hello
hello
Labels

📌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
780909900
hello
hello
⚠️ Warning: Retain train loader may not be shuffled.
Training Epoch: 1 [256/45000]	Loss: 2.3650	LR: 0.000000
Training Epoch: 1 [512/45000]	Loss: 2.3843	LR: 0.000568
Training Epoch: 1 [768/45000]	Loss: 2.3345	LR: 0.001136
Training Epoch: 1 [1024/45000]	Loss: 2.3240	LR: 0.001705
Training Epoch: 1 [1280/45000]	Loss: 2.3132	LR: 0.002273
Training Epoch: 1 [1536/45000]	Loss: 2.3032	LR: 0.002841
Training Epoch: 1 [1792/45000]	Loss: 2.2187	LR: 0.003409
Training Epoch: 1 [2048/45000]	Loss: 2.2449	LR: 0.003977
Training Epoch: 1 [2304/45000]	Loss: 2.2297	LR: 0.004545
Training Epoch: 1 [2560/45000]	Loss: 2.1881	LR: 0.005114
Training Epoch: 1 [2816/45000]	Loss: 2.1948	LR: 0.005682
Training Epoch: 1 [3072/45000]	Loss: 2.1045	LR: 0.006250
Training Epoch: 1 [3328/45000]	Loss: 2.2378	LR: 0.006818
Training Epoch: 1 [3584/45000]	Loss: 2.1391	LR: 0.007386
Training Epoch: 1 [3840/45000]	Loss: 2.0195	LR: 0.007955
Training Epoch: 1 [4096/45000]	Loss: 2.1079	LR: 0.008523
Training Epoch: 1 [4352/45000]	Loss: 1.9688	LR: 0.009091
Training Epoch: 1 [4608/45000]	Loss: 1.8667	LR: 0.009659
Training Epoch: 1 [4864/45000]	Loss: 1.9171	LR: 0.010227
Training Epoch: 1 [5120/45000]	Loss: 1.9466	LR: 0.010795
Training Epoch: 1 [5376/45000]	Loss: 1.8698	LR: 0.011364
Training Epoch: 1 [5632/45000]	Loss: 1.8719	LR: 0.011932
Training Epoch: 1 [5888/45000]	Loss: 1.8512	LR: 0.012500
Training Epoch: 1 [6144/45000]	Loss: 1.8598	LR: 0.013068
Training Epoch: 1 [6400/45000]	Loss: 1.6863	LR: 0.013636
Training Epoch: 1 [6656/45000]	Loss: 1.8160	LR: 0.014205
Training Epoch: 1 [6912/45000]	Loss: 1.7791	LR: 0.014773
Training Epoch: 1 [7168/45000]	Loss: 1.6956	LR: 0.015341
Training Epoch: 1 [7424/45000]	Loss: 1.8115	LR: 0.015909
Training Epoch: 1 [7680/45000]	Loss: 1.7499	LR: 0.016477
Training Epoch: 1 [7936/45000]	Loss: 1.6028	LR: 0.017045
Training Epoch: 1 [8192/45000]	Loss: 1.7813	LR: 0.017614
Training Epoch: 1 [8448/45000]	Loss: 1.6958	LR: 0.018182
Training Epoch: 1 [8704/45000]	Loss: 1.7773	LR: 0.018750
Training Epoch: 1 [8960/45000]	Loss: 1.7675	LR: 0.019318
Training Epoch: 1 [9216/45000]	Loss: 1.6480	LR: 0.019886
Training Epoch: 1 [9472/45000]	Loss: 1.7086	LR: 0.020455
Training Epoch: 1 [9728/45000]	Loss: 1.5870	LR: 0.021023
Training Epoch: 1 [9984/45000]	Loss: 1.8209	LR: 0.021591
Training Epoch: 1 [10240/45000]	Loss: 1.7099	LR: 0.022159
Training Epoch: 1 [10496/45000]	Loss: 1.5654	LR: 0.022727
Training Epoch: 1 [10752/45000]	Loss: 1.7966	LR: 0.023295
Training Epoch: 1 [11008/45000]	Loss: 1.7028	LR: 0.023864
Training Epoch: 1 [11264/45000]	Loss: 1.5591	LR: 0.024432
Training Epoch: 1 [11520/45000]	Loss: 1.6850	LR: 0.025000
Training Epoch: 1 [11776/45000]	Loss: 1.6083	LR: 0.025568
Training Epoch: 1 [12032/45000]	Loss: 1.5775	LR: 0.026136
Training Epoch: 1 [12288/45000]	Loss: 1.7105	LR: 0.026705
Training Epoch: 1 [12544/45000]	Loss: 1.6906	LR: 0.027273
Training Epoch: 1 [12800/45000]	Loss: 1.6472	LR: 0.027841
Training Epoch: 1 [13056/45000]	Loss: 1.5089	LR: 0.028409
Training Epoch: 1 [13312/45000]	Loss: 1.5625	LR: 0.028977
Training Epoch: 1 [13568/45000]	Loss: 1.5458	LR: 0.029545
Training Epoch: 1 [13824/45000]	Loss: 1.4978	LR: 0.030114
Training Epoch: 1 [14080/45000]	Loss: 1.5805	LR: 0.030682
Training Epoch: 1 [14336/45000]	Loss: 1.5104	LR: 0.031250
Training Epoch: 1 [14592/45000]	Loss: 1.6471	LR: 0.031818
Training Epoch: 1 [14848/45000]	Loss: 1.4433	LR: 0.032386
Training Epoch: 1 [15104/45000]	Loss: 1.5611	LR: 0.032955
Training Epoch: 1 [15360/45000]	Loss: 1.5989	LR: 0.033523
Training Epoch: 1 [15616/45000]	Loss: 1.6797	LR: 0.034091
Training Epoch: 1 [15872/45000]	Loss: 1.6262	LR: 0.034659
Training Epoch: 1 [16128/45000]	Loss: 1.5093	LR: 0.035227
Training Epoch: 1 [16384/45000]	Loss: 1.7774	LR: 0.035795
Training Epoch: 1 [16640/45000]	Loss: 1.5673	LR: 0.036364
Training Epoch: 1 [16896/45000]	Loss: 1.5680	LR: 0.036932
Training Epoch: 1 [17152/45000]	Loss: 1.4961	LR: 0.037500
Training Epoch: 1 [17408/45000]	Loss: 1.4976	LR: 0.038068
Training Epoch: 1 [17664/45000]	Loss: 1.7282	LR: 0.038636
Training Epoch: 1 [17920/45000]	Loss: 1.5265	LR: 0.039205
Training Epoch: 1 [18176/45000]	Loss: 1.5813	LR: 0.039773
Training Epoch: 1 [18432/45000]	Loss: 1.6147	LR: 0.040341
Training Epoch: 1 [18688/45000]	Loss: 1.5263	LR: 0.040909
Training Epoch: 1 [18944/45000]	Loss: 1.4968	LR: 0.041477
Training Epoch: 1 [19200/45000]	Loss: 1.5689	LR: 0.042045
Training Epoch: 1 [19456/45000]	Loss: 1.4825	LR: 0.042614
Training Epoch: 1 [19712/45000]	Loss: 1.4466	LR: 0.043182
Training Epoch: 1 [19968/45000]	Loss: 1.5717	LR: 0.043750
Training Epoch: 1 [20224/45000]	Loss: 1.4782	LR: 0.044318
Training Epoch: 1 [20480/45000]	Loss: 1.4567	LR: 0.044886
Training Epoch: 1 [20736/45000]	Loss: 1.5197	LR: 0.045455
Training Epoch: 1 [20992/45000]	Loss: 1.5519	LR: 0.046023
Training Epoch: 1 [21248/45000]	Loss: 1.5310	LR: 0.046591
Training Epoch: 1 [21504/45000]	Loss: 1.5981	LR: 0.047159
Training Epoch: 1 [21760/45000]	Loss: 1.4020	LR: 0.047727
Training Epoch: 1 [22016/45000]	Loss: 1.5265	LR: 0.048295
Training Epoch: 1 [22272/45000]	Loss: 1.3063	LR: 0.048864
Training Epoch: 1 [22528/45000]	Loss: 1.2951	LR: 0.049432
Training Epoch: 1 [22784/45000]	Loss: 1.7047	LR: 0.050000
Training Epoch: 1 [23040/45000]	Loss: 1.4770	LR: 0.050568
Training Epoch: 1 [23296/45000]	Loss: 1.5289	LR: 0.051136
Training Epoch: 1 [23552/45000]	Loss: 1.7113	LR: 0.051705
Training Epoch: 1 [23808/45000]	Loss: 1.2574	LR: 0.052273
Training Epoch: 1 [24064/45000]	Loss: 1.5498	LR: 0.052841
Training Epoch: 1 [24320/45000]	Loss: 1.6739	LR: 0.053409
Training Epoch: 1 [24576/45000]	Loss: 1.5075	LR: 0.053977
Training Epoch: 1 [24832/45000]	Loss: 1.3970	LR: 0.054545
Training Epoch: 1 [25088/45000]	Loss: 1.4584	LR: 0.055114
Training Epoch: 1 [25344/45000]	Loss: 1.3764	LR: 0.055682
Training Epoch: 1 [25600/45000]	Loss: 1.4071	LR: 0.056250
Training Epoch: 1 [25856/45000]	Loss: 1.3590	LR: 0.056818
Training Epoch: 1 [26112/45000]	Loss: 1.2849	LR: 0.057386
Training Epoch: 1 [26368/45000]	Loss: 1.5549	LR: 0.057955
Training Epoch: 1 [26624/45000]	Loss: 1.4374	LR: 0.058523
Training Epoch: 1 [26880/45000]	Loss: 1.5222	LR: 0.059091
Training Epoch: 1 [27136/45000]	Loss: 1.6162	LR: 0.059659
Training Epoch: 1 [27392/45000]	Loss: 1.5326	LR: 0.060227
Training Epoch: 1 [27648/45000]	Loss: 1.4000	LR: 0.060795
Training Epoch: 1 [27904/45000]	Loss: 1.5233	LR: 0.061364
Training Epoch: 1 [28160/45000]	Loss: 1.4110	LR: 0.061932
Training Epoch: 1 [28416/45000]	Loss: 1.3959	LR: 0.062500
Training Epoch: 1 [28672/45000]	Loss: 1.3221	LR: 0.063068
Training Epoch: 1 [28928/45000]	Loss: 1.4507	LR: 0.063636
Training Epoch: 1 [29184/45000]	Loss: 1.3562	LR: 0.064205
Training Epoch: 1 [29440/45000]	Loss: 1.4068	LR: 0.064773
Training Epoch: 1 [29696/45000]	Loss: 1.4382	LR: 0.065341
Training Epoch: 1 [29952/45000]	Loss: 1.3102	LR: 0.065909
Training Epoch: 1 [30208/45000]	Loss: 1.1957	LR: 0.066477
Training Epoch: 1 [30464/45000]	Loss: 1.5289	LR: 0.067045
Training Epoch: 1 [30720/45000]	Loss: 1.4163	LR: 0.067614
Training Epoch: 1 [30976/45000]	Loss: 1.6043	LR: 0.068182
Training Epoch: 1 [31232/45000]	Loss: 1.3911	LR: 0.068750
Training Epoch: 1 [31488/45000]	Loss: 1.4820	LR: 0.069318
Training Epoch: 1 [31744/45000]	Loss: 1.5475	LR: 0.069886
Training Epoch: 1 [32000/45000]	Loss: 1.4534	LR: 0.070455
Training Epoch: 1 [32256/45000]	Loss: 1.2873	LR: 0.071023
Training Epoch: 1 [32512/45000]	Loss: 1.3915	LR: 0.071591
Training Epoch: 1 [32768/45000]	Loss: 1.5365	LR: 0.072159
Training Epoch: 1 [33024/45000]	Loss: 1.5103	LR: 0.072727
Training Epoch: 1 [33280/45000]	Loss: 1.5211	LR: 0.073295
Training Epoch: 1 [33536/45000]	Loss: 1.4265	LR: 0.073864
Training Epoch: 1 [33792/45000]	Loss: 1.3822	LR: 0.074432
Training Epoch: 1 [34048/45000]	Loss: 1.5780	LR: 0.075000
Training Epoch: 1 [34304/45000]	Loss: 1.4254	LR: 0.075568
Training Epoch: 1 [34560/45000]	Loss: 1.3743	LR: 0.076136
Training Epoch: 1 [34816/45000]	Loss: 1.3877	LR: 0.076705
Training Epoch: 1 [35072/45000]	Loss: 1.4245	LR: 0.077273
Training Epoch: 1 [35328/45000]	Loss: 1.4493	LR: 0.077841
Training Epoch: 1 [35584/45000]	Loss: 1.4006	LR: 0.078409
Training Epoch: 1 [35840/45000]	Loss: 1.3323	LR: 0.078977
Training Epoch: 1 [36096/45000]	Loss: 1.3375	LR: 0.079545
Training Epoch: 1 [36352/45000]	Loss: 1.6839	LR: 0.080114
Training Epoch: 1 [36608/45000]	Loss: 1.4069	LR: 0.080682
Training Epoch: 1 [36864/45000]	Loss: 1.3755	LR: 0.081250
Training Epoch: 1 [37120/45000]	Loss: 1.3265	LR: 0.081818
Training Epoch: 1 [37376/45000]	Loss: 1.4753	LR: 0.082386
Training Epoch: 1 [37632/45000]	Loss: 1.2571	LR: 0.082955
Training Epoch: 1 [37888/45000]	Loss: 1.2334	LR: 0.083523
Training Epoch: 1 [38144/45000]	Loss: 1.1264	LR: 0.084091
Training Epoch: 1 [38400/45000]	Loss: 1.2368	LR: 0.084659
Training Epoch: 1 [38656/45000]	Loss: 1.3066	LR: 0.085227
Training Epoch: 1 [38912/45000]	Loss: 1.1485	LR: 0.085795
Training Epoch: 1 [39168/45000]	Loss: 1.3213	LR: 0.086364
Training Epoch: 1 [39424/45000]	Loss: 1.3769	LR: 0.086932
Training Epoch: 1 [39680/45000]	Loss: 1.4178	LR: 0.087500
Training Epoch: 1 [39936/45000]	Loss: 1.2096	LR: 0.088068
Training Epoch: 1 [40192/45000]	Loss: 1.1248	LR: 0.088636
Training Epoch: 1 [40448/45000]	Loss: 1.1885	LR: 0.089205
Training Epoch: 1 [40704/45000]	Loss: 1.1892	LR: 0.089773
Training Epoch: 1 [40960/45000]	Loss: 1.1688	LR: 0.090341
Training Epoch: 1 [41216/45000]	Loss: 1.3592	LR: 0.090909
Training Epoch: 1 [41472/45000]	Loss: 1.1744	LR: 0.091477
Training Epoch: 1 [41728/45000]	Loss: 1.1756	LR: 0.092045
Training Epoch: 1 [41984/45000]	Loss: 1.1547	LR: 0.092614
Training Epoch: 1 [42240/45000]	Loss: 1.3081	LR: 0.093182
Training Epoch: 1 [42496/45000]	Loss: 1.0368	LR: 0.093750
Training Epoch: 1 [42752/45000]	Loss: 1.1211	LR: 0.094318
Training Epoch: 1 [43008/45000]	Loss: 1.2857	LR: 0.094886
Training Epoch: 1 [43264/45000]	Loss: 1.0839	LR: 0.095455
Training Epoch: 1 [43520/45000]	Loss: 1.2537	LR: 0.096023
Training Epoch: 1 [43776/45000]	Loss: 1.3910	LR: 0.096591
Training Epoch: 1 [44032/45000]	Loss: 1.0992	LR: 0.097159
Training Epoch: 1 [44288/45000]	Loss: 1.2409	LR: 0.097727
Training Epoch: 1 [44544/45000]	Loss: 1.2670	LR: 0.098295
Training Epoch: 1 [44800/45000]	Loss: 1.1601	LR: 0.098864
Training Epoch: 1 [45000/45000]	Loss: 1.1258	LR: 0.099432
Epoch 1 - Average Train Loss: 1.5573, Train Accuracy: 0.4358
Epoch 1 training time consumed: 18.00s
Evaluating Network.....
Test set: Epoch: 1, Average loss: 0.0069, Accuracy: 0.4608, Time consumed:1.02s
Saving weights file to checkpoint/retrain/ResNet18/Saturday_02_August_2025_02h_13m_09s/ResNet18-Cifar10-seed10-ret100-1-best.pth
Training Epoch: 2 [256/45000]	Loss: 1.1009	LR: 0.020000
Training Epoch: 2 [512/45000]	Loss: 1.1841	LR: 0.020000
Training Epoch: 2 [768/45000]	Loss: 1.0391	LR: 0.020000
Training Epoch: 2 [1024/45000]	Loss: 1.2363	LR: 0.020000
Training Epoch: 2 [1280/45000]	Loss: 1.0850	LR: 0.020000
Training Epoch: 2 [1536/45000]	Loss: 1.0403	LR: 0.020000
Training Epoch: 2 [1792/45000]	Loss: 1.0783	LR: 0.020000
Training Epoch: 2 [2048/45000]	Loss: 0.9845	LR: 0.020000
Training Epoch: 2 [2304/45000]	Loss: 0.9219	LR: 0.020000
Training Epoch: 2 [2560/45000]	Loss: 0.9197	LR: 0.020000
Training Epoch: 2 [2816/45000]	Loss: 0.8968	LR: 0.020000
Training Epoch: 2 [3072/45000]	Loss: 0.8939	LR: 0.020000
Training Epoch: 2 [3328/45000]	Loss: 0.9502	LR: 0.020000
Training Epoch: 2 [3584/45000]	Loss: 0.8893	LR: 0.020000
Training Epoch: 2 [3840/45000]	Loss: 1.0009	LR: 0.020000
Training Epoch: 2 [4096/45000]	Loss: 0.9909	LR: 0.020000
Training Epoch: 2 [4352/45000]	Loss: 0.8409	LR: 0.020000
Training Epoch: 2 [4608/45000]	Loss: 0.9241	LR: 0.020000
Training Epoch: 2 [4864/45000]	Loss: 1.0008	LR: 0.020000
Training Epoch: 2 [5120/45000]	Loss: 0.8675	LR: 0.020000
Training Epoch: 2 [5376/45000]	Loss: 0.9806	LR: 0.020000
Training Epoch: 2 [5632/45000]	Loss: 0.9596	LR: 0.020000
Training Epoch: 2 [5888/45000]	Loss: 0.8679	LR: 0.020000
Training Epoch: 2 [6144/45000]	Loss: 0.8894	LR: 0.020000
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Training Epoch: 2 [6656/45000]	Loss: 0.9295	LR: 0.020000
Training Epoch: 2 [6912/45000]	Loss: 0.9198	LR: 0.020000
Training Epoch: 2 [7168/45000]	Loss: 0.8749	LR: 0.020000
Training Epoch: 2 [7424/45000]	Loss: 1.0377	LR: 0.020000
Training Epoch: 2 [7680/45000]	Loss: 0.8883	LR: 0.020000
Training Epoch: 2 [7936/45000]	Loss: 0.8241	LR: 0.020000
Training Epoch: 2 [8192/45000]	Loss: 0.8484	LR: 0.020000
Training Epoch: 2 [8448/45000]	Loss: 0.8196	LR: 0.020000
Training Epoch: 2 [8704/45000]	Loss: 0.9166	LR: 0.020000
Training Epoch: 2 [8960/45000]	Loss: 0.7831	LR: 0.020000
Training Epoch: 2 [9216/45000]	Loss: 0.9328	LR: 0.020000
Training Epoch: 2 [9472/45000]	Loss: 0.8182	LR: 0.020000
Training Epoch: 2 [9728/45000]	Loss: 0.7899	LR: 0.020000
Training Epoch: 2 [9984/45000]	Loss: 0.7749	LR: 0.020000
Training Epoch: 2 [10240/45000]	Loss: 0.9400	LR: 0.020000
Training Epoch: 2 [10496/45000]	Loss: 0.8733	LR: 0.020000
Training Epoch: 2 [10752/45000]	Loss: 0.7782	LR: 0.020000
Training Epoch: 2 [11008/45000]	Loss: 0.6631	LR: 0.020000
Training Epoch: 2 [11264/45000]	Loss: 0.9481	LR: 0.020000
Training Epoch: 2 [11520/45000]	Loss: 0.8775	LR: 0.020000
Training Epoch: 2 [11776/45000]	Loss: 0.8110	LR: 0.020000
Training Epoch: 2 [12032/45000]	Loss: 0.7388	LR: 0.020000
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Training Epoch: 2 [13568/45000]	Loss: 0.8031	LR: 0.020000
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Training Epoch: 2 [15616/45000]	Loss: 0.8242	LR: 0.020000
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Training Epoch: 2 [16128/45000]	Loss: 0.8706	LR: 0.020000
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Training Epoch: 2 [16640/45000]	Loss: 0.9348	LR: 0.020000
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Training Epoch: 2 [20224/45000]	Loss: 0.7396	LR: 0.020000
Training Epoch: 2 [20480/45000]	Loss: 0.9054	LR: 0.020000
Training Epoch: 2 [20736/45000]	Loss: 0.7846	LR: 0.020000
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Training Epoch: 2 [24320/45000]	Loss: 0.7659	LR: 0.020000
Training Epoch: 2 [24576/45000]	Loss: 0.8831	LR: 0.020000
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Training Epoch: 2 [25856/45000]	Loss: 0.8419	LR: 0.020000
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Training Epoch: 2 [26368/45000]	Loss: 0.6935	LR: 0.020000
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Training Epoch: 2 [28160/45000]	Loss: 0.7657	LR: 0.020000
Training Epoch: 2 [28416/45000]	Loss: 0.7589	LR: 0.020000
Training Epoch: 2 [28672/45000]	Loss: 0.7454	LR: 0.020000
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Training Epoch: 2 [38144/45000]	Loss: 0.7975	LR: 0.020000
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Training Epoch: 2 [38656/45000]	Loss: 0.6937	LR: 0.020000
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Training Epoch: 2 [39168/45000]	Loss: 0.8214	LR: 0.020000
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Training Epoch: 2 [40448/45000]	Loss: 0.7470	LR: 0.020000
Training Epoch: 2 [40704/45000]	Loss: 0.7159	LR: 0.020000
Training Epoch: 2 [40960/45000]	Loss: 0.6767	LR: 0.020000
Training Epoch: 2 [41216/45000]	Loss: 0.7627	LR: 0.020000
Training Epoch: 2 [41472/45000]	Loss: 0.7443	LR: 0.020000
Training Epoch: 2 [41728/45000]	Loss: 0.7916	LR: 0.020000
Training Epoch: 2 [41984/45000]	Loss: 0.7561	LR: 0.020000
Training Epoch: 2 [42240/45000]	Loss: 0.8155	LR: 0.020000
Training Epoch: 2 [42496/45000]	Loss: 0.7174	LR: 0.020000
Training Epoch: 2 [42752/45000]	Loss: 0.6385	LR: 0.020000
Training Epoch: 2 [43008/45000]	Loss: 0.7376	LR: 0.020000
Training Epoch: 2 [43264/45000]	Loss: 0.7072	LR: 0.020000
Training Epoch: 2 [43520/45000]	Loss: 0.6834	LR: 0.020000
Training Epoch: 2 [43776/45000]	Loss: 0.6851	LR: 0.020000
Training Epoch: 2 [44032/45000]	Loss: 0.7224	LR: 0.020000
Training Epoch: 2 [44288/45000]	Loss: 0.7193	LR: 0.020000
Training Epoch: 2 [44544/45000]	Loss: 0.7144	LR: 0.020000
Training Epoch: 2 [44800/45000]	Loss: 0.7817	LR: 0.020000
Training Epoch: 2 [45000/45000]	Loss: 0.7162	LR: 0.020000
Epoch 2 - Average Train Loss: 0.8224, Train Accuracy: 0.7057
Epoch 2 training time consumed: 17.37s
Evaluating Network.....
Test set: Epoch: 2, Average loss: 0.0035, Accuracy: 0.6966, Time consumed:0.95s
Saving weights file to checkpoint/retrain/ResNet18/Saturday_02_August_2025_02h_13m_09s/ResNet18-Cifar10-seed10-ret100-2-best.pth
Training Epoch: 3 [256/45000]	Loss: 0.6503	LR: 0.020000
Training Epoch: 3 [512/45000]	Loss: 0.7412	LR: 0.020000
Training Epoch: 3 [768/45000]	Loss: 0.5995	LR: 0.020000
Training Epoch: 3 [1024/45000]	Loss: 0.6904	LR: 0.020000
Training Epoch: 3 [1280/45000]	Loss: 0.6671	LR: 0.020000
Training Epoch: 3 [1536/45000]	Loss: 0.6601	LR: 0.020000
Training Epoch: 3 [1792/45000]	Loss: 0.6560	LR: 0.020000
Training Epoch: 3 [2048/45000]	Loss: 0.5559	LR: 0.020000
Training Epoch: 3 [2304/45000]	Loss: 0.6589	LR: 0.020000
Training Epoch: 3 [2560/45000]	Loss: 0.6373	LR: 0.020000
Training Epoch: 3 [2816/45000]	Loss: 0.6472	LR: 0.020000
Training Epoch: 3 [3072/45000]	Loss: 0.6231	LR: 0.020000
Training Epoch: 3 [3328/45000]	Loss: 0.6247	LR: 0.020000
Training Epoch: 3 [3584/45000]	Loss: 0.6456	LR: 0.020000
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Training Epoch: 3 [4352/45000]	Loss: 0.6231	LR: 0.020000
Training Epoch: 3 [4608/45000]	Loss: 0.7122	LR: 0.020000
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Training Epoch: 3 [5120/45000]	Loss: 0.7119	LR: 0.020000
Training Epoch: 3 [5376/45000]	Loss: 0.6377	LR: 0.020000
Training Epoch: 3 [5632/45000]	Loss: 0.6779	LR: 0.020000
Training Epoch: 3 [5888/45000]	Loss: 0.6994	LR: 0.020000
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Training Epoch: 3 [26368/45000]	Loss: 0.6041	LR: 0.020000
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Training Epoch: 3 [27904/45000]	Loss: 0.5637	LR: 0.020000
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Training Epoch: 3 [28416/45000]	Loss: 0.5423	LR: 0.020000
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Training Epoch: 3 [29184/45000]	Loss: 0.6492	LR: 0.020000
Training Epoch: 3 [29440/45000]	Loss: 0.6164	LR: 0.020000
Training Epoch: 3 [29696/45000]	Loss: 0.6080	LR: 0.020000
Training Epoch: 3 [29952/45000]	Loss: 0.6672	LR: 0.020000
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Training Epoch: 3 [35840/45000]	Loss: 0.5811	LR: 0.020000
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Training Epoch: 3 [37632/45000]	Loss: 0.5576	LR: 0.020000
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Training Epoch: 3 [38656/45000]	Loss: 0.6377	LR: 0.020000
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Training Epoch: 3 [39168/45000]	Loss: 0.6231	LR: 0.020000
Training Epoch: 3 [39424/45000]	Loss: 0.4808	LR: 0.020000
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Training Epoch: 3 [40192/45000]	Loss: 0.5493	LR: 0.020000
Training Epoch: 3 [40448/45000]	Loss: 0.5803	LR: 0.020000
Training Epoch: 3 [40704/45000]	Loss: 0.5546	LR: 0.020000
Training Epoch: 3 [40960/45000]	Loss: 0.6535	LR: 0.020000
Training Epoch: 3 [41216/45000]	Loss: 0.4941	LR: 0.020000
Training Epoch: 3 [41472/45000]	Loss: 0.4789	LR: 0.020000
Training Epoch: 3 [41728/45000]	Loss: 0.6134	LR: 0.020000
Training Epoch: 3 [41984/45000]	Loss: 0.5308	LR: 0.020000
Training Epoch: 3 [42240/45000]	Loss: 0.5174	LR: 0.020000
Training Epoch: 3 [42496/45000]	Loss: 0.5480	LR: 0.020000
Training Epoch: 3 [42752/45000]	Loss: 0.6594	LR: 0.020000
Training Epoch: 3 [43008/45000]	Loss: 0.5570	LR: 0.020000
Training Epoch: 3 [43264/45000]	Loss: 0.7075	LR: 0.020000
Training Epoch: 3 [43520/45000]	Loss: 0.6972	LR: 0.020000
Training Epoch: 3 [43776/45000]	Loss: 0.5994	LR: 0.020000
Training Epoch: 3 [44032/45000]	Loss: 0.5139	LR: 0.020000
Training Epoch: 3 [44288/45000]	Loss: 0.4919	LR: 0.020000
Training Epoch: 3 [44544/45000]	Loss: 0.7619	LR: 0.020000
Training Epoch: 3 [44800/45000]	Loss: 0.6252	LR: 0.020000
Training Epoch: 3 [45000/45000]	Loss: 0.6173	LR: 0.020000
Epoch 3 - Average Train Loss: 0.6211, Train Accuracy: 0.7816
Epoch 3 training time consumed: 17.43s
Evaluating Network.....
Test set: Epoch: 3, Average loss: 0.0027, Accuracy: 0.7615, Time consumed:0.92s
Saving weights file to checkpoint/retrain/ResNet18/Saturday_02_August_2025_02h_13m_09s/ResNet18-Cifar10-seed10-ret100-3-best.pth
Training Epoch: 4 [256/45000]	Loss: 0.4099	LR: 0.020000
Training Epoch: 4 [512/45000]	Loss: 0.4148	LR: 0.020000
Training Epoch: 4 [768/45000]	Loss: 0.5378	LR: 0.020000
Training Epoch: 4 [1024/45000]	Loss: 0.4241	LR: 0.020000
Training Epoch: 4 [1280/45000]	Loss: 0.3667	LR: 0.020000
Training Epoch: 4 [1536/45000]	Loss: 0.4375	LR: 0.020000
Training Epoch: 4 [1792/45000]	Loss: 0.4489	LR: 0.020000
Training Epoch: 4 [2048/45000]	Loss: 0.4770	LR: 0.020000
Training Epoch: 4 [2304/45000]	Loss: 0.5600	LR: 0.020000
Training Epoch: 4 [2560/45000]	Loss: 0.4646	LR: 0.020000
Training Epoch: 4 [2816/45000]	Loss: 0.4835	LR: 0.020000
Training Epoch: 4 [3072/45000]	Loss: 0.4951	LR: 0.020000
Training Epoch: 4 [3328/45000]	Loss: 0.3749	LR: 0.020000
Training Epoch: 4 [3584/45000]	Loss: 0.4645	LR: 0.020000
Training Epoch: 4 [3840/45000]	Loss: 0.4128	LR: 0.020000
Training Epoch: 4 [4096/45000]	Loss: 0.4399	LR: 0.020000
Training Epoch: 4 [4352/45000]	Loss: 0.4484	LR: 0.020000
Training Epoch: 4 [4608/45000]	Loss: 0.5373	LR: 0.020000
Training Epoch: 4 [4864/45000]	Loss: 0.4601	LR: 0.020000
Training Epoch: 4 [5120/45000]	Loss: 0.4917	LR: 0.020000
Training Epoch: 4 [5376/45000]	Loss: 0.3867	LR: 0.020000
Training Epoch: 4 [5632/45000]	Loss: 0.4004	LR: 0.020000
Training Epoch: 4 [5888/45000]	Loss: 0.4134	LR: 0.020000
Training Epoch: 4 [6144/45000]	Loss: 0.4974	LR: 0.020000
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Training Epoch: 4 [7168/45000]	Loss: 0.4286	LR: 0.020000
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Training Epoch: 4 [7680/45000]	Loss: 0.4316	LR: 0.020000
Training Epoch: 4 [7936/45000]	Loss: 0.4813	LR: 0.020000
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Training Epoch: 4 [40448/45000]	Loss: 0.4342	LR: 0.020000
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Training Epoch: 4 [40960/45000]	Loss: 0.4788	LR: 0.020000
Training Epoch: 4 [41216/45000]	Loss: 0.4535	LR: 0.020000
Training Epoch: 4 [41472/45000]	Loss: 0.5196	LR: 0.020000
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Training Epoch: 4 [41984/45000]	Loss: 0.4381	LR: 0.020000
Training Epoch: 4 [42240/45000]	Loss: 0.4444	LR: 0.020000
Training Epoch: 4 [42496/45000]	Loss: 0.4539	LR: 0.020000
Training Epoch: 4 [42752/45000]	Loss: 0.4664	LR: 0.020000
Training Epoch: 4 [43008/45000]	Loss: 0.4670	LR: 0.020000
Training Epoch: 4 [43264/45000]	Loss: 0.5580	LR: 0.020000
Training Epoch: 4 [43520/45000]	Loss: 0.4623	LR: 0.020000
Training Epoch: 4 [43776/45000]	Loss: 0.4436	LR: 0.020000
Training Epoch: 4 [44032/45000]	Loss: 0.4396	LR: 0.020000
Training Epoch: 4 [44288/45000]	Loss: 0.4219	LR: 0.020000
Training Epoch: 4 [44544/45000]	Loss: 0.5231	LR: 0.020000
Training Epoch: 4 [44800/45000]	Loss: 0.5238	LR: 0.020000
Training Epoch: 4 [45000/45000]	Loss: 0.5650	LR: 0.020000
Epoch 4 - Average Train Loss: 0.4705, Train Accuracy: 0.8347
Epoch 4 training time consumed: 17.68s
Evaluating Network.....
Test set: Epoch: 4, Average loss: 0.0029, Accuracy: 0.7585, Time consumed:0.98s
Saving weights file to checkpoint/retrain/ResNet18/Saturday_02_August_2025_02h_13m_09s/ResNet18-Cifar10-seed10-ret100-4-best.pth
Training Epoch: 5 [256/45000]	Loss: 0.4105	LR: 0.004000
Training Epoch: 5 [512/45000]	Loss: 0.3360	LR: 0.004000
Training Epoch: 5 [768/45000]	Loss: 0.3075	LR: 0.004000
Training Epoch: 5 [1024/45000]	Loss: 0.3336	LR: 0.004000
Training Epoch: 5 [1280/45000]	Loss: 0.2679	LR: 0.004000
Training Epoch: 5 [1536/45000]	Loss: 0.2802	LR: 0.004000
Training Epoch: 5 [1792/45000]	Loss: 0.2413	LR: 0.004000
Training Epoch: 5 [2048/45000]	Loss: 0.2926	LR: 0.004000
Training Epoch: 5 [2304/45000]	Loss: 0.3724	LR: 0.004000
Training Epoch: 5 [2560/45000]	Loss: 0.2785	LR: 0.004000
Training Epoch: 5 [2816/45000]	Loss: 0.3260	LR: 0.004000
Training Epoch: 5 [3072/45000]	Loss: 0.2558	LR: 0.004000
Training Epoch: 5 [3328/45000]	Loss: 0.3132	LR: 0.004000
Training Epoch: 5 [3584/45000]	Loss: 0.3231	LR: 0.004000
Training Epoch: 5 [3840/45000]	Loss: 0.2665	LR: 0.004000
Training Epoch: 5 [4096/45000]	Loss: 0.2276	LR: 0.004000
Training Epoch: 5 [4352/45000]	Loss: 0.3031	LR: 0.004000
Training Epoch: 5 [4608/45000]	Loss: 0.3051	LR: 0.004000
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Training Epoch: 5 [5632/45000]	Loss: 0.2212	LR: 0.004000
Training Epoch: 5 [5888/45000]	Loss: 0.2249	LR: 0.004000
Training Epoch: 5 [6144/45000]	Loss: 0.2591	LR: 0.004000
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Training Epoch: 5 [7168/45000]	Loss: 0.2707	LR: 0.004000
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Training Epoch: 5 [7680/45000]	Loss: 0.2107	LR: 0.004000
Training Epoch: 5 [7936/45000]	Loss: 0.2598	LR: 0.004000
Training Epoch: 5 [8192/45000]	Loss: 0.2912	LR: 0.004000
Training Epoch: 5 [8448/45000]	Loss: 0.2464	LR: 0.004000
Training Epoch: 5 [8704/45000]	Loss: 0.2396	LR: 0.004000
Training Epoch: 5 [8960/45000]	Loss: 0.1936	LR: 0.004000
Training Epoch: 5 [9216/45000]	Loss: 0.2650	LR: 0.004000
Training Epoch: 5 [9472/45000]	Loss: 0.2284	LR: 0.004000
Training Epoch: 5 [9728/45000]	Loss: 0.2039	LR: 0.004000
Training Epoch: 5 [9984/45000]	Loss: 0.2694	LR: 0.004000
Training Epoch: 5 [10240/45000]	Loss: 0.2699	LR: 0.004000
Training Epoch: 5 [10496/45000]	Loss: 0.2765	LR: 0.004000
Training Epoch: 5 [10752/45000]	Loss: 0.1907	LR: 0.004000
Training Epoch: 5 [11008/45000]	Loss: 0.2337	LR: 0.004000
Training Epoch: 5 [11264/45000]	Loss: 0.2616	LR: 0.004000
Training Epoch: 5 [11520/45000]	Loss: 0.2003	LR: 0.004000
Training Epoch: 5 [11776/45000]	Loss: 0.2344	LR: 0.004000
Training Epoch: 5 [12032/45000]	Loss: 0.2413	LR: 0.004000
Training Epoch: 5 [12288/45000]	Loss: 0.2744	LR: 0.004000
Training Epoch: 5 [12544/45000]	Loss: 0.1993	LR: 0.004000
Training Epoch: 5 [12800/45000]	Loss: 0.2284	LR: 0.004000
Training Epoch: 5 [13056/45000]	Loss: 0.2653	LR: 0.004000
Training Epoch: 5 [13312/45000]	Loss: 0.2535	LR: 0.004000
Training Epoch: 5 [13568/45000]	Loss: 0.1768	LR: 0.004000
Training Epoch: 5 [13824/45000]	Loss: 0.1458	LR: 0.004000
Training Epoch: 5 [14080/45000]	Loss: 0.1865	LR: 0.004000
Training Epoch: 5 [14336/45000]	Loss: 0.2468	LR: 0.004000
Training Epoch: 5 [14592/45000]	Loss: 0.2307	LR: 0.004000
Training Epoch: 5 [14848/45000]	Loss: 0.2872	LR: 0.004000
Training Epoch: 5 [15104/45000]	Loss: 0.2088	LR: 0.004000
Training Epoch: 5 [15360/45000]	Loss: 0.2348	LR: 0.004000
Training Epoch: 5 [15616/45000]	Loss: 0.2703	LR: 0.004000
Training Epoch: 5 [15872/45000]	Loss: 0.1989	LR: 0.004000
Training Epoch: 5 [16128/45000]	Loss: 0.2346	LR: 0.004000
Training Epoch: 5 [16384/45000]	Loss: 0.2036	LR: 0.004000
Training Epoch: 5 [16640/45000]	Loss: 0.2326	LR: 0.004000
Training Epoch: 5 [16896/45000]	Loss: 0.2858	LR: 0.004000
Training Epoch: 5 [17152/45000]	Loss: 0.2404	LR: 0.004000
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Training Epoch: 5 [18432/45000]	Loss: 0.2071	LR: 0.004000
Training Epoch: 5 [18688/45000]	Loss: 0.2016	LR: 0.004000
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Training Epoch: 5 [19200/45000]	Loss: 0.2103	LR: 0.004000
Training Epoch: 5 [19456/45000]	Loss: 0.1714	LR: 0.004000
Training Epoch: 5 [19712/45000]	Loss: 0.2986	LR: 0.004000
Training Epoch: 5 [19968/45000]	Loss: 0.2360	LR: 0.004000
Training Epoch: 5 [20224/45000]	Loss: 0.2081	LR: 0.004000
Training Epoch: 5 [20480/45000]	Loss: 0.3032	LR: 0.004000
Training Epoch: 5 [20736/45000]	Loss: 0.1913	LR: 0.004000
Training Epoch: 5 [20992/45000]	Loss: 0.2080	LR: 0.004000
Training Epoch: 5 [21248/45000]	Loss: 0.1923	LR: 0.004000
Training Epoch: 5 [21504/45000]	Loss: 0.3064	LR: 0.004000
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Training Epoch: 5 [22016/45000]	Loss: 0.1537	LR: 0.004000
Training Epoch: 5 [22272/45000]	Loss: 0.2193	LR: 0.004000
Training Epoch: 5 [22528/45000]	Loss: 0.1822	LR: 0.004000
Training Epoch: 5 [22784/45000]	Loss: 0.2708	LR: 0.004000
Training Epoch: 5 [23040/45000]	Loss: 0.2771	LR: 0.004000
Training Epoch: 5 [23296/45000]	Loss: 0.2441	LR: 0.004000
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Training Epoch: 5 [27904/45000]	Loss: 0.2340	LR: 0.004000
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Training Epoch: 5 [29440/45000]	Loss: 0.1994	LR: 0.004000
Training Epoch: 5 [29696/45000]	Loss: 0.1756	LR: 0.004000
Training Epoch: 5 [29952/45000]	Loss: 0.2077	LR: 0.004000
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Training Epoch: 5 [30720/45000]	Loss: 0.1791	LR: 0.004000
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Training Epoch: 5 [32512/45000]	Loss: 0.1848	LR: 0.004000
Training Epoch: 5 [32768/45000]	Loss: 0.2089	LR: 0.004000
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Training Epoch: 5 [33280/45000]	Loss: 0.2441	LR: 0.004000
Training Epoch: 5 [33536/45000]	Loss: 0.1744	LR: 0.004000
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Training Epoch: 5 [34816/45000]	Loss: 0.2300	LR: 0.004000
Training Epoch: 5 [35072/45000]	Loss: 0.1908	LR: 0.004000
Training Epoch: 5 [35328/45000]	Loss: 0.2330	LR: 0.004000
Training Epoch: 5 [35584/45000]	Loss: 0.1999	LR: 0.004000
Training Epoch: 5 [35840/45000]	Loss: 0.1616	LR: 0.004000
Training Epoch: 5 [36096/45000]	Loss: 0.1644	LR: 0.004000
Training Epoch: 5 [36352/45000]	Loss: 0.1645	LR: 0.004000
Training Epoch: 5 [36608/45000]	Loss: 0.2129	LR: 0.004000
Training Epoch: 5 [36864/45000]	Loss: 0.1994	LR: 0.004000
Training Epoch: 5 [37120/45000]	Loss: 0.2332	LR: 0.004000
Training Epoch: 5 [37376/45000]	Loss: 0.1720	LR: 0.004000
Training Epoch: 5 [37632/45000]	Loss: 0.1550	LR: 0.004000
Training Epoch: 5 [37888/45000]	Loss: 0.2268	LR: 0.004000
Training Epoch: 5 [38144/45000]	Loss: 0.1757	LR: 0.004000
Training Epoch: 5 [38400/45000]	Loss: 0.2997	LR: 0.004000
Training Epoch: 5 [38656/45000]	Loss: 0.1394	LR: 0.004000
Training Epoch: 5 [38912/45000]	Loss: 0.2005	LR: 0.004000
Training Epoch: 5 [39168/45000]	Loss: 0.2176	LR: 0.004000
Training Epoch: 5 [39424/45000]	Loss: 0.1621	LR: 0.004000
Training Epoch: 5 [39680/45000]	Loss: 0.1479	LR: 0.004000
Training Epoch: 5 [39936/45000]	Loss: 0.1856	LR: 0.004000
Training Epoch: 5 [40192/45000]	Loss: 0.1857	LR: 0.004000
Training Epoch: 5 [40448/45000]	Loss: 0.2969	LR: 0.004000
Training Epoch: 5 [40704/45000]	Loss: 0.1750	LR: 0.004000
Training Epoch: 5 [40960/45000]	Loss: 0.1566	LR: 0.004000
Training Epoch: 5 [41216/45000]	Loss: 0.1714	LR: 0.004000
Training Epoch: 5 [41472/45000]	Loss: 0.1608	LR: 0.004000
Training Epoch: 5 [41728/45000]	Loss: 0.1336	LR: 0.004000
Training Epoch: 5 [41984/45000]	Loss: 0.2412	LR: 0.004000
Training Epoch: 5 [42240/45000]	Loss: 0.1426	LR: 0.004000
Training Epoch: 5 [42496/45000]	Loss: 0.2580	LR: 0.004000
Training Epoch: 5 [42752/45000]	Loss: 0.2268	LR: 0.004000
Training Epoch: 5 [43008/45000]	Loss: 0.1990	LR: 0.004000
Training Epoch: 5 [43264/45000]	Loss: 0.2963	LR: 0.004000
Training Epoch: 5 [43520/45000]	Loss: 0.1653	LR: 0.004000
Training Epoch: 5 [43776/45000]	Loss: 0.1863	LR: 0.004000
Training Epoch: 5 [44032/45000]	Loss: 0.1893	LR: 0.004000
Training Epoch: 5 [44288/45000]	Loss: 0.1361	LR: 0.004000
Training Epoch: 5 [44544/45000]	Loss: 0.2386	LR: 0.004000
Training Epoch: 5 [44800/45000]	Loss: 0.2277	LR: 0.004000
Training Epoch: 5 [45000/45000]	Loss: 0.1539	LR: 0.004000
Epoch 5 - Average Train Loss: 0.2277, Train Accuracy: 0.9280
Epoch 5 training time consumed: 17.41s
Evaluating Network.....
Test set: Epoch: 5, Average loss: 0.0022, Accuracy: 0.8122, Time consumed:0.94s
Saving weights file to checkpoint/retrain/ResNet18/Saturday_02_August_2025_02h_13m_09s/ResNet18-Cifar10-seed10-ret100-5-best.pth
Training Epoch: 6 [256/45000]	Loss: 0.1262	LR: 0.004000
Training Epoch: 6 [512/45000]	Loss: 0.1777	LR: 0.004000
Training Epoch: 6 [768/45000]	Loss: 0.1268	LR: 0.004000
Training Epoch: 6 [1024/45000]	Loss: 0.1692	LR: 0.004000
Training Epoch: 6 [1280/45000]	Loss: 0.1443	LR: 0.004000
Training Epoch: 6 [1536/45000]	Loss: 0.1596	LR: 0.004000
Training Epoch: 6 [1792/45000]	Loss: 0.1400	LR: 0.004000
Training Epoch: 6 [2048/45000]	Loss: 0.1384	LR: 0.004000
Training Epoch: 6 [2304/45000]	Loss: 0.1574	LR: 0.004000
Training Epoch: 6 [2560/45000]	Loss: 0.1128	LR: 0.004000
Training Epoch: 6 [2816/45000]	Loss: 0.1337	LR: 0.004000
Training Epoch: 6 [3072/45000]	Loss: 0.1318	LR: 0.004000
Training Epoch: 6 [3328/45000]	Loss: 0.0834	LR: 0.004000
Training Epoch: 6 [3584/45000]	Loss: 0.1127	LR: 0.004000
Training Epoch: 6 [3840/45000]	Loss: 0.1236	LR: 0.004000
Training Epoch: 6 [4096/45000]	Loss: 0.1429	LR: 0.004000
Training Epoch: 6 [4352/45000]	Loss: 0.1050	LR: 0.004000
Training Epoch: 6 [4608/45000]	Loss: 0.1252	LR: 0.004000
Training Epoch: 6 [4864/45000]	Loss: 0.1168	LR: 0.004000
Training Epoch: 6 [5120/45000]	Loss: 0.1573	LR: 0.004000
Training Epoch: 6 [5376/45000]	Loss: 0.1436	LR: 0.004000
Training Epoch: 6 [5632/45000]	Loss: 0.1233	LR: 0.004000
Training Epoch: 6 [5888/45000]	Loss: 0.1211	LR: 0.004000
Training Epoch: 6 [6144/45000]	Loss: 0.1337	LR: 0.004000
Training Epoch: 6 [6400/45000]	Loss: 0.1398	LR: 0.004000
Training Epoch: 6 [6656/45000]	Loss: 0.1009	LR: 0.004000
Training Epoch: 6 [6912/45000]	Loss: 0.1303	LR: 0.004000
Training Epoch: 6 [7168/45000]	Loss: 0.1310	LR: 0.004000
Training Epoch: 6 [7424/45000]	Loss: 0.1243	LR: 0.004000
Training Epoch: 6 [7680/45000]	Loss: 0.1018	LR: 0.004000
Training Epoch: 6 [7936/45000]	Loss: 0.1225	LR: 0.004000
Training Epoch: 6 [8192/45000]	Loss: 0.1115	LR: 0.004000
Training Epoch: 6 [8448/45000]	Loss: 0.1376	LR: 0.004000
Training Epoch: 6 [8704/45000]	Loss: 0.1195	LR: 0.004000
Training Epoch: 6 [8960/45000]	Loss: 0.1750	LR: 0.004000
Training Epoch: 6 [9216/45000]	Loss: 0.1366	LR: 0.004000
Training Epoch: 6 [9472/45000]	Loss: 0.1316	LR: 0.004000
Training Epoch: 6 [9728/45000]	Loss: 0.1158	LR: 0.004000
Training Epoch: 6 [9984/45000]	Loss: 0.1262	LR: 0.004000
Training Epoch: 6 [10240/45000]	Loss: 0.1093	LR: 0.004000
Training Epoch: 6 [10496/45000]	Loss: 0.1172	LR: 0.004000
Training Epoch: 6 [10752/45000]	Loss: 0.1178	LR: 0.004000
Training Epoch: 6 [11008/45000]	Loss: 0.1395	LR: 0.004000
Training Epoch: 6 [11264/45000]	Loss: 0.1346	LR: 0.004000
Training Epoch: 6 [11520/45000]	Loss: 0.1247	LR: 0.004000
Training Epoch: 6 [11776/45000]	Loss: 0.1276	LR: 0.004000
Training Epoch: 6 [12032/45000]	Loss: 0.1310	LR: 0.004000
Training Epoch: 6 [12288/45000]	Loss: 0.1062	LR: 0.004000
Training Epoch: 6 [12544/45000]	Loss: 0.1624	LR: 0.004000
Training Epoch: 6 [12800/45000]	Loss: 0.1452	LR: 0.004000
Training Epoch: 6 [13056/45000]	Loss: 0.1226	LR: 0.004000
Training Epoch: 6 [13312/45000]	Loss: 0.1555	LR: 0.004000
Training Epoch: 6 [13568/45000]	Loss: 0.0918	LR: 0.004000
Training Epoch: 6 [13824/45000]	Loss: 0.1148	LR: 0.004000
Training Epoch: 6 [14080/45000]	Loss: 0.1310	LR: 0.004000
Training Epoch: 6 [14336/45000]	Loss: 0.1184	LR: 0.004000
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Training Epoch: 6 [15104/45000]	Loss: 0.1290	LR: 0.004000
Training Epoch: 6 [15360/45000]	Loss: 0.1077	LR: 0.004000
Training Epoch: 6 [15616/45000]	Loss: 0.1635	LR: 0.004000
Training Epoch: 6 [15872/45000]	Loss: 0.1547	LR: 0.004000
Training Epoch: 6 [16128/45000]	Loss: 0.1606	LR: 0.004000
Training Epoch: 6 [16384/45000]	Loss: 0.1496	LR: 0.004000
Training Epoch: 6 [16640/45000]	Loss: 0.1898	LR: 0.004000
Training Epoch: 6 [16896/45000]	Loss: 0.1280	LR: 0.004000
Training Epoch: 6 [17152/45000]	Loss: 0.1515	LR: 0.004000
Training Epoch: 6 [17408/45000]	Loss: 0.0979	LR: 0.004000
Training Epoch: 6 [17664/45000]	Loss: 0.0979	LR: 0.004000
Training Epoch: 6 [17920/45000]	Loss: 0.1015	LR: 0.004000
Training Epoch: 6 [18176/45000]	Loss: 0.1218	LR: 0.004000
Training Epoch: 6 [18432/45000]	Loss: 0.0856	LR: 0.004000
Training Epoch: 6 [18688/45000]	Loss: 0.1398	LR: 0.004000
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Training Epoch: 6 [19200/45000]	Loss: 0.1747	LR: 0.004000
Training Epoch: 6 [19456/45000]	Loss: 0.1094	LR: 0.004000
Training Epoch: 6 [19712/45000]	Loss: 0.1238	LR: 0.004000
Training Epoch: 6 [19968/45000]	Loss: 0.1876	LR: 0.004000
Training Epoch: 6 [20224/45000]	Loss: 0.0988	LR: 0.004000
Training Epoch: 6 [20480/45000]	Loss: 0.1082	LR: 0.004000
Training Epoch: 6 [20736/45000]	Loss: 0.1536	LR: 0.004000
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Training Epoch: 6 [22016/45000]	Loss: 0.1573	LR: 0.004000
Training Epoch: 6 [22272/45000]	Loss: 0.1596	LR: 0.004000
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Training Epoch: 6 [23040/45000]	Loss: 0.1290	LR: 0.004000
Training Epoch: 6 [23296/45000]	Loss: 0.1334	LR: 0.004000
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Training Epoch: 6 [25600/45000]	Loss: 0.1542	LR: 0.004000
Training Epoch: 6 [25856/45000]	Loss: 0.1213	LR: 0.004000
Training Epoch: 6 [26112/45000]	Loss: 0.1426	LR: 0.004000
Training Epoch: 6 [26368/45000]	Loss: 0.1245	LR: 0.004000
Training Epoch: 6 [26624/45000]	Loss: 0.1191	LR: 0.004000
Training Epoch: 6 [26880/45000]	Loss: 0.1189	LR: 0.004000
Training Epoch: 6 [27136/45000]	Loss: 0.0953	LR: 0.004000
Training Epoch: 6 [27392/45000]	Loss: 0.1311	LR: 0.004000
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Training Epoch: 6 [27904/45000]	Loss: 0.1424	LR: 0.004000
Training Epoch: 6 [28160/45000]	Loss: 0.0999	LR: 0.004000
Training Epoch: 6 [28416/45000]	Loss: 0.0888	LR: 0.004000
Training Epoch: 6 [28672/45000]	Loss: 0.1991	LR: 0.004000
Training Epoch: 6 [28928/45000]	Loss: 0.1172	LR: 0.004000
Training Epoch: 6 [29184/45000]	Loss: 0.1194	LR: 0.004000
Training Epoch: 6 [29440/45000]	Loss: 0.1046	LR: 0.004000
Training Epoch: 6 [29696/45000]	Loss: 0.0952	LR: 0.004000
Training Epoch: 6 [29952/45000]	Loss: 0.1250	LR: 0.004000
Training Epoch: 6 [30208/45000]	Loss: 0.1058	LR: 0.004000
Training Epoch: 6 [30464/45000]	Loss: 0.1307	LR: 0.004000
Training Epoch: 6 [30720/45000]	Loss: 0.1172	LR: 0.004000
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Training Epoch: 6 [31232/45000]	Loss: 0.0967	LR: 0.004000
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Training Epoch: 6 [33024/45000]	Loss: 0.1443	LR: 0.004000
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Training Epoch: 6 [35072/45000]	Loss: 0.0863	LR: 0.004000
Training Epoch: 6 [35328/45000]	Loss: 0.1131	LR: 0.004000
Training Epoch: 6 [35584/45000]	Loss: 0.1061	LR: 0.004000
Training Epoch: 6 [35840/45000]	Loss: 0.0847	LR: 0.004000
Training Epoch: 6 [36096/45000]	Loss: 0.1134	LR: 0.004000
Training Epoch: 6 [36352/45000]	Loss: 0.1063	LR: 0.004000
Training Epoch: 6 [36608/45000]	Loss: 0.1197	LR: 0.004000
Training Epoch: 6 [36864/45000]	Loss: 0.0778	LR: 0.004000
Training Epoch: 6 [37120/45000]	Loss: 0.1282	LR: 0.004000
Training Epoch: 6 [37376/45000]	Loss: 0.1246	LR: 0.004000
Training Epoch: 6 [37632/45000]	Loss: 0.1527	LR: 0.004000
Training Epoch: 6 [37888/45000]	Loss: 0.0997	LR: 0.004000
Training Epoch: 6 [38144/45000]	Loss: 0.1024	LR: 0.004000
Training Epoch: 6 [38400/45000]	Loss: 0.1511	LR: 0.004000
Training Epoch: 6 [38656/45000]	Loss: 0.0791	LR: 0.004000
Training Epoch: 6 [38912/45000]	Loss: 0.0943	LR: 0.004000
Training Epoch: 6 [39168/45000]	Loss: 0.1309	LR: 0.004000
Training Epoch: 6 [39424/45000]	Loss: 0.0891	LR: 0.004000
Training Epoch: 6 [39680/45000]	Loss: 0.1071	LR: 0.004000
Training Epoch: 6 [39936/45000]	Loss: 0.1195	LR: 0.004000
Training Epoch: 6 [40192/45000]	Loss: 0.1140	LR: 0.004000
Training Epoch: 6 [40448/45000]	Loss: 0.1003	LR: 0.004000
Training Epoch: 6 [40704/45000]	Loss: 0.1397	LR: 0.004000
Training Epoch: 6 [40960/45000]	Loss: 0.1135	LR: 0.004000
Training Epoch: 6 [41216/45000]	Loss: 0.1770	LR: 0.004000
Training Epoch: 6 [41472/45000]	Loss: 0.1594	LR: 0.004000
Training Epoch: 6 [41728/45000]	Loss: 0.0878	LR: 0.004000
Training Epoch: 6 [41984/45000]	Loss: 0.0868	LR: 0.004000
Training Epoch: 6 [42240/45000]	Loss: 0.1199	LR: 0.004000
Training Epoch: 6 [42496/45000]	Loss: 0.1771	LR: 0.004000
Training Epoch: 6 [42752/45000]	Loss: 0.1002	LR: 0.004000
Training Epoch: 6 [43008/45000]	Loss: 0.1552	LR: 0.004000
Training Epoch: 6 [43264/45000]	Loss: 0.1246	LR: 0.004000
Training Epoch: 6 [43520/45000]	Loss: 0.1380	LR: 0.004000
Training Epoch: 6 [43776/45000]	Loss: 0.1329	LR: 0.004000
Training Epoch: 6 [44032/45000]	Loss: 0.1728	LR: 0.004000
Training Epoch: 6 [44288/45000]	Loss: 0.0971	LR: 0.004000
Training Epoch: 6 [44544/45000]	Loss: 0.1096	LR: 0.004000
Training Epoch: 6 [44800/45000]	Loss: 0.1256	LR: 0.004000
Training Epoch: 6 [45000/45000]	Loss: 0.1043	LR: 0.004000
Epoch 6 - Average Train Loss: 0.1269, Train Accuracy: 0.9636
Epoch 6 training time consumed: 17.52s
Evaluating Network.....
Test set: Epoch: 6, Average loss: 0.0023, Accuracy: 0.8166, Time consumed:0.96s
Saving weights file to checkpoint/retrain/ResNet18/Saturday_02_August_2025_02h_13m_09s/ResNet18-Cifar10-seed10-ret100-6-best.pth
Training Epoch: 7 [256/45000]	Loss: 0.0669	LR: 0.004000
Training Epoch: 7 [512/45000]	Loss: 0.0640	LR: 0.004000
Training Epoch: 7 [768/45000]	Loss: 0.0758	LR: 0.004000
Training Epoch: 7 [1024/45000]	Loss: 0.0730	LR: 0.004000
Training Epoch: 7 [1280/45000]	Loss: 0.0642	LR: 0.004000
Training Epoch: 7 [1536/45000]	Loss: 0.0684	LR: 0.004000
Training Epoch: 7 [1792/45000]	Loss: 0.0938	LR: 0.004000
Training Epoch: 7 [2048/45000]	Loss: 0.0652	LR: 0.004000
Training Epoch: 7 [2304/45000]	Loss: 0.0619	LR: 0.004000
Training Epoch: 7 [2560/45000]	Loss: 0.0688	LR: 0.004000
Training Epoch: 7 [2816/45000]	Loss: 0.0776	LR: 0.004000
Training Epoch: 7 [3072/45000]	Loss: 0.0917	LR: 0.004000
Training Epoch: 7 [3328/45000]	Loss: 0.0674	LR: 0.004000
Training Epoch: 7 [3584/45000]	Loss: 0.0734	LR: 0.004000
Training Epoch: 7 [3840/45000]	Loss: 0.0676	LR: 0.004000
Training Epoch: 7 [4096/45000]	Loss: 0.0479	LR: 0.004000
Training Epoch: 7 [4352/45000]	Loss: 0.0656	LR: 0.004000
Training Epoch: 7 [4608/45000]	Loss: 0.0743	LR: 0.004000
Training Epoch: 7 [4864/45000]	Loss: 0.0649	LR: 0.004000
Training Epoch: 7 [5120/45000]	Loss: 0.0698	LR: 0.004000
Training Epoch: 7 [5376/45000]	Loss: 0.0731	LR: 0.004000
Training Epoch: 7 [5632/45000]	Loss: 0.0503	LR: 0.004000
Training Epoch: 7 [5888/45000]	Loss: 0.0434	LR: 0.004000
Training Epoch: 7 [6144/45000]	Loss: 0.0577	LR: 0.004000
Training Epoch: 7 [6400/45000]	Loss: 0.0611	LR: 0.004000
Training Epoch: 7 [6656/45000]	Loss: 0.0598	LR: 0.004000
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Training Epoch: 7 [8448/45000]	Loss: 0.0802	LR: 0.004000
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Training Epoch: 7 [9216/45000]	Loss: 0.0538	LR: 0.004000
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Training Epoch: 7 [9984/45000]	Loss: 0.0586	LR: 0.004000
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Training Epoch: 7 [10496/45000]	Loss: 0.0595	LR: 0.004000
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Training Epoch: 7 [11008/45000]	Loss: 0.0444	LR: 0.004000
Training Epoch: 7 [11264/45000]	Loss: 0.0647	LR: 0.004000
Training Epoch: 7 [11520/45000]	Loss: 0.0597	LR: 0.004000
Training Epoch: 7 [11776/45000]	Loss: 0.0635	LR: 0.004000
Training Epoch: 7 [12032/45000]	Loss: 0.0598	LR: 0.004000
Training Epoch: 7 [12288/45000]	Loss: 0.0638	LR: 0.004000
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Training Epoch: 7 [12800/45000]	Loss: 0.0632	LR: 0.004000
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Training Epoch: 7 [13312/45000]	Loss: 0.0533	LR: 0.004000
Training Epoch: 7 [13568/45000]	Loss: 0.0594	LR: 0.004000
Training Epoch: 7 [13824/45000]	Loss: 0.0648	LR: 0.004000
Training Epoch: 7 [14080/45000]	Loss: 0.0566	LR: 0.004000
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Training Epoch: 7 [14592/45000]	Loss: 0.0654	LR: 0.004000
Training Epoch: 7 [14848/45000]	Loss: 0.0584	LR: 0.004000
Training Epoch: 7 [15104/45000]	Loss: 0.0526	LR: 0.004000
Training Epoch: 7 [15360/45000]	Loss: 0.0743	LR: 0.004000
Training Epoch: 7 [15616/45000]	Loss: 0.0601	LR: 0.004000
Training Epoch: 7 [15872/45000]	Loss: 0.0728	LR: 0.004000
Training Epoch: 7 [16128/45000]	Loss: 0.0621	LR: 0.004000
Training Epoch: 7 [16384/45000]	Loss: 0.0615	LR: 0.004000
Training Epoch: 7 [16640/45000]	Loss: 0.0620	LR: 0.004000
Training Epoch: 7 [16896/45000]	Loss: 0.0481	LR: 0.004000
Training Epoch: 7 [17152/45000]	Loss: 0.0662	LR: 0.004000
Training Epoch: 7 [17408/45000]	Loss: 0.0436	LR: 0.004000
Training Epoch: 7 [17664/45000]	Loss: 0.0342	LR: 0.004000
Training Epoch: 7 [17920/45000]	Loss: 0.0574	LR: 0.004000
Training Epoch: 7 [18176/45000]	Loss: 0.0576	LR: 0.004000
Training Epoch: 7 [18432/45000]	Loss: 0.0796	LR: 0.004000
Training Epoch: 7 [18688/45000]	Loss: 0.0634	LR: 0.004000
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Training Epoch: 7 [19200/45000]	Loss: 0.0735	LR: 0.004000
Training Epoch: 7 [19456/45000]	Loss: 0.0644	LR: 0.004000
Training Epoch: 7 [19712/45000]	Loss: 0.0731	LR: 0.004000
Training Epoch: 7 [19968/45000]	Loss: 0.0451	LR: 0.004000
Training Epoch: 7 [20224/45000]	Loss: 0.0346	LR: 0.004000
Training Epoch: 7 [20480/45000]	Loss: 0.0598	LR: 0.004000
Training Epoch: 7 [20736/45000]	Loss: 0.0529	LR: 0.004000
Training Epoch: 7 [20992/45000]	Loss: 0.0421	LR: 0.004000
Training Epoch: 7 [21248/45000]	Loss: 0.1128	LR: 0.004000
Training Epoch: 7 [21504/45000]	Loss: 0.0578	LR: 0.004000
Training Epoch: 7 [21760/45000]	Loss: 0.0993	LR: 0.004000
Training Epoch: 7 [22016/45000]	Loss: 0.0601	LR: 0.004000
Training Epoch: 7 [22272/45000]	Loss: 0.0554	LR: 0.004000
Training Epoch: 7 [22528/45000]	Loss: 0.0845	LR: 0.004000
Training Epoch: 7 [22784/45000]	Loss: 0.0525	LR: 0.004000
Training Epoch: 7 [23040/45000]	Loss: 0.0563	LR: 0.004000
Training Epoch: 7 [23296/45000]	Loss: 0.0502	LR: 0.004000
Training Epoch: 7 [23552/45000]	Loss: 0.0486	LR: 0.004000
Training Epoch: 7 [23808/45000]	Loss: 0.0827	LR: 0.004000
Training Epoch: 7 [24064/45000]	Loss: 0.0957	LR: 0.004000
Training Epoch: 7 [24320/45000]	Loss: 0.0738	LR: 0.004000
Training Epoch: 7 [24576/45000]	Loss: 0.0605	LR: 0.004000
Training Epoch: 7 [24832/45000]	Loss: 0.0546	LR: 0.004000
Training Epoch: 7 [25088/45000]	Loss: 0.0455	LR: 0.004000
Training Epoch: 7 [25344/45000]	Loss: 0.0292	LR: 0.004000
Training Epoch: 7 [25600/45000]	Loss: 0.0439	LR: 0.004000
Training Epoch: 7 [25856/45000]	Loss: 0.0643	LR: 0.004000
Training Epoch: 7 [26112/45000]	Loss: 0.0697	LR: 0.004000
Training Epoch: 7 [26368/45000]	Loss: 0.0787	LR: 0.004000
Training Epoch: 7 [26624/45000]	Loss: 0.0497	LR: 0.004000
Training Epoch: 7 [26880/45000]	Loss: 0.0591	LR: 0.004000
Training Epoch: 7 [27136/45000]	Loss: 0.0706	LR: 0.004000
Training Epoch: 7 [27392/45000]	Loss: 0.0702	LR: 0.004000
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Training Epoch: 7 [27904/45000]	Loss: 0.0808	LR: 0.004000
Training Epoch: 7 [28160/45000]	Loss: 0.0602	LR: 0.004000
Training Epoch: 7 [28416/45000]	Loss: 0.0671	LR: 0.004000
Training Epoch: 7 [28672/45000]	Loss: 0.0869	LR: 0.004000
Training Epoch: 7 [28928/45000]	Loss: 0.0621	LR: 0.004000
Training Epoch: 7 [29184/45000]	Loss: 0.0513	LR: 0.004000
Training Epoch: 7 [29440/45000]	Loss: 0.1060	LR: 0.004000
Training Epoch: 7 [29696/45000]	Loss: 0.0741	LR: 0.004000
Training Epoch: 7 [29952/45000]	Loss: 0.0695	LR: 0.004000
Training Epoch: 7 [30208/45000]	Loss: 0.0486	LR: 0.004000
Training Epoch: 7 [30464/45000]	Loss: 0.0393	LR: 0.004000
Training Epoch: 7 [30720/45000]	Loss: 0.0693	LR: 0.004000
Training Epoch: 7 [30976/45000]	Loss: 0.0840	LR: 0.004000
Training Epoch: 7 [31232/45000]	Loss: 0.0613	LR: 0.004000
Training Epoch: 7 [31488/45000]	Loss: 0.0802	LR: 0.004000
Training Epoch: 7 [31744/45000]	Loss: 0.0449	LR: 0.004000
Training Epoch: 7 [32000/45000]	Loss: 0.0584	LR: 0.004000
Training Epoch: 7 [32256/45000]	Loss: 0.0908	LR: 0.004000
Training Epoch: 7 [32512/45000]	Loss: 0.0549	LR: 0.004000
Training Epoch: 7 [32768/45000]	Loss: 0.0533	LR: 0.004000
Training Epoch: 7 [33024/45000]	Loss: 0.0626	LR: 0.004000
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Training Epoch: 7 [33536/45000]	Loss: 0.1006	LR: 0.004000
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Training Epoch: 7 [34816/45000]	Loss: 0.0788	LR: 0.004000
Training Epoch: 7 [35072/45000]	Loss: 0.0773	LR: 0.004000
Training Epoch: 7 [35328/45000]	Loss: 0.0678	LR: 0.004000
Training Epoch: 7 [35584/45000]	Loss: 0.0467	LR: 0.004000
Training Epoch: 7 [35840/45000]	Loss: 0.0476	LR: 0.004000
Training Epoch: 7 [36096/45000]	Loss: 0.0743	LR: 0.004000
Training Epoch: 7 [36352/45000]	Loss: 0.0809	LR: 0.004000
Training Epoch: 7 [36608/45000]	Loss: 0.0705	LR: 0.004000
Training Epoch: 7 [36864/45000]	Loss: 0.0626	LR: 0.004000
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Training Epoch: 7 [37376/45000]	Loss: 0.0676	LR: 0.004000
Training Epoch: 7 [37632/45000]	Loss: 0.0717	LR: 0.004000
Training Epoch: 7 [37888/45000]	Loss: 0.0431	LR: 0.004000
Training Epoch: 7 [38144/45000]	Loss: 0.0540	LR: 0.004000
Training Epoch: 7 [38400/45000]	Loss: 0.0582	LR: 0.004000
Training Epoch: 7 [38656/45000]	Loss: 0.0564	LR: 0.004000
Training Epoch: 7 [38912/45000]	Loss: 0.0770	LR: 0.004000
Training Epoch: 7 [39168/45000]	Loss: 0.0944	LR: 0.004000
Training Epoch: 7 [39424/45000]	Loss: 0.0525	LR: 0.004000
Training Epoch: 7 [39680/45000]	Loss: 0.0610	LR: 0.004000
Training Epoch: 7 [39936/45000]	Loss: 0.0621	LR: 0.004000
Training Epoch: 7 [40192/45000]	Loss: 0.0611	LR: 0.004000
Training Epoch: 7 [40448/45000]	Loss: 0.0657	LR: 0.004000
Training Epoch: 7 [40704/45000]	Loss: 0.0565	LR: 0.004000
Training Epoch: 7 [40960/45000]	Loss: 0.0463	LR: 0.004000
Training Epoch: 7 [41216/45000]	Loss: 0.0605	LR: 0.004000
Training Epoch: 7 [41472/45000]	Loss: 0.0692	LR: 0.004000
Training Epoch: 7 [41728/45000]	Loss: 0.1031	LR: 0.004000
Training Epoch: 7 [41984/45000]	Loss: 0.0710	LR: 0.004000
Training Epoch: 7 [42240/45000]	Loss: 0.0844	LR: 0.004000
Training Epoch: 7 [42496/45000]	Loss: 0.0417	LR: 0.004000
Training Epoch: 7 [42752/45000]	Loss: 0.0538	LR: 0.004000
Training Epoch: 7 [43008/45000]	Loss: 0.0633	LR: 0.004000
Training Epoch: 7 [43264/45000]	Loss: 0.0689	LR: 0.004000
Training Epoch: 7 [43520/45000]	Loss: 0.0826	LR: 0.004000
Training Epoch: 7 [43776/45000]	Loss: 0.0711	LR: 0.004000
Training Epoch: 7 [44032/45000]	Loss: 0.0536	LR: 0.004000
Training Epoch: 7 [44288/45000]	Loss: 0.0635	LR: 0.004000
Training Epoch: 7 [44544/45000]	Loss: 0.0503	LR: 0.004000
Training Epoch: 7 [44800/45000]	Loss: 0.0556	LR: 0.004000
Training Epoch: 7 [45000/45000]	Loss: 0.0444	LR: 0.004000
Epoch 7 - Average Train Loss: 0.0637, Train Accuracy: 0.9867
Epoch 7 training time consumed: 17.68s
Evaluating Network.....
Test set: Epoch: 7, Average loss: 0.0026, Accuracy: 0.8097, Time consumed:0.92s
Saving weights file to checkpoint/retrain/ResNet18/Saturday_02_August_2025_02h_13m_09s/ResNet18-Cifar10-seed10-ret100-7-best.pth
Training Epoch: 8 [256/45000]	Loss: 0.0243	LR: 0.004000
Training Epoch: 8 [512/45000]	Loss: 0.0275	LR: 0.004000
Training Epoch: 8 [768/45000]	Loss: 0.0276	LR: 0.004000
Training Epoch: 8 [1024/45000]	Loss: 0.0304	LR: 0.004000
Training Epoch: 8 [1280/45000]	Loss: 0.0260	LR: 0.004000
Training Epoch: 8 [1536/45000]	Loss: 0.0273	LR: 0.004000
Training Epoch: 8 [1792/45000]	Loss: 0.0611	LR: 0.004000
Training Epoch: 8 [2048/45000]	Loss: 0.0278	LR: 0.004000
Training Epoch: 8 [2304/45000]	Loss: 0.0343	LR: 0.004000
Training Epoch: 8 [2560/45000]	Loss: 0.0234	LR: 0.004000
Training Epoch: 8 [2816/45000]	Loss: 0.0254	LR: 0.004000
Training Epoch: 8 [3072/45000]	Loss: 0.0313	LR: 0.004000
Training Epoch: 8 [3328/45000]	Loss: 0.0330	LR: 0.004000
Training Epoch: 8 [3584/45000]	Loss: 0.0331	LR: 0.004000
Training Epoch: 8 [3840/45000]	Loss: 0.0270	LR: 0.004000
Training Epoch: 8 [4096/45000]	Loss: 0.0382	LR: 0.004000
Training Epoch: 8 [4352/45000]	Loss: 0.0262	LR: 0.004000
Training Epoch: 8 [4608/45000]	Loss: 0.0349	LR: 0.004000
Training Epoch: 8 [4864/45000]	Loss: 0.0248	LR: 0.004000
Training Epoch: 8 [5120/45000]	Loss: 0.0452	LR: 0.004000
Training Epoch: 8 [5376/45000]	Loss: 0.0245	LR: 0.004000
Training Epoch: 8 [5632/45000]	Loss: 0.0279	LR: 0.004000
Training Epoch: 8 [5888/45000]	Loss: 0.0290	LR: 0.004000
Training Epoch: 8 [6144/45000]	Loss: 0.0323	LR: 0.004000
Training Epoch: 8 [6400/45000]	Loss: 0.0278	LR: 0.004000
Training Epoch: 8 [6656/45000]	Loss: 0.0207	LR: 0.004000
Training Epoch: 8 [6912/45000]	Loss: 0.0288	LR: 0.004000
Training Epoch: 8 [7168/45000]	Loss: 0.0220	LR: 0.004000
Training Epoch: 8 [7424/45000]	Loss: 0.0233	LR: 0.004000
Training Epoch: 8 [7680/45000]	Loss: 0.0220	LR: 0.004000
Training Epoch: 8 [7936/45000]	Loss: 0.0251	LR: 0.004000
Training Epoch: 8 [8192/45000]	Loss: 0.0308	LR: 0.004000
Training Epoch: 8 [8448/45000]	Loss: 0.0200	LR: 0.004000
Training Epoch: 8 [8704/45000]	Loss: 0.0254	LR: 0.004000
Training Epoch: 8 [8960/45000]	Loss: 0.0237	LR: 0.004000
Training Epoch: 8 [9216/45000]	Loss: 0.0318	LR: 0.004000
Training Epoch: 8 [9472/45000]	Loss: 0.0524	LR: 0.004000
Training Epoch: 8 [9728/45000]	Loss: 0.0231	LR: 0.004000
Training Epoch: 8 [9984/45000]	Loss: 0.0222	LR: 0.004000
Training Epoch: 8 [10240/45000]	Loss: 0.0182	LR: 0.004000
Training Epoch: 8 [10496/45000]	Loss: 0.0300	LR: 0.004000
Training Epoch: 8 [10752/45000]	Loss: 0.0395	LR: 0.004000
Training Epoch: 8 [11008/45000]	Loss: 0.0283	LR: 0.004000
Training Epoch: 8 [11264/45000]	Loss: 0.0216	LR: 0.004000
Training Epoch: 8 [11520/45000]	Loss: 0.0276	LR: 0.004000
Training Epoch: 8 [11776/45000]	Loss: 0.0176	LR: 0.004000
Training Epoch: 8 [12032/45000]	Loss: 0.0265	LR: 0.004000
Training Epoch: 8 [12288/45000]	Loss: 0.0311	LR: 0.004000
Training Epoch: 8 [12544/45000]	Loss: 0.0209	LR: 0.004000
Training Epoch: 8 [12800/45000]	Loss: 0.0373	LR: 0.004000
Training Epoch: 8 [13056/45000]	Loss: 0.0341	LR: 0.004000
Training Epoch: 8 [13312/45000]	Loss: 0.0264	LR: 0.004000
Training Epoch: 8 [13568/45000]	Loss: 0.0183	LR: 0.004000
Training Epoch: 8 [13824/45000]	Loss: 0.0248	LR: 0.004000
Training Epoch: 8 [14080/45000]	Loss: 0.0342	LR: 0.004000
Training Epoch: 8 [14336/45000]	Loss: 0.0280	LR: 0.004000
Training Epoch: 8 [14592/45000]	Loss: 0.0290	LR: 0.004000
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Training Epoch: 8 [15104/45000]	Loss: 0.0321	LR: 0.004000
Training Epoch: 8 [15360/45000]	Loss: 0.0299	LR: 0.004000
Training Epoch: 8 [15616/45000]	Loss: 0.0215	LR: 0.004000
Training Epoch: 8 [15872/45000]	Loss: 0.0434	LR: 0.004000
Training Epoch: 8 [16128/45000]	Loss: 0.0219	LR: 0.004000
Training Epoch: 8 [16384/45000]	Loss: 0.0343	LR: 0.004000
Training Epoch: 8 [16640/45000]	Loss: 0.0245	LR: 0.004000
Training Epoch: 8 [16896/45000]	Loss: 0.0206	LR: 0.004000
Training Epoch: 8 [17152/45000]	Loss: 0.0223	LR: 0.004000
Training Epoch: 8 [17408/45000]	Loss: 0.0263	LR: 0.004000
Training Epoch: 8 [17664/45000]	Loss: 0.0330	LR: 0.004000
Training Epoch: 8 [17920/45000]	Loss: 0.0219	LR: 0.004000
Training Epoch: 8 [18176/45000]	Loss: 0.0199	LR: 0.004000
Training Epoch: 8 [18432/45000]	Loss: 0.0265	LR: 0.004000
Training Epoch: 8 [18688/45000]	Loss: 0.0271	LR: 0.004000
Training Epoch: 8 [18944/45000]	Loss: 0.0251	LR: 0.004000
Training Epoch: 8 [19200/45000]	Loss: 0.0555	LR: 0.004000
Training Epoch: 8 [19456/45000]	Loss: 0.0205	LR: 0.004000
Training Epoch: 8 [19712/45000]	Loss: 0.0265	LR: 0.004000
Training Epoch: 8 [19968/45000]	Loss: 0.0259	LR: 0.004000
Training Epoch: 8 [20224/45000]	Loss: 0.0237	LR: 0.004000
Training Epoch: 8 [20480/45000]	Loss: 0.0261	LR: 0.004000
Training Epoch: 8 [20736/45000]	Loss: 0.0306	LR: 0.004000
Training Epoch: 8 [20992/45000]	Loss: 0.0338	LR: 0.004000
Training Epoch: 8 [21248/45000]	Loss: 0.0169	LR: 0.004000
Training Epoch: 8 [21504/45000]	Loss: 0.0276	LR: 0.004000
Training Epoch: 8 [21760/45000]	Loss: 0.0201	LR: 0.004000
Training Epoch: 8 [22016/45000]	Loss: 0.0274	LR: 0.004000
Training Epoch: 8 [22272/45000]	Loss: 0.0247	LR: 0.004000
Training Epoch: 8 [22528/45000]	Loss: 0.0247	LR: 0.004000
Training Epoch: 8 [22784/45000]	Loss: 0.0284	LR: 0.004000
Training Epoch: 8 [23040/45000]	Loss: 0.0263	LR: 0.004000
Training Epoch: 8 [23296/45000]	Loss: 0.0256	LR: 0.004000
Training Epoch: 8 [23552/45000]	Loss: 0.0275	LR: 0.004000
Training Epoch: 8 [23808/45000]	Loss: 0.0279	LR: 0.004000
Training Epoch: 8 [24064/45000]	Loss: 0.0262	LR: 0.004000
Training Epoch: 8 [24320/45000]	Loss: 0.0316	LR: 0.004000
Training Epoch: 8 [24576/45000]	Loss: 0.0307	LR: 0.004000
Training Epoch: 8 [24832/45000]	Loss: 0.0316	LR: 0.004000
Training Epoch: 8 [25088/45000]	Loss: 0.0296	LR: 0.004000
Training Epoch: 8 [25344/45000]	Loss: 0.0226	LR: 0.004000
Training Epoch: 8 [25600/45000]	Loss: 0.0253	LR: 0.004000
Training Epoch: 8 [25856/45000]	Loss: 0.0258	LR: 0.004000
Training Epoch: 8 [26112/45000]	Loss: 0.0209	LR: 0.004000
Training Epoch: 8 [26368/45000]	Loss: 0.0277	LR: 0.004000
Training Epoch: 8 [26624/45000]	Loss: 0.0329	LR: 0.004000
Training Epoch: 8 [26880/45000]	Loss: 0.0193	LR: 0.004000
Training Epoch: 8 [27136/45000]	Loss: 0.0139	LR: 0.004000
Training Epoch: 8 [27392/45000]	Loss: 0.0256	LR: 0.004000
Training Epoch: 8 [27648/45000]	Loss: 0.0183	LR: 0.004000
Training Epoch: 8 [27904/45000]	Loss: 0.0292	LR: 0.004000
Training Epoch: 8 [28160/45000]	Loss: 0.0224	LR: 0.004000
Training Epoch: 8 [28416/45000]	Loss: 0.0170	LR: 0.004000
Training Epoch: 8 [28672/45000]	Loss: 0.0240	LR: 0.004000
Training Epoch: 8 [28928/45000]	Loss: 0.0283	LR: 0.004000
Training Epoch: 8 [29184/45000]	Loss: 0.0187	LR: 0.004000
Training Epoch: 8 [29440/45000]	Loss: 0.0146	LR: 0.004000
Training Epoch: 8 [29696/45000]	Loss: 0.0169	LR: 0.004000
Training Epoch: 8 [29952/45000]	Loss: 0.0254	LR: 0.004000
Training Epoch: 8 [30208/45000]	Loss: 0.0389	LR: 0.004000
Training Epoch: 8 [30464/45000]	Loss: 0.0178	LR: 0.004000
Training Epoch: 8 [30720/45000]	Loss: 0.0331	LR: 0.004000
Training Epoch: 8 [30976/45000]	Loss: 0.0205	LR: 0.004000
Training Epoch: 8 [31232/45000]	Loss: 0.0286	LR: 0.004000
Training Epoch: 8 [31488/45000]	Loss: 0.0217	LR: 0.004000
Training Epoch: 8 [31744/45000]	Loss: 0.0205	LR: 0.004000
Training Epoch: 8 [32000/45000]	Loss: 0.0312	LR: 0.004000
Training Epoch: 8 [32256/45000]	Loss: 0.0230	LR: 0.004000
Training Epoch: 8 [32512/45000]	Loss: 0.0250	LR: 0.004000
Training Epoch: 8 [32768/45000]	Loss: 0.0175	LR: 0.004000
Training Epoch: 8 [33024/45000]	Loss: 0.0344	LR: 0.004000
Training Epoch: 8 [33280/45000]	Loss: 0.0211	LR: 0.004000
Training Epoch: 8 [33536/45000]	Loss: 0.0192	LR: 0.004000
Training Epoch: 8 [33792/45000]	Loss: 0.0328	LR: 0.004000
Training Epoch: 8 [34048/45000]	Loss: 0.0198	LR: 0.004000
Training Epoch: 8 [34304/45000]	Loss: 0.0204	LR: 0.004000
Training Epoch: 8 [34560/45000]	Loss: 0.0311	LR: 0.004000
Training Epoch: 8 [34816/45000]	Loss: 0.0354	LR: 0.004000
Training Epoch: 8 [35072/45000]	Loss: 0.0295	LR: 0.004000
Training Epoch: 8 [35328/45000]	Loss: 0.0211	LR: 0.004000
Training Epoch: 8 [35584/45000]	Loss: 0.0214	LR: 0.004000
Training Epoch: 8 [35840/45000]	Loss: 0.0281	LR: 0.004000
Training Epoch: 8 [36096/45000]	Loss: 0.0292	LR: 0.004000
Training Epoch: 8 [36352/45000]	Loss: 0.0221	LR: 0.004000
Training Epoch: 8 [36608/45000]	Loss: 0.0258	LR: 0.004000
Training Epoch: 8 [36864/45000]	Loss: 0.0305	LR: 0.004000
Training Epoch: 8 [37120/45000]	Loss: 0.0301	LR: 0.004000
Training Epoch: 8 [37376/45000]	Loss: 0.0196	LR: 0.004000
Training Epoch: 8 [37632/45000]	Loss: 0.0290	LR: 0.004000
Training Epoch: 8 [37888/45000]	Loss: 0.0548	LR: 0.004000
Training Epoch: 8 [38144/45000]	Loss: 0.0200	LR: 0.004000
Training Epoch: 8 [38400/45000]	Loss: 0.0254	LR: 0.004000
Training Epoch: 8 [38656/45000]	Loss: 0.0280	LR: 0.004000
Training Epoch: 8 [38912/45000]	Loss: 0.0208	LR: 0.004000
Training Epoch: 8 [39168/45000]	Loss: 0.0231	LR: 0.004000
Training Epoch: 8 [39424/45000]	Loss: 0.0255	LR: 0.004000
Training Epoch: 8 [39680/45000]	Loss: 0.0250	LR: 0.004000
Training Epoch: 8 [39936/45000]	Loss: 0.0320	LR: 0.004000
Training Epoch: 8 [40192/45000]	Loss: 0.0197	LR: 0.004000
Training Epoch: 8 [40448/45000]	Loss: 0.0224	LR: 0.004000
Training Epoch: 8 [40704/45000]	Loss: 0.0230	LR: 0.004000
Training Epoch: 8 [40960/45000]	Loss: 0.0206	LR: 0.004000
Training Epoch: 8 [41216/45000]	Loss: 0.0202	LR: 0.004000
Training Epoch: 8 [41472/45000]	Loss: 0.0315	LR: 0.004000
Training Epoch: 8 [41728/45000]	Loss: 0.0258	LR: 0.004000
Training Epoch: 8 [41984/45000]	Loss: 0.0224	LR: 0.004000
Training Epoch: 8 [42240/45000]	Loss: 0.0317	LR: 0.004000
Training Epoch: 8 [42496/45000]	Loss: 0.0173	LR: 0.004000
Training Epoch: 8 [42752/45000]	Loss: 0.0174	LR: 0.004000
Training Epoch: 8 [43008/45000]	Loss: 0.0230	LR: 0.004000
Training Epoch: 8 [43264/45000]	Loss: 0.0332	LR: 0.004000
Training Epoch: 8 [43520/45000]	Loss: 0.0309	LR: 0.004000
Training Epoch: 8 [43776/45000]	Loss: 0.0198	LR: 0.004000
Training Epoch: 8 [44032/45000]	Loss: 0.0302	LR: 0.004000
Training Epoch: 8 [44288/45000]	Loss: 0.0148	LR: 0.004000
Training Epoch: 8 [44544/45000]	Loss: 0.0399	LR: 0.004000
Training Epoch: 8 [44800/45000]	Loss: 0.0230	LR: 0.004000
Training Epoch: 8 [45000/45000]	Loss: 0.0202	LR: 0.004000
Epoch 8 - Average Train Loss: 0.0268, Train Accuracy: 0.9977
Epoch 8 training time consumed: 17.53s
Evaluating Network.....
Test set: Epoch: 8, Average loss: 0.0027, Accuracy: 0.8201, Time consumed:0.94s
Saving weights file to checkpoint/retrain/ResNet18/Saturday_02_August_2025_02h_13m_09s/ResNet18-Cifar10-seed10-ret100-8-best.pth
Training Epoch: 9 [256/45000]	Loss: 0.0133	LR: 0.000800
Training Epoch: 9 [512/45000]	Loss: 0.0175	LR: 0.000800
Training Epoch: 9 [768/45000]	Loss: 0.0155	LR: 0.000800
Training Epoch: 9 [1024/45000]	Loss: 0.0110	LR: 0.000800
Training Epoch: 9 [1280/45000]	Loss: 0.0144	LR: 0.000800
Training Epoch: 9 [1536/45000]	Loss: 0.0128	LR: 0.000800
Training Epoch: 9 [1792/45000]	Loss: 0.0155	LR: 0.000800
Training Epoch: 9 [2048/45000]	Loss: 0.0122	LR: 0.000800
Training Epoch: 9 [2304/45000]	Loss: 0.0135	LR: 0.000800
Training Epoch: 9 [2560/45000]	Loss: 0.0141	LR: 0.000800
Training Epoch: 9 [2816/45000]	Loss: 0.0105	LR: 0.000800
Training Epoch: 9 [3072/45000]	Loss: 0.0162	LR: 0.000800
Training Epoch: 9 [3328/45000]	Loss: 0.0126	LR: 0.000800
Training Epoch: 9 [3584/45000]	Loss: 0.0137	LR: 0.000800
Training Epoch: 9 [3840/45000]	Loss: 0.0117	LR: 0.000800
Training Epoch: 9 [4096/45000]	Loss: 0.0153	LR: 0.000800
Training Epoch: 9 [4352/45000]	Loss: 0.0276	LR: 0.000800
Training Epoch: 9 [4608/45000]	Loss: 0.0156	LR: 0.000800
Training Epoch: 9 [4864/45000]	Loss: 0.0109	LR: 0.000800
Training Epoch: 9 [5120/45000]	Loss: 0.0122	LR: 0.000800
Training Epoch: 9 [5376/45000]	Loss: 0.0127	LR: 0.000800
Training Epoch: 9 [5632/45000]	Loss: 0.0132	LR: 0.000800
Training Epoch: 9 [5888/45000]	Loss: 0.0167	LR: 0.000800
Training Epoch: 9 [6144/45000]	Loss: 0.0110	LR: 0.000800
Training Epoch: 9 [6400/45000]	Loss: 0.0120	LR: 0.000800
Training Epoch: 9 [6656/45000]	Loss: 0.0097	LR: 0.000800
Training Epoch: 9 [6912/45000]	Loss: 0.0112	LR: 0.000800
Training Epoch: 9 [7168/45000]	Loss: 0.0134	LR: 0.000800
Training Epoch: 9 [7424/45000]	Loss: 0.0102	LR: 0.000800
Training Epoch: 9 [7680/45000]	Loss: 0.0121	LR: 0.000800
Training Epoch: 9 [7936/45000]	Loss: 0.0153	LR: 0.000800
Training Epoch: 9 [8192/45000]	Loss: 0.0164	LR: 0.000800
Training Epoch: 9 [8448/45000]	Loss: 0.0128	LR: 0.000800
Training Epoch: 9 [8704/45000]	Loss: 0.0136	LR: 0.000800
Training Epoch: 9 [8960/45000]	Loss: 0.0116	LR: 0.000800
Training Epoch: 9 [9216/45000]	Loss: 0.0104	LR: 0.000800
Training Epoch: 9 [9472/45000]	Loss: 0.0112	LR: 0.000800
Training Epoch: 9 [9728/45000]	Loss: 0.0123	LR: 0.000800
Training Epoch: 9 [9984/45000]	Loss: 0.0182	LR: 0.000800
Training Epoch: 9 [10240/45000]	Loss: 0.0127	LR: 0.000800
Training Epoch: 9 [10496/45000]	Loss: 0.0108	LR: 0.000800
Training Epoch: 9 [10752/45000]	Loss: 0.0146	LR: 0.000800
Training Epoch: 9 [11008/45000]	Loss: 0.0106	LR: 0.000800
Training Epoch: 9 [11264/45000]	Loss: 0.0130	LR: 0.000800
Training Epoch: 9 [11520/45000]	Loss: 0.0140	LR: 0.000800
Training Epoch: 9 [11776/45000]	Loss: 0.0124	LR: 0.000800
Training Epoch: 9 [12032/45000]	Loss: 0.0150	LR: 0.000800
Training Epoch: 9 [12288/45000]	Loss: 0.0107	LR: 0.000800
Training Epoch: 9 [12544/45000]	Loss: 0.0132	LR: 0.000800
Training Epoch: 9 [12800/45000]	Loss: 0.0106	LR: 0.000800
Training Epoch: 9 [13056/45000]	Loss: 0.0124	LR: 0.000800
Training Epoch: 9 [13312/45000]	Loss: 0.0132	LR: 0.000800
Training Epoch: 9 [13568/45000]	Loss: 0.0112	LR: 0.000800
Training Epoch: 9 [13824/45000]	Loss: 0.0124	LR: 0.000800
Training Epoch: 9 [14080/45000]	Loss: 0.0109	LR: 0.000800
Training Epoch: 9 [14336/45000]	Loss: 0.0128	LR: 0.000800
Training Epoch: 9 [14592/45000]	Loss: 0.0145	LR: 0.000800
Training Epoch: 9 [14848/45000]	Loss: 0.0109	LR: 0.000800
Training Epoch: 9 [15104/45000]	Loss: 0.0194	LR: 0.000800
Training Epoch: 9 [15360/45000]	Loss: 0.0148	LR: 0.000800
Training Epoch: 9 [15616/45000]	Loss: 0.0291	LR: 0.000800
Training Epoch: 9 [15872/45000]	Loss: 0.0144	LR: 0.000800
Training Epoch: 9 [16128/45000]	Loss: 0.0119	LR: 0.000800
Training Epoch: 9 [16384/45000]	Loss: 0.0100	LR: 0.000800
Training Epoch: 9 [16640/45000]	Loss: 0.0140	LR: 0.000800
Training Epoch: 9 [16896/45000]	Loss: 0.0134	LR: 0.000800
Training Epoch: 9 [17152/45000]	Loss: 0.0128	LR: 0.000800
Training Epoch: 9 [17408/45000]	Loss: 0.0079	LR: 0.000800
Training Epoch: 9 [17664/45000]	Loss: 0.0091	LR: 0.000800
Training Epoch: 9 [17920/45000]	Loss: 0.0143	LR: 0.000800
Training Epoch: 9 [18176/45000]	Loss: 0.0124	LR: 0.000800
Training Epoch: 9 [18432/45000]	Loss: 0.0128	LR: 0.000800
Training Epoch: 9 [18688/45000]	Loss: 0.0169	LR: 0.000800
Training Epoch: 9 [18944/45000]	Loss: 0.0096	LR: 0.000800
Training Epoch: 9 [19200/45000]	Loss: 0.0156	LR: 0.000800
Training Epoch: 9 [19456/45000]	Loss: 0.0125	LR: 0.000800
Training Epoch: 9 [19712/45000]	Loss: 0.0109	LR: 0.000800
Training Epoch: 9 [19968/45000]	Loss: 0.0095	LR: 0.000800
Training Epoch: 9 [20224/45000]	Loss: 0.0094	LR: 0.000800
Training Epoch: 9 [20480/45000]	Loss: 0.0111	LR: 0.000800
Training Epoch: 9 [20736/45000]	Loss: 0.0115	LR: 0.000800
Training Epoch: 9 [20992/45000]	Loss: 0.0119	LR: 0.000800
Training Epoch: 9 [21248/45000]	Loss: 0.0086	LR: 0.000800
Training Epoch: 9 [21504/45000]	Loss: 0.0119	LR: 0.000800
Training Epoch: 9 [21760/45000]	Loss: 0.0114	LR: 0.000800
Training Epoch: 9 [22016/45000]	Loss: 0.0107	LR: 0.000800
Training Epoch: 9 [22272/45000]	Loss: 0.0116	LR: 0.000800
Training Epoch: 9 [22528/45000]	Loss: 0.0107	LR: 0.000800
Training Epoch: 9 [22784/45000]	Loss: 0.0143	LR: 0.000800
Training Epoch: 9 [23040/45000]	Loss: 0.0136	LR: 0.000800
Training Epoch: 9 [23296/45000]	Loss: 0.0084	LR: 0.000800
Training Epoch: 9 [23552/45000]	Loss: 0.0134	LR: 0.000800
Training Epoch: 9 [23808/45000]	Loss: 0.0122	LR: 0.000800
Training Epoch: 9 [24064/45000]	Loss: 0.0134	LR: 0.000800
Training Epoch: 9 [24320/45000]	Loss: 0.0120	LR: 0.000800
Training Epoch: 9 [24576/45000]	Loss: 0.0103	LR: 0.000800
Training Epoch: 9 [24832/45000]	Loss: 0.0134	LR: 0.000800
Training Epoch: 9 [25088/45000]	Loss: 0.0098	LR: 0.000800
Training Epoch: 9 [25344/45000]	Loss: 0.0106	LR: 0.000800
Training Epoch: 9 [25600/45000]	Loss: 0.0084	LR: 0.000800
Training Epoch: 9 [25856/45000]	Loss: 0.0127	LR: 0.000800
Training Epoch: 9 [26112/45000]	Loss: 0.0135	LR: 0.000800
Training Epoch: 9 [26368/45000]	Loss: 0.0124	LR: 0.000800
Training Epoch: 9 [26624/45000]	Loss: 0.0115	LR: 0.000800
Training Epoch: 9 [26880/45000]	Loss: 0.0121	LR: 0.000800
Training Epoch: 9 [27136/45000]	Loss: 0.0093	LR: 0.000800
Training Epoch: 9 [27392/45000]	Loss: 0.0132	LR: 0.000800
Training Epoch: 9 [27648/45000]	Loss: 0.0306	LR: 0.000800
Training Epoch: 9 [27904/45000]	Loss: 0.0120	LR: 0.000800
Training Epoch: 9 [28160/45000]	Loss: 0.0091	LR: 0.000800
Training Epoch: 9 [28416/45000]	Loss: 0.0131	LR: 0.000800
Training Epoch: 9 [28672/45000]	Loss: 0.0140	LR: 0.000800
Training Epoch: 9 [28928/45000]	Loss: 0.0110	LR: 0.000800
Training Epoch: 9 [29184/45000]	Loss: 0.0148	LR: 0.000800
Training Epoch: 9 [29440/45000]	Loss: 0.0119	LR: 0.000800
Training Epoch: 9 [29696/45000]	Loss: 0.0132	LR: 0.000800
Training Epoch: 9 [29952/45000]	Loss: 0.0118	LR: 0.000800
Training Epoch: 9 [30208/45000]	Loss: 0.0151	LR: 0.000800
Training Epoch: 9 [30464/45000]	Loss: 0.0128	LR: 0.000800
Training Epoch: 9 [30720/45000]	Loss: 0.0102	LR: 0.000800
Training Epoch: 9 [30976/45000]	Loss: 0.0124	LR: 0.000800
Training Epoch: 9 [31232/45000]	Loss: 0.0098	LR: 0.000800
Training Epoch: 9 [31488/45000]	Loss: 0.0102	LR: 0.000800
Training Epoch: 9 [31744/45000]	Loss: 0.0196	LR: 0.000800
Training Epoch: 9 [32000/45000]	Loss: 0.0114	LR: 0.000800
Training Epoch: 9 [32256/45000]	Loss: 0.0115	LR: 0.000800
Training Epoch: 9 [32512/45000]	Loss: 0.0108	LR: 0.000800
Training Epoch: 9 [32768/45000]	Loss: 0.0114	LR: 0.000800
Training Epoch: 9 [33024/45000]	Loss: 0.0104	LR: 0.000800
Training Epoch: 9 [33280/45000]	Loss: 0.0090	LR: 0.000800
Training Epoch: 9 [33536/45000]	Loss: 0.0129	LR: 0.000800
Training Epoch: 9 [33792/45000]	Loss: 0.0132	LR: 0.000800
Training Epoch: 9 [34048/45000]	Loss: 0.0154	LR: 0.000800
Training Epoch: 9 [34304/45000]	Loss: 0.0092	LR: 0.000800
Training Epoch: 9 [34560/45000]	Loss: 0.0139	LR: 0.000800
Training Epoch: 9 [34816/45000]	Loss: 0.0129	LR: 0.000800
Training Epoch: 9 [35072/45000]	Loss: 0.0158	LR: 0.000800
Training Epoch: 9 [35328/45000]	Loss: 0.0090	LR: 0.000800
Training Epoch: 9 [35584/45000]	Loss: 0.0134	LR: 0.000800
Training Epoch: 9 [35840/45000]	Loss: 0.0101	LR: 0.000800
Training Epoch: 9 [36096/45000]	Loss: 0.0144	LR: 0.000800
Training Epoch: 9 [36352/45000]	Loss: 0.0132	LR: 0.000800
Training Epoch: 9 [36608/45000]	Loss: 0.0122	LR: 0.000800
Training Epoch: 9 [36864/45000]	Loss: 0.0113	LR: 0.000800
Training Epoch: 9 [37120/45000]	Loss: 0.0207	LR: 0.000800
Training Epoch: 9 [37376/45000]	Loss: 0.0098	LR: 0.000800
Training Epoch: 9 [37632/45000]	Loss: 0.0149	LR: 0.000800
Training Epoch: 9 [37888/45000]	Loss: 0.0181	LR: 0.000800
Training Epoch: 9 [38144/45000]	Loss: 0.0156	LR: 0.000800
Training Epoch: 9 [38400/45000]	Loss: 0.0132	LR: 0.000800
Training Epoch: 9 [38656/45000]	Loss: 0.0137	LR: 0.000800
Training Epoch: 9 [38912/45000]	Loss: 0.0084	LR: 0.000800
Training Epoch: 9 [39168/45000]	Loss: 0.0121	LR: 0.000800
Training Epoch: 9 [39424/45000]	Loss: 0.0108	LR: 0.000800
Training Epoch: 9 [39680/45000]	Loss: 0.0142	LR: 0.000800
Training Epoch: 9 [39936/45000]	Loss: 0.0127	LR: 0.000800
Training Epoch: 9 [40192/45000]	Loss: 0.0083	LR: 0.000800
Training Epoch: 9 [40448/45000]	Loss: 0.0094	LR: 0.000800
Training Epoch: 9 [40704/45000]	Loss: 0.0154	LR: 0.000800
Training Epoch: 9 [40960/45000]	Loss: 0.0079	LR: 0.000800
Training Epoch: 9 [41216/45000]	Loss: 0.0152	LR: 0.000800
Training Epoch: 9 [41472/45000]	Loss: 0.0117	LR: 0.000800
Training Epoch: 9 [41728/45000]	Loss: 0.0084	LR: 0.000800
Training Epoch: 9 [41984/45000]	Loss: 0.0134	LR: 0.000800
Training Epoch: 9 [42240/45000]	Loss: 0.0113	LR: 0.000800
Training Epoch: 9 [42496/45000]	Loss: 0.0103	LR: 0.000800
Training Epoch: 9 [42752/45000]	Loss: 0.0117	LR: 0.000800
Training Epoch: 9 [43008/45000]	Loss: 0.0135	LR: 0.000800
Training Epoch: 9 [43264/45000]	Loss: 0.0122	LR: 0.000800
Training Epoch: 9 [43520/45000]	Loss: 0.0104	LR: 0.000800
Training Epoch: 9 [43776/45000]	Loss: 0.0144	LR: 0.000800
Training Epoch: 9 [44032/45000]	Loss: 0.0112	LR: 0.000800
Training Epoch: 9 [44288/45000]	Loss: 0.0139	LR: 0.000800
Training Epoch: 9 [44544/45000]	Loss: 0.0095	LR: 0.000800
Training Epoch: 9 [44800/45000]	Loss: 0.0126	LR: 0.000800
Training Epoch: 9 [45000/45000]	Loss: 0.0119	LR: 0.000800
Epoch 9 - Average Train Loss: 0.0127, Train Accuracy: 0.9998
Epoch 9 training time consumed: 17.42s
Evaluating Network.....
Test set: Epoch: 9, Average loss: 0.0026, Accuracy: 0.8214, Time consumed:0.92s
Saving weights file to checkpoint/retrain/ResNet18/Saturday_02_August_2025_02h_13m_09s/ResNet18-Cifar10-seed10-ret100-9-best.pth
Training Epoch: 10 [256/45000]	Loss: 0.0103	LR: 0.000800
Training Epoch: 10 [512/45000]	Loss: 0.0141	LR: 0.000800
Training Epoch: 10 [768/45000]	Loss: 0.0082	LR: 0.000800
Training Epoch: 10 [1024/45000]	Loss: 0.0128	LR: 0.000800
Training Epoch: 10 [1280/45000]	Loss: 0.0115	LR: 0.000800
Training Epoch: 10 [1536/45000]	Loss: 0.0111	LR: 0.000800
Training Epoch: 10 [1792/45000]	Loss: 0.0116	LR: 0.000800
Training Epoch: 10 [2048/45000]	Loss: 0.0086	LR: 0.000800
Training Epoch: 10 [2304/45000]	Loss: 0.0156	LR: 0.000800
Training Epoch: 10 [2560/45000]	Loss: 0.0091	LR: 0.000800
Training Epoch: 10 [2816/45000]	Loss: 0.0084	LR: 0.000800
Training Epoch: 10 [3072/45000]	Loss: 0.0101	LR: 0.000800
Training Epoch: 10 [3328/45000]	Loss: 0.0103	LR: 0.000800
Training Epoch: 10 [3584/45000]	Loss: 0.0111	LR: 0.000800
Training Epoch: 10 [3840/45000]	Loss: 0.0093	LR: 0.000800
Training Epoch: 10 [4096/45000]	Loss: 0.0119	LR: 0.000800
Training Epoch: 10 [4352/45000]	Loss: 0.0138	LR: 0.000800
Training Epoch: 10 [4608/45000]	Loss: 0.0096	LR: 0.000800
Training Epoch: 10 [4864/45000]	Loss: 0.0116	LR: 0.000800
Training Epoch: 10 [5120/45000]	Loss: 0.0124	LR: 0.000800
Training Epoch: 10 [5376/45000]	Loss: 0.0100	LR: 0.000800
Training Epoch: 10 [5632/45000]	Loss: 0.0107	LR: 0.000800
Training Epoch: 10 [5888/45000]	Loss: 0.0111	LR: 0.000800
Training Epoch: 10 [6144/45000]	Loss: 0.0101	LR: 0.000800
Training Epoch: 10 [6400/45000]	Loss: 0.0075	LR: 0.000800
Training Epoch: 10 [6656/45000]	Loss: 0.0097	LR: 0.000800
Training Epoch: 10 [6912/45000]	Loss: 0.0096	LR: 0.000800
Training Epoch: 10 [7168/45000]	Loss: 0.0123	LR: 0.000800
Training Epoch: 10 [7424/45000]	Loss: 0.0090	LR: 0.000800
Training Epoch: 10 [7680/45000]	Loss: 0.0100	LR: 0.000800
Training Epoch: 10 [7936/45000]	Loss: 0.0090	LR: 0.000800
Training Epoch: 10 [8192/45000]	Loss: 0.0152	LR: 0.000800
Training Epoch: 10 [8448/45000]	Loss: 0.0130	LR: 0.000800
Training Epoch: 10 [8704/45000]	Loss: 0.0093	LR: 0.000800
Training Epoch: 10 [8960/45000]	Loss: 0.0289	LR: 0.000800
Training Epoch: 10 [9216/45000]	Loss: 0.0093	LR: 0.000800
Training Epoch: 10 [9472/45000]	Loss: 0.0103	LR: 0.000800
Training Epoch: 10 [9728/45000]	Loss: 0.0123	LR: 0.000800
Training Epoch: 10 [9984/45000]	Loss: 0.0107	LR: 0.000800
Training Epoch: 10 [10240/45000]	Loss: 0.0090	LR: 0.000800
Training Epoch: 10 [10496/45000]	Loss: 0.0144	LR: 0.000800
Training Epoch: 10 [10752/45000]	Loss: 0.0086	LR: 0.000800
Training Epoch: 10 [11008/45000]	Loss: 0.0101	LR: 0.000800
Training Epoch: 10 [11264/45000]	Loss: 0.0094	LR: 0.000800
Training Epoch: 10 [11520/45000]	Loss: 0.0101	LR: 0.000800
Training Epoch: 10 [11776/45000]	Loss: 0.0131	LR: 0.000800
Training Epoch: 10 [12032/45000]	Loss: 0.0093	LR: 0.000800
Training Epoch: 10 [12288/45000]	Loss: 0.0108	LR: 0.000800
Training Epoch: 10 [12544/45000]	Loss: 0.0125	LR: 0.000800
Training Epoch: 10 [12800/45000]	Loss: 0.0134	LR: 0.000800
Training Epoch: 10 [13056/45000]	Loss: 0.0089	LR: 0.000800
Training Epoch: 10 [13312/45000]	Loss: 0.0091	LR: 0.000800
Training Epoch: 10 [13568/45000]	Loss: 0.0101	LR: 0.000800
Training Epoch: 10 [13824/45000]	Loss: 0.0115	LR: 0.000800
Training Epoch: 10 [14080/45000]	Loss: 0.0085	LR: 0.000800
Training Epoch: 10 [14336/45000]	Loss: 0.0104	LR: 0.000800
Training Epoch: 10 [14592/45000]	Loss: 0.0104	LR: 0.000800
Training Epoch: 10 [14848/45000]	Loss: 0.0087	LR: 0.000800
Training Epoch: 10 [15104/45000]	Loss: 0.0084	LR: 0.000800
Training Epoch: 10 [15360/45000]	Loss: 0.0124	LR: 0.000800
Training Epoch: 10 [15616/45000]	Loss: 0.0125	LR: 0.000800
Training Epoch: 10 [15872/45000]	Loss: 0.0106	LR: 0.000800
Training Epoch: 10 [16128/45000]	Loss: 0.0135	LR: 0.000800
Training Epoch: 10 [16384/45000]	Loss: 0.0129	LR: 0.000800
Training Epoch: 10 [16640/45000]	Loss: 0.0081	LR: 0.000800
Training Epoch: 10 [16896/45000]	Loss: 0.0108	LR: 0.000800
Training Epoch: 10 [17152/45000]	Loss: 0.0113	LR: 0.000800
Training Epoch: 10 [17408/45000]	Loss: 0.0110	LR: 0.000800
Training Epoch: 10 [17664/45000]	Loss: 0.0200	LR: 0.000800
Training Epoch: 10 [17920/45000]	Loss: 0.0109	LR: 0.000800
Training Epoch: 10 [18176/45000]	Loss: 0.0114	LR: 0.000800
Training Epoch: 10 [18432/45000]	Loss: 0.0099	LR: 0.000800
Training Epoch: 10 [18688/45000]	Loss: 0.0117	LR: 0.000800
Training Epoch: 10 [18944/45000]	Loss: 0.0119	LR: 0.000800
Training Epoch: 10 [19200/45000]	Loss: 0.0108	LR: 0.000800
Training Epoch: 10 [19456/45000]	Loss: 0.0103	LR: 0.000800
Training Epoch: 10 [19712/45000]	Loss: 0.0110	LR: 0.000800
Training Epoch: 10 [19968/45000]	Loss: 0.0089	LR: 0.000800
Training Epoch: 10 [20224/45000]	Loss: 0.0084	LR: 0.000800
Training Epoch: 10 [20480/45000]	Loss: 0.0079	LR: 0.000800
Training Epoch: 10 [20736/45000]	Loss: 0.0111	LR: 0.000800
Training Epoch: 10 [20992/45000]	Loss: 0.0075	LR: 0.000800
Training Epoch: 10 [21248/45000]	Loss: 0.0111	LR: 0.000800
Training Epoch: 10 [21504/45000]	Loss: 0.0115	LR: 0.000800
Training Epoch: 10 [21760/45000]	Loss: 0.0089	LR: 0.000800
Training Epoch: 10 [22016/45000]	Loss: 0.0093	LR: 0.000800
Training Epoch: 10 [22272/45000]	Loss: 0.0082	LR: 0.000800
Training Epoch: 10 [22528/45000]	Loss: 0.0103	LR: 0.000800
Training Epoch: 10 [22784/45000]	Loss: 0.0099	LR: 0.000800
Training Epoch: 10 [23040/45000]	Loss: 0.0106	LR: 0.000800
Training Epoch: 10 [23296/45000]	Loss: 0.0076	LR: 0.000800
Training Epoch: 10 [23552/45000]	Loss: 0.0104	LR: 0.000800
Training Epoch: 10 [23808/45000]	Loss: 0.0064	LR: 0.000800
Training Epoch: 10 [24064/45000]	Loss: 0.0124	LR: 0.000800
Training Epoch: 10 [24320/45000]	Loss: 0.0082	LR: 0.000800
Training Epoch: 10 [24576/45000]	Loss: 0.0106	LR: 0.000800
Training Epoch: 10 [24832/45000]	Loss: 0.0108	LR: 0.000800
Training Epoch: 10 [25088/45000]	Loss: 0.0111	LR: 0.000800
Training Epoch: 10 [25344/45000]	Loss: 0.0095	LR: 0.000800
Training Epoch: 10 [25600/45000]	Loss: 0.0086	LR: 0.000800
Training Epoch: 10 [25856/45000]	Loss: 0.0115	LR: 0.000800
Training Epoch: 10 [26112/45000]	Loss: 0.0149	LR: 0.000800
Training Epoch: 10 [26368/45000]	Loss: 0.0121	LR: 0.000800
Training Epoch: 10 [26624/45000]	Loss: 0.0087	LR: 0.000800
Training Epoch: 10 [26880/45000]	Loss: 0.0098	LR: 0.000800
Training Epoch: 10 [27136/45000]	Loss: 0.0084	LR: 0.000800
Training Epoch: 10 [27392/45000]	Loss: 0.0124	LR: 0.000800
Training Epoch: 10 [27648/45000]	Loss: 0.0105	LR: 0.000800
Training Epoch: 10 [27904/45000]	Loss: 0.0088	LR: 0.000800
Training Epoch: 10 [28160/45000]	Loss: 0.0096	LR: 0.000800
Training Epoch: 10 [28416/45000]	Loss: 0.0075	LR: 0.000800
Training Epoch: 10 [28672/45000]	Loss: 0.0097	LR: 0.000800
Training Epoch: 10 [28928/45000]	Loss: 0.0098	LR: 0.000800
Training Epoch: 10 [29184/45000]	Loss: 0.0099	LR: 0.000800
Training Epoch: 10 [29440/45000]	Loss: 0.0103	LR: 0.000800
Training Epoch: 10 [29696/45000]	Loss: 0.0128	LR: 0.000800
Training Epoch: 10 [29952/45000]	Loss: 0.0111	LR: 0.000800
Training Epoch: 10 [30208/45000]	Loss: 0.0098	LR: 0.000800
Training Epoch: 10 [30464/45000]	Loss: 0.0219	LR: 0.000800
Training Epoch: 10 [30720/45000]	Loss: 0.0078	LR: 0.000800
Training Epoch: 10 [30976/45000]	Loss: 0.0096	LR: 0.000800
Training Epoch: 10 [31232/45000]	Loss: 0.0112	LR: 0.000800
Training Epoch: 10 [31488/45000]	Loss: 0.0117	LR: 0.000800
Training Epoch: 10 [31744/45000]	Loss: 0.0097	LR: 0.000800
Training Epoch: 10 [32000/45000]	Loss: 0.0171	LR: 0.000800
Training Epoch: 10 [32256/45000]	Loss: 0.0109	LR: 0.000800
Training Epoch: 10 [32512/45000]	Loss: 0.0078	LR: 0.000800
Training Epoch: 10 [32768/45000]	Loss: 0.0133	LR: 0.000800
Training Epoch: 10 [33024/45000]	Loss: 0.0132	LR: 0.000800
Training Epoch: 10 [33280/45000]	Loss: 0.0096	LR: 0.000800
Training Epoch: 10 [33536/45000]	Loss: 0.0100	LR: 0.000800
Training Epoch: 10 [33792/45000]	Loss: 0.0094	LR: 0.000800
Training Epoch: 10 [34048/45000]	Loss: 0.0092	LR: 0.000800
Training Epoch: 10 [34304/45000]	Loss: 0.0141	LR: 0.000800
Training Epoch: 10 [34560/45000]	Loss: 0.0091	LR: 0.000800
Training Epoch: 10 [34816/45000]	Loss: 0.0109	LR: 0.000800
Training Epoch: 10 [35072/45000]	Loss: 0.0110	LR: 0.000800
Training Epoch: 10 [35328/45000]	Loss: 0.0099	LR: 0.000800
Training Epoch: 10 [35584/45000]	Loss: 0.0099	LR: 0.000800
Training Epoch: 10 [35840/45000]	Loss: 0.0092	LR: 0.000800
Training Epoch: 10 [36096/45000]	Loss: 0.0087	LR: 0.000800
Training Epoch: 10 [36352/45000]	Loss: 0.0096	LR: 0.000800
Training Epoch: 10 [36608/45000]	Loss: 0.0096	LR: 0.000800
Training Epoch: 10 [36864/45000]	Loss: 0.0118	LR: 0.000800
Training Epoch: 10 [37120/45000]	Loss: 0.0071	LR: 0.000800
Training Epoch: 10 [37376/45000]	Loss: 0.0123	LR: 0.000800
Training Epoch: 10 [37632/45000]	Loss: 0.0099	LR: 0.000800
Training Epoch: 10 [37888/45000]	Loss: 0.0120	LR: 0.000800
Training Epoch: 10 [38144/45000]	Loss: 0.0088	LR: 0.000800
Training Epoch: 10 [38400/45000]	Loss: 0.0112	LR: 0.000800
Training Epoch: 10 [38656/45000]	Loss: 0.0112	LR: 0.000800
Training Epoch: 10 [38912/45000]	Loss: 0.0124	LR: 0.000800
Training Epoch: 10 [39168/45000]	Loss: 0.0113	LR: 0.000800
Training Epoch: 10 [39424/45000]	Loss: 0.0101	LR: 0.000800
Training Epoch: 10 [39680/45000]	Loss: 0.0098	LR: 0.000800
Training Epoch: 10 [39936/45000]	Loss: 0.0121	LR: 0.000800
Training Epoch: 10 [40192/45000]	Loss: 0.0100	LR: 0.000800
Training Epoch: 10 [40448/45000]	Loss: 0.0102	LR: 0.000800
Training Epoch: 10 [40704/45000]	Loss: 0.0091	LR: 0.000800
Training Epoch: 10 [40960/45000]	Loss: 0.0107	LR: 0.000800
Training Epoch: 10 [41216/45000]	Loss: 0.0110	LR: 0.000800
Training Epoch: 10 [41472/45000]	Loss: 0.0101	LR: 0.000800
Training Epoch: 10 [41728/45000]	Loss: 0.0126	LR: 0.000800
Training Epoch: 10 [41984/45000]	Loss: 0.0106	LR: 0.000800
Training Epoch: 10 [42240/45000]	Loss: 0.0075	LR: 0.000800
Training Epoch: 10 [42496/45000]	Loss: 0.0103	LR: 0.000800
Training Epoch: 10 [42752/45000]	Loss: 0.0102	LR: 0.000800
Training Epoch: 10 [43008/45000]	Loss: 0.0103	LR: 0.000800
Training Epoch: 10 [43264/45000]	Loss: 0.0098	LR: 0.000800
Training Epoch: 10 [43520/45000]	Loss: 0.0126	LR: 0.000800
Training Epoch: 10 [43776/45000]	Loss: 0.0100	LR: 0.000800
Training Epoch: 10 [44032/45000]	Loss: 0.0098	LR: 0.000800
Training Epoch: 10 [44288/45000]	Loss: 0.0095	LR: 0.000800
Training Epoch: 10 [44544/45000]	Loss: 0.0083	LR: 0.000800
Training Epoch: 10 [44800/45000]	Loss: 0.0086	LR: 0.000800
Training Epoch: 10 [45000/45000]	Loss: 0.0098	LR: 0.000800
Epoch 10 - Average Train Loss: 0.0107, Train Accuracy: 0.9999
Epoch 10 training time consumed: 17.62s
Evaluating Network.....
Test set: Epoch: 10, Average loss: 0.0027, Accuracy: 0.8219, Time consumed:0.92s
Saving weights file to checkpoint/retrain/ResNet18/Saturday_02_August_2025_02h_13m_09s/ResNet18-Cifar10-seed10-ret100-10-best.pth
Valid (Test) Dl:  10000
Train Dl:  50000
Retain Train Dl:  45000
Forget Train Dl:  5000
Retain Valid Dl:  45000
Forget Valid Dl:  5000
retain_prob Distribution: 10000 samples
test_prob Distribution: 10000 samples
forget_prob Distribution: 5000 samples
Set1 Distribution: 5000 samples
Set2 Distribution: 5000 samples
Set1 Distribution: 5000 samples
Set2 Distribution: 5000 samples
Set1 Distribution: 10000 samples
Set2 Distribution: 10000 samples
Set1 Distribution: 10000 samples
Set2 Distribution: 10000 samples
Test Accuracy: 82.16796875
Retain Accuracy: 99.99111938476562
Zero-Retain Forget (ZRF): 0.7848125696182251
Membership Inference Attack (MIA): 0.6036
Forget vs Retain Membership Inference Attack (MIA): 0.6085
Forget vs Test Membership Inference Attack (MIA): 0.5025
Test vs Retain Membership Inference Attack (MIA): 0.624
Train vs Test Membership Inference Attack (MIA): 0.629
Forget Set Accuracy (Df): 81.82674407958984
Method Execution Time: 1085.92 seconds
