hello
hello

📌S Retain class distribution for seed 10:
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

📌S Forget class distribution for seed 10:
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: 2.3917	LR: 0.000000
Training Epoch: 1 [512/45000]	Loss: 2.3849	LR: 0.000568
Training Epoch: 1 [768/45000]	Loss: 2.3302	LR: 0.001136
Training Epoch: 1 [1024/45000]	Loss: 2.3259	LR: 0.001705
Training Epoch: 1 [1280/45000]	Loss: 2.3307	LR: 0.002273
Training Epoch: 1 [1536/45000]	Loss: 2.3055	LR: 0.002841
Training Epoch: 1 [1792/45000]	Loss: 2.2357	LR: 0.003409
Training Epoch: 1 [2048/45000]	Loss: 2.2603	LR: 0.003977
Training Epoch: 1 [2304/45000]	Loss: 2.2610	LR: 0.004545
Training Epoch: 1 [2560/45000]	Loss: 2.2172	LR: 0.005114
Training Epoch: 1 [2816/45000]	Loss: 2.2394	LR: 0.005682
Training Epoch: 1 [3072/45000]	Loss: 2.1596	LR: 0.006250
Training Epoch: 1 [3328/45000]	Loss: 2.2582	LR: 0.006818
Training Epoch: 1 [3584/45000]	Loss: 2.1490	LR: 0.007386
Training Epoch: 1 [3840/45000]	Loss: 2.0604	LR: 0.007955
Training Epoch: 1 [4096/45000]	Loss: 2.1492	LR: 0.008523
Training Epoch: 1 [4352/45000]	Loss: 2.0313	LR: 0.009091
Training Epoch: 1 [4608/45000]	Loss: 1.9738	LR: 0.009659
Training Epoch: 1 [4864/45000]	Loss: 2.0173	LR: 0.010227
Training Epoch: 1 [5120/45000]	Loss: 1.9728	LR: 0.010795
Training Epoch: 1 [5376/45000]	Loss: 1.9211	LR: 0.011364
Training Epoch: 1 [5632/45000]	Loss: 1.9989	LR: 0.011932
Training Epoch: 1 [5888/45000]	Loss: 2.0190	LR: 0.012500
Training Epoch: 1 [6144/45000]	Loss: 1.9602	LR: 0.013068
Training Epoch: 1 [6400/45000]	Loss: 1.7968	LR: 0.013636
Training Epoch: 1 [6656/45000]	Loss: 1.9461	LR: 0.014205
Training Epoch: 1 [6912/45000]	Loss: 1.8698	LR: 0.014773
Training Epoch: 1 [7168/45000]	Loss: 1.8790	LR: 0.015341
Training Epoch: 1 [7424/45000]	Loss: 1.8354	LR: 0.015909
Training Epoch: 1 [7680/45000]	Loss: 1.9438	LR: 0.016477
Training Epoch: 1 [7936/45000]	Loss: 1.7410	LR: 0.017045
Training Epoch: 1 [8192/45000]	Loss: 1.9109	LR: 0.017614
Training Epoch: 1 [8448/45000]	Loss: 1.8174	LR: 0.018182
Training Epoch: 1 [8704/45000]	Loss: 1.9520	LR: 0.018750
Training Epoch: 1 [8960/45000]	Loss: 1.8190	LR: 0.019318
Training Epoch: 1 [9216/45000]	Loss: 1.8870	LR: 0.019886
Training Epoch: 1 [9472/45000]	Loss: 1.9644	LR: 0.020455
Training Epoch: 1 [9728/45000]	Loss: 1.9140	LR: 0.021023
Training Epoch: 1 [9984/45000]	Loss: 1.9198	LR: 0.021591
Training Epoch: 1 [10240/45000]	Loss: 1.8685	LR: 0.022159
Training Epoch: 1 [10496/45000]	Loss: 1.7536	LR: 0.022727
Training Epoch: 1 [10752/45000]	Loss: 2.0193	LR: 0.023295
Training Epoch: 1 [11008/45000]	Loss: 1.8880	LR: 0.023864
Training Epoch: 1 [11264/45000]	Loss: 1.6649	LR: 0.024432
Training Epoch: 1 [11520/45000]	Loss: 1.8647	LR: 0.025000
Training Epoch: 1 [11776/45000]	Loss: 1.7198	LR: 0.025568
Training Epoch: 1 [12032/45000]	Loss: 1.8287	LR: 0.026136
Training Epoch: 1 [12288/45000]	Loss: 1.7824	LR: 0.026705
Training Epoch: 1 [12544/45000]	Loss: 1.7712	LR: 0.027273
Training Epoch: 1 [12800/45000]	Loss: 1.8058	LR: 0.027841
Training Epoch: 1 [13056/45000]	Loss: 1.7033	LR: 0.028409
Training Epoch: 1 [13312/45000]	Loss: 1.6784	LR: 0.028977
Training Epoch: 1 [13568/45000]	Loss: 1.6798	LR: 0.029545
Training Epoch: 1 [13824/45000]	Loss: 1.6249	LR: 0.030114
Training Epoch: 1 [14080/45000]	Loss: 1.7346	LR: 0.030682
Training Epoch: 1 [14336/45000]	Loss: 1.6487	LR: 0.031250
Training Epoch: 1 [14592/45000]	Loss: 1.7681	LR: 0.031818
Training Epoch: 1 [14848/45000]	Loss: 1.6553	LR: 0.032386
Training Epoch: 1 [15104/45000]	Loss: 1.5109	LR: 0.032955
Training Epoch: 1 [15360/45000]	Loss: 1.7102	LR: 0.033523
Training Epoch: 1 [15616/45000]	Loss: 1.7962	LR: 0.034091
Training Epoch: 1 [15872/45000]	Loss: 1.7791	LR: 0.034659
Training Epoch: 1 [16128/45000]	Loss: 1.7381	LR: 0.035227
Training Epoch: 1 [16384/45000]	Loss: 1.7172	LR: 0.035795
Training Epoch: 1 [16640/45000]	Loss: 1.7719	LR: 0.036364
Training Epoch: 1 [16896/45000]	Loss: 1.7005	LR: 0.036932
Training Epoch: 1 [17152/45000]	Loss: 1.7498	LR: 0.037500
Training Epoch: 1 [17408/45000]	Loss: 1.6752	LR: 0.038068
Training Epoch: 1 [17664/45000]	Loss: 1.7060	LR: 0.038636
Training Epoch: 1 [17920/45000]	Loss: 1.6893	LR: 0.039205
Training Epoch: 1 [18176/45000]	Loss: 1.7008	LR: 0.039773
Training Epoch: 1 [18432/45000]	Loss: 1.7058	LR: 0.040341
Training Epoch: 1 [18688/45000]	Loss: 1.7252	LR: 0.040909
Training Epoch: 1 [18944/45000]	Loss: 1.6645	LR: 0.041477
Training Epoch: 1 [19200/45000]	Loss: 1.7661	LR: 0.042045
Training Epoch: 1 [19456/45000]	Loss: 1.5741	LR: 0.042614
Training Epoch: 1 [19712/45000]	Loss: 1.7217	LR: 0.043182
Training Epoch: 1 [19968/45000]	Loss: 1.6461	LR: 0.043750
Training Epoch: 1 [20224/45000]	Loss: 1.6503	LR: 0.044318
Training Epoch: 1 [20480/45000]	Loss: 1.6423	LR: 0.044886
Training Epoch: 1 [20736/45000]	Loss: 1.6523	LR: 0.045455
Training Epoch: 1 [20992/45000]	Loss: 1.7330	LR: 0.046023
Training Epoch: 1 [21248/45000]	Loss: 1.5857	LR: 0.046591
Training Epoch: 1 [21504/45000]	Loss: 1.6776	LR: 0.047159
Training Epoch: 1 [21760/45000]	Loss: 1.4544	LR: 0.047727
Training Epoch: 1 [22016/45000]	Loss: 1.6679	LR: 0.048295
Training Epoch: 1 [22272/45000]	Loss: 1.5171	LR: 0.048864
Training Epoch: 1 [22528/45000]	Loss: 1.4520	LR: 0.049432
Training Epoch: 1 [22784/45000]	Loss: 1.7772	LR: 0.050000
Training Epoch: 1 [23040/45000]	Loss: 1.5948	LR: 0.050568
Training Epoch: 1 [23296/45000]	Loss: 1.5859	LR: 0.051136
Training Epoch: 1 [23552/45000]	Loss: 1.7617	LR: 0.051705
Training Epoch: 1 [23808/45000]	Loss: 1.4781	LR: 0.052273
Training Epoch: 1 [24064/45000]	Loss: 1.6487	LR: 0.052841
Training Epoch: 1 [24320/45000]	Loss: 1.7498	LR: 0.053409
Training Epoch: 1 [24576/45000]	Loss: 1.6693	LR: 0.053977
Training Epoch: 1 [24832/45000]	Loss: 1.4837	LR: 0.054545
Training Epoch: 1 [25088/45000]	Loss: 1.5496	LR: 0.055114
Training Epoch: 1 [25344/45000]	Loss: 1.5554	LR: 0.055682
Training Epoch: 1 [25600/45000]	Loss: 1.5249	LR: 0.056250
Training Epoch: 1 [25856/45000]	Loss: 1.5273	LR: 0.056818
Training Epoch: 1 [26112/45000]	Loss: 1.4530	LR: 0.057386
Training Epoch: 1 [26368/45000]	Loss: 1.6611	LR: 0.057955
Training Epoch: 1 [26624/45000]	Loss: 1.7361	LR: 0.058523
Training Epoch: 1 [26880/45000]	Loss: 1.6865	LR: 0.059091
Training Epoch: 1 [27136/45000]	Loss: 1.5972	LR: 0.059659
Training Epoch: 1 [27392/45000]	Loss: 1.6839	LR: 0.060227
Training Epoch: 1 [27648/45000]	Loss: 1.7898	LR: 0.060795
Training Epoch: 1 [27904/45000]	Loss: 1.7584	LR: 0.061364
Training Epoch: 1 [28160/45000]	Loss: 1.6138	LR: 0.061932
Training Epoch: 1 [28416/45000]	Loss: 1.7490	LR: 0.062500
Training Epoch: 1 [28672/45000]	Loss: 1.6526	LR: 0.063068
Training Epoch: 1 [28928/45000]	Loss: 1.6681	LR: 0.063636
Training Epoch: 1 [29184/45000]	Loss: 1.5043	LR: 0.064205
Training Epoch: 1 [29440/45000]	Loss: 1.7181	LR: 0.064773
Training Epoch: 1 [29696/45000]	Loss: 1.4887	LR: 0.065341
Training Epoch: 1 [29952/45000]	Loss: 1.6714	LR: 0.065909
Training Epoch: 1 [30208/45000]	Loss: 1.4717	LR: 0.066477
Training Epoch: 1 [30464/45000]	Loss: 1.9704	LR: 0.067045
Training Epoch: 1 [30720/45000]	Loss: 1.3869	LR: 0.067614
Training Epoch: 1 [30976/45000]	Loss: 1.6489	LR: 0.068182
Training Epoch: 1 [31232/45000]	Loss: 1.6314	LR: 0.068750
Training Epoch: 1 [31488/45000]	Loss: 1.5139	LR: 0.069318
Training Epoch: 1 [31744/45000]	Loss: 1.6679	LR: 0.069886
Training Epoch: 1 [32000/45000]	Loss: 1.4993	LR: 0.070455
Training Epoch: 1 [32256/45000]	Loss: 1.5179	LR: 0.071023
Training Epoch: 1 [32512/45000]	Loss: 1.4818	LR: 0.071591
Training Epoch: 1 [32768/45000]	Loss: 1.6184	LR: 0.072159
Training Epoch: 1 [33024/45000]	Loss: 1.5435	LR: 0.072727
Training Epoch: 1 [33280/45000]	Loss: 1.5726	LR: 0.073295
Training Epoch: 1 [33536/45000]	Loss: 1.6816	LR: 0.073864
Training Epoch: 1 [33792/45000]	Loss: 1.5081	LR: 0.074432
Training Epoch: 1 [34048/45000]	Loss: 1.8083	LR: 0.075000
Training Epoch: 1 [34304/45000]	Loss: 1.4881	LR: 0.075568
Training Epoch: 1 [34560/45000]	Loss: 1.5652	LR: 0.076136
Training Epoch: 1 [34816/45000]	Loss: 1.5175	LR: 0.076705
Training Epoch: 1 [35072/45000]	Loss: 1.5980	LR: 0.077273
Training Epoch: 1 [35328/45000]	Loss: 1.5964	LR: 0.077841
Training Epoch: 1 [35584/45000]	Loss: 1.6140	LR: 0.078409
Training Epoch: 1 [35840/45000]	Loss: 1.4111	LR: 0.078977
Training Epoch: 1 [36096/45000]	Loss: 1.5994	LR: 0.079545
Training Epoch: 1 [36352/45000]	Loss: 1.6018	LR: 0.080114
Training Epoch: 1 [36608/45000]	Loss: 1.5711	LR: 0.080682
Training Epoch: 1 [36864/45000]	Loss: 1.4994	LR: 0.081250
Training Epoch: 1 [37120/45000]	Loss: 1.4032	LR: 0.081818
Training Epoch: 1 [37376/45000]	Loss: 1.4703	LR: 0.082386
Training Epoch: 1 [37632/45000]	Loss: 1.3958	LR: 0.082955
Training Epoch: 1 [37888/45000]	Loss: 1.3732	LR: 0.083523
Training Epoch: 1 [38144/45000]	Loss: 1.2933	LR: 0.084091
Training Epoch: 1 [38400/45000]	Loss: 1.4600	LR: 0.084659
Training Epoch: 1 [38656/45000]	Loss: 1.5462	LR: 0.085227
Training Epoch: 1 [38912/45000]	Loss: 1.4440	LR: 0.085795
Training Epoch: 1 [39168/45000]	Loss: 1.5529	LR: 0.086364
Training Epoch: 1 [39424/45000]	Loss: 1.5488	LR: 0.086932
Training Epoch: 1 [39680/45000]	Loss: 1.6001	LR: 0.087500
Training Epoch: 1 [39936/45000]	Loss: 1.4660	LR: 0.088068
Training Epoch: 1 [40192/45000]	Loss: 1.4868	LR: 0.088636
Training Epoch: 1 [40448/45000]	Loss: 1.3250	LR: 0.089205
Training Epoch: 1 [40704/45000]	Loss: 1.3197	LR: 0.089773
Training Epoch: 1 [40960/45000]	Loss: 1.4963	LR: 0.090341
Training Epoch: 1 [41216/45000]	Loss: 1.5445	LR: 0.090909
Training Epoch: 1 [41472/45000]	Loss: 1.4354	LR: 0.091477
Training Epoch: 1 [41728/45000]	Loss: 1.4815	LR: 0.092045
Training Epoch: 1 [41984/45000]	Loss: 1.5046	LR: 0.092614
Training Epoch: 1 [42240/45000]	Loss: 1.6762	LR: 0.093182
Training Epoch: 1 [42496/45000]	Loss: 1.3689	LR: 0.093750
Training Epoch: 1 [42752/45000]	Loss: 1.4200	LR: 0.094318
Training Epoch: 1 [43008/45000]	Loss: 1.5333	LR: 0.094886
Training Epoch: 1 [43264/45000]	Loss: 1.2563	LR: 0.095455
Training Epoch: 1 [43520/45000]	Loss: 1.3466	LR: 0.096023
Training Epoch: 1 [43776/45000]	Loss: 1.5746	LR: 0.096591
Training Epoch: 1 [44032/45000]	Loss: 1.2752	LR: 0.097159
Training Epoch: 1 [44288/45000]	Loss: 1.4222	LR: 0.097727
Training Epoch: 1 [44544/45000]	Loss: 1.4471	LR: 0.098295
Training Epoch: 1 [44800/45000]	Loss: 1.3200	LR: 0.098864
Training Epoch: 1 [45000/45000]	Loss: 1.3291	LR: 0.099432
Epoch 1 - Average Train Loss: 1.7035, Train Accuracy: 0.3786
Epoch 1 training time consumed: 29.02s
Evaluating Network.....
Test set: Epoch: 1, Average loss: 0.0074, Accuracy: 0.4186, Time consumed:1.06s
Saving weights file to checkpoint/retrain/ResNet18/Saturday_12_July_2025_19h_09m_22s/ResNet18-Cifar10-seed10-ret100-1-best.pth
Training Epoch: 2 [256/45000]	Loss: 1.3945	LR: 0.100000
Training Epoch: 2 [512/45000]	Loss: 1.3564	LR: 0.100000
Training Epoch: 2 [768/45000]	Loss: 1.2179	LR: 0.100000
Training Epoch: 2 [1024/45000]	Loss: 1.3733	LR: 0.100000
Training Epoch: 2 [1280/45000]	Loss: 1.5107	LR: 0.100000
Training Epoch: 2 [1536/45000]	Loss: 1.4915	LR: 0.100000
Training Epoch: 2 [1792/45000]	Loss: 1.2582	LR: 0.100000
Training Epoch: 2 [2048/45000]	Loss: 1.2886	LR: 0.100000
Training Epoch: 2 [2304/45000]	Loss: 1.4708	LR: 0.100000
Training Epoch: 2 [2560/45000]	Loss: 1.4879	LR: 0.100000
Training Epoch: 2 [2816/45000]	Loss: 1.4275	LR: 0.100000
Training Epoch: 2 [3072/45000]	Loss: 1.3457	LR: 0.100000
Training Epoch: 2 [3328/45000]	Loss: 1.3175	LR: 0.100000
Training Epoch: 2 [3584/45000]	Loss: 1.2713	LR: 0.100000
Training Epoch: 2 [3840/45000]	Loss: 1.3336	LR: 0.100000
Training Epoch: 2 [4096/45000]	Loss: 1.3637	LR: 0.100000
Training Epoch: 2 [4352/45000]	Loss: 1.3685	LR: 0.100000
Training Epoch: 2 [4608/45000]	Loss: 1.3486	LR: 0.100000
Training Epoch: 2 [4864/45000]	Loss: 1.2800	LR: 0.100000
Training Epoch: 2 [5120/45000]	Loss: 1.4320	LR: 0.100000
Training Epoch: 2 [5376/45000]	Loss: 1.2600	LR: 0.100000
Training Epoch: 2 [5632/45000]	Loss: 1.3229	LR: 0.100000
Training Epoch: 2 [5888/45000]	Loss: 1.4314	LR: 0.100000
Training Epoch: 2 [6144/45000]	Loss: 1.4619	LR: 0.100000
Training Epoch: 2 [6400/45000]	Loss: 1.3391	LR: 0.100000
Training Epoch: 2 [6656/45000]	Loss: 1.2923	LR: 0.100000
Training Epoch: 2 [6912/45000]	Loss: 1.3531	LR: 0.100000
Training Epoch: 2 [7168/45000]	Loss: 1.3078	LR: 0.100000
Training Epoch: 2 [7424/45000]	Loss: 1.4872	LR: 0.100000
Training Epoch: 2 [7680/45000]	Loss: 1.3419	LR: 0.100000
Training Epoch: 2 [7936/45000]	Loss: 1.2825	LR: 0.100000
Training Epoch: 2 [8192/45000]	Loss: 1.3481	LR: 0.100000
Training Epoch: 2 [8448/45000]	Loss: 1.3229	LR: 0.100000
Training Epoch: 2 [8704/45000]	Loss: 1.3125	LR: 0.100000
Training Epoch: 2 [8960/45000]	Loss: 1.4084	LR: 0.100000
Training Epoch: 2 [9216/45000]	Loss: 1.2285	LR: 0.100000
Training Epoch: 2 [9472/45000]	Loss: 1.3190	LR: 0.100000
Training Epoch: 2 [9728/45000]	Loss: 1.3888	LR: 0.100000
Training Epoch: 2 [9984/45000]	Loss: 1.2755	LR: 0.100000
Training Epoch: 2 [10240/45000]	Loss: 1.3145	LR: 0.100000
Training Epoch: 2 [10496/45000]	Loss: 1.4377	LR: 0.100000
Training Epoch: 2 [10752/45000]	Loss: 1.3616	LR: 0.100000
Training Epoch: 2 [11008/45000]	Loss: 1.2565	LR: 0.100000
Training Epoch: 2 [11264/45000]	Loss: 1.3666	LR: 0.100000
Training Epoch: 2 [11520/45000]	Loss: 1.3500	LR: 0.100000
Training Epoch: 2 [11776/45000]	Loss: 1.1737	LR: 0.100000
Training Epoch: 2 [12032/45000]	Loss: 1.4325	LR: 0.100000
Training Epoch: 2 [12288/45000]	Loss: 1.4883	LR: 0.100000
Training Epoch: 2 [12544/45000]	Loss: 1.3663	LR: 0.100000
Training Epoch: 2 [12800/45000]	Loss: 1.1889	LR: 0.100000
Training Epoch: 2 [13056/45000]	Loss: 1.0891	LR: 0.100000
Training Epoch: 2 [13312/45000]	Loss: 1.2927	LR: 0.100000
Training Epoch: 2 [13568/45000]	Loss: 1.3089	LR: 0.100000
Training Epoch: 2 [13824/45000]	Loss: 1.4624	LR: 0.100000
Training Epoch: 2 [14080/45000]	Loss: 1.2908	LR: 0.100000
Training Epoch: 2 [14336/45000]	Loss: 1.1842	LR: 0.100000
Training Epoch: 2 [14592/45000]	Loss: 1.2049	LR: 0.100000
Training Epoch: 2 [14848/45000]	Loss: 1.3971	LR: 0.100000
Training Epoch: 2 [15104/45000]	Loss: 1.2674	LR: 0.100000
Training Epoch: 2 [15360/45000]	Loss: 1.3967	LR: 0.100000
Training Epoch: 2 [15616/45000]	Loss: 1.2794	LR: 0.100000
Training Epoch: 2 [15872/45000]	Loss: 1.2052	LR: 0.100000
Training Epoch: 2 [16128/45000]	Loss: 1.2554	LR: 0.100000
Training Epoch: 2 [16384/45000]	Loss: 1.2276	LR: 0.100000
Training Epoch: 2 [16640/45000]	Loss: 1.2448	LR: 0.100000
Training Epoch: 2 [16896/45000]	Loss: 1.2384	LR: 0.100000
Training Epoch: 2 [17152/45000]	Loss: 1.2052	LR: 0.100000
Training Epoch: 2 [17408/45000]	Loss: 1.2155	LR: 0.100000
Training Epoch: 2 [17664/45000]	Loss: 1.2518	LR: 0.100000
Training Epoch: 2 [17920/45000]	Loss: 1.2428	LR: 0.100000
Training Epoch: 2 [18176/45000]	Loss: 1.3700	LR: 0.100000
Training Epoch: 2 [18432/45000]	Loss: 1.0698	LR: 0.100000
Training Epoch: 2 [18688/45000]	Loss: 1.1949	LR: 0.100000
Training Epoch: 2 [18944/45000]	Loss: 1.2639	LR: 0.100000
Training Epoch: 2 [19200/45000]	Loss: 1.1486	LR: 0.100000
Training Epoch: 2 [19456/45000]	Loss: 1.3401	LR: 0.100000
Training Epoch: 2 [19712/45000]	Loss: 1.1303	LR: 0.100000
Training Epoch: 2 [19968/45000]	Loss: 1.1162	LR: 0.100000
Training Epoch: 2 [20224/45000]	Loss: 1.3056	LR: 0.100000
Training Epoch: 2 [20480/45000]	Loss: 1.0741	LR: 0.100000
Training Epoch: 2 [20736/45000]	Loss: 1.1928	LR: 0.100000
Training Epoch: 2 [20992/45000]	Loss: 1.1977	LR: 0.100000
Training Epoch: 2 [21248/45000]	Loss: 1.1801	LR: 0.100000
Training Epoch: 2 [21504/45000]	Loss: 1.2763	LR: 0.100000
Training Epoch: 2 [21760/45000]	Loss: 1.2495	LR: 0.100000
Training Epoch: 2 [22016/45000]	Loss: 1.2624	LR: 0.100000
Training Epoch: 2 [22272/45000]	Loss: 1.2444	LR: 0.100000
Training Epoch: 2 [22528/45000]	Loss: 1.2580	LR: 0.100000
Training Epoch: 2 [22784/45000]	Loss: 1.3795	LR: 0.100000
Training Epoch: 2 [23040/45000]	Loss: 1.1726	LR: 0.100000
Training Epoch: 2 [23296/45000]	Loss: 1.1671	LR: 0.100000
Training Epoch: 2 [23552/45000]	Loss: 1.2374	LR: 0.100000
Training Epoch: 2 [23808/45000]	Loss: 1.1755	LR: 0.100000
Training Epoch: 2 [24064/45000]	Loss: 1.2321	LR: 0.100000
Training Epoch: 2 [24320/45000]	Loss: 1.0682	LR: 0.100000
Training Epoch: 2 [24576/45000]	Loss: 1.2185	LR: 0.100000
Training Epoch: 2 [24832/45000]	Loss: 1.0963	LR: 0.100000
Training Epoch: 2 [25088/45000]	Loss: 1.1205	LR: 0.100000
Training Epoch: 2 [25344/45000]	Loss: 1.2461	LR: 0.100000
Training Epoch: 2 [25600/45000]	Loss: 1.0349	LR: 0.100000
Training Epoch: 2 [25856/45000]	Loss: 1.1193	LR: 0.100000
Training Epoch: 2 [26112/45000]	Loss: 1.1979	LR: 0.100000
Training Epoch: 2 [26368/45000]	Loss: 1.1517	LR: 0.100000
Training Epoch: 2 [26624/45000]	Loss: 1.0987	LR: 0.100000
Training Epoch: 2 [26880/45000]	Loss: 1.1692	LR: 0.100000
Training Epoch: 2 [27136/45000]	Loss: 1.1126	LR: 0.100000
Training Epoch: 2 [27392/45000]	Loss: 1.1467	LR: 0.100000
Training Epoch: 2 [27648/45000]	Loss: 1.1686	LR: 0.100000
Training Epoch: 2 [27904/45000]	Loss: 1.2081	LR: 0.100000
Training Epoch: 2 [28160/45000]	Loss: 1.3871	LR: 0.100000
Training Epoch: 2 [28416/45000]	Loss: 1.0841	LR: 0.100000
Training Epoch: 2 [28672/45000]	Loss: 1.1734	LR: 0.100000
Training Epoch: 2 [28928/45000]	Loss: 1.1225	LR: 0.100000
Training Epoch: 2 [29184/45000]	Loss: 1.2417	LR: 0.100000
Training Epoch: 2 [29440/45000]	Loss: 1.0761	LR: 0.100000
Training Epoch: 2 [29696/45000]	Loss: 1.0563	LR: 0.100000
Training Epoch: 2 [29952/45000]	Loss: 1.0879	LR: 0.100000
Training Epoch: 2 [30208/45000]	Loss: 1.4034	LR: 0.100000
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Training Epoch: 2 [32512/45000]	Loss: 1.0647	LR: 0.100000
Training Epoch: 2 [32768/45000]	Loss: 1.1787	LR: 0.100000
Training Epoch: 2 [33024/45000]	Loss: 1.2465	LR: 0.100000
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Training Epoch: 2 [35328/45000]	Loss: 1.2605	LR: 0.100000
Training Epoch: 2 [35584/45000]	Loss: 1.0232	LR: 0.100000
Training Epoch: 2 [35840/45000]	Loss: 1.0238	LR: 0.100000
Training Epoch: 2 [36096/45000]	Loss: 1.2277	LR: 0.100000
Training Epoch: 2 [36352/45000]	Loss: 1.1112	LR: 0.100000
Training Epoch: 2 [36608/45000]	Loss: 1.1352	LR: 0.100000
Training Epoch: 2 [36864/45000]	Loss: 1.0789	LR: 0.100000
Training Epoch: 2 [37120/45000]	Loss: 1.1604	LR: 0.100000
Training Epoch: 2 [37376/45000]	Loss: 1.1588	LR: 0.100000
Training Epoch: 2 [37632/45000]	Loss: 1.0188	LR: 0.100000
Training Epoch: 2 [37888/45000]	Loss: 1.0715	LR: 0.100000
Training Epoch: 2 [38144/45000]	Loss: 1.3570	LR: 0.100000
Training Epoch: 2 [38400/45000]	Loss: 1.0538	LR: 0.100000
Training Epoch: 2 [38656/45000]	Loss: 1.1804	LR: 0.100000
Training Epoch: 2 [38912/45000]	Loss: 0.9927	LR: 0.100000
Training Epoch: 2 [39168/45000]	Loss: 1.0385	LR: 0.100000
Training Epoch: 2 [39424/45000]	Loss: 1.1633	LR: 0.100000
Training Epoch: 2 [39680/45000]	Loss: 1.1045	LR: 0.100000
Training Epoch: 2 [39936/45000]	Loss: 1.0300	LR: 0.100000
Training Epoch: 2 [40192/45000]	Loss: 1.0822	LR: 0.100000
Training Epoch: 2 [40448/45000]	Loss: 1.1023	LR: 0.100000
Training Epoch: 2 [40704/45000]	Loss: 1.2052	LR: 0.100000
Training Epoch: 2 [40960/45000]	Loss: 1.2118	LR: 0.100000
Training Epoch: 2 [41216/45000]	Loss: 1.0368	LR: 0.100000
Training Epoch: 2 [41472/45000]	Loss: 1.1001	LR: 0.100000
Training Epoch: 2 [41728/45000]	Loss: 1.1626	LR: 0.100000
Training Epoch: 2 [41984/45000]	Loss: 1.1459	LR: 0.100000
Training Epoch: 2 [42240/45000]	Loss: 0.9891	LR: 0.100000
Training Epoch: 2 [42496/45000]	Loss: 1.1009	LR: 0.100000
Training Epoch: 2 [42752/45000]	Loss: 1.1915	LR: 0.100000
Training Epoch: 2 [43008/45000]	Loss: 1.0017	LR: 0.100000
Training Epoch: 2 [43264/45000]	Loss: 1.0289	LR: 0.100000
Training Epoch: 2 [43520/45000]	Loss: 0.9817	LR: 0.100000
Training Epoch: 2 [43776/45000]	Loss: 1.0934	LR: 0.100000
Training Epoch: 2 [44032/45000]	Loss: 0.9742	LR: 0.100000
Training Epoch: 2 [44288/45000]	Loss: 1.0184	LR: 0.100000
Training Epoch: 2 [44544/45000]	Loss: 1.0707	LR: 0.100000
Training Epoch: 2 [44800/45000]	Loss: 1.0475	LR: 0.100000
Training Epoch: 2 [45000/45000]	Loss: 1.2195	LR: 0.100000
Epoch 2 - Average Train Loss: 1.2203, Train Accuracy: 0.5623
Epoch 2 training time consumed: 27.10s
Evaluating Network.....
Test set: Epoch: 2, Average loss: 0.0053, Accuracy: 0.5780, Time consumed:0.92s
Saving weights file to checkpoint/retrain/ResNet18/Saturday_12_July_2025_19h_09m_22s/ResNet18-Cifar10-seed10-ret100-2-best.pth
Training Epoch: 3 [256/45000]	Loss: 1.1525	LR: 0.100000
Training Epoch: 3 [512/45000]	Loss: 0.8891	LR: 0.100000
Training Epoch: 3 [768/45000]	Loss: 0.9013	LR: 0.100000
Training Epoch: 3 [1024/45000]	Loss: 1.0790	LR: 0.100000
Training Epoch: 3 [1280/45000]	Loss: 1.0676	LR: 0.100000
Training Epoch: 3 [1536/45000]	Loss: 1.0478	LR: 0.100000
Training Epoch: 3 [1792/45000]	Loss: 1.1697	LR: 0.100000
Training Epoch: 3 [2048/45000]	Loss: 0.9646	LR: 0.100000
Training Epoch: 3 [2304/45000]	Loss: 1.0770	LR: 0.100000
Training Epoch: 3 [2560/45000]	Loss: 0.9425	LR: 0.100000
Training Epoch: 3 [2816/45000]	Loss: 1.1967	LR: 0.100000
Training Epoch: 3 [3072/45000]	Loss: 1.0534	LR: 0.100000
Training Epoch: 3 [3328/45000]	Loss: 1.0990	LR: 0.100000
Training Epoch: 3 [3584/45000]	Loss: 1.1467	LR: 0.100000
Training Epoch: 3 [3840/45000]	Loss: 0.9639	LR: 0.100000
Training Epoch: 3 [4096/45000]	Loss: 1.1634	LR: 0.100000
Training Epoch: 3 [4352/45000]	Loss: 0.9590	LR: 0.100000
Training Epoch: 3 [4608/45000]	Loss: 1.2056	LR: 0.100000
Training Epoch: 3 [4864/45000]	Loss: 1.0141	LR: 0.100000
Training Epoch: 3 [5120/45000]	Loss: 0.9316	LR: 0.100000
Training Epoch: 3 [5376/45000]	Loss: 0.8801	LR: 0.100000
Training Epoch: 3 [5632/45000]	Loss: 0.9020	LR: 0.100000
Training Epoch: 3 [5888/45000]	Loss: 1.0037	LR: 0.100000
Training Epoch: 3 [6144/45000]	Loss: 0.9574	LR: 0.100000
Training Epoch: 3 [6400/45000]	Loss: 1.0297	LR: 0.100000
Training Epoch: 3 [6656/45000]	Loss: 0.8702	LR: 0.100000
Training Epoch: 3 [6912/45000]	Loss: 1.1138	LR: 0.100000
Training Epoch: 3 [7168/45000]	Loss: 1.1013	LR: 0.100000
Training Epoch: 3 [7424/45000]	Loss: 0.9265	LR: 0.100000
Training Epoch: 3 [7680/45000]	Loss: 0.9563	LR: 0.100000
Training Epoch: 3 [7936/45000]	Loss: 1.0879	LR: 0.100000
Training Epoch: 3 [8192/45000]	Loss: 0.9516	LR: 0.100000
Training Epoch: 3 [8448/45000]	Loss: 1.0706	LR: 0.100000
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Training Epoch: 3 [8960/45000]	Loss: 0.9985	LR: 0.100000
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Training Epoch: 3 [9728/45000]	Loss: 0.9973	LR: 0.100000
Training Epoch: 3 [9984/45000]	Loss: 1.0295	LR: 0.100000
Training Epoch: 3 [10240/45000]	Loss: 1.1167	LR: 0.100000
Training Epoch: 3 [10496/45000]	Loss: 1.0303	LR: 0.100000
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Training Epoch: 3 [11008/45000]	Loss: 0.9994	LR: 0.100000
Training Epoch: 3 [11264/45000]	Loss: 1.0108	LR: 0.100000
Training Epoch: 3 [11520/45000]	Loss: 1.0729	LR: 0.100000
Training Epoch: 3 [11776/45000]	Loss: 0.9847	LR: 0.100000
Training Epoch: 3 [12032/45000]	Loss: 1.0140	LR: 0.100000
Training Epoch: 3 [12288/45000]	Loss: 0.9509	LR: 0.100000
Training Epoch: 3 [12544/45000]	Loss: 0.9498	LR: 0.100000
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Training Epoch: 3 [16896/45000]	Loss: 1.0226	LR: 0.100000
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Training Epoch: 3 [19712/45000]	Loss: 0.9706	LR: 0.100000
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Training Epoch: 3 [26880/45000]	Loss: 1.1006	LR: 0.100000
Training Epoch: 3 [27136/45000]	Loss: 0.9611	LR: 0.100000
Training Epoch: 3 [27392/45000]	Loss: 0.9236	LR: 0.100000
Training Epoch: 3 [27648/45000]	Loss: 0.8390	LR: 0.100000
Training Epoch: 3 [27904/45000]	Loss: 0.9355	LR: 0.100000
Training Epoch: 3 [28160/45000]	Loss: 1.0461	LR: 0.100000
Training Epoch: 3 [28416/45000]	Loss: 0.9214	LR: 0.100000
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Training Epoch: 3 [28928/45000]	Loss: 1.0984	LR: 0.100000
Training Epoch: 3 [29184/45000]	Loss: 0.9155	LR: 0.100000
Training Epoch: 3 [29440/45000]	Loss: 0.8459	LR: 0.100000
Training Epoch: 3 [29696/45000]	Loss: 0.9261	LR: 0.100000
Training Epoch: 3 [29952/45000]	Loss: 0.8601	LR: 0.100000
Training Epoch: 3 [30208/45000]	Loss: 0.8127	LR: 0.100000
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Training Epoch: 3 [30720/45000]	Loss: 1.0879	LR: 0.100000
Training Epoch: 3 [30976/45000]	Loss: 0.9218	LR: 0.100000
Training Epoch: 3 [31232/45000]	Loss: 0.9794	LR: 0.100000
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Training Epoch: 3 [31744/45000]	Loss: 0.8561	LR: 0.100000
Training Epoch: 3 [32000/45000]	Loss: 0.8451	LR: 0.100000
Training Epoch: 3 [32256/45000]	Loss: 0.9274	LR: 0.100000
Training Epoch: 3 [32512/45000]	Loss: 1.0149	LR: 0.100000
Training Epoch: 3 [32768/45000]	Loss: 0.9185	LR: 0.100000
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Training Epoch: 3 [35328/45000]	Loss: 0.9553	LR: 0.100000
Training Epoch: 3 [35584/45000]	Loss: 0.8647	LR: 0.100000
Training Epoch: 3 [35840/45000]	Loss: 0.9352	LR: 0.100000
Training Epoch: 3 [36096/45000]	Loss: 0.8111	LR: 0.100000
Training Epoch: 3 [36352/45000]	Loss: 0.8049	LR: 0.100000
Training Epoch: 3 [36608/45000]	Loss: 0.8760	LR: 0.100000
Training Epoch: 3 [36864/45000]	Loss: 0.8246	LR: 0.100000
Training Epoch: 3 [37120/45000]	Loss: 0.8705	LR: 0.100000
Training Epoch: 3 [37376/45000]	Loss: 0.9198	LR: 0.100000
Training Epoch: 3 [37632/45000]	Loss: 0.9898	LR: 0.100000
Training Epoch: 3 [37888/45000]	Loss: 0.8977	LR: 0.100000
Training Epoch: 3 [38144/45000]	Loss: 0.8999	LR: 0.100000
Training Epoch: 3 [38400/45000]	Loss: 0.9496	LR: 0.100000
Training Epoch: 3 [38656/45000]	Loss: 0.9010	LR: 0.100000
Training Epoch: 3 [38912/45000]	Loss: 0.9277	LR: 0.100000
Training Epoch: 3 [39168/45000]	Loss: 1.0182	LR: 0.100000
Training Epoch: 3 [39424/45000]	Loss: 0.8892	LR: 0.100000
Training Epoch: 3 [39680/45000]	Loss: 0.9949	LR: 0.100000
Training Epoch: 3 [39936/45000]	Loss: 0.9111	LR: 0.100000
Training Epoch: 3 [40192/45000]	Loss: 0.9509	LR: 0.100000
Training Epoch: 3 [40448/45000]	Loss: 1.1319	LR: 0.100000
Training Epoch: 3 [40704/45000]	Loss: 0.9129	LR: 0.100000
Training Epoch: 3 [40960/45000]	Loss: 0.9368	LR: 0.100000
Training Epoch: 3 [41216/45000]	Loss: 0.9441	LR: 0.100000
Training Epoch: 3 [41472/45000]	Loss: 0.8778	LR: 0.100000
Training Epoch: 3 [41728/45000]	Loss: 0.9548	LR: 0.100000
Training Epoch: 3 [41984/45000]	Loss: 0.9118	LR: 0.100000
Training Epoch: 3 [42240/45000]	Loss: 0.8164	LR: 0.100000
Training Epoch: 3 [42496/45000]	Loss: 0.8894	LR: 0.100000
Training Epoch: 3 [42752/45000]	Loss: 0.9549	LR: 0.100000
Training Epoch: 3 [43008/45000]	Loss: 0.9254	LR: 0.100000
Training Epoch: 3 [43264/45000]	Loss: 0.8939	LR: 0.100000
Training Epoch: 3 [43520/45000]	Loss: 0.9550	LR: 0.100000
Training Epoch: 3 [43776/45000]	Loss: 0.8851	LR: 0.100000
Training Epoch: 3 [44032/45000]	Loss: 0.7922	LR: 0.100000
Training Epoch: 3 [44288/45000]	Loss: 0.9195	LR: 0.100000
Training Epoch: 3 [44544/45000]	Loss: 0.8440	LR: 0.100000
Training Epoch: 3 [44800/45000]	Loss: 0.9840	LR: 0.100000
Training Epoch: 3 [45000/45000]	Loss: 0.7411	LR: 0.100000
Epoch 3 - Average Train Loss: 0.9596, Train Accuracy: 0.6595
Epoch 3 training time consumed: 27.03s
Evaluating Network.....
Test set: Epoch: 3, Average loss: 0.0059, Accuracy: 0.5934, Time consumed:0.98s
Saving weights file to checkpoint/retrain/ResNet18/Saturday_12_July_2025_19h_09m_22s/ResNet18-Cifar10-seed10-ret100-3-best.pth
Training Epoch: 4 [256/45000]	Loss: 0.7910	LR: 0.100000
Training Epoch: 4 [512/45000]	Loss: 0.8052	LR: 0.100000
Training Epoch: 4 [768/45000]	Loss: 0.7317	LR: 0.100000
Training Epoch: 4 [1024/45000]	Loss: 0.8012	LR: 0.100000
Training Epoch: 4 [1280/45000]	Loss: 0.7471	LR: 0.100000
Training Epoch: 4 [1536/45000]	Loss: 0.8428	LR: 0.100000
Training Epoch: 4 [1792/45000]	Loss: 0.8970	LR: 0.100000
Training Epoch: 4 [2048/45000]	Loss: 0.8151	LR: 0.100000
Training Epoch: 4 [2304/45000]	Loss: 0.8698	LR: 0.100000
Training Epoch: 4 [2560/45000]	Loss: 0.9876	LR: 0.100000
Training Epoch: 4 [2816/45000]	Loss: 0.8748	LR: 0.100000
Training Epoch: 4 [3072/45000]	Loss: 0.8199	LR: 0.100000
Training Epoch: 4 [3328/45000]	Loss: 0.7527	LR: 0.100000
Training Epoch: 4 [3584/45000]	Loss: 0.8717	LR: 0.100000
Training Epoch: 4 [3840/45000]	Loss: 0.8336	LR: 0.100000
Training Epoch: 4 [4096/45000]	Loss: 0.8197	LR: 0.100000
Training Epoch: 4 [4352/45000]	Loss: 0.8485	LR: 0.100000
Training Epoch: 4 [4608/45000]	Loss: 0.8217	LR: 0.100000
Training Epoch: 4 [4864/45000]	Loss: 0.9230	LR: 0.100000
Training Epoch: 4 [5120/45000]	Loss: 0.8574	LR: 0.100000
Training Epoch: 4 [5376/45000]	Loss: 0.8596	LR: 0.100000
Training Epoch: 4 [5632/45000]	Loss: 0.8063	LR: 0.100000
Training Epoch: 4 [5888/45000]	Loss: 0.9071	LR: 0.100000
Training Epoch: 4 [6144/45000]	Loss: 0.8141	LR: 0.100000
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Training Epoch: 4 [6656/45000]	Loss: 0.8080	LR: 0.100000
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Training Epoch: 4 [8192/45000]	Loss: 0.7993	LR: 0.100000
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Training Epoch: 4 [9984/45000]	Loss: 0.8590	LR: 0.100000
Training Epoch: 4 [10240/45000]	Loss: 0.8640	LR: 0.100000
Training Epoch: 4 [10496/45000]	Loss: 0.9463	LR: 0.100000
Training Epoch: 4 [10752/45000]	Loss: 0.8032	LR: 0.100000
Training Epoch: 4 [11008/45000]	Loss: 0.8671	LR: 0.100000
Training Epoch: 4 [11264/45000]	Loss: 0.7912	LR: 0.100000
Training Epoch: 4 [11520/45000]	Loss: 0.9210	LR: 0.100000
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Training Epoch: 4 [43520/45000]	Loss: 0.8359	LR: 0.100000
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Training Epoch: 4 [44800/45000]	Loss: 0.7643	LR: 0.100000
Training Epoch: 4 [45000/45000]	Loss: 0.7360	LR: 0.100000
Epoch 4 - Average Train Loss: 0.8244, Train Accuracy: 0.7117
Epoch 4 training time consumed: 27.09s
Evaluating Network.....
Test set: Epoch: 4, Average loss: 0.0035, Accuracy: 0.7073, Time consumed:0.85s
Saving weights file to checkpoint/retrain/ResNet18/Saturday_12_July_2025_19h_09m_22s/ResNet18-Cifar10-seed10-ret100-4-best.pth
Training Epoch: 5 [256/45000]	Loss: 0.8623	LR: 0.100000
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Training Epoch: 5 [42240/45000]	Loss: 0.6688	LR: 0.100000
Training Epoch: 5 [42496/45000]	Loss: 0.6973	LR: 0.100000
Training Epoch: 5 [42752/45000]	Loss: 0.8539	LR: 0.100000
Training Epoch: 5 [43008/45000]	Loss: 0.6751	LR: 0.100000
Training Epoch: 5 [43264/45000]	Loss: 0.7078	LR: 0.100000
Training Epoch: 5 [43520/45000]	Loss: 0.7364	LR: 0.100000
Training Epoch: 5 [43776/45000]	Loss: 0.8236	LR: 0.100000
Training Epoch: 5 [44032/45000]	Loss: 0.6100	LR: 0.100000
Training Epoch: 5 [44288/45000]	Loss: 0.6745	LR: 0.100000
Training Epoch: 5 [44544/45000]	Loss: 0.7594	LR: 0.100000
Training Epoch: 5 [44800/45000]	Loss: 0.6921	LR: 0.100000
Training Epoch: 5 [45000/45000]	Loss: 0.8834	LR: 0.100000
Epoch 5 - Average Train Loss: 0.7344, Train Accuracy: 0.7460
Epoch 5 training time consumed: 27.02s
Evaluating Network.....
Test set: Epoch: 5, Average loss: 0.0045, Accuracy: 0.6654, Time consumed:0.86s
Training Epoch: 6 [256/45000]	Loss: 0.7700	LR: 0.100000
Training Epoch: 6 [512/45000]	Loss: 0.6441	LR: 0.100000
Training Epoch: 6 [768/45000]	Loss: 0.6244	LR: 0.100000
Training Epoch: 6 [1024/45000]	Loss: 0.7571	LR: 0.100000
Training Epoch: 6 [1280/45000]	Loss: 0.6515	LR: 0.100000
Training Epoch: 6 [1536/45000]	Loss: 0.6934	LR: 0.100000
Training Epoch: 6 [1792/45000]	Loss: 0.6047	LR: 0.100000
Training Epoch: 6 [2048/45000]	Loss: 0.6972	LR: 0.100000
Training Epoch: 6 [2304/45000]	Loss: 0.7584	LR: 0.100000
Training Epoch: 6 [2560/45000]	Loss: 0.6469	LR: 0.100000
Training Epoch: 6 [2816/45000]	Loss: 0.6293	LR: 0.100000
Training Epoch: 6 [3072/45000]	Loss: 0.7285	LR: 0.100000
Training Epoch: 6 [3328/45000]	Loss: 0.6186	LR: 0.100000
Training Epoch: 6 [3584/45000]	Loss: 0.6130	LR: 0.100000
Training Epoch: 6 [3840/45000]	Loss: 0.7205	LR: 0.100000
Training Epoch: 6 [4096/45000]	Loss: 0.7592	LR: 0.100000
Training Epoch: 6 [4352/45000]	Loss: 0.7045	LR: 0.100000
Training Epoch: 6 [4608/45000]	Loss: 0.6799	LR: 0.100000
Training Epoch: 6 [4864/45000]	Loss: 0.6925	LR: 0.100000
Training Epoch: 6 [5120/45000]	Loss: 0.7000	LR: 0.100000
Training Epoch: 6 [5376/45000]	Loss: 0.6431	LR: 0.100000
Training Epoch: 6 [5632/45000]	Loss: 0.6953	LR: 0.100000
Training Epoch: 6 [5888/45000]	Loss: 0.6997	LR: 0.100000
Training Epoch: 6 [6144/45000]	Loss: 0.7972	LR: 0.100000
Training Epoch: 6 [6400/45000]	Loss: 0.5910	LR: 0.100000
Training Epoch: 6 [6656/45000]	Loss: 0.8006	LR: 0.100000
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Training Epoch: 6 [9472/45000]	Loss: 0.7317	LR: 0.100000
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Training Epoch: 6 [11008/45000]	Loss: 0.7317	LR: 0.100000
Training Epoch: 6 [11264/45000]	Loss: 0.6552	LR: 0.100000
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Training Epoch: 6 [16384/45000]	Loss: 0.6190	LR: 0.100000
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Training Epoch: 6 [16896/45000]	Loss: 0.6785	LR: 0.100000
Training Epoch: 6 [17152/45000]	Loss: 0.7344	LR: 0.100000
Training Epoch: 6 [17408/45000]	Loss: 0.7419	LR: 0.100000
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Training Epoch: 6 [19200/45000]	Loss: 0.6656	LR: 0.100000
Training Epoch: 6 [19456/45000]	Loss: 0.5995	LR: 0.100000
Training Epoch: 6 [19712/45000]	Loss: 0.6237	LR: 0.100000
Training Epoch: 6 [19968/45000]	Loss: 0.6559	LR: 0.100000
Training Epoch: 6 [20224/45000]	Loss: 0.7857	LR: 0.100000
Training Epoch: 6 [20480/45000]	Loss: 0.6302	LR: 0.100000
Training Epoch: 6 [20736/45000]	Loss: 0.7297	LR: 0.100000
Training Epoch: 6 [20992/45000]	Loss: 0.6884	LR: 0.100000
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Training Epoch: 6 [22016/45000]	Loss: 0.6780	LR: 0.100000
Training Epoch: 6 [22272/45000]	Loss: 0.7348	LR: 0.100000
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Training Epoch: 6 [23040/45000]	Loss: 0.6457	LR: 0.100000
Training Epoch: 6 [23296/45000]	Loss: 0.6399	LR: 0.100000
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Training Epoch: 6 [24320/45000]	Loss: 0.6370	LR: 0.100000
Training Epoch: 6 [24576/45000]	Loss: 0.7274	LR: 0.100000
Training Epoch: 6 [24832/45000]	Loss: 0.6936	LR: 0.100000
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Training Epoch: 6 [26112/45000]	Loss: 0.7684	LR: 0.100000
Training Epoch: 6 [26368/45000]	Loss: 0.7845	LR: 0.100000
Training Epoch: 6 [26624/45000]	Loss: 0.6564	LR: 0.100000
Training Epoch: 6 [26880/45000]	Loss: 0.7494	LR: 0.100000
Training Epoch: 6 [27136/45000]	Loss: 0.6219	LR: 0.100000
Training Epoch: 6 [27392/45000]	Loss: 0.5328	LR: 0.100000
Training Epoch: 6 [27648/45000]	Loss: 0.6784	LR: 0.100000
Training Epoch: 6 [27904/45000]	Loss: 0.7370	LR: 0.100000
Training Epoch: 6 [28160/45000]	Loss: 0.6742	LR: 0.100000
Training Epoch: 6 [28416/45000]	Loss: 0.5877	LR: 0.100000
Training Epoch: 6 [28672/45000]	Loss: 0.5798	LR: 0.100000
Training Epoch: 6 [28928/45000]	Loss: 0.6205	LR: 0.100000
Training Epoch: 6 [29184/45000]	Loss: 0.5936	LR: 0.100000
Training Epoch: 6 [29440/45000]	Loss: 0.6519	LR: 0.100000
Training Epoch: 6 [29696/45000]	Loss: 0.7388	LR: 0.100000
Training Epoch: 6 [29952/45000]	Loss: 0.5528	LR: 0.100000
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Training Epoch: 6 [36608/45000]	Loss: 0.7577	LR: 0.100000
Training Epoch: 6 [36864/45000]	Loss: 0.5988	LR: 0.100000
Training Epoch: 6 [37120/45000]	Loss: 0.6608	LR: 0.100000
Training Epoch: 6 [37376/45000]	Loss: 0.6802	LR: 0.100000
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Training Epoch: 6 [38144/45000]	Loss: 0.6696	LR: 0.100000
Training Epoch: 6 [38400/45000]	Loss: 0.6419	LR: 0.100000
Training Epoch: 6 [38656/45000]	Loss: 0.7314	LR: 0.100000
Training Epoch: 6 [38912/45000]	Loss: 0.6319	LR: 0.100000
Training Epoch: 6 [39168/45000]	Loss: 0.6733	LR: 0.100000
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Training Epoch: 6 [39680/45000]	Loss: 0.6287	LR: 0.100000
Training Epoch: 6 [39936/45000]	Loss: 0.7846	LR: 0.100000
Training Epoch: 6 [40192/45000]	Loss: 0.6171	LR: 0.100000
Training Epoch: 6 [40448/45000]	Loss: 0.6839	LR: 0.100000
Training Epoch: 6 [40704/45000]	Loss: 0.6379	LR: 0.100000
Training Epoch: 6 [40960/45000]	Loss: 0.5780	LR: 0.100000
Training Epoch: 6 [41216/45000]	Loss: 0.5940	LR: 0.100000
Training Epoch: 6 [41472/45000]	Loss: 0.6043	LR: 0.100000
Training Epoch: 6 [41728/45000]	Loss: 0.6736	LR: 0.100000
Training Epoch: 6 [41984/45000]	Loss: 0.5259	LR: 0.100000
Training Epoch: 6 [42240/45000]	Loss: 0.5880	LR: 0.100000
Training Epoch: 6 [42496/45000]	Loss: 0.6145	LR: 0.100000
Training Epoch: 6 [42752/45000]	Loss: 0.7210	LR: 0.100000
Training Epoch: 6 [43008/45000]	Loss: 0.6040	LR: 0.100000
Training Epoch: 6 [43264/45000]	Loss: 0.5977	LR: 0.100000
Training Epoch: 6 [43520/45000]	Loss: 0.7158	LR: 0.100000
Training Epoch: 6 [43776/45000]	Loss: 0.7057	LR: 0.100000
Training Epoch: 6 [44032/45000]	Loss: 0.6985	LR: 0.100000
Training Epoch: 6 [44288/45000]	Loss: 0.7541	LR: 0.100000
Training Epoch: 6 [44544/45000]	Loss: 0.6778	LR: 0.100000
Training Epoch: 6 [44800/45000]	Loss: 0.5920	LR: 0.100000
Training Epoch: 6 [45000/45000]	Loss: 0.6308	LR: 0.100000
Epoch 6 - Average Train Loss: 0.6705, Train Accuracy: 0.7673
Epoch 6 training time consumed: 27.00s
Evaluating Network.....
Test set: Epoch: 6, Average loss: 0.0032, Accuracy: 0.7425, Time consumed:0.88s
Saving weights file to checkpoint/retrain/ResNet18/Saturday_12_July_2025_19h_09m_22s/ResNet18-Cifar10-seed10-ret100-6-best.pth
Training Epoch: 7 [256/45000]	Loss: 0.5101	LR: 0.100000
Training Epoch: 7 [512/45000]	Loss: 0.5708	LR: 0.100000
Training Epoch: 7 [768/45000]	Loss: 0.5576	LR: 0.100000
Training Epoch: 7 [1024/45000]	Loss: 0.5727	LR: 0.100000
Training Epoch: 7 [1280/45000]	Loss: 0.5746	LR: 0.100000
Training Epoch: 7 [1536/45000]	Loss: 0.6752	LR: 0.100000
Training Epoch: 7 [1792/45000]	Loss: 0.7210	LR: 0.100000
Training Epoch: 7 [2048/45000]	Loss: 0.6527	LR: 0.100000
Training Epoch: 7 [2304/45000]	Loss: 0.7056	LR: 0.100000
Training Epoch: 7 [2560/45000]	Loss: 0.6234	LR: 0.100000
Training Epoch: 7 [2816/45000]	Loss: 0.4790	LR: 0.100000
Training Epoch: 7 [3072/45000]	Loss: 0.5617	LR: 0.100000
Training Epoch: 7 [3328/45000]	Loss: 0.8279	LR: 0.100000
Training Epoch: 7 [3584/45000]	Loss: 0.5135	LR: 0.100000
Training Epoch: 7 [3840/45000]	Loss: 0.6008	LR: 0.100000
Training Epoch: 7 [4096/45000]	Loss: 0.5205	LR: 0.100000
Training Epoch: 7 [4352/45000]	Loss: 0.6553	LR: 0.100000
Training Epoch: 7 [4608/45000]	Loss: 0.6069	LR: 0.100000
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Training Epoch: 7 [5120/45000]	Loss: 0.5685	LR: 0.100000
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Training Epoch: 7 [27392/45000]	Loss: 0.6069	LR: 0.100000
Training Epoch: 7 [27648/45000]	Loss: 0.5529	LR: 0.100000
Training Epoch: 7 [27904/45000]	Loss: 0.5662	LR: 0.100000
Training Epoch: 7 [28160/45000]	Loss: 0.5879	LR: 0.100000
Training Epoch: 7 [28416/45000]	Loss: 0.5761	LR: 0.100000
Training Epoch: 7 [28672/45000]	Loss: 0.6903	LR: 0.100000
Training Epoch: 7 [28928/45000]	Loss: 0.5529	LR: 0.100000
Training Epoch: 7 [29184/45000]	Loss: 0.6035	LR: 0.100000
Training Epoch: 7 [29440/45000]	Loss: 0.5421	LR: 0.100000
Training Epoch: 7 [29696/45000]	Loss: 0.4666	LR: 0.100000
Training Epoch: 7 [29952/45000]	Loss: 0.6376	LR: 0.100000
Training Epoch: 7 [30208/45000]	Loss: 0.6580	LR: 0.100000
Training Epoch: 7 [30464/45000]	Loss: 0.5458	LR: 0.100000
Training Epoch: 7 [30720/45000]	Loss: 0.5225	LR: 0.100000
Training Epoch: 7 [30976/45000]	Loss: 0.5960	LR: 0.100000
Training Epoch: 7 [31232/45000]	Loss: 0.6742	LR: 0.100000
Training Epoch: 7 [31488/45000]	Loss: 0.6598	LR: 0.100000
Training Epoch: 7 [31744/45000]	Loss: 0.5742	LR: 0.100000
Training Epoch: 7 [32000/45000]	Loss: 0.7343	LR: 0.100000
Training Epoch: 7 [32256/45000]	Loss: 0.5579	LR: 0.100000
Training Epoch: 7 [32512/45000]	Loss: 0.5419	LR: 0.100000
Training Epoch: 7 [32768/45000]	Loss: 0.7229	LR: 0.100000
Training Epoch: 7 [33024/45000]	Loss: 0.5307	LR: 0.100000
Training Epoch: 7 [33280/45000]	Loss: 0.6887	LR: 0.100000
Training Epoch: 7 [33536/45000]	Loss: 0.5885	LR: 0.100000
Training Epoch: 7 [33792/45000]	Loss: 0.5924	LR: 0.100000
Training Epoch: 7 [34048/45000]	Loss: 0.5669	LR: 0.100000
Training Epoch: 7 [34304/45000]	Loss: 0.6477	LR: 0.100000
Training Epoch: 7 [34560/45000]	Loss: 0.6165	LR: 0.100000
Training Epoch: 7 [34816/45000]	Loss: 0.6206	LR: 0.100000
Training Epoch: 7 [35072/45000]	Loss: 0.5538	LR: 0.100000
Training Epoch: 7 [35328/45000]	Loss: 0.5559	LR: 0.100000
Training Epoch: 7 [35584/45000]	Loss: 0.5467	LR: 0.100000
Training Epoch: 7 [35840/45000]	Loss: 0.6450	LR: 0.100000
Training Epoch: 7 [36096/45000]	Loss: 0.5535	LR: 0.100000
Training Epoch: 7 [36352/45000]	Loss: 0.6476	LR: 0.100000
Training Epoch: 7 [36608/45000]	Loss: 0.6917	LR: 0.100000
Training Epoch: 7 [36864/45000]	Loss: 0.6056	LR: 0.100000
Training Epoch: 7 [37120/45000]	Loss: 0.6279	LR: 0.100000
Training Epoch: 7 [37376/45000]	Loss: 0.7180	LR: 0.100000
Training Epoch: 7 [37632/45000]	Loss: 0.5884	LR: 0.100000
Training Epoch: 7 [37888/45000]	Loss: 0.6336	LR: 0.100000
Training Epoch: 7 [38144/45000]	Loss: 0.7349	LR: 0.100000
Training Epoch: 7 [38400/45000]	Loss: 0.6581	LR: 0.100000
Training Epoch: 7 [38656/45000]	Loss: 0.6048	LR: 0.100000
Training Epoch: 7 [38912/45000]	Loss: 0.6189	LR: 0.100000
Training Epoch: 7 [39168/45000]	Loss: 0.6627	LR: 0.100000
Training Epoch: 7 [39424/45000]	Loss: 0.6548	LR: 0.100000
Training Epoch: 7 [39680/45000]	Loss: 0.5613	LR: 0.100000
Training Epoch: 7 [39936/45000]	Loss: 0.5017	LR: 0.100000
Training Epoch: 7 [40192/45000]	Loss: 0.6622	LR: 0.100000
Training Epoch: 7 [40448/45000]	Loss: 0.6493	LR: 0.100000
Training Epoch: 7 [40704/45000]	Loss: 0.6262	LR: 0.100000
Training Epoch: 7 [40960/45000]	Loss: 0.5455	LR: 0.100000
Training Epoch: 7 [41216/45000]	Loss: 0.5394	LR: 0.100000
Training Epoch: 7 [41472/45000]	Loss: 0.5630	LR: 0.100000
Training Epoch: 7 [41728/45000]	Loss: 0.5393	LR: 0.100000
Training Epoch: 7 [41984/45000]	Loss: 0.6342	LR: 0.100000
Training Epoch: 7 [42240/45000]	Loss: 0.7097	LR: 0.100000
Training Epoch: 7 [42496/45000]	Loss: 0.5595	LR: 0.100000
Training Epoch: 7 [42752/45000]	Loss: 0.5817	LR: 0.100000
Training Epoch: 7 [43008/45000]	Loss: 0.6212	LR: 0.100000
Training Epoch: 7 [43264/45000]	Loss: 0.5145	LR: 0.100000
Training Epoch: 7 [43520/45000]	Loss: 0.5641	LR: 0.100000
Training Epoch: 7 [43776/45000]	Loss: 0.6551	LR: 0.100000
Training Epoch: 7 [44032/45000]	Loss: 0.5038	LR: 0.100000
Training Epoch: 7 [44288/45000]	Loss: 0.5581	LR: 0.100000
Training Epoch: 7 [44544/45000]	Loss: 0.7197	LR: 0.100000
Training Epoch: 7 [44800/45000]	Loss: 0.6041	LR: 0.100000
Training Epoch: 7 [45000/45000]	Loss: 0.7080	LR: 0.100000
Epoch 7 - Average Train Loss: 0.6121, Train Accuracy: 0.7865
Epoch 7 training time consumed: 27.28s
Evaluating Network.....
Test set: Epoch: 7, Average loss: 0.0039, Accuracy: 0.7039, Time consumed:0.85s
Training Epoch: 8 [256/45000]	Loss: 0.5842	LR: 0.020000
Training Epoch: 8 [512/45000]	Loss: 0.6770	LR: 0.020000
Training Epoch: 8 [768/45000]	Loss: 0.5901	LR: 0.020000
Training Epoch: 8 [1024/45000]	Loss: 0.5605	LR: 0.020000
Training Epoch: 8 [1280/45000]	Loss: 0.5919	LR: 0.020000
Training Epoch: 8 [1536/45000]	Loss: 0.4614	LR: 0.020000
Training Epoch: 8 [1792/45000]	Loss: 0.5464	LR: 0.020000
Training Epoch: 8 [2048/45000]	Loss: 0.5842	LR: 0.020000
Training Epoch: 8 [2304/45000]	Loss: 0.5986	LR: 0.020000
Training Epoch: 8 [2560/45000]	Loss: 0.6128	LR: 0.020000
Training Epoch: 8 [2816/45000]	Loss: 0.5101	LR: 0.020000
Training Epoch: 8 [3072/45000]	Loss: 0.4531	LR: 0.020000
Training Epoch: 8 [3328/45000]	Loss: 0.4421	LR: 0.020000
Training Epoch: 8 [3584/45000]	Loss: 0.4641	LR: 0.020000
Training Epoch: 8 [3840/45000]	Loss: 0.4830	LR: 0.020000
Training Epoch: 8 [4096/45000]	Loss: 0.4433	LR: 0.020000
Training Epoch: 8 [4352/45000]	Loss: 0.4711	LR: 0.020000
Training Epoch: 8 [4608/45000]	Loss: 0.5349	LR: 0.020000
Training Epoch: 8 [4864/45000]	Loss: 0.5192	LR: 0.020000
Training Epoch: 8 [5120/45000]	Loss: 0.5176	LR: 0.020000
Training Epoch: 8 [5376/45000]	Loss: 0.6040	LR: 0.020000
Training Epoch: 8 [5632/45000]	Loss: 0.4665	LR: 0.020000
Training Epoch: 8 [5888/45000]	Loss: 0.5861	LR: 0.020000
Training Epoch: 8 [6144/45000]	Loss: 0.4645	LR: 0.020000
Training Epoch: 8 [6400/45000]	Loss: 0.4583	LR: 0.020000
Training Epoch: 8 [6656/45000]	Loss: 0.4643	LR: 0.020000
Training Epoch: 8 [6912/45000]	Loss: 0.5431	LR: 0.020000
Training Epoch: 8 [7168/45000]	Loss: 0.4375	LR: 0.020000
Training Epoch: 8 [7424/45000]	Loss: 0.4286	LR: 0.020000
Training Epoch: 8 [7680/45000]	Loss: 0.5251	LR: 0.020000
Training Epoch: 8 [7936/45000]	Loss: 0.4634	LR: 0.020000
Training Epoch: 8 [8192/45000]	Loss: 0.4050	LR: 0.020000
Training Epoch: 8 [8448/45000]	Loss: 0.5116	LR: 0.020000
Training Epoch: 8 [8704/45000]	Loss: 0.4089	LR: 0.020000
Training Epoch: 8 [8960/45000]	Loss: 0.3662	LR: 0.020000
Training Epoch: 8 [9216/45000]	Loss: 0.3779	LR: 0.020000
Training Epoch: 8 [9472/45000]	Loss: 0.4745	LR: 0.020000
Training Epoch: 8 [9728/45000]	Loss: 0.4998	LR: 0.020000
Training Epoch: 8 [9984/45000]	Loss: 0.4558	LR: 0.020000
Training Epoch: 8 [10240/45000]	Loss: 0.4936	LR: 0.020000
Training Epoch: 8 [10496/45000]	Loss: 0.3469	LR: 0.020000
Training Epoch: 8 [10752/45000]	Loss: 0.5952	LR: 0.020000
Training Epoch: 8 [11008/45000]	Loss: 0.4945	LR: 0.020000
Training Epoch: 8 [11264/45000]	Loss: 0.5788	LR: 0.020000
Training Epoch: 8 [11520/45000]	Loss: 0.4945	LR: 0.020000
Training Epoch: 8 [11776/45000]	Loss: 0.4271	LR: 0.020000
Training Epoch: 8 [12032/45000]	Loss: 0.4985	LR: 0.020000
Training Epoch: 8 [12288/45000]	Loss: 0.4583	LR: 0.020000
Training Epoch: 8 [12544/45000]	Loss: 0.4347	LR: 0.020000
Training Epoch: 8 [12800/45000]	Loss: 0.5990	LR: 0.020000
Training Epoch: 8 [13056/45000]	Loss: 0.4896	LR: 0.020000
Training Epoch: 8 [13312/45000]	Loss: 0.5139	LR: 0.020000
Training Epoch: 8 [13568/45000]	Loss: 0.4789	LR: 0.020000
Training Epoch: 8 [13824/45000]	Loss: 0.4947	LR: 0.020000
Training Epoch: 8 [14080/45000]	Loss: 0.5189	LR: 0.020000
Training Epoch: 8 [14336/45000]	Loss: 0.4320	LR: 0.020000
Training Epoch: 8 [14592/45000]	Loss: 0.4152	LR: 0.020000
Training Epoch: 8 [14848/45000]	Loss: 0.4576	LR: 0.020000
Training Epoch: 8 [15104/45000]	Loss: 0.4553	LR: 0.020000
Training Epoch: 8 [15360/45000]	Loss: 0.3311	LR: 0.020000
Training Epoch: 8 [15616/45000]	Loss: 0.4076	LR: 0.020000
Training Epoch: 8 [15872/45000]	Loss: 0.5078	LR: 0.020000
Training Epoch: 8 [16128/45000]	Loss: 0.5140	LR: 0.020000
Training Epoch: 8 [16384/45000]	Loss: 0.3519	LR: 0.020000
Training Epoch: 8 [16640/45000]	Loss: 0.4957	LR: 0.020000
Training Epoch: 8 [16896/45000]	Loss: 0.3991	LR: 0.020000
Training Epoch: 8 [17152/45000]	Loss: 0.4823	LR: 0.020000
Training Epoch: 8 [17408/45000]	Loss: 0.4765	LR: 0.020000
Training Epoch: 8 [17664/45000]	Loss: 0.4294	LR: 0.020000
Training Epoch: 8 [17920/45000]	Loss: 0.4714	LR: 0.020000
Training Epoch: 8 [18176/45000]	Loss: 0.4539	LR: 0.020000
Training Epoch: 8 [18432/45000]	Loss: 0.4611	LR: 0.020000
Training Epoch: 8 [18688/45000]	Loss: 0.4579	LR: 0.020000
Training Epoch: 8 [18944/45000]	Loss: 0.5345	LR: 0.020000
Training Epoch: 8 [19200/45000]	Loss: 0.3637	LR: 0.020000
Training Epoch: 8 [19456/45000]	Loss: 0.5029	LR: 0.020000
Training Epoch: 8 [19712/45000]	Loss: 0.5582	LR: 0.020000
Training Epoch: 8 [19968/45000]	Loss: 0.5012	LR: 0.020000
Training Epoch: 8 [20224/45000]	Loss: 0.3514	LR: 0.020000
Training Epoch: 8 [20480/45000]	Loss: 0.4502	LR: 0.020000
Training Epoch: 8 [20736/45000]	Loss: 0.5114	LR: 0.020000
Training Epoch: 8 [20992/45000]	Loss: 0.4271	LR: 0.020000
Training Epoch: 8 [21248/45000]	Loss: 0.4665	LR: 0.020000
Training Epoch: 8 [21504/45000]	Loss: 0.4783	LR: 0.020000
Training Epoch: 8 [21760/45000]	Loss: 0.4649	LR: 0.020000
Training Epoch: 8 [22016/45000]	Loss: 0.4272	LR: 0.020000
Training Epoch: 8 [22272/45000]	Loss: 0.3961	LR: 0.020000
Training Epoch: 8 [22528/45000]	Loss: 0.5181	LR: 0.020000
Training Epoch: 8 [22784/45000]	Loss: 0.4237	LR: 0.020000
Training Epoch: 8 [23040/45000]	Loss: 0.4154	LR: 0.020000
Training Epoch: 8 [23296/45000]	Loss: 0.3495	LR: 0.020000
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Training Epoch: 8 [24576/45000]	Loss: 0.3571	LR: 0.020000
Training Epoch: 8 [24832/45000]	Loss: 0.5326	LR: 0.020000
Training Epoch: 8 [25088/45000]	Loss: 0.5356	LR: 0.020000
Training Epoch: 8 [25344/45000]	Loss: 0.4076	LR: 0.020000
Training Epoch: 8 [25600/45000]	Loss: 0.4731	LR: 0.020000
Training Epoch: 8 [25856/45000]	Loss: 0.3630	LR: 0.020000
Training Epoch: 8 [26112/45000]	Loss: 0.4226	LR: 0.020000
Training Epoch: 8 [26368/45000]	Loss: 0.4624	LR: 0.020000
Training Epoch: 8 [26624/45000]	Loss: 0.4600	LR: 0.020000
Training Epoch: 8 [26880/45000]	Loss: 0.4264	LR: 0.020000
Training Epoch: 8 [27136/45000]	Loss: 0.4343	LR: 0.020000
Training Epoch: 8 [27392/45000]	Loss: 0.4414	LR: 0.020000
Training Epoch: 8 [27648/45000]	Loss: 0.4307	LR: 0.020000
Training Epoch: 8 [27904/45000]	Loss: 0.3947	LR: 0.020000
Training Epoch: 8 [28160/45000]	Loss: 0.4730	LR: 0.020000
Training Epoch: 8 [28416/45000]	Loss: 0.5083	LR: 0.020000
Training Epoch: 8 [28672/45000]	Loss: 0.3575	LR: 0.020000
Training Epoch: 8 [28928/45000]	Loss: 0.4651	LR: 0.020000
Training Epoch: 8 [29184/45000]	Loss: 0.5227	LR: 0.020000
Training Epoch: 8 [29440/45000]	Loss: 0.5233	LR: 0.020000
Training Epoch: 8 [29696/45000]	Loss: 0.4098	LR: 0.020000
Training Epoch: 8 [29952/45000]	Loss: 0.4719	LR: 0.020000
Training Epoch: 8 [30208/45000]	Loss: 0.3491	LR: 0.020000
Training Epoch: 8 [30464/45000]	Loss: 0.5380	LR: 0.020000
Training Epoch: 8 [30720/45000]	Loss: 0.4892	LR: 0.020000
Training Epoch: 8 [30976/45000]	Loss: 0.3723	LR: 0.020000
Training Epoch: 8 [31232/45000]	Loss: 0.4502	LR: 0.020000
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Training Epoch: 8 [31744/45000]	Loss: 0.4115	LR: 0.020000
Training Epoch: 8 [32000/45000]	Loss: 0.4506	LR: 0.020000
Training Epoch: 8 [32256/45000]	Loss: 0.4706	LR: 0.020000
Training Epoch: 8 [32512/45000]	Loss: 0.4324	LR: 0.020000
Training Epoch: 8 [32768/45000]	Loss: 0.4229	LR: 0.020000
Training Epoch: 8 [33024/45000]	Loss: 0.4519	LR: 0.020000
Training Epoch: 8 [33280/45000]	Loss: 0.4647	LR: 0.020000
Training Epoch: 8 [33536/45000]	Loss: 0.4177	LR: 0.020000
Training Epoch: 8 [33792/45000]	Loss: 0.4230	LR: 0.020000
Training Epoch: 8 [34048/45000]	Loss: 0.3794	LR: 0.020000
Training Epoch: 8 [34304/45000]	Loss: 0.4153	LR: 0.020000
Training Epoch: 8 [34560/45000]	Loss: 0.4732	LR: 0.020000
Training Epoch: 8 [34816/45000]	Loss: 0.4368	LR: 0.020000
Training Epoch: 8 [35072/45000]	Loss: 0.3347	LR: 0.020000
Training Epoch: 8 [35328/45000]	Loss: 0.4556	LR: 0.020000
Training Epoch: 8 [35584/45000]	Loss: 0.4460	LR: 0.020000
Training Epoch: 8 [35840/45000]	Loss: 0.4368	LR: 0.020000
Training Epoch: 8 [36096/45000]	Loss: 0.5357	LR: 0.020000
Training Epoch: 8 [36352/45000]	Loss: 0.4517	LR: 0.020000
Training Epoch: 8 [36608/45000]	Loss: 0.3433	LR: 0.020000
Training Epoch: 8 [36864/45000]	Loss: 0.4550	LR: 0.020000
Training Epoch: 8 [37120/45000]	Loss: 0.4642	LR: 0.020000
Training Epoch: 8 [37376/45000]	Loss: 0.4320	LR: 0.020000
Training Epoch: 8 [37632/45000]	Loss: 0.3236	LR: 0.020000
Training Epoch: 8 [37888/45000]	Loss: 0.5335	LR: 0.020000
Training Epoch: 8 [38144/45000]	Loss: 0.4209	LR: 0.020000
Training Epoch: 8 [38400/45000]	Loss: 0.4900	LR: 0.020000
Training Epoch: 8 [38656/45000]	Loss: 0.5387	LR: 0.020000
Training Epoch: 8 [38912/45000]	Loss: 0.4966	LR: 0.020000
Training Epoch: 8 [39168/45000]	Loss: 0.5081	LR: 0.020000
Training Epoch: 8 [39424/45000]	Loss: 0.3871	LR: 0.020000
Training Epoch: 8 [39680/45000]	Loss: 0.4800	LR: 0.020000
Training Epoch: 8 [39936/45000]	Loss: 0.4497	LR: 0.020000
Training Epoch: 8 [40192/45000]	Loss: 0.3411	LR: 0.020000
Training Epoch: 8 [40448/45000]	Loss: 0.5395	LR: 0.020000
Training Epoch: 8 [40704/45000]	Loss: 0.4641	LR: 0.020000
Training Epoch: 8 [40960/45000]	Loss: 0.5363	LR: 0.020000
Training Epoch: 8 [41216/45000]	Loss: 0.4792	LR: 0.020000
Training Epoch: 8 [41472/45000]	Loss: 0.3582	LR: 0.020000
Training Epoch: 8 [41728/45000]	Loss: 0.4222	LR: 0.020000
Training Epoch: 8 [41984/45000]	Loss: 0.3393	LR: 0.020000
Training Epoch: 8 [42240/45000]	Loss: 0.4825	LR: 0.020000
Training Epoch: 8 [42496/45000]	Loss: 0.4458	LR: 0.020000
Training Epoch: 8 [42752/45000]	Loss: 0.4155	LR: 0.020000
Training Epoch: 8 [43008/45000]	Loss: 0.4704	LR: 0.020000
Training Epoch: 8 [43264/45000]	Loss: 0.5323	LR: 0.020000
Training Epoch: 8 [43520/45000]	Loss: 0.4669	LR: 0.020000
Training Epoch: 8 [43776/45000]	Loss: 0.3969	LR: 0.020000
Training Epoch: 8 [44032/45000]	Loss: 0.4374	LR: 0.020000
Training Epoch: 8 [44288/45000]	Loss: 0.4218	LR: 0.020000
Training Epoch: 8 [44544/45000]	Loss: 0.4664	LR: 0.020000
Training Epoch: 8 [44800/45000]	Loss: 0.4202	LR: 0.020000
Training Epoch: 8 [45000/45000]	Loss: 0.3752	LR: 0.020000
Epoch 8 - Average Train Loss: 0.4620, Train Accuracy: 0.8400
Epoch 8 training time consumed: 27.15s
Evaluating Network.....
Test set: Epoch: 8, Average loss: 0.0017, Accuracy: 0.8540, Time consumed:0.84s
Saving weights file to checkpoint/retrain/ResNet18/Saturday_12_July_2025_19h_09m_22s/ResNet18-Cifar10-seed10-ret100-8-best.pth
Training Epoch: 9 [256/45000]	Loss: 0.4287	LR: 0.020000
Training Epoch: 9 [512/45000]	Loss: 0.4335	LR: 0.020000
Training Epoch: 9 [768/45000]	Loss: 0.3872	LR: 0.020000
Training Epoch: 9 [1024/45000]	Loss: 0.3637	LR: 0.020000
Training Epoch: 9 [1280/45000]	Loss: 0.4062	LR: 0.020000
Training Epoch: 9 [1536/45000]	Loss: 0.4148	LR: 0.020000
Training Epoch: 9 [1792/45000]	Loss: 0.4515	LR: 0.020000
Training Epoch: 9 [2048/45000]	Loss: 0.3799	LR: 0.020000
Training Epoch: 9 [2304/45000]	Loss: 0.3581	LR: 0.020000
Training Epoch: 9 [2560/45000]	Loss: 0.3289	LR: 0.020000
Training Epoch: 9 [2816/45000]	Loss: 0.4822	LR: 0.020000
Training Epoch: 9 [3072/45000]	Loss: 0.4589	LR: 0.020000
Training Epoch: 9 [3328/45000]	Loss: 0.3678	LR: 0.020000
Training Epoch: 9 [3584/45000]	Loss: 0.4324	LR: 0.020000
Training Epoch: 9 [3840/45000]	Loss: 0.4704	LR: 0.020000
Training Epoch: 9 [4096/45000]	Loss: 0.4115	LR: 0.020000
Training Epoch: 9 [4352/45000]	Loss: 0.4991	LR: 0.020000
Training Epoch: 9 [4608/45000]	Loss: 0.4151	LR: 0.020000
Training Epoch: 9 [4864/45000]	Loss: 0.5452	LR: 0.020000
Training Epoch: 9 [5120/45000]	Loss: 0.4802	LR: 0.020000
Training Epoch: 9 [5376/45000]	Loss: 0.4537	LR: 0.020000
Training Epoch: 9 [5632/45000]	Loss: 0.5267	LR: 0.020000
Training Epoch: 9 [5888/45000]	Loss: 0.4122	LR: 0.020000
Training Epoch: 9 [6144/45000]	Loss: 0.3880	LR: 0.020000
Training Epoch: 9 [6400/45000]	Loss: 0.4240	LR: 0.020000
Training Epoch: 9 [6656/45000]	Loss: 0.3399	LR: 0.020000
Training Epoch: 9 [6912/45000]	Loss: 0.5161	LR: 0.020000
Training Epoch: 9 [7168/45000]	Loss: 0.4590	LR: 0.020000
Training Epoch: 9 [7424/45000]	Loss: 0.4587	LR: 0.020000
Training Epoch: 9 [7680/45000]	Loss: 0.5116	LR: 0.020000
Training Epoch: 9 [7936/45000]	Loss: 0.4556	LR: 0.020000
Training Epoch: 9 [8192/45000]	Loss: 0.3918	LR: 0.020000
Training Epoch: 9 [8448/45000]	Loss: 0.5321	LR: 0.020000
Training Epoch: 9 [8704/45000]	Loss: 0.4634	LR: 0.020000
Training Epoch: 9 [8960/45000]	Loss: 0.4298	LR: 0.020000
Training Epoch: 9 [9216/45000]	Loss: 0.3805	LR: 0.020000
Training Epoch: 9 [9472/45000]	Loss: 0.4987	LR: 0.020000
Training Epoch: 9 [9728/45000]	Loss: 0.4078	LR: 0.020000
Training Epoch: 9 [9984/45000]	Loss: 0.4472	LR: 0.020000
Training Epoch: 9 [10240/45000]	Loss: 0.4531	LR: 0.020000
Training Epoch: 9 [10496/45000]	Loss: 0.3878	LR: 0.020000
Training Epoch: 9 [10752/45000]	Loss: 0.3816	LR: 0.020000
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Training Epoch: 9 [45000/45000]	Loss: 0.5080	LR: 0.020000
Epoch 9 - Average Train Loss: 0.4202, Train Accuracy: 0.8547
Epoch 9 training time consumed: 27.05s
Evaluating Network.....
Test set: Epoch: 9, Average loss: 0.0017, Accuracy: 0.8572, Time consumed:0.86s
Saving weights file to checkpoint/retrain/ResNet18/Saturday_12_July_2025_19h_09m_22s/ResNet18-Cifar10-seed10-ret100-9-best.pth
Training Epoch: 10 [256/45000]	Loss: 0.3672	LR: 0.020000
Training Epoch: 10 [512/45000]	Loss: 0.3483	LR: 0.020000
Training Epoch: 10 [768/45000]	Loss: 0.3871	LR: 0.020000
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Training Epoch: 10 [1280/45000]	Loss: 0.3694	LR: 0.020000
Training Epoch: 10 [1536/45000]	Loss: 0.3305	LR: 0.020000
Training Epoch: 10 [1792/45000]	Loss: 0.4015	LR: 0.020000
Training Epoch: 10 [2048/45000]	Loss: 0.4698	LR: 0.020000
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Training Epoch: 10 [2560/45000]	Loss: 0.3794	LR: 0.020000
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Training Epoch: 10 [38656/45000]	Loss: 0.3525	LR: 0.020000
Training Epoch: 10 [38912/45000]	Loss: 0.3865	LR: 0.020000
Training Epoch: 10 [39168/45000]	Loss: 0.4192	LR: 0.020000
Training Epoch: 10 [39424/45000]	Loss: 0.3442	LR: 0.020000
Training Epoch: 10 [39680/45000]	Loss: 0.3042	LR: 0.020000
Training Epoch: 10 [39936/45000]	Loss: 0.4461	LR: 0.020000
Training Epoch: 10 [40192/45000]	Loss: 0.4256	LR: 0.020000
Training Epoch: 10 [40448/45000]	Loss: 0.3449	LR: 0.020000
Training Epoch: 10 [40704/45000]	Loss: 0.3971	LR: 0.020000
Training Epoch: 10 [40960/45000]	Loss: 0.3730	LR: 0.020000
Training Epoch: 10 [41216/45000]	Loss: 0.3995	LR: 0.020000
Training Epoch: 10 [41472/45000]	Loss: 0.3453	LR: 0.020000
Training Epoch: 10 [41728/45000]	Loss: 0.4430	LR: 0.020000
Training Epoch: 10 [41984/45000]	Loss: 0.4216	LR: 0.020000
Training Epoch: 10 [42240/45000]	Loss: 0.3546	LR: 0.020000
Training Epoch: 10 [42496/45000]	Loss: 0.4195	LR: 0.020000
Training Epoch: 10 [42752/45000]	Loss: 0.5064	LR: 0.020000
Training Epoch: 10 [43008/45000]	Loss: 0.4299	LR: 0.020000
Training Epoch: 10 [43264/45000]	Loss: 0.3725	LR: 0.020000
Training Epoch: 10 [43520/45000]	Loss: 0.4120	LR: 0.020000
Training Epoch: 10 [43776/45000]	Loss: 0.3996	LR: 0.020000
Training Epoch: 10 [44032/45000]	Loss: 0.3687	LR: 0.020000
Training Epoch: 10 [44288/45000]	Loss: 0.3934	LR: 0.020000
Training Epoch: 10 [44544/45000]	Loss: 0.3847	LR: 0.020000
Training Epoch: 10 [44800/45000]	Loss: 0.3804	LR: 0.020000
Training Epoch: 10 [45000/45000]	Loss: 0.4150	LR: 0.020000
Epoch 10 - Average Train Loss: 0.3985, Train Accuracy: 0.8604
Epoch 10 training time consumed: 27.28s
Evaluating Network.....
Test set: Epoch: 10, Average loss: 0.0016, Accuracy: 0.8599, Time consumed:0.93s
Saving weights file to checkpoint/retrain/ResNet18/Saturday_12_July_2025_19h_09m_22s/ResNet18-Cifar10-seed10-ret100-10-best.pth
Training Epoch: 11 [256/45000]	Loss: 0.3517	LR: 0.020000
Training Epoch: 11 [512/45000]	Loss: 0.4920	LR: 0.020000
Training Epoch: 11 [768/45000]	Loss: 0.3604	LR: 0.020000
Training Epoch: 11 [1024/45000]	Loss: 0.4372	LR: 0.020000
Training Epoch: 11 [1280/45000]	Loss: 0.3967	LR: 0.020000
Training Epoch: 11 [1536/45000]	Loss: 0.3795	LR: 0.020000
Training Epoch: 11 [1792/45000]	Loss: 0.3204	LR: 0.020000
Training Epoch: 11 [2048/45000]	Loss: 0.3874	LR: 0.020000
Training Epoch: 11 [2304/45000]	Loss: 0.3324	LR: 0.020000
Training Epoch: 11 [2560/45000]	Loss: 0.3220	LR: 0.020000
Training Epoch: 11 [2816/45000]	Loss: 0.3474	LR: 0.020000
Training Epoch: 11 [3072/45000]	Loss: 0.3718	LR: 0.020000
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Training Epoch: 11 [3584/45000]	Loss: 0.3177	LR: 0.020000
Training Epoch: 11 [3840/45000]	Loss: 0.3824	LR: 0.020000
Training Epoch: 11 [4096/45000]	Loss: 0.3958	LR: 0.020000
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Training Epoch: 11 [7168/45000]	Loss: 0.3294	LR: 0.020000
Training Epoch: 11 [7424/45000]	Loss: 0.2856	LR: 0.020000
Training Epoch: 11 [7680/45000]	Loss: 0.4168	LR: 0.020000
Training Epoch: 11 [7936/45000]	Loss: 0.3020	LR: 0.020000
Training Epoch: 11 [8192/45000]	Loss: 0.3622	LR: 0.020000
Training Epoch: 11 [8448/45000]	Loss: 0.3967	LR: 0.020000
Training Epoch: 11 [8704/45000]	Loss: 0.3869	LR: 0.020000
Training Epoch: 11 [8960/45000]	Loss: 0.3852	LR: 0.020000
Training Epoch: 11 [9216/45000]	Loss: 0.3556	LR: 0.020000
Training Epoch: 11 [9472/45000]	Loss: 0.3831	LR: 0.020000
Training Epoch: 11 [9728/45000]	Loss: 0.3407	LR: 0.020000
Training Epoch: 11 [9984/45000]	Loss: 0.4134	LR: 0.020000
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Training Epoch: 11 [10496/45000]	Loss: 0.3030	LR: 0.020000
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Training Epoch: 11 [11008/45000]	Loss: 0.3659	LR: 0.020000
Training Epoch: 11 [11264/45000]	Loss: 0.4204	LR: 0.020000
Training Epoch: 11 [11520/45000]	Loss: 0.3717	LR: 0.020000
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Training Epoch: 11 [13312/45000]	Loss: 0.3534	LR: 0.020000
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Training Epoch: 11 [13824/45000]	Loss: 0.3901	LR: 0.020000
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Training Epoch: 11 [16384/45000]	Loss: 0.3465	LR: 0.020000
Training Epoch: 11 [16640/45000]	Loss: 0.3571	LR: 0.020000
Training Epoch: 11 [16896/45000]	Loss: 0.4398	LR: 0.020000
Training Epoch: 11 [17152/45000]	Loss: 0.3419	LR: 0.020000
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Training Epoch: 11 [19712/45000]	Loss: 0.3387	LR: 0.020000
Training Epoch: 11 [19968/45000]	Loss: 0.4030	LR: 0.020000
Training Epoch: 11 [20224/45000]	Loss: 0.3693	LR: 0.020000
Training Epoch: 11 [20480/45000]	Loss: 0.3811	LR: 0.020000
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Training Epoch: 11 [27904/45000]	Loss: 0.4141	LR: 0.020000
Training Epoch: 11 [28160/45000]	Loss: 0.4919	LR: 0.020000
Training Epoch: 11 [28416/45000]	Loss: 0.3689	LR: 0.020000
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Training Epoch: 11 [29440/45000]	Loss: 0.4203	LR: 0.020000
Training Epoch: 11 [29696/45000]	Loss: 0.4055	LR: 0.020000
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Training Epoch: 11 [37632/45000]	Loss: 0.3751	LR: 0.020000
Training Epoch: 11 [37888/45000]	Loss: 0.3819	LR: 0.020000
Training Epoch: 11 [38144/45000]	Loss: 0.3509	LR: 0.020000
Training Epoch: 11 [38400/45000]	Loss: 0.3995	LR: 0.020000
Training Epoch: 11 [38656/45000]	Loss: 0.4170	LR: 0.020000
Training Epoch: 11 [38912/45000]	Loss: 0.2970	LR: 0.020000
Training Epoch: 11 [39168/45000]	Loss: 0.3466	LR: 0.020000
Training Epoch: 11 [39424/45000]	Loss: 0.3900	LR: 0.020000
Training Epoch: 11 [39680/45000]	Loss: 0.3429	LR: 0.020000
Training Epoch: 11 [39936/45000]	Loss: 0.3311	LR: 0.020000
Training Epoch: 11 [40192/45000]	Loss: 0.3426	LR: 0.020000
Training Epoch: 11 [40448/45000]	Loss: 0.3622	LR: 0.020000
Training Epoch: 11 [40704/45000]	Loss: 0.3679	LR: 0.020000
Training Epoch: 11 [40960/45000]	Loss: 0.3430	LR: 0.020000
Training Epoch: 11 [41216/45000]	Loss: 0.4631	LR: 0.020000
Training Epoch: 11 [41472/45000]	Loss: 0.3523	LR: 0.020000
Training Epoch: 11 [41728/45000]	Loss: 0.3757	LR: 0.020000
Training Epoch: 11 [41984/45000]	Loss: 0.3944	LR: 0.020000
Training Epoch: 11 [42240/45000]	Loss: 0.3386	LR: 0.020000
Training Epoch: 11 [42496/45000]	Loss: 0.3222	LR: 0.020000
Training Epoch: 11 [42752/45000]	Loss: 0.3503	LR: 0.020000
Training Epoch: 11 [43008/45000]	Loss: 0.4619	LR: 0.020000
Training Epoch: 11 [43264/45000]	Loss: 0.3736	LR: 0.020000
Training Epoch: 11 [43520/45000]	Loss: 0.4587	LR: 0.020000
Training Epoch: 11 [43776/45000]	Loss: 0.4323	LR: 0.020000
Training Epoch: 11 [44032/45000]	Loss: 0.3257	LR: 0.020000
Training Epoch: 11 [44288/45000]	Loss: 0.3530	LR: 0.020000
Training Epoch: 11 [44544/45000]	Loss: 0.3739	LR: 0.020000
Training Epoch: 11 [44800/45000]	Loss: 0.3140	LR: 0.020000
Training Epoch: 11 [45000/45000]	Loss: 0.3498	LR: 0.020000
Epoch 11 - Average Train Loss: 0.3755, Train Accuracy: 0.8675
Epoch 11 training time consumed: 27.26s
Evaluating Network.....
Test set: Epoch: 11, Average loss: 0.0017, Accuracy: 0.8570, Time consumed:0.92s
Training Epoch: 12 [256/45000]	Loss: 0.3635	LR: 0.004000
Training Epoch: 12 [512/45000]	Loss: 0.3417	LR: 0.004000
Training Epoch: 12 [768/45000]	Loss: 0.3061	LR: 0.004000
Training Epoch: 12 [1024/45000]	Loss: 0.3856	LR: 0.004000
Training Epoch: 12 [1280/45000]	Loss: 0.3797	LR: 0.004000
Training Epoch: 12 [1536/45000]	Loss: 0.4197	LR: 0.004000
Training Epoch: 12 [1792/45000]	Loss: 0.2851	LR: 0.004000
Training Epoch: 12 [2048/45000]	Loss: 0.3592	LR: 0.004000
Training Epoch: 12 [2304/45000]	Loss: 0.3419	LR: 0.004000
Training Epoch: 12 [2560/45000]	Loss: 0.2861	LR: 0.004000
Training Epoch: 12 [2816/45000]	Loss: 0.4410	LR: 0.004000
Training Epoch: 12 [3072/45000]	Loss: 0.3249	LR: 0.004000
Training Epoch: 12 [3328/45000]	Loss: 0.3006	LR: 0.004000
Training Epoch: 12 [3584/45000]	Loss: 0.3465	LR: 0.004000
Training Epoch: 12 [3840/45000]	Loss: 0.3559	LR: 0.004000
Training Epoch: 12 [4096/45000]	Loss: 0.3405	LR: 0.004000
Training Epoch: 12 [4352/45000]	Loss: 0.3197	LR: 0.004000
Training Epoch: 12 [4608/45000]	Loss: 0.3453	LR: 0.004000
Training Epoch: 12 [4864/45000]	Loss: 0.2873	LR: 0.004000
Training Epoch: 12 [5120/45000]	Loss: 0.4553	LR: 0.004000
Training Epoch: 12 [5376/45000]	Loss: 0.3518	LR: 0.004000
Training Epoch: 12 [5632/45000]	Loss: 0.3079	LR: 0.004000
Training Epoch: 12 [5888/45000]	Loss: 0.3310	LR: 0.004000
Training Epoch: 12 [6144/45000]	Loss: 0.3807	LR: 0.004000
Training Epoch: 12 [6400/45000]	Loss: 0.3369	LR: 0.004000
Training Epoch: 12 [6656/45000]	Loss: 0.3349	LR: 0.004000
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Training Epoch: 12 [7168/45000]	Loss: 0.3935	LR: 0.004000
Training Epoch: 12 [7424/45000]	Loss: 0.3034	LR: 0.004000
Training Epoch: 12 [7680/45000]	Loss: 0.4545	LR: 0.004000
Training Epoch: 12 [7936/45000]	Loss: 0.2849	LR: 0.004000
Training Epoch: 12 [8192/45000]	Loss: 0.3621	LR: 0.004000
Training Epoch: 12 [8448/45000]	Loss: 0.3845	LR: 0.004000
Training Epoch: 12 [8704/45000]	Loss: 0.3586	LR: 0.004000
Training Epoch: 12 [8960/45000]	Loss: 0.4293	LR: 0.004000
Training Epoch: 12 [9216/45000]	Loss: 0.3527	LR: 0.004000
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Training Epoch: 12 [9728/45000]	Loss: 0.3241	LR: 0.004000
Training Epoch: 12 [9984/45000]	Loss: 0.3803	LR: 0.004000
Training Epoch: 12 [10240/45000]	Loss: 0.3792	LR: 0.004000
Training Epoch: 12 [10496/45000]	Loss: 0.4185	LR: 0.004000
Training Epoch: 12 [10752/45000]	Loss: 0.2809	LR: 0.004000
Training Epoch: 12 [11008/45000]	Loss: 0.3257	LR: 0.004000
Training Epoch: 12 [11264/45000]	Loss: 0.3197	LR: 0.004000
Training Epoch: 12 [11520/45000]	Loss: 0.3555	LR: 0.004000
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Training Epoch: 12 [13056/45000]	Loss: 0.3284	LR: 0.004000
Training Epoch: 12 [13312/45000]	Loss: 0.3665	LR: 0.004000
Training Epoch: 12 [13568/45000]	Loss: 0.2673	LR: 0.004000
Training Epoch: 12 [13824/45000]	Loss: 0.3629	LR: 0.004000
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Training Epoch: 12 [14848/45000]	Loss: 0.3539	LR: 0.004000
Training Epoch: 12 [15104/45000]	Loss: 0.3613	LR: 0.004000
Training Epoch: 12 [15360/45000]	Loss: 0.3478	LR: 0.004000
Training Epoch: 12 [15616/45000]	Loss: 0.3338	LR: 0.004000
Training Epoch: 12 [15872/45000]	Loss: 0.3154	LR: 0.004000
Training Epoch: 12 [16128/45000]	Loss: 0.3710	LR: 0.004000
Training Epoch: 12 [16384/45000]	Loss: 0.2854	LR: 0.004000
Training Epoch: 12 [16640/45000]	Loss: 0.2984	LR: 0.004000
Training Epoch: 12 [16896/45000]	Loss: 0.3709	LR: 0.004000
Training Epoch: 12 [17152/45000]	Loss: 0.2742	LR: 0.004000
Training Epoch: 12 [17408/45000]	Loss: 0.3800	LR: 0.004000
Training Epoch: 12 [17664/45000]	Loss: 0.3716	LR: 0.004000
Training Epoch: 12 [17920/45000]	Loss: 0.3450	LR: 0.004000
Training Epoch: 12 [18176/45000]	Loss: 0.2854	LR: 0.004000
Training Epoch: 12 [18432/45000]	Loss: 0.2848	LR: 0.004000
Training Epoch: 12 [18688/45000]	Loss: 0.2926	LR: 0.004000
Training Epoch: 12 [18944/45000]	Loss: 0.4068	LR: 0.004000
Training Epoch: 12 [19200/45000]	Loss: 0.3037	LR: 0.004000
Training Epoch: 12 [19456/45000]	Loss: 0.2844	LR: 0.004000
Training Epoch: 12 [19712/45000]	Loss: 0.3345	LR: 0.004000
Training Epoch: 12 [19968/45000]	Loss: 0.3403	LR: 0.004000
Training Epoch: 12 [20224/45000]	Loss: 0.3317	LR: 0.004000
Training Epoch: 12 [20480/45000]	Loss: 0.3656	LR: 0.004000
Training Epoch: 12 [20736/45000]	Loss: 0.3340	LR: 0.004000
Training Epoch: 12 [20992/45000]	Loss: 0.2432	LR: 0.004000
Training Epoch: 12 [21248/45000]	Loss: 0.2805	LR: 0.004000
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Training Epoch: 12 [22016/45000]	Loss: 0.2937	LR: 0.004000
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Training Epoch: 12 [40960/45000]	Loss: 0.3905	LR: 0.004000
Training Epoch: 12 [41216/45000]	Loss: 0.3300	LR: 0.004000
Training Epoch: 12 [41472/45000]	Loss: 0.2924	LR: 0.004000
Training Epoch: 12 [41728/45000]	Loss: 0.3181	LR: 0.004000
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Training Epoch: 12 [42240/45000]	Loss: 0.3056	LR: 0.004000
Training Epoch: 12 [42496/45000]	Loss: 0.3617	LR: 0.004000
Training Epoch: 12 [42752/45000]	Loss: 0.3113	LR: 0.004000
Training Epoch: 12 [43008/45000]	Loss: 0.3514	LR: 0.004000
Training Epoch: 12 [43264/45000]	Loss: 0.3450	LR: 0.004000
Training Epoch: 12 [43520/45000]	Loss: 0.2800	LR: 0.004000
Training Epoch: 12 [43776/45000]	Loss: 0.4064	LR: 0.004000
Training Epoch: 12 [44032/45000]	Loss: 0.3014	LR: 0.004000
Training Epoch: 12 [44288/45000]	Loss: 0.3219	LR: 0.004000
Training Epoch: 12 [44544/45000]	Loss: 0.3983	LR: 0.004000
Training Epoch: 12 [44800/45000]	Loss: 0.3085	LR: 0.004000
Training Epoch: 12 [45000/45000]	Loss: 0.2879	LR: 0.004000
Epoch 12 - Average Train Loss: 0.3341, Train Accuracy: 0.8846
Epoch 12 training time consumed: 27.25s
Evaluating Network.....
Test set: Epoch: 12, Average loss: 0.0014, Accuracy: 0.8785, Time consumed:0.85s
Saving weights file to checkpoint/retrain/ResNet18/Saturday_12_July_2025_19h_09m_22s/ResNet18-Cifar10-seed10-ret100-12-best.pth
Training Epoch: 13 [256/45000]	Loss: 0.3356	LR: 0.004000
Training Epoch: 13 [512/45000]	Loss: 0.2751	LR: 0.004000
Training Epoch: 13 [768/45000]	Loss: 0.3521	LR: 0.004000
Training Epoch: 13 [1024/45000]	Loss: 0.3759	LR: 0.004000
Training Epoch: 13 [1280/45000]	Loss: 0.3070	LR: 0.004000
Training Epoch: 13 [1536/45000]	Loss: 0.3056	LR: 0.004000
Training Epoch: 13 [1792/45000]	Loss: 0.2968	LR: 0.004000
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Training Epoch: 13 [2560/45000]	Loss: 0.3491	LR: 0.004000
Training Epoch: 13 [2816/45000]	Loss: 0.2973	LR: 0.004000
Training Epoch: 13 [3072/45000]	Loss: 0.3354	LR: 0.004000
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Training Epoch: 13 [28416/45000]	Loss: 0.2331	LR: 0.004000
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Training Epoch: 13 [28928/45000]	Loss: 0.3549	LR: 0.004000
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Training Epoch: 13 [29440/45000]	Loss: 0.3745	LR: 0.004000
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Training Epoch: 13 [41728/45000]	Loss: 0.3432	LR: 0.004000
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Training Epoch: 13 [42240/45000]	Loss: 0.2814	LR: 0.004000
Training Epoch: 13 [42496/45000]	Loss: 0.3301	LR: 0.004000
Training Epoch: 13 [42752/45000]	Loss: 0.3702	LR: 0.004000
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Training Epoch: 13 [43264/45000]	Loss: 0.3686	LR: 0.004000
Training Epoch: 13 [43520/45000]	Loss: 0.3600	LR: 0.004000
Training Epoch: 13 [43776/45000]	Loss: 0.2527	LR: 0.004000
Training Epoch: 13 [44032/45000]	Loss: 0.2316	LR: 0.004000
Training Epoch: 13 [44288/45000]	Loss: 0.2116	LR: 0.004000
Training Epoch: 13 [44544/45000]	Loss: 0.3189	LR: 0.004000
Training Epoch: 13 [44800/45000]	Loss: 0.3121	LR: 0.004000
Training Epoch: 13 [45000/45000]	Loss: 0.3049	LR: 0.004000
Epoch 13 - Average Train Loss: 0.3143, Train Accuracy: 0.8915
Epoch 13 training time consumed: 27.09s
Evaluating Network.....
Test set: Epoch: 13, Average loss: 0.0014, Accuracy: 0.8804, Time consumed:0.85s
Saving weights file to checkpoint/retrain/ResNet18/Saturday_12_July_2025_19h_09m_22s/ResNet18-Cifar10-seed10-ret100-13-best.pth
Training Epoch: 14 [256/45000]	Loss: 0.2440	LR: 0.004000
Training Epoch: 14 [512/45000]	Loss: 0.2106	LR: 0.004000
Training Epoch: 14 [768/45000]	Loss: 0.3383	LR: 0.004000
Training Epoch: 14 [1024/45000]	Loss: 0.2439	LR: 0.004000
Training Epoch: 14 [1280/45000]	Loss: 0.2927	LR: 0.004000
Training Epoch: 14 [1536/45000]	Loss: 0.3032	LR: 0.004000
Training Epoch: 14 [1792/45000]	Loss: 0.3706	LR: 0.004000
Training Epoch: 14 [2048/45000]	Loss: 0.3296	LR: 0.004000
Training Epoch: 14 [2304/45000]	Loss: 0.3046	LR: 0.004000
Training Epoch: 14 [2560/45000]	Loss: 0.3503	LR: 0.004000
Training Epoch: 14 [2816/45000]	Loss: 0.2906	LR: 0.004000
Training Epoch: 14 [3072/45000]	Loss: 0.2967	LR: 0.004000
Training Epoch: 14 [3328/45000]	Loss: 0.3642	LR: 0.004000
Training Epoch: 14 [3584/45000]	Loss: 0.3860	LR: 0.004000
Training Epoch: 14 [3840/45000]	Loss: 0.3688	LR: 0.004000
Training Epoch: 14 [4096/45000]	Loss: 0.3697	LR: 0.004000
Training Epoch: 14 [4352/45000]	Loss: 0.3024	LR: 0.004000
Training Epoch: 14 [4608/45000]	Loss: 0.3169	LR: 0.004000
Training Epoch: 14 [4864/45000]	Loss: 0.2313	LR: 0.004000
Training Epoch: 14 [5120/45000]	Loss: 0.2962	LR: 0.004000
Training Epoch: 14 [5376/45000]	Loss: 0.2881	LR: 0.004000
Training Epoch: 14 [5632/45000]	Loss: 0.2812	LR: 0.004000
Training Epoch: 14 [5888/45000]	Loss: 0.3251	LR: 0.004000
Training Epoch: 14 [6144/45000]	Loss: 0.3722	LR: 0.004000
Training Epoch: 14 [6400/45000]	Loss: 0.2431	LR: 0.004000
Training Epoch: 14 [6656/45000]	Loss: 0.3364	LR: 0.004000
Training Epoch: 14 [6912/45000]	Loss: 0.2815	LR: 0.004000
Training Epoch: 14 [7168/45000]	Loss: 0.3610	LR: 0.004000
Training Epoch: 14 [7424/45000]	Loss: 0.2946	LR: 0.004000
Training Epoch: 14 [7680/45000]	Loss: 0.3813	LR: 0.004000
Training Epoch: 14 [7936/45000]	Loss: 0.3569	LR: 0.004000
Training Epoch: 14 [8192/45000]	Loss: 0.3077	LR: 0.004000
Training Epoch: 14 [8448/45000]	Loss: 0.3411	LR: 0.004000
Training Epoch: 14 [8704/45000]	Loss: 0.4050	LR: 0.004000
Training Epoch: 14 [8960/45000]	Loss: 0.3210	LR: 0.004000
Training Epoch: 14 [9216/45000]	Loss: 0.2831	LR: 0.004000
Training Epoch: 14 [9472/45000]	Loss: 0.3411	LR: 0.004000
Training Epoch: 14 [9728/45000]	Loss: 0.2955	LR: 0.004000
Training Epoch: 14 [9984/45000]	Loss: 0.3387	LR: 0.004000
Training Epoch: 14 [10240/45000]	Loss: 0.3006	LR: 0.004000
Training Epoch: 14 [10496/45000]	Loss: 0.3333	LR: 0.004000
Training Epoch: 14 [10752/45000]	Loss: 0.3451	LR: 0.004000
Training Epoch: 14 [11008/45000]	Loss: 0.2577	LR: 0.004000
Training Epoch: 14 [11264/45000]	Loss: 0.3423	LR: 0.004000
Training Epoch: 14 [11520/45000]	Loss: 0.2761	LR: 0.004000
Training Epoch: 14 [11776/45000]	Loss: 0.3175	LR: 0.004000
Training Epoch: 14 [12032/45000]	Loss: 0.3238	LR: 0.004000
Training Epoch: 14 [12288/45000]	Loss: 0.2964	LR: 0.004000
Training Epoch: 14 [12544/45000]	Loss: 0.2925	LR: 0.004000
Training Epoch: 14 [12800/45000]	Loss: 0.2807	LR: 0.004000
Training Epoch: 14 [13056/45000]	Loss: 0.2919	LR: 0.004000
Training Epoch: 14 [13312/45000]	Loss: 0.3336	LR: 0.004000
Training Epoch: 14 [13568/45000]	Loss: 0.3036	LR: 0.004000
Training Epoch: 14 [13824/45000]	Loss: 0.3491	LR: 0.004000
Training Epoch: 14 [14080/45000]	Loss: 0.2555	LR: 0.004000
Training Epoch: 14 [14336/45000]	Loss: 0.2283	LR: 0.004000
Training Epoch: 14 [14592/45000]	Loss: 0.2826	LR: 0.004000
Training Epoch: 14 [14848/45000]	Loss: 0.2922	LR: 0.004000
Training Epoch: 14 [15104/45000]	Loss: 0.2780	LR: 0.004000
Training Epoch: 14 [15360/45000]	Loss: 0.3106	LR: 0.004000
Training Epoch: 14 [15616/45000]	Loss: 0.2417	LR: 0.004000
Training Epoch: 14 [15872/45000]	Loss: 0.3152	LR: 0.004000
Training Epoch: 14 [16128/45000]	Loss: 0.3065	LR: 0.004000
Training Epoch: 14 [16384/45000]	Loss: 0.3421	LR: 0.004000
Training Epoch: 14 [16640/45000]	Loss: 0.2874	LR: 0.004000
Training Epoch: 14 [16896/45000]	Loss: 0.3186	LR: 0.004000
Training Epoch: 14 [17152/45000]	Loss: 0.2869	LR: 0.004000
Training Epoch: 14 [17408/45000]	Loss: 0.3018	LR: 0.004000
Training Epoch: 14 [17664/45000]	Loss: 0.3150	LR: 0.004000
Training Epoch: 14 [17920/45000]	Loss: 0.3289	LR: 0.004000
Training Epoch: 14 [18176/45000]	Loss: 0.3127	LR: 0.004000
Training Epoch: 14 [18432/45000]	Loss: 0.3251	LR: 0.004000
Training Epoch: 14 [18688/45000]	Loss: 0.3162	LR: 0.004000
Training Epoch: 14 [18944/45000]	Loss: 0.3148	LR: 0.004000
Training Epoch: 14 [19200/45000]	Loss: 0.3181	LR: 0.004000
Training Epoch: 14 [19456/45000]	Loss: 0.3668	LR: 0.004000
Training Epoch: 14 [19712/45000]	Loss: 0.2717	LR: 0.004000
Training Epoch: 14 [19968/45000]	Loss: 0.2657	LR: 0.004000
Training Epoch: 14 [20224/45000]	Loss: 0.2983	LR: 0.004000
Training Epoch: 14 [20480/45000]	Loss: 0.2767	LR: 0.004000
Training Epoch: 14 [20736/45000]	Loss: 0.3280	LR: 0.004000
Training Epoch: 14 [20992/45000]	Loss: 0.2776	LR: 0.004000
Training Epoch: 14 [21248/45000]	Loss: 0.3371	LR: 0.004000
Training Epoch: 14 [21504/45000]	Loss: 0.2799	LR: 0.004000
Training Epoch: 14 [21760/45000]	Loss: 0.3256	LR: 0.004000
Training Epoch: 14 [22016/45000]	Loss: 0.2753	LR: 0.004000
Training Epoch: 14 [22272/45000]	Loss: 0.3500	LR: 0.004000
Training Epoch: 14 [22528/45000]	Loss: 0.3841	LR: 0.004000
Training Epoch: 14 [22784/45000]	Loss: 0.2656	LR: 0.004000
Training Epoch: 14 [23040/45000]	Loss: 0.4020	LR: 0.004000
Training Epoch: 14 [23296/45000]	Loss: 0.3093	LR: 0.004000
Training Epoch: 14 [23552/45000]	Loss: 0.2771	LR: 0.004000
Training Epoch: 14 [23808/45000]	Loss: 0.3329	LR: 0.004000
Training Epoch: 14 [24064/45000]	Loss: 0.3164	LR: 0.004000
Training Epoch: 14 [24320/45000]	Loss: 0.3790	LR: 0.004000
Training Epoch: 14 [24576/45000]	Loss: 0.3103	LR: 0.004000
Training Epoch: 14 [24832/45000]	Loss: 0.2853	LR: 0.004000
Training Epoch: 14 [25088/45000]	Loss: 0.3397	LR: 0.004000
Training Epoch: 14 [25344/45000]	Loss: 0.2908	LR: 0.004000
Training Epoch: 14 [25600/45000]	Loss: 0.3036	LR: 0.004000
Training Epoch: 14 [25856/45000]	Loss: 0.2447	LR: 0.004000
Training Epoch: 14 [26112/45000]	Loss: 0.3034	LR: 0.004000
Training Epoch: 14 [26368/45000]	Loss: 0.3370	LR: 0.004000
Training Epoch: 14 [26624/45000]	Loss: 0.2869	LR: 0.004000
Training Epoch: 14 [26880/45000]	Loss: 0.3374	LR: 0.004000
Training Epoch: 14 [27136/45000]	Loss: 0.3371	LR: 0.004000
Training Epoch: 14 [27392/45000]	Loss: 0.2580	LR: 0.004000
Training Epoch: 14 [27648/45000]	Loss: 0.2852	LR: 0.004000
Training Epoch: 14 [27904/45000]	Loss: 0.3748	LR: 0.004000
Training Epoch: 14 [28160/45000]	Loss: 0.3610	LR: 0.004000
Training Epoch: 14 [28416/45000]	Loss: 0.3485	LR: 0.004000
Training Epoch: 14 [28672/45000]	Loss: 0.3013	LR: 0.004000
Training Epoch: 14 [28928/45000]	Loss: 0.2702	LR: 0.004000
Training Epoch: 14 [29184/45000]	Loss: 0.2990	LR: 0.004000
Training Epoch: 14 [29440/45000]	Loss: 0.3390	LR: 0.004000
Training Epoch: 14 [29696/45000]	Loss: 0.3499	LR: 0.004000
Training Epoch: 14 [29952/45000]	Loss: 0.3257	LR: 0.004000
Training Epoch: 14 [30208/45000]	Loss: 0.2099	LR: 0.004000
Training Epoch: 14 [30464/45000]	Loss: 0.2476	LR: 0.004000
Training Epoch: 14 [30720/45000]	Loss: 0.2539	LR: 0.004000
Training Epoch: 14 [30976/45000]	Loss: 0.2928	LR: 0.004000
Training Epoch: 14 [31232/45000]	Loss: 0.3051	LR: 0.004000
Training Epoch: 14 [31488/45000]	Loss: 0.2768	LR: 0.004000
Training Epoch: 14 [31744/45000]	Loss: 0.3176	LR: 0.004000
Training Epoch: 14 [32000/45000]	Loss: 0.2983	LR: 0.004000
Training Epoch: 14 [32256/45000]	Loss: 0.2522	LR: 0.004000
Training Epoch: 14 [32512/45000]	Loss: 0.3036	LR: 0.004000
Training Epoch: 14 [32768/45000]	Loss: 0.2703	LR: 0.004000
Training Epoch: 14 [33024/45000]	Loss: 0.3042	LR: 0.004000
Training Epoch: 14 [33280/45000]	Loss: 0.3447	LR: 0.004000
Training Epoch: 14 [33536/45000]	Loss: 0.2384	LR: 0.004000
Training Epoch: 14 [33792/45000]	Loss: 0.2932	LR: 0.004000
Training Epoch: 14 [34048/45000]	Loss: 0.3713	LR: 0.004000
Training Epoch: 14 [34304/45000]	Loss: 0.3850	LR: 0.004000
Training Epoch: 14 [34560/45000]	Loss: 0.3671	LR: 0.004000
Training Epoch: 14 [34816/45000]	Loss: 0.3026	LR: 0.004000
Training Epoch: 14 [35072/45000]	Loss: 0.3193	LR: 0.004000
Training Epoch: 14 [35328/45000]	Loss: 0.3045	LR: 0.004000
Training Epoch: 14 [35584/45000]	Loss: 0.3167	LR: 0.004000
Training Epoch: 14 [35840/45000]	Loss: 0.2827	LR: 0.004000
Training Epoch: 14 [36096/45000]	Loss: 0.3009	LR: 0.004000
Training Epoch: 14 [36352/45000]	Loss: 0.2836	LR: 0.004000
Training Epoch: 14 [36608/45000]	Loss: 0.3249	LR: 0.004000
Training Epoch: 14 [36864/45000]	Loss: 0.3005	LR: 0.004000
Training Epoch: 14 [37120/45000]	Loss: 0.2826	LR: 0.004000
Training Epoch: 14 [37376/45000]	Loss: 0.3216	LR: 0.004000
Training Epoch: 14 [37632/45000]	Loss: 0.3800	LR: 0.004000
Training Epoch: 14 [37888/45000]	Loss: 0.3543	LR: 0.004000
Training Epoch: 14 [38144/45000]	Loss: 0.3273	LR: 0.004000
Training Epoch: 14 [38400/45000]	Loss: 0.3900	LR: 0.004000
Training Epoch: 14 [38656/45000]	Loss: 0.3070	LR: 0.004000
Training Epoch: 14 [38912/45000]	Loss: 0.3191	LR: 0.004000
Training Epoch: 14 [39168/45000]	Loss: 0.3307	LR: 0.004000
Training Epoch: 14 [39424/45000]	Loss: 0.3153	LR: 0.004000
Training Epoch: 14 [39680/45000]	Loss: 0.3153	LR: 0.004000
Training Epoch: 14 [39936/45000]	Loss: 0.2399	LR: 0.004000
Training Epoch: 14 [40192/45000]	Loss: 0.2557	LR: 0.004000
Training Epoch: 14 [40448/45000]	Loss: 0.2482	LR: 0.004000
Training Epoch: 14 [40704/45000]	Loss: 0.3110	LR: 0.004000
Training Epoch: 14 [40960/45000]	Loss: 0.3036	LR: 0.004000
Training Epoch: 14 [41216/45000]	Loss: 0.2853	LR: 0.004000
Training Epoch: 14 [41472/45000]	Loss: 0.2260	LR: 0.004000
Training Epoch: 14 [41728/45000]	Loss: 0.3083	LR: 0.004000
Training Epoch: 14 [41984/45000]	Loss: 0.3201	LR: 0.004000
Training Epoch: 14 [42240/45000]	Loss: 0.3027	LR: 0.004000
Training Epoch: 14 [42496/45000]	Loss: 0.3788	LR: 0.004000
Training Epoch: 14 [42752/45000]	Loss: 0.3352	LR: 0.004000
Training Epoch: 14 [43008/45000]	Loss: 0.3099	LR: 0.004000
Training Epoch: 14 [43264/45000]	Loss: 0.3034	LR: 0.004000
Training Epoch: 14 [43520/45000]	Loss: 0.2544	LR: 0.004000
Training Epoch: 14 [43776/45000]	Loss: 0.2235	LR: 0.004000
Training Epoch: 14 [44032/45000]	Loss: 0.3589	LR: 0.004000
Training Epoch: 14 [44288/45000]	Loss: 0.3590	LR: 0.004000
Training Epoch: 14 [44544/45000]	Loss: 0.2590	LR: 0.004000
Training Epoch: 14 [44800/45000]	Loss: 0.2724	LR: 0.004000
Training Epoch: 14 [45000/45000]	Loss: 0.3557	LR: 0.004000
Epoch 14 - Average Train Loss: 0.3091, Train Accuracy: 0.8928
Epoch 14 training time consumed: 27.09s
Evaluating Network.....
Test set: Epoch: 14, Average loss: 0.0014, Accuracy: 0.8798, Time consumed:0.87s
Training Epoch: 15 [256/45000]	Loss: 0.3511	LR: 0.004000
Training Epoch: 15 [512/45000]	Loss: 0.2647	LR: 0.004000
Training Epoch: 15 [768/45000]	Loss: 0.2782	LR: 0.004000
Training Epoch: 15 [1024/45000]	Loss: 0.3296	LR: 0.004000
Training Epoch: 15 [1280/45000]	Loss: 0.4006	LR: 0.004000
Training Epoch: 15 [1536/45000]	Loss: 0.2565	LR: 0.004000
Training Epoch: 15 [1792/45000]	Loss: 0.3238	LR: 0.004000
Training Epoch: 15 [2048/45000]	Loss: 0.2371	LR: 0.004000
Training Epoch: 15 [2304/45000]	Loss: 0.3727	LR: 0.004000
Training Epoch: 15 [2560/45000]	Loss: 0.3259	LR: 0.004000
Training Epoch: 15 [2816/45000]	Loss: 0.3406	LR: 0.004000
Training Epoch: 15 [3072/45000]	Loss: 0.2634	LR: 0.004000
Training Epoch: 15 [3328/45000]	Loss: 0.3308	LR: 0.004000
Training Epoch: 15 [3584/45000]	Loss: 0.2734	LR: 0.004000
Training Epoch: 15 [3840/45000]	Loss: 0.2599	LR: 0.004000
Training Epoch: 15 [4096/45000]	Loss: 0.2482	LR: 0.004000
Training Epoch: 15 [4352/45000]	Loss: 0.2653	LR: 0.004000
Training Epoch: 15 [4608/45000]	Loss: 0.2720	LR: 0.004000
Training Epoch: 15 [4864/45000]	Loss: 0.3405	LR: 0.004000
Training Epoch: 15 [5120/45000]	Loss: 0.3014	LR: 0.004000
Training Epoch: 15 [5376/45000]	Loss: 0.3164	LR: 0.004000
Training Epoch: 15 [5632/45000]	Loss: 0.3041	LR: 0.004000
Training Epoch: 15 [5888/45000]	Loss: 0.2955	LR: 0.004000
Training Epoch: 15 [6144/45000]	Loss: 0.2974	LR: 0.004000
Training Epoch: 15 [6400/45000]	Loss: 0.3707	LR: 0.004000
Training Epoch: 15 [6656/45000]	Loss: 0.3046	LR: 0.004000
Training Epoch: 15 [6912/45000]	Loss: 0.2357	LR: 0.004000
Training Epoch: 15 [7168/45000]	Loss: 0.2479	LR: 0.004000
Training Epoch: 15 [7424/45000]	Loss: 0.2872	LR: 0.004000
Training Epoch: 15 [7680/45000]	Loss: 0.2635	LR: 0.004000
Training Epoch: 15 [7936/45000]	Loss: 0.3095	LR: 0.004000
Training Epoch: 15 [8192/45000]	Loss: 0.3300	LR: 0.004000
Training Epoch: 15 [8448/45000]	Loss: 0.3261	LR: 0.004000
Training Epoch: 15 [8704/45000]	Loss: 0.3294	LR: 0.004000
Training Epoch: 15 [8960/45000]	Loss: 0.2853	LR: 0.004000
Training Epoch: 15 [9216/45000]	Loss: 0.2089	LR: 0.004000
Training Epoch: 15 [9472/45000]	Loss: 0.2617	LR: 0.004000
Training Epoch: 15 [9728/45000]	Loss: 0.2417	LR: 0.004000
Training Epoch: 15 [9984/45000]	Loss: 0.3087	LR: 0.004000
Training Epoch: 15 [10240/45000]	Loss: 0.2561	LR: 0.004000
Training Epoch: 15 [10496/45000]	Loss: 0.2540	LR: 0.004000
Training Epoch: 15 [10752/45000]	Loss: 0.3179	LR: 0.004000
Training Epoch: 15 [11008/45000]	Loss: 0.3000	LR: 0.004000
Training Epoch: 15 [11264/45000]	Loss: 0.2728	LR: 0.004000
Training Epoch: 15 [11520/45000]	Loss: 0.2635	LR: 0.004000
Training Epoch: 15 [11776/45000]	Loss: 0.3580	LR: 0.004000
Training Epoch: 15 [12032/45000]	Loss: 0.2735	LR: 0.004000
Training Epoch: 15 [12288/45000]	Loss: 0.3718	LR: 0.004000
Training Epoch: 15 [12544/45000]	Loss: 0.2912	LR: 0.004000
Training Epoch: 15 [12800/45000]	Loss: 0.2927	LR: 0.004000
Training Epoch: 15 [13056/45000]	Loss: 0.3221	LR: 0.004000
Training Epoch: 15 [13312/45000]	Loss: 0.2346	LR: 0.004000
Training Epoch: 15 [13568/45000]	Loss: 0.2260	LR: 0.004000
Training Epoch: 15 [13824/45000]	Loss: 0.2678	LR: 0.004000
Training Epoch: 15 [14080/45000]	Loss: 0.2831	LR: 0.004000
Training Epoch: 15 [14336/45000]	Loss: 0.3806	LR: 0.004000
Training Epoch: 15 [14592/45000]	Loss: 0.2807	LR: 0.004000
Training Epoch: 15 [14848/45000]	Loss: 0.3547	LR: 0.004000
Training Epoch: 15 [15104/45000]	Loss: 0.3319	LR: 0.004000
Training Epoch: 15 [15360/45000]	Loss: 0.2918	LR: 0.004000
Training Epoch: 15 [15616/45000]	Loss: 0.3365	LR: 0.004000
Training Epoch: 15 [15872/45000]	Loss: 0.3008	LR: 0.004000
Training Epoch: 15 [16128/45000]	Loss: 0.2452	LR: 0.004000
Training Epoch: 15 [16384/45000]	Loss: 0.2824	LR: 0.004000
Training Epoch: 15 [16640/45000]	Loss: 0.2459	LR: 0.004000
Training Epoch: 15 [16896/45000]	Loss: 0.3441	LR: 0.004000
Training Epoch: 15 [17152/45000]	Loss: 0.2365	LR: 0.004000
Training Epoch: 15 [17408/45000]	Loss: 0.3449	LR: 0.004000
Training Epoch: 15 [17664/45000]	Loss: 0.2749	LR: 0.004000
Training Epoch: 15 [17920/45000]	Loss: 0.2089	LR: 0.004000
Training Epoch: 15 [18176/45000]	Loss: 0.3025	LR: 0.004000
Training Epoch: 15 [18432/45000]	Loss: 0.4008	LR: 0.004000
Training Epoch: 15 [18688/45000]	Loss: 0.3519	LR: 0.004000
Training Epoch: 15 [18944/45000]	Loss: 0.3862	LR: 0.004000
Training Epoch: 15 [19200/45000]	Loss: 0.3562	LR: 0.004000
Training Epoch: 15 [19456/45000]	Loss: 0.2637	LR: 0.004000
Training Epoch: 15 [19712/45000]	Loss: 0.2777	LR: 0.004000
Training Epoch: 15 [19968/45000]	Loss: 0.2475	LR: 0.004000
Training Epoch: 15 [20224/45000]	Loss: 0.2924	LR: 0.004000
Training Epoch: 15 [20480/45000]	Loss: 0.2954	LR: 0.004000
Training Epoch: 15 [20736/45000]	Loss: 0.3498	LR: 0.004000
Training Epoch: 15 [20992/45000]	Loss: 0.2798	LR: 0.004000
Training Epoch: 15 [21248/45000]	Loss: 0.2324	LR: 0.004000
Training Epoch: 15 [21504/45000]	Loss: 0.2727	LR: 0.004000
Training Epoch: 15 [21760/45000]	Loss: 0.2882	LR: 0.004000
Training Epoch: 15 [22016/45000]	Loss: 0.2903	LR: 0.004000
Training Epoch: 15 [22272/45000]	Loss: 0.3636	LR: 0.004000
Training Epoch: 15 [22528/45000]	Loss: 0.2801	LR: 0.004000
Training Epoch: 15 [22784/45000]	Loss: 0.2758	LR: 0.004000
Training Epoch: 15 [23040/45000]	Loss: 0.3269	LR: 0.004000
Training Epoch: 15 [23296/45000]	Loss: 0.2876	LR: 0.004000
Training Epoch: 15 [23552/45000]	Loss: 0.2654	LR: 0.004000
Training Epoch: 15 [23808/45000]	Loss: 0.3461	LR: 0.004000
Training Epoch: 15 [24064/45000]	Loss: 0.3137	LR: 0.004000
Training Epoch: 15 [24320/45000]	Loss: 0.2699	LR: 0.004000
Training Epoch: 15 [24576/45000]	Loss: 0.2940	LR: 0.004000
Training Epoch: 15 [24832/45000]	Loss: 0.2628	LR: 0.004000
Training Epoch: 15 [25088/45000]	Loss: 0.2699	LR: 0.004000
Training Epoch: 15 [25344/45000]	Loss: 0.3232	LR: 0.004000
Training Epoch: 15 [25600/45000]	Loss: 0.3632	LR: 0.004000
Training Epoch: 15 [25856/45000]	Loss: 0.2144	LR: 0.004000
Training Epoch: 15 [26112/45000]	Loss: 0.2148	LR: 0.004000
Training Epoch: 15 [26368/45000]	Loss: 0.2689	LR: 0.004000
Training Epoch: 15 [26624/45000]	Loss: 0.2479	LR: 0.004000
Training Epoch: 15 [26880/45000]	Loss: 0.2566	LR: 0.004000
Training Epoch: 15 [27136/45000]	Loss: 0.3212	LR: 0.004000
Training Epoch: 15 [27392/45000]	Loss: 0.2643	LR: 0.004000
Training Epoch: 15 [27648/45000]	Loss: 0.3244	LR: 0.004000
Training Epoch: 15 [27904/45000]	Loss: 0.4344	LR: 0.004000
Training Epoch: 15 [28160/45000]	Loss: 0.2653	LR: 0.004000
Training Epoch: 15 [28416/45000]	Loss: 0.3266	LR: 0.004000
Training Epoch: 15 [28672/45000]	Loss: 0.2608	LR: 0.004000
Training Epoch: 15 [28928/45000]	Loss: 0.3198	LR: 0.004000
Training Epoch: 15 [29184/45000]	Loss: 0.3958	LR: 0.004000
Training Epoch: 15 [29440/45000]	Loss: 0.2654	LR: 0.004000
Training Epoch: 15 [29696/45000]	Loss: 0.2971	LR: 0.004000
Training Epoch: 15 [29952/45000]	Loss: 0.2228	LR: 0.004000
Training Epoch: 15 [30208/45000]	Loss: 0.3222	LR: 0.004000
Training Epoch: 15 [30464/45000]	Loss: 0.2525	LR: 0.004000
Training Epoch: 15 [30720/45000]	Loss: 0.4064	LR: 0.004000
Training Epoch: 15 [30976/45000]	Loss: 0.3091	LR: 0.004000
Training Epoch: 15 [31232/45000]	Loss: 0.3439	LR: 0.004000
Training Epoch: 15 [31488/45000]	Loss: 0.4000	LR: 0.004000
Training Epoch: 15 [31744/45000]	Loss: 0.3626	LR: 0.004000
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Training Epoch: 15 [37120/45000]	Loss: 0.2721	LR: 0.004000
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Training Epoch: 15 [37632/45000]	Loss: 0.3429	LR: 0.004000
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Training Epoch: 15 [38144/45000]	Loss: 0.3499	LR: 0.004000
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Training Epoch: 15 [38656/45000]	Loss: 0.3197	LR: 0.004000
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Training Epoch: 15 [39168/45000]	Loss: 0.2503	LR: 0.004000
Training Epoch: 15 [39424/45000]	Loss: 0.2756	LR: 0.004000
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Training Epoch: 15 [39936/45000]	Loss: 0.3234	LR: 0.004000
Training Epoch: 15 [40192/45000]	Loss: 0.2782	LR: 0.004000
Training Epoch: 15 [40448/45000]	Loss: 0.3230	LR: 0.004000
Training Epoch: 15 [40704/45000]	Loss: 0.3171	LR: 0.004000
Training Epoch: 15 [40960/45000]	Loss: 0.2762	LR: 0.004000
Training Epoch: 15 [41216/45000]	Loss: 0.3120	LR: 0.004000
Training Epoch: 15 [41472/45000]	Loss: 0.3007	LR: 0.004000
Training Epoch: 15 [41728/45000]	Loss: 0.2387	LR: 0.004000
Training Epoch: 15 [41984/45000]	Loss: 0.2374	LR: 0.004000
Training Epoch: 15 [42240/45000]	Loss: 0.3020	LR: 0.004000
Training Epoch: 15 [42496/45000]	Loss: 0.2974	LR: 0.004000
Training Epoch: 15 [42752/45000]	Loss: 0.3779	LR: 0.004000
Training Epoch: 15 [43008/45000]	Loss: 0.2776	LR: 0.004000
Training Epoch: 15 [43264/45000]	Loss: 0.3068	LR: 0.004000
Training Epoch: 15 [43520/45000]	Loss: 0.2287	LR: 0.004000
Training Epoch: 15 [43776/45000]	Loss: 0.4021	LR: 0.004000
Training Epoch: 15 [44032/45000]	Loss: 0.3453	LR: 0.004000
Training Epoch: 15 [44288/45000]	Loss: 0.3077	LR: 0.004000
Training Epoch: 15 [44544/45000]	Loss: 0.2580	LR: 0.004000
Training Epoch: 15 [44800/45000]	Loss: 0.2986	LR: 0.004000
Training Epoch: 15 [45000/45000]	Loss: 0.3634	LR: 0.004000
Epoch 15 - Average Train Loss: 0.2993, Train Accuracy: 0.8953
Epoch 15 training time consumed: 27.11s
Evaluating Network.....
Test set: Epoch: 15, Average loss: 0.0014, Accuracy: 0.8826, Time consumed:0.89s
Saving weights file to checkpoint/retrain/ResNet18/Saturday_12_July_2025_19h_09m_22s/ResNet18-Cifar10-seed10-ret100-15-best.pth
Training Epoch: 16 [256/45000]	Loss: 0.1808	LR: 0.000800
Training Epoch: 16 [512/45000]	Loss: 0.3175	LR: 0.000800
Training Epoch: 16 [768/45000]	Loss: 0.2517	LR: 0.000800
Training Epoch: 16 [1024/45000]	Loss: 0.3306	LR: 0.000800
Training Epoch: 16 [1280/45000]	Loss: 0.3158	LR: 0.000800
Training Epoch: 16 [1536/45000]	Loss: 0.2888	LR: 0.000800
Training Epoch: 16 [1792/45000]	Loss: 0.3236	LR: 0.000800
Training Epoch: 16 [2048/45000]	Loss: 0.2831	LR: 0.000800
Training Epoch: 16 [2304/45000]	Loss: 0.3029	LR: 0.000800
Training Epoch: 16 [2560/45000]	Loss: 0.2619	LR: 0.000800
Training Epoch: 16 [2816/45000]	Loss: 0.2353	LR: 0.000800
Training Epoch: 16 [3072/45000]	Loss: 0.2808	LR: 0.000800
Training Epoch: 16 [3328/45000]	Loss: 0.2656	LR: 0.000800
Training Epoch: 16 [3584/45000]	Loss: 0.2274	LR: 0.000800
Training Epoch: 16 [3840/45000]	Loss: 0.2748	LR: 0.000800
Training Epoch: 16 [4096/45000]	Loss: 0.2841	LR: 0.000800
Training Epoch: 16 [4352/45000]	Loss: 0.2411	LR: 0.000800
Training Epoch: 16 [4608/45000]	Loss: 0.2313	LR: 0.000800
Training Epoch: 16 [4864/45000]	Loss: 0.2231	LR: 0.000800
Training Epoch: 16 [5120/45000]	Loss: 0.2752	LR: 0.000800
Training Epoch: 16 [5376/45000]	Loss: 0.2700	LR: 0.000800
Training Epoch: 16 [5632/45000]	Loss: 0.3157	LR: 0.000800
Training Epoch: 16 [5888/45000]	Loss: 0.2431	LR: 0.000800
Training Epoch: 16 [6144/45000]	Loss: 0.2957	LR: 0.000800
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Training Epoch: 16 [7680/45000]	Loss: 0.3748	LR: 0.000800
Training Epoch: 16 [7936/45000]	Loss: 0.2411	LR: 0.000800
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Training Epoch: 16 [11008/45000]	Loss: 0.3686	LR: 0.000800
Training Epoch: 16 [11264/45000]	Loss: 0.3030	LR: 0.000800
Training Epoch: 16 [11520/45000]	Loss: 0.2635	LR: 0.000800
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Training Epoch: 16 [12032/45000]	Loss: 0.2784	LR: 0.000800
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Training Epoch: 16 [26880/45000]	Loss: 0.2614	LR: 0.000800
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Training Epoch: 16 [27904/45000]	Loss: 0.2915	LR: 0.000800
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Training Epoch: 16 [28416/45000]	Loss: 0.3768	LR: 0.000800
Training Epoch: 16 [28672/45000]	Loss: 0.3037	LR: 0.000800
Training Epoch: 16 [28928/45000]	Loss: 0.3341	LR: 0.000800
Training Epoch: 16 [29184/45000]	Loss: 0.2840	LR: 0.000800
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Training Epoch: 16 [29696/45000]	Loss: 0.2516	LR: 0.000800
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Training Epoch: 16 [34816/45000]	Loss: 0.3025	LR: 0.000800
Training Epoch: 16 [35072/45000]	Loss: 0.3720	LR: 0.000800
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Training Epoch: 16 [35584/45000]	Loss: 0.2767	LR: 0.000800
Training Epoch: 16 [35840/45000]	Loss: 0.3241	LR: 0.000800
Training Epoch: 16 [36096/45000]	Loss: 0.2030	LR: 0.000800
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Training Epoch: 16 [36864/45000]	Loss: 0.2272	LR: 0.000800
Training Epoch: 16 [37120/45000]	Loss: 0.3547	LR: 0.000800
Training Epoch: 16 [37376/45000]	Loss: 0.2899	LR: 0.000800
Training Epoch: 16 [37632/45000]	Loss: 0.3619	LR: 0.000800
Training Epoch: 16 [37888/45000]	Loss: 0.2867	LR: 0.000800
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Training Epoch: 16 [38400/45000]	Loss: 0.3221	LR: 0.000800
Training Epoch: 16 [38656/45000]	Loss: 0.4013	LR: 0.000800
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Training Epoch: 16 [39168/45000]	Loss: 0.2515	LR: 0.000800
Training Epoch: 16 [39424/45000]	Loss: 0.3033	LR: 0.000800
Training Epoch: 16 [39680/45000]	Loss: 0.2092	LR: 0.000800
Training Epoch: 16 [39936/45000]	Loss: 0.2498	LR: 0.000800
Training Epoch: 16 [40192/45000]	Loss: 0.3844	LR: 0.000800
Training Epoch: 16 [40448/45000]	Loss: 0.3220	LR: 0.000800
Training Epoch: 16 [40704/45000]	Loss: 0.4093	LR: 0.000800
Training Epoch: 16 [40960/45000]	Loss: 0.3670	LR: 0.000800
Training Epoch: 16 [41216/45000]	Loss: 0.3365	LR: 0.000800
Training Epoch: 16 [41472/45000]	Loss: 0.2687	LR: 0.000800
Training Epoch: 16 [41728/45000]	Loss: 0.2605	LR: 0.000800
Training Epoch: 16 [41984/45000]	Loss: 0.3668	LR: 0.000800
Training Epoch: 16 [42240/45000]	Loss: 0.3464	LR: 0.000800
Training Epoch: 16 [42496/45000]	Loss: 0.2617	LR: 0.000800
Training Epoch: 16 [42752/45000]	Loss: 0.2457	LR: 0.000800
Training Epoch: 16 [43008/45000]	Loss: 0.3112	LR: 0.000800
Training Epoch: 16 [43264/45000]	Loss: 0.2427	LR: 0.000800
Training Epoch: 16 [43520/45000]	Loss: 0.2910	LR: 0.000800
Training Epoch: 16 [43776/45000]	Loss: 0.2793	LR: 0.000800
Training Epoch: 16 [44032/45000]	Loss: 0.3186	LR: 0.000800
Training Epoch: 16 [44288/45000]	Loss: 0.2912	LR: 0.000800
Training Epoch: 16 [44544/45000]	Loss: 0.3257	LR: 0.000800
Training Epoch: 16 [44800/45000]	Loss: 0.3241	LR: 0.000800
Training Epoch: 16 [45000/45000]	Loss: 0.2655	LR: 0.000800
Epoch 16 - Average Train Loss: 0.2886, Train Accuracy: 0.9007
Epoch 16 training time consumed: 27.28s
Evaluating Network.....
Test set: Epoch: 16, Average loss: 0.0014, Accuracy: 0.8852, Time consumed:0.88s
Saving weights file to checkpoint/retrain/ResNet18/Saturday_12_July_2025_19h_09m_22s/ResNet18-Cifar10-seed10-ret100-16-best.pth
Training Epoch: 17 [256/45000]	Loss: 0.3276	LR: 0.000800
Training Epoch: 17 [512/45000]	Loss: 0.2986	LR: 0.000800
Training Epoch: 17 [768/45000]	Loss: 0.2725	LR: 0.000800
Training Epoch: 17 [1024/45000]	Loss: 0.2724	LR: 0.000800
Training Epoch: 17 [1280/45000]	Loss: 0.3714	LR: 0.000800
Training Epoch: 17 [1536/45000]	Loss: 0.2620	LR: 0.000800
Training Epoch: 17 [1792/45000]	Loss: 0.3120	LR: 0.000800
Training Epoch: 17 [2048/45000]	Loss: 0.3197	LR: 0.000800
Training Epoch: 17 [2304/45000]	Loss: 0.2133	LR: 0.000800
Training Epoch: 17 [2560/45000]	Loss: 0.2152	LR: 0.000800
Training Epoch: 17 [2816/45000]	Loss: 0.2770	LR: 0.000800
Training Epoch: 17 [3072/45000]	Loss: 0.2807	LR: 0.000800
Training Epoch: 17 [3328/45000]	Loss: 0.2688	LR: 0.000800
Training Epoch: 17 [3584/45000]	Loss: 0.2398	LR: 0.000800
Training Epoch: 17 [3840/45000]	Loss: 0.2198	LR: 0.000800
Training Epoch: 17 [4096/45000]	Loss: 0.3402	LR: 0.000800
Training Epoch: 17 [4352/45000]	Loss: 0.2984	LR: 0.000800
Training Epoch: 17 [4608/45000]	Loss: 0.2472	LR: 0.000800
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Training Epoch: 17 [5120/45000]	Loss: 0.3057	LR: 0.000800
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Training Epoch: 17 [5632/45000]	Loss: 0.2940	LR: 0.000800
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Training Epoch: 17 [12032/45000]	Loss: 0.2635	LR: 0.000800
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Training Epoch: 17 [13312/45000]	Loss: 0.3602	LR: 0.000800
Training Epoch: 17 [13568/45000]	Loss: 0.2550	LR: 0.000800
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Training Epoch: 17 [16896/45000]	Loss: 0.2291	LR: 0.000800
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Training Epoch: 17 [19712/45000]	Loss: 0.3032	LR: 0.000800
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Training Epoch: 17 [20224/45000]	Loss: 0.2016	LR: 0.000800
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Training Epoch: 17 [28416/45000]	Loss: 0.3567	LR: 0.000800
Training Epoch: 17 [28672/45000]	Loss: 0.2693	LR: 0.000800
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Training Epoch: 17 [29440/45000]	Loss: 0.3374	LR: 0.000800
Training Epoch: 17 [29696/45000]	Loss: 0.3391	LR: 0.000800
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Training Epoch: 17 [30208/45000]	Loss: 0.2532	LR: 0.000800
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Training Epoch: 17 [32512/45000]	Loss: 0.3467	LR: 0.000800
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Training Epoch: 17 [37632/45000]	Loss: 0.2473	LR: 0.000800
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Training Epoch: 17 [38144/45000]	Loss: 0.2565	LR: 0.000800
Training Epoch: 17 [38400/45000]	Loss: 0.3495	LR: 0.000800
Training Epoch: 17 [38656/45000]	Loss: 0.2785	LR: 0.000800
Training Epoch: 17 [38912/45000]	Loss: 0.2693	LR: 0.000800
Training Epoch: 17 [39168/45000]	Loss: 0.3055	LR: 0.000800
Training Epoch: 17 [39424/45000]	Loss: 0.2735	LR: 0.000800
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Training Epoch: 17 [40192/45000]	Loss: 0.3285	LR: 0.000800
Training Epoch: 17 [40448/45000]	Loss: 0.3173	LR: 0.000800
Training Epoch: 17 [40704/45000]	Loss: 0.2993	LR: 0.000800
Training Epoch: 17 [40960/45000]	Loss: 0.2433	LR: 0.000800
Training Epoch: 17 [41216/45000]	Loss: 0.3518	LR: 0.000800
Training Epoch: 17 [41472/45000]	Loss: 0.2521	LR: 0.000800
Training Epoch: 17 [41728/45000]	Loss: 0.3131	LR: 0.000800
Training Epoch: 17 [41984/45000]	Loss: 0.2716	LR: 0.000800
Training Epoch: 17 [42240/45000]	Loss: 0.3788	LR: 0.000800
Training Epoch: 17 [42496/45000]	Loss: 0.2528	LR: 0.000800
Training Epoch: 17 [42752/45000]	Loss: 0.3083	LR: 0.000800
Training Epoch: 17 [43008/45000]	Loss: 0.2589	LR: 0.000800
Training Epoch: 17 [43264/45000]	Loss: 0.2316	LR: 0.000800
Training Epoch: 17 [43520/45000]	Loss: 0.3143	LR: 0.000800
Training Epoch: 17 [43776/45000]	Loss: 0.3020	LR: 0.000800
Training Epoch: 17 [44032/45000]	Loss: 0.3643	LR: 0.000800
Training Epoch: 17 [44288/45000]	Loss: 0.2839	LR: 0.000800
Training Epoch: 17 [44544/45000]	Loss: 0.2878	LR: 0.000800
Training Epoch: 17 [44800/45000]	Loss: 0.2664	LR: 0.000800
Training Epoch: 17 [45000/45000]	Loss: 0.2393	LR: 0.000800
Epoch 17 - Average Train Loss: 0.2854, Train Accuracy: 0.9012
Epoch 17 training time consumed: 27.18s
Evaluating Network.....
Test set: Epoch: 17, Average loss: 0.0014, Accuracy: 0.8860, Time consumed:0.91s
Saving weights file to checkpoint/retrain/ResNet18/Saturday_12_July_2025_19h_09m_22s/ResNet18-Cifar10-seed10-ret100-17-best.pth
Training Epoch: 18 [256/45000]	Loss: 0.2966	LR: 0.000800
Training Epoch: 18 [512/45000]	Loss: 0.2286	LR: 0.000800
Training Epoch: 18 [768/45000]	Loss: 0.2521	LR: 0.000800
Training Epoch: 18 [1024/45000]	Loss: 0.2310	LR: 0.000800
Training Epoch: 18 [1280/45000]	Loss: 0.2579	LR: 0.000800
Training Epoch: 18 [1536/45000]	Loss: 0.2576	LR: 0.000800
Training Epoch: 18 [1792/45000]	Loss: 0.2927	LR: 0.000800
Training Epoch: 18 [2048/45000]	Loss: 0.2427	LR: 0.000800
Training Epoch: 18 [2304/45000]	Loss: 0.2846	LR: 0.000800
Training Epoch: 18 [2560/45000]	Loss: 0.3277	LR: 0.000800
Training Epoch: 18 [2816/45000]	Loss: 0.3251	LR: 0.000800
Training Epoch: 18 [3072/45000]	Loss: 0.3509	LR: 0.000800
Training Epoch: 18 [3328/45000]	Loss: 0.2632	LR: 0.000800
Training Epoch: 18 [3584/45000]	Loss: 0.3345	LR: 0.000800
Training Epoch: 18 [3840/45000]	Loss: 0.2578	LR: 0.000800
Training Epoch: 18 [4096/45000]	Loss: 0.3580	LR: 0.000800
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Training Epoch: 18 [4608/45000]	Loss: 0.2737	LR: 0.000800
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Training Epoch: 18 [5376/45000]	Loss: 0.2731	LR: 0.000800
Training Epoch: 18 [5632/45000]	Loss: 0.3424	LR: 0.000800
Training Epoch: 18 [5888/45000]	Loss: 0.2641	LR: 0.000800
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Training Epoch: 18 [7168/45000]	Loss: 0.2673	LR: 0.000800
Training Epoch: 18 [7424/45000]	Loss: 0.3412	LR: 0.000800
Training Epoch: 18 [7680/45000]	Loss: 0.3176	LR: 0.000800
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Training Epoch: 18 [9216/45000]	Loss: 0.2752	LR: 0.000800
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Training Epoch: 18 [9984/45000]	Loss: 0.2617	LR: 0.000800
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Training Epoch: 18 [11008/45000]	Loss: 0.2474	LR: 0.000800
Training Epoch: 18 [11264/45000]	Loss: 0.3006	LR: 0.000800
Training Epoch: 18 [11520/45000]	Loss: 0.2619	LR: 0.000800
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Training Epoch: 18 [12288/45000]	Loss: 0.2556	LR: 0.000800
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Training Epoch: 18 [13312/45000]	Loss: 0.3034	LR: 0.000800
Training Epoch: 18 [13568/45000]	Loss: 0.3778	LR: 0.000800
Training Epoch: 18 [13824/45000]	Loss: 0.1963	LR: 0.000800
Training Epoch: 18 [14080/45000]	Loss: 0.3473	LR: 0.000800
Training Epoch: 18 [14336/45000]	Loss: 0.2765	LR: 0.000800
Training Epoch: 18 [14592/45000]	Loss: 0.2480	LR: 0.000800
Training Epoch: 18 [14848/45000]	Loss: 0.3757	LR: 0.000800
Training Epoch: 18 [15104/45000]	Loss: 0.2765	LR: 0.000800
Training Epoch: 18 [15360/45000]	Loss: 0.3395	LR: 0.000800
Training Epoch: 18 [15616/45000]	Loss: 0.3017	LR: 0.000800
Training Epoch: 18 [15872/45000]	Loss: 0.3177	LR: 0.000800
Training Epoch: 18 [16128/45000]	Loss: 0.2293	LR: 0.000800
Training Epoch: 18 [16384/45000]	Loss: 0.2968	LR: 0.000800
Training Epoch: 18 [16640/45000]	Loss: 0.2576	LR: 0.000800
Training Epoch: 18 [16896/45000]	Loss: 0.2969	LR: 0.000800
Training Epoch: 18 [17152/45000]	Loss: 0.3166	LR: 0.000800
Training Epoch: 18 [17408/45000]	Loss: 0.3199	LR: 0.000800
Training Epoch: 18 [17664/45000]	Loss: 0.2636	LR: 0.000800
Training Epoch: 18 [17920/45000]	Loss: 0.2456	LR: 0.000800
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Training Epoch: 18 [18432/45000]	Loss: 0.2607	LR: 0.000800
Training Epoch: 18 [18688/45000]	Loss: 0.2503	LR: 0.000800
Training Epoch: 18 [18944/45000]	Loss: 0.3532	LR: 0.000800
Training Epoch: 18 [19200/45000]	Loss: 0.2757	LR: 0.000800
Training Epoch: 18 [19456/45000]	Loss: 0.2951	LR: 0.000800
Training Epoch: 18 [19712/45000]	Loss: 0.2111	LR: 0.000800
Training Epoch: 18 [19968/45000]	Loss: 0.2869	LR: 0.000800
Training Epoch: 18 [20224/45000]	Loss: 0.1848	LR: 0.000800
Training Epoch: 18 [20480/45000]	Loss: 0.2760	LR: 0.000800
Training Epoch: 18 [20736/45000]	Loss: 0.2474	LR: 0.000800
Training Epoch: 18 [20992/45000]	Loss: 0.3230	LR: 0.000800
Training Epoch: 18 [21248/45000]	Loss: 0.2478	LR: 0.000800
Training Epoch: 18 [21504/45000]	Loss: 0.3003	LR: 0.000800
Training Epoch: 18 [21760/45000]	Loss: 0.2219	LR: 0.000800
Training Epoch: 18 [22016/45000]	Loss: 0.2222	LR: 0.000800
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Training Epoch: 18 [22528/45000]	Loss: 0.3009	LR: 0.000800
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Training Epoch: 18 [23040/45000]	Loss: 0.2748	LR: 0.000800
Training Epoch: 18 [23296/45000]	Loss: 0.3380	LR: 0.000800
Training Epoch: 18 [23552/45000]	Loss: 0.2793	LR: 0.000800
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Training Epoch: 18 [24064/45000]	Loss: 0.3324	LR: 0.000800
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Training Epoch: 18 [24576/45000]	Loss: 0.3155	LR: 0.000800
Training Epoch: 18 [24832/45000]	Loss: 0.3077	LR: 0.000800
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Training Epoch: 18 [25344/45000]	Loss: 0.3260	LR: 0.000800
Training Epoch: 18 [25600/45000]	Loss: 0.3032	LR: 0.000800
Training Epoch: 18 [25856/45000]	Loss: 0.3178	LR: 0.000800
Training Epoch: 18 [26112/45000]	Loss: 0.2559	LR: 0.000800
Training Epoch: 18 [26368/45000]	Loss: 0.3185	LR: 0.000800
Training Epoch: 18 [26624/45000]	Loss: 0.2889	LR: 0.000800
Training Epoch: 18 [26880/45000]	Loss: 0.3153	LR: 0.000800
Training Epoch: 18 [27136/45000]	Loss: 0.3830	LR: 0.000800
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Training Epoch: 18 [27648/45000]	Loss: 0.2826	LR: 0.000800
Training Epoch: 18 [27904/45000]	Loss: 0.2997	LR: 0.000800
Training Epoch: 18 [28160/45000]	Loss: 0.2961	LR: 0.000800
Training Epoch: 18 [28416/45000]	Loss: 0.2830	LR: 0.000800
Training Epoch: 18 [28672/45000]	Loss: 0.2519	LR: 0.000800
Training Epoch: 18 [28928/45000]	Loss: 0.3067	LR: 0.000800
Training Epoch: 18 [29184/45000]	Loss: 0.2946	LR: 0.000800
Training Epoch: 18 [29440/45000]	Loss: 0.2951	LR: 0.000800
Training Epoch: 18 [29696/45000]	Loss: 0.2906	LR: 0.000800
Training Epoch: 18 [29952/45000]	Loss: 0.2778	LR: 0.000800
Training Epoch: 18 [30208/45000]	Loss: 0.3273	LR: 0.000800
Training Epoch: 18 [30464/45000]	Loss: 0.2768	LR: 0.000800
Training Epoch: 18 [30720/45000]	Loss: 0.2975	LR: 0.000800
Training Epoch: 18 [30976/45000]	Loss: 0.2519	LR: 0.000800
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Training Epoch: 18 [35072/45000]	Loss: 0.2724	LR: 0.000800
Training Epoch: 18 [35328/45000]	Loss: 0.1945	LR: 0.000800
Training Epoch: 18 [35584/45000]	Loss: 0.2487	LR: 0.000800
Training Epoch: 18 [35840/45000]	Loss: 0.3709	LR: 0.000800
Training Epoch: 18 [36096/45000]	Loss: 0.2835	LR: 0.000800
Training Epoch: 18 [36352/45000]	Loss: 0.3512	LR: 0.000800
Training Epoch: 18 [36608/45000]	Loss: 0.3183	LR: 0.000800
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Training Epoch: 18 [37888/45000]	Loss: 0.2634	LR: 0.000800
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Training Epoch: 18 [40192/45000]	Loss: 0.3476	LR: 0.000800
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Training Epoch: 18 [41472/45000]	Loss: 0.3367	LR: 0.000800
Training Epoch: 18 [41728/45000]	Loss: 0.2691	LR: 0.000800
Training Epoch: 18 [41984/45000]	Loss: 0.3001	LR: 0.000800
Training Epoch: 18 [42240/45000]	Loss: 0.3579	LR: 0.000800
Training Epoch: 18 [42496/45000]	Loss: 0.3240	LR: 0.000800
Training Epoch: 18 [42752/45000]	Loss: 0.2877	LR: 0.000800
Training Epoch: 18 [43008/45000]	Loss: 0.3315	LR: 0.000800
Training Epoch: 18 [43264/45000]	Loss: 0.2756	LR: 0.000800
Training Epoch: 18 [43520/45000]	Loss: 0.2629	LR: 0.000800
Training Epoch: 18 [43776/45000]	Loss: 0.2888	LR: 0.000800
Training Epoch: 18 [44032/45000]	Loss: 0.2700	LR: 0.000800
Training Epoch: 18 [44288/45000]	Loss: 0.2462	LR: 0.000800
Training Epoch: 18 [44544/45000]	Loss: 0.1858	LR: 0.000800
Training Epoch: 18 [44800/45000]	Loss: 0.2966	LR: 0.000800
Training Epoch: 18 [45000/45000]	Loss: 0.2305	LR: 0.000800
Epoch 18 - Average Train Loss: 0.2882, Train Accuracy: 0.9002
Epoch 18 training time consumed: 27.20s
Evaluating Network.....
Test set: Epoch: 18, Average loss: 0.0014, Accuracy: 0.8861, Time consumed:0.87s
Saving weights file to checkpoint/retrain/ResNet18/Saturday_12_July_2025_19h_09m_22s/ResNet18-Cifar10-seed10-ret100-18-best.pth
Training Epoch: 19 [256/45000]	Loss: 0.2551	LR: 0.000800
Training Epoch: 19 [512/45000]	Loss: 0.2937	LR: 0.000800
Training Epoch: 19 [768/45000]	Loss: 0.2894	LR: 0.000800
Training Epoch: 19 [1024/45000]	Loss: 0.2705	LR: 0.000800
Training Epoch: 19 [1280/45000]	Loss: 0.3468	LR: 0.000800
Training Epoch: 19 [1536/45000]	Loss: 0.2927	LR: 0.000800
Training Epoch: 19 [1792/45000]	Loss: 0.3051	LR: 0.000800
Training Epoch: 19 [2048/45000]	Loss: 0.3024	LR: 0.000800
Training Epoch: 19 [2304/45000]	Loss: 0.2387	LR: 0.000800
Training Epoch: 19 [2560/45000]	Loss: 0.3235	LR: 0.000800
Training Epoch: 19 [2816/45000]	Loss: 0.3212	LR: 0.000800
Training Epoch: 19 [3072/45000]	Loss: 0.2451	LR: 0.000800
Training Epoch: 19 [3328/45000]	Loss: 0.2878	LR: 0.000800
Training Epoch: 19 [3584/45000]	Loss: 0.1844	LR: 0.000800
Training Epoch: 19 [3840/45000]	Loss: 0.3142	LR: 0.000800
Training Epoch: 19 [4096/45000]	Loss: 0.3155	LR: 0.000800
Training Epoch: 19 [4352/45000]	Loss: 0.2797	LR: 0.000800
Training Epoch: 19 [4608/45000]	Loss: 0.2523	LR: 0.000800
Training Epoch: 19 [4864/45000]	Loss: 0.2338	LR: 0.000800
Training Epoch: 19 [5120/45000]	Loss: 0.3006	LR: 0.000800
Training Epoch: 19 [5376/45000]	Loss: 0.3707	LR: 0.000800
Training Epoch: 19 [5632/45000]	Loss: 0.3249	LR: 0.000800
Training Epoch: 19 [5888/45000]	Loss: 0.1855	LR: 0.000800
Training Epoch: 19 [6144/45000]	Loss: 0.3319	LR: 0.000800
Training Epoch: 19 [6400/45000]	Loss: 0.2725	LR: 0.000800
Training Epoch: 19 [6656/45000]	Loss: 0.3345	LR: 0.000800
Training Epoch: 19 [6912/45000]	Loss: 0.2828	LR: 0.000800
Training Epoch: 19 [7168/45000]	Loss: 0.2718	LR: 0.000800
Training Epoch: 19 [7424/45000]	Loss: 0.2769	LR: 0.000800
Training Epoch: 19 [7680/45000]	Loss: 0.2696	LR: 0.000800
Training Epoch: 19 [7936/45000]	Loss: 0.3377	LR: 0.000800
Training Epoch: 19 [8192/45000]	Loss: 0.2279	LR: 0.000800
Training Epoch: 19 [8448/45000]	Loss: 0.2487	LR: 0.000800
Training Epoch: 19 [8704/45000]	Loss: 0.2632	LR: 0.000800
Training Epoch: 19 [8960/45000]	Loss: 0.3337	LR: 0.000800
Training Epoch: 19 [9216/45000]	Loss: 0.3811	LR: 0.000800
Training Epoch: 19 [9472/45000]	Loss: 0.2360	LR: 0.000800
Training Epoch: 19 [9728/45000]	Loss: 0.2467	LR: 0.000800
Training Epoch: 19 [9984/45000]	Loss: 0.2822	LR: 0.000800
Training Epoch: 19 [10240/45000]	Loss: 0.2590	LR: 0.000800
Training Epoch: 19 [10496/45000]	Loss: 0.2754	LR: 0.000800
Training Epoch: 19 [10752/45000]	Loss: 0.2319	LR: 0.000800
Training Epoch: 19 [11008/45000]	Loss: 0.2846	LR: 0.000800
Training Epoch: 19 [11264/45000]	Loss: 0.2245	LR: 0.000800
Training Epoch: 19 [11520/45000]	Loss: 0.2423	LR: 0.000800
Training Epoch: 19 [11776/45000]	Loss: 0.2095	LR: 0.000800
Training Epoch: 19 [12032/45000]	Loss: 0.3401	LR: 0.000800
Training Epoch: 19 [12288/45000]	Loss: 0.3294	LR: 0.000800
Training Epoch: 19 [12544/45000]	Loss: 0.2560	LR: 0.000800
Training Epoch: 19 [12800/45000]	Loss: 0.2365	LR: 0.000800
Training Epoch: 19 [13056/45000]	Loss: 0.2715	LR: 0.000800
Training Epoch: 19 [13312/45000]	Loss: 0.2502	LR: 0.000800
Training Epoch: 19 [13568/45000]	Loss: 0.2339	LR: 0.000800
Training Epoch: 19 [13824/45000]	Loss: 0.3059	LR: 0.000800
Training Epoch: 19 [14080/45000]	Loss: 0.2872	LR: 0.000800
Training Epoch: 19 [14336/45000]	Loss: 0.3339	LR: 0.000800
Training Epoch: 19 [14592/45000]	Loss: 0.3467	LR: 0.000800
Training Epoch: 19 [14848/45000]	Loss: 0.3503	LR: 0.000800
Training Epoch: 19 [15104/45000]	Loss: 0.2262	LR: 0.000800
Training Epoch: 19 [15360/45000]	Loss: 0.3028	LR: 0.000800
Training Epoch: 19 [15616/45000]	Loss: 0.3485	LR: 0.000800
Training Epoch: 19 [15872/45000]	Loss: 0.2816	LR: 0.000800
Training Epoch: 19 [16128/45000]	Loss: 0.2667	LR: 0.000800
Training Epoch: 19 [16384/45000]	Loss: 0.3337	LR: 0.000800
Training Epoch: 19 [16640/45000]	Loss: 0.2695	LR: 0.000800
Training Epoch: 19 [16896/45000]	Loss: 0.3475	LR: 0.000800
Training Epoch: 19 [17152/45000]	Loss: 0.2728	LR: 0.000800
Training Epoch: 19 [17408/45000]	Loss: 0.2923	LR: 0.000800
Training Epoch: 19 [17664/45000]	Loss: 0.3043	LR: 0.000800
Training Epoch: 19 [17920/45000]	Loss: 0.2543	LR: 0.000800
Training Epoch: 19 [18176/45000]	Loss: 0.3514	LR: 0.000800
Training Epoch: 19 [18432/45000]	Loss: 0.2466	LR: 0.000800
Training Epoch: 19 [18688/45000]	Loss: 0.3446	LR: 0.000800
Training Epoch: 19 [18944/45000]	Loss: 0.2989	LR: 0.000800
Training Epoch: 19 [19200/45000]	Loss: 0.2960	LR: 0.000800
Training Epoch: 19 [19456/45000]	Loss: 0.2676	LR: 0.000800
Training Epoch: 19 [19712/45000]	Loss: 0.3362	LR: 0.000800
Training Epoch: 19 [19968/45000]	Loss: 0.3778	LR: 0.000800
Training Epoch: 19 [20224/45000]	Loss: 0.2183	LR: 0.000800
Training Epoch: 19 [20480/45000]	Loss: 0.2801	LR: 0.000800
Training Epoch: 19 [20736/45000]	Loss: 0.3049	LR: 0.000800
Training Epoch: 19 [20992/45000]	Loss: 0.2249	LR: 0.000800
Training Epoch: 19 [21248/45000]	Loss: 0.2231	LR: 0.000800
Training Epoch: 19 [21504/45000]	Loss: 0.2303	LR: 0.000800
Training Epoch: 19 [21760/45000]	Loss: 0.2998	LR: 0.000800
Training Epoch: 19 [22016/45000]	Loss: 0.2623	LR: 0.000800
Training Epoch: 19 [22272/45000]	Loss: 0.2699	LR: 0.000800
Training Epoch: 19 [22528/45000]	Loss: 0.3025	LR: 0.000800
Training Epoch: 19 [22784/45000]	Loss: 0.2390	LR: 0.000800
Training Epoch: 19 [23040/45000]	Loss: 0.4051	LR: 0.000800
Training Epoch: 19 [23296/45000]	Loss: 0.2466	LR: 0.000800
Training Epoch: 19 [23552/45000]	Loss: 0.2306	LR: 0.000800
Training Epoch: 19 [23808/45000]	Loss: 0.2288	LR: 0.000800
Training Epoch: 19 [24064/45000]	Loss: 0.3100	LR: 0.000800
Training Epoch: 19 [24320/45000]	Loss: 0.3276	LR: 0.000800
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Training Epoch: 19 [24832/45000]	Loss: 0.2673	LR: 0.000800
Training Epoch: 19 [25088/45000]	Loss: 0.2742	LR: 0.000800
Training Epoch: 19 [25344/45000]	Loss: 0.2639	LR: 0.000800
Training Epoch: 19 [25600/45000]	Loss: 0.2896	LR: 0.000800
Training Epoch: 19 [25856/45000]	Loss: 0.1989	LR: 0.000800
Training Epoch: 19 [26112/45000]	Loss: 0.2766	LR: 0.000800
Training Epoch: 19 [26368/45000]	Loss: 0.3411	LR: 0.000800
Training Epoch: 19 [26624/45000]	Loss: 0.3492	LR: 0.000800
Training Epoch: 19 [26880/45000]	Loss: 0.2694	LR: 0.000800
Training Epoch: 19 [27136/45000]	Loss: 0.3331	LR: 0.000800
Training Epoch: 19 [27392/45000]	Loss: 0.2985	LR: 0.000800
Training Epoch: 19 [27648/45000]	Loss: 0.3630	LR: 0.000800
Training Epoch: 19 [27904/45000]	Loss: 0.3151	LR: 0.000800
Training Epoch: 19 [28160/45000]	Loss: 0.2908	LR: 0.000800
Training Epoch: 19 [28416/45000]	Loss: 0.2761	LR: 0.000800
Training Epoch: 19 [28672/45000]	Loss: 0.1801	LR: 0.000800
Training Epoch: 19 [28928/45000]	Loss: 0.3120	LR: 0.000800
Training Epoch: 19 [29184/45000]	Loss: 0.2078	LR: 0.000800
Training Epoch: 19 [29440/45000]	Loss: 0.3098	LR: 0.000800
Training Epoch: 19 [29696/45000]	Loss: 0.2980	LR: 0.000800
Training Epoch: 19 [29952/45000]	Loss: 0.3092	LR: 0.000800
Training Epoch: 19 [30208/45000]	Loss: 0.3114	LR: 0.000800
Training Epoch: 19 [30464/45000]	Loss: 0.2341	LR: 0.000800
Training Epoch: 19 [30720/45000]	Loss: 0.2312	LR: 0.000800
Training Epoch: 19 [30976/45000]	Loss: 0.3773	LR: 0.000800
Training Epoch: 19 [31232/45000]	Loss: 0.2917	LR: 0.000800
Training Epoch: 19 [31488/45000]	Loss: 0.3562	LR: 0.000800
Training Epoch: 19 [31744/45000]	Loss: 0.2471	LR: 0.000800
Training Epoch: 19 [32000/45000]	Loss: 0.2942	LR: 0.000800
Training Epoch: 19 [32256/45000]	Loss: 0.2735	LR: 0.000800
Training Epoch: 19 [32512/45000]	Loss: 0.3291	LR: 0.000800
Training Epoch: 19 [32768/45000]	Loss: 0.2555	LR: 0.000800
Training Epoch: 19 [33024/45000]	Loss: 0.2874	LR: 0.000800
Training Epoch: 19 [33280/45000]	Loss: 0.2852	LR: 0.000800
Training Epoch: 19 [33536/45000]	Loss: 0.2934	LR: 0.000800
Training Epoch: 19 [33792/45000]	Loss: 0.2485	LR: 0.000800
Training Epoch: 19 [34048/45000]	Loss: 0.3394	LR: 0.000800
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Training Epoch: 19 [34560/45000]	Loss: 0.3567	LR: 0.000800
Training Epoch: 19 [34816/45000]	Loss: 0.2395	LR: 0.000800
Training Epoch: 19 [35072/45000]	Loss: 0.2434	LR: 0.000800
Training Epoch: 19 [35328/45000]	Loss: 0.2597	LR: 0.000800
Training Epoch: 19 [35584/45000]	Loss: 0.2340	LR: 0.000800
Training Epoch: 19 [35840/45000]	Loss: 0.3139	LR: 0.000800
Training Epoch: 19 [36096/45000]	Loss: 0.2533	LR: 0.000800
Training Epoch: 19 [36352/45000]	Loss: 0.3404	LR: 0.000800
Training Epoch: 19 [36608/45000]	Loss: 0.2708	LR: 0.000800
Training Epoch: 19 [36864/45000]	Loss: 0.2474	LR: 0.000800
Training Epoch: 19 [37120/45000]	Loss: 0.3322	LR: 0.000800
Training Epoch: 19 [37376/45000]	Loss: 0.2657	LR: 0.000800
Training Epoch: 19 [37632/45000]	Loss: 0.1979	LR: 0.000800
Training Epoch: 19 [37888/45000]	Loss: 0.2459	LR: 0.000800
Training Epoch: 19 [38144/45000]	Loss: 0.3050	LR: 0.000800
Training Epoch: 19 [38400/45000]	Loss: 0.2471	LR: 0.000800
Training Epoch: 19 [38656/45000]	Loss: 0.2767	LR: 0.000800
Training Epoch: 19 [38912/45000]	Loss: 0.3081	LR: 0.000800
Training Epoch: 19 [39168/45000]	Loss: 0.3307	LR: 0.000800
Training Epoch: 19 [39424/45000]	Loss: 0.2793	LR: 0.000800
Training Epoch: 19 [39680/45000]	Loss: 0.3912	LR: 0.000800
Training Epoch: 19 [39936/45000]	Loss: 0.2705	LR: 0.000800
Training Epoch: 19 [40192/45000]	Loss: 0.2301	LR: 0.000800
Training Epoch: 19 [40448/45000]	Loss: 0.3236	LR: 0.000800
Training Epoch: 19 [40704/45000]	Loss: 0.2341	LR: 0.000800
Training Epoch: 19 [40960/45000]	Loss: 0.3091	LR: 0.000800
Training Epoch: 19 [41216/45000]	Loss: 0.3198	LR: 0.000800
Training Epoch: 19 [41472/45000]	Loss: 0.3180	LR: 0.000800
Training Epoch: 19 [41728/45000]	Loss: 0.2347	LR: 0.000800
Training Epoch: 19 [41984/45000]	Loss: 0.2617	LR: 0.000800
Training Epoch: 19 [42240/45000]	Loss: 0.2135	LR: 0.000800
Training Epoch: 19 [42496/45000]	Loss: 0.2348	LR: 0.000800
Training Epoch: 19 [42752/45000]	Loss: 0.2315	LR: 0.000800
Training Epoch: 19 [43008/45000]	Loss: 0.2540	LR: 0.000800
Training Epoch: 19 [43264/45000]	Loss: 0.2934	LR: 0.000800
Training Epoch: 19 [43520/45000]	Loss: 0.3218	LR: 0.000800
Training Epoch: 19 [43776/45000]	Loss: 0.3466	LR: 0.000800
Training Epoch: 19 [44032/45000]	Loss: 0.3362	LR: 0.000800
Training Epoch: 19 [44288/45000]	Loss: 0.2665	LR: 0.000800
Training Epoch: 19 [44544/45000]	Loss: 0.3163	LR: 0.000800
Training Epoch: 19 [44800/45000]	Loss: 0.3000	LR: 0.000800
Training Epoch: 19 [45000/45000]	Loss: 0.2440	LR: 0.000800
Epoch 19 - Average Train Loss: 0.2844, Train Accuracy: 0.9016
Epoch 19 training time consumed: 27.49s
Evaluating Network.....
Test set: Epoch: 19, Average loss: 0.0014, Accuracy: 0.8863, Time consumed:0.87s
Saving weights file to checkpoint/retrain/ResNet18/Saturday_12_July_2025_19h_09m_22s/ResNet18-Cifar10-seed10-ret100-19-best.pth
Training Epoch: 20 [256/45000]	Loss: 0.2937	LR: 0.000800
Training Epoch: 20 [512/45000]	Loss: 0.2292	LR: 0.000800
Training Epoch: 20 [768/45000]	Loss: 0.3097	LR: 0.000800
Training Epoch: 20 [1024/45000]	Loss: 0.2132	LR: 0.000800
Training Epoch: 20 [1280/45000]	Loss: 0.2518	LR: 0.000800
Training Epoch: 20 [1536/45000]	Loss: 0.3182	LR: 0.000800
Training Epoch: 20 [1792/45000]	Loss: 0.2720	LR: 0.000800
Training Epoch: 20 [2048/45000]	Loss: 0.2566	LR: 0.000800
Training Epoch: 20 [2304/45000]	Loss: 0.2062	LR: 0.000800
Training Epoch: 20 [2560/45000]	Loss: 0.2927	LR: 0.000800
Training Epoch: 20 [2816/45000]	Loss: 0.3366	LR: 0.000800
Training Epoch: 20 [3072/45000]	Loss: 0.2293	LR: 0.000800
Training Epoch: 20 [3328/45000]	Loss: 0.1818	LR: 0.000800
Training Epoch: 20 [3584/45000]	Loss: 0.3191	LR: 0.000800
Training Epoch: 20 [3840/45000]	Loss: 0.2746	LR: 0.000800
Training Epoch: 20 [4096/45000]	Loss: 0.2832	LR: 0.000800
Training Epoch: 20 [4352/45000]	Loss: 0.2341	LR: 0.000800
Training Epoch: 20 [4608/45000]	Loss: 0.2289	LR: 0.000800
Training Epoch: 20 [4864/45000]	Loss: 0.2629	LR: 0.000800
Training Epoch: 20 [5120/45000]	Loss: 0.2906	LR: 0.000800
Training Epoch: 20 [5376/45000]	Loss: 0.2858	LR: 0.000800
Training Epoch: 20 [5632/45000]	Loss: 0.2227	LR: 0.000800
Training Epoch: 20 [5888/45000]	Loss: 0.2546	LR: 0.000800
Training Epoch: 20 [6144/45000]	Loss: 0.2298	LR: 0.000800
Training Epoch: 20 [6400/45000]	Loss: 0.2256	LR: 0.000800
Training Epoch: 20 [6656/45000]	Loss: 0.2531	LR: 0.000800
Training Epoch: 20 [6912/45000]	Loss: 0.2829	LR: 0.000800
Training Epoch: 20 [7168/45000]	Loss: 0.2707	LR: 0.000800
Training Epoch: 20 [7424/45000]	Loss: 0.2524	LR: 0.000800
Training Epoch: 20 [7680/45000]	Loss: 0.2662	LR: 0.000800
Training Epoch: 20 [7936/45000]	Loss: 0.3141	LR: 0.000800
Training Epoch: 20 [8192/45000]	Loss: 0.2978	LR: 0.000800
Training Epoch: 20 [8448/45000]	Loss: 0.2837	LR: 0.000800
Training Epoch: 20 [8704/45000]	Loss: 0.3364	LR: 0.000800
Training Epoch: 20 [8960/45000]	Loss: 0.2458	LR: 0.000800
Training Epoch: 20 [9216/45000]	Loss: 0.2711	LR: 0.000800
Training Epoch: 20 [9472/45000]	Loss: 0.2855	LR: 0.000800
Training Epoch: 20 [9728/45000]	Loss: 0.2631	LR: 0.000800
Training Epoch: 20 [9984/45000]	Loss: 0.3298	LR: 0.000800
Training Epoch: 20 [10240/45000]	Loss: 0.2828	LR: 0.000800
Training Epoch: 20 [10496/45000]	Loss: 0.2235	LR: 0.000800
Training Epoch: 20 [10752/45000]	Loss: 0.3309	LR: 0.000800
Training Epoch: 20 [11008/45000]	Loss: 0.3072	LR: 0.000800
Training Epoch: 20 [11264/45000]	Loss: 0.2291	LR: 0.000800
Training Epoch: 20 [11520/45000]	Loss: 0.2601	LR: 0.000800
Training Epoch: 20 [11776/45000]	Loss: 0.2860	LR: 0.000800
Training Epoch: 20 [12032/45000]	Loss: 0.2739	LR: 0.000800
Training Epoch: 20 [12288/45000]	Loss: 0.2197	LR: 0.000800
Training Epoch: 20 [12544/45000]	Loss: 0.3222	LR: 0.000800
Training Epoch: 20 [12800/45000]	Loss: 0.2831	LR: 0.000800
Training Epoch: 20 [13056/45000]	Loss: 0.2596	LR: 0.000800
Training Epoch: 20 [13312/45000]	Loss: 0.2417	LR: 0.000800
Training Epoch: 20 [13568/45000]	Loss: 0.2895	LR: 0.000800
Training Epoch: 20 [13824/45000]	Loss: 0.2966	LR: 0.000800
Training Epoch: 20 [14080/45000]	Loss: 0.3293	LR: 0.000800
Training Epoch: 20 [14336/45000]	Loss: 0.2586	LR: 0.000800
Training Epoch: 20 [14592/45000]	Loss: 0.2912	LR: 0.000800
Training Epoch: 20 [14848/45000]	Loss: 0.2497	LR: 0.000800
Training Epoch: 20 [15104/45000]	Loss: 0.2412	LR: 0.000800
Training Epoch: 20 [15360/45000]	Loss: 0.3475	LR: 0.000800
Training Epoch: 20 [15616/45000]	Loss: 0.2596	LR: 0.000800
Training Epoch: 20 [15872/45000]	Loss: 0.3007	LR: 0.000800
Training Epoch: 20 [16128/45000]	Loss: 0.2948	LR: 0.000800
Training Epoch: 20 [16384/45000]	Loss: 0.2777	LR: 0.000800
Training Epoch: 20 [16640/45000]	Loss: 0.2816	LR: 0.000800
Training Epoch: 20 [16896/45000]	Loss: 0.2403	LR: 0.000800
Training Epoch: 20 [17152/45000]	Loss: 0.2379	LR: 0.000800
Training Epoch: 20 [17408/45000]	Loss: 0.3228	LR: 0.000800
Training Epoch: 20 [17664/45000]	Loss: 0.3966	LR: 0.000800
Training Epoch: 20 [17920/45000]	Loss: 0.1888	LR: 0.000800
Training Epoch: 20 [18176/45000]	Loss: 0.3299	LR: 0.000800
Training Epoch: 20 [18432/45000]	Loss: 0.2829	LR: 0.000800
Training Epoch: 20 [18688/45000]	Loss: 0.2669	LR: 0.000800
Training Epoch: 20 [18944/45000]	Loss: 0.3246	LR: 0.000800
Training Epoch: 20 [19200/45000]	Loss: 0.3099	LR: 0.000800
Training Epoch: 20 [19456/45000]	Loss: 0.3898	LR: 0.000800
Training Epoch: 20 [19712/45000]	Loss: 0.2886	LR: 0.000800
Training Epoch: 20 [19968/45000]	Loss: 0.2889	LR: 0.000800
Training Epoch: 20 [20224/45000]	Loss: 0.3215	LR: 0.000800
Training Epoch: 20 [20480/45000]	Loss: 0.2362	LR: 0.000800
Training Epoch: 20 [20736/45000]	Loss: 0.3157	LR: 0.000800
Training Epoch: 20 [20992/45000]	Loss: 0.2429	LR: 0.000800
Training Epoch: 20 [21248/45000]	Loss: 0.2627	LR: 0.000800
Training Epoch: 20 [21504/45000]	Loss: 0.2910	LR: 0.000800
Training Epoch: 20 [21760/45000]	Loss: 0.2848	LR: 0.000800
Training Epoch: 20 [22016/45000]	Loss: 0.2788	LR: 0.000800
Training Epoch: 20 [22272/45000]	Loss: 0.2548	LR: 0.000800
Training Epoch: 20 [22528/45000]	Loss: 0.3297	LR: 0.000800
Training Epoch: 20 [22784/45000]	Loss: 0.2965	LR: 0.000800
Training Epoch: 20 [23040/45000]	Loss: 0.2374	LR: 0.000800
Training Epoch: 20 [23296/45000]	Loss: 0.2929	LR: 0.000800
Training Epoch: 20 [23552/45000]	Loss: 0.2568	LR: 0.000800
Training Epoch: 20 [23808/45000]	Loss: 0.2347	LR: 0.000800
Training Epoch: 20 [24064/45000]	Loss: 0.3267	LR: 0.000800
Training Epoch: 20 [24320/45000]	Loss: 0.2224	LR: 0.000800
Training Epoch: 20 [24576/45000]	Loss: 0.2635	LR: 0.000800
Training Epoch: 20 [24832/45000]	Loss: 0.3821	LR: 0.000800
Training Epoch: 20 [25088/45000]	Loss: 0.2986	LR: 0.000800
Training Epoch: 20 [25344/45000]	Loss: 0.2962	LR: 0.000800
Training Epoch: 20 [25600/45000]	Loss: 0.2091	LR: 0.000800
Training Epoch: 20 [25856/45000]	Loss: 0.3320	LR: 0.000800
Training Epoch: 20 [26112/45000]	Loss: 0.2488	LR: 0.000800
Training Epoch: 20 [26368/45000]	Loss: 0.2733	LR: 0.000800
Training Epoch: 20 [26624/45000]	Loss: 0.3369	LR: 0.000800
Training Epoch: 20 [26880/45000]	Loss: 0.3329	LR: 0.000800
Training Epoch: 20 [27136/45000]	Loss: 0.2985	LR: 0.000800
Training Epoch: 20 [27392/45000]	Loss: 0.3180	LR: 0.000800
Training Epoch: 20 [27648/45000]	Loss: 0.2889	LR: 0.000800
Training Epoch: 20 [27904/45000]	Loss: 0.2390	LR: 0.000800
Training Epoch: 20 [28160/45000]	Loss: 0.2997	LR: 0.000800
Training Epoch: 20 [28416/45000]	Loss: 0.2321	LR: 0.000800
Training Epoch: 20 [28672/45000]	Loss: 0.3205	LR: 0.000800
Training Epoch: 20 [28928/45000]	Loss: 0.2775	LR: 0.000800
Training Epoch: 20 [29184/45000]	Loss: 0.2852	LR: 0.000800
Training Epoch: 20 [29440/45000]	Loss: 0.2923	LR: 0.000800
Training Epoch: 20 [29696/45000]	Loss: 0.2126	LR: 0.000800
Training Epoch: 20 [29952/45000]	Loss: 0.2474	LR: 0.000800
Training Epoch: 20 [30208/45000]	Loss: 0.3191	LR: 0.000800
Training Epoch: 20 [30464/45000]	Loss: 0.3506	LR: 0.000800
Training Epoch: 20 [30720/45000]	Loss: 0.3431	LR: 0.000800
Training Epoch: 20 [30976/45000]	Loss: 0.2359	LR: 0.000800
Training Epoch: 20 [31232/45000]	Loss: 0.2454	LR: 0.000800
Training Epoch: 20 [31488/45000]	Loss: 0.3016	LR: 0.000800
Training Epoch: 20 [31744/45000]	Loss: 0.3149	LR: 0.000800
Training Epoch: 20 [32000/45000]	Loss: 0.2267	LR: 0.000800
Training Epoch: 20 [32256/45000]	Loss: 0.2895	LR: 0.000800
Training Epoch: 20 [32512/45000]	Loss: 0.2418	LR: 0.000800
Training Epoch: 20 [32768/45000]	Loss: 0.2611	LR: 0.000800
Training Epoch: 20 [33024/45000]	Loss: 0.2651	LR: 0.000800
Training Epoch: 20 [33280/45000]	Loss: 0.2645	LR: 0.000800
Training Epoch: 20 [33536/45000]	Loss: 0.3018	LR: 0.000800
Training Epoch: 20 [33792/45000]	Loss: 0.2188	LR: 0.000800
Training Epoch: 20 [34048/45000]	Loss: 0.3186	LR: 0.000800
Training Epoch: 20 [34304/45000]	Loss: 0.2230	LR: 0.000800
Training Epoch: 20 [34560/45000]	Loss: 0.3288	LR: 0.000800
Training Epoch: 20 [34816/45000]	Loss: 0.3029	LR: 0.000800
Training Epoch: 20 [35072/45000]	Loss: 0.3387	LR: 0.000800
Training Epoch: 20 [35328/45000]	Loss: 0.3008	LR: 0.000800
Training Epoch: 20 [35584/45000]	Loss: 0.3096	LR: 0.000800
Training Epoch: 20 [35840/45000]	Loss: 0.3294	LR: 0.000800
Training Epoch: 20 [36096/45000]	Loss: 0.2498	LR: 0.000800
Training Epoch: 20 [36352/45000]	Loss: 0.2093	LR: 0.000800
Training Epoch: 20 [36608/45000]	Loss: 0.3515	LR: 0.000800
Training Epoch: 20 [36864/45000]	Loss: 0.2599	LR: 0.000800
Training Epoch: 20 [37120/45000]	Loss: 0.3096	LR: 0.000800
Training Epoch: 20 [37376/45000]	Loss: 0.2736	LR: 0.000800
Training Epoch: 20 [37632/45000]	Loss: 0.3625	LR: 0.000800
Training Epoch: 20 [37888/45000]	Loss: 0.2583	LR: 0.000800
Training Epoch: 20 [38144/45000]	Loss: 0.2470	LR: 0.000800
Training Epoch: 20 [38400/45000]	Loss: 0.3006	LR: 0.000800
Training Epoch: 20 [38656/45000]	Loss: 0.2709	LR: 0.000800
Training Epoch: 20 [38912/45000]	Loss: 0.2811	LR: 0.000800
Training Epoch: 20 [39168/45000]	Loss: 0.2378	LR: 0.000800
Training Epoch: 20 [39424/45000]	Loss: 0.3304	LR: 0.000800
Training Epoch: 20 [39680/45000]	Loss: 0.2383	LR: 0.000800
Training Epoch: 20 [39936/45000]	Loss: 0.3064	LR: 0.000800
Training Epoch: 20 [40192/45000]	Loss: 0.2545	LR: 0.000800
Training Epoch: 20 [40448/45000]	Loss: 0.3566	LR: 0.000800
Training Epoch: 20 [40704/45000]	Loss: 0.3512	LR: 0.000800
Training Epoch: 20 [40960/45000]	Loss: 0.2129	LR: 0.000800
Training Epoch: 20 [41216/45000]	Loss: 0.2893	LR: 0.000800
Training Epoch: 20 [41472/45000]	Loss: 0.2825	LR: 0.000800
Training Epoch: 20 [41728/45000]	Loss: 0.2911	LR: 0.000800
Training Epoch: 20 [41984/45000]	Loss: 0.3348	LR: 0.000800
Training Epoch: 20 [42240/45000]	Loss: 0.2474	LR: 0.000800
Training Epoch: 20 [42496/45000]	Loss: 0.2753	LR: 0.000800
Training Epoch: 20 [42752/45000]	Loss: 0.2935	LR: 0.000800
Training Epoch: 20 [43008/45000]	Loss: 0.2981	LR: 0.000800
Training Epoch: 20 [43264/45000]	Loss: 0.2496	LR: 0.000800
Training Epoch: 20 [43520/45000]	Loss: 0.2446	LR: 0.000800
Training Epoch: 20 [43776/45000]	Loss: 0.2951	LR: 0.000800
Training Epoch: 20 [44032/45000]	Loss: 0.2696	LR: 0.000800
Training Epoch: 20 [44288/45000]	Loss: 0.2779	LR: 0.000800
Training Epoch: 20 [44544/45000]	Loss: 0.2160	LR: 0.000800
Training Epoch: 20 [44800/45000]	Loss: 0.3008	LR: 0.000800
Training Epoch: 20 [45000/45000]	Loss: 0.2058	LR: 0.000800
Epoch 20 - Average Train Loss: 0.2796, Train Accuracy: 0.9031
Epoch 20 training time consumed: 27.13s
Evaluating Network.....
Test set: Epoch: 20, Average loss: 0.0014, Accuracy: 0.8847, Time consumed:0.87s
Valid (Test) Dl:  10000
Train Dl:  50000
Retain Train Dl:  45000
Forget Train Dl:  5000
Retain Valid Dl:  45000
Forget Valid Dl:  5000
retain_prob Distribution: 10000 samples
test_prob Distribution: 10000 samples
forget_prob Distribution: 5000 samples
Set1 Distribution: 5000 samples
Set2 Distribution: 5000 samples
Set1 Distribution: 5000 samples
Set2 Distribution: 5000 samples
Set1 Distribution: 10000 samples
Set2 Distribution: 10000 samples
Set1 Distribution: 10000 samples
Set2 Distribution: 10000 samples
Test Accuracy: 88.59375
Retain Accuracy: 90.55388641357422
Zero-Retain Forget (ZRF): 0.837252676486969
Membership Inference Attack (MIA): 0.6118
Forget vs Retain Membership Inference Attack (MIA): 0.512
Forget vs Test Membership Inference Attack (MIA): 0.5335
Test vs Retain Membership Inference Attack (MIA): 0.5035
Train vs Test Membership Inference Attack (MIA): 0.52375
Forget Set Accuracy (Df): 86.85202026367188
Method Execution Time: 1508.19 seconds
