hello
hello

📌S Retain class distribution for seed 9:
Class 0: 4500
Class 1: 4500
Class 2: 4500
Class 3: 4500
Class 4: 4500
Class 5: 4500
Class 6: 4500
Class 7: 4500
Class 8: 4500
Class 9: 4500

📌 Forget class distribution for seed 9:
Class 0: 500
Class 1: 500
Class 2: 500
Class 3: 500
Class 4: 500
Class 5: 500
Class 6: 500
Class 7: 500
Class 8: 500
Class 9: 500
hello
hello
⚠️ Warning: Retain train loader may not be shuffled.
Training Epoch: 1 [256/45000]	Loss: 2.4859	LR: 0.000000
Training Epoch: 1 [512/45000]	Loss: 2.4770	LR: 0.000568
Training Epoch: 1 [768/45000]	Loss: 2.4866	LR: 0.001136
Training Epoch: 1 [1024/45000]	Loss: 2.4209	LR: 0.001705
Training Epoch: 1 [1280/45000]	Loss: 2.3877	LR: 0.002273
Training Epoch: 1 [1536/45000]	Loss: 2.3328	LR: 0.002841
Training Epoch: 1 [1792/45000]	Loss: 2.2532	LR: 0.003409
Training Epoch: 1 [2048/45000]	Loss: 2.2486	LR: 0.003977
Training Epoch: 1 [2304/45000]	Loss: 2.2837	LR: 0.004545
Training Epoch: 1 [2560/45000]	Loss: 2.3396	LR: 0.005114
Training Epoch: 1 [2816/45000]	Loss: 2.2910	LR: 0.005682
Training Epoch: 1 [3072/45000]	Loss: 2.2739	LR: 0.006250
Training Epoch: 1 [3328/45000]	Loss: 2.3100	LR: 0.006818
Training Epoch: 1 [3584/45000]	Loss: 2.0497	LR: 0.007386
Training Epoch: 1 [3840/45000]	Loss: 2.1293	LR: 0.007955
Training Epoch: 1 [4096/45000]	Loss: 2.1920	LR: 0.008523
Training Epoch: 1 [4352/45000]	Loss: 2.0747	LR: 0.009091
Training Epoch: 1 [4608/45000]	Loss: 2.1844	LR: 0.009659
Training Epoch: 1 [4864/45000]	Loss: 2.0327	LR: 0.010227
Training Epoch: 1 [5120/45000]	Loss: 1.9853	LR: 0.010795
Training Epoch: 1 [5376/45000]	Loss: 1.8851	LR: 0.011364
Training Epoch: 1 [5632/45000]	Loss: 1.8326	LR: 0.011932
Training Epoch: 1 [5888/45000]	Loss: 1.8391	LR: 0.012500
Training Epoch: 1 [6144/45000]	Loss: 1.9746	LR: 0.013068
Training Epoch: 1 [6400/45000]	Loss: 1.9494	LR: 0.013636
Training Epoch: 1 [6656/45000]	Loss: 1.8783	LR: 0.014205
Training Epoch: 1 [6912/45000]	Loss: 1.9170	LR: 0.014773
Training Epoch: 1 [7168/45000]	Loss: 2.0284	LR: 0.015341
Training Epoch: 1 [7424/45000]	Loss: 1.9040	LR: 0.015909
Training Epoch: 1 [7680/45000]	Loss: 1.9042	LR: 0.016477
Training Epoch: 1 [7936/45000]	Loss: 1.7502	LR: 0.017045
Training Epoch: 1 [8192/45000]	Loss: 1.7565	LR: 0.017614
Training Epoch: 1 [8448/45000]	Loss: 1.7526	LR: 0.018182
Training Epoch: 1 [8704/45000]	Loss: 1.8882	LR: 0.018750
Training Epoch: 1 [8960/45000]	Loss: 1.7909	LR: 0.019318
Training Epoch: 1 [9216/45000]	Loss: 1.7943	LR: 0.019886
Training Epoch: 1 [9472/45000]	Loss: 1.7851	LR: 0.020455
Training Epoch: 1 [9728/45000]	Loss: 1.7882	LR: 0.021023
Training Epoch: 1 [9984/45000]	Loss: 1.7701	LR: 0.021591
Training Epoch: 1 [10240/45000]	Loss: 1.6330	LR: 0.022159
Training Epoch: 1 [10496/45000]	Loss: 1.7824	LR: 0.022727
Training Epoch: 1 [10752/45000]	Loss: 1.8157	LR: 0.023295
Training Epoch: 1 [11008/45000]	Loss: 1.7922	LR: 0.023864
Training Epoch: 1 [11264/45000]	Loss: 1.6745	LR: 0.024432
Training Epoch: 1 [11520/45000]	Loss: 1.9050	LR: 0.025000
Training Epoch: 1 [11776/45000]	Loss: 1.7594	LR: 0.025568
Training Epoch: 1 [12032/45000]	Loss: 1.8316	LR: 0.026136
Training Epoch: 1 [12288/45000]	Loss: 1.7906	LR: 0.026705
Training Epoch: 1 [12544/45000]	Loss: 1.8101	LR: 0.027273
Training Epoch: 1 [12800/45000]	Loss: 1.9068	LR: 0.027841
Training Epoch: 1 [13056/45000]	Loss: 1.7985	LR: 0.028409
Training Epoch: 1 [13312/45000]	Loss: 1.7390	LR: 0.028977
Training Epoch: 1 [13568/45000]	Loss: 1.8217	LR: 0.029545
Training Epoch: 1 [13824/45000]	Loss: 1.6610	LR: 0.030114
Training Epoch: 1 [14080/45000]	Loss: 1.8149	LR: 0.030682
Training Epoch: 1 [14336/45000]	Loss: 1.7653	LR: 0.031250
Training Epoch: 1 [14592/45000]	Loss: 1.7626	LR: 0.031818
Training Epoch: 1 [14848/45000]	Loss: 1.7311	LR: 0.032386
Training Epoch: 1 [15104/45000]	Loss: 1.7537	LR: 0.032955
Training Epoch: 1 [15360/45000]	Loss: 1.7449	LR: 0.033523
Training Epoch: 1 [15616/45000]	Loss: 1.8014	LR: 0.034091
Training Epoch: 1 [15872/45000]	Loss: 1.7677	LR: 0.034659
Training Epoch: 1 [16128/45000]	Loss: 1.7284	LR: 0.035227
Training Epoch: 1 [16384/45000]	Loss: 1.7944	LR: 0.035795
Training Epoch: 1 [16640/45000]	Loss: 1.6117	LR: 0.036364
Training Epoch: 1 [16896/45000]	Loss: 1.7790	LR: 0.036932
Training Epoch: 1 [17152/45000]	Loss: 1.6905	LR: 0.037500
Training Epoch: 1 [17408/45000]	Loss: 1.7439	LR: 0.038068
Training Epoch: 1 [17664/45000]	Loss: 1.6075	LR: 0.038636
Training Epoch: 1 [17920/45000]	Loss: 1.7310	LR: 0.039205
Training Epoch: 1 [18176/45000]	Loss: 1.5370	LR: 0.039773
Training Epoch: 1 [18432/45000]	Loss: 1.6781	LR: 0.040341
Training Epoch: 1 [18688/45000]	Loss: 1.6039	LR: 0.040909
Training Epoch: 1 [18944/45000]	Loss: 1.7884	LR: 0.041477
Training Epoch: 1 [19200/45000]	Loss: 1.7067	LR: 0.042045
Training Epoch: 1 [19456/45000]	Loss: 1.6465	LR: 0.042614
Training Epoch: 1 [19712/45000]	Loss: 1.6196	LR: 0.043182
Training Epoch: 1 [19968/45000]	Loss: 1.6214	LR: 0.043750
Training Epoch: 1 [20224/45000]	Loss: 1.9668	LR: 0.044318
Training Epoch: 1 [20480/45000]	Loss: 1.7068	LR: 0.044886
Training Epoch: 1 [20736/45000]	Loss: 1.6231	LR: 0.045455
Training Epoch: 1 [20992/45000]	Loss: 1.8923	LR: 0.046023
Training Epoch: 1 [21248/45000]	Loss: 1.7802	LR: 0.046591
Training Epoch: 1 [21504/45000]	Loss: 1.8030	LR: 0.047159
Training Epoch: 1 [21760/45000]	Loss: 1.7330	LR: 0.047727
Training Epoch: 1 [22016/45000]	Loss: 1.8260	LR: 0.048295
Training Epoch: 1 [22272/45000]	Loss: 1.7892	LR: 0.048864
Training Epoch: 1 [22528/45000]	Loss: 1.6426	LR: 0.049432
Training Epoch: 1 [22784/45000]	Loss: 1.7594	LR: 0.050000
Training Epoch: 1 [23040/45000]	Loss: 1.5693	LR: 0.050568
Training Epoch: 1 [23296/45000]	Loss: 1.6580	LR: 0.051136
Training Epoch: 1 [23552/45000]	Loss: 1.5404	LR: 0.051705
Training Epoch: 1 [23808/45000]	Loss: 1.5765	LR: 0.052273
Training Epoch: 1 [24064/45000]	Loss: 1.8227	LR: 0.052841
Training Epoch: 1 [24320/45000]	Loss: 1.5466	LR: 0.053409
Training Epoch: 1 [24576/45000]	Loss: 1.6814	LR: 0.053977
Training Epoch: 1 [24832/45000]	Loss: 1.4800	LR: 0.054545
Training Epoch: 1 [25088/45000]	Loss: 1.6491	LR: 0.055114
Training Epoch: 1 [25344/45000]	Loss: 1.5820	LR: 0.055682
Training Epoch: 1 [25600/45000]	Loss: 1.6332	LR: 0.056250
Training Epoch: 1 [25856/45000]	Loss: 1.7794	LR: 0.056818
Training Epoch: 1 [26112/45000]	Loss: 1.5062	LR: 0.057386
Training Epoch: 1 [26368/45000]	Loss: 1.8523	LR: 0.057955
Training Epoch: 1 [26624/45000]	Loss: 1.7506	LR: 0.058523
Training Epoch: 1 [26880/45000]	Loss: 1.7127	LR: 0.059091
Training Epoch: 1 [27136/45000]	Loss: 1.9292	LR: 0.059659
Training Epoch: 1 [27392/45000]	Loss: 1.6351	LR: 0.060227
Training Epoch: 1 [27648/45000]	Loss: 1.8671	LR: 0.060795
Training Epoch: 1 [27904/45000]	Loss: 1.5102	LR: 0.061364
Training Epoch: 1 [28160/45000]	Loss: 1.7169	LR: 0.061932
Training Epoch: 1 [28416/45000]	Loss: 1.6856	LR: 0.062500
Training Epoch: 1 [28672/45000]	Loss: 1.4152	LR: 0.063068
Training Epoch: 1 [28928/45000]	Loss: 1.4866	LR: 0.063636
Training Epoch: 1 [29184/45000]	Loss: 1.4892	LR: 0.064205
Training Epoch: 1 [29440/45000]	Loss: 1.6095	LR: 0.064773
Training Epoch: 1 [29696/45000]	Loss: 1.6151	LR: 0.065341
Training Epoch: 1 [29952/45000]	Loss: 1.4561	LR: 0.065909
Training Epoch: 1 [30208/45000]	Loss: 1.4591	LR: 0.066477
Training Epoch: 1 [30464/45000]	Loss: 1.4789	LR: 0.067045
Training Epoch: 1 [30720/45000]	Loss: 1.4881	LR: 0.067614
Training Epoch: 1 [30976/45000]	Loss: 1.7116	LR: 0.068182
Training Epoch: 1 [31232/45000]	Loss: 1.6429	LR: 0.068750
Training Epoch: 1 [31488/45000]	Loss: 1.6034	LR: 0.069318
Training Epoch: 1 [31744/45000]	Loss: 1.5888	LR: 0.069886
Training Epoch: 1 [32000/45000]	Loss: 1.6126	LR: 0.070455
Training Epoch: 1 [32256/45000]	Loss: 1.6006	LR: 0.071023
Training Epoch: 1 [32512/45000]	Loss: 1.5494	LR: 0.071591
Training Epoch: 1 [32768/45000]	Loss: 1.6917	LR: 0.072159
Training Epoch: 1 [33024/45000]	Loss: 1.5948	LR: 0.072727
Training Epoch: 1 [33280/45000]	Loss: 1.6158	LR: 0.073295
Training Epoch: 1 [33536/45000]	Loss: 1.5690	LR: 0.073864
Training Epoch: 1 [33792/45000]	Loss: 1.6438	LR: 0.074432
Training Epoch: 1 [34048/45000]	Loss: 1.5427	LR: 0.075000
Training Epoch: 1 [34304/45000]	Loss: 1.6789	LR: 0.075568
Training Epoch: 1 [34560/45000]	Loss: 1.5355	LR: 0.076136
Training Epoch: 1 [34816/45000]	Loss: 1.6319	LR: 0.076705
Training Epoch: 1 [35072/45000]	Loss: 1.4451	LR: 0.077273
Training Epoch: 1 [35328/45000]	Loss: 1.4734	LR: 0.077841
Training Epoch: 1 [35584/45000]	Loss: 1.4016	LR: 0.078409
Training Epoch: 1 [35840/45000]	Loss: 1.5460	LR: 0.078977
Training Epoch: 1 [36096/45000]	Loss: 1.6602	LR: 0.079545
Training Epoch: 1 [36352/45000]	Loss: 1.5606	LR: 0.080114
Training Epoch: 1 [36608/45000]	Loss: 1.7575	LR: 0.080682
Training Epoch: 1 [36864/45000]	Loss: 1.6466	LR: 0.081250
Training Epoch: 1 [37120/45000]	Loss: 1.5856	LR: 0.081818
Training Epoch: 1 [37376/45000]	Loss: 1.7006	LR: 0.082386
Training Epoch: 1 [37632/45000]	Loss: 1.5149	LR: 0.082955
Training Epoch: 1 [37888/45000]	Loss: 1.5282	LR: 0.083523
Training Epoch: 1 [38144/45000]	Loss: 1.4727	LR: 0.084091
Training Epoch: 1 [38400/45000]	Loss: 1.5783	LR: 0.084659
Training Epoch: 1 [38656/45000]	Loss: 1.6202	LR: 0.085227
Training Epoch: 1 [38912/45000]	Loss: 1.3554	LR: 0.085795
Training Epoch: 1 [39168/45000]	Loss: 1.6004	LR: 0.086364
Training Epoch: 1 [39424/45000]	Loss: 1.5873	LR: 0.086932
Training Epoch: 1 [39680/45000]	Loss: 1.4831	LR: 0.087500
Training Epoch: 1 [39936/45000]	Loss: 1.5398	LR: 0.088068
Training Epoch: 1 [40192/45000]	Loss: 1.4168	LR: 0.088636
Training Epoch: 1 [40448/45000]	Loss: 1.3725	LR: 0.089205
Training Epoch: 1 [40704/45000]	Loss: 1.3323	LR: 0.089773
Training Epoch: 1 [40960/45000]	Loss: 1.6543	LR: 0.090341
Training Epoch: 1 [41216/45000]	Loss: 1.4018	LR: 0.090909
Training Epoch: 1 [41472/45000]	Loss: 1.4434	LR: 0.091477
Training Epoch: 1 [41728/45000]	Loss: 1.3464	LR: 0.092045
Training Epoch: 1 [41984/45000]	Loss: 1.5147	LR: 0.092614
Training Epoch: 1 [42240/45000]	Loss: 1.5177	LR: 0.093182
Training Epoch: 1 [42496/45000]	Loss: 1.3970	LR: 0.093750
Training Epoch: 1 [42752/45000]	Loss: 1.5973	LR: 0.094318
Training Epoch: 1 [43008/45000]	Loss: 1.4318	LR: 0.094886
Training Epoch: 1 [43264/45000]	Loss: 1.4539	LR: 0.095455
Training Epoch: 1 [43520/45000]	Loss: 1.5314	LR: 0.096023
Training Epoch: 1 [43776/45000]	Loss: 1.5667	LR: 0.096591
Training Epoch: 1 [44032/45000]	Loss: 1.3561	LR: 0.097159
Training Epoch: 1 [44288/45000]	Loss: 1.4511	LR: 0.097727
Training Epoch: 1 [44544/45000]	Loss: 1.5004	LR: 0.098295
Training Epoch: 1 [44800/45000]	Loss: 1.3370	LR: 0.098864
Training Epoch: 1 [45000/45000]	Loss: 1.5261	LR: 0.099432
Epoch 1 - Average Train Loss: 1.7270, Train Accuracy: 0.3737
Epoch 1 training time consumed: 39.38s
Evaluating Network.....
Test set: Epoch: 1, Average loss: 0.0076, Accuracy: 0.4197, Time consumed:2.25s
Saving weights file to checkpoint/retrain/ResNet18/Friday_11_July_2025_11h_55m_22s/ResNet18-Cifar10-seed9-ret100-1-best.pth
Training Epoch: 2 [256/45000]	Loss: 1.2781	LR: 0.100000
Training Epoch: 2 [512/45000]	Loss: 1.5063	LR: 0.100000
Training Epoch: 2 [768/45000]	Loss: 1.3986	LR: 0.100000
Training Epoch: 2 [1024/45000]	Loss: 1.6446	LR: 0.100000
Training Epoch: 2 [1280/45000]	Loss: 1.2890	LR: 0.100000
Training Epoch: 2 [1536/45000]	Loss: 1.5983	LR: 0.100000
Training Epoch: 2 [1792/45000]	Loss: 1.3965	LR: 0.100000
Training Epoch: 2 [2048/45000]	Loss: 1.4550	LR: 0.100000
Training Epoch: 2 [2304/45000]	Loss: 1.4754	LR: 0.100000
Training Epoch: 2 [2560/45000]	Loss: 1.3581	LR: 0.100000
Training Epoch: 2 [2816/45000]	Loss: 1.4483	LR: 0.100000
Training Epoch: 2 [3072/45000]	Loss: 1.3599	LR: 0.100000
Training Epoch: 2 [3328/45000]	Loss: 1.3496	LR: 0.100000
Training Epoch: 2 [3584/45000]	Loss: 1.3879	LR: 0.100000
Training Epoch: 2 [3840/45000]	Loss: 1.3447	LR: 0.100000
Training Epoch: 2 [4096/45000]	Loss: 1.4606	LR: 0.100000
Training Epoch: 2 [4352/45000]	Loss: 1.3774	LR: 0.100000
Training Epoch: 2 [4608/45000]	Loss: 1.3680	LR: 0.100000
Training Epoch: 2 [4864/45000]	Loss: 1.5864	LR: 0.100000
Training Epoch: 2 [5120/45000]	Loss: 1.4634	LR: 0.100000
Training Epoch: 2 [5376/45000]	Loss: 1.2437	LR: 0.100000
Training Epoch: 2 [5632/45000]	Loss: 1.4824	LR: 0.100000
Training Epoch: 2 [5888/45000]	Loss: 1.3438	LR: 0.100000
Training Epoch: 2 [6144/45000]	Loss: 1.3624	LR: 0.100000
Training Epoch: 2 [6400/45000]	Loss: 1.3696	LR: 0.100000
Training Epoch: 2 [6656/45000]	Loss: 1.2924	LR: 0.100000
Training Epoch: 2 [6912/45000]	Loss: 1.3203	LR: 0.100000
Training Epoch: 2 [7168/45000]	Loss: 1.3529	LR: 0.100000
Training Epoch: 2 [7424/45000]	Loss: 1.3447	LR: 0.100000
Training Epoch: 2 [7680/45000]	Loss: 1.4134	LR: 0.100000
Training Epoch: 2 [7936/45000]	Loss: 1.2819	LR: 0.100000
Training Epoch: 2 [8192/45000]	Loss: 1.2619	LR: 0.100000
Training Epoch: 2 [8448/45000]	Loss: 1.3565	LR: 0.100000
Training Epoch: 2 [8704/45000]	Loss: 1.2735	LR: 0.100000
Training Epoch: 2 [8960/45000]	Loss: 1.4881	LR: 0.100000
Training Epoch: 2 [9216/45000]	Loss: 1.4574	LR: 0.100000
Training Epoch: 2 [9472/45000]	Loss: 1.2847	LR: 0.100000
Training Epoch: 2 [9728/45000]	Loss: 1.4233	LR: 0.100000
Training Epoch: 2 [9984/45000]	Loss: 1.4102	LR: 0.100000
Training Epoch: 2 [10240/45000]	Loss: 1.3199	LR: 0.100000
Training Epoch: 2 [10496/45000]	Loss: 1.4684	LR: 0.100000
Training Epoch: 2 [10752/45000]	Loss: 1.3051	LR: 0.100000
Training Epoch: 2 [11008/45000]	Loss: 1.2623	LR: 0.100000
Training Epoch: 2 [11264/45000]	Loss: 1.3229	LR: 0.100000
Training Epoch: 2 [11520/45000]	Loss: 1.3023	LR: 0.100000
Training Epoch: 2 [11776/45000]	Loss: 1.3799	LR: 0.100000
Training Epoch: 2 [12032/45000]	Loss: 1.2919	LR: 0.100000
Training Epoch: 2 [12288/45000]	Loss: 1.2275	LR: 0.100000
Training Epoch: 2 [12544/45000]	Loss: 1.4820	LR: 0.100000
Training Epoch: 2 [12800/45000]	Loss: 1.2936	LR: 0.100000
Training Epoch: 2 [13056/45000]	Loss: 1.4023	LR: 0.100000
Training Epoch: 2 [13312/45000]	Loss: 1.3263	LR: 0.100000
Training Epoch: 2 [13568/45000]	Loss: 1.1786	LR: 0.100000
Training Epoch: 2 [13824/45000]	Loss: 1.2334	LR: 0.100000
Training Epoch: 2 [14080/45000]	Loss: 1.3879	LR: 0.100000
Training Epoch: 2 [14336/45000]	Loss: 1.3308	LR: 0.100000
Training Epoch: 2 [14592/45000]	Loss: 1.3276	LR: 0.100000
Training Epoch: 2 [14848/45000]	Loss: 1.3258	LR: 0.100000
Training Epoch: 2 [15104/45000]	Loss: 1.4433	LR: 0.100000
Training Epoch: 2 [15360/45000]	Loss: 1.2698	LR: 0.100000
Training Epoch: 2 [15616/45000]	Loss: 1.2516	LR: 0.100000
Training Epoch: 2 [15872/45000]	Loss: 1.2982	LR: 0.100000
Training Epoch: 2 [16128/45000]	Loss: 1.3427	LR: 0.100000
Training Epoch: 2 [16384/45000]	Loss: 1.1432	LR: 0.100000
Training Epoch: 2 [16640/45000]	Loss: 1.2489	LR: 0.100000
Training Epoch: 2 [16896/45000]	Loss: 1.1723	LR: 0.100000
Training Epoch: 2 [17152/45000]	Loss: 1.2878	LR: 0.100000
Training Epoch: 2 [17408/45000]	Loss: 1.2399	LR: 0.100000
Training Epoch: 2 [17664/45000]	Loss: 1.2536	LR: 0.100000
Training Epoch: 2 [17920/45000]	Loss: 1.2249	LR: 0.100000
Training Epoch: 2 [18176/45000]	Loss: 1.2953	LR: 0.100000
Training Epoch: 2 [18432/45000]	Loss: 1.2262	LR: 0.100000
Training Epoch: 2 [18688/45000]	Loss: 1.2373	LR: 0.100000
Training Epoch: 2 [18944/45000]	Loss: 1.1590	LR: 0.100000
Training Epoch: 2 [19200/45000]	Loss: 1.1911	LR: 0.100000
Training Epoch: 2 [19456/45000]	Loss: 1.3149	LR: 0.100000
Training Epoch: 2 [19712/45000]	Loss: 1.3304	LR: 0.100000
Training Epoch: 2 [19968/45000]	Loss: 1.1503	LR: 0.100000
Training Epoch: 2 [20224/45000]	Loss: 1.1457	LR: 0.100000
Training Epoch: 2 [20480/45000]	Loss: 1.3399	LR: 0.100000
Training Epoch: 2 [20736/45000]	Loss: 1.1964	LR: 0.100000
Training Epoch: 2 [20992/45000]	Loss: 1.2071	LR: 0.100000
Training Epoch: 2 [21248/45000]	Loss: 1.2525	LR: 0.100000
Training Epoch: 2 [21504/45000]	Loss: 1.1494	LR: 0.100000
Training Epoch: 2 [21760/45000]	Loss: 1.1330	LR: 0.100000
Training Epoch: 2 [22016/45000]	Loss: 1.2016	LR: 0.100000
Training Epoch: 2 [22272/45000]	Loss: 1.1507	LR: 0.100000
Training Epoch: 2 [22528/45000]	Loss: 1.1885	LR: 0.100000
Training Epoch: 2 [22784/45000]	Loss: 1.0971	LR: 0.100000
Training Epoch: 2 [23040/45000]	Loss: 1.1364	LR: 0.100000
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Training Epoch: 2 [23552/45000]	Loss: 1.1176	LR: 0.100000
Training Epoch: 2 [23808/45000]	Loss: 1.0667	LR: 0.100000
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Training Epoch: 2 [24320/45000]	Loss: 1.1614	LR: 0.100000
Training Epoch: 2 [24576/45000]	Loss: 1.1789	LR: 0.100000
Training Epoch: 2 [24832/45000]	Loss: 1.0990	LR: 0.100000
Training Epoch: 2 [25088/45000]	Loss: 1.2799	LR: 0.100000
Training Epoch: 2 [25344/45000]	Loss: 1.2074	LR: 0.100000
Training Epoch: 2 [25600/45000]	Loss: 1.2279	LR: 0.100000
Training Epoch: 2 [25856/45000]	Loss: 1.0878	LR: 0.100000
Training Epoch: 2 [26112/45000]	Loss: 1.1403	LR: 0.100000
Training Epoch: 2 [26368/45000]	Loss: 1.3321	LR: 0.100000
Training Epoch: 2 [26624/45000]	Loss: 1.2535	LR: 0.100000
Training Epoch: 2 [26880/45000]	Loss: 1.1574	LR: 0.100000
Training Epoch: 2 [27136/45000]	Loss: 1.1350	LR: 0.100000
Training Epoch: 2 [27392/45000]	Loss: 1.2188	LR: 0.100000
Training Epoch: 2 [27648/45000]	Loss: 1.1658	LR: 0.100000
Training Epoch: 2 [27904/45000]	Loss: 1.1210	LR: 0.100000
Training Epoch: 2 [28160/45000]	Loss: 1.1888	LR: 0.100000
Training Epoch: 2 [28416/45000]	Loss: 1.1149	LR: 0.100000
Training Epoch: 2 [28672/45000]	Loss: 1.1800	LR: 0.100000
Training Epoch: 2 [28928/45000]	Loss: 1.2953	LR: 0.100000
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Training Epoch: 2 [29440/45000]	Loss: 1.1408	LR: 0.100000
Training Epoch: 2 [29696/45000]	Loss: 1.1019	LR: 0.100000
Training Epoch: 2 [29952/45000]	Loss: 1.2832	LR: 0.100000
Training Epoch: 2 [30208/45000]	Loss: 1.1486	LR: 0.100000
Training Epoch: 2 [30464/45000]	Loss: 1.1983	LR: 0.100000
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Training Epoch: 2 [32512/45000]	Loss: 1.1399	LR: 0.100000
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Training Epoch: 2 [35328/45000]	Loss: 1.1125	LR: 0.100000
Training Epoch: 2 [35584/45000]	Loss: 1.0918	LR: 0.100000
Training Epoch: 2 [35840/45000]	Loss: 1.1321	LR: 0.100000
Training Epoch: 2 [36096/45000]	Loss: 1.1413	LR: 0.100000
Training Epoch: 2 [36352/45000]	Loss: 1.1765	LR: 0.100000
Training Epoch: 2 [36608/45000]	Loss: 1.0018	LR: 0.100000
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Training Epoch: 2 [37120/45000]	Loss: 1.0966	LR: 0.100000
Training Epoch: 2 [37376/45000]	Loss: 1.0308	LR: 0.100000
Training Epoch: 2 [37632/45000]	Loss: 1.0451	LR: 0.100000
Training Epoch: 2 [37888/45000]	Loss: 1.0785	LR: 0.100000
Training Epoch: 2 [38144/45000]	Loss: 1.2041	LR: 0.100000
Training Epoch: 2 [38400/45000]	Loss: 1.1432	LR: 0.100000
Training Epoch: 2 [38656/45000]	Loss: 1.2769	LR: 0.100000
Training Epoch: 2 [38912/45000]	Loss: 1.2092	LR: 0.100000
Training Epoch: 2 [39168/45000]	Loss: 1.0466	LR: 0.100000
Training Epoch: 2 [39424/45000]	Loss: 1.2960	LR: 0.100000
Training Epoch: 2 [39680/45000]	Loss: 1.2770	LR: 0.100000
Training Epoch: 2 [39936/45000]	Loss: 1.0683	LR: 0.100000
Training Epoch: 2 [40192/45000]	Loss: 1.2385	LR: 0.100000
Training Epoch: 2 [40448/45000]	Loss: 1.2058	LR: 0.100000
Training Epoch: 2 [40704/45000]	Loss: 1.0572	LR: 0.100000
Training Epoch: 2 [40960/45000]	Loss: 1.2706	LR: 0.100000
Training Epoch: 2 [41216/45000]	Loss: 1.0833	LR: 0.100000
Training Epoch: 2 [41472/45000]	Loss: 1.1106	LR: 0.100000
Training Epoch: 2 [41728/45000]	Loss: 1.0924	LR: 0.100000
Training Epoch: 2 [41984/45000]	Loss: 1.0965	LR: 0.100000
Training Epoch: 2 [42240/45000]	Loss: 1.1635	LR: 0.100000
Training Epoch: 2 [42496/45000]	Loss: 1.1779	LR: 0.100000
Training Epoch: 2 [42752/45000]	Loss: 1.0376	LR: 0.100000
Training Epoch: 2 [43008/45000]	Loss: 1.1470	LR: 0.100000
Training Epoch: 2 [43264/45000]	Loss: 1.0170	LR: 0.100000
Training Epoch: 2 [43520/45000]	Loss: 1.0888	LR: 0.100000
Training Epoch: 2 [43776/45000]	Loss: 1.0335	LR: 0.100000
Training Epoch: 2 [44032/45000]	Loss: 1.0847	LR: 0.100000
Training Epoch: 2 [44288/45000]	Loss: 1.2482	LR: 0.100000
Training Epoch: 2 [44544/45000]	Loss: 1.1199	LR: 0.100000
Training Epoch: 2 [44800/45000]	Loss: 1.1602	LR: 0.100000
Training Epoch: 2 [45000/45000]	Loss: 1.1285	LR: 0.100000
Epoch 2 - Average Train Loss: 1.2345, Train Accuracy: 0.5577
Epoch 2 training time consumed: 38.24s
Evaluating Network.....
Test set: Epoch: 2, Average loss: 0.0045, Accuracy: 0.6042, Time consumed:1.31s
Saving weights file to checkpoint/retrain/ResNet18/Friday_11_July_2025_11h_55m_22s/ResNet18-Cifar10-seed9-ret100-2-best.pth
Training Epoch: 3 [256/45000]	Loss: 1.1280	LR: 0.100000
Training Epoch: 3 [512/45000]	Loss: 1.0203	LR: 0.100000
Training Epoch: 3 [768/45000]	Loss: 1.1556	LR: 0.100000
Training Epoch: 3 [1024/45000]	Loss: 1.0710	LR: 0.100000
Training Epoch: 3 [1280/45000]	Loss: 1.1653	LR: 0.100000
Training Epoch: 3 [1536/45000]	Loss: 0.9701	LR: 0.100000
Training Epoch: 3 [1792/45000]	Loss: 1.0054	LR: 0.100000
Training Epoch: 3 [2048/45000]	Loss: 1.0264	LR: 0.100000
Training Epoch: 3 [2304/45000]	Loss: 0.9145	LR: 0.100000
Training Epoch: 3 [2560/45000]	Loss: 1.0253	LR: 0.100000
Training Epoch: 3 [2816/45000]	Loss: 0.9761	LR: 0.100000
Training Epoch: 3 [3072/45000]	Loss: 1.0087	LR: 0.100000
Training Epoch: 3 [3328/45000]	Loss: 0.9770	LR: 0.100000
Training Epoch: 3 [3584/45000]	Loss: 1.0448	LR: 0.100000
Training Epoch: 3 [3840/45000]	Loss: 1.0385	LR: 0.100000
Training Epoch: 3 [4096/45000]	Loss: 1.0863	LR: 0.100000
Training Epoch: 3 [4352/45000]	Loss: 1.1188	LR: 0.100000
Training Epoch: 3 [4608/45000]	Loss: 0.9502	LR: 0.100000
Training Epoch: 3 [4864/45000]	Loss: 1.1195	LR: 0.100000
Training Epoch: 3 [5120/45000]	Loss: 1.0913	LR: 0.100000
Training Epoch: 3 [5376/45000]	Loss: 1.0192	LR: 0.100000
Training Epoch: 3 [5632/45000]	Loss: 0.9803	LR: 0.100000
Training Epoch: 3 [5888/45000]	Loss: 1.1588	LR: 0.100000
Training Epoch: 3 [6144/45000]	Loss: 1.0822	LR: 0.100000
Training Epoch: 3 [6400/45000]	Loss: 1.1392	LR: 0.100000
Training Epoch: 3 [6656/45000]	Loss: 1.1713	LR: 0.100000
Training Epoch: 3 [6912/45000]	Loss: 1.1743	LR: 0.100000
Training Epoch: 3 [7168/45000]	Loss: 1.0164	LR: 0.100000
Training Epoch: 3 [7424/45000]	Loss: 1.0838	LR: 0.100000
Training Epoch: 3 [7680/45000]	Loss: 1.0609	LR: 0.100000
Training Epoch: 3 [7936/45000]	Loss: 1.0731	LR: 0.100000
Training Epoch: 3 [8192/45000]	Loss: 1.1179	LR: 0.100000
Training Epoch: 3 [8448/45000]	Loss: 1.0200	LR: 0.100000
Training Epoch: 3 [8704/45000]	Loss: 1.0333	LR: 0.100000
Training Epoch: 3 [8960/45000]	Loss: 1.0038	LR: 0.100000
Training Epoch: 3 [9216/45000]	Loss: 1.0239	LR: 0.100000
Training Epoch: 3 [9472/45000]	Loss: 1.1379	LR: 0.100000
Training Epoch: 3 [9728/45000]	Loss: 1.0609	LR: 0.100000
Training Epoch: 3 [9984/45000]	Loss: 1.0967	LR: 0.100000
Training Epoch: 3 [10240/45000]	Loss: 1.0133	LR: 0.100000
Training Epoch: 3 [10496/45000]	Loss: 1.0791	LR: 0.100000
Training Epoch: 3 [10752/45000]	Loss: 1.0796	LR: 0.100000
Training Epoch: 3 [11008/45000]	Loss: 0.9965	LR: 0.100000
Training Epoch: 3 [11264/45000]	Loss: 1.0808	LR: 0.100000
Training Epoch: 3 [11520/45000]	Loss: 1.0742	LR: 0.100000
Training Epoch: 3 [11776/45000]	Loss: 0.9128	LR: 0.100000
Training Epoch: 3 [12032/45000]	Loss: 0.9539	LR: 0.100000
Training Epoch: 3 [12288/45000]	Loss: 0.9950	LR: 0.100000
Training Epoch: 3 [12544/45000]	Loss: 1.0741	LR: 0.100000
Training Epoch: 3 [12800/45000]	Loss: 1.0230	LR: 0.100000
Training Epoch: 3 [13056/45000]	Loss: 0.8576	LR: 0.100000
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Training Epoch: 3 [14336/45000]	Loss: 1.1578	LR: 0.100000
Training Epoch: 3 [14592/45000]	Loss: 1.1418	LR: 0.100000
Training Epoch: 3 [14848/45000]	Loss: 0.8734	LR: 0.100000
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Training Epoch: 3 [15360/45000]	Loss: 1.0872	LR: 0.100000
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Training Epoch: 3 [16128/45000]	Loss: 1.0105	LR: 0.100000
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Training Epoch: 3 [16640/45000]	Loss: 0.8492	LR: 0.100000
Training Epoch: 3 [16896/45000]	Loss: 0.9485	LR: 0.100000
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Training Epoch: 3 [21760/45000]	Loss: 1.0053	LR: 0.100000
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Training Epoch: 3 [26624/45000]	Loss: 0.8632	LR: 0.100000
Training Epoch: 3 [26880/45000]	Loss: 0.9304	LR: 0.100000
Training Epoch: 3 [27136/45000]	Loss: 0.8732	LR: 0.100000
Training Epoch: 3 [27392/45000]	Loss: 0.9246	LR: 0.100000
Training Epoch: 3 [27648/45000]	Loss: 0.9477	LR: 0.100000
Training Epoch: 3 [27904/45000]	Loss: 0.9505	LR: 0.100000
Training Epoch: 3 [28160/45000]	Loss: 1.0073	LR: 0.100000
Training Epoch: 3 [28416/45000]	Loss: 1.1379	LR: 0.100000
Training Epoch: 3 [28672/45000]	Loss: 1.0170	LR: 0.100000
Training Epoch: 3 [28928/45000]	Loss: 0.9563	LR: 0.100000
Training Epoch: 3 [29184/45000]	Loss: 1.0545	LR: 0.100000
Training Epoch: 3 [29440/45000]	Loss: 0.9561	LR: 0.100000
Training Epoch: 3 [29696/45000]	Loss: 0.9411	LR: 0.100000
Training Epoch: 3 [29952/45000]	Loss: 0.9359	LR: 0.100000
Training Epoch: 3 [30208/45000]	Loss: 0.8937	LR: 0.100000
Training Epoch: 3 [30464/45000]	Loss: 1.0615	LR: 0.100000
Training Epoch: 3 [30720/45000]	Loss: 1.0313	LR: 0.100000
Training Epoch: 3 [30976/45000]	Loss: 0.8425	LR: 0.100000
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Training Epoch: 3 [31488/45000]	Loss: 0.9251	LR: 0.100000
Training Epoch: 3 [31744/45000]	Loss: 0.9522	LR: 0.100000
Training Epoch: 3 [32000/45000]	Loss: 0.8770	LR: 0.100000
Training Epoch: 3 [32256/45000]	Loss: 0.8874	LR: 0.100000
Training Epoch: 3 [32512/45000]	Loss: 0.8996	LR: 0.100000
Training Epoch: 3 [32768/45000]	Loss: 0.8293	LR: 0.100000
Training Epoch: 3 [33024/45000]	Loss: 1.0043	LR: 0.100000
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Training Epoch: 3 [33536/45000]	Loss: 0.9787	LR: 0.100000
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Training Epoch: 3 [34048/45000]	Loss: 0.8972	LR: 0.100000
Training Epoch: 3 [34304/45000]	Loss: 1.0374	LR: 0.100000
Training Epoch: 3 [34560/45000]	Loss: 0.9400	LR: 0.100000
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Training Epoch: 3 [35072/45000]	Loss: 1.0440	LR: 0.100000
Training Epoch: 3 [35328/45000]	Loss: 0.9343	LR: 0.100000
Training Epoch: 3 [35584/45000]	Loss: 0.8486	LR: 0.100000
Training Epoch: 3 [35840/45000]	Loss: 0.8140	LR: 0.100000
Training Epoch: 3 [36096/45000]	Loss: 0.9545	LR: 0.100000
Training Epoch: 3 [36352/45000]	Loss: 0.8589	LR: 0.100000
Training Epoch: 3 [36608/45000]	Loss: 0.8471	LR: 0.100000
Training Epoch: 3 [36864/45000]	Loss: 0.9257	LR: 0.100000
Training Epoch: 3 [37120/45000]	Loss: 0.7638	LR: 0.100000
Training Epoch: 3 [37376/45000]	Loss: 1.0439	LR: 0.100000
Training Epoch: 3 [37632/45000]	Loss: 0.9136	LR: 0.100000
Training Epoch: 3 [37888/45000]	Loss: 0.9390	LR: 0.100000
Training Epoch: 3 [38144/45000]	Loss: 0.9200	LR: 0.100000
Training Epoch: 3 [38400/45000]	Loss: 0.8596	LR: 0.100000
Training Epoch: 3 [38656/45000]	Loss: 0.8354	LR: 0.100000
Training Epoch: 3 [38912/45000]	Loss: 0.9122	LR: 0.100000
Training Epoch: 3 [39168/45000]	Loss: 0.9894	LR: 0.100000
Training Epoch: 3 [39424/45000]	Loss: 0.8091	LR: 0.100000
Training Epoch: 3 [39680/45000]	Loss: 0.9288	LR: 0.100000
Training Epoch: 3 [39936/45000]	Loss: 0.8737	LR: 0.100000
Training Epoch: 3 [40192/45000]	Loss: 0.9566	LR: 0.100000
Training Epoch: 3 [40448/45000]	Loss: 1.0099	LR: 0.100000
Training Epoch: 3 [40704/45000]	Loss: 0.8448	LR: 0.100000
Training Epoch: 3 [40960/45000]	Loss: 0.9098	LR: 0.100000
Training Epoch: 3 [41216/45000]	Loss: 0.8823	LR: 0.100000
Training Epoch: 3 [41472/45000]	Loss: 0.8122	LR: 0.100000
Training Epoch: 3 [41728/45000]	Loss: 0.9477	LR: 0.100000
Training Epoch: 3 [41984/45000]	Loss: 0.8492	LR: 0.100000
Training Epoch: 3 [42240/45000]	Loss: 0.8737	LR: 0.100000
Training Epoch: 3 [42496/45000]	Loss: 1.0523	LR: 0.100000
Training Epoch: 3 [42752/45000]	Loss: 0.8334	LR: 0.100000
Training Epoch: 3 [43008/45000]	Loss: 0.8749	LR: 0.100000
Training Epoch: 3 [43264/45000]	Loss: 0.8234	LR: 0.100000
Training Epoch: 3 [43520/45000]	Loss: 0.8711	LR: 0.100000
Training Epoch: 3 [43776/45000]	Loss: 0.8618	LR: 0.100000
Training Epoch: 3 [44032/45000]	Loss: 0.9685	LR: 0.100000
Training Epoch: 3 [44288/45000]	Loss: 0.9145	LR: 0.100000
Training Epoch: 3 [44544/45000]	Loss: 0.9733	LR: 0.100000
Training Epoch: 3 [44800/45000]	Loss: 1.0147	LR: 0.100000
Training Epoch: 3 [45000/45000]	Loss: 0.9042	LR: 0.100000
Epoch 3 - Average Train Loss: 0.9739, Train Accuracy: 0.6558
Epoch 3 training time consumed: 38.09s
Evaluating Network.....
Test set: Epoch: 3, Average loss: 0.0053, Accuracy: 0.5956, Time consumed:1.32s
Training Epoch: 4 [256/45000]	Loss: 0.8588	LR: 0.100000
Training Epoch: 4 [512/45000]	Loss: 0.8149	LR: 0.100000
Training Epoch: 4 [768/45000]	Loss: 0.8926	LR: 0.100000
Training Epoch: 4 [1024/45000]	Loss: 0.7892	LR: 0.100000
Training Epoch: 4 [1280/45000]	Loss: 0.8333	LR: 0.100000
Training Epoch: 4 [1536/45000]	Loss: 0.9036	LR: 0.100000
Training Epoch: 4 [1792/45000]	Loss: 0.8067	LR: 0.100000
Training Epoch: 4 [2048/45000]	Loss: 0.8399	LR: 0.100000
Training Epoch: 4 [2304/45000]	Loss: 0.8377	LR: 0.100000
Training Epoch: 4 [2560/45000]	Loss: 0.9053	LR: 0.100000
Training Epoch: 4 [2816/45000]	Loss: 0.9987	LR: 0.100000
Training Epoch: 4 [3072/45000]	Loss: 0.8743	LR: 0.100000
Training Epoch: 4 [3328/45000]	Loss: 0.9125	LR: 0.100000
Training Epoch: 4 [3584/45000]	Loss: 0.8553	LR: 0.100000
Training Epoch: 4 [3840/45000]	Loss: 1.0222	LR: 0.100000
Training Epoch: 4 [4096/45000]	Loss: 0.8079	LR: 0.100000
Training Epoch: 4 [4352/45000]	Loss: 0.8269	LR: 0.100000
Training Epoch: 4 [4608/45000]	Loss: 0.9382	LR: 0.100000
Training Epoch: 4 [4864/45000]	Loss: 0.8679	LR: 0.100000
Training Epoch: 4 [5120/45000]	Loss: 1.0434	LR: 0.100000
Training Epoch: 4 [5376/45000]	Loss: 0.8623	LR: 0.100000
Training Epoch: 4 [5632/45000]	Loss: 1.0513	LR: 0.100000
Training Epoch: 4 [5888/45000]	Loss: 0.9372	LR: 0.100000
Training Epoch: 4 [6144/45000]	Loss: 0.9975	LR: 0.100000
Training Epoch: 4 [6400/45000]	Loss: 0.9603	LR: 0.100000
Training Epoch: 4 [6656/45000]	Loss: 0.9701	LR: 0.100000
Training Epoch: 4 [6912/45000]	Loss: 0.7694	LR: 0.100000
Training Epoch: 4 [7168/45000]	Loss: 0.9517	LR: 0.100000
Training Epoch: 4 [7424/45000]	Loss: 0.8913	LR: 0.100000
Training Epoch: 4 [7680/45000]	Loss: 0.7970	LR: 0.100000
Training Epoch: 4 [7936/45000]	Loss: 0.9418	LR: 0.100000
Training Epoch: 4 [8192/45000]	Loss: 0.8037	LR: 0.100000
Training Epoch: 4 [8448/45000]	Loss: 0.8590	LR: 0.100000
Training Epoch: 4 [8704/45000]	Loss: 0.8210	LR: 0.100000
Training Epoch: 4 [8960/45000]	Loss: 0.7627	LR: 0.100000
Training Epoch: 4 [9216/45000]	Loss: 0.8927	LR: 0.100000
Training Epoch: 4 [9472/45000]	Loss: 0.9051	LR: 0.100000
Training Epoch: 4 [9728/45000]	Loss: 0.7451	LR: 0.100000
Training Epoch: 4 [9984/45000]	Loss: 0.7650	LR: 0.100000
Training Epoch: 4 [10240/45000]	Loss: 0.6989	LR: 0.100000
Training Epoch: 4 [10496/45000]	Loss: 0.8584	LR: 0.100000
Training Epoch: 4 [10752/45000]	Loss: 0.8348	LR: 0.100000
Training Epoch: 4 [11008/45000]	Loss: 0.9409	LR: 0.100000
Training Epoch: 4 [11264/45000]	Loss: 0.7924	LR: 0.100000
Training Epoch: 4 [11520/45000]	Loss: 0.7914	LR: 0.100000
Training Epoch: 4 [11776/45000]	Loss: 0.8847	LR: 0.100000
Training Epoch: 4 [12032/45000]	Loss: 0.8069	LR: 0.100000
Training Epoch: 4 [12288/45000]	Loss: 0.9650	LR: 0.100000
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Training Epoch: 4 [44288/45000]	Loss: 0.8500	LR: 0.100000
Training Epoch: 4 [44544/45000]	Loss: 0.7186	LR: 0.100000
Training Epoch: 4 [44800/45000]	Loss: 0.8871	LR: 0.100000
Training Epoch: 4 [45000/45000]	Loss: 0.8942	LR: 0.100000
Epoch 4 - Average Train Loss: 0.8328, Train Accuracy: 0.7085
Epoch 4 training time consumed: 38.07s
Evaluating Network.....
Test set: Epoch: 4, Average loss: 0.0046, Accuracy: 0.6326, Time consumed:1.32s
Saving weights file to checkpoint/retrain/ResNet18/Friday_11_July_2025_11h_55m_22s/ResNet18-Cifar10-seed9-ret100-4-best.pth
Training Epoch: 5 [256/45000]	Loss: 0.6673	LR: 0.100000
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Training Epoch: 5 [42752/45000]	Loss: 0.7696	LR: 0.100000
Training Epoch: 5 [43008/45000]	Loss: 0.6460	LR: 0.100000
Training Epoch: 5 [43264/45000]	Loss: 0.5746	LR: 0.100000
Training Epoch: 5 [43520/45000]	Loss: 0.7428	LR: 0.100000
Training Epoch: 5 [43776/45000]	Loss: 0.7182	LR: 0.100000
Training Epoch: 5 [44032/45000]	Loss: 0.6975	LR: 0.100000
Training Epoch: 5 [44288/45000]	Loss: 0.6334	LR: 0.100000
Training Epoch: 5 [44544/45000]	Loss: 0.6918	LR: 0.100000
Training Epoch: 5 [44800/45000]	Loss: 0.6578	LR: 0.100000
Training Epoch: 5 [45000/45000]	Loss: 0.6984	LR: 0.100000
Epoch 5 - Average Train Loss: 0.7335, Train Accuracy: 0.7429
Epoch 5 training time consumed: 38.02s
Evaluating Network.....
Test set: Epoch: 5, Average loss: 0.0030, Accuracy: 0.7385, Time consumed:1.30s
Saving weights file to checkpoint/retrain/ResNet18/Friday_11_July_2025_11h_55m_22s/ResNet18-Cifar10-seed9-ret100-5-best.pth
Training Epoch: 6 [256/45000]	Loss: 0.7806	LR: 0.100000
Training Epoch: 6 [512/45000]	Loss: 0.6514	LR: 0.100000
Training Epoch: 6 [768/45000]	Loss: 0.6811	LR: 0.100000
Training Epoch: 6 [1024/45000]	Loss: 0.5975	LR: 0.100000
Training Epoch: 6 [1280/45000]	Loss: 0.6338	LR: 0.100000
Training Epoch: 6 [1536/45000]	Loss: 0.6980	LR: 0.100000
Training Epoch: 6 [1792/45000]	Loss: 0.7376	LR: 0.100000
Training Epoch: 6 [2048/45000]	Loss: 0.6215	LR: 0.100000
Training Epoch: 6 [2304/45000]	Loss: 0.5892	LR: 0.100000
Training Epoch: 6 [2560/45000]	Loss: 0.6852	LR: 0.100000
Training Epoch: 6 [2816/45000]	Loss: 0.6493	LR: 0.100000
Training Epoch: 6 [3072/45000]	Loss: 0.6256	LR: 0.100000
Training Epoch: 6 [3328/45000]	Loss: 0.6767	LR: 0.100000
Training Epoch: 6 [3584/45000]	Loss: 0.6692	LR: 0.100000
Training Epoch: 6 [3840/45000]	Loss: 0.6198	LR: 0.100000
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Training Epoch: 6 [4352/45000]	Loss: 0.7286	LR: 0.100000
Training Epoch: 6 [4608/45000]	Loss: 0.6816	LR: 0.100000
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Training Epoch: 6 [5120/45000]	Loss: 0.7187	LR: 0.100000
Training Epoch: 6 [5376/45000]	Loss: 0.5736	LR: 0.100000
Training Epoch: 6 [5632/45000]	Loss: 0.6150	LR: 0.100000
Training Epoch: 6 [5888/45000]	Loss: 0.7183	LR: 0.100000
Training Epoch: 6 [6144/45000]	Loss: 0.6667	LR: 0.100000
Training Epoch: 6 [6400/45000]	Loss: 0.6334	LR: 0.100000
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Training Epoch: 6 [9984/45000]	Loss: 0.6584	LR: 0.100000
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Training Epoch: 6 [10496/45000]	Loss: 0.6295	LR: 0.100000
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Training Epoch: 6 [11520/45000]	Loss: 0.6423	LR: 0.100000
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Training Epoch: 6 [12032/45000]	Loss: 0.6235	LR: 0.100000
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Training Epoch: 6 [16640/45000]	Loss: 0.5616	LR: 0.100000
Training Epoch: 6 [16896/45000]	Loss: 0.7181	LR: 0.100000
Training Epoch: 6 [17152/45000]	Loss: 0.6339	LR: 0.100000
Training Epoch: 6 [17408/45000]	Loss: 0.6372	LR: 0.100000
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Training Epoch: 6 [19712/45000]	Loss: 0.6334	LR: 0.100000
Training Epoch: 6 [19968/45000]	Loss: 0.6684	LR: 0.100000
Training Epoch: 6 [20224/45000]	Loss: 0.5837	LR: 0.100000
Training Epoch: 6 [20480/45000]	Loss: 0.7018	LR: 0.100000
Training Epoch: 6 [20736/45000]	Loss: 0.6210	LR: 0.100000
Training Epoch: 6 [20992/45000]	Loss: 0.5933	LR: 0.100000
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Training Epoch: 6 [23040/45000]	Loss: 0.5803	LR: 0.100000
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Training Epoch: 6 [24320/45000]	Loss: 0.7845	LR: 0.100000
Training Epoch: 6 [24576/45000]	Loss: 0.7605	LR: 0.100000
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Training Epoch: 6 [25344/45000]	Loss: 0.6846	LR: 0.100000
Training Epoch: 6 [25600/45000]	Loss: 0.5633	LR: 0.100000
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Training Epoch: 6 [26368/45000]	Loss: 0.5617	LR: 0.100000
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Training Epoch: 6 [26880/45000]	Loss: 0.6778	LR: 0.100000
Training Epoch: 6 [27136/45000]	Loss: 0.6351	LR: 0.100000
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Training Epoch: 6 [27648/45000]	Loss: 0.6458	LR: 0.100000
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Training Epoch: 6 [28160/45000]	Loss: 0.6363	LR: 0.100000
Training Epoch: 6 [28416/45000]	Loss: 0.6300	LR: 0.100000
Training Epoch: 6 [28672/45000]	Loss: 0.6983	LR: 0.100000
Training Epoch: 6 [28928/45000]	Loss: 0.5892	LR: 0.100000
Training Epoch: 6 [29184/45000]	Loss: 0.6773	LR: 0.100000
Training Epoch: 6 [29440/45000]	Loss: 0.6596	LR: 0.100000
Training Epoch: 6 [29696/45000]	Loss: 0.6880	LR: 0.100000
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Training Epoch: 6 [35840/45000]	Loss: 0.6700	LR: 0.100000
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Training Epoch: 6 [36352/45000]	Loss: 0.5431	LR: 0.100000
Training Epoch: 6 [36608/45000]	Loss: 0.5996	LR: 0.100000
Training Epoch: 6 [36864/45000]	Loss: 0.7330	LR: 0.100000
Training Epoch: 6 [37120/45000]	Loss: 0.6594	LR: 0.100000
Training Epoch: 6 [37376/45000]	Loss: 0.6663	LR: 0.100000
Training Epoch: 6 [37632/45000]	Loss: 0.7098	LR: 0.100000
Training Epoch: 6 [37888/45000]	Loss: 0.6206	LR: 0.100000
Training Epoch: 6 [38144/45000]	Loss: 0.6156	LR: 0.100000
Training Epoch: 6 [38400/45000]	Loss: 0.5918	LR: 0.100000
Training Epoch: 6 [38656/45000]	Loss: 0.6084	LR: 0.100000
Training Epoch: 6 [38912/45000]	Loss: 0.6035	LR: 0.100000
Training Epoch: 6 [39168/45000]	Loss: 0.6649	LR: 0.100000
Training Epoch: 6 [39424/45000]	Loss: 0.7402	LR: 0.100000
Training Epoch: 6 [39680/45000]	Loss: 0.6989	LR: 0.100000
Training Epoch: 6 [39936/45000]	Loss: 0.7858	LR: 0.100000
Training Epoch: 6 [40192/45000]	Loss: 0.6901	LR: 0.100000
Training Epoch: 6 [40448/45000]	Loss: 0.7191	LR: 0.100000
Training Epoch: 6 [40704/45000]	Loss: 0.6159	LR: 0.100000
Training Epoch: 6 [40960/45000]	Loss: 0.7126	LR: 0.100000
Training Epoch: 6 [41216/45000]	Loss: 0.6021	LR: 0.100000
Training Epoch: 6 [41472/45000]	Loss: 0.6538	LR: 0.100000
Training Epoch: 6 [41728/45000]	Loss: 0.6092	LR: 0.100000
Training Epoch: 6 [41984/45000]	Loss: 0.6059	LR: 0.100000
Training Epoch: 6 [42240/45000]	Loss: 0.6801	LR: 0.100000
Training Epoch: 6 [42496/45000]	Loss: 0.5392	LR: 0.100000
Training Epoch: 6 [42752/45000]	Loss: 0.6230	LR: 0.100000
Training Epoch: 6 [43008/45000]	Loss: 0.6686	LR: 0.100000
Training Epoch: 6 [43264/45000]	Loss: 0.6299	LR: 0.100000
Training Epoch: 6 [43520/45000]	Loss: 0.6035	LR: 0.100000
Training Epoch: 6 [43776/45000]	Loss: 0.7318	LR: 0.100000
Training Epoch: 6 [44032/45000]	Loss: 0.6378	LR: 0.100000
Training Epoch: 6 [44288/45000]	Loss: 0.5785	LR: 0.100000
Training Epoch: 6 [44544/45000]	Loss: 0.5455	LR: 0.100000
Training Epoch: 6 [44800/45000]	Loss: 0.6285	LR: 0.100000
Training Epoch: 6 [45000/45000]	Loss: 0.8157	LR: 0.100000
Epoch 6 - Average Train Loss: 0.6586, Train Accuracy: 0.7704
Epoch 6 training time consumed: 38.13s
Evaluating Network.....
Test set: Epoch: 6, Average loss: 0.0032, Accuracy: 0.7339, Time consumed:1.30s
Training Epoch: 7 [256/45000]	Loss: 0.5423	LR: 0.100000
Training Epoch: 7 [512/45000]	Loss: 0.5368	LR: 0.100000
Training Epoch: 7 [768/45000]	Loss: 0.6689	LR: 0.100000
Training Epoch: 7 [1024/45000]	Loss: 0.6062	LR: 0.100000
Training Epoch: 7 [1280/45000]	Loss: 0.5376	LR: 0.100000
Training Epoch: 7 [1536/45000]	Loss: 0.8162	LR: 0.100000
Training Epoch: 7 [1792/45000]	Loss: 0.5803	LR: 0.100000
Training Epoch: 7 [2048/45000]	Loss: 0.6534	LR: 0.100000
Training Epoch: 7 [2304/45000]	Loss: 0.5870	LR: 0.100000
Training Epoch: 7 [2560/45000]	Loss: 0.5324	LR: 0.100000
Training Epoch: 7 [2816/45000]	Loss: 0.6762	LR: 0.100000
Training Epoch: 7 [3072/45000]	Loss: 0.6207	LR: 0.100000
Training Epoch: 7 [3328/45000]	Loss: 0.6674	LR: 0.100000
Training Epoch: 7 [3584/45000]	Loss: 0.6454	LR: 0.100000
Training Epoch: 7 [3840/45000]	Loss: 0.6151	LR: 0.100000
Training Epoch: 7 [4096/45000]	Loss: 0.6723	LR: 0.100000
Training Epoch: 7 [4352/45000]	Loss: 0.6666	LR: 0.100000
Training Epoch: 7 [4608/45000]	Loss: 0.6279	LR: 0.100000
Training Epoch: 7 [4864/45000]	Loss: 0.6570	LR: 0.100000
Training Epoch: 7 [5120/45000]	Loss: 0.7354	LR: 0.100000
Training Epoch: 7 [5376/45000]	Loss: 0.7561	LR: 0.100000
Training Epoch: 7 [5632/45000]	Loss: 0.5894	LR: 0.100000
Training Epoch: 7 [5888/45000]	Loss: 0.5578	LR: 0.100000
Training Epoch: 7 [6144/45000]	Loss: 0.5493	LR: 0.100000
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Training Epoch: 7 [8192/45000]	Loss: 0.7058	LR: 0.100000
Training Epoch: 7 [8448/45000]	Loss: 0.5635	LR: 0.100000
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Training Epoch: 7 [16128/45000]	Loss: 0.5883	LR: 0.100000
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Training Epoch: 7 [16640/45000]	Loss: 0.6481	LR: 0.100000
Training Epoch: 7 [16896/45000]	Loss: 0.6631	LR: 0.100000
Training Epoch: 7 [17152/45000]	Loss: 0.5920	LR: 0.100000
Training Epoch: 7 [17408/45000]	Loss: 0.6658	LR: 0.100000
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Training Epoch: 7 [19200/45000]	Loss: 0.5831	LR: 0.100000
Training Epoch: 7 [19456/45000]	Loss: 0.6225	LR: 0.100000
Training Epoch: 7 [19712/45000]	Loss: 0.5647	LR: 0.100000
Training Epoch: 7 [19968/45000]	Loss: 0.7545	LR: 0.100000
Training Epoch: 7 [20224/45000]	Loss: 0.7018	LR: 0.100000
Training Epoch: 7 [20480/45000]	Loss: 0.5923	LR: 0.100000
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Training Epoch: 7 [24320/45000]	Loss: 0.6039	LR: 0.100000
Training Epoch: 7 [24576/45000]	Loss: 0.6145	LR: 0.100000
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Training Epoch: 7 [25856/45000]	Loss: 0.5796	LR: 0.100000
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Training Epoch: 7 [26368/45000]	Loss: 0.6485	LR: 0.100000
Training Epoch: 7 [26624/45000]	Loss: 0.5781	LR: 0.100000
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Training Epoch: 7 [27136/45000]	Loss: 0.6343	LR: 0.100000
Training Epoch: 7 [27392/45000]	Loss: 0.6572	LR: 0.100000
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Training Epoch: 7 [27904/45000]	Loss: 0.6192	LR: 0.100000
Training Epoch: 7 [28160/45000]	Loss: 0.6619	LR: 0.100000
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Training Epoch: 7 [43520/45000]	Loss: 0.6210	LR: 0.100000
Training Epoch: 7 [43776/45000]	Loss: 0.5978	LR: 0.100000
Training Epoch: 7 [44032/45000]	Loss: 0.6149	LR: 0.100000
Training Epoch: 7 [44288/45000]	Loss: 0.5644	LR: 0.100000
Training Epoch: 7 [44544/45000]	Loss: 0.5317	LR: 0.100000
Training Epoch: 7 [44800/45000]	Loss: 0.5861	LR: 0.100000
Training Epoch: 7 [45000/45000]	Loss: 0.6507	LR: 0.100000
Epoch 7 - Average Train Loss: 0.6165, Train Accuracy: 0.7874
Epoch 7 training time consumed: 38.25s
Evaluating Network.....
Test set: Epoch: 7, Average loss: 0.0024, Accuracy: 0.7996, Time consumed:1.29s
Saving weights file to checkpoint/retrain/ResNet18/Friday_11_July_2025_11h_55m_22s/ResNet18-Cifar10-seed9-ret100-7-best.pth
Training Epoch: 8 [256/45000]	Loss: 0.6009	LR: 0.020000
Training Epoch: 8 [512/45000]	Loss: 0.5890	LR: 0.020000
Training Epoch: 8 [768/45000]	Loss: 0.6377	LR: 0.020000
Training Epoch: 8 [1024/45000]	Loss: 0.4959	LR: 0.020000
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Training Epoch: 8 [1536/45000]	Loss: 0.6149	LR: 0.020000
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Training Epoch: 8 [40192/45000]	Loss: 0.4815	LR: 0.020000
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Training Epoch: 8 [40960/45000]	Loss: 0.5431	LR: 0.020000
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Training Epoch: 8 [41728/45000]	Loss: 0.5099	LR: 0.020000
Training Epoch: 8 [41984/45000]	Loss: 0.4300	LR: 0.020000
Training Epoch: 8 [42240/45000]	Loss: 0.3433	LR: 0.020000
Training Epoch: 8 [42496/45000]	Loss: 0.4578	LR: 0.020000
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Training Epoch: 8 [43264/45000]	Loss: 0.4810	LR: 0.020000
Training Epoch: 8 [43520/45000]	Loss: 0.3847	LR: 0.020000
Training Epoch: 8 [43776/45000]	Loss: 0.4571	LR: 0.020000
Training Epoch: 8 [44032/45000]	Loss: 0.4335	LR: 0.020000
Training Epoch: 8 [44288/45000]	Loss: 0.4084	LR: 0.020000
Training Epoch: 8 [44544/45000]	Loss: 0.4549	LR: 0.020000
Training Epoch: 8 [44800/45000]	Loss: 0.4711	LR: 0.020000
Training Epoch: 8 [45000/45000]	Loss: 0.5083	LR: 0.020000
Epoch 8 - Average Train Loss: 0.4631, Train Accuracy: 0.8402
Epoch 8 training time consumed: 38.16s
Evaluating Network.....
Test set: Epoch: 8, Average loss: 0.0018, Accuracy: 0.8499, Time consumed:1.30s
Saving weights file to checkpoint/retrain/ResNet18/Friday_11_July_2025_11h_55m_22s/ResNet18-Cifar10-seed9-ret100-8-best.pth
Training Epoch: 9 [256/45000]	Loss: 0.4214	LR: 0.020000
Training Epoch: 9 [512/45000]	Loss: 0.3891	LR: 0.020000
Training Epoch: 9 [768/45000]	Loss: 0.4603	LR: 0.020000
Training Epoch: 9 [1024/45000]	Loss: 0.3801	LR: 0.020000
Training Epoch: 9 [1280/45000]	Loss: 0.3223	LR: 0.020000
Training Epoch: 9 [1536/45000]	Loss: 0.4480	LR: 0.020000
Training Epoch: 9 [1792/45000]	Loss: 0.4976	LR: 0.020000
Training Epoch: 9 [2048/45000]	Loss: 0.3813	LR: 0.020000
Training Epoch: 9 [2304/45000]	Loss: 0.3272	LR: 0.020000
Training Epoch: 9 [2560/45000]	Loss: 0.5449	LR: 0.020000
Training Epoch: 9 [2816/45000]	Loss: 0.4099	LR: 0.020000
Training Epoch: 9 [3072/45000]	Loss: 0.4318	LR: 0.020000
Training Epoch: 9 [3328/45000]	Loss: 0.4865	LR: 0.020000
Training Epoch: 9 [3584/45000]	Loss: 0.3535	LR: 0.020000
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Training Epoch: 9 [9984/45000]	Loss: 0.3567	LR: 0.020000
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Training Epoch: 9 [10496/45000]	Loss: 0.3919	LR: 0.020000
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Training Epoch: 9 [45000/45000]	Loss: 0.2794	LR: 0.020000
Epoch 9 - Average Train Loss: 0.4166, Train Accuracy: 0.8559
Epoch 9 training time consumed: 38.03s
Evaluating Network.....
Test set: Epoch: 9, Average loss: 0.0017, Accuracy: 0.8542, Time consumed:1.31s
Saving weights file to checkpoint/retrain/ResNet18/Friday_11_July_2025_11h_55m_22s/ResNet18-Cifar10-seed9-ret100-9-best.pth
Training Epoch: 10 [256/45000]	Loss: 0.3441	LR: 0.020000
Training Epoch: 10 [512/45000]	Loss: 0.3650	LR: 0.020000
Training Epoch: 10 [768/45000]	Loss: 0.4052	LR: 0.020000
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Training Epoch: 10 [1536/45000]	Loss: 0.4772	LR: 0.020000
Training Epoch: 10 [1792/45000]	Loss: 0.4740	LR: 0.020000
Training Epoch: 10 [2048/45000]	Loss: 0.3804	LR: 0.020000
Training Epoch: 10 [2304/45000]	Loss: 0.3401	LR: 0.020000
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Training Epoch: 10 [38656/45000]	Loss: 0.4548	LR: 0.020000
Training Epoch: 10 [38912/45000]	Loss: 0.5136	LR: 0.020000
Training Epoch: 10 [39168/45000]	Loss: 0.3917	LR: 0.020000
Training Epoch: 10 [39424/45000]	Loss: 0.3630	LR: 0.020000
Training Epoch: 10 [39680/45000]	Loss: 0.4088	LR: 0.020000
Training Epoch: 10 [39936/45000]	Loss: 0.3594	LR: 0.020000
Training Epoch: 10 [40192/45000]	Loss: 0.4411	LR: 0.020000
Training Epoch: 10 [40448/45000]	Loss: 0.3847	LR: 0.020000
Training Epoch: 10 [40704/45000]	Loss: 0.4271	LR: 0.020000
Training Epoch: 10 [40960/45000]	Loss: 0.4040	LR: 0.020000
Training Epoch: 10 [41216/45000]	Loss: 0.4411	LR: 0.020000
Training Epoch: 10 [41472/45000]	Loss: 0.4091	LR: 0.020000
Training Epoch: 10 [41728/45000]	Loss: 0.3850	LR: 0.020000
Training Epoch: 10 [41984/45000]	Loss: 0.4111	LR: 0.020000
Training Epoch: 10 [42240/45000]	Loss: 0.3289	LR: 0.020000
Training Epoch: 10 [42496/45000]	Loss: 0.3062	LR: 0.020000
Training Epoch: 10 [42752/45000]	Loss: 0.4555	LR: 0.020000
Training Epoch: 10 [43008/45000]	Loss: 0.3185	LR: 0.020000
Training Epoch: 10 [43264/45000]	Loss: 0.3712	LR: 0.020000
Training Epoch: 10 [43520/45000]	Loss: 0.4296	LR: 0.020000
Training Epoch: 10 [43776/45000]	Loss: 0.3774	LR: 0.020000
Training Epoch: 10 [44032/45000]	Loss: 0.4834	LR: 0.020000
Training Epoch: 10 [44288/45000]	Loss: 0.4266	LR: 0.020000
Training Epoch: 10 [44544/45000]	Loss: 0.4710	LR: 0.020000
Training Epoch: 10 [44800/45000]	Loss: 0.3407	LR: 0.020000
Training Epoch: 10 [45000/45000]	Loss: 0.3590	LR: 0.020000
Epoch 10 - Average Train Loss: 0.3999, Train Accuracy: 0.8611
Epoch 10 training time consumed: 38.54s
Evaluating Network.....
Test set: Epoch: 10, Average loss: 0.0016, Accuracy: 0.8636, Time consumed:1.31s
Saving weights file to checkpoint/retrain/ResNet18/Friday_11_July_2025_11h_55m_22s/ResNet18-Cifar10-seed9-ret100-10-best.pth
Training Epoch: 11 [256/45000]	Loss: 0.4070	LR: 0.020000
Training Epoch: 11 [512/45000]	Loss: 0.4213	LR: 0.020000
Training Epoch: 11 [768/45000]	Loss: 0.3734	LR: 0.020000
Training Epoch: 11 [1024/45000]	Loss: 0.3524	LR: 0.020000
Training Epoch: 11 [1280/45000]	Loss: 0.3864	LR: 0.020000
Training Epoch: 11 [1536/45000]	Loss: 0.3650	LR: 0.020000
Training Epoch: 11 [1792/45000]	Loss: 0.3671	LR: 0.020000
Training Epoch: 11 [2048/45000]	Loss: 0.3925	LR: 0.020000
Training Epoch: 11 [2304/45000]	Loss: 0.3918	LR: 0.020000
Training Epoch: 11 [2560/45000]	Loss: 0.4095	LR: 0.020000
Training Epoch: 11 [2816/45000]	Loss: 0.3027	LR: 0.020000
Training Epoch: 11 [3072/45000]	Loss: 0.3687	LR: 0.020000
Training Epoch: 11 [3328/45000]	Loss: 0.3551	LR: 0.020000
Training Epoch: 11 [3584/45000]	Loss: 0.3719	LR: 0.020000
Training Epoch: 11 [3840/45000]	Loss: 0.4041	LR: 0.020000
Training Epoch: 11 [4096/45000]	Loss: 0.4731	LR: 0.020000
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Training Epoch: 11 [4608/45000]	Loss: 0.4073	LR: 0.020000
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Training Epoch: 11 [5632/45000]	Loss: 0.4044	LR: 0.020000
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Training Epoch: 11 [7168/45000]	Loss: 0.4309	LR: 0.020000
Training Epoch: 11 [7424/45000]	Loss: 0.4664	LR: 0.020000
Training Epoch: 11 [7680/45000]	Loss: 0.3516	LR: 0.020000
Training Epoch: 11 [7936/45000]	Loss: 0.3827	LR: 0.020000
Training Epoch: 11 [8192/45000]	Loss: 0.4770	LR: 0.020000
Training Epoch: 11 [8448/45000]	Loss: 0.3411	LR: 0.020000
Training Epoch: 11 [8704/45000]	Loss: 0.4553	LR: 0.020000
Training Epoch: 11 [8960/45000]	Loss: 0.2841	LR: 0.020000
Training Epoch: 11 [9216/45000]	Loss: 0.3771	LR: 0.020000
Training Epoch: 11 [9472/45000]	Loss: 0.3358	LR: 0.020000
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Training Epoch: 11 [9984/45000]	Loss: 0.4545	LR: 0.020000
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Training Epoch: 11 [10496/45000]	Loss: 0.4567	LR: 0.020000
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Training Epoch: 11 [11008/45000]	Loss: 0.3899	LR: 0.020000
Training Epoch: 11 [11264/45000]	Loss: 0.3161	LR: 0.020000
Training Epoch: 11 [11520/45000]	Loss: 0.3492	LR: 0.020000
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Training Epoch: 11 [12032/45000]	Loss: 0.4795	LR: 0.020000
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Training Epoch: 11 [12800/45000]	Loss: 0.3322	LR: 0.020000
Training Epoch: 11 [13056/45000]	Loss: 0.3790	LR: 0.020000
Training Epoch: 11 [13312/45000]	Loss: 0.3853	LR: 0.020000
Training Epoch: 11 [13568/45000]	Loss: 0.4334	LR: 0.020000
Training Epoch: 11 [13824/45000]	Loss: 0.5057	LR: 0.020000
Training Epoch: 11 [14080/45000]	Loss: 0.3382	LR: 0.020000
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Training Epoch: 11 [15616/45000]	Loss: 0.3649	LR: 0.020000
Training Epoch: 11 [15872/45000]	Loss: 0.2792	LR: 0.020000
Training Epoch: 11 [16128/45000]	Loss: 0.3178	LR: 0.020000
Training Epoch: 11 [16384/45000]	Loss: 0.3590	LR: 0.020000
Training Epoch: 11 [16640/45000]	Loss: 0.3454	LR: 0.020000
Training Epoch: 11 [16896/45000]	Loss: 0.4001	LR: 0.020000
Training Epoch: 11 [17152/45000]	Loss: 0.3554	LR: 0.020000
Training Epoch: 11 [17408/45000]	Loss: 0.3138	LR: 0.020000
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Training Epoch: 11 [18688/45000]	Loss: 0.3571	LR: 0.020000
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Training Epoch: 11 [19456/45000]	Loss: 0.4498	LR: 0.020000
Training Epoch: 11 [19712/45000]	Loss: 0.3881	LR: 0.020000
Training Epoch: 11 [19968/45000]	Loss: 0.3473	LR: 0.020000
Training Epoch: 11 [20224/45000]	Loss: 0.3938	LR: 0.020000
Training Epoch: 11 [20480/45000]	Loss: 0.3492	LR: 0.020000
Training Epoch: 11 [20736/45000]	Loss: 0.3907	LR: 0.020000
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Training Epoch: 11 [22784/45000]	Loss: 0.3675	LR: 0.020000
Training Epoch: 11 [23040/45000]	Loss: 0.4024	LR: 0.020000
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Training Epoch: 11 [25600/45000]	Loss: 0.3306	LR: 0.020000
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Training Epoch: 11 [28160/45000]	Loss: 0.4127	LR: 0.020000
Training Epoch: 11 [28416/45000]	Loss: 0.4140	LR: 0.020000
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Training Epoch: 11 [28928/45000]	Loss: 0.3671	LR: 0.020000
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Training Epoch: 11 [29440/45000]	Loss: 0.3953	LR: 0.020000
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Training Epoch: 11 [30208/45000]	Loss: 0.3518	LR: 0.020000
Training Epoch: 11 [30464/45000]	Loss: 0.3941	LR: 0.020000
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Training Epoch: 11 [36096/45000]	Loss: 0.3991	LR: 0.020000
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Training Epoch: 11 [37376/45000]	Loss: 0.4474	LR: 0.020000
Training Epoch: 11 [37632/45000]	Loss: 0.4557	LR: 0.020000
Training Epoch: 11 [37888/45000]	Loss: 0.3885	LR: 0.020000
Training Epoch: 11 [38144/45000]	Loss: 0.3584	LR: 0.020000
Training Epoch: 11 [38400/45000]	Loss: 0.3227	LR: 0.020000
Training Epoch: 11 [38656/45000]	Loss: 0.3924	LR: 0.020000
Training Epoch: 11 [38912/45000]	Loss: 0.3263	LR: 0.020000
Training Epoch: 11 [39168/45000]	Loss: 0.3873	LR: 0.020000
Training Epoch: 11 [39424/45000]	Loss: 0.3524	LR: 0.020000
Training Epoch: 11 [39680/45000]	Loss: 0.3672	LR: 0.020000
Training Epoch: 11 [39936/45000]	Loss: 0.3519	LR: 0.020000
Training Epoch: 11 [40192/45000]	Loss: 0.3806	LR: 0.020000
Training Epoch: 11 [40448/45000]	Loss: 0.3605	LR: 0.020000
Training Epoch: 11 [40704/45000]	Loss: 0.3233	LR: 0.020000
Training Epoch: 11 [40960/45000]	Loss: 0.3160	LR: 0.020000
Training Epoch: 11 [41216/45000]	Loss: 0.3857	LR: 0.020000
Training Epoch: 11 [41472/45000]	Loss: 0.3845	LR: 0.020000
Training Epoch: 11 [41728/45000]	Loss: 0.3587	LR: 0.020000
Training Epoch: 11 [41984/45000]	Loss: 0.3289	LR: 0.020000
Training Epoch: 11 [42240/45000]	Loss: 0.3726	LR: 0.020000
Training Epoch: 11 [42496/45000]	Loss: 0.3725	LR: 0.020000
Training Epoch: 11 [42752/45000]	Loss: 0.3944	LR: 0.020000
Training Epoch: 11 [43008/45000]	Loss: 0.5179	LR: 0.020000
Training Epoch: 11 [43264/45000]	Loss: 0.3269	LR: 0.020000
Training Epoch: 11 [43520/45000]	Loss: 0.3999	LR: 0.020000
Training Epoch: 11 [43776/45000]	Loss: 0.3746	LR: 0.020000
Training Epoch: 11 [44032/45000]	Loss: 0.4020	LR: 0.020000
Training Epoch: 11 [44288/45000]	Loss: 0.4322	LR: 0.020000
Training Epoch: 11 [44544/45000]	Loss: 0.3210	LR: 0.020000
Training Epoch: 11 [44800/45000]	Loss: 0.4308	LR: 0.020000
Training Epoch: 11 [45000/45000]	Loss: 0.2969	LR: 0.020000
Epoch 11 - Average Train Loss: 0.3794, Train Accuracy: 0.8670
Epoch 11 training time consumed: 38.19s
Evaluating Network.....
Test set: Epoch: 11, Average loss: 0.0017, Accuracy: 0.8565, Time consumed:1.31s
Training Epoch: 12 [256/45000]	Loss: 0.4202	LR: 0.004000
Training Epoch: 12 [512/45000]	Loss: 0.3796	LR: 0.004000
Training Epoch: 12 [768/45000]	Loss: 0.2485	LR: 0.004000
Training Epoch: 12 [1024/45000]	Loss: 0.3342	LR: 0.004000
Training Epoch: 12 [1280/45000]	Loss: 0.4324	LR: 0.004000
Training Epoch: 12 [1536/45000]	Loss: 0.3400	LR: 0.004000
Training Epoch: 12 [1792/45000]	Loss: 0.2953	LR: 0.004000
Training Epoch: 12 [2048/45000]	Loss: 0.3084	LR: 0.004000
Training Epoch: 12 [2304/45000]	Loss: 0.3052	LR: 0.004000
Training Epoch: 12 [2560/45000]	Loss: 0.3193	LR: 0.004000
Training Epoch: 12 [2816/45000]	Loss: 0.2962	LR: 0.004000
Training Epoch: 12 [3072/45000]	Loss: 0.3896	LR: 0.004000
Training Epoch: 12 [3328/45000]	Loss: 0.3678	LR: 0.004000
Training Epoch: 12 [3584/45000]	Loss: 0.4211	LR: 0.004000
Training Epoch: 12 [3840/45000]	Loss: 0.3854	LR: 0.004000
Training Epoch: 12 [4096/45000]	Loss: 0.3330	LR: 0.004000
Training Epoch: 12 [4352/45000]	Loss: 0.3067	LR: 0.004000
Training Epoch: 12 [4608/45000]	Loss: 0.3624	LR: 0.004000
Training Epoch: 12 [4864/45000]	Loss: 0.3286	LR: 0.004000
Training Epoch: 12 [5120/45000]	Loss: 0.3792	LR: 0.004000
Training Epoch: 12 [5376/45000]	Loss: 0.3746	LR: 0.004000
Training Epoch: 12 [5632/45000]	Loss: 0.3114	LR: 0.004000
Training Epoch: 12 [5888/45000]	Loss: 0.3834	LR: 0.004000
Training Epoch: 12 [6144/45000]	Loss: 0.3852	LR: 0.004000
Training Epoch: 12 [6400/45000]	Loss: 0.3865	LR: 0.004000
Training Epoch: 12 [6656/45000]	Loss: 0.3191	LR: 0.004000
Training Epoch: 12 [6912/45000]	Loss: 0.3014	LR: 0.004000
Training Epoch: 12 [7168/45000]	Loss: 0.2971	LR: 0.004000
Training Epoch: 12 [7424/45000]	Loss: 0.3857	LR: 0.004000
Training Epoch: 12 [7680/45000]	Loss: 0.2540	LR: 0.004000
Training Epoch: 12 [7936/45000]	Loss: 0.3960	LR: 0.004000
Training Epoch: 12 [8192/45000]	Loss: 0.3247	LR: 0.004000
Training Epoch: 12 [8448/45000]	Loss: 0.3662	LR: 0.004000
Training Epoch: 12 [8704/45000]	Loss: 0.2923	LR: 0.004000
Training Epoch: 12 [8960/45000]	Loss: 0.3543	LR: 0.004000
Training Epoch: 12 [9216/45000]	Loss: 0.3999	LR: 0.004000
Training Epoch: 12 [9472/45000]	Loss: 0.3645	LR: 0.004000
Training Epoch: 12 [9728/45000]	Loss: 0.3170	LR: 0.004000
Training Epoch: 12 [9984/45000]	Loss: 0.3495	LR: 0.004000
Training Epoch: 12 [10240/45000]	Loss: 0.2464	LR: 0.004000
Training Epoch: 12 [10496/45000]	Loss: 0.3522	LR: 0.004000
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Training Epoch: 12 [11008/45000]	Loss: 0.3849	LR: 0.004000
Training Epoch: 12 [11264/45000]	Loss: 0.3114	LR: 0.004000
Training Epoch: 12 [11520/45000]	Loss: 0.2954	LR: 0.004000
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Training Epoch: 12 [12032/45000]	Loss: 0.3340	LR: 0.004000
Training Epoch: 12 [12288/45000]	Loss: 0.3248	LR: 0.004000
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Training Epoch: 12 [12800/45000]	Loss: 0.2890	LR: 0.004000
Training Epoch: 12 [13056/45000]	Loss: 0.3092	LR: 0.004000
Training Epoch: 12 [13312/45000]	Loss: 0.3514	LR: 0.004000
Training Epoch: 12 [13568/45000]	Loss: 0.3623	LR: 0.004000
Training Epoch: 12 [13824/45000]	Loss: 0.2586	LR: 0.004000
Training Epoch: 12 [14080/45000]	Loss: 0.3257	LR: 0.004000
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Training Epoch: 12 [14848/45000]	Loss: 0.3217	LR: 0.004000
Training Epoch: 12 [15104/45000]	Loss: 0.3039	LR: 0.004000
Training Epoch: 12 [15360/45000]	Loss: 0.2874	LR: 0.004000
Training Epoch: 12 [15616/45000]	Loss: 0.3936	LR: 0.004000
Training Epoch: 12 [15872/45000]	Loss: 0.3533	LR: 0.004000
Training Epoch: 12 [16128/45000]	Loss: 0.4085	LR: 0.004000
Training Epoch: 12 [16384/45000]	Loss: 0.3777	LR: 0.004000
Training Epoch: 12 [16640/45000]	Loss: 0.2887	LR: 0.004000
Training Epoch: 12 [16896/45000]	Loss: 0.3479	LR: 0.004000
Training Epoch: 12 [17152/45000]	Loss: 0.3619	LR: 0.004000
Training Epoch: 12 [17408/45000]	Loss: 0.3204	LR: 0.004000
Training Epoch: 12 [17664/45000]	Loss: 0.3306	LR: 0.004000
Training Epoch: 12 [17920/45000]	Loss: 0.3412	LR: 0.004000
Training Epoch: 12 [18176/45000]	Loss: 0.3323	LR: 0.004000
Training Epoch: 12 [18432/45000]	Loss: 0.3017	LR: 0.004000
Training Epoch: 12 [18688/45000]	Loss: 0.3983	LR: 0.004000
Training Epoch: 12 [18944/45000]	Loss: 0.3455	LR: 0.004000
Training Epoch: 12 [19200/45000]	Loss: 0.3369	LR: 0.004000
Training Epoch: 12 [19456/45000]	Loss: 0.2953	LR: 0.004000
Training Epoch: 12 [19712/45000]	Loss: 0.3216	LR: 0.004000
Training Epoch: 12 [19968/45000]	Loss: 0.3955	LR: 0.004000
Training Epoch: 12 [20224/45000]	Loss: 0.3821	LR: 0.004000
Training Epoch: 12 [20480/45000]	Loss: 0.2609	LR: 0.004000
Training Epoch: 12 [20736/45000]	Loss: 0.3214	LR: 0.004000
Training Epoch: 12 [20992/45000]	Loss: 0.2851	LR: 0.004000
Training Epoch: 12 [21248/45000]	Loss: 0.2952	LR: 0.004000
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Training Epoch: 12 [40960/45000]	Loss: 0.3164	LR: 0.004000
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Training Epoch: 12 [41472/45000]	Loss: 0.3353	LR: 0.004000
Training Epoch: 12 [41728/45000]	Loss: 0.3081	LR: 0.004000
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Training Epoch: 12 [42240/45000]	Loss: 0.3520	LR: 0.004000
Training Epoch: 12 [42496/45000]	Loss: 0.3033	LR: 0.004000
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Training Epoch: 12 [43008/45000]	Loss: 0.3401	LR: 0.004000
Training Epoch: 12 [43264/45000]	Loss: 0.3191	LR: 0.004000
Training Epoch: 12 [43520/45000]	Loss: 0.3495	LR: 0.004000
Training Epoch: 12 [43776/45000]	Loss: 0.3680	LR: 0.004000
Training Epoch: 12 [44032/45000]	Loss: 0.2976	LR: 0.004000
Training Epoch: 12 [44288/45000]	Loss: 0.3584	LR: 0.004000
Training Epoch: 12 [44544/45000]	Loss: 0.3670	LR: 0.004000
Training Epoch: 12 [44800/45000]	Loss: 0.2760	LR: 0.004000
Training Epoch: 12 [45000/45000]	Loss: 0.3954	LR: 0.004000
Epoch 12 - Average Train Loss: 0.3347, Train Accuracy: 0.8834
Epoch 12 training time consumed: 38.21s
Evaluating Network.....
Test set: Epoch: 12, Average loss: 0.0015, Accuracy: 0.8764, Time consumed:1.31s
Saving weights file to checkpoint/retrain/ResNet18/Friday_11_July_2025_11h_55m_22s/ResNet18-Cifar10-seed9-ret100-12-best.pth
Training Epoch: 13 [256/45000]	Loss: 0.2592	LR: 0.004000
Training Epoch: 13 [512/45000]	Loss: 0.3103	LR: 0.004000
Training Epoch: 13 [768/45000]	Loss: 0.3338	LR: 0.004000
Training Epoch: 13 [1024/45000]	Loss: 0.3344	LR: 0.004000
Training Epoch: 13 [1280/45000]	Loss: 0.3148	LR: 0.004000
Training Epoch: 13 [1536/45000]	Loss: 0.3398	LR: 0.004000
Training Epoch: 13 [1792/45000]	Loss: 0.3223	LR: 0.004000
Training Epoch: 13 [2048/45000]	Loss: 0.2853	LR: 0.004000
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Training Epoch: 13 [40960/45000]	Loss: 0.3236	LR: 0.004000
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Training Epoch: 13 [41984/45000]	Loss: 0.3009	LR: 0.004000
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Training Epoch: 13 [42496/45000]	Loss: 0.2695	LR: 0.004000
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Training Epoch: 13 [43264/45000]	Loss: 0.2372	LR: 0.004000
Training Epoch: 13 [43520/45000]	Loss: 0.3389	LR: 0.004000
Training Epoch: 13 [43776/45000]	Loss: 0.2496	LR: 0.004000
Training Epoch: 13 [44032/45000]	Loss: 0.3386	LR: 0.004000
Training Epoch: 13 [44288/45000]	Loss: 0.3142	LR: 0.004000
Training Epoch: 13 [44544/45000]	Loss: 0.2810	LR: 0.004000
Training Epoch: 13 [44800/45000]	Loss: 0.3618	LR: 0.004000
Training Epoch: 13 [45000/45000]	Loss: 0.2639	LR: 0.004000
Epoch 13 - Average Train Loss: 0.3167, Train Accuracy: 0.8894
Epoch 13 training time consumed: 38.06s
Evaluating Network.....
Test set: Epoch: 13, Average loss: 0.0014, Accuracy: 0.8820, Time consumed:1.30s
Saving weights file to checkpoint/retrain/ResNet18/Friday_11_July_2025_11h_55m_22s/ResNet18-Cifar10-seed9-ret100-13-best.pth
Training Epoch: 14 [256/45000]	Loss: 0.2728	LR: 0.004000
Training Epoch: 14 [512/45000]	Loss: 0.2757	LR: 0.004000
Training Epoch: 14 [768/45000]	Loss: 0.2695	LR: 0.004000
Training Epoch: 14 [1024/45000]	Loss: 0.2928	LR: 0.004000
Training Epoch: 14 [1280/45000]	Loss: 0.2500	LR: 0.004000
Training Epoch: 14 [1536/45000]	Loss: 0.3554	LR: 0.004000
Training Epoch: 14 [1792/45000]	Loss: 0.3205	LR: 0.004000
Training Epoch: 14 [2048/45000]	Loss: 0.2967	LR: 0.004000
Training Epoch: 14 [2304/45000]	Loss: 0.4372	LR: 0.004000
Training Epoch: 14 [2560/45000]	Loss: 0.3345	LR: 0.004000
Training Epoch: 14 [2816/45000]	Loss: 0.3566	LR: 0.004000
Training Epoch: 14 [3072/45000]	Loss: 0.2878	LR: 0.004000
Training Epoch: 14 [3328/45000]	Loss: 0.3281	LR: 0.004000
Training Epoch: 14 [3584/45000]	Loss: 0.3464	LR: 0.004000
Training Epoch: 14 [3840/45000]	Loss: 0.2840	LR: 0.004000
Training Epoch: 14 [4096/45000]	Loss: 0.2990	LR: 0.004000
Training Epoch: 14 [4352/45000]	Loss: 0.3102	LR: 0.004000
Training Epoch: 14 [4608/45000]	Loss: 0.2947	LR: 0.004000
Training Epoch: 14 [4864/45000]	Loss: 0.3521	LR: 0.004000
Training Epoch: 14 [5120/45000]	Loss: 0.3600	LR: 0.004000
Training Epoch: 14 [5376/45000]	Loss: 0.2608	LR: 0.004000
Training Epoch: 14 [5632/45000]	Loss: 0.2045	LR: 0.004000
Training Epoch: 14 [5888/45000]	Loss: 0.2599	LR: 0.004000
Training Epoch: 14 [6144/45000]	Loss: 0.2438	LR: 0.004000
Training Epoch: 14 [6400/45000]	Loss: 0.3458	LR: 0.004000
Training Epoch: 14 [6656/45000]	Loss: 0.3271	LR: 0.004000
Training Epoch: 14 [6912/45000]	Loss: 0.2483	LR: 0.004000
Training Epoch: 14 [7168/45000]	Loss: 0.2372	LR: 0.004000
Training Epoch: 14 [7424/45000]	Loss: 0.2312	LR: 0.004000
Training Epoch: 14 [7680/45000]	Loss: 0.2659	LR: 0.004000
Training Epoch: 14 [7936/45000]	Loss: 0.3380	LR: 0.004000
Training Epoch: 14 [8192/45000]	Loss: 0.3041	LR: 0.004000
Training Epoch: 14 [8448/45000]	Loss: 0.3276	LR: 0.004000
Training Epoch: 14 [8704/45000]	Loss: 0.2917	LR: 0.004000
Training Epoch: 14 [8960/45000]	Loss: 0.2964	LR: 0.004000
Training Epoch: 14 [9216/45000]	Loss: 0.2642	LR: 0.004000
Training Epoch: 14 [9472/45000]	Loss: 0.3182	LR: 0.004000
Training Epoch: 14 [9728/45000]	Loss: 0.3101	LR: 0.004000
Training Epoch: 14 [9984/45000]	Loss: 0.3437	LR: 0.004000
Training Epoch: 14 [10240/45000]	Loss: 0.2694	LR: 0.004000
Training Epoch: 14 [10496/45000]	Loss: 0.2894	LR: 0.004000
Training Epoch: 14 [10752/45000]	Loss: 0.3410	LR: 0.004000
Training Epoch: 14 [11008/45000]	Loss: 0.3236	LR: 0.004000
Training Epoch: 14 [11264/45000]	Loss: 0.3210	LR: 0.004000
Training Epoch: 14 [11520/45000]	Loss: 0.3325	LR: 0.004000
Training Epoch: 14 [11776/45000]	Loss: 0.3119	LR: 0.004000
Training Epoch: 14 [12032/45000]	Loss: 0.2548	LR: 0.004000
Training Epoch: 14 [12288/45000]	Loss: 0.3542	LR: 0.004000
Training Epoch: 14 [12544/45000]	Loss: 0.3564	LR: 0.004000
Training Epoch: 14 [12800/45000]	Loss: 0.3528	LR: 0.004000
Training Epoch: 14 [13056/45000]	Loss: 0.4092	LR: 0.004000
Training Epoch: 14 [13312/45000]	Loss: 0.3323	LR: 0.004000
Training Epoch: 14 [13568/45000]	Loss: 0.4366	LR: 0.004000
Training Epoch: 14 [13824/45000]	Loss: 0.3100	LR: 0.004000
Training Epoch: 14 [14080/45000]	Loss: 0.2936	LR: 0.004000
Training Epoch: 14 [14336/45000]	Loss: 0.2932	LR: 0.004000
Training Epoch: 14 [14592/45000]	Loss: 0.3676	LR: 0.004000
Training Epoch: 14 [14848/45000]	Loss: 0.2715	LR: 0.004000
Training Epoch: 14 [15104/45000]	Loss: 0.2955	LR: 0.004000
Training Epoch: 14 [15360/45000]	Loss: 0.3768	LR: 0.004000
Training Epoch: 14 [15616/45000]	Loss: 0.3298	LR: 0.004000
Training Epoch: 14 [15872/45000]	Loss: 0.3268	LR: 0.004000
Training Epoch: 14 [16128/45000]	Loss: 0.3553	LR: 0.004000
Training Epoch: 14 [16384/45000]	Loss: 0.3218	LR: 0.004000
Training Epoch: 14 [16640/45000]	Loss: 0.3648	LR: 0.004000
Training Epoch: 14 [16896/45000]	Loss: 0.2749	LR: 0.004000
Training Epoch: 14 [17152/45000]	Loss: 0.2975	LR: 0.004000
Training Epoch: 14 [17408/45000]	Loss: 0.3518	LR: 0.004000
Training Epoch: 14 [17664/45000]	Loss: 0.2948	LR: 0.004000
Training Epoch: 14 [17920/45000]	Loss: 0.4019	LR: 0.004000
Training Epoch: 14 [18176/45000]	Loss: 0.3219	LR: 0.004000
Training Epoch: 14 [18432/45000]	Loss: 0.2596	LR: 0.004000
Training Epoch: 14 [18688/45000]	Loss: 0.2830	LR: 0.004000
Training Epoch: 14 [18944/45000]	Loss: 0.2576	LR: 0.004000
Training Epoch: 14 [19200/45000]	Loss: 0.2798	LR: 0.004000
Training Epoch: 14 [19456/45000]	Loss: 0.3268	LR: 0.004000
Training Epoch: 14 [19712/45000]	Loss: 0.3954	LR: 0.004000
Training Epoch: 14 [19968/45000]	Loss: 0.3496	LR: 0.004000
Training Epoch: 14 [20224/45000]	Loss: 0.2866	LR: 0.004000
Training Epoch: 14 [20480/45000]	Loss: 0.2111	LR: 0.004000
Training Epoch: 14 [20736/45000]	Loss: 0.2602	LR: 0.004000
Training Epoch: 14 [20992/45000]	Loss: 0.3512	LR: 0.004000
Training Epoch: 14 [21248/45000]	Loss: 0.2607	LR: 0.004000
Training Epoch: 14 [21504/45000]	Loss: 0.3944	LR: 0.004000
Training Epoch: 14 [21760/45000]	Loss: 0.2806	LR: 0.004000
Training Epoch: 14 [22016/45000]	Loss: 0.3080	LR: 0.004000
Training Epoch: 14 [22272/45000]	Loss: 0.2419	LR: 0.004000
Training Epoch: 14 [22528/45000]	Loss: 0.2747	LR: 0.004000
Training Epoch: 14 [22784/45000]	Loss: 0.3135	LR: 0.004000
Training Epoch: 14 [23040/45000]	Loss: 0.2715	LR: 0.004000
Training Epoch: 14 [23296/45000]	Loss: 0.3746	LR: 0.004000
Training Epoch: 14 [23552/45000]	Loss: 0.4949	LR: 0.004000
Training Epoch: 14 [23808/45000]	Loss: 0.3261	LR: 0.004000
Training Epoch: 14 [24064/45000]	Loss: 0.2480	LR: 0.004000
Training Epoch: 14 [24320/45000]	Loss: 0.3437	LR: 0.004000
Training Epoch: 14 [24576/45000]	Loss: 0.2919	LR: 0.004000
Training Epoch: 14 [24832/45000]	Loss: 0.3037	LR: 0.004000
Training Epoch: 14 [25088/45000]	Loss: 0.3716	LR: 0.004000
Training Epoch: 14 [25344/45000]	Loss: 0.3995	LR: 0.004000
Training Epoch: 14 [25600/45000]	Loss: 0.2770	LR: 0.004000
Training Epoch: 14 [25856/45000]	Loss: 0.3499	LR: 0.004000
Training Epoch: 14 [26112/45000]	Loss: 0.2575	LR: 0.004000
Training Epoch: 14 [26368/45000]	Loss: 0.3331	LR: 0.004000
Training Epoch: 14 [26624/45000]	Loss: 0.3139	LR: 0.004000
Training Epoch: 14 [26880/45000]	Loss: 0.3808	LR: 0.004000
Training Epoch: 14 [27136/45000]	Loss: 0.2940	LR: 0.004000
Training Epoch: 14 [27392/45000]	Loss: 0.3184	LR: 0.004000
Training Epoch: 14 [27648/45000]	Loss: 0.2654	LR: 0.004000
Training Epoch: 14 [27904/45000]	Loss: 0.2510	LR: 0.004000
Training Epoch: 14 [28160/45000]	Loss: 0.3183	LR: 0.004000
Training Epoch: 14 [28416/45000]	Loss: 0.3450	LR: 0.004000
Training Epoch: 14 [28672/45000]	Loss: 0.3287	LR: 0.004000
Training Epoch: 14 [28928/45000]	Loss: 0.3050	LR: 0.004000
Training Epoch: 14 [29184/45000]	Loss: 0.2733	LR: 0.004000
Training Epoch: 14 [29440/45000]	Loss: 0.3213	LR: 0.004000
Training Epoch: 14 [29696/45000]	Loss: 0.3515	LR: 0.004000
Training Epoch: 14 [29952/45000]	Loss: 0.3111	LR: 0.004000
Training Epoch: 14 [30208/45000]	Loss: 0.3558	LR: 0.004000
Training Epoch: 14 [30464/45000]	Loss: 0.2766	LR: 0.004000
Training Epoch: 14 [30720/45000]	Loss: 0.2898	LR: 0.004000
Training Epoch: 14 [30976/45000]	Loss: 0.2796	LR: 0.004000
Training Epoch: 14 [31232/45000]	Loss: 0.2202	LR: 0.004000
Training Epoch: 14 [31488/45000]	Loss: 0.2607	LR: 0.004000
Training Epoch: 14 [31744/45000]	Loss: 0.2567	LR: 0.004000
Training Epoch: 14 [32000/45000]	Loss: 0.3847	LR: 0.004000
Training Epoch: 14 [32256/45000]	Loss: 0.2922	LR: 0.004000
Training Epoch: 14 [32512/45000]	Loss: 0.2656	LR: 0.004000
Training Epoch: 14 [32768/45000]	Loss: 0.3383	LR: 0.004000
Training Epoch: 14 [33024/45000]	Loss: 0.3298	LR: 0.004000
Training Epoch: 14 [33280/45000]	Loss: 0.3397	LR: 0.004000
Training Epoch: 14 [33536/45000]	Loss: 0.3600	LR: 0.004000
Training Epoch: 14 [33792/45000]	Loss: 0.2435	LR: 0.004000
Training Epoch: 14 [34048/45000]	Loss: 0.2527	LR: 0.004000
Training Epoch: 14 [34304/45000]	Loss: 0.3312	LR: 0.004000
Training Epoch: 14 [34560/45000]	Loss: 0.3181	LR: 0.004000
Training Epoch: 14 [34816/45000]	Loss: 0.2653	LR: 0.004000
Training Epoch: 14 [35072/45000]	Loss: 0.3891	LR: 0.004000
Training Epoch: 14 [35328/45000]	Loss: 0.3459	LR: 0.004000
Training Epoch: 14 [35584/45000]	Loss: 0.3068	LR: 0.004000
Training Epoch: 14 [35840/45000]	Loss: 0.2954	LR: 0.004000
Training Epoch: 14 [36096/45000]	Loss: 0.3253	LR: 0.004000
Training Epoch: 14 [36352/45000]	Loss: 0.3331	LR: 0.004000
Training Epoch: 14 [36608/45000]	Loss: 0.2916	LR: 0.004000
Training Epoch: 14 [36864/45000]	Loss: 0.3136	LR: 0.004000
Training Epoch: 14 [37120/45000]	Loss: 0.3042	LR: 0.004000
Training Epoch: 14 [37376/45000]	Loss: 0.4044	LR: 0.004000
Training Epoch: 14 [37632/45000]	Loss: 0.3730	LR: 0.004000
Training Epoch: 14 [37888/45000]	Loss: 0.2628	LR: 0.004000
Training Epoch: 14 [38144/45000]	Loss: 0.2787	LR: 0.004000
Training Epoch: 14 [38400/45000]	Loss: 0.2758	LR: 0.004000
Training Epoch: 14 [38656/45000]	Loss: 0.2474	LR: 0.004000
Training Epoch: 14 [38912/45000]	Loss: 0.2985	LR: 0.004000
Training Epoch: 14 [39168/45000]	Loss: 0.3195	LR: 0.004000
Training Epoch: 14 [39424/45000]	Loss: 0.2940	LR: 0.004000
Training Epoch: 14 [39680/45000]	Loss: 0.3648	LR: 0.004000
Training Epoch: 14 [39936/45000]	Loss: 0.2674	LR: 0.004000
Training Epoch: 14 [40192/45000]	Loss: 0.2753	LR: 0.004000
Training Epoch: 14 [40448/45000]	Loss: 0.3244	LR: 0.004000
Training Epoch: 14 [40704/45000]	Loss: 0.3478	LR: 0.004000
Training Epoch: 14 [40960/45000]	Loss: 0.2936	LR: 0.004000
Training Epoch: 14 [41216/45000]	Loss: 0.2739	LR: 0.004000
Training Epoch: 14 [41472/45000]	Loss: 0.2308	LR: 0.004000
Training Epoch: 14 [41728/45000]	Loss: 0.2844	LR: 0.004000
Training Epoch: 14 [41984/45000]	Loss: 0.2642	LR: 0.004000
Training Epoch: 14 [42240/45000]	Loss: 0.3852	LR: 0.004000
Training Epoch: 14 [42496/45000]	Loss: 0.3198	LR: 0.004000
Training Epoch: 14 [42752/45000]	Loss: 0.2902	LR: 0.004000
Training Epoch: 14 [43008/45000]	Loss: 0.3112	LR: 0.004000
Training Epoch: 14 [43264/45000]	Loss: 0.2771	LR: 0.004000
Training Epoch: 14 [43520/45000]	Loss: 0.2788	LR: 0.004000
Training Epoch: 14 [43776/45000]	Loss: 0.3043	LR: 0.004000
Training Epoch: 14 [44032/45000]	Loss: 0.3170	LR: 0.004000
Training Epoch: 14 [44288/45000]	Loss: 0.3551	LR: 0.004000
Training Epoch: 14 [44544/45000]	Loss: 0.2356	LR: 0.004000
Training Epoch: 14 [44800/45000]	Loss: 0.2228	LR: 0.004000
Training Epoch: 14 [45000/45000]	Loss: 0.3880	LR: 0.004000
Epoch 14 - Average Train Loss: 0.3099, Train Accuracy: 0.8929
Epoch 14 training time consumed: 38.24s
Evaluating Network.....
Test set: Epoch: 14, Average loss: 0.0014, Accuracy: 0.8816, Time consumed:1.30s
Training Epoch: 15 [256/45000]	Loss: 0.3175	LR: 0.004000
Training Epoch: 15 [512/45000]	Loss: 0.2729	LR: 0.004000
Training Epoch: 15 [768/45000]	Loss: 0.3252	LR: 0.004000
Training Epoch: 15 [1024/45000]	Loss: 0.3580	LR: 0.004000
Training Epoch: 15 [1280/45000]	Loss: 0.2483	LR: 0.004000
Training Epoch: 15 [1536/45000]	Loss: 0.3302	LR: 0.004000
Training Epoch: 15 [1792/45000]	Loss: 0.2742	LR: 0.004000
Training Epoch: 15 [2048/45000]	Loss: 0.3559	LR: 0.004000
Training Epoch: 15 [2304/45000]	Loss: 0.3430	LR: 0.004000
Training Epoch: 15 [2560/45000]	Loss: 0.2992	LR: 0.004000
Training Epoch: 15 [2816/45000]	Loss: 0.2735	LR: 0.004000
Training Epoch: 15 [3072/45000]	Loss: 0.3066	LR: 0.004000
Training Epoch: 15 [3328/45000]	Loss: 0.1985	LR: 0.004000
Training Epoch: 15 [3584/45000]	Loss: 0.3772	LR: 0.004000
Training Epoch: 15 [3840/45000]	Loss: 0.2202	LR: 0.004000
Training Epoch: 15 [4096/45000]	Loss: 0.2874	LR: 0.004000
Training Epoch: 15 [4352/45000]	Loss: 0.2420	LR: 0.004000
Training Epoch: 15 [4608/45000]	Loss: 0.2840	LR: 0.004000
Training Epoch: 15 [4864/45000]	Loss: 0.3301	LR: 0.004000
Training Epoch: 15 [5120/45000]	Loss: 0.2528	LR: 0.004000
Training Epoch: 15 [5376/45000]	Loss: 0.3340	LR: 0.004000
Training Epoch: 15 [5632/45000]	Loss: 0.3350	LR: 0.004000
Training Epoch: 15 [5888/45000]	Loss: 0.3354	LR: 0.004000
Training Epoch: 15 [6144/45000]	Loss: 0.3330	LR: 0.004000
Training Epoch: 15 [6400/45000]	Loss: 0.2805	LR: 0.004000
Training Epoch: 15 [6656/45000]	Loss: 0.2518	LR: 0.004000
Training Epoch: 15 [6912/45000]	Loss: 0.3025	LR: 0.004000
Training Epoch: 15 [7168/45000]	Loss: 0.2157	LR: 0.004000
Training Epoch: 15 [7424/45000]	Loss: 0.3169	LR: 0.004000
Training Epoch: 15 [7680/45000]	Loss: 0.2456	LR: 0.004000
Training Epoch: 15 [7936/45000]	Loss: 0.3474	LR: 0.004000
Training Epoch: 15 [8192/45000]	Loss: 0.2290	LR: 0.004000
Training Epoch: 15 [8448/45000]	Loss: 0.2666	LR: 0.004000
Training Epoch: 15 [8704/45000]	Loss: 0.3079	LR: 0.004000
Training Epoch: 15 [8960/45000]	Loss: 0.3234	LR: 0.004000
Training Epoch: 15 [9216/45000]	Loss: 0.2898	LR: 0.004000
Training Epoch: 15 [9472/45000]	Loss: 0.3333	LR: 0.004000
Training Epoch: 15 [9728/45000]	Loss: 0.2927	LR: 0.004000
Training Epoch: 15 [9984/45000]	Loss: 0.3233	LR: 0.004000
Training Epoch: 15 [10240/45000]	Loss: 0.2946	LR: 0.004000
Training Epoch: 15 [10496/45000]	Loss: 0.2750	LR: 0.004000
Training Epoch: 15 [10752/45000]	Loss: 0.3245	LR: 0.004000
Training Epoch: 15 [11008/45000]	Loss: 0.3246	LR: 0.004000
Training Epoch: 15 [11264/45000]	Loss: 0.2333	LR: 0.004000
Training Epoch: 15 [11520/45000]	Loss: 0.2825	LR: 0.004000
Training Epoch: 15 [11776/45000]	Loss: 0.2777	LR: 0.004000
Training Epoch: 15 [12032/45000]	Loss: 0.2825	LR: 0.004000
Training Epoch: 15 [12288/45000]	Loss: 0.3725	LR: 0.004000
Training Epoch: 15 [12544/45000]	Loss: 0.2732	LR: 0.004000
Training Epoch: 15 [12800/45000]	Loss: 0.4089	LR: 0.004000
Training Epoch: 15 [13056/45000]	Loss: 0.3487	LR: 0.004000
Training Epoch: 15 [13312/45000]	Loss: 0.3088	LR: 0.004000
Training Epoch: 15 [13568/45000]	Loss: 0.2890	LR: 0.004000
Training Epoch: 15 [13824/45000]	Loss: 0.2570	LR: 0.004000
Training Epoch: 15 [14080/45000]	Loss: 0.3157	LR: 0.004000
Training Epoch: 15 [14336/45000]	Loss: 0.3065	LR: 0.004000
Training Epoch: 15 [14592/45000]	Loss: 0.2996	LR: 0.004000
Training Epoch: 15 [14848/45000]	Loss: 0.2668	LR: 0.004000
Training Epoch: 15 [15104/45000]	Loss: 0.2483	LR: 0.004000
Training Epoch: 15 [15360/45000]	Loss: 0.1864	LR: 0.004000
Training Epoch: 15 [15616/45000]	Loss: 0.3236	LR: 0.004000
Training Epoch: 15 [15872/45000]	Loss: 0.3151	LR: 0.004000
Training Epoch: 15 [16128/45000]	Loss: 0.2311	LR: 0.004000
Training Epoch: 15 [16384/45000]	Loss: 0.3751	LR: 0.004000
Training Epoch: 15 [16640/45000]	Loss: 0.2180	LR: 0.004000
Training Epoch: 15 [16896/45000]	Loss: 0.3609	LR: 0.004000
Training Epoch: 15 [17152/45000]	Loss: 0.2618	LR: 0.004000
Training Epoch: 15 [17408/45000]	Loss: 0.2684	LR: 0.004000
Training Epoch: 15 [17664/45000]	Loss: 0.2097	LR: 0.004000
Training Epoch: 15 [17920/45000]	Loss: 0.2860	LR: 0.004000
Training Epoch: 15 [18176/45000]	Loss: 0.3288	LR: 0.004000
Training Epoch: 15 [18432/45000]	Loss: 0.3167	LR: 0.004000
Training Epoch: 15 [18688/45000]	Loss: 0.2200	LR: 0.004000
Training Epoch: 15 [18944/45000]	Loss: 0.2481	LR: 0.004000
Training Epoch: 15 [19200/45000]	Loss: 0.3537	LR: 0.004000
Training Epoch: 15 [19456/45000]	Loss: 0.2236	LR: 0.004000
Training Epoch: 15 [19712/45000]	Loss: 0.3468	LR: 0.004000
Training Epoch: 15 [19968/45000]	Loss: 0.4098	LR: 0.004000
Training Epoch: 15 [20224/45000]	Loss: 0.2817	LR: 0.004000
Training Epoch: 15 [20480/45000]	Loss: 0.3326	LR: 0.004000
Training Epoch: 15 [20736/45000]	Loss: 0.3227	LR: 0.004000
Training Epoch: 15 [20992/45000]	Loss: 0.2599	LR: 0.004000
Training Epoch: 15 [21248/45000]	Loss: 0.3257	LR: 0.004000
Training Epoch: 15 [21504/45000]	Loss: 0.2970	LR: 0.004000
Training Epoch: 15 [21760/45000]	Loss: 0.3128	LR: 0.004000
Training Epoch: 15 [22016/45000]	Loss: 0.3016	LR: 0.004000
Training Epoch: 15 [22272/45000]	Loss: 0.2037	LR: 0.004000
Training Epoch: 15 [22528/45000]	Loss: 0.3261	LR: 0.004000
Training Epoch: 15 [22784/45000]	Loss: 0.3021	LR: 0.004000
Training Epoch: 15 [23040/45000]	Loss: 0.2648	LR: 0.004000
Training Epoch: 15 [23296/45000]	Loss: 0.2513	LR: 0.004000
Training Epoch: 15 [23552/45000]	Loss: 0.3034	LR: 0.004000
Training Epoch: 15 [23808/45000]	Loss: 0.2761	LR: 0.004000
Training Epoch: 15 [24064/45000]	Loss: 0.2360	LR: 0.004000
Training Epoch: 15 [24320/45000]	Loss: 0.3354	LR: 0.004000
Training Epoch: 15 [24576/45000]	Loss: 0.2710	LR: 0.004000
Training Epoch: 15 [24832/45000]	Loss: 0.3185	LR: 0.004000
Training Epoch: 15 [25088/45000]	Loss: 0.3123	LR: 0.004000
Training Epoch: 15 [25344/45000]	Loss: 0.2383	LR: 0.004000
Training Epoch: 15 [25600/45000]	Loss: 0.3378	LR: 0.004000
Training Epoch: 15 [25856/45000]	Loss: 0.3346	LR: 0.004000
Training Epoch: 15 [26112/45000]	Loss: 0.3519	LR: 0.004000
Training Epoch: 15 [26368/45000]	Loss: 0.2959	LR: 0.004000
Training Epoch: 15 [26624/45000]	Loss: 0.3511	LR: 0.004000
Training Epoch: 15 [26880/45000]	Loss: 0.2492	LR: 0.004000
Training Epoch: 15 [27136/45000]	Loss: 0.3127	LR: 0.004000
Training Epoch: 15 [27392/45000]	Loss: 0.3439	LR: 0.004000
Training Epoch: 15 [27648/45000]	Loss: 0.2027	LR: 0.004000
Training Epoch: 15 [27904/45000]	Loss: 0.2809	LR: 0.004000
Training Epoch: 15 [28160/45000]	Loss: 0.3130	LR: 0.004000
Training Epoch: 15 [28416/45000]	Loss: 0.2624	LR: 0.004000
Training Epoch: 15 [28672/45000]	Loss: 0.3476	LR: 0.004000
Training Epoch: 15 [28928/45000]	Loss: 0.2473	LR: 0.004000
Training Epoch: 15 [29184/45000]	Loss: 0.2542	LR: 0.004000
Training Epoch: 15 [29440/45000]	Loss: 0.4077	LR: 0.004000
Training Epoch: 15 [29696/45000]	Loss: 0.3260	LR: 0.004000
Training Epoch: 15 [29952/45000]	Loss: 0.2896	LR: 0.004000
Training Epoch: 15 [30208/45000]	Loss: 0.4248	LR: 0.004000
Training Epoch: 15 [30464/45000]	Loss: 0.3577	LR: 0.004000
Training Epoch: 15 [30720/45000]	Loss: 0.2893	LR: 0.004000
Training Epoch: 15 [30976/45000]	Loss: 0.2406	LR: 0.004000
Training Epoch: 15 [31232/45000]	Loss: 0.3216	LR: 0.004000
Training Epoch: 15 [31488/45000]	Loss: 0.3773	LR: 0.004000
Training Epoch: 15 [31744/45000]	Loss: 0.2977	LR: 0.004000
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Training Epoch: 15 [38144/45000]	Loss: 0.2895	LR: 0.004000
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Training Epoch: 15 [39168/45000]	Loss: 0.3297	LR: 0.004000
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Training Epoch: 15 [40192/45000]	Loss: 0.3212	LR: 0.004000
Training Epoch: 15 [40448/45000]	Loss: 0.2530	LR: 0.004000
Training Epoch: 15 [40704/45000]	Loss: 0.2351	LR: 0.004000
Training Epoch: 15 [40960/45000]	Loss: 0.3096	LR: 0.004000
Training Epoch: 15 [41216/45000]	Loss: 0.2621	LR: 0.004000
Training Epoch: 15 [41472/45000]	Loss: 0.2946	LR: 0.004000
Training Epoch: 15 [41728/45000]	Loss: 0.2636	LR: 0.004000
Training Epoch: 15 [41984/45000]	Loss: 0.2941	LR: 0.004000
Training Epoch: 15 [42240/45000]	Loss: 0.3278	LR: 0.004000
Training Epoch: 15 [42496/45000]	Loss: 0.2923	LR: 0.004000
Training Epoch: 15 [42752/45000]	Loss: 0.3382	LR: 0.004000
Training Epoch: 15 [43008/45000]	Loss: 0.3480	LR: 0.004000
Training Epoch: 15 [43264/45000]	Loss: 0.3290	LR: 0.004000
Training Epoch: 15 [43520/45000]	Loss: 0.2957	LR: 0.004000
Training Epoch: 15 [43776/45000]	Loss: 0.2855	LR: 0.004000
Training Epoch: 15 [44032/45000]	Loss: 0.3023	LR: 0.004000
Training Epoch: 15 [44288/45000]	Loss: 0.2896	LR: 0.004000
Training Epoch: 15 [44544/45000]	Loss: 0.2634	LR: 0.004000
Training Epoch: 15 [44800/45000]	Loss: 0.2209	LR: 0.004000
Training Epoch: 15 [45000/45000]	Loss: 0.3148	LR: 0.004000
Epoch 15 - Average Train Loss: 0.2985, Train Accuracy: 0.8963
Epoch 15 training time consumed: 38.16s
Evaluating Network.....
Test set: Epoch: 15, Average loss: 0.0014, Accuracy: 0.8830, Time consumed:1.31s
Saving weights file to checkpoint/retrain/ResNet18/Friday_11_July_2025_11h_55m_22s/ResNet18-Cifar10-seed9-ret100-15-best.pth
Training Epoch: 16 [256/45000]	Loss: 0.2976	LR: 0.000800
Training Epoch: 16 [512/45000]	Loss: 0.2916	LR: 0.000800
Training Epoch: 16 [768/45000]	Loss: 0.2619	LR: 0.000800
Training Epoch: 16 [1024/45000]	Loss: 0.2688	LR: 0.000800
Training Epoch: 16 [1280/45000]	Loss: 0.3366	LR: 0.000800
Training Epoch: 16 [1536/45000]	Loss: 0.3081	LR: 0.000800
Training Epoch: 16 [1792/45000]	Loss: 0.2849	LR: 0.000800
Training Epoch: 16 [2048/45000]	Loss: 0.2739	LR: 0.000800
Training Epoch: 16 [2304/45000]	Loss: 0.2556	LR: 0.000800
Training Epoch: 16 [2560/45000]	Loss: 0.2742	LR: 0.000800
Training Epoch: 16 [2816/45000]	Loss: 0.2358	LR: 0.000800
Training Epoch: 16 [3072/45000]	Loss: 0.2662	LR: 0.000800
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Training Epoch: 16 [3584/45000]	Loss: 0.3074	LR: 0.000800
Training Epoch: 16 [3840/45000]	Loss: 0.3592	LR: 0.000800
Training Epoch: 16 [4096/45000]	Loss: 0.2736	LR: 0.000800
Training Epoch: 16 [4352/45000]	Loss: 0.3851	LR: 0.000800
Training Epoch: 16 [4608/45000]	Loss: 0.2747	LR: 0.000800
Training Epoch: 16 [4864/45000]	Loss: 0.3278	LR: 0.000800
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Training Epoch: 16 [5376/45000]	Loss: 0.2384	LR: 0.000800
Training Epoch: 16 [5632/45000]	Loss: 0.2511	LR: 0.000800
Training Epoch: 16 [5888/45000]	Loss: 0.3369	LR: 0.000800
Training Epoch: 16 [6144/45000]	Loss: 0.3388	LR: 0.000800
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Training Epoch: 16 [7424/45000]	Loss: 0.2403	LR: 0.000800
Training Epoch: 16 [7680/45000]	Loss: 0.2852	LR: 0.000800
Training Epoch: 16 [7936/45000]	Loss: 0.3325	LR: 0.000800
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Training Epoch: 16 [8448/45000]	Loss: 0.2891	LR: 0.000800
Training Epoch: 16 [8704/45000]	Loss: 0.2902	LR: 0.000800
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Training Epoch: 16 [9728/45000]	Loss: 0.3200	LR: 0.000800
Training Epoch: 16 [9984/45000]	Loss: 0.2879	LR: 0.000800
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Training Epoch: 16 [10496/45000]	Loss: 0.3330	LR: 0.000800
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Training Epoch: 16 [11264/45000]	Loss: 0.3074	LR: 0.000800
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Training Epoch: 16 [12288/45000]	Loss: 0.3287	LR: 0.000800
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Training Epoch: 16 [28416/45000]	Loss: 0.3388	LR: 0.000800
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Training Epoch: 16 [28928/45000]	Loss: 0.2924	LR: 0.000800
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Training Epoch: 16 [29440/45000]	Loss: 0.2550	LR: 0.000800
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Training Epoch: 16 [36352/45000]	Loss: 0.3041	LR: 0.000800
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Training Epoch: 16 [36864/45000]	Loss: 0.2725	LR: 0.000800
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Training Epoch: 16 [37376/45000]	Loss: 0.3331	LR: 0.000800
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Training Epoch: 16 [37888/45000]	Loss: 0.2882	LR: 0.000800
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Training Epoch: 16 [38400/45000]	Loss: 0.2793	LR: 0.000800
Training Epoch: 16 [38656/45000]	Loss: 0.2226	LR: 0.000800
Training Epoch: 16 [38912/45000]	Loss: 0.2182	LR: 0.000800
Training Epoch: 16 [39168/45000]	Loss: 0.3382	LR: 0.000800
Training Epoch: 16 [39424/45000]	Loss: 0.3373	LR: 0.000800
Training Epoch: 16 [39680/45000]	Loss: 0.2987	LR: 0.000800
Training Epoch: 16 [39936/45000]	Loss: 0.2679	LR: 0.000800
Training Epoch: 16 [40192/45000]	Loss: 0.2731	LR: 0.000800
Training Epoch: 16 [40448/45000]	Loss: 0.2754	LR: 0.000800
Training Epoch: 16 [40704/45000]	Loss: 0.2463	LR: 0.000800
Training Epoch: 16 [40960/45000]	Loss: 0.2897	LR: 0.000800
Training Epoch: 16 [41216/45000]	Loss: 0.2367	LR: 0.000800
Training Epoch: 16 [41472/45000]	Loss: 0.2672	LR: 0.000800
Training Epoch: 16 [41728/45000]	Loss: 0.3296	LR: 0.000800
Training Epoch: 16 [41984/45000]	Loss: 0.2857	LR: 0.000800
Training Epoch: 16 [42240/45000]	Loss: 0.2725	LR: 0.000800
Training Epoch: 16 [42496/45000]	Loss: 0.2309	LR: 0.000800
Training Epoch: 16 [42752/45000]	Loss: 0.2629	LR: 0.000800
Training Epoch: 16 [43008/45000]	Loss: 0.3077	LR: 0.000800
Training Epoch: 16 [43264/45000]	Loss: 0.3204	LR: 0.000800
Training Epoch: 16 [43520/45000]	Loss: 0.2875	LR: 0.000800
Training Epoch: 16 [43776/45000]	Loss: 0.2541	LR: 0.000800
Training Epoch: 16 [44032/45000]	Loss: 0.2952	LR: 0.000800
Training Epoch: 16 [44288/45000]	Loss: 0.2901	LR: 0.000800
Training Epoch: 16 [44544/45000]	Loss: 0.2899	LR: 0.000800
Training Epoch: 16 [44800/45000]	Loss: 0.2497	LR: 0.000800
Training Epoch: 16 [45000/45000]	Loss: 0.1950	LR: 0.000800
Epoch 16 - Average Train Loss: 0.2873, Train Accuracy: 0.8998
Epoch 16 training time consumed: 38.37s
Evaluating Network.....
Test set: Epoch: 16, Average loss: 0.0014, Accuracy: 0.8855, Time consumed:1.30s
Saving weights file to checkpoint/retrain/ResNet18/Friday_11_July_2025_11h_55m_22s/ResNet18-Cifar10-seed9-ret100-16-best.pth
Training Epoch: 17 [256/45000]	Loss: 0.3273	LR: 0.000800
Training Epoch: 17 [512/45000]	Loss: 0.3132	LR: 0.000800
Training Epoch: 17 [768/45000]	Loss: 0.3391	LR: 0.000800
Training Epoch: 17 [1024/45000]	Loss: 0.2613	LR: 0.000800
Training Epoch: 17 [1280/45000]	Loss: 0.3353	LR: 0.000800
Training Epoch: 17 [1536/45000]	Loss: 0.3589	LR: 0.000800
Training Epoch: 17 [1792/45000]	Loss: 0.2995	LR: 0.000800
Training Epoch: 17 [2048/45000]	Loss: 0.2768	LR: 0.000800
Training Epoch: 17 [2304/45000]	Loss: 0.2760	LR: 0.000800
Training Epoch: 17 [2560/45000]	Loss: 0.2815	LR: 0.000800
Training Epoch: 17 [2816/45000]	Loss: 0.2111	LR: 0.000800
Training Epoch: 17 [3072/45000]	Loss: 0.2895	LR: 0.000800
Training Epoch: 17 [3328/45000]	Loss: 0.3656	LR: 0.000800
Training Epoch: 17 [3584/45000]	Loss: 0.3050	LR: 0.000800
Training Epoch: 17 [3840/45000]	Loss: 0.2748	LR: 0.000800
Training Epoch: 17 [4096/45000]	Loss: 0.2500	LR: 0.000800
Training Epoch: 17 [4352/45000]	Loss: 0.2840	LR: 0.000800
Training Epoch: 17 [4608/45000]	Loss: 0.2480	LR: 0.000800
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Training Epoch: 17 [5120/45000]	Loss: 0.2609	LR: 0.000800
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Training Epoch: 17 [7936/45000]	Loss: 0.2750	LR: 0.000800
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Training Epoch: 17 [9984/45000]	Loss: 0.3415	LR: 0.000800
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Training Epoch: 17 [10496/45000]	Loss: 0.3146	LR: 0.000800
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Training Epoch: 17 [11008/45000]	Loss: 0.2735	LR: 0.000800
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Training Epoch: 17 [11520/45000]	Loss: 0.2938	LR: 0.000800
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Training Epoch: 17 [12032/45000]	Loss: 0.2200	LR: 0.000800
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Training Epoch: 17 [13312/45000]	Loss: 0.3098	LR: 0.000800
Training Epoch: 17 [13568/45000]	Loss: 0.3122	LR: 0.000800
Training Epoch: 17 [13824/45000]	Loss: 0.3224	LR: 0.000800
Training Epoch: 17 [14080/45000]	Loss: 0.2851	LR: 0.000800
Training Epoch: 17 [14336/45000]	Loss: 0.2652	LR: 0.000800
Training Epoch: 17 [14592/45000]	Loss: 0.3791	LR: 0.000800
Training Epoch: 17 [14848/45000]	Loss: 0.3076	LR: 0.000800
Training Epoch: 17 [15104/45000]	Loss: 0.3706	LR: 0.000800
Training Epoch: 17 [15360/45000]	Loss: 0.2704	LR: 0.000800
Training Epoch: 17 [15616/45000]	Loss: 0.2166	LR: 0.000800
Training Epoch: 17 [15872/45000]	Loss: 0.2346	LR: 0.000800
Training Epoch: 17 [16128/45000]	Loss: 0.2356	LR: 0.000800
Training Epoch: 17 [16384/45000]	Loss: 0.2878	LR: 0.000800
Training Epoch: 17 [16640/45000]	Loss: 0.3184	LR: 0.000800
Training Epoch: 17 [16896/45000]	Loss: 0.3050	LR: 0.000800
Training Epoch: 17 [17152/45000]	Loss: 0.3551	LR: 0.000800
Training Epoch: 17 [17408/45000]	Loss: 0.3359	LR: 0.000800
Training Epoch: 17 [17664/45000]	Loss: 0.3328	LR: 0.000800
Training Epoch: 17 [17920/45000]	Loss: 0.3589	LR: 0.000800
Training Epoch: 17 [18176/45000]	Loss: 0.3487	LR: 0.000800
Training Epoch: 17 [18432/45000]	Loss: 0.3741	LR: 0.000800
Training Epoch: 17 [18688/45000]	Loss: 0.2841	LR: 0.000800
Training Epoch: 17 [18944/45000]	Loss: 0.3017	LR: 0.000800
Training Epoch: 17 [19200/45000]	Loss: 0.2871	LR: 0.000800
Training Epoch: 17 [19456/45000]	Loss: 0.2729	LR: 0.000800
Training Epoch: 17 [19712/45000]	Loss: 0.3248	LR: 0.000800
Training Epoch: 17 [19968/45000]	Loss: 0.2933	LR: 0.000800
Training Epoch: 17 [20224/45000]	Loss: 0.2090	LR: 0.000800
Training Epoch: 17 [20480/45000]	Loss: 0.2884	LR: 0.000800
Training Epoch: 17 [20736/45000]	Loss: 0.2194	LR: 0.000800
Training Epoch: 17 [20992/45000]	Loss: 0.3055	LR: 0.000800
Training Epoch: 17 [21248/45000]	Loss: 0.3643	LR: 0.000800
Training Epoch: 17 [21504/45000]	Loss: 0.2561	LR: 0.000800
Training Epoch: 17 [21760/45000]	Loss: 0.2818	LR: 0.000800
Training Epoch: 17 [22016/45000]	Loss: 0.2908	LR: 0.000800
Training Epoch: 17 [22272/45000]	Loss: 0.2414	LR: 0.000800
Training Epoch: 17 [22528/45000]	Loss: 0.3072	LR: 0.000800
Training Epoch: 17 [22784/45000]	Loss: 0.2792	LR: 0.000800
Training Epoch: 17 [23040/45000]	Loss: 0.3358	LR: 0.000800
Training Epoch: 17 [23296/45000]	Loss: 0.2651	LR: 0.000800
Training Epoch: 17 [23552/45000]	Loss: 0.2844	LR: 0.000800
Training Epoch: 17 [23808/45000]	Loss: 0.3087	LR: 0.000800
Training Epoch: 17 [24064/45000]	Loss: 0.2439	LR: 0.000800
Training Epoch: 17 [24320/45000]	Loss: 0.2883	LR: 0.000800
Training Epoch: 17 [24576/45000]	Loss: 0.3259	LR: 0.000800
Training Epoch: 17 [24832/45000]	Loss: 0.3419	LR: 0.000800
Training Epoch: 17 [25088/45000]	Loss: 0.3045	LR: 0.000800
Training Epoch: 17 [25344/45000]	Loss: 0.2728	LR: 0.000800
Training Epoch: 17 [25600/45000]	Loss: 0.2420	LR: 0.000800
Training Epoch: 17 [25856/45000]	Loss: 0.2735	LR: 0.000800
Training Epoch: 17 [26112/45000]	Loss: 0.2278	LR: 0.000800
Training Epoch: 17 [26368/45000]	Loss: 0.2349	LR: 0.000800
Training Epoch: 17 [26624/45000]	Loss: 0.2444	LR: 0.000800
Training Epoch: 17 [26880/45000]	Loss: 0.3495	LR: 0.000800
Training Epoch: 17 [27136/45000]	Loss: 0.2768	LR: 0.000800
Training Epoch: 17 [27392/45000]	Loss: 0.3210	LR: 0.000800
Training Epoch: 17 [27648/45000]	Loss: 0.3282	LR: 0.000800
Training Epoch: 17 [27904/45000]	Loss: 0.2742	LR: 0.000800
Training Epoch: 17 [28160/45000]	Loss: 0.2850	LR: 0.000800
Training Epoch: 17 [28416/45000]	Loss: 0.3296	LR: 0.000800
Training Epoch: 17 [28672/45000]	Loss: 0.2752	LR: 0.000800
Training Epoch: 17 [28928/45000]	Loss: 0.2324	LR: 0.000800
Training Epoch: 17 [29184/45000]	Loss: 0.2824	LR: 0.000800
Training Epoch: 17 [29440/45000]	Loss: 0.2558	LR: 0.000800
Training Epoch: 17 [29696/45000]	Loss: 0.2868	LR: 0.000800
Training Epoch: 17 [29952/45000]	Loss: 0.1804	LR: 0.000800
Training Epoch: 17 [30208/45000]	Loss: 0.2476	LR: 0.000800
Training Epoch: 17 [30464/45000]	Loss: 0.2573	LR: 0.000800
Training Epoch: 17 [30720/45000]	Loss: 0.2719	LR: 0.000800
Training Epoch: 17 [30976/45000]	Loss: 0.3136	LR: 0.000800
Training Epoch: 17 [31232/45000]	Loss: 0.2027	LR: 0.000800
Training Epoch: 17 [31488/45000]	Loss: 0.2659	LR: 0.000800
Training Epoch: 17 [31744/45000]	Loss: 0.2959	LR: 0.000800
Training Epoch: 17 [32000/45000]	Loss: 0.3067	LR: 0.000800
Training Epoch: 17 [32256/45000]	Loss: 0.1886	LR: 0.000800
Training Epoch: 17 [32512/45000]	Loss: 0.3685	LR: 0.000800
Training Epoch: 17 [32768/45000]	Loss: 0.3219	LR: 0.000800
Training Epoch: 17 [33024/45000]	Loss: 0.2395	LR: 0.000800
Training Epoch: 17 [33280/45000]	Loss: 0.2345	LR: 0.000800
Training Epoch: 17 [33536/45000]	Loss: 0.1990	LR: 0.000800
Training Epoch: 17 [33792/45000]	Loss: 0.3174	LR: 0.000800
Training Epoch: 17 [34048/45000]	Loss: 0.3550	LR: 0.000800
Training Epoch: 17 [34304/45000]	Loss: 0.3410	LR: 0.000800
Training Epoch: 17 [34560/45000]	Loss: 0.2703	LR: 0.000800
Training Epoch: 17 [34816/45000]	Loss: 0.2298	LR: 0.000800
Training Epoch: 17 [35072/45000]	Loss: 0.2829	LR: 0.000800
Training Epoch: 17 [35328/45000]	Loss: 0.3746	LR: 0.000800
Training Epoch: 17 [35584/45000]	Loss: 0.2731	LR: 0.000800
Training Epoch: 17 [35840/45000]	Loss: 0.3181	LR: 0.000800
Training Epoch: 17 [36096/45000]	Loss: 0.2400	LR: 0.000800
Training Epoch: 17 [36352/45000]	Loss: 0.3114	LR: 0.000800
Training Epoch: 17 [36608/45000]	Loss: 0.3247	LR: 0.000800
Training Epoch: 17 [36864/45000]	Loss: 0.3707	LR: 0.000800
Training Epoch: 17 [37120/45000]	Loss: 0.3207	LR: 0.000800
Training Epoch: 17 [37376/45000]	Loss: 0.2832	LR: 0.000800
Training Epoch: 17 [37632/45000]	Loss: 0.3702	LR: 0.000800
Training Epoch: 17 [37888/45000]	Loss: 0.2959	LR: 0.000800
Training Epoch: 17 [38144/45000]	Loss: 0.1994	LR: 0.000800
Training Epoch: 17 [38400/45000]	Loss: 0.3181	LR: 0.000800
Training Epoch: 17 [38656/45000]	Loss: 0.3199	LR: 0.000800
Training Epoch: 17 [38912/45000]	Loss: 0.3389	LR: 0.000800
Training Epoch: 17 [39168/45000]	Loss: 0.2416	LR: 0.000800
Training Epoch: 17 [39424/45000]	Loss: 0.2705	LR: 0.000800
Training Epoch: 17 [39680/45000]	Loss: 0.2893	LR: 0.000800
Training Epoch: 17 [39936/45000]	Loss: 0.2754	LR: 0.000800
Training Epoch: 17 [40192/45000]	Loss: 0.2204	LR: 0.000800
Training Epoch: 17 [40448/45000]	Loss: 0.2471	LR: 0.000800
Training Epoch: 17 [40704/45000]	Loss: 0.3057	LR: 0.000800
Training Epoch: 17 [40960/45000]	Loss: 0.2459	LR: 0.000800
Training Epoch: 17 [41216/45000]	Loss: 0.2666	LR: 0.000800
Training Epoch: 17 [41472/45000]	Loss: 0.3334	LR: 0.000800
Training Epoch: 17 [41728/45000]	Loss: 0.2676	LR: 0.000800
Training Epoch: 17 [41984/45000]	Loss: 0.2886	LR: 0.000800
Training Epoch: 17 [42240/45000]	Loss: 0.2665	LR: 0.000800
Training Epoch: 17 [42496/45000]	Loss: 0.3140	LR: 0.000800
Training Epoch: 17 [42752/45000]	Loss: 0.2635	LR: 0.000800
Training Epoch: 17 [43008/45000]	Loss: 0.3178	LR: 0.000800
Training Epoch: 17 [43264/45000]	Loss: 0.2343	LR: 0.000800
Training Epoch: 17 [43520/45000]	Loss: 0.3505	LR: 0.000800
Training Epoch: 17 [43776/45000]	Loss: 0.2184	LR: 0.000800
Training Epoch: 17 [44032/45000]	Loss: 0.2922	LR: 0.000800
Training Epoch: 17 [44288/45000]	Loss: 0.2595	LR: 0.000800
Training Epoch: 17 [44544/45000]	Loss: 0.2937	LR: 0.000800
Training Epoch: 17 [44800/45000]	Loss: 0.3098	LR: 0.000800
Training Epoch: 17 [45000/45000]	Loss: 0.2818	LR: 0.000800
Epoch 17 - Average Train Loss: 0.2865, Train Accuracy: 0.9011
Epoch 17 training time consumed: 38.11s
Evaluating Network.....
Test set: Epoch: 17, Average loss: 0.0014, Accuracy: 0.8846, Time consumed:1.31s
Training Epoch: 18 [256/45000]	Loss: 0.3321	LR: 0.000800
Training Epoch: 18 [512/45000]	Loss: 0.2468	LR: 0.000800
Training Epoch: 18 [768/45000]	Loss: 0.2616	LR: 0.000800
Training Epoch: 18 [1024/45000]	Loss: 0.2902	LR: 0.000800
Training Epoch: 18 [1280/45000]	Loss: 0.3091	LR: 0.000800
Training Epoch: 18 [1536/45000]	Loss: 0.2707	LR: 0.000800
Training Epoch: 18 [1792/45000]	Loss: 0.3094	LR: 0.000800
Training Epoch: 18 [2048/45000]	Loss: 0.2246	LR: 0.000800
Training Epoch: 18 [2304/45000]	Loss: 0.2561	LR: 0.000800
Training Epoch: 18 [2560/45000]	Loss: 0.2495	LR: 0.000800
Training Epoch: 18 [2816/45000]	Loss: 0.2405	LR: 0.000800
Training Epoch: 18 [3072/45000]	Loss: 0.2615	LR: 0.000800
Training Epoch: 18 [3328/45000]	Loss: 0.2514	LR: 0.000800
Training Epoch: 18 [3584/45000]	Loss: 0.2964	LR: 0.000800
Training Epoch: 18 [3840/45000]	Loss: 0.2573	LR: 0.000800
Training Epoch: 18 [4096/45000]	Loss: 0.2492	LR: 0.000800
Training Epoch: 18 [4352/45000]	Loss: 0.3180	LR: 0.000800
Training Epoch: 18 [4608/45000]	Loss: 0.2518	LR: 0.000800
Training Epoch: 18 [4864/45000]	Loss: 0.3195	LR: 0.000800
Training Epoch: 18 [5120/45000]	Loss: 0.2361	LR: 0.000800
Training Epoch: 18 [5376/45000]	Loss: 0.2932	LR: 0.000800
Training Epoch: 18 [5632/45000]	Loss: 0.3331	LR: 0.000800
Training Epoch: 18 [5888/45000]	Loss: 0.2903	LR: 0.000800
Training Epoch: 18 [6144/45000]	Loss: 0.2142	LR: 0.000800
Training Epoch: 18 [6400/45000]	Loss: 0.2919	LR: 0.000800
Training Epoch: 18 [6656/45000]	Loss: 0.2262	LR: 0.000800
Training Epoch: 18 [6912/45000]	Loss: 0.2537	LR: 0.000800
Training Epoch: 18 [7168/45000]	Loss: 0.2169	LR: 0.000800
Training Epoch: 18 [7424/45000]	Loss: 0.4339	LR: 0.000800
Training Epoch: 18 [7680/45000]	Loss: 0.3255	LR: 0.000800
Training Epoch: 18 [7936/45000]	Loss: 0.3140	LR: 0.000800
Training Epoch: 18 [8192/45000]	Loss: 0.2310	LR: 0.000800
Training Epoch: 18 [8448/45000]	Loss: 0.2528	LR: 0.000800
Training Epoch: 18 [8704/45000]	Loss: 0.3074	LR: 0.000800
Training Epoch: 18 [8960/45000]	Loss: 0.2691	LR: 0.000800
Training Epoch: 18 [9216/45000]	Loss: 0.2250	LR: 0.000800
Training Epoch: 18 [9472/45000]	Loss: 0.2510	LR: 0.000800
Training Epoch: 18 [9728/45000]	Loss: 0.2232	LR: 0.000800
Training Epoch: 18 [9984/45000]	Loss: 0.2790	LR: 0.000800
Training Epoch: 18 [10240/45000]	Loss: 0.3780	LR: 0.000800
Training Epoch: 18 [10496/45000]	Loss: 0.2536	LR: 0.000800
Training Epoch: 18 [10752/45000]	Loss: 0.2344	LR: 0.000800
Training Epoch: 18 [11008/45000]	Loss: 0.2948	LR: 0.000800
Training Epoch: 18 [11264/45000]	Loss: 0.3725	LR: 0.000800
Training Epoch: 18 [11520/45000]	Loss: 0.3360	LR: 0.000800
Training Epoch: 18 [11776/45000]	Loss: 0.3376	LR: 0.000800
Training Epoch: 18 [12032/45000]	Loss: 0.2418	LR: 0.000800
Training Epoch: 18 [12288/45000]	Loss: 0.2557	LR: 0.000800
Training Epoch: 18 [12544/45000]	Loss: 0.3118	LR: 0.000800
Training Epoch: 18 [12800/45000]	Loss: 0.3234	LR: 0.000800
Training Epoch: 18 [13056/45000]	Loss: 0.2470	LR: 0.000800
Training Epoch: 18 [13312/45000]	Loss: 0.2693	LR: 0.000800
Training Epoch: 18 [13568/45000]	Loss: 0.3015	LR: 0.000800
Training Epoch: 18 [13824/45000]	Loss: 0.2474	LR: 0.000800
Training Epoch: 18 [14080/45000]	Loss: 0.2813	LR: 0.000800
Training Epoch: 18 [14336/45000]	Loss: 0.2116	LR: 0.000800
Training Epoch: 18 [14592/45000]	Loss: 0.3421	LR: 0.000800
Training Epoch: 18 [14848/45000]	Loss: 0.3175	LR: 0.000800
Training Epoch: 18 [15104/45000]	Loss: 0.2476	LR: 0.000800
Training Epoch: 18 [15360/45000]	Loss: 0.2478	LR: 0.000800
Training Epoch: 18 [15616/45000]	Loss: 0.3255	LR: 0.000800
Training Epoch: 18 [15872/45000]	Loss: 0.2833	LR: 0.000800
Training Epoch: 18 [16128/45000]	Loss: 0.2366	LR: 0.000800
Training Epoch: 18 [16384/45000]	Loss: 0.3284	LR: 0.000800
Training Epoch: 18 [16640/45000]	Loss: 0.3347	LR: 0.000800
Training Epoch: 18 [16896/45000]	Loss: 0.2238	LR: 0.000800
Training Epoch: 18 [17152/45000]	Loss: 0.3204	LR: 0.000800
Training Epoch: 18 [17408/45000]	Loss: 0.3081	LR: 0.000800
Training Epoch: 18 [17664/45000]	Loss: 0.2934	LR: 0.000800
Training Epoch: 18 [17920/45000]	Loss: 0.3438	LR: 0.000800
Training Epoch: 18 [18176/45000]	Loss: 0.2182	LR: 0.000800
Training Epoch: 18 [18432/45000]	Loss: 0.2518	LR: 0.000800
Training Epoch: 18 [18688/45000]	Loss: 0.2919	LR: 0.000800
Training Epoch: 18 [18944/45000]	Loss: 0.3327	LR: 0.000800
Training Epoch: 18 [19200/45000]	Loss: 0.2633	LR: 0.000800
Training Epoch: 18 [19456/45000]	Loss: 0.3185	LR: 0.000800
Training Epoch: 18 [19712/45000]	Loss: 0.3002	LR: 0.000800
Training Epoch: 18 [19968/45000]	Loss: 0.2976	LR: 0.000800
Training Epoch: 18 [20224/45000]	Loss: 0.3117	LR: 0.000800
Training Epoch: 18 [20480/45000]	Loss: 0.2509	LR: 0.000800
Training Epoch: 18 [20736/45000]	Loss: 0.3748	LR: 0.000800
Training Epoch: 18 [20992/45000]	Loss: 0.3248	LR: 0.000800
Training Epoch: 18 [21248/45000]	Loss: 0.2666	LR: 0.000800
Training Epoch: 18 [21504/45000]	Loss: 0.2897	LR: 0.000800
Training Epoch: 18 [21760/45000]	Loss: 0.2622	LR: 0.000800
Training Epoch: 18 [22016/45000]	Loss: 0.2463	LR: 0.000800
Training Epoch: 18 [22272/45000]	Loss: 0.3453	LR: 0.000800
Training Epoch: 18 [22528/45000]	Loss: 0.3538	LR: 0.000800
Training Epoch: 18 [22784/45000]	Loss: 0.2770	LR: 0.000800
Training Epoch: 18 [23040/45000]	Loss: 0.2768	LR: 0.000800
Training Epoch: 18 [23296/45000]	Loss: 0.2519	LR: 0.000800
Training Epoch: 18 [23552/45000]	Loss: 0.3128	LR: 0.000800
Training Epoch: 18 [23808/45000]	Loss: 0.2803	LR: 0.000800
Training Epoch: 18 [24064/45000]	Loss: 0.2801	LR: 0.000800
Training Epoch: 18 [24320/45000]	Loss: 0.2390	LR: 0.000800
Training Epoch: 18 [24576/45000]	Loss: 0.2243	LR: 0.000800
Training Epoch: 18 [24832/45000]	Loss: 0.2818	LR: 0.000800
Training Epoch: 18 [25088/45000]	Loss: 0.3112	LR: 0.000800
Training Epoch: 18 [25344/45000]	Loss: 0.2896	LR: 0.000800
Training Epoch: 18 [25600/45000]	Loss: 0.2572	LR: 0.000800
Training Epoch: 18 [25856/45000]	Loss: 0.2478	LR: 0.000800
Training Epoch: 18 [26112/45000]	Loss: 0.3122	LR: 0.000800
Training Epoch: 18 [26368/45000]	Loss: 0.3128	LR: 0.000800
Training Epoch: 18 [26624/45000]	Loss: 0.3513	LR: 0.000800
Training Epoch: 18 [26880/45000]	Loss: 0.2827	LR: 0.000800
Training Epoch: 18 [27136/45000]	Loss: 0.2574	LR: 0.000800
Training Epoch: 18 [27392/45000]	Loss: 0.3170	LR: 0.000800
Training Epoch: 18 [27648/45000]	Loss: 0.2086	LR: 0.000800
Training Epoch: 18 [27904/45000]	Loss: 0.2609	LR: 0.000800
Training Epoch: 18 [28160/45000]	Loss: 0.3978	LR: 0.000800
Training Epoch: 18 [28416/45000]	Loss: 0.3031	LR: 0.000800
Training Epoch: 18 [28672/45000]	Loss: 0.3027	LR: 0.000800
Training Epoch: 18 [28928/45000]	Loss: 0.2761	LR: 0.000800
Training Epoch: 18 [29184/45000]	Loss: 0.2968	LR: 0.000800
Training Epoch: 18 [29440/45000]	Loss: 0.2807	LR: 0.000800
Training Epoch: 18 [29696/45000]	Loss: 0.3366	LR: 0.000800
Training Epoch: 18 [29952/45000]	Loss: 0.3052	LR: 0.000800
Training Epoch: 18 [30208/45000]	Loss: 0.2682	LR: 0.000800
Training Epoch: 18 [30464/45000]	Loss: 0.2965	LR: 0.000800
Training Epoch: 18 [30720/45000]	Loss: 0.2443	LR: 0.000800
Training Epoch: 18 [30976/45000]	Loss: 0.3649	LR: 0.000800
Training Epoch: 18 [31232/45000]	Loss: 0.3073	LR: 0.000800
Training Epoch: 18 [31488/45000]	Loss: 0.2655	LR: 0.000800
Training Epoch: 18 [31744/45000]	Loss: 0.2715	LR: 0.000800
Training Epoch: 18 [32000/45000]	Loss: 0.2673	LR: 0.000800
Training Epoch: 18 [32256/45000]	Loss: 0.2824	LR: 0.000800
Training Epoch: 18 [32512/45000]	Loss: 0.2875	LR: 0.000800
Training Epoch: 18 [32768/45000]	Loss: 0.2667	LR: 0.000800
Training Epoch: 18 [33024/45000]	Loss: 0.2675	LR: 0.000800
Training Epoch: 18 [33280/45000]	Loss: 0.3318	LR: 0.000800
Training Epoch: 18 [33536/45000]	Loss: 0.3103	LR: 0.000800
Training Epoch: 18 [33792/45000]	Loss: 0.2306	LR: 0.000800
Training Epoch: 18 [34048/45000]	Loss: 0.2454	LR: 0.000800
Training Epoch: 18 [34304/45000]	Loss: 0.3460	LR: 0.000800
Training Epoch: 18 [34560/45000]	Loss: 0.2266	LR: 0.000800
Training Epoch: 18 [34816/45000]	Loss: 0.2904	LR: 0.000800
Training Epoch: 18 [35072/45000]	Loss: 0.3064	LR: 0.000800
Training Epoch: 18 [35328/45000]	Loss: 0.2343	LR: 0.000800
Training Epoch: 18 [35584/45000]	Loss: 0.2344	LR: 0.000800
Training Epoch: 18 [35840/45000]	Loss: 0.3223	LR: 0.000800
Training Epoch: 18 [36096/45000]	Loss: 0.2483	LR: 0.000800
Training Epoch: 18 [36352/45000]	Loss: 0.2433	LR: 0.000800
Training Epoch: 18 [36608/45000]	Loss: 0.2870	LR: 0.000800
Training Epoch: 18 [36864/45000]	Loss: 0.2764	LR: 0.000800
Training Epoch: 18 [37120/45000]	Loss: 0.3022	LR: 0.000800
Training Epoch: 18 [37376/45000]	Loss: 0.3148	LR: 0.000800
Training Epoch: 18 [37632/45000]	Loss: 0.3605	LR: 0.000800
Training Epoch: 18 [37888/45000]	Loss: 0.2358	LR: 0.000800
Training Epoch: 18 [38144/45000]	Loss: 0.2638	LR: 0.000800
Training Epoch: 18 [38400/45000]	Loss: 0.2443	LR: 0.000800
Training Epoch: 18 [38656/45000]	Loss: 0.3135	LR: 0.000800
Training Epoch: 18 [38912/45000]	Loss: 0.2756	LR: 0.000800
Training Epoch: 18 [39168/45000]	Loss: 0.3658	LR: 0.000800
Training Epoch: 18 [39424/45000]	Loss: 0.3225	LR: 0.000800
Training Epoch: 18 [39680/45000]	Loss: 0.3407	LR: 0.000800
Training Epoch: 18 [39936/45000]	Loss: 0.2695	LR: 0.000800
Training Epoch: 18 [40192/45000]	Loss: 0.2961	LR: 0.000800
Training Epoch: 18 [40448/45000]	Loss: 0.2787	LR: 0.000800
Training Epoch: 18 [40704/45000]	Loss: 0.2159	LR: 0.000800
Training Epoch: 18 [40960/45000]	Loss: 0.2868	LR: 0.000800
Training Epoch: 18 [41216/45000]	Loss: 0.2875	LR: 0.000800
Training Epoch: 18 [41472/45000]	Loss: 0.3650	LR: 0.000800
Training Epoch: 18 [41728/45000]	Loss: 0.2796	LR: 0.000800
Training Epoch: 18 [41984/45000]	Loss: 0.3059	LR: 0.000800
Training Epoch: 18 [42240/45000]	Loss: 0.3497	LR: 0.000800
Training Epoch: 18 [42496/45000]	Loss: 0.2521	LR: 0.000800
Training Epoch: 18 [42752/45000]	Loss: 0.2882	LR: 0.000800
Training Epoch: 18 [43008/45000]	Loss: 0.2970	LR: 0.000800
Training Epoch: 18 [43264/45000]	Loss: 0.3248	LR: 0.000800
Training Epoch: 18 [43520/45000]	Loss: 0.2244	LR: 0.000800
Training Epoch: 18 [43776/45000]	Loss: 0.2625	LR: 0.000800
Training Epoch: 18 [44032/45000]	Loss: 0.3476	LR: 0.000800
Training Epoch: 18 [44288/45000]	Loss: 0.2893	LR: 0.000800
Training Epoch: 18 [44544/45000]	Loss: 0.3620	LR: 0.000800
Training Epoch: 18 [44800/45000]	Loss: 0.2967	LR: 0.000800
Training Epoch: 18 [45000/45000]	Loss: 0.3581	LR: 0.000800
Epoch 18 - Average Train Loss: 0.2865, Train Accuracy: 0.9003
Epoch 18 training time consumed: 38.21s
Evaluating Network.....
Test set: Epoch: 18, Average loss: 0.0014, Accuracy: 0.8865, Time consumed:1.30s
Saving weights file to checkpoint/retrain/ResNet18/Friday_11_July_2025_11h_55m_22s/ResNet18-Cifar10-seed9-ret100-18-best.pth
Training Epoch: 19 [256/45000]	Loss: 0.2472	LR: 0.000800
Training Epoch: 19 [512/45000]	Loss: 0.2151	LR: 0.000800
Training Epoch: 19 [768/45000]	Loss: 0.2752	LR: 0.000800
Training Epoch: 19 [1024/45000]	Loss: 0.2936	LR: 0.000800
Training Epoch: 19 [1280/45000]	Loss: 0.2902	LR: 0.000800
Training Epoch: 19 [1536/45000]	Loss: 0.3155	LR: 0.000800
Training Epoch: 19 [1792/45000]	Loss: 0.2659	LR: 0.000800
Training Epoch: 19 [2048/45000]	Loss: 0.2515	LR: 0.000800
Training Epoch: 19 [2304/45000]	Loss: 0.3363	LR: 0.000800
Training Epoch: 19 [2560/45000]	Loss: 0.3061	LR: 0.000800
Training Epoch: 19 [2816/45000]	Loss: 0.2402	LR: 0.000800
Training Epoch: 19 [3072/45000]	Loss: 0.2935	LR: 0.000800
Training Epoch: 19 [3328/45000]	Loss: 0.2965	LR: 0.000800
Training Epoch: 19 [3584/45000]	Loss: 0.2172	LR: 0.000800
Training Epoch: 19 [3840/45000]	Loss: 0.2955	LR: 0.000800
Training Epoch: 19 [4096/45000]	Loss: 0.2739	LR: 0.000800
Training Epoch: 19 [4352/45000]	Loss: 0.2885	LR: 0.000800
Training Epoch: 19 [4608/45000]	Loss: 0.2721	LR: 0.000800
Training Epoch: 19 [4864/45000]	Loss: 0.2607	LR: 0.000800
Training Epoch: 19 [5120/45000]	Loss: 0.2250	LR: 0.000800
Training Epoch: 19 [5376/45000]	Loss: 0.2465	LR: 0.000800
Training Epoch: 19 [5632/45000]	Loss: 0.2872	LR: 0.000800
Training Epoch: 19 [5888/45000]	Loss: 0.3339	LR: 0.000800
Training Epoch: 19 [6144/45000]	Loss: 0.3034	LR: 0.000800
Training Epoch: 19 [6400/45000]	Loss: 0.3468	LR: 0.000800
Training Epoch: 19 [6656/45000]	Loss: 0.2581	LR: 0.000800
Training Epoch: 19 [6912/45000]	Loss: 0.2928	LR: 0.000800
Training Epoch: 19 [7168/45000]	Loss: 0.1941	LR: 0.000800
Training Epoch: 19 [7424/45000]	Loss: 0.2996	LR: 0.000800
Training Epoch: 19 [7680/45000]	Loss: 0.2003	LR: 0.000800
Training Epoch: 19 [7936/45000]	Loss: 0.3018	LR: 0.000800
Training Epoch: 19 [8192/45000]	Loss: 0.2677	LR: 0.000800
Training Epoch: 19 [8448/45000]	Loss: 0.2923	LR: 0.000800
Training Epoch: 19 [8704/45000]	Loss: 0.3076	LR: 0.000800
Training Epoch: 19 [8960/45000]	Loss: 0.3073	LR: 0.000800
Training Epoch: 19 [9216/45000]	Loss: 0.2695	LR: 0.000800
Training Epoch: 19 [9472/45000]	Loss: 0.2720	LR: 0.000800
Training Epoch: 19 [9728/45000]	Loss: 0.2075	LR: 0.000800
Training Epoch: 19 [9984/45000]	Loss: 0.2724	LR: 0.000800
Training Epoch: 19 [10240/45000]	Loss: 0.2648	LR: 0.000800
Training Epoch: 19 [10496/45000]	Loss: 0.2950	LR: 0.000800
Training Epoch: 19 [10752/45000]	Loss: 0.2232	LR: 0.000800
Training Epoch: 19 [11008/45000]	Loss: 0.3535	LR: 0.000800
Training Epoch: 19 [11264/45000]	Loss: 0.2972	LR: 0.000800
Training Epoch: 19 [11520/45000]	Loss: 0.3408	LR: 0.000800
Training Epoch: 19 [11776/45000]	Loss: 0.3156	LR: 0.000800
Training Epoch: 19 [12032/45000]	Loss: 0.2927	LR: 0.000800
Training Epoch: 19 [12288/45000]	Loss: 0.2576	LR: 0.000800
Training Epoch: 19 [12544/45000]	Loss: 0.2326	LR: 0.000800
Training Epoch: 19 [12800/45000]	Loss: 0.2685	LR: 0.000800
Training Epoch: 19 [13056/45000]	Loss: 0.2505	LR: 0.000800
Training Epoch: 19 [13312/45000]	Loss: 0.2714	LR: 0.000800
Training Epoch: 19 [13568/45000]	Loss: 0.2840	LR: 0.000800
Training Epoch: 19 [13824/45000]	Loss: 0.3235	LR: 0.000800
Training Epoch: 19 [14080/45000]	Loss: 0.2881	LR: 0.000800
Training Epoch: 19 [14336/45000]	Loss: 0.2570	LR: 0.000800
Training Epoch: 19 [14592/45000]	Loss: 0.2882	LR: 0.000800
Training Epoch: 19 [14848/45000]	Loss: 0.3104	LR: 0.000800
Training Epoch: 19 [15104/45000]	Loss: 0.3093	LR: 0.000800
Training Epoch: 19 [15360/45000]	Loss: 0.2329	LR: 0.000800
Training Epoch: 19 [15616/45000]	Loss: 0.3283	LR: 0.000800
Training Epoch: 19 [15872/45000]	Loss: 0.2485	LR: 0.000800
Training Epoch: 19 [16128/45000]	Loss: 0.3271	LR: 0.000800
Training Epoch: 19 [16384/45000]	Loss: 0.3454	LR: 0.000800
Training Epoch: 19 [16640/45000]	Loss: 0.3493	LR: 0.000800
Training Epoch: 19 [16896/45000]	Loss: 0.2814	LR: 0.000800
Training Epoch: 19 [17152/45000]	Loss: 0.2121	LR: 0.000800
Training Epoch: 19 [17408/45000]	Loss: 0.2448	LR: 0.000800
Training Epoch: 19 [17664/45000]	Loss: 0.3553	LR: 0.000800
Training Epoch: 19 [17920/45000]	Loss: 0.2984	LR: 0.000800
Training Epoch: 19 [18176/45000]	Loss: 0.2993	LR: 0.000800
Training Epoch: 19 [18432/45000]	Loss: 0.3704	LR: 0.000800
Training Epoch: 19 [18688/45000]	Loss: 0.2184	LR: 0.000800
Training Epoch: 19 [18944/45000]	Loss: 0.2891	LR: 0.000800
Training Epoch: 19 [19200/45000]	Loss: 0.2308	LR: 0.000800
Training Epoch: 19 [19456/45000]	Loss: 0.2118	LR: 0.000800
Training Epoch: 19 [19712/45000]	Loss: 0.2625	LR: 0.000800
Training Epoch: 19 [19968/45000]	Loss: 0.2200	LR: 0.000800
Training Epoch: 19 [20224/45000]	Loss: 0.2235	LR: 0.000800
Training Epoch: 19 [20480/45000]	Loss: 0.3029	LR: 0.000800
Training Epoch: 19 [20736/45000]	Loss: 0.2992	LR: 0.000800
Training Epoch: 19 [20992/45000]	Loss: 0.3346	LR: 0.000800
Training Epoch: 19 [21248/45000]	Loss: 0.2791	LR: 0.000800
Training Epoch: 19 [21504/45000]	Loss: 0.3591	LR: 0.000800
Training Epoch: 19 [21760/45000]	Loss: 0.2439	LR: 0.000800
Training Epoch: 19 [22016/45000]	Loss: 0.2853	LR: 0.000800
Training Epoch: 19 [22272/45000]	Loss: 0.3011	LR: 0.000800
Training Epoch: 19 [22528/45000]	Loss: 0.3157	LR: 0.000800
Training Epoch: 19 [22784/45000]	Loss: 0.3155	LR: 0.000800
Training Epoch: 19 [23040/45000]	Loss: 0.2607	LR: 0.000800
Training Epoch: 19 [23296/45000]	Loss: 0.3299	LR: 0.000800
Training Epoch: 19 [23552/45000]	Loss: 0.2917	LR: 0.000800
Training Epoch: 19 [23808/45000]	Loss: 0.3232	LR: 0.000800
Training Epoch: 19 [24064/45000]	Loss: 0.2846	LR: 0.000800
Training Epoch: 19 [24320/45000]	Loss: 0.3750	LR: 0.000800
Training Epoch: 19 [24576/45000]	Loss: 0.2492	LR: 0.000800
Training Epoch: 19 [24832/45000]	Loss: 0.4034	LR: 0.000800
Training Epoch: 19 [25088/45000]	Loss: 0.3155	LR: 0.000800
Training Epoch: 19 [25344/45000]	Loss: 0.3146	LR: 0.000800
Training Epoch: 19 [25600/45000]	Loss: 0.3395	LR: 0.000800
Training Epoch: 19 [25856/45000]	Loss: 0.2806	LR: 0.000800
Training Epoch: 19 [26112/45000]	Loss: 0.2726	LR: 0.000800
Training Epoch: 19 [26368/45000]	Loss: 0.2876	LR: 0.000800
Training Epoch: 19 [26624/45000]	Loss: 0.2606	LR: 0.000800
Training Epoch: 19 [26880/45000]	Loss: 0.3127	LR: 0.000800
Training Epoch: 19 [27136/45000]	Loss: 0.2778	LR: 0.000800
Training Epoch: 19 [27392/45000]	Loss: 0.3455	LR: 0.000800
Training Epoch: 19 [27648/45000]	Loss: 0.2152	LR: 0.000800
Training Epoch: 19 [27904/45000]	Loss: 0.3107	LR: 0.000800
Training Epoch: 19 [28160/45000]	Loss: 0.2775	LR: 0.000800
Training Epoch: 19 [28416/45000]	Loss: 0.3161	LR: 0.000800
Training Epoch: 19 [28672/45000]	Loss: 0.2947	LR: 0.000800
Training Epoch: 19 [28928/45000]	Loss: 0.2696	LR: 0.000800
Training Epoch: 19 [29184/45000]	Loss: 0.2108	LR: 0.000800
Training Epoch: 19 [29440/45000]	Loss: 0.2227	LR: 0.000800
Training Epoch: 19 [29696/45000]	Loss: 0.2334	LR: 0.000800
Training Epoch: 19 [29952/45000]	Loss: 0.2536	LR: 0.000800
Training Epoch: 19 [30208/45000]	Loss: 0.3585	LR: 0.000800
Training Epoch: 19 [30464/45000]	Loss: 0.3314	LR: 0.000800
Training Epoch: 19 [30720/45000]	Loss: 0.2283	LR: 0.000800
Training Epoch: 19 [30976/45000]	Loss: 0.2811	LR: 0.000800
Training Epoch: 19 [31232/45000]	Loss: 0.2306	LR: 0.000800
Training Epoch: 19 [31488/45000]	Loss: 0.3183	LR: 0.000800
Training Epoch: 19 [31744/45000]	Loss: 0.3579	LR: 0.000800
Training Epoch: 19 [32000/45000]	Loss: 0.2390	LR: 0.000800
Training Epoch: 19 [32256/45000]	Loss: 0.2498	LR: 0.000800
Training Epoch: 19 [32512/45000]	Loss: 0.2673	LR: 0.000800
Training Epoch: 19 [32768/45000]	Loss: 0.3036	LR: 0.000800
Training Epoch: 19 [33024/45000]	Loss: 0.2692	LR: 0.000800
Training Epoch: 19 [33280/45000]	Loss: 0.3456	LR: 0.000800
Training Epoch: 19 [33536/45000]	Loss: 0.2586	LR: 0.000800
Training Epoch: 19 [33792/45000]	Loss: 0.2453	LR: 0.000800
Training Epoch: 19 [34048/45000]	Loss: 0.2786	LR: 0.000800
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Training Epoch: 19 [34560/45000]	Loss: 0.3554	LR: 0.000800
Training Epoch: 19 [34816/45000]	Loss: 0.2879	LR: 0.000800
Training Epoch: 19 [35072/45000]	Loss: 0.2810	LR: 0.000800
Training Epoch: 19 [35328/45000]	Loss: 0.3216	LR: 0.000800
Training Epoch: 19 [35584/45000]	Loss: 0.2703	LR: 0.000800
Training Epoch: 19 [35840/45000]	Loss: 0.1925	LR: 0.000800
Training Epoch: 19 [36096/45000]	Loss: 0.3595	LR: 0.000800
Training Epoch: 19 [36352/45000]	Loss: 0.3127	LR: 0.000800
Training Epoch: 19 [36608/45000]	Loss: 0.2807	LR: 0.000800
Training Epoch: 19 [36864/45000]	Loss: 0.2712	LR: 0.000800
Training Epoch: 19 [37120/45000]	Loss: 0.2912	LR: 0.000800
Training Epoch: 19 [37376/45000]	Loss: 0.2605	LR: 0.000800
Training Epoch: 19 [37632/45000]	Loss: 0.2706	LR: 0.000800
Training Epoch: 19 [37888/45000]	Loss: 0.2842	LR: 0.000800
Training Epoch: 19 [38144/45000]	Loss: 0.2302	LR: 0.000800
Training Epoch: 19 [38400/45000]	Loss: 0.3136	LR: 0.000800
Training Epoch: 19 [38656/45000]	Loss: 0.2487	LR: 0.000800
Training Epoch: 19 [38912/45000]	Loss: 0.2259	LR: 0.000800
Training Epoch: 19 [39168/45000]	Loss: 0.2126	LR: 0.000800
Training Epoch: 19 [39424/45000]	Loss: 0.2806	LR: 0.000800
Training Epoch: 19 [39680/45000]	Loss: 0.2320	LR: 0.000800
Training Epoch: 19 [39936/45000]	Loss: 0.2222	LR: 0.000800
Training Epoch: 19 [40192/45000]	Loss: 0.2129	LR: 0.000800
Training Epoch: 19 [40448/45000]	Loss: 0.2599	LR: 0.000800
Training Epoch: 19 [40704/45000]	Loss: 0.3159	LR: 0.000800
Training Epoch: 19 [40960/45000]	Loss: 0.2793	LR: 0.000800
Training Epoch: 19 [41216/45000]	Loss: 0.2812	LR: 0.000800
Training Epoch: 19 [41472/45000]	Loss: 0.2887	LR: 0.000800
Training Epoch: 19 [41728/45000]	Loss: 0.3479	LR: 0.000800
Training Epoch: 19 [41984/45000]	Loss: 0.3190	LR: 0.000800
Training Epoch: 19 [42240/45000]	Loss: 0.2988	LR: 0.000800
Training Epoch: 19 [42496/45000]	Loss: 0.2511	LR: 0.000800
Training Epoch: 19 [42752/45000]	Loss: 0.3231	LR: 0.000800
Training Epoch: 19 [43008/45000]	Loss: 0.2928	LR: 0.000800
Training Epoch: 19 [43264/45000]	Loss: 0.2862	LR: 0.000800
Training Epoch: 19 [43520/45000]	Loss: 0.3019	LR: 0.000800
Training Epoch: 19 [43776/45000]	Loss: 0.1773	LR: 0.000800
Training Epoch: 19 [44032/45000]	Loss: 0.2609	LR: 0.000800
Training Epoch: 19 [44288/45000]	Loss: 0.3194	LR: 0.000800
Training Epoch: 19 [44544/45000]	Loss: 0.3122	LR: 0.000800
Training Epoch: 19 [44800/45000]	Loss: 0.2591	LR: 0.000800
Training Epoch: 19 [45000/45000]	Loss: 0.2773	LR: 0.000800
Epoch 19 - Average Train Loss: 0.2819, Train Accuracy: 0.9011
Epoch 19 training time consumed: 38.09s
Evaluating Network.....
Test set: Epoch: 19, Average loss: 0.0014, Accuracy: 0.8871, Time consumed:1.31s
Saving weights file to checkpoint/retrain/ResNet18/Friday_11_July_2025_11h_55m_22s/ResNet18-Cifar10-seed9-ret100-19-best.pth
Training Epoch: 20 [256/45000]	Loss: 0.2543	LR: 0.000800
Training Epoch: 20 [512/45000]	Loss: 0.2903	LR: 0.000800
Training Epoch: 20 [768/45000]	Loss: 0.2486	LR: 0.000800
Training Epoch: 20 [1024/45000]	Loss: 0.3564	LR: 0.000800
Training Epoch: 20 [1280/45000]	Loss: 0.2445	LR: 0.000800
Training Epoch: 20 [1536/45000]	Loss: 0.2811	LR: 0.000800
Training Epoch: 20 [1792/45000]	Loss: 0.2941	LR: 0.000800
Training Epoch: 20 [2048/45000]	Loss: 0.2596	LR: 0.000800
Training Epoch: 20 [2304/45000]	Loss: 0.3024	LR: 0.000800
Training Epoch: 20 [2560/45000]	Loss: 0.2896	LR: 0.000800
Training Epoch: 20 [2816/45000]	Loss: 0.3426	LR: 0.000800
Training Epoch: 20 [3072/45000]	Loss: 0.2551	LR: 0.000800
Training Epoch: 20 [3328/45000]	Loss: 0.2391	LR: 0.000800
Training Epoch: 20 [3584/45000]	Loss: 0.3075	LR: 0.000800
Training Epoch: 20 [3840/45000]	Loss: 0.2501	LR: 0.000800
Training Epoch: 20 [4096/45000]	Loss: 0.3015	LR: 0.000800
Training Epoch: 20 [4352/45000]	Loss: 0.2736	LR: 0.000800
Training Epoch: 20 [4608/45000]	Loss: 0.2266	LR: 0.000800
Training Epoch: 20 [4864/45000]	Loss: 0.2355	LR: 0.000800
Training Epoch: 20 [5120/45000]	Loss: 0.2506	LR: 0.000800
Training Epoch: 20 [5376/45000]	Loss: 0.2096	LR: 0.000800
Training Epoch: 20 [5632/45000]	Loss: 0.3404	LR: 0.000800
Training Epoch: 20 [5888/45000]	Loss: 0.2800	LR: 0.000800
Training Epoch: 20 [6144/45000]	Loss: 0.2418	LR: 0.000800
Training Epoch: 20 [6400/45000]	Loss: 0.2362	LR: 0.000800
Training Epoch: 20 [6656/45000]	Loss: 0.2635	LR: 0.000800
Training Epoch: 20 [6912/45000]	Loss: 0.2892	LR: 0.000800
Training Epoch: 20 [7168/45000]	Loss: 0.2296	LR: 0.000800
Training Epoch: 20 [7424/45000]	Loss: 0.3355	LR: 0.000800
Training Epoch: 20 [7680/45000]	Loss: 0.3282	LR: 0.000800
Training Epoch: 20 [7936/45000]	Loss: 0.2431	LR: 0.000800
Training Epoch: 20 [8192/45000]	Loss: 0.3383	LR: 0.000800
Training Epoch: 20 [8448/45000]	Loss: 0.3059	LR: 0.000800
Training Epoch: 20 [8704/45000]	Loss: 0.3435	LR: 0.000800
Training Epoch: 20 [8960/45000]	Loss: 0.2684	LR: 0.000800
Training Epoch: 20 [9216/45000]	Loss: 0.2518	LR: 0.000800
Training Epoch: 20 [9472/45000]	Loss: 0.2134	LR: 0.000800
Training Epoch: 20 [9728/45000]	Loss: 0.3100	LR: 0.000800
Training Epoch: 20 [9984/45000]	Loss: 0.3311	LR: 0.000800
Training Epoch: 20 [10240/45000]	Loss: 0.3161	LR: 0.000800
Training Epoch: 20 [10496/45000]	Loss: 0.2934	LR: 0.000800
Training Epoch: 20 [10752/45000]	Loss: 0.2578	LR: 0.000800
Training Epoch: 20 [11008/45000]	Loss: 0.2350	LR: 0.000800
Training Epoch: 20 [11264/45000]	Loss: 0.3176	LR: 0.000800
Training Epoch: 20 [11520/45000]	Loss: 0.2873	LR: 0.000800
Training Epoch: 20 [11776/45000]	Loss: 0.2514	LR: 0.000800
Training Epoch: 20 [12032/45000]	Loss: 0.3113	LR: 0.000800
Training Epoch: 20 [12288/45000]	Loss: 0.2307	LR: 0.000800
Training Epoch: 20 [12544/45000]	Loss: 0.2509	LR: 0.000800
Training Epoch: 20 [12800/45000]	Loss: 0.3283	LR: 0.000800
Training Epoch: 20 [13056/45000]	Loss: 0.3029	LR: 0.000800
Training Epoch: 20 [13312/45000]	Loss: 0.2627	LR: 0.000800
Training Epoch: 20 [13568/45000]	Loss: 0.2863	LR: 0.000800
Training Epoch: 20 [13824/45000]	Loss: 0.2521	LR: 0.000800
Training Epoch: 20 [14080/45000]	Loss: 0.3138	LR: 0.000800
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Training Epoch: 20 [14592/45000]	Loss: 0.3278	LR: 0.000800
Training Epoch: 20 [14848/45000]	Loss: 0.2724	LR: 0.000800
Training Epoch: 20 [15104/45000]	Loss: 0.3245	LR: 0.000800
Training Epoch: 20 [15360/45000]	Loss: 0.3494	LR: 0.000800
Training Epoch: 20 [15616/45000]	Loss: 0.2659	LR: 0.000800
Training Epoch: 20 [15872/45000]	Loss: 0.2664	LR: 0.000800
Training Epoch: 20 [16128/45000]	Loss: 0.2832	LR: 0.000800
Training Epoch: 20 [16384/45000]	Loss: 0.2551	LR: 0.000800
Training Epoch: 20 [16640/45000]	Loss: 0.2229	LR: 0.000800
Training Epoch: 20 [16896/45000]	Loss: 0.2619	LR: 0.000800
Training Epoch: 20 [17152/45000]	Loss: 0.3251	LR: 0.000800
Training Epoch: 20 [17408/45000]	Loss: 0.2406	LR: 0.000800
Training Epoch: 20 [17664/45000]	Loss: 0.3144	LR: 0.000800
Training Epoch: 20 [17920/45000]	Loss: 0.2182	LR: 0.000800
Training Epoch: 20 [18176/45000]	Loss: 0.3121	LR: 0.000800
Training Epoch: 20 [18432/45000]	Loss: 0.3725	LR: 0.000800
Training Epoch: 20 [18688/45000]	Loss: 0.3318	LR: 0.000800
Training Epoch: 20 [18944/45000]	Loss: 0.2396	LR: 0.000800
Training Epoch: 20 [19200/45000]	Loss: 0.2843	LR: 0.000800
Training Epoch: 20 [19456/45000]	Loss: 0.2741	LR: 0.000800
Training Epoch: 20 [19712/45000]	Loss: 0.3427	LR: 0.000800
Training Epoch: 20 [19968/45000]	Loss: 0.2639	LR: 0.000800
Training Epoch: 20 [20224/45000]	Loss: 0.2571	LR: 0.000800
Training Epoch: 20 [20480/45000]	Loss: 0.2511	LR: 0.000800
Training Epoch: 20 [20736/45000]	Loss: 0.2771	LR: 0.000800
Training Epoch: 20 [20992/45000]	Loss: 0.2811	LR: 0.000800
Training Epoch: 20 [21248/45000]	Loss: 0.2664	LR: 0.000800
Training Epoch: 20 [21504/45000]	Loss: 0.2376	LR: 0.000800
Training Epoch: 20 [21760/45000]	Loss: 0.2548	LR: 0.000800
Training Epoch: 20 [22016/45000]	Loss: 0.2976	LR: 0.000800
Training Epoch: 20 [22272/45000]	Loss: 0.1930	LR: 0.000800
Training Epoch: 20 [22528/45000]	Loss: 0.3192	LR: 0.000800
Training Epoch: 20 [22784/45000]	Loss: 0.2382	LR: 0.000800
Training Epoch: 20 [23040/45000]	Loss: 0.3142	LR: 0.000800
Training Epoch: 20 [23296/45000]	Loss: 0.3275	LR: 0.000800
Training Epoch: 20 [23552/45000]	Loss: 0.2423	LR: 0.000800
Training Epoch: 20 [23808/45000]	Loss: 0.2559	LR: 0.000800
Training Epoch: 20 [24064/45000]	Loss: 0.3132	LR: 0.000800
Training Epoch: 20 [24320/45000]	Loss: 0.2221	LR: 0.000800
Training Epoch: 20 [24576/45000]	Loss: 0.2269	LR: 0.000800
Training Epoch: 20 [24832/45000]	Loss: 0.2697	LR: 0.000800
Training Epoch: 20 [25088/45000]	Loss: 0.2670	LR: 0.000800
Training Epoch: 20 [25344/45000]	Loss: 0.2312	LR: 0.000800
Training Epoch: 20 [25600/45000]	Loss: 0.3004	LR: 0.000800
Training Epoch: 20 [25856/45000]	Loss: 0.3445	LR: 0.000800
Training Epoch: 20 [26112/45000]	Loss: 0.2948	LR: 0.000800
Training Epoch: 20 [26368/45000]	Loss: 0.3038	LR: 0.000800
Training Epoch: 20 [26624/45000]	Loss: 0.4320	LR: 0.000800
Training Epoch: 20 [26880/45000]	Loss: 0.3402	LR: 0.000800
Training Epoch: 20 [27136/45000]	Loss: 0.3076	LR: 0.000800
Training Epoch: 20 [27392/45000]	Loss: 0.2343	LR: 0.000800
Training Epoch: 20 [27648/45000]	Loss: 0.2444	LR: 0.000800
Training Epoch: 20 [27904/45000]	Loss: 0.3345	LR: 0.000800
Training Epoch: 20 [28160/45000]	Loss: 0.3364	LR: 0.000800
Training Epoch: 20 [28416/45000]	Loss: 0.2375	LR: 0.000800
Training Epoch: 20 [28672/45000]	Loss: 0.3434	LR: 0.000800
Training Epoch: 20 [28928/45000]	Loss: 0.2433	LR: 0.000800
Training Epoch: 20 [29184/45000]	Loss: 0.2540	LR: 0.000800
Training Epoch: 20 [29440/45000]	Loss: 0.2666	LR: 0.000800
Training Epoch: 20 [29696/45000]	Loss: 0.3231	LR: 0.000800
Training Epoch: 20 [29952/45000]	Loss: 0.2797	LR: 0.000800
Training Epoch: 20 [30208/45000]	Loss: 0.1919	LR: 0.000800
Training Epoch: 20 [30464/45000]	Loss: 0.2739	LR: 0.000800
Training Epoch: 20 [30720/45000]	Loss: 0.2848	LR: 0.000800
Training Epoch: 20 [30976/45000]	Loss: 0.2800	LR: 0.000800
Training Epoch: 20 [31232/45000]	Loss: 0.2965	LR: 0.000800
Training Epoch: 20 [31488/45000]	Loss: 0.2616	LR: 0.000800
Training Epoch: 20 [31744/45000]	Loss: 0.3009	LR: 0.000800
Training Epoch: 20 [32000/45000]	Loss: 0.2746	LR: 0.000800
Training Epoch: 20 [32256/45000]	Loss: 0.2840	LR: 0.000800
Training Epoch: 20 [32512/45000]	Loss: 0.2675	LR: 0.000800
Training Epoch: 20 [32768/45000]	Loss: 0.2258	LR: 0.000800
Training Epoch: 20 [33024/45000]	Loss: 0.2368	LR: 0.000800
Training Epoch: 20 [33280/45000]	Loss: 0.2430	LR: 0.000800
Training Epoch: 20 [33536/45000]	Loss: 0.2876	LR: 0.000800
Training Epoch: 20 [33792/45000]	Loss: 0.2225	LR: 0.000800
Training Epoch: 20 [34048/45000]	Loss: 0.2414	LR: 0.000800
Training Epoch: 20 [34304/45000]	Loss: 0.2325	LR: 0.000800
Training Epoch: 20 [34560/45000]	Loss: 0.2817	LR: 0.000800
Training Epoch: 20 [34816/45000]	Loss: 0.3197	LR: 0.000800
Training Epoch: 20 [35072/45000]	Loss: 0.2515	LR: 0.000800
Training Epoch: 20 [35328/45000]	Loss: 0.1858	LR: 0.000800
Training Epoch: 20 [35584/45000]	Loss: 0.2021	LR: 0.000800
Training Epoch: 20 [35840/45000]	Loss: 0.3104	LR: 0.000800
Training Epoch: 20 [36096/45000]	Loss: 0.2804	LR: 0.000800
Training Epoch: 20 [36352/45000]	Loss: 0.2630	LR: 0.000800
Training Epoch: 20 [36608/45000]	Loss: 0.3098	LR: 0.000800
Training Epoch: 20 [36864/45000]	Loss: 0.2584	LR: 0.000800
Training Epoch: 20 [37120/45000]	Loss: 0.2409	LR: 0.000800
Training Epoch: 20 [37376/45000]	Loss: 0.2422	LR: 0.000800
Training Epoch: 20 [37632/45000]	Loss: 0.2293	LR: 0.000800
Training Epoch: 20 [37888/45000]	Loss: 0.3258	LR: 0.000800
Training Epoch: 20 [38144/45000]	Loss: 0.2968	LR: 0.000800
Training Epoch: 20 [38400/45000]	Loss: 0.2051	LR: 0.000800
Training Epoch: 20 [38656/45000]	Loss: 0.2944	LR: 0.000800
Training Epoch: 20 [38912/45000]	Loss: 0.2444	LR: 0.000800
Training Epoch: 20 [39168/45000]	Loss: 0.2248	LR: 0.000800
Training Epoch: 20 [39424/45000]	Loss: 0.2421	LR: 0.000800
Training Epoch: 20 [39680/45000]	Loss: 0.4155	LR: 0.000800
Training Epoch: 20 [39936/45000]	Loss: 0.2387	LR: 0.000800
Training Epoch: 20 [40192/45000]	Loss: 0.2371	LR: 0.000800
Training Epoch: 20 [40448/45000]	Loss: 0.2628	LR: 0.000800
Training Epoch: 20 [40704/45000]	Loss: 0.2792	LR: 0.000800
Training Epoch: 20 [40960/45000]	Loss: 0.2435	LR: 0.000800
Training Epoch: 20 [41216/45000]	Loss: 0.2633	LR: 0.000800
Training Epoch: 20 [41472/45000]	Loss: 0.3651	LR: 0.000800
Training Epoch: 20 [41728/45000]	Loss: 0.2626	LR: 0.000800
Training Epoch: 20 [41984/45000]	Loss: 0.3352	LR: 0.000800
Training Epoch: 20 [42240/45000]	Loss: 0.3004	LR: 0.000800
Training Epoch: 20 [42496/45000]	Loss: 0.3210	LR: 0.000800
Training Epoch: 20 [42752/45000]	Loss: 0.3473	LR: 0.000800
Training Epoch: 20 [43008/45000]	Loss: 0.3166	LR: 0.000800
Training Epoch: 20 [43264/45000]	Loss: 0.3670	LR: 0.000800
Training Epoch: 20 [43520/45000]	Loss: 0.2487	LR: 0.000800
Training Epoch: 20 [43776/45000]	Loss: 0.2649	LR: 0.000800
Training Epoch: 20 [44032/45000]	Loss: 0.2988	LR: 0.000800
Training Epoch: 20 [44288/45000]	Loss: 0.3473	LR: 0.000800
Training Epoch: 20 [44544/45000]	Loss: 0.2814	LR: 0.000800
Training Epoch: 20 [44800/45000]	Loss: 0.2890	LR: 0.000800
Training Epoch: 20 [45000/45000]	Loss: 0.2904	LR: 0.000800
Epoch 20 - Average Train Loss: 0.2793, Train Accuracy: 0.9026
Epoch 20 training time consumed: 38.26s
Evaluating Network.....
Test set: Epoch: 20, Average loss: 0.0014, Accuracy: 0.8859, Time consumed:1.30s
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: 88.7109375
Retain Accuracy: 90.49946594238281
Zero-Retain Forget (ZRF): 0.834022581577301
Membership Inference Attack (MIA): 0.603
Forget vs Retain Membership Inference Attack (MIA): 0.539
Forget vs Test Membership Inference Attack (MIA): 0.552
Test vs Retain Membership Inference Attack (MIA): 0.51425
Train vs Test Membership Inference Attack (MIA): 0.51825
Forget Set Accuracy (Df): 87.29090118408203
Method Execution Time: 1712.47 seconds
