
📌 S Retain class distribution for seed 2:
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 2:
Class 0: 50
Class 1: 50
Class 2: 50
Class 3: 50
Class 4: 50
Class 5: 50
Class 6: 50
Class 7: 50
Class 8: 50
Class 9: 50
Class 10: 50
Class 11: 50
Class 12: 50
Class 13: 50
Class 14: 50
Class 15: 50
Class 16: 50
Class 17: 50
Class 18: 50
Class 19: 50
Class 20: 50
Class 21: 50
Class 22: 50
Class 23: 50
Class 24: 50
Class 25: 50
Class 26: 50
Class 27: 50
Class 28: 50
Class 29: 50
Class 30: 50
Class 31: 50
Class 32: 50
Class 33: 50
Class 34: 50
Class 35: 50
Class 36: 50
Class 37: 50
Class 38: 50
Class 39: 50
Class 40: 50
Class 41: 50
Class 42: 50
Class 43: 50
Class 44: 50
Class 45: 50
Class 46: 50
Class 47: 50
Class 48: 50
Class 49: 50
Class 50: 50
Class 51: 50
Class 52: 50
Class 53: 50
Class 54: 50
Class 55: 50
Class 56: 50
Class 57: 50
Class 58: 50
Class 59: 50
Class 60: 50
Class 61: 50
Class 62: 50
Class 63: 50
Class 64: 50
Class 65: 50
Class 66: 50
Class 67: 50
Class 68: 50
Class 69: 50
Class 70: 50
Class 71: 50
Class 72: 50
Class 73: 50
Class 74: 50
Class 75: 50
Class 76: 50
Class 77: 50
Class 78: 50
Class 79: 50
Class 80: 50
Class 81: 50
Class 82: 50
Class 83: 50
Class 84: 50
Class 85: 50
Class 86: 50
Class 87: 50
Class 88: 50
Class 89: 50
Class 90: 50
Class 91: 50
Class 92: 50
Class 93: 50
Class 94: 50
Class 95: 50
Class 96: 50
Class 97: 50
Class 98: 50
Class 99: 50
⚠️ Warning: Retain train loader may not be shuffled.
Training Epoch: 1 [256/45000]	Loss: 3.0294	LR: 0.000000
Training Epoch: 1 [512/45000]	Loss: 3.0236	LR: 0.000568
Training Epoch: 1 [768/45000]	Loss: 3.0252	LR: 0.001136
Training Epoch: 1 [1024/45000]	Loss: 3.0039	LR: 0.001705
Training Epoch: 1 [1280/45000]	Loss: 3.0355	LR: 0.002273
Training Epoch: 1 [1536/45000]	Loss: 3.0316	LR: 0.002841
Training Epoch: 1 [1792/45000]	Loss: 2.9959	LR: 0.003409
Training Epoch: 1 [2048/45000]	Loss: 3.0153	LR: 0.003977
Training Epoch: 1 [2304/45000]	Loss: 2.9770	LR: 0.004545
Training Epoch: 1 [2560/45000]	Loss: 3.0079	LR: 0.005114
Training Epoch: 1 [2816/45000]	Loss: 2.9769	LR: 0.005682
Training Epoch: 1 [3072/45000]	Loss: 2.9586	LR: 0.006250
Training Epoch: 1 [3328/45000]	Loss: 2.9206	LR: 0.006818
Training Epoch: 1 [3584/45000]	Loss: 2.9246	LR: 0.007386
Training Epoch: 1 [3840/45000]	Loss: 2.8788	LR: 0.007955
Training Epoch: 1 [4096/45000]	Loss: 2.8954	LR: 0.008523
Training Epoch: 1 [4352/45000]	Loss: 2.8665	LR: 0.009091
Training Epoch: 1 [4608/45000]	Loss: 2.8232	LR: 0.009659
Training Epoch: 1 [4864/45000]	Loss: 2.8478	LR: 0.010227
Training Epoch: 1 [5120/45000]	Loss: 2.8341	LR: 0.010795
Training Epoch: 1 [5376/45000]	Loss: 2.7330	LR: 0.011364
Training Epoch: 1 [5632/45000]	Loss: 2.7579	LR: 0.011932
Training Epoch: 1 [5888/45000]	Loss: 2.8215	LR: 0.012500
Training Epoch: 1 [6144/45000]	Loss: 2.7466	LR: 0.013068
Training Epoch: 1 [6400/45000]	Loss: 2.7709	LR: 0.013636
Training Epoch: 1 [6656/45000]	Loss: 2.6537	LR: 0.014205
Training Epoch: 1 [6912/45000]	Loss: 2.7262	LR: 0.014773
Training Epoch: 1 [7168/45000]	Loss: 2.7676	LR: 0.015341
Training Epoch: 1 [7424/45000]	Loss: 2.7506	LR: 0.015909
Training Epoch: 1 [7680/45000]	Loss: 2.7112	LR: 0.016477
Training Epoch: 1 [7936/45000]	Loss: 2.6718	LR: 0.017045
Training Epoch: 1 [8192/45000]	Loss: 2.7281	LR: 0.017614
Training Epoch: 1 [8448/45000]	Loss: 2.6420	LR: 0.018182
Training Epoch: 1 [8704/45000]	Loss: 2.6215	LR: 0.018750
Training Epoch: 1 [8960/45000]	Loss: 2.6128	LR: 0.019318
Training Epoch: 1 [9216/45000]	Loss: 2.6708	LR: 0.019886
Training Epoch: 1 [9472/45000]	Loss: 2.6740	LR: 0.020455
Training Epoch: 1 [9728/45000]	Loss: 2.6355	LR: 0.021023
Training Epoch: 1 [9984/45000]	Loss: 2.5631	LR: 0.021591
Training Epoch: 1 [10240/45000]	Loss: 2.5831	LR: 0.022159
Training Epoch: 1 [10496/45000]	Loss: 2.6051	LR: 0.022727
Training Epoch: 1 [10752/45000]	Loss: 2.5800	LR: 0.023295
Training Epoch: 1 [11008/45000]	Loss: 2.5865	LR: 0.023864
Training Epoch: 1 [11264/45000]	Loss: 2.5251	LR: 0.024432
Training Epoch: 1 [11520/45000]	Loss: 2.6847	LR: 0.025000
Training Epoch: 1 [11776/45000]	Loss: 2.5838	LR: 0.025568
Training Epoch: 1 [12032/45000]	Loss: 2.5804	LR: 0.026136
Training Epoch: 1 [12288/45000]	Loss: 2.6299	LR: 0.026705
Training Epoch: 1 [12544/45000]	Loss: 2.5350	LR: 0.027273
Training Epoch: 1 [12800/45000]	Loss: 2.5065	LR: 0.027841
Training Epoch: 1 [13056/45000]	Loss: 2.5329	LR: 0.028409
Training Epoch: 1 [13312/45000]	Loss: 2.5480	LR: 0.028977
Training Epoch: 1 [13568/45000]	Loss: 2.4764	LR: 0.029545
Training Epoch: 1 [13824/45000]	Loss: 2.5363	LR: 0.030114
Training Epoch: 1 [14080/45000]	Loss: 2.5439	LR: 0.030682
Training Epoch: 1 [14336/45000]	Loss: 2.5764	LR: 0.031250
Training Epoch: 1 [14592/45000]	Loss: 2.5137	LR: 0.031818
Training Epoch: 1 [14848/45000]	Loss: 2.4728	LR: 0.032386
Training Epoch: 1 [15104/45000]	Loss: 2.5689	LR: 0.032955
Training Epoch: 1 [15360/45000]	Loss: 2.5546	LR: 0.033523
Training Epoch: 1 [15616/45000]	Loss: 2.5950	LR: 0.034091
Training Epoch: 1 [15872/45000]	Loss: 2.5902	LR: 0.034659
Training Epoch: 1 [16128/45000]	Loss: 2.4482	LR: 0.035227
Training Epoch: 1 [16384/45000]	Loss: 2.4177	LR: 0.035795
Training Epoch: 1 [16640/45000]	Loss: 2.5305	LR: 0.036364
Training Epoch: 1 [16896/45000]	Loss: 2.4320	LR: 0.036932
Training Epoch: 1 [17152/45000]	Loss: 2.5002	LR: 0.037500
Training Epoch: 1 [17408/45000]	Loss: 2.5035	LR: 0.038068
Training Epoch: 1 [17664/45000]	Loss: 2.5074	LR: 0.038636
Training Epoch: 1 [17920/45000]	Loss: 2.4721	LR: 0.039205
Training Epoch: 1 [18176/45000]	Loss: 2.4754	LR: 0.039773
Training Epoch: 1 [18432/45000]	Loss: 2.5295	LR: 0.040341
Training Epoch: 1 [18688/45000]	Loss: 2.3887	LR: 0.040909
Training Epoch: 1 [18944/45000]	Loss: 2.4799	LR: 0.041477
Training Epoch: 1 [19200/45000]	Loss: 2.4872	LR: 0.042045
Training Epoch: 1 [19456/45000]	Loss: 2.5150	LR: 0.042614
Training Epoch: 1 [19712/45000]	Loss: 2.4359	LR: 0.043182
Training Epoch: 1 [19968/45000]	Loss: 2.4112	LR: 0.043750
Training Epoch: 1 [20224/45000]	Loss: 2.5078	LR: 0.044318
Training Epoch: 1 [20480/45000]	Loss: 2.3938	LR: 0.044886
Training Epoch: 1 [20736/45000]	Loss: 2.5321	LR: 0.045455
Training Epoch: 1 [20992/45000]	Loss: 2.5628	LR: 0.046023
Training Epoch: 1 [21248/45000]	Loss: 2.2990	LR: 0.046591
Training Epoch: 1 [21504/45000]	Loss: 2.3863	LR: 0.047159
Training Epoch: 1 [21760/45000]	Loss: 2.4459	LR: 0.047727
Training Epoch: 1 [22016/45000]	Loss: 2.4516	LR: 0.048295
Training Epoch: 1 [22272/45000]	Loss: 2.4816	LR: 0.048864
Training Epoch: 1 [22528/45000]	Loss: 2.5227	LR: 0.049432
Training Epoch: 1 [22784/45000]	Loss: 2.4211	LR: 0.050000
Training Epoch: 1 [23040/45000]	Loss: 2.4862	LR: 0.050568
Training Epoch: 1 [23296/45000]	Loss: 2.4370	LR: 0.051136
Training Epoch: 1 [23552/45000]	Loss: 2.3820	LR: 0.051705
Training Epoch: 1 [23808/45000]	Loss: 2.4346	LR: 0.052273
Training Epoch: 1 [24064/45000]	Loss: 2.4466	LR: 0.052841
Training Epoch: 1 [24320/45000]	Loss: 2.3782	LR: 0.053409
Training Epoch: 1 [24576/45000]	Loss: 2.4955	LR: 0.053977
Training Epoch: 1 [24832/45000]	Loss: 2.3553	LR: 0.054545
Training Epoch: 1 [25088/45000]	Loss: 2.3719	LR: 0.055114
Training Epoch: 1 [25344/45000]	Loss: 2.3872	LR: 0.055682
Training Epoch: 1 [25600/45000]	Loss: 2.4634	LR: 0.056250
Training Epoch: 1 [25856/45000]	Loss: 2.4030	LR: 0.056818
Training Epoch: 1 [26112/45000]	Loss: 2.4448	LR: 0.057386
Training Epoch: 1 [26368/45000]	Loss: 2.3844	LR: 0.057955
Training Epoch: 1 [26624/45000]	Loss: 2.5362	LR: 0.058523
Training Epoch: 1 [26880/45000]	Loss: 2.4542	LR: 0.059091
Training Epoch: 1 [27136/45000]	Loss: 2.3021	LR: 0.059659
Training Epoch: 1 [27392/45000]	Loss: 2.3943	LR: 0.060227
Training Epoch: 1 [27648/45000]	Loss: 2.4314	LR: 0.060795
Training Epoch: 1 [27904/45000]	Loss: 2.3759	LR: 0.061364
Training Epoch: 1 [28160/45000]	Loss: 2.4093	LR: 0.061932
Training Epoch: 1 [28416/45000]	Loss: 2.4267	LR: 0.062500
Training Epoch: 1 [28672/45000]	Loss: 2.4210	LR: 0.063068
Training Epoch: 1 [28928/45000]	Loss: 2.4879	LR: 0.063636
Training Epoch: 1 [29184/45000]	Loss: 2.4379	LR: 0.064205
Training Epoch: 1 [29440/45000]	Loss: 2.3672	LR: 0.064773
Training Epoch: 1 [29696/45000]	Loss: 2.4647	LR: 0.065341
Training Epoch: 1 [29952/45000]	Loss: 2.3791	LR: 0.065909
Training Epoch: 1 [30208/45000]	Loss: 2.4033	LR: 0.066477
Training Epoch: 1 [30464/45000]	Loss: 2.3649	LR: 0.067045
Training Epoch: 1 [30720/45000]	Loss: 2.4314	LR: 0.067614
Training Epoch: 1 [30976/45000]	Loss: 2.2971	LR: 0.068182
Training Epoch: 1 [31232/45000]	Loss: 2.3481	LR: 0.068750
Training Epoch: 1 [31488/45000]	Loss: 2.3621	LR: 0.069318
Training Epoch: 1 [31744/45000]	Loss: 2.4605	LR: 0.069886
Training Epoch: 1 [32000/45000]	Loss: 2.3338	LR: 0.070455
Training Epoch: 1 [32256/45000]	Loss: 2.3692	LR: 0.071023
Training Epoch: 1 [32512/45000]	Loss: 2.5383	LR: 0.071591
Training Epoch: 1 [32768/45000]	Loss: 2.2743	LR: 0.072159
Training Epoch: 1 [33024/45000]	Loss: 2.3671	LR: 0.072727
Training Epoch: 1 [33280/45000]	Loss: 2.3969	LR: 0.073295
Training Epoch: 1 [33536/45000]	Loss: 2.2844	LR: 0.073864
Training Epoch: 1 [33792/45000]	Loss: 2.4820	LR: 0.074432
Training Epoch: 1 [34048/45000]	Loss: 2.4400	LR: 0.075000
Training Epoch: 1 [34304/45000]	Loss: 2.4303	LR: 0.075568
Training Epoch: 1 [34560/45000]	Loss: 2.3740	LR: 0.076136
Training Epoch: 1 [34816/45000]	Loss: 2.5331	LR: 0.076705
Training Epoch: 1 [35072/45000]	Loss: 2.3397	LR: 0.077273
Training Epoch: 1 [35328/45000]	Loss: 2.3946	LR: 0.077841
Training Epoch: 1 [35584/45000]	Loss: 2.2391	LR: 0.078409
Training Epoch: 1 [35840/45000]	Loss: 2.2828	LR: 0.078977
Training Epoch: 1 [36096/45000]	Loss: 2.3256	LR: 0.079545
Training Epoch: 1 [36352/45000]	Loss: 2.4079	LR: 0.080114
Training Epoch: 1 [36608/45000]	Loss: 2.4631	LR: 0.080682
Training Epoch: 1 [36864/45000]	Loss: 2.3479	LR: 0.081250
Training Epoch: 1 [37120/45000]	Loss: 2.4167	LR: 0.081818
Training Epoch: 1 [37376/45000]	Loss: 2.3077	LR: 0.082386
Training Epoch: 1 [37632/45000]	Loss: 2.4247	LR: 0.082955
Training Epoch: 1 [37888/45000]	Loss: 2.3089	LR: 0.083523
Training Epoch: 1 [38144/45000]	Loss: 2.3061	LR: 0.084091
Training Epoch: 1 [38400/45000]	Loss: 2.3203	LR: 0.084659
Training Epoch: 1 [38656/45000]	Loss: 2.4056	LR: 0.085227
Training Epoch: 1 [38912/45000]	Loss: 2.3937	LR: 0.085795
Training Epoch: 1 [39168/45000]	Loss: 2.3239	LR: 0.086364
Training Epoch: 1 [39424/45000]	Loss: 2.3437	LR: 0.086932
Training Epoch: 1 [39680/45000]	Loss: 2.2914	LR: 0.087500
Training Epoch: 1 [39936/45000]	Loss: 2.2630	LR: 0.088068
Training Epoch: 1 [40192/45000]	Loss: 2.2335	LR: 0.088636
Training Epoch: 1 [40448/45000]	Loss: 2.4225	LR: 0.089205
Training Epoch: 1 [40704/45000]	Loss: 2.3483	LR: 0.089773
Training Epoch: 1 [40960/45000]	Loss: 2.4315	LR: 0.090341
Training Epoch: 1 [41216/45000]	Loss: 2.3316	LR: 0.090909
Training Epoch: 1 [41472/45000]	Loss: 2.3155	LR: 0.091477
Training Epoch: 1 [41728/45000]	Loss: 2.3410	LR: 0.092045
Training Epoch: 1 [41984/45000]	Loss: 2.3776	LR: 0.092614
Training Epoch: 1 [42240/45000]	Loss: 2.3532	LR: 0.093182
Training Epoch: 1 [42496/45000]	Loss: 2.3790	LR: 0.093750
Training Epoch: 1 [42752/45000]	Loss: 2.3176	LR: 0.094318
Training Epoch: 1 [43008/45000]	Loss: 2.3436	LR: 0.094886
Training Epoch: 1 [43264/45000]	Loss: 2.2690	LR: 0.095455
Training Epoch: 1 [43520/45000]	Loss: 2.3532	LR: 0.096023
Training Epoch: 1 [43776/45000]	Loss: 2.2174	LR: 0.096591
Training Epoch: 1 [44032/45000]	Loss: 2.3386	LR: 0.097159
Training Epoch: 1 [44288/45000]	Loss: 2.2619	LR: 0.097727
Training Epoch: 1 [44544/45000]	Loss: 2.2713	LR: 0.098295
Training Epoch: 1 [44800/45000]	Loss: 2.2589	LR: 0.098864
Training Epoch: 1 [45000/45000]	Loss: 2.3143	LR: 0.099432
Epoch 1 - Average Train Loss: 2.5140, Train Accuracy: 0.2199
Epoch 1 training time consumed: 25.41s
Evaluating Network.....
Test set: Epoch: 1, Average loss: 0.0098, Accuracy: 0.2607, Time consumed:1.04s
Saving weights file to checkpoint/retrain/AllCNN/Monday_14_July_2025_00h_22m_16s/AllCNN-Cifar20-seed2-ret100-1-best.pth
Training Epoch: 2 [256/45000]	Loss: 2.3027	LR: 0.100000
Training Epoch: 2 [512/45000]	Loss: 2.2612	LR: 0.100000
Training Epoch: 2 [768/45000]	Loss: 2.3162	LR: 0.100000
Training Epoch: 2 [1024/45000]	Loss: 2.2790	LR: 0.100000
Training Epoch: 2 [1280/45000]	Loss: 2.2580	LR: 0.100000
Training Epoch: 2 [1536/45000]	Loss: 2.1854	LR: 0.100000
Training Epoch: 2 [1792/45000]	Loss: 2.3796	LR: 0.100000
Training Epoch: 2 [2048/45000]	Loss: 2.3980	LR: 0.100000
Training Epoch: 2 [2304/45000]	Loss: 2.3650	LR: 0.100000
Training Epoch: 2 [2560/45000]	Loss: 2.3356	LR: 0.100000
Training Epoch: 2 [2816/45000]	Loss: 2.3449	LR: 0.100000
Training Epoch: 2 [3072/45000]	Loss: 2.1953	LR: 0.100000
Training Epoch: 2 [3328/45000]	Loss: 2.2801	LR: 0.100000
Training Epoch: 2 [3584/45000]	Loss: 2.3609	LR: 0.100000
Training Epoch: 2 [3840/45000]	Loss: 2.2921	LR: 0.100000
Training Epoch: 2 [4096/45000]	Loss: 2.2651	LR: 0.100000
Training Epoch: 2 [4352/45000]	Loss: 2.3389	LR: 0.100000
Training Epoch: 2 [4608/45000]	Loss: 2.3098	LR: 0.100000
Training Epoch: 2 [4864/45000]	Loss: 2.2361	LR: 0.100000
Training Epoch: 2 [5120/45000]	Loss: 2.2893	LR: 0.100000
Training Epoch: 2 [5376/45000]	Loss: 2.3648	LR: 0.100000
Training Epoch: 2 [5632/45000]	Loss: 2.1939	LR: 0.100000
Training Epoch: 2 [5888/45000]	Loss: 2.3394	LR: 0.100000
Training Epoch: 2 [6144/45000]	Loss: 2.1250	LR: 0.100000
Training Epoch: 2 [6400/45000]	Loss: 2.2884	LR: 0.100000
Training Epoch: 2 [6656/45000]	Loss: 2.2754	LR: 0.100000
Training Epoch: 2 [6912/45000]	Loss: 2.2449	LR: 0.100000
Training Epoch: 2 [7168/45000]	Loss: 2.1953	LR: 0.100000
Training Epoch: 2 [7424/45000]	Loss: 2.2088	LR: 0.100000
Training Epoch: 2 [7680/45000]	Loss: 2.0314	LR: 0.100000
Training Epoch: 2 [7936/45000]	Loss: 2.2931	LR: 0.100000
Training Epoch: 2 [8192/45000]	Loss: 2.1959	LR: 0.100000
Training Epoch: 2 [8448/45000]	Loss: 2.0905	LR: 0.100000
Training Epoch: 2 [8704/45000]	Loss: 2.2776	LR: 0.100000
Training Epoch: 2 [8960/45000]	Loss: 2.1918	LR: 0.100000
Training Epoch: 2 [9216/45000]	Loss: 2.3096	LR: 0.100000
Training Epoch: 2 [9472/45000]	Loss: 2.1532	LR: 0.100000
Training Epoch: 2 [9728/45000]	Loss: 2.2146	LR: 0.100000
Training Epoch: 2 [9984/45000]	Loss: 2.2844	LR: 0.100000
Training Epoch: 2 [10240/45000]	Loss: 2.2557	LR: 0.100000
Training Epoch: 2 [10496/45000]	Loss: 2.0977	LR: 0.100000
Training Epoch: 2 [10752/45000]	Loss: 2.0899	LR: 0.100000
Training Epoch: 2 [11008/45000]	Loss: 2.2348	LR: 0.100000
Training Epoch: 2 [11264/45000]	Loss: 2.1308	LR: 0.100000
Training Epoch: 2 [11520/45000]	Loss: 2.2591	LR: 0.100000
Training Epoch: 2 [11776/45000]	Loss: 2.2491	LR: 0.100000
Training Epoch: 2 [12032/45000]	Loss: 2.2597	LR: 0.100000
Training Epoch: 2 [12288/45000]	Loss: 2.1148	LR: 0.100000
Training Epoch: 2 [12544/45000]	Loss: 2.1155	LR: 0.100000
Training Epoch: 2 [12800/45000]	Loss: 2.2553	LR: 0.100000
Training Epoch: 2 [13056/45000]	Loss: 2.2017	LR: 0.100000
Training Epoch: 2 [13312/45000]	Loss: 2.1427	LR: 0.100000
Training Epoch: 2 [13568/45000]	Loss: 2.1216	LR: 0.100000
Training Epoch: 2 [13824/45000]	Loss: 2.2329	LR: 0.100000
Training Epoch: 2 [14080/45000]	Loss: 2.1179	LR: 0.100000
Training Epoch: 2 [14336/45000]	Loss: 2.0552	LR: 0.100000
Training Epoch: 2 [14592/45000]	Loss: 2.1641	LR: 0.100000
Training Epoch: 2 [14848/45000]	Loss: 2.2066	LR: 0.100000
Training Epoch: 2 [15104/45000]	Loss: 2.1251	LR: 0.100000
Training Epoch: 2 [15360/45000]	Loss: 2.1526	LR: 0.100000
Training Epoch: 2 [15616/45000]	Loss: 2.2046	LR: 0.100000
Training Epoch: 2 [15872/45000]	Loss: 2.1575	LR: 0.100000
Training Epoch: 2 [16128/45000]	Loss: 2.1559	LR: 0.100000
Training Epoch: 2 [16384/45000]	Loss: 2.2584	LR: 0.100000
Training Epoch: 2 [16640/45000]	Loss: 2.1583	LR: 0.100000
Training Epoch: 2 [16896/45000]	Loss: 2.1574	LR: 0.100000
Training Epoch: 2 [17152/45000]	Loss: 2.2984	LR: 0.100000
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Training Epoch: 2 [19200/45000]	Loss: 2.1192	LR: 0.100000
Training Epoch: 2 [19456/45000]	Loss: 2.1607	LR: 0.100000
Training Epoch: 2 [19712/45000]	Loss: 2.1055	LR: 0.100000
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Training Epoch: 2 [20224/45000]	Loss: 2.3010	LR: 0.100000
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Training Epoch: 2 [20736/45000]	Loss: 2.1252	LR: 0.100000
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Training Epoch: 2 [22016/45000]	Loss: 2.2082	LR: 0.100000
Training Epoch: 2 [22272/45000]	Loss: 2.3173	LR: 0.100000
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Training Epoch: 2 [23040/45000]	Loss: 2.1427	LR: 0.100000
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Training Epoch: 2 [24576/45000]	Loss: 2.1294	LR: 0.100000
Training Epoch: 2 [24832/45000]	Loss: 2.2177	LR: 0.100000
Training Epoch: 2 [25088/45000]	Loss: 1.9539	LR: 0.100000
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Training Epoch: 2 [25600/45000]	Loss: 2.1393	LR: 0.100000
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Training Epoch: 2 [26368/45000]	Loss: 2.0788	LR: 0.100000
Training Epoch: 2 [26624/45000]	Loss: 2.1850	LR: 0.100000
Training Epoch: 2 [26880/45000]	Loss: 2.1224	LR: 0.100000
Training Epoch: 2 [27136/45000]	Loss: 2.1563	LR: 0.100000
Training Epoch: 2 [27392/45000]	Loss: 2.0944	LR: 0.100000
Training Epoch: 2 [27648/45000]	Loss: 2.0092	LR: 0.100000
Training Epoch: 2 [27904/45000]	Loss: 2.0467	LR: 0.100000
Training Epoch: 2 [28160/45000]	Loss: 2.2336	LR: 0.100000
Training Epoch: 2 [28416/45000]	Loss: 2.1086	LR: 0.100000
Training Epoch: 2 [28672/45000]	Loss: 2.1087	LR: 0.100000
Training Epoch: 2 [28928/45000]	Loss: 2.1374	LR: 0.100000
Training Epoch: 2 [29184/45000]	Loss: 2.0108	LR: 0.100000
Training Epoch: 2 [29440/45000]	Loss: 2.2243	LR: 0.100000
Training Epoch: 2 [29696/45000]	Loss: 2.1176	LR: 0.100000
Training Epoch: 2 [29952/45000]	Loss: 2.0276	LR: 0.100000
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Training Epoch: 2 [35328/45000]	Loss: 1.8809	LR: 0.100000
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Training Epoch: 2 [35840/45000]	Loss: 2.1328	LR: 0.100000
Training Epoch: 2 [36096/45000]	Loss: 2.0328	LR: 0.100000
Training Epoch: 2 [36352/45000]	Loss: 2.1505	LR: 0.100000
Training Epoch: 2 [36608/45000]	Loss: 2.1426	LR: 0.100000
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Training Epoch: 2 [37120/45000]	Loss: 2.1615	LR: 0.100000
Training Epoch: 2 [37376/45000]	Loss: 2.0409	LR: 0.100000
Training Epoch: 2 [37632/45000]	Loss: 2.0758	LR: 0.100000
Training Epoch: 2 [37888/45000]	Loss: 2.1534	LR: 0.100000
Training Epoch: 2 [38144/45000]	Loss: 2.1474	LR: 0.100000
Training Epoch: 2 [38400/45000]	Loss: 1.9783	LR: 0.100000
Training Epoch: 2 [38656/45000]	Loss: 1.9869	LR: 0.100000
Training Epoch: 2 [38912/45000]	Loss: 2.0318	LR: 0.100000
Training Epoch: 2 [39168/45000]	Loss: 1.9980	LR: 0.100000
Training Epoch: 2 [39424/45000]	Loss: 2.1420	LR: 0.100000
Training Epoch: 2 [39680/45000]	Loss: 2.1124	LR: 0.100000
Training Epoch: 2 [39936/45000]	Loss: 2.0037	LR: 0.100000
Training Epoch: 2 [40192/45000]	Loss: 2.0099	LR: 0.100000
Training Epoch: 2 [40448/45000]	Loss: 2.1357	LR: 0.100000
Training Epoch: 2 [40704/45000]	Loss: 2.0438	LR: 0.100000
Training Epoch: 2 [40960/45000]	Loss: 1.9896	LR: 0.100000
Training Epoch: 2 [41216/45000]	Loss: 1.9448	LR: 0.100000
Training Epoch: 2 [41472/45000]	Loss: 2.0042	LR: 0.100000
Training Epoch: 2 [41728/45000]	Loss: 2.1249	LR: 0.100000
Training Epoch: 2 [41984/45000]	Loss: 2.0135	LR: 0.100000
Training Epoch: 2 [42240/45000]	Loss: 2.0938	LR: 0.100000
Training Epoch: 2 [42496/45000]	Loss: 1.9758	LR: 0.100000
Training Epoch: 2 [42752/45000]	Loss: 2.1301	LR: 0.100000
Training Epoch: 2 [43008/45000]	Loss: 2.0332	LR: 0.100000
Training Epoch: 2 [43264/45000]	Loss: 1.9307	LR: 0.100000
Training Epoch: 2 [43520/45000]	Loss: 2.0733	LR: 0.100000
Training Epoch: 2 [43776/45000]	Loss: 1.9546	LR: 0.100000
Training Epoch: 2 [44032/45000]	Loss: 1.9807	LR: 0.100000
Training Epoch: 2 [44288/45000]	Loss: 1.9295	LR: 0.100000
Training Epoch: 2 [44544/45000]	Loss: 2.0587	LR: 0.100000
Training Epoch: 2 [44800/45000]	Loss: 2.0647	LR: 0.100000
Training Epoch: 2 [45000/45000]	Loss: 2.0875	LR: 0.100000
Epoch 2 - Average Train Loss: 2.1457, Train Accuracy: 0.3280
Epoch 2 training time consumed: 24.74s
Evaluating Network.....
Test set: Epoch: 2, Average loss: 0.0087, Accuracy: 0.3390, Time consumed:0.89s
Saving weights file to checkpoint/retrain/AllCNN/Monday_14_July_2025_00h_22m_16s/AllCNN-Cifar20-seed2-ret100-2-best.pth
Training Epoch: 3 [256/45000]	Loss: 1.9065	LR: 0.100000
Training Epoch: 3 [512/45000]	Loss: 1.9455	LR: 0.100000
Training Epoch: 3 [768/45000]	Loss: 2.1123	LR: 0.100000
Training Epoch: 3 [1024/45000]	Loss: 1.9394	LR: 0.100000
Training Epoch: 3 [1280/45000]	Loss: 2.0900	LR: 0.100000
Training Epoch: 3 [1536/45000]	Loss: 1.8671	LR: 0.100000
Training Epoch: 3 [1792/45000]	Loss: 1.9385	LR: 0.100000
Training Epoch: 3 [2048/45000]	Loss: 2.0296	LR: 0.100000
Training Epoch: 3 [2304/45000]	Loss: 2.0227	LR: 0.100000
Training Epoch: 3 [2560/45000]	Loss: 1.9527	LR: 0.100000
Training Epoch: 3 [2816/45000]	Loss: 2.1042	LR: 0.100000
Training Epoch: 3 [3072/45000]	Loss: 1.9195	LR: 0.100000
Training Epoch: 3 [3328/45000]	Loss: 2.0735	LR: 0.100000
Training Epoch: 3 [3584/45000]	Loss: 2.0991	LR: 0.100000
Training Epoch: 3 [3840/45000]	Loss: 1.9674	LR: 0.100000
Training Epoch: 3 [4096/45000]	Loss: 1.9126	LR: 0.100000
Training Epoch: 3 [4352/45000]	Loss: 1.9560	LR: 0.100000
Training Epoch: 3 [4608/45000]	Loss: 2.0832	LR: 0.100000
Training Epoch: 3 [4864/45000]	Loss: 1.9134	LR: 0.100000
Training Epoch: 3 [5120/45000]	Loss: 1.9953	LR: 0.100000
Training Epoch: 3 [5376/45000]	Loss: 1.9639	LR: 0.100000
Training Epoch: 3 [5632/45000]	Loss: 2.0312	LR: 0.100000
Training Epoch: 3 [5888/45000]	Loss: 1.9728	LR: 0.100000
Training Epoch: 3 [6144/45000]	Loss: 1.9564	LR: 0.100000
Training Epoch: 3 [6400/45000]	Loss: 2.1860	LR: 0.100000
Training Epoch: 3 [6656/45000]	Loss: 1.9830	LR: 0.100000
Training Epoch: 3 [6912/45000]	Loss: 2.0213	LR: 0.100000
Training Epoch: 3 [7168/45000]	Loss: 1.8563	LR: 0.100000
Training Epoch: 3 [7424/45000]	Loss: 1.9865	LR: 0.100000
Training Epoch: 3 [7680/45000]	Loss: 1.9353	LR: 0.100000
Training Epoch: 3 [7936/45000]	Loss: 1.9282	LR: 0.100000
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Training Epoch: 3 [8448/45000]	Loss: 2.0176	LR: 0.100000
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Training Epoch: 3 [8960/45000]	Loss: 1.9729	LR: 0.100000
Training Epoch: 3 [9216/45000]	Loss: 2.0720	LR: 0.100000
Training Epoch: 3 [9472/45000]	Loss: 2.1434	LR: 0.100000
Training Epoch: 3 [9728/45000]	Loss: 1.9820	LR: 0.100000
Training Epoch: 3 [9984/45000]	Loss: 1.9020	LR: 0.100000
Training Epoch: 3 [10240/45000]	Loss: 2.0398	LR: 0.100000
Training Epoch: 3 [10496/45000]	Loss: 2.0021	LR: 0.100000
Training Epoch: 3 [10752/45000]	Loss: 1.8498	LR: 0.100000
Training Epoch: 3 [11008/45000]	Loss: 1.8220	LR: 0.100000
Training Epoch: 3 [11264/45000]	Loss: 1.9864	LR: 0.100000
Training Epoch: 3 [11520/45000]	Loss: 1.8126	LR: 0.100000
Training Epoch: 3 [11776/45000]	Loss: 1.9503	LR: 0.100000
Training Epoch: 3 [12032/45000]	Loss: 2.0627	LR: 0.100000
Training Epoch: 3 [12288/45000]	Loss: 1.9495	LR: 0.100000
Training Epoch: 3 [12544/45000]	Loss: 1.7773	LR: 0.100000
Training Epoch: 3 [12800/45000]	Loss: 2.0068	LR: 0.100000
Training Epoch: 3 [13056/45000]	Loss: 1.8511	LR: 0.100000
Training Epoch: 3 [13312/45000]	Loss: 2.0096	LR: 0.100000
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Training Epoch: 3 [13824/45000]	Loss: 1.9736	LR: 0.100000
Training Epoch: 3 [14080/45000]	Loss: 1.9190	LR: 0.100000
Training Epoch: 3 [14336/45000]	Loss: 2.1550	LR: 0.100000
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Training Epoch: 3 [14848/45000]	Loss: 1.8673	LR: 0.100000
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Training Epoch: 3 [16384/45000]	Loss: 1.9497	LR: 0.100000
Training Epoch: 3 [16640/45000]	Loss: 1.8036	LR: 0.100000
Training Epoch: 3 [16896/45000]	Loss: 1.9606	LR: 0.100000
Training Epoch: 3 [17152/45000]	Loss: 2.0309	LR: 0.100000
Training Epoch: 3 [17408/45000]	Loss: 1.8531	LR: 0.100000
Training Epoch: 3 [17664/45000]	Loss: 1.8727	LR: 0.100000
Training Epoch: 3 [17920/45000]	Loss: 1.8441	LR: 0.100000
Training Epoch: 3 [18176/45000]	Loss: 1.8790	LR: 0.100000
Training Epoch: 3 [18432/45000]	Loss: 1.9777	LR: 0.100000
Training Epoch: 3 [18688/45000]	Loss: 2.0440	LR: 0.100000
Training Epoch: 3 [18944/45000]	Loss: 1.8290	LR: 0.100000
Training Epoch: 3 [19200/45000]	Loss: 1.9155	LR: 0.100000
Training Epoch: 3 [19456/45000]	Loss: 1.9344	LR: 0.100000
Training Epoch: 3 [19712/45000]	Loss: 1.9178	LR: 0.100000
Training Epoch: 3 [19968/45000]	Loss: 2.0554	LR: 0.100000
Training Epoch: 3 [20224/45000]	Loss: 1.9996	LR: 0.100000
Training Epoch: 3 [20480/45000]	Loss: 2.0269	LR: 0.100000
Training Epoch: 3 [20736/45000]	Loss: 1.9077	LR: 0.100000
Training Epoch: 3 [20992/45000]	Loss: 1.9438	LR: 0.100000
Training Epoch: 3 [21248/45000]	Loss: 2.0923	LR: 0.100000
Training Epoch: 3 [21504/45000]	Loss: 2.0750	LR: 0.100000
Training Epoch: 3 [21760/45000]	Loss: 1.9772	LR: 0.100000
Training Epoch: 3 [22016/45000]	Loss: 2.0073	LR: 0.100000
Training Epoch: 3 [22272/45000]	Loss: 1.8833	LR: 0.100000
Training Epoch: 3 [22528/45000]	Loss: 1.9251	LR: 0.100000
Training Epoch: 3 [22784/45000]	Loss: 1.8626	LR: 0.100000
Training Epoch: 3 [23040/45000]	Loss: 1.8917	LR: 0.100000
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Training Epoch: 3 [23808/45000]	Loss: 1.9761	LR: 0.100000
Training Epoch: 3 [24064/45000]	Loss: 2.0331	LR: 0.100000
Training Epoch: 3 [24320/45000]	Loss: 1.9217	LR: 0.100000
Training Epoch: 3 [24576/45000]	Loss: 1.9681	LR: 0.100000
Training Epoch: 3 [24832/45000]	Loss: 2.0769	LR: 0.100000
Training Epoch: 3 [25088/45000]	Loss: 1.8989	LR: 0.100000
Training Epoch: 3 [25344/45000]	Loss: 1.9929	LR: 0.100000
Training Epoch: 3 [25600/45000]	Loss: 1.9204	LR: 0.100000
Training Epoch: 3 [25856/45000]	Loss: 1.9630	LR: 0.100000
Training Epoch: 3 [26112/45000]	Loss: 1.8845	LR: 0.100000
Training Epoch: 3 [26368/45000]	Loss: 1.9326	LR: 0.100000
Training Epoch: 3 [26624/45000]	Loss: 1.9915	LR: 0.100000
Training Epoch: 3 [26880/45000]	Loss: 1.7933	LR: 0.100000
Training Epoch: 3 [27136/45000]	Loss: 1.8972	LR: 0.100000
Training Epoch: 3 [27392/45000]	Loss: 1.8299	LR: 0.100000
Training Epoch: 3 [27648/45000]	Loss: 1.9388	LR: 0.100000
Training Epoch: 3 [27904/45000]	Loss: 1.8788	LR: 0.100000
Training Epoch: 3 [28160/45000]	Loss: 1.9870	LR: 0.100000
Training Epoch: 3 [28416/45000]	Loss: 1.7751	LR: 0.100000
Training Epoch: 3 [28672/45000]	Loss: 1.9403	LR: 0.100000
Training Epoch: 3 [28928/45000]	Loss: 1.8634	LR: 0.100000
Training Epoch: 3 [29184/45000]	Loss: 1.9560	LR: 0.100000
Training Epoch: 3 [29440/45000]	Loss: 1.9619	LR: 0.100000
Training Epoch: 3 [29696/45000]	Loss: 1.9356	LR: 0.100000
Training Epoch: 3 [29952/45000]	Loss: 1.8637	LR: 0.100000
Training Epoch: 3 [30208/45000]	Loss: 1.9808	LR: 0.100000
Training Epoch: 3 [30464/45000]	Loss: 1.8571	LR: 0.100000
Training Epoch: 3 [30720/45000]	Loss: 1.7918	LR: 0.100000
Training Epoch: 3 [30976/45000]	Loss: 2.0050	LR: 0.100000
Training Epoch: 3 [31232/45000]	Loss: 1.8031	LR: 0.100000
Training Epoch: 3 [31488/45000]	Loss: 1.8369	LR: 0.100000
Training Epoch: 3 [31744/45000]	Loss: 1.8445	LR: 0.100000
Training Epoch: 3 [32000/45000]	Loss: 1.9804	LR: 0.100000
Training Epoch: 3 [32256/45000]	Loss: 1.9528	LR: 0.100000
Training Epoch: 3 [32512/45000]	Loss: 2.0279	LR: 0.100000
Training Epoch: 3 [32768/45000]	Loss: 1.8530	LR: 0.100000
Training Epoch: 3 [33024/45000]	Loss: 1.8707	LR: 0.100000
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Training Epoch: 3 [33536/45000]	Loss: 2.0337	LR: 0.100000
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Training Epoch: 3 [34048/45000]	Loss: 1.8991	LR: 0.100000
Training Epoch: 3 [34304/45000]	Loss: 1.7886	LR: 0.100000
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Training Epoch: 3 [34816/45000]	Loss: 1.9388	LR: 0.100000
Training Epoch: 3 [35072/45000]	Loss: 1.8663	LR: 0.100000
Training Epoch: 3 [35328/45000]	Loss: 1.9583	LR: 0.100000
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Training Epoch: 3 [35840/45000]	Loss: 1.8127	LR: 0.100000
Training Epoch: 3 [36096/45000]	Loss: 1.8868	LR: 0.100000
Training Epoch: 3 [36352/45000]	Loss: 1.8892	LR: 0.100000
Training Epoch: 3 [36608/45000]	Loss: 1.7665	LR: 0.100000
Training Epoch: 3 [36864/45000]	Loss: 1.8574	LR: 0.100000
Training Epoch: 3 [37120/45000]	Loss: 1.6623	LR: 0.100000
Training Epoch: 3 [37376/45000]	Loss: 1.8190	LR: 0.100000
Training Epoch: 3 [37632/45000]	Loss: 1.9509	LR: 0.100000
Training Epoch: 3 [37888/45000]	Loss: 1.8554	LR: 0.100000
Training Epoch: 3 [38144/45000]	Loss: 1.8047	LR: 0.100000
Training Epoch: 3 [38400/45000]	Loss: 1.7582	LR: 0.100000
Training Epoch: 3 [38656/45000]	Loss: 1.8149	LR: 0.100000
Training Epoch: 3 [38912/45000]	Loss: 1.8727	LR: 0.100000
Training Epoch: 3 [39168/45000]	Loss: 1.9538	LR: 0.100000
Training Epoch: 3 [39424/45000]	Loss: 1.8757	LR: 0.100000
Training Epoch: 3 [39680/45000]	Loss: 1.8031	LR: 0.100000
Training Epoch: 3 [39936/45000]	Loss: 1.8581	LR: 0.100000
Training Epoch: 3 [40192/45000]	Loss: 1.9005	LR: 0.100000
Training Epoch: 3 [40448/45000]	Loss: 1.8070	LR: 0.100000
Training Epoch: 3 [40704/45000]	Loss: 1.8330	LR: 0.100000
Training Epoch: 3 [40960/45000]	Loss: 1.7794	LR: 0.100000
Training Epoch: 3 [41216/45000]	Loss: 1.8121	LR: 0.100000
Training Epoch: 3 [41472/45000]	Loss: 1.8492	LR: 0.100000
Training Epoch: 3 [41728/45000]	Loss: 1.8178	LR: 0.100000
Training Epoch: 3 [41984/45000]	Loss: 1.7823	LR: 0.100000
Training Epoch: 3 [42240/45000]	Loss: 1.7403	LR: 0.100000
Training Epoch: 3 [42496/45000]	Loss: 1.8699	LR: 0.100000
Training Epoch: 3 [42752/45000]	Loss: 1.7701	LR: 0.100000
Training Epoch: 3 [43008/45000]	Loss: 1.7970	LR: 0.100000
Training Epoch: 3 [43264/45000]	Loss: 1.7177	LR: 0.100000
Training Epoch: 3 [43520/45000]	Loss: 1.8343	LR: 0.100000
Training Epoch: 3 [43776/45000]	Loss: 1.8731	LR: 0.100000
Training Epoch: 3 [44032/45000]	Loss: 1.8505	LR: 0.100000
Training Epoch: 3 [44288/45000]	Loss: 1.9666	LR: 0.100000
Training Epoch: 3 [44544/45000]	Loss: 1.9896	LR: 0.100000
Training Epoch: 3 [44800/45000]	Loss: 1.8780	LR: 0.100000
Training Epoch: 3 [45000/45000]	Loss: 1.9280	LR: 0.100000
Epoch 3 - Average Train Loss: 1.9244, Train Accuracy: 0.3969
Epoch 3 training time consumed: 24.73s
Evaluating Network.....
Test set: Epoch: 3, Average loss: 0.0089, Accuracy: 0.3274, Time consumed:0.89s
Training Epoch: 4 [256/45000]	Loss: 1.7252	LR: 0.100000
Training Epoch: 4 [512/45000]	Loss: 1.7779	LR: 0.100000
Training Epoch: 4 [768/45000]	Loss: 1.8316	LR: 0.100000
Training Epoch: 4 [1024/45000]	Loss: 1.8167	LR: 0.100000
Training Epoch: 4 [1280/45000]	Loss: 1.8661	LR: 0.100000
Training Epoch: 4 [1536/45000]	Loss: 1.7638	LR: 0.100000
Training Epoch: 4 [1792/45000]	Loss: 1.8476	LR: 0.100000
Training Epoch: 4 [2048/45000]	Loss: 1.8281	LR: 0.100000
Training Epoch: 4 [2304/45000]	Loss: 1.7255	LR: 0.100000
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Training Epoch: 4 [40704/45000]	Loss: 1.6817	LR: 0.100000
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Training Epoch: 4 [42496/45000]	Loss: 1.6923	LR: 0.100000
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Training Epoch: 4 [43264/45000]	Loss: 1.7750	LR: 0.100000
Training Epoch: 4 [43520/45000]	Loss: 1.5664	LR: 0.100000
Training Epoch: 4 [43776/45000]	Loss: 1.8160	LR: 0.100000
Training Epoch: 4 [44032/45000]	Loss: 1.6617	LR: 0.100000
Training Epoch: 4 [44288/45000]	Loss: 1.7721	LR: 0.100000
Training Epoch: 4 [44544/45000]	Loss: 1.6576	LR: 0.100000
Training Epoch: 4 [44800/45000]	Loss: 1.6152	LR: 0.100000
Training Epoch: 4 [45000/45000]	Loss: 1.5366	LR: 0.100000
Epoch 4 - Average Train Loss: 1.7419, Train Accuracy: 0.4523
Epoch 4 training time consumed: 24.75s
Evaluating Network.....
Test set: Epoch: 4, Average loss: 0.0098, Accuracy: 0.3504, Time consumed:0.91s
Saving weights file to checkpoint/retrain/AllCNN/Monday_14_July_2025_00h_22m_16s/AllCNN-Cifar20-seed2-ret100-4-best.pth
Training Epoch: 5 [256/45000]	Loss: 1.8076	LR: 0.100000
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Training Epoch: 5 [32768/45000]	Loss: 1.6194	LR: 0.100000
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Training Epoch: 5 [40960/45000]	Loss: 1.6024	LR: 0.100000
Training Epoch: 5 [41216/45000]	Loss: 1.5619	LR: 0.100000
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Training Epoch: 5 [42240/45000]	Loss: 1.6147	LR: 0.100000
Training Epoch: 5 [42496/45000]	Loss: 1.6199	LR: 0.100000
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Training Epoch: 5 [43008/45000]	Loss: 1.6056	LR: 0.100000
Training Epoch: 5 [43264/45000]	Loss: 1.5218	LR: 0.100000
Training Epoch: 5 [43520/45000]	Loss: 1.5896	LR: 0.100000
Training Epoch: 5 [43776/45000]	Loss: 1.4743	LR: 0.100000
Training Epoch: 5 [44032/45000]	Loss: 1.7771	LR: 0.100000
Training Epoch: 5 [44288/45000]	Loss: 1.6390	LR: 0.100000
Training Epoch: 5 [44544/45000]	Loss: 1.4045	LR: 0.100000
Training Epoch: 5 [44800/45000]	Loss: 1.4972	LR: 0.100000
Training Epoch: 5 [45000/45000]	Loss: 1.4128	LR: 0.100000
Epoch 5 - Average Train Loss: 1.6000, Train Accuracy: 0.4937
Epoch 5 training time consumed: 24.91s
Evaluating Network.....
Test set: Epoch: 5, Average loss: 0.0070, Accuracy: 0.4646, Time consumed:0.89s
Saving weights file to checkpoint/retrain/AllCNN/Monday_14_July_2025_00h_22m_16s/AllCNN-Cifar20-seed2-ret100-5-best.pth
Training Epoch: 6 [256/45000]	Loss: 1.5575	LR: 0.100000
Training Epoch: 6 [512/45000]	Loss: 1.4153	LR: 0.100000
Training Epoch: 6 [768/45000]	Loss: 1.4556	LR: 0.100000
Training Epoch: 6 [1024/45000]	Loss: 1.5078	LR: 0.100000
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Training Epoch: 6 [4352/45000]	Loss: 1.4453	LR: 0.100000
Training Epoch: 6 [4608/45000]	Loss: 1.4625	LR: 0.100000
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Training Epoch: 6 [5376/45000]	Loss: 1.4422	LR: 0.100000
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Training Epoch: 6 [5888/45000]	Loss: 1.5194	LR: 0.100000
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Training Epoch: 6 [37376/45000]	Loss: 1.4948	LR: 0.100000
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Training Epoch: 6 [38656/45000]	Loss: 1.6065	LR: 0.100000
Training Epoch: 6 [38912/45000]	Loss: 1.5013	LR: 0.100000
Training Epoch: 6 [39168/45000]	Loss: 1.5576	LR: 0.100000
Training Epoch: 6 [39424/45000]	Loss: 1.4395	LR: 0.100000
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Training Epoch: 6 [39936/45000]	Loss: 1.4413	LR: 0.100000
Training Epoch: 6 [40192/45000]	Loss: 1.3640	LR: 0.100000
Training Epoch: 6 [40448/45000]	Loss: 1.4789	LR: 0.100000
Training Epoch: 6 [40704/45000]	Loss: 1.4877	LR: 0.100000
Training Epoch: 6 [40960/45000]	Loss: 1.4068	LR: 0.100000
Training Epoch: 6 [41216/45000]	Loss: 1.4205	LR: 0.100000
Training Epoch: 6 [41472/45000]	Loss: 1.3217	LR: 0.100000
Training Epoch: 6 [41728/45000]	Loss: 1.5107	LR: 0.100000
Training Epoch: 6 [41984/45000]	Loss: 1.3927	LR: 0.100000
Training Epoch: 6 [42240/45000]	Loss: 1.4882	LR: 0.100000
Training Epoch: 6 [42496/45000]	Loss: 1.3382	LR: 0.100000
Training Epoch: 6 [42752/45000]	Loss: 1.5383	LR: 0.100000
Training Epoch: 6 [43008/45000]	Loss: 1.5062	LR: 0.100000
Training Epoch: 6 [43264/45000]	Loss: 1.5756	LR: 0.100000
Training Epoch: 6 [43520/45000]	Loss: 1.4662	LR: 0.100000
Training Epoch: 6 [43776/45000]	Loss: 1.4788	LR: 0.100000
Training Epoch: 6 [44032/45000]	Loss: 1.4520	LR: 0.100000
Training Epoch: 6 [44288/45000]	Loss: 1.3836	LR: 0.100000
Training Epoch: 6 [44544/45000]	Loss: 1.3632	LR: 0.100000
Training Epoch: 6 [44800/45000]	Loss: 1.3552	LR: 0.100000
Training Epoch: 6 [45000/45000]	Loss: 1.6104	LR: 0.100000
Epoch 6 - Average Train Loss: 1.4662, Train Accuracy: 0.5339
Epoch 6 training time consumed: 24.96s
Evaluating Network.....
Test set: Epoch: 6, Average loss: 0.0064, Accuracy: 0.4972, Time consumed:0.94s
Saving weights file to checkpoint/retrain/AllCNN/Monday_14_July_2025_00h_22m_16s/AllCNN-Cifar20-seed2-ret100-6-best.pth
Training Epoch: 7 [256/45000]	Loss: 1.4255	LR: 0.100000
Training Epoch: 7 [512/45000]	Loss: 1.2508	LR: 0.100000
Training Epoch: 7 [768/45000]	Loss: 1.4025	LR: 0.100000
Training Epoch: 7 [1024/45000]	Loss: 1.4033	LR: 0.100000
Training Epoch: 7 [1280/45000]	Loss: 1.5199	LR: 0.100000
Training Epoch: 7 [1536/45000]	Loss: 1.3009	LR: 0.100000
Training Epoch: 7 [1792/45000]	Loss: 1.4513	LR: 0.100000
Training Epoch: 7 [2048/45000]	Loss: 1.3212	LR: 0.100000
Training Epoch: 7 [2304/45000]	Loss: 1.4093	LR: 0.100000
Training Epoch: 7 [2560/45000]	Loss: 1.4633	LR: 0.100000
Training Epoch: 7 [2816/45000]	Loss: 1.3921	LR: 0.100000
Training Epoch: 7 [3072/45000]	Loss: 1.3121	LR: 0.100000
Training Epoch: 7 [3328/45000]	Loss: 1.3626	LR: 0.100000
Training Epoch: 7 [3584/45000]	Loss: 1.3547	LR: 0.100000
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Training Epoch: 7 [4608/45000]	Loss: 1.3906	LR: 0.100000
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Training Epoch: 7 [17408/45000]	Loss: 1.2329	LR: 0.100000
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Training Epoch: 7 [19200/45000]	Loss: 1.3480	LR: 0.100000
Training Epoch: 7 [19456/45000]	Loss: 1.2432	LR: 0.100000
Training Epoch: 7 [19712/45000]	Loss: 1.4151	LR: 0.100000
Training Epoch: 7 [19968/45000]	Loss: 1.3377	LR: 0.100000
Training Epoch: 7 [20224/45000]	Loss: 1.4199	LR: 0.100000
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Training Epoch: 7 [37376/45000]	Loss: 1.2775	LR: 0.100000
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Training Epoch: 7 [38656/45000]	Loss: 1.3519	LR: 0.100000
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Training Epoch: 7 [40448/45000]	Loss: 1.3113	LR: 0.100000
Training Epoch: 7 [40704/45000]	Loss: 1.2762	LR: 0.100000
Training Epoch: 7 [40960/45000]	Loss: 1.4708	LR: 0.100000
Training Epoch: 7 [41216/45000]	Loss: 1.2984	LR: 0.100000
Training Epoch: 7 [41472/45000]	Loss: 1.3209	LR: 0.100000
Training Epoch: 7 [41728/45000]	Loss: 1.3924	LR: 0.100000
Training Epoch: 7 [41984/45000]	Loss: 1.4496	LR: 0.100000
Training Epoch: 7 [42240/45000]	Loss: 1.2843	LR: 0.100000
Training Epoch: 7 [42496/45000]	Loss: 1.3752	LR: 0.100000
Training Epoch: 7 [42752/45000]	Loss: 1.2372	LR: 0.100000
Training Epoch: 7 [43008/45000]	Loss: 1.3297	LR: 0.100000
Training Epoch: 7 [43264/45000]	Loss: 1.3162	LR: 0.100000
Training Epoch: 7 [43520/45000]	Loss: 1.4116	LR: 0.100000
Training Epoch: 7 [43776/45000]	Loss: 1.2532	LR: 0.100000
Training Epoch: 7 [44032/45000]	Loss: 1.3165	LR: 0.100000
Training Epoch: 7 [44288/45000]	Loss: 1.3749	LR: 0.100000
Training Epoch: 7 [44544/45000]	Loss: 1.3864	LR: 0.100000
Training Epoch: 7 [44800/45000]	Loss: 1.4066	LR: 0.100000
Training Epoch: 7 [45000/45000]	Loss: 1.3431	LR: 0.100000
Epoch 7 - Average Train Loss: 1.3609, Train Accuracy: 0.5653
Epoch 7 training time consumed: 24.83s
Evaluating Network.....
Test set: Epoch: 7, Average loss: 0.0062, Accuracy: 0.5206, Time consumed:0.95s
Saving weights file to checkpoint/retrain/AllCNN/Monday_14_July_2025_00h_22m_16s/AllCNN-Cifar20-seed2-ret100-7-best.pth
Training Epoch: 8 [256/45000]	Loss: 1.4187	LR: 0.100000
Training Epoch: 8 [512/45000]	Loss: 1.3190	LR: 0.100000
Training Epoch: 8 [768/45000]	Loss: 1.4180	LR: 0.100000
Training Epoch: 8 [1024/45000]	Loss: 1.4274	LR: 0.100000
Training Epoch: 8 [1280/45000]	Loss: 1.1387	LR: 0.100000
Training Epoch: 8 [1536/45000]	Loss: 1.3780	LR: 0.100000
Training Epoch: 8 [1792/45000]	Loss: 1.2378	LR: 0.100000
Training Epoch: 8 [2048/45000]	Loss: 1.2294	LR: 0.100000
Training Epoch: 8 [2304/45000]	Loss: 1.3699	LR: 0.100000
Training Epoch: 8 [2560/45000]	Loss: 1.2269	LR: 0.100000
Training Epoch: 8 [2816/45000]	Loss: 1.1666	LR: 0.100000
Training Epoch: 8 [3072/45000]	Loss: 1.4213	LR: 0.100000
Training Epoch: 8 [3328/45000]	Loss: 1.2708	LR: 0.100000
Training Epoch: 8 [3584/45000]	Loss: 1.2175	LR: 0.100000
Training Epoch: 8 [3840/45000]	Loss: 1.0732	LR: 0.100000
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Training Epoch: 8 [4352/45000]	Loss: 1.1973	LR: 0.100000
Training Epoch: 8 [4608/45000]	Loss: 1.2683	LR: 0.100000
Training Epoch: 8 [4864/45000]	Loss: 1.3372	LR: 0.100000
Training Epoch: 8 [5120/45000]	Loss: 1.0741	LR: 0.100000
Training Epoch: 8 [5376/45000]	Loss: 1.2325	LR: 0.100000
Training Epoch: 8 [5632/45000]	Loss: 1.2696	LR: 0.100000
Training Epoch: 8 [5888/45000]	Loss: 1.3708	LR: 0.100000
Training Epoch: 8 [6144/45000]	Loss: 1.3478	LR: 0.100000
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Training Epoch: 8 [17408/45000]	Loss: 1.2296	LR: 0.100000
Training Epoch: 8 [17664/45000]	Loss: 1.2544	LR: 0.100000
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Training Epoch: 8 [19200/45000]	Loss: 1.3599	LR: 0.100000
Training Epoch: 8 [19456/45000]	Loss: 1.1695	LR: 0.100000
Training Epoch: 8 [19712/45000]	Loss: 1.3550	LR: 0.100000
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Training Epoch: 8 [20224/45000]	Loss: 1.3744	LR: 0.100000
Training Epoch: 8 [20480/45000]	Loss: 1.2543	LR: 0.100000
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Training Epoch: 8 [24576/45000]	Loss: 1.2844	LR: 0.100000
Training Epoch: 8 [24832/45000]	Loss: 1.2280	LR: 0.100000
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Training Epoch: 8 [26368/45000]	Loss: 1.2931	LR: 0.100000
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Training Epoch: 8 [26880/45000]	Loss: 1.3595	LR: 0.100000
Training Epoch: 8 [27136/45000]	Loss: 1.2362	LR: 0.100000
Training Epoch: 8 [27392/45000]	Loss: 1.4128	LR: 0.100000
Training Epoch: 8 [27648/45000]	Loss: 1.2801	LR: 0.100000
Training Epoch: 8 [27904/45000]	Loss: 1.0438	LR: 0.100000
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Training Epoch: 8 [28928/45000]	Loss: 1.1907	LR: 0.100000
Training Epoch: 8 [29184/45000]	Loss: 1.3529	LR: 0.100000
Training Epoch: 8 [29440/45000]	Loss: 1.3738	LR: 0.100000
Training Epoch: 8 [29696/45000]	Loss: 1.3734	LR: 0.100000
Training Epoch: 8 [29952/45000]	Loss: 1.3595	LR: 0.100000
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Training Epoch: 8 [30464/45000]	Loss: 1.3453	LR: 0.100000
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Training Epoch: 8 [32256/45000]	Loss: 1.3687	LR: 0.100000
Training Epoch: 8 [32512/45000]	Loss: 1.3872	LR: 0.100000
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Training Epoch: 8 [35072/45000]	Loss: 1.2331	LR: 0.100000
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Training Epoch: 8 [36608/45000]	Loss: 1.2877	LR: 0.100000
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Training Epoch: 8 [37376/45000]	Loss: 1.4096	LR: 0.100000
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Training Epoch: 8 [38144/45000]	Loss: 1.3184	LR: 0.100000
Training Epoch: 8 [38400/45000]	Loss: 1.1906	LR: 0.100000
Training Epoch: 8 [38656/45000]	Loss: 1.3571	LR: 0.100000
Training Epoch: 8 [38912/45000]	Loss: 1.3096	LR: 0.100000
Training Epoch: 8 [39168/45000]	Loss: 1.4198	LR: 0.100000
Training Epoch: 8 [39424/45000]	Loss: 1.2055	LR: 0.100000
Training Epoch: 8 [39680/45000]	Loss: 1.1792	LR: 0.100000
Training Epoch: 8 [39936/45000]	Loss: 1.2408	LR: 0.100000
Training Epoch: 8 [40192/45000]	Loss: 1.2145	LR: 0.100000
Training Epoch: 8 [40448/45000]	Loss: 1.2947	LR: 0.100000
Training Epoch: 8 [40704/45000]	Loss: 1.2188	LR: 0.100000
Training Epoch: 8 [40960/45000]	Loss: 1.2301	LR: 0.100000
Training Epoch: 8 [41216/45000]	Loss: 1.4011	LR: 0.100000
Training Epoch: 8 [41472/45000]	Loss: 1.1792	LR: 0.100000
Training Epoch: 8 [41728/45000]	Loss: 1.2455	LR: 0.100000
Training Epoch: 8 [41984/45000]	Loss: 1.2329	LR: 0.100000
Training Epoch: 8 [42240/45000]	Loss: 1.2027	LR: 0.100000
Training Epoch: 8 [42496/45000]	Loss: 1.1562	LR: 0.100000
Training Epoch: 8 [42752/45000]	Loss: 1.2799	LR: 0.100000
Training Epoch: 8 [43008/45000]	Loss: 1.3065	LR: 0.100000
Training Epoch: 8 [43264/45000]	Loss: 1.1554	LR: 0.100000
Training Epoch: 8 [43520/45000]	Loss: 1.3095	LR: 0.100000
Training Epoch: 8 [43776/45000]	Loss: 1.2534	LR: 0.100000
Training Epoch: 8 [44032/45000]	Loss: 1.4307	LR: 0.100000
Training Epoch: 8 [44288/45000]	Loss: 1.1186	LR: 0.100000
Training Epoch: 8 [44544/45000]	Loss: 1.2843	LR: 0.100000
Training Epoch: 8 [44800/45000]	Loss: 1.3840	LR: 0.100000
Training Epoch: 8 [45000/45000]	Loss: 1.1593	LR: 0.100000
Epoch 8 - Average Train Loss: 1.2820, Train Accuracy: 0.5908
Epoch 8 training time consumed: 24.78s
Evaluating Network.....
Test set: Epoch: 8, Average loss: 0.0059, Accuracy: 0.5488, Time consumed:0.90s
Saving weights file to checkpoint/retrain/AllCNN/Monday_14_July_2025_00h_22m_16s/AllCNN-Cifar20-seed2-ret100-8-best.pth
Training Epoch: 9 [256/45000]	Loss: 1.1486	LR: 0.100000
Training Epoch: 9 [512/45000]	Loss: 1.1342	LR: 0.100000
Training Epoch: 9 [768/45000]	Loss: 1.0458	LR: 0.100000
Training Epoch: 9 [1024/45000]	Loss: 1.2400	LR: 0.100000
Training Epoch: 9 [1280/45000]	Loss: 1.2511	LR: 0.100000
Training Epoch: 9 [1536/45000]	Loss: 1.1654	LR: 0.100000
Training Epoch: 9 [1792/45000]	Loss: 1.2928	LR: 0.100000
Training Epoch: 9 [2048/45000]	Loss: 1.1918	LR: 0.100000
Training Epoch: 9 [2304/45000]	Loss: 1.1357	LR: 0.100000
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Training Epoch: 9 [45000/45000]	Loss: 1.2803	LR: 0.100000
Epoch 9 - Average Train Loss: 1.2086, Train Accuracy: 0.6123
Epoch 9 training time consumed: 24.99s
Evaluating Network.....
Test set: Epoch: 9, Average loss: 0.0057, Accuracy: 0.5561, Time consumed:0.88s
Saving weights file to checkpoint/retrain/AllCNN/Monday_14_July_2025_00h_22m_16s/AllCNN-Cifar20-seed2-ret100-9-best.pth
Training Epoch: 10 [256/45000]	Loss: 1.1579	LR: 0.100000
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Training Epoch: 10 [40704/45000]	Loss: 1.1419	LR: 0.100000
Training Epoch: 10 [40960/45000]	Loss: 1.2230	LR: 0.100000
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Training Epoch: 10 [42496/45000]	Loss: 1.0715	LR: 0.100000
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Training Epoch: 10 [43520/45000]	Loss: 1.0428	LR: 0.100000
Training Epoch: 10 [43776/45000]	Loss: 1.1428	LR: 0.100000
Training Epoch: 10 [44032/45000]	Loss: 1.2083	LR: 0.100000
Training Epoch: 10 [44288/45000]	Loss: 1.2164	LR: 0.100000
Training Epoch: 10 [44544/45000]	Loss: 1.1046	LR: 0.100000
Training Epoch: 10 [44800/45000]	Loss: 1.0656	LR: 0.100000
Training Epoch: 10 [45000/45000]	Loss: 1.1354	LR: 0.100000
Epoch 10 - Average Train Loss: 1.1588, Train Accuracy: 0.6286
Epoch 10 training time consumed: 25.00s
Evaluating Network.....
Test set: Epoch: 10, Average loss: 0.0055, Accuracy: 0.5728, Time consumed:0.91s
Saving weights file to checkpoint/retrain/AllCNN/Monday_14_July_2025_00h_22m_16s/AllCNN-Cifar20-seed2-ret100-10-best.pth
Training Epoch: 11 [256/45000]	Loss: 1.0682	LR: 0.100000
Training Epoch: 11 [512/45000]	Loss: 1.1375	LR: 0.100000
Training Epoch: 11 [768/45000]	Loss: 1.3246	LR: 0.100000
Training Epoch: 11 [1024/45000]	Loss: 1.0666	LR: 0.100000
Training Epoch: 11 [1280/45000]	Loss: 0.9300	LR: 0.100000
Training Epoch: 11 [1536/45000]	Loss: 1.1187	LR: 0.100000
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Training Epoch: 11 [3584/45000]	Loss: 1.0666	LR: 0.100000
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Training Epoch: 11 [4352/45000]	Loss: 1.0446	LR: 0.100000
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Training Epoch: 11 [40192/45000]	Loss: 1.0894	LR: 0.100000
Training Epoch: 11 [40448/45000]	Loss: 1.0142	LR: 0.100000
Training Epoch: 11 [40704/45000]	Loss: 1.0113	LR: 0.100000
Training Epoch: 11 [40960/45000]	Loss: 1.1825	LR: 0.100000
Training Epoch: 11 [41216/45000]	Loss: 1.1057	LR: 0.100000
Training Epoch: 11 [41472/45000]	Loss: 1.1744	LR: 0.100000
Training Epoch: 11 [41728/45000]	Loss: 1.1519	LR: 0.100000
Training Epoch: 11 [41984/45000]	Loss: 1.2815	LR: 0.100000
Training Epoch: 11 [42240/45000]	Loss: 1.0735	LR: 0.100000
Training Epoch: 11 [42496/45000]	Loss: 1.1260	LR: 0.100000
Training Epoch: 11 [42752/45000]	Loss: 1.1090	LR: 0.100000
Training Epoch: 11 [43008/45000]	Loss: 1.0786	LR: 0.100000
Training Epoch: 11 [43264/45000]	Loss: 1.1087	LR: 0.100000
Training Epoch: 11 [43520/45000]	Loss: 1.1300	LR: 0.100000
Training Epoch: 11 [43776/45000]	Loss: 1.1054	LR: 0.100000
Training Epoch: 11 [44032/45000]	Loss: 1.1082	LR: 0.100000
Training Epoch: 11 [44288/45000]	Loss: 1.0749	LR: 0.100000
Training Epoch: 11 [44544/45000]	Loss: 1.1452	LR: 0.100000
Training Epoch: 11 [44800/45000]	Loss: 1.1346	LR: 0.100000
Training Epoch: 11 [45000/45000]	Loss: 1.2305	LR: 0.100000
Epoch 11 - Average Train Loss: 1.1057, Train Accuracy: 0.6470
Epoch 11 training time consumed: 24.87s
Evaluating Network.....
Test set: Epoch: 11, Average loss: 0.0058, Accuracy: 0.5752, Time consumed:0.89s
Saving weights file to checkpoint/retrain/AllCNN/Monday_14_July_2025_00h_22m_16s/AllCNN-Cifar20-seed2-ret100-11-best.pth
Training Epoch: 12 [256/45000]	Loss: 1.0208	LR: 0.100000
Training Epoch: 12 [512/45000]	Loss: 1.1734	LR: 0.100000
Training Epoch: 12 [768/45000]	Loss: 1.0654	LR: 0.100000
Training Epoch: 12 [1024/45000]	Loss: 1.1404	LR: 0.100000
Training Epoch: 12 [1280/45000]	Loss: 0.9726	LR: 0.100000
Training Epoch: 12 [1536/45000]	Loss: 1.0801	LR: 0.100000
Training Epoch: 12 [1792/45000]	Loss: 0.9718	LR: 0.100000
Training Epoch: 12 [2048/45000]	Loss: 1.0020	LR: 0.100000
Training Epoch: 12 [2304/45000]	Loss: 1.0783	LR: 0.100000
Training Epoch: 12 [2560/45000]	Loss: 0.9787	LR: 0.100000
Training Epoch: 12 [2816/45000]	Loss: 1.1010	LR: 0.100000
Training Epoch: 12 [3072/45000]	Loss: 1.0354	LR: 0.100000
Training Epoch: 12 [3328/45000]	Loss: 1.1529	LR: 0.100000
Training Epoch: 12 [3584/45000]	Loss: 1.2468	LR: 0.100000
Training Epoch: 12 [3840/45000]	Loss: 1.1134	LR: 0.100000
Training Epoch: 12 [4096/45000]	Loss: 1.1821	LR: 0.100000
Training Epoch: 12 [4352/45000]	Loss: 1.0237	LR: 0.100000
Training Epoch: 12 [4608/45000]	Loss: 1.1415	LR: 0.100000
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Training Epoch: 12 [17664/45000]	Loss: 0.9504	LR: 0.100000
Training Epoch: 12 [17920/45000]	Loss: 1.1869	LR: 0.100000
Training Epoch: 12 [18176/45000]	Loss: 1.0094	LR: 0.100000
Training Epoch: 12 [18432/45000]	Loss: 0.9577	LR: 0.100000
Training Epoch: 12 [18688/45000]	Loss: 1.0749	LR: 0.100000
Training Epoch: 12 [18944/45000]	Loss: 1.1508	LR: 0.100000
Training Epoch: 12 [19200/45000]	Loss: 1.1308	LR: 0.100000
Training Epoch: 12 [19456/45000]	Loss: 0.9959	LR: 0.100000
Training Epoch: 12 [19712/45000]	Loss: 1.1147	LR: 0.100000
Training Epoch: 12 [19968/45000]	Loss: 1.0756	LR: 0.100000
Training Epoch: 12 [20224/45000]	Loss: 1.1641	LR: 0.100000
Training Epoch: 12 [20480/45000]	Loss: 1.1276	LR: 0.100000
Training Epoch: 12 [20736/45000]	Loss: 0.9939	LR: 0.100000
Training Epoch: 12 [20992/45000]	Loss: 1.1034	LR: 0.100000
Training Epoch: 12 [21248/45000]	Loss: 1.0961	LR: 0.100000
Training Epoch: 12 [21504/45000]	Loss: 1.0153	LR: 0.100000
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Training Epoch: 12 [22016/45000]	Loss: 1.1045	LR: 0.100000
Training Epoch: 12 [22272/45000]	Loss: 0.9893	LR: 0.100000
Training Epoch: 12 [22528/45000]	Loss: 1.0307	LR: 0.100000
Training Epoch: 12 [22784/45000]	Loss: 1.0972	LR: 0.100000
Training Epoch: 12 [23040/45000]	Loss: 1.0286	LR: 0.100000
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Training Epoch: 12 [24576/45000]	Loss: 1.1465	LR: 0.100000
Training Epoch: 12 [24832/45000]	Loss: 1.1539	LR: 0.100000
Training Epoch: 12 [25088/45000]	Loss: 1.1184	LR: 0.100000
Training Epoch: 12 [25344/45000]	Loss: 0.9741	LR: 0.100000
Training Epoch: 12 [25600/45000]	Loss: 1.1928	LR: 0.100000
Training Epoch: 12 [25856/45000]	Loss: 1.0159	LR: 0.100000
Training Epoch: 12 [26112/45000]	Loss: 1.1974	LR: 0.100000
Training Epoch: 12 [26368/45000]	Loss: 1.1017	LR: 0.100000
Training Epoch: 12 [26624/45000]	Loss: 1.1069	LR: 0.100000
Training Epoch: 12 [26880/45000]	Loss: 0.9994	LR: 0.100000
Training Epoch: 12 [27136/45000]	Loss: 1.1374	LR: 0.100000
Training Epoch: 12 [27392/45000]	Loss: 0.9791	LR: 0.100000
Training Epoch: 12 [27648/45000]	Loss: 1.0865	LR: 0.100000
Training Epoch: 12 [27904/45000]	Loss: 1.0880	LR: 0.100000
Training Epoch: 12 [28160/45000]	Loss: 1.0149	LR: 0.100000
Training Epoch: 12 [28416/45000]	Loss: 1.2509	LR: 0.100000
Training Epoch: 12 [28672/45000]	Loss: 1.0789	LR: 0.100000
Training Epoch: 12 [28928/45000]	Loss: 1.1013	LR: 0.100000
Training Epoch: 12 [29184/45000]	Loss: 1.1588	LR: 0.100000
Training Epoch: 12 [29440/45000]	Loss: 1.0997	LR: 0.100000
Training Epoch: 12 [29696/45000]	Loss: 1.0792	LR: 0.100000
Training Epoch: 12 [29952/45000]	Loss: 1.1200	LR: 0.100000
Training Epoch: 12 [30208/45000]	Loss: 1.0087	LR: 0.100000
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Training Epoch: 12 [30720/45000]	Loss: 0.9807	LR: 0.100000
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Training Epoch: 12 [32512/45000]	Loss: 1.0629	LR: 0.100000
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Training Epoch: 12 [35072/45000]	Loss: 1.1861	LR: 0.100000
Training Epoch: 12 [35328/45000]	Loss: 1.0671	LR: 0.100000
Training Epoch: 12 [35584/45000]	Loss: 1.0109	LR: 0.100000
Training Epoch: 12 [35840/45000]	Loss: 1.0071	LR: 0.100000
Training Epoch: 12 [36096/45000]	Loss: 1.0196	LR: 0.100000
Training Epoch: 12 [36352/45000]	Loss: 1.1114	LR: 0.100000
Training Epoch: 12 [36608/45000]	Loss: 1.0294	LR: 0.100000
Training Epoch: 12 [36864/45000]	Loss: 1.1910	LR: 0.100000
Training Epoch: 12 [37120/45000]	Loss: 1.0190	LR: 0.100000
Training Epoch: 12 [37376/45000]	Loss: 1.0897	LR: 0.100000
Training Epoch: 12 [37632/45000]	Loss: 0.9993	LR: 0.100000
Training Epoch: 12 [37888/45000]	Loss: 1.1605	LR: 0.100000
Training Epoch: 12 [38144/45000]	Loss: 1.1874	LR: 0.100000
Training Epoch: 12 [38400/45000]	Loss: 1.0251	LR: 0.100000
Training Epoch: 12 [38656/45000]	Loss: 1.0715	LR: 0.100000
Training Epoch: 12 [38912/45000]	Loss: 1.0995	LR: 0.100000
Training Epoch: 12 [39168/45000]	Loss: 1.0221	LR: 0.100000
Training Epoch: 12 [39424/45000]	Loss: 1.0363	LR: 0.100000
Training Epoch: 12 [39680/45000]	Loss: 1.1072	LR: 0.100000
Training Epoch: 12 [39936/45000]	Loss: 1.0431	LR: 0.100000
Training Epoch: 12 [40192/45000]	Loss: 1.1684	LR: 0.100000
Training Epoch: 12 [40448/45000]	Loss: 1.0663	LR: 0.100000
Training Epoch: 12 [40704/45000]	Loss: 1.0522	LR: 0.100000
Training Epoch: 12 [40960/45000]	Loss: 1.1548	LR: 0.100000
Training Epoch: 12 [41216/45000]	Loss: 1.0281	LR: 0.100000
Training Epoch: 12 [41472/45000]	Loss: 1.1082	LR: 0.100000
Training Epoch: 12 [41728/45000]	Loss: 1.1983	LR: 0.100000
Training Epoch: 12 [41984/45000]	Loss: 1.0005	LR: 0.100000
Training Epoch: 12 [42240/45000]	Loss: 1.1194	LR: 0.100000
Training Epoch: 12 [42496/45000]	Loss: 1.0019	LR: 0.100000
Training Epoch: 12 [42752/45000]	Loss: 1.0140	LR: 0.100000
Training Epoch: 12 [43008/45000]	Loss: 1.1239	LR: 0.100000
Training Epoch: 12 [43264/45000]	Loss: 1.0206	LR: 0.100000
Training Epoch: 12 [43520/45000]	Loss: 1.0785	LR: 0.100000
Training Epoch: 12 [43776/45000]	Loss: 1.1164	LR: 0.100000
Training Epoch: 12 [44032/45000]	Loss: 1.0179	LR: 0.100000
Training Epoch: 12 [44288/45000]	Loss: 1.0878	LR: 0.100000
Training Epoch: 12 [44544/45000]	Loss: 1.0928	LR: 0.100000
Training Epoch: 12 [44800/45000]	Loss: 1.1291	LR: 0.100000
Training Epoch: 12 [45000/45000]	Loss: 1.1824	LR: 0.100000
Epoch 12 - Average Train Loss: 1.0716, Train Accuracy: 0.6565
Epoch 12 training time consumed: 24.91s
Evaluating Network.....
Test set: Epoch: 12, Average loss: 0.0062, Accuracy: 0.5503, Time consumed:0.88s
Training Epoch: 13 [256/45000]	Loss: 1.0685	LR: 0.100000
Training Epoch: 13 [512/45000]	Loss: 1.0964	LR: 0.100000
Training Epoch: 13 [768/45000]	Loss: 1.1412	LR: 0.100000
Training Epoch: 13 [1024/45000]	Loss: 1.0681	LR: 0.100000
Training Epoch: 13 [1280/45000]	Loss: 1.0715	LR: 0.100000
Training Epoch: 13 [1536/45000]	Loss: 1.0269	LR: 0.100000
Training Epoch: 13 [1792/45000]	Loss: 1.0519	LR: 0.100000
Training Epoch: 13 [2048/45000]	Loss: 1.0024	LR: 0.100000
Training Epoch: 13 [2304/45000]	Loss: 0.9688	LR: 0.100000
Training Epoch: 13 [2560/45000]	Loss: 1.0237	LR: 0.100000
Training Epoch: 13 [2816/45000]	Loss: 0.9886	LR: 0.100000
Training Epoch: 13 [3072/45000]	Loss: 0.8756	LR: 0.100000
Training Epoch: 13 [3328/45000]	Loss: 0.9188	LR: 0.100000
Training Epoch: 13 [3584/45000]	Loss: 0.9949	LR: 0.100000
Training Epoch: 13 [3840/45000]	Loss: 1.0594	LR: 0.100000
Training Epoch: 13 [4096/45000]	Loss: 1.1333	LR: 0.100000
Training Epoch: 13 [4352/45000]	Loss: 1.0567	LR: 0.100000
Training Epoch: 13 [4608/45000]	Loss: 0.9974	LR: 0.100000
Training Epoch: 13 [4864/45000]	Loss: 0.9233	LR: 0.100000
Training Epoch: 13 [5120/45000]	Loss: 1.0123	LR: 0.100000
Training Epoch: 13 [5376/45000]	Loss: 0.9801	LR: 0.100000
Training Epoch: 13 [5632/45000]	Loss: 1.1405	LR: 0.100000
Training Epoch: 13 [5888/45000]	Loss: 1.0828	LR: 0.100000
Training Epoch: 13 [6144/45000]	Loss: 1.0688	LR: 0.100000
Training Epoch: 13 [6400/45000]	Loss: 0.9118	LR: 0.100000
Training Epoch: 13 [6656/45000]	Loss: 0.9863	LR: 0.100000
Training Epoch: 13 [6912/45000]	Loss: 1.1671	LR: 0.100000
Training Epoch: 13 [7168/45000]	Loss: 1.0103	LR: 0.100000
Training Epoch: 13 [7424/45000]	Loss: 1.1095	LR: 0.100000
Training Epoch: 13 [7680/45000]	Loss: 1.0781	LR: 0.100000
Training Epoch: 13 [7936/45000]	Loss: 1.0759	LR: 0.100000
Training Epoch: 13 [8192/45000]	Loss: 1.1322	LR: 0.100000
Training Epoch: 13 [8448/45000]	Loss: 1.1303	LR: 0.100000
Training Epoch: 13 [8704/45000]	Loss: 0.9845	LR: 0.100000
Training Epoch: 13 [8960/45000]	Loss: 1.0277	LR: 0.100000
Training Epoch: 13 [9216/45000]	Loss: 1.1269	LR: 0.100000
Training Epoch: 13 [9472/45000]	Loss: 1.0108	LR: 0.100000
Training Epoch: 13 [9728/45000]	Loss: 1.0900	LR: 0.100000
Training Epoch: 13 [9984/45000]	Loss: 0.9571	LR: 0.100000
Training Epoch: 13 [10240/45000]	Loss: 1.1094	LR: 0.100000
Training Epoch: 13 [10496/45000]	Loss: 1.0284	LR: 0.100000
Training Epoch: 13 [10752/45000]	Loss: 0.9729	LR: 0.100000
Training Epoch: 13 [11008/45000]	Loss: 1.1746	LR: 0.100000
Training Epoch: 13 [11264/45000]	Loss: 1.1301	LR: 0.100000
Training Epoch: 13 [11520/45000]	Loss: 1.0044	LR: 0.100000
Training Epoch: 13 [11776/45000]	Loss: 0.8638	LR: 0.100000
Training Epoch: 13 [12032/45000]	Loss: 1.0132	LR: 0.100000
Training Epoch: 13 [12288/45000]	Loss: 0.9251	LR: 0.100000
Training Epoch: 13 [12544/45000]	Loss: 1.0942	LR: 0.100000
Training Epoch: 13 [12800/45000]	Loss: 1.0483	LR: 0.100000
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Training Epoch: 13 [13312/45000]	Loss: 0.9627	LR: 0.100000
Training Epoch: 13 [13568/45000]	Loss: 1.0362	LR: 0.100000
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Training Epoch: 13 [16640/45000]	Loss: 0.9462	LR: 0.100000
Training Epoch: 13 [16896/45000]	Loss: 1.1246	LR: 0.100000
Training Epoch: 13 [17152/45000]	Loss: 1.1126	LR: 0.100000
Training Epoch: 13 [17408/45000]	Loss: 1.1342	LR: 0.100000
Training Epoch: 13 [17664/45000]	Loss: 0.9965	LR: 0.100000
Training Epoch: 13 [17920/45000]	Loss: 0.8773	LR: 0.100000
Training Epoch: 13 [18176/45000]	Loss: 1.0774	LR: 0.100000
Training Epoch: 13 [18432/45000]	Loss: 1.0523	LR: 0.100000
Training Epoch: 13 [18688/45000]	Loss: 1.1377	LR: 0.100000
Training Epoch: 13 [18944/45000]	Loss: 0.9613	LR: 0.100000
Training Epoch: 13 [19200/45000]	Loss: 0.9780	LR: 0.100000
Training Epoch: 13 [19456/45000]	Loss: 1.0250	LR: 0.100000
Training Epoch: 13 [19712/45000]	Loss: 1.0544	LR: 0.100000
Training Epoch: 13 [19968/45000]	Loss: 1.0781	LR: 0.100000
Training Epoch: 13 [20224/45000]	Loss: 1.1374	LR: 0.100000
Training Epoch: 13 [20480/45000]	Loss: 1.1272	LR: 0.100000
Training Epoch: 13 [20736/45000]	Loss: 1.0530	LR: 0.100000
Training Epoch: 13 [20992/45000]	Loss: 1.0676	LR: 0.100000
Training Epoch: 13 [21248/45000]	Loss: 0.9774	LR: 0.100000
Training Epoch: 13 [21504/45000]	Loss: 0.9625	LR: 0.100000
Training Epoch: 13 [21760/45000]	Loss: 1.0324	LR: 0.100000
Training Epoch: 13 [22016/45000]	Loss: 1.0414	LR: 0.100000
Training Epoch: 13 [22272/45000]	Loss: 1.2183	LR: 0.100000
Training Epoch: 13 [22528/45000]	Loss: 0.9253	LR: 0.100000
Training Epoch: 13 [22784/45000]	Loss: 1.1116	LR: 0.100000
Training Epoch: 13 [23040/45000]	Loss: 1.1993	LR: 0.100000
Training Epoch: 13 [23296/45000]	Loss: 1.0779	LR: 0.100000
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Training Epoch: 13 [23808/45000]	Loss: 1.0346	LR: 0.100000
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Training Epoch: 13 [24320/45000]	Loss: 1.1218	LR: 0.100000
Training Epoch: 13 [24576/45000]	Loss: 0.9871	LR: 0.100000
Training Epoch: 13 [24832/45000]	Loss: 1.0885	LR: 0.100000
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Training Epoch: 13 [25600/45000]	Loss: 0.9786	LR: 0.100000
Training Epoch: 13 [25856/45000]	Loss: 1.1025	LR: 0.100000
Training Epoch: 13 [26112/45000]	Loss: 1.1173	LR: 0.100000
Training Epoch: 13 [26368/45000]	Loss: 1.0978	LR: 0.100000
Training Epoch: 13 [26624/45000]	Loss: 0.9550	LR: 0.100000
Training Epoch: 13 [26880/45000]	Loss: 1.0572	LR: 0.100000
Training Epoch: 13 [27136/45000]	Loss: 0.9278	LR: 0.100000
Training Epoch: 13 [27392/45000]	Loss: 1.2039	LR: 0.100000
Training Epoch: 13 [27648/45000]	Loss: 0.9815	LR: 0.100000
Training Epoch: 13 [27904/45000]	Loss: 1.1173	LR: 0.100000
Training Epoch: 13 [28160/45000]	Loss: 1.1494	LR: 0.100000
Training Epoch: 13 [28416/45000]	Loss: 1.0247	LR: 0.100000
Training Epoch: 13 [28672/45000]	Loss: 0.9770	LR: 0.100000
Training Epoch: 13 [28928/45000]	Loss: 1.0309	LR: 0.100000
Training Epoch: 13 [29184/45000]	Loss: 1.1253	LR: 0.100000
Training Epoch: 13 [29440/45000]	Loss: 0.9249	LR: 0.100000
Training Epoch: 13 [29696/45000]	Loss: 1.0403	LR: 0.100000
Training Epoch: 13 [29952/45000]	Loss: 1.0035	LR: 0.100000
Training Epoch: 13 [30208/45000]	Loss: 0.9646	LR: 0.100000
Training Epoch: 13 [30464/45000]	Loss: 1.0596	LR: 0.100000
Training Epoch: 13 [30720/45000]	Loss: 1.1260	LR: 0.100000
Training Epoch: 13 [30976/45000]	Loss: 0.8988	LR: 0.100000
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Training Epoch: 13 [38400/45000]	Loss: 1.0830	LR: 0.100000
Training Epoch: 13 [38656/45000]	Loss: 0.9406	LR: 0.100000
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Training Epoch: 13 [39168/45000]	Loss: 1.0772	LR: 0.100000
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Training Epoch: 13 [40192/45000]	Loss: 1.0011	LR: 0.100000
Training Epoch: 13 [40448/45000]	Loss: 1.0337	LR: 0.100000
Training Epoch: 13 [40704/45000]	Loss: 1.1014	LR: 0.100000
Training Epoch: 13 [40960/45000]	Loss: 1.0840	LR: 0.100000
Training Epoch: 13 [41216/45000]	Loss: 1.0472	LR: 0.100000
Training Epoch: 13 [41472/45000]	Loss: 1.0579	LR: 0.100000
Training Epoch: 13 [41728/45000]	Loss: 1.0719	LR: 0.100000
Training Epoch: 13 [41984/45000]	Loss: 1.1028	LR: 0.100000
Training Epoch: 13 [42240/45000]	Loss: 1.0505	LR: 0.100000
Training Epoch: 13 [42496/45000]	Loss: 1.1064	LR: 0.100000
Training Epoch: 13 [42752/45000]	Loss: 1.2740	LR: 0.100000
Training Epoch: 13 [43008/45000]	Loss: 0.9717	LR: 0.100000
Training Epoch: 13 [43264/45000]	Loss: 0.8497	LR: 0.100000
Training Epoch: 13 [43520/45000]	Loss: 1.1351	LR: 0.100000
Training Epoch: 13 [43776/45000]	Loss: 1.1463	LR: 0.100000
Training Epoch: 13 [44032/45000]	Loss: 1.0426	LR: 0.100000
Training Epoch: 13 [44288/45000]	Loss: 1.1848	LR: 0.100000
Training Epoch: 13 [44544/45000]	Loss: 1.1056	LR: 0.100000
Training Epoch: 13 [44800/45000]	Loss: 0.9726	LR: 0.100000
Training Epoch: 13 [45000/45000]	Loss: 1.1163	LR: 0.100000
Epoch 13 - Average Train Loss: 1.0448, Train Accuracy: 0.6634
Epoch 13 training time consumed: 24.94s
Evaluating Network.....
Test set: Epoch: 13, Average loss: 0.0056, Accuracy: 0.5781, Time consumed:0.88s
Saving weights file to checkpoint/retrain/AllCNN/Monday_14_July_2025_00h_22m_16s/AllCNN-Cifar20-seed2-ret100-13-best.pth
Training Epoch: 14 [256/45000]	Loss: 1.0804	LR: 0.100000
Training Epoch: 14 [512/45000]	Loss: 1.0941	LR: 0.100000
Training Epoch: 14 [768/45000]	Loss: 0.8800	LR: 0.100000
Training Epoch: 14 [1024/45000]	Loss: 0.9719	LR: 0.100000
Training Epoch: 14 [1280/45000]	Loss: 1.0131	LR: 0.100000
Training Epoch: 14 [1536/45000]	Loss: 1.0264	LR: 0.100000
Training Epoch: 14 [1792/45000]	Loss: 0.9281	LR: 0.100000
Training Epoch: 14 [2048/45000]	Loss: 1.0314	LR: 0.100000
Training Epoch: 14 [2304/45000]	Loss: 1.1186	LR: 0.100000
Training Epoch: 14 [2560/45000]	Loss: 1.0241	LR: 0.100000
Training Epoch: 14 [2816/45000]	Loss: 0.9664	LR: 0.100000
Training Epoch: 14 [3072/45000]	Loss: 0.9156	LR: 0.100000
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Training Epoch: 14 [45000/45000]	Loss: 1.1721	LR: 0.100000
Epoch 14 - Average Train Loss: 1.0129, Train Accuracy: 0.6760
Epoch 14 training time consumed: 24.82s
Evaluating Network.....
Test set: Epoch: 14, Average loss: 0.0045, Accuracy: 0.6449, Time consumed:0.93s
Saving weights file to checkpoint/retrain/AllCNN/Monday_14_July_2025_00h_22m_16s/AllCNN-Cifar20-seed2-ret100-14-best.pth
Training Epoch: 15 [256/45000]	Loss: 1.0400	LR: 0.020000
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Training Epoch: 15 [768/45000]	Loss: 0.9910	LR: 0.020000
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Training Epoch: 15 [32512/45000]	Loss: 0.6760	LR: 0.020000
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Training Epoch: 15 [43520/45000]	Loss: 0.7041	LR: 0.020000
Training Epoch: 15 [43776/45000]	Loss: 0.7439	LR: 0.020000
Training Epoch: 15 [44032/45000]	Loss: 0.6759	LR: 0.020000
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Training Epoch: 15 [44800/45000]	Loss: 0.8075	LR: 0.020000
Training Epoch: 15 [45000/45000]	Loss: 0.8814	LR: 0.020000
Epoch 15 - Average Train Loss: 0.7826, Train Accuracy: 0.7511
Epoch 15 training time consumed: 24.80s
Evaluating Network.....
Test set: Epoch: 15, Average loss: 0.0035, Accuracy: 0.7245, Time consumed:0.95s
Saving weights file to checkpoint/retrain/AllCNN/Monday_14_July_2025_00h_22m_16s/AllCNN-Cifar20-seed2-ret100-15-best.pth
Training Epoch: 16 [256/45000]	Loss: 0.7290	LR: 0.020000
Training Epoch: 16 [512/45000]	Loss: 0.7962	LR: 0.020000
Training Epoch: 16 [768/45000]	Loss: 0.7026	LR: 0.020000
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Training Epoch: 16 [43520/45000]	Loss: 0.7104	LR: 0.020000
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Training Epoch: 16 [44032/45000]	Loss: 0.7706	LR: 0.020000
Training Epoch: 16 [44288/45000]	Loss: 0.7504	LR: 0.020000
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Training Epoch: 16 [44800/45000]	Loss: 0.6089	LR: 0.020000
Training Epoch: 16 [45000/45000]	Loss: 0.6402	LR: 0.020000
Epoch 16 - Average Train Loss: 0.7083, Train Accuracy: 0.7729
Epoch 16 training time consumed: 24.91s
Evaluating Network.....
Test set: Epoch: 16, Average loss: 0.0034, Accuracy: 0.7292, Time consumed:0.94s
Saving weights file to checkpoint/retrain/AllCNN/Monday_14_July_2025_00h_22m_16s/AllCNN-Cifar20-seed2-ret100-16-best.pth
Training Epoch: 17 [256/45000]	Loss: 0.6620	LR: 0.020000
Training Epoch: 17 [512/45000]	Loss: 0.6286	LR: 0.020000
Training Epoch: 17 [768/45000]	Loss: 0.8249	LR: 0.020000
Training Epoch: 17 [1024/45000]	Loss: 0.7499	LR: 0.020000
Training Epoch: 17 [1280/45000]	Loss: 0.7058	LR: 0.020000
Training Epoch: 17 [1536/45000]	Loss: 0.6202	LR: 0.020000
Training Epoch: 17 [1792/45000]	Loss: 0.7701	LR: 0.020000
Training Epoch: 17 [2048/45000]	Loss: 0.7199	LR: 0.020000
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Training Epoch: 17 [2560/45000]	Loss: 0.6419	LR: 0.020000
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Training Epoch: 17 [44800/45000]	Loss: 0.6686	LR: 0.020000
Training Epoch: 17 [45000/45000]	Loss: 0.6520	LR: 0.020000
Epoch 17 - Average Train Loss: 0.6775, Train Accuracy: 0.7828
Epoch 17 training time consumed: 24.83s
Evaluating Network.....
Test set: Epoch: 17, Average loss: 0.0034, Accuracy: 0.7299, Time consumed:0.94s
Saving weights file to checkpoint/retrain/AllCNN/Monday_14_July_2025_00h_22m_16s/AllCNN-Cifar20-seed2-ret100-17-best.pth
Training Epoch: 18 [256/45000]	Loss: 0.6149	LR: 0.020000
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Training Epoch: 18 [42496/45000]	Loss: 0.6675	LR: 0.020000
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Training Epoch: 18 [43008/45000]	Loss: 0.6243	LR: 0.020000
Training Epoch: 18 [43264/45000]	Loss: 0.7440	LR: 0.020000
Training Epoch: 18 [43520/45000]	Loss: 0.6967	LR: 0.020000
Training Epoch: 18 [43776/45000]	Loss: 0.5653	LR: 0.020000
Training Epoch: 18 [44032/45000]	Loss: 0.6657	LR: 0.020000
Training Epoch: 18 [44288/45000]	Loss: 0.8103	LR: 0.020000
Training Epoch: 18 [44544/45000]	Loss: 0.6152	LR: 0.020000
Training Epoch: 18 [44800/45000]	Loss: 0.6734	LR: 0.020000
Training Epoch: 18 [45000/45000]	Loss: 0.7276	LR: 0.020000
Epoch 18 - Average Train Loss: 0.6541, Train Accuracy: 0.7896
Epoch 18 training time consumed: 24.70s
Evaluating Network.....
Test set: Epoch: 18, Average loss: 0.0034, Accuracy: 0.7302, Time consumed:0.88s
Saving weights file to checkpoint/retrain/AllCNN/Monday_14_July_2025_00h_22m_16s/AllCNN-Cifar20-seed2-ret100-18-best.pth
Training Epoch: 19 [256/45000]	Loss: 0.5952	LR: 0.020000
Training Epoch: 19 [512/45000]	Loss: 0.6037	LR: 0.020000
Training Epoch: 19 [768/45000]	Loss: 0.6481	LR: 0.020000
Training Epoch: 19 [1024/45000]	Loss: 0.5778	LR: 0.020000
Training Epoch: 19 [1280/45000]	Loss: 0.6765	LR: 0.020000
Training Epoch: 19 [1536/45000]	Loss: 0.6208	LR: 0.020000
Training Epoch: 19 [1792/45000]	Loss: 0.6980	LR: 0.020000
Training Epoch: 19 [2048/45000]	Loss: 0.6309	LR: 0.020000
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Training Epoch: 19 [42496/45000]	Loss: 0.5896	LR: 0.020000
Training Epoch: 19 [42752/45000]	Loss: 0.6744	LR: 0.020000
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Training Epoch: 19 [43264/45000]	Loss: 0.6108	LR: 0.020000
Training Epoch: 19 [43520/45000]	Loss: 0.6724	LR: 0.020000
Training Epoch: 19 [43776/45000]	Loss: 0.6922	LR: 0.020000
Training Epoch: 19 [44032/45000]	Loss: 0.6561	LR: 0.020000
Training Epoch: 19 [44288/45000]	Loss: 0.6141	LR: 0.020000
Training Epoch: 19 [44544/45000]	Loss: 0.7307	LR: 0.020000
Training Epoch: 19 [44800/45000]	Loss: 0.5485	LR: 0.020000
Training Epoch: 19 [45000/45000]	Loss: 0.5274	LR: 0.020000
Epoch 19 - Average Train Loss: 0.6356, Train Accuracy: 0.7952
Epoch 19 training time consumed: 24.85s
Evaluating Network.....
Test set: Epoch: 19, Average loss: 0.0034, Accuracy: 0.7331, Time consumed:0.87s
Saving weights file to checkpoint/retrain/AllCNN/Monday_14_July_2025_00h_22m_16s/AllCNN-Cifar20-seed2-ret100-19-best.pth
Training Epoch: 20 [256/45000]	Loss: 0.5306	LR: 0.020000
Training Epoch: 20 [512/45000]	Loss: 0.5639	LR: 0.020000
Training Epoch: 20 [768/45000]	Loss: 0.5554	LR: 0.020000
Training Epoch: 20 [1024/45000]	Loss: 0.6205	LR: 0.020000
Training Epoch: 20 [1280/45000]	Loss: 0.5523	LR: 0.020000
Training Epoch: 20 [1536/45000]	Loss: 0.6086	LR: 0.020000
Training Epoch: 20 [1792/45000]	Loss: 0.6368	LR: 0.020000
Training Epoch: 20 [2048/45000]	Loss: 0.7147	LR: 0.020000
Training Epoch: 20 [2304/45000]	Loss: 0.4597	LR: 0.020000
Training Epoch: 20 [2560/45000]	Loss: 0.5018	LR: 0.020000
Training Epoch: 20 [2816/45000]	Loss: 0.5911	LR: 0.020000
Training Epoch: 20 [3072/45000]	Loss: 0.7322	LR: 0.020000
Training Epoch: 20 [3328/45000]	Loss: 0.6111	LR: 0.020000
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Training Epoch: 20 [24320/45000]	Loss: 0.5356	LR: 0.020000
Training Epoch: 20 [24576/45000]	Loss: 0.5330	LR: 0.020000
Training Epoch: 20 [24832/45000]	Loss: 0.5661	LR: 0.020000
Training Epoch: 20 [25088/45000]	Loss: 0.6324	LR: 0.020000
Training Epoch: 20 [25344/45000]	Loss: 0.6288	LR: 0.020000
Training Epoch: 20 [25600/45000]	Loss: 0.5927	LR: 0.020000
Training Epoch: 20 [25856/45000]	Loss: 0.6218	LR: 0.020000
Training Epoch: 20 [26112/45000]	Loss: 0.6208	LR: 0.020000
Training Epoch: 20 [26368/45000]	Loss: 0.6333	LR: 0.020000
Training Epoch: 20 [26624/45000]	Loss: 0.6764	LR: 0.020000
Training Epoch: 20 [26880/45000]	Loss: 0.6132	LR: 0.020000
Training Epoch: 20 [27136/45000]	Loss: 0.6116	LR: 0.020000
Training Epoch: 20 [27392/45000]	Loss: 0.5015	LR: 0.020000
Training Epoch: 20 [27648/45000]	Loss: 0.6261	LR: 0.020000
Training Epoch: 20 [27904/45000]	Loss: 0.6323	LR: 0.020000
Training Epoch: 20 [28160/45000]	Loss: 0.6277	LR: 0.020000
Training Epoch: 20 [28416/45000]	Loss: 0.6695	LR: 0.020000
Training Epoch: 20 [28672/45000]	Loss: 0.6970	LR: 0.020000
Training Epoch: 20 [28928/45000]	Loss: 0.5569	LR: 0.020000
Training Epoch: 20 [29184/45000]	Loss: 0.5823	LR: 0.020000
Training Epoch: 20 [29440/45000]	Loss: 0.6677	LR: 0.020000
Training Epoch: 20 [29696/45000]	Loss: 0.5338	LR: 0.020000
Training Epoch: 20 [29952/45000]	Loss: 0.4740	LR: 0.020000
Training Epoch: 20 [30208/45000]	Loss: 0.5447	LR: 0.020000
Training Epoch: 20 [30464/45000]	Loss: 0.6198	LR: 0.020000
Training Epoch: 20 [30720/45000]	Loss: 0.7000	LR: 0.020000
Training Epoch: 20 [30976/45000]	Loss: 0.7845	LR: 0.020000
Training Epoch: 20 [31232/45000]	Loss: 0.5729	LR: 0.020000
Training Epoch: 20 [31488/45000]	Loss: 0.6701	LR: 0.020000
Training Epoch: 20 [31744/45000]	Loss: 0.7392	LR: 0.020000
Training Epoch: 20 [32000/45000]	Loss: 0.5945	LR: 0.020000
Training Epoch: 20 [32256/45000]	Loss: 0.4938	LR: 0.020000
Training Epoch: 20 [32512/45000]	Loss: 0.6950	LR: 0.020000
Training Epoch: 20 [32768/45000]	Loss: 0.5817	LR: 0.020000
Training Epoch: 20 [33024/45000]	Loss: 0.5514	LR: 0.020000
Training Epoch: 20 [33280/45000]	Loss: 0.5858	LR: 0.020000
Training Epoch: 20 [33536/45000]	Loss: 0.5924	LR: 0.020000
Training Epoch: 20 [33792/45000]	Loss: 0.5129	LR: 0.020000
Training Epoch: 20 [34048/45000]	Loss: 0.6283	LR: 0.020000
Training Epoch: 20 [34304/45000]	Loss: 0.7544	LR: 0.020000
Training Epoch: 20 [34560/45000]	Loss: 0.5857	LR: 0.020000
Training Epoch: 20 [34816/45000]	Loss: 0.6519	LR: 0.020000
Training Epoch: 20 [35072/45000]	Loss: 0.6609	LR: 0.020000
Training Epoch: 20 [35328/45000]	Loss: 0.6300	LR: 0.020000
Training Epoch: 20 [35584/45000]	Loss: 0.4985	LR: 0.020000
Training Epoch: 20 [35840/45000]	Loss: 0.6011	LR: 0.020000
Training Epoch: 20 [36096/45000]	Loss: 0.5516	LR: 0.020000
Training Epoch: 20 [36352/45000]	Loss: 0.5617	LR: 0.020000
Training Epoch: 20 [36608/45000]	Loss: 0.5799	LR: 0.020000
Training Epoch: 20 [36864/45000]	Loss: 0.6198	LR: 0.020000
Training Epoch: 20 [37120/45000]	Loss: 0.6053	LR: 0.020000
Training Epoch: 20 [37376/45000]	Loss: 0.6613	LR: 0.020000
Training Epoch: 20 [37632/45000]	Loss: 0.5371	LR: 0.020000
Training Epoch: 20 [37888/45000]	Loss: 0.6809	LR: 0.020000
Training Epoch: 20 [38144/45000]	Loss: 0.5575	LR: 0.020000
Training Epoch: 20 [38400/45000]	Loss: 0.5509	LR: 0.020000
Training Epoch: 20 [38656/45000]	Loss: 0.6542	LR: 0.020000
Training Epoch: 20 [38912/45000]	Loss: 0.5630	LR: 0.020000
Training Epoch: 20 [39168/45000]	Loss: 0.5319	LR: 0.020000
Training Epoch: 20 [39424/45000]	Loss: 0.6564	LR: 0.020000
Training Epoch: 20 [39680/45000]	Loss: 0.6032	LR: 0.020000
Training Epoch: 20 [39936/45000]	Loss: 0.5922	LR: 0.020000
Training Epoch: 20 [40192/45000]	Loss: 0.5591	LR: 0.020000
Training Epoch: 20 [40448/45000]	Loss: 0.6952	LR: 0.020000
Training Epoch: 20 [40704/45000]	Loss: 0.6536	LR: 0.020000
Training Epoch: 20 [40960/45000]	Loss: 0.6040	LR: 0.020000
Training Epoch: 20 [41216/45000]	Loss: 0.5622	LR: 0.020000
Training Epoch: 20 [41472/45000]	Loss: 0.6032	LR: 0.020000
Training Epoch: 20 [41728/45000]	Loss: 0.6064	LR: 0.020000
Training Epoch: 20 [41984/45000]	Loss: 0.5647	LR: 0.020000
Training Epoch: 20 [42240/45000]	Loss: 0.5737	LR: 0.020000
Training Epoch: 20 [42496/45000]	Loss: 0.6577	LR: 0.020000
Training Epoch: 20 [42752/45000]	Loss: 0.6031	LR: 0.020000
Training Epoch: 20 [43008/45000]	Loss: 0.6352	LR: 0.020000
Training Epoch: 20 [43264/45000]	Loss: 0.6015	LR: 0.020000
Training Epoch: 20 [43520/45000]	Loss: 0.6991	LR: 0.020000
Training Epoch: 20 [43776/45000]	Loss: 0.5626	LR: 0.020000
Training Epoch: 20 [44032/45000]	Loss: 0.5906	LR: 0.020000
Training Epoch: 20 [44288/45000]	Loss: 0.6239	LR: 0.020000
Training Epoch: 20 [44544/45000]	Loss: 0.5541	LR: 0.020000
Training Epoch: 20 [44800/45000]	Loss: 0.7019	LR: 0.020000
Training Epoch: 20 [45000/45000]	Loss: 0.7231	LR: 0.020000
Epoch 20 - Average Train Loss: 0.6112, Train Accuracy: 0.8023
Epoch 20 training time consumed: 25.21s
Evaluating Network.....
Test set: Epoch: 20, Average loss: 0.0035, Accuracy: 0.7295, Time consumed:0.90s
Training Epoch: 21 [256/45000]	Loss: 0.5092	LR: 0.020000
Training Epoch: 21 [512/45000]	Loss: 0.6181	LR: 0.020000
Training Epoch: 21 [768/45000]	Loss: 0.5399	LR: 0.020000
Training Epoch: 21 [1024/45000]	Loss: 0.5074	LR: 0.020000
Training Epoch: 21 [1280/45000]	Loss: 0.5087	LR: 0.020000
Training Epoch: 21 [1536/45000]	Loss: 0.5969	LR: 0.020000
Training Epoch: 21 [1792/45000]	Loss: 0.6292	LR: 0.020000
Training Epoch: 21 [2048/45000]	Loss: 0.6306	LR: 0.020000
Training Epoch: 21 [2304/45000]	Loss: 0.6041	LR: 0.020000
Training Epoch: 21 [2560/45000]	Loss: 0.5134	LR: 0.020000
Training Epoch: 21 [2816/45000]	Loss: 0.5776	LR: 0.020000
Training Epoch: 21 [3072/45000]	Loss: 0.5813	LR: 0.020000
Training Epoch: 21 [3328/45000]	Loss: 0.5602	LR: 0.020000
Training Epoch: 21 [3584/45000]	Loss: 0.5759	LR: 0.020000
Training Epoch: 21 [3840/45000]	Loss: 0.5997	LR: 0.020000
Training Epoch: 21 [4096/45000]	Loss: 0.4269	LR: 0.020000
Training Epoch: 21 [4352/45000]	Loss: 0.6306	LR: 0.020000
Training Epoch: 21 [4608/45000]	Loss: 0.5767	LR: 0.020000
Training Epoch: 21 [4864/45000]	Loss: 0.5315	LR: 0.020000
Training Epoch: 21 [5120/45000]	Loss: 0.5310	LR: 0.020000
Training Epoch: 21 [5376/45000]	Loss: 0.6950	LR: 0.020000
Training Epoch: 21 [5632/45000]	Loss: 0.5795	LR: 0.020000
Training Epoch: 21 [5888/45000]	Loss: 0.5691	LR: 0.020000
Training Epoch: 21 [6144/45000]	Loss: 0.5916	LR: 0.020000
Training Epoch: 21 [6400/45000]	Loss: 0.6363	LR: 0.020000
Training Epoch: 21 [6656/45000]	Loss: 0.6801	LR: 0.020000
Training Epoch: 21 [6912/45000]	Loss: 0.5880	LR: 0.020000
Training Epoch: 21 [7168/45000]	Loss: 0.5415	LR: 0.020000
Training Epoch: 21 [7424/45000]	Loss: 0.5043	LR: 0.020000
Training Epoch: 21 [7680/45000]	Loss: 0.6033	LR: 0.020000
Training Epoch: 21 [7936/45000]	Loss: 0.6848	LR: 0.020000
Training Epoch: 21 [8192/45000]	Loss: 0.5372	LR: 0.020000
Training Epoch: 21 [8448/45000]	Loss: 0.6649	LR: 0.020000
Training Epoch: 21 [8704/45000]	Loss: 0.6043	LR: 0.020000
Training Epoch: 21 [8960/45000]	Loss: 0.5230	LR: 0.020000
Training Epoch: 21 [9216/45000]	Loss: 0.6137	LR: 0.020000
Training Epoch: 21 [9472/45000]	Loss: 0.5690	LR: 0.020000
Training Epoch: 21 [9728/45000]	Loss: 0.6017	LR: 0.020000
Training Epoch: 21 [9984/45000]	Loss: 0.5179	LR: 0.020000
Training Epoch: 21 [10240/45000]	Loss: 0.5945	LR: 0.020000
Training Epoch: 21 [10496/45000]	Loss: 0.6058	LR: 0.020000
Training Epoch: 21 [10752/45000]	Loss: 0.6053	LR: 0.020000
Training Epoch: 21 [11008/45000]	Loss: 0.5533	LR: 0.020000
Training Epoch: 21 [11264/45000]	Loss: 0.5122	LR: 0.020000
Training Epoch: 21 [11520/45000]	Loss: 0.5179	LR: 0.020000
Training Epoch: 21 [11776/45000]	Loss: 0.6427	LR: 0.020000
Training Epoch: 21 [12032/45000]	Loss: 0.4719	LR: 0.020000
Training Epoch: 21 [12288/45000]	Loss: 0.5728	LR: 0.020000
Training Epoch: 21 [12544/45000]	Loss: 0.6421	LR: 0.020000
Training Epoch: 21 [12800/45000]	Loss: 0.5863	LR: 0.020000
Training Epoch: 21 [13056/45000]	Loss: 0.6092	LR: 0.020000
Training Epoch: 21 [13312/45000]	Loss: 0.5840	LR: 0.020000
Training Epoch: 21 [13568/45000]	Loss: 0.6939	LR: 0.020000
Training Epoch: 21 [13824/45000]	Loss: 0.7206	LR: 0.020000
Training Epoch: 21 [14080/45000]	Loss: 0.5535	LR: 0.020000
Training Epoch: 21 [14336/45000]	Loss: 0.6040	LR: 0.020000
Training Epoch: 21 [14592/45000]	Loss: 0.5991	LR: 0.020000
Training Epoch: 21 [14848/45000]	Loss: 0.6414	LR: 0.020000
Training Epoch: 21 [15104/45000]	Loss: 0.5449	LR: 0.020000
Training Epoch: 21 [15360/45000]	Loss: 0.6140	LR: 0.020000
Training Epoch: 21 [15616/45000]	Loss: 0.6704	LR: 0.020000
Training Epoch: 21 [15872/45000]	Loss: 0.6159	LR: 0.020000
Training Epoch: 21 [16128/45000]	Loss: 0.6085	LR: 0.020000
Training Epoch: 21 [16384/45000]	Loss: 0.6419	LR: 0.020000
Training Epoch: 21 [16640/45000]	Loss: 0.5911	LR: 0.020000
Training Epoch: 21 [16896/45000]	Loss: 0.5885	LR: 0.020000
Training Epoch: 21 [17152/45000]	Loss: 0.5695	LR: 0.020000
Training Epoch: 21 [17408/45000]	Loss: 0.5985	LR: 0.020000
Training Epoch: 21 [17664/45000]	Loss: 0.4771	LR: 0.020000
Training Epoch: 21 [17920/45000]	Loss: 0.5559	LR: 0.020000
Training Epoch: 21 [18176/45000]	Loss: 0.6225	LR: 0.020000
Training Epoch: 21 [18432/45000]	Loss: 0.6108	LR: 0.020000
Training Epoch: 21 [18688/45000]	Loss: 0.6439	LR: 0.020000
Training Epoch: 21 [18944/45000]	Loss: 0.5844	LR: 0.020000
Training Epoch: 21 [19200/45000]	Loss: 0.5110	LR: 0.020000
Training Epoch: 21 [19456/45000]	Loss: 0.6303	LR: 0.020000
Training Epoch: 21 [19712/45000]	Loss: 0.5911	LR: 0.020000
Training Epoch: 21 [19968/45000]	Loss: 0.5349	LR: 0.020000
Training Epoch: 21 [20224/45000]	Loss: 0.5375	LR: 0.020000
Training Epoch: 21 [20480/45000]	Loss: 0.6535	LR: 0.020000
Training Epoch: 21 [20736/45000]	Loss: 0.5701	LR: 0.020000
Training Epoch: 21 [20992/45000]	Loss: 0.6425	LR: 0.020000
Training Epoch: 21 [21248/45000]	Loss: 0.6573	LR: 0.020000
Training Epoch: 21 [21504/45000]	Loss: 0.6077	LR: 0.020000
Training Epoch: 21 [21760/45000]	Loss: 0.5232	LR: 0.020000
Training Epoch: 21 [22016/45000]	Loss: 0.6362	LR: 0.020000
Training Epoch: 21 [22272/45000]	Loss: 0.6351	LR: 0.020000
Training Epoch: 21 [22528/45000]	Loss: 0.5410	LR: 0.020000
Training Epoch: 21 [22784/45000]	Loss: 0.5963	LR: 0.020000
Training Epoch: 21 [23040/45000]	Loss: 0.6238	LR: 0.020000
Training Epoch: 21 [23296/45000]	Loss: 0.5949	LR: 0.020000
Training Epoch: 21 [23552/45000]	Loss: 0.6224	LR: 0.020000
Training Epoch: 21 [23808/45000]	Loss: 0.5883	LR: 0.020000
Training Epoch: 21 [24064/45000]	Loss: 0.5496	LR: 0.020000
Training Epoch: 21 [24320/45000]	Loss: 0.6643	LR: 0.020000
Training Epoch: 21 [24576/45000]	Loss: 0.6204	LR: 0.020000
Training Epoch: 21 [24832/45000]	Loss: 0.5666	LR: 0.020000
Training Epoch: 21 [25088/45000]	Loss: 0.5929	LR: 0.020000
Training Epoch: 21 [25344/45000]	Loss: 0.4627	LR: 0.020000
Training Epoch: 21 [25600/45000]	Loss: 0.6570	LR: 0.020000
Training Epoch: 21 [25856/45000]	Loss: 0.5708	LR: 0.020000
Training Epoch: 21 [26112/45000]	Loss: 0.7516	LR: 0.020000
Training Epoch: 21 [26368/45000]	Loss: 0.5770	LR: 0.020000
Training Epoch: 21 [26624/45000]	Loss: 0.6770	LR: 0.020000
Training Epoch: 21 [26880/45000]	Loss: 0.5916	LR: 0.020000
Training Epoch: 21 [27136/45000]	Loss: 0.5570	LR: 0.020000
Training Epoch: 21 [27392/45000]	Loss: 0.6802	LR: 0.020000
Training Epoch: 21 [27648/45000]	Loss: 0.5553	LR: 0.020000
Training Epoch: 21 [27904/45000]	Loss: 0.5771	LR: 0.020000
Training Epoch: 21 [28160/45000]	Loss: 0.6263	LR: 0.020000
Training Epoch: 21 [28416/45000]	Loss: 0.6018	LR: 0.020000
Training Epoch: 21 [28672/45000]	Loss: 0.6730	LR: 0.020000
Training Epoch: 21 [28928/45000]	Loss: 0.7094	LR: 0.020000
Training Epoch: 21 [29184/45000]	Loss: 0.6189	LR: 0.020000
Training Epoch: 21 [29440/45000]	Loss: 0.5422	LR: 0.020000
Training Epoch: 21 [29696/45000]	Loss: 0.7473	LR: 0.020000
Training Epoch: 21 [29952/45000]	Loss: 0.5477	LR: 0.020000
Training Epoch: 21 [30208/45000]	Loss: 0.5923	LR: 0.020000
Training Epoch: 21 [30464/45000]	Loss: 0.6620	LR: 0.020000
Training Epoch: 21 [30720/45000]	Loss: 0.6261	LR: 0.020000
Training Epoch: 21 [30976/45000]	Loss: 0.6106	LR: 0.020000
Training Epoch: 21 [31232/45000]	Loss: 0.5802	LR: 0.020000
Training Epoch: 21 [31488/45000]	Loss: 0.6078	LR: 0.020000
Training Epoch: 21 [31744/45000]	Loss: 0.6906	LR: 0.020000
Training Epoch: 21 [32000/45000]	Loss: 0.5147	LR: 0.020000
Training Epoch: 21 [32256/45000]	Loss: 0.6656	LR: 0.020000
Training Epoch: 21 [32512/45000]	Loss: 0.5677	LR: 0.020000
Training Epoch: 21 [32768/45000]	Loss: 0.5023	LR: 0.020000
Training Epoch: 21 [33024/45000]	Loss: 0.6467	LR: 0.020000
Training Epoch: 21 [33280/45000]	Loss: 0.5586	LR: 0.020000
Training Epoch: 21 [33536/45000]	Loss: 0.6499	LR: 0.020000
Training Epoch: 21 [33792/45000]	Loss: 0.7073	LR: 0.020000
Training Epoch: 21 [34048/45000]	Loss: 0.7272	LR: 0.020000
Training Epoch: 21 [34304/45000]	Loss: 0.5297	LR: 0.020000
Training Epoch: 21 [34560/45000]	Loss: 0.6991	LR: 0.020000
Training Epoch: 21 [34816/45000]	Loss: 0.5226	LR: 0.020000
Training Epoch: 21 [35072/45000]	Loss: 0.6162	LR: 0.020000
Training Epoch: 21 [35328/45000]	Loss: 0.5659	LR: 0.020000
Training Epoch: 21 [35584/45000]	Loss: 0.5798	LR: 0.020000
Training Epoch: 21 [35840/45000]	Loss: 0.5648	LR: 0.020000
Training Epoch: 21 [36096/45000]	Loss: 0.5440	LR: 0.020000
Training Epoch: 21 [36352/45000]	Loss: 0.6194	LR: 0.020000
Training Epoch: 21 [36608/45000]	Loss: 0.5689	LR: 0.020000
Training Epoch: 21 [36864/45000]	Loss: 0.5980	LR: 0.020000
Training Epoch: 21 [37120/45000]	Loss: 0.6341	LR: 0.020000
Training Epoch: 21 [37376/45000]	Loss: 0.5730	LR: 0.020000
Training Epoch: 21 [37632/45000]	Loss: 0.7147	LR: 0.020000
Training Epoch: 21 [37888/45000]	Loss: 0.6693	LR: 0.020000
Training Epoch: 21 [38144/45000]	Loss: 0.6375	LR: 0.020000
Training Epoch: 21 [38400/45000]	Loss: 0.6410	LR: 0.020000
Training Epoch: 21 [38656/45000]	Loss: 0.5325	LR: 0.020000
Training Epoch: 21 [38912/45000]	Loss: 0.6806	LR: 0.020000
Training Epoch: 21 [39168/45000]	Loss: 0.6564	LR: 0.020000
Training Epoch: 21 [39424/45000]	Loss: 0.6583	LR: 0.020000
Training Epoch: 21 [39680/45000]	Loss: 0.5214	LR: 0.020000
Training Epoch: 21 [39936/45000]	Loss: 0.6172	LR: 0.020000
Training Epoch: 21 [40192/45000]	Loss: 0.5473	LR: 0.020000
Training Epoch: 21 [40448/45000]	Loss: 0.6053	LR: 0.020000
Training Epoch: 21 [40704/45000]	Loss: 0.5975	LR: 0.020000
Training Epoch: 21 [40960/45000]	Loss: 0.6054	LR: 0.020000
Training Epoch: 21 [41216/45000]	Loss: 0.6411	LR: 0.020000
Training Epoch: 21 [41472/45000]	Loss: 0.5647	LR: 0.020000
Training Epoch: 21 [41728/45000]	Loss: 0.5508	LR: 0.020000
Training Epoch: 21 [41984/45000]	Loss: 0.6568	LR: 0.020000
Training Epoch: 21 [42240/45000]	Loss: 0.6140	LR: 0.020000
Training Epoch: 21 [42496/45000]	Loss: 0.6133	LR: 0.020000
Training Epoch: 21 [42752/45000]	Loss: 0.6370	LR: 0.020000
Training Epoch: 21 [43008/45000]	Loss: 0.5697	LR: 0.020000
Training Epoch: 21 [43264/45000]	Loss: 0.5914	LR: 0.020000
Training Epoch: 21 [43520/45000]	Loss: 0.5892	LR: 0.020000
Training Epoch: 21 [43776/45000]	Loss: 0.7355	LR: 0.020000
Training Epoch: 21 [44032/45000]	Loss: 0.6776	LR: 0.020000
Training Epoch: 21 [44288/45000]	Loss: 0.6052	LR: 0.020000
Training Epoch: 21 [44544/45000]	Loss: 0.5246	LR: 0.020000
Training Epoch: 21 [44800/45000]	Loss: 0.5819	LR: 0.020000
Training Epoch: 21 [45000/45000]	Loss: 0.6295	LR: 0.020000
Epoch 21 - Average Train Loss: 0.5989, Train Accuracy: 0.8081
Epoch 21 training time consumed: 24.74s
Evaluating Network.....
Test set: Epoch: 21, Average loss: 0.0036, Accuracy: 0.7282, Time consumed:0.93s
Training Epoch: 22 [256/45000]	Loss: 0.5236	LR: 0.020000
Training Epoch: 22 [512/45000]	Loss: 0.5562	LR: 0.020000
Training Epoch: 22 [768/45000]	Loss: 0.4788	LR: 0.020000
Training Epoch: 22 [1024/45000]	Loss: 0.5344	LR: 0.020000
Training Epoch: 22 [1280/45000]	Loss: 0.5708	LR: 0.020000
Training Epoch: 22 [1536/45000]	Loss: 0.6433	LR: 0.020000
Training Epoch: 22 [1792/45000]	Loss: 0.5521	LR: 0.020000
Training Epoch: 22 [2048/45000]	Loss: 0.5394	LR: 0.020000
Training Epoch: 22 [2304/45000]	Loss: 0.5670	LR: 0.020000
Training Epoch: 22 [2560/45000]	Loss: 0.6025	LR: 0.020000
Training Epoch: 22 [2816/45000]	Loss: 0.5603	LR: 0.020000
Training Epoch: 22 [3072/45000]	Loss: 0.6333	LR: 0.020000
Training Epoch: 22 [3328/45000]	Loss: 0.4946	LR: 0.020000
Training Epoch: 22 [3584/45000]	Loss: 0.5399	LR: 0.020000
Training Epoch: 22 [3840/45000]	Loss: 0.5597	LR: 0.020000
Training Epoch: 22 [4096/45000]	Loss: 0.6106	LR: 0.020000
Training Epoch: 22 [4352/45000]	Loss: 0.5552	LR: 0.020000
Training Epoch: 22 [4608/45000]	Loss: 0.6398	LR: 0.020000
Training Epoch: 22 [4864/45000]	Loss: 0.4839	LR: 0.020000
Training Epoch: 22 [5120/45000]	Loss: 0.5771	LR: 0.020000
Training Epoch: 22 [5376/45000]	Loss: 0.5429	LR: 0.020000
Training Epoch: 22 [5632/45000]	Loss: 0.5350	LR: 0.020000
Training Epoch: 22 [5888/45000]	Loss: 0.6203	LR: 0.020000
Training Epoch: 22 [6144/45000]	Loss: 0.6289	LR: 0.020000
Training Epoch: 22 [6400/45000]	Loss: 0.5890	LR: 0.020000
Training Epoch: 22 [6656/45000]	Loss: 0.5263	LR: 0.020000
Training Epoch: 22 [6912/45000]	Loss: 0.6166	LR: 0.020000
Training Epoch: 22 [7168/45000]	Loss: 0.5923	LR: 0.020000
Training Epoch: 22 [7424/45000]	Loss: 0.5613	LR: 0.020000
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Training Epoch: 22 [45000/45000]	Loss: 0.5901	LR: 0.020000
Epoch 22 - Average Train Loss: 0.5877, Train Accuracy: 0.8094
Epoch 22 training time consumed: 24.74s
Evaluating Network.....
Test set: Epoch: 22, Average loss: 0.0034, Accuracy: 0.7342, Time consumed:0.95s
Saving weights file to checkpoint/retrain/AllCNN/Monday_14_July_2025_00h_22m_16s/AllCNN-Cifar20-seed2-ret100-22-best.pth
Training Epoch: 23 [256/45000]	Loss: 0.5100	LR: 0.020000
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Training Epoch: 23 [35328/45000]	Loss: 0.5719	LR: 0.020000
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Training Epoch: 23 [43520/45000]	Loss: 0.5915	LR: 0.020000
Training Epoch: 23 [43776/45000]	Loss: 0.5901	LR: 0.020000
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Training Epoch: 23 [44800/45000]	Loss: 0.6202	LR: 0.020000
Training Epoch: 23 [45000/45000]	Loss: 0.6881	LR: 0.020000
Epoch 23 - Average Train Loss: 0.5703, Train Accuracy: 0.8168
Epoch 23 training time consumed: 24.64s
Evaluating Network.....
Test set: Epoch: 23, Average loss: 0.0034, Accuracy: 0.7422, Time consumed:0.99s
Saving weights file to checkpoint/retrain/AllCNN/Monday_14_July_2025_00h_22m_16s/AllCNN-Cifar20-seed2-ret100-23-best.pth
Training Epoch: 24 [256/45000]	Loss: 0.4994	LR: 0.020000
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Training Epoch: 24 [768/45000]	Loss: 0.5259	LR: 0.020000
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Training Epoch: 24 [41472/45000]	Loss: 0.4935	LR: 0.020000
Training Epoch: 24 [41728/45000]	Loss: 0.5465	LR: 0.020000
Training Epoch: 24 [41984/45000]	Loss: 0.5199	LR: 0.020000
Training Epoch: 24 [42240/45000]	Loss: 0.6516	LR: 0.020000
Training Epoch: 24 [42496/45000]	Loss: 0.6070	LR: 0.020000
Training Epoch: 24 [42752/45000]	Loss: 0.5364	LR: 0.020000
Training Epoch: 24 [43008/45000]	Loss: 0.5113	LR: 0.020000
Training Epoch: 24 [43264/45000]	Loss: 0.5773	LR: 0.020000
Training Epoch: 24 [43520/45000]	Loss: 0.4772	LR: 0.020000
Training Epoch: 24 [43776/45000]	Loss: 0.5752	LR: 0.020000
Training Epoch: 24 [44032/45000]	Loss: 0.6033	LR: 0.020000
Training Epoch: 24 [44288/45000]	Loss: 0.5541	LR: 0.020000
Training Epoch: 24 [44544/45000]	Loss: 0.6390	LR: 0.020000
Training Epoch: 24 [44800/45000]	Loss: 0.5679	LR: 0.020000
Training Epoch: 24 [45000/45000]	Loss: 0.7620	LR: 0.020000
Epoch 24 - Average Train Loss: 0.5621, Train Accuracy: 0.8170
Epoch 24 training time consumed: 24.89s
Evaluating Network.....
Test set: Epoch: 24, Average loss: 0.0037, Accuracy: 0.7293, Time consumed:0.90s
Training Epoch: 25 [256/45000]	Loss: 0.5025	LR: 0.020000
Training Epoch: 25 [512/45000]	Loss: 0.4830	LR: 0.020000
Training Epoch: 25 [768/45000]	Loss: 0.5500	LR: 0.020000
Training Epoch: 25 [1024/45000]	Loss: 0.5700	LR: 0.020000
Training Epoch: 25 [1280/45000]	Loss: 0.5649	LR: 0.020000
Training Epoch: 25 [1536/45000]	Loss: 0.6816	LR: 0.020000
Training Epoch: 25 [1792/45000]	Loss: 0.5284	LR: 0.020000
Training Epoch: 25 [2048/45000]	Loss: 0.5185	LR: 0.020000
Training Epoch: 25 [2304/45000]	Loss: 0.5135	LR: 0.020000
Training Epoch: 25 [2560/45000]	Loss: 0.5338	LR: 0.020000
Training Epoch: 25 [2816/45000]	Loss: 0.5216	LR: 0.020000
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Training Epoch: 25 [16896/45000]	Loss: 0.4812	LR: 0.020000
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Training Epoch: 25 [17664/45000]	Loss: 0.5155	LR: 0.020000
Training Epoch: 25 [17920/45000]	Loss: 0.5976	LR: 0.020000
Training Epoch: 25 [18176/45000]	Loss: 0.5198	LR: 0.020000
Training Epoch: 25 [18432/45000]	Loss: 0.5388	LR: 0.020000
Training Epoch: 25 [18688/45000]	Loss: 0.5252	LR: 0.020000
Training Epoch: 25 [18944/45000]	Loss: 0.5611	LR: 0.020000
Training Epoch: 25 [19200/45000]	Loss: 0.5619	LR: 0.020000
Training Epoch: 25 [19456/45000]	Loss: 0.5514	LR: 0.020000
Training Epoch: 25 [19712/45000]	Loss: 0.4884	LR: 0.020000
Training Epoch: 25 [19968/45000]	Loss: 0.4782	LR: 0.020000
Training Epoch: 25 [20224/45000]	Loss: 0.4584	LR: 0.020000
Training Epoch: 25 [20480/45000]	Loss: 0.5235	LR: 0.020000
Training Epoch: 25 [20736/45000]	Loss: 0.4976	LR: 0.020000
Training Epoch: 25 [20992/45000]	Loss: 0.5580	LR: 0.020000
Training Epoch: 25 [21248/45000]	Loss: 0.5453	LR: 0.020000
Training Epoch: 25 [21504/45000]	Loss: 0.5577	LR: 0.020000
Training Epoch: 25 [21760/45000]	Loss: 0.4926	LR: 0.020000
Training Epoch: 25 [22016/45000]	Loss: 0.5581	LR: 0.020000
Training Epoch: 25 [22272/45000]	Loss: 0.5377	LR: 0.020000
Training Epoch: 25 [22528/45000]	Loss: 0.5609	LR: 0.020000
Training Epoch: 25 [22784/45000]	Loss: 0.5856	LR: 0.020000
Training Epoch: 25 [23040/45000]	Loss: 0.6223	LR: 0.020000
Training Epoch: 25 [23296/45000]	Loss: 0.4830	LR: 0.020000
Training Epoch: 25 [23552/45000]	Loss: 0.6449	LR: 0.020000
Training Epoch: 25 [23808/45000]	Loss: 0.5009	LR: 0.020000
Training Epoch: 25 [24064/45000]	Loss: 0.4968	LR: 0.020000
Training Epoch: 25 [24320/45000]	Loss: 0.5415	LR: 0.020000
Training Epoch: 25 [24576/45000]	Loss: 0.5760	LR: 0.020000
Training Epoch: 25 [24832/45000]	Loss: 0.4611	LR: 0.020000
Training Epoch: 25 [25088/45000]	Loss: 0.6117	LR: 0.020000
Training Epoch: 25 [25344/45000]	Loss: 0.5745	LR: 0.020000
Training Epoch: 25 [25600/45000]	Loss: 0.6012	LR: 0.020000
Training Epoch: 25 [25856/45000]	Loss: 0.5459	LR: 0.020000
Training Epoch: 25 [26112/45000]	Loss: 0.5812	LR: 0.020000
Training Epoch: 25 [26368/45000]	Loss: 0.5507	LR: 0.020000
Training Epoch: 25 [26624/45000]	Loss: 0.5122	LR: 0.020000
Training Epoch: 25 [26880/45000]	Loss: 0.5407	LR: 0.020000
Training Epoch: 25 [27136/45000]	Loss: 0.4683	LR: 0.020000
Training Epoch: 25 [27392/45000]	Loss: 0.5397	LR: 0.020000
Training Epoch: 25 [27648/45000]	Loss: 0.6142	LR: 0.020000
Training Epoch: 25 [27904/45000]	Loss: 0.4693	LR: 0.020000
Training Epoch: 25 [28160/45000]	Loss: 0.5580	LR: 0.020000
Training Epoch: 25 [28416/45000]	Loss: 0.5383	LR: 0.020000
Training Epoch: 25 [28672/45000]	Loss: 0.6595	LR: 0.020000
Training Epoch: 25 [28928/45000]	Loss: 0.5069	LR: 0.020000
Training Epoch: 25 [29184/45000]	Loss: 0.5884	LR: 0.020000
Training Epoch: 25 [29440/45000]	Loss: 0.5538	LR: 0.020000
Training Epoch: 25 [29696/45000]	Loss: 0.5550	LR: 0.020000
Training Epoch: 25 [29952/45000]	Loss: 0.5913	LR: 0.020000
Training Epoch: 25 [30208/45000]	Loss: 0.6042	LR: 0.020000
Training Epoch: 25 [30464/45000]	Loss: 0.5377	LR: 0.020000
Training Epoch: 25 [30720/45000]	Loss: 0.4938	LR: 0.020000
Training Epoch: 25 [30976/45000]	Loss: 0.6569	LR: 0.020000
Training Epoch: 25 [31232/45000]	Loss: 0.5514	LR: 0.020000
Training Epoch: 25 [31488/45000]	Loss: 0.6205	LR: 0.020000
Training Epoch: 25 [31744/45000]	Loss: 0.5516	LR: 0.020000
Training Epoch: 25 [32000/45000]	Loss: 0.5250	LR: 0.020000
Training Epoch: 25 [32256/45000]	Loss: 0.5565	LR: 0.020000
Training Epoch: 25 [32512/45000]	Loss: 0.5255	LR: 0.020000
Training Epoch: 25 [32768/45000]	Loss: 0.5220	LR: 0.020000
Training Epoch: 25 [33024/45000]	Loss: 0.6093	LR: 0.020000
Training Epoch: 25 [33280/45000]	Loss: 0.5784	LR: 0.020000
Training Epoch: 25 [33536/45000]	Loss: 0.5110	LR: 0.020000
Training Epoch: 25 [33792/45000]	Loss: 0.6312	LR: 0.020000
Training Epoch: 25 [34048/45000]	Loss: 0.5254	LR: 0.020000
Training Epoch: 25 [34304/45000]	Loss: 0.7138	LR: 0.020000
Training Epoch: 25 [34560/45000]	Loss: 0.5744	LR: 0.020000
Training Epoch: 25 [34816/45000]	Loss: 0.5383	LR: 0.020000
Training Epoch: 25 [35072/45000]	Loss: 0.5670	LR: 0.020000
Training Epoch: 25 [35328/45000]	Loss: 0.5372	LR: 0.020000
Training Epoch: 25 [35584/45000]	Loss: 0.5533	LR: 0.020000
Training Epoch: 25 [35840/45000]	Loss: 0.5068	LR: 0.020000
Training Epoch: 25 [36096/45000]	Loss: 0.6258	LR: 0.020000
Training Epoch: 25 [36352/45000]	Loss: 0.4725	LR: 0.020000
Training Epoch: 25 [36608/45000]	Loss: 0.6138	LR: 0.020000
Training Epoch: 25 [36864/45000]	Loss: 0.6387	LR: 0.020000
Training Epoch: 25 [37120/45000]	Loss: 0.5785	LR: 0.020000
Training Epoch: 25 [37376/45000]	Loss: 0.6807	LR: 0.020000
Training Epoch: 25 [37632/45000]	Loss: 0.5726	LR: 0.020000
Training Epoch: 25 [37888/45000]	Loss: 0.5798	LR: 0.020000
Training Epoch: 25 [38144/45000]	Loss: 0.5860	LR: 0.020000
Training Epoch: 25 [38400/45000]	Loss: 0.6512	LR: 0.020000
Training Epoch: 25 [38656/45000]	Loss: 0.5225	LR: 0.020000
Training Epoch: 25 [38912/45000]	Loss: 0.5235	LR: 0.020000
Training Epoch: 25 [39168/45000]	Loss: 0.5168	LR: 0.020000
Training Epoch: 25 [39424/45000]	Loss: 0.6049	LR: 0.020000
Training Epoch: 25 [39680/45000]	Loss: 0.5914	LR: 0.020000
Training Epoch: 25 [39936/45000]	Loss: 0.6465	LR: 0.020000
Training Epoch: 25 [40192/45000]	Loss: 0.6116	LR: 0.020000
Training Epoch: 25 [40448/45000]	Loss: 0.5238	LR: 0.020000
Training Epoch: 25 [40704/45000]	Loss: 0.5632	LR: 0.020000
Training Epoch: 25 [40960/45000]	Loss: 0.5328	LR: 0.020000
Training Epoch: 25 [41216/45000]	Loss: 0.4760	LR: 0.020000
Training Epoch: 25 [41472/45000]	Loss: 0.5552	LR: 0.020000
Training Epoch: 25 [41728/45000]	Loss: 0.5799	LR: 0.020000
Training Epoch: 25 [41984/45000]	Loss: 0.5685	LR: 0.020000
Training Epoch: 25 [42240/45000]	Loss: 0.6213	LR: 0.020000
Training Epoch: 25 [42496/45000]	Loss: 0.5136	LR: 0.020000
Training Epoch: 25 [42752/45000]	Loss: 0.5419	LR: 0.020000
Training Epoch: 25 [43008/45000]	Loss: 0.6761	LR: 0.020000
Training Epoch: 25 [43264/45000]	Loss: 0.5257	LR: 0.020000
Training Epoch: 25 [43520/45000]	Loss: 0.5940	LR: 0.020000
Training Epoch: 25 [43776/45000]	Loss: 0.6075	LR: 0.020000
Training Epoch: 25 [44032/45000]	Loss: 0.4731	LR: 0.020000
Training Epoch: 25 [44288/45000]	Loss: 0.7164	LR: 0.020000
Training Epoch: 25 [44544/45000]	Loss: 0.5450	LR: 0.020000
Training Epoch: 25 [44800/45000]	Loss: 0.6085	LR: 0.020000
Training Epoch: 25 [45000/45000]	Loss: 0.5191	LR: 0.020000
Epoch 25 - Average Train Loss: 0.5544, Train Accuracy: 0.8205
Epoch 25 training time consumed: 24.73s
Evaluating Network.....
Test set: Epoch: 25, Average loss: 0.0038, Accuracy: 0.7237, Time consumed:0.86s
Training Epoch: 26 [256/45000]	Loss: 0.4702	LR: 0.020000
Training Epoch: 26 [512/45000]	Loss: 0.5605	LR: 0.020000
Training Epoch: 26 [768/45000]	Loss: 0.5418	LR: 0.020000
Training Epoch: 26 [1024/45000]	Loss: 0.5921	LR: 0.020000
Training Epoch: 26 [1280/45000]	Loss: 0.4581	LR: 0.020000
Training Epoch: 26 [1536/45000]	Loss: 0.4572	LR: 0.020000
Training Epoch: 26 [1792/45000]	Loss: 0.4997	LR: 0.020000
Training Epoch: 26 [2048/45000]	Loss: 0.5349	LR: 0.020000
Training Epoch: 26 [2304/45000]	Loss: 0.4244	LR: 0.020000
Training Epoch: 26 [2560/45000]	Loss: 0.4894	LR: 0.020000
Training Epoch: 26 [2816/45000]	Loss: 0.4920	LR: 0.020000
Training Epoch: 26 [3072/45000]	Loss: 0.5096	LR: 0.020000
Training Epoch: 26 [3328/45000]	Loss: 0.5042	LR: 0.020000
Training Epoch: 26 [3584/45000]	Loss: 0.5063	LR: 0.020000
Training Epoch: 26 [3840/45000]	Loss: 0.5805	LR: 0.020000
Training Epoch: 26 [4096/45000]	Loss: 0.4711	LR: 0.020000
Training Epoch: 26 [4352/45000]	Loss: 0.5540	LR: 0.020000
Training Epoch: 26 [4608/45000]	Loss: 0.5016	LR: 0.020000
Training Epoch: 26 [4864/45000]	Loss: 0.5615	LR: 0.020000
Training Epoch: 26 [5120/45000]	Loss: 0.5407	LR: 0.020000
Training Epoch: 26 [5376/45000]	Loss: 0.5666	LR: 0.020000
Training Epoch: 26 [5632/45000]	Loss: 0.4752	LR: 0.020000
Training Epoch: 26 [5888/45000]	Loss: 0.5572	LR: 0.020000
Training Epoch: 26 [6144/45000]	Loss: 0.6070	LR: 0.020000
Training Epoch: 26 [6400/45000]	Loss: 0.5943	LR: 0.020000
Training Epoch: 26 [6656/45000]	Loss: 0.5389	LR: 0.020000
Training Epoch: 26 [6912/45000]	Loss: 0.5549	LR: 0.020000
Training Epoch: 26 [7168/45000]	Loss: 0.5471	LR: 0.020000
Training Epoch: 26 [7424/45000]	Loss: 0.4515	LR: 0.020000
Training Epoch: 26 [7680/45000]	Loss: 0.5136	LR: 0.020000
Training Epoch: 26 [7936/45000]	Loss: 0.5527	LR: 0.020000
Training Epoch: 26 [8192/45000]	Loss: 0.5320	LR: 0.020000
Training Epoch: 26 [8448/45000]	Loss: 0.5620	LR: 0.020000
Training Epoch: 26 [8704/45000]	Loss: 0.4635	LR: 0.020000
Training Epoch: 26 [8960/45000]	Loss: 0.4911	LR: 0.020000
Training Epoch: 26 [9216/45000]	Loss: 0.6337	LR: 0.020000
Training Epoch: 26 [9472/45000]	Loss: 0.5110	LR: 0.020000
Training Epoch: 26 [9728/45000]	Loss: 0.5800	LR: 0.020000
Training Epoch: 26 [9984/45000]	Loss: 0.5434	LR: 0.020000
Training Epoch: 26 [10240/45000]	Loss: 0.5446	LR: 0.020000
Training Epoch: 26 [10496/45000]	Loss: 0.5806	LR: 0.020000
Training Epoch: 26 [10752/45000]	Loss: 0.4883	LR: 0.020000
Training Epoch: 26 [11008/45000]	Loss: 0.4353	LR: 0.020000
Training Epoch: 26 [11264/45000]	Loss: 0.4809	LR: 0.020000
Training Epoch: 26 [11520/45000]	Loss: 0.5196	LR: 0.020000
Training Epoch: 26 [11776/45000]	Loss: 0.4959	LR: 0.020000
Training Epoch: 26 [12032/45000]	Loss: 0.4529	LR: 0.020000
Training Epoch: 26 [12288/45000]	Loss: 0.5015	LR: 0.020000
Training Epoch: 26 [12544/45000]	Loss: 0.4981	LR: 0.020000
Training Epoch: 26 [12800/45000]	Loss: 0.5490	LR: 0.020000
Training Epoch: 26 [13056/45000]	Loss: 0.5413	LR: 0.020000
Training Epoch: 26 [13312/45000]	Loss: 0.4703	LR: 0.020000
Training Epoch: 26 [13568/45000]	Loss: 0.4807	LR: 0.020000
Training Epoch: 26 [13824/45000]	Loss: 0.4640	LR: 0.020000
Training Epoch: 26 [14080/45000]	Loss: 0.5748	LR: 0.020000
Training Epoch: 26 [14336/45000]	Loss: 0.4671	LR: 0.020000
Training Epoch: 26 [14592/45000]	Loss: 0.5350	LR: 0.020000
Training Epoch: 26 [14848/45000]	Loss: 0.5885	LR: 0.020000
Training Epoch: 26 [15104/45000]	Loss: 0.6074	LR: 0.020000
Training Epoch: 26 [15360/45000]	Loss: 0.6786	LR: 0.020000
Training Epoch: 26 [15616/45000]	Loss: 0.4571	LR: 0.020000
Training Epoch: 26 [15872/45000]	Loss: 0.5077	LR: 0.020000
Training Epoch: 26 [16128/45000]	Loss: 0.5430	LR: 0.020000
Training Epoch: 26 [16384/45000]	Loss: 0.4160	LR: 0.020000
Training Epoch: 26 [16640/45000]	Loss: 0.5291	LR: 0.020000
Training Epoch: 26 [16896/45000]	Loss: 0.5907	LR: 0.020000
Training Epoch: 26 [17152/45000]	Loss: 0.5831	LR: 0.020000
Training Epoch: 26 [17408/45000]	Loss: 0.4770	LR: 0.020000
Training Epoch: 26 [17664/45000]	Loss: 0.5435	LR: 0.020000
Training Epoch: 26 [17920/45000]	Loss: 0.5780	LR: 0.020000
Training Epoch: 26 [18176/45000]	Loss: 0.6281	LR: 0.020000
Training Epoch: 26 [18432/45000]	Loss: 0.5345	LR: 0.020000
Training Epoch: 26 [18688/45000]	Loss: 0.4969	LR: 0.020000
Training Epoch: 26 [18944/45000]	Loss: 0.4863	LR: 0.020000
Training Epoch: 26 [19200/45000]	Loss: 0.6712	LR: 0.020000
Training Epoch: 26 [19456/45000]	Loss: 0.5307	LR: 0.020000
Training Epoch: 26 [19712/45000]	Loss: 0.5336	LR: 0.020000
Training Epoch: 26 [19968/45000]	Loss: 0.5840	LR: 0.020000
Training Epoch: 26 [20224/45000]	Loss: 0.4637	LR: 0.020000
Training Epoch: 26 [20480/45000]	Loss: 0.5847	LR: 0.020000
Training Epoch: 26 [20736/45000]	Loss: 0.5687	LR: 0.020000
Training Epoch: 26 [20992/45000]	Loss: 0.4284	LR: 0.020000
Training Epoch: 26 [21248/45000]	Loss: 0.5107	LR: 0.020000
Training Epoch: 26 [21504/45000]	Loss: 0.3916	LR: 0.020000
Training Epoch: 26 [21760/45000]	Loss: 0.4768	LR: 0.020000
Training Epoch: 26 [22016/45000]	Loss: 0.4796	LR: 0.020000
Training Epoch: 26 [22272/45000]	Loss: 0.4756	LR: 0.020000
Training Epoch: 26 [22528/45000]	Loss: 0.5497	LR: 0.020000
Training Epoch: 26 [22784/45000]	Loss: 0.5131	LR: 0.020000
Training Epoch: 26 [23040/45000]	Loss: 0.6703	LR: 0.020000
Training Epoch: 26 [23296/45000]	Loss: 0.6168	LR: 0.020000
Training Epoch: 26 [23552/45000]	Loss: 0.5724	LR: 0.020000
Training Epoch: 26 [23808/45000]	Loss: 0.4935	LR: 0.020000
Training Epoch: 26 [24064/45000]	Loss: 0.5845	LR: 0.020000
Training Epoch: 26 [24320/45000]	Loss: 0.5204	LR: 0.020000
Training Epoch: 26 [24576/45000]	Loss: 0.5649	LR: 0.020000
Training Epoch: 26 [24832/45000]	Loss: 0.5663	LR: 0.020000
Training Epoch: 26 [25088/45000]	Loss: 0.5615	LR: 0.020000
Training Epoch: 26 [25344/45000]	Loss: 0.5846	LR: 0.020000
Training Epoch: 26 [25600/45000]	Loss: 0.5873	LR: 0.020000
Training Epoch: 26 [25856/45000]	Loss: 0.5697	LR: 0.020000
Training Epoch: 26 [26112/45000]	Loss: 0.5952	LR: 0.020000
Training Epoch: 26 [26368/45000]	Loss: 0.4768	LR: 0.020000
Training Epoch: 26 [26624/45000]	Loss: 0.5550	LR: 0.020000
Training Epoch: 26 [26880/45000]	Loss: 0.4590	LR: 0.020000
Training Epoch: 26 [27136/45000]	Loss: 0.5420	LR: 0.020000
Training Epoch: 26 [27392/45000]	Loss: 0.6207	LR: 0.020000
Training Epoch: 26 [27648/45000]	Loss: 0.5943	LR: 0.020000
Training Epoch: 26 [27904/45000]	Loss: 0.5176	LR: 0.020000
Training Epoch: 26 [28160/45000]	Loss: 0.6609	LR: 0.020000
Training Epoch: 26 [28416/45000]	Loss: 0.5879	LR: 0.020000
Training Epoch: 26 [28672/45000]	Loss: 0.5682	LR: 0.020000
Training Epoch: 26 [28928/45000]	Loss: 0.5014	LR: 0.020000
Training Epoch: 26 [29184/45000]	Loss: 0.5368	LR: 0.020000
Training Epoch: 26 [29440/45000]	Loss: 0.5678	LR: 0.020000
Training Epoch: 26 [29696/45000]	Loss: 0.5356	LR: 0.020000
Training Epoch: 26 [29952/45000]	Loss: 0.5224	LR: 0.020000
Training Epoch: 26 [30208/45000]	Loss: 0.5915	LR: 0.020000
Training Epoch: 26 [30464/45000]	Loss: 0.5927	LR: 0.020000
Training Epoch: 26 [30720/45000]	Loss: 0.6364	LR: 0.020000
Training Epoch: 26 [30976/45000]	Loss: 0.5790	LR: 0.020000
Training Epoch: 26 [31232/45000]	Loss: 0.5252	LR: 0.020000
Training Epoch: 26 [31488/45000]	Loss: 0.5678	LR: 0.020000
Training Epoch: 26 [31744/45000]	Loss: 0.5949	LR: 0.020000
Training Epoch: 26 [32000/45000]	Loss: 0.6555	LR: 0.020000
Training Epoch: 26 [32256/45000]	Loss: 0.5635	LR: 0.020000
Training Epoch: 26 [32512/45000]	Loss: 0.5897	LR: 0.020000
Training Epoch: 26 [32768/45000]	Loss: 0.5305	LR: 0.020000
Training Epoch: 26 [33024/45000]	Loss: 0.5725	LR: 0.020000
Training Epoch: 26 [33280/45000]	Loss: 0.5025	LR: 0.020000
Training Epoch: 26 [33536/45000]	Loss: 0.6104	LR: 0.020000
Training Epoch: 26 [33792/45000]	Loss: 0.5240	LR: 0.020000
Training Epoch: 26 [34048/45000]	Loss: 0.5002	LR: 0.020000
Training Epoch: 26 [34304/45000]	Loss: 0.4913	LR: 0.020000
Training Epoch: 26 [34560/45000]	Loss: 0.5254	LR: 0.020000
Training Epoch: 26 [34816/45000]	Loss: 0.5314	LR: 0.020000
Training Epoch: 26 [35072/45000]	Loss: 0.5044	LR: 0.020000
Training Epoch: 26 [35328/45000]	Loss: 0.5327	LR: 0.020000
Training Epoch: 26 [35584/45000]	Loss: 0.6375	LR: 0.020000
Training Epoch: 26 [35840/45000]	Loss: 0.5218	LR: 0.020000
Training Epoch: 26 [36096/45000]	Loss: 0.6037	LR: 0.020000
Training Epoch: 26 [36352/45000]	Loss: 0.6725	LR: 0.020000
Training Epoch: 26 [36608/45000]	Loss: 0.5912	LR: 0.020000
Training Epoch: 26 [36864/45000]	Loss: 0.5591	LR: 0.020000
Training Epoch: 26 [37120/45000]	Loss: 0.6018	LR: 0.020000
Training Epoch: 26 [37376/45000]	Loss: 0.5176	LR: 0.020000
Training Epoch: 26 [37632/45000]	Loss: 0.6339	LR: 0.020000
Training Epoch: 26 [37888/45000]	Loss: 0.5867	LR: 0.020000
Training Epoch: 26 [38144/45000]	Loss: 0.5987	LR: 0.020000
Training Epoch: 26 [38400/45000]	Loss: 0.5133	LR: 0.020000
Training Epoch: 26 [38656/45000]	Loss: 0.4109	LR: 0.020000
Training Epoch: 26 [38912/45000]	Loss: 0.4969	LR: 0.020000
Training Epoch: 26 [39168/45000]	Loss: 0.4205	LR: 0.020000
Training Epoch: 26 [39424/45000]	Loss: 0.5969	LR: 0.020000
Training Epoch: 26 [39680/45000]	Loss: 0.6064	LR: 0.020000
Training Epoch: 26 [39936/45000]	Loss: 0.5249	LR: 0.020000
Training Epoch: 26 [40192/45000]	Loss: 0.5627	LR: 0.020000
Training Epoch: 26 [40448/45000]	Loss: 0.5540	LR: 0.020000
Training Epoch: 26 [40704/45000]	Loss: 0.4703	LR: 0.020000
Training Epoch: 26 [40960/45000]	Loss: 0.6135	LR: 0.020000
Training Epoch: 26 [41216/45000]	Loss: 0.4760	LR: 0.020000
Training Epoch: 26 [41472/45000]	Loss: 0.4951	LR: 0.020000
Training Epoch: 26 [41728/45000]	Loss: 0.5245	LR: 0.020000
Training Epoch: 26 [41984/45000]	Loss: 0.6164	LR: 0.020000
Training Epoch: 26 [42240/45000]	Loss: 0.6234	LR: 0.020000
Training Epoch: 26 [42496/45000]	Loss: 0.6729	LR: 0.020000
Training Epoch: 26 [42752/45000]	Loss: 0.6337	LR: 0.020000
Training Epoch: 26 [43008/45000]	Loss: 0.7271	LR: 0.020000
Training Epoch: 26 [43264/45000]	Loss: 0.5780	LR: 0.020000
Training Epoch: 26 [43520/45000]	Loss: 0.4893	LR: 0.020000
Training Epoch: 26 [43776/45000]	Loss: 0.6362	LR: 0.020000
Training Epoch: 26 [44032/45000]	Loss: 0.4909	LR: 0.020000
Training Epoch: 26 [44288/45000]	Loss: 0.5597	LR: 0.020000
Training Epoch: 26 [44544/45000]	Loss: 0.6118	LR: 0.020000
Training Epoch: 26 [44800/45000]	Loss: 0.6283	LR: 0.020000
Training Epoch: 26 [45000/45000]	Loss: 0.5707	LR: 0.020000
Epoch 26 - Average Train Loss: 0.5437, Train Accuracy: 0.8231
Epoch 26 training time consumed: 24.87s
Evaluating Network.....
Test set: Epoch: 26, Average loss: 0.0036, Accuracy: 0.7334, Time consumed:0.89s
Training Epoch: 27 [256/45000]	Loss: 0.4031	LR: 0.020000
Training Epoch: 27 [512/45000]	Loss: 0.4809	LR: 0.020000
Training Epoch: 27 [768/45000]	Loss: 0.5008	LR: 0.020000
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Training Epoch: 27 [44288/45000]	Loss: 0.4988	LR: 0.020000
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Training Epoch: 27 [44800/45000]	Loss: 0.5236	LR: 0.020000
Training Epoch: 27 [45000/45000]	Loss: 0.4518	LR: 0.020000
Epoch 27 - Average Train Loss: 0.5307, Train Accuracy: 0.8264
Epoch 27 training time consumed: 24.64s
Evaluating Network.....
Test set: Epoch: 27, Average loss: 0.0034, Accuracy: 0.7433, Time consumed:0.90s
Saving weights file to checkpoint/retrain/AllCNN/Monday_14_July_2025_00h_22m_16s/AllCNN-Cifar20-seed2-ret100-27-best.pth
Training Epoch: 28 [256/45000]	Loss: 0.4285	LR: 0.020000
Training Epoch: 28 [512/45000]	Loss: 0.4465	LR: 0.020000
Training Epoch: 28 [768/45000]	Loss: 0.5423	LR: 0.020000
Training Epoch: 28 [1024/45000]	Loss: 0.4647	LR: 0.020000
Training Epoch: 28 [1280/45000]	Loss: 0.4913	LR: 0.020000
Training Epoch: 28 [1536/45000]	Loss: 0.5320	LR: 0.020000
Training Epoch: 28 [1792/45000]	Loss: 0.5956	LR: 0.020000
Training Epoch: 28 [2048/45000]	Loss: 0.5011	LR: 0.020000
Training Epoch: 28 [2304/45000]	Loss: 0.5588	LR: 0.020000
Training Epoch: 28 [2560/45000]	Loss: 0.4707	LR: 0.020000
Training Epoch: 28 [2816/45000]	Loss: 0.5423	LR: 0.020000
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Training Epoch: 28 [28672/45000]	Loss: 0.5287	LR: 0.020000
Training Epoch: 28 [28928/45000]	Loss: 0.5212	LR: 0.020000
Training Epoch: 28 [29184/45000]	Loss: 0.6066	LR: 0.020000
Training Epoch: 28 [29440/45000]	Loss: 0.5251	LR: 0.020000
Training Epoch: 28 [29696/45000]	Loss: 0.4791	LR: 0.020000
Training Epoch: 28 [29952/45000]	Loss: 0.6147	LR: 0.020000
Training Epoch: 28 [30208/45000]	Loss: 0.5259	LR: 0.020000
Training Epoch: 28 [30464/45000]	Loss: 0.5532	LR: 0.020000
Training Epoch: 28 [30720/45000]	Loss: 0.6036	LR: 0.020000
Training Epoch: 28 [30976/45000]	Loss: 0.5255	LR: 0.020000
Training Epoch: 28 [31232/45000]	Loss: 0.6356	LR: 0.020000
Training Epoch: 28 [31488/45000]	Loss: 0.6137	LR: 0.020000
Training Epoch: 28 [31744/45000]	Loss: 0.5774	LR: 0.020000
Training Epoch: 28 [32000/45000]	Loss: 0.4715	LR: 0.020000
Training Epoch: 28 [32256/45000]	Loss: 0.5451	LR: 0.020000
Training Epoch: 28 [32512/45000]	Loss: 0.4827	LR: 0.020000
Training Epoch: 28 [32768/45000]	Loss: 0.5147	LR: 0.020000
Training Epoch: 28 [33024/45000]	Loss: 0.4854	LR: 0.020000
Training Epoch: 28 [33280/45000]	Loss: 0.5175	LR: 0.020000
Training Epoch: 28 [33536/45000]	Loss: 0.4781	LR: 0.020000
Training Epoch: 28 [33792/45000]	Loss: 0.4145	LR: 0.020000
Training Epoch: 28 [34048/45000]	Loss: 0.5748	LR: 0.020000
Training Epoch: 28 [34304/45000]	Loss: 0.5279	LR: 0.020000
Training Epoch: 28 [34560/45000]	Loss: 0.6205	LR: 0.020000
Training Epoch: 28 [34816/45000]	Loss: 0.6293	LR: 0.020000
Training Epoch: 28 [35072/45000]	Loss: 0.5254	LR: 0.020000
Training Epoch: 28 [35328/45000]	Loss: 0.5318	LR: 0.020000
Training Epoch: 28 [35584/45000]	Loss: 0.5255	LR: 0.020000
Training Epoch: 28 [35840/45000]	Loss: 0.6536	LR: 0.020000
Training Epoch: 28 [36096/45000]	Loss: 0.5848	LR: 0.020000
Training Epoch: 28 [36352/45000]	Loss: 0.5225	LR: 0.020000
Training Epoch: 28 [36608/45000]	Loss: 0.5398	LR: 0.020000
Training Epoch: 28 [36864/45000]	Loss: 0.5071	LR: 0.020000
Training Epoch: 28 [37120/45000]	Loss: 0.4766	LR: 0.020000
Training Epoch: 28 [37376/45000]	Loss: 0.6004	LR: 0.020000
Training Epoch: 28 [37632/45000]	Loss: 0.5967	LR: 0.020000
Training Epoch: 28 [37888/45000]	Loss: 0.5230	LR: 0.020000
Training Epoch: 28 [38144/45000]	Loss: 0.4974	LR: 0.020000
Training Epoch: 28 [38400/45000]	Loss: 0.5181	LR: 0.020000
Training Epoch: 28 [38656/45000]	Loss: 0.5218	LR: 0.020000
Training Epoch: 28 [38912/45000]	Loss: 0.4485	LR: 0.020000
Training Epoch: 28 [39168/45000]	Loss: 0.5549	LR: 0.020000
Training Epoch: 28 [39424/45000]	Loss: 0.4886	LR: 0.020000
Training Epoch: 28 [39680/45000]	Loss: 0.4866	LR: 0.020000
Training Epoch: 28 [39936/45000]	Loss: 0.4099	LR: 0.020000
Training Epoch: 28 [40192/45000]	Loss: 0.5442	LR: 0.020000
Training Epoch: 28 [40448/45000]	Loss: 0.5584	LR: 0.020000
Training Epoch: 28 [40704/45000]	Loss: 0.5253	LR: 0.020000
Training Epoch: 28 [40960/45000]	Loss: 0.5705	LR: 0.020000
Training Epoch: 28 [41216/45000]	Loss: 0.5083	LR: 0.020000
Training Epoch: 28 [41472/45000]	Loss: 0.5643	LR: 0.020000
Training Epoch: 28 [41728/45000]	Loss: 0.5192	LR: 0.020000
Training Epoch: 28 [41984/45000]	Loss: 0.5171	LR: 0.020000
Training Epoch: 28 [42240/45000]	Loss: 0.5002	LR: 0.020000
Training Epoch: 28 [42496/45000]	Loss: 0.5130	LR: 0.020000
Training Epoch: 28 [42752/45000]	Loss: 0.5819	LR: 0.020000
Training Epoch: 28 [43008/45000]	Loss: 0.5057	LR: 0.020000
Training Epoch: 28 [43264/45000]	Loss: 0.6047	LR: 0.020000
Training Epoch: 28 [43520/45000]	Loss: 0.5000	LR: 0.020000
Training Epoch: 28 [43776/45000]	Loss: 0.6577	LR: 0.020000
Training Epoch: 28 [44032/45000]	Loss: 0.5590	LR: 0.020000
Training Epoch: 28 [44288/45000]	Loss: 0.6090	LR: 0.020000
Training Epoch: 28 [44544/45000]	Loss: 0.5042	LR: 0.020000
Training Epoch: 28 [44800/45000]	Loss: 0.5582	LR: 0.020000
Training Epoch: 28 [45000/45000]	Loss: 0.5006	LR: 0.020000
Epoch 28 - Average Train Loss: 0.5246, Train Accuracy: 0.8294
Epoch 28 training time consumed: 24.78s
Evaluating Network.....
Test set: Epoch: 28, Average loss: 0.0037, Accuracy: 0.7291, Time consumed:0.88s
Training Epoch: 29 [256/45000]	Loss: 0.5260	LR: 0.020000
Training Epoch: 29 [512/45000]	Loss: 0.4526	LR: 0.020000
Training Epoch: 29 [768/45000]	Loss: 0.4296	LR: 0.020000
Training Epoch: 29 [1024/45000]	Loss: 0.3800	LR: 0.020000
Training Epoch: 29 [1280/45000]	Loss: 0.4911	LR: 0.020000
Training Epoch: 29 [1536/45000]	Loss: 0.5384	LR: 0.020000
Training Epoch: 29 [1792/45000]	Loss: 0.5364	LR: 0.020000
Training Epoch: 29 [2048/45000]	Loss: 0.4762	LR: 0.020000
Training Epoch: 29 [2304/45000]	Loss: 0.5066	LR: 0.020000
Training Epoch: 29 [2560/45000]	Loss: 0.5152	LR: 0.020000
Training Epoch: 29 [2816/45000]	Loss: 0.5101	LR: 0.020000
Training Epoch: 29 [3072/45000]	Loss: 0.4957	LR: 0.020000
Training Epoch: 29 [3328/45000]	Loss: 0.5039	LR: 0.020000
Training Epoch: 29 [3584/45000]	Loss: 0.5267	LR: 0.020000
Training Epoch: 29 [3840/45000]	Loss: 0.4426	LR: 0.020000
Training Epoch: 29 [4096/45000]	Loss: 0.5188	LR: 0.020000
Training Epoch: 29 [4352/45000]	Loss: 0.4897	LR: 0.020000
Training Epoch: 29 [4608/45000]	Loss: 0.4666	LR: 0.020000
Training Epoch: 29 [4864/45000]	Loss: 0.4363	LR: 0.020000
Training Epoch: 29 [5120/45000]	Loss: 0.4241	LR: 0.020000
Training Epoch: 29 [5376/45000]	Loss: 0.3784	LR: 0.020000
Training Epoch: 29 [5632/45000]	Loss: 0.5953	LR: 0.020000
Training Epoch: 29 [5888/45000]	Loss: 0.4822	LR: 0.020000
Training Epoch: 29 [6144/45000]	Loss: 0.4832	LR: 0.020000
Training Epoch: 29 [6400/45000]	Loss: 0.4487	LR: 0.020000
Training Epoch: 29 [6656/45000]	Loss: 0.4495	LR: 0.020000
Training Epoch: 29 [6912/45000]	Loss: 0.3781	LR: 0.020000
Training Epoch: 29 [7168/45000]	Loss: 0.5782	LR: 0.020000
Training Epoch: 29 [7424/45000]	Loss: 0.4661	LR: 0.020000
Training Epoch: 29 [7680/45000]	Loss: 0.4746	LR: 0.020000
Training Epoch: 29 [7936/45000]	Loss: 0.4121	LR: 0.020000
Training Epoch: 29 [8192/45000]	Loss: 0.5044	LR: 0.020000
Training Epoch: 29 [8448/45000]	Loss: 0.4936	LR: 0.020000
Training Epoch: 29 [8704/45000]	Loss: 0.5836	LR: 0.020000
Training Epoch: 29 [8960/45000]	Loss: 0.3674	LR: 0.020000
Training Epoch: 29 [9216/45000]	Loss: 0.4608	LR: 0.020000
Training Epoch: 29 [9472/45000]	Loss: 0.5147	LR: 0.020000
Training Epoch: 29 [9728/45000]	Loss: 0.5968	LR: 0.020000
Training Epoch: 29 [9984/45000]	Loss: 0.4919	LR: 0.020000
Training Epoch: 29 [10240/45000]	Loss: 0.4324	LR: 0.020000
Training Epoch: 29 [10496/45000]	Loss: 0.4836	LR: 0.020000
Training Epoch: 29 [10752/45000]	Loss: 0.5223	LR: 0.020000
Training Epoch: 29 [11008/45000]	Loss: 0.4559	LR: 0.020000
Training Epoch: 29 [11264/45000]	Loss: 0.5248	LR: 0.020000
Training Epoch: 29 [11520/45000]	Loss: 0.5524	LR: 0.020000
Training Epoch: 29 [11776/45000]	Loss: 0.4851	LR: 0.020000
Training Epoch: 29 [12032/45000]	Loss: 0.4435	LR: 0.020000
Training Epoch: 29 [12288/45000]	Loss: 0.5140	LR: 0.020000
Training Epoch: 29 [12544/45000]	Loss: 0.5509	LR: 0.020000
Training Epoch: 29 [12800/45000]	Loss: 0.5114	LR: 0.020000
Training Epoch: 29 [13056/45000]	Loss: 0.4496	LR: 0.020000
Training Epoch: 29 [13312/45000]	Loss: 0.5644	LR: 0.020000
Training Epoch: 29 [13568/45000]	Loss: 0.5051	LR: 0.020000
Training Epoch: 29 [13824/45000]	Loss: 0.5266	LR: 0.020000
Training Epoch: 29 [14080/45000]	Loss: 0.3798	LR: 0.020000
Training Epoch: 29 [14336/45000]	Loss: 0.5079	LR: 0.020000
Training Epoch: 29 [14592/45000]	Loss: 0.5375	LR: 0.020000
Training Epoch: 29 [14848/45000]	Loss: 0.4379	LR: 0.020000
Training Epoch: 29 [15104/45000]	Loss: 0.4699	LR: 0.020000
Training Epoch: 29 [15360/45000]	Loss: 0.5319	LR: 0.020000
Training Epoch: 29 [15616/45000]	Loss: 0.5399	LR: 0.020000
Training Epoch: 29 [15872/45000]	Loss: 0.4637	LR: 0.020000
Training Epoch: 29 [16128/45000]	Loss: 0.5131	LR: 0.020000
Training Epoch: 29 [16384/45000]	Loss: 0.5482	LR: 0.020000
Training Epoch: 29 [16640/45000]	Loss: 0.5523	LR: 0.020000
Training Epoch: 29 [16896/45000]	Loss: 0.5009	LR: 0.020000
Training Epoch: 29 [17152/45000]	Loss: 0.4677	LR: 0.020000
Training Epoch: 29 [17408/45000]	Loss: 0.4169	LR: 0.020000
Training Epoch: 29 [17664/45000]	Loss: 0.5286	LR: 0.020000
Training Epoch: 29 [17920/45000]	Loss: 0.5475	LR: 0.020000
Training Epoch: 29 [18176/45000]	Loss: 0.4035	LR: 0.020000
Training Epoch: 29 [18432/45000]	Loss: 0.4492	LR: 0.020000
Training Epoch: 29 [18688/45000]	Loss: 0.6241	LR: 0.020000
Training Epoch: 29 [18944/45000]	Loss: 0.5233	LR: 0.020000
Training Epoch: 29 [19200/45000]	Loss: 0.4420	LR: 0.020000
Training Epoch: 29 [19456/45000]	Loss: 0.5375	LR: 0.020000
Training Epoch: 29 [19712/45000]	Loss: 0.5834	LR: 0.020000
Training Epoch: 29 [19968/45000]	Loss: 0.5750	LR: 0.020000
Training Epoch: 29 [20224/45000]	Loss: 0.4585	LR: 0.020000
Training Epoch: 29 [20480/45000]	Loss: 0.5146	LR: 0.020000
Training Epoch: 29 [20736/45000]	Loss: 0.4366	LR: 0.020000
Training Epoch: 29 [20992/45000]	Loss: 0.5671	LR: 0.020000
Training Epoch: 29 [21248/45000]	Loss: 0.4878	LR: 0.020000
Training Epoch: 29 [21504/45000]	Loss: 0.4674	LR: 0.020000
Training Epoch: 29 [21760/45000]	Loss: 0.5695	LR: 0.020000
Training Epoch: 29 [22016/45000]	Loss: 0.5582	LR: 0.020000
Training Epoch: 29 [22272/45000]	Loss: 0.4568	LR: 0.020000
Training Epoch: 29 [22528/45000]	Loss: 0.5100	LR: 0.020000
Training Epoch: 29 [22784/45000]	Loss: 0.4546	LR: 0.020000
Training Epoch: 29 [23040/45000]	Loss: 0.5172	LR: 0.020000
Training Epoch: 29 [23296/45000]	Loss: 0.4403	LR: 0.020000
Training Epoch: 29 [23552/45000]	Loss: 0.5077	LR: 0.020000
Training Epoch: 29 [23808/45000]	Loss: 0.5305	LR: 0.020000
Training Epoch: 29 [24064/45000]	Loss: 0.4799	LR: 0.020000
Training Epoch: 29 [24320/45000]	Loss: 0.5036	LR: 0.020000
Training Epoch: 29 [24576/45000]	Loss: 0.6707	LR: 0.020000
Training Epoch: 29 [24832/45000]	Loss: 0.5065	LR: 0.020000
Training Epoch: 29 [25088/45000]	Loss: 0.5017	LR: 0.020000
Training Epoch: 29 [25344/45000]	Loss: 0.4713	LR: 0.020000
Training Epoch: 29 [25600/45000]	Loss: 0.6014	LR: 0.020000
Training Epoch: 29 [25856/45000]	Loss: 0.5848	LR: 0.020000
Training Epoch: 29 [26112/45000]	Loss: 0.4395	LR: 0.020000
Training Epoch: 29 [26368/45000]	Loss: 0.4567	LR: 0.020000
Training Epoch: 29 [26624/45000]	Loss: 0.4758	LR: 0.020000
Training Epoch: 29 [26880/45000]	Loss: 0.5537	LR: 0.020000
Training Epoch: 29 [27136/45000]	Loss: 0.4617	LR: 0.020000
Training Epoch: 29 [27392/45000]	Loss: 0.5829	LR: 0.020000
Training Epoch: 29 [27648/45000]	Loss: 0.4982	LR: 0.020000
Training Epoch: 29 [27904/45000]	Loss: 0.4836	LR: 0.020000
Training Epoch: 29 [28160/45000]	Loss: 0.4338	LR: 0.020000
Training Epoch: 29 [28416/45000]	Loss: 0.5326	LR: 0.020000
Training Epoch: 29 [28672/45000]	Loss: 0.5504	LR: 0.020000
Training Epoch: 29 [28928/45000]	Loss: 0.4281	LR: 0.020000
Training Epoch: 29 [29184/45000]	Loss: 0.5100	LR: 0.020000
Training Epoch: 29 [29440/45000]	Loss: 0.6376	LR: 0.020000
Training Epoch: 29 [29696/45000]	Loss: 0.5411	LR: 0.020000
Training Epoch: 29 [29952/45000]	Loss: 0.4937	LR: 0.020000
Training Epoch: 29 [30208/45000]	Loss: 0.5082	LR: 0.020000
Training Epoch: 29 [30464/45000]	Loss: 0.5412	LR: 0.020000
Training Epoch: 29 [30720/45000]	Loss: 0.5015	LR: 0.020000
Training Epoch: 29 [30976/45000]	Loss: 0.5189	LR: 0.020000
Training Epoch: 29 [31232/45000]	Loss: 0.4717	LR: 0.020000
Training Epoch: 29 [31488/45000]	Loss: 0.5305	LR: 0.020000
Training Epoch: 29 [31744/45000]	Loss: 0.5381	LR: 0.020000
Training Epoch: 29 [32000/45000]	Loss: 0.4833	LR: 0.020000
Training Epoch: 29 [32256/45000]	Loss: 0.5777	LR: 0.020000
Training Epoch: 29 [32512/45000]	Loss: 0.6079	LR: 0.020000
Training Epoch: 29 [32768/45000]	Loss: 0.5853	LR: 0.020000
Training Epoch: 29 [33024/45000]	Loss: 0.5164	LR: 0.020000
Training Epoch: 29 [33280/45000]	Loss: 0.4698	LR: 0.020000
Training Epoch: 29 [33536/45000]	Loss: 0.5751	LR: 0.020000
Training Epoch: 29 [33792/45000]	Loss: 0.5356	LR: 0.020000
Training Epoch: 29 [34048/45000]	Loss: 0.5083	LR: 0.020000
Training Epoch: 29 [34304/45000]	Loss: 0.4839	LR: 0.020000
Training Epoch: 29 [34560/45000]	Loss: 0.4852	LR: 0.020000
Training Epoch: 29 [34816/45000]	Loss: 0.4619	LR: 0.020000
Training Epoch: 29 [35072/45000]	Loss: 0.5219	LR: 0.020000
Training Epoch: 29 [35328/45000]	Loss: 0.5403	LR: 0.020000
Training Epoch: 29 [35584/45000]	Loss: 0.5090	LR: 0.020000
Training Epoch: 29 [35840/45000]	Loss: 0.4952	LR: 0.020000
Training Epoch: 29 [36096/45000]	Loss: 0.5519	LR: 0.020000
Training Epoch: 29 [36352/45000]	Loss: 0.4987	LR: 0.020000
Training Epoch: 29 [36608/45000]	Loss: 0.5486	LR: 0.020000
Training Epoch: 29 [36864/45000]	Loss: 0.5195	LR: 0.020000
Training Epoch: 29 [37120/45000]	Loss: 0.5381	LR: 0.020000
Training Epoch: 29 [37376/45000]	Loss: 0.4705	LR: 0.020000
Training Epoch: 29 [37632/45000]	Loss: 0.4756	LR: 0.020000
Training Epoch: 29 [37888/45000]	Loss: 0.4325	LR: 0.020000
Training Epoch: 29 [38144/45000]	Loss: 0.6274	LR: 0.020000
Training Epoch: 29 [38400/45000]	Loss: 0.4571	LR: 0.020000
Training Epoch: 29 [38656/45000]	Loss: 0.5325	LR: 0.020000
Training Epoch: 29 [38912/45000]	Loss: 0.5794	LR: 0.020000
Training Epoch: 29 [39168/45000]	Loss: 0.4617	LR: 0.020000
Training Epoch: 29 [39424/45000]	Loss: 0.5278	LR: 0.020000
Training Epoch: 29 [39680/45000]	Loss: 0.5867	LR: 0.020000
Training Epoch: 29 [39936/45000]	Loss: 0.5097	LR: 0.020000
Training Epoch: 29 [40192/45000]	Loss: 0.6012	LR: 0.020000
Training Epoch: 29 [40448/45000]	Loss: 0.6257	LR: 0.020000
Training Epoch: 29 [40704/45000]	Loss: 0.6754	LR: 0.020000
Training Epoch: 29 [40960/45000]	Loss: 0.5459	LR: 0.020000
Training Epoch: 29 [41216/45000]	Loss: 0.5170	LR: 0.020000
Training Epoch: 29 [41472/45000]	Loss: 0.6114	LR: 0.020000
Training Epoch: 29 [41728/45000]	Loss: 0.5199	LR: 0.020000
Training Epoch: 29 [41984/45000]	Loss: 0.5599	LR: 0.020000
Training Epoch: 29 [42240/45000]	Loss: 0.5122	LR: 0.020000
Training Epoch: 29 [42496/45000]	Loss: 0.5400	LR: 0.020000
Training Epoch: 29 [42752/45000]	Loss: 0.4853	LR: 0.020000
Training Epoch: 29 [43008/45000]	Loss: 0.5166	LR: 0.020000
Training Epoch: 29 [43264/45000]	Loss: 0.5716	LR: 0.020000
Training Epoch: 29 [43520/45000]	Loss: 0.5875	LR: 0.020000
Training Epoch: 29 [43776/45000]	Loss: 0.5085	LR: 0.020000
Training Epoch: 29 [44032/45000]	Loss: 0.5663	LR: 0.020000
Training Epoch: 29 [44288/45000]	Loss: 0.4993	LR: 0.020000
Training Epoch: 29 [44544/45000]	Loss: 0.5770	LR: 0.020000
Training Epoch: 29 [44800/45000]	Loss: 0.5507	LR: 0.020000
Training Epoch: 29 [45000/45000]	Loss: 0.5600	LR: 0.020000
Epoch 29 - Average Train Loss: 0.5097, Train Accuracy: 0.8343
Epoch 29 training time consumed: 24.85s
Evaluating Network.....
Test set: Epoch: 29, Average loss: 0.0036, Accuracy: 0.7391, Time consumed:0.88s
Training Epoch: 30 [256/45000]	Loss: 0.3841	LR: 0.004000
Training Epoch: 30 [512/45000]	Loss: 0.4469	LR: 0.004000
Training Epoch: 30 [768/45000]	Loss: 0.4945	LR: 0.004000
Training Epoch: 30 [1024/45000]	Loss: 0.4392	LR: 0.004000
Training Epoch: 30 [1280/45000]	Loss: 0.5476	LR: 0.004000
Training Epoch: 30 [1536/45000]	Loss: 0.3780	LR: 0.004000
Training Epoch: 30 [1792/45000]	Loss: 0.4547	LR: 0.004000
Training Epoch: 30 [2048/45000]	Loss: 0.3850	LR: 0.004000
Training Epoch: 30 [2304/45000]	Loss: 0.5184	LR: 0.004000
Training Epoch: 30 [2560/45000]	Loss: 0.4478	LR: 0.004000
Training Epoch: 30 [2816/45000]	Loss: 0.4631	LR: 0.004000
Training Epoch: 30 [3072/45000]	Loss: 0.4571	LR: 0.004000
Training Epoch: 30 [3328/45000]	Loss: 0.3851	LR: 0.004000
Training Epoch: 30 [3584/45000]	Loss: 0.4678	LR: 0.004000
Training Epoch: 30 [3840/45000]	Loss: 0.4328	LR: 0.004000
Training Epoch: 30 [4096/45000]	Loss: 0.4708	LR: 0.004000
Training Epoch: 30 [4352/45000]	Loss: 0.5468	LR: 0.004000
Training Epoch: 30 [4608/45000]	Loss: 0.3539	LR: 0.004000
Training Epoch: 30 [4864/45000]	Loss: 0.4277	LR: 0.004000
Training Epoch: 30 [5120/45000]	Loss: 0.3960	LR: 0.004000
Training Epoch: 30 [5376/45000]	Loss: 0.4529	LR: 0.004000
Training Epoch: 30 [5632/45000]	Loss: 0.4122	LR: 0.004000
Training Epoch: 30 [5888/45000]	Loss: 0.4250	LR: 0.004000
Training Epoch: 30 [6144/45000]	Loss: 0.4075	LR: 0.004000
Training Epoch: 30 [6400/45000]	Loss: 0.4395	LR: 0.004000
Training Epoch: 30 [6656/45000]	Loss: 0.4466	LR: 0.004000
Training Epoch: 30 [6912/45000]	Loss: 0.4463	LR: 0.004000
Training Epoch: 30 [7168/45000]	Loss: 0.4039	LR: 0.004000
Training Epoch: 30 [7424/45000]	Loss: 0.4262	LR: 0.004000
Training Epoch: 30 [7680/45000]	Loss: 0.4659	LR: 0.004000
Training Epoch: 30 [7936/45000]	Loss: 0.3455	LR: 0.004000
Training Epoch: 30 [8192/45000]	Loss: 0.5248	LR: 0.004000
Training Epoch: 30 [8448/45000]	Loss: 0.3847	LR: 0.004000
Training Epoch: 30 [8704/45000]	Loss: 0.4331	LR: 0.004000
Training Epoch: 30 [8960/45000]	Loss: 0.3588	LR: 0.004000
Training Epoch: 30 [9216/45000]	Loss: 0.3712	LR: 0.004000
Training Epoch: 30 [9472/45000]	Loss: 0.4032	LR: 0.004000
Training Epoch: 30 [9728/45000]	Loss: 0.3931	LR: 0.004000
Training Epoch: 30 [9984/45000]	Loss: 0.3471	LR: 0.004000
Training Epoch: 30 [10240/45000]	Loss: 0.4383	LR: 0.004000
Training Epoch: 30 [10496/45000]	Loss: 0.3391	LR: 0.004000
Training Epoch: 30 [10752/45000]	Loss: 0.3811	LR: 0.004000
Training Epoch: 30 [11008/45000]	Loss: 0.4113	LR: 0.004000
Training Epoch: 30 [11264/45000]	Loss: 0.4016	LR: 0.004000
Training Epoch: 30 [11520/45000]	Loss: 0.5446	LR: 0.004000
Training Epoch: 30 [11776/45000]	Loss: 0.4283	LR: 0.004000
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Training Epoch: 30 [41216/45000]	Loss: 0.3572	LR: 0.004000
Training Epoch: 30 [41472/45000]	Loss: 0.3973	LR: 0.004000
Training Epoch: 30 [41728/45000]	Loss: 0.3718	LR: 0.004000
Training Epoch: 30 [41984/45000]	Loss: 0.4841	LR: 0.004000
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Training Epoch: 30 [43264/45000]	Loss: 0.2502	LR: 0.004000
Training Epoch: 30 [43520/45000]	Loss: 0.3641	LR: 0.004000
Training Epoch: 30 [43776/45000]	Loss: 0.4371	LR: 0.004000
Training Epoch: 30 [44032/45000]	Loss: 0.3749	LR: 0.004000
Training Epoch: 30 [44288/45000]	Loss: 0.3058	LR: 0.004000
Training Epoch: 30 [44544/45000]	Loss: 0.3475	LR: 0.004000
Training Epoch: 30 [44800/45000]	Loss: 0.3668	LR: 0.004000
Training Epoch: 30 [45000/45000]	Loss: 0.3952	LR: 0.004000
Epoch 30 - Average Train Loss: 0.3997, Train Accuracy: 0.8746
Epoch 30 training time consumed: 24.73s
Evaluating Network.....
Test set: Epoch: 30, Average loss: 0.0030, Accuracy: 0.7757, Time consumed:0.92s
Saving weights file to checkpoint/retrain/AllCNN/Monday_14_July_2025_00h_22m_16s/AllCNN-Cifar20-seed2-ret100-30-best.pth
Training Epoch: 31 [256/45000]	Loss: 0.4227	LR: 0.004000
Training Epoch: 31 [512/45000]	Loss: 0.3838	LR: 0.004000
Training Epoch: 31 [768/45000]	Loss: 0.2952	LR: 0.004000
Training Epoch: 31 [1024/45000]	Loss: 0.4197	LR: 0.004000
Training Epoch: 31 [1280/45000]	Loss: 0.3247	LR: 0.004000
Training Epoch: 31 [1536/45000]	Loss: 0.3051	LR: 0.004000
Training Epoch: 31 [1792/45000]	Loss: 0.3538	LR: 0.004000
Training Epoch: 31 [2048/45000]	Loss: 0.4188	LR: 0.004000
Training Epoch: 31 [2304/45000]	Loss: 0.3608	LR: 0.004000
Training Epoch: 31 [2560/45000]	Loss: 0.4053	LR: 0.004000
Training Epoch: 31 [2816/45000]	Loss: 0.4175	LR: 0.004000
Training Epoch: 31 [3072/45000]	Loss: 0.3198	LR: 0.004000
Training Epoch: 31 [3328/45000]	Loss: 0.3437	LR: 0.004000
Training Epoch: 31 [3584/45000]	Loss: 0.3149	LR: 0.004000
Training Epoch: 31 [3840/45000]	Loss: 0.3280	LR: 0.004000
Training Epoch: 31 [4096/45000]	Loss: 0.3607	LR: 0.004000
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Training Epoch: 31 [9984/45000]	Loss: 0.3394	LR: 0.004000
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Training Epoch: 31 [13312/45000]	Loss: 0.3623	LR: 0.004000
Training Epoch: 31 [13568/45000]	Loss: 0.3754	LR: 0.004000
Training Epoch: 31 [13824/45000]	Loss: 0.4164	LR: 0.004000
Training Epoch: 31 [14080/45000]	Loss: 0.3555	LR: 0.004000
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Training Epoch: 31 [14848/45000]	Loss: 0.3312	LR: 0.004000
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Training Epoch: 31 [15360/45000]	Loss: 0.3412	LR: 0.004000
Training Epoch: 31 [15616/45000]	Loss: 0.3208	LR: 0.004000
Training Epoch: 31 [15872/45000]	Loss: 0.3454	LR: 0.004000
Training Epoch: 31 [16128/45000]	Loss: 0.3962	LR: 0.004000
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Training Epoch: 31 [16640/45000]	Loss: 0.3350	LR: 0.004000
Training Epoch: 31 [16896/45000]	Loss: 0.3433	LR: 0.004000
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Training Epoch: 31 [19712/45000]	Loss: 0.3840	LR: 0.004000
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Training Epoch: 31 [20224/45000]	Loss: 0.3831	LR: 0.004000
Training Epoch: 31 [20480/45000]	Loss: 0.2999	LR: 0.004000
Training Epoch: 31 [20736/45000]	Loss: 0.4318	LR: 0.004000
Training Epoch: 31 [20992/45000]	Loss: 0.3527	LR: 0.004000
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Training Epoch: 31 [22016/45000]	Loss: 0.3406	LR: 0.004000
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Training Epoch: 31 [28416/45000]	Loss: 0.3192	LR: 0.004000
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Training Epoch: 31 [28928/45000]	Loss: 0.3520	LR: 0.004000
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Training Epoch: 31 [34560/45000]	Loss: 0.3491	LR: 0.004000
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Training Epoch: 31 [36096/45000]	Loss: 0.4389	LR: 0.004000
Training Epoch: 31 [36352/45000]	Loss: 0.3691	LR: 0.004000
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Training Epoch: 31 [37632/45000]	Loss: 0.3533	LR: 0.004000
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Training Epoch: 31 [39680/45000]	Loss: 0.4181	LR: 0.004000
Training Epoch: 31 [39936/45000]	Loss: 0.3510	LR: 0.004000
Training Epoch: 31 [40192/45000]	Loss: 0.4068	LR: 0.004000
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Training Epoch: 31 [40960/45000]	Loss: 0.3527	LR: 0.004000
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Training Epoch: 31 [41728/45000]	Loss: 0.3737	LR: 0.004000
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Training Epoch: 31 [42240/45000]	Loss: 0.3618	LR: 0.004000
Training Epoch: 31 [42496/45000]	Loss: 0.3505	LR: 0.004000
Training Epoch: 31 [42752/45000]	Loss: 0.3554	LR: 0.004000
Training Epoch: 31 [43008/45000]	Loss: 0.2965	LR: 0.004000
Training Epoch: 31 [43264/45000]	Loss: 0.3953	LR: 0.004000
Training Epoch: 31 [43520/45000]	Loss: 0.3634	LR: 0.004000
Training Epoch: 31 [43776/45000]	Loss: 0.3647	LR: 0.004000
Training Epoch: 31 [44032/45000]	Loss: 0.3630	LR: 0.004000
Training Epoch: 31 [44288/45000]	Loss: 0.3834	LR: 0.004000
Training Epoch: 31 [44544/45000]	Loss: 0.2988	LR: 0.004000
Training Epoch: 31 [44800/45000]	Loss: 0.3600	LR: 0.004000
Training Epoch: 31 [45000/45000]	Loss: 0.4002	LR: 0.004000
Epoch 31 - Average Train Loss: 0.3651, Train Accuracy: 0.8872
Epoch 31 training time consumed: 24.73s
Evaluating Network.....
Test set: Epoch: 31, Average loss: 0.0030, Accuracy: 0.7784, Time consumed:0.93s
Saving weights file to checkpoint/retrain/AllCNN/Monday_14_July_2025_00h_22m_16s/AllCNN-Cifar20-seed2-ret100-31-best.pth
Training Epoch: 32 [256/45000]	Loss: 0.3149	LR: 0.004000
Training Epoch: 32 [512/45000]	Loss: 0.4086	LR: 0.004000
Training Epoch: 32 [768/45000]	Loss: 0.3088	LR: 0.004000
Training Epoch: 32 [1024/45000]	Loss: 0.3133	LR: 0.004000
Training Epoch: 32 [1280/45000]	Loss: 0.3354	LR: 0.004000
Training Epoch: 32 [1536/45000]	Loss: 0.3592	LR: 0.004000
Training Epoch: 32 [1792/45000]	Loss: 0.2868	LR: 0.004000
Training Epoch: 32 [2048/45000]	Loss: 0.3506	LR: 0.004000
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Training Epoch: 32 [2560/45000]	Loss: 0.3722	LR: 0.004000
Training Epoch: 32 [2816/45000]	Loss: 0.2799	LR: 0.004000
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Training Epoch: 32 [8960/45000]	Loss: 0.3385	LR: 0.004000
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Training Epoch: 32 [20224/45000]	Loss: 0.3941	LR: 0.004000
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Training Epoch: 32 [40960/45000]	Loss: 0.3726	LR: 0.004000
Training Epoch: 32 [41216/45000]	Loss: 0.3950	LR: 0.004000
Training Epoch: 32 [41472/45000]	Loss: 0.3410	LR: 0.004000
Training Epoch: 32 [41728/45000]	Loss: 0.3926	LR: 0.004000
Training Epoch: 32 [41984/45000]	Loss: 0.3149	LR: 0.004000
Training Epoch: 32 [42240/45000]	Loss: 0.3671	LR: 0.004000
Training Epoch: 32 [42496/45000]	Loss: 0.3201	LR: 0.004000
Training Epoch: 32 [42752/45000]	Loss: 0.2450	LR: 0.004000
Training Epoch: 32 [43008/45000]	Loss: 0.2799	LR: 0.004000
Training Epoch: 32 [43264/45000]	Loss: 0.2962	LR: 0.004000
Training Epoch: 32 [43520/45000]	Loss: 0.3421	LR: 0.004000
Training Epoch: 32 [43776/45000]	Loss: 0.2663	LR: 0.004000
Training Epoch: 32 [44032/45000]	Loss: 0.3592	LR: 0.004000
Training Epoch: 32 [44288/45000]	Loss: 0.3785	LR: 0.004000
Training Epoch: 32 [44544/45000]	Loss: 0.3531	LR: 0.004000
Training Epoch: 32 [44800/45000]	Loss: 0.3461	LR: 0.004000
Training Epoch: 32 [45000/45000]	Loss: 0.2959	LR: 0.004000
Epoch 32 - Average Train Loss: 0.3471, Train Accuracy: 0.8944
Epoch 32 training time consumed: 24.80s
Evaluating Network.....
Test set: Epoch: 32, Average loss: 0.0030, Accuracy: 0.7797, Time consumed:0.88s
Saving weights file to checkpoint/retrain/AllCNN/Monday_14_July_2025_00h_22m_16s/AllCNN-Cifar20-seed2-ret100-32-best.pth
Training Epoch: 33 [256/45000]	Loss: 0.2921	LR: 0.004000
Training Epoch: 33 [512/45000]	Loss: 0.2829	LR: 0.004000
Training Epoch: 33 [768/45000]	Loss: 0.3957	LR: 0.004000
Training Epoch: 33 [1024/45000]	Loss: 0.2998	LR: 0.004000
Training Epoch: 33 [1280/45000]	Loss: 0.2663	LR: 0.004000
Training Epoch: 33 [1536/45000]	Loss: 0.3287	LR: 0.004000
Training Epoch: 33 [1792/45000]	Loss: 0.3101	LR: 0.004000
Training Epoch: 33 [2048/45000]	Loss: 0.3223	LR: 0.004000
Training Epoch: 33 [2304/45000]	Loss: 0.3317	LR: 0.004000
Training Epoch: 33 [2560/45000]	Loss: 0.3294	LR: 0.004000
Training Epoch: 33 [2816/45000]	Loss: 0.3577	LR: 0.004000
Training Epoch: 33 [3072/45000]	Loss: 0.2625	LR: 0.004000
Training Epoch: 33 [3328/45000]	Loss: 0.3231	LR: 0.004000
Training Epoch: 33 [3584/45000]	Loss: 0.3670	LR: 0.004000
Training Epoch: 33 [3840/45000]	Loss: 0.2889	LR: 0.004000
Training Epoch: 33 [4096/45000]	Loss: 0.3121	LR: 0.004000
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Training Epoch: 33 [21504/45000]	Loss: 0.4046	LR: 0.004000
Training Epoch: 33 [21760/45000]	Loss: 0.3268	LR: 0.004000
Training Epoch: 33 [22016/45000]	Loss: 0.2965	LR: 0.004000
Training Epoch: 33 [22272/45000]	Loss: 0.3229	LR: 0.004000
Training Epoch: 33 [22528/45000]	Loss: 0.3820	LR: 0.004000
Training Epoch: 33 [22784/45000]	Loss: 0.2562	LR: 0.004000
Training Epoch: 33 [23040/45000]	Loss: 0.2686	LR: 0.004000
Training Epoch: 33 [23296/45000]	Loss: 0.3923	LR: 0.004000
Training Epoch: 33 [23552/45000]	Loss: 0.3245	LR: 0.004000
Training Epoch: 33 [23808/45000]	Loss: 0.2901	LR: 0.004000
Training Epoch: 33 [24064/45000]	Loss: 0.4119	LR: 0.004000
Training Epoch: 33 [24320/45000]	Loss: 0.3342	LR: 0.004000
Training Epoch: 33 [24576/45000]	Loss: 0.2899	LR: 0.004000
Training Epoch: 33 [24832/45000]	Loss: 0.3722	LR: 0.004000
Training Epoch: 33 [25088/45000]	Loss: 0.3174	LR: 0.004000
Training Epoch: 33 [25344/45000]	Loss: 0.3697	LR: 0.004000
Training Epoch: 33 [25600/45000]	Loss: 0.3231	LR: 0.004000
Training Epoch: 33 [25856/45000]	Loss: 0.2785	LR: 0.004000
Training Epoch: 33 [26112/45000]	Loss: 0.3001	LR: 0.004000
Training Epoch: 33 [26368/45000]	Loss: 0.3580	LR: 0.004000
Training Epoch: 33 [26624/45000]	Loss: 0.3756	LR: 0.004000
Training Epoch: 33 [26880/45000]	Loss: 0.3551	LR: 0.004000
Training Epoch: 33 [27136/45000]	Loss: 0.3417	LR: 0.004000
Training Epoch: 33 [27392/45000]	Loss: 0.3108	LR: 0.004000
Training Epoch: 33 [27648/45000]	Loss: 0.2148	LR: 0.004000
Training Epoch: 33 [27904/45000]	Loss: 0.3111	LR: 0.004000
Training Epoch: 33 [28160/45000]	Loss: 0.3572	LR: 0.004000
Training Epoch: 33 [28416/45000]	Loss: 0.3135	LR: 0.004000
Training Epoch: 33 [28672/45000]	Loss: 0.4276	LR: 0.004000
Training Epoch: 33 [28928/45000]	Loss: 0.4537	LR: 0.004000
Training Epoch: 33 [29184/45000]	Loss: 0.3642	LR: 0.004000
Training Epoch: 33 [29440/45000]	Loss: 0.2452	LR: 0.004000
Training Epoch: 33 [29696/45000]	Loss: 0.3757	LR: 0.004000
Training Epoch: 33 [29952/45000]	Loss: 0.3514	LR: 0.004000
Training Epoch: 33 [30208/45000]	Loss: 0.2986	LR: 0.004000
Training Epoch: 33 [30464/45000]	Loss: 0.3447	LR: 0.004000
Training Epoch: 33 [30720/45000]	Loss: 0.2940	LR: 0.004000
Training Epoch: 33 [30976/45000]	Loss: 0.3473	LR: 0.004000
Training Epoch: 33 [31232/45000]	Loss: 0.3646	LR: 0.004000
Training Epoch: 33 [31488/45000]	Loss: 0.3327	LR: 0.004000
Training Epoch: 33 [31744/45000]	Loss: 0.3499	LR: 0.004000
Training Epoch: 33 [32000/45000]	Loss: 0.3176	LR: 0.004000
Training Epoch: 33 [32256/45000]	Loss: 0.3515	LR: 0.004000
Training Epoch: 33 [32512/45000]	Loss: 0.3116	LR: 0.004000
Training Epoch: 33 [32768/45000]	Loss: 0.2559	LR: 0.004000
Training Epoch: 33 [33024/45000]	Loss: 0.3471	LR: 0.004000
Training Epoch: 33 [33280/45000]	Loss: 0.3900	LR: 0.004000
Training Epoch: 33 [33536/45000]	Loss: 0.3164	LR: 0.004000
Training Epoch: 33 [33792/45000]	Loss: 0.3716	LR: 0.004000
Training Epoch: 33 [34048/45000]	Loss: 0.2944	LR: 0.004000
Training Epoch: 33 [34304/45000]	Loss: 0.2915	LR: 0.004000
Training Epoch: 33 [34560/45000]	Loss: 0.4301	LR: 0.004000
Training Epoch: 33 [34816/45000]	Loss: 0.3356	LR: 0.004000
Training Epoch: 33 [35072/45000]	Loss: 0.3718	LR: 0.004000
Training Epoch: 33 [35328/45000]	Loss: 0.3261	LR: 0.004000
Training Epoch: 33 [35584/45000]	Loss: 0.3714	LR: 0.004000
Training Epoch: 33 [35840/45000]	Loss: 0.3645	LR: 0.004000
Training Epoch: 33 [36096/45000]	Loss: 0.4315	LR: 0.004000
Training Epoch: 33 [36352/45000]	Loss: 0.3130	LR: 0.004000
Training Epoch: 33 [36608/45000]	Loss: 0.3597	LR: 0.004000
Training Epoch: 33 [36864/45000]	Loss: 0.3917	LR: 0.004000
Training Epoch: 33 [37120/45000]	Loss: 0.3445	LR: 0.004000
Training Epoch: 33 [37376/45000]	Loss: 0.3539	LR: 0.004000
Training Epoch: 33 [37632/45000]	Loss: 0.3388	LR: 0.004000
Training Epoch: 33 [37888/45000]	Loss: 0.4800	LR: 0.004000
Training Epoch: 33 [38144/45000]	Loss: 0.2787	LR: 0.004000
Training Epoch: 33 [38400/45000]	Loss: 0.3451	LR: 0.004000
Training Epoch: 33 [38656/45000]	Loss: 0.3061	LR: 0.004000
Training Epoch: 33 [38912/45000]	Loss: 0.3183	LR: 0.004000
Training Epoch: 33 [39168/45000]	Loss: 0.3455	LR: 0.004000
Training Epoch: 33 [39424/45000]	Loss: 0.3774	LR: 0.004000
Training Epoch: 33 [39680/45000]	Loss: 0.3875	LR: 0.004000
Training Epoch: 33 [39936/45000]	Loss: 0.3189	LR: 0.004000
Training Epoch: 33 [40192/45000]	Loss: 0.3225	LR: 0.004000
Training Epoch: 33 [40448/45000]	Loss: 0.4088	LR: 0.004000
Training Epoch: 33 [40704/45000]	Loss: 0.3252	LR: 0.004000
Training Epoch: 33 [40960/45000]	Loss: 0.3129	LR: 0.004000
Training Epoch: 33 [41216/45000]	Loss: 0.3516	LR: 0.004000
Training Epoch: 33 [41472/45000]	Loss: 0.2981	LR: 0.004000
Training Epoch: 33 [41728/45000]	Loss: 0.3409	LR: 0.004000
Training Epoch: 33 [41984/45000]	Loss: 0.3594	LR: 0.004000
Training Epoch: 33 [42240/45000]	Loss: 0.3265	LR: 0.004000
Training Epoch: 33 [42496/45000]	Loss: 0.2887	LR: 0.004000
Training Epoch: 33 [42752/45000]	Loss: 0.3864	LR: 0.004000
Training Epoch: 33 [43008/45000]	Loss: 0.4058	LR: 0.004000
Training Epoch: 33 [43264/45000]	Loss: 0.2764	LR: 0.004000
Training Epoch: 33 [43520/45000]	Loss: 0.3684	LR: 0.004000
Training Epoch: 33 [43776/45000]	Loss: 0.3569	LR: 0.004000
Training Epoch: 33 [44032/45000]	Loss: 0.2951	LR: 0.004000
Training Epoch: 33 [44288/45000]	Loss: 0.4498	LR: 0.004000
Training Epoch: 33 [44544/45000]	Loss: 0.2883	LR: 0.004000
Training Epoch: 33 [44800/45000]	Loss: 0.4082	LR: 0.004000
Training Epoch: 33 [45000/45000]	Loss: 0.4014	LR: 0.004000
Epoch 33 - Average Train Loss: 0.3389, Train Accuracy: 0.8953
Epoch 33 training time consumed: 24.84s
Evaluating Network.....
Test set: Epoch: 33, Average loss: 0.0030, Accuracy: 0.7781, Time consumed:0.88s
Training Epoch: 34 [256/45000]	Loss: 0.3214	LR: 0.004000
Training Epoch: 34 [512/45000]	Loss: 0.2672	LR: 0.004000
Training Epoch: 34 [768/45000]	Loss: 0.3342	LR: 0.004000
Training Epoch: 34 [1024/45000]	Loss: 0.3300	LR: 0.004000
Training Epoch: 34 [1280/45000]	Loss: 0.3021	LR: 0.004000
Training Epoch: 34 [1536/45000]	Loss: 0.3563	LR: 0.004000
Training Epoch: 34 [1792/45000]	Loss: 0.3170	LR: 0.004000
Training Epoch: 34 [2048/45000]	Loss: 0.3761	LR: 0.004000
Training Epoch: 34 [2304/45000]	Loss: 0.2934	LR: 0.004000
Training Epoch: 34 [2560/45000]	Loss: 0.2650	LR: 0.004000
Training Epoch: 34 [2816/45000]	Loss: 0.3026	LR: 0.004000
Training Epoch: 34 [3072/45000]	Loss: 0.3632	LR: 0.004000
Training Epoch: 34 [3328/45000]	Loss: 0.3479	LR: 0.004000
Training Epoch: 34 [3584/45000]	Loss: 0.3588	LR: 0.004000
Training Epoch: 34 [3840/45000]	Loss: 0.4061	LR: 0.004000
Training Epoch: 34 [4096/45000]	Loss: 0.3264	LR: 0.004000
Training Epoch: 34 [4352/45000]	Loss: 0.2947	LR: 0.004000
Training Epoch: 34 [4608/45000]	Loss: 0.3262	LR: 0.004000
Training Epoch: 34 [4864/45000]	Loss: 0.2780	LR: 0.004000
Training Epoch: 34 [5120/45000]	Loss: 0.2827	LR: 0.004000
Training Epoch: 34 [5376/45000]	Loss: 0.2739	LR: 0.004000
Training Epoch: 34 [5632/45000]	Loss: 0.3610	LR: 0.004000
Training Epoch: 34 [5888/45000]	Loss: 0.2270	LR: 0.004000
Training Epoch: 34 [6144/45000]	Loss: 0.3033	LR: 0.004000
Training Epoch: 34 [6400/45000]	Loss: 0.3766	LR: 0.004000
Training Epoch: 34 [6656/45000]	Loss: 0.3397	LR: 0.004000
Training Epoch: 34 [6912/45000]	Loss: 0.2458	LR: 0.004000
Training Epoch: 34 [7168/45000]	Loss: 0.3309	LR: 0.004000
Training Epoch: 34 [7424/45000]	Loss: 0.3441	LR: 0.004000
Training Epoch: 34 [7680/45000]	Loss: 0.2985	LR: 0.004000
Training Epoch: 34 [7936/45000]	Loss: 0.2440	LR: 0.004000
Training Epoch: 34 [8192/45000]	Loss: 0.3561	LR: 0.004000
Training Epoch: 34 [8448/45000]	Loss: 0.3685	LR: 0.004000
Training Epoch: 34 [8704/45000]	Loss: 0.3421	LR: 0.004000
Training Epoch: 34 [8960/45000]	Loss: 0.2994	LR: 0.004000
Training Epoch: 34 [9216/45000]	Loss: 0.2684	LR: 0.004000
Training Epoch: 34 [9472/45000]	Loss: 0.3432	LR: 0.004000
Training Epoch: 34 [9728/45000]	Loss: 0.3168	LR: 0.004000
Training Epoch: 34 [9984/45000]	Loss: 0.3288	LR: 0.004000
Training Epoch: 34 [10240/45000]	Loss: 0.2611	LR: 0.004000
Training Epoch: 34 [10496/45000]	Loss: 0.3252	LR: 0.004000
Training Epoch: 34 [10752/45000]	Loss: 0.3351	LR: 0.004000
Training Epoch: 34 [11008/45000]	Loss: 0.3272	LR: 0.004000
Training Epoch: 34 [11264/45000]	Loss: 0.3756	LR: 0.004000
Training Epoch: 34 [11520/45000]	Loss: 0.3447	LR: 0.004000
Training Epoch: 34 [11776/45000]	Loss: 0.3364	LR: 0.004000
Training Epoch: 34 [12032/45000]	Loss: 0.3443	LR: 0.004000
Training Epoch: 34 [12288/45000]	Loss: 0.4009	LR: 0.004000
Training Epoch: 34 [12544/45000]	Loss: 0.4155	LR: 0.004000
Training Epoch: 34 [12800/45000]	Loss: 0.3032	LR: 0.004000
Training Epoch: 34 [13056/45000]	Loss: 0.3246	LR: 0.004000
Training Epoch: 34 [13312/45000]	Loss: 0.3397	LR: 0.004000
Training Epoch: 34 [13568/45000]	Loss: 0.4099	LR: 0.004000
Training Epoch: 34 [13824/45000]	Loss: 0.3847	LR: 0.004000
Training Epoch: 34 [14080/45000]	Loss: 0.3005	LR: 0.004000
Training Epoch: 34 [14336/45000]	Loss: 0.4199	LR: 0.004000
Training Epoch: 34 [14592/45000]	Loss: 0.3770	LR: 0.004000
Training Epoch: 34 [14848/45000]	Loss: 0.2991	LR: 0.004000
Training Epoch: 34 [15104/45000]	Loss: 0.3579	LR: 0.004000
Training Epoch: 34 [15360/45000]	Loss: 0.2943	LR: 0.004000
Training Epoch: 34 [15616/45000]	Loss: 0.3188	LR: 0.004000
Training Epoch: 34 [15872/45000]	Loss: 0.2618	LR: 0.004000
Training Epoch: 34 [16128/45000]	Loss: 0.2954	LR: 0.004000
Training Epoch: 34 [16384/45000]	Loss: 0.3105	LR: 0.004000
Training Epoch: 34 [16640/45000]	Loss: 0.3624	LR: 0.004000
Training Epoch: 34 [16896/45000]	Loss: 0.3959	LR: 0.004000
Training Epoch: 34 [17152/45000]	Loss: 0.3135	LR: 0.004000
Training Epoch: 34 [17408/45000]	Loss: 0.2709	LR: 0.004000
Training Epoch: 34 [17664/45000]	Loss: 0.2785	LR: 0.004000
Training Epoch: 34 [17920/45000]	Loss: 0.3237	LR: 0.004000
Training Epoch: 34 [18176/45000]	Loss: 0.3197	LR: 0.004000
Training Epoch: 34 [18432/45000]	Loss: 0.3937	LR: 0.004000
Training Epoch: 34 [18688/45000]	Loss: 0.2525	LR: 0.004000
Training Epoch: 34 [18944/45000]	Loss: 0.2977	LR: 0.004000
Training Epoch: 34 [19200/45000]	Loss: 0.2999	LR: 0.004000
Training Epoch: 34 [19456/45000]	Loss: 0.3446	LR: 0.004000
Training Epoch: 34 [19712/45000]	Loss: 0.3500	LR: 0.004000
Training Epoch: 34 [19968/45000]	Loss: 0.2951	LR: 0.004000
Training Epoch: 34 [20224/45000]	Loss: 0.3328	LR: 0.004000
Training Epoch: 34 [20480/45000]	Loss: 0.3056	LR: 0.004000
Training Epoch: 34 [20736/45000]	Loss: 0.3670	LR: 0.004000
Training Epoch: 34 [20992/45000]	Loss: 0.3171	LR: 0.004000
Training Epoch: 34 [21248/45000]	Loss: 0.2717	LR: 0.004000
Training Epoch: 34 [21504/45000]	Loss: 0.3491	LR: 0.004000
Training Epoch: 34 [21760/45000]	Loss: 0.3140	LR: 0.004000
Training Epoch: 34 [22016/45000]	Loss: 0.3915	LR: 0.004000
Training Epoch: 34 [22272/45000]	Loss: 0.3111	LR: 0.004000
Training Epoch: 34 [22528/45000]	Loss: 0.3358	LR: 0.004000
Training Epoch: 34 [22784/45000]	Loss: 0.3505	LR: 0.004000
Training Epoch: 34 [23040/45000]	Loss: 0.2556	LR: 0.004000
Training Epoch: 34 [23296/45000]	Loss: 0.3163	LR: 0.004000
Training Epoch: 34 [23552/45000]	Loss: 0.3204	LR: 0.004000
Training Epoch: 34 [23808/45000]	Loss: 0.2884	LR: 0.004000
Training Epoch: 34 [24064/45000]	Loss: 0.3492	LR: 0.004000
Training Epoch: 34 [24320/45000]	Loss: 0.3216	LR: 0.004000
Training Epoch: 34 [24576/45000]	Loss: 0.3227	LR: 0.004000
Training Epoch: 34 [24832/45000]	Loss: 0.3270	LR: 0.004000
Training Epoch: 34 [25088/45000]	Loss: 0.3822	LR: 0.004000
Training Epoch: 34 [25344/45000]	Loss: 0.3765	LR: 0.004000
Training Epoch: 34 [25600/45000]	Loss: 0.3061	LR: 0.004000
Training Epoch: 34 [25856/45000]	Loss: 0.3081	LR: 0.004000
Training Epoch: 34 [26112/45000]	Loss: 0.3114	LR: 0.004000
Training Epoch: 34 [26368/45000]	Loss: 0.3313	LR: 0.004000
Training Epoch: 34 [26624/45000]	Loss: 0.2646	LR: 0.004000
Training Epoch: 34 [26880/45000]	Loss: 0.2917	LR: 0.004000
Training Epoch: 34 [27136/45000]	Loss: 0.3465	LR: 0.004000
Training Epoch: 34 [27392/45000]	Loss: 0.3803	LR: 0.004000
Training Epoch: 34 [27648/45000]	Loss: 0.3106	LR: 0.004000
Training Epoch: 34 [27904/45000]	Loss: 0.3231	LR: 0.004000
Training Epoch: 34 [28160/45000]	Loss: 0.3669	LR: 0.004000
Training Epoch: 34 [28416/45000]	Loss: 0.3470	LR: 0.004000
Training Epoch: 34 [28672/45000]	Loss: 0.2728	LR: 0.004000
Training Epoch: 34 [28928/45000]	Loss: 0.2524	LR: 0.004000
Training Epoch: 34 [29184/45000]	Loss: 0.3529	LR: 0.004000
Training Epoch: 34 [29440/45000]	Loss: 0.3318	LR: 0.004000
Training Epoch: 34 [29696/45000]	Loss: 0.3280	LR: 0.004000
Training Epoch: 34 [29952/45000]	Loss: 0.4825	LR: 0.004000
Training Epoch: 34 [30208/45000]	Loss: 0.3170	LR: 0.004000
Training Epoch: 34 [30464/45000]	Loss: 0.3499	LR: 0.004000
Training Epoch: 34 [30720/45000]	Loss: 0.3997	LR: 0.004000
Training Epoch: 34 [30976/45000]	Loss: 0.3922	LR: 0.004000
Training Epoch: 34 [31232/45000]	Loss: 0.3450	LR: 0.004000
Training Epoch: 34 [31488/45000]	Loss: 0.3118	LR: 0.004000
Training Epoch: 34 [31744/45000]	Loss: 0.4248	LR: 0.004000
Training Epoch: 34 [32000/45000]	Loss: 0.2874	LR: 0.004000
Training Epoch: 34 [32256/45000]	Loss: 0.3612	LR: 0.004000
Training Epoch: 34 [32512/45000]	Loss: 0.3455	LR: 0.004000
Training Epoch: 34 [32768/45000]	Loss: 0.3400	LR: 0.004000
Training Epoch: 34 [33024/45000]	Loss: 0.3060	LR: 0.004000
Training Epoch: 34 [33280/45000]	Loss: 0.2275	LR: 0.004000
Training Epoch: 34 [33536/45000]	Loss: 0.4083	LR: 0.004000
Training Epoch: 34 [33792/45000]	Loss: 0.3530	LR: 0.004000
Training Epoch: 34 [34048/45000]	Loss: 0.2769	LR: 0.004000
Training Epoch: 34 [34304/45000]	Loss: 0.2906	LR: 0.004000
Training Epoch: 34 [34560/45000]	Loss: 0.2940	LR: 0.004000
Training Epoch: 34 [34816/45000]	Loss: 0.3643	LR: 0.004000
Training Epoch: 34 [35072/45000]	Loss: 0.3222	LR: 0.004000
Training Epoch: 34 [35328/45000]	Loss: 0.2579	LR: 0.004000
Training Epoch: 34 [35584/45000]	Loss: 0.2769	LR: 0.004000
Training Epoch: 34 [35840/45000]	Loss: 0.2928	LR: 0.004000
Training Epoch: 34 [36096/45000]	Loss: 0.3881	LR: 0.004000
Training Epoch: 34 [36352/45000]	Loss: 0.3658	LR: 0.004000
Training Epoch: 34 [36608/45000]	Loss: 0.2874	LR: 0.004000
Training Epoch: 34 [36864/45000]	Loss: 0.3594	LR: 0.004000
Training Epoch: 34 [37120/45000]	Loss: 0.3910	LR: 0.004000
Training Epoch: 34 [37376/45000]	Loss: 0.2835	LR: 0.004000
Training Epoch: 34 [37632/45000]	Loss: 0.2555	LR: 0.004000
Training Epoch: 34 [37888/45000]	Loss: 0.3636	LR: 0.004000
Training Epoch: 34 [38144/45000]	Loss: 0.3927	LR: 0.004000
Training Epoch: 34 [38400/45000]	Loss: 0.2526	LR: 0.004000
Training Epoch: 34 [38656/45000]	Loss: 0.3680	LR: 0.004000
Training Epoch: 34 [38912/45000]	Loss: 0.3268	LR: 0.004000
Training Epoch: 34 [39168/45000]	Loss: 0.2846	LR: 0.004000
Training Epoch: 34 [39424/45000]	Loss: 0.3561	LR: 0.004000
Training Epoch: 34 [39680/45000]	Loss: 0.3633	LR: 0.004000
Training Epoch: 34 [39936/45000]	Loss: 0.3079	LR: 0.004000
Training Epoch: 34 [40192/45000]	Loss: 0.3051	LR: 0.004000
Training Epoch: 34 [40448/45000]	Loss: 0.3213	LR: 0.004000
Training Epoch: 34 [40704/45000]	Loss: 0.3480	LR: 0.004000
Training Epoch: 34 [40960/45000]	Loss: 0.3169	LR: 0.004000
Training Epoch: 34 [41216/45000]	Loss: 0.4246	LR: 0.004000
Training Epoch: 34 [41472/45000]	Loss: 0.3048	LR: 0.004000
Training Epoch: 34 [41728/45000]	Loss: 0.3707	LR: 0.004000
Training Epoch: 34 [41984/45000]	Loss: 0.3622	LR: 0.004000
Training Epoch: 34 [42240/45000]	Loss: 0.3457	LR: 0.004000
Training Epoch: 34 [42496/45000]	Loss: 0.3478	LR: 0.004000
Training Epoch: 34 [42752/45000]	Loss: 0.3593	LR: 0.004000
Training Epoch: 34 [43008/45000]	Loss: 0.3308	LR: 0.004000
Training Epoch: 34 [43264/45000]	Loss: 0.3128	LR: 0.004000
Training Epoch: 34 [43520/45000]	Loss: 0.3080	LR: 0.004000
Training Epoch: 34 [43776/45000]	Loss: 0.3844	LR: 0.004000
Training Epoch: 34 [44032/45000]	Loss: 0.2887	LR: 0.004000
Training Epoch: 34 [44288/45000]	Loss: 0.3100	LR: 0.004000
Training Epoch: 34 [44544/45000]	Loss: 0.2678	LR: 0.004000
Training Epoch: 34 [44800/45000]	Loss: 0.3219	LR: 0.004000
Training Epoch: 34 [45000/45000]	Loss: 0.3646	LR: 0.004000
Epoch 34 - Average Train Loss: 0.3283, Train Accuracy: 0.9014
Epoch 34 training time consumed: 24.92s
Evaluating Network.....
Test set: Epoch: 34, Average loss: 0.0031, Accuracy: 0.7729, Time consumed:0.87s
Training Epoch: 35 [256/45000]	Loss: 0.3629	LR: 0.000800
Training Epoch: 35 [512/45000]	Loss: 0.3223	LR: 0.000800
Training Epoch: 35 [768/45000]	Loss: 0.3583	LR: 0.000800
Training Epoch: 35 [1024/45000]	Loss: 0.2699	LR: 0.000800
Training Epoch: 35 [1280/45000]	Loss: 0.3306	LR: 0.000800
Training Epoch: 35 [1536/45000]	Loss: 0.3495	LR: 0.000800
Training Epoch: 35 [1792/45000]	Loss: 0.2939	LR: 0.000800
Training Epoch: 35 [2048/45000]	Loss: 0.2825	LR: 0.000800
Training Epoch: 35 [2304/45000]	Loss: 0.3468	LR: 0.000800
Training Epoch: 35 [2560/45000]	Loss: 0.2606	LR: 0.000800
Training Epoch: 35 [2816/45000]	Loss: 0.3207	LR: 0.000800
Training Epoch: 35 [3072/45000]	Loss: 0.2913	LR: 0.000800
Training Epoch: 35 [3328/45000]	Loss: 0.3026	LR: 0.000800
Training Epoch: 35 [3584/45000]	Loss: 0.2816	LR: 0.000800
Training Epoch: 35 [3840/45000]	Loss: 0.3446	LR: 0.000800
Training Epoch: 35 [4096/45000]	Loss: 0.3286	LR: 0.000800
Training Epoch: 35 [4352/45000]	Loss: 0.3338	LR: 0.000800
Training Epoch: 35 [4608/45000]	Loss: 0.3022	LR: 0.000800
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Training Epoch: 35 [20224/45000]	Loss: 0.3691	LR: 0.000800
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Training Epoch: 35 [22016/45000]	Loss: 0.2940	LR: 0.000800
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Training Epoch: 35 [28672/45000]	Loss: 0.3038	LR: 0.000800
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Training Epoch: 35 [39168/45000]	Loss: 0.3044	LR: 0.000800
Training Epoch: 35 [39424/45000]	Loss: 0.3601	LR: 0.000800
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Training Epoch: 35 [40704/45000]	Loss: 0.2516	LR: 0.000800
Training Epoch: 35 [40960/45000]	Loss: 0.2966	LR: 0.000800
Training Epoch: 35 [41216/45000]	Loss: 0.3454	LR: 0.000800
Training Epoch: 35 [41472/45000]	Loss: 0.2857	LR: 0.000800
Training Epoch: 35 [41728/45000]	Loss: 0.2929	LR: 0.000800
Training Epoch: 35 [41984/45000]	Loss: 0.2956	LR: 0.000800
Training Epoch: 35 [42240/45000]	Loss: 0.3017	LR: 0.000800
Training Epoch: 35 [42496/45000]	Loss: 0.2859	LR: 0.000800
Training Epoch: 35 [42752/45000]	Loss: 0.2682	LR: 0.000800
Training Epoch: 35 [43008/45000]	Loss: 0.2687	LR: 0.000800
Training Epoch: 35 [43264/45000]	Loss: 0.3134	LR: 0.000800
Training Epoch: 35 [43520/45000]	Loss: 0.2858	LR: 0.000800
Training Epoch: 35 [43776/45000]	Loss: 0.2634	LR: 0.000800
Training Epoch: 35 [44032/45000]	Loss: 0.3328	LR: 0.000800
Training Epoch: 35 [44288/45000]	Loss: 0.2612	LR: 0.000800
Training Epoch: 35 [44544/45000]	Loss: 0.2890	LR: 0.000800
Training Epoch: 35 [44800/45000]	Loss: 0.2885	LR: 0.000800
Training Epoch: 35 [45000/45000]	Loss: 0.3430	LR: 0.000800
Epoch 35 - Average Train Loss: 0.3057, Train Accuracy: 0.9071
Epoch 35 training time consumed: 24.64s
Evaluating Network.....
Test set: Epoch: 35, Average loss: 0.0030, Accuracy: 0.7821, Time consumed:0.89s
Saving weights file to checkpoint/retrain/AllCNN/Monday_14_July_2025_00h_22m_16s/AllCNN-Cifar20-seed2-ret100-35-best.pth
Training Epoch: 36 [256/45000]	Loss: 0.2910	LR: 0.000800
Training Epoch: 36 [512/45000]	Loss: 0.3030	LR: 0.000800
Training Epoch: 36 [768/45000]	Loss: 0.2452	LR: 0.000800
Training Epoch: 36 [1024/45000]	Loss: 0.3247	LR: 0.000800
Training Epoch: 36 [1280/45000]	Loss: 0.3069	LR: 0.000800
Training Epoch: 36 [1536/45000]	Loss: 0.2938	LR: 0.000800
Training Epoch: 36 [1792/45000]	Loss: 0.2740	LR: 0.000800
Training Epoch: 36 [2048/45000]	Loss: 0.3287	LR: 0.000800
Training Epoch: 36 [2304/45000]	Loss: 0.2668	LR: 0.000800
Training Epoch: 36 [2560/45000]	Loss: 0.2712	LR: 0.000800
Training Epoch: 36 [2816/45000]	Loss: 0.2894	LR: 0.000800
Training Epoch: 36 [3072/45000]	Loss: 0.3303	LR: 0.000800
Training Epoch: 36 [3328/45000]	Loss: 0.2509	LR: 0.000800
Training Epoch: 36 [3584/45000]	Loss: 0.2749	LR: 0.000800
Training Epoch: 36 [3840/45000]	Loss: 0.2696	LR: 0.000800
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Training Epoch: 36 [4608/45000]	Loss: 0.2791	LR: 0.000800
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Training Epoch: 36 [5632/45000]	Loss: 0.2749	LR: 0.000800
Training Epoch: 36 [5888/45000]	Loss: 0.3051	LR: 0.000800
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Training Epoch: 36 [6912/45000]	Loss: 0.2592	LR: 0.000800
Training Epoch: 36 [7168/45000]	Loss: 0.3394	LR: 0.000800
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Training Epoch: 36 [7680/45000]	Loss: 0.2810	LR: 0.000800
Training Epoch: 36 [7936/45000]	Loss: 0.2949	LR: 0.000800
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Training Epoch: 36 [8960/45000]	Loss: 0.3398	LR: 0.000800
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Training Epoch: 36 [9472/45000]	Loss: 0.3312	LR: 0.000800
Training Epoch: 36 [9728/45000]	Loss: 0.3322	LR: 0.000800
Training Epoch: 36 [9984/45000]	Loss: 0.2973	LR: 0.000800
Training Epoch: 36 [10240/45000]	Loss: 0.3050	LR: 0.000800
Training Epoch: 36 [10496/45000]	Loss: 0.3096	LR: 0.000800
Training Epoch: 36 [10752/45000]	Loss: 0.2312	LR: 0.000800
Training Epoch: 36 [11008/45000]	Loss: 0.2758	LR: 0.000800
Training Epoch: 36 [11264/45000]	Loss: 0.3937	LR: 0.000800
Training Epoch: 36 [11520/45000]	Loss: 0.2617	LR: 0.000800
Training Epoch: 36 [11776/45000]	Loss: 0.3010	LR: 0.000800
Training Epoch: 36 [12032/45000]	Loss: 0.2406	LR: 0.000800
Training Epoch: 36 [12288/45000]	Loss: 0.3026	LR: 0.000800
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Training Epoch: 36 [13312/45000]	Loss: 0.3536	LR: 0.000800
Training Epoch: 36 [13568/45000]	Loss: 0.2876	LR: 0.000800
Training Epoch: 36 [13824/45000]	Loss: 0.3393	LR: 0.000800
Training Epoch: 36 [14080/45000]	Loss: 0.2895	LR: 0.000800
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Training Epoch: 36 [14848/45000]	Loss: 0.2719	LR: 0.000800
Training Epoch: 36 [15104/45000]	Loss: 0.2969	LR: 0.000800
Training Epoch: 36 [15360/45000]	Loss: 0.2672	LR: 0.000800
Training Epoch: 36 [15616/45000]	Loss: 0.3021	LR: 0.000800
Training Epoch: 36 [15872/45000]	Loss: 0.2698	LR: 0.000800
Training Epoch: 36 [16128/45000]	Loss: 0.2773	LR: 0.000800
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Training Epoch: 36 [16640/45000]	Loss: 0.3241	LR: 0.000800
Training Epoch: 36 [16896/45000]	Loss: 0.3449	LR: 0.000800
Training Epoch: 36 [17152/45000]	Loss: 0.2731	LR: 0.000800
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Training Epoch: 36 [20224/45000]	Loss: 0.2849	LR: 0.000800
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Training Epoch: 36 [32512/45000]	Loss: 0.2834	LR: 0.000800
Training Epoch: 36 [32768/45000]	Loss: 0.3101	LR: 0.000800
Training Epoch: 36 [33024/45000]	Loss: 0.3201	LR: 0.000800
Training Epoch: 36 [33280/45000]	Loss: 0.2739	LR: 0.000800
Training Epoch: 36 [33536/45000]	Loss: 0.2652	LR: 0.000800
Training Epoch: 36 [33792/45000]	Loss: 0.2813	LR: 0.000800
Training Epoch: 36 [34048/45000]	Loss: 0.3418	LR: 0.000800
Training Epoch: 36 [34304/45000]	Loss: 0.2410	LR: 0.000800
Training Epoch: 36 [34560/45000]	Loss: 0.3777	LR: 0.000800
Training Epoch: 36 [34816/45000]	Loss: 0.2665	LR: 0.000800
Training Epoch: 36 [35072/45000]	Loss: 0.3921	LR: 0.000800
Training Epoch: 36 [35328/45000]	Loss: 0.3179	LR: 0.000800
Training Epoch: 36 [35584/45000]	Loss: 0.3392	LR: 0.000800
Training Epoch: 36 [35840/45000]	Loss: 0.3423	LR: 0.000800
Training Epoch: 36 [36096/45000]	Loss: 0.3285	LR: 0.000800
Training Epoch: 36 [36352/45000]	Loss: 0.3012	LR: 0.000800
Training Epoch: 36 [36608/45000]	Loss: 0.2928	LR: 0.000800
Training Epoch: 36 [36864/45000]	Loss: 0.2831	LR: 0.000800
Training Epoch: 36 [37120/45000]	Loss: 0.3301	LR: 0.000800
Training Epoch: 36 [37376/45000]	Loss: 0.3044	LR: 0.000800
Training Epoch: 36 [37632/45000]	Loss: 0.3265	LR: 0.000800
Training Epoch: 36 [37888/45000]	Loss: 0.3137	LR: 0.000800
Training Epoch: 36 [38144/45000]	Loss: 0.3117	LR: 0.000800
Training Epoch: 36 [38400/45000]	Loss: 0.3430	LR: 0.000800
Training Epoch: 36 [38656/45000]	Loss: 0.2665	LR: 0.000800
Training Epoch: 36 [38912/45000]	Loss: 0.2533	LR: 0.000800
Training Epoch: 36 [39168/45000]	Loss: 0.2729	LR: 0.000800
Training Epoch: 36 [39424/45000]	Loss: 0.3265	LR: 0.000800
Training Epoch: 36 [39680/45000]	Loss: 0.2216	LR: 0.000800
Training Epoch: 36 [39936/45000]	Loss: 0.3084	LR: 0.000800
Training Epoch: 36 [40192/45000]	Loss: 0.3306	LR: 0.000800
Training Epoch: 36 [40448/45000]	Loss: 0.3919	LR: 0.000800
Training Epoch: 36 [40704/45000]	Loss: 0.2957	LR: 0.000800
Training Epoch: 36 [40960/45000]	Loss: 0.2828	LR: 0.000800
Training Epoch: 36 [41216/45000]	Loss: 0.2652	LR: 0.000800
Training Epoch: 36 [41472/45000]	Loss: 0.2859	LR: 0.000800
Training Epoch: 36 [41728/45000]	Loss: 0.2695	LR: 0.000800
Training Epoch: 36 [41984/45000]	Loss: 0.2752	LR: 0.000800
Training Epoch: 36 [42240/45000]	Loss: 0.3394	LR: 0.000800
Training Epoch: 36 [42496/45000]	Loss: 0.3260	LR: 0.000800
Training Epoch: 36 [42752/45000]	Loss: 0.3262	LR: 0.000800
Training Epoch: 36 [43008/45000]	Loss: 0.3447	LR: 0.000800
Training Epoch: 36 [43264/45000]	Loss: 0.3333	LR: 0.000800
Training Epoch: 36 [43520/45000]	Loss: 0.3095	LR: 0.000800
Training Epoch: 36 [43776/45000]	Loss: 0.2871	LR: 0.000800
Training Epoch: 36 [44032/45000]	Loss: 0.2619	LR: 0.000800
Training Epoch: 36 [44288/45000]	Loss: 0.2826	LR: 0.000800
Training Epoch: 36 [44544/45000]	Loss: 0.3162	LR: 0.000800
Training Epoch: 36 [44800/45000]	Loss: 0.3407	LR: 0.000800
Training Epoch: 36 [45000/45000]	Loss: 0.2917	LR: 0.000800
Epoch 36 - Average Train Loss: 0.2985, Train Accuracy: 0.9117
Epoch 36 training time consumed: 24.85s
Evaluating Network.....
Test set: Epoch: 36, Average loss: 0.0030, Accuracy: 0.7803, Time consumed:0.89s
Training Epoch: 37 [256/45000]	Loss: 0.2643	LR: 0.000800
Training Epoch: 37 [512/45000]	Loss: 0.3298	LR: 0.000800
Training Epoch: 37 [768/45000]	Loss: 0.2844	LR: 0.000800
Training Epoch: 37 [1024/45000]	Loss: 0.4015	LR: 0.000800
Training Epoch: 37 [1280/45000]	Loss: 0.3070	LR: 0.000800
Training Epoch: 37 [1536/45000]	Loss: 0.3826	LR: 0.000800
Training Epoch: 37 [1792/45000]	Loss: 0.2967	LR: 0.000800
Training Epoch: 37 [2048/45000]	Loss: 0.3169	LR: 0.000800
Training Epoch: 37 [2304/45000]	Loss: 0.2633	LR: 0.000800
Training Epoch: 37 [2560/45000]	Loss: 0.2735	LR: 0.000800
Training Epoch: 37 [2816/45000]	Loss: 0.2938	LR: 0.000800
Training Epoch: 37 [3072/45000]	Loss: 0.3725	LR: 0.000800
Training Epoch: 37 [3328/45000]	Loss: 0.3502	LR: 0.000800
Training Epoch: 37 [3584/45000]	Loss: 0.2608	LR: 0.000800
Training Epoch: 37 [3840/45000]	Loss: 0.3228	LR: 0.000800
Training Epoch: 37 [4096/45000]	Loss: 0.3030	LR: 0.000800
Training Epoch: 37 [4352/45000]	Loss: 0.2718	LR: 0.000800
Training Epoch: 37 [4608/45000]	Loss: 0.2574	LR: 0.000800
Training Epoch: 37 [4864/45000]	Loss: 0.2795	LR: 0.000800
Training Epoch: 37 [5120/45000]	Loss: 0.2333	LR: 0.000800
Training Epoch: 37 [5376/45000]	Loss: 0.2476	LR: 0.000800
Training Epoch: 37 [5632/45000]	Loss: 0.2759	LR: 0.000800
Training Epoch: 37 [5888/45000]	Loss: 0.3319	LR: 0.000800
Training Epoch: 37 [6144/45000]	Loss: 0.2205	LR: 0.000800
Training Epoch: 37 [6400/45000]	Loss: 0.2402	LR: 0.000800
Training Epoch: 37 [6656/45000]	Loss: 0.2951	LR: 0.000800
Training Epoch: 37 [6912/45000]	Loss: 0.3394	LR: 0.000800
Training Epoch: 37 [7168/45000]	Loss: 0.3827	LR: 0.000800
Training Epoch: 37 [7424/45000]	Loss: 0.3126	LR: 0.000800
Training Epoch: 37 [7680/45000]	Loss: 0.2894	LR: 0.000800
Training Epoch: 37 [7936/45000]	Loss: 0.3290	LR: 0.000800
Training Epoch: 37 [8192/45000]	Loss: 0.3110	LR: 0.000800
Training Epoch: 37 [8448/45000]	Loss: 0.2841	LR: 0.000800
Training Epoch: 37 [8704/45000]	Loss: 0.2727	LR: 0.000800
Training Epoch: 37 [8960/45000]	Loss: 0.2397	LR: 0.000800
Training Epoch: 37 [9216/45000]	Loss: 0.2738	LR: 0.000800
Training Epoch: 37 [9472/45000]	Loss: 0.2627	LR: 0.000800
Training Epoch: 37 [9728/45000]	Loss: 0.3092	LR: 0.000800
Training Epoch: 37 [9984/45000]	Loss: 0.2824	LR: 0.000800
Training Epoch: 37 [10240/45000]	Loss: 0.2905	LR: 0.000800
Training Epoch: 37 [10496/45000]	Loss: 0.2797	LR: 0.000800
Training Epoch: 37 [10752/45000]	Loss: 0.2541	LR: 0.000800
Training Epoch: 37 [11008/45000]	Loss: 0.3242	LR: 0.000800
Training Epoch: 37 [11264/45000]	Loss: 0.2513	LR: 0.000800
Training Epoch: 37 [11520/45000]	Loss: 0.3091	LR: 0.000800
Training Epoch: 37 [11776/45000]	Loss: 0.2960	LR: 0.000800
Training Epoch: 37 [12032/45000]	Loss: 0.3421	LR: 0.000800
Training Epoch: 37 [12288/45000]	Loss: 0.3144	LR: 0.000800
Training Epoch: 37 [12544/45000]	Loss: 0.2888	LR: 0.000800
Training Epoch: 37 [12800/45000]	Loss: 0.2889	LR: 0.000800
Training Epoch: 37 [13056/45000]	Loss: 0.2650	LR: 0.000800
Training Epoch: 37 [13312/45000]	Loss: 0.2993	LR: 0.000800
Training Epoch: 37 [13568/45000]	Loss: 0.2693	LR: 0.000800
Training Epoch: 37 [13824/45000]	Loss: 0.3110	LR: 0.000800
Training Epoch: 37 [14080/45000]	Loss: 0.3276	LR: 0.000800
Training Epoch: 37 [14336/45000]	Loss: 0.2970	LR: 0.000800
Training Epoch: 37 [14592/45000]	Loss: 0.2717	LR: 0.000800
Training Epoch: 37 [14848/45000]	Loss: 0.2436	LR: 0.000800
Training Epoch: 37 [15104/45000]	Loss: 0.3126	LR: 0.000800
Training Epoch: 37 [15360/45000]	Loss: 0.3327	LR: 0.000800
Training Epoch: 37 [15616/45000]	Loss: 0.2852	LR: 0.000800
Training Epoch: 37 [15872/45000]	Loss: 0.3941	LR: 0.000800
Training Epoch: 37 [16128/45000]	Loss: 0.3246	LR: 0.000800
Training Epoch: 37 [16384/45000]	Loss: 0.3170	LR: 0.000800
Training Epoch: 37 [16640/45000]	Loss: 0.3105	LR: 0.000800
Training Epoch: 37 [16896/45000]	Loss: 0.2633	LR: 0.000800
Training Epoch: 37 [17152/45000]	Loss: 0.3350	LR: 0.000800
Training Epoch: 37 [17408/45000]	Loss: 0.2484	LR: 0.000800
Training Epoch: 37 [17664/45000]	Loss: 0.3259	LR: 0.000800
Training Epoch: 37 [17920/45000]	Loss: 0.2568	LR: 0.000800
Training Epoch: 37 [18176/45000]	Loss: 0.2866	LR: 0.000800
Training Epoch: 37 [18432/45000]	Loss: 0.3791	LR: 0.000800
Training Epoch: 37 [18688/45000]	Loss: 0.3520	LR: 0.000800
Training Epoch: 37 [18944/45000]	Loss: 0.2482	LR: 0.000800
Training Epoch: 37 [19200/45000]	Loss: 0.3138	LR: 0.000800
Training Epoch: 37 [19456/45000]	Loss: 0.2898	LR: 0.000800
Training Epoch: 37 [19712/45000]	Loss: 0.2642	LR: 0.000800
Training Epoch: 37 [19968/45000]	Loss: 0.2980	LR: 0.000800
Training Epoch: 37 [20224/45000]	Loss: 0.3255	LR: 0.000800
Training Epoch: 37 [20480/45000]	Loss: 0.2943	LR: 0.000800
Training Epoch: 37 [20736/45000]	Loss: 0.3859	LR: 0.000800
Training Epoch: 37 [20992/45000]	Loss: 0.2638	LR: 0.000800
Training Epoch: 37 [21248/45000]	Loss: 0.3223	LR: 0.000800
Training Epoch: 37 [21504/45000]	Loss: 0.3211	LR: 0.000800
Training Epoch: 37 [21760/45000]	Loss: 0.2374	LR: 0.000800
Training Epoch: 37 [22016/45000]	Loss: 0.3164	LR: 0.000800
Training Epoch: 37 [22272/45000]	Loss: 0.2860	LR: 0.000800
Training Epoch: 37 [22528/45000]	Loss: 0.2590	LR: 0.000800
Training Epoch: 37 [22784/45000]	Loss: 0.2539	LR: 0.000800
Training Epoch: 37 [23040/45000]	Loss: 0.2950	LR: 0.000800
Training Epoch: 37 [23296/45000]	Loss: 0.3127	LR: 0.000800
Training Epoch: 37 [23552/45000]	Loss: 0.3263	LR: 0.000800
Training Epoch: 37 [23808/45000]	Loss: 0.2362	LR: 0.000800
Training Epoch: 37 [24064/45000]	Loss: 0.2487	LR: 0.000800
Training Epoch: 37 [24320/45000]	Loss: 0.2622	LR: 0.000800
Training Epoch: 37 [24576/45000]	Loss: 0.2962	LR: 0.000800
Training Epoch: 37 [24832/45000]	Loss: 0.2167	LR: 0.000800
Training Epoch: 37 [25088/45000]	Loss: 0.2145	LR: 0.000800
Training Epoch: 37 [25344/45000]	Loss: 0.2710	LR: 0.000800
Training Epoch: 37 [25600/45000]	Loss: 0.2320	LR: 0.000800
Training Epoch: 37 [25856/45000]	Loss: 0.2480	LR: 0.000800
Training Epoch: 37 [26112/45000]	Loss: 0.3014	LR: 0.000800
Training Epoch: 37 [26368/45000]	Loss: 0.2575	LR: 0.000800
Training Epoch: 37 [26624/45000]	Loss: 0.2833	LR: 0.000800
Training Epoch: 37 [26880/45000]	Loss: 0.3212	LR: 0.000800
Training Epoch: 37 [27136/45000]	Loss: 0.2918	LR: 0.000800
Training Epoch: 37 [27392/45000]	Loss: 0.3138	LR: 0.000800
Training Epoch: 37 [27648/45000]	Loss: 0.3374	LR: 0.000800
Training Epoch: 37 [27904/45000]	Loss: 0.2888	LR: 0.000800
Training Epoch: 37 [28160/45000]	Loss: 0.2978	LR: 0.000800
Training Epoch: 37 [28416/45000]	Loss: 0.3156	LR: 0.000800
Training Epoch: 37 [28672/45000]	Loss: 0.2940	LR: 0.000800
Training Epoch: 37 [28928/45000]	Loss: 0.2177	LR: 0.000800
Training Epoch: 37 [29184/45000]	Loss: 0.3136	LR: 0.000800
Training Epoch: 37 [29440/45000]	Loss: 0.2988	LR: 0.000800
Training Epoch: 37 [29696/45000]	Loss: 0.2865	LR: 0.000800
Training Epoch: 37 [29952/45000]	Loss: 0.2528	LR: 0.000800
Training Epoch: 37 [30208/45000]	Loss: 0.3337	LR: 0.000800
Training Epoch: 37 [30464/45000]	Loss: 0.2400	LR: 0.000800
Training Epoch: 37 [30720/45000]	Loss: 0.3340	LR: 0.000800
Training Epoch: 37 [30976/45000]	Loss: 0.3047	LR: 0.000800
Training Epoch: 37 [31232/45000]	Loss: 0.2883	LR: 0.000800
Training Epoch: 37 [31488/45000]	Loss: 0.2427	LR: 0.000800
Training Epoch: 37 [31744/45000]	Loss: 0.2332	LR: 0.000800
Training Epoch: 37 [32000/45000]	Loss: 0.3230	LR: 0.000800
Training Epoch: 37 [32256/45000]	Loss: 0.3025	LR: 0.000800
Training Epoch: 37 [32512/45000]	Loss: 0.3468	LR: 0.000800
Training Epoch: 37 [32768/45000]	Loss: 0.2995	LR: 0.000800
Training Epoch: 37 [33024/45000]	Loss: 0.2936	LR: 0.000800
Training Epoch: 37 [33280/45000]	Loss: 0.2525	LR: 0.000800
Training Epoch: 37 [33536/45000]	Loss: 0.2669	LR: 0.000800
Training Epoch: 37 [33792/45000]	Loss: 0.3351	LR: 0.000800
Training Epoch: 37 [34048/45000]	Loss: 0.2865	LR: 0.000800
Training Epoch: 37 [34304/45000]	Loss: 0.3278	LR: 0.000800
Training Epoch: 37 [34560/45000]	Loss: 0.2681	LR: 0.000800
Training Epoch: 37 [34816/45000]	Loss: 0.3667	LR: 0.000800
Training Epoch: 37 [35072/45000]	Loss: 0.2930	LR: 0.000800
Training Epoch: 37 [35328/45000]	Loss: 0.3083	LR: 0.000800
Training Epoch: 37 [35584/45000]	Loss: 0.2941	LR: 0.000800
Training Epoch: 37 [35840/45000]	Loss: 0.2499	LR: 0.000800
Training Epoch: 37 [36096/45000]	Loss: 0.2583	LR: 0.000800
Training Epoch: 37 [36352/45000]	Loss: 0.3300	LR: 0.000800
Training Epoch: 37 [36608/45000]	Loss: 0.3132	LR: 0.000800
Training Epoch: 37 [36864/45000]	Loss: 0.3241	LR: 0.000800
Training Epoch: 37 [37120/45000]	Loss: 0.2319	LR: 0.000800
Training Epoch: 37 [37376/45000]	Loss: 0.3112	LR: 0.000800
Training Epoch: 37 [37632/45000]	Loss: 0.2638	LR: 0.000800
Training Epoch: 37 [37888/45000]	Loss: 0.3463	LR: 0.000800
Training Epoch: 37 [38144/45000]	Loss: 0.3656	LR: 0.000800
Training Epoch: 37 [38400/45000]	Loss: 0.2948	LR: 0.000800
Training Epoch: 37 [38656/45000]	Loss: 0.2526	LR: 0.000800
Training Epoch: 37 [38912/45000]	Loss: 0.2943	LR: 0.000800
Training Epoch: 37 [39168/45000]	Loss: 0.3578	LR: 0.000800
Training Epoch: 37 [39424/45000]	Loss: 0.3462	LR: 0.000800
Training Epoch: 37 [39680/45000]	Loss: 0.3229	LR: 0.000800
Training Epoch: 37 [39936/45000]	Loss: 0.3265	LR: 0.000800
Training Epoch: 37 [40192/45000]	Loss: 0.2708	LR: 0.000800
Training Epoch: 37 [40448/45000]	Loss: 0.2615	LR: 0.000800
Training Epoch: 37 [40704/45000]	Loss: 0.2747	LR: 0.000800
Training Epoch: 37 [40960/45000]	Loss: 0.3706	LR: 0.000800
Training Epoch: 37 [41216/45000]	Loss: 0.3490	LR: 0.000800
Training Epoch: 37 [41472/45000]	Loss: 0.3288	LR: 0.000800
Training Epoch: 37 [41728/45000]	Loss: 0.2993	LR: 0.000800
Training Epoch: 37 [41984/45000]	Loss: 0.2493	LR: 0.000800
Training Epoch: 37 [42240/45000]	Loss: 0.2758	LR: 0.000800
Training Epoch: 37 [42496/45000]	Loss: 0.2851	LR: 0.000800
Training Epoch: 37 [42752/45000]	Loss: 0.3002	LR: 0.000800
Training Epoch: 37 [43008/45000]	Loss: 0.2994	LR: 0.000800
Training Epoch: 37 [43264/45000]	Loss: 0.3769	LR: 0.000800
Training Epoch: 37 [43520/45000]	Loss: 0.3306	LR: 0.000800
Training Epoch: 37 [43776/45000]	Loss: 0.2624	LR: 0.000800
Training Epoch: 37 [44032/45000]	Loss: 0.2051	LR: 0.000800
Training Epoch: 37 [44288/45000]	Loss: 0.4282	LR: 0.000800
Training Epoch: 37 [44544/45000]	Loss: 0.2657	LR: 0.000800
Training Epoch: 37 [44800/45000]	Loss: 0.2733	LR: 0.000800
Training Epoch: 37 [45000/45000]	Loss: 0.2482	LR: 0.000800
Epoch 37 - Average Train Loss: 0.2956, Train Accuracy: 0.9126
Epoch 37 training time consumed: 24.76s
Evaluating Network.....
Test set: Epoch: 37, Average loss: 0.0030, Accuracy: 0.7811, Time consumed:0.87s
Training Epoch: 38 [256/45000]	Loss: 0.3469	LR: 0.000800
Training Epoch: 38 [512/45000]	Loss: 0.3184	LR: 0.000800
Training Epoch: 38 [768/45000]	Loss: 0.3102	LR: 0.000800
Training Epoch: 38 [1024/45000]	Loss: 0.3274	LR: 0.000800
Training Epoch: 38 [1280/45000]	Loss: 0.2507	LR: 0.000800
Training Epoch: 38 [1536/45000]	Loss: 0.2362	LR: 0.000800
Training Epoch: 38 [1792/45000]	Loss: 0.2499	LR: 0.000800
Training Epoch: 38 [2048/45000]	Loss: 0.2853	LR: 0.000800
Training Epoch: 38 [2304/45000]	Loss: 0.3218	LR: 0.000800
Training Epoch: 38 [2560/45000]	Loss: 0.2576	LR: 0.000800
Training Epoch: 38 [2816/45000]	Loss: 0.2630	LR: 0.000800
Training Epoch: 38 [3072/45000]	Loss: 0.3056	LR: 0.000800
Training Epoch: 38 [3328/45000]	Loss: 0.3792	LR: 0.000800
Training Epoch: 38 [3584/45000]	Loss: 0.2811	LR: 0.000800
Training Epoch: 38 [3840/45000]	Loss: 0.2690	LR: 0.000800
Training Epoch: 38 [4096/45000]	Loss: 0.2872	LR: 0.000800
Training Epoch: 38 [4352/45000]	Loss: 0.3492	LR: 0.000800
Training Epoch: 38 [4608/45000]	Loss: 0.3369	LR: 0.000800
Training Epoch: 38 [4864/45000]	Loss: 0.2697	LR: 0.000800
Training Epoch: 38 [5120/45000]	Loss: 0.3196	LR: 0.000800
Training Epoch: 38 [5376/45000]	Loss: 0.2914	LR: 0.000800
Training Epoch: 38 [5632/45000]	Loss: 0.3196	LR: 0.000800
Training Epoch: 38 [5888/45000]	Loss: 0.3086	LR: 0.000800
Training Epoch: 38 [6144/45000]	Loss: 0.3182	LR: 0.000800
Training Epoch: 38 [6400/45000]	Loss: 0.2712	LR: 0.000800
Training Epoch: 38 [6656/45000]	Loss: 0.2912	LR: 0.000800
Training Epoch: 38 [6912/45000]	Loss: 0.2533	LR: 0.000800
Training Epoch: 38 [7168/45000]	Loss: 0.2994	LR: 0.000800
Training Epoch: 38 [7424/45000]	Loss: 0.2447	LR: 0.000800
Training Epoch: 38 [7680/45000]	Loss: 0.3255	LR: 0.000800
Training Epoch: 38 [7936/45000]	Loss: 0.2716	LR: 0.000800
Training Epoch: 38 [8192/45000]	Loss: 0.3397	LR: 0.000800
Training Epoch: 38 [8448/45000]	Loss: 0.2500	LR: 0.000800
Training Epoch: 38 [8704/45000]	Loss: 0.2448	LR: 0.000800
Training Epoch: 38 [8960/45000]	Loss: 0.3095	LR: 0.000800
Training Epoch: 38 [9216/45000]	Loss: 0.2619	LR: 0.000800
Training Epoch: 38 [9472/45000]	Loss: 0.2060	LR: 0.000800
Training Epoch: 38 [9728/45000]	Loss: 0.2720	LR: 0.000800
Training Epoch: 38 [9984/45000]	Loss: 0.2914	LR: 0.000800
Training Epoch: 38 [10240/45000]	Loss: 0.3044	LR: 0.000800
Training Epoch: 38 [10496/45000]	Loss: 0.3150	LR: 0.000800
Training Epoch: 38 [10752/45000]	Loss: 0.3140	LR: 0.000800
Training Epoch: 38 [11008/45000]	Loss: 0.3451	LR: 0.000800
Training Epoch: 38 [11264/45000]	Loss: 0.2866	LR: 0.000800
Training Epoch: 38 [11520/45000]	Loss: 0.3189	LR: 0.000800
Training Epoch: 38 [11776/45000]	Loss: 0.2913	LR: 0.000800
Training Epoch: 38 [12032/45000]	Loss: 0.2976	LR: 0.000800
Training Epoch: 38 [12288/45000]	Loss: 0.2272	LR: 0.000800
Training Epoch: 38 [12544/45000]	Loss: 0.2983	LR: 0.000800
Training Epoch: 38 [12800/45000]	Loss: 0.2954	LR: 0.000800
Training Epoch: 38 [13056/45000]	Loss: 0.3511	LR: 0.000800
Training Epoch: 38 [13312/45000]	Loss: 0.2386	LR: 0.000800
Training Epoch: 38 [13568/45000]	Loss: 0.2919	LR: 0.000800
Training Epoch: 38 [13824/45000]	Loss: 0.2700	LR: 0.000800
Training Epoch: 38 [14080/45000]	Loss: 0.2664	LR: 0.000800
Training Epoch: 38 [14336/45000]	Loss: 0.3006	LR: 0.000800
Training Epoch: 38 [14592/45000]	Loss: 0.2592	LR: 0.000800
Training Epoch: 38 [14848/45000]	Loss: 0.2835	LR: 0.000800
Training Epoch: 38 [15104/45000]	Loss: 0.3352	LR: 0.000800
Training Epoch: 38 [15360/45000]	Loss: 0.3275	LR: 0.000800
Training Epoch: 38 [15616/45000]	Loss: 0.3299	LR: 0.000800
Training Epoch: 38 [15872/45000]	Loss: 0.2443	LR: 0.000800
Training Epoch: 38 [16128/45000]	Loss: 0.3594	LR: 0.000800
Training Epoch: 38 [16384/45000]	Loss: 0.2803	LR: 0.000800
Training Epoch: 38 [16640/45000]	Loss: 0.2978	LR: 0.000800
Training Epoch: 38 [16896/45000]	Loss: 0.2389	LR: 0.000800
Training Epoch: 38 [17152/45000]	Loss: 0.2994	LR: 0.000800
Training Epoch: 38 [17408/45000]	Loss: 0.3207	LR: 0.000800
Training Epoch: 38 [17664/45000]	Loss: 0.3340	LR: 0.000800
Training Epoch: 38 [17920/45000]	Loss: 0.3119	LR: 0.000800
Training Epoch: 38 [18176/45000]	Loss: 0.3167	LR: 0.000800
Training Epoch: 38 [18432/45000]	Loss: 0.2951	LR: 0.000800
Training Epoch: 38 [18688/45000]	Loss: 0.3143	LR: 0.000800
Training Epoch: 38 [18944/45000]	Loss: 0.2800	LR: 0.000800
Training Epoch: 38 [19200/45000]	Loss: 0.3184	LR: 0.000800
Training Epoch: 38 [19456/45000]	Loss: 0.2272	LR: 0.000800
Training Epoch: 38 [19712/45000]	Loss: 0.2932	LR: 0.000800
Training Epoch: 38 [19968/45000]	Loss: 0.3786	LR: 0.000800
Training Epoch: 38 [20224/45000]	Loss: 0.2778	LR: 0.000800
Training Epoch: 38 [20480/45000]	Loss: 0.3119	LR: 0.000800
Training Epoch: 38 [20736/45000]	Loss: 0.2472	LR: 0.000800
Training Epoch: 38 [20992/45000]	Loss: 0.3421	LR: 0.000800
Training Epoch: 38 [21248/45000]	Loss: 0.3149	LR: 0.000800
Training Epoch: 38 [21504/45000]	Loss: 0.2862	LR: 0.000800
Training Epoch: 38 [21760/45000]	Loss: 0.2726	LR: 0.000800
Training Epoch: 38 [22016/45000]	Loss: 0.2754	LR: 0.000800
Training Epoch: 38 [22272/45000]	Loss: 0.3546	LR: 0.000800
Training Epoch: 38 [22528/45000]	Loss: 0.2741	LR: 0.000800
Training Epoch: 38 [22784/45000]	Loss: 0.2255	LR: 0.000800
Training Epoch: 38 [23040/45000]	Loss: 0.2866	LR: 0.000800
Training Epoch: 38 [23296/45000]	Loss: 0.2828	LR: 0.000800
Training Epoch: 38 [23552/45000]	Loss: 0.2319	LR: 0.000800
Training Epoch: 38 [23808/45000]	Loss: 0.2435	LR: 0.000800
Training Epoch: 38 [24064/45000]	Loss: 0.2674	LR: 0.000800
Training Epoch: 38 [24320/45000]	Loss: 0.3112	LR: 0.000800
Training Epoch: 38 [24576/45000]	Loss: 0.3686	LR: 0.000800
Training Epoch: 38 [24832/45000]	Loss: 0.3097	LR: 0.000800
Training Epoch: 38 [25088/45000]	Loss: 0.2694	LR: 0.000800
Training Epoch: 38 [25344/45000]	Loss: 0.2855	LR: 0.000800
Training Epoch: 38 [25600/45000]	Loss: 0.2922	LR: 0.000800
Training Epoch: 38 [25856/45000]	Loss: 0.2954	LR: 0.000800
Training Epoch: 38 [26112/45000]	Loss: 0.3347	LR: 0.000800
Training Epoch: 38 [26368/45000]	Loss: 0.2876	LR: 0.000800
Training Epoch: 38 [26624/45000]	Loss: 0.3462	LR: 0.000800
Training Epoch: 38 [26880/45000]	Loss: 0.2969	LR: 0.000800
Training Epoch: 38 [27136/45000]	Loss: 0.2396	LR: 0.000800
Training Epoch: 38 [27392/45000]	Loss: 0.3412	LR: 0.000800
Training Epoch: 38 [27648/45000]	Loss: 0.3061	LR: 0.000800
Training Epoch: 38 [27904/45000]	Loss: 0.3261	LR: 0.000800
Training Epoch: 38 [28160/45000]	Loss: 0.2773	LR: 0.000800
Training Epoch: 38 [28416/45000]	Loss: 0.3412	LR: 0.000800
Training Epoch: 38 [28672/45000]	Loss: 0.2607	LR: 0.000800
Training Epoch: 38 [28928/45000]	Loss: 0.2520	LR: 0.000800
Training Epoch: 38 [29184/45000]	Loss: 0.2904	LR: 0.000800
Training Epoch: 38 [29440/45000]	Loss: 0.3537	LR: 0.000800
Training Epoch: 38 [29696/45000]	Loss: 0.2255	LR: 0.000800
Training Epoch: 38 [29952/45000]	Loss: 0.3211	LR: 0.000800
Training Epoch: 38 [30208/45000]	Loss: 0.2844	LR: 0.000800
Training Epoch: 38 [30464/45000]	Loss: 0.2685	LR: 0.000800
Training Epoch: 38 [30720/45000]	Loss: 0.2866	LR: 0.000800
Training Epoch: 38 [30976/45000]	Loss: 0.3126	LR: 0.000800
Training Epoch: 38 [31232/45000]	Loss: 0.2981	LR: 0.000800
Training Epoch: 38 [31488/45000]	Loss: 0.2311	LR: 0.000800
Training Epoch: 38 [31744/45000]	Loss: 0.3232	LR: 0.000800
Training Epoch: 38 [32000/45000]	Loss: 0.3470	LR: 0.000800
Training Epoch: 38 [32256/45000]	Loss: 0.2878	LR: 0.000800
Training Epoch: 38 [32512/45000]	Loss: 0.2496	LR: 0.000800
Training Epoch: 38 [32768/45000]	Loss: 0.2447	LR: 0.000800
Training Epoch: 38 [33024/45000]	Loss: 0.2664	LR: 0.000800
Training Epoch: 38 [33280/45000]	Loss: 0.2782	LR: 0.000800
Training Epoch: 38 [33536/45000]	Loss: 0.2604	LR: 0.000800
Training Epoch: 38 [33792/45000]	Loss: 0.2379	LR: 0.000800
Training Epoch: 38 [34048/45000]	Loss: 0.2858	LR: 0.000800
Training Epoch: 38 [34304/45000]	Loss: 0.3038	LR: 0.000800
Training Epoch: 38 [34560/45000]	Loss: 0.3347	LR: 0.000800
Training Epoch: 38 [34816/45000]	Loss: 0.3727	LR: 0.000800
Training Epoch: 38 [35072/45000]	Loss: 0.2830	LR: 0.000800
Training Epoch: 38 [35328/45000]	Loss: 0.2876	LR: 0.000800
Training Epoch: 38 [35584/45000]	Loss: 0.2982	LR: 0.000800
Training Epoch: 38 [35840/45000]	Loss: 0.3132	LR: 0.000800
Training Epoch: 38 [36096/45000]	Loss: 0.3203	LR: 0.000800
Training Epoch: 38 [36352/45000]	Loss: 0.3066	LR: 0.000800
Training Epoch: 38 [36608/45000]	Loss: 0.3174	LR: 0.000800
Training Epoch: 38 [36864/45000]	Loss: 0.2911	LR: 0.000800
Training Epoch: 38 [37120/45000]	Loss: 0.3231	LR: 0.000800
Training Epoch: 38 [37376/45000]	Loss: 0.2913	LR: 0.000800
Training Epoch: 38 [37632/45000]	Loss: 0.3299	LR: 0.000800
Training Epoch: 38 [37888/45000]	Loss: 0.2497	LR: 0.000800
Training Epoch: 38 [38144/45000]	Loss: 0.3012	LR: 0.000800
Training Epoch: 38 [38400/45000]	Loss: 0.3073	LR: 0.000800
Training Epoch: 38 [38656/45000]	Loss: 0.3145	LR: 0.000800
Training Epoch: 38 [38912/45000]	Loss: 0.2978	LR: 0.000800
Training Epoch: 38 [39168/45000]	Loss: 0.3447	LR: 0.000800
Training Epoch: 38 [39424/45000]	Loss: 0.2422	LR: 0.000800
Training Epoch: 38 [39680/45000]	Loss: 0.3908	LR: 0.000800
Training Epoch: 38 [39936/45000]	Loss: 0.2538	LR: 0.000800
Training Epoch: 38 [40192/45000]	Loss: 0.3152	LR: 0.000800
Training Epoch: 38 [40448/45000]	Loss: 0.3150	LR: 0.000800
Training Epoch: 38 [40704/45000]	Loss: 0.2999	LR: 0.000800
Training Epoch: 38 [40960/45000]	Loss: 0.2148	LR: 0.000800
Training Epoch: 38 [41216/45000]	Loss: 0.2826	LR: 0.000800
Training Epoch: 38 [41472/45000]	Loss: 0.3528	LR: 0.000800
Training Epoch: 38 [41728/45000]	Loss: 0.3057	LR: 0.000800
Training Epoch: 38 [41984/45000]	Loss: 0.3005	LR: 0.000800
Training Epoch: 38 [42240/45000]	Loss: 0.2950	LR: 0.000800
Training Epoch: 38 [42496/45000]	Loss: 0.3112	LR: 0.000800
Training Epoch: 38 [42752/45000]	Loss: 0.3276	LR: 0.000800
Training Epoch: 38 [43008/45000]	Loss: 0.2587	LR: 0.000800
Training Epoch: 38 [43264/45000]	Loss: 0.3214	LR: 0.000800
Training Epoch: 38 [43520/45000]	Loss: 0.3217	LR: 0.000800
Training Epoch: 38 [43776/45000]	Loss: 0.3346	LR: 0.000800
Training Epoch: 38 [44032/45000]	Loss: 0.3578	LR: 0.000800
Training Epoch: 38 [44288/45000]	Loss: 0.2770	LR: 0.000800
Training Epoch: 38 [44544/45000]	Loss: 0.2797	LR: 0.000800
Training Epoch: 38 [44800/45000]	Loss: 0.3530	LR: 0.000800
Training Epoch: 38 [45000/45000]	Loss: 0.3027	LR: 0.000800
Epoch 38 - Average Train Loss: 0.2959, Train Accuracy: 0.9128
Epoch 38 training time consumed: 24.86s
Evaluating Network.....
Test set: Epoch: 38, Average loss: 0.0030, Accuracy: 0.7819, Time consumed:0.93s
Training Epoch: 39 [256/45000]	Loss: 0.3248	LR: 0.000800
Training Epoch: 39 [512/45000]	Loss: 0.2400	LR: 0.000800
Training Epoch: 39 [768/45000]	Loss: 0.2571	LR: 0.000800
Training Epoch: 39 [1024/45000]	Loss: 0.3085	LR: 0.000800
Training Epoch: 39 [1280/45000]	Loss: 0.3317	LR: 0.000800
Training Epoch: 39 [1536/45000]	Loss: 0.2864	LR: 0.000800
Training Epoch: 39 [1792/45000]	Loss: 0.2518	LR: 0.000800
Training Epoch: 39 [2048/45000]	Loss: 0.2294	LR: 0.000800
Training Epoch: 39 [2304/45000]	Loss: 0.2348	LR: 0.000800
Training Epoch: 39 [2560/45000]	Loss: 0.2244	LR: 0.000800
Training Epoch: 39 [2816/45000]	Loss: 0.2402	LR: 0.000800
Training Epoch: 39 [3072/45000]	Loss: 0.3524	LR: 0.000800
Training Epoch: 39 [3328/45000]	Loss: 0.2988	LR: 0.000800
Training Epoch: 39 [3584/45000]	Loss: 0.3031	LR: 0.000800
Training Epoch: 39 [3840/45000]	Loss: 0.2769	LR: 0.000800
Training Epoch: 39 [4096/45000]	Loss: 0.2571	LR: 0.000800
Training Epoch: 39 [4352/45000]	Loss: 0.3280	LR: 0.000800
Training Epoch: 39 [4608/45000]	Loss: 0.3452	LR: 0.000800
Training Epoch: 39 [4864/45000]	Loss: 0.3241	LR: 0.000800
Training Epoch: 39 [5120/45000]	Loss: 0.2345	LR: 0.000800
Training Epoch: 39 [5376/45000]	Loss: 0.3027	LR: 0.000800
Training Epoch: 39 [5632/45000]	Loss: 0.2882	LR: 0.000800
Training Epoch: 39 [5888/45000]	Loss: 0.3202	LR: 0.000800
Training Epoch: 39 [6144/45000]	Loss: 0.3208	LR: 0.000800
Training Epoch: 39 [6400/45000]	Loss: 0.2637	LR: 0.000800
Training Epoch: 39 [6656/45000]	Loss: 0.2784	LR: 0.000800
Training Epoch: 39 [6912/45000]	Loss: 0.3004	LR: 0.000800
Training Epoch: 39 [7168/45000]	Loss: 0.2888	LR: 0.000800
Training Epoch: 39 [7424/45000]	Loss: 0.3121	LR: 0.000800
Training Epoch: 39 [7680/45000]	Loss: 0.2529	LR: 0.000800
Training Epoch: 39 [7936/45000]	Loss: 0.3194	LR: 0.000800
Training Epoch: 39 [8192/45000]	Loss: 0.3096	LR: 0.000800
Training Epoch: 39 [8448/45000]	Loss: 0.2517	LR: 0.000800
Training Epoch: 39 [8704/45000]	Loss: 0.2801	LR: 0.000800
Training Epoch: 39 [8960/45000]	Loss: 0.3375	LR: 0.000800
Training Epoch: 39 [9216/45000]	Loss: 0.2875	LR: 0.000800
Training Epoch: 39 [9472/45000]	Loss: 0.3129	LR: 0.000800
Training Epoch: 39 [9728/45000]	Loss: 0.3181	LR: 0.000800
Training Epoch: 39 [9984/45000]	Loss: 0.3030	LR: 0.000800
Training Epoch: 39 [10240/45000]	Loss: 0.3058	LR: 0.000800
Training Epoch: 39 [10496/45000]	Loss: 0.2830	LR: 0.000800
Training Epoch: 39 [10752/45000]	Loss: 0.2513	LR: 0.000800
Training Epoch: 39 [11008/45000]	Loss: 0.3355	LR: 0.000800
Training Epoch: 39 [11264/45000]	Loss: 0.2475	LR: 0.000800
Training Epoch: 39 [11520/45000]	Loss: 0.2513	LR: 0.000800
Training Epoch: 39 [11776/45000]	Loss: 0.3024	LR: 0.000800
Training Epoch: 39 [12032/45000]	Loss: 0.3707	LR: 0.000800
Training Epoch: 39 [12288/45000]	Loss: 0.2787	LR: 0.000800
Training Epoch: 39 [12544/45000]	Loss: 0.3270	LR: 0.000800
Training Epoch: 39 [12800/45000]	Loss: 0.2784	LR: 0.000800
Training Epoch: 39 [13056/45000]	Loss: 0.3113	LR: 0.000800
Training Epoch: 39 [13312/45000]	Loss: 0.2940	LR: 0.000800
Training Epoch: 39 [13568/45000]	Loss: 0.2895	LR: 0.000800
Training Epoch: 39 [13824/45000]	Loss: 0.3349	LR: 0.000800
Training Epoch: 39 [14080/45000]	Loss: 0.2691	LR: 0.000800
Training Epoch: 39 [14336/45000]	Loss: 0.3124	LR: 0.000800
Training Epoch: 39 [14592/45000]	Loss: 0.2536	LR: 0.000800
Training Epoch: 39 [14848/45000]	Loss: 0.3014	LR: 0.000800
Training Epoch: 39 [15104/45000]	Loss: 0.3272	LR: 0.000800
Training Epoch: 39 [15360/45000]	Loss: 0.2405	LR: 0.000800
Training Epoch: 39 [15616/45000]	Loss: 0.3465	LR: 0.000800
Training Epoch: 39 [15872/45000]	Loss: 0.2447	LR: 0.000800
Training Epoch: 39 [16128/45000]	Loss: 0.3105	LR: 0.000800
Training Epoch: 39 [16384/45000]	Loss: 0.2698	LR: 0.000800
Training Epoch: 39 [16640/45000]	Loss: 0.3007	LR: 0.000800
Training Epoch: 39 [16896/45000]	Loss: 0.2892	LR: 0.000800
Training Epoch: 39 [17152/45000]	Loss: 0.2367	LR: 0.000800
Training Epoch: 39 [17408/45000]	Loss: 0.2666	LR: 0.000800
Training Epoch: 39 [17664/45000]	Loss: 0.2957	LR: 0.000800
Training Epoch: 39 [17920/45000]	Loss: 0.3331	LR: 0.000800
Training Epoch: 39 [18176/45000]	Loss: 0.3500	LR: 0.000800
Training Epoch: 39 [18432/45000]	Loss: 0.2642	LR: 0.000800
Training Epoch: 39 [18688/45000]	Loss: 0.3116	LR: 0.000800
Training Epoch: 39 [18944/45000]	Loss: 0.2799	LR: 0.000800
Training Epoch: 39 [19200/45000]	Loss: 0.3027	LR: 0.000800
Training Epoch: 39 [19456/45000]	Loss: 0.2343	LR: 0.000800
Training Epoch: 39 [19712/45000]	Loss: 0.3101	LR: 0.000800
Training Epoch: 39 [19968/45000]	Loss: 0.3890	LR: 0.000800
Training Epoch: 39 [20224/45000]	Loss: 0.2490	LR: 0.000800
Training Epoch: 39 [20480/45000]	Loss: 0.3218	LR: 0.000800
Training Epoch: 39 [20736/45000]	Loss: 0.2649	LR: 0.000800
Training Epoch: 39 [20992/45000]	Loss: 0.2708	LR: 0.000800
Training Epoch: 39 [21248/45000]	Loss: 0.3058	LR: 0.000800
Training Epoch: 39 [21504/45000]	Loss: 0.2628	LR: 0.000800
Training Epoch: 39 [21760/45000]	Loss: 0.3170	LR: 0.000800
Training Epoch: 39 [22016/45000]	Loss: 0.2281	LR: 0.000800
Training Epoch: 39 [22272/45000]	Loss: 0.2971	LR: 0.000800
Training Epoch: 39 [22528/45000]	Loss: 0.2644	LR: 0.000800
Training Epoch: 39 [22784/45000]	Loss: 0.2684	LR: 0.000800
Training Epoch: 39 [23040/45000]	Loss: 0.3038	LR: 0.000800
Training Epoch: 39 [23296/45000]	Loss: 0.2846	LR: 0.000800
Training Epoch: 39 [23552/45000]	Loss: 0.2943	LR: 0.000800
Training Epoch: 39 [23808/45000]	Loss: 0.3091	LR: 0.000800
Training Epoch: 39 [24064/45000]	Loss: 0.2789	LR: 0.000800
Training Epoch: 39 [24320/45000]	Loss: 0.2864	LR: 0.000800
Training Epoch: 39 [24576/45000]	Loss: 0.2876	LR: 0.000800
Training Epoch: 39 [24832/45000]	Loss: 0.2673	LR: 0.000800
Training Epoch: 39 [25088/45000]	Loss: 0.2453	LR: 0.000800
Training Epoch: 39 [25344/45000]	Loss: 0.3109	LR: 0.000800
Training Epoch: 39 [25600/45000]	Loss: 0.2762	LR: 0.000800
Training Epoch: 39 [25856/45000]	Loss: 0.1710	LR: 0.000800
Training Epoch: 39 [26112/45000]	Loss: 0.2716	LR: 0.000800
Training Epoch: 39 [26368/45000]	Loss: 0.3097	LR: 0.000800
Training Epoch: 39 [26624/45000]	Loss: 0.2983	LR: 0.000800
Training Epoch: 39 [26880/45000]	Loss: 0.3499	LR: 0.000800
Training Epoch: 39 [27136/45000]	Loss: 0.2854	LR: 0.000800
Training Epoch: 39 [27392/45000]	Loss: 0.2931	LR: 0.000800
Training Epoch: 39 [27648/45000]	Loss: 0.2457	LR: 0.000800
Training Epoch: 39 [27904/45000]	Loss: 0.3091	LR: 0.000800
Training Epoch: 39 [28160/45000]	Loss: 0.2932	LR: 0.000800
Training Epoch: 39 [28416/45000]	Loss: 0.2399	LR: 0.000800
Training Epoch: 39 [28672/45000]	Loss: 0.3242	LR: 0.000800
Training Epoch: 39 [28928/45000]	Loss: 0.2537	LR: 0.000800
Training Epoch: 39 [29184/45000]	Loss: 0.3246	LR: 0.000800
Training Epoch: 39 [29440/45000]	Loss: 0.3318	LR: 0.000800
Training Epoch: 39 [29696/45000]	Loss: 0.3350	LR: 0.000800
Training Epoch: 39 [29952/45000]	Loss: 0.3455	LR: 0.000800
Training Epoch: 39 [30208/45000]	Loss: 0.3040	LR: 0.000800
Training Epoch: 39 [30464/45000]	Loss: 0.3422	LR: 0.000800
Training Epoch: 39 [30720/45000]	Loss: 0.2670	LR: 0.000800
Training Epoch: 39 [30976/45000]	Loss: 0.2782	LR: 0.000800
Training Epoch: 39 [31232/45000]	Loss: 0.2852	LR: 0.000800
Training Epoch: 39 [31488/45000]	Loss: 0.2695	LR: 0.000800
Training Epoch: 39 [31744/45000]	Loss: 0.2827	LR: 0.000800
Training Epoch: 39 [32000/45000]	Loss: 0.3180	LR: 0.000800
Training Epoch: 39 [32256/45000]	Loss: 0.2471	LR: 0.000800
Training Epoch: 39 [32512/45000]	Loss: 0.2087	LR: 0.000800
Training Epoch: 39 [32768/45000]	Loss: 0.2326	LR: 0.000800
Training Epoch: 39 [33024/45000]	Loss: 0.3226	LR: 0.000800
Training Epoch: 39 [33280/45000]	Loss: 0.2571	LR: 0.000800
Training Epoch: 39 [33536/45000]	Loss: 0.3370	LR: 0.000800
Training Epoch: 39 [33792/45000]	Loss: 0.3158	LR: 0.000800
Training Epoch: 39 [34048/45000]	Loss: 0.3250	LR: 0.000800
Training Epoch: 39 [34304/45000]	Loss: 0.2570	LR: 0.000800
Training Epoch: 39 [34560/45000]	Loss: 0.3137	LR: 0.000800
Training Epoch: 39 [34816/45000]	Loss: 0.3003	LR: 0.000800
Training Epoch: 39 [35072/45000]	Loss: 0.2587	LR: 0.000800
Training Epoch: 39 [35328/45000]	Loss: 0.2749	LR: 0.000800
Training Epoch: 39 [35584/45000]	Loss: 0.2729	LR: 0.000800
Training Epoch: 39 [35840/45000]	Loss: 0.2837	LR: 0.000800
Training Epoch: 39 [36096/45000]	Loss: 0.2580	LR: 0.000800
Training Epoch: 39 [36352/45000]	Loss: 0.3147	LR: 0.000800
Training Epoch: 39 [36608/45000]	Loss: 0.3648	LR: 0.000800
Training Epoch: 39 [36864/45000]	Loss: 0.3255	LR: 0.000800
Training Epoch: 39 [37120/45000]	Loss: 0.2848	LR: 0.000800
Training Epoch: 39 [37376/45000]	Loss: 0.2525	LR: 0.000800
Training Epoch: 39 [37632/45000]	Loss: 0.3003	LR: 0.000800
Training Epoch: 39 [37888/45000]	Loss: 0.3164	LR: 0.000800
Training Epoch: 39 [38144/45000]	Loss: 0.2606	LR: 0.000800
Training Epoch: 39 [38400/45000]	Loss: 0.2950	LR: 0.000800
Training Epoch: 39 [38656/45000]	Loss: 0.3102	LR: 0.000800
Training Epoch: 39 [38912/45000]	Loss: 0.3243	LR: 0.000800
Training Epoch: 39 [39168/45000]	Loss: 0.2087	LR: 0.000800
Training Epoch: 39 [39424/45000]	Loss: 0.2923	LR: 0.000800
Training Epoch: 39 [39680/45000]	Loss: 0.3433	LR: 0.000800
Training Epoch: 39 [39936/45000]	Loss: 0.2895	LR: 0.000800
Training Epoch: 39 [40192/45000]	Loss: 0.2971	LR: 0.000800
Training Epoch: 39 [40448/45000]	Loss: 0.2802	LR: 0.000800
Training Epoch: 39 [40704/45000]	Loss: 0.2694	LR: 0.000800
Training Epoch: 39 [40960/45000]	Loss: 0.3096	LR: 0.000800
Training Epoch: 39 [41216/45000]	Loss: 0.2836	LR: 0.000800
Training Epoch: 39 [41472/45000]	Loss: 0.2740	LR: 0.000800
Training Epoch: 39 [41728/45000]	Loss: 0.3476	LR: 0.000800
Training Epoch: 39 [41984/45000]	Loss: 0.2178	LR: 0.000800
Training Epoch: 39 [42240/45000]	Loss: 0.2984	LR: 0.000800
Training Epoch: 39 [42496/45000]	Loss: 0.2518	LR: 0.000800
Training Epoch: 39 [42752/45000]	Loss: 0.3017	LR: 0.000800
Training Epoch: 39 [43008/45000]	Loss: 0.2298	LR: 0.000800
Training Epoch: 39 [43264/45000]	Loss: 0.2438	LR: 0.000800
Training Epoch: 39 [43520/45000]	Loss: 0.2684	LR: 0.000800
Training Epoch: 39 [43776/45000]	Loss: 0.3723	LR: 0.000800
Training Epoch: 39 [44032/45000]	Loss: 0.2777	LR: 0.000800
Training Epoch: 39 [44288/45000]	Loss: 0.2948	LR: 0.000800
Training Epoch: 39 [44544/45000]	Loss: 0.3131	LR: 0.000800
Training Epoch: 39 [44800/45000]	Loss: 0.2444	LR: 0.000800
Training Epoch: 39 [45000/45000]	Loss: 0.3916	LR: 0.000800
Epoch 39 - Average Train Loss: 0.2899, Train Accuracy: 0.9131
Epoch 39 training time consumed: 25.04s
Evaluating Network.....
Test set: Epoch: 39, Average loss: 0.0030, Accuracy: 0.7833, Time consumed:0.99s
Saving weights file to checkpoint/retrain/AllCNN/Monday_14_July_2025_00h_22m_16s/AllCNN-Cifar20-seed2-ret100-39-best.pth
Training Epoch: 40 [256/45000]	Loss: 0.1989	LR: 0.000800
Training Epoch: 40 [512/45000]	Loss: 0.2564	LR: 0.000800
Training Epoch: 40 [768/45000]	Loss: 0.2927	LR: 0.000800
Training Epoch: 40 [1024/45000]	Loss: 0.2232	LR: 0.000800
Training Epoch: 40 [1280/45000]	Loss: 0.3146	LR: 0.000800
Training Epoch: 40 [1536/45000]	Loss: 0.2936	LR: 0.000800
Training Epoch: 40 [1792/45000]	Loss: 0.2775	LR: 0.000800
Training Epoch: 40 [2048/45000]	Loss: 0.3147	LR: 0.000800
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Training Epoch: 40 [2560/45000]	Loss: 0.3653	LR: 0.000800
Training Epoch: 40 [2816/45000]	Loss: 0.2838	LR: 0.000800
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Training Epoch: 40 [28416/45000]	Loss: 0.2579	LR: 0.000800
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Training Epoch: 40 [28928/45000]	Loss: 0.3395	LR: 0.000800
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Training Epoch: 40 [39424/45000]	Loss: 0.2325	LR: 0.000800
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Training Epoch: 40 [40192/45000]	Loss: 0.2850	LR: 0.000800
Training Epoch: 40 [40448/45000]	Loss: 0.3809	LR: 0.000800
Training Epoch: 40 [40704/45000]	Loss: 0.2851	LR: 0.000800
Training Epoch: 40 [40960/45000]	Loss: 0.2730	LR: 0.000800
Training Epoch: 40 [41216/45000]	Loss: 0.3617	LR: 0.000800
Training Epoch: 40 [41472/45000]	Loss: 0.2947	LR: 0.000800
Training Epoch: 40 [41728/45000]	Loss: 0.4012	LR: 0.000800
Training Epoch: 40 [41984/45000]	Loss: 0.3203	LR: 0.000800
Training Epoch: 40 [42240/45000]	Loss: 0.3498	LR: 0.000800
Training Epoch: 40 [42496/45000]	Loss: 0.2834	LR: 0.000800
Training Epoch: 40 [42752/45000]	Loss: 0.2756	LR: 0.000800
Training Epoch: 40 [43008/45000]	Loss: 0.3041	LR: 0.000800
Training Epoch: 40 [43264/45000]	Loss: 0.2018	LR: 0.000800
Training Epoch: 40 [43520/45000]	Loss: 0.2470	LR: 0.000800
Training Epoch: 40 [43776/45000]	Loss: 0.2860	LR: 0.000800
Training Epoch: 40 [44032/45000]	Loss: 0.2363	LR: 0.000800
Training Epoch: 40 [44288/45000]	Loss: 0.2525	LR: 0.000800
Training Epoch: 40 [44544/45000]	Loss: 0.2713	LR: 0.000800
Training Epoch: 40 [44800/45000]	Loss: 0.3048	LR: 0.000800
Training Epoch: 40 [45000/45000]	Loss: 0.2633	LR: 0.000800
Epoch 40 - Average Train Loss: 0.2863, Train Accuracy: 0.9154
Epoch 40 training time consumed: 24.78s
Evaluating Network.....
Test set: Epoch: 40, Average loss: 0.0030, Accuracy: 0.7803, Time consumed:0.90s
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: 78.251953125
Retain Accuracy: 92.11479187011719
Zero-Retain Forget (ZRF): 0.9153770804405212
Membership Inference Attack (MIA): 0.5376
Forget vs Retain Membership Inference Attack (MIA): 0.555
Forget vs Test Membership Inference Attack (MIA): 0.5255
Test vs Retain Membership Inference Attack (MIA): 0.48175
Train vs Test Membership Inference Attack (MIA): 0.56075
Forget Set Accuracy (Df): 76.89912414550781
Method Execution Time: 1534.15 seconds
