hello
hello

📌S Retain class distribution for seed 8:
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 8:
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: 2.3747	LR: 0.000000
Training Epoch: 1 [512/45000]	Loss: 2.4441	LR: 0.000568
Training Epoch: 1 [768/45000]	Loss: 2.4174	LR: 0.001136
Training Epoch: 1 [1024/45000]	Loss: 2.3398	LR: 0.001705
Training Epoch: 1 [1280/45000]	Loss: 2.3027	LR: 0.002273
Training Epoch: 1 [1536/45000]	Loss: 2.2639	LR: 0.002841
Training Epoch: 1 [1792/45000]	Loss: 2.2174	LR: 0.003409
Training Epoch: 1 [2048/45000]	Loss: 2.1593	LR: 0.003977
Training Epoch: 1 [2304/45000]	Loss: 2.2192	LR: 0.004545
Training Epoch: 1 [2560/45000]	Loss: 2.3277	LR: 0.005114
Training Epoch: 1 [2816/45000]	Loss: 2.1517	LR: 0.005682
Training Epoch: 1 [3072/45000]	Loss: 2.1939	LR: 0.006250
Training Epoch: 1 [3328/45000]	Loss: 2.1576	LR: 0.006818
Training Epoch: 1 [3584/45000]	Loss: 2.0961	LR: 0.007386
Training Epoch: 1 [3840/45000]	Loss: 2.0382	LR: 0.007955
Training Epoch: 1 [4096/45000]	Loss: 2.0091	LR: 0.008523
Training Epoch: 1 [4352/45000]	Loss: 1.9858	LR: 0.009091
Training Epoch: 1 [4608/45000]	Loss: 2.0265	LR: 0.009659
Training Epoch: 1 [4864/45000]	Loss: 1.9458	LR: 0.010227
Training Epoch: 1 [5120/45000]	Loss: 1.9368	LR: 0.010795
Training Epoch: 1 [5376/45000]	Loss: 2.0495	LR: 0.011364
Training Epoch: 1 [5632/45000]	Loss: 1.9244	LR: 0.011932
Training Epoch: 1 [5888/45000]	Loss: 1.9023	LR: 0.012500
Training Epoch: 1 [6144/45000]	Loss: 1.8451	LR: 0.013068
Training Epoch: 1 [6400/45000]	Loss: 1.8705	LR: 0.013636
Training Epoch: 1 [6656/45000]	Loss: 1.9151	LR: 0.014205
Training Epoch: 1 [6912/45000]	Loss: 1.9342	LR: 0.014773
Training Epoch: 1 [7168/45000]	Loss: 1.7676	LR: 0.015341
Training Epoch: 1 [7424/45000]	Loss: 1.8956	LR: 0.015909
Training Epoch: 1 [7680/45000]	Loss: 1.9867	LR: 0.016477
Training Epoch: 1 [7936/45000]	Loss: 1.8886	LR: 0.017045
Training Epoch: 1 [8192/45000]	Loss: 1.9136	LR: 0.017614
Training Epoch: 1 [8448/45000]	Loss: 1.8159	LR: 0.018182
Training Epoch: 1 [8704/45000]	Loss: 1.9314	LR: 0.018750
Training Epoch: 1 [8960/45000]	Loss: 1.9520	LR: 0.019318
Training Epoch: 1 [9216/45000]	Loss: 1.7675	LR: 0.019886
Training Epoch: 1 [9472/45000]	Loss: 1.7544	LR: 0.020455
Training Epoch: 1 [9728/45000]	Loss: 1.8887	LR: 0.021023
Training Epoch: 1 [9984/45000]	Loss: 1.9274	LR: 0.021591
Training Epoch: 1 [10240/45000]	Loss: 1.7790	LR: 0.022159
Training Epoch: 1 [10496/45000]	Loss: 1.8236	LR: 0.022727
Training Epoch: 1 [10752/45000]	Loss: 2.0011	LR: 0.023295
Training Epoch: 1 [11008/45000]	Loss: 1.9075	LR: 0.023864
Training Epoch: 1 [11264/45000]	Loss: 1.9443	LR: 0.024432
Training Epoch: 1 [11520/45000]	Loss: 1.6616	LR: 0.025000
Training Epoch: 1 [11776/45000]	Loss: 1.9153	LR: 0.025568
Training Epoch: 1 [12032/45000]	Loss: 1.7947	LR: 0.026136
Training Epoch: 1 [12288/45000]	Loss: 1.7508	LR: 0.026705
Training Epoch: 1 [12544/45000]	Loss: 1.7979	LR: 0.027273
Training Epoch: 1 [12800/45000]	Loss: 1.7647	LR: 0.027841
Training Epoch: 1 [13056/45000]	Loss: 1.7065	LR: 0.028409
Training Epoch: 1 [13312/45000]	Loss: 1.8195	LR: 0.028977
Training Epoch: 1 [13568/45000]	Loss: 1.7658	LR: 0.029545
Training Epoch: 1 [13824/45000]	Loss: 1.7289	LR: 0.030114
Training Epoch: 1 [14080/45000]	Loss: 1.7872	LR: 0.030682
Training Epoch: 1 [14336/45000]	Loss: 1.7254	LR: 0.031250
Training Epoch: 1 [14592/45000]	Loss: 1.7003	LR: 0.031818
Training Epoch: 1 [14848/45000]	Loss: 1.8591	LR: 0.032386
Training Epoch: 1 [15104/45000]	Loss: 1.7308	LR: 0.032955
Training Epoch: 1 [15360/45000]	Loss: 1.7667	LR: 0.033523
Training Epoch: 1 [15616/45000]	Loss: 1.6802	LR: 0.034091
Training Epoch: 1 [15872/45000]	Loss: 1.5943	LR: 0.034659
Training Epoch: 1 [16128/45000]	Loss: 1.5919	LR: 0.035227
Training Epoch: 1 [16384/45000]	Loss: 1.4806	LR: 0.035795
Training Epoch: 1 [16640/45000]	Loss: 1.6638	LR: 0.036364
Training Epoch: 1 [16896/45000]	Loss: 1.6027	LR: 0.036932
Training Epoch: 1 [17152/45000]	Loss: 1.7188	LR: 0.037500
Training Epoch: 1 [17408/45000]	Loss: 1.7502	LR: 0.038068
Training Epoch: 1 [17664/45000]	Loss: 1.6996	LR: 0.038636
Training Epoch: 1 [17920/45000]	Loss: 1.8261	LR: 0.039205
Training Epoch: 1 [18176/45000]	Loss: 1.6446	LR: 0.039773
Training Epoch: 1 [18432/45000]	Loss: 1.7008	LR: 0.040341
Training Epoch: 1 [18688/45000]	Loss: 1.6724	LR: 0.040909
Training Epoch: 1 [18944/45000]	Loss: 1.7486	LR: 0.041477
Training Epoch: 1 [19200/45000]	Loss: 1.8222	LR: 0.042045
Training Epoch: 1 [19456/45000]	Loss: 1.6702	LR: 0.042614
Training Epoch: 1 [19712/45000]	Loss: 1.7189	LR: 0.043182
Training Epoch: 1 [19968/45000]	Loss: 1.7369	LR: 0.043750
Training Epoch: 1 [20224/45000]	Loss: 1.6243	LR: 0.044318
Training Epoch: 1 [20480/45000]	Loss: 1.7956	LR: 0.044886
Training Epoch: 1 [20736/45000]	Loss: 1.7223	LR: 0.045455
Training Epoch: 1 [20992/45000]	Loss: 1.7897	LR: 0.046023
Training Epoch: 1 [21248/45000]	Loss: 1.7671	LR: 0.046591
Training Epoch: 1 [21504/45000]	Loss: 1.8615	LR: 0.047159
Training Epoch: 1 [21760/45000]	Loss: 1.7839	LR: 0.047727
Training Epoch: 1 [22016/45000]	Loss: 1.6911	LR: 0.048295
Training Epoch: 1 [22272/45000]	Loss: 1.7886	LR: 0.048864
Training Epoch: 1 [22528/45000]	Loss: 1.6431	LR: 0.049432
Training Epoch: 1 [22784/45000]	Loss: 1.4987	LR: 0.050000
Training Epoch: 1 [23040/45000]	Loss: 1.5967	LR: 0.050568
Training Epoch: 1 [23296/45000]	Loss: 1.5566	LR: 0.051136
Training Epoch: 1 [23552/45000]	Loss: 1.8157	LR: 0.051705
Training Epoch: 1 [23808/45000]	Loss: 1.6508	LR: 0.052273
Training Epoch: 1 [24064/45000]	Loss: 1.6795	LR: 0.052841
Training Epoch: 1 [24320/45000]	Loss: 1.8644	LR: 0.053409
Training Epoch: 1 [24576/45000]	Loss: 1.5674	LR: 0.053977
Training Epoch: 1 [24832/45000]	Loss: 1.7452	LR: 0.054545
Training Epoch: 1 [25088/45000]	Loss: 1.8386	LR: 0.055114
Training Epoch: 1 [25344/45000]	Loss: 1.6770	LR: 0.055682
Training Epoch: 1 [25600/45000]	Loss: 1.6043	LR: 0.056250
Training Epoch: 1 [25856/45000]	Loss: 1.6177	LR: 0.056818
Training Epoch: 1 [26112/45000]	Loss: 1.6569	LR: 0.057386
Training Epoch: 1 [26368/45000]	Loss: 1.6545	LR: 0.057955
Training Epoch: 1 [26624/45000]	Loss: 1.5968	LR: 0.058523
Training Epoch: 1 [26880/45000]	Loss: 1.6633	LR: 0.059091
Training Epoch: 1 [27136/45000]	Loss: 1.7059	LR: 0.059659
Training Epoch: 1 [27392/45000]	Loss: 1.5256	LR: 0.060227
Training Epoch: 1 [27648/45000]	Loss: 1.5215	LR: 0.060795
Training Epoch: 1 [27904/45000]	Loss: 1.6630	LR: 0.061364
Training Epoch: 1 [28160/45000]	Loss: 1.5773	LR: 0.061932
Training Epoch: 1 [28416/45000]	Loss: 1.6172	LR: 0.062500
Training Epoch: 1 [28672/45000]	Loss: 1.7001	LR: 0.063068
Training Epoch: 1 [28928/45000]	Loss: 1.6805	LR: 0.063636
Training Epoch: 1 [29184/45000]	Loss: 1.6970	LR: 0.064205
Training Epoch: 1 [29440/45000]	Loss: 1.7098	LR: 0.064773
Training Epoch: 1 [29696/45000]	Loss: 1.7288	LR: 0.065341
Training Epoch: 1 [29952/45000]	Loss: 1.5463	LR: 0.065909
Training Epoch: 1 [30208/45000]	Loss: 1.7171	LR: 0.066477
Training Epoch: 1 [30464/45000]	Loss: 1.5199	LR: 0.067045
Training Epoch: 1 [30720/45000]	Loss: 1.6277	LR: 0.067614
Training Epoch: 1 [30976/45000]	Loss: 1.5846	LR: 0.068182
Training Epoch: 1 [31232/45000]	Loss: 1.5348	LR: 0.068750
Training Epoch: 1 [31488/45000]	Loss: 1.3707	LR: 0.069318
Training Epoch: 1 [31744/45000]	Loss: 1.5763	LR: 0.069886
Training Epoch: 1 [32000/45000]	Loss: 1.6106	LR: 0.070455
Training Epoch: 1 [32256/45000]	Loss: 1.5022	LR: 0.071023
Training Epoch: 1 [32512/45000]	Loss: 1.5282	LR: 0.071591
Training Epoch: 1 [32768/45000]	Loss: 1.4857	LR: 0.072159
Training Epoch: 1 [33024/45000]	Loss: 1.7402	LR: 0.072727
Training Epoch: 1 [33280/45000]	Loss: 1.4288	LR: 0.073295
Training Epoch: 1 [33536/45000]	Loss: 1.3805	LR: 0.073864
Training Epoch: 1 [33792/45000]	Loss: 1.6633	LR: 0.074432
Training Epoch: 1 [34048/45000]	Loss: 1.6023	LR: 0.075000
Training Epoch: 1 [34304/45000]	Loss: 1.5440	LR: 0.075568
Training Epoch: 1 [34560/45000]	Loss: 1.7762	LR: 0.076136
Training Epoch: 1 [34816/45000]	Loss: 1.5819	LR: 0.076705
Training Epoch: 1 [35072/45000]	Loss: 1.6893	LR: 0.077273
Training Epoch: 1 [35328/45000]	Loss: 1.5608	LR: 0.077841
Training Epoch: 1 [35584/45000]	Loss: 1.7076	LR: 0.078409
Training Epoch: 1 [35840/45000]	Loss: 1.6648	LR: 0.078977
Training Epoch: 1 [36096/45000]	Loss: 1.4320	LR: 0.079545
Training Epoch: 1 [36352/45000]	Loss: 1.4694	LR: 0.080114
Training Epoch: 1 [36608/45000]	Loss: 1.5926	LR: 0.080682
Training Epoch: 1 [36864/45000]	Loss: 1.4515	LR: 0.081250
Training Epoch: 1 [37120/45000]	Loss: 1.5842	LR: 0.081818
Training Epoch: 1 [37376/45000]	Loss: 1.4297	LR: 0.082386
Training Epoch: 1 [37632/45000]	Loss: 1.7344	LR: 0.082955
Training Epoch: 1 [37888/45000]	Loss: 1.8320	LR: 0.083523
Training Epoch: 1 [38144/45000]	Loss: 1.5687	LR: 0.084091
Training Epoch: 1 [38400/45000]	Loss: 1.5582	LR: 0.084659
Training Epoch: 1 [38656/45000]	Loss: 1.6102	LR: 0.085227
Training Epoch: 1 [38912/45000]	Loss: 1.5557	LR: 0.085795
Training Epoch: 1 [39168/45000]	Loss: 1.5199	LR: 0.086364
Training Epoch: 1 [39424/45000]	Loss: 1.4300	LR: 0.086932
Training Epoch: 1 [39680/45000]	Loss: 1.5264	LR: 0.087500
Training Epoch: 1 [39936/45000]	Loss: 1.4977	LR: 0.088068
Training Epoch: 1 [40192/45000]	Loss: 1.6642	LR: 0.088636
Training Epoch: 1 [40448/45000]	Loss: 1.4532	LR: 0.089205
Training Epoch: 1 [40704/45000]	Loss: 1.4957	LR: 0.089773
Training Epoch: 1 [40960/45000]	Loss: 1.6171	LR: 0.090341
Training Epoch: 1 [41216/45000]	Loss: 1.7721	LR: 0.090909
Training Epoch: 1 [41472/45000]	Loss: 1.4271	LR: 0.091477
Training Epoch: 1 [41728/45000]	Loss: 1.4755	LR: 0.092045
Training Epoch: 1 [41984/45000]	Loss: 1.5944	LR: 0.092614
Training Epoch: 1 [42240/45000]	Loss: 1.5310	LR: 0.093182
Training Epoch: 1 [42496/45000]	Loss: 1.4997	LR: 0.093750
Training Epoch: 1 [42752/45000]	Loss: 1.5885	LR: 0.094318
Training Epoch: 1 [43008/45000]	Loss: 1.5548	LR: 0.094886
Training Epoch: 1 [43264/45000]	Loss: 1.5288	LR: 0.095455
Training Epoch: 1 [43520/45000]	Loss: 1.4522	LR: 0.096023
Training Epoch: 1 [43776/45000]	Loss: 1.6066	LR: 0.096591
Training Epoch: 1 [44032/45000]	Loss: 1.4656	LR: 0.097159
Training Epoch: 1 [44288/45000]	Loss: 1.5018	LR: 0.097727
Training Epoch: 1 [44544/45000]	Loss: 1.4947	LR: 0.098295
Training Epoch: 1 [44800/45000]	Loss: 1.4492	LR: 0.098864
Training Epoch: 1 [45000/45000]	Loss: 1.5102	LR: 0.099432
Epoch 1 - Average Train Loss: 1.7326, Train Accuracy: 0.3668
Epoch 1 training time consumed: 39.57s
Evaluating Network.....
Test set: Epoch: 1, Average loss: 0.0092, Accuracy: 0.3438, Time consumed:1.51s
Saving weights file to checkpoint/retrain/ResNet18/Friday_11_July_2025_09h_57m_00s/ResNet18-Cifar10-seed8-ret100-1-best.pth
Training Epoch: 2 [256/45000]	Loss: 1.4168	LR: 0.100000
Training Epoch: 2 [512/45000]	Loss: 1.3238	LR: 0.100000
Training Epoch: 2 [768/45000]	Loss: 1.3805	LR: 0.100000
Training Epoch: 2 [1024/45000]	Loss: 1.5200	LR: 0.100000
Training Epoch: 2 [1280/45000]	Loss: 1.3918	LR: 0.100000
Training Epoch: 2 [1536/45000]	Loss: 1.4250	LR: 0.100000
Training Epoch: 2 [1792/45000]	Loss: 1.5043	LR: 0.100000
Training Epoch: 2 [2048/45000]	Loss: 1.4252	LR: 0.100000
Training Epoch: 2 [2304/45000]	Loss: 1.3715	LR: 0.100000
Training Epoch: 2 [2560/45000]	Loss: 1.6035	LR: 0.100000
Training Epoch: 2 [2816/45000]	Loss: 1.4649	LR: 0.100000
Training Epoch: 2 [3072/45000]	Loss: 1.4917	LR: 0.100000
Training Epoch: 2 [3328/45000]	Loss: 1.4836	LR: 0.100000
Training Epoch: 2 [3584/45000]	Loss: 1.4476	LR: 0.100000
Training Epoch: 2 [3840/45000]	Loss: 1.2748	LR: 0.100000
Training Epoch: 2 [4096/45000]	Loss: 1.3173	LR: 0.100000
Training Epoch: 2 [4352/45000]	Loss: 1.3577	LR: 0.100000
Training Epoch: 2 [4608/45000]	Loss: 1.2987	LR: 0.100000
Training Epoch: 2 [4864/45000]	Loss: 1.3045	LR: 0.100000
Training Epoch: 2 [5120/45000]	Loss: 1.3679	LR: 0.100000
Training Epoch: 2 [5376/45000]	Loss: 1.3102	LR: 0.100000
Training Epoch: 2 [5632/45000]	Loss: 1.3899	LR: 0.100000
Training Epoch: 2 [5888/45000]	Loss: 1.3394	LR: 0.100000
Training Epoch: 2 [6144/45000]	Loss: 1.2150	LR: 0.100000
Training Epoch: 2 [6400/45000]	Loss: 1.3473	LR: 0.100000
Training Epoch: 2 [6656/45000]	Loss: 1.3414	LR: 0.100000
Training Epoch: 2 [6912/45000]	Loss: 1.3712	LR: 0.100000
Training Epoch: 2 [7168/45000]	Loss: 1.3209	LR: 0.100000
Training Epoch: 2 [7424/45000]	Loss: 1.4008	LR: 0.100000
Training Epoch: 2 [7680/45000]	Loss: 1.3273	LR: 0.100000
Training Epoch: 2 [7936/45000]	Loss: 1.3700	LR: 0.100000
Training Epoch: 2 [8192/45000]	Loss: 1.4276	LR: 0.100000
Training Epoch: 2 [8448/45000]	Loss: 1.4349	LR: 0.100000
Training Epoch: 2 [8704/45000]	Loss: 1.3055	LR: 0.100000
Training Epoch: 2 [8960/45000]	Loss: 1.2808	LR: 0.100000
Training Epoch: 2 [9216/45000]	Loss: 1.2877	LR: 0.100000
Training Epoch: 2 [9472/45000]	Loss: 1.2776	LR: 0.100000
Training Epoch: 2 [9728/45000]	Loss: 1.4558	LR: 0.100000
Training Epoch: 2 [9984/45000]	Loss: 1.3896	LR: 0.100000
Training Epoch: 2 [10240/45000]	Loss: 1.3170	LR: 0.100000
Training Epoch: 2 [10496/45000]	Loss: 1.2410	LR: 0.100000
Training Epoch: 2 [10752/45000]	Loss: 1.4795	LR: 0.100000
Training Epoch: 2 [11008/45000]	Loss: 1.3258	LR: 0.100000
Training Epoch: 2 [11264/45000]	Loss: 1.3075	LR: 0.100000
Training Epoch: 2 [11520/45000]	Loss: 1.2852	LR: 0.100000
Training Epoch: 2 [11776/45000]	Loss: 1.4057	LR: 0.100000
Training Epoch: 2 [12032/45000]	Loss: 1.2979	LR: 0.100000
Training Epoch: 2 [12288/45000]	Loss: 1.3586	LR: 0.100000
Training Epoch: 2 [12544/45000]	Loss: 1.2605	LR: 0.100000
Training Epoch: 2 [12800/45000]	Loss: 1.2645	LR: 0.100000
Training Epoch: 2 [13056/45000]	Loss: 1.2788	LR: 0.100000
Training Epoch: 2 [13312/45000]	Loss: 1.3669	LR: 0.100000
Training Epoch: 2 [13568/45000]	Loss: 1.2718	LR: 0.100000
Training Epoch: 2 [13824/45000]	Loss: 1.3537	LR: 0.100000
Training Epoch: 2 [14080/45000]	Loss: 1.2175	LR: 0.100000
Training Epoch: 2 [14336/45000]	Loss: 1.1758	LR: 0.100000
Training Epoch: 2 [14592/45000]	Loss: 1.3295	LR: 0.100000
Training Epoch: 2 [14848/45000]	Loss: 1.2096	LR: 0.100000
Training Epoch: 2 [15104/45000]	Loss: 1.1576	LR: 0.100000
Training Epoch: 2 [15360/45000]	Loss: 1.2416	LR: 0.100000
Training Epoch: 2 [15616/45000]	Loss: 1.2776	LR: 0.100000
Training Epoch: 2 [15872/45000]	Loss: 1.2312	LR: 0.100000
Training Epoch: 2 [16128/45000]	Loss: 1.2453	LR: 0.100000
Training Epoch: 2 [16384/45000]	Loss: 1.2201	LR: 0.100000
Training Epoch: 2 [16640/45000]	Loss: 1.1631	LR: 0.100000
Training Epoch: 2 [16896/45000]	Loss: 1.2445	LR: 0.100000
Training Epoch: 2 [17152/45000]	Loss: 1.1177	LR: 0.100000
Training Epoch: 2 [17408/45000]	Loss: 1.2853	LR: 0.100000
Training Epoch: 2 [17664/45000]	Loss: 1.3799	LR: 0.100000
Training Epoch: 2 [17920/45000]	Loss: 1.2004	LR: 0.100000
Training Epoch: 2 [18176/45000]	Loss: 1.2646	LR: 0.100000
Training Epoch: 2 [18432/45000]	Loss: 1.2733	LR: 0.100000
Training Epoch: 2 [18688/45000]	Loss: 1.2879	LR: 0.100000
Training Epoch: 2 [18944/45000]	Loss: 1.3334	LR: 0.100000
Training Epoch: 2 [19200/45000]	Loss: 1.2706	LR: 0.100000
Training Epoch: 2 [19456/45000]	Loss: 1.2552	LR: 0.100000
Training Epoch: 2 [19712/45000]	Loss: 1.2678	LR: 0.100000
Training Epoch: 2 [19968/45000]	Loss: 1.2144	LR: 0.100000
Training Epoch: 2 [20224/45000]	Loss: 1.2500	LR: 0.100000
Training Epoch: 2 [20480/45000]	Loss: 1.2225	LR: 0.100000
Training Epoch: 2 [20736/45000]	Loss: 1.3099	LR: 0.100000
Training Epoch: 2 [20992/45000]	Loss: 1.1346	LR: 0.100000
Training Epoch: 2 [21248/45000]	Loss: 1.2757	LR: 0.100000
Training Epoch: 2 [21504/45000]	Loss: 1.2464	LR: 0.100000
Training Epoch: 2 [21760/45000]	Loss: 1.1996	LR: 0.100000
Training Epoch: 2 [22016/45000]	Loss: 1.1633	LR: 0.100000
Training Epoch: 2 [22272/45000]	Loss: 1.3026	LR: 0.100000
Training Epoch: 2 [22528/45000]	Loss: 1.1923	LR: 0.100000
Training Epoch: 2 [22784/45000]	Loss: 1.2654	LR: 0.100000
Training Epoch: 2 [23040/45000]	Loss: 1.2913	LR: 0.100000
Training Epoch: 2 [23296/45000]	Loss: 1.2863	LR: 0.100000
Training Epoch: 2 [23552/45000]	Loss: 1.2905	LR: 0.100000
Training Epoch: 2 [23808/45000]	Loss: 1.1565	LR: 0.100000
Training Epoch: 2 [24064/45000]	Loss: 1.2462	LR: 0.100000
Training Epoch: 2 [24320/45000]	Loss: 1.2509	LR: 0.100000
Training Epoch: 2 [24576/45000]	Loss: 1.3145	LR: 0.100000
Training Epoch: 2 [24832/45000]	Loss: 1.2180	LR: 0.100000
Training Epoch: 2 [25088/45000]	Loss: 1.2293	LR: 0.100000
Training Epoch: 2 [25344/45000]	Loss: 1.3168	LR: 0.100000
Training Epoch: 2 [25600/45000]	Loss: 1.1773	LR: 0.100000
Training Epoch: 2 [25856/45000]	Loss: 1.1509	LR: 0.100000
Training Epoch: 2 [26112/45000]	Loss: 1.1954	LR: 0.100000
Training Epoch: 2 [26368/45000]	Loss: 1.0972	LR: 0.100000
Training Epoch: 2 [26624/45000]	Loss: 1.2225	LR: 0.100000
Training Epoch: 2 [26880/45000]	Loss: 1.0990	LR: 0.100000
Training Epoch: 2 [27136/45000]	Loss: 1.1738	LR: 0.100000
Training Epoch: 2 [27392/45000]	Loss: 1.2451	LR: 0.100000
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Training Epoch: 2 [27904/45000]	Loss: 1.1951	LR: 0.100000
Training Epoch: 2 [28160/45000]	Loss: 1.2087	LR: 0.100000
Training Epoch: 2 [28416/45000]	Loss: 1.1191	LR: 0.100000
Training Epoch: 2 [28672/45000]	Loss: 1.1522	LR: 0.100000
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Training Epoch: 2 [29952/45000]	Loss: 1.1856	LR: 0.100000
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Training Epoch: 2 [36352/45000]	Loss: 1.1740	LR: 0.100000
Training Epoch: 2 [36608/45000]	Loss: 1.1265	LR: 0.100000
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Training Epoch: 2 [37120/45000]	Loss: 1.1736	LR: 0.100000
Training Epoch: 2 [37376/45000]	Loss: 1.0174	LR: 0.100000
Training Epoch: 2 [37632/45000]	Loss: 1.0920	LR: 0.100000
Training Epoch: 2 [37888/45000]	Loss: 1.2356	LR: 0.100000
Training Epoch: 2 [38144/45000]	Loss: 1.0199	LR: 0.100000
Training Epoch: 2 [38400/45000]	Loss: 1.1968	LR: 0.100000
Training Epoch: 2 [38656/45000]	Loss: 1.2252	LR: 0.100000
Training Epoch: 2 [38912/45000]	Loss: 1.2288	LR: 0.100000
Training Epoch: 2 [39168/45000]	Loss: 1.1509	LR: 0.100000
Training Epoch: 2 [39424/45000]	Loss: 1.0845	LR: 0.100000
Training Epoch: 2 [39680/45000]	Loss: 1.0352	LR: 0.100000
Training Epoch: 2 [39936/45000]	Loss: 1.1209	LR: 0.100000
Training Epoch: 2 [40192/45000]	Loss: 1.1226	LR: 0.100000
Training Epoch: 2 [40448/45000]	Loss: 1.0912	LR: 0.100000
Training Epoch: 2 [40704/45000]	Loss: 1.1603	LR: 0.100000
Training Epoch: 2 [40960/45000]	Loss: 1.1270	LR: 0.100000
Training Epoch: 2 [41216/45000]	Loss: 1.0334	LR: 0.100000
Training Epoch: 2 [41472/45000]	Loss: 1.1316	LR: 0.100000
Training Epoch: 2 [41728/45000]	Loss: 1.0974	LR: 0.100000
Training Epoch: 2 [41984/45000]	Loss: 1.0415	LR: 0.100000
Training Epoch: 2 [42240/45000]	Loss: 1.1080	LR: 0.100000
Training Epoch: 2 [42496/45000]	Loss: 1.0395	LR: 0.100000
Training Epoch: 2 [42752/45000]	Loss: 1.0304	LR: 0.100000
Training Epoch: 2 [43008/45000]	Loss: 0.9035	LR: 0.100000
Training Epoch: 2 [43264/45000]	Loss: 1.0624	LR: 0.100000
Training Epoch: 2 [43520/45000]	Loss: 1.1733	LR: 0.100000
Training Epoch: 2 [43776/45000]	Loss: 1.1963	LR: 0.100000
Training Epoch: 2 [44032/45000]	Loss: 1.1028	LR: 0.100000
Training Epoch: 2 [44288/45000]	Loss: 1.0193	LR: 0.100000
Training Epoch: 2 [44544/45000]	Loss: 1.0655	LR: 0.100000
Training Epoch: 2 [44800/45000]	Loss: 1.1828	LR: 0.100000
Training Epoch: 2 [45000/45000]	Loss: 1.1026	LR: 0.100000
Epoch 2 - Average Train Loss: 1.2322, Train Accuracy: 0.5560
Epoch 2 training time consumed: 38.61s
Evaluating Network.....
Test set: Epoch: 2, Average loss: 0.0046, Accuracy: 0.5999, Time consumed:1.38s
Saving weights file to checkpoint/retrain/ResNet18/Friday_11_July_2025_09h_57m_00s/ResNet18-Cifar10-seed8-ret100-2-best.pth
Training Epoch: 3 [256/45000]	Loss: 1.0759	LR: 0.100000
Training Epoch: 3 [512/45000]	Loss: 1.1230	LR: 0.100000
Training Epoch: 3 [768/45000]	Loss: 1.1012	LR: 0.100000
Training Epoch: 3 [1024/45000]	Loss: 0.9902	LR: 0.100000
Training Epoch: 3 [1280/45000]	Loss: 1.0711	LR: 0.100000
Training Epoch: 3 [1536/45000]	Loss: 0.9466	LR: 0.100000
Training Epoch: 3 [1792/45000]	Loss: 1.1052	LR: 0.100000
Training Epoch: 3 [2048/45000]	Loss: 0.9816	LR: 0.100000
Training Epoch: 3 [2304/45000]	Loss: 0.9910	LR: 0.100000
Training Epoch: 3 [2560/45000]	Loss: 1.0362	LR: 0.100000
Training Epoch: 3 [2816/45000]	Loss: 0.9764	LR: 0.100000
Training Epoch: 3 [3072/45000]	Loss: 1.0414	LR: 0.100000
Training Epoch: 3 [3328/45000]	Loss: 1.0806	LR: 0.100000
Training Epoch: 3 [3584/45000]	Loss: 0.9537	LR: 0.100000
Training Epoch: 3 [3840/45000]	Loss: 0.9696	LR: 0.100000
Training Epoch: 3 [4096/45000]	Loss: 0.9826	LR: 0.100000
Training Epoch: 3 [4352/45000]	Loss: 1.1018	LR: 0.100000
Training Epoch: 3 [4608/45000]	Loss: 0.9974	LR: 0.100000
Training Epoch: 3 [4864/45000]	Loss: 1.1098	LR: 0.100000
Training Epoch: 3 [5120/45000]	Loss: 0.9822	LR: 0.100000
Training Epoch: 3 [5376/45000]	Loss: 1.0043	LR: 0.100000
Training Epoch: 3 [5632/45000]	Loss: 1.0785	LR: 0.100000
Training Epoch: 3 [5888/45000]	Loss: 0.8755	LR: 0.100000
Training Epoch: 3 [6144/45000]	Loss: 1.0721	LR: 0.100000
Training Epoch: 3 [6400/45000]	Loss: 1.0421	LR: 0.100000
Training Epoch: 3 [6656/45000]	Loss: 0.9502	LR: 0.100000
Training Epoch: 3 [6912/45000]	Loss: 1.1323	LR: 0.100000
Training Epoch: 3 [7168/45000]	Loss: 1.0745	LR: 0.100000
Training Epoch: 3 [7424/45000]	Loss: 1.0359	LR: 0.100000
Training Epoch: 3 [7680/45000]	Loss: 1.0508	LR: 0.100000
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Training Epoch: 3 [8448/45000]	Loss: 1.0799	LR: 0.100000
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Training Epoch: 3 [11264/45000]	Loss: 0.9552	LR: 0.100000
Training Epoch: 3 [11520/45000]	Loss: 1.0135	LR: 0.100000
Training Epoch: 3 [11776/45000]	Loss: 0.9387	LR: 0.100000
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Training Epoch: 3 [26880/45000]	Loss: 0.9751	LR: 0.100000
Training Epoch: 3 [27136/45000]	Loss: 1.0334	LR: 0.100000
Training Epoch: 3 [27392/45000]	Loss: 1.0322	LR: 0.100000
Training Epoch: 3 [27648/45000]	Loss: 0.9313	LR: 0.100000
Training Epoch: 3 [27904/45000]	Loss: 0.8736	LR: 0.100000
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Training Epoch: 3 [28416/45000]	Loss: 1.0506	LR: 0.100000
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Training Epoch: 3 [29184/45000]	Loss: 1.0537	LR: 0.100000
Training Epoch: 3 [29440/45000]	Loss: 0.9422	LR: 0.100000
Training Epoch: 3 [29696/45000]	Loss: 0.8875	LR: 0.100000
Training Epoch: 3 [29952/45000]	Loss: 0.8549	LR: 0.100000
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Training Epoch: 3 [32256/45000]	Loss: 0.8778	LR: 0.100000
Training Epoch: 3 [32512/45000]	Loss: 1.0651	LR: 0.100000
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Training Epoch: 3 [36352/45000]	Loss: 0.8620	LR: 0.100000
Training Epoch: 3 [36608/45000]	Loss: 0.8380	LR: 0.100000
Training Epoch: 3 [36864/45000]	Loss: 0.9205	LR: 0.100000
Training Epoch: 3 [37120/45000]	Loss: 1.0364	LR: 0.100000
Training Epoch: 3 [37376/45000]	Loss: 0.9194	LR: 0.100000
Training Epoch: 3 [37632/45000]	Loss: 1.1105	LR: 0.100000
Training Epoch: 3 [37888/45000]	Loss: 0.8475	LR: 0.100000
Training Epoch: 3 [38144/45000]	Loss: 0.9399	LR: 0.100000
Training Epoch: 3 [38400/45000]	Loss: 1.0244	LR: 0.100000
Training Epoch: 3 [38656/45000]	Loss: 0.9703	LR: 0.100000
Training Epoch: 3 [38912/45000]	Loss: 1.0255	LR: 0.100000
Training Epoch: 3 [39168/45000]	Loss: 0.9820	LR: 0.100000
Training Epoch: 3 [39424/45000]	Loss: 0.9424	LR: 0.100000
Training Epoch: 3 [39680/45000]	Loss: 0.8940	LR: 0.100000
Training Epoch: 3 [39936/45000]	Loss: 0.9701	LR: 0.100000
Training Epoch: 3 [40192/45000]	Loss: 0.9040	LR: 0.100000
Training Epoch: 3 [40448/45000]	Loss: 0.9393	LR: 0.100000
Training Epoch: 3 [40704/45000]	Loss: 1.0218	LR: 0.100000
Training Epoch: 3 [40960/45000]	Loss: 0.9418	LR: 0.100000
Training Epoch: 3 [41216/45000]	Loss: 0.9655	LR: 0.100000
Training Epoch: 3 [41472/45000]	Loss: 0.9161	LR: 0.100000
Training Epoch: 3 [41728/45000]	Loss: 0.9139	LR: 0.100000
Training Epoch: 3 [41984/45000]	Loss: 0.8935	LR: 0.100000
Training Epoch: 3 [42240/45000]	Loss: 0.9854	LR: 0.100000
Training Epoch: 3 [42496/45000]	Loss: 0.8826	LR: 0.100000
Training Epoch: 3 [42752/45000]	Loss: 0.8899	LR: 0.100000
Training Epoch: 3 [43008/45000]	Loss: 0.8437	LR: 0.100000
Training Epoch: 3 [43264/45000]	Loss: 0.9033	LR: 0.100000
Training Epoch: 3 [43520/45000]	Loss: 0.9615	LR: 0.100000
Training Epoch: 3 [43776/45000]	Loss: 0.8885	LR: 0.100000
Training Epoch: 3 [44032/45000]	Loss: 0.9366	LR: 0.100000
Training Epoch: 3 [44288/45000]	Loss: 0.9423	LR: 0.100000
Training Epoch: 3 [44544/45000]	Loss: 0.8448	LR: 0.100000
Training Epoch: 3 [44800/45000]	Loss: 0.8698	LR: 0.100000
Training Epoch: 3 [45000/45000]	Loss: 0.8757	LR: 0.100000
Epoch 3 - Average Train Loss: 0.9691, Train Accuracy: 0.6554
Epoch 3 training time consumed: 38.95s
Evaluating Network.....
Test set: Epoch: 3, Average loss: 0.0037, Accuracy: 0.6812, Time consumed:1.37s
Saving weights file to checkpoint/retrain/ResNet18/Friday_11_July_2025_09h_57m_00s/ResNet18-Cifar10-seed8-ret100-3-best.pth
Training Epoch: 4 [256/45000]	Loss: 0.8921	LR: 0.100000
Training Epoch: 4 [512/45000]	Loss: 0.8441	LR: 0.100000
Training Epoch: 4 [768/45000]	Loss: 0.8315	LR: 0.100000
Training Epoch: 4 [1024/45000]	Loss: 0.8638	LR: 0.100000
Training Epoch: 4 [1280/45000]	Loss: 0.8422	LR: 0.100000
Training Epoch: 4 [1536/45000]	Loss: 0.8399	LR: 0.100000
Training Epoch: 4 [1792/45000]	Loss: 0.8400	LR: 0.100000
Training Epoch: 4 [2048/45000]	Loss: 0.8931	LR: 0.100000
Training Epoch: 4 [2304/45000]	Loss: 0.7828	LR: 0.100000
Training Epoch: 4 [2560/45000]	Loss: 0.7631	LR: 0.100000
Training Epoch: 4 [2816/45000]	Loss: 0.8007	LR: 0.100000
Training Epoch: 4 [3072/45000]	Loss: 0.8062	LR: 0.100000
Training Epoch: 4 [3328/45000]	Loss: 0.8921	LR: 0.100000
Training Epoch: 4 [3584/45000]	Loss: 1.0117	LR: 0.100000
Training Epoch: 4 [3840/45000]	Loss: 0.8057	LR: 0.100000
Training Epoch: 4 [4096/45000]	Loss: 0.8427	LR: 0.100000
Training Epoch: 4 [4352/45000]	Loss: 0.9030	LR: 0.100000
Training Epoch: 4 [4608/45000]	Loss: 0.8509	LR: 0.100000
Training Epoch: 4 [4864/45000]	Loss: 0.8549	LR: 0.100000
Training Epoch: 4 [5120/45000]	Loss: 1.0488	LR: 0.100000
Training Epoch: 4 [5376/45000]	Loss: 0.9545	LR: 0.100000
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Training Epoch: 4 [6144/45000]	Loss: 0.9217	LR: 0.100000
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Training Epoch: 4 [8448/45000]	Loss: 0.8551	LR: 0.100000
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Training Epoch: 4 [10240/45000]	Loss: 1.0344	LR: 0.100000
Training Epoch: 4 [10496/45000]	Loss: 0.9220	LR: 0.100000
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Training Epoch: 4 [11008/45000]	Loss: 0.9392	LR: 0.100000
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Training Epoch: 4 [11520/45000]	Loss: 0.8491	LR: 0.100000
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Training Epoch: 4 [43520/45000]	Loss: 0.9928	LR: 0.100000
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Training Epoch: 4 [44032/45000]	Loss: 0.7807	LR: 0.100000
Training Epoch: 4 [44288/45000]	Loss: 0.6728	LR: 0.100000
Training Epoch: 4 [44544/45000]	Loss: 0.7630	LR: 0.100000
Training Epoch: 4 [44800/45000]	Loss: 0.6766	LR: 0.100000
Training Epoch: 4 [45000/45000]	Loss: 0.8011	LR: 0.100000
Epoch 4 - Average Train Loss: 0.8349, Train Accuracy: 0.7048
Epoch 4 training time consumed: 38.82s
Evaluating Network.....
Test set: Epoch: 4, Average loss: 0.0034, Accuracy: 0.7154, Time consumed:1.37s
Saving weights file to checkpoint/retrain/ResNet18/Friday_11_July_2025_09h_57m_00s/ResNet18-Cifar10-seed8-ret100-4-best.pth
Training Epoch: 5 [256/45000]	Loss: 0.8053	LR: 0.100000
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Training Epoch: 5 [42240/45000]	Loss: 0.7861	LR: 0.100000
Training Epoch: 5 [42496/45000]	Loss: 0.6388	LR: 0.100000
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Training Epoch: 5 [43008/45000]	Loss: 0.6606	LR: 0.100000
Training Epoch: 5 [43264/45000]	Loss: 0.5872	LR: 0.100000
Training Epoch: 5 [43520/45000]	Loss: 0.7507	LR: 0.100000
Training Epoch: 5 [43776/45000]	Loss: 0.6973	LR: 0.100000
Training Epoch: 5 [44032/45000]	Loss: 0.7848	LR: 0.100000
Training Epoch: 5 [44288/45000]	Loss: 0.7731	LR: 0.100000
Training Epoch: 5 [44544/45000]	Loss: 0.7347	LR: 0.100000
Training Epoch: 5 [44800/45000]	Loss: 0.7636	LR: 0.100000
Training Epoch: 5 [45000/45000]	Loss: 0.6871	LR: 0.100000
Epoch 5 - Average Train Loss: 0.7359, Train Accuracy: 0.7396
Epoch 5 training time consumed: 38.80s
Evaluating Network.....
Test set: Epoch: 5, Average loss: 0.0033, Accuracy: 0.7211, Time consumed:1.37s
Saving weights file to checkpoint/retrain/ResNet18/Friday_11_July_2025_09h_57m_00s/ResNet18-Cifar10-seed8-ret100-5-best.pth
Training Epoch: 6 [256/45000]	Loss: 0.6106	LR: 0.100000
Training Epoch: 6 [512/45000]	Loss: 0.7845	LR: 0.100000
Training Epoch: 6 [768/45000]	Loss: 0.8210	LR: 0.100000
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Training Epoch: 6 [1536/45000]	Loss: 0.8331	LR: 0.100000
Training Epoch: 6 [1792/45000]	Loss: 0.7485	LR: 0.100000
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Training Epoch: 6 [39168/45000]	Loss: 0.7807	LR: 0.100000
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Training Epoch: 6 [40192/45000]	Loss: 0.6827	LR: 0.100000
Training Epoch: 6 [40448/45000]	Loss: 0.6132	LR: 0.100000
Training Epoch: 6 [40704/45000]	Loss: 0.6655	LR: 0.100000
Training Epoch: 6 [40960/45000]	Loss: 0.6023	LR: 0.100000
Training Epoch: 6 [41216/45000]	Loss: 0.6926	LR: 0.100000
Training Epoch: 6 [41472/45000]	Loss: 0.6384	LR: 0.100000
Training Epoch: 6 [41728/45000]	Loss: 0.5579	LR: 0.100000
Training Epoch: 6 [41984/45000]	Loss: 0.7117	LR: 0.100000
Training Epoch: 6 [42240/45000]	Loss: 0.6132	LR: 0.100000
Training Epoch: 6 [42496/45000]	Loss: 0.6862	LR: 0.100000
Training Epoch: 6 [42752/45000]	Loss: 0.6741	LR: 0.100000
Training Epoch: 6 [43008/45000]	Loss: 0.6134	LR: 0.100000
Training Epoch: 6 [43264/45000]	Loss: 0.5980	LR: 0.100000
Training Epoch: 6 [43520/45000]	Loss: 0.7404	LR: 0.100000
Training Epoch: 6 [43776/45000]	Loss: 0.5528	LR: 0.100000
Training Epoch: 6 [44032/45000]	Loss: 0.5558	LR: 0.100000
Training Epoch: 6 [44288/45000]	Loss: 0.5955	LR: 0.100000
Training Epoch: 6 [44544/45000]	Loss: 0.6704	LR: 0.100000
Training Epoch: 6 [44800/45000]	Loss: 0.7099	LR: 0.100000
Training Epoch: 6 [45000/45000]	Loss: 0.7174	LR: 0.100000
Epoch 6 - Average Train Loss: 0.6693, Train Accuracy: 0.7651
Epoch 6 training time consumed: 38.95s
Evaluating Network.....
Test set: Epoch: 6, Average loss: 0.0025, Accuracy: 0.7872, Time consumed:1.36s
Saving weights file to checkpoint/retrain/ResNet18/Friday_11_July_2025_09h_57m_00s/ResNet18-Cifar10-seed8-ret100-6-best.pth
Training Epoch: 7 [256/45000]	Loss: 0.6836	LR: 0.100000
Training Epoch: 7 [512/45000]	Loss: 0.6423	LR: 0.100000
Training Epoch: 7 [768/45000]	Loss: 0.6803	LR: 0.100000
Training Epoch: 7 [1024/45000]	Loss: 0.6297	LR: 0.100000
Training Epoch: 7 [1280/45000]	Loss: 0.6105	LR: 0.100000
Training Epoch: 7 [1536/45000]	Loss: 0.6234	LR: 0.100000
Training Epoch: 7 [1792/45000]	Loss: 0.6255	LR: 0.100000
Training Epoch: 7 [2048/45000]	Loss: 0.7427	LR: 0.100000
Training Epoch: 7 [2304/45000]	Loss: 0.7549	LR: 0.100000
Training Epoch: 7 [2560/45000]	Loss: 0.5616	LR: 0.100000
Training Epoch: 7 [2816/45000]	Loss: 0.7291	LR: 0.100000
Training Epoch: 7 [3072/45000]	Loss: 0.6467	LR: 0.100000
Training Epoch: 7 [3328/45000]	Loss: 0.5514	LR: 0.100000
Training Epoch: 7 [3584/45000]	Loss: 0.6908	LR: 0.100000
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Training Epoch: 7 [4608/45000]	Loss: 0.5992	LR: 0.100000
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Training Epoch: 7 [5120/45000]	Loss: 0.6035	LR: 0.100000
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Training Epoch: 7 [26880/45000]	Loss: 0.6675	LR: 0.100000
Training Epoch: 7 [27136/45000]	Loss: 0.5712	LR: 0.100000
Training Epoch: 7 [27392/45000]	Loss: 0.5507	LR: 0.100000
Training Epoch: 7 [27648/45000]	Loss: 0.6083	LR: 0.100000
Training Epoch: 7 [27904/45000]	Loss: 0.6254	LR: 0.100000
Training Epoch: 7 [28160/45000]	Loss: 0.6352	LR: 0.100000
Training Epoch: 7 [28416/45000]	Loss: 0.5483	LR: 0.100000
Training Epoch: 7 [28672/45000]	Loss: 0.7161	LR: 0.100000
Training Epoch: 7 [28928/45000]	Loss: 0.6115	LR: 0.100000
Training Epoch: 7 [29184/45000]	Loss: 0.5264	LR: 0.100000
Training Epoch: 7 [29440/45000]	Loss: 0.5486	LR: 0.100000
Training Epoch: 7 [29696/45000]	Loss: 0.5858	LR: 0.100000
Training Epoch: 7 [29952/45000]	Loss: 0.7113	LR: 0.100000
Training Epoch: 7 [30208/45000]	Loss: 0.5707	LR: 0.100000
Training Epoch: 7 [30464/45000]	Loss: 0.5445	LR: 0.100000
Training Epoch: 7 [30720/45000]	Loss: 0.6366	LR: 0.100000
Training Epoch: 7 [30976/45000]	Loss: 0.5999	LR: 0.100000
Training Epoch: 7 [31232/45000]	Loss: 0.5995	LR: 0.100000
Training Epoch: 7 [31488/45000]	Loss: 0.6603	LR: 0.100000
Training Epoch: 7 [31744/45000]	Loss: 0.5729	LR: 0.100000
Training Epoch: 7 [32000/45000]	Loss: 0.5376	LR: 0.100000
Training Epoch: 7 [32256/45000]	Loss: 0.6628	LR: 0.100000
Training Epoch: 7 [32512/45000]	Loss: 0.6731	LR: 0.100000
Training Epoch: 7 [32768/45000]	Loss: 0.5437	LR: 0.100000
Training Epoch: 7 [33024/45000]	Loss: 0.5601	LR: 0.100000
Training Epoch: 7 [33280/45000]	Loss: 0.5793	LR: 0.100000
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Training Epoch: 7 [34304/45000]	Loss: 0.4137	LR: 0.100000
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Training Epoch: 7 [34816/45000]	Loss: 0.4819	LR: 0.100000
Training Epoch: 7 [35072/45000]	Loss: 0.6941	LR: 0.100000
Training Epoch: 7 [35328/45000]	Loss: 0.5590	LR: 0.100000
Training Epoch: 7 [35584/45000]	Loss: 0.6092	LR: 0.100000
Training Epoch: 7 [35840/45000]	Loss: 0.5711	LR: 0.100000
Training Epoch: 7 [36096/45000]	Loss: 0.6652	LR: 0.100000
Training Epoch: 7 [36352/45000]	Loss: 0.6004	LR: 0.100000
Training Epoch: 7 [36608/45000]	Loss: 0.5735	LR: 0.100000
Training Epoch: 7 [36864/45000]	Loss: 0.5572	LR: 0.100000
Training Epoch: 7 [37120/45000]	Loss: 0.6392	LR: 0.100000
Training Epoch: 7 [37376/45000]	Loss: 0.4775	LR: 0.100000
Training Epoch: 7 [37632/45000]	Loss: 0.5971	LR: 0.100000
Training Epoch: 7 [37888/45000]	Loss: 0.5488	LR: 0.100000
Training Epoch: 7 [38144/45000]	Loss: 0.6909	LR: 0.100000
Training Epoch: 7 [38400/45000]	Loss: 0.4920	LR: 0.100000
Training Epoch: 7 [38656/45000]	Loss: 0.7069	LR: 0.100000
Training Epoch: 7 [38912/45000]	Loss: 0.6472	LR: 0.100000
Training Epoch: 7 [39168/45000]	Loss: 0.5865	LR: 0.100000
Training Epoch: 7 [39424/45000]	Loss: 0.6252	LR: 0.100000
Training Epoch: 7 [39680/45000]	Loss: 0.5670	LR: 0.100000
Training Epoch: 7 [39936/45000]	Loss: 0.6782	LR: 0.100000
Training Epoch: 7 [40192/45000]	Loss: 0.6305	LR: 0.100000
Training Epoch: 7 [40448/45000]	Loss: 0.6977	LR: 0.100000
Training Epoch: 7 [40704/45000]	Loss: 0.5658	LR: 0.100000
Training Epoch: 7 [40960/45000]	Loss: 0.6540	LR: 0.100000
Training Epoch: 7 [41216/45000]	Loss: 0.6051	LR: 0.100000
Training Epoch: 7 [41472/45000]	Loss: 0.4732	LR: 0.100000
Training Epoch: 7 [41728/45000]	Loss: 0.6350	LR: 0.100000
Training Epoch: 7 [41984/45000]	Loss: 0.7275	LR: 0.100000
Training Epoch: 7 [42240/45000]	Loss: 0.5145	LR: 0.100000
Training Epoch: 7 [42496/45000]	Loss: 0.5532	LR: 0.100000
Training Epoch: 7 [42752/45000]	Loss: 0.7141	LR: 0.100000
Training Epoch: 7 [43008/45000]	Loss: 0.4912	LR: 0.100000
Training Epoch: 7 [43264/45000]	Loss: 0.6706	LR: 0.100000
Training Epoch: 7 [43520/45000]	Loss: 0.4615	LR: 0.100000
Training Epoch: 7 [43776/45000]	Loss: 0.5238	LR: 0.100000
Training Epoch: 7 [44032/45000]	Loss: 0.6168	LR: 0.100000
Training Epoch: 7 [44288/45000]	Loss: 0.7450	LR: 0.100000
Training Epoch: 7 [44544/45000]	Loss: 0.5343	LR: 0.100000
Training Epoch: 7 [44800/45000]	Loss: 0.6078	LR: 0.100000
Training Epoch: 7 [45000/45000]	Loss: 0.5764	LR: 0.100000
Epoch 7 - Average Train Loss: 0.6162, Train Accuracy: 0.7844
Epoch 7 training time consumed: 38.77s
Evaluating Network.....
Test set: Epoch: 7, Average loss: 0.0032, Accuracy: 0.7361, Time consumed:1.37s
Training Epoch: 8 [256/45000]	Loss: 0.5727	LR: 0.020000
Training Epoch: 8 [512/45000]	Loss: 0.5805	LR: 0.020000
Training Epoch: 8 [768/45000]	Loss: 0.6461	LR: 0.020000
Training Epoch: 8 [1024/45000]	Loss: 0.5946	LR: 0.020000
Training Epoch: 8 [1280/45000]	Loss: 0.5435	LR: 0.020000
Training Epoch: 8 [1536/45000]	Loss: 0.6326	LR: 0.020000
Training Epoch: 8 [1792/45000]	Loss: 0.5261	LR: 0.020000
Training Epoch: 8 [2048/45000]	Loss: 0.5627	LR: 0.020000
Training Epoch: 8 [2304/45000]	Loss: 0.5006	LR: 0.020000
Training Epoch: 8 [2560/45000]	Loss: 0.5218	LR: 0.020000
Training Epoch: 8 [2816/45000]	Loss: 0.5521	LR: 0.020000
Training Epoch: 8 [3072/45000]	Loss: 0.4948	LR: 0.020000
Training Epoch: 8 [3328/45000]	Loss: 0.4649	LR: 0.020000
Training Epoch: 8 [3584/45000]	Loss: 0.4462	LR: 0.020000
Training Epoch: 8 [3840/45000]	Loss: 0.6131	LR: 0.020000
Training Epoch: 8 [4096/45000]	Loss: 0.5338	LR: 0.020000
Training Epoch: 8 [4352/45000]	Loss: 0.4136	LR: 0.020000
Training Epoch: 8 [4608/45000]	Loss: 0.5291	LR: 0.020000
Training Epoch: 8 [4864/45000]	Loss: 0.4349	LR: 0.020000
Training Epoch: 8 [5120/45000]	Loss: 0.4741	LR: 0.020000
Training Epoch: 8 [5376/45000]	Loss: 0.4687	LR: 0.020000
Training Epoch: 8 [5632/45000]	Loss: 0.4657	LR: 0.020000
Training Epoch: 8 [5888/45000]	Loss: 0.4778	LR: 0.020000
Training Epoch: 8 [6144/45000]	Loss: 0.4540	LR: 0.020000
Training Epoch: 8 [6400/45000]	Loss: 0.4502	LR: 0.020000
Training Epoch: 8 [6656/45000]	Loss: 0.5038	LR: 0.020000
Training Epoch: 8 [6912/45000]	Loss: 0.5410	LR: 0.020000
Training Epoch: 8 [7168/45000]	Loss: 0.5029	LR: 0.020000
Training Epoch: 8 [7424/45000]	Loss: 0.5349	LR: 0.020000
Training Epoch: 8 [7680/45000]	Loss: 0.4922	LR: 0.020000
Training Epoch: 8 [7936/45000]	Loss: 0.4477	LR: 0.020000
Training Epoch: 8 [8192/45000]	Loss: 0.5023	LR: 0.020000
Training Epoch: 8 [8448/45000]	Loss: 0.5482	LR: 0.020000
Training Epoch: 8 [8704/45000]	Loss: 0.4585	LR: 0.020000
Training Epoch: 8 [8960/45000]	Loss: 0.4734	LR: 0.020000
Training Epoch: 8 [9216/45000]	Loss: 0.4766	LR: 0.020000
Training Epoch: 8 [9472/45000]	Loss: 0.5351	LR: 0.020000
Training Epoch: 8 [9728/45000]	Loss: 0.4799	LR: 0.020000
Training Epoch: 8 [9984/45000]	Loss: 0.4755	LR: 0.020000
Training Epoch: 8 [10240/45000]	Loss: 0.5222	LR: 0.020000
Training Epoch: 8 [10496/45000]	Loss: 0.5375	LR: 0.020000
Training Epoch: 8 [10752/45000]	Loss: 0.3923	LR: 0.020000
Training Epoch: 8 [11008/45000]	Loss: 0.4731	LR: 0.020000
Training Epoch: 8 [11264/45000]	Loss: 0.4824	LR: 0.020000
Training Epoch: 8 [11520/45000]	Loss: 0.3998	LR: 0.020000
Training Epoch: 8 [11776/45000]	Loss: 0.5110	LR: 0.020000
Training Epoch: 8 [12032/45000]	Loss: 0.5188	LR: 0.020000
Training Epoch: 8 [12288/45000]	Loss: 0.4325	LR: 0.020000
Training Epoch: 8 [12544/45000]	Loss: 0.3916	LR: 0.020000
Training Epoch: 8 [12800/45000]	Loss: 0.4353	LR: 0.020000
Training Epoch: 8 [13056/45000]	Loss: 0.4585	LR: 0.020000
Training Epoch: 8 [13312/45000]	Loss: 0.3655	LR: 0.020000
Training Epoch: 8 [13568/45000]	Loss: 0.4476	LR: 0.020000
Training Epoch: 8 [13824/45000]	Loss: 0.4841	LR: 0.020000
Training Epoch: 8 [14080/45000]	Loss: 0.4937	LR: 0.020000
Training Epoch: 8 [14336/45000]	Loss: 0.5509	LR: 0.020000
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Training Epoch: 8 [15360/45000]	Loss: 0.4808	LR: 0.020000
Training Epoch: 8 [15616/45000]	Loss: 0.4785	LR: 0.020000
Training Epoch: 8 [15872/45000]	Loss: 0.5597	LR: 0.020000
Training Epoch: 8 [16128/45000]	Loss: 0.5282	LR: 0.020000
Training Epoch: 8 [16384/45000]	Loss: 0.4506	LR: 0.020000
Training Epoch: 8 [16640/45000]	Loss: 0.4214	LR: 0.020000
Training Epoch: 8 [16896/45000]	Loss: 0.4510	LR: 0.020000
Training Epoch: 8 [17152/45000]	Loss: 0.4913	LR: 0.020000
Training Epoch: 8 [17408/45000]	Loss: 0.5274	LR: 0.020000
Training Epoch: 8 [17664/45000]	Loss: 0.4283	LR: 0.020000
Training Epoch: 8 [17920/45000]	Loss: 0.4489	LR: 0.020000
Training Epoch: 8 [18176/45000]	Loss: 0.4063	LR: 0.020000
Training Epoch: 8 [18432/45000]	Loss: 0.5190	LR: 0.020000
Training Epoch: 8 [18688/45000]	Loss: 0.4044	LR: 0.020000
Training Epoch: 8 [18944/45000]	Loss: 0.4874	LR: 0.020000
Training Epoch: 8 [19200/45000]	Loss: 0.4954	LR: 0.020000
Training Epoch: 8 [19456/45000]	Loss: 0.4148	LR: 0.020000
Training Epoch: 8 [19712/45000]	Loss: 0.3776	LR: 0.020000
Training Epoch: 8 [19968/45000]	Loss: 0.4471	LR: 0.020000
Training Epoch: 8 [20224/45000]	Loss: 0.3929	LR: 0.020000
Training Epoch: 8 [20480/45000]	Loss: 0.4462	LR: 0.020000
Training Epoch: 8 [20736/45000]	Loss: 0.3828	LR: 0.020000
Training Epoch: 8 [20992/45000]	Loss: 0.4651	LR: 0.020000
Training Epoch: 8 [21248/45000]	Loss: 0.4664	LR: 0.020000
Training Epoch: 8 [21504/45000]	Loss: 0.4446	LR: 0.020000
Training Epoch: 8 [21760/45000]	Loss: 0.4495	LR: 0.020000
Training Epoch: 8 [22016/45000]	Loss: 0.3517	LR: 0.020000
Training Epoch: 8 [22272/45000]	Loss: 0.5216	LR: 0.020000
Training Epoch: 8 [22528/45000]	Loss: 0.4057	LR: 0.020000
Training Epoch: 8 [22784/45000]	Loss: 0.4985	LR: 0.020000
Training Epoch: 8 [23040/45000]	Loss: 0.4551	LR: 0.020000
Training Epoch: 8 [23296/45000]	Loss: 0.4074	LR: 0.020000
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Training Epoch: 8 [23808/45000]	Loss: 0.5148	LR: 0.020000
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Training Epoch: 8 [24832/45000]	Loss: 0.4544	LR: 0.020000
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Training Epoch: 8 [25600/45000]	Loss: 0.4419	LR: 0.020000
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Training Epoch: 8 [26112/45000]	Loss: 0.4373	LR: 0.020000
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Training Epoch: 8 [26624/45000]	Loss: 0.3807	LR: 0.020000
Training Epoch: 8 [26880/45000]	Loss: 0.4208	LR: 0.020000
Training Epoch: 8 [27136/45000]	Loss: 0.4120	LR: 0.020000
Training Epoch: 8 [27392/45000]	Loss: 0.4149	LR: 0.020000
Training Epoch: 8 [27648/45000]	Loss: 0.4979	LR: 0.020000
Training Epoch: 8 [27904/45000]	Loss: 0.4588	LR: 0.020000
Training Epoch: 8 [28160/45000]	Loss: 0.4911	LR: 0.020000
Training Epoch: 8 [28416/45000]	Loss: 0.4150	LR: 0.020000
Training Epoch: 8 [28672/45000]	Loss: 0.5731	LR: 0.020000
Training Epoch: 8 [28928/45000]	Loss: 0.3983	LR: 0.020000
Training Epoch: 8 [29184/45000]	Loss: 0.4281	LR: 0.020000
Training Epoch: 8 [29440/45000]	Loss: 0.4945	LR: 0.020000
Training Epoch: 8 [29696/45000]	Loss: 0.3958	LR: 0.020000
Training Epoch: 8 [29952/45000]	Loss: 0.5278	LR: 0.020000
Training Epoch: 8 [30208/45000]	Loss: 0.4678	LR: 0.020000
Training Epoch: 8 [30464/45000]	Loss: 0.4717	LR: 0.020000
Training Epoch: 8 [30720/45000]	Loss: 0.4594	LR: 0.020000
Training Epoch: 8 [30976/45000]	Loss: 0.3960	LR: 0.020000
Training Epoch: 8 [31232/45000]	Loss: 0.4637	LR: 0.020000
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Training Epoch: 8 [32000/45000]	Loss: 0.3472	LR: 0.020000
Training Epoch: 8 [32256/45000]	Loss: 0.4340	LR: 0.020000
Training Epoch: 8 [32512/45000]	Loss: 0.4706	LR: 0.020000
Training Epoch: 8 [32768/45000]	Loss: 0.5624	LR: 0.020000
Training Epoch: 8 [33024/45000]	Loss: 0.4622	LR: 0.020000
Training Epoch: 8 [33280/45000]	Loss: 0.4407	LR: 0.020000
Training Epoch: 8 [33536/45000]	Loss: 0.4835	LR: 0.020000
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Training Epoch: 8 [34816/45000]	Loss: 0.4702	LR: 0.020000
Training Epoch: 8 [35072/45000]	Loss: 0.4577	LR: 0.020000
Training Epoch: 8 [35328/45000]	Loss: 0.4000	LR: 0.020000
Training Epoch: 8 [35584/45000]	Loss: 0.4295	LR: 0.020000
Training Epoch: 8 [35840/45000]	Loss: 0.4423	LR: 0.020000
Training Epoch: 8 [36096/45000]	Loss: 0.4176	LR: 0.020000
Training Epoch: 8 [36352/45000]	Loss: 0.4580	LR: 0.020000
Training Epoch: 8 [36608/45000]	Loss: 0.4754	LR: 0.020000
Training Epoch: 8 [36864/45000]	Loss: 0.4212	LR: 0.020000
Training Epoch: 8 [37120/45000]	Loss: 0.4625	LR: 0.020000
Training Epoch: 8 [37376/45000]	Loss: 0.5109	LR: 0.020000
Training Epoch: 8 [37632/45000]	Loss: 0.4108	LR: 0.020000
Training Epoch: 8 [37888/45000]	Loss: 0.4840	LR: 0.020000
Training Epoch: 8 [38144/45000]	Loss: 0.5453	LR: 0.020000
Training Epoch: 8 [38400/45000]	Loss: 0.4436	LR: 0.020000
Training Epoch: 8 [38656/45000]	Loss: 0.4499	LR: 0.020000
Training Epoch: 8 [38912/45000]	Loss: 0.3908	LR: 0.020000
Training Epoch: 8 [39168/45000]	Loss: 0.4586	LR: 0.020000
Training Epoch: 8 [39424/45000]	Loss: 0.4168	LR: 0.020000
Training Epoch: 8 [39680/45000]	Loss: 0.4418	LR: 0.020000
Training Epoch: 8 [39936/45000]	Loss: 0.3692	LR: 0.020000
Training Epoch: 8 [40192/45000]	Loss: 0.4433	LR: 0.020000
Training Epoch: 8 [40448/45000]	Loss: 0.4710	LR: 0.020000
Training Epoch: 8 [40704/45000]	Loss: 0.4206	LR: 0.020000
Training Epoch: 8 [40960/45000]	Loss: 0.4708	LR: 0.020000
Training Epoch: 8 [41216/45000]	Loss: 0.4268	LR: 0.020000
Training Epoch: 8 [41472/45000]	Loss: 0.3962	LR: 0.020000
Training Epoch: 8 [41728/45000]	Loss: 0.4012	LR: 0.020000
Training Epoch: 8 [41984/45000]	Loss: 0.4346	LR: 0.020000
Training Epoch: 8 [42240/45000]	Loss: 0.4562	LR: 0.020000
Training Epoch: 8 [42496/45000]	Loss: 0.5537	LR: 0.020000
Training Epoch: 8 [42752/45000]	Loss: 0.5123	LR: 0.020000
Training Epoch: 8 [43008/45000]	Loss: 0.4252	LR: 0.020000
Training Epoch: 8 [43264/45000]	Loss: 0.3146	LR: 0.020000
Training Epoch: 8 [43520/45000]	Loss: 0.3675	LR: 0.020000
Training Epoch: 8 [43776/45000]	Loss: 0.3504	LR: 0.020000
Training Epoch: 8 [44032/45000]	Loss: 0.4806	LR: 0.020000
Training Epoch: 8 [44288/45000]	Loss: 0.3480	LR: 0.020000
Training Epoch: 8 [44544/45000]	Loss: 0.3935	LR: 0.020000
Training Epoch: 8 [44800/45000]	Loss: 0.3464	LR: 0.020000
Training Epoch: 8 [45000/45000]	Loss: 0.4685	LR: 0.020000
Epoch 8 - Average Train Loss: 0.4638, Train Accuracy: 0.8373
Epoch 8 training time consumed: 38.69s
Evaluating Network.....
Test set: Epoch: 8, Average loss: 0.0018, Accuracy: 0.8442, Time consumed:1.36s
Saving weights file to checkpoint/retrain/ResNet18/Friday_11_July_2025_09h_57m_00s/ResNet18-Cifar10-seed8-ret100-8-best.pth
Training Epoch: 9 [256/45000]	Loss: 0.4278	LR: 0.020000
Training Epoch: 9 [512/45000]	Loss: 0.3717	LR: 0.020000
Training Epoch: 9 [768/45000]	Loss: 0.4654	LR: 0.020000
Training Epoch: 9 [1024/45000]	Loss: 0.5245	LR: 0.020000
Training Epoch: 9 [1280/45000]	Loss: 0.5061	LR: 0.020000
Training Epoch: 9 [1536/45000]	Loss: 0.4953	LR: 0.020000
Training Epoch: 9 [1792/45000]	Loss: 0.4920	LR: 0.020000
Training Epoch: 9 [2048/45000]	Loss: 0.3332	LR: 0.020000
Training Epoch: 9 [2304/45000]	Loss: 0.4001	LR: 0.020000
Training Epoch: 9 [2560/45000]	Loss: 0.3661	LR: 0.020000
Training Epoch: 9 [2816/45000]	Loss: 0.4208	LR: 0.020000
Training Epoch: 9 [3072/45000]	Loss: 0.3870	LR: 0.020000
Training Epoch: 9 [3328/45000]	Loss: 0.4537	LR: 0.020000
Training Epoch: 9 [3584/45000]	Loss: 0.4498	LR: 0.020000
Training Epoch: 9 [3840/45000]	Loss: 0.4369	LR: 0.020000
Training Epoch: 9 [4096/45000]	Loss: 0.4092	LR: 0.020000
Training Epoch: 9 [4352/45000]	Loss: 0.4623	LR: 0.020000
Training Epoch: 9 [4608/45000]	Loss: 0.5318	LR: 0.020000
Training Epoch: 9 [4864/45000]	Loss: 0.4209	LR: 0.020000
Training Epoch: 9 [5120/45000]	Loss: 0.3854	LR: 0.020000
Training Epoch: 9 [5376/45000]	Loss: 0.3554	LR: 0.020000
Training Epoch: 9 [5632/45000]	Loss: 0.3990	LR: 0.020000
Training Epoch: 9 [5888/45000]	Loss: 0.4657	LR: 0.020000
Training Epoch: 9 [6144/45000]	Loss: 0.3759	LR: 0.020000
Training Epoch: 9 [6400/45000]	Loss: 0.3652	LR: 0.020000
Training Epoch: 9 [6656/45000]	Loss: 0.4286	LR: 0.020000
Training Epoch: 9 [6912/45000]	Loss: 0.4137	LR: 0.020000
Training Epoch: 9 [7168/45000]	Loss: 0.4010	LR: 0.020000
Training Epoch: 9 [7424/45000]	Loss: 0.3998	LR: 0.020000
Training Epoch: 9 [7680/45000]	Loss: 0.4232	LR: 0.020000
Training Epoch: 9 [7936/45000]	Loss: 0.4095	LR: 0.020000
Training Epoch: 9 [8192/45000]	Loss: 0.3588	LR: 0.020000
Training Epoch: 9 [8448/45000]	Loss: 0.4407	LR: 0.020000
Training Epoch: 9 [8704/45000]	Loss: 0.4207	LR: 0.020000
Training Epoch: 9 [8960/45000]	Loss: 0.4961	LR: 0.020000
Training Epoch: 9 [9216/45000]	Loss: 0.4505	LR: 0.020000
Training Epoch: 9 [9472/45000]	Loss: 0.4193	LR: 0.020000
Training Epoch: 9 [9728/45000]	Loss: 0.3682	LR: 0.020000
Training Epoch: 9 [9984/45000]	Loss: 0.4544	LR: 0.020000
Training Epoch: 9 [10240/45000]	Loss: 0.4462	LR: 0.020000
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Training Epoch: 9 [44800/45000]	Loss: 0.3391	LR: 0.020000
Training Epoch: 9 [45000/45000]	Loss: 0.2713	LR: 0.020000
Epoch 9 - Average Train Loss: 0.4151, Train Accuracy: 0.8565
Epoch 9 training time consumed: 38.65s
Evaluating Network.....
Test set: Epoch: 9, Average loss: 0.0016, Accuracy: 0.8591, Time consumed:1.37s
Saving weights file to checkpoint/retrain/ResNet18/Friday_11_July_2025_09h_57m_00s/ResNet18-Cifar10-seed8-ret100-9-best.pth
Training Epoch: 10 [256/45000]	Loss: 0.2810	LR: 0.020000
Training Epoch: 10 [512/45000]	Loss: 0.3515	LR: 0.020000
Training Epoch: 10 [768/45000]	Loss: 0.3780	LR: 0.020000
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Training Epoch: 10 [1536/45000]	Loss: 0.3163	LR: 0.020000
Training Epoch: 10 [1792/45000]	Loss: 0.3691	LR: 0.020000
Training Epoch: 10 [2048/45000]	Loss: 0.3389	LR: 0.020000
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Training Epoch: 10 [38144/45000]	Loss: 0.3922	LR: 0.020000
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Training Epoch: 10 [38656/45000]	Loss: 0.4001	LR: 0.020000
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Training Epoch: 10 [39168/45000]	Loss: 0.4368	LR: 0.020000
Training Epoch: 10 [39424/45000]	Loss: 0.3078	LR: 0.020000
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Training Epoch: 10 [40192/45000]	Loss: 0.2928	LR: 0.020000
Training Epoch: 10 [40448/45000]	Loss: 0.4778	LR: 0.020000
Training Epoch: 10 [40704/45000]	Loss: 0.5156	LR: 0.020000
Training Epoch: 10 [40960/45000]	Loss: 0.4679	LR: 0.020000
Training Epoch: 10 [41216/45000]	Loss: 0.3748	LR: 0.020000
Training Epoch: 10 [41472/45000]	Loss: 0.4113	LR: 0.020000
Training Epoch: 10 [41728/45000]	Loss: 0.4601	LR: 0.020000
Training Epoch: 10 [41984/45000]	Loss: 0.4585	LR: 0.020000
Training Epoch: 10 [42240/45000]	Loss: 0.4221	LR: 0.020000
Training Epoch: 10 [42496/45000]	Loss: 0.4074	LR: 0.020000
Training Epoch: 10 [42752/45000]	Loss: 0.4503	LR: 0.020000
Training Epoch: 10 [43008/45000]	Loss: 0.3748	LR: 0.020000
Training Epoch: 10 [43264/45000]	Loss: 0.4397	LR: 0.020000
Training Epoch: 10 [43520/45000]	Loss: 0.4024	LR: 0.020000
Training Epoch: 10 [43776/45000]	Loss: 0.3568	LR: 0.020000
Training Epoch: 10 [44032/45000]	Loss: 0.3711	LR: 0.020000
Training Epoch: 10 [44288/45000]	Loss: 0.3479	LR: 0.020000
Training Epoch: 10 [44544/45000]	Loss: 0.4204	LR: 0.020000
Training Epoch: 10 [44800/45000]	Loss: 0.3855	LR: 0.020000
Training Epoch: 10 [45000/45000]	Loss: 0.2885	LR: 0.020000
Epoch 10 - Average Train Loss: 0.3889, Train Accuracy: 0.8628
Epoch 10 training time consumed: 38.84s
Evaluating Network.....
Test set: Epoch: 10, Average loss: 0.0016, Accuracy: 0.8621, Time consumed:1.37s
Saving weights file to checkpoint/retrain/ResNet18/Friday_11_July_2025_09h_57m_00s/ResNet18-Cifar10-seed8-ret100-10-best.pth
Training Epoch: 11 [256/45000]	Loss: 0.3223	LR: 0.020000
Training Epoch: 11 [512/45000]	Loss: 0.3575	LR: 0.020000
Training Epoch: 11 [768/45000]	Loss: 0.4760	LR: 0.020000
Training Epoch: 11 [1024/45000]	Loss: 0.3888	LR: 0.020000
Training Epoch: 11 [1280/45000]	Loss: 0.4718	LR: 0.020000
Training Epoch: 11 [1536/45000]	Loss: 0.3379	LR: 0.020000
Training Epoch: 11 [1792/45000]	Loss: 0.3967	LR: 0.020000
Training Epoch: 11 [2048/45000]	Loss: 0.4287	LR: 0.020000
Training Epoch: 11 [2304/45000]	Loss: 0.3793	LR: 0.020000
Training Epoch: 11 [2560/45000]	Loss: 0.3592	LR: 0.020000
Training Epoch: 11 [2816/45000]	Loss: 0.3266	LR: 0.020000
Training Epoch: 11 [3072/45000]	Loss: 0.4387	LR: 0.020000
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Training Epoch: 11 [7168/45000]	Loss: 0.2789	LR: 0.020000
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Training Epoch: 11 [9216/45000]	Loss: 0.3422	LR: 0.020000
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Training Epoch: 11 [9728/45000]	Loss: 0.4040	LR: 0.020000
Training Epoch: 11 [9984/45000]	Loss: 0.4094	LR: 0.020000
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Training Epoch: 11 [10496/45000]	Loss: 0.2707	LR: 0.020000
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Training Epoch: 11 [11008/45000]	Loss: 0.3801	LR: 0.020000
Training Epoch: 11 [11264/45000]	Loss: 0.3257	LR: 0.020000
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Training Epoch: 11 [15616/45000]	Loss: 0.3585	LR: 0.020000
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Training Epoch: 11 [16896/45000]	Loss: 0.4427	LR: 0.020000
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Training Epoch: 11 [19712/45000]	Loss: 0.3783	LR: 0.020000
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Training Epoch: 11 [20224/45000]	Loss: 0.2680	LR: 0.020000
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Training Epoch: 11 [27904/45000]	Loss: 0.3614	LR: 0.020000
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Training Epoch: 11 [28416/45000]	Loss: 0.4291	LR: 0.020000
Training Epoch: 11 [28672/45000]	Loss: 0.3383	LR: 0.020000
Training Epoch: 11 [28928/45000]	Loss: 0.4287	LR: 0.020000
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Training Epoch: 11 [38656/45000]	Loss: 0.3469	LR: 0.020000
Training Epoch: 11 [38912/45000]	Loss: 0.3067	LR: 0.020000
Training Epoch: 11 [39168/45000]	Loss: 0.3113	LR: 0.020000
Training Epoch: 11 [39424/45000]	Loss: 0.3046	LR: 0.020000
Training Epoch: 11 [39680/45000]	Loss: 0.3887	LR: 0.020000
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Training Epoch: 11 [40192/45000]	Loss: 0.3054	LR: 0.020000
Training Epoch: 11 [40448/45000]	Loss: 0.3620	LR: 0.020000
Training Epoch: 11 [40704/45000]	Loss: 0.4137	LR: 0.020000
Training Epoch: 11 [40960/45000]	Loss: 0.4218	LR: 0.020000
Training Epoch: 11 [41216/45000]	Loss: 0.4013	LR: 0.020000
Training Epoch: 11 [41472/45000]	Loss: 0.3618	LR: 0.020000
Training Epoch: 11 [41728/45000]	Loss: 0.3869	LR: 0.020000
Training Epoch: 11 [41984/45000]	Loss: 0.3689	LR: 0.020000
Training Epoch: 11 [42240/45000]	Loss: 0.3835	LR: 0.020000
Training Epoch: 11 [42496/45000]	Loss: 0.3528	LR: 0.020000
Training Epoch: 11 [42752/45000]	Loss: 0.2998	LR: 0.020000
Training Epoch: 11 [43008/45000]	Loss: 0.3709	LR: 0.020000
Training Epoch: 11 [43264/45000]	Loss: 0.3794	LR: 0.020000
Training Epoch: 11 [43520/45000]	Loss: 0.3081	LR: 0.020000
Training Epoch: 11 [43776/45000]	Loss: 0.3939	LR: 0.020000
Training Epoch: 11 [44032/45000]	Loss: 0.3172	LR: 0.020000
Training Epoch: 11 [44288/45000]	Loss: 0.3734	LR: 0.020000
Training Epoch: 11 [44544/45000]	Loss: 0.3393	LR: 0.020000
Training Epoch: 11 [44800/45000]	Loss: 0.3896	LR: 0.020000
Training Epoch: 11 [45000/45000]	Loss: 0.3280	LR: 0.020000
Epoch 11 - Average Train Loss: 0.3762, Train Accuracy: 0.8675
Epoch 11 training time consumed: 38.73s
Evaluating Network.....
Test set: Epoch: 11, Average loss: 0.0015, Accuracy: 0.8693, Time consumed:1.37s
Saving weights file to checkpoint/retrain/ResNet18/Friday_11_July_2025_09h_57m_00s/ResNet18-Cifar10-seed8-ret100-11-best.pth
Training Epoch: 12 [256/45000]	Loss: 0.3250	LR: 0.004000
Training Epoch: 12 [512/45000]	Loss: 0.3370	LR: 0.004000
Training Epoch: 12 [768/45000]	Loss: 0.3875	LR: 0.004000
Training Epoch: 12 [1024/45000]	Loss: 0.3521	LR: 0.004000
Training Epoch: 12 [1280/45000]	Loss: 0.3953	LR: 0.004000
Training Epoch: 12 [1536/45000]	Loss: 0.3033	LR: 0.004000
Training Epoch: 12 [1792/45000]	Loss: 0.2989	LR: 0.004000
Training Epoch: 12 [2048/45000]	Loss: 0.3763	LR: 0.004000
Training Epoch: 12 [2304/45000]	Loss: 0.3694	LR: 0.004000
Training Epoch: 12 [2560/45000]	Loss: 0.3553	LR: 0.004000
Training Epoch: 12 [2816/45000]	Loss: 0.4279	LR: 0.004000
Training Epoch: 12 [3072/45000]	Loss: 0.2857	LR: 0.004000
Training Epoch: 12 [3328/45000]	Loss: 0.3940	LR: 0.004000
Training Epoch: 12 [3584/45000]	Loss: 0.3174	LR: 0.004000
Training Epoch: 12 [3840/45000]	Loss: 0.3437	LR: 0.004000
Training Epoch: 12 [4096/45000]	Loss: 0.3550	LR: 0.004000
Training Epoch: 12 [4352/45000]	Loss: 0.3848	LR: 0.004000
Training Epoch: 12 [4608/45000]	Loss: 0.4089	LR: 0.004000
Training Epoch: 12 [4864/45000]	Loss: 0.3847	LR: 0.004000
Training Epoch: 12 [5120/45000]	Loss: 0.3028	LR: 0.004000
Training Epoch: 12 [5376/45000]	Loss: 0.2979	LR: 0.004000
Training Epoch: 12 [5632/45000]	Loss: 0.2793	LR: 0.004000
Training Epoch: 12 [5888/45000]	Loss: 0.2895	LR: 0.004000
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Training Epoch: 12 [9984/45000]	Loss: 0.3573	LR: 0.004000
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Training Epoch: 12 [10496/45000]	Loss: 0.2896	LR: 0.004000
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Training Epoch: 12 [11008/45000]	Loss: 0.3328	LR: 0.004000
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Training Epoch: 12 [11520/45000]	Loss: 0.3385	LR: 0.004000
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Training Epoch: 12 [12288/45000]	Loss: 0.2928	LR: 0.004000
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Training Epoch: 12 [15616/45000]	Loss: 0.3679	LR: 0.004000
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Training Epoch: 12 [16128/45000]	Loss: 0.3453	LR: 0.004000
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Training Epoch: 12 [16896/45000]	Loss: 0.3255	LR: 0.004000
Training Epoch: 12 [17152/45000]	Loss: 0.2876	LR: 0.004000
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Training Epoch: 12 [18432/45000]	Loss: 0.3428	LR: 0.004000
Training Epoch: 12 [18688/45000]	Loss: 0.2985	LR: 0.004000
Training Epoch: 12 [18944/45000]	Loss: 0.3366	LR: 0.004000
Training Epoch: 12 [19200/45000]	Loss: 0.3257	LR: 0.004000
Training Epoch: 12 [19456/45000]	Loss: 0.2521	LR: 0.004000
Training Epoch: 12 [19712/45000]	Loss: 0.4032	LR: 0.004000
Training Epoch: 12 [19968/45000]	Loss: 0.3348	LR: 0.004000
Training Epoch: 12 [20224/45000]	Loss: 0.3593	LR: 0.004000
Training Epoch: 12 [20480/45000]	Loss: 0.2933	LR: 0.004000
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Training Epoch: 12 [22016/45000]	Loss: 0.3154	LR: 0.004000
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Training Epoch: 12 [23040/45000]	Loss: 0.3091	LR: 0.004000
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Training Epoch: 12 [25088/45000]	Loss: 0.3741	LR: 0.004000
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Training Epoch: 12 [28672/45000]	Loss: 0.3496	LR: 0.004000
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Training Epoch: 12 [29440/45000]	Loss: 0.3116	LR: 0.004000
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Training Epoch: 12 [41472/45000]	Loss: 0.3907	LR: 0.004000
Training Epoch: 12 [41728/45000]	Loss: 0.3018	LR: 0.004000
Training Epoch: 12 [41984/45000]	Loss: 0.3276	LR: 0.004000
Training Epoch: 12 [42240/45000]	Loss: 0.3972	LR: 0.004000
Training Epoch: 12 [42496/45000]	Loss: 0.3023	LR: 0.004000
Training Epoch: 12 [42752/45000]	Loss: 0.2779	LR: 0.004000
Training Epoch: 12 [43008/45000]	Loss: 0.2897	LR: 0.004000
Training Epoch: 12 [43264/45000]	Loss: 0.3916	LR: 0.004000
Training Epoch: 12 [43520/45000]	Loss: 0.3482	LR: 0.004000
Training Epoch: 12 [43776/45000]	Loss: 0.2898	LR: 0.004000
Training Epoch: 12 [44032/45000]	Loss: 0.3640	LR: 0.004000
Training Epoch: 12 [44288/45000]	Loss: 0.2731	LR: 0.004000
Training Epoch: 12 [44544/45000]	Loss: 0.3582	LR: 0.004000
Training Epoch: 12 [44800/45000]	Loss: 0.3687	LR: 0.004000
Training Epoch: 12 [45000/45000]	Loss: 0.3196	LR: 0.004000
Epoch 12 - Average Train Loss: 0.3291, Train Accuracy: 0.8858
Epoch 12 training time consumed: 38.85s
Evaluating Network.....
Test set: Epoch: 12, Average loss: 0.0014, Accuracy: 0.8797, Time consumed:1.37s
Saving weights file to checkpoint/retrain/ResNet18/Friday_11_July_2025_09h_57m_00s/ResNet18-Cifar10-seed8-ret100-12-best.pth
Training Epoch: 13 [256/45000]	Loss: 0.3315	LR: 0.004000
Training Epoch: 13 [512/45000]	Loss: 0.2583	LR: 0.004000
Training Epoch: 13 [768/45000]	Loss: 0.3575	LR: 0.004000
Training Epoch: 13 [1024/45000]	Loss: 0.3317	LR: 0.004000
Training Epoch: 13 [1280/45000]	Loss: 0.3444	LR: 0.004000
Training Epoch: 13 [1536/45000]	Loss: 0.2980	LR: 0.004000
Training Epoch: 13 [1792/45000]	Loss: 0.2923	LR: 0.004000
Training Epoch: 13 [2048/45000]	Loss: 0.3158	LR: 0.004000
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Training Epoch: 13 [2560/45000]	Loss: 0.3524	LR: 0.004000
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Training Epoch: 13 [3072/45000]	Loss: 0.2731	LR: 0.004000
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Training Epoch: 13 [25088/45000]	Loss: 0.2891	LR: 0.004000
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Training Epoch: 13 [26368/45000]	Loss: 0.2997	LR: 0.004000
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Training Epoch: 13 [28160/45000]	Loss: 0.2670	LR: 0.004000
Training Epoch: 13 [28416/45000]	Loss: 0.2893	LR: 0.004000
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Training Epoch: 13 [29440/45000]	Loss: 0.3496	LR: 0.004000
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Training Epoch: 13 [40192/45000]	Loss: 0.2797	LR: 0.004000
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Training Epoch: 13 [40704/45000]	Loss: 0.3092	LR: 0.004000
Training Epoch: 13 [40960/45000]	Loss: 0.3010	LR: 0.004000
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Training Epoch: 13 [41472/45000]	Loss: 0.2821	LR: 0.004000
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Training Epoch: 13 [42496/45000]	Loss: 0.2979	LR: 0.004000
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Training Epoch: 13 [43008/45000]	Loss: 0.2650	LR: 0.004000
Training Epoch: 13 [43264/45000]	Loss: 0.2647	LR: 0.004000
Training Epoch: 13 [43520/45000]	Loss: 0.3254	LR: 0.004000
Training Epoch: 13 [43776/45000]	Loss: 0.3403	LR: 0.004000
Training Epoch: 13 [44032/45000]	Loss: 0.2606	LR: 0.004000
Training Epoch: 13 [44288/45000]	Loss: 0.3435	LR: 0.004000
Training Epoch: 13 [44544/45000]	Loss: 0.3236	LR: 0.004000
Training Epoch: 13 [44800/45000]	Loss: 0.2635	LR: 0.004000
Training Epoch: 13 [45000/45000]	Loss: 0.3097	LR: 0.004000
Epoch 13 - Average Train Loss: 0.3136, Train Accuracy: 0.8915
Epoch 13 training time consumed: 38.94s
Evaluating Network.....
Test set: Epoch: 13, Average loss: 0.0014, Accuracy: 0.8825, Time consumed:1.38s
Saving weights file to checkpoint/retrain/ResNet18/Friday_11_July_2025_09h_57m_00s/ResNet18-Cifar10-seed8-ret100-13-best.pth
Training Epoch: 14 [256/45000]	Loss: 0.3101	LR: 0.004000
Training Epoch: 14 [512/45000]	Loss: 0.3160	LR: 0.004000
Training Epoch: 14 [768/45000]	Loss: 0.2445	LR: 0.004000
Training Epoch: 14 [1024/45000]	Loss: 0.3678	LR: 0.004000
Training Epoch: 14 [1280/45000]	Loss: 0.3171	LR: 0.004000
Training Epoch: 14 [1536/45000]	Loss: 0.3452	LR: 0.004000
Training Epoch: 14 [1792/45000]	Loss: 0.3446	LR: 0.004000
Training Epoch: 14 [2048/45000]	Loss: 0.3068	LR: 0.004000
Training Epoch: 14 [2304/45000]	Loss: 0.2591	LR: 0.004000
Training Epoch: 14 [2560/45000]	Loss: 0.3465	LR: 0.004000
Training Epoch: 14 [2816/45000]	Loss: 0.3545	LR: 0.004000
Training Epoch: 14 [3072/45000]	Loss: 0.3198	LR: 0.004000
Training Epoch: 14 [3328/45000]	Loss: 0.2661	LR: 0.004000
Training Epoch: 14 [3584/45000]	Loss: 0.2104	LR: 0.004000
Training Epoch: 14 [3840/45000]	Loss: 0.2788	LR: 0.004000
Training Epoch: 14 [4096/45000]	Loss: 0.3736	LR: 0.004000
Training Epoch: 14 [4352/45000]	Loss: 0.2538	LR: 0.004000
Training Epoch: 14 [4608/45000]	Loss: 0.2838	LR: 0.004000
Training Epoch: 14 [4864/45000]	Loss: 0.3333	LR: 0.004000
Training Epoch: 14 [5120/45000]	Loss: 0.3682	LR: 0.004000
Training Epoch: 14 [5376/45000]	Loss: 0.3707	LR: 0.004000
Training Epoch: 14 [5632/45000]	Loss: 0.3029	LR: 0.004000
Training Epoch: 14 [5888/45000]	Loss: 0.2637	LR: 0.004000
Training Epoch: 14 [6144/45000]	Loss: 0.3178	LR: 0.004000
Training Epoch: 14 [6400/45000]	Loss: 0.3262	LR: 0.004000
Training Epoch: 14 [6656/45000]	Loss: 0.3173	LR: 0.004000
Training Epoch: 14 [6912/45000]	Loss: 0.2931	LR: 0.004000
Training Epoch: 14 [7168/45000]	Loss: 0.2942	LR: 0.004000
Training Epoch: 14 [7424/45000]	Loss: 0.3124	LR: 0.004000
Training Epoch: 14 [7680/45000]	Loss: 0.3324	LR: 0.004000
Training Epoch: 14 [7936/45000]	Loss: 0.3118	LR: 0.004000
Training Epoch: 14 [8192/45000]	Loss: 0.3210	LR: 0.004000
Training Epoch: 14 [8448/45000]	Loss: 0.2321	LR: 0.004000
Training Epoch: 14 [8704/45000]	Loss: 0.3220	LR: 0.004000
Training Epoch: 14 [8960/45000]	Loss: 0.3292	LR: 0.004000
Training Epoch: 14 [9216/45000]	Loss: 0.3358	LR: 0.004000
Training Epoch: 14 [9472/45000]	Loss: 0.3613	LR: 0.004000
Training Epoch: 14 [9728/45000]	Loss: 0.3358	LR: 0.004000
Training Epoch: 14 [9984/45000]	Loss: 0.2586	LR: 0.004000
Training Epoch: 14 [10240/45000]	Loss: 0.2907	LR: 0.004000
Training Epoch: 14 [10496/45000]	Loss: 0.3158	LR: 0.004000
Training Epoch: 14 [10752/45000]	Loss: 0.2743	LR: 0.004000
Training Epoch: 14 [11008/45000]	Loss: 0.3263	LR: 0.004000
Training Epoch: 14 [11264/45000]	Loss: 0.2870	LR: 0.004000
Training Epoch: 14 [11520/45000]	Loss: 0.3113	LR: 0.004000
Training Epoch: 14 [11776/45000]	Loss: 0.2912	LR: 0.004000
Training Epoch: 14 [12032/45000]	Loss: 0.3115	LR: 0.004000
Training Epoch: 14 [12288/45000]	Loss: 0.3242	LR: 0.004000
Training Epoch: 14 [12544/45000]	Loss: 0.2409	LR: 0.004000
Training Epoch: 14 [12800/45000]	Loss: 0.3661	LR: 0.004000
Training Epoch: 14 [13056/45000]	Loss: 0.3085	LR: 0.004000
Training Epoch: 14 [13312/45000]	Loss: 0.2943	LR: 0.004000
Training Epoch: 14 [13568/45000]	Loss: 0.2906	LR: 0.004000
Training Epoch: 14 [13824/45000]	Loss: 0.2738	LR: 0.004000
Training Epoch: 14 [14080/45000]	Loss: 0.3045	LR: 0.004000
Training Epoch: 14 [14336/45000]	Loss: 0.3203	LR: 0.004000
Training Epoch: 14 [14592/45000]	Loss: 0.3375	LR: 0.004000
Training Epoch: 14 [14848/45000]	Loss: 0.3221	LR: 0.004000
Training Epoch: 14 [15104/45000]	Loss: 0.2217	LR: 0.004000
Training Epoch: 14 [15360/45000]	Loss: 0.2300	LR: 0.004000
Training Epoch: 14 [15616/45000]	Loss: 0.2603	LR: 0.004000
Training Epoch: 14 [15872/45000]	Loss: 0.2797	LR: 0.004000
Training Epoch: 14 [16128/45000]	Loss: 0.3012	LR: 0.004000
Training Epoch: 14 [16384/45000]	Loss: 0.2407	LR: 0.004000
Training Epoch: 14 [16640/45000]	Loss: 0.2673	LR: 0.004000
Training Epoch: 14 [16896/45000]	Loss: 0.3391	LR: 0.004000
Training Epoch: 14 [17152/45000]	Loss: 0.2863	LR: 0.004000
Training Epoch: 14 [17408/45000]	Loss: 0.2535	LR: 0.004000
Training Epoch: 14 [17664/45000]	Loss: 0.2921	LR: 0.004000
Training Epoch: 14 [17920/45000]	Loss: 0.3274	LR: 0.004000
Training Epoch: 14 [18176/45000]	Loss: 0.3122	LR: 0.004000
Training Epoch: 14 [18432/45000]	Loss: 0.3402	LR: 0.004000
Training Epoch: 14 [18688/45000]	Loss: 0.3018	LR: 0.004000
Training Epoch: 14 [18944/45000]	Loss: 0.3339	LR: 0.004000
Training Epoch: 14 [19200/45000]	Loss: 0.2976	LR: 0.004000
Training Epoch: 14 [19456/45000]	Loss: 0.2525	LR: 0.004000
Training Epoch: 14 [19712/45000]	Loss: 0.2909	LR: 0.004000
Training Epoch: 14 [19968/45000]	Loss: 0.3604	LR: 0.004000
Training Epoch: 14 [20224/45000]	Loss: 0.2938	LR: 0.004000
Training Epoch: 14 [20480/45000]	Loss: 0.4477	LR: 0.004000
Training Epoch: 14 [20736/45000]	Loss: 0.2813	LR: 0.004000
Training Epoch: 14 [20992/45000]	Loss: 0.3476	LR: 0.004000
Training Epoch: 14 [21248/45000]	Loss: 0.2700	LR: 0.004000
Training Epoch: 14 [21504/45000]	Loss: 0.2818	LR: 0.004000
Training Epoch: 14 [21760/45000]	Loss: 0.2785	LR: 0.004000
Training Epoch: 14 [22016/45000]	Loss: 0.2612	LR: 0.004000
Training Epoch: 14 [22272/45000]	Loss: 0.2795	LR: 0.004000
Training Epoch: 14 [22528/45000]	Loss: 0.3336	LR: 0.004000
Training Epoch: 14 [22784/45000]	Loss: 0.2705	LR: 0.004000
Training Epoch: 14 [23040/45000]	Loss: 0.3549	LR: 0.004000
Training Epoch: 14 [23296/45000]	Loss: 0.3556	LR: 0.004000
Training Epoch: 14 [23552/45000]	Loss: 0.3264	LR: 0.004000
Training Epoch: 14 [23808/45000]	Loss: 0.3334	LR: 0.004000
Training Epoch: 14 [24064/45000]	Loss: 0.2275	LR: 0.004000
Training Epoch: 14 [24320/45000]	Loss: 0.3431	LR: 0.004000
Training Epoch: 14 [24576/45000]	Loss: 0.3063	LR: 0.004000
Training Epoch: 14 [24832/45000]	Loss: 0.3308	LR: 0.004000
Training Epoch: 14 [25088/45000]	Loss: 0.3302	LR: 0.004000
Training Epoch: 14 [25344/45000]	Loss: 0.2880	LR: 0.004000
Training Epoch: 14 [25600/45000]	Loss: 0.2762	LR: 0.004000
Training Epoch: 14 [25856/45000]	Loss: 0.2989	LR: 0.004000
Training Epoch: 14 [26112/45000]	Loss: 0.3448	LR: 0.004000
Training Epoch: 14 [26368/45000]	Loss: 0.3137	LR: 0.004000
Training Epoch: 14 [26624/45000]	Loss: 0.3365	LR: 0.004000
Training Epoch: 14 [26880/45000]	Loss: 0.3390	LR: 0.004000
Training Epoch: 14 [27136/45000]	Loss: 0.3563	LR: 0.004000
Training Epoch: 14 [27392/45000]	Loss: 0.3220	LR: 0.004000
Training Epoch: 14 [27648/45000]	Loss: 0.2877	LR: 0.004000
Training Epoch: 14 [27904/45000]	Loss: 0.2434	LR: 0.004000
Training Epoch: 14 [28160/45000]	Loss: 0.3246	LR: 0.004000
Training Epoch: 14 [28416/45000]	Loss: 0.2130	LR: 0.004000
Training Epoch: 14 [28672/45000]	Loss: 0.2258	LR: 0.004000
Training Epoch: 14 [28928/45000]	Loss: 0.3929	LR: 0.004000
Training Epoch: 14 [29184/45000]	Loss: 0.3039	LR: 0.004000
Training Epoch: 14 [29440/45000]	Loss: 0.2382	LR: 0.004000
Training Epoch: 14 [29696/45000]	Loss: 0.2535	LR: 0.004000
Training Epoch: 14 [29952/45000]	Loss: 0.2817	LR: 0.004000
Training Epoch: 14 [30208/45000]	Loss: 0.3087	LR: 0.004000
Training Epoch: 14 [30464/45000]	Loss: 0.3691	LR: 0.004000
Training Epoch: 14 [30720/45000]	Loss: 0.3223	LR: 0.004000
Training Epoch: 14 [30976/45000]	Loss: 0.3779	LR: 0.004000
Training Epoch: 14 [31232/45000]	Loss: 0.3157	LR: 0.004000
Training Epoch: 14 [31488/45000]	Loss: 0.2630	LR: 0.004000
Training Epoch: 14 [31744/45000]	Loss: 0.2406	LR: 0.004000
Training Epoch: 14 [32000/45000]	Loss: 0.2930	LR: 0.004000
Training Epoch: 14 [32256/45000]	Loss: 0.3379	LR: 0.004000
Training Epoch: 14 [32512/45000]	Loss: 0.2948	LR: 0.004000
Training Epoch: 14 [32768/45000]	Loss: 0.3349	LR: 0.004000
Training Epoch: 14 [33024/45000]	Loss: 0.2602	LR: 0.004000
Training Epoch: 14 [33280/45000]	Loss: 0.3309	LR: 0.004000
Training Epoch: 14 [33536/45000]	Loss: 0.3547	LR: 0.004000
Training Epoch: 14 [33792/45000]	Loss: 0.3141	LR: 0.004000
Training Epoch: 14 [34048/45000]	Loss: 0.2993	LR: 0.004000
Training Epoch: 14 [34304/45000]	Loss: 0.2133	LR: 0.004000
Training Epoch: 14 [34560/45000]	Loss: 0.3769	LR: 0.004000
Training Epoch: 14 [34816/45000]	Loss: 0.3178	LR: 0.004000
Training Epoch: 14 [35072/45000]	Loss: 0.2567	LR: 0.004000
Training Epoch: 14 [35328/45000]	Loss: 0.3179	LR: 0.004000
Training Epoch: 14 [35584/45000]	Loss: 0.3489	LR: 0.004000
Training Epoch: 14 [35840/45000]	Loss: 0.2852	LR: 0.004000
Training Epoch: 14 [36096/45000]	Loss: 0.3670	LR: 0.004000
Training Epoch: 14 [36352/45000]	Loss: 0.3022	LR: 0.004000
Training Epoch: 14 [36608/45000]	Loss: 0.2779	LR: 0.004000
Training Epoch: 14 [36864/45000]	Loss: 0.3049	LR: 0.004000
Training Epoch: 14 [37120/45000]	Loss: 0.2954	LR: 0.004000
Training Epoch: 14 [37376/45000]	Loss: 0.2589	LR: 0.004000
Training Epoch: 14 [37632/45000]	Loss: 0.2494	LR: 0.004000
Training Epoch: 14 [37888/45000]	Loss: 0.3392	LR: 0.004000
Training Epoch: 14 [38144/45000]	Loss: 0.3111	LR: 0.004000
Training Epoch: 14 [38400/45000]	Loss: 0.3492	LR: 0.004000
Training Epoch: 14 [38656/45000]	Loss: 0.4490	LR: 0.004000
Training Epoch: 14 [38912/45000]	Loss: 0.3898	LR: 0.004000
Training Epoch: 14 [39168/45000]	Loss: 0.2906	LR: 0.004000
Training Epoch: 14 [39424/45000]	Loss: 0.3408	LR: 0.004000
Training Epoch: 14 [39680/45000]	Loss: 0.2371	LR: 0.004000
Training Epoch: 14 [39936/45000]	Loss: 0.2291	LR: 0.004000
Training Epoch: 14 [40192/45000]	Loss: 0.3275	LR: 0.004000
Training Epoch: 14 [40448/45000]	Loss: 0.3180	LR: 0.004000
Training Epoch: 14 [40704/45000]	Loss: 0.2590	LR: 0.004000
Training Epoch: 14 [40960/45000]	Loss: 0.2442	LR: 0.004000
Training Epoch: 14 [41216/45000]	Loss: 0.3002	LR: 0.004000
Training Epoch: 14 [41472/45000]	Loss: 0.2728	LR: 0.004000
Training Epoch: 14 [41728/45000]	Loss: 0.2891	LR: 0.004000
Training Epoch: 14 [41984/45000]	Loss: 0.3097	LR: 0.004000
Training Epoch: 14 [42240/45000]	Loss: 0.2899	LR: 0.004000
Training Epoch: 14 [42496/45000]	Loss: 0.2788	LR: 0.004000
Training Epoch: 14 [42752/45000]	Loss: 0.3111	LR: 0.004000
Training Epoch: 14 [43008/45000]	Loss: 0.2963	LR: 0.004000
Training Epoch: 14 [43264/45000]	Loss: 0.3895	LR: 0.004000
Training Epoch: 14 [43520/45000]	Loss: 0.2623	LR: 0.004000
Training Epoch: 14 [43776/45000]	Loss: 0.3953	LR: 0.004000
Training Epoch: 14 [44032/45000]	Loss: 0.3102	LR: 0.004000
Training Epoch: 14 [44288/45000]	Loss: 0.3463	LR: 0.004000
Training Epoch: 14 [44544/45000]	Loss: 0.3194	LR: 0.004000
Training Epoch: 14 [44800/45000]	Loss: 0.3246	LR: 0.004000
Training Epoch: 14 [45000/45000]	Loss: 0.2799	LR: 0.004000
Epoch 14 - Average Train Loss: 0.3061, Train Accuracy: 0.8930
Epoch 14 training time consumed: 38.83s
Evaluating Network.....
Test set: Epoch: 14, Average loss: 0.0014, Accuracy: 0.8822, Time consumed:1.37s
Training Epoch: 15 [256/45000]	Loss: 0.3654	LR: 0.004000
Training Epoch: 15 [512/45000]	Loss: 0.3007	LR: 0.004000
Training Epoch: 15 [768/45000]	Loss: 0.3197	LR: 0.004000
Training Epoch: 15 [1024/45000]	Loss: 0.3623	LR: 0.004000
Training Epoch: 15 [1280/45000]	Loss: 0.2409	LR: 0.004000
Training Epoch: 15 [1536/45000]	Loss: 0.2672	LR: 0.004000
Training Epoch: 15 [1792/45000]	Loss: 0.2613	LR: 0.004000
Training Epoch: 15 [2048/45000]	Loss: 0.3690	LR: 0.004000
Training Epoch: 15 [2304/45000]	Loss: 0.3232	LR: 0.004000
Training Epoch: 15 [2560/45000]	Loss: 0.2668	LR: 0.004000
Training Epoch: 15 [2816/45000]	Loss: 0.3419	LR: 0.004000
Training Epoch: 15 [3072/45000]	Loss: 0.2671	LR: 0.004000
Training Epoch: 15 [3328/45000]	Loss: 0.2678	LR: 0.004000
Training Epoch: 15 [3584/45000]	Loss: 0.2985	LR: 0.004000
Training Epoch: 15 [3840/45000]	Loss: 0.2302	LR: 0.004000
Training Epoch: 15 [4096/45000]	Loss: 0.3412	LR: 0.004000
Training Epoch: 15 [4352/45000]	Loss: 0.2320	LR: 0.004000
Training Epoch: 15 [4608/45000]	Loss: 0.3036	LR: 0.004000
Training Epoch: 15 [4864/45000]	Loss: 0.3789	LR: 0.004000
Training Epoch: 15 [5120/45000]	Loss: 0.2966	LR: 0.004000
Training Epoch: 15 [5376/45000]	Loss: 0.2458	LR: 0.004000
Training Epoch: 15 [5632/45000]	Loss: 0.2577	LR: 0.004000
Training Epoch: 15 [5888/45000]	Loss: 0.3174	LR: 0.004000
Training Epoch: 15 [6144/45000]	Loss: 0.3163	LR: 0.004000
Training Epoch: 15 [6400/45000]	Loss: 0.3250	LR: 0.004000
Training Epoch: 15 [6656/45000]	Loss: 0.2405	LR: 0.004000
Training Epoch: 15 [6912/45000]	Loss: 0.2770	LR: 0.004000
Training Epoch: 15 [7168/45000]	Loss: 0.2882	LR: 0.004000
Training Epoch: 15 [7424/45000]	Loss: 0.3304	LR: 0.004000
Training Epoch: 15 [7680/45000]	Loss: 0.3067	LR: 0.004000
Training Epoch: 15 [7936/45000]	Loss: 0.3409	LR: 0.004000
Training Epoch: 15 [8192/45000]	Loss: 0.2560	LR: 0.004000
Training Epoch: 15 [8448/45000]	Loss: 0.2688	LR: 0.004000
Training Epoch: 15 [8704/45000]	Loss: 0.3291	LR: 0.004000
Training Epoch: 15 [8960/45000]	Loss: 0.2989	LR: 0.004000
Training Epoch: 15 [9216/45000]	Loss: 0.3260	LR: 0.004000
Training Epoch: 15 [9472/45000]	Loss: 0.3307	LR: 0.004000
Training Epoch: 15 [9728/45000]	Loss: 0.3446	LR: 0.004000
Training Epoch: 15 [9984/45000]	Loss: 0.2550	LR: 0.004000
Training Epoch: 15 [10240/45000]	Loss: 0.3338	LR: 0.004000
Training Epoch: 15 [10496/45000]	Loss: 0.2989	LR: 0.004000
Training Epoch: 15 [10752/45000]	Loss: 0.2805	LR: 0.004000
Training Epoch: 15 [11008/45000]	Loss: 0.3210	LR: 0.004000
Training Epoch: 15 [11264/45000]	Loss: 0.3730	LR: 0.004000
Training Epoch: 15 [11520/45000]	Loss: 0.2835	LR: 0.004000
Training Epoch: 15 [11776/45000]	Loss: 0.2639	LR: 0.004000
Training Epoch: 15 [12032/45000]	Loss: 0.3142	LR: 0.004000
Training Epoch: 15 [12288/45000]	Loss: 0.3696	LR: 0.004000
Training Epoch: 15 [12544/45000]	Loss: 0.2534	LR: 0.004000
Training Epoch: 15 [12800/45000]	Loss: 0.3155	LR: 0.004000
Training Epoch: 15 [13056/45000]	Loss: 0.2706	LR: 0.004000
Training Epoch: 15 [13312/45000]	Loss: 0.3003	LR: 0.004000
Training Epoch: 15 [13568/45000]	Loss: 0.2673	LR: 0.004000
Training Epoch: 15 [13824/45000]	Loss: 0.3703	LR: 0.004000
Training Epoch: 15 [14080/45000]	Loss: 0.3384	LR: 0.004000
Training Epoch: 15 [14336/45000]	Loss: 0.2822	LR: 0.004000
Training Epoch: 15 [14592/45000]	Loss: 0.3443	LR: 0.004000
Training Epoch: 15 [14848/45000]	Loss: 0.2491	LR: 0.004000
Training Epoch: 15 [15104/45000]	Loss: 0.3547	LR: 0.004000
Training Epoch: 15 [15360/45000]	Loss: 0.3054	LR: 0.004000
Training Epoch: 15 [15616/45000]	Loss: 0.3835	LR: 0.004000
Training Epoch: 15 [15872/45000]	Loss: 0.3269	LR: 0.004000
Training Epoch: 15 [16128/45000]	Loss: 0.2517	LR: 0.004000
Training Epoch: 15 [16384/45000]	Loss: 0.2258	LR: 0.004000
Training Epoch: 15 [16640/45000]	Loss: 0.3393	LR: 0.004000
Training Epoch: 15 [16896/45000]	Loss: 0.2933	LR: 0.004000
Training Epoch: 15 [17152/45000]	Loss: 0.3228	LR: 0.004000
Training Epoch: 15 [17408/45000]	Loss: 0.2804	LR: 0.004000
Training Epoch: 15 [17664/45000]	Loss: 0.3077	LR: 0.004000
Training Epoch: 15 [17920/45000]	Loss: 0.2960	LR: 0.004000
Training Epoch: 15 [18176/45000]	Loss: 0.3265	LR: 0.004000
Training Epoch: 15 [18432/45000]	Loss: 0.2562	LR: 0.004000
Training Epoch: 15 [18688/45000]	Loss: 0.2867	LR: 0.004000
Training Epoch: 15 [18944/45000]	Loss: 0.2992	LR: 0.004000
Training Epoch: 15 [19200/45000]	Loss: 0.3218	LR: 0.004000
Training Epoch: 15 [19456/45000]	Loss: 0.2601	LR: 0.004000
Training Epoch: 15 [19712/45000]	Loss: 0.3431	LR: 0.004000
Training Epoch: 15 [19968/45000]	Loss: 0.2642	LR: 0.004000
Training Epoch: 15 [20224/45000]	Loss: 0.2925	LR: 0.004000
Training Epoch: 15 [20480/45000]	Loss: 0.2625	LR: 0.004000
Training Epoch: 15 [20736/45000]	Loss: 0.3356	LR: 0.004000
Training Epoch: 15 [20992/45000]	Loss: 0.2815	LR: 0.004000
Training Epoch: 15 [21248/45000]	Loss: 0.3191	LR: 0.004000
Training Epoch: 15 [21504/45000]	Loss: 0.3680	LR: 0.004000
Training Epoch: 15 [21760/45000]	Loss: 0.3231	LR: 0.004000
Training Epoch: 15 [22016/45000]	Loss: 0.4382	LR: 0.004000
Training Epoch: 15 [22272/45000]	Loss: 0.3716	LR: 0.004000
Training Epoch: 15 [22528/45000]	Loss: 0.3019	LR: 0.004000
Training Epoch: 15 [22784/45000]	Loss: 0.3283	LR: 0.004000
Training Epoch: 15 [23040/45000]	Loss: 0.3593	LR: 0.004000
Training Epoch: 15 [23296/45000]	Loss: 0.3370	LR: 0.004000
Training Epoch: 15 [23552/45000]	Loss: 0.2990	LR: 0.004000
Training Epoch: 15 [23808/45000]	Loss: 0.2309	LR: 0.004000
Training Epoch: 15 [24064/45000]	Loss: 0.2867	LR: 0.004000
Training Epoch: 15 [24320/45000]	Loss: 0.3262	LR: 0.004000
Training Epoch: 15 [24576/45000]	Loss: 0.3709	LR: 0.004000
Training Epoch: 15 [24832/45000]	Loss: 0.2684	LR: 0.004000
Training Epoch: 15 [25088/45000]	Loss: 0.3057	LR: 0.004000
Training Epoch: 15 [25344/45000]	Loss: 0.2679	LR: 0.004000
Training Epoch: 15 [25600/45000]	Loss: 0.3580	LR: 0.004000
Training Epoch: 15 [25856/45000]	Loss: 0.3033	LR: 0.004000
Training Epoch: 15 [26112/45000]	Loss: 0.3003	LR: 0.004000
Training Epoch: 15 [26368/45000]	Loss: 0.3478	LR: 0.004000
Training Epoch: 15 [26624/45000]	Loss: 0.2867	LR: 0.004000
Training Epoch: 15 [26880/45000]	Loss: 0.2627	LR: 0.004000
Training Epoch: 15 [27136/45000]	Loss: 0.2852	LR: 0.004000
Training Epoch: 15 [27392/45000]	Loss: 0.2589	LR: 0.004000
Training Epoch: 15 [27648/45000]	Loss: 0.2688	LR: 0.004000
Training Epoch: 15 [27904/45000]	Loss: 0.2664	LR: 0.004000
Training Epoch: 15 [28160/45000]	Loss: 0.3181	LR: 0.004000
Training Epoch: 15 [28416/45000]	Loss: 0.4048	LR: 0.004000
Training Epoch: 15 [28672/45000]	Loss: 0.3065	LR: 0.004000
Training Epoch: 15 [28928/45000]	Loss: 0.3030	LR: 0.004000
Training Epoch: 15 [29184/45000]	Loss: 0.3342	LR: 0.004000
Training Epoch: 15 [29440/45000]	Loss: 0.2399	LR: 0.004000
Training Epoch: 15 [29696/45000]	Loss: 0.3172	LR: 0.004000
Training Epoch: 15 [29952/45000]	Loss: 0.3425	LR: 0.004000
Training Epoch: 15 [30208/45000]	Loss: 0.3321	LR: 0.004000
Training Epoch: 15 [30464/45000]	Loss: 0.2708	LR: 0.004000
Training Epoch: 15 [30720/45000]	Loss: 0.3457	LR: 0.004000
Training Epoch: 15 [30976/45000]	Loss: 0.3270	LR: 0.004000
Training Epoch: 15 [31232/45000]	Loss: 0.2823	LR: 0.004000
Training Epoch: 15 [31488/45000]	Loss: 0.3330	LR: 0.004000
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Training Epoch: 15 [38144/45000]	Loss: 0.2647	LR: 0.004000
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Training Epoch: 15 [38656/45000]	Loss: 0.3501	LR: 0.004000
Training Epoch: 15 [38912/45000]	Loss: 0.2519	LR: 0.004000
Training Epoch: 15 [39168/45000]	Loss: 0.2600	LR: 0.004000
Training Epoch: 15 [39424/45000]	Loss: 0.3059	LR: 0.004000
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Training Epoch: 15 [39936/45000]	Loss: 0.2886	LR: 0.004000
Training Epoch: 15 [40192/45000]	Loss: 0.3925	LR: 0.004000
Training Epoch: 15 [40448/45000]	Loss: 0.3264	LR: 0.004000
Training Epoch: 15 [40704/45000]	Loss: 0.2589	LR: 0.004000
Training Epoch: 15 [40960/45000]	Loss: 0.3415	LR: 0.004000
Training Epoch: 15 [41216/45000]	Loss: 0.2702	LR: 0.004000
Training Epoch: 15 [41472/45000]	Loss: 0.2744	LR: 0.004000
Training Epoch: 15 [41728/45000]	Loss: 0.3817	LR: 0.004000
Training Epoch: 15 [41984/45000]	Loss: 0.2068	LR: 0.004000
Training Epoch: 15 [42240/45000]	Loss: 0.3079	LR: 0.004000
Training Epoch: 15 [42496/45000]	Loss: 0.3231	LR: 0.004000
Training Epoch: 15 [42752/45000]	Loss: 0.1986	LR: 0.004000
Training Epoch: 15 [43008/45000]	Loss: 0.2820	LR: 0.004000
Training Epoch: 15 [43264/45000]	Loss: 0.3611	LR: 0.004000
Training Epoch: 15 [43520/45000]	Loss: 0.3219	LR: 0.004000
Training Epoch: 15 [43776/45000]	Loss: 0.3228	LR: 0.004000
Training Epoch: 15 [44032/45000]	Loss: 0.3024	LR: 0.004000
Training Epoch: 15 [44288/45000]	Loss: 0.2538	LR: 0.004000
Training Epoch: 15 [44544/45000]	Loss: 0.3622	LR: 0.004000
Training Epoch: 15 [44800/45000]	Loss: 0.3222	LR: 0.004000
Training Epoch: 15 [45000/45000]	Loss: 0.3203	LR: 0.004000
Epoch 15 - Average Train Loss: 0.3030, Train Accuracy: 0.8939
Epoch 15 training time consumed: 38.98s
Evaluating Network.....
Test set: Epoch: 15, Average loss: 0.0014, Accuracy: 0.8855, Time consumed:1.37s
Saving weights file to checkpoint/retrain/ResNet18/Friday_11_July_2025_09h_57m_00s/ResNet18-Cifar10-seed8-ret100-15-best.pth
Training Epoch: 16 [256/45000]	Loss: 0.3115	LR: 0.000800
Training Epoch: 16 [512/45000]	Loss: 0.2648	LR: 0.000800
Training Epoch: 16 [768/45000]	Loss: 0.2604	LR: 0.000800
Training Epoch: 16 [1024/45000]	Loss: 0.2797	LR: 0.000800
Training Epoch: 16 [1280/45000]	Loss: 0.3339	LR: 0.000800
Training Epoch: 16 [1536/45000]	Loss: 0.2756	LR: 0.000800
Training Epoch: 16 [1792/45000]	Loss: 0.3121	LR: 0.000800
Training Epoch: 16 [2048/45000]	Loss: 0.2720	LR: 0.000800
Training Epoch: 16 [2304/45000]	Loss: 0.2823	LR: 0.000800
Training Epoch: 16 [2560/45000]	Loss: 0.2884	LR: 0.000800
Training Epoch: 16 [2816/45000]	Loss: 0.2664	LR: 0.000800
Training Epoch: 16 [3072/45000]	Loss: 0.2862	LR: 0.000800
Training Epoch: 16 [3328/45000]	Loss: 0.3116	LR: 0.000800
Training Epoch: 16 [3584/45000]	Loss: 0.2543	LR: 0.000800
Training Epoch: 16 [3840/45000]	Loss: 0.3088	LR: 0.000800
Training Epoch: 16 [4096/45000]	Loss: 0.3411	LR: 0.000800
Training Epoch: 16 [4352/45000]	Loss: 0.2718	LR: 0.000800
Training Epoch: 16 [4608/45000]	Loss: 0.2751	LR: 0.000800
Training Epoch: 16 [4864/45000]	Loss: 0.2678	LR: 0.000800
Training Epoch: 16 [5120/45000]	Loss: 0.3297	LR: 0.000800
Training Epoch: 16 [5376/45000]	Loss: 0.2972	LR: 0.000800
Training Epoch: 16 [5632/45000]	Loss: 0.2705	LR: 0.000800
Training Epoch: 16 [5888/45000]	Loss: 0.2832	LR: 0.000800
Training Epoch: 16 [6144/45000]	Loss: 0.2733	LR: 0.000800
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Training Epoch: 16 [7168/45000]	Loss: 0.2214	LR: 0.000800
Training Epoch: 16 [7424/45000]	Loss: 0.2489	LR: 0.000800
Training Epoch: 16 [7680/45000]	Loss: 0.2780	LR: 0.000800
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Training Epoch: 16 [8192/45000]	Loss: 0.2886	LR: 0.000800
Training Epoch: 16 [8448/45000]	Loss: 0.2461	LR: 0.000800
Training Epoch: 16 [8704/45000]	Loss: 0.2617	LR: 0.000800
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Training Epoch: 16 [9216/45000]	Loss: 0.2636	LR: 0.000800
Training Epoch: 16 [9472/45000]	Loss: 0.3361	LR: 0.000800
Training Epoch: 16 [9728/45000]	Loss: 0.2383	LR: 0.000800
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Training Epoch: 16 [10496/45000]	Loss: 0.2727	LR: 0.000800
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Training Epoch: 16 [11008/45000]	Loss: 0.3268	LR: 0.000800
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Training Epoch: 16 [11520/45000]	Loss: 0.2593	LR: 0.000800
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Training Epoch: 16 [12288/45000]	Loss: 0.3497	LR: 0.000800
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Training Epoch: 16 [27904/45000]	Loss: 0.3064	LR: 0.000800
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Training Epoch: 16 [28416/45000]	Loss: 0.2966	LR: 0.000800
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Training Epoch: 16 [28928/45000]	Loss: 0.3578	LR: 0.000800
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Training Epoch: 16 [29440/45000]	Loss: 0.3009	LR: 0.000800
Training Epoch: 16 [29696/45000]	Loss: 0.2563	LR: 0.000800
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Training Epoch: 16 [30720/45000]	Loss: 0.2498	LR: 0.000800
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Training Epoch: 16 [35072/45000]	Loss: 0.3388	LR: 0.000800
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Training Epoch: 16 [35584/45000]	Loss: 0.2880	LR: 0.000800
Training Epoch: 16 [35840/45000]	Loss: 0.2548	LR: 0.000800
Training Epoch: 16 [36096/45000]	Loss: 0.3020	LR: 0.000800
Training Epoch: 16 [36352/45000]	Loss: 0.2956	LR: 0.000800
Training Epoch: 16 [36608/45000]	Loss: 0.2934	LR: 0.000800
Training Epoch: 16 [36864/45000]	Loss: 0.1991	LR: 0.000800
Training Epoch: 16 [37120/45000]	Loss: 0.2561	LR: 0.000800
Training Epoch: 16 [37376/45000]	Loss: 0.2948	LR: 0.000800
Training Epoch: 16 [37632/45000]	Loss: 0.2371	LR: 0.000800
Training Epoch: 16 [37888/45000]	Loss: 0.3029	LR: 0.000800
Training Epoch: 16 [38144/45000]	Loss: 0.2723	LR: 0.000800
Training Epoch: 16 [38400/45000]	Loss: 0.2729	LR: 0.000800
Training Epoch: 16 [38656/45000]	Loss: 0.2673	LR: 0.000800
Training Epoch: 16 [38912/45000]	Loss: 0.2781	LR: 0.000800
Training Epoch: 16 [39168/45000]	Loss: 0.2579	LR: 0.000800
Training Epoch: 16 [39424/45000]	Loss: 0.3229	LR: 0.000800
Training Epoch: 16 [39680/45000]	Loss: 0.3571	LR: 0.000800
Training Epoch: 16 [39936/45000]	Loss: 0.3073	LR: 0.000800
Training Epoch: 16 [40192/45000]	Loss: 0.2743	LR: 0.000800
Training Epoch: 16 [40448/45000]	Loss: 0.2610	LR: 0.000800
Training Epoch: 16 [40704/45000]	Loss: 0.2201	LR: 0.000800
Training Epoch: 16 [40960/45000]	Loss: 0.3037	LR: 0.000800
Training Epoch: 16 [41216/45000]	Loss: 0.2596	LR: 0.000800
Training Epoch: 16 [41472/45000]	Loss: 0.2830	LR: 0.000800
Training Epoch: 16 [41728/45000]	Loss: 0.2535	LR: 0.000800
Training Epoch: 16 [41984/45000]	Loss: 0.2938	LR: 0.000800
Training Epoch: 16 [42240/45000]	Loss: 0.3309	LR: 0.000800
Training Epoch: 16 [42496/45000]	Loss: 0.2917	LR: 0.000800
Training Epoch: 16 [42752/45000]	Loss: 0.2627	LR: 0.000800
Training Epoch: 16 [43008/45000]	Loss: 0.3335	LR: 0.000800
Training Epoch: 16 [43264/45000]	Loss: 0.2492	LR: 0.000800
Training Epoch: 16 [43520/45000]	Loss: 0.3245	LR: 0.000800
Training Epoch: 16 [43776/45000]	Loss: 0.3342	LR: 0.000800
Training Epoch: 16 [44032/45000]	Loss: 0.3965	LR: 0.000800
Training Epoch: 16 [44288/45000]	Loss: 0.2477	LR: 0.000800
Training Epoch: 16 [44544/45000]	Loss: 0.2825	LR: 0.000800
Training Epoch: 16 [44800/45000]	Loss: 0.2110	LR: 0.000800
Training Epoch: 16 [45000/45000]	Loss: 0.3039	LR: 0.000800
Epoch 16 - Average Train Loss: 0.2862, Train Accuracy: 0.8998
Epoch 16 training time consumed: 38.97s
Evaluating Network.....
Test set: Epoch: 16, Average loss: 0.0013, Accuracy: 0.8883, Time consumed:1.37s
Saving weights file to checkpoint/retrain/ResNet18/Friday_11_July_2025_09h_57m_00s/ResNet18-Cifar10-seed8-ret100-16-best.pth
Training Epoch: 17 [256/45000]	Loss: 0.2477	LR: 0.000800
Training Epoch: 17 [512/45000]	Loss: 0.3044	LR: 0.000800
Training Epoch: 17 [768/45000]	Loss: 0.3244	LR: 0.000800
Training Epoch: 17 [1024/45000]	Loss: 0.2169	LR: 0.000800
Training Epoch: 17 [1280/45000]	Loss: 0.2174	LR: 0.000800
Training Epoch: 17 [1536/45000]	Loss: 0.2859	LR: 0.000800
Training Epoch: 17 [1792/45000]	Loss: 0.2723	LR: 0.000800
Training Epoch: 17 [2048/45000]	Loss: 0.2543	LR: 0.000800
Training Epoch: 17 [2304/45000]	Loss: 0.3388	LR: 0.000800
Training Epoch: 17 [2560/45000]	Loss: 0.2850	LR: 0.000800
Training Epoch: 17 [2816/45000]	Loss: 0.3126	LR: 0.000800
Training Epoch: 17 [3072/45000]	Loss: 0.3493	LR: 0.000800
Training Epoch: 17 [3328/45000]	Loss: 0.3042	LR: 0.000800
Training Epoch: 17 [3584/45000]	Loss: 0.2771	LR: 0.000800
Training Epoch: 17 [3840/45000]	Loss: 0.3457	LR: 0.000800
Training Epoch: 17 [4096/45000]	Loss: 0.3100	LR: 0.000800
Training Epoch: 17 [4352/45000]	Loss: 0.3814	LR: 0.000800
Training Epoch: 17 [4608/45000]	Loss: 0.2369	LR: 0.000800
Training Epoch: 17 [4864/45000]	Loss: 0.3601	LR: 0.000800
Training Epoch: 17 [5120/45000]	Loss: 0.3388	LR: 0.000800
Training Epoch: 17 [5376/45000]	Loss: 0.2571	LR: 0.000800
Training Epoch: 17 [5632/45000]	Loss: 0.2191	LR: 0.000800
Training Epoch: 17 [5888/45000]	Loss: 0.2485	LR: 0.000800
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Training Epoch: 17 [8448/45000]	Loss: 0.2492	LR: 0.000800
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Training Epoch: 17 [9216/45000]	Loss: 0.2844	LR: 0.000800
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Training Epoch: 17 [10496/45000]	Loss: 0.3041	LR: 0.000800
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Training Epoch: 17 [11008/45000]	Loss: 0.3292	LR: 0.000800
Training Epoch: 17 [11264/45000]	Loss: 0.3403	LR: 0.000800
Training Epoch: 17 [11520/45000]	Loss: 0.3264	LR: 0.000800
Training Epoch: 17 [11776/45000]	Loss: 0.3812	LR: 0.000800
Training Epoch: 17 [12032/45000]	Loss: 0.2095	LR: 0.000800
Training Epoch: 17 [12288/45000]	Loss: 0.2385	LR: 0.000800
Training Epoch: 17 [12544/45000]	Loss: 0.2860	LR: 0.000800
Training Epoch: 17 [12800/45000]	Loss: 0.2781	LR: 0.000800
Training Epoch: 17 [13056/45000]	Loss: 0.2378	LR: 0.000800
Training Epoch: 17 [13312/45000]	Loss: 0.2710	LR: 0.000800
Training Epoch: 17 [13568/45000]	Loss: 0.3094	LR: 0.000800
Training Epoch: 17 [13824/45000]	Loss: 0.3125	LR: 0.000800
Training Epoch: 17 [14080/45000]	Loss: 0.3856	LR: 0.000800
Training Epoch: 17 [14336/45000]	Loss: 0.2353	LR: 0.000800
Training Epoch: 17 [14592/45000]	Loss: 0.2663	LR: 0.000800
Training Epoch: 17 [14848/45000]	Loss: 0.2522	LR: 0.000800
Training Epoch: 17 [15104/45000]	Loss: 0.2616	LR: 0.000800
Training Epoch: 17 [15360/45000]	Loss: 0.3064	LR: 0.000800
Training Epoch: 17 [15616/45000]	Loss: 0.2332	LR: 0.000800
Training Epoch: 17 [15872/45000]	Loss: 0.2531	LR: 0.000800
Training Epoch: 17 [16128/45000]	Loss: 0.2422	LR: 0.000800
Training Epoch: 17 [16384/45000]	Loss: 0.3545	LR: 0.000800
Training Epoch: 17 [16640/45000]	Loss: 0.2736	LR: 0.000800
Training Epoch: 17 [16896/45000]	Loss: 0.2513	LR: 0.000800
Training Epoch: 17 [17152/45000]	Loss: 0.2262	LR: 0.000800
Training Epoch: 17 [17408/45000]	Loss: 0.2188	LR: 0.000800
Training Epoch: 17 [17664/45000]	Loss: 0.3307	LR: 0.000800
Training Epoch: 17 [17920/45000]	Loss: 0.3714	LR: 0.000800
Training Epoch: 17 [18176/45000]	Loss: 0.3628	LR: 0.000800
Training Epoch: 17 [18432/45000]	Loss: 0.2900	LR: 0.000800
Training Epoch: 17 [18688/45000]	Loss: 0.3391	LR: 0.000800
Training Epoch: 17 [18944/45000]	Loss: 0.3401	LR: 0.000800
Training Epoch: 17 [19200/45000]	Loss: 0.3307	LR: 0.000800
Training Epoch: 17 [19456/45000]	Loss: 0.2647	LR: 0.000800
Training Epoch: 17 [19712/45000]	Loss: 0.3152	LR: 0.000800
Training Epoch: 17 [19968/45000]	Loss: 0.3024	LR: 0.000800
Training Epoch: 17 [20224/45000]	Loss: 0.2078	LR: 0.000800
Training Epoch: 17 [20480/45000]	Loss: 0.3510	LR: 0.000800
Training Epoch: 17 [20736/45000]	Loss: 0.2509	LR: 0.000800
Training Epoch: 17 [20992/45000]	Loss: 0.3349	LR: 0.000800
Training Epoch: 17 [21248/45000]	Loss: 0.2805	LR: 0.000800
Training Epoch: 17 [21504/45000]	Loss: 0.3570	LR: 0.000800
Training Epoch: 17 [21760/45000]	Loss: 0.3091	LR: 0.000800
Training Epoch: 17 [22016/45000]	Loss: 0.3649	LR: 0.000800
Training Epoch: 17 [22272/45000]	Loss: 0.2538	LR: 0.000800
Training Epoch: 17 [22528/45000]	Loss: 0.2308	LR: 0.000800
Training Epoch: 17 [22784/45000]	Loss: 0.3189	LR: 0.000800
Training Epoch: 17 [23040/45000]	Loss: 0.2386	LR: 0.000800
Training Epoch: 17 [23296/45000]	Loss: 0.2664	LR: 0.000800
Training Epoch: 17 [23552/45000]	Loss: 0.3216	LR: 0.000800
Training Epoch: 17 [23808/45000]	Loss: 0.2262	LR: 0.000800
Training Epoch: 17 [24064/45000]	Loss: 0.2467	LR: 0.000800
Training Epoch: 17 [24320/45000]	Loss: 0.2274	LR: 0.000800
Training Epoch: 17 [24576/45000]	Loss: 0.2705	LR: 0.000800
Training Epoch: 17 [24832/45000]	Loss: 0.2943	LR: 0.000800
Training Epoch: 17 [25088/45000]	Loss: 0.2834	LR: 0.000800
Training Epoch: 17 [25344/45000]	Loss: 0.2253	LR: 0.000800
Training Epoch: 17 [25600/45000]	Loss: 0.2521	LR: 0.000800
Training Epoch: 17 [25856/45000]	Loss: 0.2373	LR: 0.000800
Training Epoch: 17 [26112/45000]	Loss: 0.2956	LR: 0.000800
Training Epoch: 17 [26368/45000]	Loss: 0.3129	LR: 0.000800
Training Epoch: 17 [26624/45000]	Loss: 0.3267	LR: 0.000800
Training Epoch: 17 [26880/45000]	Loss: 0.2821	LR: 0.000800
Training Epoch: 17 [27136/45000]	Loss: 0.2191	LR: 0.000800
Training Epoch: 17 [27392/45000]	Loss: 0.3363	LR: 0.000800
Training Epoch: 17 [27648/45000]	Loss: 0.2900	LR: 0.000800
Training Epoch: 17 [27904/45000]	Loss: 0.2518	LR: 0.000800
Training Epoch: 17 [28160/45000]	Loss: 0.2582	LR: 0.000800
Training Epoch: 17 [28416/45000]	Loss: 0.3464	LR: 0.000800
Training Epoch: 17 [28672/45000]	Loss: 0.3110	LR: 0.000800
Training Epoch: 17 [28928/45000]	Loss: 0.2391	LR: 0.000800
Training Epoch: 17 [29184/45000]	Loss: 0.3276	LR: 0.000800
Training Epoch: 17 [29440/45000]	Loss: 0.2564	LR: 0.000800
Training Epoch: 17 [29696/45000]	Loss: 0.3227	LR: 0.000800
Training Epoch: 17 [29952/45000]	Loss: 0.2662	LR: 0.000800
Training Epoch: 17 [30208/45000]	Loss: 0.2439	LR: 0.000800
Training Epoch: 17 [30464/45000]	Loss: 0.2893	LR: 0.000800
Training Epoch: 17 [30720/45000]	Loss: 0.3104	LR: 0.000800
Training Epoch: 17 [30976/45000]	Loss: 0.2312	LR: 0.000800
Training Epoch: 17 [31232/45000]	Loss: 0.3215	LR: 0.000800
Training Epoch: 17 [31488/45000]	Loss: 0.2692	LR: 0.000800
Training Epoch: 17 [31744/45000]	Loss: 0.3205	LR: 0.000800
Training Epoch: 17 [32000/45000]	Loss: 0.2146	LR: 0.000800
Training Epoch: 17 [32256/45000]	Loss: 0.2924	LR: 0.000800
Training Epoch: 17 [32512/45000]	Loss: 0.3088	LR: 0.000800
Training Epoch: 17 [32768/45000]	Loss: 0.2613	LR: 0.000800
Training Epoch: 17 [33024/45000]	Loss: 0.2900	LR: 0.000800
Training Epoch: 17 [33280/45000]	Loss: 0.2576	LR: 0.000800
Training Epoch: 17 [33536/45000]	Loss: 0.4135	LR: 0.000800
Training Epoch: 17 [33792/45000]	Loss: 0.3315	LR: 0.000800
Training Epoch: 17 [34048/45000]	Loss: 0.2434	LR: 0.000800
Training Epoch: 17 [34304/45000]	Loss: 0.3003	LR: 0.000800
Training Epoch: 17 [34560/45000]	Loss: 0.3353	LR: 0.000800
Training Epoch: 17 [34816/45000]	Loss: 0.2740	LR: 0.000800
Training Epoch: 17 [35072/45000]	Loss: 0.2728	LR: 0.000800
Training Epoch: 17 [35328/45000]	Loss: 0.2466	LR: 0.000800
Training Epoch: 17 [35584/45000]	Loss: 0.2658	LR: 0.000800
Training Epoch: 17 [35840/45000]	Loss: 0.3104	LR: 0.000800
Training Epoch: 17 [36096/45000]	Loss: 0.2904	LR: 0.000800
Training Epoch: 17 [36352/45000]	Loss: 0.2926	LR: 0.000800
Training Epoch: 17 [36608/45000]	Loss: 0.1539	LR: 0.000800
Training Epoch: 17 [36864/45000]	Loss: 0.2529	LR: 0.000800
Training Epoch: 17 [37120/45000]	Loss: 0.3503	LR: 0.000800
Training Epoch: 17 [37376/45000]	Loss: 0.2632	LR: 0.000800
Training Epoch: 17 [37632/45000]	Loss: 0.3146	LR: 0.000800
Training Epoch: 17 [37888/45000]	Loss: 0.3252	LR: 0.000800
Training Epoch: 17 [38144/45000]	Loss: 0.2665	LR: 0.000800
Training Epoch: 17 [38400/45000]	Loss: 0.3515	LR: 0.000800
Training Epoch: 17 [38656/45000]	Loss: 0.3752	LR: 0.000800
Training Epoch: 17 [38912/45000]	Loss: 0.3209	LR: 0.000800
Training Epoch: 17 [39168/45000]	Loss: 0.3554	LR: 0.000800
Training Epoch: 17 [39424/45000]	Loss: 0.3421	LR: 0.000800
Training Epoch: 17 [39680/45000]	Loss: 0.2362	LR: 0.000800
Training Epoch: 17 [39936/45000]	Loss: 0.2629	LR: 0.000800
Training Epoch: 17 [40192/45000]	Loss: 0.3339	LR: 0.000800
Training Epoch: 17 [40448/45000]	Loss: 0.3266	LR: 0.000800
Training Epoch: 17 [40704/45000]	Loss: 0.3272	LR: 0.000800
Training Epoch: 17 [40960/45000]	Loss: 0.2870	LR: 0.000800
Training Epoch: 17 [41216/45000]	Loss: 0.2731	LR: 0.000800
Training Epoch: 17 [41472/45000]	Loss: 0.2572	LR: 0.000800
Training Epoch: 17 [41728/45000]	Loss: 0.3127	LR: 0.000800
Training Epoch: 17 [41984/45000]	Loss: 0.2921	LR: 0.000800
Training Epoch: 17 [42240/45000]	Loss: 0.2242	LR: 0.000800
Training Epoch: 17 [42496/45000]	Loss: 0.2465	LR: 0.000800
Training Epoch: 17 [42752/45000]	Loss: 0.4185	LR: 0.000800
Training Epoch: 17 [43008/45000]	Loss: 0.2946	LR: 0.000800
Training Epoch: 17 [43264/45000]	Loss: 0.2968	LR: 0.000800
Training Epoch: 17 [43520/45000]	Loss: 0.3275	LR: 0.000800
Training Epoch: 17 [43776/45000]	Loss: 0.2901	LR: 0.000800
Training Epoch: 17 [44032/45000]	Loss: 0.3216	LR: 0.000800
Training Epoch: 17 [44288/45000]	Loss: 0.1987	LR: 0.000800
Training Epoch: 17 [44544/45000]	Loss: 0.2993	LR: 0.000800
Training Epoch: 17 [44800/45000]	Loss: 0.2921	LR: 0.000800
Training Epoch: 17 [45000/45000]	Loss: 0.3280	LR: 0.000800
Epoch 17 - Average Train Loss: 0.2904, Train Accuracy: 0.9006
Epoch 17 training time consumed: 38.76s
Evaluating Network.....
Test set: Epoch: 17, Average loss: 0.0013, Accuracy: 0.8879, Time consumed:1.38s
Training Epoch: 18 [256/45000]	Loss: 0.2865	LR: 0.000800
Training Epoch: 18 [512/45000]	Loss: 0.2626	LR: 0.000800
Training Epoch: 18 [768/45000]	Loss: 0.1918	LR: 0.000800
Training Epoch: 18 [1024/45000]	Loss: 0.2127	LR: 0.000800
Training Epoch: 18 [1280/45000]	Loss: 0.2661	LR: 0.000800
Training Epoch: 18 [1536/45000]	Loss: 0.2970	LR: 0.000800
Training Epoch: 18 [1792/45000]	Loss: 0.2405	LR: 0.000800
Training Epoch: 18 [2048/45000]	Loss: 0.2803	LR: 0.000800
Training Epoch: 18 [2304/45000]	Loss: 0.2864	LR: 0.000800
Training Epoch: 18 [2560/45000]	Loss: 0.3108	LR: 0.000800
Training Epoch: 18 [2816/45000]	Loss: 0.3135	LR: 0.000800
Training Epoch: 18 [3072/45000]	Loss: 0.2998	LR: 0.000800
Training Epoch: 18 [3328/45000]	Loss: 0.2749	LR: 0.000800
Training Epoch: 18 [3584/45000]	Loss: 0.2523	LR: 0.000800
Training Epoch: 18 [3840/45000]	Loss: 0.3164	LR: 0.000800
Training Epoch: 18 [4096/45000]	Loss: 0.2409	LR: 0.000800
Training Epoch: 18 [4352/45000]	Loss: 0.2276	LR: 0.000800
Training Epoch: 18 [4608/45000]	Loss: 0.2453	LR: 0.000800
Training Epoch: 18 [4864/45000]	Loss: 0.2775	LR: 0.000800
Training Epoch: 18 [5120/45000]	Loss: 0.2918	LR: 0.000800
Training Epoch: 18 [5376/45000]	Loss: 0.2851	LR: 0.000800
Training Epoch: 18 [5632/45000]	Loss: 0.2505	LR: 0.000800
Training Epoch: 18 [5888/45000]	Loss: 0.4154	LR: 0.000800
Training Epoch: 18 [6144/45000]	Loss: 0.2693	LR: 0.000800
Training Epoch: 18 [6400/45000]	Loss: 0.3071	LR: 0.000800
Training Epoch: 18 [6656/45000]	Loss: 0.2526	LR: 0.000800
Training Epoch: 18 [6912/45000]	Loss: 0.2451	LR: 0.000800
Training Epoch: 18 [7168/45000]	Loss: 0.3156	LR: 0.000800
Training Epoch: 18 [7424/45000]	Loss: 0.3048	LR: 0.000800
Training Epoch: 18 [7680/45000]	Loss: 0.2495	LR: 0.000800
Training Epoch: 18 [7936/45000]	Loss: 0.2366	LR: 0.000800
Training Epoch: 18 [8192/45000]	Loss: 0.3362	LR: 0.000800
Training Epoch: 18 [8448/45000]	Loss: 0.3216	LR: 0.000800
Training Epoch: 18 [8704/45000]	Loss: 0.2421	LR: 0.000800
Training Epoch: 18 [8960/45000]	Loss: 0.3062	LR: 0.000800
Training Epoch: 18 [9216/45000]	Loss: 0.3145	LR: 0.000800
Training Epoch: 18 [9472/45000]	Loss: 0.2556	LR: 0.000800
Training Epoch: 18 [9728/45000]	Loss: 0.2484	LR: 0.000800
Training Epoch: 18 [9984/45000]	Loss: 0.2610	LR: 0.000800
Training Epoch: 18 [10240/45000]	Loss: 0.3528	LR: 0.000800
Training Epoch: 18 [10496/45000]	Loss: 0.3204	LR: 0.000800
Training Epoch: 18 [10752/45000]	Loss: 0.3431	LR: 0.000800
Training Epoch: 18 [11008/45000]	Loss: 0.2451	LR: 0.000800
Training Epoch: 18 [11264/45000]	Loss: 0.2780	LR: 0.000800
Training Epoch: 18 [11520/45000]	Loss: 0.2795	LR: 0.000800
Training Epoch: 18 [11776/45000]	Loss: 0.1989	LR: 0.000800
Training Epoch: 18 [12032/45000]	Loss: 0.2593	LR: 0.000800
Training Epoch: 18 [12288/45000]	Loss: 0.2907	LR: 0.000800
Training Epoch: 18 [12544/45000]	Loss: 0.2718	LR: 0.000800
Training Epoch: 18 [12800/45000]	Loss: 0.2869	LR: 0.000800
Training Epoch: 18 [13056/45000]	Loss: 0.3596	LR: 0.000800
Training Epoch: 18 [13312/45000]	Loss: 0.2801	LR: 0.000800
Training Epoch: 18 [13568/45000]	Loss: 0.2322	LR: 0.000800
Training Epoch: 18 [13824/45000]	Loss: 0.2951	LR: 0.000800
Training Epoch: 18 [14080/45000]	Loss: 0.2171	LR: 0.000800
Training Epoch: 18 [14336/45000]	Loss: 0.2877	LR: 0.000800
Training Epoch: 18 [14592/45000]	Loss: 0.2719	LR: 0.000800
Training Epoch: 18 [14848/45000]	Loss: 0.2700	LR: 0.000800
Training Epoch: 18 [15104/45000]	Loss: 0.3251	LR: 0.000800
Training Epoch: 18 [15360/45000]	Loss: 0.2523	LR: 0.000800
Training Epoch: 18 [15616/45000]	Loss: 0.2666	LR: 0.000800
Training Epoch: 18 [15872/45000]	Loss: 0.3448	LR: 0.000800
Training Epoch: 18 [16128/45000]	Loss: 0.3221	LR: 0.000800
Training Epoch: 18 [16384/45000]	Loss: 0.2995	LR: 0.000800
Training Epoch: 18 [16640/45000]	Loss: 0.3718	LR: 0.000800
Training Epoch: 18 [16896/45000]	Loss: 0.2000	LR: 0.000800
Training Epoch: 18 [17152/45000]	Loss: 0.2864	LR: 0.000800
Training Epoch: 18 [17408/45000]	Loss: 0.3217	LR: 0.000800
Training Epoch: 18 [17664/45000]	Loss: 0.2599	LR: 0.000800
Training Epoch: 18 [17920/45000]	Loss: 0.3567	LR: 0.000800
Training Epoch: 18 [18176/45000]	Loss: 0.3664	LR: 0.000800
Training Epoch: 18 [18432/45000]	Loss: 0.2800	LR: 0.000800
Training Epoch: 18 [18688/45000]	Loss: 0.2229	LR: 0.000800
Training Epoch: 18 [18944/45000]	Loss: 0.3659	LR: 0.000800
Training Epoch: 18 [19200/45000]	Loss: 0.2258	LR: 0.000800
Training Epoch: 18 [19456/45000]	Loss: 0.2727	LR: 0.000800
Training Epoch: 18 [19712/45000]	Loss: 0.2888	LR: 0.000800
Training Epoch: 18 [19968/45000]	Loss: 0.2547	LR: 0.000800
Training Epoch: 18 [20224/45000]	Loss: 0.2627	LR: 0.000800
Training Epoch: 18 [20480/45000]	Loss: 0.2221	LR: 0.000800
Training Epoch: 18 [20736/45000]	Loss: 0.2612	LR: 0.000800
Training Epoch: 18 [20992/45000]	Loss: 0.2694	LR: 0.000800
Training Epoch: 18 [21248/45000]	Loss: 0.3264	LR: 0.000800
Training Epoch: 18 [21504/45000]	Loss: 0.2710	LR: 0.000800
Training Epoch: 18 [21760/45000]	Loss: 0.1998	LR: 0.000800
Training Epoch: 18 [22016/45000]	Loss: 0.2256	LR: 0.000800
Training Epoch: 18 [22272/45000]	Loss: 0.3233	LR: 0.000800
Training Epoch: 18 [22528/45000]	Loss: 0.2484	LR: 0.000800
Training Epoch: 18 [22784/45000]	Loss: 0.2948	LR: 0.000800
Training Epoch: 18 [23040/45000]	Loss: 0.2838	LR: 0.000800
Training Epoch: 18 [23296/45000]	Loss: 0.2747	LR: 0.000800
Training Epoch: 18 [23552/45000]	Loss: 0.2856	LR: 0.000800
Training Epoch: 18 [23808/45000]	Loss: 0.2672	LR: 0.000800
Training Epoch: 18 [24064/45000]	Loss: 0.3207	LR: 0.000800
Training Epoch: 18 [24320/45000]	Loss: 0.3170	LR: 0.000800
Training Epoch: 18 [24576/45000]	Loss: 0.3264	LR: 0.000800
Training Epoch: 18 [24832/45000]	Loss: 0.3186	LR: 0.000800
Training Epoch: 18 [25088/45000]	Loss: 0.2817	LR: 0.000800
Training Epoch: 18 [25344/45000]	Loss: 0.2698	LR: 0.000800
Training Epoch: 18 [25600/45000]	Loss: 0.3484	LR: 0.000800
Training Epoch: 18 [25856/45000]	Loss: 0.2785	LR: 0.000800
Training Epoch: 18 [26112/45000]	Loss: 0.2931	LR: 0.000800
Training Epoch: 18 [26368/45000]	Loss: 0.2482	LR: 0.000800
Training Epoch: 18 [26624/45000]	Loss: 0.3126	LR: 0.000800
Training Epoch: 18 [26880/45000]	Loss: 0.3089	LR: 0.000800
Training Epoch: 18 [27136/45000]	Loss: 0.3345	LR: 0.000800
Training Epoch: 18 [27392/45000]	Loss: 0.2929	LR: 0.000800
Training Epoch: 18 [27648/45000]	Loss: 0.2843	LR: 0.000800
Training Epoch: 18 [27904/45000]	Loss: 0.3454	LR: 0.000800
Training Epoch: 18 [28160/45000]	Loss: 0.2592	LR: 0.000800
Training Epoch: 18 [28416/45000]	Loss: 0.2770	LR: 0.000800
Training Epoch: 18 [28672/45000]	Loss: 0.2884	LR: 0.000800
Training Epoch: 18 [28928/45000]	Loss: 0.2960	LR: 0.000800
Training Epoch: 18 [29184/45000]	Loss: 0.2389	LR: 0.000800
Training Epoch: 18 [29440/45000]	Loss: 0.3322	LR: 0.000800
Training Epoch: 18 [29696/45000]	Loss: 0.3008	LR: 0.000800
Training Epoch: 18 [29952/45000]	Loss: 0.3058	LR: 0.000800
Training Epoch: 18 [30208/45000]	Loss: 0.2777	LR: 0.000800
Training Epoch: 18 [30464/45000]	Loss: 0.2265	LR: 0.000800
Training Epoch: 18 [30720/45000]	Loss: 0.2368	LR: 0.000800
Training Epoch: 18 [30976/45000]	Loss: 0.3374	LR: 0.000800
Training Epoch: 18 [31232/45000]	Loss: 0.2408	LR: 0.000800
Training Epoch: 18 [31488/45000]	Loss: 0.2818	LR: 0.000800
Training Epoch: 18 [31744/45000]	Loss: 0.3503	LR: 0.000800
Training Epoch: 18 [32000/45000]	Loss: 0.2302	LR: 0.000800
Training Epoch: 18 [32256/45000]	Loss: 0.3096	LR: 0.000800
Training Epoch: 18 [32512/45000]	Loss: 0.2745	LR: 0.000800
Training Epoch: 18 [32768/45000]	Loss: 0.3057	LR: 0.000800
Training Epoch: 18 [33024/45000]	Loss: 0.2970	LR: 0.000800
Training Epoch: 18 [33280/45000]	Loss: 0.2510	LR: 0.000800
Training Epoch: 18 [33536/45000]	Loss: 0.3128	LR: 0.000800
Training Epoch: 18 [33792/45000]	Loss: 0.2904	LR: 0.000800
Training Epoch: 18 [34048/45000]	Loss: 0.2264	LR: 0.000800
Training Epoch: 18 [34304/45000]	Loss: 0.3036	LR: 0.000800
Training Epoch: 18 [34560/45000]	Loss: 0.2230	LR: 0.000800
Training Epoch: 18 [34816/45000]	Loss: 0.2627	LR: 0.000800
Training Epoch: 18 [35072/45000]	Loss: 0.2905	LR: 0.000800
Training Epoch: 18 [35328/45000]	Loss: 0.2478	LR: 0.000800
Training Epoch: 18 [35584/45000]	Loss: 0.3304	LR: 0.000800
Training Epoch: 18 [35840/45000]	Loss: 0.2432	LR: 0.000800
Training Epoch: 18 [36096/45000]	Loss: 0.3065	LR: 0.000800
Training Epoch: 18 [36352/45000]	Loss: 0.2586	LR: 0.000800
Training Epoch: 18 [36608/45000]	Loss: 0.3247	LR: 0.000800
Training Epoch: 18 [36864/45000]	Loss: 0.2725	LR: 0.000800
Training Epoch: 18 [37120/45000]	Loss: 0.2103	LR: 0.000800
Training Epoch: 18 [37376/45000]	Loss: 0.3306	LR: 0.000800
Training Epoch: 18 [37632/45000]	Loss: 0.2647	LR: 0.000800
Training Epoch: 18 [37888/45000]	Loss: 0.2785	LR: 0.000800
Training Epoch: 18 [38144/45000]	Loss: 0.3231	LR: 0.000800
Training Epoch: 18 [38400/45000]	Loss: 0.2514	LR: 0.000800
Training Epoch: 18 [38656/45000]	Loss: 0.2992	LR: 0.000800
Training Epoch: 18 [38912/45000]	Loss: 0.3042	LR: 0.000800
Training Epoch: 18 [39168/45000]	Loss: 0.2859	LR: 0.000800
Training Epoch: 18 [39424/45000]	Loss: 0.2626	LR: 0.000800
Training Epoch: 18 [39680/45000]	Loss: 0.2412	LR: 0.000800
Training Epoch: 18 [39936/45000]	Loss: 0.3298	LR: 0.000800
Training Epoch: 18 [40192/45000]	Loss: 0.2941	LR: 0.000800
Training Epoch: 18 [40448/45000]	Loss: 0.2439	LR: 0.000800
Training Epoch: 18 [40704/45000]	Loss: 0.2857	LR: 0.000800
Training Epoch: 18 [40960/45000]	Loss: 0.3056	LR: 0.000800
Training Epoch: 18 [41216/45000]	Loss: 0.3386	LR: 0.000800
Training Epoch: 18 [41472/45000]	Loss: 0.2994	LR: 0.000800
Training Epoch: 18 [41728/45000]	Loss: 0.2891	LR: 0.000800
Training Epoch: 18 [41984/45000]	Loss: 0.3011	LR: 0.000800
Training Epoch: 18 [42240/45000]	Loss: 0.3234	LR: 0.000800
Training Epoch: 18 [42496/45000]	Loss: 0.2539	LR: 0.000800
Training Epoch: 18 [42752/45000]	Loss: 0.2401	LR: 0.000800
Training Epoch: 18 [43008/45000]	Loss: 0.2409	LR: 0.000800
Training Epoch: 18 [43264/45000]	Loss: 0.2823	LR: 0.000800
Training Epoch: 18 [43520/45000]	Loss: 0.2741	LR: 0.000800
Training Epoch: 18 [43776/45000]	Loss: 0.2178	LR: 0.000800
Training Epoch: 18 [44032/45000]	Loss: 0.3141	LR: 0.000800
Training Epoch: 18 [44288/45000]	Loss: 0.2895	LR: 0.000800
Training Epoch: 18 [44544/45000]	Loss: 0.3100	LR: 0.000800
Training Epoch: 18 [44800/45000]	Loss: 0.2055	LR: 0.000800
Training Epoch: 18 [45000/45000]	Loss: 0.2961	LR: 0.000800
Epoch 18 - Average Train Loss: 0.2824, Train Accuracy: 0.9024
Epoch 18 training time consumed: 38.83s
Evaluating Network.....
Test set: Epoch: 18, Average loss: 0.0013, Accuracy: 0.8885, Time consumed:1.39s
Saving weights file to checkpoint/retrain/ResNet18/Friday_11_July_2025_09h_57m_00s/ResNet18-Cifar10-seed8-ret100-18-best.pth
Training Epoch: 19 [256/45000]	Loss: 0.2749	LR: 0.000800
Training Epoch: 19 [512/45000]	Loss: 0.3136	LR: 0.000800
Training Epoch: 19 [768/45000]	Loss: 0.2846	LR: 0.000800
Training Epoch: 19 [1024/45000]	Loss: 0.3097	LR: 0.000800
Training Epoch: 19 [1280/45000]	Loss: 0.2865	LR: 0.000800
Training Epoch: 19 [1536/45000]	Loss: 0.2483	LR: 0.000800
Training Epoch: 19 [1792/45000]	Loss: 0.2902	LR: 0.000800
Training Epoch: 19 [2048/45000]	Loss: 0.3232	LR: 0.000800
Training Epoch: 19 [2304/45000]	Loss: 0.3063	LR: 0.000800
Training Epoch: 19 [2560/45000]	Loss: 0.3505	LR: 0.000800
Training Epoch: 19 [2816/45000]	Loss: 0.2677	LR: 0.000800
Training Epoch: 19 [3072/45000]	Loss: 0.2652	LR: 0.000800
Training Epoch: 19 [3328/45000]	Loss: 0.2179	LR: 0.000800
Training Epoch: 19 [3584/45000]	Loss: 0.3200	LR: 0.000800
Training Epoch: 19 [3840/45000]	Loss: 0.2944	LR: 0.000800
Training Epoch: 19 [4096/45000]	Loss: 0.2818	LR: 0.000800
Training Epoch: 19 [4352/45000]	Loss: 0.3657	LR: 0.000800
Training Epoch: 19 [4608/45000]	Loss: 0.2728	LR: 0.000800
Training Epoch: 19 [4864/45000]	Loss: 0.2554	LR: 0.000800
Training Epoch: 19 [5120/45000]	Loss: 0.2638	LR: 0.000800
Training Epoch: 19 [5376/45000]	Loss: 0.2624	LR: 0.000800
Training Epoch: 19 [5632/45000]	Loss: 0.3739	LR: 0.000800
Training Epoch: 19 [5888/45000]	Loss: 0.2523	LR: 0.000800
Training Epoch: 19 [6144/45000]	Loss: 0.2393	LR: 0.000800
Training Epoch: 19 [6400/45000]	Loss: 0.3540	LR: 0.000800
Training Epoch: 19 [6656/45000]	Loss: 0.3039	LR: 0.000800
Training Epoch: 19 [6912/45000]	Loss: 0.2744	LR: 0.000800
Training Epoch: 19 [7168/45000]	Loss: 0.2756	LR: 0.000800
Training Epoch: 19 [7424/45000]	Loss: 0.2559	LR: 0.000800
Training Epoch: 19 [7680/45000]	Loss: 0.3179	LR: 0.000800
Training Epoch: 19 [7936/45000]	Loss: 0.2573	LR: 0.000800
Training Epoch: 19 [8192/45000]	Loss: 0.2831	LR: 0.000800
Training Epoch: 19 [8448/45000]	Loss: 0.2616	LR: 0.000800
Training Epoch: 19 [8704/45000]	Loss: 0.3168	LR: 0.000800
Training Epoch: 19 [8960/45000]	Loss: 0.2869	LR: 0.000800
Training Epoch: 19 [9216/45000]	Loss: 0.3403	LR: 0.000800
Training Epoch: 19 [9472/45000]	Loss: 0.2297	LR: 0.000800
Training Epoch: 19 [9728/45000]	Loss: 0.2820	LR: 0.000800
Training Epoch: 19 [9984/45000]	Loss: 0.2916	LR: 0.000800
Training Epoch: 19 [10240/45000]	Loss: 0.2488	LR: 0.000800
Training Epoch: 19 [10496/45000]	Loss: 0.2980	LR: 0.000800
Training Epoch: 19 [10752/45000]	Loss: 0.3331	LR: 0.000800
Training Epoch: 19 [11008/45000]	Loss: 0.2579	LR: 0.000800
Training Epoch: 19 [11264/45000]	Loss: 0.3312	LR: 0.000800
Training Epoch: 19 [11520/45000]	Loss: 0.2935	LR: 0.000800
Training Epoch: 19 [11776/45000]	Loss: 0.3620	LR: 0.000800
Training Epoch: 19 [12032/45000]	Loss: 0.2927	LR: 0.000800
Training Epoch: 19 [12288/45000]	Loss: 0.3139	LR: 0.000800
Training Epoch: 19 [12544/45000]	Loss: 0.3119	LR: 0.000800
Training Epoch: 19 [12800/45000]	Loss: 0.2420	LR: 0.000800
Training Epoch: 19 [13056/45000]	Loss: 0.2680	LR: 0.000800
Training Epoch: 19 [13312/45000]	Loss: 0.2713	LR: 0.000800
Training Epoch: 19 [13568/45000]	Loss: 0.2112	LR: 0.000800
Training Epoch: 19 [13824/45000]	Loss: 0.2385	LR: 0.000800
Training Epoch: 19 [14080/45000]	Loss: 0.2108	LR: 0.000800
Training Epoch: 19 [14336/45000]	Loss: 0.2737	LR: 0.000800
Training Epoch: 19 [14592/45000]	Loss: 0.2908	LR: 0.000800
Training Epoch: 19 [14848/45000]	Loss: 0.2861	LR: 0.000800
Training Epoch: 19 [15104/45000]	Loss: 0.2635	LR: 0.000800
Training Epoch: 19 [15360/45000]	Loss: 0.2087	LR: 0.000800
Training Epoch: 19 [15616/45000]	Loss: 0.2428	LR: 0.000800
Training Epoch: 19 [15872/45000]	Loss: 0.2533	LR: 0.000800
Training Epoch: 19 [16128/45000]	Loss: 0.2749	LR: 0.000800
Training Epoch: 19 [16384/45000]	Loss: 0.2660	LR: 0.000800
Training Epoch: 19 [16640/45000]	Loss: 0.3201	LR: 0.000800
Training Epoch: 19 [16896/45000]	Loss: 0.2477	LR: 0.000800
Training Epoch: 19 [17152/45000]	Loss: 0.2588	LR: 0.000800
Training Epoch: 19 [17408/45000]	Loss: 0.3628	LR: 0.000800
Training Epoch: 19 [17664/45000]	Loss: 0.2883	LR: 0.000800
Training Epoch: 19 [17920/45000]	Loss: 0.2445	LR: 0.000800
Training Epoch: 19 [18176/45000]	Loss: 0.2305	LR: 0.000800
Training Epoch: 19 [18432/45000]	Loss: 0.3211	LR: 0.000800
Training Epoch: 19 [18688/45000]	Loss: 0.2802	LR: 0.000800
Training Epoch: 19 [18944/45000]	Loss: 0.3680	LR: 0.000800
Training Epoch: 19 [19200/45000]	Loss: 0.2605	LR: 0.000800
Training Epoch: 19 [19456/45000]	Loss: 0.3023	LR: 0.000800
Training Epoch: 19 [19712/45000]	Loss: 0.2731	LR: 0.000800
Training Epoch: 19 [19968/45000]	Loss: 0.1836	LR: 0.000800
Training Epoch: 19 [20224/45000]	Loss: 0.3026	LR: 0.000800
Training Epoch: 19 [20480/45000]	Loss: 0.2593	LR: 0.000800
Training Epoch: 19 [20736/45000]	Loss: 0.2177	LR: 0.000800
Training Epoch: 19 [20992/45000]	Loss: 0.2600	LR: 0.000800
Training Epoch: 19 [21248/45000]	Loss: 0.2673	LR: 0.000800
Training Epoch: 19 [21504/45000]	Loss: 0.2456	LR: 0.000800
Training Epoch: 19 [21760/45000]	Loss: 0.3146	LR: 0.000800
Training Epoch: 19 [22016/45000]	Loss: 0.3045	LR: 0.000800
Training Epoch: 19 [22272/45000]	Loss: 0.2831	LR: 0.000800
Training Epoch: 19 [22528/45000]	Loss: 0.2741	LR: 0.000800
Training Epoch: 19 [22784/45000]	Loss: 0.3622	LR: 0.000800
Training Epoch: 19 [23040/45000]	Loss: 0.2777	LR: 0.000800
Training Epoch: 19 [23296/45000]	Loss: 0.3484	LR: 0.000800
Training Epoch: 19 [23552/45000]	Loss: 0.2353	LR: 0.000800
Training Epoch: 19 [23808/45000]	Loss: 0.2631	LR: 0.000800
Training Epoch: 19 [24064/45000]	Loss: 0.3437	LR: 0.000800
Training Epoch: 19 [24320/45000]	Loss: 0.2696	LR: 0.000800
Training Epoch: 19 [24576/45000]	Loss: 0.2753	LR: 0.000800
Training Epoch: 19 [24832/45000]	Loss: 0.2723	LR: 0.000800
Training Epoch: 19 [25088/45000]	Loss: 0.3739	LR: 0.000800
Training Epoch: 19 [25344/45000]	Loss: 0.2940	LR: 0.000800
Training Epoch: 19 [25600/45000]	Loss: 0.2253	LR: 0.000800
Training Epoch: 19 [25856/45000]	Loss: 0.3152	LR: 0.000800
Training Epoch: 19 [26112/45000]	Loss: 0.2742	LR: 0.000800
Training Epoch: 19 [26368/45000]	Loss: 0.2593	LR: 0.000800
Training Epoch: 19 [26624/45000]	Loss: 0.2878	LR: 0.000800
Training Epoch: 19 [26880/45000]	Loss: 0.2948	LR: 0.000800
Training Epoch: 19 [27136/45000]	Loss: 0.2828	LR: 0.000800
Training Epoch: 19 [27392/45000]	Loss: 0.2715	LR: 0.000800
Training Epoch: 19 [27648/45000]	Loss: 0.2492	LR: 0.000800
Training Epoch: 19 [27904/45000]	Loss: 0.3219	LR: 0.000800
Training Epoch: 19 [28160/45000]	Loss: 0.2948	LR: 0.000800
Training Epoch: 19 [28416/45000]	Loss: 0.2630	LR: 0.000800
Training Epoch: 19 [28672/45000]	Loss: 0.2066	LR: 0.000800
Training Epoch: 19 [28928/45000]	Loss: 0.2909	LR: 0.000800
Training Epoch: 19 [29184/45000]	Loss: 0.3011	LR: 0.000800
Training Epoch: 19 [29440/45000]	Loss: 0.2677	LR: 0.000800
Training Epoch: 19 [29696/45000]	Loss: 0.3031	LR: 0.000800
Training Epoch: 19 [29952/45000]	Loss: 0.3950	LR: 0.000800
Training Epoch: 19 [30208/45000]	Loss: 0.3295	LR: 0.000800
Training Epoch: 19 [30464/45000]	Loss: 0.3389	LR: 0.000800
Training Epoch: 19 [30720/45000]	Loss: 0.2817	LR: 0.000800
Training Epoch: 19 [30976/45000]	Loss: 0.2124	LR: 0.000800
Training Epoch: 19 [31232/45000]	Loss: 0.3015	LR: 0.000800
Training Epoch: 19 [31488/45000]	Loss: 0.2252	LR: 0.000800
Training Epoch: 19 [31744/45000]	Loss: 0.1991	LR: 0.000800
Training Epoch: 19 [32000/45000]	Loss: 0.3010	LR: 0.000800
Training Epoch: 19 [32256/45000]	Loss: 0.1973	LR: 0.000800
Training Epoch: 19 [32512/45000]	Loss: 0.2382	LR: 0.000800
Training Epoch: 19 [32768/45000]	Loss: 0.2803	LR: 0.000800
Training Epoch: 19 [33024/45000]	Loss: 0.2731	LR: 0.000800
Training Epoch: 19 [33280/45000]	Loss: 0.2316	LR: 0.000800
Training Epoch: 19 [33536/45000]	Loss: 0.3081	LR: 0.000800
Training Epoch: 19 [33792/45000]	Loss: 0.2642	LR: 0.000800
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Training Epoch: 19 [34560/45000]	Loss: 0.3182	LR: 0.000800
Training Epoch: 19 [34816/45000]	Loss: 0.2732	LR: 0.000800
Training Epoch: 19 [35072/45000]	Loss: 0.2981	LR: 0.000800
Training Epoch: 19 [35328/45000]	Loss: 0.2733	LR: 0.000800
Training Epoch: 19 [35584/45000]	Loss: 0.2149	LR: 0.000800
Training Epoch: 19 [35840/45000]	Loss: 0.3301	LR: 0.000800
Training Epoch: 19 [36096/45000]	Loss: 0.2677	LR: 0.000800
Training Epoch: 19 [36352/45000]	Loss: 0.2170	LR: 0.000800
Training Epoch: 19 [36608/45000]	Loss: 0.2341	LR: 0.000800
Training Epoch: 19 [36864/45000]	Loss: 0.2846	LR: 0.000800
Training Epoch: 19 [37120/45000]	Loss: 0.2707	LR: 0.000800
Training Epoch: 19 [37376/45000]	Loss: 0.3439	LR: 0.000800
Training Epoch: 19 [37632/45000]	Loss: 0.2808	LR: 0.000800
Training Epoch: 19 [37888/45000]	Loss: 0.3382	LR: 0.000800
Training Epoch: 19 [38144/45000]	Loss: 0.2098	LR: 0.000800
Training Epoch: 19 [38400/45000]	Loss: 0.3455	LR: 0.000800
Training Epoch: 19 [38656/45000]	Loss: 0.2570	LR: 0.000800
Training Epoch: 19 [38912/45000]	Loss: 0.3520	LR: 0.000800
Training Epoch: 19 [39168/45000]	Loss: 0.1942	LR: 0.000800
Training Epoch: 19 [39424/45000]	Loss: 0.2809	LR: 0.000800
Training Epoch: 19 [39680/45000]	Loss: 0.3030	LR: 0.000800
Training Epoch: 19 [39936/45000]	Loss: 0.4042	LR: 0.000800
Training Epoch: 19 [40192/45000]	Loss: 0.3157	LR: 0.000800
Training Epoch: 19 [40448/45000]	Loss: 0.2810	LR: 0.000800
Training Epoch: 19 [40704/45000]	Loss: 0.3336	LR: 0.000800
Training Epoch: 19 [40960/45000]	Loss: 0.2700	LR: 0.000800
Training Epoch: 19 [41216/45000]	Loss: 0.2746	LR: 0.000800
Training Epoch: 19 [41472/45000]	Loss: 0.2806	LR: 0.000800
Training Epoch: 19 [41728/45000]	Loss: 0.2552	LR: 0.000800
Training Epoch: 19 [41984/45000]	Loss: 0.2737	LR: 0.000800
Training Epoch: 19 [42240/45000]	Loss: 0.1727	LR: 0.000800
Training Epoch: 19 [42496/45000]	Loss: 0.2465	LR: 0.000800
Training Epoch: 19 [42752/45000]	Loss: 0.3199	LR: 0.000800
Training Epoch: 19 [43008/45000]	Loss: 0.3557	LR: 0.000800
Training Epoch: 19 [43264/45000]	Loss: 0.2821	LR: 0.000800
Training Epoch: 19 [43520/45000]	Loss: 0.2675	LR: 0.000800
Training Epoch: 19 [43776/45000]	Loss: 0.2901	LR: 0.000800
Training Epoch: 19 [44032/45000]	Loss: 0.2976	LR: 0.000800
Training Epoch: 19 [44288/45000]	Loss: 0.2916	LR: 0.000800
Training Epoch: 19 [44544/45000]	Loss: 0.2712	LR: 0.000800
Training Epoch: 19 [44800/45000]	Loss: 0.3492	LR: 0.000800
Training Epoch: 19 [45000/45000]	Loss: 0.3160	LR: 0.000800
Epoch 19 - Average Train Loss: 0.2822, Train Accuracy: 0.9024
Epoch 19 training time consumed: 38.81s
Evaluating Network.....
Test set: Epoch: 19, Average loss: 0.0013, Accuracy: 0.8889, Time consumed:1.85s
Saving weights file to checkpoint/retrain/ResNet18/Friday_11_July_2025_09h_57m_00s/ResNet18-Cifar10-seed8-ret100-19-best.pth
Training Epoch: 20 [256/45000]	Loss: 0.2371	LR: 0.000800
Training Epoch: 20 [512/45000]	Loss: 0.2427	LR: 0.000800
Training Epoch: 20 [768/45000]	Loss: 0.2787	LR: 0.000800
Training Epoch: 20 [1024/45000]	Loss: 0.2054	LR: 0.000800
Training Epoch: 20 [1280/45000]	Loss: 0.2496	LR: 0.000800
Training Epoch: 20 [1536/45000]	Loss: 0.2847	LR: 0.000800
Training Epoch: 20 [1792/45000]	Loss: 0.3515	LR: 0.000800
Training Epoch: 20 [2048/45000]	Loss: 0.3044	LR: 0.000800
Training Epoch: 20 [2304/45000]	Loss: 0.2917	LR: 0.000800
Training Epoch: 20 [2560/45000]	Loss: 0.2417	LR: 0.000800
Training Epoch: 20 [2816/45000]	Loss: 0.2401	LR: 0.000800
Training Epoch: 20 [3072/45000]	Loss: 0.2546	LR: 0.000800
Training Epoch: 20 [3328/45000]	Loss: 0.2320	LR: 0.000800
Training Epoch: 20 [3584/45000]	Loss: 0.2828	LR: 0.000800
Training Epoch: 20 [3840/45000]	Loss: 0.3039	LR: 0.000800
Training Epoch: 20 [4096/45000]	Loss: 0.2393	LR: 0.000800
Training Epoch: 20 [4352/45000]	Loss: 0.2844	LR: 0.000800
Training Epoch: 20 [4608/45000]	Loss: 0.2739	LR: 0.000800
Training Epoch: 20 [4864/45000]	Loss: 0.3136	LR: 0.000800
Training Epoch: 20 [5120/45000]	Loss: 0.2433	LR: 0.000800
Training Epoch: 20 [5376/45000]	Loss: 0.3196	LR: 0.000800
Training Epoch: 20 [5632/45000]	Loss: 0.1939	LR: 0.000800
Training Epoch: 20 [5888/45000]	Loss: 0.2446	LR: 0.000800
Training Epoch: 20 [6144/45000]	Loss: 0.2733	LR: 0.000800
Training Epoch: 20 [6400/45000]	Loss: 0.3090	LR: 0.000800
Training Epoch: 20 [6656/45000]	Loss: 0.3192	LR: 0.000800
Training Epoch: 20 [6912/45000]	Loss: 0.2497	LR: 0.000800
Training Epoch: 20 [7168/45000]	Loss: 0.2998	LR: 0.000800
Training Epoch: 20 [7424/45000]	Loss: 0.3217	LR: 0.000800
Training Epoch: 20 [7680/45000]	Loss: 0.2302	LR: 0.000800
Training Epoch: 20 [7936/45000]	Loss: 0.2541	LR: 0.000800
Training Epoch: 20 [8192/45000]	Loss: 0.2970	LR: 0.000800
Training Epoch: 20 [8448/45000]	Loss: 0.2932	LR: 0.000800
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Training Epoch: 20 [8960/45000]	Loss: 0.2316	LR: 0.000800
Training Epoch: 20 [9216/45000]	Loss: 0.2989	LR: 0.000800
Training Epoch: 20 [9472/45000]	Loss: 0.2708	LR: 0.000800
Training Epoch: 20 [9728/45000]	Loss: 0.2564	LR: 0.000800
Training Epoch: 20 [9984/45000]	Loss: 0.2709	LR: 0.000800
Training Epoch: 20 [10240/45000]	Loss: 0.3384	LR: 0.000800
Training Epoch: 20 [10496/45000]	Loss: 0.2261	LR: 0.000800
Training Epoch: 20 [10752/45000]	Loss: 0.2725	LR: 0.000800
Training Epoch: 20 [11008/45000]	Loss: 0.2579	LR: 0.000800
Training Epoch: 20 [11264/45000]	Loss: 0.3535	LR: 0.000800
Training Epoch: 20 [11520/45000]	Loss: 0.3351	LR: 0.000800
Training Epoch: 20 [11776/45000]	Loss: 0.3527	LR: 0.000800
Training Epoch: 20 [12032/45000]	Loss: 0.2208	LR: 0.000800
Training Epoch: 20 [12288/45000]	Loss: 0.2771	LR: 0.000800
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Training Epoch: 20 [12800/45000]	Loss: 0.2767	LR: 0.000800
Training Epoch: 20 [13056/45000]	Loss: 0.3852	LR: 0.000800
Training Epoch: 20 [13312/45000]	Loss: 0.3148	LR: 0.000800
Training Epoch: 20 [13568/45000]	Loss: 0.2655	LR: 0.000800
Training Epoch: 20 [13824/45000]	Loss: 0.3094	LR: 0.000800
Training Epoch: 20 [14080/45000]	Loss: 0.2784	LR: 0.000800
Training Epoch: 20 [14336/45000]	Loss: 0.2931	LR: 0.000800
Training Epoch: 20 [14592/45000]	Loss: 0.2599	LR: 0.000800
Training Epoch: 20 [14848/45000]	Loss: 0.3517	LR: 0.000800
Training Epoch: 20 [15104/45000]	Loss: 0.2663	LR: 0.000800
Training Epoch: 20 [15360/45000]	Loss: 0.2758	LR: 0.000800
Training Epoch: 20 [15616/45000]	Loss: 0.2762	LR: 0.000800
Training Epoch: 20 [15872/45000]	Loss: 0.3228	LR: 0.000800
Training Epoch: 20 [16128/45000]	Loss: 0.2832	LR: 0.000800
Training Epoch: 20 [16384/45000]	Loss: 0.2952	LR: 0.000800
Training Epoch: 20 [16640/45000]	Loss: 0.2264	LR: 0.000800
Training Epoch: 20 [16896/45000]	Loss: 0.2992	LR: 0.000800
Training Epoch: 20 [17152/45000]	Loss: 0.2397	LR: 0.000800
Training Epoch: 20 [17408/45000]	Loss: 0.2457	LR: 0.000800
Training Epoch: 20 [17664/45000]	Loss: 0.3053	LR: 0.000800
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Training Epoch: 20 [18176/45000]	Loss: 0.2743	LR: 0.000800
Training Epoch: 20 [18432/45000]	Loss: 0.2441	LR: 0.000800
Training Epoch: 20 [18688/45000]	Loss: 0.2658	LR: 0.000800
Training Epoch: 20 [18944/45000]	Loss: 0.2320	LR: 0.000800
Training Epoch: 20 [19200/45000]	Loss: 0.2773	LR: 0.000800
Training Epoch: 20 [19456/45000]	Loss: 0.2124	LR: 0.000800
Training Epoch: 20 [19712/45000]	Loss: 0.2670	LR: 0.000800
Training Epoch: 20 [19968/45000]	Loss: 0.3544	LR: 0.000800
Training Epoch: 20 [20224/45000]	Loss: 0.2562	LR: 0.000800
Training Epoch: 20 [20480/45000]	Loss: 0.2319	LR: 0.000800
Training Epoch: 20 [20736/45000]	Loss: 0.2689	LR: 0.000800
Training Epoch: 20 [20992/45000]	Loss: 0.2539	LR: 0.000800
Training Epoch: 20 [21248/45000]	Loss: 0.2620	LR: 0.000800
Training Epoch: 20 [21504/45000]	Loss: 0.3164	LR: 0.000800
Training Epoch: 20 [21760/45000]	Loss: 0.2638	LR: 0.000800
Training Epoch: 20 [22016/45000]	Loss: 0.2584	LR: 0.000800
Training Epoch: 20 [22272/45000]	Loss: 0.3109	LR: 0.000800
Training Epoch: 20 [22528/45000]	Loss: 0.3307	LR: 0.000800
Training Epoch: 20 [22784/45000]	Loss: 0.2458	LR: 0.000800
Training Epoch: 20 [23040/45000]	Loss: 0.2480	LR: 0.000800
Training Epoch: 20 [23296/45000]	Loss: 0.2622	LR: 0.000800
Training Epoch: 20 [23552/45000]	Loss: 0.3250	LR: 0.000800
Training Epoch: 20 [23808/45000]	Loss: 0.4175	LR: 0.000800
Training Epoch: 20 [24064/45000]	Loss: 0.2971	LR: 0.000800
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Training Epoch: 20 [25088/45000]	Loss: 0.3043	LR: 0.000800
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Training Epoch: 20 [28416/45000]	Loss: 0.2995	LR: 0.000800
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Training Epoch: 20 [42496/45000]	Loss: 0.2413	LR: 0.000800
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Training Epoch: 20 [43008/45000]	Loss: 0.2855	LR: 0.000800
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Training Epoch: 20 [43520/45000]	Loss: 0.2413	LR: 0.000800
Training Epoch: 20 [43776/45000]	Loss: 0.1656	LR: 0.000800
Training Epoch: 20 [44032/45000]	Loss: 0.3087	LR: 0.000800
Training Epoch: 20 [44288/45000]	Loss: 0.2362	LR: 0.000800
Training Epoch: 20 [44544/45000]	Loss: 0.2830	LR: 0.000800
Training Epoch: 20 [44800/45000]	Loss: 0.2812	LR: 0.000800
Training Epoch: 20 [45000/45000]	Loss: 0.3204	LR: 0.000800
Epoch 20 - Average Train Loss: 0.2807, Train Accuracy: 0.9019
Epoch 20 training time consumed: 39.25s
Evaluating Network.....
Test set: Epoch: 20, Average loss: 0.0013, Accuracy: 0.8899, Time consumed:1.38s
Saving weights file to checkpoint/retrain/ResNet18/Friday_11_July_2025_09h_57m_00s/ResNet18-Cifar10-seed8-ret100-20-best.pth
Valid (Test) Dl:  10000
Train Dl:  50000
Retain Train Dl:  45000
Forget Train Dl:  5000
Retain Valid Dl:  45000
Forget Valid Dl:  5000
retain_prob Distribution: 10000 samples
test_prob Distribution: 10000 samples
forget_prob Distribution: 5000 samples
Set1 Distribution: 5000 samples
Set2 Distribution: 5000 samples
Set1 Distribution: 5000 samples
Set2 Distribution: 5000 samples
Set1 Distribution: 10000 samples
Set2 Distribution: 10000 samples
Set1 Distribution: 10000 samples
Set2 Distribution: 10000 samples
Test Accuracy: 89.248046875
Retain Accuracy: 90.59091186523438
Zero-Retain Forget (ZRF): 0.8336531519889832
Membership Inference Attack (MIA): 0.6052
Forget vs Retain Membership Inference Attack (MIA): 0.519
Forget vs Test Membership Inference Attack (MIA): 0.539
Test vs Retain Membership Inference Attack (MIA): 0.5015
Train vs Test Membership Inference Attack (MIA): 0.51625
Forget Set Accuracy (Df): 87.91130065917969
Method Execution Time: 1743.19 seconds
