
📌 S Retain class distribution for seed 1:
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 1:
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: 2.9901	LR: 0.000000
Training Epoch: 1 [512/45000]	Loss: 3.0213	LR: 0.000568
Training Epoch: 1 [768/45000]	Loss: 2.9895	LR: 0.001136
Training Epoch: 1 [1024/45000]	Loss: 3.0349	LR: 0.001705
Training Epoch: 1 [1280/45000]	Loss: 3.0221	LR: 0.002273
Training Epoch: 1 [1536/45000]	Loss: 3.0120	LR: 0.002841
Training Epoch: 1 [1792/45000]	Loss: 2.9959	LR: 0.003409
Training Epoch: 1 [2048/45000]	Loss: 2.9883	LR: 0.003977
Training Epoch: 1 [2304/45000]	Loss: 2.9832	LR: 0.004545
Training Epoch: 1 [2560/45000]	Loss: 2.9861	LR: 0.005114
Training Epoch: 1 [2816/45000]	Loss: 2.9679	LR: 0.005682
Training Epoch: 1 [3072/45000]	Loss: 2.9455	LR: 0.006250
Training Epoch: 1 [3328/45000]	Loss: 2.9181	LR: 0.006818
Training Epoch: 1 [3584/45000]	Loss: 2.9072	LR: 0.007386
Training Epoch: 1 [3840/45000]	Loss: 2.8803	LR: 0.007955
Training Epoch: 1 [4096/45000]	Loss: 2.8711	LR: 0.008523
Training Epoch: 1 [4352/45000]	Loss: 2.8460	LR: 0.009091
Training Epoch: 1 [4608/45000]	Loss: 2.8477	LR: 0.009659
Training Epoch: 1 [4864/45000]	Loss: 2.8416	LR: 0.010227
Training Epoch: 1 [5120/45000]	Loss: 2.7940	LR: 0.010795
Training Epoch: 1 [5376/45000]	Loss: 2.7712	LR: 0.011364
Training Epoch: 1 [5632/45000]	Loss: 2.7841	LR: 0.011932
Training Epoch: 1 [5888/45000]	Loss: 2.8049	LR: 0.012500
Training Epoch: 1 [6144/45000]	Loss: 2.7799	LR: 0.013068
Training Epoch: 1 [6400/45000]	Loss: 2.7379	LR: 0.013636
Training Epoch: 1 [6656/45000]	Loss: 2.7703	LR: 0.014205
Training Epoch: 1 [6912/45000]	Loss: 2.8049	LR: 0.014773
Training Epoch: 1 [7168/45000]	Loss: 2.7451	LR: 0.015341
Training Epoch: 1 [7424/45000]	Loss: 2.7332	LR: 0.015909
Training Epoch: 1 [7680/45000]	Loss: 2.7220	LR: 0.016477
Training Epoch: 1 [7936/45000]	Loss: 2.6892	LR: 0.017045
Training Epoch: 1 [8192/45000]	Loss: 2.6555	LR: 0.017614
Training Epoch: 1 [8448/45000]	Loss: 2.6905	LR: 0.018182
Training Epoch: 1 [8704/45000]	Loss: 2.6948	LR: 0.018750
Training Epoch: 1 [8960/45000]	Loss: 2.7406	LR: 0.019318
Training Epoch: 1 [9216/45000]	Loss: 2.6443	LR: 0.019886
Training Epoch: 1 [9472/45000]	Loss: 2.5960	LR: 0.020455
Training Epoch: 1 [9728/45000]	Loss: 2.6767	LR: 0.021023
Training Epoch: 1 [9984/45000]	Loss: 2.6484	LR: 0.021591
Training Epoch: 1 [10240/45000]	Loss: 2.6849	LR: 0.022159
Training Epoch: 1 [10496/45000]	Loss: 2.6491	LR: 0.022727
Training Epoch: 1 [10752/45000]	Loss: 2.6087	LR: 0.023295
Training Epoch: 1 [11008/45000]	Loss: 2.5460	LR: 0.023864
Training Epoch: 1 [11264/45000]	Loss: 2.5318	LR: 0.024432
Training Epoch: 1 [11520/45000]	Loss: 2.5170	LR: 0.025000
Training Epoch: 1 [11776/45000]	Loss: 2.5402	LR: 0.025568
Training Epoch: 1 [12032/45000]	Loss: 2.5532	LR: 0.026136
Training Epoch: 1 [12288/45000]	Loss: 2.5491	LR: 0.026705
Training Epoch: 1 [12544/45000]	Loss: 2.5294	LR: 0.027273
Training Epoch: 1 [12800/45000]	Loss: 2.5173	LR: 0.027841
Training Epoch: 1 [13056/45000]	Loss: 2.5451	LR: 0.028409
Training Epoch: 1 [13312/45000]	Loss: 2.5748	LR: 0.028977
Training Epoch: 1 [13568/45000]	Loss: 2.5407	LR: 0.029545
Training Epoch: 1 [13824/45000]	Loss: 2.5839	LR: 0.030114
Training Epoch: 1 [14080/45000]	Loss: 2.5850	LR: 0.030682
Training Epoch: 1 [14336/45000]	Loss: 2.5914	LR: 0.031250
Training Epoch: 1 [14592/45000]	Loss: 2.4657	LR: 0.031818
Training Epoch: 1 [14848/45000]	Loss: 2.5870	LR: 0.032386
Training Epoch: 1 [15104/45000]	Loss: 2.5123	LR: 0.032955
Training Epoch: 1 [15360/45000]	Loss: 2.4928	LR: 0.033523
Training Epoch: 1 [15616/45000]	Loss: 2.4756	LR: 0.034091
Training Epoch: 1 [15872/45000]	Loss: 2.4147	LR: 0.034659
Training Epoch: 1 [16128/45000]	Loss: 2.4042	LR: 0.035227
Training Epoch: 1 [16384/45000]	Loss: 2.5851	LR: 0.035795
Training Epoch: 1 [16640/45000]	Loss: 2.4478	LR: 0.036364
Training Epoch: 1 [16896/45000]	Loss: 2.5596	LR: 0.036932
Training Epoch: 1 [17152/45000]	Loss: 2.5207	LR: 0.037500
Training Epoch: 1 [17408/45000]	Loss: 2.4383	LR: 0.038068
Training Epoch: 1 [17664/45000]	Loss: 2.5337	LR: 0.038636
Training Epoch: 1 [17920/45000]	Loss: 2.5462	LR: 0.039205
Training Epoch: 1 [18176/45000]	Loss: 2.4531	LR: 0.039773
Training Epoch: 1 [18432/45000]	Loss: 2.4503	LR: 0.040341
Training Epoch: 1 [18688/45000]	Loss: 2.4837	LR: 0.040909
Training Epoch: 1 [18944/45000]	Loss: 2.5415	LR: 0.041477
Training Epoch: 1 [19200/45000]	Loss: 2.4443	LR: 0.042045
Training Epoch: 1 [19456/45000]	Loss: 2.3662	LR: 0.042614
Training Epoch: 1 [19712/45000]	Loss: 2.4967	LR: 0.043182
Training Epoch: 1 [19968/45000]	Loss: 2.4670	LR: 0.043750
Training Epoch: 1 [20224/45000]	Loss: 2.4775	LR: 0.044318
Training Epoch: 1 [20480/45000]	Loss: 2.4744	LR: 0.044886
Training Epoch: 1 [20736/45000]	Loss: 2.4743	LR: 0.045455
Training Epoch: 1 [20992/45000]	Loss: 2.5963	LR: 0.046023
Training Epoch: 1 [21248/45000]	Loss: 2.5340	LR: 0.046591
Training Epoch: 1 [21504/45000]	Loss: 2.3599	LR: 0.047159
Training Epoch: 1 [21760/45000]	Loss: 2.4299	LR: 0.047727
Training Epoch: 1 [22016/45000]	Loss: 2.4491	LR: 0.048295
Training Epoch: 1 [22272/45000]	Loss: 2.3909	LR: 0.048864
Training Epoch: 1 [22528/45000]	Loss: 2.5027	LR: 0.049432
Training Epoch: 1 [22784/45000]	Loss: 2.4868	LR: 0.050000
Training Epoch: 1 [23040/45000]	Loss: 2.4733	LR: 0.050568
Training Epoch: 1 [23296/45000]	Loss: 2.4416	LR: 0.051136
Training Epoch: 1 [23552/45000]	Loss: 2.3906	LR: 0.051705
Training Epoch: 1 [23808/45000]	Loss: 2.4256	LR: 0.052273
Training Epoch: 1 [24064/45000]	Loss: 2.5079	LR: 0.052841
Training Epoch: 1 [24320/45000]	Loss: 2.4873	LR: 0.053409
Training Epoch: 1 [24576/45000]	Loss: 2.4843	LR: 0.053977
Training Epoch: 1 [24832/45000]	Loss: 2.4559	LR: 0.054545
Training Epoch: 1 [25088/45000]	Loss: 2.4532	LR: 0.055114
Training Epoch: 1 [25344/45000]	Loss: 2.4871	LR: 0.055682
Training Epoch: 1 [25600/45000]	Loss: 2.3707	LR: 0.056250
Training Epoch: 1 [25856/45000]	Loss: 2.3880	LR: 0.056818
Training Epoch: 1 [26112/45000]	Loss: 2.4159	LR: 0.057386
Training Epoch: 1 [26368/45000]	Loss: 2.4991	LR: 0.057955
Training Epoch: 1 [26624/45000]	Loss: 2.5167	LR: 0.058523
Training Epoch: 1 [26880/45000]	Loss: 2.4827	LR: 0.059091
Training Epoch: 1 [27136/45000]	Loss: 2.4008	LR: 0.059659
Training Epoch: 1 [27392/45000]	Loss: 2.3610	LR: 0.060227
Training Epoch: 1 [27648/45000]	Loss: 2.5499	LR: 0.060795
Training Epoch: 1 [27904/45000]	Loss: 2.4690	LR: 0.061364
Training Epoch: 1 [28160/45000]	Loss: 2.3999	LR: 0.061932
Training Epoch: 1 [28416/45000]	Loss: 2.3843	LR: 0.062500
Training Epoch: 1 [28672/45000]	Loss: 2.3539	LR: 0.063068
Training Epoch: 1 [28928/45000]	Loss: 2.4392	LR: 0.063636
Training Epoch: 1 [29184/45000]	Loss: 2.3990	LR: 0.064205
Training Epoch: 1 [29440/45000]	Loss: 2.4726	LR: 0.064773
Training Epoch: 1 [29696/45000]	Loss: 2.3866	LR: 0.065341
Training Epoch: 1 [29952/45000]	Loss: 2.3180	LR: 0.065909
Training Epoch: 1 [30208/45000]	Loss: 2.4565	LR: 0.066477
Training Epoch: 1 [30464/45000]	Loss: 2.3673	LR: 0.067045
Training Epoch: 1 [30720/45000]	Loss: 2.4496	LR: 0.067614
Training Epoch: 1 [30976/45000]	Loss: 2.4317	LR: 0.068182
Training Epoch: 1 [31232/45000]	Loss: 2.3456	LR: 0.068750
Training Epoch: 1 [31488/45000]	Loss: 2.4514	LR: 0.069318
Training Epoch: 1 [31744/45000]	Loss: 2.3740	LR: 0.069886
Training Epoch: 1 [32000/45000]	Loss: 2.4855	LR: 0.070455
Training Epoch: 1 [32256/45000]	Loss: 2.3861	LR: 0.071023
Training Epoch: 1 [32512/45000]	Loss: 2.4201	LR: 0.071591
Training Epoch: 1 [32768/45000]	Loss: 2.4185	LR: 0.072159
Training Epoch: 1 [33024/45000]	Loss: 2.4354	LR: 0.072727
Training Epoch: 1 [33280/45000]	Loss: 2.3884	LR: 0.073295
Training Epoch: 1 [33536/45000]	Loss: 2.2868	LR: 0.073864
Training Epoch: 1 [33792/45000]	Loss: 2.3644	LR: 0.074432
Training Epoch: 1 [34048/45000]	Loss: 2.3384	LR: 0.075000
Training Epoch: 1 [34304/45000]	Loss: 2.4849	LR: 0.075568
Training Epoch: 1 [34560/45000]	Loss: 2.3988	LR: 0.076136
Training Epoch: 1 [34816/45000]	Loss: 2.4261	LR: 0.076705
Training Epoch: 1 [35072/45000]	Loss: 2.3716	LR: 0.077273
Training Epoch: 1 [35328/45000]	Loss: 2.4015	LR: 0.077841
Training Epoch: 1 [35584/45000]	Loss: 2.4327	LR: 0.078409
Training Epoch: 1 [35840/45000]	Loss: 2.3348	LR: 0.078977
Training Epoch: 1 [36096/45000]	Loss: 2.3344	LR: 0.079545
Training Epoch: 1 [36352/45000]	Loss: 2.3926	LR: 0.080114
Training Epoch: 1 [36608/45000]	Loss: 2.4015	LR: 0.080682
Training Epoch: 1 [36864/45000]	Loss: 2.3133	LR: 0.081250
Training Epoch: 1 [37120/45000]	Loss: 2.3276	LR: 0.081818
Training Epoch: 1 [37376/45000]	Loss: 2.3943	LR: 0.082386
Training Epoch: 1 [37632/45000]	Loss: 2.2901	LR: 0.082955
Training Epoch: 1 [37888/45000]	Loss: 2.3118	LR: 0.083523
Training Epoch: 1 [38144/45000]	Loss: 2.3451	LR: 0.084091
Training Epoch: 1 [38400/45000]	Loss: 2.3514	LR: 0.084659
Training Epoch: 1 [38656/45000]	Loss: 2.3942	LR: 0.085227
Training Epoch: 1 [38912/45000]	Loss: 2.3118	LR: 0.085795
Training Epoch: 1 [39168/45000]	Loss: 2.4249	LR: 0.086364
Training Epoch: 1 [39424/45000]	Loss: 2.3077	LR: 0.086932
Training Epoch: 1 [39680/45000]	Loss: 2.3207	LR: 0.087500
Training Epoch: 1 [39936/45000]	Loss: 2.2412	LR: 0.088068
Training Epoch: 1 [40192/45000]	Loss: 2.2846	LR: 0.088636
Training Epoch: 1 [40448/45000]	Loss: 2.2754	LR: 0.089205
Training Epoch: 1 [40704/45000]	Loss: 2.3436	LR: 0.089773
Training Epoch: 1 [40960/45000]	Loss: 2.3612	LR: 0.090341
Training Epoch: 1 [41216/45000]	Loss: 2.3599	LR: 0.090909
Training Epoch: 1 [41472/45000]	Loss: 2.5171	LR: 0.091477
Training Epoch: 1 [41728/45000]	Loss: 2.3087	LR: 0.092045
Training Epoch: 1 [41984/45000]	Loss: 2.2436	LR: 0.092614
Training Epoch: 1 [42240/45000]	Loss: 2.3548	LR: 0.093182
Training Epoch: 1 [42496/45000]	Loss: 2.4144	LR: 0.093750
Training Epoch: 1 [42752/45000]	Loss: 2.4821	LR: 0.094318
Training Epoch: 1 [43008/45000]	Loss: 2.3236	LR: 0.094886
Training Epoch: 1 [43264/45000]	Loss: 2.3050	LR: 0.095455
Training Epoch: 1 [43520/45000]	Loss: 2.3349	LR: 0.096023
Training Epoch: 1 [43776/45000]	Loss: 2.3068	LR: 0.096591
Training Epoch: 1 [44032/45000]	Loss: 2.2331	LR: 0.097159
Training Epoch: 1 [44288/45000]	Loss: 2.4542	LR: 0.097727
Training Epoch: 1 [44544/45000]	Loss: 2.3114	LR: 0.098295
Training Epoch: 1 [44800/45000]	Loss: 2.3787	LR: 0.098864
Training Epoch: 1 [45000/45000]	Loss: 2.3613	LR: 0.099432
Epoch 1 - Average Train Loss: 2.5225, Train Accuracy: 0.2204
Epoch 1 training time consumed: 25.35s
Evaluating Network.....
Test set: Epoch: 1, Average loss: 0.0109, Accuracy: 0.2270, Time consumed:1.06s
Saving weights file to checkpoint/retrain/AllCNN/Sunday_13_July_2025_23h_56m_37s/AllCNN-Cifar20-seed1-ret100-1-best.pth
Training Epoch: 2 [256/45000]	Loss: 2.2935	LR: 0.100000
Training Epoch: 2 [512/45000]	Loss: 2.3357	LR: 0.100000
Training Epoch: 2 [768/45000]	Loss: 2.3915	LR: 0.100000
Training Epoch: 2 [1024/45000]	Loss: 2.3096	LR: 0.100000
Training Epoch: 2 [1280/45000]	Loss: 2.2260	LR: 0.100000
Training Epoch: 2 [1536/45000]	Loss: 2.3747	LR: 0.100000
Training Epoch: 2 [1792/45000]	Loss: 2.4219	LR: 0.100000
Training Epoch: 2 [2048/45000]	Loss: 2.2576	LR: 0.100000
Training Epoch: 2 [2304/45000]	Loss: 2.3751	LR: 0.100000
Training Epoch: 2 [2560/45000]	Loss: 2.2732	LR: 0.100000
Training Epoch: 2 [2816/45000]	Loss: 2.2397	LR: 0.100000
Training Epoch: 2 [3072/45000]	Loss: 2.1876	LR: 0.100000
Training Epoch: 2 [3328/45000]	Loss: 2.3977	LR: 0.100000
Training Epoch: 2 [3584/45000]	Loss: 2.2581	LR: 0.100000
Training Epoch: 2 [3840/45000]	Loss: 2.1805	LR: 0.100000
Training Epoch: 2 [4096/45000]	Loss: 2.3694	LR: 0.100000
Training Epoch: 2 [4352/45000]	Loss: 2.2647	LR: 0.100000
Training Epoch: 2 [4608/45000]	Loss: 2.2729	LR: 0.100000
Training Epoch: 2 [4864/45000]	Loss: 2.2920	LR: 0.100000
Training Epoch: 2 [5120/45000]	Loss: 2.3083	LR: 0.100000
Training Epoch: 2 [5376/45000]	Loss: 2.3390	LR: 0.100000
Training Epoch: 2 [5632/45000]	Loss: 2.3037	LR: 0.100000
Training Epoch: 2 [5888/45000]	Loss: 2.2757	LR: 0.100000
Training Epoch: 2 [6144/45000]	Loss: 2.2753	LR: 0.100000
Training Epoch: 2 [6400/45000]	Loss: 2.3093	LR: 0.100000
Training Epoch: 2 [6656/45000]	Loss: 2.3143	LR: 0.100000
Training Epoch: 2 [6912/45000]	Loss: 2.2566	LR: 0.100000
Training Epoch: 2 [7168/45000]	Loss: 2.1865	LR: 0.100000
Training Epoch: 2 [7424/45000]	Loss: 2.1966	LR: 0.100000
Training Epoch: 2 [7680/45000]	Loss: 2.2687	LR: 0.100000
Training Epoch: 2 [7936/45000]	Loss: 2.3453	LR: 0.100000
Training Epoch: 2 [8192/45000]	Loss: 2.2555	LR: 0.100000
Training Epoch: 2 [8448/45000]	Loss: 2.3221	LR: 0.100000
Training Epoch: 2 [8704/45000]	Loss: 2.3077	LR: 0.100000
Training Epoch: 2 [8960/45000]	Loss: 2.2256	LR: 0.100000
Training Epoch: 2 [9216/45000]	Loss: 2.2074	LR: 0.100000
Training Epoch: 2 [9472/45000]	Loss: 2.3379	LR: 0.100000
Training Epoch: 2 [9728/45000]	Loss: 2.1837	LR: 0.100000
Training Epoch: 2 [9984/45000]	Loss: 2.3097	LR: 0.100000
Training Epoch: 2 [10240/45000]	Loss: 2.1613	LR: 0.100000
Training Epoch: 2 [10496/45000]	Loss: 2.3039	LR: 0.100000
Training Epoch: 2 [10752/45000]	Loss: 2.3947	LR: 0.100000
Training Epoch: 2 [11008/45000]	Loss: 2.2822	LR: 0.100000
Training Epoch: 2 [11264/45000]	Loss: 2.1102	LR: 0.100000
Training Epoch: 2 [11520/45000]	Loss: 2.1542	LR: 0.100000
Training Epoch: 2 [11776/45000]	Loss: 2.2787	LR: 0.100000
Training Epoch: 2 [12032/45000]	Loss: 2.2554	LR: 0.100000
Training Epoch: 2 [12288/45000]	Loss: 2.1368	LR: 0.100000
Training Epoch: 2 [12544/45000]	Loss: 2.2928	LR: 0.100000
Training Epoch: 2 [12800/45000]	Loss: 2.2439	LR: 0.100000
Training Epoch: 2 [13056/45000]	Loss: 2.3524	LR: 0.100000
Training Epoch: 2 [13312/45000]	Loss: 2.2888	LR: 0.100000
Training Epoch: 2 [13568/45000]	Loss: 2.2646	LR: 0.100000
Training Epoch: 2 [13824/45000]	Loss: 2.3865	LR: 0.100000
Training Epoch: 2 [14080/45000]	Loss: 2.1590	LR: 0.100000
Training Epoch: 2 [14336/45000]	Loss: 2.1933	LR: 0.100000
Training Epoch: 2 [14592/45000]	Loss: 2.1455	LR: 0.100000
Training Epoch: 2 [14848/45000]	Loss: 2.2668	LR: 0.100000
Training Epoch: 2 [15104/45000]	Loss: 2.1494	LR: 0.100000
Training Epoch: 2 [15360/45000]	Loss: 2.1918	LR: 0.100000
Training Epoch: 2 [15616/45000]	Loss: 2.3543	LR: 0.100000
Training Epoch: 2 [15872/45000]	Loss: 2.1995	LR: 0.100000
Training Epoch: 2 [16128/45000]	Loss: 2.2207	LR: 0.100000
Training Epoch: 2 [16384/45000]	Loss: 2.2784	LR: 0.100000
Training Epoch: 2 [16640/45000]	Loss: 2.2806	LR: 0.100000
Training Epoch: 2 [16896/45000]	Loss: 2.1915	LR: 0.100000
Training Epoch: 2 [17152/45000]	Loss: 2.1711	LR: 0.100000
Training Epoch: 2 [17408/45000]	Loss: 2.1938	LR: 0.100000
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Training Epoch: 2 [18176/45000]	Loss: 2.2863	LR: 0.100000
Training Epoch: 2 [18432/45000]	Loss: 2.1216	LR: 0.100000
Training Epoch: 2 [18688/45000]	Loss: 2.1657	LR: 0.100000
Training Epoch: 2 [18944/45000]	Loss: 2.2625	LR: 0.100000
Training Epoch: 2 [19200/45000]	Loss: 2.2432	LR: 0.100000
Training Epoch: 2 [19456/45000]	Loss: 2.2138	LR: 0.100000
Training Epoch: 2 [19712/45000]	Loss: 2.1614	LR: 0.100000
Training Epoch: 2 [19968/45000]	Loss: 2.2172	LR: 0.100000
Training Epoch: 2 [20224/45000]	Loss: 2.2288	LR: 0.100000
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Training Epoch: 2 [20736/45000]	Loss: 2.1514	LR: 0.100000
Training Epoch: 2 [20992/45000]	Loss: 2.1270	LR: 0.100000
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Training Epoch: 2 [22016/45000]	Loss: 2.1920	LR: 0.100000
Training Epoch: 2 [22272/45000]	Loss: 2.3491	LR: 0.100000
Training Epoch: 2 [22528/45000]	Loss: 2.1867	LR: 0.100000
Training Epoch: 2 [22784/45000]	Loss: 2.2341	LR: 0.100000
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Training Epoch: 2 [24064/45000]	Loss: 2.3118	LR: 0.100000
Training Epoch: 2 [24320/45000]	Loss: 2.0458	LR: 0.100000
Training Epoch: 2 [24576/45000]	Loss: 2.0552	LR: 0.100000
Training Epoch: 2 [24832/45000]	Loss: 2.1507	LR: 0.100000
Training Epoch: 2 [25088/45000]	Loss: 2.0856	LR: 0.100000
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Training Epoch: 2 [25600/45000]	Loss: 2.1146	LR: 0.100000
Training Epoch: 2 [25856/45000]	Loss: 2.1539	LR: 0.100000
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Training Epoch: 2 [26368/45000]	Loss: 2.2438	LR: 0.100000
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Training Epoch: 2 [26880/45000]	Loss: 2.0115	LR: 0.100000
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Training Epoch: 2 [27904/45000]	Loss: 2.1971	LR: 0.100000
Training Epoch: 2 [28160/45000]	Loss: 2.1077	LR: 0.100000
Training Epoch: 2 [28416/45000]	Loss: 2.2612	LR: 0.100000
Training Epoch: 2 [28672/45000]	Loss: 2.1539	LR: 0.100000
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Training Epoch: 2 [29440/45000]	Loss: 2.2628	LR: 0.100000
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Training Epoch: 2 [35328/45000]	Loss: 1.9967	LR: 0.100000
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Training Epoch: 2 [36096/45000]	Loss: 2.0563	LR: 0.100000
Training Epoch: 2 [36352/45000]	Loss: 2.1253	LR: 0.100000
Training Epoch: 2 [36608/45000]	Loss: 2.0250	LR: 0.100000
Training Epoch: 2 [36864/45000]	Loss: 1.9611	LR: 0.100000
Training Epoch: 2 [37120/45000]	Loss: 2.2037	LR: 0.100000
Training Epoch: 2 [37376/45000]	Loss: 2.0777	LR: 0.100000
Training Epoch: 2 [37632/45000]	Loss: 1.9877	LR: 0.100000
Training Epoch: 2 [37888/45000]	Loss: 2.2376	LR: 0.100000
Training Epoch: 2 [38144/45000]	Loss: 2.1156	LR: 0.100000
Training Epoch: 2 [38400/45000]	Loss: 1.9666	LR: 0.100000
Training Epoch: 2 [38656/45000]	Loss: 2.1167	LR: 0.100000
Training Epoch: 2 [38912/45000]	Loss: 2.0498	LR: 0.100000
Training Epoch: 2 [39168/45000]	Loss: 2.0900	LR: 0.100000
Training Epoch: 2 [39424/45000]	Loss: 2.1140	LR: 0.100000
Training Epoch: 2 [39680/45000]	Loss: 2.0972	LR: 0.100000
Training Epoch: 2 [39936/45000]	Loss: 2.1063	LR: 0.100000
Training Epoch: 2 [40192/45000]	Loss: 2.1263	LR: 0.100000
Training Epoch: 2 [40448/45000]	Loss: 2.1503	LR: 0.100000
Training Epoch: 2 [40704/45000]	Loss: 2.0824	LR: 0.100000
Training Epoch: 2 [40960/45000]	Loss: 2.0240	LR: 0.100000
Training Epoch: 2 [41216/45000]	Loss: 2.1370	LR: 0.100000
Training Epoch: 2 [41472/45000]	Loss: 2.0947	LR: 0.100000
Training Epoch: 2 [41728/45000]	Loss: 2.1235	LR: 0.100000
Training Epoch: 2 [41984/45000]	Loss: 1.9970	LR: 0.100000
Training Epoch: 2 [42240/45000]	Loss: 2.1625	LR: 0.100000
Training Epoch: 2 [42496/45000]	Loss: 2.1553	LR: 0.100000
Training Epoch: 2 [42752/45000]	Loss: 2.0456	LR: 0.100000
Training Epoch: 2 [43008/45000]	Loss: 2.1151	LR: 0.100000
Training Epoch: 2 [43264/45000]	Loss: 2.1263	LR: 0.100000
Training Epoch: 2 [43520/45000]	Loss: 2.0680	LR: 0.100000
Training Epoch: 2 [43776/45000]	Loss: 1.9591	LR: 0.100000
Training Epoch: 2 [44032/45000]	Loss: 2.1300	LR: 0.100000
Training Epoch: 2 [44288/45000]	Loss: 2.0523	LR: 0.100000
Training Epoch: 2 [44544/45000]	Loss: 2.0644	LR: 0.100000
Training Epoch: 2 [44800/45000]	Loss: 2.2161	LR: 0.100000
Training Epoch: 2 [45000/45000]	Loss: 2.0966	LR: 0.100000
Epoch 2 - Average Train Loss: 2.1843, Train Accuracy: 0.3180
Epoch 2 training time consumed: 24.71s
Evaluating Network.....
Test set: Epoch: 2, Average loss: 0.0109, Accuracy: 0.2663, Time consumed:0.87s
Saving weights file to checkpoint/retrain/AllCNN/Sunday_13_July_2025_23h_56m_37s/AllCNN-Cifar20-seed1-ret100-2-best.pth
Training Epoch: 3 [256/45000]	Loss: 2.0987	LR: 0.100000
Training Epoch: 3 [512/45000]	Loss: 2.1442	LR: 0.100000
Training Epoch: 3 [768/45000]	Loss: 2.0666	LR: 0.100000
Training Epoch: 3 [1024/45000]	Loss: 2.0771	LR: 0.100000
Training Epoch: 3 [1280/45000]	Loss: 2.0520	LR: 0.100000
Training Epoch: 3 [1536/45000]	Loss: 2.0989	LR: 0.100000
Training Epoch: 3 [1792/45000]	Loss: 2.1003	LR: 0.100000
Training Epoch: 3 [2048/45000]	Loss: 1.9736	LR: 0.100000
Training Epoch: 3 [2304/45000]	Loss: 2.0077	LR: 0.100000
Training Epoch: 3 [2560/45000]	Loss: 2.0133	LR: 0.100000
Training Epoch: 3 [2816/45000]	Loss: 2.0443	LR: 0.100000
Training Epoch: 3 [3072/45000]	Loss: 2.0753	LR: 0.100000
Training Epoch: 3 [3328/45000]	Loss: 1.9563	LR: 0.100000
Training Epoch: 3 [3584/45000]	Loss: 2.1094	LR: 0.100000
Training Epoch: 3 [3840/45000]	Loss: 2.0337	LR: 0.100000
Training Epoch: 3 [4096/45000]	Loss: 2.0026	LR: 0.100000
Training Epoch: 3 [4352/45000]	Loss: 2.0259	LR: 0.100000
Training Epoch: 3 [4608/45000]	Loss: 1.9400	LR: 0.100000
Training Epoch: 3 [4864/45000]	Loss: 2.0993	LR: 0.100000
Training Epoch: 3 [5120/45000]	Loss: 2.0058	LR: 0.100000
Training Epoch: 3 [5376/45000]	Loss: 2.0088	LR: 0.100000
Training Epoch: 3 [5632/45000]	Loss: 1.9130	LR: 0.100000
Training Epoch: 3 [5888/45000]	Loss: 2.0817	LR: 0.100000
Training Epoch: 3 [6144/45000]	Loss: 1.9210	LR: 0.100000
Training Epoch: 3 [6400/45000]	Loss: 2.0450	LR: 0.100000
Training Epoch: 3 [6656/45000]	Loss: 2.0040	LR: 0.100000
Training Epoch: 3 [6912/45000]	Loss: 2.0176	LR: 0.100000
Training Epoch: 3 [7168/45000]	Loss: 2.0808	LR: 0.100000
Training Epoch: 3 [7424/45000]	Loss: 2.0228	LR: 0.100000
Training Epoch: 3 [7680/45000]	Loss: 2.0733	LR: 0.100000
Training Epoch: 3 [7936/45000]	Loss: 2.0885	LR: 0.100000
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Training Epoch: 3 [9728/45000]	Loss: 2.0585	LR: 0.100000
Training Epoch: 3 [9984/45000]	Loss: 1.9751	LR: 0.100000
Training Epoch: 3 [10240/45000]	Loss: 2.0061	LR: 0.100000
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Training Epoch: 3 [11264/45000]	Loss: 2.0323	LR: 0.100000
Training Epoch: 3 [11520/45000]	Loss: 1.9624	LR: 0.100000
Training Epoch: 3 [11776/45000]	Loss: 2.0699	LR: 0.100000
Training Epoch: 3 [12032/45000]	Loss: 2.1036	LR: 0.100000
Training Epoch: 3 [12288/45000]	Loss: 1.9995	LR: 0.100000
Training Epoch: 3 [12544/45000]	Loss: 2.0748	LR: 0.100000
Training Epoch: 3 [12800/45000]	Loss: 1.9903	LR: 0.100000
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Training Epoch: 3 [16128/45000]	Loss: 1.9602	LR: 0.100000
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Training Epoch: 3 [16640/45000]	Loss: 1.9965	LR: 0.100000
Training Epoch: 3 [16896/45000]	Loss: 1.8443	LR: 0.100000
Training Epoch: 3 [17152/45000]	Loss: 1.8529	LR: 0.100000
Training Epoch: 3 [17408/45000]	Loss: 2.0402	LR: 0.100000
Training Epoch: 3 [17664/45000]	Loss: 1.9523	LR: 0.100000
Training Epoch: 3 [17920/45000]	Loss: 1.8919	LR: 0.100000
Training Epoch: 3 [18176/45000]	Loss: 2.0468	LR: 0.100000
Training Epoch: 3 [18432/45000]	Loss: 1.8619	LR: 0.100000
Training Epoch: 3 [18688/45000]	Loss: 1.9315	LR: 0.100000
Training Epoch: 3 [18944/45000]	Loss: 1.8758	LR: 0.100000
Training Epoch: 3 [19200/45000]	Loss: 1.9751	LR: 0.100000
Training Epoch: 3 [19456/45000]	Loss: 1.9580	LR: 0.100000
Training Epoch: 3 [19712/45000]	Loss: 1.9198	LR: 0.100000
Training Epoch: 3 [19968/45000]	Loss: 2.0171	LR: 0.100000
Training Epoch: 3 [20224/45000]	Loss: 1.9245	LR: 0.100000
Training Epoch: 3 [20480/45000]	Loss: 1.9041	LR: 0.100000
Training Epoch: 3 [20736/45000]	Loss: 1.7767	LR: 0.100000
Training Epoch: 3 [20992/45000]	Loss: 2.0122	LR: 0.100000
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Training Epoch: 3 [24320/45000]	Loss: 1.9154	LR: 0.100000
Training Epoch: 3 [24576/45000]	Loss: 1.9849	LR: 0.100000
Training Epoch: 3 [24832/45000]	Loss: 1.9602	LR: 0.100000
Training Epoch: 3 [25088/45000]	Loss: 2.0472	LR: 0.100000
Training Epoch: 3 [25344/45000]	Loss: 2.0588	LR: 0.100000
Training Epoch: 3 [25600/45000]	Loss: 1.9148	LR: 0.100000
Training Epoch: 3 [25856/45000]	Loss: 1.9945	LR: 0.100000
Training Epoch: 3 [26112/45000]	Loss: 1.8583	LR: 0.100000
Training Epoch: 3 [26368/45000]	Loss: 1.9463	LR: 0.100000
Training Epoch: 3 [26624/45000]	Loss: 1.9641	LR: 0.100000
Training Epoch: 3 [26880/45000]	Loss: 1.9303	LR: 0.100000
Training Epoch: 3 [27136/45000]	Loss: 1.8033	LR: 0.100000
Training Epoch: 3 [27392/45000]	Loss: 2.0079	LR: 0.100000
Training Epoch: 3 [27648/45000]	Loss: 1.8179	LR: 0.100000
Training Epoch: 3 [27904/45000]	Loss: 2.0045	LR: 0.100000
Training Epoch: 3 [28160/45000]	Loss: 1.9371	LR: 0.100000
Training Epoch: 3 [28416/45000]	Loss: 2.1209	LR: 0.100000
Training Epoch: 3 [28672/45000]	Loss: 2.0459	LR: 0.100000
Training Epoch: 3 [28928/45000]	Loss: 1.9204	LR: 0.100000
Training Epoch: 3 [29184/45000]	Loss: 1.8688	LR: 0.100000
Training Epoch: 3 [29440/45000]	Loss: 1.8720	LR: 0.100000
Training Epoch: 3 [29696/45000]	Loss: 2.0228	LR: 0.100000
Training Epoch: 3 [29952/45000]	Loss: 1.9098	LR: 0.100000
Training Epoch: 3 [30208/45000]	Loss: 1.8251	LR: 0.100000
Training Epoch: 3 [30464/45000]	Loss: 2.0634	LR: 0.100000
Training Epoch: 3 [30720/45000]	Loss: 1.8970	LR: 0.100000
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Training Epoch: 3 [31488/45000]	Loss: 1.8081	LR: 0.100000
Training Epoch: 3 [31744/45000]	Loss: 1.9456	LR: 0.100000
Training Epoch: 3 [32000/45000]	Loss: 1.6500	LR: 0.100000
Training Epoch: 3 [32256/45000]	Loss: 1.9097	LR: 0.100000
Training Epoch: 3 [32512/45000]	Loss: 1.9455	LR: 0.100000
Training Epoch: 3 [32768/45000]	Loss: 1.7295	LR: 0.100000
Training Epoch: 3 [33024/45000]	Loss: 1.9875	LR: 0.100000
Training Epoch: 3 [33280/45000]	Loss: 2.1079	LR: 0.100000
Training Epoch: 3 [33536/45000]	Loss: 1.9533	LR: 0.100000
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Training Epoch: 3 [35072/45000]	Loss: 1.8258	LR: 0.100000
Training Epoch: 3 [35328/45000]	Loss: 1.9131	LR: 0.100000
Training Epoch: 3 [35584/45000]	Loss: 1.9081	LR: 0.100000
Training Epoch: 3 [35840/45000]	Loss: 2.0592	LR: 0.100000
Training Epoch: 3 [36096/45000]	Loss: 2.0091	LR: 0.100000
Training Epoch: 3 [36352/45000]	Loss: 1.9356	LR: 0.100000
Training Epoch: 3 [36608/45000]	Loss: 1.8777	LR: 0.100000
Training Epoch: 3 [36864/45000]	Loss: 1.8549	LR: 0.100000
Training Epoch: 3 [37120/45000]	Loss: 1.9229	LR: 0.100000
Training Epoch: 3 [37376/45000]	Loss: 1.9219	LR: 0.100000
Training Epoch: 3 [37632/45000]	Loss: 1.7488	LR: 0.100000
Training Epoch: 3 [37888/45000]	Loss: 1.9238	LR: 0.100000
Training Epoch: 3 [38144/45000]	Loss: 1.9194	LR: 0.100000
Training Epoch: 3 [38400/45000]	Loss: 1.8450	LR: 0.100000
Training Epoch: 3 [38656/45000]	Loss: 1.8428	LR: 0.100000
Training Epoch: 3 [38912/45000]	Loss: 1.9163	LR: 0.100000
Training Epoch: 3 [39168/45000]	Loss: 1.9267	LR: 0.100000
Training Epoch: 3 [39424/45000]	Loss: 1.8696	LR: 0.100000
Training Epoch: 3 [39680/45000]	Loss: 1.7947	LR: 0.100000
Training Epoch: 3 [39936/45000]	Loss: 1.9811	LR: 0.100000
Training Epoch: 3 [40192/45000]	Loss: 1.7628	LR: 0.100000
Training Epoch: 3 [40448/45000]	Loss: 1.8209	LR: 0.100000
Training Epoch: 3 [40704/45000]	Loss: 2.0259	LR: 0.100000
Training Epoch: 3 [40960/45000]	Loss: 1.9344	LR: 0.100000
Training Epoch: 3 [41216/45000]	Loss: 1.9075	LR: 0.100000
Training Epoch: 3 [41472/45000]	Loss: 1.8539	LR: 0.100000
Training Epoch: 3 [41728/45000]	Loss: 1.9868	LR: 0.100000
Training Epoch: 3 [41984/45000]	Loss: 1.8980	LR: 0.100000
Training Epoch: 3 [42240/45000]	Loss: 1.8581	LR: 0.100000
Training Epoch: 3 [42496/45000]	Loss: 1.8352	LR: 0.100000
Training Epoch: 3 [42752/45000]	Loss: 2.0055	LR: 0.100000
Training Epoch: 3 [43008/45000]	Loss: 1.9687	LR: 0.100000
Training Epoch: 3 [43264/45000]	Loss: 1.7737	LR: 0.100000
Training Epoch: 3 [43520/45000]	Loss: 1.9150	LR: 0.100000
Training Epoch: 3 [43776/45000]	Loss: 1.8371	LR: 0.100000
Training Epoch: 3 [44032/45000]	Loss: 1.9763	LR: 0.100000
Training Epoch: 3 [44288/45000]	Loss: 1.8438	LR: 0.100000
Training Epoch: 3 [44544/45000]	Loss: 2.0267	LR: 0.100000
Training Epoch: 3 [44800/45000]	Loss: 1.8199	LR: 0.100000
Training Epoch: 3 [45000/45000]	Loss: 2.0273	LR: 0.100000
Epoch 3 - Average Train Loss: 1.9595, Train Accuracy: 0.3846
Epoch 3 training time consumed: 24.77s
Evaluating Network.....
Test set: Epoch: 3, Average loss: 0.0083, Accuracy: 0.3657, Time consumed:0.93s
Saving weights file to checkpoint/retrain/AllCNN/Sunday_13_July_2025_23h_56m_37s/AllCNN-Cifar20-seed1-ret100-3-best.pth
Training Epoch: 4 [256/45000]	Loss: 1.9604	LR: 0.100000
Training Epoch: 4 [512/45000]	Loss: 2.0826	LR: 0.100000
Training Epoch: 4 [768/45000]	Loss: 1.8809	LR: 0.100000
Training Epoch: 4 [1024/45000]	Loss: 1.7608	LR: 0.100000
Training Epoch: 4 [1280/45000]	Loss: 1.8429	LR: 0.100000
Training Epoch: 4 [1536/45000]	Loss: 1.8247	LR: 0.100000
Training Epoch: 4 [1792/45000]	Loss: 1.7413	LR: 0.100000
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Training Epoch: 4 [40192/45000]	Loss: 1.7811	LR: 0.100000
Training Epoch: 4 [40448/45000]	Loss: 1.8208	LR: 0.100000
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Training Epoch: 4 [41216/45000]	Loss: 1.7637	LR: 0.100000
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Training Epoch: 4 [42240/45000]	Loss: 1.9051	LR: 0.100000
Training Epoch: 4 [42496/45000]	Loss: 1.6946	LR: 0.100000
Training Epoch: 4 [42752/45000]	Loss: 1.7848	LR: 0.100000
Training Epoch: 4 [43008/45000]	Loss: 1.6625	LR: 0.100000
Training Epoch: 4 [43264/45000]	Loss: 1.8842	LR: 0.100000
Training Epoch: 4 [43520/45000]	Loss: 1.7531	LR: 0.100000
Training Epoch: 4 [43776/45000]	Loss: 1.7391	LR: 0.100000
Training Epoch: 4 [44032/45000]	Loss: 1.6067	LR: 0.100000
Training Epoch: 4 [44288/45000]	Loss: 1.6137	LR: 0.100000
Training Epoch: 4 [44544/45000]	Loss: 1.7916	LR: 0.100000
Training Epoch: 4 [44800/45000]	Loss: 1.7415	LR: 0.100000
Training Epoch: 4 [45000/45000]	Loss: 1.7858	LR: 0.100000
Epoch 4 - Average Train Loss: 1.7778, Train Accuracy: 0.4372
Epoch 4 training time consumed: 24.69s
Evaluating Network.....
Test set: Epoch: 4, Average loss: 0.0070, Accuracy: 0.4552, Time consumed:0.89s
Saving weights file to checkpoint/retrain/AllCNN/Sunday_13_July_2025_23h_56m_37s/AllCNN-Cifar20-seed1-ret100-4-best.pth
Training Epoch: 5 [256/45000]	Loss: 1.6837	LR: 0.100000
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Training Epoch: 5 [768/45000]	Loss: 1.7192	LR: 0.100000
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Training Epoch: 5 [1536/45000]	Loss: 1.6905	LR: 0.100000
Training Epoch: 5 [1792/45000]	Loss: 1.6736	LR: 0.100000
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Training Epoch: 5 [32256/45000]	Loss: 1.5513	LR: 0.100000
Training Epoch: 5 [32512/45000]	Loss: 1.5126	LR: 0.100000
Training Epoch: 5 [32768/45000]	Loss: 1.5871	LR: 0.100000
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Training Epoch: 5 [34560/45000]	Loss: 1.6607	LR: 0.100000
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Training Epoch: 5 [35328/45000]	Loss: 1.6001	LR: 0.100000
Training Epoch: 5 [35584/45000]	Loss: 1.6802	LR: 0.100000
Training Epoch: 5 [35840/45000]	Loss: 1.5821	LR: 0.100000
Training Epoch: 5 [36096/45000]	Loss: 1.4980	LR: 0.100000
Training Epoch: 5 [36352/45000]	Loss: 1.6618	LR: 0.100000
Training Epoch: 5 [36608/45000]	Loss: 1.5558	LR: 0.100000
Training Epoch: 5 [36864/45000]	Loss: 1.7717	LR: 0.100000
Training Epoch: 5 [37120/45000]	Loss: 1.6302	LR: 0.100000
Training Epoch: 5 [37376/45000]	Loss: 1.5893	LR: 0.100000
Training Epoch: 5 [37632/45000]	Loss: 1.5532	LR: 0.100000
Training Epoch: 5 [37888/45000]	Loss: 1.4433	LR: 0.100000
Training Epoch: 5 [38144/45000]	Loss: 1.4978	LR: 0.100000
Training Epoch: 5 [38400/45000]	Loss: 1.4103	LR: 0.100000
Training Epoch: 5 [38656/45000]	Loss: 1.5679	LR: 0.100000
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Training Epoch: 5 [39168/45000]	Loss: 1.5557	LR: 0.100000
Training Epoch: 5 [39424/45000]	Loss: 1.6411	LR: 0.100000
Training Epoch: 5 [39680/45000]	Loss: 1.4774	LR: 0.100000
Training Epoch: 5 [39936/45000]	Loss: 1.5916	LR: 0.100000
Training Epoch: 5 [40192/45000]	Loss: 1.7403	LR: 0.100000
Training Epoch: 5 [40448/45000]	Loss: 1.4690	LR: 0.100000
Training Epoch: 5 [40704/45000]	Loss: 1.5369	LR: 0.100000
Training Epoch: 5 [40960/45000]	Loss: 1.4798	LR: 0.100000
Training Epoch: 5 [41216/45000]	Loss: 1.6848	LR: 0.100000
Training Epoch: 5 [41472/45000]	Loss: 1.5848	LR: 0.100000
Training Epoch: 5 [41728/45000]	Loss: 1.7745	LR: 0.100000
Training Epoch: 5 [41984/45000]	Loss: 1.5261	LR: 0.100000
Training Epoch: 5 [42240/45000]	Loss: 1.6766	LR: 0.100000
Training Epoch: 5 [42496/45000]	Loss: 1.4842	LR: 0.100000
Training Epoch: 5 [42752/45000]	Loss: 1.5530	LR: 0.100000
Training Epoch: 5 [43008/45000]	Loss: 1.6323	LR: 0.100000
Training Epoch: 5 [43264/45000]	Loss: 1.5129	LR: 0.100000
Training Epoch: 5 [43520/45000]	Loss: 1.6149	LR: 0.100000
Training Epoch: 5 [43776/45000]	Loss: 1.5020	LR: 0.100000
Training Epoch: 5 [44032/45000]	Loss: 1.6328	LR: 0.100000
Training Epoch: 5 [44288/45000]	Loss: 1.5044	LR: 0.100000
Training Epoch: 5 [44544/45000]	Loss: 1.4874	LR: 0.100000
Training Epoch: 5 [44800/45000]	Loss: 1.5120	LR: 0.100000
Training Epoch: 5 [45000/45000]	Loss: 1.4654	LR: 0.100000
Epoch 5 - Average Train Loss: 1.6165, Train Accuracy: 0.4873
Epoch 5 training time consumed: 24.68s
Evaluating Network.....
Test set: Epoch: 5, Average loss: 0.0082, Accuracy: 0.4208, Time consumed:0.89s
Training Epoch: 6 [256/45000]	Loss: 1.5704	LR: 0.100000
Training Epoch: 6 [512/45000]	Loss: 1.6339	LR: 0.100000
Training Epoch: 6 [768/45000]	Loss: 1.6406	LR: 0.100000
Training Epoch: 6 [1024/45000]	Loss: 1.6250	LR: 0.100000
Training Epoch: 6 [1280/45000]	Loss: 1.5059	LR: 0.100000
Training Epoch: 6 [1536/45000]	Loss: 1.4821	LR: 0.100000
Training Epoch: 6 [1792/45000]	Loss: 1.5565	LR: 0.100000
Training Epoch: 6 [2048/45000]	Loss: 1.4450	LR: 0.100000
Training Epoch: 6 [2304/45000]	Loss: 1.5303	LR: 0.100000
Training Epoch: 6 [2560/45000]	Loss: 1.4514	LR: 0.100000
Training Epoch: 6 [2816/45000]	Loss: 1.4688	LR: 0.100000
Training Epoch: 6 [3072/45000]	Loss: 1.3889	LR: 0.100000
Training Epoch: 6 [3328/45000]	Loss: 1.4748	LR: 0.100000
Training Epoch: 6 [3584/45000]	Loss: 1.4580	LR: 0.100000
Training Epoch: 6 [3840/45000]	Loss: 1.4386	LR: 0.100000
Training Epoch: 6 [4096/45000]	Loss: 1.4353	LR: 0.100000
Training Epoch: 6 [4352/45000]	Loss: 1.5183	LR: 0.100000
Training Epoch: 6 [4608/45000]	Loss: 1.3123	LR: 0.100000
Training Epoch: 6 [4864/45000]	Loss: 1.5410	LR: 0.100000
Training Epoch: 6 [5120/45000]	Loss: 1.5575	LR: 0.100000
Training Epoch: 6 [5376/45000]	Loss: 1.6277	LR: 0.100000
Training Epoch: 6 [5632/45000]	Loss: 1.5112	LR: 0.100000
Training Epoch: 6 [5888/45000]	Loss: 1.5808	LR: 0.100000
Training Epoch: 6 [6144/45000]	Loss: 1.6397	LR: 0.100000
Training Epoch: 6 [6400/45000]	Loss: 1.6236	LR: 0.100000
Training Epoch: 6 [6656/45000]	Loss: 1.4862	LR: 0.100000
Training Epoch: 6 [6912/45000]	Loss: 1.4994	LR: 0.100000
Training Epoch: 6 [7168/45000]	Loss: 1.4841	LR: 0.100000
Training Epoch: 6 [7424/45000]	Loss: 1.6434	LR: 0.100000
Training Epoch: 6 [7680/45000]	Loss: 1.5492	LR: 0.100000
Training Epoch: 6 [7936/45000]	Loss: 1.4637	LR: 0.100000
Training Epoch: 6 [8192/45000]	Loss: 1.5686	LR: 0.100000
Training Epoch: 6 [8448/45000]	Loss: 1.4931	LR: 0.100000
Training Epoch: 6 [8704/45000]	Loss: 1.5880	LR: 0.100000
Training Epoch: 6 [8960/45000]	Loss: 1.4017	LR: 0.100000
Training Epoch: 6 [9216/45000]	Loss: 1.3854	LR: 0.100000
Training Epoch: 6 [9472/45000]	Loss: 1.5192	LR: 0.100000
Training Epoch: 6 [9728/45000]	Loss: 1.6280	LR: 0.100000
Training Epoch: 6 [9984/45000]	Loss: 1.5398	LR: 0.100000
Training Epoch: 6 [10240/45000]	Loss: 1.5484	LR: 0.100000
Training Epoch: 6 [10496/45000]	Loss: 1.5393	LR: 0.100000
Training Epoch: 6 [10752/45000]	Loss: 1.5017	LR: 0.100000
Training Epoch: 6 [11008/45000]	Loss: 1.3407	LR: 0.100000
Training Epoch: 6 [11264/45000]	Loss: 1.4965	LR: 0.100000
Training Epoch: 6 [11520/45000]	Loss: 1.4450	LR: 0.100000
Training Epoch: 6 [11776/45000]	Loss: 1.5492	LR: 0.100000
Training Epoch: 6 [12032/45000]	Loss: 1.5476	LR: 0.100000
Training Epoch: 6 [12288/45000]	Loss: 1.5459	LR: 0.100000
Training Epoch: 6 [12544/45000]	Loss: 1.4147	LR: 0.100000
Training Epoch: 6 [12800/45000]	Loss: 1.5543	LR: 0.100000
Training Epoch: 6 [13056/45000]	Loss: 1.5286	LR: 0.100000
Training Epoch: 6 [13312/45000]	Loss: 1.4798	LR: 0.100000
Training Epoch: 6 [13568/45000]	Loss: 1.5446	LR: 0.100000
Training Epoch: 6 [13824/45000]	Loss: 1.4979	LR: 0.100000
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Training Epoch: 6 [15616/45000]	Loss: 1.6072	LR: 0.100000
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Training Epoch: 6 [16128/45000]	Loss: 1.5608	LR: 0.100000
Training Epoch: 6 [16384/45000]	Loss: 1.5410	LR: 0.100000
Training Epoch: 6 [16640/45000]	Loss: 1.5031	LR: 0.100000
Training Epoch: 6 [16896/45000]	Loss: 1.5497	LR: 0.100000
Training Epoch: 6 [17152/45000]	Loss: 1.3982	LR: 0.100000
Training Epoch: 6 [17408/45000]	Loss: 1.4562	LR: 0.100000
Training Epoch: 6 [17664/45000]	Loss: 1.6299	LR: 0.100000
Training Epoch: 6 [17920/45000]	Loss: 1.4358	LR: 0.100000
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Training Epoch: 6 [18432/45000]	Loss: 1.5880	LR: 0.100000
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Training Epoch: 6 [19456/45000]	Loss: 1.3941	LR: 0.100000
Training Epoch: 6 [19712/45000]	Loss: 1.5508	LR: 0.100000
Training Epoch: 6 [19968/45000]	Loss: 1.5280	LR: 0.100000
Training Epoch: 6 [20224/45000]	Loss: 1.5544	LR: 0.100000
Training Epoch: 6 [20480/45000]	Loss: 1.4751	LR: 0.100000
Training Epoch: 6 [20736/45000]	Loss: 1.5279	LR: 0.100000
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Training Epoch: 6 [21760/45000]	Loss: 1.4872	LR: 0.100000
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Training Epoch: 6 [23040/45000]	Loss: 1.4479	LR: 0.100000
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Training Epoch: 6 [26880/45000]	Loss: 1.4873	LR: 0.100000
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Training Epoch: 6 [27904/45000]	Loss: 1.6195	LR: 0.100000
Training Epoch: 6 [28160/45000]	Loss: 1.3967	LR: 0.100000
Training Epoch: 6 [28416/45000]	Loss: 1.5412	LR: 0.100000
Training Epoch: 6 [28672/45000]	Loss: 1.3667	LR: 0.100000
Training Epoch: 6 [28928/45000]	Loss: 1.4868	LR: 0.100000
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Training Epoch: 6 [29440/45000]	Loss: 1.5817	LR: 0.100000
Training Epoch: 6 [29696/45000]	Loss: 1.5640	LR: 0.100000
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Training Epoch: 6 [35328/45000]	Loss: 1.5530	LR: 0.100000
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Training Epoch: 6 [36352/45000]	Loss: 1.5441	LR: 0.100000
Training Epoch: 6 [36608/45000]	Loss: 1.4811	LR: 0.100000
Training Epoch: 6 [36864/45000]	Loss: 1.5211	LR: 0.100000
Training Epoch: 6 [37120/45000]	Loss: 1.4577	LR: 0.100000
Training Epoch: 6 [37376/45000]	Loss: 1.5635	LR: 0.100000
Training Epoch: 6 [37632/45000]	Loss: 1.5164	LR: 0.100000
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Training Epoch: 6 [38144/45000]	Loss: 1.4196	LR: 0.100000
Training Epoch: 6 [38400/45000]	Loss: 1.4504	LR: 0.100000
Training Epoch: 6 [38656/45000]	Loss: 1.4757	LR: 0.100000
Training Epoch: 6 [38912/45000]	Loss: 1.5946	LR: 0.100000
Training Epoch: 6 [39168/45000]	Loss: 1.4334	LR: 0.100000
Training Epoch: 6 [39424/45000]	Loss: 1.4482	LR: 0.100000
Training Epoch: 6 [39680/45000]	Loss: 1.5405	LR: 0.100000
Training Epoch: 6 [39936/45000]	Loss: 1.5679	LR: 0.100000
Training Epoch: 6 [40192/45000]	Loss: 1.4475	LR: 0.100000
Training Epoch: 6 [40448/45000]	Loss: 1.4210	LR: 0.100000
Training Epoch: 6 [40704/45000]	Loss: 1.4498	LR: 0.100000
Training Epoch: 6 [40960/45000]	Loss: 1.4109	LR: 0.100000
Training Epoch: 6 [41216/45000]	Loss: 1.4669	LR: 0.100000
Training Epoch: 6 [41472/45000]	Loss: 1.2575	LR: 0.100000
Training Epoch: 6 [41728/45000]	Loss: 1.5978	LR: 0.100000
Training Epoch: 6 [41984/45000]	Loss: 1.3793	LR: 0.100000
Training Epoch: 6 [42240/45000]	Loss: 1.3560	LR: 0.100000
Training Epoch: 6 [42496/45000]	Loss: 1.4996	LR: 0.100000
Training Epoch: 6 [42752/45000]	Loss: 1.5486	LR: 0.100000
Training Epoch: 6 [43008/45000]	Loss: 1.4426	LR: 0.100000
Training Epoch: 6 [43264/45000]	Loss: 1.4589	LR: 0.100000
Training Epoch: 6 [43520/45000]	Loss: 1.3600	LR: 0.100000
Training Epoch: 6 [43776/45000]	Loss: 1.5419	LR: 0.100000
Training Epoch: 6 [44032/45000]	Loss: 1.4211	LR: 0.100000
Training Epoch: 6 [44288/45000]	Loss: 1.4435	LR: 0.100000
Training Epoch: 6 [44544/45000]	Loss: 1.3984	LR: 0.100000
Training Epoch: 6 [44800/45000]	Loss: 1.6458	LR: 0.100000
Training Epoch: 6 [45000/45000]	Loss: 1.3788	LR: 0.100000
Epoch 6 - Average Train Loss: 1.5017, Train Accuracy: 0.5220
Epoch 6 training time consumed: 24.88s
Evaluating Network.....
Test set: Epoch: 6, Average loss: 0.0068, Accuracy: 0.4707, Time consumed:0.89s
Saving weights file to checkpoint/retrain/AllCNN/Sunday_13_July_2025_23h_56m_37s/AllCNN-Cifar20-seed1-ret100-6-best.pth
Training Epoch: 7 [256/45000]	Loss: 1.4279	LR: 0.100000
Training Epoch: 7 [512/45000]	Loss: 1.5035	LR: 0.100000
Training Epoch: 7 [768/45000]	Loss: 1.4419	LR: 0.100000
Training Epoch: 7 [1024/45000]	Loss: 1.3112	LR: 0.100000
Training Epoch: 7 [1280/45000]	Loss: 1.3574	LR: 0.100000
Training Epoch: 7 [1536/45000]	Loss: 1.4555	LR: 0.100000
Training Epoch: 7 [1792/45000]	Loss: 1.4109	LR: 0.100000
Training Epoch: 7 [2048/45000]	Loss: 1.4504	LR: 0.100000
Training Epoch: 7 [2304/45000]	Loss: 1.3505	LR: 0.100000
Training Epoch: 7 [2560/45000]	Loss: 1.4812	LR: 0.100000
Training Epoch: 7 [2816/45000]	Loss: 1.3767	LR: 0.100000
Training Epoch: 7 [3072/45000]	Loss: 1.5770	LR: 0.100000
Training Epoch: 7 [3328/45000]	Loss: 1.3687	LR: 0.100000
Training Epoch: 7 [3584/45000]	Loss: 1.3014	LR: 0.100000
Training Epoch: 7 [3840/45000]	Loss: 1.4329	LR: 0.100000
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Training Epoch: 7 [4352/45000]	Loss: 1.2851	LR: 0.100000
Training Epoch: 7 [4608/45000]	Loss: 1.5579	LR: 0.100000
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Training Epoch: 7 [5120/45000]	Loss: 1.2920	LR: 0.100000
Training Epoch: 7 [5376/45000]	Loss: 1.4916	LR: 0.100000
Training Epoch: 7 [5632/45000]	Loss: 1.3643	LR: 0.100000
Training Epoch: 7 [5888/45000]	Loss: 1.3247	LR: 0.100000
Training Epoch: 7 [6144/45000]	Loss: 1.4363	LR: 0.100000
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Training Epoch: 7 [16896/45000]	Loss: 1.4806	LR: 0.100000
Training Epoch: 7 [17152/45000]	Loss: 1.3851	LR: 0.100000
Training Epoch: 7 [17408/45000]	Loss: 1.4027	LR: 0.100000
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Training Epoch: 7 [19712/45000]	Loss: 1.4250	LR: 0.100000
Training Epoch: 7 [19968/45000]	Loss: 1.4127	LR: 0.100000
Training Epoch: 7 [20224/45000]	Loss: 1.3413	LR: 0.100000
Training Epoch: 7 [20480/45000]	Loss: 1.3637	LR: 0.100000
Training Epoch: 7 [20736/45000]	Loss: 1.3891	LR: 0.100000
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Training Epoch: 7 [27904/45000]	Loss: 1.3443	LR: 0.100000
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Training Epoch: 7 [37376/45000]	Loss: 1.4031	LR: 0.100000
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Training Epoch: 7 [38912/45000]	Loss: 1.1927	LR: 0.100000
Training Epoch: 7 [39168/45000]	Loss: 1.3656	LR: 0.100000
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Training Epoch: 7 [40192/45000]	Loss: 1.3039	LR: 0.100000
Training Epoch: 7 [40448/45000]	Loss: 1.3551	LR: 0.100000
Training Epoch: 7 [40704/45000]	Loss: 1.4362	LR: 0.100000
Training Epoch: 7 [40960/45000]	Loss: 1.4729	LR: 0.100000
Training Epoch: 7 [41216/45000]	Loss: 1.3943	LR: 0.100000
Training Epoch: 7 [41472/45000]	Loss: 1.4105	LR: 0.100000
Training Epoch: 7 [41728/45000]	Loss: 1.4002	LR: 0.100000
Training Epoch: 7 [41984/45000]	Loss: 1.3812	LR: 0.100000
Training Epoch: 7 [42240/45000]	Loss: 1.3219	LR: 0.100000
Training Epoch: 7 [42496/45000]	Loss: 1.4076	LR: 0.100000
Training Epoch: 7 [42752/45000]	Loss: 1.2552	LR: 0.100000
Training Epoch: 7 [43008/45000]	Loss: 1.4286	LR: 0.100000
Training Epoch: 7 [43264/45000]	Loss: 1.4318	LR: 0.100000
Training Epoch: 7 [43520/45000]	Loss: 1.4334	LR: 0.100000
Training Epoch: 7 [43776/45000]	Loss: 1.3954	LR: 0.100000
Training Epoch: 7 [44032/45000]	Loss: 1.3752	LR: 0.100000
Training Epoch: 7 [44288/45000]	Loss: 1.3230	LR: 0.100000
Training Epoch: 7 [44544/45000]	Loss: 1.4171	LR: 0.100000
Training Epoch: 7 [44800/45000]	Loss: 1.3383	LR: 0.100000
Training Epoch: 7 [45000/45000]	Loss: 1.3451	LR: 0.100000
Epoch 7 - Average Train Loss: 1.3942, Train Accuracy: 0.5544
Epoch 7 training time consumed: 24.76s
Evaluating Network.....
Test set: Epoch: 7, Average loss: 0.0061, Accuracy: 0.5339, Time consumed:0.88s
Saving weights file to checkpoint/retrain/AllCNN/Sunday_13_July_2025_23h_56m_37s/AllCNN-Cifar20-seed1-ret100-7-best.pth
Training Epoch: 8 [256/45000]	Loss: 1.3046	LR: 0.100000
Training Epoch: 8 [512/45000]	Loss: 1.3060	LR: 0.100000
Training Epoch: 8 [768/45000]	Loss: 1.3158	LR: 0.100000
Training Epoch: 8 [1024/45000]	Loss: 1.3324	LR: 0.100000
Training Epoch: 8 [1280/45000]	Loss: 1.3776	LR: 0.100000
Training Epoch: 8 [1536/45000]	Loss: 1.2661	LR: 0.100000
Training Epoch: 8 [1792/45000]	Loss: 1.2282	LR: 0.100000
Training Epoch: 8 [2048/45000]	Loss: 1.3333	LR: 0.100000
Training Epoch: 8 [2304/45000]	Loss: 1.3922	LR: 0.100000
Training Epoch: 8 [2560/45000]	Loss: 1.3313	LR: 0.100000
Training Epoch: 8 [2816/45000]	Loss: 1.2840	LR: 0.100000
Training Epoch: 8 [3072/45000]	Loss: 1.2693	LR: 0.100000
Training Epoch: 8 [3328/45000]	Loss: 1.4322	LR: 0.100000
Training Epoch: 8 [3584/45000]	Loss: 1.4073	LR: 0.100000
Training Epoch: 8 [3840/45000]	Loss: 1.3748	LR: 0.100000
Training Epoch: 8 [4096/45000]	Loss: 1.3420	LR: 0.100000
Training Epoch: 8 [4352/45000]	Loss: 1.2339	LR: 0.100000
Training Epoch: 8 [4608/45000]	Loss: 1.3696	LR: 0.100000
Training Epoch: 8 [4864/45000]	Loss: 1.4285	LR: 0.100000
Training Epoch: 8 [5120/45000]	Loss: 1.2609	LR: 0.100000
Training Epoch: 8 [5376/45000]	Loss: 1.2499	LR: 0.100000
Training Epoch: 8 [5632/45000]	Loss: 1.2556	LR: 0.100000
Training Epoch: 8 [5888/45000]	Loss: 1.4087	LR: 0.100000
Training Epoch: 8 [6144/45000]	Loss: 1.2652	LR: 0.100000
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Training Epoch: 8 [6656/45000]	Loss: 1.2839	LR: 0.100000
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Training Epoch: 8 [7168/45000]	Loss: 1.3255	LR: 0.100000
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Training Epoch: 8 [9984/45000]	Loss: 1.2904	LR: 0.100000
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Training Epoch: 8 [11264/45000]	Loss: 1.2628	LR: 0.100000
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Training Epoch: 8 [17664/45000]	Loss: 1.1852	LR: 0.100000
Training Epoch: 8 [17920/45000]	Loss: 1.2219	LR: 0.100000
Training Epoch: 8 [18176/45000]	Loss: 1.3755	LR: 0.100000
Training Epoch: 8 [18432/45000]	Loss: 1.2217	LR: 0.100000
Training Epoch: 8 [18688/45000]	Loss: 1.2407	LR: 0.100000
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Training Epoch: 8 [19200/45000]	Loss: 1.3427	LR: 0.100000
Training Epoch: 8 [19456/45000]	Loss: 1.4234	LR: 0.100000
Training Epoch: 8 [19712/45000]	Loss: 1.3179	LR: 0.100000
Training Epoch: 8 [19968/45000]	Loss: 1.3563	LR: 0.100000
Training Epoch: 8 [20224/45000]	Loss: 1.2878	LR: 0.100000
Training Epoch: 8 [20480/45000]	Loss: 1.2640	LR: 0.100000
Training Epoch: 8 [20736/45000]	Loss: 1.3116	LR: 0.100000
Training Epoch: 8 [20992/45000]	Loss: 1.2482	LR: 0.100000
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Training Epoch: 8 [21504/45000]	Loss: 1.2899	LR: 0.100000
Training Epoch: 8 [21760/45000]	Loss: 1.1992	LR: 0.100000
Training Epoch: 8 [22016/45000]	Loss: 1.3683	LR: 0.100000
Training Epoch: 8 [22272/45000]	Loss: 1.2211	LR: 0.100000
Training Epoch: 8 [22528/45000]	Loss: 1.2844	LR: 0.100000
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Training Epoch: 8 [23040/45000]	Loss: 1.2452	LR: 0.100000
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Training Epoch: 8 [23552/45000]	Loss: 1.3719	LR: 0.100000
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Training Epoch: 8 [24320/45000]	Loss: 1.3609	LR: 0.100000
Training Epoch: 8 [24576/45000]	Loss: 1.3288	LR: 0.100000
Training Epoch: 8 [24832/45000]	Loss: 1.4532	LR: 0.100000
Training Epoch: 8 [25088/45000]	Loss: 1.3040	LR: 0.100000
Training Epoch: 8 [25344/45000]	Loss: 1.4714	LR: 0.100000
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Training Epoch: 8 [25856/45000]	Loss: 1.3278	LR: 0.100000
Training Epoch: 8 [26112/45000]	Loss: 1.4143	LR: 0.100000
Training Epoch: 8 [26368/45000]	Loss: 1.3180	LR: 0.100000
Training Epoch: 8 [26624/45000]	Loss: 1.5118	LR: 0.100000
Training Epoch: 8 [26880/45000]	Loss: 1.2599	LR: 0.100000
Training Epoch: 8 [27136/45000]	Loss: 1.2571	LR: 0.100000
Training Epoch: 8 [27392/45000]	Loss: 1.2360	LR: 0.100000
Training Epoch: 8 [27648/45000]	Loss: 1.3990	LR: 0.100000
Training Epoch: 8 [27904/45000]	Loss: 1.2615	LR: 0.100000
Training Epoch: 8 [28160/45000]	Loss: 1.5216	LR: 0.100000
Training Epoch: 8 [28416/45000]	Loss: 1.3275	LR: 0.100000
Training Epoch: 8 [28672/45000]	Loss: 1.2025	LR: 0.100000
Training Epoch: 8 [28928/45000]	Loss: 1.3461	LR: 0.100000
Training Epoch: 8 [29184/45000]	Loss: 1.3817	LR: 0.100000
Training Epoch: 8 [29440/45000]	Loss: 1.1263	LR: 0.100000
Training Epoch: 8 [29696/45000]	Loss: 1.3745	LR: 0.100000
Training Epoch: 8 [29952/45000]	Loss: 1.3965	LR: 0.100000
Training Epoch: 8 [30208/45000]	Loss: 1.2964	LR: 0.100000
Training Epoch: 8 [30464/45000]	Loss: 1.3059	LR: 0.100000
Training Epoch: 8 [30720/45000]	Loss: 1.4257	LR: 0.100000
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Training Epoch: 8 [31744/45000]	Loss: 1.3407	LR: 0.100000
Training Epoch: 8 [32000/45000]	Loss: 1.1519	LR: 0.100000
Training Epoch: 8 [32256/45000]	Loss: 1.3493	LR: 0.100000
Training Epoch: 8 [32512/45000]	Loss: 1.4155	LR: 0.100000
Training Epoch: 8 [32768/45000]	Loss: 1.2656	LR: 0.100000
Training Epoch: 8 [33024/45000]	Loss: 1.2499	LR: 0.100000
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Training Epoch: 8 [34304/45000]	Loss: 1.2983	LR: 0.100000
Training Epoch: 8 [34560/45000]	Loss: 1.1806	LR: 0.100000
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Training Epoch: 8 [35072/45000]	Loss: 1.3960	LR: 0.100000
Training Epoch: 8 [35328/45000]	Loss: 1.2618	LR: 0.100000
Training Epoch: 8 [35584/45000]	Loss: 1.2138	LR: 0.100000
Training Epoch: 8 [35840/45000]	Loss: 1.2409	LR: 0.100000
Training Epoch: 8 [36096/45000]	Loss: 1.3738	LR: 0.100000
Training Epoch: 8 [36352/45000]	Loss: 1.3043	LR: 0.100000
Training Epoch: 8 [36608/45000]	Loss: 1.1556	LR: 0.100000
Training Epoch: 8 [36864/45000]	Loss: 1.3864	LR: 0.100000
Training Epoch: 8 [37120/45000]	Loss: 1.2940	LR: 0.100000
Training Epoch: 8 [37376/45000]	Loss: 1.3484	LR: 0.100000
Training Epoch: 8 [37632/45000]	Loss: 1.2765	LR: 0.100000
Training Epoch: 8 [37888/45000]	Loss: 1.4077	LR: 0.100000
Training Epoch: 8 [38144/45000]	Loss: 1.1334	LR: 0.100000
Training Epoch: 8 [38400/45000]	Loss: 1.3546	LR: 0.100000
Training Epoch: 8 [38656/45000]	Loss: 1.2160	LR: 0.100000
Training Epoch: 8 [38912/45000]	Loss: 1.3011	LR: 0.100000
Training Epoch: 8 [39168/45000]	Loss: 1.3118	LR: 0.100000
Training Epoch: 8 [39424/45000]	Loss: 1.2326	LR: 0.100000
Training Epoch: 8 [39680/45000]	Loss: 1.2917	LR: 0.100000
Training Epoch: 8 [39936/45000]	Loss: 1.2855	LR: 0.100000
Training Epoch: 8 [40192/45000]	Loss: 1.2325	LR: 0.100000
Training Epoch: 8 [40448/45000]	Loss: 1.2400	LR: 0.100000
Training Epoch: 8 [40704/45000]	Loss: 1.3106	LR: 0.100000
Training Epoch: 8 [40960/45000]	Loss: 1.2658	LR: 0.100000
Training Epoch: 8 [41216/45000]	Loss: 1.1668	LR: 0.100000
Training Epoch: 8 [41472/45000]	Loss: 1.3429	LR: 0.100000
Training Epoch: 8 [41728/45000]	Loss: 1.2997	LR: 0.100000
Training Epoch: 8 [41984/45000]	Loss: 1.2211	LR: 0.100000
Training Epoch: 8 [42240/45000]	Loss: 1.3067	LR: 0.100000
Training Epoch: 8 [42496/45000]	Loss: 1.1138	LR: 0.100000
Training Epoch: 8 [42752/45000]	Loss: 1.5166	LR: 0.100000
Training Epoch: 8 [43008/45000]	Loss: 1.3211	LR: 0.100000
Training Epoch: 8 [43264/45000]	Loss: 1.3206	LR: 0.100000
Training Epoch: 8 [43520/45000]	Loss: 1.2468	LR: 0.100000
Training Epoch: 8 [43776/45000]	Loss: 1.2627	LR: 0.100000
Training Epoch: 8 [44032/45000]	Loss: 1.3026	LR: 0.100000
Training Epoch: 8 [44288/45000]	Loss: 1.3730	LR: 0.100000
Training Epoch: 8 [44544/45000]	Loss: 1.4343	LR: 0.100000
Training Epoch: 8 [44800/45000]	Loss: 1.3901	LR: 0.100000
Training Epoch: 8 [45000/45000]	Loss: 1.1764	LR: 0.100000
Epoch 8 - Average Train Loss: 1.3117, Train Accuracy: 0.5793
Epoch 8 training time consumed: 24.72s
Evaluating Network.....
Test set: Epoch: 8, Average loss: 0.0064, Accuracy: 0.5272, Time consumed:0.95s
Training Epoch: 9 [256/45000]	Loss: 1.1994	LR: 0.100000
Training Epoch: 9 [512/45000]	Loss: 1.2364	LR: 0.100000
Training Epoch: 9 [768/45000]	Loss: 1.1841	LR: 0.100000
Training Epoch: 9 [1024/45000]	Loss: 1.0849	LR: 0.100000
Training Epoch: 9 [1280/45000]	Loss: 1.3047	LR: 0.100000
Training Epoch: 9 [1536/45000]	Loss: 1.1352	LR: 0.100000
Training Epoch: 9 [1792/45000]	Loss: 1.2823	LR: 0.100000
Training Epoch: 9 [2048/45000]	Loss: 1.3021	LR: 0.100000
Training Epoch: 9 [2304/45000]	Loss: 1.1513	LR: 0.100000
Training Epoch: 9 [2560/45000]	Loss: 1.2898	LR: 0.100000
Training Epoch: 9 [2816/45000]	Loss: 1.2475	LR: 0.100000
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Training Epoch: 9 [45000/45000]	Loss: 1.2433	LR: 0.100000
Epoch 9 - Average Train Loss: 1.2323, Train Accuracy: 0.6049
Epoch 9 training time consumed: 24.64s
Evaluating Network.....
Test set: Epoch: 9, Average loss: 0.0059, Accuracy: 0.5502, Time consumed:0.90s
Saving weights file to checkpoint/retrain/AllCNN/Sunday_13_July_2025_23h_56m_37s/AllCNN-Cifar20-seed1-ret100-9-best.pth
Training Epoch: 10 [256/45000]	Loss: 1.0273	LR: 0.100000
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Training Epoch: 10 [40704/45000]	Loss: 1.1611	LR: 0.100000
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Training Epoch: 10 [43520/45000]	Loss: 1.1018	LR: 0.100000
Training Epoch: 10 [43776/45000]	Loss: 1.1884	LR: 0.100000
Training Epoch: 10 [44032/45000]	Loss: 1.0724	LR: 0.100000
Training Epoch: 10 [44288/45000]	Loss: 1.2715	LR: 0.100000
Training Epoch: 10 [44544/45000]	Loss: 1.2497	LR: 0.100000
Training Epoch: 10 [44800/45000]	Loss: 1.2281	LR: 0.100000
Training Epoch: 10 [45000/45000]	Loss: 1.3079	LR: 0.100000
Epoch 10 - Average Train Loss: 1.1775, Train Accuracy: 0.6217
Epoch 10 training time consumed: 24.64s
Evaluating Network.....
Test set: Epoch: 10, Average loss: 0.0053, Accuracy: 0.5861, Time consumed:0.92s
Saving weights file to checkpoint/retrain/AllCNN/Sunday_13_July_2025_23h_56m_37s/AllCNN-Cifar20-seed1-ret100-10-best.pth
Training Epoch: 11 [256/45000]	Loss: 1.0268	LR: 0.100000
Training Epoch: 11 [512/45000]	Loss: 1.1124	LR: 0.100000
Training Epoch: 11 [768/45000]	Loss: 1.2469	LR: 0.100000
Training Epoch: 11 [1024/45000]	Loss: 1.0915	LR: 0.100000
Training Epoch: 11 [1280/45000]	Loss: 1.0829	LR: 0.100000
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Training Epoch: 11 [40448/45000]	Loss: 1.1788	LR: 0.100000
Training Epoch: 11 [40704/45000]	Loss: 1.1064	LR: 0.100000
Training Epoch: 11 [40960/45000]	Loss: 1.1785	LR: 0.100000
Training Epoch: 11 [41216/45000]	Loss: 1.0422	LR: 0.100000
Training Epoch: 11 [41472/45000]	Loss: 1.0553	LR: 0.100000
Training Epoch: 11 [41728/45000]	Loss: 0.9688	LR: 0.100000
Training Epoch: 11 [41984/45000]	Loss: 1.2344	LR: 0.100000
Training Epoch: 11 [42240/45000]	Loss: 0.9849	LR: 0.100000
Training Epoch: 11 [42496/45000]	Loss: 1.1128	LR: 0.100000
Training Epoch: 11 [42752/45000]	Loss: 1.2156	LR: 0.100000
Training Epoch: 11 [43008/45000]	Loss: 1.1024	LR: 0.100000
Training Epoch: 11 [43264/45000]	Loss: 1.0231	LR: 0.100000
Training Epoch: 11 [43520/45000]	Loss: 1.1136	LR: 0.100000
Training Epoch: 11 [43776/45000]	Loss: 1.1666	LR: 0.100000
Training Epoch: 11 [44032/45000]	Loss: 1.1873	LR: 0.100000
Training Epoch: 11 [44288/45000]	Loss: 1.2105	LR: 0.100000
Training Epoch: 11 [44544/45000]	Loss: 1.2266	LR: 0.100000
Training Epoch: 11 [44800/45000]	Loss: 1.1243	LR: 0.100000
Training Epoch: 11 [45000/45000]	Loss: 1.1269	LR: 0.100000
Epoch 11 - Average Train Loss: 1.1200, Train Accuracy: 0.6395
Epoch 11 training time consumed: 24.63s
Evaluating Network.....
Test set: Epoch: 11, Average loss: 0.0055, Accuracy: 0.5898, Time consumed:0.88s
Saving weights file to checkpoint/retrain/AllCNN/Sunday_13_July_2025_23h_56m_37s/AllCNN-Cifar20-seed1-ret100-11-best.pth
Training Epoch: 12 [256/45000]	Loss: 1.0348	LR: 0.100000
Training Epoch: 12 [512/45000]	Loss: 1.1450	LR: 0.100000
Training Epoch: 12 [768/45000]	Loss: 1.1421	LR: 0.100000
Training Epoch: 12 [1024/45000]	Loss: 1.0959	LR: 0.100000
Training Epoch: 12 [1280/45000]	Loss: 1.0045	LR: 0.100000
Training Epoch: 12 [1536/45000]	Loss: 1.0435	LR: 0.100000
Training Epoch: 12 [1792/45000]	Loss: 1.1888	LR: 0.100000
Training Epoch: 12 [2048/45000]	Loss: 1.0857	LR: 0.100000
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Training Epoch: 12 [2560/45000]	Loss: 1.0168	LR: 0.100000
Training Epoch: 12 [2816/45000]	Loss: 1.1236	LR: 0.100000
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Training Epoch: 12 [3584/45000]	Loss: 1.1717	LR: 0.100000
Training Epoch: 12 [3840/45000]	Loss: 1.0459	LR: 0.100000
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Training Epoch: 12 [4608/45000]	Loss: 1.0858	LR: 0.100000
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Training Epoch: 12 [18176/45000]	Loss: 1.1261	LR: 0.100000
Training Epoch: 12 [18432/45000]	Loss: 1.1232	LR: 0.100000
Training Epoch: 12 [18688/45000]	Loss: 1.0088	LR: 0.100000
Training Epoch: 12 [18944/45000]	Loss: 1.0762	LR: 0.100000
Training Epoch: 12 [19200/45000]	Loss: 1.1083	LR: 0.100000
Training Epoch: 12 [19456/45000]	Loss: 1.1155	LR: 0.100000
Training Epoch: 12 [19712/45000]	Loss: 1.2079	LR: 0.100000
Training Epoch: 12 [19968/45000]	Loss: 0.9952	LR: 0.100000
Training Epoch: 12 [20224/45000]	Loss: 1.1005	LR: 0.100000
Training Epoch: 12 [20480/45000]	Loss: 1.1948	LR: 0.100000
Training Epoch: 12 [20736/45000]	Loss: 1.0284	LR: 0.100000
Training Epoch: 12 [20992/45000]	Loss: 1.1512	LR: 0.100000
Training Epoch: 12 [21248/45000]	Loss: 1.1546	LR: 0.100000
Training Epoch: 12 [21504/45000]	Loss: 1.0502	LR: 0.100000
Training Epoch: 12 [21760/45000]	Loss: 0.9956	LR: 0.100000
Training Epoch: 12 [22016/45000]	Loss: 1.1125	LR: 0.100000
Training Epoch: 12 [22272/45000]	Loss: 1.0734	LR: 0.100000
Training Epoch: 12 [22528/45000]	Loss: 1.1704	LR: 0.100000
Training Epoch: 12 [22784/45000]	Loss: 1.1638	LR: 0.100000
Training Epoch: 12 [23040/45000]	Loss: 0.9585	LR: 0.100000
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Training Epoch: 12 [24320/45000]	Loss: 1.0388	LR: 0.100000
Training Epoch: 12 [24576/45000]	Loss: 0.9410	LR: 0.100000
Training Epoch: 12 [24832/45000]	Loss: 1.1046	LR: 0.100000
Training Epoch: 12 [25088/45000]	Loss: 1.0373	LR: 0.100000
Training Epoch: 12 [25344/45000]	Loss: 1.0894	LR: 0.100000
Training Epoch: 12 [25600/45000]	Loss: 1.2149	LR: 0.100000
Training Epoch: 12 [25856/45000]	Loss: 1.0353	LR: 0.100000
Training Epoch: 12 [26112/45000]	Loss: 0.9647	LR: 0.100000
Training Epoch: 12 [26368/45000]	Loss: 0.9130	LR: 0.100000
Training Epoch: 12 [26624/45000]	Loss: 1.0771	LR: 0.100000
Training Epoch: 12 [26880/45000]	Loss: 1.0767	LR: 0.100000
Training Epoch: 12 [27136/45000]	Loss: 1.0780	LR: 0.100000
Training Epoch: 12 [27392/45000]	Loss: 1.2819	LR: 0.100000
Training Epoch: 12 [27648/45000]	Loss: 1.0968	LR: 0.100000
Training Epoch: 12 [27904/45000]	Loss: 1.1546	LR: 0.100000
Training Epoch: 12 [28160/45000]	Loss: 1.2517	LR: 0.100000
Training Epoch: 12 [28416/45000]	Loss: 1.1341	LR: 0.100000
Training Epoch: 12 [28672/45000]	Loss: 1.0605	LR: 0.100000
Training Epoch: 12 [28928/45000]	Loss: 1.0704	LR: 0.100000
Training Epoch: 12 [29184/45000]	Loss: 1.2124	LR: 0.100000
Training Epoch: 12 [29440/45000]	Loss: 1.1165	LR: 0.100000
Training Epoch: 12 [29696/45000]	Loss: 1.0381	LR: 0.100000
Training Epoch: 12 [29952/45000]	Loss: 0.9538	LR: 0.100000
Training Epoch: 12 [30208/45000]	Loss: 1.2679	LR: 0.100000
Training Epoch: 12 [30464/45000]	Loss: 1.0181	LR: 0.100000
Training Epoch: 12 [30720/45000]	Loss: 1.1561	LR: 0.100000
Training Epoch: 12 [30976/45000]	Loss: 1.0924	LR: 0.100000
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Training Epoch: 12 [32000/45000]	Loss: 1.1283	LR: 0.100000
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Training Epoch: 12 [32512/45000]	Loss: 1.0698	LR: 0.100000
Training Epoch: 12 [32768/45000]	Loss: 1.0745	LR: 0.100000
Training Epoch: 12 [33024/45000]	Loss: 1.0569	LR: 0.100000
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Training Epoch: 12 [33536/45000]	Loss: 1.0425	LR: 0.100000
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Training Epoch: 12 [34304/45000]	Loss: 1.1472	LR: 0.100000
Training Epoch: 12 [34560/45000]	Loss: 1.1631	LR: 0.100000
Training Epoch: 12 [34816/45000]	Loss: 1.1469	LR: 0.100000
Training Epoch: 12 [35072/45000]	Loss: 1.0597	LR: 0.100000
Training Epoch: 12 [35328/45000]	Loss: 0.9023	LR: 0.100000
Training Epoch: 12 [35584/45000]	Loss: 1.0707	LR: 0.100000
Training Epoch: 12 [35840/45000]	Loss: 1.1258	LR: 0.100000
Training Epoch: 12 [36096/45000]	Loss: 1.1355	LR: 0.100000
Training Epoch: 12 [36352/45000]	Loss: 1.2382	LR: 0.100000
Training Epoch: 12 [36608/45000]	Loss: 0.9907	LR: 0.100000
Training Epoch: 12 [36864/45000]	Loss: 0.9512	LR: 0.100000
Training Epoch: 12 [37120/45000]	Loss: 1.0075	LR: 0.100000
Training Epoch: 12 [37376/45000]	Loss: 1.3009	LR: 0.100000
Training Epoch: 12 [37632/45000]	Loss: 1.1771	LR: 0.100000
Training Epoch: 12 [37888/45000]	Loss: 1.0444	LR: 0.100000
Training Epoch: 12 [38144/45000]	Loss: 1.1594	LR: 0.100000
Training Epoch: 12 [38400/45000]	Loss: 1.0382	LR: 0.100000
Training Epoch: 12 [38656/45000]	Loss: 1.0457	LR: 0.100000
Training Epoch: 12 [38912/45000]	Loss: 1.1420	LR: 0.100000
Training Epoch: 12 [39168/45000]	Loss: 0.9925	LR: 0.100000
Training Epoch: 12 [39424/45000]	Loss: 1.0606	LR: 0.100000
Training Epoch: 12 [39680/45000]	Loss: 1.1855	LR: 0.100000
Training Epoch: 12 [39936/45000]	Loss: 1.1156	LR: 0.100000
Training Epoch: 12 [40192/45000]	Loss: 1.1007	LR: 0.100000
Training Epoch: 12 [40448/45000]	Loss: 1.1118	LR: 0.100000
Training Epoch: 12 [40704/45000]	Loss: 1.1467	LR: 0.100000
Training Epoch: 12 [40960/45000]	Loss: 1.0514	LR: 0.100000
Training Epoch: 12 [41216/45000]	Loss: 1.0222	LR: 0.100000
Training Epoch: 12 [41472/45000]	Loss: 1.2109	LR: 0.100000
Training Epoch: 12 [41728/45000]	Loss: 1.0406	LR: 0.100000
Training Epoch: 12 [41984/45000]	Loss: 0.9111	LR: 0.100000
Training Epoch: 12 [42240/45000]	Loss: 1.1272	LR: 0.100000
Training Epoch: 12 [42496/45000]	Loss: 1.0747	LR: 0.100000
Training Epoch: 12 [42752/45000]	Loss: 1.1059	LR: 0.100000
Training Epoch: 12 [43008/45000]	Loss: 1.0262	LR: 0.100000
Training Epoch: 12 [43264/45000]	Loss: 1.1805	LR: 0.100000
Training Epoch: 12 [43520/45000]	Loss: 1.0876	LR: 0.100000
Training Epoch: 12 [43776/45000]	Loss: 0.9358	LR: 0.100000
Training Epoch: 12 [44032/45000]	Loss: 1.2006	LR: 0.100000
Training Epoch: 12 [44288/45000]	Loss: 1.0741	LR: 0.100000
Training Epoch: 12 [44544/45000]	Loss: 0.9813	LR: 0.100000
Training Epoch: 12 [44800/45000]	Loss: 1.0852	LR: 0.100000
Training Epoch: 12 [45000/45000]	Loss: 1.0296	LR: 0.100000
Epoch 12 - Average Train Loss: 1.0973, Train Accuracy: 0.6473
Epoch 12 training time consumed: 24.70s
Evaluating Network.....
Test set: Epoch: 12, Average loss: 0.0059, Accuracy: 0.5615, Time consumed:0.87s
Training Epoch: 13 [256/45000]	Loss: 1.0340	LR: 0.100000
Training Epoch: 13 [512/45000]	Loss: 1.0626	LR: 0.100000
Training Epoch: 13 [768/45000]	Loss: 1.1081	LR: 0.100000
Training Epoch: 13 [1024/45000]	Loss: 1.1594	LR: 0.100000
Training Epoch: 13 [1280/45000]	Loss: 1.1220	LR: 0.100000
Training Epoch: 13 [1536/45000]	Loss: 0.9938	LR: 0.100000
Training Epoch: 13 [1792/45000]	Loss: 1.0300	LR: 0.100000
Training Epoch: 13 [2048/45000]	Loss: 1.0593	LR: 0.100000
Training Epoch: 13 [2304/45000]	Loss: 1.0711	LR: 0.100000
Training Epoch: 13 [2560/45000]	Loss: 1.0541	LR: 0.100000
Training Epoch: 13 [2816/45000]	Loss: 0.8381	LR: 0.100000
Training Epoch: 13 [3072/45000]	Loss: 1.1081	LR: 0.100000
Training Epoch: 13 [3328/45000]	Loss: 1.0086	LR: 0.100000
Training Epoch: 13 [3584/45000]	Loss: 1.0243	LR: 0.100000
Training Epoch: 13 [3840/45000]	Loss: 0.9442	LR: 0.100000
Training Epoch: 13 [4096/45000]	Loss: 1.1179	LR: 0.100000
Training Epoch: 13 [4352/45000]	Loss: 0.9456	LR: 0.100000
Training Epoch: 13 [4608/45000]	Loss: 1.0313	LR: 0.100000
Training Epoch: 13 [4864/45000]	Loss: 1.0281	LR: 0.100000
Training Epoch: 13 [5120/45000]	Loss: 1.0259	LR: 0.100000
Training Epoch: 13 [5376/45000]	Loss: 1.1464	LR: 0.100000
Training Epoch: 13 [5632/45000]	Loss: 0.9182	LR: 0.100000
Training Epoch: 13 [5888/45000]	Loss: 1.0710	LR: 0.100000
Training Epoch: 13 [6144/45000]	Loss: 1.0343	LR: 0.100000
Training Epoch: 13 [6400/45000]	Loss: 1.1725	LR: 0.100000
Training Epoch: 13 [6656/45000]	Loss: 1.0741	LR: 0.100000
Training Epoch: 13 [6912/45000]	Loss: 1.0401	LR: 0.100000
Training Epoch: 13 [7168/45000]	Loss: 1.2125	LR: 0.100000
Training Epoch: 13 [7424/45000]	Loss: 1.1108	LR: 0.100000
Training Epoch: 13 [7680/45000]	Loss: 1.1152	LR: 0.100000
Training Epoch: 13 [7936/45000]	Loss: 0.9960	LR: 0.100000
Training Epoch: 13 [8192/45000]	Loss: 1.0251	LR: 0.100000
Training Epoch: 13 [8448/45000]	Loss: 1.0487	LR: 0.100000
Training Epoch: 13 [8704/45000]	Loss: 1.0179	LR: 0.100000
Training Epoch: 13 [8960/45000]	Loss: 1.1929	LR: 0.100000
Training Epoch: 13 [9216/45000]	Loss: 1.0872	LR: 0.100000
Training Epoch: 13 [9472/45000]	Loss: 0.9745	LR: 0.100000
Training Epoch: 13 [9728/45000]	Loss: 1.0755	LR: 0.100000
Training Epoch: 13 [9984/45000]	Loss: 0.9809	LR: 0.100000
Training Epoch: 13 [10240/45000]	Loss: 1.0006	LR: 0.100000
Training Epoch: 13 [10496/45000]	Loss: 1.1809	LR: 0.100000
Training Epoch: 13 [10752/45000]	Loss: 0.9185	LR: 0.100000
Training Epoch: 13 [11008/45000]	Loss: 0.9930	LR: 0.100000
Training Epoch: 13 [11264/45000]	Loss: 1.0952	LR: 0.100000
Training Epoch: 13 [11520/45000]	Loss: 0.9852	LR: 0.100000
Training Epoch: 13 [11776/45000]	Loss: 1.0687	LR: 0.100000
Training Epoch: 13 [12032/45000]	Loss: 1.1706	LR: 0.100000
Training Epoch: 13 [12288/45000]	Loss: 0.9586	LR: 0.100000
Training Epoch: 13 [12544/45000]	Loss: 1.0262	LR: 0.100000
Training Epoch: 13 [12800/45000]	Loss: 1.0657	LR: 0.100000
Training Epoch: 13 [13056/45000]	Loss: 1.1609	LR: 0.100000
Training Epoch: 13 [13312/45000]	Loss: 1.0709	LR: 0.100000
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Training Epoch: 13 [13824/45000]	Loss: 0.9897	LR: 0.100000
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Training Epoch: 13 [15616/45000]	Loss: 0.9038	LR: 0.100000
Training Epoch: 13 [15872/45000]	Loss: 1.1050	LR: 0.100000
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Training Epoch: 13 [16640/45000]	Loss: 1.0182	LR: 0.100000
Training Epoch: 13 [16896/45000]	Loss: 1.0737	LR: 0.100000
Training Epoch: 13 [17152/45000]	Loss: 1.1218	LR: 0.100000
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Training Epoch: 13 [17664/45000]	Loss: 0.9431	LR: 0.100000
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Training Epoch: 13 [18176/45000]	Loss: 1.0526	LR: 0.100000
Training Epoch: 13 [18432/45000]	Loss: 1.1461	LR: 0.100000
Training Epoch: 13 [18688/45000]	Loss: 1.1090	LR: 0.100000
Training Epoch: 13 [18944/45000]	Loss: 0.9077	LR: 0.100000
Training Epoch: 13 [19200/45000]	Loss: 1.1317	LR: 0.100000
Training Epoch: 13 [19456/45000]	Loss: 1.0339	LR: 0.100000
Training Epoch: 13 [19712/45000]	Loss: 1.0209	LR: 0.100000
Training Epoch: 13 [19968/45000]	Loss: 1.0667	LR: 0.100000
Training Epoch: 13 [20224/45000]	Loss: 1.0469	LR: 0.100000
Training Epoch: 13 [20480/45000]	Loss: 0.9247	LR: 0.100000
Training Epoch: 13 [20736/45000]	Loss: 1.0109	LR: 0.100000
Training Epoch: 13 [20992/45000]	Loss: 1.0475	LR: 0.100000
Training Epoch: 13 [21248/45000]	Loss: 1.1479	LR: 0.100000
Training Epoch: 13 [21504/45000]	Loss: 1.1644	LR: 0.100000
Training Epoch: 13 [21760/45000]	Loss: 0.9096	LR: 0.100000
Training Epoch: 13 [22016/45000]	Loss: 1.0505	LR: 0.100000
Training Epoch: 13 [22272/45000]	Loss: 0.9683	LR: 0.100000
Training Epoch: 13 [22528/45000]	Loss: 0.9931	LR: 0.100000
Training Epoch: 13 [22784/45000]	Loss: 1.1582	LR: 0.100000
Training Epoch: 13 [23040/45000]	Loss: 1.0862	LR: 0.100000
Training Epoch: 13 [23296/45000]	Loss: 1.0662	LR: 0.100000
Training Epoch: 13 [23552/45000]	Loss: 1.0749	LR: 0.100000
Training Epoch: 13 [23808/45000]	Loss: 1.0283	LR: 0.100000
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Training Epoch: 13 [24320/45000]	Loss: 1.0707	LR: 0.100000
Training Epoch: 13 [24576/45000]	Loss: 1.0906	LR: 0.100000
Training Epoch: 13 [24832/45000]	Loss: 1.0958	LR: 0.100000
Training Epoch: 13 [25088/45000]	Loss: 0.9198	LR: 0.100000
Training Epoch: 13 [25344/45000]	Loss: 1.0567	LR: 0.100000
Training Epoch: 13 [25600/45000]	Loss: 0.9894	LR: 0.100000
Training Epoch: 13 [25856/45000]	Loss: 0.9426	LR: 0.100000
Training Epoch: 13 [26112/45000]	Loss: 1.1770	LR: 0.100000
Training Epoch: 13 [26368/45000]	Loss: 1.0719	LR: 0.100000
Training Epoch: 13 [26624/45000]	Loss: 1.0298	LR: 0.100000
Training Epoch: 13 [26880/45000]	Loss: 1.0520	LR: 0.100000
Training Epoch: 13 [27136/45000]	Loss: 1.0163	LR: 0.100000
Training Epoch: 13 [27392/45000]	Loss: 1.1022	LR: 0.100000
Training Epoch: 13 [27648/45000]	Loss: 1.1159	LR: 0.100000
Training Epoch: 13 [27904/45000]	Loss: 1.0544	LR: 0.100000
Training Epoch: 13 [28160/45000]	Loss: 0.9678	LR: 0.100000
Training Epoch: 13 [28416/45000]	Loss: 1.0833	LR: 0.100000
Training Epoch: 13 [28672/45000]	Loss: 1.0937	LR: 0.100000
Training Epoch: 13 [28928/45000]	Loss: 1.0937	LR: 0.100000
Training Epoch: 13 [29184/45000]	Loss: 1.0820	LR: 0.100000
Training Epoch: 13 [29440/45000]	Loss: 0.9760	LR: 0.100000
Training Epoch: 13 [29696/45000]	Loss: 1.0781	LR: 0.100000
Training Epoch: 13 [29952/45000]	Loss: 1.0872	LR: 0.100000
Training Epoch: 13 [30208/45000]	Loss: 1.0328	LR: 0.100000
Training Epoch: 13 [30464/45000]	Loss: 1.0212	LR: 0.100000
Training Epoch: 13 [30720/45000]	Loss: 1.0178	LR: 0.100000
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Training Epoch: 13 [32256/45000]	Loss: 1.0207	LR: 0.100000
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Training Epoch: 13 [32768/45000]	Loss: 1.1788	LR: 0.100000
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Training Epoch: 13 [37376/45000]	Loss: 1.1080	LR: 0.100000
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Training Epoch: 13 [38144/45000]	Loss: 1.1674	LR: 0.100000
Training Epoch: 13 [38400/45000]	Loss: 1.0251	LR: 0.100000
Training Epoch: 13 [38656/45000]	Loss: 1.0725	LR: 0.100000
Training Epoch: 13 [38912/45000]	Loss: 1.1233	LR: 0.100000
Training Epoch: 13 [39168/45000]	Loss: 1.0208	LR: 0.100000
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Training Epoch: 13 [39680/45000]	Loss: 0.9637	LR: 0.100000
Training Epoch: 13 [39936/45000]	Loss: 1.0532	LR: 0.100000
Training Epoch: 13 [40192/45000]	Loss: 1.0278	LR: 0.100000
Training Epoch: 13 [40448/45000]	Loss: 1.1993	LR: 0.100000
Training Epoch: 13 [40704/45000]	Loss: 1.0479	LR: 0.100000
Training Epoch: 13 [40960/45000]	Loss: 1.1206	LR: 0.100000
Training Epoch: 13 [41216/45000]	Loss: 1.1695	LR: 0.100000
Training Epoch: 13 [41472/45000]	Loss: 1.0435	LR: 0.100000
Training Epoch: 13 [41728/45000]	Loss: 1.0322	LR: 0.100000
Training Epoch: 13 [41984/45000]	Loss: 1.0595	LR: 0.100000
Training Epoch: 13 [42240/45000]	Loss: 1.1395	LR: 0.100000
Training Epoch: 13 [42496/45000]	Loss: 1.1583	LR: 0.100000
Training Epoch: 13 [42752/45000]	Loss: 0.9962	LR: 0.100000
Training Epoch: 13 [43008/45000]	Loss: 1.1121	LR: 0.100000
Training Epoch: 13 [43264/45000]	Loss: 1.1706	LR: 0.100000
Training Epoch: 13 [43520/45000]	Loss: 1.1529	LR: 0.100000
Training Epoch: 13 [43776/45000]	Loss: 1.0805	LR: 0.100000
Training Epoch: 13 [44032/45000]	Loss: 1.1472	LR: 0.100000
Training Epoch: 13 [44288/45000]	Loss: 0.9880	LR: 0.100000
Training Epoch: 13 [44544/45000]	Loss: 0.9287	LR: 0.100000
Training Epoch: 13 [44800/45000]	Loss: 1.0247	LR: 0.100000
Training Epoch: 13 [45000/45000]	Loss: 1.0491	LR: 0.100000
Epoch 13 - Average Train Loss: 1.0559, Train Accuracy: 0.6626
Epoch 13 training time consumed: 24.76s
Evaluating Network.....
Test set: Epoch: 13, Average loss: 0.0054, Accuracy: 0.5947, Time consumed:0.90s
Saving weights file to checkpoint/retrain/AllCNN/Sunday_13_July_2025_23h_56m_37s/AllCNN-Cifar20-seed1-ret100-13-best.pth
Training Epoch: 14 [256/45000]	Loss: 1.0010	LR: 0.100000
Training Epoch: 14 [512/45000]	Loss: 0.9838	LR: 0.100000
Training Epoch: 14 [768/45000]	Loss: 1.1070	LR: 0.100000
Training Epoch: 14 [1024/45000]	Loss: 1.0612	LR: 0.100000
Training Epoch: 14 [1280/45000]	Loss: 0.9398	LR: 0.100000
Training Epoch: 14 [1536/45000]	Loss: 1.0444	LR: 0.100000
Training Epoch: 14 [1792/45000]	Loss: 0.9524	LR: 0.100000
Training Epoch: 14 [2048/45000]	Loss: 1.0615	LR: 0.100000
Training Epoch: 14 [2304/45000]	Loss: 1.0109	LR: 0.100000
Training Epoch: 14 [2560/45000]	Loss: 0.9330	LR: 0.100000
Training Epoch: 14 [2816/45000]	Loss: 1.2887	LR: 0.100000
Training Epoch: 14 [3072/45000]	Loss: 0.9256	LR: 0.100000
Training Epoch: 14 [3328/45000]	Loss: 0.7543	LR: 0.100000
Training Epoch: 14 [3584/45000]	Loss: 1.1060	LR: 0.100000
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Training Epoch: 14 [44800/45000]	Loss: 1.0772	LR: 0.100000
Training Epoch: 14 [45000/45000]	Loss: 0.9375	LR: 0.100000
Epoch 14 - Average Train Loss: 1.0155, Train Accuracy: 0.6740
Epoch 14 training time consumed: 24.83s
Evaluating Network.....
Test set: Epoch: 14, Average loss: 0.0048, Accuracy: 0.6325, Time consumed:0.93s
Saving weights file to checkpoint/retrain/AllCNN/Sunday_13_July_2025_23h_56m_37s/AllCNN-Cifar20-seed1-ret100-14-best.pth
Training Epoch: 15 [256/45000]	Loss: 0.8885	LR: 0.020000
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Training Epoch: 15 [768/45000]	Loss: 0.8287	LR: 0.020000
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Training Epoch: 15 [33024/45000]	Loss: 0.7698	LR: 0.020000
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Training Epoch: 15 [44800/45000]	Loss: 0.8491	LR: 0.020000
Training Epoch: 15 [45000/45000]	Loss: 0.6895	LR: 0.020000
Epoch 15 - Average Train Loss: 0.7859, Train Accuracy: 0.7480
Epoch 15 training time consumed: 24.59s
Evaluating Network.....
Test set: Epoch: 15, Average loss: 0.0035, Accuracy: 0.7200, Time consumed:0.88s
Saving weights file to checkpoint/retrain/AllCNN/Sunday_13_July_2025_23h_56m_37s/AllCNN-Cifar20-seed1-ret100-15-best.pth
Training Epoch: 16 [256/45000]	Loss: 0.7282	LR: 0.020000
Training Epoch: 16 [512/45000]	Loss: 0.7868	LR: 0.020000
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Training Epoch: 16 [43776/45000]	Loss: 0.7656	LR: 0.020000
Training Epoch: 16 [44032/45000]	Loss: 0.6879	LR: 0.020000
Training Epoch: 16 [44288/45000]	Loss: 0.6310	LR: 0.020000
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Training Epoch: 16 [44800/45000]	Loss: 0.7095	LR: 0.020000
Training Epoch: 16 [45000/45000]	Loss: 0.7623	LR: 0.020000
Epoch 16 - Average Train Loss: 0.7122, Train Accuracy: 0.7720
Epoch 16 training time consumed: 24.62s
Evaluating Network.....
Test set: Epoch: 16, Average loss: 0.0034, Accuracy: 0.7293, Time consumed:0.96s
Saving weights file to checkpoint/retrain/AllCNN/Sunday_13_July_2025_23h_56m_37s/AllCNN-Cifar20-seed1-ret100-16-best.pth
Training Epoch: 17 [256/45000]	Loss: 0.6401	LR: 0.020000
Training Epoch: 17 [512/45000]	Loss: 0.6655	LR: 0.020000
Training Epoch: 17 [768/45000]	Loss: 0.6717	LR: 0.020000
Training Epoch: 17 [1024/45000]	Loss: 0.6725	LR: 0.020000
Training Epoch: 17 [1280/45000]	Loss: 0.7420	LR: 0.020000
Training Epoch: 17 [1536/45000]	Loss: 0.5836	LR: 0.020000
Training Epoch: 17 [1792/45000]	Loss: 0.6513	LR: 0.020000
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Training Epoch: 17 [45000/45000]	Loss: 0.6404	LR: 0.020000
Epoch 17 - Average Train Loss: 0.6856, Train Accuracy: 0.7794
Epoch 17 training time consumed: 24.56s
Evaluating Network.....
Test set: Epoch: 17, Average loss: 0.0034, Accuracy: 0.7354, Time consumed:0.96s
Saving weights file to checkpoint/retrain/AllCNN/Sunday_13_July_2025_23h_56m_37s/AllCNN-Cifar20-seed1-ret100-17-best.pth
Training Epoch: 18 [256/45000]	Loss: 0.7008	LR: 0.020000
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Training Epoch: 18 [43008/45000]	Loss: 0.7088	LR: 0.020000
Training Epoch: 18 [43264/45000]	Loss: 0.6399	LR: 0.020000
Training Epoch: 18 [43520/45000]	Loss: 0.6545	LR: 0.020000
Training Epoch: 18 [43776/45000]	Loss: 0.7387	LR: 0.020000
Training Epoch: 18 [44032/45000]	Loss: 0.7090	LR: 0.020000
Training Epoch: 18 [44288/45000]	Loss: 0.6271	LR: 0.020000
Training Epoch: 18 [44544/45000]	Loss: 0.8594	LR: 0.020000
Training Epoch: 18 [44800/45000]	Loss: 0.6457	LR: 0.020000
Training Epoch: 18 [45000/45000]	Loss: 0.6021	LR: 0.020000
Epoch 18 - Average Train Loss: 0.6608, Train Accuracy: 0.7882
Epoch 18 training time consumed: 24.75s
Evaluating Network.....
Test set: Epoch: 18, Average loss: 0.0033, Accuracy: 0.7449, Time consumed:0.88s
Saving weights file to checkpoint/retrain/AllCNN/Sunday_13_July_2025_23h_56m_37s/AllCNN-Cifar20-seed1-ret100-18-best.pth
Training Epoch: 19 [256/45000]	Loss: 0.6241	LR: 0.020000
Training Epoch: 19 [512/45000]	Loss: 0.5757	LR: 0.020000
Training Epoch: 19 [768/45000]	Loss: 0.6816	LR: 0.020000
Training Epoch: 19 [1024/45000]	Loss: 0.5350	LR: 0.020000
Training Epoch: 19 [1280/45000]	Loss: 0.4759	LR: 0.020000
Training Epoch: 19 [1536/45000]	Loss: 0.6088	LR: 0.020000
Training Epoch: 19 [1792/45000]	Loss: 0.5918	LR: 0.020000
Training Epoch: 19 [2048/45000]	Loss: 0.6536	LR: 0.020000
Training Epoch: 19 [2304/45000]	Loss: 0.6484	LR: 0.020000
Training Epoch: 19 [2560/45000]	Loss: 0.6539	LR: 0.020000
Training Epoch: 19 [2816/45000]	Loss: 0.5306	LR: 0.020000
Training Epoch: 19 [3072/45000]	Loss: 0.6744	LR: 0.020000
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Training Epoch: 19 [4096/45000]	Loss: 0.6089	LR: 0.020000
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Training Epoch: 19 [4608/45000]	Loss: 0.7595	LR: 0.020000
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Training Epoch: 19 [8960/45000]	Loss: 0.6534	LR: 0.020000
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Training Epoch: 19 [9472/45000]	Loss: 0.7354	LR: 0.020000
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Training Epoch: 19 [16896/45000]	Loss: 0.7394	LR: 0.020000
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Training Epoch: 19 [20224/45000]	Loss: 0.6788	LR: 0.020000
Training Epoch: 19 [20480/45000]	Loss: 0.6894	LR: 0.020000
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Training Epoch: 19 [22016/45000]	Loss: 0.5847	LR: 0.020000
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Training Epoch: 19 [23040/45000]	Loss: 0.6698	LR: 0.020000
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Training Epoch: 19 [27904/45000]	Loss: 0.7021	LR: 0.020000
Training Epoch: 19 [28160/45000]	Loss: 0.7620	LR: 0.020000
Training Epoch: 19 [28416/45000]	Loss: 0.8523	LR: 0.020000
Training Epoch: 19 [28672/45000]	Loss: 0.5995	LR: 0.020000
Training Epoch: 19 [28928/45000]	Loss: 0.6781	LR: 0.020000
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Training Epoch: 19 [29440/45000]	Loss: 0.6144	LR: 0.020000
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Training Epoch: 19 [36352/45000]	Loss: 0.6159	LR: 0.020000
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Training Epoch: 19 [36864/45000]	Loss: 0.6084	LR: 0.020000
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Training Epoch: 19 [37632/45000]	Loss: 0.6270	LR: 0.020000
Training Epoch: 19 [37888/45000]	Loss: 0.7626	LR: 0.020000
Training Epoch: 19 [38144/45000]	Loss: 0.6115	LR: 0.020000
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Training Epoch: 19 [38656/45000]	Loss: 0.6290	LR: 0.020000
Training Epoch: 19 [38912/45000]	Loss: 0.5743	LR: 0.020000
Training Epoch: 19 [39168/45000]	Loss: 0.6973	LR: 0.020000
Training Epoch: 19 [39424/45000]	Loss: 0.6980	LR: 0.020000
Training Epoch: 19 [39680/45000]	Loss: 0.7121	LR: 0.020000
Training Epoch: 19 [39936/45000]	Loss: 0.5116	LR: 0.020000
Training Epoch: 19 [40192/45000]	Loss: 0.6018	LR: 0.020000
Training Epoch: 19 [40448/45000]	Loss: 0.7124	LR: 0.020000
Training Epoch: 19 [40704/45000]	Loss: 0.6736	LR: 0.020000
Training Epoch: 19 [40960/45000]	Loss: 0.6268	LR: 0.020000
Training Epoch: 19 [41216/45000]	Loss: 0.6701	LR: 0.020000
Training Epoch: 19 [41472/45000]	Loss: 0.6727	LR: 0.020000
Training Epoch: 19 [41728/45000]	Loss: 0.6221	LR: 0.020000
Training Epoch: 19 [41984/45000]	Loss: 0.6334	LR: 0.020000
Training Epoch: 19 [42240/45000]	Loss: 0.5220	LR: 0.020000
Training Epoch: 19 [42496/45000]	Loss: 0.6111	LR: 0.020000
Training Epoch: 19 [42752/45000]	Loss: 0.6167	LR: 0.020000
Training Epoch: 19 [43008/45000]	Loss: 0.5937	LR: 0.020000
Training Epoch: 19 [43264/45000]	Loss: 0.7189	LR: 0.020000
Training Epoch: 19 [43520/45000]	Loss: 0.7024	LR: 0.020000
Training Epoch: 19 [43776/45000]	Loss: 0.7944	LR: 0.020000
Training Epoch: 19 [44032/45000]	Loss: 0.6957	LR: 0.020000
Training Epoch: 19 [44288/45000]	Loss: 0.6665	LR: 0.020000
Training Epoch: 19 [44544/45000]	Loss: 0.7341	LR: 0.020000
Training Epoch: 19 [44800/45000]	Loss: 0.6605	LR: 0.020000
Training Epoch: 19 [45000/45000]	Loss: 0.6786	LR: 0.020000
Epoch 19 - Average Train Loss: 0.6426, Train Accuracy: 0.7933
Epoch 19 training time consumed: 24.79s
Evaluating Network.....
Test set: Epoch: 19, Average loss: 0.0035, Accuracy: 0.7321, Time consumed:0.86s
Training Epoch: 20 [256/45000]	Loss: 0.5602	LR: 0.020000
Training Epoch: 20 [512/45000]	Loss: 0.6403	LR: 0.020000
Training Epoch: 20 [768/45000]	Loss: 0.5465	LR: 0.020000
Training Epoch: 20 [1024/45000]	Loss: 0.6248	LR: 0.020000
Training Epoch: 20 [1280/45000]	Loss: 0.5777	LR: 0.020000
Training Epoch: 20 [1536/45000]	Loss: 0.5825	LR: 0.020000
Training Epoch: 20 [1792/45000]	Loss: 0.5973	LR: 0.020000
Training Epoch: 20 [2048/45000]	Loss: 0.5516	LR: 0.020000
Training Epoch: 20 [2304/45000]	Loss: 0.5173	LR: 0.020000
Training Epoch: 20 [2560/45000]	Loss: 0.4622	LR: 0.020000
Training Epoch: 20 [2816/45000]	Loss: 0.5542	LR: 0.020000
Training Epoch: 20 [3072/45000]	Loss: 0.6016	LR: 0.020000
Training Epoch: 20 [3328/45000]	Loss: 0.5893	LR: 0.020000
Training Epoch: 20 [3584/45000]	Loss: 0.5633	LR: 0.020000
Training Epoch: 20 [3840/45000]	Loss: 0.5274	LR: 0.020000
Training Epoch: 20 [4096/45000]	Loss: 0.5874	LR: 0.020000
Training Epoch: 20 [4352/45000]	Loss: 0.6072	LR: 0.020000
Training Epoch: 20 [4608/45000]	Loss: 0.7159	LR: 0.020000
Training Epoch: 20 [4864/45000]	Loss: 0.5552	LR: 0.020000
Training Epoch: 20 [5120/45000]	Loss: 0.5673	LR: 0.020000
Training Epoch: 20 [5376/45000]	Loss: 0.5877	LR: 0.020000
Training Epoch: 20 [5632/45000]	Loss: 0.6489	LR: 0.020000
Training Epoch: 20 [5888/45000]	Loss: 0.5400	LR: 0.020000
Training Epoch: 20 [6144/45000]	Loss: 0.4832	LR: 0.020000
Training Epoch: 20 [6400/45000]	Loss: 0.5373	LR: 0.020000
Training Epoch: 20 [6656/45000]	Loss: 0.6198	LR: 0.020000
Training Epoch: 20 [6912/45000]	Loss: 0.6319	LR: 0.020000
Training Epoch: 20 [7168/45000]	Loss: 0.6272	LR: 0.020000
Training Epoch: 20 [7424/45000]	Loss: 0.7436	LR: 0.020000
Training Epoch: 20 [7680/45000]	Loss: 0.5767	LR: 0.020000
Training Epoch: 20 [7936/45000]	Loss: 0.6976	LR: 0.020000
Training Epoch: 20 [8192/45000]	Loss: 0.5363	LR: 0.020000
Training Epoch: 20 [8448/45000]	Loss: 0.6067	LR: 0.020000
Training Epoch: 20 [8704/45000]	Loss: 0.6565	LR: 0.020000
Training Epoch: 20 [8960/45000]	Loss: 0.6736	LR: 0.020000
Training Epoch: 20 [9216/45000]	Loss: 0.6083	LR: 0.020000
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Training Epoch: 20 [9728/45000]	Loss: 0.6161	LR: 0.020000
Training Epoch: 20 [9984/45000]	Loss: 0.6225	LR: 0.020000
Training Epoch: 20 [10240/45000]	Loss: 0.6326	LR: 0.020000
Training Epoch: 20 [10496/45000]	Loss: 0.7172	LR: 0.020000
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Training Epoch: 20 [11008/45000]	Loss: 0.6002	LR: 0.020000
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Training Epoch: 20 [11520/45000]	Loss: 0.6310	LR: 0.020000
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Training Epoch: 20 [12032/45000]	Loss: 0.5668	LR: 0.020000
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Training Epoch: 20 [13312/45000]	Loss: 0.5688	LR: 0.020000
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Training Epoch: 20 [15616/45000]	Loss: 0.6562	LR: 0.020000
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Training Epoch: 20 [16128/45000]	Loss: 0.5396	LR: 0.020000
Training Epoch: 20 [16384/45000]	Loss: 0.5911	LR: 0.020000
Training Epoch: 20 [16640/45000]	Loss: 0.5046	LR: 0.020000
Training Epoch: 20 [16896/45000]	Loss: 0.6944	LR: 0.020000
Training Epoch: 20 [17152/45000]	Loss: 0.5996	LR: 0.020000
Training Epoch: 20 [17408/45000]	Loss: 0.6069	LR: 0.020000
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Training Epoch: 20 [18176/45000]	Loss: 0.6537	LR: 0.020000
Training Epoch: 20 [18432/45000]	Loss: 0.6996	LR: 0.020000
Training Epoch: 20 [18688/45000]	Loss: 0.4902	LR: 0.020000
Training Epoch: 20 [18944/45000]	Loss: 0.6311	LR: 0.020000
Training Epoch: 20 [19200/45000]	Loss: 0.5374	LR: 0.020000
Training Epoch: 20 [19456/45000]	Loss: 0.6554	LR: 0.020000
Training Epoch: 20 [19712/45000]	Loss: 0.5583	LR: 0.020000
Training Epoch: 20 [19968/45000]	Loss: 0.7692	LR: 0.020000
Training Epoch: 20 [20224/45000]	Loss: 0.6536	LR: 0.020000
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Training Epoch: 20 [20736/45000]	Loss: 0.6713	LR: 0.020000
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Training Epoch: 20 [22784/45000]	Loss: 0.5637	LR: 0.020000
Training Epoch: 20 [23040/45000]	Loss: 0.5741	LR: 0.020000
Training Epoch: 20 [23296/45000]	Loss: 0.6443	LR: 0.020000
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Training Epoch: 20 [23808/45000]	Loss: 0.6737	LR: 0.020000
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Training Epoch: 20 [24576/45000]	Loss: 0.6373	LR: 0.020000
Training Epoch: 20 [24832/45000]	Loss: 0.6212	LR: 0.020000
Training Epoch: 20 [25088/45000]	Loss: 0.5848	LR: 0.020000
Training Epoch: 20 [25344/45000]	Loss: 0.5166	LR: 0.020000
Training Epoch: 20 [25600/45000]	Loss: 0.6762	LR: 0.020000
Training Epoch: 20 [25856/45000]	Loss: 0.6550	LR: 0.020000
Training Epoch: 20 [26112/45000]	Loss: 0.6313	LR: 0.020000
Training Epoch: 20 [26368/45000]	Loss: 0.6161	LR: 0.020000
Training Epoch: 20 [26624/45000]	Loss: 0.6916	LR: 0.020000
Training Epoch: 20 [26880/45000]	Loss: 0.6643	LR: 0.020000
Training Epoch: 20 [27136/45000]	Loss: 0.6040	LR: 0.020000
Training Epoch: 20 [27392/45000]	Loss: 0.6800	LR: 0.020000
Training Epoch: 20 [27648/45000]	Loss: 0.6352	LR: 0.020000
Training Epoch: 20 [27904/45000]	Loss: 0.7070	LR: 0.020000
Training Epoch: 20 [28160/45000]	Loss: 0.5715	LR: 0.020000
Training Epoch: 20 [28416/45000]	Loss: 0.6895	LR: 0.020000
Training Epoch: 20 [28672/45000]	Loss: 0.6835	LR: 0.020000
Training Epoch: 20 [28928/45000]	Loss: 0.6076	LR: 0.020000
Training Epoch: 20 [29184/45000]	Loss: 0.6690	LR: 0.020000
Training Epoch: 20 [29440/45000]	Loss: 0.6562	LR: 0.020000
Training Epoch: 20 [29696/45000]	Loss: 0.5029	LR: 0.020000
Training Epoch: 20 [29952/45000]	Loss: 0.6232	LR: 0.020000
Training Epoch: 20 [30208/45000]	Loss: 0.6205	LR: 0.020000
Training Epoch: 20 [30464/45000]	Loss: 0.6357	LR: 0.020000
Training Epoch: 20 [30720/45000]	Loss: 0.6315	LR: 0.020000
Training Epoch: 20 [30976/45000]	Loss: 0.5742	LR: 0.020000
Training Epoch: 20 [31232/45000]	Loss: 0.6548	LR: 0.020000
Training Epoch: 20 [31488/45000]	Loss: 0.6322	LR: 0.020000
Training Epoch: 20 [31744/45000]	Loss: 0.6221	LR: 0.020000
Training Epoch: 20 [32000/45000]	Loss: 0.5559	LR: 0.020000
Training Epoch: 20 [32256/45000]	Loss: 0.6833	LR: 0.020000
Training Epoch: 20 [32512/45000]	Loss: 0.6053	LR: 0.020000
Training Epoch: 20 [32768/45000]	Loss: 0.7084	LR: 0.020000
Training Epoch: 20 [33024/45000]	Loss: 0.6080	LR: 0.020000
Training Epoch: 20 [33280/45000]	Loss: 0.6381	LR: 0.020000
Training Epoch: 20 [33536/45000]	Loss: 0.5797	LR: 0.020000
Training Epoch: 20 [33792/45000]	Loss: 0.5837	LR: 0.020000
Training Epoch: 20 [34048/45000]	Loss: 0.6809	LR: 0.020000
Training Epoch: 20 [34304/45000]	Loss: 0.5609	LR: 0.020000
Training Epoch: 20 [34560/45000]	Loss: 0.7077	LR: 0.020000
Training Epoch: 20 [34816/45000]	Loss: 0.6510	LR: 0.020000
Training Epoch: 20 [35072/45000]	Loss: 0.5963	LR: 0.020000
Training Epoch: 20 [35328/45000]	Loss: 0.5851	LR: 0.020000
Training Epoch: 20 [35584/45000]	Loss: 0.6178	LR: 0.020000
Training Epoch: 20 [35840/45000]	Loss: 0.6700	LR: 0.020000
Training Epoch: 20 [36096/45000]	Loss: 0.6216	LR: 0.020000
Training Epoch: 20 [36352/45000]	Loss: 0.6944	LR: 0.020000
Training Epoch: 20 [36608/45000]	Loss: 0.6053	LR: 0.020000
Training Epoch: 20 [36864/45000]	Loss: 0.6520	LR: 0.020000
Training Epoch: 20 [37120/45000]	Loss: 0.5911	LR: 0.020000
Training Epoch: 20 [37376/45000]	Loss: 0.6831	LR: 0.020000
Training Epoch: 20 [37632/45000]	Loss: 0.5664	LR: 0.020000
Training Epoch: 20 [37888/45000]	Loss: 0.6925	LR: 0.020000
Training Epoch: 20 [38144/45000]	Loss: 0.5963	LR: 0.020000
Training Epoch: 20 [38400/45000]	Loss: 0.5942	LR: 0.020000
Training Epoch: 20 [38656/45000]	Loss: 0.5144	LR: 0.020000
Training Epoch: 20 [38912/45000]	Loss: 0.6263	LR: 0.020000
Training Epoch: 20 [39168/45000]	Loss: 0.6016	LR: 0.020000
Training Epoch: 20 [39424/45000]	Loss: 0.5621	LR: 0.020000
Training Epoch: 20 [39680/45000]	Loss: 0.7233	LR: 0.020000
Training Epoch: 20 [39936/45000]	Loss: 0.6616	LR: 0.020000
Training Epoch: 20 [40192/45000]	Loss: 0.6836	LR: 0.020000
Training Epoch: 20 [40448/45000]	Loss: 0.6930	LR: 0.020000
Training Epoch: 20 [40704/45000]	Loss: 0.5839	LR: 0.020000
Training Epoch: 20 [40960/45000]	Loss: 0.6553	LR: 0.020000
Training Epoch: 20 [41216/45000]	Loss: 0.5981	LR: 0.020000
Training Epoch: 20 [41472/45000]	Loss: 0.6595	LR: 0.020000
Training Epoch: 20 [41728/45000]	Loss: 0.6788	LR: 0.020000
Training Epoch: 20 [41984/45000]	Loss: 0.6733	LR: 0.020000
Training Epoch: 20 [42240/45000]	Loss: 0.6422	LR: 0.020000
Training Epoch: 20 [42496/45000]	Loss: 0.6190	LR: 0.020000
Training Epoch: 20 [42752/45000]	Loss: 0.6875	LR: 0.020000
Training Epoch: 20 [43008/45000]	Loss: 0.5715	LR: 0.020000
Training Epoch: 20 [43264/45000]	Loss: 0.5731	LR: 0.020000
Training Epoch: 20 [43520/45000]	Loss: 0.6864	LR: 0.020000
Training Epoch: 20 [43776/45000]	Loss: 0.7226	LR: 0.020000
Training Epoch: 20 [44032/45000]	Loss: 0.5648	LR: 0.020000
Training Epoch: 20 [44288/45000]	Loss: 0.5333	LR: 0.020000
Training Epoch: 20 [44544/45000]	Loss: 0.6414	LR: 0.020000
Training Epoch: 20 [44800/45000]	Loss: 0.5378	LR: 0.020000
Training Epoch: 20 [45000/45000]	Loss: 0.6393	LR: 0.020000
Epoch 20 - Average Train Loss: 0.6174, Train Accuracy: 0.8012
Epoch 20 training time consumed: 25.02s
Evaluating Network.....
Test set: Epoch: 20, Average loss: 0.0033, Accuracy: 0.7427, Time consumed:0.88s
Training Epoch: 21 [256/45000]	Loss: 0.5087	LR: 0.020000
Training Epoch: 21 [512/45000]	Loss: 0.5095	LR: 0.020000
Training Epoch: 21 [768/45000]	Loss: 0.5740	LR: 0.020000
Training Epoch: 21 [1024/45000]	Loss: 0.5005	LR: 0.020000
Training Epoch: 21 [1280/45000]	Loss: 0.6018	LR: 0.020000
Training Epoch: 21 [1536/45000]	Loss: 0.5042	LR: 0.020000
Training Epoch: 21 [1792/45000]	Loss: 0.5877	LR: 0.020000
Training Epoch: 21 [2048/45000]	Loss: 0.6298	LR: 0.020000
Training Epoch: 21 [2304/45000]	Loss: 0.5983	LR: 0.020000
Training Epoch: 21 [2560/45000]	Loss: 0.5137	LR: 0.020000
Training Epoch: 21 [2816/45000]	Loss: 0.5938	LR: 0.020000
Training Epoch: 21 [3072/45000]	Loss: 0.6270	LR: 0.020000
Training Epoch: 21 [3328/45000]	Loss: 0.6283	LR: 0.020000
Training Epoch: 21 [3584/45000]	Loss: 0.4924	LR: 0.020000
Training Epoch: 21 [3840/45000]	Loss: 0.6550	LR: 0.020000
Training Epoch: 21 [4096/45000]	Loss: 0.7540	LR: 0.020000
Training Epoch: 21 [4352/45000]	Loss: 0.6662	LR: 0.020000
Training Epoch: 21 [4608/45000]	Loss: 0.4759	LR: 0.020000
Training Epoch: 21 [4864/45000]	Loss: 0.5147	LR: 0.020000
Training Epoch: 21 [5120/45000]	Loss: 0.5839	LR: 0.020000
Training Epoch: 21 [5376/45000]	Loss: 0.4949	LR: 0.020000
Training Epoch: 21 [5632/45000]	Loss: 0.5329	LR: 0.020000
Training Epoch: 21 [5888/45000]	Loss: 0.5982	LR: 0.020000
Training Epoch: 21 [6144/45000]	Loss: 0.6051	LR: 0.020000
Training Epoch: 21 [6400/45000]	Loss: 0.6061	LR: 0.020000
Training Epoch: 21 [6656/45000]	Loss: 0.5488	LR: 0.020000
Training Epoch: 21 [6912/45000]	Loss: 0.7598	LR: 0.020000
Training Epoch: 21 [7168/45000]	Loss: 0.5245	LR: 0.020000
Training Epoch: 21 [7424/45000]	Loss: 0.5859	LR: 0.020000
Training Epoch: 21 [7680/45000]	Loss: 0.6226	LR: 0.020000
Training Epoch: 21 [7936/45000]	Loss: 0.5120	LR: 0.020000
Training Epoch: 21 [8192/45000]	Loss: 0.5671	LR: 0.020000
Training Epoch: 21 [8448/45000]	Loss: 0.5684	LR: 0.020000
Training Epoch: 21 [8704/45000]	Loss: 0.5871	LR: 0.020000
Training Epoch: 21 [8960/45000]	Loss: 0.6298	LR: 0.020000
Training Epoch: 21 [9216/45000]	Loss: 0.5093	LR: 0.020000
Training Epoch: 21 [9472/45000]	Loss: 0.7142	LR: 0.020000
Training Epoch: 21 [9728/45000]	Loss: 0.6336	LR: 0.020000
Training Epoch: 21 [9984/45000]	Loss: 0.5661	LR: 0.020000
Training Epoch: 21 [10240/45000]	Loss: 0.5894	LR: 0.020000
Training Epoch: 21 [10496/45000]	Loss: 0.6689	LR: 0.020000
Training Epoch: 21 [10752/45000]	Loss: 0.6838	LR: 0.020000
Training Epoch: 21 [11008/45000]	Loss: 0.5674	LR: 0.020000
Training Epoch: 21 [11264/45000]	Loss: 0.5402	LR: 0.020000
Training Epoch: 21 [11520/45000]	Loss: 0.6256	LR: 0.020000
Training Epoch: 21 [11776/45000]	Loss: 0.6140	LR: 0.020000
Training Epoch: 21 [12032/45000]	Loss: 0.5133	LR: 0.020000
Training Epoch: 21 [12288/45000]	Loss: 0.5307	LR: 0.020000
Training Epoch: 21 [12544/45000]	Loss: 0.6560	LR: 0.020000
Training Epoch: 21 [12800/45000]	Loss: 0.4752	LR: 0.020000
Training Epoch: 21 [13056/45000]	Loss: 0.5443	LR: 0.020000
Training Epoch: 21 [13312/45000]	Loss: 0.5087	LR: 0.020000
Training Epoch: 21 [13568/45000]	Loss: 0.5557	LR: 0.020000
Training Epoch: 21 [13824/45000]	Loss: 0.5931	LR: 0.020000
Training Epoch: 21 [14080/45000]	Loss: 0.5582	LR: 0.020000
Training Epoch: 21 [14336/45000]	Loss: 0.4793	LR: 0.020000
Training Epoch: 21 [14592/45000]	Loss: 0.4977	LR: 0.020000
Training Epoch: 21 [14848/45000]	Loss: 0.6445	LR: 0.020000
Training Epoch: 21 [15104/45000]	Loss: 0.5787	LR: 0.020000
Training Epoch: 21 [15360/45000]	Loss: 0.6787	LR: 0.020000
Training Epoch: 21 [15616/45000]	Loss: 0.5722	LR: 0.020000
Training Epoch: 21 [15872/45000]	Loss: 0.6590	LR: 0.020000
Training Epoch: 21 [16128/45000]	Loss: 0.6889	LR: 0.020000
Training Epoch: 21 [16384/45000]	Loss: 0.6060	LR: 0.020000
Training Epoch: 21 [16640/45000]	Loss: 0.5611	LR: 0.020000
Training Epoch: 21 [16896/45000]	Loss: 0.6565	LR: 0.020000
Training Epoch: 21 [17152/45000]	Loss: 0.6824	LR: 0.020000
Training Epoch: 21 [17408/45000]	Loss: 0.5047	LR: 0.020000
Training Epoch: 21 [17664/45000]	Loss: 0.4827	LR: 0.020000
Training Epoch: 21 [17920/45000]	Loss: 0.6641	LR: 0.020000
Training Epoch: 21 [18176/45000]	Loss: 0.4669	LR: 0.020000
Training Epoch: 21 [18432/45000]	Loss: 0.5344	LR: 0.020000
Training Epoch: 21 [18688/45000]	Loss: 0.5088	LR: 0.020000
Training Epoch: 21 [18944/45000]	Loss: 0.5131	LR: 0.020000
Training Epoch: 21 [19200/45000]	Loss: 0.6574	LR: 0.020000
Training Epoch: 21 [19456/45000]	Loss: 0.6071	LR: 0.020000
Training Epoch: 21 [19712/45000]	Loss: 0.5366	LR: 0.020000
Training Epoch: 21 [19968/45000]	Loss: 0.5711	LR: 0.020000
Training Epoch: 21 [20224/45000]	Loss: 0.5605	LR: 0.020000
Training Epoch: 21 [20480/45000]	Loss: 0.6072	LR: 0.020000
Training Epoch: 21 [20736/45000]	Loss: 0.5748	LR: 0.020000
Training Epoch: 21 [20992/45000]	Loss: 0.5207	LR: 0.020000
Training Epoch: 21 [21248/45000]	Loss: 0.7585	LR: 0.020000
Training Epoch: 21 [21504/45000]	Loss: 0.6492	LR: 0.020000
Training Epoch: 21 [21760/45000]	Loss: 0.5400	LR: 0.020000
Training Epoch: 21 [22016/45000]	Loss: 0.6202	LR: 0.020000
Training Epoch: 21 [22272/45000]	Loss: 0.6977	LR: 0.020000
Training Epoch: 21 [22528/45000]	Loss: 0.6301	LR: 0.020000
Training Epoch: 21 [22784/45000]	Loss: 0.6190	LR: 0.020000
Training Epoch: 21 [23040/45000]	Loss: 0.6888	LR: 0.020000
Training Epoch: 21 [23296/45000]	Loss: 0.6571	LR: 0.020000
Training Epoch: 21 [23552/45000]	Loss: 0.5703	LR: 0.020000
Training Epoch: 21 [23808/45000]	Loss: 0.5979	LR: 0.020000
Training Epoch: 21 [24064/45000]	Loss: 0.6143	LR: 0.020000
Training Epoch: 21 [24320/45000]	Loss: 0.6152	LR: 0.020000
Training Epoch: 21 [24576/45000]	Loss: 0.6831	LR: 0.020000
Training Epoch: 21 [24832/45000]	Loss: 0.6617	LR: 0.020000
Training Epoch: 21 [25088/45000]	Loss: 0.5450	LR: 0.020000
Training Epoch: 21 [25344/45000]	Loss: 0.6462	LR: 0.020000
Training Epoch: 21 [25600/45000]	Loss: 0.7029	LR: 0.020000
Training Epoch: 21 [25856/45000]	Loss: 0.6829	LR: 0.020000
Training Epoch: 21 [26112/45000]	Loss: 0.6295	LR: 0.020000
Training Epoch: 21 [26368/45000]	Loss: 0.5335	LR: 0.020000
Training Epoch: 21 [26624/45000]	Loss: 0.6605	LR: 0.020000
Training Epoch: 21 [26880/45000]	Loss: 0.6324	LR: 0.020000
Training Epoch: 21 [27136/45000]	Loss: 0.5168	LR: 0.020000
Training Epoch: 21 [27392/45000]	Loss: 0.5751	LR: 0.020000
Training Epoch: 21 [27648/45000]	Loss: 0.5200	LR: 0.020000
Training Epoch: 21 [27904/45000]	Loss: 0.7318	LR: 0.020000
Training Epoch: 21 [28160/45000]	Loss: 0.5687	LR: 0.020000
Training Epoch: 21 [28416/45000]	Loss: 0.5459	LR: 0.020000
Training Epoch: 21 [28672/45000]	Loss: 0.5870	LR: 0.020000
Training Epoch: 21 [28928/45000]	Loss: 0.6791	LR: 0.020000
Training Epoch: 21 [29184/45000]	Loss: 0.5255	LR: 0.020000
Training Epoch: 21 [29440/45000]	Loss: 0.7470	LR: 0.020000
Training Epoch: 21 [29696/45000]	Loss: 0.5831	LR: 0.020000
Training Epoch: 21 [29952/45000]	Loss: 0.6659	LR: 0.020000
Training Epoch: 21 [30208/45000]	Loss: 0.6618	LR: 0.020000
Training Epoch: 21 [30464/45000]	Loss: 0.5898	LR: 0.020000
Training Epoch: 21 [30720/45000]	Loss: 0.6389	LR: 0.020000
Training Epoch: 21 [30976/45000]	Loss: 0.6269	LR: 0.020000
Training Epoch: 21 [31232/45000]	Loss: 0.6209	LR: 0.020000
Training Epoch: 21 [31488/45000]	Loss: 0.6564	LR: 0.020000
Training Epoch: 21 [31744/45000]	Loss: 0.5159	LR: 0.020000
Training Epoch: 21 [32000/45000]	Loss: 0.5225	LR: 0.020000
Training Epoch: 21 [32256/45000]	Loss: 0.6597	LR: 0.020000
Training Epoch: 21 [32512/45000]	Loss: 0.6420	LR: 0.020000
Training Epoch: 21 [32768/45000]	Loss: 0.6334	LR: 0.020000
Training Epoch: 21 [33024/45000]	Loss: 0.6157	LR: 0.020000
Training Epoch: 21 [33280/45000]	Loss: 0.7032	LR: 0.020000
Training Epoch: 21 [33536/45000]	Loss: 0.5110	LR: 0.020000
Training Epoch: 21 [33792/45000]	Loss: 0.5813	LR: 0.020000
Training Epoch: 21 [34048/45000]	Loss: 0.6088	LR: 0.020000
Training Epoch: 21 [34304/45000]	Loss: 0.6011	LR: 0.020000
Training Epoch: 21 [34560/45000]	Loss: 0.5330	LR: 0.020000
Training Epoch: 21 [34816/45000]	Loss: 0.6091	LR: 0.020000
Training Epoch: 21 [35072/45000]	Loss: 0.6300	LR: 0.020000
Training Epoch: 21 [35328/45000]	Loss: 0.6444	LR: 0.020000
Training Epoch: 21 [35584/45000]	Loss: 0.7063	LR: 0.020000
Training Epoch: 21 [35840/45000]	Loss: 0.5808	LR: 0.020000
Training Epoch: 21 [36096/45000]	Loss: 0.5502	LR: 0.020000
Training Epoch: 21 [36352/45000]	Loss: 0.6616	LR: 0.020000
Training Epoch: 21 [36608/45000]	Loss: 0.7257	LR: 0.020000
Training Epoch: 21 [36864/45000]	Loss: 0.6498	LR: 0.020000
Training Epoch: 21 [37120/45000]	Loss: 0.6098	LR: 0.020000
Training Epoch: 21 [37376/45000]	Loss: 0.6310	LR: 0.020000
Training Epoch: 21 [37632/45000]	Loss: 0.7312	LR: 0.020000
Training Epoch: 21 [37888/45000]	Loss: 0.6847	LR: 0.020000
Training Epoch: 21 [38144/45000]	Loss: 0.7499	LR: 0.020000
Training Epoch: 21 [38400/45000]	Loss: 0.6288	LR: 0.020000
Training Epoch: 21 [38656/45000]	Loss: 0.6875	LR: 0.020000
Training Epoch: 21 [38912/45000]	Loss: 0.6440	LR: 0.020000
Training Epoch: 21 [39168/45000]	Loss: 0.5394	LR: 0.020000
Training Epoch: 21 [39424/45000]	Loss: 0.6283	LR: 0.020000
Training Epoch: 21 [39680/45000]	Loss: 0.6145	LR: 0.020000
Training Epoch: 21 [39936/45000]	Loss: 0.6510	LR: 0.020000
Training Epoch: 21 [40192/45000]	Loss: 0.7240	LR: 0.020000
Training Epoch: 21 [40448/45000]	Loss: 0.6360	LR: 0.020000
Training Epoch: 21 [40704/45000]	Loss: 0.6142	LR: 0.020000
Training Epoch: 21 [40960/45000]	Loss: 0.6526	LR: 0.020000
Training Epoch: 21 [41216/45000]	Loss: 0.6985	LR: 0.020000
Training Epoch: 21 [41472/45000]	Loss: 0.5827	LR: 0.020000
Training Epoch: 21 [41728/45000]	Loss: 0.6125	LR: 0.020000
Training Epoch: 21 [41984/45000]	Loss: 0.7098	LR: 0.020000
Training Epoch: 21 [42240/45000]	Loss: 0.5736	LR: 0.020000
Training Epoch: 21 [42496/45000]	Loss: 0.6023	LR: 0.020000
Training Epoch: 21 [42752/45000]	Loss: 0.5682	LR: 0.020000
Training Epoch: 21 [43008/45000]	Loss: 0.6691	LR: 0.020000
Training Epoch: 21 [43264/45000]	Loss: 0.6599	LR: 0.020000
Training Epoch: 21 [43520/45000]	Loss: 0.6194	LR: 0.020000
Training Epoch: 21 [43776/45000]	Loss: 0.5935	LR: 0.020000
Training Epoch: 21 [44032/45000]	Loss: 0.5579	LR: 0.020000
Training Epoch: 21 [44288/45000]	Loss: 0.5926	LR: 0.020000
Training Epoch: 21 [44544/45000]	Loss: 0.7148	LR: 0.020000
Training Epoch: 21 [44800/45000]	Loss: 0.6728	LR: 0.020000
Training Epoch: 21 [45000/45000]	Loss: 0.5889	LR: 0.020000
Epoch 21 - Average Train Loss: 0.6053, Train Accuracy: 0.8056
Epoch 21 training time consumed: 24.64s
Evaluating Network.....
Test set: Epoch: 21, Average loss: 0.0035, Accuracy: 0.7363, Time consumed:0.88s
Training Epoch: 22 [256/45000]	Loss: 0.5968	LR: 0.020000
Training Epoch: 22 [512/45000]	Loss: 0.5770	LR: 0.020000
Training Epoch: 22 [768/45000]	Loss: 0.5623	LR: 0.020000
Training Epoch: 22 [1024/45000]	Loss: 0.5728	LR: 0.020000
Training Epoch: 22 [1280/45000]	Loss: 0.6497	LR: 0.020000
Training Epoch: 22 [1536/45000]	Loss: 0.5665	LR: 0.020000
Training Epoch: 22 [1792/45000]	Loss: 0.5309	LR: 0.020000
Training Epoch: 22 [2048/45000]	Loss: 0.6325	LR: 0.020000
Training Epoch: 22 [2304/45000]	Loss: 0.5755	LR: 0.020000
Training Epoch: 22 [2560/45000]	Loss: 0.5781	LR: 0.020000
Training Epoch: 22 [2816/45000]	Loss: 0.5402	LR: 0.020000
Training Epoch: 22 [3072/45000]	Loss: 0.5168	LR: 0.020000
Training Epoch: 22 [3328/45000]	Loss: 0.5732	LR: 0.020000
Training Epoch: 22 [3584/45000]	Loss: 0.5650	LR: 0.020000
Training Epoch: 22 [3840/45000]	Loss: 0.5433	LR: 0.020000
Training Epoch: 22 [4096/45000]	Loss: 0.4553	LR: 0.020000
Training Epoch: 22 [4352/45000]	Loss: 0.6448	LR: 0.020000
Training Epoch: 22 [4608/45000]	Loss: 0.5711	LR: 0.020000
Training Epoch: 22 [4864/45000]	Loss: 0.5780	LR: 0.020000
Training Epoch: 22 [5120/45000]	Loss: 0.5074	LR: 0.020000
Training Epoch: 22 [5376/45000]	Loss: 0.5100	LR: 0.020000
Training Epoch: 22 [5632/45000]	Loss: 0.5774	LR: 0.020000
Training Epoch: 22 [5888/45000]	Loss: 0.5607	LR: 0.020000
Training Epoch: 22 [6144/45000]	Loss: 0.5420	LR: 0.020000
Training Epoch: 22 [6400/45000]	Loss: 0.4996	LR: 0.020000
Training Epoch: 22 [6656/45000]	Loss: 0.5977	LR: 0.020000
Training Epoch: 22 [6912/45000]	Loss: 0.5475	LR: 0.020000
Training Epoch: 22 [7168/45000]	Loss: 0.6285	LR: 0.020000
Training Epoch: 22 [7424/45000]	Loss: 0.6238	LR: 0.020000
Training Epoch: 22 [7680/45000]	Loss: 0.6852	LR: 0.020000
Training Epoch: 22 [7936/45000]	Loss: 0.6753	LR: 0.020000
Training Epoch: 22 [8192/45000]	Loss: 0.5731	LR: 0.020000
Training Epoch: 22 [8448/45000]	Loss: 0.5761	LR: 0.020000
Training Epoch: 22 [8704/45000]	Loss: 0.6677	LR: 0.020000
Training Epoch: 22 [8960/45000]	Loss: 0.6324	LR: 0.020000
Training Epoch: 22 [9216/45000]	Loss: 0.5196	LR: 0.020000
Training Epoch: 22 [9472/45000]	Loss: 0.6315	LR: 0.020000
Training Epoch: 22 [9728/45000]	Loss: 0.5220	LR: 0.020000
Training Epoch: 22 [9984/45000]	Loss: 0.5871	LR: 0.020000
Training Epoch: 22 [10240/45000]	Loss: 0.6123	LR: 0.020000
Training Epoch: 22 [10496/45000]	Loss: 0.6852	LR: 0.020000
Training Epoch: 22 [10752/45000]	Loss: 0.6382	LR: 0.020000
Training Epoch: 22 [11008/45000]	Loss: 0.6169	LR: 0.020000
Training Epoch: 22 [11264/45000]	Loss: 0.6375	LR: 0.020000
Training Epoch: 22 [11520/45000]	Loss: 0.5863	LR: 0.020000
Training Epoch: 22 [11776/45000]	Loss: 0.7142	LR: 0.020000
Training Epoch: 22 [12032/45000]	Loss: 0.6388	LR: 0.020000
Training Epoch: 22 [12288/45000]	Loss: 0.5763	LR: 0.020000
Training Epoch: 22 [12544/45000]	Loss: 0.4892	LR: 0.020000
Training Epoch: 22 [12800/45000]	Loss: 0.5630	LR: 0.020000
Training Epoch: 22 [13056/45000]	Loss: 0.5700	LR: 0.020000
Training Epoch: 22 [13312/45000]	Loss: 0.5621	LR: 0.020000
Training Epoch: 22 [13568/45000]	Loss: 0.6716	LR: 0.020000
Training Epoch: 22 [13824/45000]	Loss: 0.6305	LR: 0.020000
Training Epoch: 22 [14080/45000]	Loss: 0.5579	LR: 0.020000
Training Epoch: 22 [14336/45000]	Loss: 0.5993	LR: 0.020000
Training Epoch: 22 [14592/45000]	Loss: 0.6519	LR: 0.020000
Training Epoch: 22 [14848/45000]	Loss: 0.5555	LR: 0.020000
Training Epoch: 22 [15104/45000]	Loss: 0.5979	LR: 0.020000
Training Epoch: 22 [15360/45000]	Loss: 0.6309	LR: 0.020000
Training Epoch: 22 [15616/45000]	Loss: 0.5831	LR: 0.020000
Training Epoch: 22 [15872/45000]	Loss: 0.6054	LR: 0.020000
Training Epoch: 22 [16128/45000]	Loss: 0.6579	LR: 0.020000
Training Epoch: 22 [16384/45000]	Loss: 0.6128	LR: 0.020000
Training Epoch: 22 [16640/45000]	Loss: 0.5421	LR: 0.020000
Training Epoch: 22 [16896/45000]	Loss: 0.4633	LR: 0.020000
Training Epoch: 22 [17152/45000]	Loss: 0.6096	LR: 0.020000
Training Epoch: 22 [17408/45000]	Loss: 0.6512	LR: 0.020000
Training Epoch: 22 [17664/45000]	Loss: 0.5628	LR: 0.020000
Training Epoch: 22 [17920/45000]	Loss: 0.6034	LR: 0.020000
Training Epoch: 22 [18176/45000]	Loss: 0.4472	LR: 0.020000
Training Epoch: 22 [18432/45000]	Loss: 0.6319	LR: 0.020000
Training Epoch: 22 [18688/45000]	Loss: 0.6313	LR: 0.020000
Training Epoch: 22 [18944/45000]	Loss: 0.6647	LR: 0.020000
Training Epoch: 22 [19200/45000]	Loss: 0.6550	LR: 0.020000
Training Epoch: 22 [19456/45000]	Loss: 0.5465	LR: 0.020000
Training Epoch: 22 [19712/45000]	Loss: 0.5735	LR: 0.020000
Training Epoch: 22 [19968/45000]	Loss: 0.5029	LR: 0.020000
Training Epoch: 22 [20224/45000]	Loss: 0.5322	LR: 0.020000
Training Epoch: 22 [20480/45000]	Loss: 0.5462	LR: 0.020000
Training Epoch: 22 [20736/45000]	Loss: 0.5857	LR: 0.020000
Training Epoch: 22 [20992/45000]	Loss: 0.5377	LR: 0.020000
Training Epoch: 22 [21248/45000]	Loss: 0.6972	LR: 0.020000
Training Epoch: 22 [21504/45000]	Loss: 0.5593	LR: 0.020000
Training Epoch: 22 [21760/45000]	Loss: 0.4708	LR: 0.020000
Training Epoch: 22 [22016/45000]	Loss: 0.6249	LR: 0.020000
Training Epoch: 22 [22272/45000]	Loss: 0.5888	LR: 0.020000
Training Epoch: 22 [22528/45000]	Loss: 0.6261	LR: 0.020000
Training Epoch: 22 [22784/45000]	Loss: 0.5949	LR: 0.020000
Training Epoch: 22 [23040/45000]	Loss: 0.4708	LR: 0.020000
Training Epoch: 22 [23296/45000]	Loss: 0.5565	LR: 0.020000
Training Epoch: 22 [23552/45000]	Loss: 0.5686	LR: 0.020000
Training Epoch: 22 [23808/45000]	Loss: 0.5927	LR: 0.020000
Training Epoch: 22 [24064/45000]	Loss: 0.5771	LR: 0.020000
Training Epoch: 22 [24320/45000]	Loss: 0.5534	LR: 0.020000
Training Epoch: 22 [24576/45000]	Loss: 0.5865	LR: 0.020000
Training Epoch: 22 [24832/45000]	Loss: 0.6064	LR: 0.020000
Training Epoch: 22 [25088/45000]	Loss: 0.4696	LR: 0.020000
Training Epoch: 22 [25344/45000]	Loss: 0.6267	LR: 0.020000
Training Epoch: 22 [25600/45000]	Loss: 0.4766	LR: 0.020000
Training Epoch: 22 [25856/45000]	Loss: 0.6106	LR: 0.020000
Training Epoch: 22 [26112/45000]	Loss: 0.5254	LR: 0.020000
Training Epoch: 22 [26368/45000]	Loss: 0.5979	LR: 0.020000
Training Epoch: 22 [26624/45000]	Loss: 0.6179	LR: 0.020000
Training Epoch: 22 [26880/45000]	Loss: 0.6397	LR: 0.020000
Training Epoch: 22 [27136/45000]	Loss: 0.7088	LR: 0.020000
Training Epoch: 22 [27392/45000]	Loss: 0.6240	LR: 0.020000
Training Epoch: 22 [27648/45000]	Loss: 0.4987	LR: 0.020000
Training Epoch: 22 [27904/45000]	Loss: 0.5846	LR: 0.020000
Training Epoch: 22 [28160/45000]	Loss: 0.4780	LR: 0.020000
Training Epoch: 22 [28416/45000]	Loss: 0.4744	LR: 0.020000
Training Epoch: 22 [28672/45000]	Loss: 0.6047	LR: 0.020000
Training Epoch: 22 [28928/45000]	Loss: 0.6586	LR: 0.020000
Training Epoch: 22 [29184/45000]	Loss: 0.7183	LR: 0.020000
Training Epoch: 22 [29440/45000]	Loss: 0.5686	LR: 0.020000
Training Epoch: 22 [29696/45000]	Loss: 0.6816	LR: 0.020000
Training Epoch: 22 [29952/45000]	Loss: 0.6894	LR: 0.020000
Training Epoch: 22 [30208/45000]	Loss: 0.5843	LR: 0.020000
Training Epoch: 22 [30464/45000]	Loss: 0.6359	LR: 0.020000
Training Epoch: 22 [30720/45000]	Loss: 0.7076	LR: 0.020000
Training Epoch: 22 [30976/45000]	Loss: 0.6399	LR: 0.020000
Training Epoch: 22 [31232/45000]	Loss: 0.6261	LR: 0.020000
Training Epoch: 22 [31488/45000]	Loss: 0.6520	LR: 0.020000
Training Epoch: 22 [31744/45000]	Loss: 0.6567	LR: 0.020000
Training Epoch: 22 [32000/45000]	Loss: 0.5428	LR: 0.020000
Training Epoch: 22 [32256/45000]	Loss: 0.5961	LR: 0.020000
Training Epoch: 22 [32512/45000]	Loss: 0.5937	LR: 0.020000
Training Epoch: 22 [32768/45000]	Loss: 0.5354	LR: 0.020000
Training Epoch: 22 [33024/45000]	Loss: 0.6350	LR: 0.020000
Training Epoch: 22 [33280/45000]	Loss: 0.5378	LR: 0.020000
Training Epoch: 22 [33536/45000]	Loss: 0.5465	LR: 0.020000
Training Epoch: 22 [33792/45000]	Loss: 0.6132	LR: 0.020000
Training Epoch: 22 [34048/45000]	Loss: 0.5875	LR: 0.020000
Training Epoch: 22 [34304/45000]	Loss: 0.7006	LR: 0.020000
Training Epoch: 22 [34560/45000]	Loss: 0.6241	LR: 0.020000
Training Epoch: 22 [34816/45000]	Loss: 0.5501	LR: 0.020000
Training Epoch: 22 [35072/45000]	Loss: 0.6189	LR: 0.020000
Training Epoch: 22 [35328/45000]	Loss: 0.6308	LR: 0.020000
Training Epoch: 22 [35584/45000]	Loss: 0.8026	LR: 0.020000
Training Epoch: 22 [35840/45000]	Loss: 0.5245	LR: 0.020000
Training Epoch: 22 [36096/45000]	Loss: 0.5313	LR: 0.020000
Training Epoch: 22 [36352/45000]	Loss: 0.6426	LR: 0.020000
Training Epoch: 22 [36608/45000]	Loss: 0.5844	LR: 0.020000
Training Epoch: 22 [36864/45000]	Loss: 0.6772	LR: 0.020000
Training Epoch: 22 [37120/45000]	Loss: 0.6094	LR: 0.020000
Training Epoch: 22 [37376/45000]	Loss: 0.7002	LR: 0.020000
Training Epoch: 22 [37632/45000]	Loss: 0.6995	LR: 0.020000
Training Epoch: 22 [37888/45000]	Loss: 0.5407	LR: 0.020000
Training Epoch: 22 [38144/45000]	Loss: 0.6277	LR: 0.020000
Training Epoch: 22 [38400/45000]	Loss: 0.5192	LR: 0.020000
Training Epoch: 22 [38656/45000]	Loss: 0.5442	LR: 0.020000
Training Epoch: 22 [38912/45000]	Loss: 0.5625	LR: 0.020000
Training Epoch: 22 [39168/45000]	Loss: 0.7444	LR: 0.020000
Training Epoch: 22 [39424/45000]	Loss: 0.6422	LR: 0.020000
Training Epoch: 22 [39680/45000]	Loss: 0.5959	LR: 0.020000
Training Epoch: 22 [39936/45000]	Loss: 0.6781	LR: 0.020000
Training Epoch: 22 [40192/45000]	Loss: 0.6312	LR: 0.020000
Training Epoch: 22 [40448/45000]	Loss: 0.7042	LR: 0.020000
Training Epoch: 22 [40704/45000]	Loss: 0.6241	LR: 0.020000
Training Epoch: 22 [40960/45000]	Loss: 0.6030	LR: 0.020000
Training Epoch: 22 [41216/45000]	Loss: 0.5843	LR: 0.020000
Training Epoch: 22 [41472/45000]	Loss: 0.6283	LR: 0.020000
Training Epoch: 22 [41728/45000]	Loss: 0.6371	LR: 0.020000
Training Epoch: 22 [41984/45000]	Loss: 0.7122	LR: 0.020000
Training Epoch: 22 [42240/45000]	Loss: 0.7263	LR: 0.020000
Training Epoch: 22 [42496/45000]	Loss: 0.4874	LR: 0.020000
Training Epoch: 22 [42752/45000]	Loss: 0.6747	LR: 0.020000
Training Epoch: 22 [43008/45000]	Loss: 0.5347	LR: 0.020000
Training Epoch: 22 [43264/45000]	Loss: 0.6136	LR: 0.020000
Training Epoch: 22 [43520/45000]	Loss: 0.5997	LR: 0.020000
Training Epoch: 22 [43776/45000]	Loss: 0.6683	LR: 0.020000
Training Epoch: 22 [44032/45000]	Loss: 0.6460	LR: 0.020000
Training Epoch: 22 [44288/45000]	Loss: 0.7177	LR: 0.020000
Training Epoch: 22 [44544/45000]	Loss: 0.6521	LR: 0.020000
Training Epoch: 22 [44800/45000]	Loss: 0.6688	LR: 0.020000
Training Epoch: 22 [45000/45000]	Loss: 0.6256	LR: 0.020000
Epoch 22 - Average Train Loss: 0.5985, Train Accuracy: 0.8059
Epoch 22 training time consumed: 24.70s
Evaluating Network.....
Test set: Epoch: 22, Average loss: 0.0035, Accuracy: 0.7370, Time consumed:0.88s
Training Epoch: 23 [256/45000]	Loss: 0.4645	LR: 0.020000
Training Epoch: 23 [512/45000]	Loss: 0.4151	LR: 0.020000
Training Epoch: 23 [768/45000]	Loss: 0.5991	LR: 0.020000
Training Epoch: 23 [1024/45000]	Loss: 0.5822	LR: 0.020000
Training Epoch: 23 [1280/45000]	Loss: 0.4638	LR: 0.020000
Training Epoch: 23 [1536/45000]	Loss: 0.5786	LR: 0.020000
Training Epoch: 23 [1792/45000]	Loss: 0.5538	LR: 0.020000
Training Epoch: 23 [2048/45000]	Loss: 0.6003	LR: 0.020000
Training Epoch: 23 [2304/45000]	Loss: 0.5215	LR: 0.020000
Training Epoch: 23 [2560/45000]	Loss: 0.5103	LR: 0.020000
Training Epoch: 23 [2816/45000]	Loss: 0.4777	LR: 0.020000
Training Epoch: 23 [3072/45000]	Loss: 0.5266	LR: 0.020000
Training Epoch: 23 [3328/45000]	Loss: 0.5564	LR: 0.020000
Training Epoch: 23 [3584/45000]	Loss: 0.5138	LR: 0.020000
Training Epoch: 23 [3840/45000]	Loss: 0.5642	LR: 0.020000
Training Epoch: 23 [4096/45000]	Loss: 0.5275	LR: 0.020000
Training Epoch: 23 [4352/45000]	Loss: 0.5101	LR: 0.020000
Training Epoch: 23 [4608/45000]	Loss: 0.5434	LR: 0.020000
Training Epoch: 23 [4864/45000]	Loss: 0.4781	LR: 0.020000
Training Epoch: 23 [5120/45000]	Loss: 0.5296	LR: 0.020000
Training Epoch: 23 [5376/45000]	Loss: 0.5928	LR: 0.020000
Training Epoch: 23 [5632/45000]	Loss: 0.7185	LR: 0.020000
Training Epoch: 23 [5888/45000]	Loss: 0.6474	LR: 0.020000
Training Epoch: 23 [6144/45000]	Loss: 0.5445	LR: 0.020000
Training Epoch: 23 [6400/45000]	Loss: 0.5967	LR: 0.020000
Training Epoch: 23 [6656/45000]	Loss: 0.5401	LR: 0.020000
Training Epoch: 23 [6912/45000]	Loss: 0.6338	LR: 0.020000
Training Epoch: 23 [7168/45000]	Loss: 0.5590	LR: 0.020000
Training Epoch: 23 [7424/45000]	Loss: 0.5868	LR: 0.020000
Training Epoch: 23 [7680/45000]	Loss: 0.5562	LR: 0.020000
Training Epoch: 23 [7936/45000]	Loss: 0.5525	LR: 0.020000
Training Epoch: 23 [8192/45000]	Loss: 0.6606	LR: 0.020000
Training Epoch: 23 [8448/45000]	Loss: 0.5587	LR: 0.020000
Training Epoch: 23 [8704/45000]	Loss: 0.6009	LR: 0.020000
Training Epoch: 23 [8960/45000]	Loss: 0.5710	LR: 0.020000
Training Epoch: 23 [9216/45000]	Loss: 0.7010	LR: 0.020000
Training Epoch: 23 [9472/45000]	Loss: 0.5037	LR: 0.020000
Training Epoch: 23 [9728/45000]	Loss: 0.5349	LR: 0.020000
Training Epoch: 23 [9984/45000]	Loss: 0.5488	LR: 0.020000
Training Epoch: 23 [10240/45000]	Loss: 0.4747	LR: 0.020000
Training Epoch: 23 [10496/45000]	Loss: 0.5011	LR: 0.020000
Training Epoch: 23 [10752/45000]	Loss: 0.5110	LR: 0.020000
Training Epoch: 23 [11008/45000]	Loss: 0.5498	LR: 0.020000
Training Epoch: 23 [11264/45000]	Loss: 0.6182	LR: 0.020000
Training Epoch: 23 [11520/45000]	Loss: 0.6706	LR: 0.020000
Training Epoch: 23 [11776/45000]	Loss: 0.6139	LR: 0.020000
Training Epoch: 23 [12032/45000]	Loss: 0.5995	LR: 0.020000
Training Epoch: 23 [12288/45000]	Loss: 0.5980	LR: 0.020000
Training Epoch: 23 [12544/45000]	Loss: 0.5898	LR: 0.020000
Training Epoch: 23 [12800/45000]	Loss: 0.6477	LR: 0.020000
Training Epoch: 23 [13056/45000]	Loss: 0.5784	LR: 0.020000
Training Epoch: 23 [13312/45000]	Loss: 0.6573	LR: 0.020000
Training Epoch: 23 [13568/45000]	Loss: 0.5376	LR: 0.020000
Training Epoch: 23 [13824/45000]	Loss: 0.6244	LR: 0.020000
Training Epoch: 23 [14080/45000]	Loss: 0.5957	LR: 0.020000
Training Epoch: 23 [14336/45000]	Loss: 0.6321	LR: 0.020000
Training Epoch: 23 [14592/45000]	Loss: 0.4888	LR: 0.020000
Training Epoch: 23 [14848/45000]	Loss: 0.5402	LR: 0.020000
Training Epoch: 23 [15104/45000]	Loss: 0.5925	LR: 0.020000
Training Epoch: 23 [15360/45000]	Loss: 0.5954	LR: 0.020000
Training Epoch: 23 [15616/45000]	Loss: 0.6119	LR: 0.020000
Training Epoch: 23 [15872/45000]	Loss: 0.5765	LR: 0.020000
Training Epoch: 23 [16128/45000]	Loss: 0.5270	LR: 0.020000
Training Epoch: 23 [16384/45000]	Loss: 0.5600	LR: 0.020000
Training Epoch: 23 [16640/45000]	Loss: 0.5285	LR: 0.020000
Training Epoch: 23 [16896/45000]	Loss: 0.4450	LR: 0.020000
Training Epoch: 23 [17152/45000]	Loss: 0.5001	LR: 0.020000
Training Epoch: 23 [17408/45000]	Loss: 0.5946	LR: 0.020000
Training Epoch: 23 [17664/45000]	Loss: 0.6085	LR: 0.020000
Training Epoch: 23 [17920/45000]	Loss: 0.5092	LR: 0.020000
Training Epoch: 23 [18176/45000]	Loss: 0.5746	LR: 0.020000
Training Epoch: 23 [18432/45000]	Loss: 0.6319	LR: 0.020000
Training Epoch: 23 [18688/45000]	Loss: 0.5591	LR: 0.020000
Training Epoch: 23 [18944/45000]	Loss: 0.5765	LR: 0.020000
Training Epoch: 23 [19200/45000]	Loss: 0.6152	LR: 0.020000
Training Epoch: 23 [19456/45000]	Loss: 0.4984	LR: 0.020000
Training Epoch: 23 [19712/45000]	Loss: 0.5552	LR: 0.020000
Training Epoch: 23 [19968/45000]	Loss: 0.5762	LR: 0.020000
Training Epoch: 23 [20224/45000]	Loss: 0.5727	LR: 0.020000
Training Epoch: 23 [20480/45000]	Loss: 0.6357	LR: 0.020000
Training Epoch: 23 [20736/45000]	Loss: 0.5795	LR: 0.020000
Training Epoch: 23 [20992/45000]	Loss: 0.5952	LR: 0.020000
Training Epoch: 23 [21248/45000]	Loss: 0.5957	LR: 0.020000
Training Epoch: 23 [21504/45000]	Loss: 0.6319	LR: 0.020000
Training Epoch: 23 [21760/45000]	Loss: 0.6053	LR: 0.020000
Training Epoch: 23 [22016/45000]	Loss: 0.6592	LR: 0.020000
Training Epoch: 23 [22272/45000]	Loss: 0.6159	LR: 0.020000
Training Epoch: 23 [22528/45000]	Loss: 0.5459	LR: 0.020000
Training Epoch: 23 [22784/45000]	Loss: 0.6861	LR: 0.020000
Training Epoch: 23 [23040/45000]	Loss: 0.6630	LR: 0.020000
Training Epoch: 23 [23296/45000]	Loss: 0.7356	LR: 0.020000
Training Epoch: 23 [23552/45000]	Loss: 0.5531	LR: 0.020000
Training Epoch: 23 [23808/45000]	Loss: 0.5859	LR: 0.020000
Training Epoch: 23 [24064/45000]	Loss: 0.6510	LR: 0.020000
Training Epoch: 23 [24320/45000]	Loss: 0.6493	LR: 0.020000
Training Epoch: 23 [24576/45000]	Loss: 0.6063	LR: 0.020000
Training Epoch: 23 [24832/45000]	Loss: 0.5547	LR: 0.020000
Training Epoch: 23 [25088/45000]	Loss: 0.5937	LR: 0.020000
Training Epoch: 23 [25344/45000]	Loss: 0.5918	LR: 0.020000
Training Epoch: 23 [25600/45000]	Loss: 0.5686	LR: 0.020000
Training Epoch: 23 [25856/45000]	Loss: 0.6093	LR: 0.020000
Training Epoch: 23 [26112/45000]	Loss: 0.5759	LR: 0.020000
Training Epoch: 23 [26368/45000]	Loss: 0.5610	LR: 0.020000
Training Epoch: 23 [26624/45000]	Loss: 0.5059	LR: 0.020000
Training Epoch: 23 [26880/45000]	Loss: 0.5985	LR: 0.020000
Training Epoch: 23 [27136/45000]	Loss: 0.5469	LR: 0.020000
Training Epoch: 23 [27392/45000]	Loss: 0.6692	LR: 0.020000
Training Epoch: 23 [27648/45000]	Loss: 0.7301	LR: 0.020000
Training Epoch: 23 [27904/45000]	Loss: 0.6546	LR: 0.020000
Training Epoch: 23 [28160/45000]	Loss: 0.4495	LR: 0.020000
Training Epoch: 23 [28416/45000]	Loss: 0.5458	LR: 0.020000
Training Epoch: 23 [28672/45000]	Loss: 0.6489	LR: 0.020000
Training Epoch: 23 [28928/45000]	Loss: 0.5068	LR: 0.020000
Training Epoch: 23 [29184/45000]	Loss: 0.5560	LR: 0.020000
Training Epoch: 23 [29440/45000]	Loss: 0.5651	LR: 0.020000
Training Epoch: 23 [29696/45000]	Loss: 0.5690	LR: 0.020000
Training Epoch: 23 [29952/45000]	Loss: 0.5459	LR: 0.020000
Training Epoch: 23 [30208/45000]	Loss: 0.4848	LR: 0.020000
Training Epoch: 23 [30464/45000]	Loss: 0.5898	LR: 0.020000
Training Epoch: 23 [30720/45000]	Loss: 0.5835	LR: 0.020000
Training Epoch: 23 [30976/45000]	Loss: 0.5776	LR: 0.020000
Training Epoch: 23 [31232/45000]	Loss: 0.5180	LR: 0.020000
Training Epoch: 23 [31488/45000]	Loss: 0.5962	LR: 0.020000
Training Epoch: 23 [31744/45000]	Loss: 0.6151	LR: 0.020000
Training Epoch: 23 [32000/45000]	Loss: 0.5945	LR: 0.020000
Training Epoch: 23 [32256/45000]	Loss: 0.4370	LR: 0.020000
Training Epoch: 23 [32512/45000]	Loss: 0.5293	LR: 0.020000
Training Epoch: 23 [32768/45000]	Loss: 0.6165	LR: 0.020000
Training Epoch: 23 [33024/45000]	Loss: 0.5540	LR: 0.020000
Training Epoch: 23 [33280/45000]	Loss: 0.5433	LR: 0.020000
Training Epoch: 23 [33536/45000]	Loss: 0.6831	LR: 0.020000
Training Epoch: 23 [33792/45000]	Loss: 0.5498	LR: 0.020000
Training Epoch: 23 [34048/45000]	Loss: 0.6036	LR: 0.020000
Training Epoch: 23 [34304/45000]	Loss: 0.7464	LR: 0.020000
Training Epoch: 23 [34560/45000]	Loss: 0.6093	LR: 0.020000
Training Epoch: 23 [34816/45000]	Loss: 0.5870	LR: 0.020000
Training Epoch: 23 [35072/45000]	Loss: 0.5439	LR: 0.020000
Training Epoch: 23 [35328/45000]	Loss: 0.6623	LR: 0.020000
Training Epoch: 23 [35584/45000]	Loss: 0.5846	LR: 0.020000
Training Epoch: 23 [35840/45000]	Loss: 0.5157	LR: 0.020000
Training Epoch: 23 [36096/45000]	Loss: 0.5315	LR: 0.020000
Training Epoch: 23 [36352/45000]	Loss: 0.7271	LR: 0.020000
Training Epoch: 23 [36608/45000]	Loss: 0.6369	LR: 0.020000
Training Epoch: 23 [36864/45000]	Loss: 0.6490	LR: 0.020000
Training Epoch: 23 [37120/45000]	Loss: 0.6772	LR: 0.020000
Training Epoch: 23 [37376/45000]	Loss: 0.6626	LR: 0.020000
Training Epoch: 23 [37632/45000]	Loss: 0.6077	LR: 0.020000
Training Epoch: 23 [37888/45000]	Loss: 0.5830	LR: 0.020000
Training Epoch: 23 [38144/45000]	Loss: 0.5206	LR: 0.020000
Training Epoch: 23 [38400/45000]	Loss: 0.5346	LR: 0.020000
Training Epoch: 23 [38656/45000]	Loss: 0.5703	LR: 0.020000
Training Epoch: 23 [38912/45000]	Loss: 0.4702	LR: 0.020000
Training Epoch: 23 [39168/45000]	Loss: 0.4583	LR: 0.020000
Training Epoch: 23 [39424/45000]	Loss: 0.6251	LR: 0.020000
Training Epoch: 23 [39680/45000]	Loss: 0.6480	LR: 0.020000
Training Epoch: 23 [39936/45000]	Loss: 0.5366	LR: 0.020000
Training Epoch: 23 [40192/45000]	Loss: 0.6377	LR: 0.020000
Training Epoch: 23 [40448/45000]	Loss: 0.5291	LR: 0.020000
Training Epoch: 23 [40704/45000]	Loss: 0.5326	LR: 0.020000
Training Epoch: 23 [40960/45000]	Loss: 0.6232	LR: 0.020000
Training Epoch: 23 [41216/45000]	Loss: 0.5043	LR: 0.020000
Training Epoch: 23 [41472/45000]	Loss: 0.5934	LR: 0.020000
Training Epoch: 23 [41728/45000]	Loss: 0.6516	LR: 0.020000
Training Epoch: 23 [41984/45000]	Loss: 0.5347	LR: 0.020000
Training Epoch: 23 [42240/45000]	Loss: 0.5544	LR: 0.020000
Training Epoch: 23 [42496/45000]	Loss: 0.6089	LR: 0.020000
Training Epoch: 23 [42752/45000]	Loss: 0.6478	LR: 0.020000
Training Epoch: 23 [43008/45000]	Loss: 0.5803	LR: 0.020000
Training Epoch: 23 [43264/45000]	Loss: 0.5626	LR: 0.020000
Training Epoch: 23 [43520/45000]	Loss: 0.5817	LR: 0.020000
Training Epoch: 23 [43776/45000]	Loss: 0.4469	LR: 0.020000
Training Epoch: 23 [44032/45000]	Loss: 0.5487	LR: 0.020000
Training Epoch: 23 [44288/45000]	Loss: 0.4937	LR: 0.020000
Training Epoch: 23 [44544/45000]	Loss: 0.5290	LR: 0.020000
Training Epoch: 23 [44800/45000]	Loss: 0.6328	LR: 0.020000
Training Epoch: 23 [45000/45000]	Loss: 0.6079	LR: 0.020000
Epoch 23 - Average Train Loss: 0.5765, Train Accuracy: 0.8123
Epoch 23 training time consumed: 24.76s
Evaluating Network.....
Test set: Epoch: 23, Average loss: 0.0035, Accuracy: 0.7400, Time consumed:0.88s
Training Epoch: 24 [256/45000]	Loss: 0.5266	LR: 0.020000
Training Epoch: 24 [512/45000]	Loss: 0.5875	LR: 0.020000
Training Epoch: 24 [768/45000]	Loss: 0.6113	LR: 0.020000
Training Epoch: 24 [1024/45000]	Loss: 0.5080	LR: 0.020000
Training Epoch: 24 [1280/45000]	Loss: 0.5635	LR: 0.020000
Training Epoch: 24 [1536/45000]	Loss: 0.5595	LR: 0.020000
Training Epoch: 24 [1792/45000]	Loss: 0.5279	LR: 0.020000
Training Epoch: 24 [2048/45000]	Loss: 0.5778	LR: 0.020000
Training Epoch: 24 [2304/45000]	Loss: 0.5785	LR: 0.020000
Training Epoch: 24 [2560/45000]	Loss: 0.4898	LR: 0.020000
Training Epoch: 24 [2816/45000]	Loss: 0.5586	LR: 0.020000
Training Epoch: 24 [3072/45000]	Loss: 0.4987	LR: 0.020000
Training Epoch: 24 [3328/45000]	Loss: 0.5871	LR: 0.020000
Training Epoch: 24 [3584/45000]	Loss: 0.4574	LR: 0.020000
Training Epoch: 24 [3840/45000]	Loss: 0.4937	LR: 0.020000
Training Epoch: 24 [4096/45000]	Loss: 0.6647	LR: 0.020000
Training Epoch: 24 [4352/45000]	Loss: 0.6242	LR: 0.020000
Training Epoch: 24 [4608/45000]	Loss: 0.5539	LR: 0.020000
Training Epoch: 24 [4864/45000]	Loss: 0.5536	LR: 0.020000
Training Epoch: 24 [5120/45000]	Loss: 0.5145	LR: 0.020000
Training Epoch: 24 [5376/45000]	Loss: 0.4563	LR: 0.020000
Training Epoch: 24 [5632/45000]	Loss: 0.5691	LR: 0.020000
Training Epoch: 24 [5888/45000]	Loss: 0.6280	LR: 0.020000
Training Epoch: 24 [6144/45000]	Loss: 0.5040	LR: 0.020000
Training Epoch: 24 [6400/45000]	Loss: 0.5346	LR: 0.020000
Training Epoch: 24 [6656/45000]	Loss: 0.6072	LR: 0.020000
Training Epoch: 24 [6912/45000]	Loss: 0.5301	LR: 0.020000
Training Epoch: 24 [7168/45000]	Loss: 0.6226	LR: 0.020000
Training Epoch: 24 [7424/45000]	Loss: 0.5562	LR: 0.020000
Training Epoch: 24 [7680/45000]	Loss: 0.4834	LR: 0.020000
Training Epoch: 24 [7936/45000]	Loss: 0.6034	LR: 0.020000
Training Epoch: 24 [8192/45000]	Loss: 0.6307	LR: 0.020000
Training Epoch: 24 [8448/45000]	Loss: 0.5707	LR: 0.020000
Training Epoch: 24 [8704/45000]	Loss: 0.6675	LR: 0.020000
Training Epoch: 24 [8960/45000]	Loss: 0.5966	LR: 0.020000
Training Epoch: 24 [9216/45000]	Loss: 0.5648	LR: 0.020000
Training Epoch: 24 [9472/45000]	Loss: 0.6166	LR: 0.020000
Training Epoch: 24 [9728/45000]	Loss: 0.5651	LR: 0.020000
Training Epoch: 24 [9984/45000]	Loss: 0.6713	LR: 0.020000
Training Epoch: 24 [10240/45000]	Loss: 0.6150	LR: 0.020000
Training Epoch: 24 [10496/45000]	Loss: 0.5305	LR: 0.020000
Training Epoch: 24 [10752/45000]	Loss: 0.4942	LR: 0.020000
Training Epoch: 24 [11008/45000]	Loss: 0.5356	LR: 0.020000
Training Epoch: 24 [11264/45000]	Loss: 0.4453	LR: 0.020000
Training Epoch: 24 [11520/45000]	Loss: 0.6232	LR: 0.020000
Training Epoch: 24 [11776/45000]	Loss: 0.5174	LR: 0.020000
Training Epoch: 24 [12032/45000]	Loss: 0.5652	LR: 0.020000
Training Epoch: 24 [12288/45000]	Loss: 0.5226	LR: 0.020000
Training Epoch: 24 [12544/45000]	Loss: 0.6429	LR: 0.020000
Training Epoch: 24 [12800/45000]	Loss: 0.5560	LR: 0.020000
Training Epoch: 24 [13056/45000]	Loss: 0.4390	LR: 0.020000
Training Epoch: 24 [13312/45000]	Loss: 0.5624	LR: 0.020000
Training Epoch: 24 [13568/45000]	Loss: 0.5732	LR: 0.020000
Training Epoch: 24 [13824/45000]	Loss: 0.5227	LR: 0.020000
Training Epoch: 24 [14080/45000]	Loss: 0.6313	LR: 0.020000
Training Epoch: 24 [14336/45000]	Loss: 0.5111	LR: 0.020000
Training Epoch: 24 [14592/45000]	Loss: 0.4936	LR: 0.020000
Training Epoch: 24 [14848/45000]	Loss: 0.5174	LR: 0.020000
Training Epoch: 24 [15104/45000]	Loss: 0.6027	LR: 0.020000
Training Epoch: 24 [15360/45000]	Loss: 0.5643	LR: 0.020000
Training Epoch: 24 [15616/45000]	Loss: 0.5596	LR: 0.020000
Training Epoch: 24 [15872/45000]	Loss: 0.5136	LR: 0.020000
Training Epoch: 24 [16128/45000]	Loss: 0.4662	LR: 0.020000
Training Epoch: 24 [16384/45000]	Loss: 0.5853	LR: 0.020000
Training Epoch: 24 [16640/45000]	Loss: 0.5264	LR: 0.020000
Training Epoch: 24 [16896/45000]	Loss: 0.5127	LR: 0.020000
Training Epoch: 24 [17152/45000]	Loss: 0.5119	LR: 0.020000
Training Epoch: 24 [17408/45000]	Loss: 0.6113	LR: 0.020000
Training Epoch: 24 [17664/45000]	Loss: 0.5991	LR: 0.020000
Training Epoch: 24 [17920/45000]	Loss: 0.4547	LR: 0.020000
Training Epoch: 24 [18176/45000]	Loss: 0.6606	LR: 0.020000
Training Epoch: 24 [18432/45000]	Loss: 0.5671	LR: 0.020000
Training Epoch: 24 [18688/45000]	Loss: 0.5936	LR: 0.020000
Training Epoch: 24 [18944/45000]	Loss: 0.6091	LR: 0.020000
Training Epoch: 24 [19200/45000]	Loss: 0.4846	LR: 0.020000
Training Epoch: 24 [19456/45000]	Loss: 0.5792	LR: 0.020000
Training Epoch: 24 [19712/45000]	Loss: 0.4791	LR: 0.020000
Training Epoch: 24 [19968/45000]	Loss: 0.5228	LR: 0.020000
Training Epoch: 24 [20224/45000]	Loss: 0.5989	LR: 0.020000
Training Epoch: 24 [20480/45000]	Loss: 0.5875	LR: 0.020000
Training Epoch: 24 [20736/45000]	Loss: 0.5895	LR: 0.020000
Training Epoch: 24 [20992/45000]	Loss: 0.5301	LR: 0.020000
Training Epoch: 24 [21248/45000]	Loss: 0.6024	LR: 0.020000
Training Epoch: 24 [21504/45000]	Loss: 0.5510	LR: 0.020000
Training Epoch: 24 [21760/45000]	Loss: 0.5194	LR: 0.020000
Training Epoch: 24 [22016/45000]	Loss: 0.5497	LR: 0.020000
Training Epoch: 24 [22272/45000]	Loss: 0.5223	LR: 0.020000
Training Epoch: 24 [22528/45000]	Loss: 0.5921	LR: 0.020000
Training Epoch: 24 [22784/45000]	Loss: 0.4860	LR: 0.020000
Training Epoch: 24 [23040/45000]	Loss: 0.5261	LR: 0.020000
Training Epoch: 24 [23296/45000]	Loss: 0.6478	LR: 0.020000
Training Epoch: 24 [23552/45000]	Loss: 0.5542	LR: 0.020000
Training Epoch: 24 [23808/45000]	Loss: 0.5638	LR: 0.020000
Training Epoch: 24 [24064/45000]	Loss: 0.6281	LR: 0.020000
Training Epoch: 24 [24320/45000]	Loss: 0.5563	LR: 0.020000
Training Epoch: 24 [24576/45000]	Loss: 0.5659	LR: 0.020000
Training Epoch: 24 [24832/45000]	Loss: 0.6106	LR: 0.020000
Training Epoch: 24 [25088/45000]	Loss: 0.5658	LR: 0.020000
Training Epoch: 24 [25344/45000]	Loss: 0.6571	LR: 0.020000
Training Epoch: 24 [25600/45000]	Loss: 0.4988	LR: 0.020000
Training Epoch: 24 [25856/45000]	Loss: 0.4739	LR: 0.020000
Training Epoch: 24 [26112/45000]	Loss: 0.5459	LR: 0.020000
Training Epoch: 24 [26368/45000]	Loss: 0.5920	LR: 0.020000
Training Epoch: 24 [26624/45000]	Loss: 0.6475	LR: 0.020000
Training Epoch: 24 [26880/45000]	Loss: 0.5827	LR: 0.020000
Training Epoch: 24 [27136/45000]	Loss: 0.5207	LR: 0.020000
Training Epoch: 24 [27392/45000]	Loss: 0.5878	LR: 0.020000
Training Epoch: 24 [27648/45000]	Loss: 0.5743	LR: 0.020000
Training Epoch: 24 [27904/45000]	Loss: 0.7362	LR: 0.020000
Training Epoch: 24 [28160/45000]	Loss: 0.6296	LR: 0.020000
Training Epoch: 24 [28416/45000]	Loss: 0.5483	LR: 0.020000
Training Epoch: 24 [28672/45000]	Loss: 0.6267	LR: 0.020000
Training Epoch: 24 [28928/45000]	Loss: 0.7214	LR: 0.020000
Training Epoch: 24 [29184/45000]	Loss: 0.5343	LR: 0.020000
Training Epoch: 24 [29440/45000]	Loss: 0.6100	LR: 0.020000
Training Epoch: 24 [29696/45000]	Loss: 0.5635	LR: 0.020000
Training Epoch: 24 [29952/45000]	Loss: 0.5177	LR: 0.020000
Training Epoch: 24 [30208/45000]	Loss: 0.6028	LR: 0.020000
Training Epoch: 24 [30464/45000]	Loss: 0.5673	LR: 0.020000
Training Epoch: 24 [30720/45000]	Loss: 0.5016	LR: 0.020000
Training Epoch: 24 [30976/45000]	Loss: 0.6114	LR: 0.020000
Training Epoch: 24 [31232/45000]	Loss: 0.6580	LR: 0.020000
Training Epoch: 24 [31488/45000]	Loss: 0.5281	LR: 0.020000
Training Epoch: 24 [31744/45000]	Loss: 0.6048	LR: 0.020000
Training Epoch: 24 [32000/45000]	Loss: 0.6158	LR: 0.020000
Training Epoch: 24 [32256/45000]	Loss: 0.6080	LR: 0.020000
Training Epoch: 24 [32512/45000]	Loss: 0.5734	LR: 0.020000
Training Epoch: 24 [32768/45000]	Loss: 0.5232	LR: 0.020000
Training Epoch: 24 [33024/45000]	Loss: 0.6733	LR: 0.020000
Training Epoch: 24 [33280/45000]	Loss: 0.6173	LR: 0.020000
Training Epoch: 24 [33536/45000]	Loss: 0.5903	LR: 0.020000
Training Epoch: 24 [33792/45000]	Loss: 0.5965	LR: 0.020000
Training Epoch: 24 [34048/45000]	Loss: 0.5115	LR: 0.020000
Training Epoch: 24 [34304/45000]	Loss: 0.6823	LR: 0.020000
Training Epoch: 24 [34560/45000]	Loss: 0.5680	LR: 0.020000
Training Epoch: 24 [34816/45000]	Loss: 0.6383	LR: 0.020000
Training Epoch: 24 [35072/45000]	Loss: 0.5953	LR: 0.020000
Training Epoch: 24 [35328/45000]	Loss: 0.6820	LR: 0.020000
Training Epoch: 24 [35584/45000]	Loss: 0.6290	LR: 0.020000
Training Epoch: 24 [35840/45000]	Loss: 0.6370	LR: 0.020000
Training Epoch: 24 [36096/45000]	Loss: 0.5023	LR: 0.020000
Training Epoch: 24 [36352/45000]	Loss: 0.5882	LR: 0.020000
Training Epoch: 24 [36608/45000]	Loss: 0.5675	LR: 0.020000
Training Epoch: 24 [36864/45000]	Loss: 0.5642	LR: 0.020000
Training Epoch: 24 [37120/45000]	Loss: 0.5784	LR: 0.020000
Training Epoch: 24 [37376/45000]	Loss: 0.5771	LR: 0.020000
Training Epoch: 24 [37632/45000]	Loss: 0.5056	LR: 0.020000
Training Epoch: 24 [37888/45000]	Loss: 0.5759	LR: 0.020000
Training Epoch: 24 [38144/45000]	Loss: 0.5854	LR: 0.020000
Training Epoch: 24 [38400/45000]	Loss: 0.5944	LR: 0.020000
Training Epoch: 24 [38656/45000]	Loss: 0.5650	LR: 0.020000
Training Epoch: 24 [38912/45000]	Loss: 0.5292	LR: 0.020000
Training Epoch: 24 [39168/45000]	Loss: 0.4229	LR: 0.020000
Training Epoch: 24 [39424/45000]	Loss: 0.5218	LR: 0.020000
Training Epoch: 24 [39680/45000]	Loss: 0.5522	LR: 0.020000
Training Epoch: 24 [39936/45000]	Loss: 0.6451	LR: 0.020000
Training Epoch: 24 [40192/45000]	Loss: 0.4333	LR: 0.020000
Training Epoch: 24 [40448/45000]	Loss: 0.6843	LR: 0.020000
Training Epoch: 24 [40704/45000]	Loss: 0.5565	LR: 0.020000
Training Epoch: 24 [40960/45000]	Loss: 0.5841	LR: 0.020000
Training Epoch: 24 [41216/45000]	Loss: 0.4826	LR: 0.020000
Training Epoch: 24 [41472/45000]	Loss: 0.6374	LR: 0.020000
Training Epoch: 24 [41728/45000]	Loss: 0.5631	LR: 0.020000
Training Epoch: 24 [41984/45000]	Loss: 0.5764	LR: 0.020000
Training Epoch: 24 [42240/45000]	Loss: 0.6067	LR: 0.020000
Training Epoch: 24 [42496/45000]	Loss: 0.5727	LR: 0.020000
Training Epoch: 24 [42752/45000]	Loss: 0.5611	LR: 0.020000
Training Epoch: 24 [43008/45000]	Loss: 0.5554	LR: 0.020000
Training Epoch: 24 [43264/45000]	Loss: 0.5475	LR: 0.020000
Training Epoch: 24 [43520/45000]	Loss: 0.5173	LR: 0.020000
Training Epoch: 24 [43776/45000]	Loss: 0.6650	LR: 0.020000
Training Epoch: 24 [44032/45000]	Loss: 0.7503	LR: 0.020000
Training Epoch: 24 [44288/45000]	Loss: 0.5973	LR: 0.020000
Training Epoch: 24 [44544/45000]	Loss: 0.5075	LR: 0.020000
Training Epoch: 24 [44800/45000]	Loss: 0.7209	LR: 0.020000
Training Epoch: 24 [45000/45000]	Loss: 0.6136	LR: 0.020000
Epoch 24 - Average Train Loss: 0.5696, Train Accuracy: 0.8160
Epoch 24 training time consumed: 24.71s
Evaluating Network.....
Test set: Epoch: 24, Average loss: 0.0037, Accuracy: 0.7275, Time consumed:0.88s
Training Epoch: 25 [256/45000]	Loss: 0.4599	LR: 0.020000
Training Epoch: 25 [512/45000]	Loss: 0.4304	LR: 0.020000
Training Epoch: 25 [768/45000]	Loss: 0.4372	LR: 0.020000
Training Epoch: 25 [1024/45000]	Loss: 0.5956	LR: 0.020000
Training Epoch: 25 [1280/45000]	Loss: 0.5678	LR: 0.020000
Training Epoch: 25 [1536/45000]	Loss: 0.5571	LR: 0.020000
Training Epoch: 25 [1792/45000]	Loss: 0.6034	LR: 0.020000
Training Epoch: 25 [2048/45000]	Loss: 0.5316	LR: 0.020000
Training Epoch: 25 [2304/45000]	Loss: 0.5161	LR: 0.020000
Training Epoch: 25 [2560/45000]	Loss: 0.5173	LR: 0.020000
Training Epoch: 25 [2816/45000]	Loss: 0.5594	LR: 0.020000
Training Epoch: 25 [3072/45000]	Loss: 0.5628	LR: 0.020000
Training Epoch: 25 [3328/45000]	Loss: 0.5825	LR: 0.020000
Training Epoch: 25 [3584/45000]	Loss: 0.5080	LR: 0.020000
Training Epoch: 25 [3840/45000]	Loss: 0.5754	LR: 0.020000
Training Epoch: 25 [4096/45000]	Loss: 0.5468	LR: 0.020000
Training Epoch: 25 [4352/45000]	Loss: 0.6028	LR: 0.020000
Training Epoch: 25 [4608/45000]	Loss: 0.5594	LR: 0.020000
Training Epoch: 25 [4864/45000]	Loss: 0.5340	LR: 0.020000
Training Epoch: 25 [5120/45000]	Loss: 0.5161	LR: 0.020000
Training Epoch: 25 [5376/45000]	Loss: 0.4902	LR: 0.020000
Training Epoch: 25 [5632/45000]	Loss: 0.4807	LR: 0.020000
Training Epoch: 25 [5888/45000]	Loss: 0.6322	LR: 0.020000
Training Epoch: 25 [6144/45000]	Loss: 0.5061	LR: 0.020000
Training Epoch: 25 [6400/45000]	Loss: 0.5806	LR: 0.020000
Training Epoch: 25 [6656/45000]	Loss: 0.5581	LR: 0.020000
Training Epoch: 25 [6912/45000]	Loss: 0.4943	LR: 0.020000
Training Epoch: 25 [7168/45000]	Loss: 0.5011	LR: 0.020000
Training Epoch: 25 [7424/45000]	Loss: 0.5794	LR: 0.020000
Training Epoch: 25 [7680/45000]	Loss: 0.5486	LR: 0.020000
Training Epoch: 25 [7936/45000]	Loss: 0.5899	LR: 0.020000
Training Epoch: 25 [8192/45000]	Loss: 0.5825	LR: 0.020000
Training Epoch: 25 [8448/45000]	Loss: 0.6427	LR: 0.020000
Training Epoch: 25 [8704/45000]	Loss: 0.6466	LR: 0.020000
Training Epoch: 25 [8960/45000]	Loss: 0.5175	LR: 0.020000
Training Epoch: 25 [9216/45000]	Loss: 0.5607	LR: 0.020000
Training Epoch: 25 [9472/45000]	Loss: 0.4872	LR: 0.020000
Training Epoch: 25 [9728/45000]	Loss: 0.6008	LR: 0.020000
Training Epoch: 25 [9984/45000]	Loss: 0.6076	LR: 0.020000
Training Epoch: 25 [10240/45000]	Loss: 0.4961	LR: 0.020000
Training Epoch: 25 [10496/45000]	Loss: 0.4939	LR: 0.020000
Training Epoch: 25 [10752/45000]	Loss: 0.4922	LR: 0.020000
Training Epoch: 25 [11008/45000]	Loss: 0.5335	LR: 0.020000
Training Epoch: 25 [11264/45000]	Loss: 0.6123	LR: 0.020000
Training Epoch: 25 [11520/45000]	Loss: 0.4593	LR: 0.020000
Training Epoch: 25 [11776/45000]	Loss: 0.6145	LR: 0.020000
Training Epoch: 25 [12032/45000]	Loss: 0.5485	LR: 0.020000
Training Epoch: 25 [12288/45000]	Loss: 0.6174	LR: 0.020000
Training Epoch: 25 [12544/45000]	Loss: 0.6533	LR: 0.020000
Training Epoch: 25 [12800/45000]	Loss: 0.4789	LR: 0.020000
Training Epoch: 25 [13056/45000]	Loss: 0.5486	LR: 0.020000
Training Epoch: 25 [13312/45000]	Loss: 0.6159	LR: 0.020000
Training Epoch: 25 [13568/45000]	Loss: 0.4623	LR: 0.020000
Training Epoch: 25 [13824/45000]	Loss: 0.4395	LR: 0.020000
Training Epoch: 25 [14080/45000]	Loss: 0.4157	LR: 0.020000
Training Epoch: 25 [14336/45000]	Loss: 0.5892	LR: 0.020000
Training Epoch: 25 [14592/45000]	Loss: 0.5924	LR: 0.020000
Training Epoch: 25 [14848/45000]	Loss: 0.5979	LR: 0.020000
Training Epoch: 25 [15104/45000]	Loss: 0.5464	LR: 0.020000
Training Epoch: 25 [15360/45000]	Loss: 0.4796	LR: 0.020000
Training Epoch: 25 [15616/45000]	Loss: 0.4767	LR: 0.020000
Training Epoch: 25 [15872/45000]	Loss: 0.5046	LR: 0.020000
Training Epoch: 25 [16128/45000]	Loss: 0.6300	LR: 0.020000
Training Epoch: 25 [16384/45000]	Loss: 0.4790	LR: 0.020000
Training Epoch: 25 [16640/45000]	Loss: 0.4865	LR: 0.020000
Training Epoch: 25 [16896/45000]	Loss: 0.5188	LR: 0.020000
Training Epoch: 25 [17152/45000]	Loss: 0.5522	LR: 0.020000
Training Epoch: 25 [17408/45000]	Loss: 0.4230	LR: 0.020000
Training Epoch: 25 [17664/45000]	Loss: 0.4588	LR: 0.020000
Training Epoch: 25 [17920/45000]	Loss: 0.5917	LR: 0.020000
Training Epoch: 25 [18176/45000]	Loss: 0.5856	LR: 0.020000
Training Epoch: 25 [18432/45000]	Loss: 0.5104	LR: 0.020000
Training Epoch: 25 [18688/45000]	Loss: 0.5493	LR: 0.020000
Training Epoch: 25 [18944/45000]	Loss: 0.5410	LR: 0.020000
Training Epoch: 25 [19200/45000]	Loss: 0.5308	LR: 0.020000
Training Epoch: 25 [19456/45000]	Loss: 0.5103	LR: 0.020000
Training Epoch: 25 [19712/45000]	Loss: 0.5044	LR: 0.020000
Training Epoch: 25 [19968/45000]	Loss: 0.5394	LR: 0.020000
Training Epoch: 25 [20224/45000]	Loss: 0.6046	LR: 0.020000
Training Epoch: 25 [20480/45000]	Loss: 0.5215	LR: 0.020000
Training Epoch: 25 [20736/45000]	Loss: 0.6011	LR: 0.020000
Training Epoch: 25 [20992/45000]	Loss: 0.6668	LR: 0.020000
Training Epoch: 25 [21248/45000]	Loss: 0.4492	LR: 0.020000
Training Epoch: 25 [21504/45000]	Loss: 0.5426	LR: 0.020000
Training Epoch: 25 [21760/45000]	Loss: 0.5446	LR: 0.020000
Training Epoch: 25 [22016/45000]	Loss: 0.4658	LR: 0.020000
Training Epoch: 25 [22272/45000]	Loss: 0.5588	LR: 0.020000
Training Epoch: 25 [22528/45000]	Loss: 0.5293	LR: 0.020000
Training Epoch: 25 [22784/45000]	Loss: 0.4400	LR: 0.020000
Training Epoch: 25 [23040/45000]	Loss: 0.5131	LR: 0.020000
Training Epoch: 25 [23296/45000]	Loss: 0.6728	LR: 0.020000
Training Epoch: 25 [23552/45000]	Loss: 0.4944	LR: 0.020000
Training Epoch: 25 [23808/45000]	Loss: 0.5302	LR: 0.020000
Training Epoch: 25 [24064/45000]	Loss: 0.5669	LR: 0.020000
Training Epoch: 25 [24320/45000]	Loss: 0.5243	LR: 0.020000
Training Epoch: 25 [24576/45000]	Loss: 0.5712	LR: 0.020000
Training Epoch: 25 [24832/45000]	Loss: 0.4843	LR: 0.020000
Training Epoch: 25 [25088/45000]	Loss: 0.5967	LR: 0.020000
Training Epoch: 25 [25344/45000]	Loss: 0.5117	LR: 0.020000
Training Epoch: 25 [25600/45000]	Loss: 0.6478	LR: 0.020000
Training Epoch: 25 [25856/45000]	Loss: 0.4808	LR: 0.020000
Training Epoch: 25 [26112/45000]	Loss: 0.5465	LR: 0.020000
Training Epoch: 25 [26368/45000]	Loss: 0.6531	LR: 0.020000
Training Epoch: 25 [26624/45000]	Loss: 0.5748	LR: 0.020000
Training Epoch: 25 [26880/45000]	Loss: 0.5575	LR: 0.020000
Training Epoch: 25 [27136/45000]	Loss: 0.5680	LR: 0.020000
Training Epoch: 25 [27392/45000]	Loss: 0.4960	LR: 0.020000
Training Epoch: 25 [27648/45000]	Loss: 0.5104	LR: 0.020000
Training Epoch: 25 [27904/45000]	Loss: 0.5806	LR: 0.020000
Training Epoch: 25 [28160/45000]	Loss: 0.5072	LR: 0.020000
Training Epoch: 25 [28416/45000]	Loss: 0.5310	LR: 0.020000
Training Epoch: 25 [28672/45000]	Loss: 0.5730	LR: 0.020000
Training Epoch: 25 [28928/45000]	Loss: 0.6155	LR: 0.020000
Training Epoch: 25 [29184/45000]	Loss: 0.4971	LR: 0.020000
Training Epoch: 25 [29440/45000]	Loss: 0.7405	LR: 0.020000
Training Epoch: 25 [29696/45000]	Loss: 0.5708	LR: 0.020000
Training Epoch: 25 [29952/45000]	Loss: 0.5998	LR: 0.020000
Training Epoch: 25 [30208/45000]	Loss: 0.5360	LR: 0.020000
Training Epoch: 25 [30464/45000]	Loss: 0.7339	LR: 0.020000
Training Epoch: 25 [30720/45000]	Loss: 0.5107	LR: 0.020000
Training Epoch: 25 [30976/45000]	Loss: 0.5843	LR: 0.020000
Training Epoch: 25 [31232/45000]	Loss: 0.5507	LR: 0.020000
Training Epoch: 25 [31488/45000]	Loss: 0.6275	LR: 0.020000
Training Epoch: 25 [31744/45000]	Loss: 0.7076	LR: 0.020000
Training Epoch: 25 [32000/45000]	Loss: 0.5321	LR: 0.020000
Training Epoch: 25 [32256/45000]	Loss: 0.5406	LR: 0.020000
Training Epoch: 25 [32512/45000]	Loss: 0.5672	LR: 0.020000
Training Epoch: 25 [32768/45000]	Loss: 0.6352	LR: 0.020000
Training Epoch: 25 [33024/45000]	Loss: 0.6989	LR: 0.020000
Training Epoch: 25 [33280/45000]	Loss: 0.5872	LR: 0.020000
Training Epoch: 25 [33536/45000]	Loss: 0.4658	LR: 0.020000
Training Epoch: 25 [33792/45000]	Loss: 0.6586	LR: 0.020000
Training Epoch: 25 [34048/45000]	Loss: 0.5280	LR: 0.020000
Training Epoch: 25 [34304/45000]	Loss: 0.6959	LR: 0.020000
Training Epoch: 25 [34560/45000]	Loss: 0.6163	LR: 0.020000
Training Epoch: 25 [34816/45000]	Loss: 0.6107	LR: 0.020000
Training Epoch: 25 [35072/45000]	Loss: 0.6196	LR: 0.020000
Training Epoch: 25 [35328/45000]	Loss: 0.5852	LR: 0.020000
Training Epoch: 25 [35584/45000]	Loss: 0.5719	LR: 0.020000
Training Epoch: 25 [35840/45000]	Loss: 0.4924	LR: 0.020000
Training Epoch: 25 [36096/45000]	Loss: 0.5120	LR: 0.020000
Training Epoch: 25 [36352/45000]	Loss: 0.6940	LR: 0.020000
Training Epoch: 25 [36608/45000]	Loss: 0.5081	LR: 0.020000
Training Epoch: 25 [36864/45000]	Loss: 0.5428	LR: 0.020000
Training Epoch: 25 [37120/45000]	Loss: 0.6169	LR: 0.020000
Training Epoch: 25 [37376/45000]	Loss: 0.5961	LR: 0.020000
Training Epoch: 25 [37632/45000]	Loss: 0.4997	LR: 0.020000
Training Epoch: 25 [37888/45000]	Loss: 0.5205	LR: 0.020000
Training Epoch: 25 [38144/45000]	Loss: 0.5990	LR: 0.020000
Training Epoch: 25 [38400/45000]	Loss: 0.5695	LR: 0.020000
Training Epoch: 25 [38656/45000]	Loss: 0.5241	LR: 0.020000
Training Epoch: 25 [38912/45000]	Loss: 0.6753	LR: 0.020000
Training Epoch: 25 [39168/45000]	Loss: 0.5758	LR: 0.020000
Training Epoch: 25 [39424/45000]	Loss: 0.5603	LR: 0.020000
Training Epoch: 25 [39680/45000]	Loss: 0.5874	LR: 0.020000
Training Epoch: 25 [39936/45000]	Loss: 0.5573	LR: 0.020000
Training Epoch: 25 [40192/45000]	Loss: 0.5786	LR: 0.020000
Training Epoch: 25 [40448/45000]	Loss: 0.5693	LR: 0.020000
Training Epoch: 25 [40704/45000]	Loss: 0.6415	LR: 0.020000
Training Epoch: 25 [40960/45000]	Loss: 0.5311	LR: 0.020000
Training Epoch: 25 [41216/45000]	Loss: 0.6142	LR: 0.020000
Training Epoch: 25 [41472/45000]	Loss: 0.6483	LR: 0.020000
Training Epoch: 25 [41728/45000]	Loss: 0.8208	LR: 0.020000
Training Epoch: 25 [41984/45000]	Loss: 0.5155	LR: 0.020000
Training Epoch: 25 [42240/45000]	Loss: 0.5955	LR: 0.020000
Training Epoch: 25 [42496/45000]	Loss: 0.4586	LR: 0.020000
Training Epoch: 25 [42752/45000]	Loss: 0.5538	LR: 0.020000
Training Epoch: 25 [43008/45000]	Loss: 0.6040	LR: 0.020000
Training Epoch: 25 [43264/45000]	Loss: 0.5944	LR: 0.020000
Training Epoch: 25 [43520/45000]	Loss: 0.6496	LR: 0.020000
Training Epoch: 25 [43776/45000]	Loss: 0.5753	LR: 0.020000
Training Epoch: 25 [44032/45000]	Loss: 0.5433	LR: 0.020000
Training Epoch: 25 [44288/45000]	Loss: 0.6013	LR: 0.020000
Training Epoch: 25 [44544/45000]	Loss: 0.6102	LR: 0.020000
Training Epoch: 25 [44800/45000]	Loss: 0.5436	LR: 0.020000
Training Epoch: 25 [45000/45000]	Loss: 0.4814	LR: 0.020000
Epoch 25 - Average Train Loss: 0.5581, Train Accuracy: 0.8206
Epoch 25 training time consumed: 24.68s
Evaluating Network.....
Test set: Epoch: 25, Average loss: 0.0035, Accuracy: 0.7428, Time consumed:0.93s
Training Epoch: 26 [256/45000]	Loss: 0.5923	LR: 0.020000
Training Epoch: 26 [512/45000]	Loss: 0.6045	LR: 0.020000
Training Epoch: 26 [768/45000]	Loss: 0.5031	LR: 0.020000
Training Epoch: 26 [1024/45000]	Loss: 0.4671	LR: 0.020000
Training Epoch: 26 [1280/45000]	Loss: 0.5466	LR: 0.020000
Training Epoch: 26 [1536/45000]	Loss: 0.5903	LR: 0.020000
Training Epoch: 26 [1792/45000]	Loss: 0.5283	LR: 0.020000
Training Epoch: 26 [2048/45000]	Loss: 0.5203	LR: 0.020000
Training Epoch: 26 [2304/45000]	Loss: 0.4969	LR: 0.020000
Training Epoch: 26 [2560/45000]	Loss: 0.5504	LR: 0.020000
Training Epoch: 26 [2816/45000]	Loss: 0.5042	LR: 0.020000
Training Epoch: 26 [3072/45000]	Loss: 0.5605	LR: 0.020000
Training Epoch: 26 [3328/45000]	Loss: 0.5511	LR: 0.020000
Training Epoch: 26 [3584/45000]	Loss: 0.4609	LR: 0.020000
Training Epoch: 26 [3840/45000]	Loss: 0.5003	LR: 0.020000
Training Epoch: 26 [4096/45000]	Loss: 0.5229	LR: 0.020000
Training Epoch: 26 [4352/45000]	Loss: 0.6021	LR: 0.020000
Training Epoch: 26 [4608/45000]	Loss: 0.5475	LR: 0.020000
Training Epoch: 26 [4864/45000]	Loss: 0.5008	LR: 0.020000
Training Epoch: 26 [5120/45000]	Loss: 0.4520	LR: 0.020000
Training Epoch: 26 [5376/45000]	Loss: 0.4548	LR: 0.020000
Training Epoch: 26 [5632/45000]	Loss: 0.5302	LR: 0.020000
Training Epoch: 26 [5888/45000]	Loss: 0.5408	LR: 0.020000
Training Epoch: 26 [6144/45000]	Loss: 0.6386	LR: 0.020000
Training Epoch: 26 [6400/45000]	Loss: 0.4718	LR: 0.020000
Training Epoch: 26 [6656/45000]	Loss: 0.5045	LR: 0.020000
Training Epoch: 26 [6912/45000]	Loss: 0.4818	LR: 0.020000
Training Epoch: 26 [7168/45000]	Loss: 0.5287	LR: 0.020000
Training Epoch: 26 [7424/45000]	Loss: 0.4777	LR: 0.020000
Training Epoch: 26 [7680/45000]	Loss: 0.5409	LR: 0.020000
Training Epoch: 26 [7936/45000]	Loss: 0.5611	LR: 0.020000
Training Epoch: 26 [8192/45000]	Loss: 0.4485	LR: 0.020000
Training Epoch: 26 [8448/45000]	Loss: 0.4970	LR: 0.020000
Training Epoch: 26 [8704/45000]	Loss: 0.5132	LR: 0.020000
Training Epoch: 26 [8960/45000]	Loss: 0.5014	LR: 0.020000
Training Epoch: 26 [9216/45000]	Loss: 0.4923	LR: 0.020000
Training Epoch: 26 [9472/45000]	Loss: 0.4710	LR: 0.020000
Training Epoch: 26 [9728/45000]	Loss: 0.5820	LR: 0.020000
Training Epoch: 26 [9984/45000]	Loss: 0.4968	LR: 0.020000
Training Epoch: 26 [10240/45000]	Loss: 0.5363	LR: 0.020000
Training Epoch: 26 [10496/45000]	Loss: 0.5106	LR: 0.020000
Training Epoch: 26 [10752/45000]	Loss: 0.5770	LR: 0.020000
Training Epoch: 26 [11008/45000]	Loss: 0.4345	LR: 0.020000
Training Epoch: 26 [11264/45000]	Loss: 0.5589	LR: 0.020000
Training Epoch: 26 [11520/45000]	Loss: 0.4486	LR: 0.020000
Training Epoch: 26 [11776/45000]	Loss: 0.5597	LR: 0.020000
Training Epoch: 26 [12032/45000]	Loss: 0.5882	LR: 0.020000
Training Epoch: 26 [12288/45000]	Loss: 0.5501	LR: 0.020000
Training Epoch: 26 [12544/45000]	Loss: 0.6133	LR: 0.020000
Training Epoch: 26 [12800/45000]	Loss: 0.5605	LR: 0.020000
Training Epoch: 26 [13056/45000]	Loss: 0.5264	LR: 0.020000
Training Epoch: 26 [13312/45000]	Loss: 0.5408	LR: 0.020000
Training Epoch: 26 [13568/45000]	Loss: 0.5348	LR: 0.020000
Training Epoch: 26 [13824/45000]	Loss: 0.4804	LR: 0.020000
Training Epoch: 26 [14080/45000]	Loss: 0.5722	LR: 0.020000
Training Epoch: 26 [14336/45000]	Loss: 0.5306	LR: 0.020000
Training Epoch: 26 [14592/45000]	Loss: 0.6110	LR: 0.020000
Training Epoch: 26 [14848/45000]	Loss: 0.5412	LR: 0.020000
Training Epoch: 26 [15104/45000]	Loss: 0.4523	LR: 0.020000
Training Epoch: 26 [15360/45000]	Loss: 0.4756	LR: 0.020000
Training Epoch: 26 [15616/45000]	Loss: 0.4397	LR: 0.020000
Training Epoch: 26 [15872/45000]	Loss: 0.4568	LR: 0.020000
Training Epoch: 26 [16128/45000]	Loss: 0.4517	LR: 0.020000
Training Epoch: 26 [16384/45000]	Loss: 0.6161	LR: 0.020000
Training Epoch: 26 [16640/45000]	Loss: 0.5392	LR: 0.020000
Training Epoch: 26 [16896/45000]	Loss: 0.5922	LR: 0.020000
Training Epoch: 26 [17152/45000]	Loss: 0.5885	LR: 0.020000
Training Epoch: 26 [17408/45000]	Loss: 0.4964	LR: 0.020000
Training Epoch: 26 [17664/45000]	Loss: 0.5538	LR: 0.020000
Training Epoch: 26 [17920/45000]	Loss: 0.6511	LR: 0.020000
Training Epoch: 26 [18176/45000]	Loss: 0.6021	LR: 0.020000
Training Epoch: 26 [18432/45000]	Loss: 0.6241	LR: 0.020000
Training Epoch: 26 [18688/45000]	Loss: 0.6077	LR: 0.020000
Training Epoch: 26 [18944/45000]	Loss: 0.5825	LR: 0.020000
Training Epoch: 26 [19200/45000]	Loss: 0.5277	LR: 0.020000
Training Epoch: 26 [19456/45000]	Loss: 0.6019	LR: 0.020000
Training Epoch: 26 [19712/45000]	Loss: 0.5268	LR: 0.020000
Training Epoch: 26 [19968/45000]	Loss: 0.5288	LR: 0.020000
Training Epoch: 26 [20224/45000]	Loss: 0.5072	LR: 0.020000
Training Epoch: 26 [20480/45000]	Loss: 0.4842	LR: 0.020000
Training Epoch: 26 [20736/45000]	Loss: 0.5741	LR: 0.020000
Training Epoch: 26 [20992/45000]	Loss: 0.5611	LR: 0.020000
Training Epoch: 26 [21248/45000]	Loss: 0.5551	LR: 0.020000
Training Epoch: 26 [21504/45000]	Loss: 0.5477	LR: 0.020000
Training Epoch: 26 [21760/45000]	Loss: 0.5533	LR: 0.020000
Training Epoch: 26 [22016/45000]	Loss: 0.5217	LR: 0.020000
Training Epoch: 26 [22272/45000]	Loss: 0.5377	LR: 0.020000
Training Epoch: 26 [22528/45000]	Loss: 0.5422	LR: 0.020000
Training Epoch: 26 [22784/45000]	Loss: 0.5510	LR: 0.020000
Training Epoch: 26 [23040/45000]	Loss: 0.5902	LR: 0.020000
Training Epoch: 26 [23296/45000]	Loss: 0.4360	LR: 0.020000
Training Epoch: 26 [23552/45000]	Loss: 0.5232	LR: 0.020000
Training Epoch: 26 [23808/45000]	Loss: 0.5704	LR: 0.020000
Training Epoch: 26 [24064/45000]	Loss: 0.5246	LR: 0.020000
Training Epoch: 26 [24320/45000]	Loss: 0.5027	LR: 0.020000
Training Epoch: 26 [24576/45000]	Loss: 0.5638	LR: 0.020000
Training Epoch: 26 [24832/45000]	Loss: 0.4834	LR: 0.020000
Training Epoch: 26 [25088/45000]	Loss: 0.6194	LR: 0.020000
Training Epoch: 26 [25344/45000]	Loss: 0.4892	LR: 0.020000
Training Epoch: 26 [25600/45000]	Loss: 0.4665	LR: 0.020000
Training Epoch: 26 [25856/45000]	Loss: 0.5473	LR: 0.020000
Training Epoch: 26 [26112/45000]	Loss: 0.6021	LR: 0.020000
Training Epoch: 26 [26368/45000]	Loss: 0.4703	LR: 0.020000
Training Epoch: 26 [26624/45000]	Loss: 0.5974	LR: 0.020000
Training Epoch: 26 [26880/45000]	Loss: 0.5855	LR: 0.020000
Training Epoch: 26 [27136/45000]	Loss: 0.5747	LR: 0.020000
Training Epoch: 26 [27392/45000]	Loss: 0.5280	LR: 0.020000
Training Epoch: 26 [27648/45000]	Loss: 0.6204	LR: 0.020000
Training Epoch: 26 [27904/45000]	Loss: 0.5303	LR: 0.020000
Training Epoch: 26 [28160/45000]	Loss: 0.5143	LR: 0.020000
Training Epoch: 26 [28416/45000]	Loss: 0.5177	LR: 0.020000
Training Epoch: 26 [28672/45000]	Loss: 0.6031	LR: 0.020000
Training Epoch: 26 [28928/45000]	Loss: 0.6375	LR: 0.020000
Training Epoch: 26 [29184/45000]	Loss: 0.5484	LR: 0.020000
Training Epoch: 26 [29440/45000]	Loss: 0.5912	LR: 0.020000
Training Epoch: 26 [29696/45000]	Loss: 0.6320	LR: 0.020000
Training Epoch: 26 [29952/45000]	Loss: 0.5538	LR: 0.020000
Training Epoch: 26 [30208/45000]	Loss: 0.4892	LR: 0.020000
Training Epoch: 26 [30464/45000]	Loss: 0.5390	LR: 0.020000
Training Epoch: 26 [30720/45000]	Loss: 0.5891	LR: 0.020000
Training Epoch: 26 [30976/45000]	Loss: 0.5287	LR: 0.020000
Training Epoch: 26 [31232/45000]	Loss: 0.5145	LR: 0.020000
Training Epoch: 26 [31488/45000]	Loss: 0.5255	LR: 0.020000
Training Epoch: 26 [31744/45000]	Loss: 0.5166	LR: 0.020000
Training Epoch: 26 [32000/45000]	Loss: 0.5869	LR: 0.020000
Training Epoch: 26 [32256/45000]	Loss: 0.6369	LR: 0.020000
Training Epoch: 26 [32512/45000]	Loss: 0.5665	LR: 0.020000
Training Epoch: 26 [32768/45000]	Loss: 0.6373	LR: 0.020000
Training Epoch: 26 [33024/45000]	Loss: 0.5239	LR: 0.020000
Training Epoch: 26 [33280/45000]	Loss: 0.4979	LR: 0.020000
Training Epoch: 26 [33536/45000]	Loss: 0.4324	LR: 0.020000
Training Epoch: 26 [33792/45000]	Loss: 0.6042	LR: 0.020000
Training Epoch: 26 [34048/45000]	Loss: 0.6205	LR: 0.020000
Training Epoch: 26 [34304/45000]	Loss: 0.5108	LR: 0.020000
Training Epoch: 26 [34560/45000]	Loss: 0.6303	LR: 0.020000
Training Epoch: 26 [34816/45000]	Loss: 0.5397	LR: 0.020000
Training Epoch: 26 [35072/45000]	Loss: 0.6026	LR: 0.020000
Training Epoch: 26 [35328/45000]	Loss: 0.5989	LR: 0.020000
Training Epoch: 26 [35584/45000]	Loss: 0.5750	LR: 0.020000
Training Epoch: 26 [35840/45000]	Loss: 0.5751	LR: 0.020000
Training Epoch: 26 [36096/45000]	Loss: 0.5909	LR: 0.020000
Training Epoch: 26 [36352/45000]	Loss: 0.5038	LR: 0.020000
Training Epoch: 26 [36608/45000]	Loss: 0.5296	LR: 0.020000
Training Epoch: 26 [36864/45000]	Loss: 0.5250	LR: 0.020000
Training Epoch: 26 [37120/45000]	Loss: 0.5503	LR: 0.020000
Training Epoch: 26 [37376/45000]	Loss: 0.6236	LR: 0.020000
Training Epoch: 26 [37632/45000]	Loss: 0.5289	LR: 0.020000
Training Epoch: 26 [37888/45000]	Loss: 0.6019	LR: 0.020000
Training Epoch: 26 [38144/45000]	Loss: 0.5621	LR: 0.020000
Training Epoch: 26 [38400/45000]	Loss: 0.5732	LR: 0.020000
Training Epoch: 26 [38656/45000]	Loss: 0.5595	LR: 0.020000
Training Epoch: 26 [38912/45000]	Loss: 0.5304	LR: 0.020000
Training Epoch: 26 [39168/45000]	Loss: 0.6128	LR: 0.020000
Training Epoch: 26 [39424/45000]	Loss: 0.5181	LR: 0.020000
Training Epoch: 26 [39680/45000]	Loss: 0.4788	LR: 0.020000
Training Epoch: 26 [39936/45000]	Loss: 0.4829	LR: 0.020000
Training Epoch: 26 [40192/45000]	Loss: 0.6092	LR: 0.020000
Training Epoch: 26 [40448/45000]	Loss: 0.6500	LR: 0.020000
Training Epoch: 26 [40704/45000]	Loss: 0.5579	LR: 0.020000
Training Epoch: 26 [40960/45000]	Loss: 0.5916	LR: 0.020000
Training Epoch: 26 [41216/45000]	Loss: 0.5341	LR: 0.020000
Training Epoch: 26 [41472/45000]	Loss: 0.5317	LR: 0.020000
Training Epoch: 26 [41728/45000]	Loss: 0.5497	LR: 0.020000
Training Epoch: 26 [41984/45000]	Loss: 0.5133	LR: 0.020000
Training Epoch: 26 [42240/45000]	Loss: 0.5643	LR: 0.020000
Training Epoch: 26 [42496/45000]	Loss: 0.5349	LR: 0.020000
Training Epoch: 26 [42752/45000]	Loss: 0.5977	LR: 0.020000
Training Epoch: 26 [43008/45000]	Loss: 0.5798	LR: 0.020000
Training Epoch: 26 [43264/45000]	Loss: 0.5343	LR: 0.020000
Training Epoch: 26 [43520/45000]	Loss: 0.6315	LR: 0.020000
Training Epoch: 26 [43776/45000]	Loss: 0.4253	LR: 0.020000
Training Epoch: 26 [44032/45000]	Loss: 0.6074	LR: 0.020000
Training Epoch: 26 [44288/45000]	Loss: 0.6097	LR: 0.020000
Training Epoch: 26 [44544/45000]	Loss: 0.5215	LR: 0.020000
Training Epoch: 26 [44800/45000]	Loss: 0.5759	LR: 0.020000
Training Epoch: 26 [45000/45000]	Loss: 0.5502	LR: 0.020000
Epoch 26 - Average Train Loss: 0.5441, Train Accuracy: 0.8225
Epoch 26 training time consumed: 24.74s
Evaluating Network.....
Test set: Epoch: 26, Average loss: 0.0037, Accuracy: 0.7317, Time consumed:0.97s
Training Epoch: 27 [256/45000]	Loss: 0.5268	LR: 0.020000
Training Epoch: 27 [512/45000]	Loss: 0.5800	LR: 0.020000
Training Epoch: 27 [768/45000]	Loss: 0.4798	LR: 0.020000
Training Epoch: 27 [1024/45000]	Loss: 0.4790	LR: 0.020000
Training Epoch: 27 [1280/45000]	Loss: 0.5239	LR: 0.020000
Training Epoch: 27 [1536/45000]	Loss: 0.4704	LR: 0.020000
Training Epoch: 27 [1792/45000]	Loss: 0.3970	LR: 0.020000
Training Epoch: 27 [2048/45000]	Loss: 0.6828	LR: 0.020000
Training Epoch: 27 [2304/45000]	Loss: 0.5136	LR: 0.020000
Training Epoch: 27 [2560/45000]	Loss: 0.4807	LR: 0.020000
Training Epoch: 27 [2816/45000]	Loss: 0.5141	LR: 0.020000
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Training Epoch: 27 [44800/45000]	Loss: 0.5781	LR: 0.020000
Training Epoch: 27 [45000/45000]	Loss: 0.6499	LR: 0.020000
Epoch 27 - Average Train Loss: 0.5324, Train Accuracy: 0.8267
Epoch 27 training time consumed: 24.79s
Evaluating Network.....
Test set: Epoch: 27, Average loss: 0.0036, Accuracy: 0.7452, Time consumed:0.91s
Saving weights file to checkpoint/retrain/AllCNN/Sunday_13_July_2025_23h_56m_37s/AllCNN-Cifar20-seed1-ret100-27-best.pth
Training Epoch: 28 [256/45000]	Loss: 0.4289	LR: 0.020000
Training Epoch: 28 [512/45000]	Loss: 0.3933	LR: 0.020000
Training Epoch: 28 [768/45000]	Loss: 0.5356	LR: 0.020000
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Training Epoch: 28 [1536/45000]	Loss: 0.4301	LR: 0.020000
Training Epoch: 28 [1792/45000]	Loss: 0.4323	LR: 0.020000
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Training Epoch: 28 [30720/45000]	Loss: 0.5042	LR: 0.020000
Training Epoch: 28 [30976/45000]	Loss: 0.5304	LR: 0.020000
Training Epoch: 28 [31232/45000]	Loss: 0.5240	LR: 0.020000
Training Epoch: 28 [31488/45000]	Loss: 0.5188	LR: 0.020000
Training Epoch: 28 [31744/45000]	Loss: 0.5130	LR: 0.020000
Training Epoch: 28 [32000/45000]	Loss: 0.4725	LR: 0.020000
Training Epoch: 28 [32256/45000]	Loss: 0.5126	LR: 0.020000
Training Epoch: 28 [32512/45000]	Loss: 0.6199	LR: 0.020000
Training Epoch: 28 [32768/45000]	Loss: 0.5758	LR: 0.020000
Training Epoch: 28 [33024/45000]	Loss: 0.5096	LR: 0.020000
Training Epoch: 28 [33280/45000]	Loss: 0.4643	LR: 0.020000
Training Epoch: 28 [33536/45000]	Loss: 0.6036	LR: 0.020000
Training Epoch: 28 [33792/45000]	Loss: 0.4306	LR: 0.020000
Training Epoch: 28 [34048/45000]	Loss: 0.7018	LR: 0.020000
Training Epoch: 28 [34304/45000]	Loss: 0.5512	LR: 0.020000
Training Epoch: 28 [34560/45000]	Loss: 0.6138	LR: 0.020000
Training Epoch: 28 [34816/45000]	Loss: 0.5472	LR: 0.020000
Training Epoch: 28 [35072/45000]	Loss: 0.4086	LR: 0.020000
Training Epoch: 28 [35328/45000]	Loss: 0.6555	LR: 0.020000
Training Epoch: 28 [35584/45000]	Loss: 0.5534	LR: 0.020000
Training Epoch: 28 [35840/45000]	Loss: 0.4882	LR: 0.020000
Training Epoch: 28 [36096/45000]	Loss: 0.6675	LR: 0.020000
Training Epoch: 28 [36352/45000]	Loss: 0.5755	LR: 0.020000
Training Epoch: 28 [36608/45000]	Loss: 0.5713	LR: 0.020000
Training Epoch: 28 [36864/45000]	Loss: 0.5901	LR: 0.020000
Training Epoch: 28 [37120/45000]	Loss: 0.5706	LR: 0.020000
Training Epoch: 28 [37376/45000]	Loss: 0.5852	LR: 0.020000
Training Epoch: 28 [37632/45000]	Loss: 0.6645	LR: 0.020000
Training Epoch: 28 [37888/45000]	Loss: 0.6619	LR: 0.020000
Training Epoch: 28 [38144/45000]	Loss: 0.5156	LR: 0.020000
Training Epoch: 28 [38400/45000]	Loss: 0.4916	LR: 0.020000
Training Epoch: 28 [38656/45000]	Loss: 0.4808	LR: 0.020000
Training Epoch: 28 [38912/45000]	Loss: 0.6741	LR: 0.020000
Training Epoch: 28 [39168/45000]	Loss: 0.5031	LR: 0.020000
Training Epoch: 28 [39424/45000]	Loss: 0.6263	LR: 0.020000
Training Epoch: 28 [39680/45000]	Loss: 0.6027	LR: 0.020000
Training Epoch: 28 [39936/45000]	Loss: 0.5240	LR: 0.020000
Training Epoch: 28 [40192/45000]	Loss: 0.5566	LR: 0.020000
Training Epoch: 28 [40448/45000]	Loss: 0.6252	LR: 0.020000
Training Epoch: 28 [40704/45000]	Loss: 0.6346	LR: 0.020000
Training Epoch: 28 [40960/45000]	Loss: 0.5782	LR: 0.020000
Training Epoch: 28 [41216/45000]	Loss: 0.5496	LR: 0.020000
Training Epoch: 28 [41472/45000]	Loss: 0.6336	LR: 0.020000
Training Epoch: 28 [41728/45000]	Loss: 0.5322	LR: 0.020000
Training Epoch: 28 [41984/45000]	Loss: 0.5872	LR: 0.020000
Training Epoch: 28 [42240/45000]	Loss: 0.6024	LR: 0.020000
Training Epoch: 28 [42496/45000]	Loss: 0.6590	LR: 0.020000
Training Epoch: 28 [42752/45000]	Loss: 0.5955	LR: 0.020000
Training Epoch: 28 [43008/45000]	Loss: 0.5733	LR: 0.020000
Training Epoch: 28 [43264/45000]	Loss: 0.5058	LR: 0.020000
Training Epoch: 28 [43520/45000]	Loss: 0.6481	LR: 0.020000
Training Epoch: 28 [43776/45000]	Loss: 0.6439	LR: 0.020000
Training Epoch: 28 [44032/45000]	Loss: 0.4988	LR: 0.020000
Training Epoch: 28 [44288/45000]	Loss: 0.6375	LR: 0.020000
Training Epoch: 28 [44544/45000]	Loss: 0.5769	LR: 0.020000
Training Epoch: 28 [44800/45000]	Loss: 0.5780	LR: 0.020000
Training Epoch: 28 [45000/45000]	Loss: 0.6023	LR: 0.020000
Epoch 28 - Average Train Loss: 0.5309, Train Accuracy: 0.8254
Epoch 28 training time consumed: 24.57s
Evaluating Network.....
Test set: Epoch: 28, Average loss: 0.0038, Accuracy: 0.7245, Time consumed:0.89s
Training Epoch: 29 [256/45000]	Loss: 0.3980	LR: 0.020000
Training Epoch: 29 [512/45000]	Loss: 0.6468	LR: 0.020000
Training Epoch: 29 [768/45000]	Loss: 0.5174	LR: 0.020000
Training Epoch: 29 [1024/45000]	Loss: 0.4988	LR: 0.020000
Training Epoch: 29 [1280/45000]	Loss: 0.4179	LR: 0.020000
Training Epoch: 29 [1536/45000]	Loss: 0.5085	LR: 0.020000
Training Epoch: 29 [1792/45000]	Loss: 0.4888	LR: 0.020000
Training Epoch: 29 [2048/45000]	Loss: 0.5393	LR: 0.020000
Training Epoch: 29 [2304/45000]	Loss: 0.4266	LR: 0.020000
Training Epoch: 29 [2560/45000]	Loss: 0.5415	LR: 0.020000
Training Epoch: 29 [2816/45000]	Loss: 0.5716	LR: 0.020000
Training Epoch: 29 [3072/45000]	Loss: 0.5844	LR: 0.020000
Training Epoch: 29 [3328/45000]	Loss: 0.4977	LR: 0.020000
Training Epoch: 29 [3584/45000]	Loss: 0.5424	LR: 0.020000
Training Epoch: 29 [3840/45000]	Loss: 0.5201	LR: 0.020000
Training Epoch: 29 [4096/45000]	Loss: 0.5016	LR: 0.020000
Training Epoch: 29 [4352/45000]	Loss: 0.3981	LR: 0.020000
Training Epoch: 29 [4608/45000]	Loss: 0.5394	LR: 0.020000
Training Epoch: 29 [4864/45000]	Loss: 0.5183	LR: 0.020000
Training Epoch: 29 [5120/45000]	Loss: 0.4553	LR: 0.020000
Training Epoch: 29 [5376/45000]	Loss: 0.5460	LR: 0.020000
Training Epoch: 29 [5632/45000]	Loss: 0.4759	LR: 0.020000
Training Epoch: 29 [5888/45000]	Loss: 0.5195	LR: 0.020000
Training Epoch: 29 [6144/45000]	Loss: 0.5017	LR: 0.020000
Training Epoch: 29 [6400/45000]	Loss: 0.4448	LR: 0.020000
Training Epoch: 29 [6656/45000]	Loss: 0.5010	LR: 0.020000
Training Epoch: 29 [6912/45000]	Loss: 0.5622	LR: 0.020000
Training Epoch: 29 [7168/45000]	Loss: 0.4927	LR: 0.020000
Training Epoch: 29 [7424/45000]	Loss: 0.4915	LR: 0.020000
Training Epoch: 29 [7680/45000]	Loss: 0.4711	LR: 0.020000
Training Epoch: 29 [7936/45000]	Loss: 0.5235	LR: 0.020000
Training Epoch: 29 [8192/45000]	Loss: 0.4267	LR: 0.020000
Training Epoch: 29 [8448/45000]	Loss: 0.5309	LR: 0.020000
Training Epoch: 29 [8704/45000]	Loss: 0.5046	LR: 0.020000
Training Epoch: 29 [8960/45000]	Loss: 0.5706	LR: 0.020000
Training Epoch: 29 [9216/45000]	Loss: 0.4983	LR: 0.020000
Training Epoch: 29 [9472/45000]	Loss: 0.4782	LR: 0.020000
Training Epoch: 29 [9728/45000]	Loss: 0.4825	LR: 0.020000
Training Epoch: 29 [9984/45000]	Loss: 0.5249	LR: 0.020000
Training Epoch: 29 [10240/45000]	Loss: 0.5285	LR: 0.020000
Training Epoch: 29 [10496/45000]	Loss: 0.3975	LR: 0.020000
Training Epoch: 29 [10752/45000]	Loss: 0.4738	LR: 0.020000
Training Epoch: 29 [11008/45000]	Loss: 0.5313	LR: 0.020000
Training Epoch: 29 [11264/45000]	Loss: 0.4686	LR: 0.020000
Training Epoch: 29 [11520/45000]	Loss: 0.5367	LR: 0.020000
Training Epoch: 29 [11776/45000]	Loss: 0.4647	LR: 0.020000
Training Epoch: 29 [12032/45000]	Loss: 0.5406	LR: 0.020000
Training Epoch: 29 [12288/45000]	Loss: 0.4444	LR: 0.020000
Training Epoch: 29 [12544/45000]	Loss: 0.4553	LR: 0.020000
Training Epoch: 29 [12800/45000]	Loss: 0.5154	LR: 0.020000
Training Epoch: 29 [13056/45000]	Loss: 0.4913	LR: 0.020000
Training Epoch: 29 [13312/45000]	Loss: 0.5054	LR: 0.020000
Training Epoch: 29 [13568/45000]	Loss: 0.5205	LR: 0.020000
Training Epoch: 29 [13824/45000]	Loss: 0.6123	LR: 0.020000
Training Epoch: 29 [14080/45000]	Loss: 0.5769	LR: 0.020000
Training Epoch: 29 [14336/45000]	Loss: 0.5040	LR: 0.020000
Training Epoch: 29 [14592/45000]	Loss: 0.4365	LR: 0.020000
Training Epoch: 29 [14848/45000]	Loss: 0.5005	LR: 0.020000
Training Epoch: 29 [15104/45000]	Loss: 0.5175	LR: 0.020000
Training Epoch: 29 [15360/45000]	Loss: 0.5463	LR: 0.020000
Training Epoch: 29 [15616/45000]	Loss: 0.5426	LR: 0.020000
Training Epoch: 29 [15872/45000]	Loss: 0.5454	LR: 0.020000
Training Epoch: 29 [16128/45000]	Loss: 0.5317	LR: 0.020000
Training Epoch: 29 [16384/45000]	Loss: 0.5339	LR: 0.020000
Training Epoch: 29 [16640/45000]	Loss: 0.4935	LR: 0.020000
Training Epoch: 29 [16896/45000]	Loss: 0.5364	LR: 0.020000
Training Epoch: 29 [17152/45000]	Loss: 0.4578	LR: 0.020000
Training Epoch: 29 [17408/45000]	Loss: 0.5192	LR: 0.020000
Training Epoch: 29 [17664/45000]	Loss: 0.4914	LR: 0.020000
Training Epoch: 29 [17920/45000]	Loss: 0.4763	LR: 0.020000
Training Epoch: 29 [18176/45000]	Loss: 0.4574	LR: 0.020000
Training Epoch: 29 [18432/45000]	Loss: 0.4615	LR: 0.020000
Training Epoch: 29 [18688/45000]	Loss: 0.6636	LR: 0.020000
Training Epoch: 29 [18944/45000]	Loss: 0.5337	LR: 0.020000
Training Epoch: 29 [19200/45000]	Loss: 0.5482	LR: 0.020000
Training Epoch: 29 [19456/45000]	Loss: 0.6498	LR: 0.020000
Training Epoch: 29 [19712/45000]	Loss: 0.4306	LR: 0.020000
Training Epoch: 29 [19968/45000]	Loss: 0.4976	LR: 0.020000
Training Epoch: 29 [20224/45000]	Loss: 0.5029	LR: 0.020000
Training Epoch: 29 [20480/45000]	Loss: 0.5971	LR: 0.020000
Training Epoch: 29 [20736/45000]	Loss: 0.4881	LR: 0.020000
Training Epoch: 29 [20992/45000]	Loss: 0.4617	LR: 0.020000
Training Epoch: 29 [21248/45000]	Loss: 0.5183	LR: 0.020000
Training Epoch: 29 [21504/45000]	Loss: 0.4865	LR: 0.020000
Training Epoch: 29 [21760/45000]	Loss: 0.4908	LR: 0.020000
Training Epoch: 29 [22016/45000]	Loss: 0.4544	LR: 0.020000
Training Epoch: 29 [22272/45000]	Loss: 0.5346	LR: 0.020000
Training Epoch: 29 [22528/45000]	Loss: 0.5572	LR: 0.020000
Training Epoch: 29 [22784/45000]	Loss: 0.5172	LR: 0.020000
Training Epoch: 29 [23040/45000]	Loss: 0.4611	LR: 0.020000
Training Epoch: 29 [23296/45000]	Loss: 0.5943	LR: 0.020000
Training Epoch: 29 [23552/45000]	Loss: 0.6275	LR: 0.020000
Training Epoch: 29 [23808/45000]	Loss: 0.5787	LR: 0.020000
Training Epoch: 29 [24064/45000]	Loss: 0.4458	LR: 0.020000
Training Epoch: 29 [24320/45000]	Loss: 0.5991	LR: 0.020000
Training Epoch: 29 [24576/45000]	Loss: 0.4950	LR: 0.020000
Training Epoch: 29 [24832/45000]	Loss: 0.5598	LR: 0.020000
Training Epoch: 29 [25088/45000]	Loss: 0.4988	LR: 0.020000
Training Epoch: 29 [25344/45000]	Loss: 0.5734	LR: 0.020000
Training Epoch: 29 [25600/45000]	Loss: 0.4320	LR: 0.020000
Training Epoch: 29 [25856/45000]	Loss: 0.4431	LR: 0.020000
Training Epoch: 29 [26112/45000]	Loss: 0.5670	LR: 0.020000
Training Epoch: 29 [26368/45000]	Loss: 0.5225	LR: 0.020000
Training Epoch: 29 [26624/45000]	Loss: 0.5535	LR: 0.020000
Training Epoch: 29 [26880/45000]	Loss: 0.5238	LR: 0.020000
Training Epoch: 29 [27136/45000]	Loss: 0.5935	LR: 0.020000
Training Epoch: 29 [27392/45000]	Loss: 0.5476	LR: 0.020000
Training Epoch: 29 [27648/45000]	Loss: 0.4954	LR: 0.020000
Training Epoch: 29 [27904/45000]	Loss: 0.3929	LR: 0.020000
Training Epoch: 29 [28160/45000]	Loss: 0.4987	LR: 0.020000
Training Epoch: 29 [28416/45000]	Loss: 0.5687	LR: 0.020000
Training Epoch: 29 [28672/45000]	Loss: 0.5086	LR: 0.020000
Training Epoch: 29 [28928/45000]	Loss: 0.5878	LR: 0.020000
Training Epoch: 29 [29184/45000]	Loss: 0.5535	LR: 0.020000
Training Epoch: 29 [29440/45000]	Loss: 0.5170	LR: 0.020000
Training Epoch: 29 [29696/45000]	Loss: 0.4749	LR: 0.020000
Training Epoch: 29 [29952/45000]	Loss: 0.5016	LR: 0.020000
Training Epoch: 29 [30208/45000]	Loss: 0.4569	LR: 0.020000
Training Epoch: 29 [30464/45000]	Loss: 0.4518	LR: 0.020000
Training Epoch: 29 [30720/45000]	Loss: 0.5366	LR: 0.020000
Training Epoch: 29 [30976/45000]	Loss: 0.4560	LR: 0.020000
Training Epoch: 29 [31232/45000]	Loss: 0.5455	LR: 0.020000
Training Epoch: 29 [31488/45000]	Loss: 0.5874	LR: 0.020000
Training Epoch: 29 [31744/45000]	Loss: 0.4170	LR: 0.020000
Training Epoch: 29 [32000/45000]	Loss: 0.4807	LR: 0.020000
Training Epoch: 29 [32256/45000]	Loss: 0.5061	LR: 0.020000
Training Epoch: 29 [32512/45000]	Loss: 0.4343	LR: 0.020000
Training Epoch: 29 [32768/45000]	Loss: 0.4328	LR: 0.020000
Training Epoch: 29 [33024/45000]	Loss: 0.5165	LR: 0.020000
Training Epoch: 29 [33280/45000]	Loss: 0.4712	LR: 0.020000
Training Epoch: 29 [33536/45000]	Loss: 0.5700	LR: 0.020000
Training Epoch: 29 [33792/45000]	Loss: 0.5570	LR: 0.020000
Training Epoch: 29 [34048/45000]	Loss: 0.6155	LR: 0.020000
Training Epoch: 29 [34304/45000]	Loss: 0.5812	LR: 0.020000
Training Epoch: 29 [34560/45000]	Loss: 0.6827	LR: 0.020000
Training Epoch: 29 [34816/45000]	Loss: 0.4899	LR: 0.020000
Training Epoch: 29 [35072/45000]	Loss: 0.5481	LR: 0.020000
Training Epoch: 29 [35328/45000]	Loss: 0.5203	LR: 0.020000
Training Epoch: 29 [35584/45000]	Loss: 0.6042	LR: 0.020000
Training Epoch: 29 [35840/45000]	Loss: 0.7028	LR: 0.020000
Training Epoch: 29 [36096/45000]	Loss: 0.4131	LR: 0.020000
Training Epoch: 29 [36352/45000]	Loss: 0.5463	LR: 0.020000
Training Epoch: 29 [36608/45000]	Loss: 0.5174	LR: 0.020000
Training Epoch: 29 [36864/45000]	Loss: 0.4388	LR: 0.020000
Training Epoch: 29 [37120/45000]	Loss: 0.4845	LR: 0.020000
Training Epoch: 29 [37376/45000]	Loss: 0.5123	LR: 0.020000
Training Epoch: 29 [37632/45000]	Loss: 0.5147	LR: 0.020000
Training Epoch: 29 [37888/45000]	Loss: 0.4810	LR: 0.020000
Training Epoch: 29 [38144/45000]	Loss: 0.5426	LR: 0.020000
Training Epoch: 29 [38400/45000]	Loss: 0.5746	LR: 0.020000
Training Epoch: 29 [38656/45000]	Loss: 0.4950	LR: 0.020000
Training Epoch: 29 [38912/45000]	Loss: 0.4202	LR: 0.020000
Training Epoch: 29 [39168/45000]	Loss: 0.4815	LR: 0.020000
Training Epoch: 29 [39424/45000]	Loss: 0.6326	LR: 0.020000
Training Epoch: 29 [39680/45000]	Loss: 0.5321	LR: 0.020000
Training Epoch: 29 [39936/45000]	Loss: 0.4001	LR: 0.020000
Training Epoch: 29 [40192/45000]	Loss: 0.4663	LR: 0.020000
Training Epoch: 29 [40448/45000]	Loss: 0.5188	LR: 0.020000
Training Epoch: 29 [40704/45000]	Loss: 0.5933	LR: 0.020000
Training Epoch: 29 [40960/45000]	Loss: 0.4589	LR: 0.020000
Training Epoch: 29 [41216/45000]	Loss: 0.5548	LR: 0.020000
Training Epoch: 29 [41472/45000]	Loss: 0.4515	LR: 0.020000
Training Epoch: 29 [41728/45000]	Loss: 0.5001	LR: 0.020000
Training Epoch: 29 [41984/45000]	Loss: 0.6395	LR: 0.020000
Training Epoch: 29 [42240/45000]	Loss: 0.6096	LR: 0.020000
Training Epoch: 29 [42496/45000]	Loss: 0.5621	LR: 0.020000
Training Epoch: 29 [42752/45000]	Loss: 0.5115	LR: 0.020000
Training Epoch: 29 [43008/45000]	Loss: 0.5334	LR: 0.020000
Training Epoch: 29 [43264/45000]	Loss: 0.5460	LR: 0.020000
Training Epoch: 29 [43520/45000]	Loss: 0.4533	LR: 0.020000
Training Epoch: 29 [43776/45000]	Loss: 0.5059	LR: 0.020000
Training Epoch: 29 [44032/45000]	Loss: 0.5649	LR: 0.020000
Training Epoch: 29 [44288/45000]	Loss: 0.5333	LR: 0.020000
Training Epoch: 29 [44544/45000]	Loss: 0.5551	LR: 0.020000
Training Epoch: 29 [44800/45000]	Loss: 0.5620	LR: 0.020000
Training Epoch: 29 [45000/45000]	Loss: 0.6062	LR: 0.020000
Epoch 29 - Average Train Loss: 0.5158, Train Accuracy: 0.8330
Epoch 29 training time consumed: 24.52s
Evaluating Network.....
Test set: Epoch: 29, Average loss: 0.0038, Accuracy: 0.7354, Time consumed:0.93s
Training Epoch: 30 [256/45000]	Loss: 0.4089	LR: 0.004000
Training Epoch: 30 [512/45000]	Loss: 0.4671	LR: 0.004000
Training Epoch: 30 [768/45000]	Loss: 0.5276	LR: 0.004000
Training Epoch: 30 [1024/45000]	Loss: 0.5015	LR: 0.004000
Training Epoch: 30 [1280/45000]	Loss: 0.4945	LR: 0.004000
Training Epoch: 30 [1536/45000]	Loss: 0.5090	LR: 0.004000
Training Epoch: 30 [1792/45000]	Loss: 0.4893	LR: 0.004000
Training Epoch: 30 [2048/45000]	Loss: 0.5018	LR: 0.004000
Training Epoch: 30 [2304/45000]	Loss: 0.4969	LR: 0.004000
Training Epoch: 30 [2560/45000]	Loss: 0.3463	LR: 0.004000
Training Epoch: 30 [2816/45000]	Loss: 0.4269	LR: 0.004000
Training Epoch: 30 [3072/45000]	Loss: 0.5023	LR: 0.004000
Training Epoch: 30 [3328/45000]	Loss: 0.4207	LR: 0.004000
Training Epoch: 30 [3584/45000]	Loss: 0.4326	LR: 0.004000
Training Epoch: 30 [3840/45000]	Loss: 0.5019	LR: 0.004000
Training Epoch: 30 [4096/45000]	Loss: 0.4648	LR: 0.004000
Training Epoch: 30 [4352/45000]	Loss: 0.4857	LR: 0.004000
Training Epoch: 30 [4608/45000]	Loss: 0.4269	LR: 0.004000
Training Epoch: 30 [4864/45000]	Loss: 0.3656	LR: 0.004000
Training Epoch: 30 [5120/45000]	Loss: 0.4151	LR: 0.004000
Training Epoch: 30 [5376/45000]	Loss: 0.4579	LR: 0.004000
Training Epoch: 30 [5632/45000]	Loss: 0.3838	LR: 0.004000
Training Epoch: 30 [5888/45000]	Loss: 0.3895	LR: 0.004000
Training Epoch: 30 [6144/45000]	Loss: 0.4615	LR: 0.004000
Training Epoch: 30 [6400/45000]	Loss: 0.3778	LR: 0.004000
Training Epoch: 30 [6656/45000]	Loss: 0.4293	LR: 0.004000
Training Epoch: 30 [6912/45000]	Loss: 0.3815	LR: 0.004000
Training Epoch: 30 [7168/45000]	Loss: 0.3425	LR: 0.004000
Training Epoch: 30 [7424/45000]	Loss: 0.2749	LR: 0.004000
Training Epoch: 30 [7680/45000]	Loss: 0.4776	LR: 0.004000
Training Epoch: 30 [7936/45000]	Loss: 0.3763	LR: 0.004000
Training Epoch: 30 [8192/45000]	Loss: 0.4334	LR: 0.004000
Training Epoch: 30 [8448/45000]	Loss: 0.3806	LR: 0.004000
Training Epoch: 30 [8704/45000]	Loss: 0.3582	LR: 0.004000
Training Epoch: 30 [8960/45000]	Loss: 0.4087	LR: 0.004000
Training Epoch: 30 [9216/45000]	Loss: 0.5157	LR: 0.004000
Training Epoch: 30 [9472/45000]	Loss: 0.4069	LR: 0.004000
Training Epoch: 30 [9728/45000]	Loss: 0.4669	LR: 0.004000
Training Epoch: 30 [9984/45000]	Loss: 0.4021	LR: 0.004000
Training Epoch: 30 [10240/45000]	Loss: 0.4261	LR: 0.004000
Training Epoch: 30 [10496/45000]	Loss: 0.4321	LR: 0.004000
Training Epoch: 30 [10752/45000]	Loss: 0.4356	LR: 0.004000
Training Epoch: 30 [11008/45000]	Loss: 0.4767	LR: 0.004000
Training Epoch: 30 [11264/45000]	Loss: 0.3884	LR: 0.004000
Training Epoch: 30 [11520/45000]	Loss: 0.3786	LR: 0.004000
Training Epoch: 30 [11776/45000]	Loss: 0.4407	LR: 0.004000
Training Epoch: 30 [12032/45000]	Loss: 0.3761	LR: 0.004000
Training Epoch: 30 [12288/45000]	Loss: 0.4276	LR: 0.004000
Training Epoch: 30 [12544/45000]	Loss: 0.3832	LR: 0.004000
Training Epoch: 30 [12800/45000]	Loss: 0.3697	LR: 0.004000
Training Epoch: 30 [13056/45000]	Loss: 0.4664	LR: 0.004000
Training Epoch: 30 [13312/45000]	Loss: 0.4377	LR: 0.004000
Training Epoch: 30 [13568/45000]	Loss: 0.4771	LR: 0.004000
Training Epoch: 30 [13824/45000]	Loss: 0.4326	LR: 0.004000
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Training Epoch: 30 [43520/45000]	Loss: 0.4184	LR: 0.004000
Training Epoch: 30 [43776/45000]	Loss: 0.3812	LR: 0.004000
Training Epoch: 30 [44032/45000]	Loss: 0.4134	LR: 0.004000
Training Epoch: 30 [44288/45000]	Loss: 0.3797	LR: 0.004000
Training Epoch: 30 [44544/45000]	Loss: 0.3547	LR: 0.004000
Training Epoch: 30 [44800/45000]	Loss: 0.3450	LR: 0.004000
Training Epoch: 30 [45000/45000]	Loss: 0.3927	LR: 0.004000
Epoch 30 - Average Train Loss: 0.4043, Train Accuracy: 0.8726
Epoch 30 training time consumed: 24.50s
Evaluating Network.....
Test set: Epoch: 30, Average loss: 0.0030, Accuracy: 0.7787, Time consumed:0.84s
Saving weights file to checkpoint/retrain/AllCNN/Sunday_13_July_2025_23h_56m_37s/AllCNN-Cifar20-seed1-ret100-30-best.pth
Training Epoch: 31 [256/45000]	Loss: 0.3977	LR: 0.004000
Training Epoch: 31 [512/45000]	Loss: 0.3481	LR: 0.004000
Training Epoch: 31 [768/45000]	Loss: 0.3400	LR: 0.004000
Training Epoch: 31 [1024/45000]	Loss: 0.3956	LR: 0.004000
Training Epoch: 31 [1280/45000]	Loss: 0.4102	LR: 0.004000
Training Epoch: 31 [1536/45000]	Loss: 0.3924	LR: 0.004000
Training Epoch: 31 [1792/45000]	Loss: 0.3858	LR: 0.004000
Training Epoch: 31 [2048/45000]	Loss: 0.3419	LR: 0.004000
Training Epoch: 31 [2304/45000]	Loss: 0.4085	LR: 0.004000
Training Epoch: 31 [2560/45000]	Loss: 0.3751	LR: 0.004000
Training Epoch: 31 [2816/45000]	Loss: 0.4062	LR: 0.004000
Training Epoch: 31 [3072/45000]	Loss: 0.3059	LR: 0.004000
Training Epoch: 31 [3328/45000]	Loss: 0.3480	LR: 0.004000
Training Epoch: 31 [3584/45000]	Loss: 0.3306	LR: 0.004000
Training Epoch: 31 [3840/45000]	Loss: 0.3294	LR: 0.004000
Training Epoch: 31 [4096/45000]	Loss: 0.3500	LR: 0.004000
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Training Epoch: 31 [7680/45000]	Loss: 0.4191	LR: 0.004000
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Training Epoch: 31 [13824/45000]	Loss: 0.3668	LR: 0.004000
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Training Epoch: 31 [14848/45000]	Loss: 0.3332	LR: 0.004000
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Training Epoch: 31 [15616/45000]	Loss: 0.3087	LR: 0.004000
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Training Epoch: 31 [16896/45000]	Loss: 0.3257	LR: 0.004000
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Training Epoch: 31 [18688/45000]	Loss: 0.2993	LR: 0.004000
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Training Epoch: 31 [19712/45000]	Loss: 0.2923	LR: 0.004000
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Training Epoch: 31 [20224/45000]	Loss: 0.4372	LR: 0.004000
Training Epoch: 31 [20480/45000]	Loss: 0.4060	LR: 0.004000
Training Epoch: 31 [20736/45000]	Loss: 0.3172	LR: 0.004000
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Training Epoch: 31 [28416/45000]	Loss: 0.3655	LR: 0.004000
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Training Epoch: 31 [35328/45000]	Loss: 0.3488	LR: 0.004000
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Training Epoch: 31 [35840/45000]	Loss: 0.3505	LR: 0.004000
Training Epoch: 31 [36096/45000]	Loss: 0.3709	LR: 0.004000
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Training Epoch: 31 [41728/45000]	Loss: 0.4254	LR: 0.004000
Training Epoch: 31 [41984/45000]	Loss: 0.3907	LR: 0.004000
Training Epoch: 31 [42240/45000]	Loss: 0.3789	LR: 0.004000
Training Epoch: 31 [42496/45000]	Loss: 0.3988	LR: 0.004000
Training Epoch: 31 [42752/45000]	Loss: 0.3604	LR: 0.004000
Training Epoch: 31 [43008/45000]	Loss: 0.3657	LR: 0.004000
Training Epoch: 31 [43264/45000]	Loss: 0.3520	LR: 0.004000
Training Epoch: 31 [43520/45000]	Loss: 0.3416	LR: 0.004000
Training Epoch: 31 [43776/45000]	Loss: 0.3624	LR: 0.004000
Training Epoch: 31 [44032/45000]	Loss: 0.3512	LR: 0.004000
Training Epoch: 31 [44288/45000]	Loss: 0.4286	LR: 0.004000
Training Epoch: 31 [44544/45000]	Loss: 0.3531	LR: 0.004000
Training Epoch: 31 [44800/45000]	Loss: 0.2994	LR: 0.004000
Training Epoch: 31 [45000/45000]	Loss: 0.4476	LR: 0.004000
Epoch 31 - Average Train Loss: 0.3670, Train Accuracy: 0.8866
Epoch 31 training time consumed: 24.69s
Evaluating Network.....
Test set: Epoch: 31, Average loss: 0.0030, Accuracy: 0.7804, Time consumed:0.89s
Saving weights file to checkpoint/retrain/AllCNN/Sunday_13_July_2025_23h_56m_37s/AllCNN-Cifar20-seed1-ret100-31-best.pth
Training Epoch: 32 [256/45000]	Loss: 0.3525	LR: 0.004000
Training Epoch: 32 [512/45000]	Loss: 0.3523	LR: 0.004000
Training Epoch: 32 [768/45000]	Loss: 0.3358	LR: 0.004000
Training Epoch: 32 [1024/45000]	Loss: 0.3111	LR: 0.004000
Training Epoch: 32 [1280/45000]	Loss: 0.3385	LR: 0.004000
Training Epoch: 32 [1536/45000]	Loss: 0.3853	LR: 0.004000
Training Epoch: 32 [1792/45000]	Loss: 0.3443	LR: 0.004000
Training Epoch: 32 [2048/45000]	Loss: 0.4073	LR: 0.004000
Training Epoch: 32 [2304/45000]	Loss: 0.3447	LR: 0.004000
Training Epoch: 32 [2560/45000]	Loss: 0.3645	LR: 0.004000
Training Epoch: 32 [2816/45000]	Loss: 0.3543	LR: 0.004000
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Training Epoch: 32 [3584/45000]	Loss: 0.3224	LR: 0.004000
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Training Epoch: 32 [4096/45000]	Loss: 0.3711	LR: 0.004000
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Training Epoch: 32 [9216/45000]	Loss: 0.3214	LR: 0.004000
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Training Epoch: 32 [12288/45000]	Loss: 0.3731	LR: 0.004000
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Training Epoch: 32 [15616/45000]	Loss: 0.3505	LR: 0.004000
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Training Epoch: 32 [16896/45000]	Loss: 0.3321	LR: 0.004000
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Training Epoch: 32 [17408/45000]	Loss: 0.3744	LR: 0.004000
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Training Epoch: 32 [20224/45000]	Loss: 0.3660	LR: 0.004000
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Training Epoch: 32 [22016/45000]	Loss: 0.3142	LR: 0.004000
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Training Epoch: 32 [22528/45000]	Loss: 0.3113	LR: 0.004000
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Training Epoch: 32 [23040/45000]	Loss: 0.3940	LR: 0.004000
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Training Epoch: 32 [28416/45000]	Loss: 0.3325	LR: 0.004000
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Training Epoch: 32 [40192/45000]	Loss: 0.2984	LR: 0.004000
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Training Epoch: 32 [40704/45000]	Loss: 0.3611	LR: 0.004000
Training Epoch: 32 [40960/45000]	Loss: 0.4278	LR: 0.004000
Training Epoch: 32 [41216/45000]	Loss: 0.3872	LR: 0.004000
Training Epoch: 32 [41472/45000]	Loss: 0.3232	LR: 0.004000
Training Epoch: 32 [41728/45000]	Loss: 0.3751	LR: 0.004000
Training Epoch: 32 [41984/45000]	Loss: 0.3955	LR: 0.004000
Training Epoch: 32 [42240/45000]	Loss: 0.3381	LR: 0.004000
Training Epoch: 32 [42496/45000]	Loss: 0.3714	LR: 0.004000
Training Epoch: 32 [42752/45000]	Loss: 0.2903	LR: 0.004000
Training Epoch: 32 [43008/45000]	Loss: 0.4446	LR: 0.004000
Training Epoch: 32 [43264/45000]	Loss: 0.3938	LR: 0.004000
Training Epoch: 32 [43520/45000]	Loss: 0.2954	LR: 0.004000
Training Epoch: 32 [43776/45000]	Loss: 0.3644	LR: 0.004000
Training Epoch: 32 [44032/45000]	Loss: 0.3138	LR: 0.004000
Training Epoch: 32 [44288/45000]	Loss: 0.3367	LR: 0.004000
Training Epoch: 32 [44544/45000]	Loss: 0.2996	LR: 0.004000
Training Epoch: 32 [44800/45000]	Loss: 0.2850	LR: 0.004000
Training Epoch: 32 [45000/45000]	Loss: 0.2925	LR: 0.004000
Epoch 32 - Average Train Loss: 0.3516, Train Accuracy: 0.8919
Epoch 32 training time consumed: 24.68s
Evaluating Network.....
Test set: Epoch: 32, Average loss: 0.0030, Accuracy: 0.7809, Time consumed:0.88s
Saving weights file to checkpoint/retrain/AllCNN/Sunday_13_July_2025_23h_56m_37s/AllCNN-Cifar20-seed1-ret100-32-best.pth
Training Epoch: 33 [256/45000]	Loss: 0.2906	LR: 0.004000
Training Epoch: 33 [512/45000]	Loss: 0.2970	LR: 0.004000
Training Epoch: 33 [768/45000]	Loss: 0.3034	LR: 0.004000
Training Epoch: 33 [1024/45000]	Loss: 0.3182	LR: 0.004000
Training Epoch: 33 [1280/45000]	Loss: 0.3730	LR: 0.004000
Training Epoch: 33 [1536/45000]	Loss: 0.3421	LR: 0.004000
Training Epoch: 33 [1792/45000]	Loss: 0.3655	LR: 0.004000
Training Epoch: 33 [2048/45000]	Loss: 0.3541	LR: 0.004000
Training Epoch: 33 [2304/45000]	Loss: 0.3715	LR: 0.004000
Training Epoch: 33 [2560/45000]	Loss: 0.2786	LR: 0.004000
Training Epoch: 33 [2816/45000]	Loss: 0.4227	LR: 0.004000
Training Epoch: 33 [3072/45000]	Loss: 0.3169	LR: 0.004000
Training Epoch: 33 [3328/45000]	Loss: 0.3446	LR: 0.004000
Training Epoch: 33 [3584/45000]	Loss: 0.3485	LR: 0.004000
Training Epoch: 33 [3840/45000]	Loss: 0.3042	LR: 0.004000
Training Epoch: 33 [4096/45000]	Loss: 0.4076	LR: 0.004000
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Training Epoch: 33 [15360/45000]	Loss: 0.3348	LR: 0.004000
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Training Epoch: 33 [16896/45000]	Loss: 0.3272	LR: 0.004000
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Training Epoch: 33 [23552/45000]	Loss: 0.3117	LR: 0.004000
Training Epoch: 33 [23808/45000]	Loss: 0.2842	LR: 0.004000
Training Epoch: 33 [24064/45000]	Loss: 0.2516	LR: 0.004000
Training Epoch: 33 [24320/45000]	Loss: 0.2857	LR: 0.004000
Training Epoch: 33 [24576/45000]	Loss: 0.3613	LR: 0.004000
Training Epoch: 33 [24832/45000]	Loss: 0.2994	LR: 0.004000
Training Epoch: 33 [25088/45000]	Loss: 0.2923	LR: 0.004000
Training Epoch: 33 [25344/45000]	Loss: 0.3902	LR: 0.004000
Training Epoch: 33 [25600/45000]	Loss: 0.3739	LR: 0.004000
Training Epoch: 33 [25856/45000]	Loss: 0.2985	LR: 0.004000
Training Epoch: 33 [26112/45000]	Loss: 0.4394	LR: 0.004000
Training Epoch: 33 [26368/45000]	Loss: 0.3561	LR: 0.004000
Training Epoch: 33 [26624/45000]	Loss: 0.2878	LR: 0.004000
Training Epoch: 33 [26880/45000]	Loss: 0.2795	LR: 0.004000
Training Epoch: 33 [27136/45000]	Loss: 0.3368	LR: 0.004000
Training Epoch: 33 [27392/45000]	Loss: 0.3385	LR: 0.004000
Training Epoch: 33 [27648/45000]	Loss: 0.3349	LR: 0.004000
Training Epoch: 33 [27904/45000]	Loss: 0.2772	LR: 0.004000
Training Epoch: 33 [28160/45000]	Loss: 0.3572	LR: 0.004000
Training Epoch: 33 [28416/45000]	Loss: 0.3574	LR: 0.004000
Training Epoch: 33 [28672/45000]	Loss: 0.3104	LR: 0.004000
Training Epoch: 33 [28928/45000]	Loss: 0.3362	LR: 0.004000
Training Epoch: 33 [29184/45000]	Loss: 0.2862	LR: 0.004000
Training Epoch: 33 [29440/45000]	Loss: 0.3057	LR: 0.004000
Training Epoch: 33 [29696/45000]	Loss: 0.3063	LR: 0.004000
Training Epoch: 33 [29952/45000]	Loss: 0.3450	LR: 0.004000
Training Epoch: 33 [30208/45000]	Loss: 0.3554	LR: 0.004000
Training Epoch: 33 [30464/45000]	Loss: 0.3846	LR: 0.004000
Training Epoch: 33 [30720/45000]	Loss: 0.3957	LR: 0.004000
Training Epoch: 33 [30976/45000]	Loss: 0.2984	LR: 0.004000
Training Epoch: 33 [31232/45000]	Loss: 0.3269	LR: 0.004000
Training Epoch: 33 [31488/45000]	Loss: 0.3078	LR: 0.004000
Training Epoch: 33 [31744/45000]	Loss: 0.3278	LR: 0.004000
Training Epoch: 33 [32000/45000]	Loss: 0.3708	LR: 0.004000
Training Epoch: 33 [32256/45000]	Loss: 0.2561	LR: 0.004000
Training Epoch: 33 [32512/45000]	Loss: 0.3347	LR: 0.004000
Training Epoch: 33 [32768/45000]	Loss: 0.3631	LR: 0.004000
Training Epoch: 33 [33024/45000]	Loss: 0.2664	LR: 0.004000
Training Epoch: 33 [33280/45000]	Loss: 0.3279	LR: 0.004000
Training Epoch: 33 [33536/45000]	Loss: 0.2980	LR: 0.004000
Training Epoch: 33 [33792/45000]	Loss: 0.4185	LR: 0.004000
Training Epoch: 33 [34048/45000]	Loss: 0.3135	LR: 0.004000
Training Epoch: 33 [34304/45000]	Loss: 0.3049	LR: 0.004000
Training Epoch: 33 [34560/45000]	Loss: 0.3417	LR: 0.004000
Training Epoch: 33 [34816/45000]	Loss: 0.2700	LR: 0.004000
Training Epoch: 33 [35072/45000]	Loss: 0.3151	LR: 0.004000
Training Epoch: 33 [35328/45000]	Loss: 0.3124	LR: 0.004000
Training Epoch: 33 [35584/45000]	Loss: 0.2976	LR: 0.004000
Training Epoch: 33 [35840/45000]	Loss: 0.3428	LR: 0.004000
Training Epoch: 33 [36096/45000]	Loss: 0.4327	LR: 0.004000
Training Epoch: 33 [36352/45000]	Loss: 0.3511	LR: 0.004000
Training Epoch: 33 [36608/45000]	Loss: 0.2867	LR: 0.004000
Training Epoch: 33 [36864/45000]	Loss: 0.3460	LR: 0.004000
Training Epoch: 33 [37120/45000]	Loss: 0.3696	LR: 0.004000
Training Epoch: 33 [37376/45000]	Loss: 0.2647	LR: 0.004000
Training Epoch: 33 [37632/45000]	Loss: 0.4056	LR: 0.004000
Training Epoch: 33 [37888/45000]	Loss: 0.3509	LR: 0.004000
Training Epoch: 33 [38144/45000]	Loss: 0.3156	LR: 0.004000
Training Epoch: 33 [38400/45000]	Loss: 0.3442	LR: 0.004000
Training Epoch: 33 [38656/45000]	Loss: 0.3942	LR: 0.004000
Training Epoch: 33 [38912/45000]	Loss: 0.3330	LR: 0.004000
Training Epoch: 33 [39168/45000]	Loss: 0.3355	LR: 0.004000
Training Epoch: 33 [39424/45000]	Loss: 0.4398	LR: 0.004000
Training Epoch: 33 [39680/45000]	Loss: 0.3677	LR: 0.004000
Training Epoch: 33 [39936/45000]	Loss: 0.3098	LR: 0.004000
Training Epoch: 33 [40192/45000]	Loss: 0.3627	LR: 0.004000
Training Epoch: 33 [40448/45000]	Loss: 0.3304	LR: 0.004000
Training Epoch: 33 [40704/45000]	Loss: 0.3440	LR: 0.004000
Training Epoch: 33 [40960/45000]	Loss: 0.3398	LR: 0.004000
Training Epoch: 33 [41216/45000]	Loss: 0.3268	LR: 0.004000
Training Epoch: 33 [41472/45000]	Loss: 0.3351	LR: 0.004000
Training Epoch: 33 [41728/45000]	Loss: 0.3564	LR: 0.004000
Training Epoch: 33 [41984/45000]	Loss: 0.2961	LR: 0.004000
Training Epoch: 33 [42240/45000]	Loss: 0.2933	LR: 0.004000
Training Epoch: 33 [42496/45000]	Loss: 0.2876	LR: 0.004000
Training Epoch: 33 [42752/45000]	Loss: 0.2687	LR: 0.004000
Training Epoch: 33 [43008/45000]	Loss: 0.3618	LR: 0.004000
Training Epoch: 33 [43264/45000]	Loss: 0.4205	LR: 0.004000
Training Epoch: 33 [43520/45000]	Loss: 0.4009	LR: 0.004000
Training Epoch: 33 [43776/45000]	Loss: 0.4186	LR: 0.004000
Training Epoch: 33 [44032/45000]	Loss: 0.3676	LR: 0.004000
Training Epoch: 33 [44288/45000]	Loss: 0.3136	LR: 0.004000
Training Epoch: 33 [44544/45000]	Loss: 0.3781	LR: 0.004000
Training Epoch: 33 [44800/45000]	Loss: 0.2791	LR: 0.004000
Training Epoch: 33 [45000/45000]	Loss: 0.2962	LR: 0.004000
Epoch 33 - Average Train Loss: 0.3383, Train Accuracy: 0.8976
Epoch 33 training time consumed: 24.68s
Evaluating Network.....
Test set: Epoch: 33, Average loss: 0.0030, Accuracy: 0.7776, Time consumed:0.87s
Training Epoch: 34 [256/45000]	Loss: 0.2758	LR: 0.004000
Training Epoch: 34 [512/45000]	Loss: 0.2743	LR: 0.004000
Training Epoch: 34 [768/45000]	Loss: 0.3659	LR: 0.004000
Training Epoch: 34 [1024/45000]	Loss: 0.3124	LR: 0.004000
Training Epoch: 34 [1280/45000]	Loss: 0.3420	LR: 0.004000
Training Epoch: 34 [1536/45000]	Loss: 0.3631	LR: 0.004000
Training Epoch: 34 [1792/45000]	Loss: 0.3113	LR: 0.004000
Training Epoch: 34 [2048/45000]	Loss: 0.3358	LR: 0.004000
Training Epoch: 34 [2304/45000]	Loss: 0.2900	LR: 0.004000
Training Epoch: 34 [2560/45000]	Loss: 0.3149	LR: 0.004000
Training Epoch: 34 [2816/45000]	Loss: 0.3443	LR: 0.004000
Training Epoch: 34 [3072/45000]	Loss: 0.3932	LR: 0.004000
Training Epoch: 34 [3328/45000]	Loss: 0.3143	LR: 0.004000
Training Epoch: 34 [3584/45000]	Loss: 0.4189	LR: 0.004000
Training Epoch: 34 [3840/45000]	Loss: 0.3115	LR: 0.004000
Training Epoch: 34 [4096/45000]	Loss: 0.3264	LR: 0.004000
Training Epoch: 34 [4352/45000]	Loss: 0.2967	LR: 0.004000
Training Epoch: 34 [4608/45000]	Loss: 0.2839	LR: 0.004000
Training Epoch: 34 [4864/45000]	Loss: 0.3066	LR: 0.004000
Training Epoch: 34 [5120/45000]	Loss: 0.2868	LR: 0.004000
Training Epoch: 34 [5376/45000]	Loss: 0.3391	LR: 0.004000
Training Epoch: 34 [5632/45000]	Loss: 0.3855	LR: 0.004000
Training Epoch: 34 [5888/45000]	Loss: 0.3174	LR: 0.004000
Training Epoch: 34 [6144/45000]	Loss: 0.3557	LR: 0.004000
Training Epoch: 34 [6400/45000]	Loss: 0.3149	LR: 0.004000
Training Epoch: 34 [6656/45000]	Loss: 0.2700	LR: 0.004000
Training Epoch: 34 [6912/45000]	Loss: 0.3105	LR: 0.004000
Training Epoch: 34 [7168/45000]	Loss: 0.3139	LR: 0.004000
Training Epoch: 34 [7424/45000]	Loss: 0.3508	LR: 0.004000
Training Epoch: 34 [7680/45000]	Loss: 0.3356	LR: 0.004000
Training Epoch: 34 [7936/45000]	Loss: 0.2952	LR: 0.004000
Training Epoch: 34 [8192/45000]	Loss: 0.3509	LR: 0.004000
Training Epoch: 34 [8448/45000]	Loss: 0.3127	LR: 0.004000
Training Epoch: 34 [8704/45000]	Loss: 0.3667	LR: 0.004000
Training Epoch: 34 [8960/45000]	Loss: 0.3802	LR: 0.004000
Training Epoch: 34 [9216/45000]	Loss: 0.3553	LR: 0.004000
Training Epoch: 34 [9472/45000]	Loss: 0.3494	LR: 0.004000
Training Epoch: 34 [9728/45000]	Loss: 0.3063	LR: 0.004000
Training Epoch: 34 [9984/45000]	Loss: 0.3545	LR: 0.004000
Training Epoch: 34 [10240/45000]	Loss: 0.3861	LR: 0.004000
Training Epoch: 34 [10496/45000]	Loss: 0.3305	LR: 0.004000
Training Epoch: 34 [10752/45000]	Loss: 0.2832	LR: 0.004000
Training Epoch: 34 [11008/45000]	Loss: 0.2943	LR: 0.004000
Training Epoch: 34 [11264/45000]	Loss: 0.2575	LR: 0.004000
Training Epoch: 34 [11520/45000]	Loss: 0.3047	LR: 0.004000
Training Epoch: 34 [11776/45000]	Loss: 0.3181	LR: 0.004000
Training Epoch: 34 [12032/45000]	Loss: 0.3209	LR: 0.004000
Training Epoch: 34 [12288/45000]	Loss: 0.3220	LR: 0.004000
Training Epoch: 34 [12544/45000]	Loss: 0.3544	LR: 0.004000
Training Epoch: 34 [12800/45000]	Loss: 0.3497	LR: 0.004000
Training Epoch: 34 [13056/45000]	Loss: 0.3482	LR: 0.004000
Training Epoch: 34 [13312/45000]	Loss: 0.2379	LR: 0.004000
Training Epoch: 34 [13568/45000]	Loss: 0.3585	LR: 0.004000
Training Epoch: 34 [13824/45000]	Loss: 0.3489	LR: 0.004000
Training Epoch: 34 [14080/45000]	Loss: 0.3322	LR: 0.004000
Training Epoch: 34 [14336/45000]	Loss: 0.3479	LR: 0.004000
Training Epoch: 34 [14592/45000]	Loss: 0.3068	LR: 0.004000
Training Epoch: 34 [14848/45000]	Loss: 0.3372	LR: 0.004000
Training Epoch: 34 [15104/45000]	Loss: 0.2965	LR: 0.004000
Training Epoch: 34 [15360/45000]	Loss: 0.2808	LR: 0.004000
Training Epoch: 34 [15616/45000]	Loss: 0.3196	LR: 0.004000
Training Epoch: 34 [15872/45000]	Loss: 0.3109	LR: 0.004000
Training Epoch: 34 [16128/45000]	Loss: 0.2894	LR: 0.004000
Training Epoch: 34 [16384/45000]	Loss: 0.3863	LR: 0.004000
Training Epoch: 34 [16640/45000]	Loss: 0.3529	LR: 0.004000
Training Epoch: 34 [16896/45000]	Loss: 0.3661	LR: 0.004000
Training Epoch: 34 [17152/45000]	Loss: 0.3659	LR: 0.004000
Training Epoch: 34 [17408/45000]	Loss: 0.3246	LR: 0.004000
Training Epoch: 34 [17664/45000]	Loss: 0.3357	LR: 0.004000
Training Epoch: 34 [17920/45000]	Loss: 0.2751	LR: 0.004000
Training Epoch: 34 [18176/45000]	Loss: 0.3694	LR: 0.004000
Training Epoch: 34 [18432/45000]	Loss: 0.3275	LR: 0.004000
Training Epoch: 34 [18688/45000]	Loss: 0.2413	LR: 0.004000
Training Epoch: 34 [18944/45000]	Loss: 0.3882	LR: 0.004000
Training Epoch: 34 [19200/45000]	Loss: 0.4069	LR: 0.004000
Training Epoch: 34 [19456/45000]	Loss: 0.3703	LR: 0.004000
Training Epoch: 34 [19712/45000]	Loss: 0.3115	LR: 0.004000
Training Epoch: 34 [19968/45000]	Loss: 0.3558	LR: 0.004000
Training Epoch: 34 [20224/45000]	Loss: 0.2935	LR: 0.004000
Training Epoch: 34 [20480/45000]	Loss: 0.3363	LR: 0.004000
Training Epoch: 34 [20736/45000]	Loss: 0.3849	LR: 0.004000
Training Epoch: 34 [20992/45000]	Loss: 0.2823	LR: 0.004000
Training Epoch: 34 [21248/45000]	Loss: 0.3739	LR: 0.004000
Training Epoch: 34 [21504/45000]	Loss: 0.2982	LR: 0.004000
Training Epoch: 34 [21760/45000]	Loss: 0.3655	LR: 0.004000
Training Epoch: 34 [22016/45000]	Loss: 0.3549	LR: 0.004000
Training Epoch: 34 [22272/45000]	Loss: 0.3014	LR: 0.004000
Training Epoch: 34 [22528/45000]	Loss: 0.3128	LR: 0.004000
Training Epoch: 34 [22784/45000]	Loss: 0.3525	LR: 0.004000
Training Epoch: 34 [23040/45000]	Loss: 0.3461	LR: 0.004000
Training Epoch: 34 [23296/45000]	Loss: 0.3660	LR: 0.004000
Training Epoch: 34 [23552/45000]	Loss: 0.2948	LR: 0.004000
Training Epoch: 34 [23808/45000]	Loss: 0.2865	LR: 0.004000
Training Epoch: 34 [24064/45000]	Loss: 0.3636	LR: 0.004000
Training Epoch: 34 [24320/45000]	Loss: 0.3651	LR: 0.004000
Training Epoch: 34 [24576/45000]	Loss: 0.2562	LR: 0.004000
Training Epoch: 34 [24832/45000]	Loss: 0.3350	LR: 0.004000
Training Epoch: 34 [25088/45000]	Loss: 0.3154	LR: 0.004000
Training Epoch: 34 [25344/45000]	Loss: 0.3785	LR: 0.004000
Training Epoch: 34 [25600/45000]	Loss: 0.2717	LR: 0.004000
Training Epoch: 34 [25856/45000]	Loss: 0.3385	LR: 0.004000
Training Epoch: 34 [26112/45000]	Loss: 0.2519	LR: 0.004000
Training Epoch: 34 [26368/45000]	Loss: 0.3957	LR: 0.004000
Training Epoch: 34 [26624/45000]	Loss: 0.3466	LR: 0.004000
Training Epoch: 34 [26880/45000]	Loss: 0.3557	LR: 0.004000
Training Epoch: 34 [27136/45000]	Loss: 0.3952	LR: 0.004000
Training Epoch: 34 [27392/45000]	Loss: 0.2900	LR: 0.004000
Training Epoch: 34 [27648/45000]	Loss: 0.3949	LR: 0.004000
Training Epoch: 34 [27904/45000]	Loss: 0.3012	LR: 0.004000
Training Epoch: 34 [28160/45000]	Loss: 0.3025	LR: 0.004000
Training Epoch: 34 [28416/45000]	Loss: 0.3697	LR: 0.004000
Training Epoch: 34 [28672/45000]	Loss: 0.2578	LR: 0.004000
Training Epoch: 34 [28928/45000]	Loss: 0.3269	LR: 0.004000
Training Epoch: 34 [29184/45000]	Loss: 0.3701	LR: 0.004000
Training Epoch: 34 [29440/45000]	Loss: 0.3246	LR: 0.004000
Training Epoch: 34 [29696/45000]	Loss: 0.2631	LR: 0.004000
Training Epoch: 34 [29952/45000]	Loss: 0.4098	LR: 0.004000
Training Epoch: 34 [30208/45000]	Loss: 0.3068	LR: 0.004000
Training Epoch: 34 [30464/45000]	Loss: 0.2904	LR: 0.004000
Training Epoch: 34 [30720/45000]	Loss: 0.2955	LR: 0.004000
Training Epoch: 34 [30976/45000]	Loss: 0.3142	LR: 0.004000
Training Epoch: 34 [31232/45000]	Loss: 0.3562	LR: 0.004000
Training Epoch: 34 [31488/45000]	Loss: 0.3854	LR: 0.004000
Training Epoch: 34 [31744/45000]	Loss: 0.3746	LR: 0.004000
Training Epoch: 34 [32000/45000]	Loss: 0.2641	LR: 0.004000
Training Epoch: 34 [32256/45000]	Loss: 0.3375	LR: 0.004000
Training Epoch: 34 [32512/45000]	Loss: 0.3651	LR: 0.004000
Training Epoch: 34 [32768/45000]	Loss: 0.3050	LR: 0.004000
Training Epoch: 34 [33024/45000]	Loss: 0.3496	LR: 0.004000
Training Epoch: 34 [33280/45000]	Loss: 0.3609	LR: 0.004000
Training Epoch: 34 [33536/45000]	Loss: 0.3612	LR: 0.004000
Training Epoch: 34 [33792/45000]	Loss: 0.2634	LR: 0.004000
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Training Epoch: 34 [34304/45000]	Loss: 0.3322	LR: 0.004000
Training Epoch: 34 [34560/45000]	Loss: 0.3227	LR: 0.004000
Training Epoch: 34 [34816/45000]	Loss: 0.3681	LR: 0.004000
Training Epoch: 34 [35072/45000]	Loss: 0.4051	LR: 0.004000
Training Epoch: 34 [35328/45000]	Loss: 0.3302	LR: 0.004000
Training Epoch: 34 [35584/45000]	Loss: 0.3866	LR: 0.004000
Training Epoch: 34 [35840/45000]	Loss: 0.3745	LR: 0.004000
Training Epoch: 34 [36096/45000]	Loss: 0.2780	LR: 0.004000
Training Epoch: 34 [36352/45000]	Loss: 0.3704	LR: 0.004000
Training Epoch: 34 [36608/45000]	Loss: 0.3138	LR: 0.004000
Training Epoch: 34 [36864/45000]	Loss: 0.3591	LR: 0.004000
Training Epoch: 34 [37120/45000]	Loss: 0.2768	LR: 0.004000
Training Epoch: 34 [37376/45000]	Loss: 0.3282	LR: 0.004000
Training Epoch: 34 [37632/45000]	Loss: 0.2816	LR: 0.004000
Training Epoch: 34 [37888/45000]	Loss: 0.4075	LR: 0.004000
Training Epoch: 34 [38144/45000]	Loss: 0.3959	LR: 0.004000
Training Epoch: 34 [38400/45000]	Loss: 0.3336	LR: 0.004000
Training Epoch: 34 [38656/45000]	Loss: 0.3417	LR: 0.004000
Training Epoch: 34 [38912/45000]	Loss: 0.3542	LR: 0.004000
Training Epoch: 34 [39168/45000]	Loss: 0.2882	LR: 0.004000
Training Epoch: 34 [39424/45000]	Loss: 0.4088	LR: 0.004000
Training Epoch: 34 [39680/45000]	Loss: 0.3007	LR: 0.004000
Training Epoch: 34 [39936/45000]	Loss: 0.3782	LR: 0.004000
Training Epoch: 34 [40192/45000]	Loss: 0.3277	LR: 0.004000
Training Epoch: 34 [40448/45000]	Loss: 0.2739	LR: 0.004000
Training Epoch: 34 [40704/45000]	Loss: 0.3228	LR: 0.004000
Training Epoch: 34 [40960/45000]	Loss: 0.3248	LR: 0.004000
Training Epoch: 34 [41216/45000]	Loss: 0.3484	LR: 0.004000
Training Epoch: 34 [41472/45000]	Loss: 0.2559	LR: 0.004000
Training Epoch: 34 [41728/45000]	Loss: 0.3164	LR: 0.004000
Training Epoch: 34 [41984/45000]	Loss: 0.2854	LR: 0.004000
Training Epoch: 34 [42240/45000]	Loss: 0.3239	LR: 0.004000
Training Epoch: 34 [42496/45000]	Loss: 0.3549	LR: 0.004000
Training Epoch: 34 [42752/45000]	Loss: 0.3512	LR: 0.004000
Training Epoch: 34 [43008/45000]	Loss: 0.4104	LR: 0.004000
Training Epoch: 34 [43264/45000]	Loss: 0.3421	LR: 0.004000
Training Epoch: 34 [43520/45000]	Loss: 0.2844	LR: 0.004000
Training Epoch: 34 [43776/45000]	Loss: 0.3300	LR: 0.004000
Training Epoch: 34 [44032/45000]	Loss: 0.2971	LR: 0.004000
Training Epoch: 34 [44288/45000]	Loss: 0.2927	LR: 0.004000
Training Epoch: 34 [44544/45000]	Loss: 0.4012	LR: 0.004000
Training Epoch: 34 [44800/45000]	Loss: 0.4387	LR: 0.004000
Training Epoch: 34 [45000/45000]	Loss: 0.2635	LR: 0.004000
Epoch 34 - Average Train Loss: 0.3313, Train Accuracy: 0.8982
Epoch 34 training time consumed: 24.66s
Evaluating Network.....
Test set: Epoch: 34, Average loss: 0.0030, Accuracy: 0.7810, Time consumed:0.97s
Saving weights file to checkpoint/retrain/AllCNN/Sunday_13_July_2025_23h_56m_37s/AllCNN-Cifar20-seed1-ret100-34-best.pth
Training Epoch: 35 [256/45000]	Loss: 0.2741	LR: 0.000800
Training Epoch: 35 [512/45000]	Loss: 0.3344	LR: 0.000800
Training Epoch: 35 [768/45000]	Loss: 0.2490	LR: 0.000800
Training Epoch: 35 [1024/45000]	Loss: 0.3247	LR: 0.000800
Training Epoch: 35 [1280/45000]	Loss: 0.3391	LR: 0.000800
Training Epoch: 35 [1536/45000]	Loss: 0.3793	LR: 0.000800
Training Epoch: 35 [1792/45000]	Loss: 0.3122	LR: 0.000800
Training Epoch: 35 [2048/45000]	Loss: 0.2859	LR: 0.000800
Training Epoch: 35 [2304/45000]	Loss: 0.3344	LR: 0.000800
Training Epoch: 35 [2560/45000]	Loss: 0.4281	LR: 0.000800
Training Epoch: 35 [2816/45000]	Loss: 0.3206	LR: 0.000800
Training Epoch: 35 [3072/45000]	Loss: 0.3270	LR: 0.000800
Training Epoch: 35 [3328/45000]	Loss: 0.3143	LR: 0.000800
Training Epoch: 35 [3584/45000]	Loss: 0.3096	LR: 0.000800
Training Epoch: 35 [3840/45000]	Loss: 0.2510	LR: 0.000800
Training Epoch: 35 [4096/45000]	Loss: 0.3462	LR: 0.000800
Training Epoch: 35 [4352/45000]	Loss: 0.3170	LR: 0.000800
Training Epoch: 35 [4608/45000]	Loss: 0.3542	LR: 0.000800
Training Epoch: 35 [4864/45000]	Loss: 0.3056	LR: 0.000800
Training Epoch: 35 [5120/45000]	Loss: 0.2790	LR: 0.000800
Training Epoch: 35 [5376/45000]	Loss: 0.3168	LR: 0.000800
Training Epoch: 35 [5632/45000]	Loss: 0.2681	LR: 0.000800
Training Epoch: 35 [5888/45000]	Loss: 0.3575	LR: 0.000800
Training Epoch: 35 [6144/45000]	Loss: 0.2646	LR: 0.000800
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Training Epoch: 35 [16896/45000]	Loss: 0.3111	LR: 0.000800
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Training Epoch: 35 [17408/45000]	Loss: 0.3291	LR: 0.000800
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Training Epoch: 35 [22016/45000]	Loss: 0.3132	LR: 0.000800
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Training Epoch: 35 [22528/45000]	Loss: 0.2422	LR: 0.000800
Training Epoch: 35 [22784/45000]	Loss: 0.2750	LR: 0.000800
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Training Epoch: 35 [24064/45000]	Loss: 0.2734	LR: 0.000800
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Training Epoch: 35 [24832/45000]	Loss: 0.3245	LR: 0.000800
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Training Epoch: 35 [26368/45000]	Loss: 0.2951	LR: 0.000800
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Training Epoch: 35 [28160/45000]	Loss: 0.2319	LR: 0.000800
Training Epoch: 35 [28416/45000]	Loss: 0.3554	LR: 0.000800
Training Epoch: 35 [28672/45000]	Loss: 0.3696	LR: 0.000800
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Training Epoch: 35 [39424/45000]	Loss: 0.3365	LR: 0.000800
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Training Epoch: 35 [40192/45000]	Loss: 0.2737	LR: 0.000800
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Training Epoch: 35 [40960/45000]	Loss: 0.3288	LR: 0.000800
Training Epoch: 35 [41216/45000]	Loss: 0.2835	LR: 0.000800
Training Epoch: 35 [41472/45000]	Loss: 0.3031	LR: 0.000800
Training Epoch: 35 [41728/45000]	Loss: 0.3605	LR: 0.000800
Training Epoch: 35 [41984/45000]	Loss: 0.2667	LR: 0.000800
Training Epoch: 35 [42240/45000]	Loss: 0.3496	LR: 0.000800
Training Epoch: 35 [42496/45000]	Loss: 0.3161	LR: 0.000800
Training Epoch: 35 [42752/45000]	Loss: 0.2576	LR: 0.000800
Training Epoch: 35 [43008/45000]	Loss: 0.2558	LR: 0.000800
Training Epoch: 35 [43264/45000]	Loss: 0.3244	LR: 0.000800
Training Epoch: 35 [43520/45000]	Loss: 0.3225	LR: 0.000800
Training Epoch: 35 [43776/45000]	Loss: 0.3219	LR: 0.000800
Training Epoch: 35 [44032/45000]	Loss: 0.2811	LR: 0.000800
Training Epoch: 35 [44288/45000]	Loss: 0.2935	LR: 0.000800
Training Epoch: 35 [44544/45000]	Loss: 0.3301	LR: 0.000800
Training Epoch: 35 [44800/45000]	Loss: 0.2855	LR: 0.000800
Training Epoch: 35 [45000/45000]	Loss: 0.3041	LR: 0.000800
Epoch 35 - Average Train Loss: 0.3083, Train Accuracy: 0.9076
Epoch 35 training time consumed: 24.63s
Evaluating Network.....
Test set: Epoch: 35, Average loss: 0.0030, Accuracy: 0.7843, Time consumed:0.95s
Saving weights file to checkpoint/retrain/AllCNN/Sunday_13_July_2025_23h_56m_37s/AllCNN-Cifar20-seed1-ret100-35-best.pth
Training Epoch: 36 [256/45000]	Loss: 0.2849	LR: 0.000800
Training Epoch: 36 [512/45000]	Loss: 0.2686	LR: 0.000800
Training Epoch: 36 [768/45000]	Loss: 0.2900	LR: 0.000800
Training Epoch: 36 [1024/45000]	Loss: 0.3226	LR: 0.000800
Training Epoch: 36 [1280/45000]	Loss: 0.3487	LR: 0.000800
Training Epoch: 36 [1536/45000]	Loss: 0.3356	LR: 0.000800
Training Epoch: 36 [1792/45000]	Loss: 0.2872	LR: 0.000800
Training Epoch: 36 [2048/45000]	Loss: 0.3721	LR: 0.000800
Training Epoch: 36 [2304/45000]	Loss: 0.3127	LR: 0.000800
Training Epoch: 36 [2560/45000]	Loss: 0.2479	LR: 0.000800
Training Epoch: 36 [2816/45000]	Loss: 0.3491	LR: 0.000800
Training Epoch: 36 [3072/45000]	Loss: 0.3289	LR: 0.000800
Training Epoch: 36 [3328/45000]	Loss: 0.3280	LR: 0.000800
Training Epoch: 36 [3584/45000]	Loss: 0.3738	LR: 0.000800
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Training Epoch: 36 [4096/45000]	Loss: 0.2788	LR: 0.000800
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Training Epoch: 36 [5632/45000]	Loss: 0.2817	LR: 0.000800
Training Epoch: 36 [5888/45000]	Loss: 0.3301	LR: 0.000800
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Training Epoch: 36 [7936/45000]	Loss: 0.2596	LR: 0.000800
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Training Epoch: 36 [8448/45000]	Loss: 0.2449	LR: 0.000800
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Training Epoch: 36 [9472/45000]	Loss: 0.2463	LR: 0.000800
Training Epoch: 36 [9728/45000]	Loss: 0.2566	LR: 0.000800
Training Epoch: 36 [9984/45000]	Loss: 0.3159	LR: 0.000800
Training Epoch: 36 [10240/45000]	Loss: 0.3221	LR: 0.000800
Training Epoch: 36 [10496/45000]	Loss: 0.3247	LR: 0.000800
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Training Epoch: 36 [11008/45000]	Loss: 0.2230	LR: 0.000800
Training Epoch: 36 [11264/45000]	Loss: 0.2320	LR: 0.000800
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Training Epoch: 36 [12032/45000]	Loss: 0.3315	LR: 0.000800
Training Epoch: 36 [12288/45000]	Loss: 0.2649	LR: 0.000800
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Training Epoch: 36 [13312/45000]	Loss: 0.3277	LR: 0.000800
Training Epoch: 36 [13568/45000]	Loss: 0.3430	LR: 0.000800
Training Epoch: 36 [13824/45000]	Loss: 0.3551	LR: 0.000800
Training Epoch: 36 [14080/45000]	Loss: 0.3225	LR: 0.000800
Training Epoch: 36 [14336/45000]	Loss: 0.3654	LR: 0.000800
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Training Epoch: 36 [15360/45000]	Loss: 0.3025	LR: 0.000800
Training Epoch: 36 [15616/45000]	Loss: 0.2876	LR: 0.000800
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Training Epoch: 36 [16128/45000]	Loss: 0.2825	LR: 0.000800
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Training Epoch: 36 [16896/45000]	Loss: 0.2533	LR: 0.000800
Training Epoch: 36 [17152/45000]	Loss: 0.3208	LR: 0.000800
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Training Epoch: 36 [28160/45000]	Loss: 0.3209	LR: 0.000800
Training Epoch: 36 [28416/45000]	Loss: 0.2437	LR: 0.000800
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Training Epoch: 36 [34048/45000]	Loss: 0.3021	LR: 0.000800
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Training Epoch: 36 [34560/45000]	Loss: 0.3044	LR: 0.000800
Training Epoch: 36 [34816/45000]	Loss: 0.3067	LR: 0.000800
Training Epoch: 36 [35072/45000]	Loss: 0.2368	LR: 0.000800
Training Epoch: 36 [35328/45000]	Loss: 0.3281	LR: 0.000800
Training Epoch: 36 [35584/45000]	Loss: 0.2420	LR: 0.000800
Training Epoch: 36 [35840/45000]	Loss: 0.3029	LR: 0.000800
Training Epoch: 36 [36096/45000]	Loss: 0.3720	LR: 0.000800
Training Epoch: 36 [36352/45000]	Loss: 0.3007	LR: 0.000800
Training Epoch: 36 [36608/45000]	Loss: 0.3205	LR: 0.000800
Training Epoch: 36 [36864/45000]	Loss: 0.2863	LR: 0.000800
Training Epoch: 36 [37120/45000]	Loss: 0.2124	LR: 0.000800
Training Epoch: 36 [37376/45000]	Loss: 0.3306	LR: 0.000800
Training Epoch: 36 [37632/45000]	Loss: 0.3278	LR: 0.000800
Training Epoch: 36 [37888/45000]	Loss: 0.3262	LR: 0.000800
Training Epoch: 36 [38144/45000]	Loss: 0.2606	LR: 0.000800
Training Epoch: 36 [38400/45000]	Loss: 0.2733	LR: 0.000800
Training Epoch: 36 [38656/45000]	Loss: 0.3338	LR: 0.000800
Training Epoch: 36 [38912/45000]	Loss: 0.2790	LR: 0.000800
Training Epoch: 36 [39168/45000]	Loss: 0.3330	LR: 0.000800
Training Epoch: 36 [39424/45000]	Loss: 0.2857	LR: 0.000800
Training Epoch: 36 [39680/45000]	Loss: 0.3085	LR: 0.000800
Training Epoch: 36 [39936/45000]	Loss: 0.2357	LR: 0.000800
Training Epoch: 36 [40192/45000]	Loss: 0.2770	LR: 0.000800
Training Epoch: 36 [40448/45000]	Loss: 0.2781	LR: 0.000800
Training Epoch: 36 [40704/45000]	Loss: 0.3071	LR: 0.000800
Training Epoch: 36 [40960/45000]	Loss: 0.3407	LR: 0.000800
Training Epoch: 36 [41216/45000]	Loss: 0.2671	LR: 0.000800
Training Epoch: 36 [41472/45000]	Loss: 0.3432	LR: 0.000800
Training Epoch: 36 [41728/45000]	Loss: 0.3068	LR: 0.000800
Training Epoch: 36 [41984/45000]	Loss: 0.2514	LR: 0.000800
Training Epoch: 36 [42240/45000]	Loss: 0.3265	LR: 0.000800
Training Epoch: 36 [42496/45000]	Loss: 0.3487	LR: 0.000800
Training Epoch: 36 [42752/45000]	Loss: 0.2512	LR: 0.000800
Training Epoch: 36 [43008/45000]	Loss: 0.3320	LR: 0.000800
Training Epoch: 36 [43264/45000]	Loss: 0.3147	LR: 0.000800
Training Epoch: 36 [43520/45000]	Loss: 0.3236	LR: 0.000800
Training Epoch: 36 [43776/45000]	Loss: 0.3377	LR: 0.000800
Training Epoch: 36 [44032/45000]	Loss: 0.2760	LR: 0.000800
Training Epoch: 36 [44288/45000]	Loss: 0.3377	LR: 0.000800
Training Epoch: 36 [44544/45000]	Loss: 0.3474	LR: 0.000800
Training Epoch: 36 [44800/45000]	Loss: 0.2800	LR: 0.000800
Training Epoch: 36 [45000/45000]	Loss: 0.3403	LR: 0.000800
Epoch 36 - Average Train Loss: 0.3043, Train Accuracy: 0.9076
Epoch 36 training time consumed: 24.53s
Evaluating Network.....
Test set: Epoch: 36, Average loss: 0.0030, Accuracy: 0.7844, Time consumed:0.87s
Saving weights file to checkpoint/retrain/AllCNN/Sunday_13_July_2025_23h_56m_37s/AllCNN-Cifar20-seed1-ret100-36-best.pth
Training Epoch: 37 [256/45000]	Loss: 0.3129	LR: 0.000800
Training Epoch: 37 [512/45000]	Loss: 0.3434	LR: 0.000800
Training Epoch: 37 [768/45000]	Loss: 0.2324	LR: 0.000800
Training Epoch: 37 [1024/45000]	Loss: 0.3078	LR: 0.000800
Training Epoch: 37 [1280/45000]	Loss: 0.2905	LR: 0.000800
Training Epoch: 37 [1536/45000]	Loss: 0.3047	LR: 0.000800
Training Epoch: 37 [1792/45000]	Loss: 0.2365	LR: 0.000800
Training Epoch: 37 [2048/45000]	Loss: 0.3302	LR: 0.000800
Training Epoch: 37 [2304/45000]	Loss: 0.3373	LR: 0.000800
Training Epoch: 37 [2560/45000]	Loss: 0.3380	LR: 0.000800
Training Epoch: 37 [2816/45000]	Loss: 0.3088	LR: 0.000800
Training Epoch: 37 [3072/45000]	Loss: 0.2088	LR: 0.000800
Training Epoch: 37 [3328/45000]	Loss: 0.2834	LR: 0.000800
Training Epoch: 37 [3584/45000]	Loss: 0.2495	LR: 0.000800
Training Epoch: 37 [3840/45000]	Loss: 0.3392	LR: 0.000800
Training Epoch: 37 [4096/45000]	Loss: 0.2677	LR: 0.000800
Training Epoch: 37 [4352/45000]	Loss: 0.3621	LR: 0.000800
Training Epoch: 37 [4608/45000]	Loss: 0.2663	LR: 0.000800
Training Epoch: 37 [4864/45000]	Loss: 0.3067	LR: 0.000800
Training Epoch: 37 [5120/45000]	Loss: 0.3222	LR: 0.000800
Training Epoch: 37 [5376/45000]	Loss: 0.2902	LR: 0.000800
Training Epoch: 37 [5632/45000]	Loss: 0.2769	LR: 0.000800
Training Epoch: 37 [5888/45000]	Loss: 0.2813	LR: 0.000800
Training Epoch: 37 [6144/45000]	Loss: 0.3111	LR: 0.000800
Training Epoch: 37 [6400/45000]	Loss: 0.2585	LR: 0.000800
Training Epoch: 37 [6656/45000]	Loss: 0.3022	LR: 0.000800
Training Epoch: 37 [6912/45000]	Loss: 0.3008	LR: 0.000800
Training Epoch: 37 [7168/45000]	Loss: 0.2786	LR: 0.000800
Training Epoch: 37 [7424/45000]	Loss: 0.3073	LR: 0.000800
Training Epoch: 37 [7680/45000]	Loss: 0.3293	LR: 0.000800
Training Epoch: 37 [7936/45000]	Loss: 0.3235	LR: 0.000800
Training Epoch: 37 [8192/45000]	Loss: 0.3626	LR: 0.000800
Training Epoch: 37 [8448/45000]	Loss: 0.2910	LR: 0.000800
Training Epoch: 37 [8704/45000]	Loss: 0.2777	LR: 0.000800
Training Epoch: 37 [8960/45000]	Loss: 0.2587	LR: 0.000800
Training Epoch: 37 [9216/45000]	Loss: 0.3211	LR: 0.000800
Training Epoch: 37 [9472/45000]	Loss: 0.2693	LR: 0.000800
Training Epoch: 37 [9728/45000]	Loss: 0.3008	LR: 0.000800
Training Epoch: 37 [9984/45000]	Loss: 0.3266	LR: 0.000800
Training Epoch: 37 [10240/45000]	Loss: 0.4387	LR: 0.000800
Training Epoch: 37 [10496/45000]	Loss: 0.2981	LR: 0.000800
Training Epoch: 37 [10752/45000]	Loss: 0.2756	LR: 0.000800
Training Epoch: 37 [11008/45000]	Loss: 0.3641	LR: 0.000800
Training Epoch: 37 [11264/45000]	Loss: 0.2391	LR: 0.000800
Training Epoch: 37 [11520/45000]	Loss: 0.3029	LR: 0.000800
Training Epoch: 37 [11776/45000]	Loss: 0.2704	LR: 0.000800
Training Epoch: 37 [12032/45000]	Loss: 0.2623	LR: 0.000800
Training Epoch: 37 [12288/45000]	Loss: 0.3191	LR: 0.000800
Training Epoch: 37 [12544/45000]	Loss: 0.3183	LR: 0.000800
Training Epoch: 37 [12800/45000]	Loss: 0.2373	LR: 0.000800
Training Epoch: 37 [13056/45000]	Loss: 0.2762	LR: 0.000800
Training Epoch: 37 [13312/45000]	Loss: 0.3046	LR: 0.000800
Training Epoch: 37 [13568/45000]	Loss: 0.3189	LR: 0.000800
Training Epoch: 37 [13824/45000]	Loss: 0.2955	LR: 0.000800
Training Epoch: 37 [14080/45000]	Loss: 0.2954	LR: 0.000800
Training Epoch: 37 [14336/45000]	Loss: 0.3171	LR: 0.000800
Training Epoch: 37 [14592/45000]	Loss: 0.3229	LR: 0.000800
Training Epoch: 37 [14848/45000]	Loss: 0.3031	LR: 0.000800
Training Epoch: 37 [15104/45000]	Loss: 0.2510	LR: 0.000800
Training Epoch: 37 [15360/45000]	Loss: 0.2375	LR: 0.000800
Training Epoch: 37 [15616/45000]	Loss: 0.3235	LR: 0.000800
Training Epoch: 37 [15872/45000]	Loss: 0.3572	LR: 0.000800
Training Epoch: 37 [16128/45000]	Loss: 0.2702	LR: 0.000800
Training Epoch: 37 [16384/45000]	Loss: 0.3087	LR: 0.000800
Training Epoch: 37 [16640/45000]	Loss: 0.2500	LR: 0.000800
Training Epoch: 37 [16896/45000]	Loss: 0.2883	LR: 0.000800
Training Epoch: 37 [17152/45000]	Loss: 0.2592	LR: 0.000800
Training Epoch: 37 [17408/45000]	Loss: 0.4469	LR: 0.000800
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Training Epoch: 37 [19712/45000]	Loss: 0.2790	LR: 0.000800
Training Epoch: 37 [19968/45000]	Loss: 0.2942	LR: 0.000800
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Training Epoch: 37 [20736/45000]	Loss: 0.2769	LR: 0.000800
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Training Epoch: 37 [22016/45000]	Loss: 0.3099	LR: 0.000800
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Training Epoch: 37 [22528/45000]	Loss: 0.3178	LR: 0.000800
Training Epoch: 37 [22784/45000]	Loss: 0.3342	LR: 0.000800
Training Epoch: 37 [23040/45000]	Loss: 0.3238	LR: 0.000800
Training Epoch: 37 [23296/45000]	Loss: 0.2983	LR: 0.000800
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Training Epoch: 37 [24832/45000]	Loss: 0.3331	LR: 0.000800
Training Epoch: 37 [25088/45000]	Loss: 0.2836	LR: 0.000800
Training Epoch: 37 [25344/45000]	Loss: 0.3490	LR: 0.000800
Training Epoch: 37 [25600/45000]	Loss: 0.2333	LR: 0.000800
Training Epoch: 37 [25856/45000]	Loss: 0.2895	LR: 0.000800
Training Epoch: 37 [26112/45000]	Loss: 0.2821	LR: 0.000800
Training Epoch: 37 [26368/45000]	Loss: 0.3185	LR: 0.000800
Training Epoch: 37 [26624/45000]	Loss: 0.3094	LR: 0.000800
Training Epoch: 37 [26880/45000]	Loss: 0.3513	LR: 0.000800
Training Epoch: 37 [27136/45000]	Loss: 0.2922	LR: 0.000800
Training Epoch: 37 [27392/45000]	Loss: 0.2821	LR: 0.000800
Training Epoch: 37 [27648/45000]	Loss: 0.2973	LR: 0.000800
Training Epoch: 37 [27904/45000]	Loss: 0.2980	LR: 0.000800
Training Epoch: 37 [28160/45000]	Loss: 0.2322	LR: 0.000800
Training Epoch: 37 [28416/45000]	Loss: 0.2281	LR: 0.000800
Training Epoch: 37 [28672/45000]	Loss: 0.3066	LR: 0.000800
Training Epoch: 37 [28928/45000]	Loss: 0.2777	LR: 0.000800
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Training Epoch: 37 [29440/45000]	Loss: 0.3210	LR: 0.000800
Training Epoch: 37 [29696/45000]	Loss: 0.3663	LR: 0.000800
Training Epoch: 37 [29952/45000]	Loss: 0.2532	LR: 0.000800
Training Epoch: 37 [30208/45000]	Loss: 0.3028	LR: 0.000800
Training Epoch: 37 [30464/45000]	Loss: 0.2684	LR: 0.000800
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Training Epoch: 37 [34560/45000]	Loss: 0.3268	LR: 0.000800
Training Epoch: 37 [34816/45000]	Loss: 0.2831	LR: 0.000800
Training Epoch: 37 [35072/45000]	Loss: 0.2913	LR: 0.000800
Training Epoch: 37 [35328/45000]	Loss: 0.3269	LR: 0.000800
Training Epoch: 37 [35584/45000]	Loss: 0.2570	LR: 0.000800
Training Epoch: 37 [35840/45000]	Loss: 0.2726	LR: 0.000800
Training Epoch: 37 [36096/45000]	Loss: 0.2937	LR: 0.000800
Training Epoch: 37 [36352/45000]	Loss: 0.3605	LR: 0.000800
Training Epoch: 37 [36608/45000]	Loss: 0.2593	LR: 0.000800
Training Epoch: 37 [36864/45000]	Loss: 0.2763	LR: 0.000800
Training Epoch: 37 [37120/45000]	Loss: 0.3429	LR: 0.000800
Training Epoch: 37 [37376/45000]	Loss: 0.2234	LR: 0.000800
Training Epoch: 37 [37632/45000]	Loss: 0.2493	LR: 0.000800
Training Epoch: 37 [37888/45000]	Loss: 0.3158	LR: 0.000800
Training Epoch: 37 [38144/45000]	Loss: 0.3218	LR: 0.000800
Training Epoch: 37 [38400/45000]	Loss: 0.3479	LR: 0.000800
Training Epoch: 37 [38656/45000]	Loss: 0.2882	LR: 0.000800
Training Epoch: 37 [38912/45000]	Loss: 0.3455	LR: 0.000800
Training Epoch: 37 [39168/45000]	Loss: 0.3076	LR: 0.000800
Training Epoch: 37 [39424/45000]	Loss: 0.3358	LR: 0.000800
Training Epoch: 37 [39680/45000]	Loss: 0.2687	LR: 0.000800
Training Epoch: 37 [39936/45000]	Loss: 0.2864	LR: 0.000800
Training Epoch: 37 [40192/45000]	Loss: 0.3115	LR: 0.000800
Training Epoch: 37 [40448/45000]	Loss: 0.3320	LR: 0.000800
Training Epoch: 37 [40704/45000]	Loss: 0.2982	LR: 0.000800
Training Epoch: 37 [40960/45000]	Loss: 0.3032	LR: 0.000800
Training Epoch: 37 [41216/45000]	Loss: 0.3954	LR: 0.000800
Training Epoch: 37 [41472/45000]	Loss: 0.2976	LR: 0.000800
Training Epoch: 37 [41728/45000]	Loss: 0.2759	LR: 0.000800
Training Epoch: 37 [41984/45000]	Loss: 0.2718	LR: 0.000800
Training Epoch: 37 [42240/45000]	Loss: 0.2590	LR: 0.000800
Training Epoch: 37 [42496/45000]	Loss: 0.2659	LR: 0.000800
Training Epoch: 37 [42752/45000]	Loss: 0.2611	LR: 0.000800
Training Epoch: 37 [43008/45000]	Loss: 0.3009	LR: 0.000800
Training Epoch: 37 [43264/45000]	Loss: 0.3230	LR: 0.000800
Training Epoch: 37 [43520/45000]	Loss: 0.3473	LR: 0.000800
Training Epoch: 37 [43776/45000]	Loss: 0.3303	LR: 0.000800
Training Epoch: 37 [44032/45000]	Loss: 0.2873	LR: 0.000800
Training Epoch: 37 [44288/45000]	Loss: 0.3356	LR: 0.000800
Training Epoch: 37 [44544/45000]	Loss: 0.2837	LR: 0.000800
Training Epoch: 37 [44800/45000]	Loss: 0.3394	LR: 0.000800
Training Epoch: 37 [45000/45000]	Loss: 0.3047	LR: 0.000800
Epoch 37 - Average Train Loss: 0.2995, Train Accuracy: 0.9096
Epoch 37 training time consumed: 24.62s
Evaluating Network.....
Test set: Epoch: 37, Average loss: 0.0030, Accuracy: 0.7866, Time consumed:0.87s
Saving weights file to checkpoint/retrain/AllCNN/Sunday_13_July_2025_23h_56m_37s/AllCNN-Cifar20-seed1-ret100-37-best.pth
Training Epoch: 38 [256/45000]	Loss: 0.3577	LR: 0.000800
Training Epoch: 38 [512/45000]	Loss: 0.2667	LR: 0.000800
Training Epoch: 38 [768/45000]	Loss: 0.3273	LR: 0.000800
Training Epoch: 38 [1024/45000]	Loss: 0.3342	LR: 0.000800
Training Epoch: 38 [1280/45000]	Loss: 0.2335	LR: 0.000800
Training Epoch: 38 [1536/45000]	Loss: 0.2201	LR: 0.000800
Training Epoch: 38 [1792/45000]	Loss: 0.2946	LR: 0.000800
Training Epoch: 38 [2048/45000]	Loss: 0.3496	LR: 0.000800
Training Epoch: 38 [2304/45000]	Loss: 0.2704	LR: 0.000800
Training Epoch: 38 [2560/45000]	Loss: 0.2727	LR: 0.000800
Training Epoch: 38 [2816/45000]	Loss: 0.2604	LR: 0.000800
Training Epoch: 38 [3072/45000]	Loss: 0.2496	LR: 0.000800
Training Epoch: 38 [3328/45000]	Loss: 0.3466	LR: 0.000800
Training Epoch: 38 [3584/45000]	Loss: 0.2641	LR: 0.000800
Training Epoch: 38 [3840/45000]	Loss: 0.3350	LR: 0.000800
Training Epoch: 38 [4096/45000]	Loss: 0.2986	LR: 0.000800
Training Epoch: 38 [4352/45000]	Loss: 0.2631	LR: 0.000800
Training Epoch: 38 [4608/45000]	Loss: 0.3076	LR: 0.000800
Training Epoch: 38 [4864/45000]	Loss: 0.2234	LR: 0.000800
Training Epoch: 38 [5120/45000]	Loss: 0.3270	LR: 0.000800
Training Epoch: 38 [5376/45000]	Loss: 0.2896	LR: 0.000800
Training Epoch: 38 [5632/45000]	Loss: 0.3560	LR: 0.000800
Training Epoch: 38 [5888/45000]	Loss: 0.2835	LR: 0.000800
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Training Epoch: 38 [6656/45000]	Loss: 0.2456	LR: 0.000800
Training Epoch: 38 [6912/45000]	Loss: 0.3366	LR: 0.000800
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Training Epoch: 38 [7936/45000]	Loss: 0.3398	LR: 0.000800
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Training Epoch: 38 [8448/45000]	Loss: 0.3168	LR: 0.000800
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Training Epoch: 38 [8960/45000]	Loss: 0.2713	LR: 0.000800
Training Epoch: 38 [9216/45000]	Loss: 0.2856	LR: 0.000800
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Training Epoch: 38 [9728/45000]	Loss: 0.3345	LR: 0.000800
Training Epoch: 38 [9984/45000]	Loss: 0.2944	LR: 0.000800
Training Epoch: 38 [10240/45000]	Loss: 0.2840	LR: 0.000800
Training Epoch: 38 [10496/45000]	Loss: 0.2836	LR: 0.000800
Training Epoch: 38 [10752/45000]	Loss: 0.2445	LR: 0.000800
Training Epoch: 38 [11008/45000]	Loss: 0.2749	LR: 0.000800
Training Epoch: 38 [11264/45000]	Loss: 0.2921	LR: 0.000800
Training Epoch: 38 [11520/45000]	Loss: 0.3209	LR: 0.000800
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Training Epoch: 38 [12032/45000]	Loss: 0.3128	LR: 0.000800
Training Epoch: 38 [12288/45000]	Loss: 0.3030	LR: 0.000800
Training Epoch: 38 [12544/45000]	Loss: 0.2648	LR: 0.000800
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Training Epoch: 38 [13312/45000]	Loss: 0.2572	LR: 0.000800
Training Epoch: 38 [13568/45000]	Loss: 0.3553	LR: 0.000800
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Training Epoch: 38 [14336/45000]	Loss: 0.2973	LR: 0.000800
Training Epoch: 38 [14592/45000]	Loss: 0.2774	LR: 0.000800
Training Epoch: 38 [14848/45000]	Loss: 0.3356	LR: 0.000800
Training Epoch: 38 [15104/45000]	Loss: 0.2471	LR: 0.000800
Training Epoch: 38 [15360/45000]	Loss: 0.3491	LR: 0.000800
Training Epoch: 38 [15616/45000]	Loss: 0.3258	LR: 0.000800
Training Epoch: 38 [15872/45000]	Loss: 0.3175	LR: 0.000800
Training Epoch: 38 [16128/45000]	Loss: 0.2276	LR: 0.000800
Training Epoch: 38 [16384/45000]	Loss: 0.3289	LR: 0.000800
Training Epoch: 38 [16640/45000]	Loss: 0.3151	LR: 0.000800
Training Epoch: 38 [16896/45000]	Loss: 0.3002	LR: 0.000800
Training Epoch: 38 [17152/45000]	Loss: 0.2968	LR: 0.000800
Training Epoch: 38 [17408/45000]	Loss: 0.3255	LR: 0.000800
Training Epoch: 38 [17664/45000]	Loss: 0.2506	LR: 0.000800
Training Epoch: 38 [17920/45000]	Loss: 0.2782	LR: 0.000800
Training Epoch: 38 [18176/45000]	Loss: 0.3009	LR: 0.000800
Training Epoch: 38 [18432/45000]	Loss: 0.2921	LR: 0.000800
Training Epoch: 38 [18688/45000]	Loss: 0.3586	LR: 0.000800
Training Epoch: 38 [18944/45000]	Loss: 0.3153	LR: 0.000800
Training Epoch: 38 [19200/45000]	Loss: 0.2290	LR: 0.000800
Training Epoch: 38 [19456/45000]	Loss: 0.2967	LR: 0.000800
Training Epoch: 38 [19712/45000]	Loss: 0.3018	LR: 0.000800
Training Epoch: 38 [19968/45000]	Loss: 0.2535	LR: 0.000800
Training Epoch: 38 [20224/45000]	Loss: 0.3373	LR: 0.000800
Training Epoch: 38 [20480/45000]	Loss: 0.2818	LR: 0.000800
Training Epoch: 38 [20736/45000]	Loss: 0.2963	LR: 0.000800
Training Epoch: 38 [20992/45000]	Loss: 0.2631	LR: 0.000800
Training Epoch: 38 [21248/45000]	Loss: 0.2479	LR: 0.000800
Training Epoch: 38 [21504/45000]	Loss: 0.3211	LR: 0.000800
Training Epoch: 38 [21760/45000]	Loss: 0.2570	LR: 0.000800
Training Epoch: 38 [22016/45000]	Loss: 0.2431	LR: 0.000800
Training Epoch: 38 [22272/45000]	Loss: 0.2979	LR: 0.000800
Training Epoch: 38 [22528/45000]	Loss: 0.2894	LR: 0.000800
Training Epoch: 38 [22784/45000]	Loss: 0.2873	LR: 0.000800
Training Epoch: 38 [23040/45000]	Loss: 0.2988	LR: 0.000800
Training Epoch: 38 [23296/45000]	Loss: 0.2763	LR: 0.000800
Training Epoch: 38 [23552/45000]	Loss: 0.2787	LR: 0.000800
Training Epoch: 38 [23808/45000]	Loss: 0.2580	LR: 0.000800
Training Epoch: 38 [24064/45000]	Loss: 0.2951	LR: 0.000800
Training Epoch: 38 [24320/45000]	Loss: 0.2897	LR: 0.000800
Training Epoch: 38 [24576/45000]	Loss: 0.3573	LR: 0.000800
Training Epoch: 38 [24832/45000]	Loss: 0.2523	LR: 0.000800
Training Epoch: 38 [25088/45000]	Loss: 0.2976	LR: 0.000800
Training Epoch: 38 [25344/45000]	Loss: 0.2524	LR: 0.000800
Training Epoch: 38 [25600/45000]	Loss: 0.2797	LR: 0.000800
Training Epoch: 38 [25856/45000]	Loss: 0.2860	LR: 0.000800
Training Epoch: 38 [26112/45000]	Loss: 0.3554	LR: 0.000800
Training Epoch: 38 [26368/45000]	Loss: 0.2550	LR: 0.000800
Training Epoch: 38 [26624/45000]	Loss: 0.3219	LR: 0.000800
Training Epoch: 38 [26880/45000]	Loss: 0.2654	LR: 0.000800
Training Epoch: 38 [27136/45000]	Loss: 0.2736	LR: 0.000800
Training Epoch: 38 [27392/45000]	Loss: 0.3376	LR: 0.000800
Training Epoch: 38 [27648/45000]	Loss: 0.3248	LR: 0.000800
Training Epoch: 38 [27904/45000]	Loss: 0.3016	LR: 0.000800
Training Epoch: 38 [28160/45000]	Loss: 0.2565	LR: 0.000800
Training Epoch: 38 [28416/45000]	Loss: 0.2655	LR: 0.000800
Training Epoch: 38 [28672/45000]	Loss: 0.3622	LR: 0.000800
Training Epoch: 38 [28928/45000]	Loss: 0.3568	LR: 0.000800
Training Epoch: 38 [29184/45000]	Loss: 0.2583	LR: 0.000800
Training Epoch: 38 [29440/45000]	Loss: 0.2593	LR: 0.000800
Training Epoch: 38 [29696/45000]	Loss: 0.3117	LR: 0.000800
Training Epoch: 38 [29952/45000]	Loss: 0.3229	LR: 0.000800
Training Epoch: 38 [30208/45000]	Loss: 0.3287	LR: 0.000800
Training Epoch: 38 [30464/45000]	Loss: 0.2968	LR: 0.000800
Training Epoch: 38 [30720/45000]	Loss: 0.2858	LR: 0.000800
Training Epoch: 38 [30976/45000]	Loss: 0.3226	LR: 0.000800
Training Epoch: 38 [31232/45000]	Loss: 0.3118	LR: 0.000800
Training Epoch: 38 [31488/45000]	Loss: 0.3071	LR: 0.000800
Training Epoch: 38 [31744/45000]	Loss: 0.3029	LR: 0.000800
Training Epoch: 38 [32000/45000]	Loss: 0.3077	LR: 0.000800
Training Epoch: 38 [32256/45000]	Loss: 0.3095	LR: 0.000800
Training Epoch: 38 [32512/45000]	Loss: 0.2990	LR: 0.000800
Training Epoch: 38 [32768/45000]	Loss: 0.2990	LR: 0.000800
Training Epoch: 38 [33024/45000]	Loss: 0.2817	LR: 0.000800
Training Epoch: 38 [33280/45000]	Loss: 0.3190	LR: 0.000800
Training Epoch: 38 [33536/45000]	Loss: 0.3182	LR: 0.000800
Training Epoch: 38 [33792/45000]	Loss: 0.3422	LR: 0.000800
Training Epoch: 38 [34048/45000]	Loss: 0.2493	LR: 0.000800
Training Epoch: 38 [34304/45000]	Loss: 0.2802	LR: 0.000800
Training Epoch: 38 [34560/45000]	Loss: 0.3464	LR: 0.000800
Training Epoch: 38 [34816/45000]	Loss: 0.2559	LR: 0.000800
Training Epoch: 38 [35072/45000]	Loss: 0.2148	LR: 0.000800
Training Epoch: 38 [35328/45000]	Loss: 0.3319	LR: 0.000800
Training Epoch: 38 [35584/45000]	Loss: 0.3026	LR: 0.000800
Training Epoch: 38 [35840/45000]	Loss: 0.2547	LR: 0.000800
Training Epoch: 38 [36096/45000]	Loss: 0.3587	LR: 0.000800
Training Epoch: 38 [36352/45000]	Loss: 0.3148	LR: 0.000800
Training Epoch: 38 [36608/45000]	Loss: 0.2352	LR: 0.000800
Training Epoch: 38 [36864/45000]	Loss: 0.2606	LR: 0.000800
Training Epoch: 38 [37120/45000]	Loss: 0.2852	LR: 0.000800
Training Epoch: 38 [37376/45000]	Loss: 0.3144	LR: 0.000800
Training Epoch: 38 [37632/45000]	Loss: 0.3850	LR: 0.000800
Training Epoch: 38 [37888/45000]	Loss: 0.2735	LR: 0.000800
Training Epoch: 38 [38144/45000]	Loss: 0.2846	LR: 0.000800
Training Epoch: 38 [38400/45000]	Loss: 0.2595	LR: 0.000800
Training Epoch: 38 [38656/45000]	Loss: 0.3055	LR: 0.000800
Training Epoch: 38 [38912/45000]	Loss: 0.3298	LR: 0.000800
Training Epoch: 38 [39168/45000]	Loss: 0.2776	LR: 0.000800
Training Epoch: 38 [39424/45000]	Loss: 0.2352	LR: 0.000800
Training Epoch: 38 [39680/45000]	Loss: 0.3302	LR: 0.000800
Training Epoch: 38 [39936/45000]	Loss: 0.2740	LR: 0.000800
Training Epoch: 38 [40192/45000]	Loss: 0.2623	LR: 0.000800
Training Epoch: 38 [40448/45000]	Loss: 0.3430	LR: 0.000800
Training Epoch: 38 [40704/45000]	Loss: 0.3311	LR: 0.000800
Training Epoch: 38 [40960/45000]	Loss: 0.3442	LR: 0.000800
Training Epoch: 38 [41216/45000]	Loss: 0.2520	LR: 0.000800
Training Epoch: 38 [41472/45000]	Loss: 0.3590	LR: 0.000800
Training Epoch: 38 [41728/45000]	Loss: 0.2796	LR: 0.000800
Training Epoch: 38 [41984/45000]	Loss: 0.3853	LR: 0.000800
Training Epoch: 38 [42240/45000]	Loss: 0.3627	LR: 0.000800
Training Epoch: 38 [42496/45000]	Loss: 0.2942	LR: 0.000800
Training Epoch: 38 [42752/45000]	Loss: 0.3369	LR: 0.000800
Training Epoch: 38 [43008/45000]	Loss: 0.2534	LR: 0.000800
Training Epoch: 38 [43264/45000]	Loss: 0.3010	LR: 0.000800
Training Epoch: 38 [43520/45000]	Loss: 0.2524	LR: 0.000800
Training Epoch: 38 [43776/45000]	Loss: 0.2893	LR: 0.000800
Training Epoch: 38 [44032/45000]	Loss: 0.2648	LR: 0.000800
Training Epoch: 38 [44288/45000]	Loss: 0.3292	LR: 0.000800
Training Epoch: 38 [44544/45000]	Loss: 0.3421	LR: 0.000800
Training Epoch: 38 [44800/45000]	Loss: 0.2387	LR: 0.000800
Training Epoch: 38 [45000/45000]	Loss: 0.3830	LR: 0.000800
Epoch 38 - Average Train Loss: 0.2971, Train Accuracy: 0.9107
Epoch 38 training time consumed: 24.69s
Evaluating Network.....
Test set: Epoch: 38, Average loss: 0.0030, Accuracy: 0.7849, Time consumed:0.86s
Training Epoch: 39 [256/45000]	Loss: 0.2782	LR: 0.000800
Training Epoch: 39 [512/45000]	Loss: 0.3073	LR: 0.000800
Training Epoch: 39 [768/45000]	Loss: 0.3209	LR: 0.000800
Training Epoch: 39 [1024/45000]	Loss: 0.2840	LR: 0.000800
Training Epoch: 39 [1280/45000]	Loss: 0.2988	LR: 0.000800
Training Epoch: 39 [1536/45000]	Loss: 0.3851	LR: 0.000800
Training Epoch: 39 [1792/45000]	Loss: 0.3147	LR: 0.000800
Training Epoch: 39 [2048/45000]	Loss: 0.3185	LR: 0.000800
Training Epoch: 39 [2304/45000]	Loss: 0.3650	LR: 0.000800
Training Epoch: 39 [2560/45000]	Loss: 0.2797	LR: 0.000800
Training Epoch: 39 [2816/45000]	Loss: 0.3246	LR: 0.000800
Training Epoch: 39 [3072/45000]	Loss: 0.2925	LR: 0.000800
Training Epoch: 39 [3328/45000]	Loss: 0.3004	LR: 0.000800
Training Epoch: 39 [3584/45000]	Loss: 0.2882	LR: 0.000800
Training Epoch: 39 [3840/45000]	Loss: 0.2190	LR: 0.000800
Training Epoch: 39 [4096/45000]	Loss: 0.3280	LR: 0.000800
Training Epoch: 39 [4352/45000]	Loss: 0.2742	LR: 0.000800
Training Epoch: 39 [4608/45000]	Loss: 0.3221	LR: 0.000800
Training Epoch: 39 [4864/45000]	Loss: 0.2468	LR: 0.000800
Training Epoch: 39 [5120/45000]	Loss: 0.3151	LR: 0.000800
Training Epoch: 39 [5376/45000]	Loss: 0.2651	LR: 0.000800
Training Epoch: 39 [5632/45000]	Loss: 0.2645	LR: 0.000800
Training Epoch: 39 [5888/45000]	Loss: 0.3484	LR: 0.000800
Training Epoch: 39 [6144/45000]	Loss: 0.3293	LR: 0.000800
Training Epoch: 39 [6400/45000]	Loss: 0.2833	LR: 0.000800
Training Epoch: 39 [6656/45000]	Loss: 0.2910	LR: 0.000800
Training Epoch: 39 [6912/45000]	Loss: 0.2685	LR: 0.000800
Training Epoch: 39 [7168/45000]	Loss: 0.3190	LR: 0.000800
Training Epoch: 39 [7424/45000]	Loss: 0.3485	LR: 0.000800
Training Epoch: 39 [7680/45000]	Loss: 0.2845	LR: 0.000800
Training Epoch: 39 [7936/45000]	Loss: 0.2435	LR: 0.000800
Training Epoch: 39 [8192/45000]	Loss: 0.2806	LR: 0.000800
Training Epoch: 39 [8448/45000]	Loss: 0.3085	LR: 0.000800
Training Epoch: 39 [8704/45000]	Loss: 0.3038	LR: 0.000800
Training Epoch: 39 [8960/45000]	Loss: 0.2812	LR: 0.000800
Training Epoch: 39 [9216/45000]	Loss: 0.3224	LR: 0.000800
Training Epoch: 39 [9472/45000]	Loss: 0.3104	LR: 0.000800
Training Epoch: 39 [9728/45000]	Loss: 0.3103	LR: 0.000800
Training Epoch: 39 [9984/45000]	Loss: 0.3189	LR: 0.000800
Training Epoch: 39 [10240/45000]	Loss: 0.2755	LR: 0.000800
Training Epoch: 39 [10496/45000]	Loss: 0.3149	LR: 0.000800
Training Epoch: 39 [10752/45000]	Loss: 0.2936	LR: 0.000800
Training Epoch: 39 [11008/45000]	Loss: 0.3539	LR: 0.000800
Training Epoch: 39 [11264/45000]	Loss: 0.2398	LR: 0.000800
Training Epoch: 39 [11520/45000]	Loss: 0.2863	LR: 0.000800
Training Epoch: 39 [11776/45000]	Loss: 0.3401	LR: 0.000800
Training Epoch: 39 [12032/45000]	Loss: 0.2327	LR: 0.000800
Training Epoch: 39 [12288/45000]	Loss: 0.2157	LR: 0.000800
Training Epoch: 39 [12544/45000]	Loss: 0.3240	LR: 0.000800
Training Epoch: 39 [12800/45000]	Loss: 0.3002	LR: 0.000800
Training Epoch: 39 [13056/45000]	Loss: 0.2677	LR: 0.000800
Training Epoch: 39 [13312/45000]	Loss: 0.2691	LR: 0.000800
Training Epoch: 39 [13568/45000]	Loss: 0.2760	LR: 0.000800
Training Epoch: 39 [13824/45000]	Loss: 0.3196	LR: 0.000800
Training Epoch: 39 [14080/45000]	Loss: 0.3165	LR: 0.000800
Training Epoch: 39 [14336/45000]	Loss: 0.2614	LR: 0.000800
Training Epoch: 39 [14592/45000]	Loss: 0.2986	LR: 0.000800
Training Epoch: 39 [14848/45000]	Loss: 0.2670	LR: 0.000800
Training Epoch: 39 [15104/45000]	Loss: 0.2722	LR: 0.000800
Training Epoch: 39 [15360/45000]	Loss: 0.2569	LR: 0.000800
Training Epoch: 39 [15616/45000]	Loss: 0.2317	LR: 0.000800
Training Epoch: 39 [15872/45000]	Loss: 0.3220	LR: 0.000800
Training Epoch: 39 [16128/45000]	Loss: 0.3193	LR: 0.000800
Training Epoch: 39 [16384/45000]	Loss: 0.2906	LR: 0.000800
Training Epoch: 39 [16640/45000]	Loss: 0.3346	LR: 0.000800
Training Epoch: 39 [16896/45000]	Loss: 0.3192	LR: 0.000800
Training Epoch: 39 [17152/45000]	Loss: 0.2897	LR: 0.000800
Training Epoch: 39 [17408/45000]	Loss: 0.2713	LR: 0.000800
Training Epoch: 39 [17664/45000]	Loss: 0.3097	LR: 0.000800
Training Epoch: 39 [17920/45000]	Loss: 0.3111	LR: 0.000800
Training Epoch: 39 [18176/45000]	Loss: 0.2921	LR: 0.000800
Training Epoch: 39 [18432/45000]	Loss: 0.2792	LR: 0.000800
Training Epoch: 39 [18688/45000]	Loss: 0.2947	LR: 0.000800
Training Epoch: 39 [18944/45000]	Loss: 0.3267	LR: 0.000800
Training Epoch: 39 [19200/45000]	Loss: 0.3228	LR: 0.000800
Training Epoch: 39 [19456/45000]	Loss: 0.2482	LR: 0.000800
Training Epoch: 39 [19712/45000]	Loss: 0.3411	LR: 0.000800
Training Epoch: 39 [19968/45000]	Loss: 0.3014	LR: 0.000800
Training Epoch: 39 [20224/45000]	Loss: 0.3297	LR: 0.000800
Training Epoch: 39 [20480/45000]	Loss: 0.2734	LR: 0.000800
Training Epoch: 39 [20736/45000]	Loss: 0.2542	LR: 0.000800
Training Epoch: 39 [20992/45000]	Loss: 0.2507	LR: 0.000800
Training Epoch: 39 [21248/45000]	Loss: 0.2371	LR: 0.000800
Training Epoch: 39 [21504/45000]	Loss: 0.2870	LR: 0.000800
Training Epoch: 39 [21760/45000]	Loss: 0.2928	LR: 0.000800
Training Epoch: 39 [22016/45000]	Loss: 0.3565	LR: 0.000800
Training Epoch: 39 [22272/45000]	Loss: 0.2945	LR: 0.000800
Training Epoch: 39 [22528/45000]	Loss: 0.3291	LR: 0.000800
Training Epoch: 39 [22784/45000]	Loss: 0.2355	LR: 0.000800
Training Epoch: 39 [23040/45000]	Loss: 0.3423	LR: 0.000800
Training Epoch: 39 [23296/45000]	Loss: 0.3061	LR: 0.000800
Training Epoch: 39 [23552/45000]	Loss: 0.2705	LR: 0.000800
Training Epoch: 39 [23808/45000]	Loss: 0.2576	LR: 0.000800
Training Epoch: 39 [24064/45000]	Loss: 0.3145	LR: 0.000800
Training Epoch: 39 [24320/45000]	Loss: 0.3367	LR: 0.000800
Training Epoch: 39 [24576/45000]	Loss: 0.2909	LR: 0.000800
Training Epoch: 39 [24832/45000]	Loss: 0.2352	LR: 0.000800
Training Epoch: 39 [25088/45000]	Loss: 0.3242	LR: 0.000800
Training Epoch: 39 [25344/45000]	Loss: 0.2922	LR: 0.000800
Training Epoch: 39 [25600/45000]	Loss: 0.3190	LR: 0.000800
Training Epoch: 39 [25856/45000]	Loss: 0.3036	LR: 0.000800
Training Epoch: 39 [26112/45000]	Loss: 0.2884	LR: 0.000800
Training Epoch: 39 [26368/45000]	Loss: 0.2425	LR: 0.000800
Training Epoch: 39 [26624/45000]	Loss: 0.3195	LR: 0.000800
Training Epoch: 39 [26880/45000]	Loss: 0.3211	LR: 0.000800
Training Epoch: 39 [27136/45000]	Loss: 0.2657	LR: 0.000800
Training Epoch: 39 [27392/45000]	Loss: 0.2036	LR: 0.000800
Training Epoch: 39 [27648/45000]	Loss: 0.2564	LR: 0.000800
Training Epoch: 39 [27904/45000]	Loss: 0.2845	LR: 0.000800
Training Epoch: 39 [28160/45000]	Loss: 0.3188	LR: 0.000800
Training Epoch: 39 [28416/45000]	Loss: 0.3096	LR: 0.000800
Training Epoch: 39 [28672/45000]	Loss: 0.3078	LR: 0.000800
Training Epoch: 39 [28928/45000]	Loss: 0.2764	LR: 0.000800
Training Epoch: 39 [29184/45000]	Loss: 0.2443	LR: 0.000800
Training Epoch: 39 [29440/45000]	Loss: 0.3053	LR: 0.000800
Training Epoch: 39 [29696/45000]	Loss: 0.2721	LR: 0.000800
Training Epoch: 39 [29952/45000]	Loss: 0.2727	LR: 0.000800
Training Epoch: 39 [30208/45000]	Loss: 0.2898	LR: 0.000800
Training Epoch: 39 [30464/45000]	Loss: 0.3328	LR: 0.000800
Training Epoch: 39 [30720/45000]	Loss: 0.2671	LR: 0.000800
Training Epoch: 39 [30976/45000]	Loss: 0.2494	LR: 0.000800
Training Epoch: 39 [31232/45000]	Loss: 0.3256	LR: 0.000800
Training Epoch: 39 [31488/45000]	Loss: 0.2611	LR: 0.000800
Training Epoch: 39 [31744/45000]	Loss: 0.2769	LR: 0.000800
Training Epoch: 39 [32000/45000]	Loss: 0.2907	LR: 0.000800
Training Epoch: 39 [32256/45000]	Loss: 0.3493	LR: 0.000800
Training Epoch: 39 [32512/45000]	Loss: 0.3514	LR: 0.000800
Training Epoch: 39 [32768/45000]	Loss: 0.2621	LR: 0.000800
Training Epoch: 39 [33024/45000]	Loss: 0.3501	LR: 0.000800
Training Epoch: 39 [33280/45000]	Loss: 0.1952	LR: 0.000800
Training Epoch: 39 [33536/45000]	Loss: 0.2746	LR: 0.000800
Training Epoch: 39 [33792/45000]	Loss: 0.3164	LR: 0.000800
Training Epoch: 39 [34048/45000]	Loss: 0.2525	LR: 0.000800
Training Epoch: 39 [34304/45000]	Loss: 0.3185	LR: 0.000800
Training Epoch: 39 [34560/45000]	Loss: 0.3070	LR: 0.000800
Training Epoch: 39 [34816/45000]	Loss: 0.3156	LR: 0.000800
Training Epoch: 39 [35072/45000]	Loss: 0.2756	LR: 0.000800
Training Epoch: 39 [35328/45000]	Loss: 0.3276	LR: 0.000800
Training Epoch: 39 [35584/45000]	Loss: 0.2895	LR: 0.000800
Training Epoch: 39 [35840/45000]	Loss: 0.2735	LR: 0.000800
Training Epoch: 39 [36096/45000]	Loss: 0.3454	LR: 0.000800
Training Epoch: 39 [36352/45000]	Loss: 0.3364	LR: 0.000800
Training Epoch: 39 [36608/45000]	Loss: 0.2366	LR: 0.000800
Training Epoch: 39 [36864/45000]	Loss: 0.3118	LR: 0.000800
Training Epoch: 39 [37120/45000]	Loss: 0.3158	LR: 0.000800
Training Epoch: 39 [37376/45000]	Loss: 0.3009	LR: 0.000800
Training Epoch: 39 [37632/45000]	Loss: 0.2128	LR: 0.000800
Training Epoch: 39 [37888/45000]	Loss: 0.3336	LR: 0.000800
Training Epoch: 39 [38144/45000]	Loss: 0.3521	LR: 0.000800
Training Epoch: 39 [38400/45000]	Loss: 0.3362	LR: 0.000800
Training Epoch: 39 [38656/45000]	Loss: 0.3089	LR: 0.000800
Training Epoch: 39 [38912/45000]	Loss: 0.3297	LR: 0.000800
Training Epoch: 39 [39168/45000]	Loss: 0.2969	LR: 0.000800
Training Epoch: 39 [39424/45000]	Loss: 0.2723	LR: 0.000800
Training Epoch: 39 [39680/45000]	Loss: 0.3381	LR: 0.000800
Training Epoch: 39 [39936/45000]	Loss: 0.2511	LR: 0.000800
Training Epoch: 39 [40192/45000]	Loss: 0.3069	LR: 0.000800
Training Epoch: 39 [40448/45000]	Loss: 0.3632	LR: 0.000800
Training Epoch: 39 [40704/45000]	Loss: 0.2965	LR: 0.000800
Training Epoch: 39 [40960/45000]	Loss: 0.3108	LR: 0.000800
Training Epoch: 39 [41216/45000]	Loss: 0.2353	LR: 0.000800
Training Epoch: 39 [41472/45000]	Loss: 0.3686	LR: 0.000800
Training Epoch: 39 [41728/45000]	Loss: 0.2320	LR: 0.000800
Training Epoch: 39 [41984/45000]	Loss: 0.2694	LR: 0.000800
Training Epoch: 39 [42240/45000]	Loss: 0.2751	LR: 0.000800
Training Epoch: 39 [42496/45000]	Loss: 0.2940	LR: 0.000800
Training Epoch: 39 [42752/45000]	Loss: 0.3375	LR: 0.000800
Training Epoch: 39 [43008/45000]	Loss: 0.3582	LR: 0.000800
Training Epoch: 39 [43264/45000]	Loss: 0.2769	LR: 0.000800
Training Epoch: 39 [43520/45000]	Loss: 0.2393	LR: 0.000800
Training Epoch: 39 [43776/45000]	Loss: 0.3018	LR: 0.000800
Training Epoch: 39 [44032/45000]	Loss: 0.2860	LR: 0.000800
Training Epoch: 39 [44288/45000]	Loss: 0.2997	LR: 0.000800
Training Epoch: 39 [44544/45000]	Loss: 0.2643	LR: 0.000800
Training Epoch: 39 [44800/45000]	Loss: 0.2653	LR: 0.000800
Training Epoch: 39 [45000/45000]	Loss: 0.3017	LR: 0.000800
Epoch 39 - Average Train Loss: 0.2947, Train Accuracy: 0.9116
Epoch 39 training time consumed: 25.09s
Evaluating Network.....
Test set: Epoch: 39, Average loss: 0.0030, Accuracy: 0.7877, Time consumed:0.89s
Saving weights file to checkpoint/retrain/AllCNN/Sunday_13_July_2025_23h_56m_37s/AllCNN-Cifar20-seed1-ret100-39-best.pth
Training Epoch: 40 [256/45000]	Loss: 0.3429	LR: 0.000800
Training Epoch: 40 [512/45000]	Loss: 0.2508	LR: 0.000800
Training Epoch: 40 [768/45000]	Loss: 0.2470	LR: 0.000800
Training Epoch: 40 [1024/45000]	Loss: 0.3529	LR: 0.000800
Training Epoch: 40 [1280/45000]	Loss: 0.2862	LR: 0.000800
Training Epoch: 40 [1536/45000]	Loss: 0.3391	LR: 0.000800
Training Epoch: 40 [1792/45000]	Loss: 0.2718	LR: 0.000800
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Training Epoch: 40 [28160/45000]	Loss: 0.2571	LR: 0.000800
Training Epoch: 40 [28416/45000]	Loss: 0.2744	LR: 0.000800
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Training Epoch: 40 [40192/45000]	Loss: 0.3287	LR: 0.000800
Training Epoch: 40 [40448/45000]	Loss: 0.2971	LR: 0.000800
Training Epoch: 40 [40704/45000]	Loss: 0.3654	LR: 0.000800
Training Epoch: 40 [40960/45000]	Loss: 0.3699	LR: 0.000800
Training Epoch: 40 [41216/45000]	Loss: 0.2434	LR: 0.000800
Training Epoch: 40 [41472/45000]	Loss: 0.2614	LR: 0.000800
Training Epoch: 40 [41728/45000]	Loss: 0.2624	LR: 0.000800
Training Epoch: 40 [41984/45000]	Loss: 0.2818	LR: 0.000800
Training Epoch: 40 [42240/45000]	Loss: 0.3590	LR: 0.000800
Training Epoch: 40 [42496/45000]	Loss: 0.2739	LR: 0.000800
Training Epoch: 40 [42752/45000]	Loss: 0.3568	LR: 0.000800
Training Epoch: 40 [43008/45000]	Loss: 0.2971	LR: 0.000800
Training Epoch: 40 [43264/45000]	Loss: 0.3348	LR: 0.000800
Training Epoch: 40 [43520/45000]	Loss: 0.3328	LR: 0.000800
Training Epoch: 40 [43776/45000]	Loss: 0.1990	LR: 0.000800
Training Epoch: 40 [44032/45000]	Loss: 0.2554	LR: 0.000800
Training Epoch: 40 [44288/45000]	Loss: 0.2913	LR: 0.000800
Training Epoch: 40 [44544/45000]	Loss: 0.3406	LR: 0.000800
Training Epoch: 40 [44800/45000]	Loss: 0.2855	LR: 0.000800
Training Epoch: 40 [45000/45000]	Loss: 0.1962	LR: 0.000800
Epoch 40 - Average Train Loss: 0.2897, Train Accuracy: 0.9140
Epoch 40 training time consumed: 24.62s
Evaluating Network.....
Test set: Epoch: 40, Average loss: 0.0030, Accuracy: 0.7869, Time consumed:0.95s
Valid (Test) Dl:  10000
Train Dl:  50000
Retain Train Dl:  45000
Forget Train Dl:  5000
Retain Valid Dl:  45000
Forget Valid Dl:  5000
retain_prob Distribution: 10000 samples
test_prob Distribution: 10000 samples
forget_prob Distribution: 5000 samples
Set1 Distribution: 5000 samples
Set2 Distribution: 5000 samples
Set1 Distribution: 5000 samples
Set2 Distribution: 5000 samples
Set1 Distribution: 10000 samples
Set2 Distribution: 10000 samples
Set1 Distribution: 10000 samples
Set2 Distribution: 10000 samples
Test Accuracy: 78.603515625
Retain Accuracy: 92.0129623413086
Zero-Retain Forget (ZRF): 0.9142271280288696
Membership Inference Attack (MIA): 0.4644
Forget vs Retain Membership Inference Attack (MIA): 0.54
Forget vs Test Membership Inference Attack (MIA): 0.5355
Test vs Retain Membership Inference Attack (MIA): 0.4915
Train vs Test Membership Inference Attack (MIA): 0.557
Forget Set Accuracy (Df): 76.59236907958984
Method Execution Time: 1521.19 seconds
