hello
hello
Labels

📌S Retain class distribution for seed 7:
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 7:
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: 2.4398	LR: 0.000000
Training Epoch: 1 [512/45000]	Loss: 2.3915	LR: 0.000568
Training Epoch: 1 [768/45000]	Loss: 2.4212	LR: 0.001136
Training Epoch: 1 [1024/45000]	Loss: 2.3671	LR: 0.001705
Training Epoch: 1 [1280/45000]	Loss: 2.3434	LR: 0.002273
Training Epoch: 1 [1536/45000]	Loss: 2.2663	LR: 0.002841
Training Epoch: 1 [1792/45000]	Loss: 2.2387	LR: 0.003409
Training Epoch: 1 [2048/45000]	Loss: 2.2060	LR: 0.003977
Training Epoch: 1 [2304/45000]	Loss: 2.2634	LR: 0.004545
Training Epoch: 1 [2560/45000]	Loss: 2.2449	LR: 0.005114
Training Epoch: 1 [2816/45000]	Loss: 2.2574	LR: 0.005682
Training Epoch: 1 [3072/45000]	Loss: 2.0769	LR: 0.006250
Training Epoch: 1 [3328/45000]	Loss: 2.0601	LR: 0.006818
Training Epoch: 1 [3584/45000]	Loss: 2.0513	LR: 0.007386
Training Epoch: 1 [3840/45000]	Loss: 1.9615	LR: 0.007955
Training Epoch: 1 [4096/45000]	Loss: 1.8858	LR: 0.008523
Training Epoch: 1 [4352/45000]	Loss: 1.9210	LR: 0.009091
Training Epoch: 1 [4608/45000]	Loss: 1.9214	LR: 0.009659
Training Epoch: 1 [4864/45000]	Loss: 1.8895	LR: 0.010227
Training Epoch: 1 [5120/45000]	Loss: 1.7974	LR: 0.010795
Training Epoch: 1 [5376/45000]	Loss: 1.8507	LR: 0.011364
Training Epoch: 1 [5632/45000]	Loss: 1.8566	LR: 0.011932
Training Epoch: 1 [5888/45000]	Loss: 1.8482	LR: 0.012500
Training Epoch: 1 [6144/45000]	Loss: 1.7286	LR: 0.013068
Training Epoch: 1 [6400/45000]	Loss: 1.8584	LR: 0.013636
Training Epoch: 1 [6656/45000]	Loss: 1.7652	LR: 0.014205
Training Epoch: 1 [6912/45000]	Loss: 1.7383	LR: 0.014773
Training Epoch: 1 [7168/45000]	Loss: 1.7514	LR: 0.015341
Training Epoch: 1 [7424/45000]	Loss: 1.8567	LR: 0.015909
Training Epoch: 1 [7680/45000]	Loss: 1.8380	LR: 0.016477
Training Epoch: 1 [7936/45000]	Loss: 1.7172	LR: 0.017045
Training Epoch: 1 [8192/45000]	Loss: 1.6203	LR: 0.017614
Training Epoch: 1 [8448/45000]	Loss: 1.7133	LR: 0.018182
Training Epoch: 1 [8704/45000]	Loss: 1.6689	LR: 0.018750
Training Epoch: 1 [8960/45000]	Loss: 1.6001	LR: 0.019318
Training Epoch: 1 [9216/45000]	Loss: 1.6173	LR: 0.019886
Training Epoch: 1 [9472/45000]	Loss: 1.5453	LR: 0.020455
Training Epoch: 1 [9728/45000]	Loss: 1.4526	LR: 0.021023
Training Epoch: 1 [9984/45000]	Loss: 1.5441	LR: 0.021591
Training Epoch: 1 [10240/45000]	Loss: 1.6095	LR: 0.022159
Training Epoch: 1 [10496/45000]	Loss: 1.6966	LR: 0.022727
Training Epoch: 1 [10752/45000]	Loss: 1.8249	LR: 0.023295
Training Epoch: 1 [11008/45000]	Loss: 1.6641	LR: 0.023864
Training Epoch: 1 [11264/45000]	Loss: 1.7671	LR: 0.024432
Training Epoch: 1 [11520/45000]	Loss: 1.6639	LR: 0.025000
Training Epoch: 1 [11776/45000]	Loss: 1.7812	LR: 0.025568
Training Epoch: 1 [12032/45000]	Loss: 1.5492	LR: 0.026136
Training Epoch: 1 [12288/45000]	Loss: 1.6403	LR: 0.026705
Training Epoch: 1 [12544/45000]	Loss: 1.6855	LR: 0.027273
Training Epoch: 1 [12800/45000]	Loss: 1.7885	LR: 0.027841
Training Epoch: 1 [13056/45000]	Loss: 1.5190	LR: 0.028409
Training Epoch: 1 [13312/45000]	Loss: 1.7474	LR: 0.028977
Training Epoch: 1 [13568/45000]	Loss: 1.4609	LR: 0.029545
Training Epoch: 1 [13824/45000]	Loss: 1.5549	LR: 0.030114
Training Epoch: 1 [14080/45000]	Loss: 1.6078	LR: 0.030682
Training Epoch: 1 [14336/45000]	Loss: 1.3274	LR: 0.031250
Training Epoch: 1 [14592/45000]	Loss: 1.7416	LR: 0.031818
Training Epoch: 1 [14848/45000]	Loss: 1.5700	LR: 0.032386
Training Epoch: 1 [15104/45000]	Loss: 1.5464	LR: 0.032955
Training Epoch: 1 [15360/45000]	Loss: 1.4687	LR: 0.033523
Training Epoch: 1 [15616/45000]	Loss: 1.4843	LR: 0.034091
Training Epoch: 1 [15872/45000]	Loss: 1.5083	LR: 0.034659
Training Epoch: 1 [16128/45000]	Loss: 1.5591	LR: 0.035227
Training Epoch: 1 [16384/45000]	Loss: 1.6951	LR: 0.035795
Training Epoch: 1 [16640/45000]	Loss: 1.5181	LR: 0.036364
Training Epoch: 1 [16896/45000]	Loss: 1.7676	LR: 0.036932
Training Epoch: 1 [17152/45000]	Loss: 1.6103	LR: 0.037500
Training Epoch: 1 [17408/45000]	Loss: 1.5346	LR: 0.038068
Training Epoch: 1 [17664/45000]	Loss: 1.6625	LR: 0.038636
Training Epoch: 1 [17920/45000]	Loss: 1.6428	LR: 0.039205
Training Epoch: 1 [18176/45000]	Loss: 1.5940	LR: 0.039773
Training Epoch: 1 [18432/45000]	Loss: 1.7701	LR: 0.040341
Training Epoch: 1 [18688/45000]	Loss: 1.6315	LR: 0.040909
Training Epoch: 1 [18944/45000]	Loss: 1.4447	LR: 0.041477
Training Epoch: 1 [19200/45000]	Loss: 1.5804	LR: 0.042045
Training Epoch: 1 [19456/45000]	Loss: 1.5428	LR: 0.042614
Training Epoch: 1 [19712/45000]	Loss: 1.6227	LR: 0.043182
Training Epoch: 1 [19968/45000]	Loss: 1.5569	LR: 0.043750
Training Epoch: 1 [20224/45000]	Loss: 1.7254	LR: 0.044318
Training Epoch: 1 [20480/45000]	Loss: 1.5944	LR: 0.044886
Training Epoch: 1 [20736/45000]	Loss: 1.8055	LR: 0.045455
Training Epoch: 1 [20992/45000]	Loss: 1.4889	LR: 0.046023
Training Epoch: 1 [21248/45000]	Loss: 1.7736	LR: 0.046591
Training Epoch: 1 [21504/45000]	Loss: 1.5172	LR: 0.047159
Training Epoch: 1 [21760/45000]	Loss: 1.6641	LR: 0.047727
Training Epoch: 1 [22016/45000]	Loss: 1.3910	LR: 0.048295
Training Epoch: 1 [22272/45000]	Loss: 1.7243	LR: 0.048864
Training Epoch: 1 [22528/45000]	Loss: 1.4945	LR: 0.049432
Training Epoch: 1 [22784/45000]	Loss: 1.7112	LR: 0.050000
Training Epoch: 1 [23040/45000]	Loss: 1.3938	LR: 0.050568
Training Epoch: 1 [23296/45000]	Loss: 1.5615	LR: 0.051136
Training Epoch: 1 [23552/45000]	Loss: 1.4096	LR: 0.051705
Training Epoch: 1 [23808/45000]	Loss: 1.6221	LR: 0.052273
Training Epoch: 1 [24064/45000]	Loss: 1.5629	LR: 0.052841
Training Epoch: 1 [24320/45000]	Loss: 1.5213	LR: 0.053409
Training Epoch: 1 [24576/45000]	Loss: 1.5777	LR: 0.053977
Training Epoch: 1 [24832/45000]	Loss: 1.4694	LR: 0.054545
Training Epoch: 1 [25088/45000]	Loss: 1.5136	LR: 0.055114
Training Epoch: 1 [25344/45000]	Loss: 1.6354	LR: 0.055682
Training Epoch: 1 [25600/45000]	Loss: 1.3799	LR: 0.056250
Training Epoch: 1 [25856/45000]	Loss: 1.6678	LR: 0.056818
Training Epoch: 1 [26112/45000]	Loss: 1.4477	LR: 0.057386
Training Epoch: 1 [26368/45000]	Loss: 1.5874	LR: 0.057955
Training Epoch: 1 [26624/45000]	Loss: 1.6406	LR: 0.058523
Training Epoch: 1 [26880/45000]	Loss: 1.4091	LR: 0.059091
Training Epoch: 1 [27136/45000]	Loss: 1.5895	LR: 0.059659
Training Epoch: 1 [27392/45000]	Loss: 1.6027	LR: 0.060227
Training Epoch: 1 [27648/45000]	Loss: 1.4442	LR: 0.060795
Training Epoch: 1 [27904/45000]	Loss: 1.5607	LR: 0.061364
Training Epoch: 1 [28160/45000]	Loss: 1.6070	LR: 0.061932
Training Epoch: 1 [28416/45000]	Loss: 1.7014	LR: 0.062500
Training Epoch: 1 [28672/45000]	Loss: 1.5480	LR: 0.063068
Training Epoch: 1 [28928/45000]	Loss: 1.4373	LR: 0.063636
Training Epoch: 1 [29184/45000]	Loss: 1.5733	LR: 0.064205
Training Epoch: 1 [29440/45000]	Loss: 1.4286	LR: 0.064773
Training Epoch: 1 [29696/45000]	Loss: 1.3277	LR: 0.065341
Training Epoch: 1 [29952/45000]	Loss: 1.4050	LR: 0.065909
Training Epoch: 1 [30208/45000]	Loss: 1.4393	LR: 0.066477
Training Epoch: 1 [30464/45000]	Loss: 1.4054	LR: 0.067045
Training Epoch: 1 [30720/45000]	Loss: 1.2961	LR: 0.067614
Training Epoch: 1 [30976/45000]	Loss: 1.5447	LR: 0.068182
Training Epoch: 1 [31232/45000]	Loss: 1.3520	LR: 0.068750
Training Epoch: 1 [31488/45000]	Loss: 1.2245	LR: 0.069318
Training Epoch: 1 [31744/45000]	Loss: 1.7636	LR: 0.069886
Training Epoch: 1 [32000/45000]	Loss: 1.3651	LR: 0.070455
Training Epoch: 1 [32256/45000]	Loss: 1.3255	LR: 0.071023
Training Epoch: 1 [32512/45000]	Loss: 1.3445	LR: 0.071591
Training Epoch: 1 [32768/45000]	Loss: 1.3368	LR: 0.072159
Training Epoch: 1 [33024/45000]	Loss: 1.4526	LR: 0.072727
Training Epoch: 1 [33280/45000]	Loss: 1.4088	LR: 0.073295
Training Epoch: 1 [33536/45000]	Loss: 1.3235	LR: 0.073864
Training Epoch: 1 [33792/45000]	Loss: 1.4186	LR: 0.074432
Training Epoch: 1 [34048/45000]	Loss: 1.4378	LR: 0.075000
Training Epoch: 1 [34304/45000]	Loss: 1.4732	LR: 0.075568
Training Epoch: 1 [34560/45000]	Loss: 1.3932	LR: 0.076136
Training Epoch: 1 [34816/45000]	Loss: 1.2362	LR: 0.076705
Training Epoch: 1 [35072/45000]	Loss: 1.4595	LR: 0.077273
Training Epoch: 1 [35328/45000]	Loss: 1.2927	LR: 0.077841
Training Epoch: 1 [35584/45000]	Loss: 1.2573	LR: 0.078409
Training Epoch: 1 [35840/45000]	Loss: 1.3370	LR: 0.078977
Training Epoch: 1 [36096/45000]	Loss: 1.3817	LR: 0.079545
Training Epoch: 1 [36352/45000]	Loss: 1.3435	LR: 0.080114
Training Epoch: 1 [36608/45000]	Loss: 1.3860	LR: 0.080682
Training Epoch: 1 [36864/45000]	Loss: 1.2437	LR: 0.081250
Training Epoch: 1 [37120/45000]	Loss: 1.2493	LR: 0.081818
Training Epoch: 1 [37376/45000]	Loss: 1.3229	LR: 0.082386
Training Epoch: 1 [37632/45000]	Loss: 1.2680	LR: 0.082955
Training Epoch: 1 [37888/45000]	Loss: 1.4991	LR: 0.083523
Training Epoch: 1 [38144/45000]	Loss: 1.2195	LR: 0.084091
Training Epoch: 1 [38400/45000]	Loss: 1.3456	LR: 0.084659
Training Epoch: 1 [38656/45000]	Loss: 1.4618	LR: 0.085227
Training Epoch: 1 [38912/45000]	Loss: 1.3485	LR: 0.085795
Training Epoch: 1 [39168/45000]	Loss: 1.3653	LR: 0.086364
Training Epoch: 1 [39424/45000]	Loss: 1.1732	LR: 0.086932
Training Epoch: 1 [39680/45000]	Loss: 1.2707	LR: 0.087500
Training Epoch: 1 [39936/45000]	Loss: 1.3099	LR: 0.088068
Training Epoch: 1 [40192/45000]	Loss: 1.3736	LR: 0.088636
Training Epoch: 1 [40448/45000]	Loss: 1.2567	LR: 0.089205
Training Epoch: 1 [40704/45000]	Loss: 1.2223	LR: 0.089773
Training Epoch: 1 [40960/45000]	Loss: 1.2683	LR: 0.090341
Training Epoch: 1 [41216/45000]	Loss: 1.2390	LR: 0.090909
Training Epoch: 1 [41472/45000]	Loss: 1.3488	LR: 0.091477
Training Epoch: 1 [41728/45000]	Loss: 1.1849	LR: 0.092045
Training Epoch: 1 [41984/45000]	Loss: 1.1246	LR: 0.092614
Training Epoch: 1 [42240/45000]	Loss: 1.2438	LR: 0.093182
Training Epoch: 1 [42496/45000]	Loss: 1.0066	LR: 0.093750
Training Epoch: 1 [42752/45000]	Loss: 1.1183	LR: 0.094318
Training Epoch: 1 [43008/45000]	Loss: 1.2264	LR: 0.094886
Training Epoch: 1 [43264/45000]	Loss: 1.1405	LR: 0.095455
Training Epoch: 1 [43520/45000]	Loss: 1.1429	LR: 0.096023
Training Epoch: 1 [43776/45000]	Loss: 1.0871	LR: 0.096591
Training Epoch: 1 [44032/45000]	Loss: 1.1886	LR: 0.097159
Training Epoch: 1 [44288/45000]	Loss: 1.2356	LR: 0.097727
Training Epoch: 1 [44544/45000]	Loss: 1.1456	LR: 0.098295
Training Epoch: 1 [44800/45000]	Loss: 1.1607	LR: 0.098864
Training Epoch: 1 [45000/45000]	Loss: 1.2212	LR: 0.099432
Epoch 1 - Average Train Loss: 1.5689, Train Accuracy: 0.4350
Epoch 1 training time consumed: 18.03s
Evaluating Network.....
Test set: Epoch: 1, Average loss: 0.0111, Accuracy: 0.3833, Time consumed:1.02s
Saving weights file to checkpoint/retrain/ResNet18/Saturday_02_August_2025_01h_17m_19s/ResNet18-Cifar10-seed7-ret100-1-best.pth
Training Epoch: 2 [256/45000]	Loss: 1.1460	LR: 0.020000
Training Epoch: 2 [512/45000]	Loss: 1.0983	LR: 0.020000
Training Epoch: 2 [768/45000]	Loss: 1.0014	LR: 0.020000
Training Epoch: 2 [1024/45000]	Loss: 1.0712	LR: 0.020000
Training Epoch: 2 [1280/45000]	Loss: 1.1028	LR: 0.020000
Training Epoch: 2 [1536/45000]	Loss: 1.0468	LR: 0.020000
Training Epoch: 2 [1792/45000]	Loss: 1.0004	LR: 0.020000
Training Epoch: 2 [2048/45000]	Loss: 1.0656	LR: 0.020000
Training Epoch: 2 [2304/45000]	Loss: 1.0813	LR: 0.020000
Training Epoch: 2 [2560/45000]	Loss: 0.9270	LR: 0.020000
Training Epoch: 2 [2816/45000]	Loss: 1.0479	LR: 0.020000
Training Epoch: 2 [3072/45000]	Loss: 0.9595	LR: 0.020000
Training Epoch: 2 [3328/45000]	Loss: 0.9427	LR: 0.020000
Training Epoch: 2 [3584/45000]	Loss: 1.1541	LR: 0.020000
Training Epoch: 2 [3840/45000]	Loss: 0.8923	LR: 0.020000
Training Epoch: 2 [4096/45000]	Loss: 0.8992	LR: 0.020000
Training Epoch: 2 [4352/45000]	Loss: 0.9180	LR: 0.020000
Training Epoch: 2 [4608/45000]	Loss: 0.8052	LR: 0.020000
Training Epoch: 2 [4864/45000]	Loss: 1.0247	LR: 0.020000
Training Epoch: 2 [5120/45000]	Loss: 0.9148	LR: 0.020000
Training Epoch: 2 [5376/45000]	Loss: 0.9596	LR: 0.020000
Training Epoch: 2 [5632/45000]	Loss: 0.9762	LR: 0.020000
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Training Epoch: 2 [6144/45000]	Loss: 0.9630	LR: 0.020000
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Training Epoch: 2 [6912/45000]	Loss: 0.8185	LR: 0.020000
Training Epoch: 2 [7168/45000]	Loss: 0.8495	LR: 0.020000
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Training Epoch: 2 [7680/45000]	Loss: 0.8409	LR: 0.020000
Training Epoch: 2 [7936/45000]	Loss: 0.9607	LR: 0.020000
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Training Epoch: 2 [8448/45000]	Loss: 0.7698	LR: 0.020000
Training Epoch: 2 [8704/45000]	Loss: 0.8955	LR: 0.020000
Training Epoch: 2 [8960/45000]	Loss: 0.7661	LR: 0.020000
Training Epoch: 2 [9216/45000]	Loss: 0.8696	LR: 0.020000
Training Epoch: 2 [9472/45000]	Loss: 0.7731	LR: 0.020000
Training Epoch: 2 [9728/45000]	Loss: 0.8258	LR: 0.020000
Training Epoch: 2 [9984/45000]	Loss: 0.8912	LR: 0.020000
Training Epoch: 2 [10240/45000]	Loss: 0.9593	LR: 0.020000
Training Epoch: 2 [10496/45000]	Loss: 1.0373	LR: 0.020000
Training Epoch: 2 [10752/45000]	Loss: 0.8690	LR: 0.020000
Training Epoch: 2 [11008/45000]	Loss: 0.8257	LR: 0.020000
Training Epoch: 2 [11264/45000]	Loss: 0.8060	LR: 0.020000
Training Epoch: 2 [11520/45000]	Loss: 0.8406	LR: 0.020000
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Training Epoch: 2 [12032/45000]	Loss: 0.9028	LR: 0.020000
Training Epoch: 2 [12288/45000]	Loss: 0.7414	LR: 0.020000
Training Epoch: 2 [12544/45000]	Loss: 0.8356	LR: 0.020000
Training Epoch: 2 [12800/45000]	Loss: 0.9910	LR: 0.020000
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Training Epoch: 2 [13568/45000]	Loss: 0.8687	LR: 0.020000
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Training Epoch: 2 [15104/45000]	Loss: 0.8168	LR: 0.020000
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Training Epoch: 2 [15616/45000]	Loss: 0.8529	LR: 0.020000
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Training Epoch: 2 [16640/45000]	Loss: 0.7856	LR: 0.020000
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Training Epoch: 2 [19968/45000]	Loss: 0.8406	LR: 0.020000
Training Epoch: 2 [20224/45000]	Loss: 0.8313	LR: 0.020000
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Training Epoch: 2 [20736/45000]	Loss: 0.8204	LR: 0.020000
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Training Epoch: 2 [24320/45000]	Loss: 0.6740	LR: 0.020000
Training Epoch: 2 [24576/45000]	Loss: 0.6768	LR: 0.020000
Training Epoch: 2 [24832/45000]	Loss: 0.6315	LR: 0.020000
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Training Epoch: 2 [25856/45000]	Loss: 0.7806	LR: 0.020000
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Training Epoch: 2 [28416/45000]	Loss: 0.7148	LR: 0.020000
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Training Epoch: 2 [38400/45000]	Loss: 0.7208	LR: 0.020000
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Training Epoch: 2 [38912/45000]	Loss: 0.8043	LR: 0.020000
Training Epoch: 2 [39168/45000]	Loss: 0.5974	LR: 0.020000
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Training Epoch: 2 [39680/45000]	Loss: 0.7035	LR: 0.020000
Training Epoch: 2 [39936/45000]	Loss: 0.6823	LR: 0.020000
Training Epoch: 2 [40192/45000]	Loss: 0.7298	LR: 0.020000
Training Epoch: 2 [40448/45000]	Loss: 0.7565	LR: 0.020000
Training Epoch: 2 [40704/45000]	Loss: 0.7041	LR: 0.020000
Training Epoch: 2 [40960/45000]	Loss: 0.7075	LR: 0.020000
Training Epoch: 2 [41216/45000]	Loss: 0.7514	LR: 0.020000
Training Epoch: 2 [41472/45000]	Loss: 0.7055	LR: 0.020000
Training Epoch: 2 [41728/45000]	Loss: 0.7243	LR: 0.020000
Training Epoch: 2 [41984/45000]	Loss: 0.6978	LR: 0.020000
Training Epoch: 2 [42240/45000]	Loss: 0.7209	LR: 0.020000
Training Epoch: 2 [42496/45000]	Loss: 0.6783	LR: 0.020000
Training Epoch: 2 [42752/45000]	Loss: 0.7470	LR: 0.020000
Training Epoch: 2 [43008/45000]	Loss: 0.6850	LR: 0.020000
Training Epoch: 2 [43264/45000]	Loss: 0.6964	LR: 0.020000
Training Epoch: 2 [43520/45000]	Loss: 0.8080	LR: 0.020000
Training Epoch: 2 [43776/45000]	Loss: 0.6126	LR: 0.020000
Training Epoch: 2 [44032/45000]	Loss: 0.7512	LR: 0.020000
Training Epoch: 2 [44288/45000]	Loss: 0.6862	LR: 0.020000
Training Epoch: 2 [44544/45000]	Loss: 0.7401	LR: 0.020000
Training Epoch: 2 [44800/45000]	Loss: 0.6873	LR: 0.020000
Training Epoch: 2 [45000/45000]	Loss: 0.7618	LR: 0.020000
Epoch 2 - Average Train Loss: 0.8133, Train Accuracy: 0.7107
Epoch 2 training time consumed: 17.61s
Evaluating Network.....
Test set: Epoch: 2, Average loss: 0.0032, Accuracy: 0.7188, Time consumed:0.92s
Saving weights file to checkpoint/retrain/ResNet18/Saturday_02_August_2025_01h_17m_19s/ResNet18-Cifar10-seed7-ret100-2-best.pth
Training Epoch: 3 [256/45000]	Loss: 0.6376	LR: 0.020000
Training Epoch: 3 [512/45000]	Loss: 0.6832	LR: 0.020000
Training Epoch: 3 [768/45000]	Loss: 0.6132	LR: 0.020000
Training Epoch: 3 [1024/45000]	Loss: 0.6684	LR: 0.020000
Training Epoch: 3 [1280/45000]	Loss: 0.5542	LR: 0.020000
Training Epoch: 3 [1536/45000]	Loss: 0.6207	LR: 0.020000
Training Epoch: 3 [1792/45000]	Loss: 0.6042	LR: 0.020000
Training Epoch: 3 [2048/45000]	Loss: 0.6241	LR: 0.020000
Training Epoch: 3 [2304/45000]	Loss: 0.6111	LR: 0.020000
Training Epoch: 3 [2560/45000]	Loss: 0.4951	LR: 0.020000
Training Epoch: 3 [2816/45000]	Loss: 0.7383	LR: 0.020000
Training Epoch: 3 [3072/45000]	Loss: 0.5835	LR: 0.020000
Training Epoch: 3 [3328/45000]	Loss: 0.5872	LR: 0.020000
Training Epoch: 3 [3584/45000]	Loss: 0.6587	LR: 0.020000
Training Epoch: 3 [3840/45000]	Loss: 0.6765	LR: 0.020000
Training Epoch: 3 [4096/45000]	Loss: 0.5912	LR: 0.020000
Training Epoch: 3 [4352/45000]	Loss: 0.6375	LR: 0.020000
Training Epoch: 3 [4608/45000]	Loss: 0.6265	LR: 0.020000
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Training Epoch: 3 [5376/45000]	Loss: 0.6080	LR: 0.020000
Training Epoch: 3 [5632/45000]	Loss: 0.5575	LR: 0.020000
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Training Epoch: 3 [7680/45000]	Loss: 0.5618	LR: 0.020000
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Training Epoch: 3 [11264/45000]	Loss: 0.7188	LR: 0.020000
Training Epoch: 3 [11520/45000]	Loss: 0.6545	LR: 0.020000
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Training Epoch: 3 [12032/45000]	Loss: 0.6171	LR: 0.020000
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Training Epoch: 3 [26880/45000]	Loss: 0.4930	LR: 0.020000
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Training Epoch: 3 [27392/45000]	Loss: 0.5770	LR: 0.020000
Training Epoch: 3 [27648/45000]	Loss: 0.6630	LR: 0.020000
Training Epoch: 3 [27904/45000]	Loss: 0.6502	LR: 0.020000
Training Epoch: 3 [28160/45000]	Loss: 0.6347	LR: 0.020000
Training Epoch: 3 [28416/45000]	Loss: 0.5493	LR: 0.020000
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Training Epoch: 3 [28928/45000]	Loss: 0.6433	LR: 0.020000
Training Epoch: 3 [29184/45000]	Loss: 0.6398	LR: 0.020000
Training Epoch: 3 [29440/45000]	Loss: 0.6547	LR: 0.020000
Training Epoch: 3 [29696/45000]	Loss: 0.5311	LR: 0.020000
Training Epoch: 3 [29952/45000]	Loss: 0.5518	LR: 0.020000
Training Epoch: 3 [30208/45000]	Loss: 0.6946	LR: 0.020000
Training Epoch: 3 [30464/45000]	Loss: 0.5608	LR: 0.020000
Training Epoch: 3 [30720/45000]	Loss: 0.8184	LR: 0.020000
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Training Epoch: 3 [33024/45000]	Loss: 0.6633	LR: 0.020000
Training Epoch: 3 [33280/45000]	Loss: 0.5519	LR: 0.020000
Training Epoch: 3 [33536/45000]	Loss: 0.5889	LR: 0.020000
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Training Epoch: 3 [35328/45000]	Loss: 0.6171	LR: 0.020000
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Training Epoch: 3 [37632/45000]	Loss: 0.5794	LR: 0.020000
Training Epoch: 3 [37888/45000]	Loss: 0.6547	LR: 0.020000
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Training Epoch: 3 [38400/45000]	Loss: 0.6266	LR: 0.020000
Training Epoch: 3 [38656/45000]	Loss: 0.5995	LR: 0.020000
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Training Epoch: 3 [39168/45000]	Loss: 0.5448	LR: 0.020000
Training Epoch: 3 [39424/45000]	Loss: 0.4938	LR: 0.020000
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Training Epoch: 3 [39936/45000]	Loss: 0.5119	LR: 0.020000
Training Epoch: 3 [40192/45000]	Loss: 0.5277	LR: 0.020000
Training Epoch: 3 [40448/45000]	Loss: 0.6010	LR: 0.020000
Training Epoch: 3 [40704/45000]	Loss: 0.6572	LR: 0.020000
Training Epoch: 3 [40960/45000]	Loss: 0.6174	LR: 0.020000
Training Epoch: 3 [41216/45000]	Loss: 0.5324	LR: 0.020000
Training Epoch: 3 [41472/45000]	Loss: 0.6055	LR: 0.020000
Training Epoch: 3 [41728/45000]	Loss: 0.5278	LR: 0.020000
Training Epoch: 3 [41984/45000]	Loss: 0.4952	LR: 0.020000
Training Epoch: 3 [42240/45000]	Loss: 0.5707	LR: 0.020000
Training Epoch: 3 [42496/45000]	Loss: 0.4892	LR: 0.020000
Training Epoch: 3 [42752/45000]	Loss: 0.4688	LR: 0.020000
Training Epoch: 3 [43008/45000]	Loss: 0.6150	LR: 0.020000
Training Epoch: 3 [43264/45000]	Loss: 0.6225	LR: 0.020000
Training Epoch: 3 [43520/45000]	Loss: 0.6331	LR: 0.020000
Training Epoch: 3 [43776/45000]	Loss: 0.6299	LR: 0.020000
Training Epoch: 3 [44032/45000]	Loss: 0.6290	LR: 0.020000
Training Epoch: 3 [44288/45000]	Loss: 0.7123	LR: 0.020000
Training Epoch: 3 [44544/45000]	Loss: 0.5847	LR: 0.020000
Training Epoch: 3 [44800/45000]	Loss: 0.6260	LR: 0.020000
Training Epoch: 3 [45000/45000]	Loss: 0.6035	LR: 0.020000
Epoch 3 - Average Train Loss: 0.6060, Train Accuracy: 0.7872
Epoch 3 training time consumed: 17.64s
Evaluating Network.....
Test set: Epoch: 3, Average loss: 0.0029, Accuracy: 0.7423, Time consumed:0.95s
Saving weights file to checkpoint/retrain/ResNet18/Saturday_02_August_2025_01h_17m_19s/ResNet18-Cifar10-seed7-ret100-3-best.pth
Training Epoch: 4 [256/45000]	Loss: 0.5323	LR: 0.020000
Training Epoch: 4 [512/45000]	Loss: 0.5026	LR: 0.020000
Training Epoch: 4 [768/45000]	Loss: 0.4058	LR: 0.020000
Training Epoch: 4 [1024/45000]	Loss: 0.5173	LR: 0.020000
Training Epoch: 4 [1280/45000]	Loss: 0.4052	LR: 0.020000
Training Epoch: 4 [1536/45000]	Loss: 0.4953	LR: 0.020000
Training Epoch: 4 [1792/45000]	Loss: 0.4464	LR: 0.020000
Training Epoch: 4 [2048/45000]	Loss: 0.4477	LR: 0.020000
Training Epoch: 4 [2304/45000]	Loss: 0.4608	LR: 0.020000
Training Epoch: 4 [2560/45000]	Loss: 0.4463	LR: 0.020000
Training Epoch: 4 [2816/45000]	Loss: 0.4521	LR: 0.020000
Training Epoch: 4 [3072/45000]	Loss: 0.5193	LR: 0.020000
Training Epoch: 4 [3328/45000]	Loss: 0.5516	LR: 0.020000
Training Epoch: 4 [3584/45000]	Loss: 0.3915	LR: 0.020000
Training Epoch: 4 [3840/45000]	Loss: 0.4405	LR: 0.020000
Training Epoch: 4 [4096/45000]	Loss: 0.5301	LR: 0.020000
Training Epoch: 4 [4352/45000]	Loss: 0.4558	LR: 0.020000
Training Epoch: 4 [4608/45000]	Loss: 0.5307	LR: 0.020000
Training Epoch: 4 [4864/45000]	Loss: 0.3748	LR: 0.020000
Training Epoch: 4 [5120/45000]	Loss: 0.4831	LR: 0.020000
Training Epoch: 4 [5376/45000]	Loss: 0.3408	LR: 0.020000
Training Epoch: 4 [5632/45000]	Loss: 0.5126	LR: 0.020000
Training Epoch: 4 [5888/45000]	Loss: 0.3507	LR: 0.020000
Training Epoch: 4 [6144/45000]	Loss: 0.3680	LR: 0.020000
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Training Epoch: 4 [6656/45000]	Loss: 0.4386	LR: 0.020000
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Training Epoch: 4 [7168/45000]	Loss: 0.4843	LR: 0.020000
Training Epoch: 4 [7424/45000]	Loss: 0.4249	LR: 0.020000
Training Epoch: 4 [7680/45000]	Loss: 0.4363	LR: 0.020000
Training Epoch: 4 [7936/45000]	Loss: 0.3635	LR: 0.020000
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Training Epoch: 4 [41216/45000]	Loss: 0.4796	LR: 0.020000
Training Epoch: 4 [41472/45000]	Loss: 0.4367	LR: 0.020000
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Training Epoch: 4 [41984/45000]	Loss: 0.4071	LR: 0.020000
Training Epoch: 4 [42240/45000]	Loss: 0.5019	LR: 0.020000
Training Epoch: 4 [42496/45000]	Loss: 0.4811	LR: 0.020000
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Training Epoch: 4 [43008/45000]	Loss: 0.4623	LR: 0.020000
Training Epoch: 4 [43264/45000]	Loss: 0.4124	LR: 0.020000
Training Epoch: 4 [43520/45000]	Loss: 0.4294	LR: 0.020000
Training Epoch: 4 [43776/45000]	Loss: 0.4974	LR: 0.020000
Training Epoch: 4 [44032/45000]	Loss: 0.5803	LR: 0.020000
Training Epoch: 4 [44288/45000]	Loss: 0.3717	LR: 0.020000
Training Epoch: 4 [44544/45000]	Loss: 0.4151	LR: 0.020000
Training Epoch: 4 [44800/45000]	Loss: 0.5620	LR: 0.020000
Training Epoch: 4 [45000/45000]	Loss: 0.4297	LR: 0.020000
Epoch 4 - Average Train Loss: 0.4662, Train Accuracy: 0.8357
Epoch 4 training time consumed: 17.77s
Evaluating Network.....
Test set: Epoch: 4, Average loss: 0.0030, Accuracy: 0.7452, Time consumed:0.93s
Saving weights file to checkpoint/retrain/ResNet18/Saturday_02_August_2025_01h_17m_19s/ResNet18-Cifar10-seed7-ret100-4-best.pth
Training Epoch: 5 [256/45000]	Loss: 0.3556	LR: 0.004000
Training Epoch: 5 [512/45000]	Loss: 0.3904	LR: 0.004000
Training Epoch: 5 [768/45000]	Loss: 0.3457	LR: 0.004000
Training Epoch: 5 [1024/45000]	Loss: 0.3696	LR: 0.004000
Training Epoch: 5 [1280/45000]	Loss: 0.2978	LR: 0.004000
Training Epoch: 5 [1536/45000]	Loss: 0.3102	LR: 0.004000
Training Epoch: 5 [1792/45000]	Loss: 0.2342	LR: 0.004000
Training Epoch: 5 [2048/45000]	Loss: 0.3031	LR: 0.004000
Training Epoch: 5 [2304/45000]	Loss: 0.2487	LR: 0.004000
Training Epoch: 5 [2560/45000]	Loss: 0.2463	LR: 0.004000
Training Epoch: 5 [2816/45000]	Loss: 0.3009	LR: 0.004000
Training Epoch: 5 [3072/45000]	Loss: 0.2373	LR: 0.004000
Training Epoch: 5 [3328/45000]	Loss: 0.3364	LR: 0.004000
Training Epoch: 5 [3584/45000]	Loss: 0.3049	LR: 0.004000
Training Epoch: 5 [3840/45000]	Loss: 0.2638	LR: 0.004000
Training Epoch: 5 [4096/45000]	Loss: 0.2583	LR: 0.004000
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Training Epoch: 5 [8448/45000]	Loss: 0.2035	LR: 0.004000
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Training Epoch: 5 [9216/45000]	Loss: 0.3412	LR: 0.004000
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Training Epoch: 5 [9728/45000]	Loss: 0.2659	LR: 0.004000
Training Epoch: 5 [9984/45000]	Loss: 0.2271	LR: 0.004000
Training Epoch: 5 [10240/45000]	Loss: 0.2472	LR: 0.004000
Training Epoch: 5 [10496/45000]	Loss: 0.2476	LR: 0.004000
Training Epoch: 5 [10752/45000]	Loss: 0.2224	LR: 0.004000
Training Epoch: 5 [11008/45000]	Loss: 0.2625	LR: 0.004000
Training Epoch: 5 [11264/45000]	Loss: 0.2403	LR: 0.004000
Training Epoch: 5 [11520/45000]	Loss: 0.2547	LR: 0.004000
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Training Epoch: 5 [12032/45000]	Loss: 0.2198	LR: 0.004000
Training Epoch: 5 [12288/45000]	Loss: 0.2434	LR: 0.004000
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Training Epoch: 5 [12800/45000]	Loss: 0.2508	LR: 0.004000
Training Epoch: 5 [13056/45000]	Loss: 0.2184	LR: 0.004000
Training Epoch: 5 [13312/45000]	Loss: 0.2554	LR: 0.004000
Training Epoch: 5 [13568/45000]	Loss: 0.2287	LR: 0.004000
Training Epoch: 5 [13824/45000]	Loss: 0.2455	LR: 0.004000
Training Epoch: 5 [14080/45000]	Loss: 0.2089	LR: 0.004000
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Training Epoch: 5 [14848/45000]	Loss: 0.2190	LR: 0.004000
Training Epoch: 5 [15104/45000]	Loss: 0.3151	LR: 0.004000
Training Epoch: 5 [15360/45000]	Loss: 0.2688	LR: 0.004000
Training Epoch: 5 [15616/45000]	Loss: 0.2356	LR: 0.004000
Training Epoch: 5 [15872/45000]	Loss: 0.2494	LR: 0.004000
Training Epoch: 5 [16128/45000]	Loss: 0.2228	LR: 0.004000
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Training Epoch: 5 [16640/45000]	Loss: 0.1429	LR: 0.004000
Training Epoch: 5 [16896/45000]	Loss: 0.2467	LR: 0.004000
Training Epoch: 5 [17152/45000]	Loss: 0.2169	LR: 0.004000
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Training Epoch: 5 [18688/45000]	Loss: 0.2116	LR: 0.004000
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Training Epoch: 5 [20224/45000]	Loss: 0.2428	LR: 0.004000
Training Epoch: 5 [20480/45000]	Loss: 0.1849	LR: 0.004000
Training Epoch: 5 [20736/45000]	Loss: 0.2544	LR: 0.004000
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Training Epoch: 5 [29440/45000]	Loss: 0.2148	LR: 0.004000
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Training Epoch: 5 [35328/45000]	Loss: 0.1642	LR: 0.004000
Training Epoch: 5 [35584/45000]	Loss: 0.1854	LR: 0.004000
Training Epoch: 5 [35840/45000]	Loss: 0.1764	LR: 0.004000
Training Epoch: 5 [36096/45000]	Loss: 0.1922	LR: 0.004000
Training Epoch: 5 [36352/45000]	Loss: 0.2505	LR: 0.004000
Training Epoch: 5 [36608/45000]	Loss: 0.2325	LR: 0.004000
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Training Epoch: 5 [37376/45000]	Loss: 0.1682	LR: 0.004000
Training Epoch: 5 [37632/45000]	Loss: 0.2280	LR: 0.004000
Training Epoch: 5 [37888/45000]	Loss: 0.2121	LR: 0.004000
Training Epoch: 5 [38144/45000]	Loss: 0.1757	LR: 0.004000
Training Epoch: 5 [38400/45000]	Loss: 0.1579	LR: 0.004000
Training Epoch: 5 [38656/45000]	Loss: 0.1796	LR: 0.004000
Training Epoch: 5 [38912/45000]	Loss: 0.1903	LR: 0.004000
Training Epoch: 5 [39168/45000]	Loss: 0.2129	LR: 0.004000
Training Epoch: 5 [39424/45000]	Loss: 0.1903	LR: 0.004000
Training Epoch: 5 [39680/45000]	Loss: 0.1490	LR: 0.004000
Training Epoch: 5 [39936/45000]	Loss: 0.2396	LR: 0.004000
Training Epoch: 5 [40192/45000]	Loss: 0.1863	LR: 0.004000
Training Epoch: 5 [40448/45000]	Loss: 0.2035	LR: 0.004000
Training Epoch: 5 [40704/45000]	Loss: 0.2165	LR: 0.004000
Training Epoch: 5 [40960/45000]	Loss: 0.2207	LR: 0.004000
Training Epoch: 5 [41216/45000]	Loss: 0.2134	LR: 0.004000
Training Epoch: 5 [41472/45000]	Loss: 0.1676	LR: 0.004000
Training Epoch: 5 [41728/45000]	Loss: 0.1800	LR: 0.004000
Training Epoch: 5 [41984/45000]	Loss: 0.1905	LR: 0.004000
Training Epoch: 5 [42240/45000]	Loss: 0.1802	LR: 0.004000
Training Epoch: 5 [42496/45000]	Loss: 0.1880	LR: 0.004000
Training Epoch: 5 [42752/45000]	Loss: 0.2236	LR: 0.004000
Training Epoch: 5 [43008/45000]	Loss: 0.1948	LR: 0.004000
Training Epoch: 5 [43264/45000]	Loss: 0.1148	LR: 0.004000
Training Epoch: 5 [43520/45000]	Loss: 0.2152	LR: 0.004000
Training Epoch: 5 [43776/45000]	Loss: 0.2113	LR: 0.004000
Training Epoch: 5 [44032/45000]	Loss: 0.1833	LR: 0.004000
Training Epoch: 5 [44288/45000]	Loss: 0.2016	LR: 0.004000
Training Epoch: 5 [44544/45000]	Loss: 0.1880	LR: 0.004000
Training Epoch: 5 [44800/45000]	Loss: 0.1795	LR: 0.004000
Training Epoch: 5 [45000/45000]	Loss: 0.1702	LR: 0.004000
Epoch 5 - Average Train Loss: 0.2279, Train Accuracy: 0.9264
Epoch 5 training time consumed: 17.52s
Evaluating Network.....
Test set: Epoch: 5, Average loss: 0.0021, Accuracy: 0.8219, Time consumed:0.95s
Saving weights file to checkpoint/retrain/ResNet18/Saturday_02_August_2025_01h_17m_19s/ResNet18-Cifar10-seed7-ret100-5-best.pth
Training Epoch: 6 [256/45000]	Loss: 0.1433	LR: 0.004000
Training Epoch: 6 [512/45000]	Loss: 0.1785	LR: 0.004000
Training Epoch: 6 [768/45000]	Loss: 0.1600	LR: 0.004000
Training Epoch: 6 [1024/45000]	Loss: 0.1584	LR: 0.004000
Training Epoch: 6 [1280/45000]	Loss: 0.1356	LR: 0.004000
Training Epoch: 6 [1536/45000]	Loss: 0.1433	LR: 0.004000
Training Epoch: 6 [1792/45000]	Loss: 0.1149	LR: 0.004000
Training Epoch: 6 [2048/45000]	Loss: 0.1468	LR: 0.004000
Training Epoch: 6 [2304/45000]	Loss: 0.1172	LR: 0.004000
Training Epoch: 6 [2560/45000]	Loss: 0.1583	LR: 0.004000
Training Epoch: 6 [2816/45000]	Loss: 0.1256	LR: 0.004000
Training Epoch: 6 [3072/45000]	Loss: 0.1096	LR: 0.004000
Training Epoch: 6 [3328/45000]	Loss: 0.1255	LR: 0.004000
Training Epoch: 6 [3584/45000]	Loss: 0.1512	LR: 0.004000
Training Epoch: 6 [3840/45000]	Loss: 0.1515	LR: 0.004000
Training Epoch: 6 [4096/45000]	Loss: 0.1213	LR: 0.004000
Training Epoch: 6 [4352/45000]	Loss: 0.1279	LR: 0.004000
Training Epoch: 6 [4608/45000]	Loss: 0.0996	LR: 0.004000
Training Epoch: 6 [4864/45000]	Loss: 0.1835	LR: 0.004000
Training Epoch: 6 [5120/45000]	Loss: 0.0907	LR: 0.004000
Training Epoch: 6 [5376/45000]	Loss: 0.0818	LR: 0.004000
Training Epoch: 6 [5632/45000]	Loss: 0.1029	LR: 0.004000
Training Epoch: 6 [5888/45000]	Loss: 0.1249	LR: 0.004000
Training Epoch: 6 [6144/45000]	Loss: 0.1475	LR: 0.004000
Training Epoch: 6 [6400/45000]	Loss: 0.1256	LR: 0.004000
Training Epoch: 6 [6656/45000]	Loss: 0.1409	LR: 0.004000
Training Epoch: 6 [6912/45000]	Loss: 0.1197	LR: 0.004000
Training Epoch: 6 [7168/45000]	Loss: 0.1183	LR: 0.004000
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Training Epoch: 6 [7680/45000]	Loss: 0.1799	LR: 0.004000
Training Epoch: 6 [7936/45000]	Loss: 0.1896	LR: 0.004000
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Training Epoch: 6 [8448/45000]	Loss: 0.1581	LR: 0.004000
Training Epoch: 6 [8704/45000]	Loss: 0.1426	LR: 0.004000
Training Epoch: 6 [8960/45000]	Loss: 0.1399	LR: 0.004000
Training Epoch: 6 [9216/45000]	Loss: 0.1169	LR: 0.004000
Training Epoch: 6 [9472/45000]	Loss: 0.1235	LR: 0.004000
Training Epoch: 6 [9728/45000]	Loss: 0.1392	LR: 0.004000
Training Epoch: 6 [9984/45000]	Loss: 0.1328	LR: 0.004000
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Training Epoch: 6 [10496/45000]	Loss: 0.1528	LR: 0.004000
Training Epoch: 6 [10752/45000]	Loss: 0.1464	LR: 0.004000
Training Epoch: 6 [11008/45000]	Loss: 0.1608	LR: 0.004000
Training Epoch: 6 [11264/45000]	Loss: 0.1097	LR: 0.004000
Training Epoch: 6 [11520/45000]	Loss: 0.1440	LR: 0.004000
Training Epoch: 6 [11776/45000]	Loss: 0.1693	LR: 0.004000
Training Epoch: 6 [12032/45000]	Loss: 0.1375	LR: 0.004000
Training Epoch: 6 [12288/45000]	Loss: 0.1541	LR: 0.004000
Training Epoch: 6 [12544/45000]	Loss: 0.1309	LR: 0.004000
Training Epoch: 6 [12800/45000]	Loss: 0.1401	LR: 0.004000
Training Epoch: 6 [13056/45000]	Loss: 0.1494	LR: 0.004000
Training Epoch: 6 [13312/45000]	Loss: 0.0988	LR: 0.004000
Training Epoch: 6 [13568/45000]	Loss: 0.1397	LR: 0.004000
Training Epoch: 6 [13824/45000]	Loss: 0.1258	LR: 0.004000
Training Epoch: 6 [14080/45000]	Loss: 0.1128	LR: 0.004000
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Training Epoch: 6 [15360/45000]	Loss: 0.1587	LR: 0.004000
Training Epoch: 6 [15616/45000]	Loss: 0.1181	LR: 0.004000
Training Epoch: 6 [15872/45000]	Loss: 0.0995	LR: 0.004000
Training Epoch: 6 [16128/45000]	Loss: 0.1240	LR: 0.004000
Training Epoch: 6 [16384/45000]	Loss: 0.1309	LR: 0.004000
Training Epoch: 6 [16640/45000]	Loss: 0.1264	LR: 0.004000
Training Epoch: 6 [16896/45000]	Loss: 0.1559	LR: 0.004000
Training Epoch: 6 [17152/45000]	Loss: 0.1531	LR: 0.004000
Training Epoch: 6 [17408/45000]	Loss: 0.1198	LR: 0.004000
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Training Epoch: 6 [20224/45000]	Loss: 0.1061	LR: 0.004000
Training Epoch: 6 [20480/45000]	Loss: 0.1759	LR: 0.004000
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Training Epoch: 6 [22016/45000]	Loss: 0.0954	LR: 0.004000
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Training Epoch: 6 [23040/45000]	Loss: 0.1196	LR: 0.004000
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Training Epoch: 6 [26112/45000]	Loss: 0.1155	LR: 0.004000
Training Epoch: 6 [26368/45000]	Loss: 0.1029	LR: 0.004000
Training Epoch: 6 [26624/45000]	Loss: 0.1298	LR: 0.004000
Training Epoch: 6 [26880/45000]	Loss: 0.1522	LR: 0.004000
Training Epoch: 6 [27136/45000]	Loss: 0.1777	LR: 0.004000
Training Epoch: 6 [27392/45000]	Loss: 0.1255	LR: 0.004000
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Training Epoch: 6 [27904/45000]	Loss: 0.1117	LR: 0.004000
Training Epoch: 6 [28160/45000]	Loss: 0.1020	LR: 0.004000
Training Epoch: 6 [28416/45000]	Loss: 0.1656	LR: 0.004000
Training Epoch: 6 [28672/45000]	Loss: 0.1270	LR: 0.004000
Training Epoch: 6 [28928/45000]	Loss: 0.0861	LR: 0.004000
Training Epoch: 6 [29184/45000]	Loss: 0.1275	LR: 0.004000
Training Epoch: 6 [29440/45000]	Loss: 0.0900	LR: 0.004000
Training Epoch: 6 [29696/45000]	Loss: 0.1208	LR: 0.004000
Training Epoch: 6 [29952/45000]	Loss: 0.1527	LR: 0.004000
Training Epoch: 6 [30208/45000]	Loss: 0.1245	LR: 0.004000
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Training Epoch: 6 [32512/45000]	Loss: 0.1222	LR: 0.004000
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Training Epoch: 6 [35072/45000]	Loss: 0.1220	LR: 0.004000
Training Epoch: 6 [35328/45000]	Loss: 0.1269	LR: 0.004000
Training Epoch: 6 [35584/45000]	Loss: 0.1048	LR: 0.004000
Training Epoch: 6 [35840/45000]	Loss: 0.1137	LR: 0.004000
Training Epoch: 6 [36096/45000]	Loss: 0.1085	LR: 0.004000
Training Epoch: 6 [36352/45000]	Loss: 0.1078	LR: 0.004000
Training Epoch: 6 [36608/45000]	Loss: 0.1336	LR: 0.004000
Training Epoch: 6 [36864/45000]	Loss: 0.1332	LR: 0.004000
Training Epoch: 6 [37120/45000]	Loss: 0.1467	LR: 0.004000
Training Epoch: 6 [37376/45000]	Loss: 0.1174	LR: 0.004000
Training Epoch: 6 [37632/45000]	Loss: 0.1471	LR: 0.004000
Training Epoch: 6 [37888/45000]	Loss: 0.1597	LR: 0.004000
Training Epoch: 6 [38144/45000]	Loss: 0.1544	LR: 0.004000
Training Epoch: 6 [38400/45000]	Loss: 0.0864	LR: 0.004000
Training Epoch: 6 [38656/45000]	Loss: 0.1166	LR: 0.004000
Training Epoch: 6 [38912/45000]	Loss: 0.1932	LR: 0.004000
Training Epoch: 6 [39168/45000]	Loss: 0.0860	LR: 0.004000
Training Epoch: 6 [39424/45000]	Loss: 0.2007	LR: 0.004000
Training Epoch: 6 [39680/45000]	Loss: 0.1522	LR: 0.004000
Training Epoch: 6 [39936/45000]	Loss: 0.1213	LR: 0.004000
Training Epoch: 6 [40192/45000]	Loss: 0.1434	LR: 0.004000
Training Epoch: 6 [40448/45000]	Loss: 0.1611	LR: 0.004000
Training Epoch: 6 [40704/45000]	Loss: 0.0923	LR: 0.004000
Training Epoch: 6 [40960/45000]	Loss: 0.1291	LR: 0.004000
Training Epoch: 6 [41216/45000]	Loss: 0.1202	LR: 0.004000
Training Epoch: 6 [41472/45000]	Loss: 0.0996	LR: 0.004000
Training Epoch: 6 [41728/45000]	Loss: 0.1303	LR: 0.004000
Training Epoch: 6 [41984/45000]	Loss: 0.1684	LR: 0.004000
Training Epoch: 6 [42240/45000]	Loss: 0.0999	LR: 0.004000
Training Epoch: 6 [42496/45000]	Loss: 0.1233	LR: 0.004000
Training Epoch: 6 [42752/45000]	Loss: 0.1591	LR: 0.004000
Training Epoch: 6 [43008/45000]	Loss: 0.1076	LR: 0.004000
Training Epoch: 6 [43264/45000]	Loss: 0.1189	LR: 0.004000
Training Epoch: 6 [43520/45000]	Loss: 0.1279	LR: 0.004000
Training Epoch: 6 [43776/45000]	Loss: 0.1348	LR: 0.004000
Training Epoch: 6 [44032/45000]	Loss: 0.1454	LR: 0.004000
Training Epoch: 6 [44288/45000]	Loss: 0.1183	LR: 0.004000
Training Epoch: 6 [44544/45000]	Loss: 0.1420	LR: 0.004000
Training Epoch: 6 [44800/45000]	Loss: 0.1350	LR: 0.004000
Training Epoch: 6 [45000/45000]	Loss: 0.1317	LR: 0.004000
Epoch 6 - Average Train Loss: 0.1329, Train Accuracy: 0.9622
Epoch 6 training time consumed: 17.53s
Evaluating Network.....
Test set: Epoch: 6, Average loss: 0.0023, Accuracy: 0.8202, Time consumed:0.94s
Saving weights file to checkpoint/retrain/ResNet18/Saturday_02_August_2025_01h_17m_19s/ResNet18-Cifar10-seed7-ret100-6-best.pth
Training Epoch: 7 [256/45000]	Loss: 0.0686	LR: 0.004000
Training Epoch: 7 [512/45000]	Loss: 0.1061	LR: 0.004000
Training Epoch: 7 [768/45000]	Loss: 0.0674	LR: 0.004000
Training Epoch: 7 [1024/45000]	Loss: 0.0738	LR: 0.004000
Training Epoch: 7 [1280/45000]	Loss: 0.0776	LR: 0.004000
Training Epoch: 7 [1536/45000]	Loss: 0.0550	LR: 0.004000
Training Epoch: 7 [1792/45000]	Loss: 0.0564	LR: 0.004000
Training Epoch: 7 [2048/45000]	Loss: 0.0680	LR: 0.004000
Training Epoch: 7 [2304/45000]	Loss: 0.0819	LR: 0.004000
Training Epoch: 7 [2560/45000]	Loss: 0.0502	LR: 0.004000
Training Epoch: 7 [2816/45000]	Loss: 0.1052	LR: 0.004000
Training Epoch: 7 [3072/45000]	Loss: 0.0507	LR: 0.004000
Training Epoch: 7 [3328/45000]	Loss: 0.0790	LR: 0.004000
Training Epoch: 7 [3584/45000]	Loss: 0.0509	LR: 0.004000
Training Epoch: 7 [3840/45000]	Loss: 0.1020	LR: 0.004000
Training Epoch: 7 [4096/45000]	Loss: 0.0809	LR: 0.004000
Training Epoch: 7 [4352/45000]	Loss: 0.0669	LR: 0.004000
Training Epoch: 7 [4608/45000]	Loss: 0.0994	LR: 0.004000
Training Epoch: 7 [4864/45000]	Loss: 0.0628	LR: 0.004000
Training Epoch: 7 [5120/45000]	Loss: 0.0417	LR: 0.004000
Training Epoch: 7 [5376/45000]	Loss: 0.0860	LR: 0.004000
Training Epoch: 7 [5632/45000]	Loss: 0.0890	LR: 0.004000
Training Epoch: 7 [5888/45000]	Loss: 0.1000	LR: 0.004000
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Training Epoch: 7 [8448/45000]	Loss: 0.0804	LR: 0.004000
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Training Epoch: 7 [9984/45000]	Loss: 0.0691	LR: 0.004000
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Training Epoch: 7 [10496/45000]	Loss: 0.0722	LR: 0.004000
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Training Epoch: 7 [11008/45000]	Loss: 0.0751	LR: 0.004000
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Training Epoch: 7 [11520/45000]	Loss: 0.0689	LR: 0.004000
Training Epoch: 7 [11776/45000]	Loss: 0.0585	LR: 0.004000
Training Epoch: 7 [12032/45000]	Loss: 0.0735	LR: 0.004000
Training Epoch: 7 [12288/45000]	Loss: 0.0609	LR: 0.004000
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Training Epoch: 7 [13056/45000]	Loss: 0.0591	LR: 0.004000
Training Epoch: 7 [13312/45000]	Loss: 0.0693	LR: 0.004000
Training Epoch: 7 [13568/45000]	Loss: 0.1053	LR: 0.004000
Training Epoch: 7 [13824/45000]	Loss: 0.0588	LR: 0.004000
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Training Epoch: 7 [15104/45000]	Loss: 0.1020	LR: 0.004000
Training Epoch: 7 [15360/45000]	Loss: 0.0836	LR: 0.004000
Training Epoch: 7 [15616/45000]	Loss: 0.0734	LR: 0.004000
Training Epoch: 7 [15872/45000]	Loss: 0.0523	LR: 0.004000
Training Epoch: 7 [16128/45000]	Loss: 0.0693	LR: 0.004000
Training Epoch: 7 [16384/45000]	Loss: 0.0632	LR: 0.004000
Training Epoch: 7 [16640/45000]	Loss: 0.0695	LR: 0.004000
Training Epoch: 7 [16896/45000]	Loss: 0.0805	LR: 0.004000
Training Epoch: 7 [17152/45000]	Loss: 0.0927	LR: 0.004000
Training Epoch: 7 [17408/45000]	Loss: 0.0692	LR: 0.004000
Training Epoch: 7 [17664/45000]	Loss: 0.1096	LR: 0.004000
Training Epoch: 7 [17920/45000]	Loss: 0.0590	LR: 0.004000
Training Epoch: 7 [18176/45000]	Loss: 0.0564	LR: 0.004000
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Training Epoch: 7 [19456/45000]	Loss: 0.0899	LR: 0.004000
Training Epoch: 7 [19712/45000]	Loss: 0.0556	LR: 0.004000
Training Epoch: 7 [19968/45000]	Loss: 0.0746	LR: 0.004000
Training Epoch: 7 [20224/45000]	Loss: 0.0438	LR: 0.004000
Training Epoch: 7 [20480/45000]	Loss: 0.0516	LR: 0.004000
Training Epoch: 7 [20736/45000]	Loss: 0.0928	LR: 0.004000
Training Epoch: 7 [20992/45000]	Loss: 0.0551	LR: 0.004000
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Training Epoch: 7 [21504/45000]	Loss: 0.0757	LR: 0.004000
Training Epoch: 7 [21760/45000]	Loss: 0.0856	LR: 0.004000
Training Epoch: 7 [22016/45000]	Loss: 0.0796	LR: 0.004000
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Training Epoch: 7 [22528/45000]	Loss: 0.0999	LR: 0.004000
Training Epoch: 7 [22784/45000]	Loss: 0.0825	LR: 0.004000
Training Epoch: 7 [23040/45000]	Loss: 0.0860	LR: 0.004000
Training Epoch: 7 [23296/45000]	Loss: 0.1019	LR: 0.004000
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Training Epoch: 7 [23808/45000]	Loss: 0.0652	LR: 0.004000
Training Epoch: 7 [24064/45000]	Loss: 0.1152	LR: 0.004000
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Training Epoch: 7 [24576/45000]	Loss: 0.0734	LR: 0.004000
Training Epoch: 7 [24832/45000]	Loss: 0.0689	LR: 0.004000
Training Epoch: 7 [25088/45000]	Loss: 0.0487	LR: 0.004000
Training Epoch: 7 [25344/45000]	Loss: 0.0962	LR: 0.004000
Training Epoch: 7 [25600/45000]	Loss: 0.0914	LR: 0.004000
Training Epoch: 7 [25856/45000]	Loss: 0.0578	LR: 0.004000
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Training Epoch: 7 [26368/45000]	Loss: 0.0931	LR: 0.004000
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Training Epoch: 7 [26880/45000]	Loss: 0.0906	LR: 0.004000
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Training Epoch: 7 [27392/45000]	Loss: 0.0810	LR: 0.004000
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Training Epoch: 7 [27904/45000]	Loss: 0.1173	LR: 0.004000
Training Epoch: 7 [28160/45000]	Loss: 0.0826	LR: 0.004000
Training Epoch: 7 [28416/45000]	Loss: 0.0807	LR: 0.004000
Training Epoch: 7 [28672/45000]	Loss: 0.0693	LR: 0.004000
Training Epoch: 7 [28928/45000]	Loss: 0.0672	LR: 0.004000
Training Epoch: 7 [29184/45000]	Loss: 0.0847	LR: 0.004000
Training Epoch: 7 [29440/45000]	Loss: 0.0648	LR: 0.004000
Training Epoch: 7 [29696/45000]	Loss: 0.0516	LR: 0.004000
Training Epoch: 7 [29952/45000]	Loss: 0.0773	LR: 0.004000
Training Epoch: 7 [30208/45000]	Loss: 0.0505	LR: 0.004000
Training Epoch: 7 [30464/45000]	Loss: 0.0986	LR: 0.004000
Training Epoch: 7 [30720/45000]	Loss: 0.0768	LR: 0.004000
Training Epoch: 7 [30976/45000]	Loss: 0.0989	LR: 0.004000
Training Epoch: 7 [31232/45000]	Loss: 0.0594	LR: 0.004000
Training Epoch: 7 [31488/45000]	Loss: 0.0611	LR: 0.004000
Training Epoch: 7 [31744/45000]	Loss: 0.0796	LR: 0.004000
Training Epoch: 7 [32000/45000]	Loss: 0.0517	LR: 0.004000
Training Epoch: 7 [32256/45000]	Loss: 0.0605	LR: 0.004000
Training Epoch: 7 [32512/45000]	Loss: 0.0893	LR: 0.004000
Training Epoch: 7 [32768/45000]	Loss: 0.0774	LR: 0.004000
Training Epoch: 7 [33024/45000]	Loss: 0.0528	LR: 0.004000
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Training Epoch: 7 [35328/45000]	Loss: 0.0438	LR: 0.004000
Training Epoch: 7 [35584/45000]	Loss: 0.0766	LR: 0.004000
Training Epoch: 7 [35840/45000]	Loss: 0.1075	LR: 0.004000
Training Epoch: 7 [36096/45000]	Loss: 0.0559	LR: 0.004000
Training Epoch: 7 [36352/45000]	Loss: 0.0449	LR: 0.004000
Training Epoch: 7 [36608/45000]	Loss: 0.0766	LR: 0.004000
Training Epoch: 7 [36864/45000]	Loss: 0.0672	LR: 0.004000
Training Epoch: 7 [37120/45000]	Loss: 0.0655	LR: 0.004000
Training Epoch: 7 [37376/45000]	Loss: 0.0605	LR: 0.004000
Training Epoch: 7 [37632/45000]	Loss: 0.0532	LR: 0.004000
Training Epoch: 7 [37888/45000]	Loss: 0.0836	LR: 0.004000
Training Epoch: 7 [38144/45000]	Loss: 0.0633	LR: 0.004000
Training Epoch: 7 [38400/45000]	Loss: 0.0840	LR: 0.004000
Training Epoch: 7 [38656/45000]	Loss: 0.0721	LR: 0.004000
Training Epoch: 7 [38912/45000]	Loss: 0.0533	LR: 0.004000
Training Epoch: 7 [39168/45000]	Loss: 0.0595	LR: 0.004000
Training Epoch: 7 [39424/45000]	Loss: 0.0902	LR: 0.004000
Training Epoch: 7 [39680/45000]	Loss: 0.0812	LR: 0.004000
Training Epoch: 7 [39936/45000]	Loss: 0.0555	LR: 0.004000
Training Epoch: 7 [40192/45000]	Loss: 0.0383	LR: 0.004000
Training Epoch: 7 [40448/45000]	Loss: 0.0607	LR: 0.004000
Training Epoch: 7 [40704/45000]	Loss: 0.0433	LR: 0.004000
Training Epoch: 7 [40960/45000]	Loss: 0.0529	LR: 0.004000
Training Epoch: 7 [41216/45000]	Loss: 0.0640	LR: 0.004000
Training Epoch: 7 [41472/45000]	Loss: 0.0853	LR: 0.004000
Training Epoch: 7 [41728/45000]	Loss: 0.0871	LR: 0.004000
Training Epoch: 7 [41984/45000]	Loss: 0.0677	LR: 0.004000
Training Epoch: 7 [42240/45000]	Loss: 0.0558	LR: 0.004000
Training Epoch: 7 [42496/45000]	Loss: 0.0906	LR: 0.004000
Training Epoch: 7 [42752/45000]	Loss: 0.0860	LR: 0.004000
Training Epoch: 7 [43008/45000]	Loss: 0.0526	LR: 0.004000
Training Epoch: 7 [43264/45000]	Loss: 0.0545	LR: 0.004000
Training Epoch: 7 [43520/45000]	Loss: 0.0808	LR: 0.004000
Training Epoch: 7 [43776/45000]	Loss: 0.0719	LR: 0.004000
Training Epoch: 7 [44032/45000]	Loss: 0.0664	LR: 0.004000
Training Epoch: 7 [44288/45000]	Loss: 0.0710	LR: 0.004000
Training Epoch: 7 [44544/45000]	Loss: 0.0639	LR: 0.004000
Training Epoch: 7 [44800/45000]	Loss: 0.0946	LR: 0.004000
Training Epoch: 7 [45000/45000]	Loss: 0.0782	LR: 0.004000
Epoch 7 - Average Train Loss: 0.0720, Train Accuracy: 0.9838
Epoch 7 training time consumed: 17.63s
Evaluating Network.....
Test set: Epoch: 7, Average loss: 0.0025, Accuracy: 0.8128, Time consumed:0.92s
Saving weights file to checkpoint/retrain/ResNet18/Saturday_02_August_2025_01h_17m_19s/ResNet18-Cifar10-seed7-ret100-7-best.pth
Training Epoch: 8 [256/45000]	Loss: 0.0350	LR: 0.004000
Training Epoch: 8 [512/45000]	Loss: 0.0509	LR: 0.004000
Training Epoch: 8 [768/45000]	Loss: 0.0546	LR: 0.004000
Training Epoch: 8 [1024/45000]	Loss: 0.0362	LR: 0.004000
Training Epoch: 8 [1280/45000]	Loss: 0.0351	LR: 0.004000
Training Epoch: 8 [1536/45000]	Loss: 0.0387	LR: 0.004000
Training Epoch: 8 [1792/45000]	Loss: 0.0280	LR: 0.004000
Training Epoch: 8 [2048/45000]	Loss: 0.0257	LR: 0.004000
Training Epoch: 8 [2304/45000]	Loss: 0.0274	LR: 0.004000
Training Epoch: 8 [2560/45000]	Loss: 0.0397	LR: 0.004000
Training Epoch: 8 [2816/45000]	Loss: 0.0479	LR: 0.004000
Training Epoch: 8 [3072/45000]	Loss: 0.0417	LR: 0.004000
Training Epoch: 8 [3328/45000]	Loss: 0.0326	LR: 0.004000
Training Epoch: 8 [3584/45000]	Loss: 0.0305	LR: 0.004000
Training Epoch: 8 [3840/45000]	Loss: 0.0413	LR: 0.004000
Training Epoch: 8 [4096/45000]	Loss: 0.0346	LR: 0.004000
Training Epoch: 8 [4352/45000]	Loss: 0.0346	LR: 0.004000
Training Epoch: 8 [4608/45000]	Loss: 0.0311	LR: 0.004000
Training Epoch: 8 [4864/45000]	Loss: 0.0286	LR: 0.004000
Training Epoch: 8 [5120/45000]	Loss: 0.0233	LR: 0.004000
Training Epoch: 8 [5376/45000]	Loss: 0.0243	LR: 0.004000
Training Epoch: 8 [5632/45000]	Loss: 0.0442	LR: 0.004000
Training Epoch: 8 [5888/45000]	Loss: 0.0296	LR: 0.004000
Training Epoch: 8 [6144/45000]	Loss: 0.0402	LR: 0.004000
Training Epoch: 8 [6400/45000]	Loss: 0.0363	LR: 0.004000
Training Epoch: 8 [6656/45000]	Loss: 0.0406	LR: 0.004000
Training Epoch: 8 [6912/45000]	Loss: 0.0269	LR: 0.004000
Training Epoch: 8 [7168/45000]	Loss: 0.0328	LR: 0.004000
Training Epoch: 8 [7424/45000]	Loss: 0.0283	LR: 0.004000
Training Epoch: 8 [7680/45000]	Loss: 0.0395	LR: 0.004000
Training Epoch: 8 [7936/45000]	Loss: 0.0275	LR: 0.004000
Training Epoch: 8 [8192/45000]	Loss: 0.0236	LR: 0.004000
Training Epoch: 8 [8448/45000]	Loss: 0.0443	LR: 0.004000
Training Epoch: 8 [8704/45000]	Loss: 0.0452	LR: 0.004000
Training Epoch: 8 [8960/45000]	Loss: 0.0284	LR: 0.004000
Training Epoch: 8 [9216/45000]	Loss: 0.0343	LR: 0.004000
Training Epoch: 8 [9472/45000]	Loss: 0.0310	LR: 0.004000
Training Epoch: 8 [9728/45000]	Loss: 0.0265	LR: 0.004000
Training Epoch: 8 [9984/45000]	Loss: 0.0296	LR: 0.004000
Training Epoch: 8 [10240/45000]	Loss: 0.0223	LR: 0.004000
Training Epoch: 8 [10496/45000]	Loss: 0.0290	LR: 0.004000
Training Epoch: 8 [10752/45000]	Loss: 0.0295	LR: 0.004000
Training Epoch: 8 [11008/45000]	Loss: 0.0379	LR: 0.004000
Training Epoch: 8 [11264/45000]	Loss: 0.0292	LR: 0.004000
Training Epoch: 8 [11520/45000]	Loss: 0.0252	LR: 0.004000
Training Epoch: 8 [11776/45000]	Loss: 0.0188	LR: 0.004000
Training Epoch: 8 [12032/45000]	Loss: 0.0533	LR: 0.004000
Training Epoch: 8 [12288/45000]	Loss: 0.0329	LR: 0.004000
Training Epoch: 8 [12544/45000]	Loss: 0.0227	LR: 0.004000
Training Epoch: 8 [12800/45000]	Loss: 0.0299	LR: 0.004000
Training Epoch: 8 [13056/45000]	Loss: 0.0310	LR: 0.004000
Training Epoch: 8 [13312/45000]	Loss: 0.0288	LR: 0.004000
Training Epoch: 8 [13568/45000]	Loss: 0.0289	LR: 0.004000
Training Epoch: 8 [13824/45000]	Loss: 0.0304	LR: 0.004000
Training Epoch: 8 [14080/45000]	Loss: 0.0434	LR: 0.004000
Training Epoch: 8 [14336/45000]	Loss: 0.0249	LR: 0.004000
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Training Epoch: 8 [14848/45000]	Loss: 0.0287	LR: 0.004000
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Training Epoch: 8 [15360/45000]	Loss: 0.0293	LR: 0.004000
Training Epoch: 8 [15616/45000]	Loss: 0.0297	LR: 0.004000
Training Epoch: 8 [15872/45000]	Loss: 0.0234	LR: 0.004000
Training Epoch: 8 [16128/45000]	Loss: 0.0272	LR: 0.004000
Training Epoch: 8 [16384/45000]	Loss: 0.0307	LR: 0.004000
Training Epoch: 8 [16640/45000]	Loss: 0.0260	LR: 0.004000
Training Epoch: 8 [16896/45000]	Loss: 0.0363	LR: 0.004000
Training Epoch: 8 [17152/45000]	Loss: 0.0260	LR: 0.004000
Training Epoch: 8 [17408/45000]	Loss: 0.0281	LR: 0.004000
Training Epoch: 8 [17664/45000]	Loss: 0.0230	LR: 0.004000
Training Epoch: 8 [17920/45000]	Loss: 0.0330	LR: 0.004000
Training Epoch: 8 [18176/45000]	Loss: 0.0345	LR: 0.004000
Training Epoch: 8 [18432/45000]	Loss: 0.0590	LR: 0.004000
Training Epoch: 8 [18688/45000]	Loss: 0.0281	LR: 0.004000
Training Epoch: 8 [18944/45000]	Loss: 0.0206	LR: 0.004000
Training Epoch: 8 [19200/45000]	Loss: 0.0242	LR: 0.004000
Training Epoch: 8 [19456/45000]	Loss: 0.0347	LR: 0.004000
Training Epoch: 8 [19712/45000]	Loss: 0.0258	LR: 0.004000
Training Epoch: 8 [19968/45000]	Loss: 0.0252	LR: 0.004000
Training Epoch: 8 [20224/45000]	Loss: 0.0310	LR: 0.004000
Training Epoch: 8 [20480/45000]	Loss: 0.0487	LR: 0.004000
Training Epoch: 8 [20736/45000]	Loss: 0.0316	LR: 0.004000
Training Epoch: 8 [20992/45000]	Loss: 0.0404	LR: 0.004000
Training Epoch: 8 [21248/45000]	Loss: 0.0299	LR: 0.004000
Training Epoch: 8 [21504/45000]	Loss: 0.0246	LR: 0.004000
Training Epoch: 8 [21760/45000]	Loss: 0.0174	LR: 0.004000
Training Epoch: 8 [22016/45000]	Loss: 0.0249	LR: 0.004000
Training Epoch: 8 [22272/45000]	Loss: 0.0187	LR: 0.004000
Training Epoch: 8 [22528/45000]	Loss: 0.0254	LR: 0.004000
Training Epoch: 8 [22784/45000]	Loss: 0.0241	LR: 0.004000
Training Epoch: 8 [23040/45000]	Loss: 0.0408	LR: 0.004000
Training Epoch: 8 [23296/45000]	Loss: 0.0259	LR: 0.004000
Training Epoch: 8 [23552/45000]	Loss: 0.0205	LR: 0.004000
Training Epoch: 8 [23808/45000]	Loss: 0.0260	LR: 0.004000
Training Epoch: 8 [24064/45000]	Loss: 0.0429	LR: 0.004000
Training Epoch: 8 [24320/45000]	Loss: 0.0287	LR: 0.004000
Training Epoch: 8 [24576/45000]	Loss: 0.0298	LR: 0.004000
Training Epoch: 8 [24832/45000]	Loss: 0.0306	LR: 0.004000
Training Epoch: 8 [25088/45000]	Loss: 0.0456	LR: 0.004000
Training Epoch: 8 [25344/45000]	Loss: 0.0435	LR: 0.004000
Training Epoch: 8 [25600/45000]	Loss: 0.0243	LR: 0.004000
Training Epoch: 8 [25856/45000]	Loss: 0.0243	LR: 0.004000
Training Epoch: 8 [26112/45000]	Loss: 0.0409	LR: 0.004000
Training Epoch: 8 [26368/45000]	Loss: 0.0274	LR: 0.004000
Training Epoch: 8 [26624/45000]	Loss: 0.0275	LR: 0.004000
Training Epoch: 8 [26880/45000]	Loss: 0.0255	LR: 0.004000
Training Epoch: 8 [27136/45000]	Loss: 0.0605	LR: 0.004000
Training Epoch: 8 [27392/45000]	Loss: 0.0212	LR: 0.004000
Training Epoch: 8 [27648/45000]	Loss: 0.0290	LR: 0.004000
Training Epoch: 8 [27904/45000]	Loss: 0.0302	LR: 0.004000
Training Epoch: 8 [28160/45000]	Loss: 0.0248	LR: 0.004000
Training Epoch: 8 [28416/45000]	Loss: 0.0242	LR: 0.004000
Training Epoch: 8 [28672/45000]	Loss: 0.0193	LR: 0.004000
Training Epoch: 8 [28928/45000]	Loss: 0.0207	LR: 0.004000
Training Epoch: 8 [29184/45000]	Loss: 0.0240	LR: 0.004000
Training Epoch: 8 [29440/45000]	Loss: 0.0350	LR: 0.004000
Training Epoch: 8 [29696/45000]	Loss: 0.0300	LR: 0.004000
Training Epoch: 8 [29952/45000]	Loss: 0.0185	LR: 0.004000
Training Epoch: 8 [30208/45000]	Loss: 0.0255	LR: 0.004000
Training Epoch: 8 [30464/45000]	Loss: 0.0323	LR: 0.004000
Training Epoch: 8 [30720/45000]	Loss: 0.0226	LR: 0.004000
Training Epoch: 8 [30976/45000]	Loss: 0.0281	LR: 0.004000
Training Epoch: 8 [31232/45000]	Loss: 0.0224	LR: 0.004000
Training Epoch: 8 [31488/45000]	Loss: 0.0310	LR: 0.004000
Training Epoch: 8 [31744/45000]	Loss: 0.0367	LR: 0.004000
Training Epoch: 8 [32000/45000]	Loss: 0.0290	LR: 0.004000
Training Epoch: 8 [32256/45000]	Loss: 0.0286	LR: 0.004000
Training Epoch: 8 [32512/45000]	Loss: 0.0352	LR: 0.004000
Training Epoch: 8 [32768/45000]	Loss: 0.0264	LR: 0.004000
Training Epoch: 8 [33024/45000]	Loss: 0.0449	LR: 0.004000
Training Epoch: 8 [33280/45000]	Loss: 0.0304	LR: 0.004000
Training Epoch: 8 [33536/45000]	Loss: 0.0293	LR: 0.004000
Training Epoch: 8 [33792/45000]	Loss: 0.0244	LR: 0.004000
Training Epoch: 8 [34048/45000]	Loss: 0.0421	LR: 0.004000
Training Epoch: 8 [34304/45000]	Loss: 0.0290	LR: 0.004000
Training Epoch: 8 [34560/45000]	Loss: 0.0262	LR: 0.004000
Training Epoch: 8 [34816/45000]	Loss: 0.0174	LR: 0.004000
Training Epoch: 8 [35072/45000]	Loss: 0.0257	LR: 0.004000
Training Epoch: 8 [35328/45000]	Loss: 0.0204	LR: 0.004000
Training Epoch: 8 [35584/45000]	Loss: 0.0343	LR: 0.004000
Training Epoch: 8 [35840/45000]	Loss: 0.0306	LR: 0.004000
Training Epoch: 8 [36096/45000]	Loss: 0.0370	LR: 0.004000
Training Epoch: 8 [36352/45000]	Loss: 0.0442	LR: 0.004000
Training Epoch: 8 [36608/45000]	Loss: 0.0227	LR: 0.004000
Training Epoch: 8 [36864/45000]	Loss: 0.0404	LR: 0.004000
Training Epoch: 8 [37120/45000]	Loss: 0.0377	LR: 0.004000
Training Epoch: 8 [37376/45000]	Loss: 0.0164	LR: 0.004000
Training Epoch: 8 [37632/45000]	Loss: 0.0157	LR: 0.004000
Training Epoch: 8 [37888/45000]	Loss: 0.0235	LR: 0.004000
Training Epoch: 8 [38144/45000]	Loss: 0.0309	LR: 0.004000
Training Epoch: 8 [38400/45000]	Loss: 0.0500	LR: 0.004000
Training Epoch: 8 [38656/45000]	Loss: 0.0262	LR: 0.004000
Training Epoch: 8 [38912/45000]	Loss: 0.0343	LR: 0.004000
Training Epoch: 8 [39168/45000]	Loss: 0.0344	LR: 0.004000
Training Epoch: 8 [39424/45000]	Loss: 0.0266	LR: 0.004000
Training Epoch: 8 [39680/45000]	Loss: 0.0254	LR: 0.004000
Training Epoch: 8 [39936/45000]	Loss: 0.0376	LR: 0.004000
Training Epoch: 8 [40192/45000]	Loss: 0.0194	LR: 0.004000
Training Epoch: 8 [40448/45000]	Loss: 0.0270	LR: 0.004000
Training Epoch: 8 [40704/45000]	Loss: 0.0494	LR: 0.004000
Training Epoch: 8 [40960/45000]	Loss: 0.0387	LR: 0.004000
Training Epoch: 8 [41216/45000]	Loss: 0.0387	LR: 0.004000
Training Epoch: 8 [41472/45000]	Loss: 0.0247	LR: 0.004000
Training Epoch: 8 [41728/45000]	Loss: 0.0399	LR: 0.004000
Training Epoch: 8 [41984/45000]	Loss: 0.0320	LR: 0.004000
Training Epoch: 8 [42240/45000]	Loss: 0.0420	LR: 0.004000
Training Epoch: 8 [42496/45000]	Loss: 0.0386	LR: 0.004000
Training Epoch: 8 [42752/45000]	Loss: 0.0455	LR: 0.004000
Training Epoch: 8 [43008/45000]	Loss: 0.0261	LR: 0.004000
Training Epoch: 8 [43264/45000]	Loss: 0.0402	LR: 0.004000
Training Epoch: 8 [43520/45000]	Loss: 0.0383	LR: 0.004000
Training Epoch: 8 [43776/45000]	Loss: 0.0387	LR: 0.004000
Training Epoch: 8 [44032/45000]	Loss: 0.0273	LR: 0.004000
Training Epoch: 8 [44288/45000]	Loss: 0.0269	LR: 0.004000
Training Epoch: 8 [44544/45000]	Loss: 0.0392	LR: 0.004000
Training Epoch: 8 [44800/45000]	Loss: 0.0226	LR: 0.004000
Training Epoch: 8 [45000/45000]	Loss: 0.0471	LR: 0.004000
Epoch 8 - Average Train Loss: 0.0316, Train Accuracy: 0.9967
Epoch 8 training time consumed: 17.45s
Evaluating Network.....
Test set: Epoch: 8, Average loss: 0.0026, Accuracy: 0.8176, Time consumed:0.91s
Saving weights file to checkpoint/retrain/ResNet18/Saturday_02_August_2025_01h_17m_19s/ResNet18-Cifar10-seed7-ret100-8-best.pth
Training Epoch: 9 [256/45000]	Loss: 0.0161	LR: 0.000800
Training Epoch: 9 [512/45000]	Loss: 0.0169	LR: 0.000800
Training Epoch: 9 [768/45000]	Loss: 0.0154	LR: 0.000800
Training Epoch: 9 [1024/45000]	Loss: 0.0182	LR: 0.000800
Training Epoch: 9 [1280/45000]	Loss: 0.0165	LR: 0.000800
Training Epoch: 9 [1536/45000]	Loss: 0.0162	LR: 0.000800
Training Epoch: 9 [1792/45000]	Loss: 0.0197	LR: 0.000800
Training Epoch: 9 [2048/45000]	Loss: 0.0139	LR: 0.000800
Training Epoch: 9 [2304/45000]	Loss: 0.0116	LR: 0.000800
Training Epoch: 9 [2560/45000]	Loss: 0.0134	LR: 0.000800
Training Epoch: 9 [2816/45000]	Loss: 0.0256	LR: 0.000800
Training Epoch: 9 [3072/45000]	Loss: 0.0227	LR: 0.000800
Training Epoch: 9 [3328/45000]	Loss: 0.0143	LR: 0.000800
Training Epoch: 9 [3584/45000]	Loss: 0.0148	LR: 0.000800
Training Epoch: 9 [3840/45000]	Loss: 0.0189	LR: 0.000800
Training Epoch: 9 [4096/45000]	Loss: 0.0117	LR: 0.000800
Training Epoch: 9 [4352/45000]	Loss: 0.0120	LR: 0.000800
Training Epoch: 9 [4608/45000]	Loss: 0.0277	LR: 0.000800
Training Epoch: 9 [4864/45000]	Loss: 0.0095	LR: 0.000800
Training Epoch: 9 [5120/45000]	Loss: 0.0133	LR: 0.000800
Training Epoch: 9 [5376/45000]	Loss: 0.0172	LR: 0.000800
Training Epoch: 9 [5632/45000]	Loss: 0.0105	LR: 0.000800
Training Epoch: 9 [5888/45000]	Loss: 0.0144	LR: 0.000800
Training Epoch: 9 [6144/45000]	Loss: 0.0170	LR: 0.000800
Training Epoch: 9 [6400/45000]	Loss: 0.0138	LR: 0.000800
Training Epoch: 9 [6656/45000]	Loss: 0.0194	LR: 0.000800
Training Epoch: 9 [6912/45000]	Loss: 0.0165	LR: 0.000800
Training Epoch: 9 [7168/45000]	Loss: 0.0131	LR: 0.000800
Training Epoch: 9 [7424/45000]	Loss: 0.0164	LR: 0.000800
Training Epoch: 9 [7680/45000]	Loss: 0.0130	LR: 0.000800
Training Epoch: 9 [7936/45000]	Loss: 0.0132	LR: 0.000800
Training Epoch: 9 [8192/45000]	Loss: 0.0132	LR: 0.000800
Training Epoch: 9 [8448/45000]	Loss: 0.0104	LR: 0.000800
Training Epoch: 9 [8704/45000]	Loss: 0.0173	LR: 0.000800
Training Epoch: 9 [8960/45000]	Loss: 0.0115	LR: 0.000800
Training Epoch: 9 [9216/45000]	Loss: 0.0142	LR: 0.000800
Training Epoch: 9 [9472/45000]	Loss: 0.0144	LR: 0.000800
Training Epoch: 9 [9728/45000]	Loss: 0.0116	LR: 0.000800
Training Epoch: 9 [9984/45000]	Loss: 0.0164	LR: 0.000800
Training Epoch: 9 [10240/45000]	Loss: 0.0131	LR: 0.000800
Training Epoch: 9 [10496/45000]	Loss: 0.0172	LR: 0.000800
Training Epoch: 9 [10752/45000]	Loss: 0.0164	LR: 0.000800
Training Epoch: 9 [11008/45000]	Loss: 0.0148	LR: 0.000800
Training Epoch: 9 [11264/45000]	Loss: 0.0128	LR: 0.000800
Training Epoch: 9 [11520/45000]	Loss: 0.0369	LR: 0.000800
Training Epoch: 9 [11776/45000]	Loss: 0.0147	LR: 0.000800
Training Epoch: 9 [12032/45000]	Loss: 0.0154	LR: 0.000800
Training Epoch: 9 [12288/45000]	Loss: 0.0138	LR: 0.000800
Training Epoch: 9 [12544/45000]	Loss: 0.0183	LR: 0.000800
Training Epoch: 9 [12800/45000]	Loss: 0.0155	LR: 0.000800
Training Epoch: 9 [13056/45000]	Loss: 0.0173	LR: 0.000800
Training Epoch: 9 [13312/45000]	Loss: 0.0121	LR: 0.000800
Training Epoch: 9 [13568/45000]	Loss: 0.0124	LR: 0.000800
Training Epoch: 9 [13824/45000]	Loss: 0.0129	LR: 0.000800
Training Epoch: 9 [14080/45000]	Loss: 0.0122	LR: 0.000800
Training Epoch: 9 [14336/45000]	Loss: 0.0129	LR: 0.000800
Training Epoch: 9 [14592/45000]	Loss: 0.0143	LR: 0.000800
Training Epoch: 9 [14848/45000]	Loss: 0.0139	LR: 0.000800
Training Epoch: 9 [15104/45000]	Loss: 0.0111	LR: 0.000800
Training Epoch: 9 [15360/45000]	Loss: 0.0162	LR: 0.000800
Training Epoch: 9 [15616/45000]	Loss: 0.0146	LR: 0.000800
Training Epoch: 9 [15872/45000]	Loss: 0.0162	LR: 0.000800
Training Epoch: 9 [16128/45000]	Loss: 0.0294	LR: 0.000800
Training Epoch: 9 [16384/45000]	Loss: 0.0138	LR: 0.000800
Training Epoch: 9 [16640/45000]	Loss: 0.0124	LR: 0.000800
Training Epoch: 9 [16896/45000]	Loss: 0.0155	LR: 0.000800
Training Epoch: 9 [17152/45000]	Loss: 0.0121	LR: 0.000800
Training Epoch: 9 [17408/45000]	Loss: 0.0134	LR: 0.000800
Training Epoch: 9 [17664/45000]	Loss: 0.0172	LR: 0.000800
Training Epoch: 9 [17920/45000]	Loss: 0.0156	LR: 0.000800
Training Epoch: 9 [18176/45000]	Loss: 0.0161	LR: 0.000800
Training Epoch: 9 [18432/45000]	Loss: 0.0177	LR: 0.000800
Training Epoch: 9 [18688/45000]	Loss: 0.0160	LR: 0.000800
Training Epoch: 9 [18944/45000]	Loss: 0.0163	LR: 0.000800
Training Epoch: 9 [19200/45000]	Loss: 0.0146	LR: 0.000800
Training Epoch: 9 [19456/45000]	Loss: 0.0184	LR: 0.000800
Training Epoch: 9 [19712/45000]	Loss: 0.0169	LR: 0.000800
Training Epoch: 9 [19968/45000]	Loss: 0.0270	LR: 0.000800
Training Epoch: 9 [20224/45000]	Loss: 0.0131	LR: 0.000800
Training Epoch: 9 [20480/45000]	Loss: 0.0178	LR: 0.000800
Training Epoch: 9 [20736/45000]	Loss: 0.0147	LR: 0.000800
Training Epoch: 9 [20992/45000]	Loss: 0.0123	LR: 0.000800
Training Epoch: 9 [21248/45000]	Loss: 0.0187	LR: 0.000800
Training Epoch: 9 [21504/45000]	Loss: 0.0226	LR: 0.000800
Training Epoch: 9 [21760/45000]	Loss: 0.0147	LR: 0.000800
Training Epoch: 9 [22016/45000]	Loss: 0.0125	LR: 0.000800
Training Epoch: 9 [22272/45000]	Loss: 0.0163	LR: 0.000800
Training Epoch: 9 [22528/45000]	Loss: 0.0135	LR: 0.000800
Training Epoch: 9 [22784/45000]	Loss: 0.0108	LR: 0.000800
Training Epoch: 9 [23040/45000]	Loss: 0.0163	LR: 0.000800
Training Epoch: 9 [23296/45000]	Loss: 0.0174	LR: 0.000800
Training Epoch: 9 [23552/45000]	Loss: 0.0185	LR: 0.000800
Training Epoch: 9 [23808/45000]	Loss: 0.0179	LR: 0.000800
Training Epoch: 9 [24064/45000]	Loss: 0.0165	LR: 0.000800
Training Epoch: 9 [24320/45000]	Loss: 0.0147	LR: 0.000800
Training Epoch: 9 [24576/45000]	Loss: 0.0187	LR: 0.000800
Training Epoch: 9 [24832/45000]	Loss: 0.0171	LR: 0.000800
Training Epoch: 9 [25088/45000]	Loss: 0.0114	LR: 0.000800
Training Epoch: 9 [25344/45000]	Loss: 0.0114	LR: 0.000800
Training Epoch: 9 [25600/45000]	Loss: 0.0134	LR: 0.000800
Training Epoch: 9 [25856/45000]	Loss: 0.0146	LR: 0.000800
Training Epoch: 9 [26112/45000]	Loss: 0.0151	LR: 0.000800
Training Epoch: 9 [26368/45000]	Loss: 0.0178	LR: 0.000800
Training Epoch: 9 [26624/45000]	Loss: 0.0162	LR: 0.000800
Training Epoch: 9 [26880/45000]	Loss: 0.0150	LR: 0.000800
Training Epoch: 9 [27136/45000]	Loss: 0.0126	LR: 0.000800
Training Epoch: 9 [27392/45000]	Loss: 0.0132	LR: 0.000800
Training Epoch: 9 [27648/45000]	Loss: 0.0162	LR: 0.000800
Training Epoch: 9 [27904/45000]	Loss: 0.0115	LR: 0.000800
Training Epoch: 9 [28160/45000]	Loss: 0.0191	LR: 0.000800
Training Epoch: 9 [28416/45000]	Loss: 0.0152	LR: 0.000800
Training Epoch: 9 [28672/45000]	Loss: 0.0287	LR: 0.000800
Training Epoch: 9 [28928/45000]	Loss: 0.0150	LR: 0.000800
Training Epoch: 9 [29184/45000]	Loss: 0.0095	LR: 0.000800
Training Epoch: 9 [29440/45000]	Loss: 0.0150	LR: 0.000800
Training Epoch: 9 [29696/45000]	Loss: 0.0121	LR: 0.000800
Training Epoch: 9 [29952/45000]	Loss: 0.0183	LR: 0.000800
Training Epoch: 9 [30208/45000]	Loss: 0.0118	LR: 0.000800
Training Epoch: 9 [30464/45000]	Loss: 0.0120	LR: 0.000800
Training Epoch: 9 [30720/45000]	Loss: 0.0109	LR: 0.000800
Training Epoch: 9 [30976/45000]	Loss: 0.0190	LR: 0.000800
Training Epoch: 9 [31232/45000]	Loss: 0.0220	LR: 0.000800
Training Epoch: 9 [31488/45000]	Loss: 0.0107	LR: 0.000800
Training Epoch: 9 [31744/45000]	Loss: 0.0136	LR: 0.000800
Training Epoch: 9 [32000/45000]	Loss: 0.0126	LR: 0.000800
Training Epoch: 9 [32256/45000]	Loss: 0.0129	LR: 0.000800
Training Epoch: 9 [32512/45000]	Loss: 0.0102	LR: 0.000800
Training Epoch: 9 [32768/45000]	Loss: 0.0142	LR: 0.000800
Training Epoch: 9 [33024/45000]	Loss: 0.0119	LR: 0.000800
Training Epoch: 9 [33280/45000]	Loss: 0.0149	LR: 0.000800
Training Epoch: 9 [33536/45000]	Loss: 0.0148	LR: 0.000800
Training Epoch: 9 [33792/45000]	Loss: 0.0130	LR: 0.000800
Training Epoch: 9 [34048/45000]	Loss: 0.0125	LR: 0.000800
Training Epoch: 9 [34304/45000]	Loss: 0.0105	LR: 0.000800
Training Epoch: 9 [34560/45000]	Loss: 0.0144	LR: 0.000800
Training Epoch: 9 [34816/45000]	Loss: 0.0143	LR: 0.000800
Training Epoch: 9 [35072/45000]	Loss: 0.0140	LR: 0.000800
Training Epoch: 9 [35328/45000]	Loss: 0.0150	LR: 0.000800
Training Epoch: 9 [35584/45000]	Loss: 0.0133	LR: 0.000800
Training Epoch: 9 [35840/45000]	Loss: 0.0118	LR: 0.000800
Training Epoch: 9 [36096/45000]	Loss: 0.0120	LR: 0.000800
Training Epoch: 9 [36352/45000]	Loss: 0.0091	LR: 0.000800
Training Epoch: 9 [36608/45000]	Loss: 0.0136	LR: 0.000800
Training Epoch: 9 [36864/45000]	Loss: 0.0124	LR: 0.000800
Training Epoch: 9 [37120/45000]	Loss: 0.0127	LR: 0.000800
Training Epoch: 9 [37376/45000]	Loss: 0.0104	LR: 0.000800
Training Epoch: 9 [37632/45000]	Loss: 0.0126	LR: 0.000800
Training Epoch: 9 [37888/45000]	Loss: 0.0152	LR: 0.000800
Training Epoch: 9 [38144/45000]	Loss: 0.0102	LR: 0.000800
Training Epoch: 9 [38400/45000]	Loss: 0.0133	LR: 0.000800
Training Epoch: 9 [38656/45000]	Loss: 0.0144	LR: 0.000800
Training Epoch: 9 [38912/45000]	Loss: 0.0120	LR: 0.000800
Training Epoch: 9 [39168/45000]	Loss: 0.0123	LR: 0.000800
Training Epoch: 9 [39424/45000]	Loss: 0.0216	LR: 0.000800
Training Epoch: 9 [39680/45000]	Loss: 0.0118	LR: 0.000800
Training Epoch: 9 [39936/45000]	Loss: 0.0148	LR: 0.000800
Training Epoch: 9 [40192/45000]	Loss: 0.0129	LR: 0.000800
Training Epoch: 9 [40448/45000]	Loss: 0.0114	LR: 0.000800
Training Epoch: 9 [40704/45000]	Loss: 0.0118	LR: 0.000800
Training Epoch: 9 [40960/45000]	Loss: 0.0117	LR: 0.000800
Training Epoch: 9 [41216/45000]	Loss: 0.0175	LR: 0.000800
Training Epoch: 9 [41472/45000]	Loss: 0.0140	LR: 0.000800
Training Epoch: 9 [41728/45000]	Loss: 0.0230	LR: 0.000800
Training Epoch: 9 [41984/45000]	Loss: 0.0146	LR: 0.000800
Training Epoch: 9 [42240/45000]	Loss: 0.0120	LR: 0.000800
Training Epoch: 9 [42496/45000]	Loss: 0.0136	LR: 0.000800
Training Epoch: 9 [42752/45000]	Loss: 0.0124	LR: 0.000800
Training Epoch: 9 [43008/45000]	Loss: 0.0117	LR: 0.000800
Training Epoch: 9 [43264/45000]	Loss: 0.0154	LR: 0.000800
Training Epoch: 9 [43520/45000]	Loss: 0.0134	LR: 0.000800
Training Epoch: 9 [43776/45000]	Loss: 0.0108	LR: 0.000800
Training Epoch: 9 [44032/45000]	Loss: 0.0155	LR: 0.000800
Training Epoch: 9 [44288/45000]	Loss: 0.0142	LR: 0.000800
Training Epoch: 9 [44544/45000]	Loss: 0.0163	LR: 0.000800
Training Epoch: 9 [44800/45000]	Loss: 0.0191	LR: 0.000800
Training Epoch: 9 [45000/45000]	Loss: 0.0148	LR: 0.000800
Epoch 9 - Average Train Loss: 0.0150, Train Accuracy: 0.9996
Epoch 9 training time consumed: 17.54s
Evaluating Network.....
Test set: Epoch: 9, Average loss: 0.0026, Accuracy: 0.8240, Time consumed:0.93s
Saving weights file to checkpoint/retrain/ResNet18/Saturday_02_August_2025_01h_17m_19s/ResNet18-Cifar10-seed7-ret100-9-best.pth
Training Epoch: 10 [256/45000]	Loss: 0.0102	LR: 0.000800
Training Epoch: 10 [512/45000]	Loss: 0.0118	LR: 0.000800
Training Epoch: 10 [768/45000]	Loss: 0.0109	LR: 0.000800
Training Epoch: 10 [1024/45000]	Loss: 0.0122	LR: 0.000800
Training Epoch: 10 [1280/45000]	Loss: 0.0109	LR: 0.000800
Training Epoch: 10 [1536/45000]	Loss: 0.0098	LR: 0.000800
Training Epoch: 10 [1792/45000]	Loss: 0.0125	LR: 0.000800
Training Epoch: 10 [2048/45000]	Loss: 0.0101	LR: 0.000800
Training Epoch: 10 [2304/45000]	Loss: 0.0118	LR: 0.000800
Training Epoch: 10 [2560/45000]	Loss: 0.0284	LR: 0.000800
Training Epoch: 10 [2816/45000]	Loss: 0.0120	LR: 0.000800
Training Epoch: 10 [3072/45000]	Loss: 0.0117	LR: 0.000800
Training Epoch: 10 [3328/45000]	Loss: 0.0219	LR: 0.000800
Training Epoch: 10 [3584/45000]	Loss: 0.0100	LR: 0.000800
Training Epoch: 10 [3840/45000]	Loss: 0.0114	LR: 0.000800
Training Epoch: 10 [4096/45000]	Loss: 0.0096	LR: 0.000800
Training Epoch: 10 [4352/45000]	Loss: 0.0114	LR: 0.000800
Training Epoch: 10 [4608/45000]	Loss: 0.0095	LR: 0.000800
Training Epoch: 10 [4864/45000]	Loss: 0.0091	LR: 0.000800
Training Epoch: 10 [5120/45000]	Loss: 0.0100	LR: 0.000800
Training Epoch: 10 [5376/45000]	Loss: 0.0106	LR: 0.000800
Training Epoch: 10 [5632/45000]	Loss: 0.0098	LR: 0.000800
Training Epoch: 10 [5888/45000]	Loss: 0.0118	LR: 0.000800
Training Epoch: 10 [6144/45000]	Loss: 0.0124	LR: 0.000800
Training Epoch: 10 [6400/45000]	Loss: 0.0106	LR: 0.000800
Training Epoch: 10 [6656/45000]	Loss: 0.0105	LR: 0.000800
Training Epoch: 10 [6912/45000]	Loss: 0.0122	LR: 0.000800
Training Epoch: 10 [7168/45000]	Loss: 0.0091	LR: 0.000800
Training Epoch: 10 [7424/45000]	Loss: 0.0175	LR: 0.000800
Training Epoch: 10 [7680/45000]	Loss: 0.0092	LR: 0.000800
Training Epoch: 10 [7936/45000]	Loss: 0.0107	LR: 0.000800
Training Epoch: 10 [8192/45000]	Loss: 0.0120	LR: 0.000800
Training Epoch: 10 [8448/45000]	Loss: 0.0176	LR: 0.000800
Training Epoch: 10 [8704/45000]	Loss: 0.0114	LR: 0.000800
Training Epoch: 10 [8960/45000]	Loss: 0.0110	LR: 0.000800
Training Epoch: 10 [9216/45000]	Loss: 0.0136	LR: 0.000800
Training Epoch: 10 [9472/45000]	Loss: 0.0230	LR: 0.000800
Training Epoch: 10 [9728/45000]	Loss: 0.0113	LR: 0.000800
Training Epoch: 10 [9984/45000]	Loss: 0.0081	LR: 0.000800
Training Epoch: 10 [10240/45000]	Loss: 0.0100	LR: 0.000800
Training Epoch: 10 [10496/45000]	Loss: 0.0098	LR: 0.000800
Training Epoch: 10 [10752/45000]	Loss: 0.0154	LR: 0.000800
Training Epoch: 10 [11008/45000]	Loss: 0.0122	LR: 0.000800
Training Epoch: 10 [11264/45000]	Loss: 0.0124	LR: 0.000800
Training Epoch: 10 [11520/45000]	Loss: 0.0097	LR: 0.000800
Training Epoch: 10 [11776/45000]	Loss: 0.0107	LR: 0.000800
Training Epoch: 10 [12032/45000]	Loss: 0.0133	LR: 0.000800
Training Epoch: 10 [12288/45000]	Loss: 0.0175	LR: 0.000800
Training Epoch: 10 [12544/45000]	Loss: 0.0117	LR: 0.000800
Training Epoch: 10 [12800/45000]	Loss: 0.0117	LR: 0.000800
Training Epoch: 10 [13056/45000]	Loss: 0.0114	LR: 0.000800
Training Epoch: 10 [13312/45000]	Loss: 0.0121	LR: 0.000800
Training Epoch: 10 [13568/45000]	Loss: 0.0121	LR: 0.000800
Training Epoch: 10 [13824/45000]	Loss: 0.0138	LR: 0.000800
Training Epoch: 10 [14080/45000]	Loss: 0.0108	LR: 0.000800
Training Epoch: 10 [14336/45000]	Loss: 0.0122	LR: 0.000800
Training Epoch: 10 [14592/45000]	Loss: 0.0117	LR: 0.000800
Training Epoch: 10 [14848/45000]	Loss: 0.0101	LR: 0.000800
Training Epoch: 10 [15104/45000]	Loss: 0.0120	LR: 0.000800
Training Epoch: 10 [15360/45000]	Loss: 0.0120	LR: 0.000800
Training Epoch: 10 [15616/45000]	Loss: 0.0100	LR: 0.000800
Training Epoch: 10 [15872/45000]	Loss: 0.0110	LR: 0.000800
Training Epoch: 10 [16128/45000]	Loss: 0.0135	LR: 0.000800
Training Epoch: 10 [16384/45000]	Loss: 0.0123	LR: 0.000800
Training Epoch: 10 [16640/45000]	Loss: 0.0181	LR: 0.000800
Training Epoch: 10 [16896/45000]	Loss: 0.0134	LR: 0.000800
Training Epoch: 10 [17152/45000]	Loss: 0.0119	LR: 0.000800
Training Epoch: 10 [17408/45000]	Loss: 0.0105	LR: 0.000800
Training Epoch: 10 [17664/45000]	Loss: 0.0100	LR: 0.000800
Training Epoch: 10 [17920/45000]	Loss: 0.0134	LR: 0.000800
Training Epoch: 10 [18176/45000]	Loss: 0.0136	LR: 0.000800
Training Epoch: 10 [18432/45000]	Loss: 0.0103	LR: 0.000800
Training Epoch: 10 [18688/45000]	Loss: 0.0126	LR: 0.000800
Training Epoch: 10 [18944/45000]	Loss: 0.0106	LR: 0.000800
Training Epoch: 10 [19200/45000]	Loss: 0.0089	LR: 0.000800
Training Epoch: 10 [19456/45000]	Loss: 0.0123	LR: 0.000800
Training Epoch: 10 [19712/45000]	Loss: 0.0143	LR: 0.000800
Training Epoch: 10 [19968/45000]	Loss: 0.0107	LR: 0.000800
Training Epoch: 10 [20224/45000]	Loss: 0.0150	LR: 0.000800
Training Epoch: 10 [20480/45000]	Loss: 0.0131	LR: 0.000800
Training Epoch: 10 [20736/45000]	Loss: 0.0112	LR: 0.000800
Training Epoch: 10 [20992/45000]	Loss: 0.0105	LR: 0.000800
Training Epoch: 10 [21248/45000]	Loss: 0.0091	LR: 0.000800
Training Epoch: 10 [21504/45000]	Loss: 0.0114	LR: 0.000800
Training Epoch: 10 [21760/45000]	Loss: 0.0125	LR: 0.000800
Training Epoch: 10 [22016/45000]	Loss: 0.0102	LR: 0.000800
Training Epoch: 10 [22272/45000]	Loss: 0.0124	LR: 0.000800
Training Epoch: 10 [22528/45000]	Loss: 0.0105	LR: 0.000800
Training Epoch: 10 [22784/45000]	Loss: 0.0130	LR: 0.000800
Training Epoch: 10 [23040/45000]	Loss: 0.0089	LR: 0.000800
Training Epoch: 10 [23296/45000]	Loss: 0.0116	LR: 0.000800
Training Epoch: 10 [23552/45000]	Loss: 0.0131	LR: 0.000800
Training Epoch: 10 [23808/45000]	Loss: 0.0123	LR: 0.000800
Training Epoch: 10 [24064/45000]	Loss: 0.0096	LR: 0.000800
Training Epoch: 10 [24320/45000]	Loss: 0.0144	LR: 0.000800
Training Epoch: 10 [24576/45000]	Loss: 0.0151	LR: 0.000800
Training Epoch: 10 [24832/45000]	Loss: 0.0110	LR: 0.000800
Training Epoch: 10 [25088/45000]	Loss: 0.0114	LR: 0.000800
Training Epoch: 10 [25344/45000]	Loss: 0.0099	LR: 0.000800
Training Epoch: 10 [25600/45000]	Loss: 0.0102	LR: 0.000800
Training Epoch: 10 [25856/45000]	Loss: 0.0116	LR: 0.000800
Training Epoch: 10 [26112/45000]	Loss: 0.0119	LR: 0.000800
Training Epoch: 10 [26368/45000]	Loss: 0.0115	LR: 0.000800
Training Epoch: 10 [26624/45000]	Loss: 0.0108	LR: 0.000800
Training Epoch: 10 [26880/45000]	Loss: 0.0082	LR: 0.000800
Training Epoch: 10 [27136/45000]	Loss: 0.0112	LR: 0.000800
Training Epoch: 10 [27392/45000]	Loss: 0.0117	LR: 0.000800
Training Epoch: 10 [27648/45000]	Loss: 0.0086	LR: 0.000800
Training Epoch: 10 [27904/45000]	Loss: 0.0157	LR: 0.000800
Training Epoch: 10 [28160/45000]	Loss: 0.0101	LR: 0.000800
Training Epoch: 10 [28416/45000]	Loss: 0.0140	LR: 0.000800
Training Epoch: 10 [28672/45000]	Loss: 0.0112	LR: 0.000800
Training Epoch: 10 [28928/45000]	Loss: 0.0123	LR: 0.000800
Training Epoch: 10 [29184/45000]	Loss: 0.0118	LR: 0.000800
Training Epoch: 10 [29440/45000]	Loss: 0.0309	LR: 0.000800
Training Epoch: 10 [29696/45000]	Loss: 0.0106	LR: 0.000800
Training Epoch: 10 [29952/45000]	Loss: 0.0180	LR: 0.000800
Training Epoch: 10 [30208/45000]	Loss: 0.0143	LR: 0.000800
Training Epoch: 10 [30464/45000]	Loss: 0.0119	LR: 0.000800
Training Epoch: 10 [30720/45000]	Loss: 0.0142	LR: 0.000800
Training Epoch: 10 [30976/45000]	Loss: 0.0121	LR: 0.000800
Training Epoch: 10 [31232/45000]	Loss: 0.0120	LR: 0.000800
Training Epoch: 10 [31488/45000]	Loss: 0.0132	LR: 0.000800
Training Epoch: 10 [31744/45000]	Loss: 0.0121	LR: 0.000800
Training Epoch: 10 [32000/45000]	Loss: 0.0114	LR: 0.000800
Training Epoch: 10 [32256/45000]	Loss: 0.0106	LR: 0.000800
Training Epoch: 10 [32512/45000]	Loss: 0.0145	LR: 0.000800
Training Epoch: 10 [32768/45000]	Loss: 0.0096	LR: 0.000800
Training Epoch: 10 [33024/45000]	Loss: 0.0098	LR: 0.000800
Training Epoch: 10 [33280/45000]	Loss: 0.0093	LR: 0.000800
Training Epoch: 10 [33536/45000]	Loss: 0.0165	LR: 0.000800
Training Epoch: 10 [33792/45000]	Loss: 0.0104	LR: 0.000800
Training Epoch: 10 [34048/45000]	Loss: 0.0148	LR: 0.000800
Training Epoch: 10 [34304/45000]	Loss: 0.0084	LR: 0.000800
Training Epoch: 10 [34560/45000]	Loss: 0.0116	LR: 0.000800
Training Epoch: 10 [34816/45000]	Loss: 0.0118	LR: 0.000800
Training Epoch: 10 [35072/45000]	Loss: 0.0126	LR: 0.000800
Training Epoch: 10 [35328/45000]	Loss: 0.0129	LR: 0.000800
Training Epoch: 10 [35584/45000]	Loss: 0.0132	LR: 0.000800
Training Epoch: 10 [35840/45000]	Loss: 0.0120	LR: 0.000800
Training Epoch: 10 [36096/45000]	Loss: 0.0108	LR: 0.000800
Training Epoch: 10 [36352/45000]	Loss: 0.0126	LR: 0.000800
Training Epoch: 10 [36608/45000]	Loss: 0.0135	LR: 0.000800
Training Epoch: 10 [36864/45000]	Loss: 0.0133	LR: 0.000800
Training Epoch: 10 [37120/45000]	Loss: 0.0147	LR: 0.000800
Training Epoch: 10 [37376/45000]	Loss: 0.0173	LR: 0.000800
Training Epoch: 10 [37632/45000]	Loss: 0.0101	LR: 0.000800
Training Epoch: 10 [37888/45000]	Loss: 0.0167	LR: 0.000800
Training Epoch: 10 [38144/45000]	Loss: 0.0113	LR: 0.000800
Training Epoch: 10 [38400/45000]	Loss: 0.0119	LR: 0.000800
Training Epoch: 10 [38656/45000]	Loss: 0.0142	LR: 0.000800
Training Epoch: 10 [38912/45000]	Loss: 0.0111	LR: 0.000800
Training Epoch: 10 [39168/45000]	Loss: 0.0129	LR: 0.000800
Training Epoch: 10 [39424/45000]	Loss: 0.0164	LR: 0.000800
Training Epoch: 10 [39680/45000]	Loss: 0.0130	LR: 0.000800
Training Epoch: 10 [39936/45000]	Loss: 0.0102	LR: 0.000800
Training Epoch: 10 [40192/45000]	Loss: 0.0096	LR: 0.000800
Training Epoch: 10 [40448/45000]	Loss: 0.0108	LR: 0.000800
Training Epoch: 10 [40704/45000]	Loss: 0.0113	LR: 0.000800
Training Epoch: 10 [40960/45000]	Loss: 0.0153	LR: 0.000800
Training Epoch: 10 [41216/45000]	Loss: 0.0129	LR: 0.000800
Training Epoch: 10 [41472/45000]	Loss: 0.0129	LR: 0.000800
Training Epoch: 10 [41728/45000]	Loss: 0.0114	LR: 0.000800
Training Epoch: 10 [41984/45000]	Loss: 0.0105	LR: 0.000800
Training Epoch: 10 [42240/45000]	Loss: 0.0110	LR: 0.000800
Training Epoch: 10 [42496/45000]	Loss: 0.0069	LR: 0.000800
Training Epoch: 10 [42752/45000]	Loss: 0.0123	LR: 0.000800
Training Epoch: 10 [43008/45000]	Loss: 0.0131	LR: 0.000800
Training Epoch: 10 [43264/45000]	Loss: 0.0112	LR: 0.000800
Training Epoch: 10 [43520/45000]	Loss: 0.0097	LR: 0.000800
Training Epoch: 10 [43776/45000]	Loss: 0.0112	LR: 0.000800
Training Epoch: 10 [44032/45000]	Loss: 0.0125	LR: 0.000800
Training Epoch: 10 [44288/45000]	Loss: 0.0111	LR: 0.000800
Training Epoch: 10 [44544/45000]	Loss: 0.0152	LR: 0.000800
Training Epoch: 10 [44800/45000]	Loss: 0.0124	LR: 0.000800
Training Epoch: 10 [45000/45000]	Loss: 0.0119	LR: 0.000800
Epoch 10 - Average Train Loss: 0.0122, Train Accuracy: 0.9998
Epoch 10 training time consumed: 17.49s
Evaluating Network.....
Test set: Epoch: 10, Average loss: 0.0026, Accuracy: 0.8237, Time consumed:0.92s
Saving weights file to checkpoint/retrain/ResNet18/Saturday_02_August_2025_01h_17m_19s/ResNet18-Cifar10-seed7-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: 82.197265625
Retain Accuracy: 99.99111938476562
Zero-Retain Forget (ZRF): 0.780516505241394
Membership Inference Attack (MIA): 0.6154
Forget vs Retain Membership Inference Attack (MIA): 0.5975
Forget vs Test Membership Inference Attack (MIA): 0.508
Test vs Retain Membership Inference Attack (MIA): 0.6115
Train vs Test Membership Inference Attack (MIA): 0.6255
Forget Set Accuracy (Df): 83.96598815917969
Method Execution Time: 1110.44 seconds
