Loss: 0.5374	LR: 0.020000
Training Epoch: 24 [12032/45000]	Loss: 0.6316	LR: 0.020000
Training Epoch: 24 [12288/45000]	Loss: 0.5812	LR: 0.020000
Training Epoch: 24 [12544/45000]	Loss: 0.5369	LR: 0.020000
Training Epoch: 24 [12800/45000]	Loss: 0.5468	LR: 0.020000
Training Epoch: 24 [13056/45000]	Loss: 0.4677	LR: 0.020000
Training Epoch: 24 [13312/45000]	Loss: 0.5270	LR: 0.020000
Training Epoch: 24 [13568/45000]	Loss: 0.6097	LR: 0.020000
Training Epoch: 24 [13824/45000]	Loss: 0.5789	LR: 0.020000
Training Epoch: 24 [14080/45000]	Loss: 0.6234	LR: 0.020000
Training Epoch: 24 [14336/45000]	Loss: 0.5603	LR: 0.020000
Training Epoch: 24 [14592/45000]	Loss: 0.5283	LR: 0.020000
Training Epoch: 24 [14848/45000]	Loss: 0.5607	LR: 0.020000
Training Epoch: 24 [15104/45000]	Loss: 0.5258	LR: 0.020000
Training Epoch: 24 [15360/45000]	Loss: 0.6628	LR: 0.020000
Training Epoch: 24 [15616/45000]	Loss: 0.4882	LR: 0.020000
Training Epoch: 24 [15872/45000]	Loss: 0.5443	LR: 0.020000
Training Epoch: 24 [16128/45000]	Loss: 0.5238	LR: 0.020000
Training Epoch: 24 [16384/45000]	Loss: 0.6727	LR: 0.020000
Training Epoch: 24 [16640/45000]	Loss: 0.5792	LR: 0.020000
Training Epoch: 24 [16896/45000]	Loss: 0.5623	LR: 0.020000
Training Epoch: 24 [17152/45000]	Loss: 0.5697	LR: 0.020000
Training Epoch: 24 [17408/45000]	Loss: 0.5846	LR: 0.020000
Training Epoch: 24 [17664/45000]	Loss: 0.5089	LR: 0.020000
Training Epoch: 24 [17920/45000]	Loss: 0.5602	LR: 0.020000
Training Epoch: 24 [18176/45000]	Loss: 0.4999	LR: 0.020000
Training Epoch: 24 [18432/45000]	Loss: 0.6273	LR: 0.020000
Training Epoch: 24 [18688/45000]	Loss: 0.4974	LR: 0.020000
Training Epoch: 24 [18944/45000]	Loss: 0.5186	LR: 0.020000
Training Epoch: 24 [19200/45000]	Loss: 0.5806	LR: 0.020000
Training Epoch: 24 [19456/45000]	Loss: 0.6474	LR: 0.020000
Training Epoch: 24 [19712/45000]	Loss: 0.7042	LR: 0.020000
Training Epoch: 24 [19968/45000]	Loss: 0.5095	LR: 0.020000
Training Epoch: 24 [20224/45000]	Loss: 0.6151	LR: 0.020000
Training Epoch: 24 [20480/45000]	Loss: 0.5307	LR: 0.020000
Training Epoch: 24 [20736/45000]	Loss: 0.5122	LR: 0.020000
Training Epoch: 24 [20992/45000]	Loss: 0.5630	LR: 0.020000
Training Epoch: 24 [21248/45000]	Loss: 0.5686	LR: 0.020000
Training Epoch: 24 [21504/45000]	Loss: 0.5779	LR: 0.020000
Training Epoch: 24 [21760/45000]	Loss: 0.5557	LR: 0.020000
Training Epoch: 24 [22016/45000]	Loss: 0.5380	LR: 0.020000
Training Epoch: 24 [22272/45000]	Loss: 0.5708	LR: 0.020000
Training Epoch: 24 [22528/45000]	Loss: 0.5200	LR: 0.020000
Training Epoch: 24 [22784/45000]	Loss: 0.5686	LR: 0.020000
Training Epoch: 24 [23040/45000]	Loss: 0.5421	LR: 0.020000
Training Epoch: 24 [23296/45000]	Loss: 0.5395	LR: 0.020000
Training Epoch: 24 [23552/45000]	Loss: 0.5462	LR: 0.020000
Training Epoch: 24 [23808/45000]	Loss: 0.5669	LR: 0.020000
Training Epoch: 24 [24064/45000]	Loss: 0.6270	LR: 0.020000
Training Epoch: 24 [24320/45000]	Loss: 0.5988	LR: 0.020000
Training Epoch: 24 [24576/45000]	Loss: 0.5813	LR: 0.020000
Training Epoch: 24 [24832/45000]	Loss: 0.6421	LR: 0.020000
Training Epoch: 24 [25088/45000]	Loss: 0.5725	LR: 0.020000
Training Epoch: 24 [25344/45000]	Loss: 0.4650	LR: 0.020000
Training Epoch: 24 [25600/45000]	Loss: 0.5652	LR: 0.020000
Training Epoch: 24 [25856/45000]	Loss: 0.6177	LR: 0.020000
Training Epoch: 24 [26112/45000]	Loss: 0.5068	LR: 0.020000
Training Epoch: 24 [26368/45000]	Loss: 0.5855	LR: 0.020000
Training Epoch: 24 [26624/45000]	Loss: 0.4686	LR: 0.020000
Training Epoch: 24 [26880/45000]	Loss: 0.5816	LR: 0.020000
Training Epoch: 24 [27136/45000]	Loss: 0.6127	LR: 0.020000
Training Epoch: 24 [27392/45000]	Loss: 0.5748	LR: 0.020000
Training Epoch: 24 [27648/45000]	Loss: 0.5752	LR: 0.020000
Training Epoch: 24 [27904/45000]	Loss: 0.4958	LR: 0.020000
Training Epoch: 24 [28160/45000]	Loss: 0.4538	LR: 0.020000
Training Epoch: 24 [28416/45000]	Loss: 0.7159	LR: 0.020000
Training Epoch: 24 [28672/45000]	Loss: 0.5876	LR: 0.020000
Training Epoch: 24 [28928/45000]	Loss: 0.4881	LR: 0.020000
Training Epoch: 24 [29184/45000]	Loss: 0.5802	LR: 0.020000
Training Epoch: 24 [29440/45000]	Loss: 0.5147	LR: 0.020000
Training Epoch: 24 [29696/45000]	Loss: 0.6226	LR: 0.020000
Training Epoch: 24 [29952/45000]	Loss: 0.5382	LR: 0.020000
Training Epoch: 24 [30208/45000]	Loss: 0.6237	LR: 0.020000
Training Epoch: 24 [30464/45000]	Loss: 0.5192	LR: 0.020000
Training Epoch: 24 [30720/45000]	Loss: 0.5989	LR: 0.020000
Training Epoch: 24 [30976/45000]	Loss: 0.6132	LR: 0.020000
Training Epoch: 24 [31232/45000]	Loss: 0.6877	LR: 0.020000
Training Epoch: 24 [31488/45000]	Loss: 0.5714	LR: 0.020000
Training Epoch: 24 [31744/45000]	Loss: 0.4890	LR: 0.020000
Training Epoch: 24 [32000/45000]	Loss: 0.4816	LR: 0.020000
Training Epoch: 24 [32256/45000]	Loss: 0.5109	LR: 0.020000
Training Epoch: 24 [32512/45000]	Loss: 0.5081	LR: 0.020000
Training Epoch: 24 [32768/45000]	Loss: 0.5603	LR: 0.020000
Training Epoch: 24 [33024/45000]	Loss: 0.6510	LR: 0.020000
Training Epoch: 24 [33280/45000]	Loss: 0.5401	LR: 0.020000
Training Epoch: 24 [33536/45000]	Loss: 0.6708	LR: 0.020000
Training Epoch: 24 [33792/45000]	Loss: 0.5236	LR: 0.020000
Training Epoch: 24 [34048/45000]	Loss: 0.5672	LR: 0.020000
Training Epoch: 24 [34304/45000]	Loss: 0.5998	LR: 0.020000
Training Epoch: 24 [34560/45000]	Loss: 0.5652	LR: 0.020000
Training Epoch: 24 [34816/45000]	Loss: 0.5866	LR: 0.020000
Training Epoch: 24 [35072/45000]	Loss: 0.6306	LR: 0.020000
Training Epoch: 24 [35328/45000]	Loss: 0.6403	LR: 0.020000
Training Epoch: 24 [35584/45000]	Loss: 0.6546	LR: 0.020000
Training Epoch: 24 [35840/45000]	Loss: 0.5452	LR: 0.020000
Training Epoch: 24 [36096/45000]	Loss: 0.5931	LR: 0.020000
Training Epoch: 24 [36352/45000]	Loss: 0.5333	LR: 0.020000
Training Epoch: 24 [36608/45000]	Loss: 0.5768	LR: 0.020000
Training Epoch: 24 [36864/45000]	Loss: 0.6761	LR: 0.020000
Training Epoch: 24 [37120/45000]	Loss: 0.5755	LR: 0.020000
Training Epoch: 24 [37376/45000]	Loss: 0.6184	LR: 0.020000
Training Epoch: 24 [37632/45000]	Loss: 0.5173	LR: 0.020000
Training Epoch: 24 [37888/45000]	Loss: 0.5703	LR: 0.020000
Training Epoch: 24 [38144/45000]	Loss: 0.4817	LR: 0.020000
Training Epoch: 24 [38400/45000]	Loss: 0.6114	LR: 0.020000
Training Epoch: 24 [38656/45000]	Loss: 0.6114	LR: 0.020000
Training Epoch: 24 [38912/45000]	Loss: 0.5133	LR: 0.020000
Training Epoch: 24 [39168/45000]	Loss: 0.5443	LR: 0.020000
Training Epoch: 24 [39424/45000]	Loss: 0.6088	LR: 0.020000
Training Epoch: 24 [39680/45000]	Loss: 0.5639	LR: 0.020000
Training Epoch: 24 [39936/45000]	Loss: 0.5960	LR: 0.020000
Training Epoch: 24 [40192/45000]	Loss: 0.5531	LR: 0.020000
Training Epoch: 24 [40448/45000]	Loss: 0.5259	LR: 0.020000
Training Epoch: 24 [40704/45000]	Loss: 0.6176	LR: 0.020000
Training Epoch: 24 [40960/45000]	Loss: 0.5520	LR: 0.020000
Training Epoch: 24 [41216/45000]	Loss: 0.6158	LR: 0.020000
Training Epoch: 24 [41472/45000]	Loss: 0.5955	LR: 0.020000
Training Epoch: 24 [41728/45000]	Loss: 0.6446	LR: 0.020000
Training Epoch: 24 [41984/45000]	Loss: 0.5404	LR: 0.020000
Training Epoch: 24 [42240/45000]	Loss: 0.5527	LR: 0.020000
Training Epoch: 24 [42496/45000]	Loss: 0.5067	LR: 0.020000
Training Epoch: 24 [42752/45000]	Loss: 0.5555	LR: 0.020000
Training Epoch: 24 [43008/45000]	Loss: 0.7033	LR: 0.020000
Training Epoch: 24 [43264/45000]	Loss: 0.7238	LR: 0.020000
Training Epoch: 24 [43520/45000]	Loss: 0.6056	LR: 0.020000
Training Epoch: 24 [43776/45000]	Loss: 0.6271	LR: 0.020000
Training Epoch: 24 [44032/45000]	Loss: 0.5970	LR: 0.020000
Training Epoch: 24 [44288/45000]	Loss: 0.5908	LR: 0.020000
Training Epoch: 24 [44544/45000]	Loss: 0.5839	LR: 0.020000
Training Epoch: 24 [44800/45000]	Loss: 0.6823	LR: 0.020000
Training Epoch: 24 [45000/45000]	Loss: 0.5814	LR: 0.020000
Epoch 24 - Average Train Loss: 0.5682, Train Accuracy: 0.8165
Epoch 24 training time consumed: 24.59s
Evaluating Network.....
Test set: Epoch: 24, Average loss: 0.0037, Accuracy: 0.7199, Time consumed:0.93s
Training Epoch: 25 [256/45000]	Loss: 0.4700	LR: 0.020000
Training Epoch: 25 [512/45000]	Loss: 0.5770	LR: 0.020000
Training Epoch: 25 [768/45000]	Loss: 0.4567	LR: 0.020000
Training Epoch: 25 [1024/45000]	Loss: 0.4606	LR: 0.020000
Training Epoch: 25 [1280/45000]	Loss: 0.5776	LR: 0.020000
Training Epoch: 25 [1536/45000]	Loss: 0.6793	LR: 0.020000
Training Epoch: 25 [1792/45000]	Loss: 0.4961	LR: 0.020000
Training Epoch: 25 [2048/45000]	Loss: 0.5052	LR: 0.020000
Training Epoch: 25 [2304/45000]	Loss: 0.5072	LR: 0.020000
Training Epoch: 25 [2560/45000]	Loss: 0.5002	LR: 0.020000
Training Epoch: 25 [2816/45000]	Loss: 0.5677	LR: 0.020000
Training Epoch: 25 [3072/45000]	Loss: 0.6216	LR: 0.020000
Training Epoch: 25 [3328/45000]	Loss: 0.6031	LR: 0.020000
Training Epoch: 25 [3584/45000]	Loss: 0.5616	LR: 0.020000
Training Epoch: 25 [3840/45000]	Loss: 0.5370	LR: 0.020000
Training Epoch: 25 [4096/45000]	Loss: 0.6102	LR: 0.020000
Training Epoch: 25 [4352/45000]	Loss: 0.4968	LR: 0.020000
Training Epoch: 25 [4608/45000]	Loss: 0.6055	LR: 0.020000
Training Epoch: 25 [4864/45000]	Loss: 0.4487	LR: 0.020000
Training Epoch: 25 [5120/45000]	Loss: 0.5161	LR: 0.020000
Training Epoch: 25 [5376/45000]	Loss: 0.6262	LR: 0.020000
Training Epoch: 25 [5632/45000]	Loss: 0.4963	LR: 0.020000
Training Epoch: 25 [5888/45000]	Loss: 0.5231	LR: 0.020000
Training Epoch: 25 [6144/45000]	Loss: 0.4657	LR: 0.020000
Training Epoch: 25 [6400/45000]	Loss: 0.5624	LR: 0.020000
Training Epoch: 25 [6656/45000]	Loss: 0.5063	LR: 0.020000
Training Epoch: 25 [6912/45000]	Loss: 0.5725	LR: 0.020000
Training Epoch: 25 [7168/45000]	Loss: 0.4812	LR: 0.020000
Training Epoch: 25 [7424/45000]	Loss: 0.4976	LR: 0.020000
Training Epoch: 25 [7680/45000]	Loss: 0.5503	LR: 0.020000
Training Epoch: 25 [7936/45000]	Loss: 0.5036	LR: 0.020000
Training Epoch: 25 [8192/45000]	Loss: 0.5942	LR: 0.020000
Training Epoch: 25 [8448/45000]	Loss: 0.5301	LR: 0.020000
Training Epoch: 25 [8704/45000]	Loss: 0.5707	LR: 0.020000
Training Epoch: 25 [8960/45000]	Loss: 0.6039	LR: 0.020000
Training Epoch: 25 [9216/45000]	Loss: 0.6250	LR: 0.020000
Training Epoch: 25 [9472/45000]	Loss: 0.5320	LR: 0.020000
Training Epoch: 25 [9728/45000]	Loss: 0.5626	LR: 0.020000
Training Epoch: 25 [9984/45000]	Loss: 0.5870	LR: 0.020000
Training Epoch: 25 [10240/45000]	Loss: 0.5162	LR: 0.020000
Training Epoch: 25 [10496/45000]	Loss: 0.5619	LR: 0.020000
Training Epoch: 25 [10752/45000]	Loss: 0.5509	LR: 0.020000
Training Epoch: 25 [11008/45000]	Loss: 0.5081	LR: 0.020000
Training Epoch: 25 [11264/45000]	Loss: 0.4482	LR: 0.020000
Training Epoch: 25 [11520/45000]	Loss: 0.5522	LR: 0.020000
Training Epoch: 25 [11776/45000]	Loss: 0.5386	LR: 0.020000
Training Epoch: 25 [12032/45000]	Loss: 0.6203	LR: 0.020000
Training Epoch: 25 [12288/45000]	Loss: 0.4873	LR: 0.020000
Training Epoch: 25 [12544/45000]	Loss: 0.4702	LR: 0.020000
Training Epoch: 25 [12800/45000]	Loss: 0.5972	LR: 0.020000
Training Epoch: 25 [13056/45000]	Loss: 0.5410	LR: 0.020000
Training Epoch: 25 [13312/45000]	Loss: 0.5128	LR: 0.020000
Training Epoch: 25 [13568/45000]	Loss: 0.4691	LR: 0.020000
Training Epoch: 25 [13824/45000]	Loss: 0.4938	LR: 0.020000
Training Epoch: 25 [14080/45000]	Loss: 0.5296	LR: 0.020000
Training Epoch: 25 [14336/45000]	Loss: 0.5220	LR: 0.020000
Training Epoch: 25 [14592/45000]	Loss: 0.5254	LR: 0.020000
Training Epoch: 25 [14848/45000]	Loss: 0.5642	LR: 0.020000
Training Epoch: 25 [15104/45000]	Loss: 0.5850	LR: 0.020000
Training Epoch: 25 [15360/45000]	Loss: 0.5981	LR: 0.020000
Training Epoch: 25 [15616/45000]	Loss: 0.4764	LR: 0.020000
Training Epoch: 25 [15872/45000]	Loss: 0.5804	LR: 0.020000
Training Epoch: 25 [16128/45000]	Loss: 0.5797	LR: 0.020000
Training Epoch: 25 [16384/45000]	Loss: 0.4830	LR: 0.020000
Training Epoch: 25 [16640/45000]	Loss: 0.5912	LR: 0.020000
Training Epoch: 25 [16896/45000]	Loss: 0.6216	LR: 0.020000
Training Epoch: 25 [17152/45000]	Loss: 0.4760	LR: 0.020000
Training Epoch: 25 [17408/45000]	Loss: 0.6002	LR: 0.020000
Training Epoch: 25 [17664/45000]	Loss: 0.7273	LR: 0.020000
Training Epoch: 25 [17920/45000]	Loss: 0.5238	LR: 0.020000
Training Epoch: 25 [18176/45000]	Loss: 0.5465	LR: 0.020000
Training Epoch: 25 [18432/45000]	Loss: 0.6695	LR: 0.020000
Training Epoch: 25 [18688/45000]	Loss: 0.6268	LR: 0.020000
Training Epoch: 25 [18944/45000]	Loss: 0.5664	LR: 0.020000
Training Epoch: 25 [19200/45000]	Loss: 0.7058	LR: 0.020000
Training Epoch: 25 [19456/45000]	Loss: 0.5518	LR: 0.020000
Training Epoch: 25 [19712/45000]	Loss: 0.6355	LR: 0.020000
Training Epoch: 25 [19968/45000]	Loss: 0.5040	LR: 0.020000
Training Epoch: 25 [20224/45000]	Loss: 0.4859	LR: 0.020000
Training Epoch: 25 [20480/45000]	Loss: 0.5939	LR: 0.020000
Training Epoch: 25 [20736/45000]	Loss: 0.5661	LR: 0.020000
Training Epoch: 25 [20992/45000]	Loss: 0.5470	LR: 0.020000
Training Epoch: 25 [21248/45000]	Loss: 0.5700	LR: 0.020000
Training Epoch: 25 [21504/45000]	Loss: 0.5210	LR: 0.020000
Training Epoch: 25 [21760/45000]	Loss: 0.5495	LR: 0.020000
Training Epoch: 25 [22016/45000]	Loss: 0.5633	LR: 0.020000
Training Epoch: 25 [22272/45000]	Loss: 0.4155	LR: 0.020000
Training Epoch: 25 [22528/45000]	Loss: 0.6289	LR: 0.020000
Training Epoch: 25 [22784/45000]	Loss: 0.5369	LR: 0.020000
Training Epoch: 25 [23040/45000]	Loss: 0.5740	LR: 0.020000
Training Epoch: 25 [23296/45000]	Loss: 0.4315	LR: 0.020000
Training Epoch: 25 [23552/45000]	Loss: 0.5806	LR: 0.020000
Training Epoch: 25 [23808/45000]	Loss: 0.5847	LR: 0.020000
Training Epoch: 25 [24064/45000]	Loss: 0.6409	LR: 0.020000
Training Epoch: 25 [24320/45000]	Loss: 0.5293	LR: 0.020000
Training Epoch: 25 [24576/45000]	Loss: 0.5343	LR: 0.020000
Training Epoch: 25 [24832/45000]	Loss: 0.4659	LR: 0.020000
Training Epoch: 25 [25088/45000]	Loss: 0.6195	LR: 0.020000
Training Epoch: 25 [25344/45000]	Loss: 0.5088	LR: 0.020000
Training Epoch: 25 [25600/45000]	Loss: 0.6290	LR: 0.020000
Training Epoch: 25 [25856/45000]	Loss: 0.5155	LR: 0.020000
Training Epoch: 25 [26112/45000]	Loss: 0.6133	LR: 0.020000
Training Epoch: 25 [26368/45000]	Loss: 0.5288	LR: 0.020000
Training Epoch: 25 [26624/45000]	Loss: 0.6134	LR: 0.020000
Training Epoch: 25 [26880/45000]	Loss: 0.5575	LR: 0.020000
Training Epoch: 25 [27136/45000]	Loss: 0.5199	LR: 0.020000
Training Epoch: 25 [27392/45000]	Loss: 0.4945	LR: 0.020000
Training Epoch: 25 [27648/45000]	Loss: 0.6020	LR: 0.020000
Training Epoch: 25 [27904/45000]	Loss: 0.5802	LR: 0.020000
Training Epoch: 25 [28160/45000]	Loss: 0.4906	LR: 0.020000
Training Epoch: 25 [28416/45000]	Loss: 0.6917	LR: 0.020000
Training Epoch: 25 [28672/45000]	Loss: 0.5566	LR: 0.020000
Training Epoch: 25 [28928/45000]	Loss: 0.6734	LR: 0.020000
Training Epoch: 25 [29184/45000]	Loss: 0.5512	LR: 0.020000
Training Epoch: 25 [29440/45000]	Loss: 0.5638	LR: 0.020000
Training Epoch: 25 [29696/45000]	Loss: 0.5632	LR: 0.020000
Training Epoch: 25 [29952/45000]	Loss: 0.4976	LR: 0.020000
Training Epoch: 25 [30208/45000]	Loss: 0.4580	LR: 0.020000
Training Epoch: 25 [30464/45000]	Loss: 0.5721	LR: 0.020000
Training Epoch: 25 [30720/45000]	Loss: 0.6178	LR: 0.020000
Training Epoch: 25 [30976/45000]	Loss: 0.5150	LR: 0.020000
Training Epoch: 25 [31232/45000]	Loss: 0.5517	LR: 0.020000
Training Epoch: 25 [31488/45000]	Loss: 0.6228	LR: 0.020000
Training Epoch: 25 [31744/45000]	Loss: 0.5429	LR: 0.020000
Training Epoch: 25 [32000/45000]	Loss: 0.6111	LR: 0.020000
Training Epoch: 25 [32256/45000]	Loss: 0.6364	LR: 0.020000
Training Epoch: 25 [32512/45000]	Loss: 0.5921	LR: 0.020000
Training Epoch: 25 [32768/45000]	Loss: 0.5956	LR: 0.020000
Training Epoch: 25 [33024/45000]	Loss: 0.5655	LR: 0.020000
Training Epoch: 25 [33280/45000]	Loss: 0.5590	LR: 0.020000
Training Epoch: 25 [33536/45000]	Loss: 0.4927	LR: 0.020000
Training Epoch: 25 [33792/45000]	Loss: 0.5674	LR: 0.020000
Training Epoch: 25 [34048/45000]	Loss: 0.5081	LR: 0.020000
Training Epoch: 25 [34304/45000]	Loss: 0.5525	LR: 0.020000
Training Epoch: 25 [34560/45000]	Loss: 0.5006	LR: 0.020000
Training Epoch: 25 [34816/45000]	Loss: 0.5204	LR: 0.020000
Training Epoch: 25 [35072/45000]	Loss: 0.4711	LR: 0.020000
Training Epoch: 25 [35328/45000]	Loss: 0.5936	LR: 0.020000
Training Epoch: 25 [35584/45000]	Loss: 0.6184	LR: 0.020000
Training Epoch: 25 [35840/45000]	Loss: 0.6331	LR: 0.020000
Training Epoch: 25 [36096/45000]	Loss: 0.6099	LR: 0.020000
Training Epoch: 25 [36352/45000]	Loss: 0.6160	LR: 0.020000
Training Epoch: 25 [36608/45000]	Loss: 0.5694	LR: 0.020000
Training Epoch: 25 [36864/45000]	Loss: 0.4778	LR: 0.020000
Training Epoch: 25 [37120/45000]	Loss: 0.5735	LR: 0.020000
Training Epoch: 25 [37376/45000]	Loss: 0.3792	LR: 0.020000
Training Epoch: 25 [37632/45000]	Loss: 0.5601	LR: 0.020000
Training Epoch: 25 [37888/45000]	Loss: 0.6414	LR: 0.020000
Training Epoch: 25 [38144/45000]	Loss: 0.5989	LR: 0.020000
Training Epoch: 25 [38400/45000]	Loss: 0.4870	LR: 0.020000
Training Epoch: 25 [38656/45000]	Loss: 0.4645	LR: 0.020000
Training Epoch: 25 [38912/45000]	Loss: 0.4787	LR: 0.020000
Training Epoch: 25 [39168/45000]	Loss: 0.6265	LR: 0.020000
Training Epoch: 25 [39424/45000]	Loss: 0.5977	LR: 0.020000
Training Epoch: 25 [39680/45000]	Loss: 0.5064	LR: 0.020000
Training Epoch: 25 [39936/45000]	Loss: 0.5026	LR: 0.020000
Training Epoch: 25 [40192/45000]	Loss: 0.6348	LR: 0.020000
Training Epoch: 25 [40448/45000]	Loss: 0.5446	LR: 0.020000
Training Epoch: 25 [40704/45000]	Loss: 0.6001	LR: 0.020000
Training Epoch: 25 [40960/45000]	Loss: 0.6079	LR: 0.020000
Training Epoch: 25 [41216/45000]	Loss: 0.6094	LR: 0.020000
Training Epoch: 25 [41472/45000]	Loss: 0.5362	LR: 0.020000
Training Epoch: 25 [41728/45000]	Loss: 0.4815	LR: 0.020000
Training Epoch: 25 [41984/45000]	Loss: 0.5825	LR: 0.020000
Training Epoch: 25 [42240/45000]	Loss: 0.6175	LR: 0.020000
Training Epoch: 25 [42496/45000]	Loss: 0.5653	LR: 0.020000
Training Epoch: 25 [42752/45000]	Loss: 0.6241	LR: 0.020000
Training Epoch: 25 [43008/45000]	Loss: 0.5135	LR: 0.020000
Training Epoch: 25 [43264/45000]	Loss: 0.6560	LR: 0.020000
Training Epoch: 25 [43520/45000]	Loss: 0.5931	LR: 0.020000
Training Epoch: 25 [43776/45000]	Loss: 0.4662	LR: 0.020000
Training Epoch: 25 [44032/45000]	Loss: 0.7400	LR: 0.020000
Training Epoch: 25 [44288/45000]	Loss: 0.5793	LR: 0.020000
Training Epoch: 25 [44544/45000]	Loss: 0.6208	LR: 0.020000
Training Epoch: 25 [44800/45000]	Loss: 0.5613	LR: 0.020000
Training Epoch: 25 [45000/45000]	Loss: 0.6062	LR: 0.020000
Epoch 25 - Average Train Loss: 0.5560, Train Accuracy: 0.8199
Epoch 25 training time consumed: 24.40s
Evaluating Network.....
Test set: Epoch: 25, Average loss: 0.0038, Accuracy: 0.7225, Time consumed:0.90s
Training Epoch: 26 [256/45000]	Loss: 0.5130	LR: 0.020000
Training Epoch: 26 [512/45000]	Loss: 0.5092	LR: 0.020000
Training Epoch: 26 [768/45000]	Loss: 0.4965	LR: 0.020000
Training Epoch: 26 [1024/45000]	Loss: 0.5114	LR: 0.020000
Training Epoch: 26 [1280/45000]	Loss: 0.5339	LR: 0.020000
Training Epoch: 26 [1536/45000]	Loss: 0.4746	LR: 0.020000
Training Epoch: 26 [1792/45000]	Loss: 0.4658	LR: 0.020000
Training Epoch: 26 [2048/45000]	Loss: 0.4629	LR: 0.020000
Training Epoch: 26 [2304/45000]	Loss: 0.6510	LR: 0.020000
Training Epoch: 26 [2560/45000]	Loss: 0.5478	LR: 0.020000
Training Epoch: 26 [2816/45000]	Loss: 0.5843	LR: 0.020000
Training Epoch: 26 [3072/45000]	Loss: 0.5161	LR: 0.020000
Training Epoch: 26 [3328/45000]	Loss: 0.5822	LR: 0.020000
Training Epoch: 26 [3584/45000]	Loss: 0.5332	LR: 0.020000
Training Epoch: 26 [3840/45000]	Loss: 0.5001	LR: 0.020000
Training Epoch: 26 [4096/45000]	Loss: 0.4289	LR: 0.020000
Training Epoch: 26 [4352/45000]	Loss: 0.4863	LR: 0.020000
Training Epoch: 26 [4608/45000]	Loss: 0.5371	LR: 0.020000
Training Epoch: 26 [4864/45000]	Loss: 0.4305	LR: 0.020000
Training Epoch: 26 [5120/45000]	Loss: 0.5280	LR: 0.020000
Training Epoch: 26 [5376/45000]	Loss: 0.4908	LR: 0.020000
Training Epoch: 26 [5632/45000]	Loss: 0.4592	LR: 0.020000
Training Epoch: 26 [5888/45000]	Loss: 0.4089	LR: 0.020000
Training Epoch: 26 [6144/45000]	Loss: 0.5440	LR: 0.020000
Training Epoch: 26 [6400/45000]	Loss: 0.4940	LR: 0.020000
Training Epoch: 26 [6656/45000]	Loss: 0.5436	LR: 0.020000
Training Epoch: 26 [6912/45000]	Loss: 0.5515	LR: 0.020000
Training Epoch: 26 [7168/45000]	Loss: 0.4395	LR: 0.020000
Training Epoch: 26 [7424/45000]	Loss: 0.4856	LR: 0.020000
Training Epoch: 26 [7680/45000]	Loss: 0.4077	LR: 0.020000
Training Epoch: 26 [7936/45000]	Loss: 0.5198	LR: 0.020000
Training Epoch: 26 [8192/45000]	Loss: 0.5990	LR: 0.020000
Training Epoch: 26 [8448/45000]	Loss: 0.3750	LR: 0.020000
Training Epoch: 26 [8704/45000]	Loss: 0.5275	LR: 0.020000
Training Epoch: 26 [8960/45000]	Loss: 0.5768	LR: 0.020000
Training Epoch: 26 [9216/45000]	Loss: 0.4788	LR: 0.020000
Training Epoch: 26 [9472/45000]	Loss: 0.5158	LR: 0.020000
Training Epoch: 26 [9728/45000]	Loss: 0.5060	LR: 0.020000
Training Epoch: 26 [9984/45000]	Loss: 0.4938	LR: 0.020000
Training Epoch: 26 [10240/45000]	Loss: 0.5253	LR: 0.020000
Training Epoch: 26 [10496/45000]	Loss: 0.5439	LR: 0.020000
Training Epoch: 26 [10752/45000]	Loss: 0.5385	LR: 0.020000
Training Epoch: 26 [11008/45000]	Loss: 0.4070	LR: 0.020000
Training Epoch: 26 [11264/45000]	Loss: 0.5208	LR: 0.020000
Training Epoch: 26 [11520/45000]	Loss: 0.5249	LR: 0.020000
Training Epoch: 26 [11776/45000]	Loss: 0.5699	LR: 0.020000
Training Epoch: 26 [12032/45000]	Loss: 0.4714	LR: 0.020000
Training Epoch: 26 [12288/45000]	Loss: 0.5676	LR: 0.020000
Training Epoch: 26 [12544/45000]	Loss: 0.6147	LR: 0.020000
Training Epoch: 26 [12800/45000]	Loss: 0.5363	LR: 0.020000
Training Epoch: 26 [13056/45000]	Loss: 0.5809	LR: 0.020000
Training Epoch: 26 [13312/45000]	Loss: 0.5408	LR: 0.020000
Training Epoch: 26 [13568/45000]	Loss: 0.4464	LR: 0.020000
Training Epoch: 26 [13824/45000]	Loss: 0.4870	LR: 0.020000
Training Epoch: 26 [14080/45000]	Loss: 0.5158	LR: 0.020000
Training Epoch: 26 [14336/45000]	Loss: 0.5452	LR: 0.020000
Training Epoch: 26 [14592/45000]	Loss: 0.6018	LR: 0.020000
Training Epoch: 26 [14848/45000]	Loss: 0.4512	LR: 0.020000
Training Epoch: 26 [15104/45000]	Loss: 0.5637	LR: 0.020000
Training Epoch: 26 [15360/45000]	Loss: 0.4447	LR: 0.020000
Training Epoch: 26 [15616/45000]	Loss: 0.4626	LR: 0.020000
Training Epoch: 26 [15872/45000]	Loss: 0.5238	LR: 0.020000
Training Epoch: 26 [16128/45000]	Loss: 0.5793	LR: 0.020000
Training Epoch: 26 [16384/45000]	Loss: 0.5049	LR: 0.020000
Training Epoch: 26 [16640/45000]	Loss: 0.5423	LR: 0.020000
Training Epoch: 26 [16896/45000]	Loss: 0.5010	LR: 0.020000
Training Epoch: 26 [17152/45000]	Loss: 0.4489	LR: 0.020000
Training Epoch: 26 [17408/45000]	Loss: 0.4386	LR: 0.020000
Training Epoch: 26 [17664/45000]	Loss: 0.5213	LR: 0.020000
Training Epoch: 26 [17920/45000]	Loss: 0.5850	LR: 0.020000
Training Epoch: 26 [18176/45000]	Loss: 0.5740	LR: 0.020000
Training Epoch: 26 [18432/45000]	Loss: 0.5787	LR: 0.020000
Training Epoch: 26 [18688/45000]	Loss: 0.4675	LR: 0.020000
Training Epoch: 26 [18944/45000]	Loss: 0.5250	LR: 0.020000
Training Epoch: 26 [19200/45000]	Loss: 0.5657	LR: 0.020000
Training Epoch: 26 [19456/45000]	Loss: 0.6055	LR: 0.020000
Training Epoch: 26 [19712/45000]	Loss: 0.5758	LR: 0.020000
Training Epoch: 26 [19968/45000]	Loss: 0.5674	LR: 0.020000
Training Epoch: 26 [20224/45000]	Loss: 0.6165	LR: 0.020000
Training Epoch: 26 [20480/45000]	Loss: 0.5959	LR: 0.020000
Training Epoch: 26 [20736/45000]	Loss: 0.5856	LR: 0.020000
Training Epoch: 26 [20992/45000]	Loss: 0.4961	LR: 0.020000
Training Epoch: 26 [21248/45000]	Loss: 0.6186	LR: 0.020000
Training Epoch: 26 [21504/45000]	Loss: 0.5180	LR: 0.020000
Training Epoch: 26 [21760/45000]	Loss: 0.5575	LR: 0.020000
Training Epoch: 26 [22016/45000]	Loss: 0.6101	LR: 0.020000
Training Epoch: 26 [22272/45000]	Loss: 0.4936	LR: 0.020000
Training Epoch: 26 [22528/45000]	Loss: 0.5800	LR: 0.020000
Training Epoch: 26 [22784/45000]	Loss: 0.6337	LR: 0.020000
Training Epoch: 26 [23040/45000]	Loss: 0.5851	LR: 0.020000
Training Epoch: 26 [23296/45000]	Loss: 0.5473	LR: 0.020000
Training Epoch: 26 [23552/45000]	Loss: 0.5205	LR: 0.020000
Training Epoch: 26 [23808/45000]	Loss: 0.5310	LR: 0.020000
Training Epoch: 26 [24064/45000]	Loss: 0.4990	LR: 0.020000
Training Epoch: 26 [24320/45000]	Loss: 0.5422	LR: 0.020000
Training Epoch: 26 [24576/45000]	Loss: 0.4811	LR: 0.020000
Training Epoch: 26 [24832/45000]	Loss: 0.4881	LR: 0.020000
Training Epoch: 26 [25088/45000]	Loss: 0.4657	LR: 0.020000
Training Epoch: 26 [25344/45000]	Loss: 0.6534	LR: 0.020000
Training Epoch: 26 [25600/45000]	Loss: 0.5740	LR: 0.020000
Training Epoch: 26 [25856/45000]	Loss: 0.5654	LR: 0.020000
Training Epoch: 26 [26112/45000]	Loss: 0.5134	LR: 0.020000
Training Epoch: 26 [26368/45000]	Loss: 0.5404	LR: 0.020000
Training Epoch: 26 [26624/45000]	Loss: 0.5981	LR: 0.020000
Training Epoch: 26 [26880/45000]	Loss: 0.5984	LR: 0.020000
Training Epoch: 26 [27136/45000]	Loss: 0.4752	LR: 0.020000
Training Epoch: 26 [27392/45000]	Loss: 0.5398	LR: 0.020000
Training Epoch: 26 [27648/45000]	Loss: 0.5879	LR: 0.020000
Training Epoch: 26 [27904/45000]	Loss: 0.6062	LR: 0.020000
Training Epoch: 26 [28160/45000]	Loss: 0.5903	LR: 0.020000
Training Epoch: 26 [28416/45000]	Loss: 0.6118	LR: 0.020000
Training Epoch: 26 [28672/45000]	Loss: 0.4988	LR: 0.020000
Training Epoch: 26 [28928/45000]	Loss: 0.5563	LR: 0.020000
Training Epoch: 26 [29184/45000]	Loss: 0.5456	LR: 0.020000
Training Epoch: 26 [29440/45000]	Loss: 0.5408	LR: 0.020000
Training Epoch: 26 [29696/45000]	Loss: 0.5729	LR: 0.020000
Training Epoch: 26 [29952/45000]	Loss: 0.5148	LR: 0.020000
Training Epoch: 26 [30208/45000]	Loss: 0.5744	LR: 0.020000
Training Epoch: 26 [30464/45000]	Loss: 0.5665	LR: 0.020000
Training Epoch: 26 [30720/45000]	Loss: 0.5911	LR: 0.020000
Training Epoch: 26 [30976/45000]	Loss: 0.4513	LR: 0.020000
Training Epoch: 26 [31232/45000]	Loss: 0.6316	LR: 0.020000
Training Epoch: 26 [31488/45000]	Loss: 0.4968	LR: 0.020000
Training Epoch: 26 [31744/45000]	Loss: 0.5391	LR: 0.020000
Training Epoch: 26 [32000/45000]	Loss: 0.5915	LR: 0.020000
Training Epoch: 26 [32256/45000]	Loss: 0.4956	LR: 0.020000
Training Epoch: 26 [32512/45000]	Loss: 0.5461	LR: 0.020000
Training Epoch: 26 [32768/45000]	Loss: 0.5775	LR: 0.020000
Training Epoch: 26 [33024/45000]	Loss: 0.5025	LR: 0.020000
Training Epoch: 26 [33280/45000]	Loss: 0.5460	LR: 0.020000
Training Epoch: 26 [33536/45000]	Loss: 0.5769	LR: 0.020000
Training Epoch: 26 [33792/45000]	Loss: 0.6264	LR: 0.020000
Training Epoch: 26 [34048/45000]	Loss: 0.6189	LR: 0.020000
Training Epoch: 26 [34304/45000]	Loss: 0.4880	LR: 0.020000
Training Epoch: 26 [34560/45000]	Loss: 0.6410	LR: 0.020000
Training Epoch: 26 [34816/45000]	Loss: 0.5880	LR: 0.020000
Training Epoch: 26 [35072/45000]	Loss: 0.5665	LR: 0.020000
Training Epoch: 26 [35328/45000]	Loss: 0.5865	LR: 0.020000
Training Epoch: 26 [35584/45000]	Loss: 0.6009	LR: 0.020000
Training Epoch: 26 [35840/45000]	Loss: 0.5481	LR: 0.020000
Training Epoch: 26 [36096/45000]	Loss: 0.5247	LR: 0.020000
Training Epoch: 26 [36352/45000]	Loss: 0.5677	LR: 0.020000
Training Epoch: 26 [36608/45000]	Loss: 0.6084	LR: 0.020000
Training Epoch: 26 [36864/45000]	Loss: 0.5632	LR: 0.020000
Training Epoch: 26 [37120/45000]	Loss: 0.6146	LR: 0.020000
Training Epoch: 26 [37376/45000]	Loss: 0.5583	LR: 0.020000
Training Epoch: 26 [37632/45000]	Loss: 0.5818	LR: 0.020000
Training Epoch: 26 [37888/45000]	Loss: 0.5257	LR: 0.020000
Training Epoch: 26 [38144/45000]	Loss: 0.5234	LR: 0.020000
Training Epoch: 26 [38400/45000]	Loss: 0.3881	LR: 0.020000
Training Epoch: 26 [38656/45000]	Loss: 0.6343	LR: 0.020000
Training Epoch: 26 [38912/45000]	Loss: 0.6380	LR: 0.020000
Training Epoch: 26 [39168/45000]	Loss: 0.4421	LR: 0.020000
Training Epoch: 26 [39424/45000]	Loss: 0.6346	LR: 0.020000
Training Epoch: 26 [39680/45000]	Loss: 0.5923	LR: 0.020000
Training Epoch: 26 [39936/45000]	Loss: 0.5584	LR: 0.020000
Training Epoch: 26 [40192/45000]	Loss: 0.6302	LR: 0.020000
Training Epoch: 26 [40448/45000]	Loss: 0.5878	LR: 0.020000
Training Epoch: 26 [40704/45000]	Loss: 0.5927	LR: 0.020000
Training Epoch: 26 [40960/45000]	Loss: 0.6867	LR: 0.020000
Training Epoch: 26 [41216/45000]	Loss: 0.6314	LR: 0.020000
Training Epoch: 26 [41472/45000]	Loss: 0.5574	LR: 0.020000
Training Epoch: 26 [41728/45000]	Loss: 0.5395	LR: 0.020000
Training Epoch: 26 [41984/45000]	Loss: 0.5915	LR: 0.020000
Training Epoch: 26 [42240/45000]	Loss: 0.6422	LR: 0.020000
Training Epoch: 26 [42496/45000]	Loss: 0.6573	LR: 0.020000
Training Epoch: 26 [42752/45000]	Loss: 0.6334	LR: 0.020000
Training Epoch: 26 [43008/45000]	Loss: 0.6588	LR: 0.020000
Training Epoch: 26 [43264/45000]	Loss: 0.5716	LR: 0.020000
Training Epoch: 26 [43520/45000]	Loss: 0.5317	LR: 0.020000
Training Epoch: 26 [43776/45000]	Loss: 0.6040	LR: 0.020000
Training Epoch: 26 [44032/45000]	Loss: 0.6722	LR: 0.020000
Training Epoch: 26 [44288/45000]	Loss: 0.6455	LR: 0.020000
Training Epoch: 26 [44544/45000]	Loss: 0.5159	LR: 0.020000
Training Epoch: 26 [44800/45000]	Loss: 0.6126	LR: 0.020000
Training Epoch: 26 [45000/45000]	Loss: 0.5141	LR: 0.020000
Epoch 26 - Average Train Loss: 0.5450, Train Accuracy: 0.8228
Epoch 26 training time consumed: 24.71s
Evaluating Network.....
Test set: Epoch: 26, Average loss: 0.0037, Accuracy: 0.7332, Time consumed:0.97s
Training Epoch: 27 [256/45000]	Loss: 0.5780	LR: 0.020000
Training Epoch: 27 [512/45000]	Loss: 0.4515	LR: 0.020000
Training Epoch: 27 [768/45000]	Loss: 0.4308	LR: 0.020000
Training Epoch: 27 [1024/45000]	Loss: 0.4959	LR: 0.020000
Training Epoch: 27 [1280/45000]	Loss: 0.5131	LR: 0.020000
Training Epoch: 27 [1536/45000]	Loss: 0.5062	LR: 0.020000
Training Epoch: 27 [1792/45000]	Loss: 0.4700	LR: 0.020000
Training Epoch: 27 [2048/45000]	Loss: 0.4970	LR: 0.020000
Training Epoch: 27 [2304/45000]	Loss: 0.5451	LR: 0.020000
Training Epoch: 27 [2560/45000]	Loss: 0.5770	LR: 0.020000
Training Epoch: 27 [2816/45000]	Loss: 0.4933	LR: 0.020000
Training Epoch: 27 [3072/45000]	Loss: 0.4719	LR: 0.020000
Training Epoch: 27 [3328/45000]	Loss: 0.5147	LR: 0.020000
Training Epoch: 27 [3584/45000]	Loss: 0.7099	LR: 0.020000
Training Epoch: 27 [3840/45000]	Loss: 0.5674	LR: 0.020000
Training Epoch: 27 [4096/45000]	Loss: 0.5065	LR: 0.020000
Training Epoch: 27 [4352/45000]	Loss: 0.4029	LR: 0.020000
Training Epoch: 27 [4608/45000]	Loss: 0.5693	LR: 0.020000
Training Epoch: 27 [4864/45000]	Loss: 0.4085	LR: 0.020000
Training Epoch: 27 [5120/45000]	Loss: 0.4991	LR: 0.020000
Training Epoch: 27 [5376/45000]	Loss: 0.6190	LR: 0.020000
Training Epoch: 27 [5632/45000]	Loss: 0.4940	LR: 0.020000
Training Epoch: 27 [5888/45000]	Loss: 0.5488	LR: 0.020000
Training Epoch: 27 [6144/45000]	Loss: 0.5063	LR: 0.020000
Training Epoch: 27 [6400/45000]	Loss: 0.5306	LR: 0.020000
Training Epoch: 27 [6656/45000]	Loss: 0.5452	LR: 0.020000
Training Epoch: 27 [6912/45000]	Loss: 0.4941	LR: 0.020000
Training Epoch: 27 [7168/45000]	Loss: 0.5748	LR: 0.020000
Training Epoch: 27 [7424/45000]	Loss: 0.6414	LR: 0.020000
Training Epoch: 27 [7680/45000]	Loss: 0.5685	LR: 0.020000
Training Epoch: 27 [7936/45000]	Loss: 0.5884	LR: 0.020000
Training Epoch: 27 [8192/45000]	Loss: 0.5133	LR: 0.020000
Training Epoch: 27 [8448/45000]	Loss: 0.5462	LR: 0.020000
Training Epoch: 27 [8704/45000]	Loss: 0.4844	LR: 0.020000
Training Epoch: 27 [8960/45000]	Loss: 0.4834	LR: 0.020000
Training Epoch: 27 [9216/45000]	Loss: 0.5518	LR: 0.020000
Training Epoch: 27 [9472/45000]	Loss: 0.5336	LR: 0.020000
Training Epoch: 27 [9728/45000]	Loss: 0.3588	LR: 0.020000
Training Epoch: 27 [9984/45000]	Loss: 0.4855	LR: 0.020000
Training Epoch: 27 [10240/45000]	Loss: 0.6321	LR: 0.020000
Training Epoch: 27 [10496/45000]	Loss: 0.4586	LR: 0.020000
Training Epoch: 27 [10752/45000]	Loss: 0.5629	LR: 0.020000
Training Epoch: 27 [11008/45000]	Loss: 0.5123	LR: 0.020000
Training Epoch: 27 [11264/45000]	Loss: 0.5484	LR: 0.020000
Training Epoch: 27 [11520/45000]	Loss: 0.5801	LR: 0.020000
Training Epoch: 27 [11776/45000]	Loss: 0.4858	LR: 0.020000
Training Epoch: 27 [12032/45000]	Loss: 0.5008	LR: 0.020000
Training Epoch: 27 [12288/45000]	Loss: 0.5638	LR: 0.020000
Training Epoch: 27 [12544/45000]	Loss: 0.5298	LR: 0.020000
Training Epoch: 27 [12800/45000]	Loss: 0.5844	LR: 0.020000
Training Epoch: 27 [13056/45000]	Loss: 0.5559	LR: 0.020000
Training Epoch: 27 [13312/45000]	Loss: 0.5033	LR: 0.020000
Training Epoch: 27 [13568/45000]	Loss: 0.5366	LR: 0.020000
Training Epoch: 27 [13824/45000]	Loss: 0.4502	LR: 0.020000
Training Epoch: 27 [14080/45000]	Loss: 0.4899	LR: 0.020000
Training Epoch: 27 [14336/45000]	Loss: 0.5788	LR: 0.020000
Training Epoch: 27 [14592/45000]	Loss: 0.4820	LR: 0.020000
Training Epoch: 27 [14848/45000]	Loss: 0.4915	LR: 0.020000
Training Epoch: 27 [15104/45000]	Loss: 0.5691	LR: 0.020000
Training Epoch: 27 [15360/45000]	Loss: 0.3990	LR: 0.020000
Training Epoch: 27 [15616/45000]	Loss: 0.4847	LR: 0.020000
Training Epoch: 27 [15872/45000]	Loss: 0.5482	LR: 0.020000
Training Epoch: 27 [16128/45000]	Loss: 0.5741	LR: 0.020000
Training Epoch: 27 [16384/45000]	Loss: 0.4913	LR: 0.020000
Training Epoch: 27 [16640/45000]	Loss: 0.5610	LR: 0.020000
Training Epoch: 27 [16896/45000]	Loss: 0.4879	LR: 0.020000
Training Epoch: 27 [17152/45000]	Loss: 0.6282	LR: 0.020000
Training Epoch: 27 [17408/45000]	Loss: 0.5686	LR: 0.020000
Training Epoch: 27 [17664/45000]	Loss: 0.5266	LR: 0.020000
Training Epoch: 27 [17920/45000]	Loss: 0.4758	LR: 0.020000
Training Epoch: 27 [18176/45000]	Loss: 0.5489	LR: 0.020000
Training Epoch: 27 [18432/45000]	Loss: 0.5811	LR: 0.020000
Training Epoch: 27 [18688/45000]	Loss: 0.6623	LR: 0.020000
Training Epoch: 27 [18944/45000]	Loss: 0.6012	LR: 0.020000
Training Epoch: 27 [19200/45000]	Loss: 0.5305	LR: 0.020000
Training Epoch: 27 [19456/45000]	Loss: 0.5794	LR: 0.020000
Training Epoch: 27 [19712/45000]	Loss: 0.4854	LR: 0.020000
Training Epoch: 27 [19968/45000]	Loss: 0.5223	LR: 0.020000
Training Epoch: 27 [20224/45000]	Loss: 0.6743	LR: 0.020000
Training Epoch: 27 [20480/45000]	Loss: 0.5481	LR: 0.020000
Training Epoch: 27 [20736/45000]	Loss: 0.5376	LR: 0.020000
Training Epoch: 27 [20992/45000]	Loss: 0.5757	LR: 0.020000
Training Epoch: 27 [21248/45000]	Loss: 0.5489	LR: 0.020000
Training Epoch: 27 [21504/45000]	Loss: 0.5096	LR: 0.020000
Training Epoch: 27 [21760/45000]	Loss: 0.6710	LR: 0.020000
Training Epoch: 27 [22016/45000]	Loss: 0.5170	LR: 0.020000
Training Epoch: 27 [22272/45000]	Loss: 0.4967	LR: 0.020000
Training Epoch: 27 [22528/45000]	Loss: 0.4664	LR: 0.020000
Training Epoch: 27 [22784/45000]	Loss: 0.5549	LR: 0.020000
Training Epoch: 27 [23040/45000]	Loss: 0.5124	LR: 0.020000
Training Epoch: 27 [23296/45000]	Loss: 0.4976	LR: 0.020000
Training Epoch: 27 [23552/45000]	Loss: 0.4748	LR: 0.020000
Training Epoch: 27 [23808/45000]	Loss: 0.5458	LR: 0.020000
Training Epoch: 27 [24064/45000]	Loss: 0.5734	LR: 0.020000
Training Epoch: 27 [24320/45000]	Loss: 0.5749	LR: 0.020000
Training Epoch: 27 [24576/45000]	Loss: 0.5641	LR: 0.020000
Training Epoch: 27 [24832/45000]	Loss: 0.4833	LR: 0.020000
Training Epoch: 27 [25088/45000]	Loss: 0.6012	LR: 0.020000
Training Epoch: 27 [25344/45000]	Loss: 0.4930	LR: 0.020000
Training Epoch: 27 [25600/45000]	Loss: 0.6517	LR: 0.020000
Training Epoch: 27 [25856/45000]	Loss: 0.4065	LR: 0.020000
Training Epoch: 27 [26112/45000]	Loss: 0.5423	LR: 0.020000
Training Epoch: 27 [26368/45000]	Loss: 0.6039	LR: 0.020000
Training Epoch: 27 [26624/45000]	Loss: 0.4107	LR: 0.020000
Training Epoch: 27 [26880/45000]	Loss: 0.5469	LR: 0.020000
Training Epoch: 27 [27136/45000]	Loss: 0.5646	LR: 0.020000
Training Epoch: 27 [27392/45000]	Loss: 0.5776	LR: 0.020000
Training Epoch: 27 [27648/45000]	Loss: 0.6510	LR: 0.020000
Training Epoch: 27 [27904/45000]	Loss: 0.4574	LR: 0.020000
Training Epoch: 27 [28160/45000]	Loss: 0.5130	LR: 0.020000
Training Epoch: 27 [28416/45000]	Loss: 0.5316	LR: 0.020000
Training Epoch: 27 [28672/45000]	Loss: 0.5329	LR: 0.020000
Training Epoch: 27 [28928/45000]	Loss: 0.4290	LR: 0.020000
Training Epoch: 27 [29184/45000]	Loss: 0.5916	LR: 0.020000
Training Epoch: 27 [29440/45000]	Loss: 0.4921	LR: 0.020000
Training Epoch: 27 [29696/45000]	Loss: 0.5235	LR: 0.020000
Training Epoch: 27 [29952/45000]	Loss: 0.5935	LR: 0.020000
Training Epoch: 27 [30208/45000]	Loss: 0.5357	LR: 0.020000
Training Epoch: 27 [30464/45000]	Loss: 0.5626	LR: 0.020000
Training Epoch: 27 [30720/45000]	Loss: 0.6214	LR: 0.020000
Training Epoch: 27 [30976/45000]	Loss: 0.5291	LR: 0.020000
Training Epoch: 27 [31232/45000]	Loss: 0.5534	LR: 0.020000
Training Epoch: 27 [31488/45000]	Loss: 0.5157	LR: 0.020000
Training Epoch: 27 [31744/45000]	Loss: 0.6433	LR: 0.020000
Training Epoch: 27 [32000/45000]	Loss: 0.5793	LR: 0.020000
Training Epoch: 27 [32256/45000]	Loss: 0.5859	LR: 0.020000
Training Epoch: 27 [32512/45000]	Loss: 0.4614	LR: 0.020000
Training Epoch: 27 [32768/45000]	Loss: 0.6074	LR: 0.020000
Training Epoch: 27 [33024/45000]	Loss: 0.6039	LR: 0.020000
Training Epoch: 27 [33280/45000]	Loss: 0.5312	LR: 0.020000
Training Epoch: 27 [33536/45000]	Loss: 0.5784	LR: 0.020000
Training Epoch: 27 [33792/45000]	Loss: 0.5452	LR: 0.020000
Training Epoch: 27 [34048/45000]	Loss: 0.5199	LR: 0.020000
Training Epoch: 27 [34304/45000]	Loss: 0.5364	LR: 0.020000
Training Epoch: 27 [34560/45000]	Loss: 0.5465	LR: 0.020000
Training Epoch: 27 [34816/45000]	Loss: 0.5775	LR: 0.020000
Training Epoch: 27 [35072/45000]	Loss: 0.6921	LR: 0.020000
Training Epoch: 27 [35328/45000]	Loss: 0.5097	LR: 0.020000
Training Epoch: 27 [35584/45000]	Loss: 0.6096	LR: 0.020000
Training Epoch: 27 [35840/45000]	Loss: 0.4501	LR: 0.020000
Training Epoch: 27 [36096/45000]	Loss: 0.5696	LR: 0.020000
Training Epoch: 27 [36352/45000]	Loss: 0.5877	LR: 0.020000
Training Epoch: 27 [36608/45000]	Loss: 0.5153	LR: 0.020000
Training Epoch: 27 [36864/45000]	Loss: 0.5770	LR: 0.020000
Training Epoch: 27 [37120/45000]	Loss: 0.5974	LR: 0.020000
Training Epoch: 27 [37376/45000]	Loss: 0.5355	LR: 0.020000
Training Epoch: 27 [37632/45000]	Loss: 0.5613	LR: 0.020000
Training Epoch: 27 [37888/45000]	Loss: 0.5941	LR: 0.020000
Training Epoch: 27 [38144/45000]	Loss: 0.4863	LR: 0.020000
Training Epoch: 27 [38400/45000]	Loss: 0.4880	LR: 0.020000
Training Epoch: 27 [38656/45000]	Loss: 0.5467	LR: 0.020000
Training Epoch: 27 [38912/45000]	Loss: 0.5332	LR: 0.020000
Training Epoch: 27 [39168/45000]	Loss: 0.5841	LR: 0.020000
Training Epoch: 27 [39424/45000]	Loss: 0.6808	LR: 0.020000
Training Epoch: 27 [39680/45000]	Loss: 0.5466	LR: 0.020000
Training Epoch: 27 [39936/45000]	Loss: 0.5805	LR: 0.020000
Training Epoch: 27 [40192/45000]	Loss: 0.6331	LR: 0.020000
Training Epoch: 27 [40448/45000]	Loss: 0.4946	LR: 0.020000
Training Epoch: 27 [40704/45000]	Loss: 0.6326	LR: 0.020000
Training Epoch: 27 [40960/45000]	Loss: 0.5269	LR: 0.020000
Training Epoch: 27 [41216/45000]	Loss: 0.5060	LR: 0.020000
Training Epoch: 27 [41472/45000]	Loss: 0.5086	LR: 0.020000
Training Epoch: 27 [41728/45000]	Loss: 0.5208	LR: 0.020000
Training Epoch: 27 [41984/45000]	Loss: 0.5211	LR: 0.020000
Training Epoch: 27 [42240/45000]	Loss: 0.4517	LR: 0.020000
Training Epoch: 27 [42496/45000]	Loss: 0.5368	LR: 0.020000
Training Epoch: 27 [42752/45000]	Loss: 0.5785	LR: 0.020000
Training Epoch: 27 [43008/45000]	Loss: 0.5760	LR: 0.020000
Training Epoch: 27 [43264/45000]	Loss: 0.5812	LR: 0.020000
Training Epoch: 27 [43520/45000]	Loss: 0.5761	LR: 0.020000
Training Epoch: 27 [43776/45000]	Loss: 0.5254	LR: 0.020000
Training Epoch: 27 [44032/45000]	Loss: 0.6159	LR: 0.020000
Training Epoch: 27 [44288/45000]	Loss: 0.5746	LR: 0.020000
Training Epoch: 27 [44544/45000]	Loss: 0.5174	LR: 0.020000
Training Epoch: 27 [44800/45000]	Loss: 0.4930	LR: 0.020000
Training Epoch: 27 [45000/45000]	Loss: 0.5994	LR: 0.020000
Epoch 27 - Average Train Loss: 0.5399, Train Accuracy: 0.8253
Epoch 27 training time consumed: 24.48s
Evaluating Network.....
Test set: Epoch: 27, Average loss: 0.0040, Accuracy: 0.7200, Time consumed:0.88s
Training Epoch: 28 [256/45000]	Loss: 0.5261	LR: 0.020000
Training Epoch: 28 [512/45000]	Loss: 0.5425	LR: 0.020000
Training Epoch: 28 [768/45000]	Loss: 0.4185	LR: 0.020000
Training Epoch: 28 [1024/45000]	Loss: 0.4081	LR: 0.020000
Training Epoch: 28 [1280/45000]	Loss: 0.5428	LR: 0.020000
Training Epoch: 28 [1536/45000]	Loss: 0.5126	LR: 0.020000
Training Epoch: 28 [1792/45000]	Loss: 0.5132	LR: 0.020000
Training Epoch: 28 [2048/45000]	Loss: 0.5871	LR: 0.020000
Training Epoch: 28 [2304/45000]	Loss: 0.5399	LR: 0.020000
Training Epoch: 28 [2560/45000]	Loss: 0.4892	LR: 0.020000
Training Epoch: 28 [2816/45000]	Loss: 0.3656	LR: 0.020000
Training Epoch: 28 [3072/45000]	Loss: 0.5572	LR: 0.020000
Training Epoch: 28 [3328/45000]	Loss: 0.4902	LR: 0.020000
Training Epoch: 28 [3584/45000]	Loss: 0.5856	LR: 0.020000
Training Epoch: 28 [3840/45000]	Loss: 0.5213	LR: 0.020000
Training Epoch: 28 [4096/45000]	Loss: 0.5197	LR: 0.020000
Training Epoch: 28 [4352/45000]	Loss: 0.5556	LR: 0.020000
Training Epoch: 28 [4608/45000]	Loss: 0.4862	LR: 0.020000
Training Epoch: 28 [4864/45000]	Loss: 0.5101	LR: 0.020000
Training Epoch: 28 [5120/45000]	Loss: 0.4944	LR: 0.020000
Training Epoch: 28 [5376/45000]	Loss: 0.5218	LR: 0.020000
Training Epoch: 28 [5632/45000]	Loss: 0.5792	LR: 0.020000
Training Epoch: 28 [5888/45000]	Loss: 0.5009	LR: 0.020000
Training Epoch: 28 [6144/45000]	Loss: 0.4553	LR: 0.020000
Training Epoch: 28 [6400/45000]	Loss: 0.5110	LR: 0.020000
Training Epoch: 28 [6656/45000]	Loss: 0.6034	LR: 0.020000
Training Epoch: 28 [6912/45000]	Loss: 0.4796	LR: 0.020000
Training Epoch: 28 [7168/45000]	Loss: 0.5106	LR: 0.020000
Training Epoch: 28 [7424/45000]	Loss: 0.5105	LR: 0.020000
Training Epoch: 28 [7680/45000]	Loss: 0.5515	LR: 0.020000
Training Epoch: 28 [7936/45000]	Loss: 0.5387	LR: 0.020000
Training Epoch: 28 [8192/45000]	Loss: 0.4099	LR: 0.020000
Training Epoch: 28 [8448/45000]	Loss: 0.5608	LR: 0.020000
Training Epoch: 28 [8704/45000]	Loss: 0.5810	LR: 0.020000
Training Epoch: 28 [8960/45000]	Loss: 0.5331	LR: 0.020000
Training Epoch: 28 [9216/45000]	Loss: 0.5072	LR: 0.020000
Training Epoch: 28 [9472/45000]	Loss: 0.4891	LR: 0.020000
Training Epoch: 28 [9728/45000]	Loss: 0.5208	LR: 0.020000
Training Epoch: 28 [9984/45000]	Loss: 0.5098	LR: 0.020000
Training Epoch: 28 [10240/45000]	Loss: 0.5287	LR: 0.020000
Training Epoch: 28 [10496/45000]	Loss: 0.5595	LR: 0.020000
Training Epoch: 28 [10752/45000]	Loss: 0.4848	LR: 0.020000
Training Epoch: 28 [11008/45000]	Loss: 0.5121	LR: 0.020000
Training Epoch: 28 [11264/45000]	Loss: 0.5501	LR: 0.020000
Training Epoch: 28 [11520/45000]	Loss: 0.4761	LR: 0.020000
Training Epoch: 28 [11776/45000]	Loss: 0.5548	LR: 0.020000
Training Epoch: 28 [12032/45000]	Loss: 0.5680	LR: 0.020000
Training Epoch: 28 [12288/45000]	Loss: 0.5085	LR: 0.020000
Training Epoch: 28 [12544/45000]	Loss: 0.5486	LR: 0.020000
Training Epoch: 28 [12800/45000]	Loss: 0.5817	LR: 0.020000
Training Epoch: 28 [13056/45000]	Loss: 0.4258	LR: 0.020000
Training Epoch: 28 [13312/45000]	Loss: 0.5545	LR: 0.020000
Training Epoch: 28 [13568/45000]	Loss: 0.5570	LR: 0.020000
Training Epoch: 28 [13824/45000]	Loss: 0.4518	LR: 0.020000
Training Epoch: 28 [14080/45000]	Loss: 0.5481	LR: 0.020000
Training Epoch: 28 [14336/45000]	Loss: 0.4866	LR: 0.020000
Training Epoch: 28 [14592/45000]	Loss: 0.4749	LR: 0.020000
Training Epoch: 28 [14848/45000]	Loss: 0.4640	LR: 0.020000
Training Epoch: 28 [15104/45000]	Loss: 0.4084	LR: 0.020000
Training Epoch: 28 [15360/45000]	Loss: 0.4562	LR: 0.020000
Training Epoch: 28 [15616/45000]	Loss: 0.5352	LR: 0.020000
Training Epoch: 28 [15872/45000]	Loss: 0.5258	LR: 0.020000
Training Epoch: 28 [16128/45000]	Loss: 0.5094	LR: 0.020000
Training Epoch: 28 [16384/45000]	Loss: 0.4614	LR: 0.020000
Training Epoch: 28 [16640/45000]	Loss: 0.5727	LR: 0.020000
Training Epoch: 28 [16896/45000]	Loss: 0.4896	LR: 0.020000
Training Epoch: 28 [17152/45000]	Loss: 0.4387	LR: 0.020000
Training Epoch: 28 [17408/45000]	Loss: 0.5233	LR: 0.020000
Training Epoch: 28 [17664/45000]	Loss: 0.5665	LR: 0.020000
Training Epoch: 28 [17920/45000]	Loss: 0.5454	LR: 0.020000
Training Epoch: 28 [18176/45000]	Loss: 0.5513	LR: 0.020000
Training Epoch: 28 [18432/45000]	Loss: 0.5663	LR: 0.020000
Training Epoch: 28 [18688/45000]	Loss: 0.5305	LR: 0.020000
Training Epoch: 28 [18944/45000]	Loss: 0.5188	LR: 0.020000
Training Epoch: 28 [19200/45000]	Loss: 0.4743	LR: 0.020000
Training Epoch: 28 [19456/45000]	Loss: 0.6019	LR: 0.020000
Training Epoch: 28 [19712/45000]	Loss: 0.4606	LR: 0.020000
Training Epoch: 28 [19968/45000]	Loss: 0.4602	LR: 0.020000
Training Epoch: 28 [20224/45000]	Loss: 0.5179	LR: 0.020000
Training Epoch: 28 [20480/45000]	Loss: 0.5760	LR: 0.020000
Training Epoch: 28 [20736/45000]	Loss: 0.6097	LR: 0.020000
Training Epoch: 28 [20992/45000]	Loss: 0.5650	LR: 0.020000
Training Epoch: 28 [21248/45000]	Loss: 0.5107	LR: 0.020000
Training Epoch: 28 [21504/45000]	Loss: 0.5327	LR: 0.020000
Training Epoch: 28 [21760/45000]	Loss: 0.4610	LR: 0.020000
Training Epoch: 28 [22016/45000]	Loss: 0.6025	LR: 0.020000
Training Epoch: 28 [22272/45000]	Loss: 0.4410	LR: 0.020000
Training Epoch: 28 [22528/45000]	Loss: 0.5740	LR: 0.020000
Training Epoch: 28 [22784/45000]	Loss: 0.5333	LR: 0.020000
Training Epoch: 28 [23040/45000]	Loss: 0.5234	LR: 0.020000
Training Epoch: 28 [23296/45000]	Loss: 0.4620	LR: 0.020000
Training Epoch: 28 [23552/45000]	Loss: 0.5464	LR: 0.020000
Training Epoch: 28 [23808/45000]	Loss: 0.5362	LR: 0.020000
Training Epoch: 28 [24064/45000]	Loss: 0.5602	LR: 0.020000
Training Epoch: 28 [24320/45000]	Loss: 0.5772	LR: 0.020000
Training Epoch: 28 [24576/45000]	Loss: 0.5400	LR: 0.020000
Training Epoch: 28 [24832/45000]	Loss: 0.4742	LR: 0.020000
Training Epoch: 28 [25088/45000]	Loss: 0.4584	LR: 0.020000
Training Epoch: 28 [25344/45000]	Loss: 0.5995	LR: 0.020000
Training Epoch: 28 [25600/45000]	Loss: 0.5214	LR: 0.020000
Training Epoch: 28 [25856/45000]	Loss: 0.6219	LR: 0.020000
Training Epoch: 28 [26112/45000]	Loss: 0.4496	LR: 0.020000
Training Epoch: 28 [26368/45000]	Loss: 0.4640	LR: 0.020000
Training Epoch: 28 [26624/45000]	Loss: 0.5219	LR: 0.020000
Training Epoch: 28 [26880/45000]	Loss: 0.6315	LR: 0.020000
Training Epoch: 28 [27136/45000]	Loss: 0.5776	LR: 0.020000
Training Epoch: 28 [27392/45000]	Loss: 0.5709	LR: 0.020000
Training Epoch: 28 [27648/45000]	Loss: 0.4588	LR: 0.020000
Training Epoch: 28 [27904/45000]	Loss: 0.4936	LR: 0.020000
Training Epoch: 28 [28160/45000]	Loss: 0.6026	LR: 0.020000
Training Epoch: 28 [28416/45000]	Loss: 0.5152	LR: 0.020000
Training Epoch: 28 [28672/45000]	Loss: 0.5287	LR: 0.020000
Training Epoch: 28 [28928/45000]	Loss: 0.5803	LR: 0.020000
Training Epoch: 28 [29184/45000]	Loss: 0.5131	LR: 0.020000
Training Epoch: 28 [29440/45000]	Loss: 0.4679	LR: 0.020000
Training Epoch: 28 [29696/45000]	Loss: 0.5517	LR: 0.020000
Training Epoch: 28 [29952/45000]	Loss: 0.6177	LR: 0.020000
Training Epoch: 28 [30208/45000]	Loss: 0.5921	LR: 0.020000
Training Epoch: 28 [30464/45000]	Loss: 0.4875	LR: 0.020000
Training Epoch: 28 [30720/45000]	Loss: 0.6198	LR: 0.020000
Training Epoch: 28 [30976/45000]	Loss: 0.6386	LR: 0.020000
Training Epoch: 28 [31232/45000]	Loss: 0.5729	LR: 0.020000
Training Epoch: 28 [31488/45000]	Loss: 0.6795	LR: 0.020000
Training Epoch: 28 [31744/45000]	Loss: 0.5181	LR: 0.020000
Training Epoch: 28 [32000/45000]	Loss: 0.4710	LR: 0.020000
Training Epoch: 28 [32256/45000]	Loss: 0.4641	LR: 0.020000
Training Epoch: 28 [32512/45000]	Loss: 0.6703	LR: 0.020000
Training Epoch: 28 [32768/45000]	Loss: 0.5452	LR: 0.020000
Training Epoch: 28 [33024/45000]	Loss: 0.4389	LR: 0.020000
Training Epoch: 28 [33280/45000]	Loss: 0.5128	LR: 0.020000
Training Epoch: 28 [33536/45000]	Loss: 0.5522	LR: 0.020000
Training Epoch: 28 [33792/45000]	Loss: 0.5391	LR: 0.020000
Training Epoch: 28 [34048/45000]	Loss: 0.6069	LR: 0.020000
Training Epoch: 28 [34304/45000]	Loss: 0.5951	LR: 0.020000
Training Epoch: 28 [34560/45000]	Loss: 0.5505	LR: 0.020000
Training Epoch: 28 [34816/45000]	Loss: 0.4785	LR: 0.020000
Training Epoch: 28 [35072/45000]	Loss: 0.4609	LR: 0.020000
Training Epoch: 28 [35328/45000]	Loss: 0.4665	LR: 0.020000
Training Epoch: 28 [35584/45000]	Loss: 0.5251	LR: 0.020000
Training Epoch: 28 [35840/45000]	Loss: 0.5665	LR: 0.020000
Training Epoch: 28 [36096/45000]	Loss: 0.4309	LR: 0.020000
Training Epoch: 28 [36352/45000]	Loss: 0.5027	LR: 0.020000
Training Epoch: 28 [36608/45000]	Loss: 0.5043	LR: 0.020000
Training Epoch: 28 [36864/45000]	Loss: 0.5221	LR: 0.020000
Training Epoch: 28 [37120/45000]	Loss: 0.5492	LR: 0.020000
Training Epoch: 28 [37376/45000]	Loss: 0.4603	LR: 0.020000
Training Epoch: 28 [37632/45000]	Loss: 0.5716	LR: 0.020000
Training Epoch: 28 [37888/45000]	Loss: 0.5085	LR: 0.020000
Training Epoch: 28 [38144/45000]	Loss: 0.5424	LR: 0.020000
Training Epoch: 28 [38400/45000]	Loss: 0.5360	LR: 0.020000
Training Epoch: 28 [38656/45000]	Loss: 0.5895	LR: 0.020000
Training Epoch: 28 [38912/45000]	Loss: 0.5276	LR: 0.020000
Training Epoch: 28 [39168/45000]	Loss: 0.4571	LR: 0.020000
Training Epoch: 28 [39424/45000]	Loss: 0.5676	LR: 0.020000
Training Epoch: 28 [39680/45000]	Loss: 0.4708	LR: 0.020000
Training Epoch: 28 [39936/45000]	Loss: 0.6136	LR: 0.020000
Training Epoch: 28 [40192/45000]	Loss: 0.5535	LR: 0.020000
Training Epoch: 28 [40448/45000]	Loss: 0.4950	LR: 0.020000
Training Epoch: 28 [40704/45000]	Loss: 0.5624	LR: 0.020000
Training Epoch: 28 [40960/45000]	Loss: 0.4757	LR: 0.020000
Training Epoch: 28 [41216/45000]	Loss: 0.5335	LR: 0.020000
Training Epoch: 28 [41472/45000]	Loss: 0.5995	LR: 0.020000
Training Epoch: 28 [41728/45000]	Loss: 0.4757	LR: 0.020000
Training Epoch: 28 [41984/45000]	Loss: 0.4658	LR: 0.020000
Training Epoch: 28 [42240/45000]	Loss: 0.6057	LR: 0.020000
Training Epoch: 28 [42496/45000]	Loss: 0.6807	LR: 0.020000
Training Epoch: 28 [42752/45000]	Loss: 0.4520	LR: 0.020000
Training Epoch: 28 [43008/45000]	Loss: 0.5683	LR: 0.020000
Training Epoch: 28 [43264/45000]	Loss: 0.7161	LR: 0.020000
Training Epoch: 28 [43520/45000]	Loss: 0.5167	LR: 0.020000
Training Epoch: 28 [43776/45000]	Loss: 0.6278	LR: 0.020000
Training Epoch: 28 [44032/45000]	Loss: 0.5811	LR: 0.020000
Training Epoch: 28 [44288/45000]	Loss: 0.5385	LR: 0.020000
Training Epoch: 28 [44544/45000]	Loss: 0.5883	LR: 0.020000
Training Epoch: 28 [44800/45000]	Loss: 0.5471	LR: 0.020000
Training Epoch: 28 [45000/45000]	Loss: 0.5788	LR: 0.020000
Epoch 28 - Average Train Loss: 0.5285, Train Accuracy: 0.8275
Epoch 28 training time consumed: 24.46s
Evaluating Network.....
Test set: Epoch: 28, Average loss: 0.0039, Accuracy: 0.7243, Time consumed:0.97s
Training Epoch: 29 [256/45000]	Loss: 0.4497	LR: 0.020000
Training Epoch: 29 [512/45000]	Loss: 0.5088	LR: 0.020000
Training Epoch: 29 [768/45000]	Loss: 0.4321	LR: 0.020000
Training Epoch: 29 [1024/45000]	Loss: 0.5955	LR: 0.020000
Training Epoch: 29 [1280/45000]	Loss: 0.4610	LR: 0.020000
Training Epoch: 29 [1536/45000]	Loss: 0.4121	LR: 0.020000
Training Epoch: 29 [1792/45000]	Loss: 0.4718	LR: 0.020000
Training Epoch: 29 [2048/45000]	Loss: 0.5452	LR: 0.020000
Training Epoch: 29 [2304/45000]	Loss: 0.5747	LR: 0.020000
Training Epoch: 29 [2560/45000]	Loss: 0.5030	LR: 0.020000
Training Epoch: 29 [2816/45000]	Loss: 0.5623	LR: 0.020000
Training Epoch: 29 [3072/45000]	Loss: 0.4641	LR: 0.020000
Training Epoch: 29 [3328/45000]	Loss: 0.4404	LR: 0.020000
Training Epoch: 29 [3584/45000]	Loss: 0.6235	LR: 0.020000
Training Epoch: 29 [3840/45000]	Loss: 0.3843	LR: 0.020000
Training Epoch: 29 [4096/45000]	Loss: 0.4739	LR: 0.020000
Training Epoch: 29 [4352/45000]	Loss: 0.4290	LR: 0.020000
Training Epoch: 29 [4608/45000]	Loss: 0.4916	LR: 0.020000
Training Epoch: 29 [4864/45000]	Loss: 0.4896	LR: 0.020000
Training Epoch: 29 [5120/45000]	Loss: 0.5647	LR: 0.020000
Training Epoch: 29 [5376/45000]	Loss: 0.4927	LR: 0.020000
Training Epoch: 29 [5632/45000]	Loss: 0.5636	LR: 0.020000
Training Epoch: 29 [5888/45000]	Loss: 0.5657	LR: 0.020000
Training Epoch: 29 [6144/45000]	Loss: 0.5110	LR: 0.020000
Training Epoch: 29 [6400/45000]	Loss: 0.4968	LR: 0.020000
Training Epoch: 29 [6656/45000]	Loss: 0.5374	LR: 0.020000
Training Epoch: 29 [6912/45000]	Loss: 0.4765	LR: 0.020000
Training Epoch: 29 [7168/45000]	Loss: 0.5493	LR: 0.020000
Training Epoch: 29 [7424/45000]	Loss: 0.4696	LR: 0.020000
Training Epoch: 29 [7680/45000]	Loss: 0.4784	LR: 0.020000
Training Epoch: 29 [7936/45000]	Loss: 0.5997	LR: 0.020000
Training Epoch: 29 [8192/45000]	Loss: 0.4899	LR: 0.020000
Training Epoch: 29 [8448/45000]	Loss: 0.5209	LR: 0.020000
Training Epoch: 29 [8704/45000]	Loss: 0.5545	LR: 0.020000
Training Epoch: 29 [8960/45000]	Loss: 0.5198	LR: 0.020000
Training Epoch: 29 [9216/45000]	Loss: 0.6140	LR: 0.020000
Training Epoch: 29 [9472/45000]	Loss: 0.5752	LR: 0.020000
Training Epoch: 29 [9728/45000]	Loss: 0.4627	LR: 0.020000
Training Epoch: 29 [9984/45000]	Loss: 0.5382	LR: 0.020000
Training Epoch: 29 [10240/45000]	Loss: 0.5229	LR: 0.020000
Training Epoch: 29 [10496/45000]	Loss: 0.5065	LR: 0.020000
Training Epoch: 29 [10752/45000]	Loss: 0.5207	LR: 0.020000
Training Epoch: 29 [11008/45000]	Loss: 0.4884	LR: 0.020000
Training Epoch: 29 [11264/45000]	Loss: 0.5232	LR: 0.020000
Training Epoch: 29 [11520/45000]	Loss: 0.4386	LR: 0.020000
Training Epoch: 29 [11776/45000]	Loss: 0.5791	LR: 0.020000
Training Epoch: 29 [12032/45000]	Loss: 0.4654	LR: 0.020000
Training Epoch: 29 [12288/45000]	Loss: 0.4398	LR: 0.020000
Training Epoch: 29 [12544/45000]	Loss: 0.4780	LR: 0.020000
Training Epoch: 29 [12800/45000]	Loss: 0.5775	LR: 0.020000
Training Epoch: 29 [13056/45000]	Loss: 0.4321	LR: 0.020000
Training Epoch: 29 [13312/45000]	Loss: 0.4905	LR: 0.020000
Training Epoch: 29 [13568/45000]	Loss: 0.5130	LR: 0.020000
Training Epoch: 29 [13824/45000]	Loss: 0.5292	LR: 0.020000
Training Epoch: 29 [14080/45000]	Loss: 0.5234	LR: 0.020000
Training Epoch: 29 [14336/45000]	Loss: 0.6082	LR: 0.020000
Training Epoch: 29 [14592/45000]	Loss: 0.4951	LR: 0.020000
Training Epoch: 29 [14848/45000]	Loss: 0.5027	LR: 0.020000
Training Epoch: 29 [15104/45000]	Loss: 0.5782	LR: 0.020000
Training Epoch: 29 [15360/45000]	Loss: 0.5439	LR: 0.020000
Training Epoch: 29 [15616/45000]	Loss: 0.4854	LR: 0.020000
Training Epoch: 29 [15872/45000]	Loss: 0.5552	LR: 0.020000
Training Epoch: 29 [16128/45000]	Loss: 0.5742	LR: 0.020000
Training Epoch: 29 [16384/45000]	Loss: 0.5580	LR: 0.020000
Training Epoch: 29 [16640/45000]	Loss: 0.5482	LR: 0.020000
Training Epoch: 29 [16896/45000]	Loss: 0.5861	LR: 0.020000
Training Epoch: 29 [17152/45000]	Loss: 0.4990	LR: 0.020000
Training Epoch: 29 [17408/45000]	Loss: 0.4759	LR: 0.020000
Training Epoch: 29 [17664/45000]	Loss: 0.4670	LR: 0.020000
Training Epoch: 29 [17920/45000]	Loss: 0.4145	LR: 0.020000
Training Epoch: 29 [18176/45000]	Loss: 0.7042	LR: 0.020000
Training Epoch: 29 [18432/45000]	Loss: 0.4345	LR: 0.020000
Training Epoch: 29 [18688/45000]	Loss: 0.4602	LR: 0.020000
Training Epoch: 29 [18944/45000]	Loss: 0.4702	LR: 0.020000
Training Epoch: 29 [19200/45000]	Loss: 0.5036	LR: 0.020000
Training Epoch: 29 [19456/45000]	Loss: 0.4843	LR: 0.020000
Training Epoch: 29 [19712/45000]	Loss: 0.5055	LR: 0.020000
Training Epoch: 29 [19968/45000]	Loss: 0.4724	LR: 0.020000
Training Epoch: 29 [20224/45000]	Loss: 0.4936	LR: 0.020000
Training Epoch: 29 [20480/45000]	Loss: 0.4708	LR: 0.020000
Training Epoch: 29 [20736/45000]	Loss: 0.4340	LR: 0.020000
Training Epoch: 29 [20992/45000]	Loss: 0.4567	LR: 0.020000
Training Epoch: 29 [21248/45000]	Loss: 0.5405	LR: 0.020000
Training Epoch: 29 [21504/45000]	Loss: 0.5068	LR: 0.020000
Training Epoch: 29 [21760/45000]	Loss: 0.4741	LR: 0.020000
Training Epoch: 29 [22016/45000]	Loss: 0.5431	LR: 0.020000
Training Epoch: 29 [22272/45000]	Loss: 0.5672	LR: 0.020000
Training Epoch: 29 [22528/45000]	Loss: 0.5482	LR: 0.020000
Training Epoch: 29 [22784/45000]	Loss: 0.5771	LR: 0.020000
Training Epoch: 29 [23040/45000]	Loss: 0.5029	LR: 0.020000
Training Epoch: 29 [23296/45000]	Loss: 0.4884	LR: 0.020000
Training Epoch: 29 [23552/45000]	Loss: 0.5701	LR: 0.020000
Training Epoch: 29 [23808/45000]	Loss: 0.5876	LR: 0.020000
Training Epoch: 29 [24064/45000]	Loss: 0.6584	LR: 0.020000
Training Epoch: 29 [24320/45000]	Loss: 0.5233	LR: 0.020000
Training Epoch: 29 [24576/45000]	Loss: 0.5430	LR: 0.020000
Training Epoch: 29 [24832/45000]	Loss: 0.5550	LR: 0.020000
Training Epoch: 29 [25088/45000]	Loss: 0.5005	LR: 0.020000
Training Epoch: 29 [25344/45000]	Loss: 0.6411	LR: 0.020000
Training Epoch: 29 [25600/45000]	Loss: 0.5369	LR: 0.020000
Training Epoch: 29 [25856/45000]	Loss: 0.5849	LR: 0.020000
Training Epoch: 29 [26112/45000]	Loss: 0.4944	LR: 0.020000
Training Epoch: 29 [26368/45000]	Loss: 0.6281	LR: 0.020000
Training Epoch: 29 [26624/45000]	Loss: 0.4933	LR: 0.020000
Training Epoch: 29 [26880/45000]	Loss: 0.6107	LR: 0.020000
Training Epoch: 29 [27136/45000]	Loss: 0.5672	LR: 0.020000
Training Epoch: 29 [27392/45000]	Loss: 0.4266	LR: 0.020000
Training Epoch: 29 [27648/45000]	Loss: 0.5298	LR: 0.020000
Training Epoch: 29 [27904/45000]	Loss: 0.5517	LR: 0.020000
Training Epoch: 29 [28160/45000]	Loss: 0.3871	LR: 0.020000
Training Epoch: 29 [28416/45000]	Loss: 0.5715	LR: 0.020000
Training Epoch: 29 [28672/45000]	Loss: 0.4683	LR: 0.020000
Training Epoch: 29 [28928/45000]	Loss: 0.5594	LR: 0.020000
Training Epoch: 29 [29184/45000]	Loss: 0.6696	LR: 0.020000
Training Epoch: 29 [29440/45000]	Loss: 0.6381	LR: 0.020000
Training Epoch: 29 [29696/45000]	Loss: 0.5032	LR: 0.020000
Training Epoch: 29 [29952/45000]	Loss: 0.6355	LR: 0.020000
Training Epoch: 29 [30208/45000]	Loss: 0.5515	LR: 0.020000
Training Epoch: 29 [30464/45000]	Loss: 0.6492	LR: 0.020000
Training Epoch: 29 [30720/45000]	Loss: 0.5600	LR: 0.020000
Training Epoch: 29 [30976/45000]	Loss: 0.4465	LR: 0.020000
Training Epoch: 29 [31232/45000]	Loss: 0.5717	LR: 0.020000
Training Epoch: 29 [31488/45000]	Loss: 0.5526	LR: 0.020000
Training Epoch: 29 [31744/45000]	Loss: 0.5154	LR: 0.020000
Training Epoch: 29 [32000/45000]	Loss: 0.5297	LR: 0.020000
Training Epoch: 29 [32256/45000]	Loss: 0.5014	LR: 0.020000
Training Epoch: 29 [32512/45000]	Loss: 0.4728	LR: 0.020000
Training Epoch: 29 [32768/45000]	Loss: 0.5152	LR: 0.020000
Training Epoch: 29 [33024/45000]	Loss: 0.4453	LR: 0.020000
Training Epoch: 29 [33280/45000]	Loss: 0.4704	LR: 0.020000
Training Epoch: 29 [33536/45000]	Loss: 0.5201	LR: 0.020000
Training Epoch: 29 [33792/45000]	Loss: 0.5095	LR: 0.020000
Training Epoch: 29 [34048/45000]	Loss: 0.5817	LR: 0.020000
Training Epoch: 29 [34304/45000]	Loss: 0.5646	LR: 0.020000
Training Epoch: 29 [34560/45000]	Loss: 0.5941	LR: 0.020000
Training Epoch: 29 [34816/45000]	Loss: 0.4785	LR: 0.020000
Training Epoch: 29 [35072/45000]	Loss: 0.6700	LR: 0.020000
Training Epoch: 29 [35328/45000]	Loss: 0.6284	LR: 0.020000
Training Epoch: 29 [35584/45000]	Loss: 0.4645	LR: 0.020000
Training Epoch: 29 [35840/45000]	Loss: 0.5024	LR: 0.020000
Training Epoch: 29 [36096/45000]	Loss: 0.5764	LR: 0.020000
Training Epoch: 29 [36352/45000]	Loss: 0.5639	LR: 0.020000
Training Epoch: 29 [36608/45000]	Loss: 0.5347	LR: 0.020000
Training Epoch: 29 [36864/45000]	Loss: 0.5725	LR: 0.020000
Training Epoch: 29 [37120/45000]	Loss: 0.4596	LR: 0.020000
Training Epoch: 29 [37376/45000]	Loss: 0.6206	LR: 0.020000
Training Epoch: 29 [37632/45000]	Loss: 0.4838	LR: 0.020000
Training Epoch: 29 [37888/45000]	Loss: 0.4671	LR: 0.020000
Training Epoch: 29 [38144/45000]	Loss: 0.5363	LR: 0.020000
Training Epoch: 29 [38400/45000]	Loss: 0.5905	LR: 0.020000
Training Epoch: 29 [38656/45000]	Loss: 0.4609	LR: 0.020000
Training Epoch: 29 [38912/45000]	Loss: 0.5706	LR: 0.020000
Training Epoch: 29 [39168/45000]	Loss: 0.4792	LR: 0.020000
Training Epoch: 29 [39424/45000]	Loss: 0.4446	LR: 0.020000
Training Epoch: 29 [39680/45000]	Loss: 0.4679	LR: 0.020000
Training Epoch: 29 [39936/45000]	Loss: 0.5770	LR: 0.020000
Training Epoch: 29 [40192/45000]	Loss: 0.5307	LR: 0.020000
Training Epoch: 29 [40448/45000]	Loss: 0.5932	LR: 0.020000
Training Epoch: 29 [40704/45000]	Loss: 0.5683	LR: 0.020000
Training Epoch: 29 [40960/45000]	Loss: 0.4152	LR: 0.020000
Training Epoch: 29 [41216/45000]	Loss: 0.5637	LR: 0.020000
Training Epoch: 29 [41472/45000]	Loss: 0.4656	LR: 0.020000
Training Epoch: 29 [41728/45000]	Loss: 0.4361	LR: 0.020000
Training Epoch: 29 [41984/45000]	Loss: 0.4511	LR: 0.020000
Training Epoch: 29 [42240/45000]	Loss: 0.4546	LR: 0.020000
Training Epoch: 29 [42496/45000]	Loss: 0.5541	LR: 0.020000
Training Epoch: 29 [42752/45000]	Loss: 0.5490	LR: 0.020000
Training Epoch: 29 [43008/45000]	Loss: 0.5720	LR: 0.020000
Training Epoch: 29 [43264/45000]	Loss: 0.5321	LR: 0.020000
Training Epoch: 29 [43520/45000]	Loss: 0.4878	LR: 0.020000
Training Epoch: 29 [43776/45000]	Loss: 0.4942	LR: 0.020000
Training Epoch: 29 [44032/45000]	Loss: 0.4847	LR: 0.020000
Training Epoch: 29 [44288/45000]	Loss: 0.5518	LR: 0.020000
Training Epoch: 29 [44544/45000]	Loss: 0.6859	LR: 0.020000
Training Epoch: 29 [44800/45000]	Loss: 0.5011	LR: 0.020000
Training Epoch: 29 [45000/45000]	Loss: 0.5145	LR: 0.020000
Epoch 29 - Average Train Loss: 0.5227, Train Accuracy: 0.8310
Epoch 29 training time consumed: 24.61s
Evaluating Network.....
Test set: Epoch: 29, Average loss: 0.0036, Accuracy: 0.7381, Time consumed:0.95s
Training Epoch: 30 [256/45000]	Loss: 0.4308	LR: 0.004000
Training Epoch: 30 [512/45000]	Loss: 0.5082	LR: 0.004000
Training Epoch: 30 [768/45000]	Loss: 0.4434	LR: 0.004000
Training Epoch: 30 [1024/45000]	Loss: 0.3976	LR: 0.004000
Training Epoch: 30 [1280/45000]	Loss: 0.4136	LR: 0.004000
Training Epoch: 30 [1536/45000]	Loss: 0.4590	LR: 0.004000
Training Epoch: 30 [1792/45000]	Loss: 0.4221	LR: 0.004000
Training Epoch: 30 [2048/45000]	Loss: 0.4087	LR: 0.004000
Training Epoch: 30 [2304/45000]	Loss: 0.4468	LR: 0.004000
Training Epoch: 30 [2560/45000]	Loss: 0.5304	LR: 0.004000
Training Epoch: 30 [2816/45000]	Loss: 0.5541	LR: 0.004000
Training Epoch: 30 [3072/45000]	Loss: 0.3966	LR: 0.004000
Training Epoch: 30 [3328/45000]	Loss: 0.3547	LR: 0.004000
Training Epoch: 30 [3584/45000]	Loss: 0.4305	LR: 0.004000
Training Epoch: 30 [3840/45000]	Loss: 0.5285	LR: 0.004000
Training Epoch: 30 [4096/45000]	Loss: 0.4470	LR: 0.004000
Training Epoch: 30 [4352/45000]	Loss: 0.4300	LR: 0.004000
Training Epoch: 30 [4608/45000]	Loss: 0.3741	LR: 0.004000
Training Epoch: 30 [4864/45000]	Loss: 0.4949	LR: 0.004000
Training Epoch: 30 [5120/45000]	Loss: 0.3970	LR: 0.004000
Training Epoch: 30 [5376/45000]	Loss: 0.5244	LR: 0.004000
Training Epoch: 30 [5632/45000]	Loss: 0.3816	LR: 0.004000
Training Epoch: 30 [5888/45000]	Loss: 0.5233	LR: 0.004000
Training Epoch: 30 [6144/45000]	Loss: 0.3838	LR: 0.004000
Training Epoch: 30 [6400/45000]	Loss: 0.3806	LR: 0.004000
Training Epoch: 30 [6656/45000]	Loss: 0.4982	LR: 0.004000
Training Epoch: 30 [6912/45000]	Loss: 0.4296	LR: 0.004000
Training Epoch: 30 [7168/45000]	Loss: 0.4068	LR: 0.004000
Training Epoch: 30 [7424/45000]	Loss: 0.4199	LR: 0.004000
Training Epoch: 30 [7680/45000]	Loss: 0.3619	LR: 0.004000
Training Epoch: 30 [7936/45000]	Loss: 0.4153	LR: 0.004000
Training Epoch: 30 [8192/45000]	Loss: 0.4341	LR: 0.004000
Training Epoch: 30 [8448/45000]	Loss: 0.3684	LR: 0.004000
Training Epoch: 30 [8704/45000]	Loss: 0.3825	LR: 0.004000
Training Epoch: 30 [8960/45000]	Loss: 0.3797	LR: 0.004000
Training Epoch: 30 [9216/45000]	Loss: 0.4669	LR: 0.004000
Training Epoch: 30 [9472/45000]	Loss: 0.4579	LR: 0.004000
Training Epoch: 30 [9728/45000]	Loss: 0.4508	LR: 0.004000
Training Epoch: 30 [9984/45000]	Loss: 0.4414	LR: 0.004000
Training Epoch: 30 [10240/45000]	Loss: 0.5293	LR: 0.004000
Training Epoch: 30 [10496/45000]	Loss: 0.4551	LR: 0.004000
Training Epoch: 30 [10752/45000]	Loss: 0.3748	LR: 0.004000
Training Epoch: 30 [11008/45000]	Loss: 0.3771	LR: 0.004000
Training Epoch: 30 [11264/45000]	Loss: 0.4163	LR: 0.004000
Training Epoch: 30 [11520/45000]	Loss: 0.5054	LR: 0.004000
Training Epoch: 30 [11776/45000]	Loss: 0.3930	LR: 0.004000
Training Epoch: 30 [12032/45000]	Loss: 0.4492	LR: 0.004000
Training Epoch: 30 [12288/45000]	Loss: 0.4861	LR: 0.004000
Training Epoch: 30 [12544/45000]	Loss: 0.4393	LR: 0.004000
Training Epoch: 30 [12800/45000]	Loss: 0.3750	LR: 0.004000
Training Epoch: 30 [13056/45000]	Loss: 0.4301	LR: 0.004000
Training Epoch: 30 [13312/45000]	Loss: 0.3967	LR: 0.004000
Training Epoch: 30 [13568/45000]	Loss: 0.4161	LR: 0.004000
Training Epoch: 30 [13824/45000]	Loss: 0.3382	LR: 0.004000
Training Epoch: 30 [14080/45000]	Loss: 0.5316	LR: 0.004000
Training Epoch: 30 [14336/45000]	Loss: 0.3539	LR: 0.004000
Training Epoch: 30 [14592/45000]	Loss: 0.3885	LR: 0.004000
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Training Epoch: 30 [42496/45000]	Loss: 0.3900	LR: 0.004000
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Training Epoch: 30 [43008/45000]	Loss: 0.3972	LR: 0.004000
Training Epoch: 30 [43264/45000]	Loss: 0.3726	LR: 0.004000
Training Epoch: 30 [43520/45000]	Loss: 0.3543	LR: 0.004000
Training Epoch: 30 [43776/45000]	Loss: 0.3722	LR: 0.004000
Training Epoch: 30 [44032/45000]	Loss: 0.3327	LR: 0.004000
Training Epoch: 30 [44288/45000]	Loss: 0.4010	LR: 0.004000
Training Epoch: 30 [44544/45000]	Loss: 0.4241	LR: 0.004000
Training Epoch: 30 [44800/45000]	Loss: 0.3146	LR: 0.004000
Training Epoch: 30 [45000/45000]	Loss: 0.3820	LR: 0.004000
Epoch 30 - Average Train Loss: 0.4049, Train Accuracy: 0.8717
Epoch 30 training time consumed: 24.53s
Evaluating Network.....
Test set: Epoch: 30, Average loss: 0.0031, Accuracy: 0.7703, Time consumed:0.93s
Saving weights file to checkpoint/retrain/AllCNN/Monday_14_July_2025_02h_56m_41s/AllCNN-Cifar20-seed8-ret100-30-best.pth
Training Epoch: 31 [256/45000]	Loss: 0.3394	LR: 0.004000
Training Epoch: 31 [512/45000]	Loss: 0.3559	LR: 0.004000
Training Epoch: 31 [768/45000]	Loss: 0.3556	LR: 0.004000
Training Epoch: 31 [1024/45000]	Loss: 0.3635	LR: 0.004000
Training Epoch: 31 [1280/45000]	Loss: 0.3648	LR: 0.004000
Training Epoch: 31 [1536/45000]	Loss: 0.3725	LR: 0.004000
Training Epoch: 31 [1792/45000]	Loss: 0.4220	LR: 0.004000
Training Epoch: 31 [2048/45000]	Loss: 0.3665	LR: 0.004000
Training Epoch: 31 [2304/45000]	Loss: 0.3388	LR: 0.004000
Training Epoch: 31 [2560/45000]	Loss: 0.4425	LR: 0.004000
Training Epoch: 31 [2816/45000]	Loss: 0.3661	LR: 0.004000
Training Epoch: 31 [3072/45000]	Loss: 0.3235	LR: 0.004000
Training Epoch: 31 [3328/45000]	Loss: 0.4061	LR: 0.004000
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Training Epoch: 31 [5632/45000]	Loss: 0.3861	LR: 0.004000
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Training Epoch: 31 [8960/45000]	Loss: 0.4369	LR: 0.004000
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Training Epoch: 31 [16896/45000]	Loss: 0.5056	LR: 0.004000
Training Epoch: 31 [17152/45000]	Loss: 0.3892	LR: 0.004000
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Training Epoch: 31 [19968/45000]	Loss: 0.4742	LR: 0.004000
Training Epoch: 31 [20224/45000]	Loss: 0.2927	LR: 0.004000
Training Epoch: 31 [20480/45000]	Loss: 0.3482	LR: 0.004000
Training Epoch: 31 [20736/45000]	Loss: 0.3654	LR: 0.004000
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Training Epoch: 31 [28416/45000]	Loss: 0.3320	LR: 0.004000
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Training Epoch: 31 [36096/45000]	Loss: 0.3274	LR: 0.004000
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Training Epoch: 31 [42496/45000]	Loss: 0.3404	LR: 0.004000
Training Epoch: 31 [42752/45000]	Loss: 0.4061	LR: 0.004000
Training Epoch: 31 [43008/45000]	Loss: 0.3494	LR: 0.004000
Training Epoch: 31 [43264/45000]	Loss: 0.4169	LR: 0.004000
Training Epoch: 31 [43520/45000]	Loss: 0.3732	LR: 0.004000
Training Epoch: 31 [43776/45000]	Loss: 0.3718	LR: 0.004000
Training Epoch: 31 [44032/45000]	Loss: 0.2986	LR: 0.004000
Training Epoch: 31 [44288/45000]	Loss: 0.3700	LR: 0.004000
Training Epoch: 31 [44544/45000]	Loss: 0.4362	LR: 0.004000
Training Epoch: 31 [44800/45000]	Loss: 0.3498	LR: 0.004000
Training Epoch: 31 [45000/45000]	Loss: 0.2873	LR: 0.004000
Epoch 31 - Average Train Loss: 0.3752, Train Accuracy: 0.8843
Epoch 31 training time consumed: 24.60s
Evaluating Network.....
Test set: Epoch: 31, Average loss: 0.0031, Accuracy: 0.7723, Time consumed:0.92s
Saving weights file to checkpoint/retrain/AllCNN/Monday_14_July_2025_02h_56m_41s/AllCNN-Cifar20-seed8-ret100-31-best.pth
Training Epoch: 32 [256/45000]	Loss: 0.3653	LR: 0.004000
Training Epoch: 32 [512/45000]	Loss: 0.2966	LR: 0.004000
Training Epoch: 32 [768/45000]	Loss: 0.3221	LR: 0.004000
Training Epoch: 32 [1024/45000]	Loss: 0.2975	LR: 0.004000
Training Epoch: 32 [1280/45000]	Loss: 0.3956	LR: 0.004000
Training Epoch: 32 [1536/45000]	Loss: 0.3368	LR: 0.004000
Training Epoch: 32 [1792/45000]	Loss: 0.3510	LR: 0.004000
Training Epoch: 32 [2048/45000]	Loss: 0.3118	LR: 0.004000
Training Epoch: 32 [2304/45000]	Loss: 0.3562	LR: 0.004000
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Training Epoch: 32 [15616/45000]	Loss: 0.3389	LR: 0.004000
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Training Epoch: 32 [16640/45000]	Loss: 0.3753	LR: 0.004000
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Training Epoch: 32 [19968/45000]	Loss: 0.3753	LR: 0.004000
Training Epoch: 32 [20224/45000]	Loss: 0.3599	LR: 0.004000
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Training Epoch: 32 [22016/45000]	Loss: 0.3381	LR: 0.004000
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Training Epoch: 32 [40960/45000]	Loss: 0.3967	LR: 0.004000
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Training Epoch: 32 [41472/45000]	Loss: 0.3600	LR: 0.004000
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Training Epoch: 32 [41984/45000]	Loss: 0.3345	LR: 0.004000
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Training Epoch: 32 [42496/45000]	Loss: 0.3440	LR: 0.004000
Training Epoch: 32 [42752/45000]	Loss: 0.3852	LR: 0.004000
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Training Epoch: 32 [43264/45000]	Loss: 0.4066	LR: 0.004000
Training Epoch: 32 [43520/45000]	Loss: 0.3544	LR: 0.004000
Training Epoch: 32 [43776/45000]	Loss: 0.4140	LR: 0.004000
Training Epoch: 32 [44032/45000]	Loss: 0.3108	LR: 0.004000
Training Epoch: 32 [44288/45000]	Loss: 0.3558	LR: 0.004000
Training Epoch: 32 [44544/45000]	Loss: 0.2870	LR: 0.004000
Training Epoch: 32 [44800/45000]	Loss: 0.3897	LR: 0.004000
Training Epoch: 32 [45000/45000]	Loss: 0.3468	LR: 0.004000
Epoch 32 - Average Train Loss: 0.3561, Train Accuracy: 0.8908
Epoch 32 training time consumed: 24.47s
Evaluating Network.....
Test set: Epoch: 32, Average loss: 0.0031, Accuracy: 0.7728, Time consumed:0.88s
Saving weights file to checkpoint/retrain/AllCNN/Monday_14_July_2025_02h_56m_41s/AllCNN-Cifar20-seed8-ret100-32-best.pth
Training Epoch: 33 [256/45000]	Loss: 0.2740	LR: 0.004000
Training Epoch: 33 [512/45000]	Loss: 0.2838	LR: 0.004000
Training Epoch: 33 [768/45000]	Loss: 0.3615	LR: 0.004000
Training Epoch: 33 [1024/45000]	Loss: 0.3703	LR: 0.004000
Training Epoch: 33 [1280/45000]	Loss: 0.3400	LR: 0.004000
Training Epoch: 33 [1536/45000]	Loss: 0.3055	LR: 0.004000
Training Epoch: 33 [1792/45000]	Loss: 0.3571	LR: 0.004000
Training Epoch: 33 [2048/45000]	Loss: 0.3082	LR: 0.004000
Training Epoch: 33 [2304/45000]	Loss: 0.3398	LR: 0.004000
Training Epoch: 33 [2560/45000]	Loss: 0.3225	LR: 0.004000
Training Epoch: 33 [2816/45000]	Loss: 0.3668	LR: 0.004000
Training Epoch: 33 [3072/45000]	Loss: 0.2993	LR: 0.004000
Training Epoch: 33 [3328/45000]	Loss: 0.3498	LR: 0.004000
Training Epoch: 33 [3584/45000]	Loss: 0.3038	LR: 0.004000
Training Epoch: 33 [3840/45000]	Loss: 0.2945	LR: 0.004000
Training Epoch: 33 [4096/45000]	Loss: 0.3423	LR: 0.004000
Training Epoch: 33 [4352/45000]	Loss: 0.3947	LR: 0.004000
Training Epoch: 33 [4608/45000]	Loss: 0.2804	LR: 0.004000
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Training Epoch: 33 [9984/45000]	Loss: 0.3534	LR: 0.004000
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Training Epoch: 33 [12288/45000]	Loss: 0.3571	LR: 0.004000
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Training Epoch: 33 [16896/45000]	Loss: 0.2903	LR: 0.004000
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Training Epoch: 33 [24320/45000]	Loss: 0.3110	LR: 0.004000
Training Epoch: 33 [24576/45000]	Loss: 0.3552	LR: 0.004000
Training Epoch: 33 [24832/45000]	Loss: 0.4160	LR: 0.004000
Training Epoch: 33 [25088/45000]	Loss: 0.3729	LR: 0.004000
Training Epoch: 33 [25344/45000]	Loss: 0.4221	LR: 0.004000
Training Epoch: 33 [25600/45000]	Loss: 0.2513	LR: 0.004000
Training Epoch: 33 [25856/45000]	Loss: 0.3282	LR: 0.004000
Training Epoch: 33 [26112/45000]	Loss: 0.2916	LR: 0.004000
Training Epoch: 33 [26368/45000]	Loss: 0.3348	LR: 0.004000
Training Epoch: 33 [26624/45000]	Loss: 0.3387	LR: 0.004000
Training Epoch: 33 [26880/45000]	Loss: 0.3176	LR: 0.004000
Training Epoch: 33 [27136/45000]	Loss: 0.3414	LR: 0.004000
Training Epoch: 33 [27392/45000]	Loss: 0.2767	LR: 0.004000
Training Epoch: 33 [27648/45000]	Loss: 0.4200	LR: 0.004000
Training Epoch: 33 [27904/45000]	Loss: 0.3111	LR: 0.004000
Training Epoch: 33 [28160/45000]	Loss: 0.3995	LR: 0.004000
Training Epoch: 33 [28416/45000]	Loss: 0.3998	LR: 0.004000
Training Epoch: 33 [28672/45000]	Loss: 0.2393	LR: 0.004000
Training Epoch: 33 [28928/45000]	Loss: 0.2560	LR: 0.004000
Training Epoch: 33 [29184/45000]	Loss: 0.4080	LR: 0.004000
Training Epoch: 33 [29440/45000]	Loss: 0.4014	LR: 0.004000
Training Epoch: 33 [29696/45000]	Loss: 0.3611	LR: 0.004000
Training Epoch: 33 [29952/45000]	Loss: 0.3222	LR: 0.004000
Training Epoch: 33 [30208/45000]	Loss: 0.2777	LR: 0.004000
Training Epoch: 33 [30464/45000]	Loss: 0.2975	LR: 0.004000
Training Epoch: 33 [30720/45000]	Loss: 0.3668	LR: 0.004000
Training Epoch: 33 [30976/45000]	Loss: 0.3598	LR: 0.004000
Training Epoch: 33 [31232/45000]	Loss: 0.2781	LR: 0.004000
Training Epoch: 33 [31488/45000]	Loss: 0.2666	LR: 0.004000
Training Epoch: 33 [31744/45000]	Loss: 0.3362	LR: 0.004000
Training Epoch: 33 [32000/45000]	Loss: 0.3357	LR: 0.004000
Training Epoch: 33 [32256/45000]	Loss: 0.3391	LR: 0.004000
Training Epoch: 33 [32512/45000]	Loss: 0.3425	LR: 0.004000
Training Epoch: 33 [32768/45000]	Loss: 0.3898	LR: 0.004000
Training Epoch: 33 [33024/45000]	Loss: 0.3810	LR: 0.004000
Training Epoch: 33 [33280/45000]	Loss: 0.3061	LR: 0.004000
Training Epoch: 33 [33536/45000]	Loss: 0.3380	LR: 0.004000
Training Epoch: 33 [33792/45000]	Loss: 0.3266	LR: 0.004000
Training Epoch: 33 [34048/45000]	Loss: 0.2983	LR: 0.004000
Training Epoch: 33 [34304/45000]	Loss: 0.3234	LR: 0.004000
Training Epoch: 33 [34560/45000]	Loss: 0.3033	LR: 0.004000
Training Epoch: 33 [34816/45000]	Loss: 0.3322	LR: 0.004000
Training Epoch: 33 [35072/45000]	Loss: 0.3358	LR: 0.004000
Training Epoch: 33 [35328/45000]	Loss: 0.3943	LR: 0.004000
Training Epoch: 33 [35584/45000]	Loss: 0.2691	LR: 0.004000
Training Epoch: 33 [35840/45000]	Loss: 0.4122	LR: 0.004000
Training Epoch: 33 [36096/45000]	Loss: 0.2626	LR: 0.004000
Training Epoch: 33 [36352/45000]	Loss: 0.3564	LR: 0.004000
Training Epoch: 33 [36608/45000]	Loss: 0.4217	LR: 0.004000
Training Epoch: 33 [36864/45000]	Loss: 0.3578	LR: 0.004000
Training Epoch: 33 [37120/45000]	Loss: 0.2660	LR: 0.004000
Training Epoch: 33 [37376/45000]	Loss: 0.3721	LR: 0.004000
Training Epoch: 33 [37632/45000]	Loss: 0.3602	LR: 0.004000
Training Epoch: 33 [37888/45000]	Loss: 0.3632	LR: 0.004000
Training Epoch: 33 [38144/45000]	Loss: 0.3356	LR: 0.004000
Training Epoch: 33 [38400/45000]	Loss: 0.3553	LR: 0.004000
Training Epoch: 33 [38656/45000]	Loss: 0.4156	LR: 0.004000
Training Epoch: 33 [38912/45000]	Loss: 0.3759	LR: 0.004000
Training Epoch: 33 [39168/45000]	Loss: 0.3716	LR: 0.004000
Training Epoch: 33 [39424/45000]	Loss: 0.3508	LR: 0.004000
Training Epoch: 33 [39680/45000]	Loss: 0.3730	LR: 0.004000
Training Epoch: 33 [39936/45000]	Loss: 0.4291	LR: 0.004000
Training Epoch: 33 [40192/45000]	Loss: 0.3148	LR: 0.004000
Training Epoch: 33 [40448/45000]	Loss: 0.3862	LR: 0.004000
Training Epoch: 33 [40704/45000]	Loss: 0.3956	LR: 0.004000
Training Epoch: 33 [40960/45000]	Loss: 0.3102	LR: 0.004000
Training Epoch: 33 [41216/45000]	Loss: 0.2799	LR: 0.004000
Training Epoch: 33 [41472/45000]	Loss: 0.3994	LR: 0.004000
Training Epoch: 33 [41728/45000]	Loss: 0.3541	LR: 0.004000
Training Epoch: 33 [41984/45000]	Loss: 0.3295	LR: 0.004000
Training Epoch: 33 [42240/45000]	Loss: 0.3155	LR: 0.004000
Training Epoch: 33 [42496/45000]	Loss: 0.3388	LR: 0.004000
Training Epoch: 33 [42752/45000]	Loss: 0.3125	LR: 0.004000
Training Epoch: 33 [43008/45000]	Loss: 0.3408	LR: 0.004000
Training Epoch: 33 [43264/45000]	Loss: 0.2954	LR: 0.004000
Training Epoch: 33 [43520/45000]	Loss: 0.4475	LR: 0.004000
Training Epoch: 33 [43776/45000]	Loss: 0.3588	LR: 0.004000
Training Epoch: 33 [44032/45000]	Loss: 0.3616	LR: 0.004000
Training Epoch: 33 [44288/45000]	Loss: 0.4073	LR: 0.004000
Training Epoch: 33 [44544/45000]	Loss: 0.3619	LR: 0.004000
Training Epoch: 33 [44800/45000]	Loss: 0.3671	LR: 0.004000
Training Epoch: 33 [45000/45000]	Loss: 0.2993	LR: 0.004000
Epoch 33 - Average Train Loss: 0.3414, Train Accuracy: 0.8952
Epoch 33 training time consumed: 24.59s
Evaluating Network.....
Test set: Epoch: 33, Average loss: 0.0031, Accuracy: 0.7722, Time consumed:0.97s
Training Epoch: 34 [256/45000]	Loss: 0.4024	LR: 0.004000
Training Epoch: 34 [512/45000]	Loss: 0.3229	LR: 0.004000
Training Epoch: 34 [768/45000]	Loss: 0.3424	LR: 0.004000
Training Epoch: 34 [1024/45000]	Loss: 0.3054	LR: 0.004000
Training Epoch: 34 [1280/45000]	Loss: 0.3189	LR: 0.004000
Training Epoch: 34 [1536/45000]	Loss: 0.3546	LR: 0.004000
Training Epoch: 34 [1792/45000]	Loss: 0.2629	LR: 0.004000
Training Epoch: 34 [2048/45000]	Loss: 0.2985	LR: 0.004000
Training Epoch: 34 [2304/45000]	Loss: 0.3069	LR: 0.004000
Training Epoch: 34 [2560/45000]	Loss: 0.3651	LR: 0.004000
Training Epoch: 34 [2816/45000]	Loss: 0.2649	LR: 0.004000
Training Epoch: 34 [3072/45000]	Loss: 0.3174	LR: 0.004000
Training Epoch: 34 [3328/45000]	Loss: 0.2718	LR: 0.004000
Training Epoch: 34 [3584/45000]	Loss: 0.3612	LR: 0.004000
Training Epoch: 34 [3840/45000]	Loss: 0.2768	LR: 0.004000
Training Epoch: 34 [4096/45000]	Loss: 0.3540	LR: 0.004000
Training Epoch: 34 [4352/45000]	Loss: 0.2737	LR: 0.004000
Training Epoch: 34 [4608/45000]	Loss: 0.4004	LR: 0.004000
Training Epoch: 34 [4864/45000]	Loss: 0.3372	LR: 0.004000
Training Epoch: 34 [5120/45000]	Loss: 0.3398	LR: 0.004000
Training Epoch: 34 [5376/45000]	Loss: 0.2914	LR: 0.004000
Training Epoch: 34 [5632/45000]	Loss: 0.3375	LR: 0.004000
Training Epoch: 34 [5888/45000]	Loss: 0.3755	LR: 0.004000
Training Epoch: 34 [6144/45000]	Loss: 0.3781	LR: 0.004000
Training Epoch: 34 [6400/45000]	Loss: 0.3101	LR: 0.004000
Training Epoch: 34 [6656/45000]	Loss: 0.3974	LR: 0.004000
Training Epoch: 34 [6912/45000]	Loss: 0.3266	LR: 0.004000
Training Epoch: 34 [7168/45000]	Loss: 0.3742	LR: 0.004000
Training Epoch: 34 [7424/45000]	Loss: 0.3302	LR: 0.004000
Training Epoch: 34 [7680/45000]	Loss: 0.3372	LR: 0.004000
Training Epoch: 34 [7936/45000]	Loss: 0.2825	LR: 0.004000
Training Epoch: 34 [8192/45000]	Loss: 0.3458	LR: 0.004000
Training Epoch: 34 [8448/45000]	Loss: 0.2912	LR: 0.004000
Training Epoch: 34 [8704/45000]	Loss: 0.2519	LR: 0.004000
Training Epoch: 34 [8960/45000]	Loss: 0.3521	LR: 0.004000
Training Epoch: 34 [9216/45000]	Loss: 0.3194	LR: 0.004000
Training Epoch: 34 [9472/45000]	Loss: 0.3363	LR: 0.004000
Training Epoch: 34 [9728/45000]	Loss: 0.4210	LR: 0.004000
Training Epoch: 34 [9984/45000]	Loss: 0.3857	LR: 0.004000
Training Epoch: 34 [10240/45000]	Loss: 0.3572	LR: 0.004000
Training Epoch: 34 [10496/45000]	Loss: 0.3464	LR: 0.004000
Training Epoch: 34 [10752/45000]	Loss: 0.2542	LR: 0.004000
Training Epoch: 34 [11008/45000]	Loss: 0.3373	LR: 0.004000
Training Epoch: 34 [11264/45000]	Loss: 0.2938	LR: 0.004000
Training Epoch: 34 [11520/45000]	Loss: 0.3165	LR: 0.004000
Training Epoch: 34 [11776/45000]	Loss: 0.3810	LR: 0.004000
Training Epoch: 34 [12032/45000]	Loss: 0.4003	LR: 0.004000
Training Epoch: 34 [12288/45000]	Loss: 0.3332	LR: 0.004000
Training Epoch: 34 [12544/45000]	Loss: 0.3307	LR: 0.004000
Training Epoch: 34 [12800/45000]	Loss: 0.3512	LR: 0.004000
Training Epoch: 34 [13056/45000]	Loss: 0.3791	LR: 0.004000
Training Epoch: 34 [13312/45000]	Loss: 0.3585	LR: 0.004000
Training Epoch: 34 [13568/45000]	Loss: 0.3523	LR: 0.004000
Training Epoch: 34 [13824/45000]	Loss: 0.3608	LR: 0.004000
Training Epoch: 34 [14080/45000]	Loss: 0.2790	LR: 0.004000
Training Epoch: 34 [14336/45000]	Loss: 0.2897	LR: 0.004000
Training Epoch: 34 [14592/45000]	Loss: 0.2828	LR: 0.004000
Training Epoch: 34 [14848/45000]	Loss: 0.4320	LR: 0.004000
Training Epoch: 34 [15104/45000]	Loss: 0.2296	LR: 0.004000
Training Epoch: 34 [15360/45000]	Loss: 0.3771	LR: 0.004000
Training Epoch: 34 [15616/45000]	Loss: 0.3229	LR: 0.004000
Training Epoch: 34 [15872/45000]	Loss: 0.3511	LR: 0.004000
Training Epoch: 34 [16128/45000]	Loss: 0.3159	LR: 0.004000
Training Epoch: 34 [16384/45000]	Loss: 0.3135	LR: 0.004000
Training Epoch: 34 [16640/45000]	Loss: 0.3331	LR: 0.004000
Training Epoch: 34 [16896/45000]	Loss: 0.3523	LR: 0.004000
Training Epoch: 34 [17152/45000]	Loss: 0.2797	LR: 0.004000
Training Epoch: 34 [17408/45000]	Loss: 0.2785	LR: 0.004000
Training Epoch: 34 [17664/45000]	Loss: 0.3148	LR: 0.004000
Training Epoch: 34 [17920/45000]	Loss: 0.3507	LR: 0.004000
Training Epoch: 34 [18176/45000]	Loss: 0.2813	LR: 0.004000
Training Epoch: 34 [18432/45000]	Loss: 0.3005	LR: 0.004000
Training Epoch: 34 [18688/45000]	Loss: 0.2971	LR: 0.004000
Training Epoch: 34 [18944/45000]	Loss: 0.3108	LR: 0.004000
Training Epoch: 34 [19200/45000]	Loss: 0.3068	LR: 0.004000
Training Epoch: 34 [19456/45000]	Loss: 0.3916	LR: 0.004000
Training Epoch: 34 [19712/45000]	Loss: 0.3739	LR: 0.004000
Training Epoch: 34 [19968/45000]	Loss: 0.3342	LR: 0.004000
Training Epoch: 34 [20224/45000]	Loss: 0.3573	LR: 0.004000
Training Epoch: 34 [20480/45000]	Loss: 0.2995	LR: 0.004000
Training Epoch: 34 [20736/45000]	Loss: 0.3355	LR: 0.004000
Training Epoch: 34 [20992/45000]	Loss: 0.2774	LR: 0.004000
Training Epoch: 34 [21248/45000]	Loss: 0.3095	LR: 0.004000
Training Epoch: 34 [21504/45000]	Loss: 0.3767	LR: 0.004000
Training Epoch: 34 [21760/45000]	Loss: 0.3155	LR: 0.004000
Training Epoch: 34 [22016/45000]	Loss: 0.2927	LR: 0.004000
Training Epoch: 34 [22272/45000]	Loss: 0.3339	LR: 0.004000
Training Epoch: 34 [22528/45000]	Loss: 0.3561	LR: 0.004000
Training Epoch: 34 [22784/45000]	Loss: 0.3918	LR: 0.004000
Training Epoch: 34 [23040/45000]	Loss: 0.2764	LR: 0.004000
Training Epoch: 34 [23296/45000]	Loss: 0.3471	LR: 0.004000
Training Epoch: 34 [23552/45000]	Loss: 0.2641	LR: 0.004000
Training Epoch: 34 [23808/45000]	Loss: 0.2889	LR: 0.004000
Training Epoch: 34 [24064/45000]	Loss: 0.3567	LR: 0.004000
Training Epoch: 34 [24320/45000]	Loss: 0.3779	LR: 0.004000
Training Epoch: 34 [24576/45000]	Loss: 0.3097	LR: 0.004000
Training Epoch: 34 [24832/45000]	Loss: 0.3730	LR: 0.004000
Training Epoch: 34 [25088/45000]	Loss: 0.3144	LR: 0.004000
Training Epoch: 34 [25344/45000]	Loss: 0.3530	LR: 0.004000
Training Epoch: 34 [25600/45000]	Loss: 0.2550	LR: 0.004000
Training Epoch: 34 [25856/45000]	Loss: 0.3969	LR: 0.004000
Training Epoch: 34 [26112/45000]	Loss: 0.3332	LR: 0.004000
Training Epoch: 34 [26368/45000]	Loss: 0.3614	LR: 0.004000
Training Epoch: 34 [26624/45000]	Loss: 0.2967	LR: 0.004000
Training Epoch: 34 [26880/45000]	Loss: 0.3182	LR: 0.004000
Training Epoch: 34 [27136/45000]	Loss: 0.3596	LR: 0.004000
Training Epoch: 34 [27392/45000]	Loss: 0.3116	LR: 0.004000
Training Epoch: 34 [27648/45000]	Loss: 0.4003	LR: 0.004000
Training Epoch: 34 [27904/45000]	Loss: 0.3833	LR: 0.004000
Training Epoch: 34 [28160/45000]	Loss: 0.2941	LR: 0.004000
Training Epoch: 34 [28416/45000]	Loss: 0.3625	LR: 0.004000
Training Epoch: 34 [28672/45000]	Loss: 0.3609	LR: 0.004000
Training Epoch: 34 [28928/45000]	Loss: 0.3451	LR: 0.004000
Training Epoch: 34 [29184/45000]	Loss: 0.2848	LR: 0.004000
Training Epoch: 34 [29440/45000]	Loss: 0.3569	LR: 0.004000
Training Epoch: 34 [29696/45000]	Loss: 0.3162	LR: 0.004000
Training Epoch: 34 [29952/45000]	Loss: 0.3094	LR: 0.004000
Training Epoch: 34 [30208/45000]	Loss: 0.3308	LR: 0.004000
Training Epoch: 34 [30464/45000]	Loss: 0.2790	LR: 0.004000
Training Epoch: 34 [30720/45000]	Loss: 0.3934	LR: 0.004000
Training Epoch: 34 [30976/45000]	Loss: 0.3202	LR: 0.004000
Training Epoch: 34 [31232/45000]	Loss: 0.3331	LR: 0.004000
Training Epoch: 34 [31488/45000]	Loss: 0.3378	LR: 0.004000
Training Epoch: 34 [31744/45000]	Loss: 0.2856	LR: 0.004000
Training Epoch: 34 [32000/45000]	Loss: 0.4435	LR: 0.004000
Training Epoch: 34 [32256/45000]	Loss: 0.3941	LR: 0.004000
Training Epoch: 34 [32512/45000]	Loss: 0.3269	LR: 0.004000
Training Epoch: 34 [32768/45000]	Loss: 0.3285	LR: 0.004000
Training Epoch: 34 [33024/45000]	Loss: 0.2981	LR: 0.004000
Training Epoch: 34 [33280/45000]	Loss: 0.2837	LR: 0.004000
Training Epoch: 34 [33536/45000]	Loss: 0.2890	LR: 0.004000
Training Epoch: 34 [33792/45000]	Loss: 0.3719	LR: 0.004000
Training Epoch: 34 [34048/45000]	Loss: 0.3817	LR: 0.004000
Training Epoch: 34 [34304/45000]	Loss: 0.3048	LR: 0.004000
Training Epoch: 34 [34560/45000]	Loss: 0.3017	LR: 0.004000
Training Epoch: 34 [34816/45000]	Loss: 0.3308	LR: 0.004000
Training Epoch: 34 [35072/45000]	Loss: 0.2788	LR: 0.004000
Training Epoch: 34 [35328/45000]	Loss: 0.3109	LR: 0.004000
Training Epoch: 34 [35584/45000]	Loss: 0.3214	LR: 0.004000
Training Epoch: 34 [35840/45000]	Loss: 0.3438	LR: 0.004000
Training Epoch: 34 [36096/45000]	Loss: 0.2773	LR: 0.004000
Training Epoch: 34 [36352/45000]	Loss: 0.2870	LR: 0.004000
Training Epoch: 34 [36608/45000]	Loss: 0.3729	LR: 0.004000
Training Epoch: 34 [36864/45000]	Loss: 0.3010	LR: 0.004000
Training Epoch: 34 [37120/45000]	Loss: 0.3507	LR: 0.004000
Training Epoch: 34 [37376/45000]	Loss: 0.3511	LR: 0.004000
Training Epoch: 34 [37632/45000]	Loss: 0.3205	LR: 0.004000
Training Epoch: 34 [37888/45000]	Loss: 0.4111	LR: 0.004000
Training Epoch: 34 [38144/45000]	Loss: 0.3111	LR: 0.004000
Training Epoch: 34 [38400/45000]	Loss: 0.2884	LR: 0.004000
Training Epoch: 34 [38656/45000]	Loss: 0.3573	LR: 0.004000
Training Epoch: 34 [38912/45000]	Loss: 0.3683	LR: 0.004000
Training Epoch: 34 [39168/45000]	Loss: 0.3106	LR: 0.004000
Training Epoch: 34 [39424/45000]	Loss: 0.3306	LR: 0.004000
Training Epoch: 34 [39680/45000]	Loss: 0.3234	LR: 0.004000
Training Epoch: 34 [39936/45000]	Loss: 0.2740	LR: 0.004000
Training Epoch: 34 [40192/45000]	Loss: 0.4086	LR: 0.004000
Training Epoch: 34 [40448/45000]	Loss: 0.4194	LR: 0.004000
Training Epoch: 34 [40704/45000]	Loss: 0.2579	LR: 0.004000
Training Epoch: 34 [40960/45000]	Loss: 0.3352	LR: 0.004000
Training Epoch: 34 [41216/45000]	Loss: 0.3551	LR: 0.004000
Training Epoch: 34 [41472/45000]	Loss: 0.4339	LR: 0.004000
Training Epoch: 34 [41728/45000]	Loss: 0.3927	LR: 0.004000
Training Epoch: 34 [41984/45000]	Loss: 0.3118	LR: 0.004000
Training Epoch: 34 [42240/45000]	Loss: 0.3466	LR: 0.004000
Training Epoch: 34 [42496/45000]	Loss: 0.2941	LR: 0.004000
Training Epoch: 34 [42752/45000]	Loss: 0.3629	LR: 0.004000
Training Epoch: 34 [43008/45000]	Loss: 0.2805	LR: 0.004000
Training Epoch: 34 [43264/45000]	Loss: 0.3217	LR: 0.004000
Training Epoch: 34 [43520/45000]	Loss: 0.3478	LR: 0.004000
Training Epoch: 34 [43776/45000]	Loss: 0.2852	LR: 0.004000
Training Epoch: 34 [44032/45000]	Loss: 0.3095	LR: 0.004000
Training Epoch: 34 [44288/45000]	Loss: 0.3380	LR: 0.004000
Training Epoch: 34 [44544/45000]	Loss: 0.4556	LR: 0.004000
Training Epoch: 34 [44800/45000]	Loss: 0.3428	LR: 0.004000
Training Epoch: 34 [45000/45000]	Loss: 0.3815	LR: 0.004000
Epoch 34 - Average Train Loss: 0.3325, Train Accuracy: 0.8977
Epoch 34 training time consumed: 24.41s
Evaluating Network.....
Test set: Epoch: 34, Average loss: 0.0031, Accuracy: 0.7736, Time consumed:0.94s
Saving weights file to checkpoint/retrain/AllCNN/Monday_14_July_2025_02h_56m_41s/AllCNN-Cifar20-seed8-ret100-34-best.pth
Training Epoch: 35 [256/45000]	Loss: 0.3066	LR: 0.000800
Training Epoch: 35 [512/45000]	Loss: 0.2522	LR: 0.000800
Training Epoch: 35 [768/45000]	Loss: 0.2880	LR: 0.000800
Training Epoch: 35 [1024/45000]	Loss: 0.2665	LR: 0.000800
Training Epoch: 35 [1280/45000]	Loss: 0.2750	LR: 0.000800
Training Epoch: 35 [1536/45000]	Loss: 0.3089	LR: 0.000800
Training Epoch: 35 [1792/45000]	Loss: 0.2903	LR: 0.000800
Training Epoch: 35 [2048/45000]	Loss: 0.2716	LR: 0.000800
Training Epoch: 35 [2304/45000]	Loss: 0.4657	LR: 0.000800
Training Epoch: 35 [2560/45000]	Loss: 0.2813	LR: 0.000800
Training Epoch: 35 [2816/45000]	Loss: 0.2925	LR: 0.000800
Training Epoch: 35 [3072/45000]	Loss: 0.3477	LR: 0.000800
Training Epoch: 35 [3328/45000]	Loss: 0.2951	LR: 0.000800
Training Epoch: 35 [3584/45000]	Loss: 0.2641	LR: 0.000800
Training Epoch: 35 [3840/45000]	Loss: 0.2868	LR: 0.000800
Training Epoch: 35 [4096/45000]	Loss: 0.3643	LR: 0.000800
Training Epoch: 35 [4352/45000]	Loss: 0.2972	LR: 0.000800
Training Epoch: 35 [4608/45000]	Loss: 0.2509	LR: 0.000800
Training Epoch: 35 [4864/45000]	Loss: 0.3301	LR: 0.000800
Training Epoch: 35 [5120/45000]	Loss: 0.2527	LR: 0.000800
Training Epoch: 35 [5376/45000]	Loss: 0.3052	LR: 0.000800
Training Epoch: 35 [5632/45000]	Loss: 0.3171	LR: 0.000800
Training Epoch: 35 [5888/45000]	Loss: 0.3916	LR: 0.000800
Training Epoch: 35 [6144/45000]	Loss: 0.3132	LR: 0.000800
Training Epoch: 35 [6400/45000]	Loss: 0.3262	LR: 0.000800
Training Epoch: 35 [6656/45000]	Loss: 0.3991	LR: 0.000800
Training Epoch: 35 [6912/45000]	Loss: 0.3653	LR: 0.000800
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Training Epoch: 35 [11264/45000]	Loss: 0.3387	LR: 0.000800
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Training Epoch: 35 [22016/45000]	Loss: 0.2462	LR: 0.000800
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Training Epoch: 35 [22528/45000]	Loss: 0.2918	LR: 0.000800
Training Epoch: 35 [22784/45000]	Loss: 0.2695	LR: 0.000800
Training Epoch: 35 [23040/45000]	Loss: 0.2597	LR: 0.000800
Training Epoch: 35 [23296/45000]	Loss: 0.2887	LR: 0.000800
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Training Epoch: 35 [28160/45000]	Loss: 0.3080	LR: 0.000800
Training Epoch: 35 [28416/45000]	Loss: 0.3444	LR: 0.000800
Training Epoch: 35 [28672/45000]	Loss: 0.2958	LR: 0.000800
Training Epoch: 35 [28928/45000]	Loss: 0.3695	LR: 0.000800
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Training Epoch: 35 [29440/45000]	Loss: 0.2323	LR: 0.000800
Training Epoch: 35 [29696/45000]	Loss: 0.2531	LR: 0.000800
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Training Epoch: 35 [32512/45000]	Loss: 0.3688	LR: 0.000800
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Training Epoch: 35 [39168/45000]	Loss: 0.2431	LR: 0.000800
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Training Epoch: 35 [39936/45000]	Loss: 0.2619	LR: 0.000800
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Training Epoch: 35 [40704/45000]	Loss: 0.3469	LR: 0.000800
Training Epoch: 35 [40960/45000]	Loss: 0.2892	LR: 0.000800
Training Epoch: 35 [41216/45000]	Loss: 0.3268	LR: 0.000800
Training Epoch: 35 [41472/45000]	Loss: 0.2531	LR: 0.000800
Training Epoch: 35 [41728/45000]	Loss: 0.2619	LR: 0.000800
Training Epoch: 35 [41984/45000]	Loss: 0.2801	LR: 0.000800
Training Epoch: 35 [42240/45000]	Loss: 0.3100	LR: 0.000800
Training Epoch: 35 [42496/45000]	Loss: 0.3770	LR: 0.000800
Training Epoch: 35 [42752/45000]	Loss: 0.2637	LR: 0.000800
Training Epoch: 35 [43008/45000]	Loss: 0.2936	LR: 0.000800
Training Epoch: 35 [43264/45000]	Loss: 0.2511	LR: 0.000800
Training Epoch: 35 [43520/45000]	Loss: 0.3135	LR: 0.000800
Training Epoch: 35 [43776/45000]	Loss: 0.3427	LR: 0.000800
Training Epoch: 35 [44032/45000]	Loss: 0.3178	LR: 0.000800
Training Epoch: 35 [44288/45000]	Loss: 0.3112	LR: 0.000800
Training Epoch: 35 [44544/45000]	Loss: 0.2654	LR: 0.000800
Training Epoch: 35 [44800/45000]	Loss: 0.3357	LR: 0.000800
Training Epoch: 35 [45000/45000]	Loss: 0.3059	LR: 0.000800
Epoch 35 - Average Train Loss: 0.3118, Train Accuracy: 0.9056
Epoch 35 training time consumed: 24.54s
Evaluating Network.....
Test set: Epoch: 35, Average loss: 0.0031, Accuracy: 0.7751, Time consumed:0.90s
Saving weights file to checkpoint/retrain/AllCNN/Monday_14_July_2025_02h_56m_41s/AllCNN-Cifar20-seed8-ret100-35-best.pth
Training Epoch: 36 [256/45000]	Loss: 0.3286	LR: 0.000800
Training Epoch: 36 [512/45000]	Loss: 0.2983	LR: 0.000800
Training Epoch: 36 [768/45000]	Loss: 0.2830	LR: 0.000800
Training Epoch: 36 [1024/45000]	Loss: 0.2959	LR: 0.000800
Training Epoch: 36 [1280/45000]	Loss: 0.3779	LR: 0.000800
Training Epoch: 36 [1536/45000]	Loss: 0.2196	LR: 0.000800
Training Epoch: 36 [1792/45000]	Loss: 0.3429	LR: 0.000800
Training Epoch: 36 [2048/45000]	Loss: 0.3604	LR: 0.000800
Training Epoch: 36 [2304/45000]	Loss: 0.2593	LR: 0.000800
Training Epoch: 36 [2560/45000]	Loss: 0.2702	LR: 0.000800
Training Epoch: 36 [2816/45000]	Loss: 0.2740	LR: 0.000800
Training Epoch: 36 [3072/45000]	Loss: 0.3068	LR: 0.000800
Training Epoch: 36 [3328/45000]	Loss: 0.2637	LR: 0.000800
Training Epoch: 36 [3584/45000]	Loss: 0.3269	LR: 0.000800
Training Epoch: 36 [3840/45000]	Loss: 0.3114	LR: 0.000800
Training Epoch: 36 [4096/45000]	Loss: 0.3000	LR: 0.000800
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Training Epoch: 36 [4608/45000]	Loss: 0.3047	LR: 0.000800
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Training Epoch: 36 [5632/45000]	Loss: 0.3430	LR: 0.000800
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Training Epoch: 36 [9216/45000]	Loss: 0.2473	LR: 0.000800
Training Epoch: 36 [9472/45000]	Loss: 0.3257	LR: 0.000800
Training Epoch: 36 [9728/45000]	Loss: 0.3409	LR: 0.000800
Training Epoch: 36 [9984/45000]	Loss: 0.3717	LR: 0.000800
Training Epoch: 36 [10240/45000]	Loss: 0.3632	LR: 0.000800
Training Epoch: 36 [10496/45000]	Loss: 0.2902	LR: 0.000800
Training Epoch: 36 [10752/45000]	Loss: 0.3044	LR: 0.000800
Training Epoch: 36 [11008/45000]	Loss: 0.2846	LR: 0.000800
Training Epoch: 36 [11264/45000]	Loss: 0.3041	LR: 0.000800
Training Epoch: 36 [11520/45000]	Loss: 0.4110	LR: 0.000800
Training Epoch: 36 [11776/45000]	Loss: 0.3024	LR: 0.000800
Training Epoch: 36 [12032/45000]	Loss: 0.2976	LR: 0.000800
Training Epoch: 36 [12288/45000]	Loss: 0.2898	LR: 0.000800
Training Epoch: 36 [12544/45000]	Loss: 0.2492	LR: 0.000800
Training Epoch: 36 [12800/45000]	Loss: 0.2704	LR: 0.000800
Training Epoch: 36 [13056/45000]	Loss: 0.3286	LR: 0.000800
Training Epoch: 36 [13312/45000]	Loss: 0.3044	LR: 0.000800
Training Epoch: 36 [13568/45000]	Loss: 0.2793	LR: 0.000800
Training Epoch: 36 [13824/45000]	Loss: 0.3216	LR: 0.000800
Training Epoch: 36 [14080/45000]	Loss: 0.2251	LR: 0.000800
Training Epoch: 36 [14336/45000]	Loss: 0.2464	LR: 0.000800
Training Epoch: 36 [14592/45000]	Loss: 0.3173	LR: 0.000800
Training Epoch: 36 [14848/45000]	Loss: 0.3084	LR: 0.000800
Training Epoch: 36 [15104/45000]	Loss: 0.3962	LR: 0.000800
Training Epoch: 36 [15360/45000]	Loss: 0.3499	LR: 0.000800
Training Epoch: 36 [15616/45000]	Loss: 0.3067	LR: 0.000800
Training Epoch: 36 [15872/45000]	Loss: 0.3424	LR: 0.000800
Training Epoch: 36 [16128/45000]	Loss: 0.2986	LR: 0.000800
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Training Epoch: 36 [16640/45000]	Loss: 0.3472	LR: 0.000800
Training Epoch: 36 [16896/45000]	Loss: 0.2969	LR: 0.000800
Training Epoch: 36 [17152/45000]	Loss: 0.3119	LR: 0.000800
Training Epoch: 36 [17408/45000]	Loss: 0.3058	LR: 0.000800
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Training Epoch: 36 [19712/45000]	Loss: 0.2705	LR: 0.000800
Training Epoch: 36 [19968/45000]	Loss: 0.3387	LR: 0.000800
Training Epoch: 36 [20224/45000]	Loss: 0.3283	LR: 0.000800
Training Epoch: 36 [20480/45000]	Loss: 0.3276	LR: 0.000800
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Training Epoch: 36 [27904/45000]	Loss: 0.3361	LR: 0.000800
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Training Epoch: 36 [28416/45000]	Loss: 0.3222	LR: 0.000800
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Training Epoch: 36 [28928/45000]	Loss: 0.2525	LR: 0.000800
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Training Epoch: 36 [29440/45000]	Loss: 0.2861	LR: 0.000800
Training Epoch: 36 [29696/45000]	Loss: 0.2928	LR: 0.000800
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Training Epoch: 36 [34816/45000]	Loss: 0.2846	LR: 0.000800
Training Epoch: 36 [35072/45000]	Loss: 0.2969	LR: 0.000800
Training Epoch: 36 [35328/45000]	Loss: 0.3612	LR: 0.000800
Training Epoch: 36 [35584/45000]	Loss: 0.3144	LR: 0.000800
Training Epoch: 36 [35840/45000]	Loss: 0.3597	LR: 0.000800
Training Epoch: 36 [36096/45000]	Loss: 0.3116	LR: 0.000800
Training Epoch: 36 [36352/45000]	Loss: 0.2978	LR: 0.000800
Training Epoch: 36 [36608/45000]	Loss: 0.3847	LR: 0.000800
Training Epoch: 36 [36864/45000]	Loss: 0.3189	LR: 0.000800
Training Epoch: 36 [37120/45000]	Loss: 0.2888	LR: 0.000800
Training Epoch: 36 [37376/45000]	Loss: 0.2792	LR: 0.000800
Training Epoch: 36 [37632/45000]	Loss: 0.3322	LR: 0.000800
Training Epoch: 36 [37888/45000]	Loss: 0.2967	LR: 0.000800
Training Epoch: 36 [38144/45000]	Loss: 0.2990	LR: 0.000800
Training Epoch: 36 [38400/45000]	Loss: 0.3458	LR: 0.000800
Training Epoch: 36 [38656/45000]	Loss: 0.3494	LR: 0.000800
Training Epoch: 36 [38912/45000]	Loss: 0.2681	LR: 0.000800
Training Epoch: 36 [39168/45000]	Loss: 0.2997	LR: 0.000800
Training Epoch: 36 [39424/45000]	Loss: 0.3093	LR: 0.000800
Training Epoch: 36 [39680/45000]	Loss: 0.2733	LR: 0.000800
Training Epoch: 36 [39936/45000]	Loss: 0.3367	LR: 0.000800
Training Epoch: 36 [40192/45000]	Loss: 0.3362	LR: 0.000800
Training Epoch: 36 [40448/45000]	Loss: 0.2843	LR: 0.000800
Training Epoch: 36 [40704/45000]	Loss: 0.2077	LR: 0.000800
Training Epoch: 36 [40960/45000]	Loss: 0.2683	LR: 0.000800
Training Epoch: 36 [41216/45000]	Loss: 0.3574	LR: 0.000800
Training Epoch: 36 [41472/45000]	Loss: 0.2820	LR: 0.000800
Training Epoch: 36 [41728/45000]	Loss: 0.3553	LR: 0.000800
Training Epoch: 36 [41984/45000]	Loss: 0.3440	LR: 0.000800
Training Epoch: 36 [42240/45000]	Loss: 0.2419	LR: 0.000800
Training Epoch: 36 [42496/45000]	Loss: 0.3124	LR: 0.000800
Training Epoch: 36 [42752/45000]	Loss: 0.2731	LR: 0.000800
Training Epoch: 36 [43008/45000]	Loss: 0.3263	LR: 0.000800
Training Epoch: 36 [43264/45000]	Loss: 0.2914	LR: 0.000800
Training Epoch: 36 [43520/45000]	Loss: 0.3183	LR: 0.000800
Training Epoch: 36 [43776/45000]	Loss: 0.3919	LR: 0.000800
Training Epoch: 36 [44032/45000]	Loss: 0.3282	LR: 0.000800
Training Epoch: 36 [44288/45000]	Loss: 0.3354	LR: 0.000800
Training Epoch: 36 [44544/45000]	Loss: 0.3039	LR: 0.000800
Training Epoch: 36 [44800/45000]	Loss: 0.2748	LR: 0.000800
Training Epoch: 36 [45000/45000]	Loss: 0.2315	LR: 0.000800
Epoch 36 - Average Train Loss: 0.3078, Train Accuracy: 0.9078
Epoch 36 training time consumed: 24.50s
Evaluating Network.....
Test set: Epoch: 36, Average loss: 0.0031, Accuracy: 0.7736, Time consumed:0.88s
Training Epoch: 37 [256/45000]	Loss: 0.2944	LR: 0.000800
Training Epoch: 37 [512/45000]	Loss: 0.2771	LR: 0.000800
Training Epoch: 37 [768/45000]	Loss: 0.3269	LR: 0.000800
Training Epoch: 37 [1024/45000]	Loss: 0.2317	LR: 0.000800
Training Epoch: 37 [1280/45000]	Loss: 0.1917	LR: 0.000800
Training Epoch: 37 [1536/45000]	Loss: 0.3299	LR: 0.000800
Training Epoch: 37 [1792/45000]	Loss: 0.2655	LR: 0.000800
Training Epoch: 37 [2048/45000]	Loss: 0.2524	LR: 0.000800
Training Epoch: 37 [2304/45000]	Loss: 0.3017	LR: 0.000800
Training Epoch: 37 [2560/45000]	Loss: 0.2943	LR: 0.000800
Training Epoch: 37 [2816/45000]	Loss: 0.2554	LR: 0.000800
Training Epoch: 37 [3072/45000]	Loss: 0.3106	LR: 0.000800
Training Epoch: 37 [3328/45000]	Loss: 0.2860	LR: 0.000800
Training Epoch: 37 [3584/45000]	Loss: 0.2794	LR: 0.000800
Training Epoch: 37 [3840/45000]	Loss: 0.3401	LR: 0.000800
Training Epoch: 37 [4096/45000]	Loss: 0.3348	LR: 0.000800
Training Epoch: 37 [4352/45000]	Loss: 0.3106	LR: 0.000800
Training Epoch: 37 [4608/45000]	Loss: 0.2945	LR: 0.000800
Training Epoch: 37 [4864/45000]	Loss: 0.2600	LR: 0.000800
Training Epoch: 37 [5120/45000]	Loss: 0.3087	LR: 0.000800
Training Epoch: 37 [5376/45000]	Loss: 0.3027	LR: 0.000800
Training Epoch: 37 [5632/45000]	Loss: 0.2556	LR: 0.000800
Training Epoch: 37 [5888/45000]	Loss: 0.3205	LR: 0.000800
Training Epoch: 37 [6144/45000]	Loss: 0.3572	LR: 0.000800
Training Epoch: 37 [6400/45000]	Loss: 0.2839	LR: 0.000800
Training Epoch: 37 [6656/45000]	Loss: 0.2101	LR: 0.000800
Training Epoch: 37 [6912/45000]	Loss: 0.2638	LR: 0.000800
Training Epoch: 37 [7168/45000]	Loss: 0.3550	LR: 0.000800
Training Epoch: 37 [7424/45000]	Loss: 0.2974	LR: 0.000800
Training Epoch: 37 [7680/45000]	Loss: 0.2853	LR: 0.000800
Training Epoch: 37 [7936/45000]	Loss: 0.3059	LR: 0.000800
Training Epoch: 37 [8192/45000]	Loss: 0.3509	LR: 0.000800
Training Epoch: 37 [8448/45000]	Loss: 0.2689	LR: 0.000800
Training Epoch: 37 [8704/45000]	Loss: 0.2926	LR: 0.000800
Training Epoch: 37 [8960/45000]	Loss: 0.3146	LR: 0.000800
Training Epoch: 37 [9216/45000]	Loss: 0.2361	LR: 0.000800
Training Epoch: 37 [9472/45000]	Loss: 0.2645	LR: 0.000800
Training Epoch: 37 [9728/45000]	Loss: 0.2865	LR: 0.000800
Training Epoch: 37 [9984/45000]	Loss: 0.2972	LR: 0.000800
Training Epoch: 37 [10240/45000]	Loss: 0.3206	LR: 0.000800
Training Epoch: 37 [10496/45000]	Loss: 0.3724	LR: 0.000800
Training Epoch: 37 [10752/45000]	Loss: 0.3079	LR: 0.000800
Training Epoch: 37 [11008/45000]	Loss: 0.3188	LR: 0.000800
Training Epoch: 37 [11264/45000]	Loss: 0.3230	LR: 0.000800
Training Epoch: 37 [11520/45000]	Loss: 0.3493	LR: 0.000800
Training Epoch: 37 [11776/45000]	Loss: 0.2646	LR: 0.000800
Training Epoch: 37 [12032/45000]	Loss: 0.3571	LR: 0.000800
Training Epoch: 37 [12288/45000]	Loss: 0.2961	LR: 0.000800
Training Epoch: 37 [12544/45000]	Loss: 0.2955	LR: 0.000800
Training Epoch: 37 [12800/45000]	Loss: 0.2366	LR: 0.000800
Training Epoch: 37 [13056/45000]	Loss: 0.2942	LR: 0.000800
Training Epoch: 37 [13312/45000]	Loss: 0.2848	LR: 0.000800
Training Epoch: 37 [13568/45000]	Loss: 0.3278	LR: 0.000800
Training Epoch: 37 [13824/45000]	Loss: 0.2495	LR: 0.000800
Training Epoch: 37 [14080/45000]	Loss: 0.3296	LR: 0.000800
Training Epoch: 37 [14336/45000]	Loss: 0.2241	LR: 0.000800
Training Epoch: 37 [14592/45000]	Loss: 0.2625	LR: 0.000800
Training Epoch: 37 [14848/45000]	Loss: 0.2412	LR: 0.000800
Training Epoch: 37 [15104/45000]	Loss: 0.2876	LR: 0.000800
Training Epoch: 37 [15360/45000]	Loss: 0.2462	LR: 0.000800
Training Epoch: 37 [15616/45000]	Loss: 0.2994	LR: 0.000800
Training Epoch: 37 [15872/45000]	Loss: 0.3560	LR: 0.000800
Training Epoch: 37 [16128/45000]	Loss: 0.2312	LR: 0.000800
Training Epoch: 37 [16384/45000]	Loss: 0.3307	LR: 0.000800
Training Epoch: 37 [16640/45000]	Loss: 0.3079	LR: 0.000800
Training Epoch: 37 [16896/45000]	Loss: 0.2288	LR: 0.000800
Training Epoch: 37 [17152/45000]	Loss: 0.2880	LR: 0.000800
Training Epoch: 37 [17408/45000]	Loss: 0.3364	LR: 0.000800
Training Epoch: 37 [17664/45000]	Loss: 0.2712	LR: 0.000800
Training Epoch: 37 [17920/45000]	Loss: 0.3297	LR: 0.000800
Training Epoch: 37 [18176/45000]	Loss: 0.2756	LR: 0.000800
Training Epoch: 37 [18432/45000]	Loss: 0.3574	LR: 0.000800
Training Epoch: 37 [18688/45000]	Loss: 0.2316	LR: 0.000800
Training Epoch: 37 [18944/45000]	Loss: 0.3570	LR: 0.000800
Training Epoch: 37 [19200/45000]	Loss: 0.3300	LR: 0.000800
Training Epoch: 37 [19456/45000]	Loss: 0.3220	LR: 0.000800
Training Epoch: 37 [19712/45000]	Loss: 0.3213	LR: 0.000800
Training Epoch: 37 [19968/45000]	Loss: 0.3309	LR: 0.000800
Training Epoch: 37 [20224/45000]	Loss: 0.2539	LR: 0.000800
Training Epoch: 37 [20480/45000]	Loss: 0.3707	LR: 0.000800
Training Epoch: 37 [20736/45000]	Loss: 0.2948	LR: 0.000800
Training Epoch: 37 [20992/45000]	Loss: 0.2348	LR: 0.000800
Training Epoch: 37 [21248/45000]	Loss: 0.3165	LR: 0.000800
Training Epoch: 37 [21504/45000]	Loss: 0.3507	LR: 0.000800
Training Epoch: 37 [21760/45000]	Loss: 0.2669	LR: 0.000800
Training Epoch: 37 [22016/45000]	Loss: 0.2564	LR: 0.000800
Training Epoch: 37 [22272/45000]	Loss: 0.2873	LR: 0.000800
Training Epoch: 37 [22528/45000]	Loss: 0.4966	LR: 0.000800
Training Epoch: 37 [22784/45000]	Loss: 0.3816	LR: 0.000800
Training Epoch: 37 [23040/45000]	Loss: 0.3049	LR: 0.000800
Training Epoch: 37 [23296/45000]	Loss: 0.2528	LR: 0.000800
Training Epoch: 37 [23552/45000]	Loss: 0.3496	LR: 0.000800
Training Epoch: 37 [23808/45000]	Loss: 0.3406	LR: 0.000800
Training Epoch: 37 [24064/45000]	Loss: 0.2875	LR: 0.000800
Training Epoch: 37 [24320/45000]	Loss: 0.3097	LR: 0.000800
Training Epoch: 37 [24576/45000]	Loss: 0.2405	LR: 0.000800
Training Epoch: 37 [24832/45000]	Loss: 0.3214	LR: 0.000800
Training Epoch: 37 [25088/45000]	Loss: 0.3017	LR: 0.000800
Training Epoch: 37 [25344/45000]	Loss: 0.4032	LR: 0.000800
Training Epoch: 37 [25600/45000]	Loss: 0.2935	LR: 0.000800
Training Epoch: 37 [25856/45000]	Loss: 0.3320	LR: 0.000800
Training Epoch: 37 [26112/45000]	Loss: 0.2706	LR: 0.000800
Training Epoch: 37 [26368/45000]	Loss: 0.3207	LR: 0.000800
Training Epoch: 37 [26624/45000]	Loss: 0.3073	LR: 0.000800
Training Epoch: 37 [26880/45000]	Loss: 0.2647	LR: 0.000800
Training Epoch: 37 [27136/45000]	Loss: 0.3841	LR: 0.000800
Training Epoch: 37 [27392/45000]	Loss: 0.2796	LR: 0.000800
Training Epoch: 37 [27648/45000]	Loss: 0.3095	LR: 0.000800
Training Epoch: 37 [27904/45000]	Loss: 0.3596	LR: 0.000800
Training Epoch: 37 [28160/45000]	Loss: 0.3275	LR: 0.000800
Training Epoch: 37 [28416/45000]	Loss: 0.3319	LR: 0.000800
Training Epoch: 37 [28672/45000]	Loss: 0.3010	LR: 0.000800
Training Epoch: 37 [28928/45000]	Loss: 0.2644	LR: 0.000800
Training Epoch: 37 [29184/45000]	Loss: 0.2887	LR: 0.000800
Training Epoch: 37 [29440/45000]	Loss: 0.3115	LR: 0.000800
Training Epoch: 37 [29696/45000]	Loss: 0.3764	LR: 0.000800
Training Epoch: 37 [29952/45000]	Loss: 0.2883	LR: 0.000800
Training Epoch: 37 [30208/45000]	Loss: 0.2958	LR: 0.000800
Training Epoch: 37 [30464/45000]	Loss: 0.3300	LR: 0.000800
Training Epoch: 37 [30720/45000]	Loss: 0.2910	LR: 0.000800
Training Epoch: 37 [30976/45000]	Loss: 0.3085	LR: 0.000800
Training Epoch: 37 [31232/45000]	Loss: 0.3200	LR: 0.000800
Training Epoch: 37 [31488/45000]	Loss: 0.2803	LR: 0.000800
Training Epoch: 37 [31744/45000]	Loss: 0.2973	LR: 0.000800
Training Epoch: 37 [32000/45000]	Loss: 0.3125	LR: 0.000800
Training Epoch: 37 [32256/45000]	Loss: 0.3159	LR: 0.000800
Training Epoch: 37 [32512/45000]	Loss: 0.3068	LR: 0.000800
Training Epoch: 37 [32768/45000]	Loss: 0.3033	LR: 0.000800
Training Epoch: 37 [33024/45000]	Loss: 0.3165	LR: 0.000800
Training Epoch: 37 [33280/45000]	Loss: 0.2708	LR: 0.000800
Training Epoch: 37 [33536/45000]	Loss: 0.2687	LR: 0.000800
Training Epoch: 37 [33792/45000]	Loss: 0.3437	LR: 0.000800
Training Epoch: 37 [34048/45000]	Loss: 0.2898	LR: 0.000800
Training Epoch: 37 [34304/45000]	Loss: 0.3530	LR: 0.000800
Training Epoch: 37 [34560/45000]	Loss: 0.3784	LR: 0.000800
Training Epoch: 37 [34816/45000]	Loss: 0.2894	LR: 0.000800
Training Epoch: 37 [35072/45000]	Loss: 0.2483	LR: 0.000800
Training Epoch: 37 [35328/45000]	Loss: 0.2362	LR: 0.000800
Training Epoch: 37 [35584/45000]	Loss: 0.2897	LR: 0.000800
Training Epoch: 37 [35840/45000]	Loss: 0.2572	LR: 0.000800
Training Epoch: 37 [36096/45000]	Loss: 0.2422	LR: 0.000800
Training Epoch: 37 [36352/45000]	Loss: 0.3165	LR: 0.000800
Training Epoch: 37 [36608/45000]	Loss: 0.2279	LR: 0.000800
Training Epoch: 37 [36864/45000]	Loss: 0.3503	LR: 0.000800
Training Epoch: 37 [37120/45000]	Loss: 0.3616	LR: 0.000800
Training Epoch: 37 [37376/45000]	Loss: 0.2404	LR: 0.000800
Training Epoch: 37 [37632/45000]	Loss: 0.2593	LR: 0.000800
Training Epoch: 37 [37888/45000]	Loss: 0.3248	LR: 0.000800
Training Epoch: 37 [38144/45000]	Loss: 0.2594	LR: 0.000800
Training Epoch: 37 [38400/45000]	Loss: 0.2508	LR: 0.000800
Training Epoch: 37 [38656/45000]	Loss: 0.2497	LR: 0.000800
Training Epoch: 37 [38912/45000]	Loss: 0.3327	LR: 0.000800
Training Epoch: 37 [39168/45000]	Loss: 0.2431	LR: 0.000800
Training Epoch: 37 [39424/45000]	Loss: 0.2585	LR: 0.000800
Training Epoch: 37 [39680/45000]	Loss: 0.3297	LR: 0.000800
Training Epoch: 37 [39936/45000]	Loss: 0.2758	LR: 0.000800
Training Epoch: 37 [40192/45000]	Loss: 0.2964	LR: 0.000800
Training Epoch: 37 [40448/45000]	Loss: 0.2721	LR: 0.000800
Training Epoch: 37 [40704/45000]	Loss: 0.3008	LR: 0.000800
Training Epoch: 37 [40960/45000]	Loss: 0.3668	LR: 0.000800
Training Epoch: 37 [41216/45000]	Loss: 0.3088	LR: 0.000800
Training Epoch: 37 [41472/45000]	Loss: 0.3298	LR: 0.000800
Training Epoch: 37 [41728/45000]	Loss: 0.3556	LR: 0.000800
Training Epoch: 37 [41984/45000]	Loss: 0.3115	LR: 0.000800
Training Epoch: 37 [42240/45000]	Loss: 0.3043	LR: 0.000800
Training Epoch: 37 [42496/45000]	Loss: 0.2597	LR: 0.000800
Training Epoch: 37 [42752/45000]	Loss: 0.2507	LR: 0.000800
Training Epoch: 37 [43008/45000]	Loss: 0.3026	LR: 0.000800
Training Epoch: 37 [43264/45000]	Loss: 0.2941	LR: 0.000800
Training Epoch: 37 [43520/45000]	Loss: 0.3042	LR: 0.000800
Training Epoch: 37 [43776/45000]	Loss: 0.2850	LR: 0.000800
Training Epoch: 37 [44032/45000]	Loss: 0.2611	LR: 0.000800
Training Epoch: 37 [44288/45000]	Loss: 0.3599	LR: 0.000800
Training Epoch: 37 [44544/45000]	Loss: 0.2759	LR: 0.000800
Training Epoch: 37 [44800/45000]	Loss: 0.3040	LR: 0.000800
Training Epoch: 37 [45000/45000]	Loss: 0.2696	LR: 0.000800
Epoch 37 - Average Train Loss: 0.2992, Train Accuracy: 0.9082
Epoch 37 training time consumed: 24.50s
Evaluating Network.....
Test set: Epoch: 37, Average loss: 0.0031, Accuracy: 0.7745, Time consumed:0.87s
Training Epoch: 38 [256/45000]	Loss: 0.3095	LR: 0.000800
Training Epoch: 38 [512/45000]	Loss: 0.2758	LR: 0.000800
Training Epoch: 38 [768/45000]	Loss: 0.3268	LR: 0.000800
Training Epoch: 38 [1024/45000]	Loss: 0.2477	LR: 0.000800
Training Epoch: 38 [1280/45000]	Loss: 0.3250	LR: 0.000800
Training Epoch: 38 [1536/45000]	Loss: 0.2859	LR: 0.000800
Training Epoch: 38 [1792/45000]	Loss: 0.2447	LR: 0.000800
Training Epoch: 38 [2048/45000]	Loss: 0.2902	LR: 0.000800
Training Epoch: 38 [2304/45000]	Loss: 0.3297	LR: 0.000800
Training Epoch: 38 [2560/45000]	Loss: 0.2260	LR: 0.000800
Training Epoch: 38 [2816/45000]	Loss: 0.3099	LR: 0.000800
Training Epoch: 38 [3072/45000]	Loss: 0.3432	LR: 0.000800
Training Epoch: 38 [3328/45000]	Loss: 0.3491	LR: 0.000800
Training Epoch: 38 [3584/45000]	Loss: 0.3710	LR: 0.000800
Training Epoch: 38 [3840/45000]	Loss: 0.3051	LR: 0.000800
Training Epoch: 38 [4096/45000]	Loss: 0.2990	LR: 0.000800
Training Epoch: 38 [4352/45000]	Loss: 0.2678	LR: 0.000800
Training Epoch: 38 [4608/45000]	Loss: 0.2286	LR: 0.000800
Training Epoch: 38 [4864/45000]	Loss: 0.2949	LR: 0.000800
Training Epoch: 38 [5120/45000]	Loss: 0.3001	LR: 0.000800
Training Epoch: 38 [5376/45000]	Loss: 0.2895	LR: 0.000800
Training Epoch: 38 [5632/45000]	Loss: 0.3238	LR: 0.000800
Training Epoch: 38 [5888/45000]	Loss: 0.2973	LR: 0.000800
Training Epoch: 38 [6144/45000]	Loss: 0.2735	LR: 0.000800
Training Epoch: 38 [6400/45000]	Loss: 0.3215	LR: 0.000800
Training Epoch: 38 [6656/45000]	Loss: 0.2695	LR: 0.000800
Training Epoch: 38 [6912/45000]	Loss: 0.2860	LR: 0.000800
Training Epoch: 38 [7168/45000]	Loss: 0.2333	LR: 0.000800
Training Epoch: 38 [7424/45000]	Loss: 0.3962	LR: 0.000800
Training Epoch: 38 [7680/45000]	Loss: 0.2549	LR: 0.000800
Training Epoch: 38 [7936/45000]	Loss: 0.2926	LR: 0.000800
Training Epoch: 38 [8192/45000]	Loss: 0.2842	LR: 0.000800
Training Epoch: 38 [8448/45000]	Loss: 0.3322	LR: 0.000800
Training Epoch: 38 [8704/45000]	Loss: 0.3529	LR: 0.000800
Training Epoch: 38 [8960/45000]	Loss: 0.3141	LR: 0.000800
Training Epoch: 38 [9216/45000]	Loss: 0.3106	LR: 0.000800
Training Epoch: 38 [9472/45000]	Loss: 0.2687	LR: 0.000800
Training Epoch: 38 [9728/45000]	Loss: 0.3083	LR: 0.000800
Training Epoch: 38 [9984/45000]	Loss: 0.2647	LR: 0.000800
Training Epoch: 38 [10240/45000]	Loss: 0.2585	LR: 0.000800
Training Epoch: 38 [10496/45000]	Loss: 0.3230	LR: 0.000800
Training Epoch: 38 [10752/45000]	Loss: 0.2582	LR: 0.000800
Training Epoch: 38 [11008/45000]	Loss: 0.2360	LR: 0.000800
Training Epoch: 38 [11264/45000]	Loss: 0.2370	LR: 0.000800
Training Epoch: 38 [11520/45000]	Loss: 0.3000	LR: 0.000800
Training Epoch: 38 [11776/45000]	Loss: 0.2616	LR: 0.000800
Training Epoch: 38 [12032/45000]	Loss: 0.3634	LR: 0.000800
Training Epoch: 38 [12288/45000]	Loss: 0.2931	LR: 0.000800
Training Epoch: 38 [12544/45000]	Loss: 0.2301	LR: 0.000800
Training Epoch: 38 [12800/45000]	Loss: 0.3803	LR: 0.000800
Training Epoch: 38 [13056/45000]	Loss: 0.2625	LR: 0.000800
Training Epoch: 38 [13312/45000]	Loss: 0.2398	LR: 0.000800
Training Epoch: 38 [13568/45000]	Loss: 0.2646	LR: 0.000800
Training Epoch: 38 [13824/45000]	Loss: 0.3110	LR: 0.000800
Training Epoch: 38 [14080/45000]	Loss: 0.3314	LR: 0.000800
Training Epoch: 38 [14336/45000]	Loss: 0.2653	LR: 0.000800
Training Epoch: 38 [14592/45000]	Loss: 0.2442	LR: 0.000800
Training Epoch: 38 [14848/45000]	Loss: 0.2673	LR: 0.000800
Training Epoch: 38 [15104/45000]	Loss: 0.3060	LR: 0.000800
Training Epoch: 38 [15360/45000]	Loss: 0.3474	LR: 0.000800
Training Epoch: 38 [15616/45000]	Loss: 0.2048	LR: 0.000800
Training Epoch: 38 [15872/45000]	Loss: 0.2768	LR: 0.000800
Training Epoch: 38 [16128/45000]	Loss: 0.3075	LR: 0.000800
Training Epoch: 38 [16384/45000]	Loss: 0.2404	LR: 0.000800
Training Epoch: 38 [16640/45000]	Loss: 0.2980	LR: 0.000800
Training Epoch: 38 [16896/45000]	Loss: 0.2560	LR: 0.000800
Training Epoch: 38 [17152/45000]	Loss: 0.3665	LR: 0.000800
Training Epoch: 38 [17408/45000]	Loss: 0.2713	LR: 0.000800
Training Epoch: 38 [17664/45000]	Loss: 0.2687	LR: 0.000800
Training Epoch: 38 [17920/45000]	Loss: 0.2929	LR: 0.000800
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Training Epoch: 38 [18432/45000]	Loss: 0.3096	LR: 0.000800
Training Epoch: 38 [18688/45000]	Loss: 0.3277	LR: 0.000800
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Training Epoch: 38 [19200/45000]	Loss: 0.2859	LR: 0.000800
Training Epoch: 38 [19456/45000]	Loss: 0.2659	LR: 0.000800
Training Epoch: 38 [19712/45000]	Loss: 0.3089	LR: 0.000800
Training Epoch: 38 [19968/45000]	Loss: 0.2988	LR: 0.000800
Training Epoch: 38 [20224/45000]	Loss: 0.2643	LR: 0.000800
Training Epoch: 38 [20480/45000]	Loss: 0.3279	LR: 0.000800
Training Epoch: 38 [20736/45000]	Loss: 0.2745	LR: 0.000800
Training Epoch: 38 [20992/45000]	Loss: 0.2682	LR: 0.000800
Training Epoch: 38 [21248/45000]	Loss: 0.3152	LR: 0.000800
Training Epoch: 38 [21504/45000]	Loss: 0.2834	LR: 0.000800
Training Epoch: 38 [21760/45000]	Loss: 0.3220	LR: 0.000800
Training Epoch: 38 [22016/45000]	Loss: 0.3165	LR: 0.000800
Training Epoch: 38 [22272/45000]	Loss: 0.3102	LR: 0.000800
Training Epoch: 38 [22528/45000]	Loss: 0.3113	LR: 0.000800
Training Epoch: 38 [22784/45000]	Loss: 0.3182	LR: 0.000800
Training Epoch: 38 [23040/45000]	Loss: 0.3021	LR: 0.000800
Training Epoch: 38 [23296/45000]	Loss: 0.3364	LR: 0.000800
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Training Epoch: 38 [23808/45000]	Loss: 0.3119	LR: 0.000800
Training Epoch: 38 [24064/45000]	Loss: 0.3359	LR: 0.000800
Training Epoch: 38 [24320/45000]	Loss: 0.3080	LR: 0.000800
Training Epoch: 38 [24576/45000]	Loss: 0.2863	LR: 0.000800
Training Epoch: 38 [24832/45000]	Loss: 0.3231	LR: 0.000800
Training Epoch: 38 [25088/45000]	Loss: 0.3727	LR: 0.000800
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Training Epoch: 38 [25856/45000]	Loss: 0.3192	LR: 0.000800
Training Epoch: 38 [26112/45000]	Loss: 0.2894	LR: 0.000800
Training Epoch: 38 [26368/45000]	Loss: 0.3495	LR: 0.000800
Training Epoch: 38 [26624/45000]	Loss: 0.3219	LR: 0.000800
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Training Epoch: 38 [27392/45000]	Loss: 0.3168	LR: 0.000800
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Training Epoch: 38 [27904/45000]	Loss: 0.3228	LR: 0.000800
Training Epoch: 38 [28160/45000]	Loss: 0.2466	LR: 0.000800
Training Epoch: 38 [28416/45000]	Loss: 0.3085	LR: 0.000800
Training Epoch: 38 [28672/45000]	Loss: 0.3268	LR: 0.000800
Training Epoch: 38 [28928/45000]	Loss: 0.2619	LR: 0.000800
Training Epoch: 38 [29184/45000]	Loss: 0.3448	LR: 0.000800
Training Epoch: 38 [29440/45000]	Loss: 0.2342	LR: 0.000800
Training Epoch: 38 [29696/45000]	Loss: 0.2632	LR: 0.000800
Training Epoch: 38 [29952/45000]	Loss: 0.3599	LR: 0.000800
Training Epoch: 38 [30208/45000]	Loss: 0.2874	LR: 0.000800
Training Epoch: 38 [30464/45000]	Loss: 0.2659	LR: 0.000800
Training Epoch: 38 [30720/45000]	Loss: 0.3346	LR: 0.000800
Training Epoch: 38 [30976/45000]	Loss: 0.2516	LR: 0.000800
Training Epoch: 38 [31232/45000]	Loss: 0.2727	LR: 0.000800
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Training Epoch: 38 [31744/45000]	Loss: 0.3532	LR: 0.000800
Training Epoch: 38 [32000/45000]	Loss: 0.3176	LR: 0.000800
Training Epoch: 38 [32256/45000]	Loss: 0.3231	LR: 0.000800
Training Epoch: 38 [32512/45000]	Loss: 0.3319	LR: 0.000800
Training Epoch: 38 [32768/45000]	Loss: 0.2744	LR: 0.000800
Training Epoch: 38 [33024/45000]	Loss: 0.3179	LR: 0.000800
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Training Epoch: 38 [33536/45000]	Loss: 0.2997	LR: 0.000800
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Training Epoch: 38 [35584/45000]	Loss: 0.2547	LR: 0.000800
Training Epoch: 38 [35840/45000]	Loss: 0.2457	LR: 0.000800
Training Epoch: 38 [36096/45000]	Loss: 0.2383	LR: 0.000800
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Training Epoch: 38 [36608/45000]	Loss: 0.2997	LR: 0.000800
Training Epoch: 38 [36864/45000]	Loss: 0.3049	LR: 0.000800
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Training Epoch: 38 [37376/45000]	Loss: 0.3006	LR: 0.000800
Training Epoch: 38 [37632/45000]	Loss: 0.3036	LR: 0.000800
Training Epoch: 38 [37888/45000]	Loss: 0.3428	LR: 0.000800
Training Epoch: 38 [38144/45000]	Loss: 0.2850	LR: 0.000800
Training Epoch: 38 [38400/45000]	Loss: 0.3174	LR: 0.000800
Training Epoch: 38 [38656/45000]	Loss: 0.3271	LR: 0.000800
Training Epoch: 38 [38912/45000]	Loss: 0.2971	LR: 0.000800
Training Epoch: 38 [39168/45000]	Loss: 0.4215	LR: 0.000800
Training Epoch: 38 [39424/45000]	Loss: 0.2727	LR: 0.000800
Training Epoch: 38 [39680/45000]	Loss: 0.3872	LR: 0.000800
Training Epoch: 38 [39936/45000]	Loss: 0.2497	LR: 0.000800
Training Epoch: 38 [40192/45000]	Loss: 0.2552	LR: 0.000800
Training Epoch: 38 [40448/45000]	Loss: 0.2994	LR: 0.000800
Training Epoch: 38 [40704/45000]	Loss: 0.3569	LR: 0.000800
Training Epoch: 38 [40960/45000]	Loss: 0.3073	LR: 0.000800
Training Epoch: 38 [41216/45000]	Loss: 0.2793	LR: 0.000800
Training Epoch: 38 [41472/45000]	Loss: 0.2762	LR: 0.000800
Training Epoch: 38 [41728/45000]	Loss: 0.3065	LR: 0.000800
Training Epoch: 38 [41984/45000]	Loss: 0.3355	LR: 0.000800
Training Epoch: 38 [42240/45000]	Loss: 0.3825	LR: 0.000800
Training Epoch: 38 [42496/45000]	Loss: 0.3178	LR: 0.000800
Training Epoch: 38 [42752/45000]	Loss: 0.2713	LR: 0.000800
Training Epoch: 38 [43008/45000]	Loss: 0.3360	LR: 0.000800
Training Epoch: 38 [43264/45000]	Loss: 0.3435	LR: 0.000800
Training Epoch: 38 [43520/45000]	Loss: 0.2568	LR: 0.000800
Training Epoch: 38 [43776/45000]	Loss: 0.2470	LR: 0.000800
Training Epoch: 38 [44032/45000]	Loss: 0.3165	LR: 0.000800
Training Epoch: 38 [44288/45000]	Loss: 0.2791	LR: 0.000800
Training Epoch: 38 [44544/45000]	Loss: 0.2922	LR: 0.000800
Training Epoch: 38 [44800/45000]	Loss: 0.3061	LR: 0.000800
Training Epoch: 38 [45000/45000]	Loss: 0.2717	LR: 0.000800
Epoch 38 - Average Train Loss: 0.2980, Train Accuracy: 0.9107
Epoch 38 training time consumed: 24.42s
Evaluating Network.....
Test set: Epoch: 38, Average loss: 0.0030, Accuracy: 0.7758, Time consumed:0.99s
Saving weights file to checkpoint/retrain/AllCNN/Monday_14_July_2025_02h_56m_41s/AllCNN-Cifar20-seed8-ret100-38-best.pth
Training Epoch: 39 [256/45000]	Loss: 0.3216	LR: 0.000800
Training Epoch: 39 [512/45000]	Loss: 0.2756	LR: 0.000800
Training Epoch: 39 [768/45000]	Loss: 0.2891	LR: 0.000800
Training Epoch: 39 [1024/45000]	Loss: 0.2731	LR: 0.000800
Training Epoch: 39 [1280/45000]	Loss: 0.3221	LR: 0.000800
Training Epoch: 39 [1536/45000]	Loss: 0.2731	LR: 0.000800
Training Epoch: 39 [1792/45000]	Loss: 0.2759	LR: 0.000800
Training Epoch: 39 [2048/45000]	Loss: 0.2826	LR: 0.000800
Training Epoch: 39 [2304/45000]	Loss: 0.2821	LR: 0.000800
Training Epoch: 39 [2560/45000]	Loss: 0.2704	LR: 0.000800
Training Epoch: 39 [2816/45000]	Loss: 0.2480	LR: 0.000800
Training Epoch: 39 [3072/45000]	Loss: 0.2699	LR: 0.000800
Training Epoch: 39 [3328/45000]	Loss: 0.2598	LR: 0.000800
Training Epoch: 39 [3584/45000]	Loss: 0.2621	LR: 0.000800
Training Epoch: 39 [3840/45000]	Loss: 0.3503	LR: 0.000800
Training Epoch: 39 [4096/45000]	Loss: 0.3053	LR: 0.000800
Training Epoch: 39 [4352/45000]	Loss: 0.3548	LR: 0.000800
Training Epoch: 39 [4608/45000]	Loss: 0.3309	LR: 0.000800
Training Epoch: 39 [4864/45000]	Loss: 0.2541	LR: 0.000800
Training Epoch: 39 [5120/45000]	Loss: 0.3280	LR: 0.000800
Training Epoch: 39 [5376/45000]	Loss: 0.3219	LR: 0.000800
Training Epoch: 39 [5632/45000]	Loss: 0.2704	LR: 0.000800
Training Epoch: 39 [5888/45000]	Loss: 0.2329	LR: 0.000800
Training Epoch: 39 [6144/45000]	Loss: 0.2233	LR: 0.000800
Training Epoch: 39 [6400/45000]	Loss: 0.2849	LR: 0.000800
Training Epoch: 39 [6656/45000]	Loss: 0.3663	LR: 0.000800
Training Epoch: 39 [6912/45000]	Loss: 0.3163	LR: 0.000800
Training Epoch: 39 [7168/45000]	Loss: 0.3126	LR: 0.000800
Training Epoch: 39 [7424/45000]	Loss: 0.2716	LR: 0.000800
Training Epoch: 39 [7680/45000]	Loss: 0.2905	LR: 0.000800
Training Epoch: 39 [7936/45000]	Loss: 0.2520	LR: 0.000800
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Training Epoch: 39 [8448/45000]	Loss: 0.2572	LR: 0.000800
Training Epoch: 39 [8704/45000]	Loss: 0.2071	LR: 0.000800
Training Epoch: 39 [8960/45000]	Loss: 0.3157	LR: 0.000800
Training Epoch: 39 [9216/45000]	Loss: 0.2586	LR: 0.000800
Training Epoch: 39 [9472/45000]	Loss: 0.3264	LR: 0.000800
Training Epoch: 39 [9728/45000]	Loss: 0.2988	LR: 0.000800
Training Epoch: 39 [9984/45000]	Loss: 0.2491	LR: 0.000800
Training Epoch: 39 [10240/45000]	Loss: 0.2619	LR: 0.000800
Training Epoch: 39 [10496/45000]	Loss: 0.2791	LR: 0.000800
Training Epoch: 39 [10752/45000]	Loss: 0.3077	LR: 0.000800
Training Epoch: 39 [11008/45000]	Loss: 0.3092	LR: 0.000800
Training Epoch: 39 [11264/45000]	Loss: 0.3388	LR: 0.000800
Training Epoch: 39 [11520/45000]	Loss: 0.2524	LR: 0.000800
Training Epoch: 39 [11776/45000]	Loss: 0.3162	LR: 0.000800
Training Epoch: 39 [12032/45000]	Loss: 0.2299	LR: 0.000800
Training Epoch: 39 [12288/45000]	Loss: 0.2875	LR: 0.000800
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Training Epoch: 39 [13312/45000]	Loss: 0.3153	LR: 0.000800
Training Epoch: 39 [13568/45000]	Loss: 0.3053	LR: 0.000800
Training Epoch: 39 [13824/45000]	Loss: 0.2372	LR: 0.000800
Training Epoch: 39 [14080/45000]	Loss: 0.3256	LR: 0.000800
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Training Epoch: 39 [15104/45000]	Loss: 0.2993	LR: 0.000800
Training Epoch: 39 [15360/45000]	Loss: 0.2747	LR: 0.000800
Training Epoch: 39 [15616/45000]	Loss: 0.2948	LR: 0.000800
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Training Epoch: 39 [16128/45000]	Loss: 0.2791	LR: 0.000800
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Training Epoch: 39 [16640/45000]	Loss: 0.2396	LR: 0.000800
Training Epoch: 39 [16896/45000]	Loss: 0.2492	LR: 0.000800
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Training Epoch: 39 [18176/45000]	Loss: 0.3374	LR: 0.000800
Training Epoch: 39 [18432/45000]	Loss: 0.2977	LR: 0.000800
Training Epoch: 39 [18688/45000]	Loss: 0.2935	LR: 0.000800
Training Epoch: 39 [18944/45000]	Loss: 0.2284	LR: 0.000800
Training Epoch: 39 [19200/45000]	Loss: 0.3198	LR: 0.000800
Training Epoch: 39 [19456/45000]	Loss: 0.3886	LR: 0.000800
Training Epoch: 39 [19712/45000]	Loss: 0.2905	LR: 0.000800
Training Epoch: 39 [19968/45000]	Loss: 0.2682	LR: 0.000800
Training Epoch: 39 [20224/45000]	Loss: 0.2884	LR: 0.000800
Training Epoch: 39 [20480/45000]	Loss: 0.3463	LR: 0.000800
Training Epoch: 39 [20736/45000]	Loss: 0.3179	LR: 0.000800
Training Epoch: 39 [20992/45000]	Loss: 0.2962	LR: 0.000800
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Training Epoch: 39 [21760/45000]	Loss: 0.3117	LR: 0.000800
Training Epoch: 39 [22016/45000]	Loss: 0.3280	LR: 0.000800
Training Epoch: 39 [22272/45000]	Loss: 0.2725	LR: 0.000800
Training Epoch: 39 [22528/45000]	Loss: 0.3177	LR: 0.000800
Training Epoch: 39 [22784/45000]	Loss: 0.2673	LR: 0.000800
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Training Epoch: 39 [24576/45000]	Loss: 0.2834	LR: 0.000800
Training Epoch: 39 [24832/45000]	Loss: 0.3124	LR: 0.000800
Training Epoch: 39 [25088/45000]	Loss: 0.2628	LR: 0.000800
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Training Epoch: 39 [25600/45000]	Loss: 0.3309	LR: 0.000800
Training Epoch: 39 [25856/45000]	Loss: 0.3176	LR: 0.000800
Training Epoch: 39 [26112/45000]	Loss: 0.3104	LR: 0.000800
Training Epoch: 39 [26368/45000]	Loss: 0.2985	LR: 0.000800
Training Epoch: 39 [26624/45000]	Loss: 0.3369	LR: 0.000800
Training Epoch: 39 [26880/45000]	Loss: 0.2501	LR: 0.000800
Training Epoch: 39 [27136/45000]	Loss: 0.2783	LR: 0.000800
Training Epoch: 39 [27392/45000]	Loss: 0.2642	LR: 0.000800
Training Epoch: 39 [27648/45000]	Loss: 0.2958	LR: 0.000800
Training Epoch: 39 [27904/45000]	Loss: 0.2581	LR: 0.000800
Training Epoch: 39 [28160/45000]	Loss: 0.3748	LR: 0.000800
Training Epoch: 39 [28416/45000]	Loss: 0.2979	LR: 0.000800
Training Epoch: 39 [28672/45000]	Loss: 0.3194	LR: 0.000800
Training Epoch: 39 [28928/45000]	Loss: 0.3458	LR: 0.000800
Training Epoch: 39 [29184/45000]	Loss: 0.3420	LR: 0.000800
Training Epoch: 39 [29440/45000]	Loss: 0.2390	LR: 0.000800
Training Epoch: 39 [29696/45000]	Loss: 0.3298	LR: 0.000800
Training Epoch: 39 [29952/45000]	Loss: 0.3672	LR: 0.000800
Training Epoch: 39 [30208/45000]	Loss: 0.3406	LR: 0.000800
Training Epoch: 39 [30464/45000]	Loss: 0.3301	LR: 0.000800
Training Epoch: 39 [30720/45000]	Loss: 0.2876	LR: 0.000800
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Training Epoch: 39 [31232/45000]	Loss: 0.2865	LR: 0.000800
Training Epoch: 39 [31488/45000]	Loss: 0.3073	LR: 0.000800
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Training Epoch: 39 [32768/45000]	Loss: 0.3063	LR: 0.000800
Training Epoch: 39 [33024/45000]	Loss: 0.2877	LR: 0.000800
Training Epoch: 39 [33280/45000]	Loss: 0.2744	LR: 0.000800
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Training Epoch: 39 [34560/45000]	Loss: 0.2754	LR: 0.000800
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Training Epoch: 39 [35072/45000]	Loss: 0.3651	LR: 0.000800
Training Epoch: 39 [35328/45000]	Loss: 0.2804	LR: 0.000800
Training Epoch: 39 [35584/45000]	Loss: 0.3187	LR: 0.000800
Training Epoch: 39 [35840/45000]	Loss: 0.2704	LR: 0.000800
Training Epoch: 39 [36096/45000]	Loss: 0.2415	LR: 0.000800
Training Epoch: 39 [36352/45000]	Loss: 0.3186	LR: 0.000800
Training Epoch: 39 [36608/45000]	Loss: 0.2923	LR: 0.000800
Training Epoch: 39 [36864/45000]	Loss: 0.3141	LR: 0.000800
Training Epoch: 39 [37120/45000]	Loss: 0.2938	LR: 0.000800
Training Epoch: 39 [37376/45000]	Loss: 0.3144	LR: 0.000800
Training Epoch: 39 [37632/45000]	Loss: 0.3789	LR: 0.000800
Training Epoch: 39 [37888/45000]	Loss: 0.2512	LR: 0.000800
Training Epoch: 39 [38144/45000]	Loss: 0.2521	LR: 0.000800
Training Epoch: 39 [38400/45000]	Loss: 0.3279	LR: 0.000800
Training Epoch: 39 [38656/45000]	Loss: 0.2839	LR: 0.000800
Training Epoch: 39 [38912/45000]	Loss: 0.3199	LR: 0.000800
Training Epoch: 39 [39168/45000]	Loss: 0.1850	LR: 0.000800
Training Epoch: 39 [39424/45000]	Loss: 0.2625	LR: 0.000800
Training Epoch: 39 [39680/45000]	Loss: 0.3250	LR: 0.000800
Training Epoch: 39 [39936/45000]	Loss: 0.3363	LR: 0.000800
Training Epoch: 39 [40192/45000]	Loss: 0.4307	LR: 0.000800
Training Epoch: 39 [40448/45000]	Loss: 0.3169	LR: 0.000800
Training Epoch: 39 [40704/45000]	Loss: 0.3032	LR: 0.000800
Training Epoch: 39 [40960/45000]	Loss: 0.1918	LR: 0.000800
Training Epoch: 39 [41216/45000]	Loss: 0.2794	LR: 0.000800
Training Epoch: 39 [41472/45000]	Loss: 0.2544	LR: 0.000800
Training Epoch: 39 [41728/45000]	Loss: 0.3347	LR: 0.000800
Training Epoch: 39 [41984/45000]	Loss: 0.2975	LR: 0.000800
Training Epoch: 39 [42240/45000]	Loss: 0.3102	LR: 0.000800
Training Epoch: 39 [42496/45000]	Loss: 0.2744	LR: 0.000800
Training Epoch: 39 [42752/45000]	Loss: 0.3804	LR: 0.000800
Training Epoch: 39 [43008/45000]	Loss: 0.2851	LR: 0.000800
Training Epoch: 39 [43264/45000]	Loss: 0.3210	LR: 0.000800
Training Epoch: 39 [43520/45000]	Loss: 0.2942	LR: 0.000800
Training Epoch: 39 [43776/45000]	Loss: 0.3703	LR: 0.000800
Training Epoch: 39 [44032/45000]	Loss: 0.3083	LR: 0.000800
Training Epoch: 39 [44288/45000]	Loss: 0.2798	LR: 0.000800
Training Epoch: 39 [44544/45000]	Loss: 0.2951	LR: 0.000800
Training Epoch: 39 [44800/45000]	Loss: 0.2530	LR: 0.000800
Training Epoch: 39 [45000/45000]	Loss: 0.3192	LR: 0.000800
Epoch 39 - Average Train Loss: 0.2963, Train Accuracy: 0.9115
Epoch 39 training time consumed: 25.00s
Evaluating Network.....
Test set: Epoch: 39, Average loss: 0.0031, Accuracy: 0.7746, Time consumed:0.93s
Training Epoch: 40 [256/45000]	Loss: 0.2934	LR: 0.000800
Training Epoch: 40 [512/45000]	Loss: 0.3108	LR: 0.000800
Training Epoch: 40 [768/45000]	Loss: 0.2699	LR: 0.000800
Training Epoch: 40 [1024/45000]	Loss: 0.2595	LR: 0.000800
Training Epoch: 40 [1280/45000]	Loss: 0.3002	LR: 0.000800
Training Epoch: 40 [1536/45000]	Loss: 0.3453	LR: 0.000800
Training Epoch: 40 [1792/45000]	Loss: 0.2404	LR: 0.000800
Training Epoch: 40 [2048/45000]	Loss: 0.3017	LR: 0.000800
Training Epoch: 40 [2304/45000]	Loss: 0.2121	LR: 0.000800
Training Epoch: 40 [2560/45000]	Loss: 0.3400	LR: 0.000800
Training Epoch: 40 [2816/45000]	Loss: 0.2888	LR: 0.000800
Training Epoch: 40 [3072/45000]	Loss: 0.2647	LR: 0.000800
Training Epoch: 40 [3328/45000]	Loss: 0.2940	LR: 0.000800
Training Epoch: 40 [3584/45000]	Loss: 0.2616	LR: 0.000800
Training Epoch: 40 [3840/45000]	Loss: 0.2932	LR: 0.000800
Training Epoch: 40 [4096/45000]	Loss: 0.2822	LR: 0.000800
Training Epoch: 40 [4352/45000]	Loss: 0.3333	LR: 0.000800
Training Epoch: 40 [4608/45000]	Loss: 0.2833	LR: 0.000800
Training Epoch: 40 [4864/45000]	Loss: 0.3258	LR: 0.000800
Training Epoch: 40 [5120/45000]	Loss: 0.2765	LR: 0.000800
Training Epoch: 40 [5376/45000]	Loss: 0.2772	LR: 0.000800
Training Epoch: 40 [5632/45000]	Loss: 0.3359	LR: 0.000800
Training Epoch: 40 [5888/45000]	Loss: 0.2505	LR: 0.000800
Training Epoch: 40 [6144/45000]	Loss: 0.2681	LR: 0.000800
Training Epoch: 40 [6400/45000]	Loss: 0.2780	LR: 0.000800
Training Epoch: 40 [6656/45000]	Loss: 0.3504	LR: 0.000800
Training Epoch: 40 [6912/45000]	Loss: 0.2652	LR: 0.000800
Training Epoch: 40 [7168/45000]	Loss: 0.3141	LR: 0.000800
Training Epoch: 40 [7424/45000]	Loss: 0.4340	LR: 0.000800
Training Epoch: 40 [7680/45000]	Loss: 0.2190	LR: 0.000800
Training Epoch: 40 [7936/45000]	Loss: 0.3028	LR: 0.000800
Training Epoch: 40 [8192/45000]	Loss: 0.2985	LR: 0.000800
Training Epoch: 40 [8448/45000]	Loss: 0.2714	LR: 0.000800
Training Epoch: 40 [8704/45000]	Loss: 0.2675	LR: 0.000800
Training Epoch: 40 [8960/45000]	Loss: 0.2910	LR: 0.000800
Training Epoch: 40 [9216/45000]	Loss: 0.3098	LR: 0.000800
Training Epoch: 40 [9472/45000]	Loss: 0.3198	LR: 0.000800
Training Epoch: 40 [9728/45000]	Loss: 0.2937	LR: 0.000800
Training Epoch: 40 [9984/45000]	Loss: 0.3114	LR: 0.000800
Training Epoch: 40 [10240/45000]	Loss: 0.2451	LR: 0.000800
Training Epoch: 40 [10496/45000]	Loss: 0.2976	LR: 0.000800
Training Epoch: 40 [10752/45000]	Loss: 0.3244	LR: 0.000800
Training Epoch: 40 [11008/45000]	Loss: 0.3199	LR: 0.000800
Training Epoch: 40 [11264/45000]	Loss: 0.3623	LR: 0.000800
Training Epoch: 40 [11520/45000]	Loss: 0.3265	LR: 0.000800
Training Epoch: 40 [11776/45000]	Loss: 0.2793	LR: 0.000800
Training Epoch: 40 [12032/45000]	Loss: 0.3244	LR: 0.000800
Training Epoch: 40 [12288/45000]	Loss: 0.2531	LR: 0.000800
Training Epoch: 40 [12544/45000]	Loss: 0.3176	LR: 0.000800
Training Epoch: 40 [12800/45000]	Loss: 0.2919	LR: 0.000800
Training Epoch: 40 [13056/45000]	Loss: 0.2429	LR: 0.000800
Training Epoch: 40 [13312/45000]	Loss: 0.2394	LR: 0.000800
Training Epoch: 40 [13568/45000]	Loss: 0.2860	LR: 0.000800
Training Epoch: 40 [13824/45000]	Loss: 0.2310	LR: 0.000800
Training Epoch: 40 [14080/45000]	Loss: 0.2419	LR: 0.000800
Training Epoch: 40 [14336/45000]	Loss: 0.2988	LR: 0.000800
Training Epoch: 40 [14592/45000]	Loss: 0.2264	LR: 0.000800
Training Epoch: 40 [14848/45000]	Loss: 0.2730	LR: 0.000800
Training Epoch: 40 [15104/45000]	Loss: 0.3180	LR: 0.000800
Training Epoch: 40 [15360/45000]	Loss: 0.2542	LR: 0.000800
Training Epoch: 40 [15616/45000]	Loss: 0.3192	LR: 0.000800
Training Epoch: 40 [15872/45000]	Loss: 0.2440	LR: 0.000800
Training Epoch: 40 [16128/45000]	Loss: 0.2773	LR: 0.000800
Training Epoch: 40 [16384/45000]	Loss: 0.3291	LR: 0.000800
Training Epoch: 40 [16640/45000]	Loss: 0.2699	LR: 0.000800
Training Epoch: 40 [16896/45000]	Loss: 0.3213	LR: 0.000800
Training Epoch: 40 [17152/45000]	Loss: 0.3033	LR: 0.000800
Training Epoch: 40 [17408/45000]	Loss: 0.2544	LR: 0.000800
Training Epoch: 40 [17664/45000]	Loss: 0.2577	LR: 0.000800
Training Epoch: 40 [17920/45000]	Loss: 0.2778	LR: 0.000800
Training Epoch: 40 [18176/45000]	Loss: 0.3041	LR: 0.000800
Training Epoch: 40 [18432/45000]	Loss: 0.3321	LR: 0.000800
Training Epoch: 40 [18688/45000]	Loss: 0.3132	LR: 0.000800
Training Epoch: 40 [18944/45000]	Loss: 0.3391	LR: 0.000800
Training Epoch: 40 [19200/45000]	Loss: 0.2761	LR: 0.000800
Training Epoch: 40 [19456/45000]	Loss: 0.2911	LR: 0.000800
Training Epoch: 40 [19712/45000]	Loss: 0.3209	LR: 0.000800
Training Epoch: 40 [19968/45000]	Loss: 0.3085	LR: 0.000800
Training Epoch: 40 [20224/45000]	Loss: 0.2877	LR: 0.000800
Training Epoch: 40 [20480/45000]	Loss: 0.2856	LR: 0.000800
Training Epoch: 40 [20736/45000]	Loss: 0.1987	LR: 0.000800
Training Epoch: 40 [20992/45000]	Loss: 0.2640	LR: 0.000800
Training Epoch: 40 [21248/45000]	Loss: 0.2658	LR: 0.000800
Training Epoch: 40 [21504/45000]	Loss: 0.2034	LR: 0.000800
Training Epoch: 40 [21760/45000]	Loss: 0.3030	LR: 0.000800
Training Epoch: 40 [22016/45000]	Loss: 0.2150	LR: 0.000800
Training Epoch: 40 [22272/45000]	Loss: 0.3432	LR: 0.000800
Training Epoch: 40 [22528/45000]	Loss: 0.2938	LR: 0.000800
Training Epoch: 40 [22784/45000]	Loss: 0.2228	LR: 0.000800
Training Epoch: 40 [23040/45000]	Loss: 0.2719	LR: 0.000800
Training Epoch: 40 [23296/45000]	Loss: 0.2625	LR: 0.000800
Training Epoch: 40 [23552/45000]	Loss: 0.2958	LR: 0.000800
Training Epoch: 40 [23808/45000]	Loss: 0.2470	LR: 0.000800
Training Epoch: 40 [24064/45000]	Loss: 0.3075	LR: 0.000800
Training Epoch: 40 [24320/45000]	Loss: 0.2974	LR: 0.000800
Training Epoch: 40 [24576/45000]	Loss: 0.2721	LR: 0.000800
Training Epoch: 40 [24832/45000]	Loss: 0.2932	LR: 0.000800
Training Epoch: 40 [25088/45000]	Loss: 0.2892	LR: 0.000800
Training Epoch: 40 [25344/45000]	Loss: 0.1897	LR: 0.000800
Training Epoch: 40 [25600/45000]	Loss: 0.3178	LR: 0.000800
Training Epoch: 40 [25856/45000]	Loss: 0.3207	LR: 0.000800
Training Epoch: 40 [26112/45000]	Loss: 0.3188	LR: 0.000800
Training Epoch: 40 [26368/45000]	Loss: 0.3221	LR: 0.000800
Training Epoch: 40 [26624/45000]	Loss: 0.3289	LR: 0.000800
Training Epoch: 40 [26880/45000]	Loss: 0.3278	LR: 0.000800
Training Epoch: 40 [27136/45000]	Loss: 0.3161	LR: 0.000800
Training Epoch: 40 [27392/45000]	Loss: 0.3179	LR: 0.000800
Training Epoch: 40 [27648/45000]	Loss: 0.3161	LR: 0.000800
Training Epoch: 40 [27904/45000]	Loss: 0.2922	LR: 0.000800
Training Epoch: 40 [28160/45000]	Loss: 0.2879	LR: 0.000800
Training Epoch: 40 [28416/45000]	Loss: 0.3174	LR: 0.000800
Training Epoch: 40 [28672/45000]	Loss: 0.2703	LR: 0.000800
Training Epoch: 40 [28928/45000]	Loss: 0.3243	LR: 0.000800
Training Epoch: 40 [29184/45000]	Loss: 0.2828	LR: 0.000800
Training Epoch: 40 [29440/45000]	Loss: 0.2825	LR: 0.000800
Training Epoch: 40 [29696/45000]	Loss: 0.3247	LR: 0.000800
Training Epoch: 40 [29952/45000]	Loss: 0.3128	LR: 0.000800
Training Epoch: 40 [30208/45000]	Loss: 0.2231	LR: 0.000800
Training Epoch: 40 [30464/45000]	Loss: 0.2318	LR: 0.000800
Training Epoch: 40 [30720/45000]	Loss: 0.3019	LR: 0.000800
Training Epoch: 40 [30976/45000]	Loss: 0.3142	LR: 0.000800
Training Epoch: 40 [31232/45000]	Loss: 0.3249	LR: 0.000800
Training Epoch: 40 [31488/45000]	Loss: 0.3451	LR: 0.000800
Training Epoch: 40 [31744/45000]	Loss: 0.2629	LR: 0.000800
Training Epoch: 40 [32000/45000]	Loss: 0.3464	LR: 0.000800
Training Epoch: 40 [32256/45000]	Loss: 0.3266	LR: 0.000800
Training Epoch: 40 [32512/45000]	Loss: 0.3413	LR: 0.000800
Training Epoch: 40 [32768/45000]	Loss: 0.2809	LR: 0.000800
Training Epoch: 40 [33024/45000]	Loss: 0.3451	LR: 0.000800
Training Epoch: 40 [33280/45000]	Loss: 0.2776	LR: 0.000800
Training Epoch: 40 [33536/45000]	Loss: 0.2813	LR: 0.000800
Training Epoch: 40 [33792/45000]	Loss: 0.2886	LR: 0.000800
Training Epoch: 40 [34048/45000]	Loss: 0.2861	LR: 0.000800
Training Epoch: 40 [34304/45000]	Loss: 0.2812	LR: 0.000800
Training Epoch: 40 [34560/45000]	Loss: 0.2644	LR: 0.000800
Training Epoch: 40 [34816/45000]	Loss: 0.2675	LR: 0.000800
Training Epoch: 40 [35072/45000]	Loss: 0.2560	LR: 0.000800
Training Epoch: 40 [35328/45000]	Loss: 0.2682	LR: 0.000800
Training Epoch: 40 [35584/45000]	Loss: 0.2852	LR: 0.000800
Training Epoch: 40 [35840/45000]	Loss: 0.3659	LR: 0.000800
Training Epoch: 40 [36096/45000]	Loss: 0.3413	LR: 0.000800
Training Epoch: 40 [36352/45000]	Loss: 0.3773	LR: 0.000800
Training Epoch: 40 [36608/45000]	Loss: 0.2247	LR: 0.000800
Training Epoch: 40 [36864/45000]	Loss: 0.2920	LR: 0.000800
Training Epoch: 40 [37120/45000]	Loss: 0.3117	LR: 0.000800
Training Epoch: 40 [37376/45000]	Loss: 0.3678	LR: 0.000800
Training Epoch: 40 [37632/45000]	Loss: 0.3179	LR: 0.000800
Training Epoch: 40 [37888/45000]	Loss: 0.2837	LR: 0.000800
Training Epoch: 40 [38144/45000]	Loss: 0.2959	LR: 0.000800
Training Epoch: 40 [38400/45000]	Loss: 0.3943	LR: 0.000800
Training Epoch: 40 [38656/45000]	Loss: 0.3065	LR: 0.000800
Training Epoch: 40 [38912/45000]	Loss: 0.2461	LR: 0.000800
Training Epoch: 40 [39168/45000]	Loss: 0.3067	LR: 0.000800
Training Epoch: 40 [39424/45000]	Loss: 0.2635	LR: 0.000800
Training Epoch: 40 [39680/45000]	Loss: 0.3171	LR: 0.000800
Training Epoch: 40 [39936/45000]	Loss: 0.2598	LR: 0.000800
Training Epoch: 40 [40192/45000]	Loss: 0.2452	LR: 0.000800
Training Epoch: 40 [40448/45000]	Loss: 0.2798	LR: 0.000800
Training Epoch: 40 [40704/45000]	Loss: 0.4272	LR: 0.000800
Training Epoch: 40 [40960/45000]	Loss: 0.3490	LR: 0.000800
Training Epoch: 40 [41216/45000]	Loss: 0.2549	LR: 0.000800
Training Epoch: 40 [41472/45000]	Loss: 0.3009	LR: 0.000800
Training Epoch: 40 [41728/45000]	Loss: 0.3523	LR: 0.000800
Training Epoch: 40 [41984/45000]	Loss: 0.3026	LR: 0.000800
Training Epoch: 40 [42240/45000]	Loss: 0.2581	LR: 0.000800
Training Epoch: 40 [42496/45000]	Loss: 0.3105	LR: 0.000800
Training Epoch: 40 [42752/45000]	Loss: 0.3049	LR: 0.000800
Training Epoch: 40 [43008/45000]	Loss: 0.2777	LR: 0.000800
Training Epoch: 40 [43264/45000]	Loss: 0.2965	LR: 0.000800
Training Epoch: 40 [43520/45000]	Loss: 0.2768	LR: 0.000800
Training Epoch: 40 [43776/45000]	Loss: 0.2981	LR: 0.000800
Training Epoch: 40 [44032/45000]	Loss: 0.2711	LR: 0.000800
Training Epoch: 40 [44288/45000]	Loss: 0.3183	LR: 0.000800
Training Epoch: 40 [44544/45000]	Loss: 0.2641	LR: 0.000800
Training Epoch: 40 [44800/45000]	Loss: 0.3102	LR: 0.000800
Training Epoch: 40 [45000/45000]	Loss: 0.2391	LR: 0.000800
Epoch 40 - Average Train Loss: 0.2928, Train Accuracy: 0.9128
Epoch 40 training time consumed: 24.55s
Evaluating Network.....
Test set: Epoch: 40, Average loss: 0.0031, Accuracy: 0.7747, Time consumed:0.99s
Valid (Test) Dl:  10000
Train Dl:  50000
Retain Train Dl:  45000
Forget Train Dl:  5000
Retain Valid Dl:  45000
Forget Valid Dl:  5000
retain_prob Distribution: 10000 samples
test_prob Distribution: 10000 samples
forget_prob Distribution: 5000 samples
Set1 Distribution: 5000 samples
Set2 Distribution: 5000 samples
Set1 Distribution: 5000 samples
Set2 Distribution: 5000 samples
Set1 Distribution: 10000 samples
Set2 Distribution: 10000 samples
Set1 Distribution: 10000 samples
Set2 Distribution: 10000 samples
Test Accuracy: 77.412109375
Retain Accuracy: 91.92302703857422
Zero-Retain Forget (ZRF): 0.9157013893127441
Membership Inference Attack (MIA): 0.5484
Forget vs Retain Membership Inference Attack (MIA): 0.5445
Forget vs Test Membership Inference Attack (MIA): 0.539
Test vs Retain Membership Inference Attack (MIA): 0.49525
Train vs Test Membership Inference Attack (MIA): 0.5595
Forget Set Accuracy (Df): 77.41383361816406
Method Execution Time: 1517.90 seconds
