hello
hello
Labels

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

📌S Forget class distribution for seed 8:
Class 0: 500
Class 1: 500
Class 2: 500
Class 3: 500
Class 4: 500
Class 5: 500
Class 6: 500
Class 7: 500
Class 8: 500
Class 9: 500
780909900
hello
hello
⚠️ Warning: Retain train loader may not be shuffled.
Training Epoch: 1 [256/45000]	Loss: 2.3833	LR: 0.000000
Training Epoch: 1 [512/45000]	Loss: 2.4455	LR: 0.000568
Training Epoch: 1 [768/45000]	Loss: 2.4181	LR: 0.001136
Training Epoch: 1 [1024/45000]	Loss: 2.3491	LR: 0.001705
Training Epoch: 1 [1280/45000]	Loss: 2.2941	LR: 0.002273
Training Epoch: 1 [1536/45000]	Loss: 2.2475	LR: 0.002841
Training Epoch: 1 [1792/45000]	Loss: 2.2138	LR: 0.003409
Training Epoch: 1 [2048/45000]	Loss: 2.1584	LR: 0.003977
Training Epoch: 1 [2304/45000]	Loss: 2.1979	LR: 0.004545
Training Epoch: 1 [2560/45000]	Loss: 2.2713	LR: 0.005114
Training Epoch: 1 [2816/45000]	Loss: 2.0996	LR: 0.005682
Training Epoch: 1 [3072/45000]	Loss: 2.1356	LR: 0.006250
Training Epoch: 1 [3328/45000]	Loss: 2.0882	LR: 0.006818
Training Epoch: 1 [3584/45000]	Loss: 2.0222	LR: 0.007386
Training Epoch: 1 [3840/45000]	Loss: 1.9964	LR: 0.007955
Training Epoch: 1 [4096/45000]	Loss: 1.9489	LR: 0.008523
Training Epoch: 1 [4352/45000]	Loss: 1.9249	LR: 0.009091
Training Epoch: 1 [4608/45000]	Loss: 1.9425	LR: 0.009659
Training Epoch: 1 [4864/45000]	Loss: 1.9409	LR: 0.010227
Training Epoch: 1 [5120/45000]	Loss: 1.8107	LR: 0.010795
Training Epoch: 1 [5376/45000]	Loss: 1.9751	LR: 0.011364
Training Epoch: 1 [5632/45000]	Loss: 1.7820	LR: 0.011932
Training Epoch: 1 [5888/45000]	Loss: 1.8260	LR: 0.012500
Training Epoch: 1 [6144/45000]	Loss: 1.8145	LR: 0.013068
Training Epoch: 1 [6400/45000]	Loss: 1.7595	LR: 0.013636
Training Epoch: 1 [6656/45000]	Loss: 1.7973	LR: 0.014205
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Training Epoch: 1 [7168/45000]	Loss: 1.6322	LR: 0.015341
Training Epoch: 1 [7424/45000]	Loss: 1.7875	LR: 0.015909
Training Epoch: 1 [7680/45000]	Loss: 1.8985	LR: 0.016477
Training Epoch: 1 [7936/45000]	Loss: 1.6851	LR: 0.017045
Training Epoch: 1 [8192/45000]	Loss: 1.7527	LR: 0.017614
Training Epoch: 1 [8448/45000]	Loss: 1.7299	LR: 0.018182
Training Epoch: 1 [8704/45000]	Loss: 1.8516	LR: 0.018750
Training Epoch: 1 [8960/45000]	Loss: 1.8040	LR: 0.019318
Training Epoch: 1 [9216/45000]	Loss: 1.5574	LR: 0.019886
Training Epoch: 1 [9472/45000]	Loss: 1.6463	LR: 0.020455
Training Epoch: 1 [9728/45000]	Loss: 1.6970	LR: 0.021023
Training Epoch: 1 [9984/45000]	Loss: 1.7808	LR: 0.021591
Training Epoch: 1 [10240/45000]	Loss: 1.7204	LR: 0.022159
Training Epoch: 1 [10496/45000]	Loss: 1.6313	LR: 0.022727
Training Epoch: 1 [10752/45000]	Loss: 1.7591	LR: 0.023295
Training Epoch: 1 [11008/45000]	Loss: 1.7233	LR: 0.023864
Training Epoch: 1 [11264/45000]	Loss: 1.8529	LR: 0.024432
Training Epoch: 1 [11520/45000]	Loss: 1.5119	LR: 0.025000
Training Epoch: 1 [11776/45000]	Loss: 1.6704	LR: 0.025568
Training Epoch: 1 [12032/45000]	Loss: 1.6204	LR: 0.026136
Training Epoch: 1 [12288/45000]	Loss: 1.5849	LR: 0.026705
Training Epoch: 1 [12544/45000]	Loss: 1.7201	LR: 0.027273
Training Epoch: 1 [12800/45000]	Loss: 1.5684	LR: 0.027841
Training Epoch: 1 [13056/45000]	Loss: 1.6278	LR: 0.028409
Training Epoch: 1 [13312/45000]	Loss: 1.6928	LR: 0.028977
Training Epoch: 1 [13568/45000]	Loss: 1.6024	LR: 0.029545
Training Epoch: 1 [13824/45000]	Loss: 1.5792	LR: 0.030114
Training Epoch: 1 [14080/45000]	Loss: 1.5073	LR: 0.030682
Training Epoch: 1 [14336/45000]	Loss: 1.5754	LR: 0.031250
Training Epoch: 1 [14592/45000]	Loss: 1.6015	LR: 0.031818
Training Epoch: 1 [14848/45000]	Loss: 1.6283	LR: 0.032386
Training Epoch: 1 [15104/45000]	Loss: 1.6982	LR: 0.032955
Training Epoch: 1 [15360/45000]	Loss: 1.6661	LR: 0.033523
Training Epoch: 1 [15616/45000]	Loss: 1.5269	LR: 0.034091
Training Epoch: 1 [15872/45000]	Loss: 1.5867	LR: 0.034659
Training Epoch: 1 [16128/45000]	Loss: 1.4573	LR: 0.035227
Training Epoch: 1 [16384/45000]	Loss: 1.5222	LR: 0.035795
Training Epoch: 1 [16640/45000]	Loss: 1.5189	LR: 0.036364
Training Epoch: 1 [16896/45000]	Loss: 1.4820	LR: 0.036932
Training Epoch: 1 [17152/45000]	Loss: 1.7307	LR: 0.037500
Training Epoch: 1 [17408/45000]	Loss: 1.5721	LR: 0.038068
Training Epoch: 1 [17664/45000]	Loss: 1.5861	LR: 0.038636
Training Epoch: 1 [17920/45000]	Loss: 1.9174	LR: 0.039205
Training Epoch: 1 [18176/45000]	Loss: 1.4967	LR: 0.039773
Training Epoch: 1 [18432/45000]	Loss: 1.6302	LR: 0.040341
Training Epoch: 1 [18688/45000]	Loss: 1.5936	LR: 0.040909
Training Epoch: 1 [18944/45000]	Loss: 1.6473	LR: 0.041477
Training Epoch: 1 [19200/45000]	Loss: 1.6204	LR: 0.042045
Training Epoch: 1 [19456/45000]	Loss: 1.5534	LR: 0.042614
Training Epoch: 1 [19712/45000]	Loss: 1.8597	LR: 0.043182
Training Epoch: 1 [19968/45000]	Loss: 1.7158	LR: 0.043750
Training Epoch: 1 [20224/45000]	Loss: 1.3550	LR: 0.044318
Training Epoch: 1 [20480/45000]	Loss: 1.8269	LR: 0.044886
Training Epoch: 1 [20736/45000]	Loss: 1.4811	LR: 0.045455
Training Epoch: 1 [20992/45000]	Loss: 1.5503	LR: 0.046023
Training Epoch: 1 [21248/45000]	Loss: 1.6845	LR: 0.046591
Training Epoch: 1 [21504/45000]	Loss: 1.5572	LR: 0.047159
Training Epoch: 1 [21760/45000]	Loss: 1.5847	LR: 0.047727
Training Epoch: 1 [22016/45000]	Loss: 1.4559	LR: 0.048295
Training Epoch: 1 [22272/45000]	Loss: 1.5278	LR: 0.048864
Training Epoch: 1 [22528/45000]	Loss: 1.4739	LR: 0.049432
Training Epoch: 1 [22784/45000]	Loss: 1.3596	LR: 0.050000
Training Epoch: 1 [23040/45000]	Loss: 1.4109	LR: 0.050568
Training Epoch: 1 [23296/45000]	Loss: 1.4653	LR: 0.051136
Training Epoch: 1 [23552/45000]	Loss: 1.4882	LR: 0.051705
Training Epoch: 1 [23808/45000]	Loss: 1.4683	LR: 0.052273
Training Epoch: 1 [24064/45000]	Loss: 1.4897	LR: 0.052841
Training Epoch: 1 [24320/45000]	Loss: 1.5593	LR: 0.053409
Training Epoch: 1 [24576/45000]	Loss: 1.4525	LR: 0.053977
Training Epoch: 1 [24832/45000]	Loss: 1.6335	LR: 0.054545
Training Epoch: 1 [25088/45000]	Loss: 1.5857	LR: 0.055114
Training Epoch: 1 [25344/45000]	Loss: 1.5724	LR: 0.055682
Training Epoch: 1 [25600/45000]	Loss: 1.4064	LR: 0.056250
Training Epoch: 1 [25856/45000]	Loss: 1.4936	LR: 0.056818
Training Epoch: 1 [26112/45000]	Loss: 1.5230	LR: 0.057386
Training Epoch: 1 [26368/45000]	Loss: 1.3375	LR: 0.057955
Training Epoch: 1 [26624/45000]	Loss: 1.5253	LR: 0.058523
Training Epoch: 1 [26880/45000]	Loss: 1.4161	LR: 0.059091
Training Epoch: 1 [27136/45000]	Loss: 1.4366	LR: 0.059659
Training Epoch: 1 [27392/45000]	Loss: 1.4152	LR: 0.060227
Training Epoch: 1 [27648/45000]	Loss: 1.4152	LR: 0.060795
Training Epoch: 1 [27904/45000]	Loss: 1.5111	LR: 0.061364
Training Epoch: 1 [28160/45000]	Loss: 1.3932	LR: 0.061932
Training Epoch: 1 [28416/45000]	Loss: 1.3250	LR: 0.062500
Training Epoch: 1 [28672/45000]	Loss: 1.5833	LR: 0.063068
Training Epoch: 1 [28928/45000]	Loss: 1.4770	LR: 0.063636
Training Epoch: 1 [29184/45000]	Loss: 1.4728	LR: 0.064205
Training Epoch: 1 [29440/45000]	Loss: 1.4634	LR: 0.064773
Training Epoch: 1 [29696/45000]	Loss: 1.4501	LR: 0.065341
Training Epoch: 1 [29952/45000]	Loss: 1.4032	LR: 0.065909
Training Epoch: 1 [30208/45000]	Loss: 1.3720	LR: 0.066477
Training Epoch: 1 [30464/45000]	Loss: 1.3699	LR: 0.067045
Training Epoch: 1 [30720/45000]	Loss: 1.4569	LR: 0.067614
Training Epoch: 1 [30976/45000]	Loss: 1.3134	LR: 0.068182
Training Epoch: 1 [31232/45000]	Loss: 1.3682	LR: 0.068750
Training Epoch: 1 [31488/45000]	Loss: 1.2114	LR: 0.069318
Training Epoch: 1 [31744/45000]	Loss: 1.3704	LR: 0.069886
Training Epoch: 1 [32000/45000]	Loss: 1.4368	LR: 0.070455
Training Epoch: 1 [32256/45000]	Loss: 1.2632	LR: 0.071023
Training Epoch: 1 [32512/45000]	Loss: 1.2976	LR: 0.071591
Training Epoch: 1 [32768/45000]	Loss: 1.3419	LR: 0.072159
Training Epoch: 1 [33024/45000]	Loss: 1.2884	LR: 0.072727
Training Epoch: 1 [33280/45000]	Loss: 1.2323	LR: 0.073295
Training Epoch: 1 [33536/45000]	Loss: 1.1986	LR: 0.073864
Training Epoch: 1 [33792/45000]	Loss: 1.3008	LR: 0.074432
Training Epoch: 1 [34048/45000]	Loss: 1.3702	LR: 0.075000
Training Epoch: 1 [34304/45000]	Loss: 1.2379	LR: 0.075568
Training Epoch: 1 [34560/45000]	Loss: 1.5387	LR: 0.076136
Training Epoch: 1 [34816/45000]	Loss: 1.4756	LR: 0.076705
Training Epoch: 1 [35072/45000]	Loss: 1.6824	LR: 0.077273
Training Epoch: 1 [35328/45000]	Loss: 1.5160	LR: 0.077841
Training Epoch: 1 [35584/45000]	Loss: 1.4354	LR: 0.078409
Training Epoch: 1 [35840/45000]	Loss: 1.4065	LR: 0.078977
Training Epoch: 1 [36096/45000]	Loss: 1.3827	LR: 0.079545
Training Epoch: 1 [36352/45000]	Loss: 1.3119	LR: 0.080114
Training Epoch: 1 [36608/45000]	Loss: 1.2869	LR: 0.080682
Training Epoch: 1 [36864/45000]	Loss: 1.3188	LR: 0.081250
Training Epoch: 1 [37120/45000]	Loss: 1.5197	LR: 0.081818
Training Epoch: 1 [37376/45000]	Loss: 1.3766	LR: 0.082386
Training Epoch: 1 [37632/45000]	Loss: 1.4070	LR: 0.082955
Training Epoch: 1 [37888/45000]	Loss: 1.5085	LR: 0.083523
Training Epoch: 1 [38144/45000]	Loss: 1.4138	LR: 0.084091
Training Epoch: 1 [38400/45000]	Loss: 1.4096	LR: 0.084659
Training Epoch: 1 [38656/45000]	Loss: 1.4030	LR: 0.085227
Training Epoch: 1 [38912/45000]	Loss: 1.4675	LR: 0.085795
Training Epoch: 1 [39168/45000]	Loss: 1.2539	LR: 0.086364
Training Epoch: 1 [39424/45000]	Loss: 1.2464	LR: 0.086932
Training Epoch: 1 [39680/45000]	Loss: 1.2186	LR: 0.087500
Training Epoch: 1 [39936/45000]	Loss: 1.3941	LR: 0.088068
Training Epoch: 1 [40192/45000]	Loss: 1.4206	LR: 0.088636
Training Epoch: 1 [40448/45000]	Loss: 1.3657	LR: 0.089205
Training Epoch: 1 [40704/45000]	Loss: 1.2210	LR: 0.089773
Training Epoch: 1 [40960/45000]	Loss: 1.3277	LR: 0.090341
Training Epoch: 1 [41216/45000]	Loss: 1.4189	LR: 0.090909
Training Epoch: 1 [41472/45000]	Loss: 1.2432	LR: 0.091477
Training Epoch: 1 [41728/45000]	Loss: 1.3663	LR: 0.092045
Training Epoch: 1 [41984/45000]	Loss: 1.3074	LR: 0.092614
Training Epoch: 1 [42240/45000]	Loss: 1.2985	LR: 0.093182
Training Epoch: 1 [42496/45000]	Loss: 1.6205	LR: 0.093750
Training Epoch: 1 [42752/45000]	Loss: 1.6107	LR: 0.094318
Training Epoch: 1 [43008/45000]	Loss: 1.2909	LR: 0.094886
Training Epoch: 1 [43264/45000]	Loss: 1.3264	LR: 0.095455
Training Epoch: 1 [43520/45000]	Loss: 1.5273	LR: 0.096023
Training Epoch: 1 [43776/45000]	Loss: 1.5522	LR: 0.096591
Training Epoch: 1 [44032/45000]	Loss: 1.4170	LR: 0.097159
Training Epoch: 1 [44288/45000]	Loss: 1.4887	LR: 0.097727
Training Epoch: 1 [44544/45000]	Loss: 1.3097	LR: 0.098295
Training Epoch: 1 [44800/45000]	Loss: 1.6133	LR: 0.098864
Training Epoch: 1 [45000/45000]	Loss: 1.5650	LR: 0.099432
Epoch 1 - Average Train Loss: 1.5895, Train Accuracy: 0.4276
Epoch 1 training time consumed: 17.93s
Evaluating Network.....
Test set: Epoch: 1, Average loss: 0.0070, Accuracy: 0.4406, Time consumed:1.02s
Saving weights file to checkpoint/retrain/ResNet18/Saturday_02_August_2025_01h_36m_07s/ResNet18-Cifar10-seed8-ret100-1-best.pth
Training Epoch: 2 [256/45000]	Loss: 1.3069	LR: 0.020000
Training Epoch: 2 [512/45000]	Loss: 1.3425	LR: 0.020000
Training Epoch: 2 [768/45000]	Loss: 1.2786	LR: 0.020000
Training Epoch: 2 [1024/45000]	Loss: 1.1752	LR: 0.020000
Training Epoch: 2 [1280/45000]	Loss: 1.2435	LR: 0.020000
Training Epoch: 2 [1536/45000]	Loss: 0.9479	LR: 0.020000
Training Epoch: 2 [1792/45000]	Loss: 1.0226	LR: 0.020000
Training Epoch: 2 [2048/45000]	Loss: 1.0697	LR: 0.020000
Training Epoch: 2 [2304/45000]	Loss: 1.1581	LR: 0.020000
Training Epoch: 2 [2560/45000]	Loss: 1.0513	LR: 0.020000
Training Epoch: 2 [2816/45000]	Loss: 1.1429	LR: 0.020000
Training Epoch: 2 [3072/45000]	Loss: 1.1477	LR: 0.020000
Training Epoch: 2 [3328/45000]	Loss: 1.0203	LR: 0.020000
Training Epoch: 2 [3584/45000]	Loss: 1.0139	LR: 0.020000
Training Epoch: 2 [3840/45000]	Loss: 0.9850	LR: 0.020000
Training Epoch: 2 [4096/45000]	Loss: 0.9661	LR: 0.020000
Training Epoch: 2 [4352/45000]	Loss: 0.9661	LR: 0.020000
Training Epoch: 2 [4608/45000]	Loss: 0.9651	LR: 0.020000
Training Epoch: 2 [4864/45000]	Loss: 1.0167	LR: 0.020000
Training Epoch: 2 [5120/45000]	Loss: 0.8933	LR: 0.020000
Training Epoch: 2 [5376/45000]	Loss: 0.8990	LR: 0.020000
Training Epoch: 2 [5632/45000]	Loss: 1.0113	LR: 0.020000
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Training Epoch: 2 [8960/45000]	Loss: 0.8307	LR: 0.020000
Training Epoch: 2 [9216/45000]	Loss: 0.9208	LR: 0.020000
Training Epoch: 2 [9472/45000]	Loss: 0.8119	LR: 0.020000
Training Epoch: 2 [9728/45000]	Loss: 0.8357	LR: 0.020000
Training Epoch: 2 [9984/45000]	Loss: 1.0793	LR: 0.020000
Training Epoch: 2 [10240/45000]	Loss: 0.8508	LR: 0.020000
Training Epoch: 2 [10496/45000]	Loss: 0.8364	LR: 0.020000
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Training Epoch: 2 [25856/45000]	Loss: 0.7936	LR: 0.020000
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Training Epoch: 2 [28416/45000]	Loss: 0.7827	LR: 0.020000
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Training Epoch: 2 [39168/45000]	Loss: 0.7750	LR: 0.020000
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Training Epoch: 2 [40960/45000]	Loss: 0.7258	LR: 0.020000
Training Epoch: 2 [41216/45000]	Loss: 0.7863	LR: 0.020000
Training Epoch: 2 [41472/45000]	Loss: 0.7242	LR: 0.020000
Training Epoch: 2 [41728/45000]	Loss: 0.7853	LR: 0.020000
Training Epoch: 2 [41984/45000]	Loss: 0.8372	LR: 0.020000
Training Epoch: 2 [42240/45000]	Loss: 0.7089	LR: 0.020000
Training Epoch: 2 [42496/45000]	Loss: 0.7909	LR: 0.020000
Training Epoch: 2 [42752/45000]	Loss: 0.7765	LR: 0.020000
Training Epoch: 2 [43008/45000]	Loss: 0.6872	LR: 0.020000
Training Epoch: 2 [43264/45000]	Loss: 0.6847	LR: 0.020000
Training Epoch: 2 [43520/45000]	Loss: 0.8096	LR: 0.020000
Training Epoch: 2 [43776/45000]	Loss: 0.8038	LR: 0.020000
Training Epoch: 2 [44032/45000]	Loss: 0.6985	LR: 0.020000
Training Epoch: 2 [44288/45000]	Loss: 0.7159	LR: 0.020000
Training Epoch: 2 [44544/45000]	Loss: 0.8224	LR: 0.020000
Training Epoch: 2 [44800/45000]	Loss: 0.8141	LR: 0.020000
Training Epoch: 2 [45000/45000]	Loss: 0.8459	LR: 0.020000
Epoch 2 - Average Train Loss: 0.8548, Train Accuracy: 0.6937
Epoch 2 training time consumed: 17.21s
Evaluating Network.....
Test set: Epoch: 2, Average loss: 0.0038, Accuracy: 0.6761, Time consumed:0.96s
Saving weights file to checkpoint/retrain/ResNet18/Saturday_02_August_2025_01h_36m_07s/ResNet18-Cifar10-seed8-ret100-2-best.pth
Training Epoch: 3 [256/45000]	Loss: 0.6812	LR: 0.020000
Training Epoch: 3 [512/45000]	Loss: 0.6814	LR: 0.020000
Training Epoch: 3 [768/45000]	Loss: 0.6976	LR: 0.020000
Training Epoch: 3 [1024/45000]	Loss: 0.7211	LR: 0.020000
Training Epoch: 3 [1280/45000]	Loss: 0.7847	LR: 0.020000
Training Epoch: 3 [1536/45000]	Loss: 0.5921	LR: 0.020000
Training Epoch: 3 [1792/45000]	Loss: 0.8287	LR: 0.020000
Training Epoch: 3 [2048/45000]	Loss: 0.6971	LR: 0.020000
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Training Epoch: 3 [2560/45000]	Loss: 0.6044	LR: 0.020000
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Training Epoch: 3 [3328/45000]	Loss: 0.7879	LR: 0.020000
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Training Epoch: 3 [4352/45000]	Loss: 0.6644	LR: 0.020000
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Training Epoch: 3 [5376/45000]	Loss: 0.6911	LR: 0.020000
Training Epoch: 3 [5632/45000]	Loss: 0.6581	LR: 0.020000
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Training Epoch: 3 [26624/45000]	Loss: 0.7518	LR: 0.020000
Training Epoch: 3 [26880/45000]	Loss: 0.5731	LR: 0.020000
Training Epoch: 3 [27136/45000]	Loss: 0.6782	LR: 0.020000
Training Epoch: 3 [27392/45000]	Loss: 0.6396	LR: 0.020000
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Training Epoch: 3 [28160/45000]	Loss: 0.6581	LR: 0.020000
Training Epoch: 3 [28416/45000]	Loss: 0.6126	LR: 0.020000
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Training Epoch: 3 [28928/45000]	Loss: 0.5776	LR: 0.020000
Training Epoch: 3 [29184/45000]	Loss: 0.6808	LR: 0.020000
Training Epoch: 3 [29440/45000]	Loss: 0.5137	LR: 0.020000
Training Epoch: 3 [29696/45000]	Loss: 0.5966	LR: 0.020000
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Training Epoch: 3 [36096/45000]	Loss: 0.5283	LR: 0.020000
Training Epoch: 3 [36352/45000]	Loss: 0.5581	LR: 0.020000
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Training Epoch: 3 [38656/45000]	Loss: 0.5567	LR: 0.020000
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Training Epoch: 3 [39168/45000]	Loss: 0.5770	LR: 0.020000
Training Epoch: 3 [39424/45000]	Loss: 0.6768	LR: 0.020000
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Training Epoch: 3 [40192/45000]	Loss: 0.5731	LR: 0.020000
Training Epoch: 3 [40448/45000]	Loss: 0.6541	LR: 0.020000
Training Epoch: 3 [40704/45000]	Loss: 0.6487	LR: 0.020000
Training Epoch: 3 [40960/45000]	Loss: 0.4955	LR: 0.020000
Training Epoch: 3 [41216/45000]	Loss: 0.6353	LR: 0.020000
Training Epoch: 3 [41472/45000]	Loss: 0.6745	LR: 0.020000
Training Epoch: 3 [41728/45000]	Loss: 0.4876	LR: 0.020000
Training Epoch: 3 [41984/45000]	Loss: 0.5964	LR: 0.020000
Training Epoch: 3 [42240/45000]	Loss: 0.5574	LR: 0.020000
Training Epoch: 3 [42496/45000]	Loss: 0.6745	LR: 0.020000
Training Epoch: 3 [42752/45000]	Loss: 0.7293	LR: 0.020000
Training Epoch: 3 [43008/45000]	Loss: 0.4909	LR: 0.020000
Training Epoch: 3 [43264/45000]	Loss: 0.5868	LR: 0.020000
Training Epoch: 3 [43520/45000]	Loss: 0.6008	LR: 0.020000
Training Epoch: 3 [43776/45000]	Loss: 0.6179	LR: 0.020000
Training Epoch: 3 [44032/45000]	Loss: 0.5522	LR: 0.020000
Training Epoch: 3 [44288/45000]	Loss: 0.6527	LR: 0.020000
Training Epoch: 3 [44544/45000]	Loss: 0.6960	LR: 0.020000
Training Epoch: 3 [44800/45000]	Loss: 0.6866	LR: 0.020000
Training Epoch: 3 [45000/45000]	Loss: 0.6662	LR: 0.020000
Epoch 3 - Average Train Loss: 0.6396, Train Accuracy: 0.7744
Epoch 3 training time consumed: 17.54s
Evaluating Network.....
Test set: Epoch: 3, Average loss: 0.0030, Accuracy: 0.7373, Time consumed:0.94s
Saving weights file to checkpoint/retrain/ResNet18/Saturday_02_August_2025_01h_36m_07s/ResNet18-Cifar10-seed8-ret100-3-best.pth
Training Epoch: 4 [256/45000]	Loss: 0.5391	LR: 0.020000
Training Epoch: 4 [512/45000]	Loss: 0.4223	LR: 0.020000
Training Epoch: 4 [768/45000]	Loss: 0.4496	LR: 0.020000
Training Epoch: 4 [1024/45000]	Loss: 0.5047	LR: 0.020000
Training Epoch: 4 [1280/45000]	Loss: 0.5406	LR: 0.020000
Training Epoch: 4 [1536/45000]	Loss: 0.4890	LR: 0.020000
Training Epoch: 4 [1792/45000]	Loss: 0.4705	LR: 0.020000
Training Epoch: 4 [2048/45000]	Loss: 0.5350	LR: 0.020000
Training Epoch: 4 [2304/45000]	Loss: 0.5119	LR: 0.020000
Training Epoch: 4 [2560/45000]	Loss: 0.5096	LR: 0.020000
Training Epoch: 4 [2816/45000]	Loss: 0.5035	LR: 0.020000
Training Epoch: 4 [3072/45000]	Loss: 0.5285	LR: 0.020000
Training Epoch: 4 [3328/45000]	Loss: 0.5259	LR: 0.020000
Training Epoch: 4 [3584/45000]	Loss: 0.4868	LR: 0.020000
Training Epoch: 4 [3840/45000]	Loss: 0.4230	LR: 0.020000
Training Epoch: 4 [4096/45000]	Loss: 0.4835	LR: 0.020000
Training Epoch: 4 [4352/45000]	Loss: 0.4655	LR: 0.020000
Training Epoch: 4 [4608/45000]	Loss: 0.3809	LR: 0.020000
Training Epoch: 4 [4864/45000]	Loss: 0.5028	LR: 0.020000
Training Epoch: 4 [5120/45000]	Loss: 0.4146	LR: 0.020000
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Training Epoch: 4 [5632/45000]	Loss: 0.4126	LR: 0.020000
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Training Epoch: 4 [7168/45000]	Loss: 0.5161	LR: 0.020000
Training Epoch: 4 [7424/45000]	Loss: 0.4333	LR: 0.020000
Training Epoch: 4 [7680/45000]	Loss: 0.3857	LR: 0.020000
Training Epoch: 4 [7936/45000]	Loss: 0.4352	LR: 0.020000
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Training Epoch: 4 [39168/45000]	Loss: 0.4992	LR: 0.020000
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Training Epoch: 4 [40704/45000]	Loss: 0.5670	LR: 0.020000
Training Epoch: 4 [40960/45000]	Loss: 0.4524	LR: 0.020000
Training Epoch: 4 [41216/45000]	Loss: 0.5071	LR: 0.020000
Training Epoch: 4 [41472/45000]	Loss: 0.4176	LR: 0.020000
Training Epoch: 4 [41728/45000]	Loss: 0.4285	LR: 0.020000
Training Epoch: 4 [41984/45000]	Loss: 0.4856	LR: 0.020000
Training Epoch: 4 [42240/45000]	Loss: 0.5090	LR: 0.020000
Training Epoch: 4 [42496/45000]	Loss: 0.4818	LR: 0.020000
Training Epoch: 4 [42752/45000]	Loss: 0.4953	LR: 0.020000
Training Epoch: 4 [43008/45000]	Loss: 0.5724	LR: 0.020000
Training Epoch: 4 [43264/45000]	Loss: 0.4583	LR: 0.020000
Training Epoch: 4 [43520/45000]	Loss: 0.4356	LR: 0.020000
Training Epoch: 4 [43776/45000]	Loss: 0.5825	LR: 0.020000
Training Epoch: 4 [44032/45000]	Loss: 0.5669	LR: 0.020000
Training Epoch: 4 [44288/45000]	Loss: 0.4952	LR: 0.020000
Training Epoch: 4 [44544/45000]	Loss: 0.4457	LR: 0.020000
Training Epoch: 4 [44800/45000]	Loss: 0.3860	LR: 0.020000
Training Epoch: 4 [45000/45000]	Loss: 0.4254	LR: 0.020000
Epoch 4 - Average Train Loss: 0.4953, Train Accuracy: 0.8263
Epoch 4 training time consumed: 17.60s
Evaluating Network.....
Test set: Epoch: 4, Average loss: 0.0027, Accuracy: 0.7796, Time consumed:1.05s
Saving weights file to checkpoint/retrain/ResNet18/Saturday_02_August_2025_01h_36m_07s/ResNet18-Cifar10-seed8-ret100-4-best.pth
Training Epoch: 5 [256/45000]	Loss: 0.3982	LR: 0.004000
Training Epoch: 5 [512/45000]	Loss: 0.3445	LR: 0.004000
Training Epoch: 5 [768/45000]	Loss: 0.3760	LR: 0.004000
Training Epoch: 5 [1024/45000]	Loss: 0.3558	LR: 0.004000
Training Epoch: 5 [1280/45000]	Loss: 0.3156	LR: 0.004000
Training Epoch: 5 [1536/45000]	Loss: 0.3001	LR: 0.004000
Training Epoch: 5 [1792/45000]	Loss: 0.2987	LR: 0.004000
Training Epoch: 5 [2048/45000]	Loss: 0.2642	LR: 0.004000
Training Epoch: 5 [2304/45000]	Loss: 0.3426	LR: 0.004000
Training Epoch: 5 [2560/45000]	Loss: 0.3087	LR: 0.004000
Training Epoch: 5 [2816/45000]	Loss: 0.2737	LR: 0.004000
Training Epoch: 5 [3072/45000]	Loss: 0.3085	LR: 0.004000
Training Epoch: 5 [3328/45000]	Loss: 0.3371	LR: 0.004000
Training Epoch: 5 [3584/45000]	Loss: 0.3343	LR: 0.004000
Training Epoch: 5 [3840/45000]	Loss: 0.3402	LR: 0.004000
Training Epoch: 5 [4096/45000]	Loss: 0.3005	LR: 0.004000
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Training Epoch: 5 [5376/45000]	Loss: 0.2975	LR: 0.004000
Training Epoch: 5 [5632/45000]	Loss: 0.2705	LR: 0.004000
Training Epoch: 5 [5888/45000]	Loss: 0.2915	LR: 0.004000
Training Epoch: 5 [6144/45000]	Loss: 0.2437	LR: 0.004000
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Training Epoch: 5 [6656/45000]	Loss: 0.3452	LR: 0.004000
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Training Epoch: 5 [7168/45000]	Loss: 0.3132	LR: 0.004000
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Training Epoch: 5 [7680/45000]	Loss: 0.2648	LR: 0.004000
Training Epoch: 5 [7936/45000]	Loss: 0.2794	LR: 0.004000
Training Epoch: 5 [8192/45000]	Loss: 0.2453	LR: 0.004000
Training Epoch: 5 [8448/45000]	Loss: 0.2288	LR: 0.004000
Training Epoch: 5 [8704/45000]	Loss: 0.2948	LR: 0.004000
Training Epoch: 5 [8960/45000]	Loss: 0.2581	LR: 0.004000
Training Epoch: 5 [9216/45000]	Loss: 0.3056	LR: 0.004000
Training Epoch: 5 [9472/45000]	Loss: 0.2591	LR: 0.004000
Training Epoch: 5 [9728/45000]	Loss: 0.2879	LR: 0.004000
Training Epoch: 5 [9984/45000]	Loss: 0.3069	LR: 0.004000
Training Epoch: 5 [10240/45000]	Loss: 0.2852	LR: 0.004000
Training Epoch: 5 [10496/45000]	Loss: 0.3048	LR: 0.004000
Training Epoch: 5 [10752/45000]	Loss: 0.3000	LR: 0.004000
Training Epoch: 5 [11008/45000]	Loss: 0.2619	LR: 0.004000
Training Epoch: 5 [11264/45000]	Loss: 0.3068	LR: 0.004000
Training Epoch: 5 [11520/45000]	Loss: 0.3114	LR: 0.004000
Training Epoch: 5 [11776/45000]	Loss: 0.2416	LR: 0.004000
Training Epoch: 5 [12032/45000]	Loss: 0.2265	LR: 0.004000
Training Epoch: 5 [12288/45000]	Loss: 0.2392	LR: 0.004000
Training Epoch: 5 [12544/45000]	Loss: 0.2634	LR: 0.004000
Training Epoch: 5 [12800/45000]	Loss: 0.2801	LR: 0.004000
Training Epoch: 5 [13056/45000]	Loss: 0.3197	LR: 0.004000
Training Epoch: 5 [13312/45000]	Loss: 0.2961	LR: 0.004000
Training Epoch: 5 [13568/45000]	Loss: 0.2151	LR: 0.004000
Training Epoch: 5 [13824/45000]	Loss: 0.2005	LR: 0.004000
Training Epoch: 5 [14080/45000]	Loss: 0.2496	LR: 0.004000
Training Epoch: 5 [14336/45000]	Loss: 0.2474	LR: 0.004000
Training Epoch: 5 [14592/45000]	Loss: 0.2868	LR: 0.004000
Training Epoch: 5 [14848/45000]	Loss: 0.2256	LR: 0.004000
Training Epoch: 5 [15104/45000]	Loss: 0.1946	LR: 0.004000
Training Epoch: 5 [15360/45000]	Loss: 0.2332	LR: 0.004000
Training Epoch: 5 [15616/45000]	Loss: 0.2194	LR: 0.004000
Training Epoch: 5 [15872/45000]	Loss: 0.2244	LR: 0.004000
Training Epoch: 5 [16128/45000]	Loss: 0.2370	LR: 0.004000
Training Epoch: 5 [16384/45000]	Loss: 0.2834	LR: 0.004000
Training Epoch: 5 [16640/45000]	Loss: 0.2335	LR: 0.004000
Training Epoch: 5 [16896/45000]	Loss: 0.2031	LR: 0.004000
Training Epoch: 5 [17152/45000]	Loss: 0.2428	LR: 0.004000
Training Epoch: 5 [17408/45000]	Loss: 0.2168	LR: 0.004000
Training Epoch: 5 [17664/45000]	Loss: 0.2637	LR: 0.004000
Training Epoch: 5 [17920/45000]	Loss: 0.2819	LR: 0.004000
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Training Epoch: 5 [18432/45000]	Loss: 0.2405	LR: 0.004000
Training Epoch: 5 [18688/45000]	Loss: 0.2371	LR: 0.004000
Training Epoch: 5 [18944/45000]	Loss: 0.2615	LR: 0.004000
Training Epoch: 5 [19200/45000]	Loss: 0.2429	LR: 0.004000
Training Epoch: 5 [19456/45000]	Loss: 0.1889	LR: 0.004000
Training Epoch: 5 [19712/45000]	Loss: 0.2739	LR: 0.004000
Training Epoch: 5 [19968/45000]	Loss: 0.1714	LR: 0.004000
Training Epoch: 5 [20224/45000]	Loss: 0.2250	LR: 0.004000
Training Epoch: 5 [20480/45000]	Loss: 0.2609	LR: 0.004000
Training Epoch: 5 [20736/45000]	Loss: 0.1579	LR: 0.004000
Training Epoch: 5 [20992/45000]	Loss: 0.2205	LR: 0.004000
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Training Epoch: 5 [21504/45000]	Loss: 0.2439	LR: 0.004000
Training Epoch: 5 [21760/45000]	Loss: 0.2528	LR: 0.004000
Training Epoch: 5 [22016/45000]	Loss: 0.3069	LR: 0.004000
Training Epoch: 5 [22272/45000]	Loss: 0.1880	LR: 0.004000
Training Epoch: 5 [22528/45000]	Loss: 0.2234	LR: 0.004000
Training Epoch: 5 [22784/45000]	Loss: 0.1801	LR: 0.004000
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Training Epoch: 5 [24576/45000]	Loss: 0.2717	LR: 0.004000
Training Epoch: 5 [24832/45000]	Loss: 0.2866	LR: 0.004000
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Training Epoch: 5 [27904/45000]	Loss: 0.2645	LR: 0.004000
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Training Epoch: 5 [28416/45000]	Loss: 0.2098	LR: 0.004000
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Training Epoch: 5 [28928/45000]	Loss: 0.1821	LR: 0.004000
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Training Epoch: 5 [29440/45000]	Loss: 0.2229	LR: 0.004000
Training Epoch: 5 [29696/45000]	Loss: 0.2304	LR: 0.004000
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Training Epoch: 5 [35328/45000]	Loss: 0.2149	LR: 0.004000
Training Epoch: 5 [35584/45000]	Loss: 0.3034	LR: 0.004000
Training Epoch: 5 [35840/45000]	Loss: 0.2660	LR: 0.004000
Training Epoch: 5 [36096/45000]	Loss: 0.2071	LR: 0.004000
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Training Epoch: 5 [36608/45000]	Loss: 0.2075	LR: 0.004000
Training Epoch: 5 [36864/45000]	Loss: 0.2521	LR: 0.004000
Training Epoch: 5 [37120/45000]	Loss: 0.1775	LR: 0.004000
Training Epoch: 5 [37376/45000]	Loss: 0.2018	LR: 0.004000
Training Epoch: 5 [37632/45000]	Loss: 0.1663	LR: 0.004000
Training Epoch: 5 [37888/45000]	Loss: 0.2410	LR: 0.004000
Training Epoch: 5 [38144/45000]	Loss: 0.2633	LR: 0.004000
Training Epoch: 5 [38400/45000]	Loss: 0.1640	LR: 0.004000
Training Epoch: 5 [38656/45000]	Loss: 0.2627	LR: 0.004000
Training Epoch: 5 [38912/45000]	Loss: 0.1758	LR: 0.004000
Training Epoch: 5 [39168/45000]	Loss: 0.2370	LR: 0.004000
Training Epoch: 5 [39424/45000]	Loss: 0.2262	LR: 0.004000
Training Epoch: 5 [39680/45000]	Loss: 0.2482	LR: 0.004000
Training Epoch: 5 [39936/45000]	Loss: 0.2678	LR: 0.004000
Training Epoch: 5 [40192/45000]	Loss: 0.1951	LR: 0.004000
Training Epoch: 5 [40448/45000]	Loss: 0.2206	LR: 0.004000
Training Epoch: 5 [40704/45000]	Loss: 0.1708	LR: 0.004000
Training Epoch: 5 [40960/45000]	Loss: 0.2166	LR: 0.004000
Training Epoch: 5 [41216/45000]	Loss: 0.1809	LR: 0.004000
Training Epoch: 5 [41472/45000]	Loss: 0.2693	LR: 0.004000
Training Epoch: 5 [41728/45000]	Loss: 0.2219	LR: 0.004000
Training Epoch: 5 [41984/45000]	Loss: 0.2765	LR: 0.004000
Training Epoch: 5 [42240/45000]	Loss: 0.2427	LR: 0.004000
Training Epoch: 5 [42496/45000]	Loss: 0.1833	LR: 0.004000
Training Epoch: 5 [42752/45000]	Loss: 0.1491	LR: 0.004000
Training Epoch: 5 [43008/45000]	Loss: 0.2362	LR: 0.004000
Training Epoch: 5 [43264/45000]	Loss: 0.2302	LR: 0.004000
Training Epoch: 5 [43520/45000]	Loss: 0.1983	LR: 0.004000
Training Epoch: 5 [43776/45000]	Loss: 0.2976	LR: 0.004000
Training Epoch: 5 [44032/45000]	Loss: 0.1937	LR: 0.004000
Training Epoch: 5 [44288/45000]	Loss: 0.1784	LR: 0.004000
Training Epoch: 5 [44544/45000]	Loss: 0.1635	LR: 0.004000
Training Epoch: 5 [44800/45000]	Loss: 0.2495	LR: 0.004000
Training Epoch: 5 [45000/45000]	Loss: 0.2381	LR: 0.004000
Epoch 5 - Average Train Loss: 0.2516, Train Accuracy: 0.9177
Epoch 5 training time consumed: 17.62s
Evaluating Network.....
Test set: Epoch: 5, Average loss: 0.0023, Accuracy: 0.8108, Time consumed:0.95s
Saving weights file to checkpoint/retrain/ResNet18/Saturday_02_August_2025_01h_36m_07s/ResNet18-Cifar10-seed8-ret100-5-best.pth
Training Epoch: 6 [256/45000]	Loss: 0.1321	LR: 0.004000
Training Epoch: 6 [512/45000]	Loss: 0.1664	LR: 0.004000
Training Epoch: 6 [768/45000]	Loss: 0.1537	LR: 0.004000
Training Epoch: 6 [1024/45000]	Loss: 0.1711	LR: 0.004000
Training Epoch: 6 [1280/45000]	Loss: 0.1257	LR: 0.004000
Training Epoch: 6 [1536/45000]	Loss: 0.1774	LR: 0.004000
Training Epoch: 6 [1792/45000]	Loss: 0.1663	LR: 0.004000
Training Epoch: 6 [2048/45000]	Loss: 0.1899	LR: 0.004000
Training Epoch: 6 [2304/45000]	Loss: 0.1791	LR: 0.004000
Training Epoch: 6 [2560/45000]	Loss: 0.1763	LR: 0.004000
Training Epoch: 6 [2816/45000]	Loss: 0.1527	LR: 0.004000
Training Epoch: 6 [3072/45000]	Loss: 0.1452	LR: 0.004000
Training Epoch: 6 [3328/45000]	Loss: 0.1357	LR: 0.004000
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Training Epoch: 6 [3840/45000]	Loss: 0.1386	LR: 0.004000
Training Epoch: 6 [4096/45000]	Loss: 0.1528	LR: 0.004000
Training Epoch: 6 [4352/45000]	Loss: 0.1345	LR: 0.004000
Training Epoch: 6 [4608/45000]	Loss: 0.1721	LR: 0.004000
Training Epoch: 6 [4864/45000]	Loss: 0.0961	LR: 0.004000
Training Epoch: 6 [5120/45000]	Loss: 0.1739	LR: 0.004000
Training Epoch: 6 [5376/45000]	Loss: 0.1657	LR: 0.004000
Training Epoch: 6 [5632/45000]	Loss: 0.1943	LR: 0.004000
Training Epoch: 6 [5888/45000]	Loss: 0.2028	LR: 0.004000
Training Epoch: 6 [6144/45000]	Loss: 0.1691	LR: 0.004000
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Training Epoch: 6 [6656/45000]	Loss: 0.1130	LR: 0.004000
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Training Epoch: 6 [7168/45000]	Loss: 0.1520	LR: 0.004000
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Training Epoch: 6 [7680/45000]	Loss: 0.1554	LR: 0.004000
Training Epoch: 6 [7936/45000]	Loss: 0.1189	LR: 0.004000
Training Epoch: 6 [8192/45000]	Loss: 0.2096	LR: 0.004000
Training Epoch: 6 [8448/45000]	Loss: 0.1502	LR: 0.004000
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Training Epoch: 6 [8960/45000]	Loss: 0.1435	LR: 0.004000
Training Epoch: 6 [9216/45000]	Loss: 0.1398	LR: 0.004000
Training Epoch: 6 [9472/45000]	Loss: 0.1157	LR: 0.004000
Training Epoch: 6 [9728/45000]	Loss: 0.1884	LR: 0.004000
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Training Epoch: 6 [10240/45000]	Loss: 0.1588	LR: 0.004000
Training Epoch: 6 [10496/45000]	Loss: 0.1579	LR: 0.004000
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Training Epoch: 6 [11008/45000]	Loss: 0.1513	LR: 0.004000
Training Epoch: 6 [11264/45000]	Loss: 0.1562	LR: 0.004000
Training Epoch: 6 [11520/45000]	Loss: 0.1554	LR: 0.004000
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Training Epoch: 6 [12032/45000]	Loss: 0.1955	LR: 0.004000
Training Epoch: 6 [12288/45000]	Loss: 0.1478	LR: 0.004000
Training Epoch: 6 [12544/45000]	Loss: 0.1530	LR: 0.004000
Training Epoch: 6 [12800/45000]	Loss: 0.1190	LR: 0.004000
Training Epoch: 6 [13056/45000]	Loss: 0.1826	LR: 0.004000
Training Epoch: 6 [13312/45000]	Loss: 0.2127	LR: 0.004000
Training Epoch: 6 [13568/45000]	Loss: 0.1805	LR: 0.004000
Training Epoch: 6 [13824/45000]	Loss: 0.1637	LR: 0.004000
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Training Epoch: 6 [15360/45000]	Loss: 0.1345	LR: 0.004000
Training Epoch: 6 [15616/45000]	Loss: 0.1969	LR: 0.004000
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Training Epoch: 6 [16128/45000]	Loss: 0.1681	LR: 0.004000
Training Epoch: 6 [16384/45000]	Loss: 0.1521	LR: 0.004000
Training Epoch: 6 [16640/45000]	Loss: 0.1736	LR: 0.004000
Training Epoch: 6 [16896/45000]	Loss: 0.1415	LR: 0.004000
Training Epoch: 6 [17152/45000]	Loss: 0.1585	LR: 0.004000
Training Epoch: 6 [17408/45000]	Loss: 0.1852	LR: 0.004000
Training Epoch: 6 [17664/45000]	Loss: 0.1630	LR: 0.004000
Training Epoch: 6 [17920/45000]	Loss: 0.2026	LR: 0.004000
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Training Epoch: 6 [20224/45000]	Loss: 0.1909	LR: 0.004000
Training Epoch: 6 [20480/45000]	Loss: 0.1760	LR: 0.004000
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Training Epoch: 6 [22016/45000]	Loss: 0.1432	LR: 0.004000
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Training Epoch: 6 [23040/45000]	Loss: 0.1441	LR: 0.004000
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Training Epoch: 6 [25344/45000]	Loss: 0.1735	LR: 0.004000
Training Epoch: 6 [25600/45000]	Loss: 0.1190	LR: 0.004000
Training Epoch: 6 [25856/45000]	Loss: 0.1888	LR: 0.004000
Training Epoch: 6 [26112/45000]	Loss: 0.1763	LR: 0.004000
Training Epoch: 6 [26368/45000]	Loss: 0.1516	LR: 0.004000
Training Epoch: 6 [26624/45000]	Loss: 0.1245	LR: 0.004000
Training Epoch: 6 [26880/45000]	Loss: 0.1762	LR: 0.004000
Training Epoch: 6 [27136/45000]	Loss: 0.1626	LR: 0.004000
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Training Epoch: 6 [27648/45000]	Loss: 0.1498	LR: 0.004000
Training Epoch: 6 [27904/45000]	Loss: 0.1538	LR: 0.004000
Training Epoch: 6 [28160/45000]	Loss: 0.1879	LR: 0.004000
Training Epoch: 6 [28416/45000]	Loss: 0.1516	LR: 0.004000
Training Epoch: 6 [28672/45000]	Loss: 0.1537	LR: 0.004000
Training Epoch: 6 [28928/45000]	Loss: 0.1165	LR: 0.004000
Training Epoch: 6 [29184/45000]	Loss: 0.1103	LR: 0.004000
Training Epoch: 6 [29440/45000]	Loss: 0.1139	LR: 0.004000
Training Epoch: 6 [29696/45000]	Loss: 0.1771	LR: 0.004000
Training Epoch: 6 [29952/45000]	Loss: 0.1263	LR: 0.004000
Training Epoch: 6 [30208/45000]	Loss: 0.1246	LR: 0.004000
Training Epoch: 6 [30464/45000]	Loss: 0.1518	LR: 0.004000
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Training Epoch: 6 [35072/45000]	Loss: 0.2552	LR: 0.004000
Training Epoch: 6 [35328/45000]	Loss: 0.1875	LR: 0.004000
Training Epoch: 6 [35584/45000]	Loss: 0.1334	LR: 0.004000
Training Epoch: 6 [35840/45000]	Loss: 0.1792	LR: 0.004000
Training Epoch: 6 [36096/45000]	Loss: 0.2144	LR: 0.004000
Training Epoch: 6 [36352/45000]	Loss: 0.1706	LR: 0.004000
Training Epoch: 6 [36608/45000]	Loss: 0.1337	LR: 0.004000
Training Epoch: 6 [36864/45000]	Loss: 0.1467	LR: 0.004000
Training Epoch: 6 [37120/45000]	Loss: 0.1546	LR: 0.004000
Training Epoch: 6 [37376/45000]	Loss: 0.1190	LR: 0.004000
Training Epoch: 6 [37632/45000]	Loss: 0.1385	LR: 0.004000
Training Epoch: 6 [37888/45000]	Loss: 0.1776	LR: 0.004000
Training Epoch: 6 [38144/45000]	Loss: 0.1428	LR: 0.004000
Training Epoch: 6 [38400/45000]	Loss: 0.1163	LR: 0.004000
Training Epoch: 6 [38656/45000]	Loss: 0.1329	LR: 0.004000
Training Epoch: 6 [38912/45000]	Loss: 0.1379	LR: 0.004000
Training Epoch: 6 [39168/45000]	Loss: 0.1541	LR: 0.004000
Training Epoch: 6 [39424/45000]	Loss: 0.1289	LR: 0.004000
Training Epoch: 6 [39680/45000]	Loss: 0.1337	LR: 0.004000
Training Epoch: 6 [39936/45000]	Loss: 0.1005	LR: 0.004000
Training Epoch: 6 [40192/45000]	Loss: 0.1898	LR: 0.004000
Training Epoch: 6 [40448/45000]	Loss: 0.1794	LR: 0.004000
Training Epoch: 6 [40704/45000]	Loss: 0.0990	LR: 0.004000
Training Epoch: 6 [40960/45000]	Loss: 0.1550	LR: 0.004000
Training Epoch: 6 [41216/45000]	Loss: 0.1642	LR: 0.004000
Training Epoch: 6 [41472/45000]	Loss: 0.1963	LR: 0.004000
Training Epoch: 6 [41728/45000]	Loss: 0.1494	LR: 0.004000
Training Epoch: 6 [41984/45000]	Loss: 0.1999	LR: 0.004000
Training Epoch: 6 [42240/45000]	Loss: 0.1226	LR: 0.004000
Training Epoch: 6 [42496/45000]	Loss: 0.1779	LR: 0.004000
Training Epoch: 6 [42752/45000]	Loss: 0.2069	LR: 0.004000
Training Epoch: 6 [43008/45000]	Loss: 0.1379	LR: 0.004000
Training Epoch: 6 [43264/45000]	Loss: 0.1789	LR: 0.004000
Training Epoch: 6 [43520/45000]	Loss: 0.1476	LR: 0.004000
Training Epoch: 6 [43776/45000]	Loss: 0.2159	LR: 0.004000
Training Epoch: 6 [44032/45000]	Loss: 0.1205	LR: 0.004000
Training Epoch: 6 [44288/45000]	Loss: 0.1557	LR: 0.004000
Training Epoch: 6 [44544/45000]	Loss: 0.1606	LR: 0.004000
Training Epoch: 6 [44800/45000]	Loss: 0.1974	LR: 0.004000
Training Epoch: 6 [45000/45000]	Loss: 0.1500	LR: 0.004000
Epoch 6 - Average Train Loss: 0.1573, Train Accuracy: 0.9535
Epoch 6 training time consumed: 17.50s
Evaluating Network.....
Test set: Epoch: 6, Average loss: 0.0024, Accuracy: 0.8100, Time consumed:0.95s
Saving weights file to checkpoint/retrain/ResNet18/Saturday_02_August_2025_01h_36m_07s/ResNet18-Cifar10-seed8-ret100-6-best.pth
Training Epoch: 7 [256/45000]	Loss: 0.1073	LR: 0.004000
Training Epoch: 7 [512/45000]	Loss: 0.1195	LR: 0.004000
Training Epoch: 7 [768/45000]	Loss: 0.1133	LR: 0.004000
Training Epoch: 7 [1024/45000]	Loss: 0.1002	LR: 0.004000
Training Epoch: 7 [1280/45000]	Loss: 0.0902	LR: 0.004000
Training Epoch: 7 [1536/45000]	Loss: 0.0787	LR: 0.004000
Training Epoch: 7 [1792/45000]	Loss: 0.0865	LR: 0.004000
Training Epoch: 7 [2048/45000]	Loss: 0.0706	LR: 0.004000
Training Epoch: 7 [2304/45000]	Loss: 0.1114	LR: 0.004000
Training Epoch: 7 [2560/45000]	Loss: 0.0848	LR: 0.004000
Training Epoch: 7 [2816/45000]	Loss: 0.1013	LR: 0.004000
Training Epoch: 7 [3072/45000]	Loss: 0.0758	LR: 0.004000
Training Epoch: 7 [3328/45000]	Loss: 0.1103	LR: 0.004000
Training Epoch: 7 [3584/45000]	Loss: 0.0884	LR: 0.004000
Training Epoch: 7 [3840/45000]	Loss: 0.0746	LR: 0.004000
Training Epoch: 7 [4096/45000]	Loss: 0.0685	LR: 0.004000
Training Epoch: 7 [4352/45000]	Loss: 0.0932	LR: 0.004000
Training Epoch: 7 [4608/45000]	Loss: 0.1196	LR: 0.004000
Training Epoch: 7 [4864/45000]	Loss: 0.0945	LR: 0.004000
Training Epoch: 7 [5120/45000]	Loss: 0.0775	LR: 0.004000
Training Epoch: 7 [5376/45000]	Loss: 0.0595	LR: 0.004000
Training Epoch: 7 [5632/45000]	Loss: 0.0894	LR: 0.004000
Training Epoch: 7 [5888/45000]	Loss: 0.1235	LR: 0.004000
Training Epoch: 7 [6144/45000]	Loss: 0.0863	LR: 0.004000
Training Epoch: 7 [6400/45000]	Loss: 0.0993	LR: 0.004000
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Training Epoch: 7 [8448/45000]	Loss: 0.0815	LR: 0.004000
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Training Epoch: 7 [10496/45000]	Loss: 0.0871	LR: 0.004000
Training Epoch: 7 [10752/45000]	Loss: 0.0835	LR: 0.004000
Training Epoch: 7 [11008/45000]	Loss: 0.0891	LR: 0.004000
Training Epoch: 7 [11264/45000]	Loss: 0.1016	LR: 0.004000
Training Epoch: 7 [11520/45000]	Loss: 0.0997	LR: 0.004000
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Training Epoch: 7 [12032/45000]	Loss: 0.0739	LR: 0.004000
Training Epoch: 7 [12288/45000]	Loss: 0.0616	LR: 0.004000
Training Epoch: 7 [12544/45000]	Loss: 0.0905	LR: 0.004000
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Training Epoch: 7 [14848/45000]	Loss: 0.1053	LR: 0.004000
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Training Epoch: 7 [15616/45000]	Loss: 0.0754	LR: 0.004000
Training Epoch: 7 [15872/45000]	Loss: 0.0993	LR: 0.004000
Training Epoch: 7 [16128/45000]	Loss: 0.0786	LR: 0.004000
Training Epoch: 7 [16384/45000]	Loss: 0.0939	LR: 0.004000
Training Epoch: 7 [16640/45000]	Loss: 0.0707	LR: 0.004000
Training Epoch: 7 [16896/45000]	Loss: 0.0636	LR: 0.004000
Training Epoch: 7 [17152/45000]	Loss: 0.0917	LR: 0.004000
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Training Epoch: 7 [17920/45000]	Loss: 0.0686	LR: 0.004000
Training Epoch: 7 [18176/45000]	Loss: 0.1071	LR: 0.004000
Training Epoch: 7 [18432/45000]	Loss: 0.0615	LR: 0.004000
Training Epoch: 7 [18688/45000]	Loss: 0.0893	LR: 0.004000
Training Epoch: 7 [18944/45000]	Loss: 0.0881	LR: 0.004000
Training Epoch: 7 [19200/45000]	Loss: 0.0704	LR: 0.004000
Training Epoch: 7 [19456/45000]	Loss: 0.0937	LR: 0.004000
Training Epoch: 7 [19712/45000]	Loss: 0.0976	LR: 0.004000
Training Epoch: 7 [19968/45000]	Loss: 0.0783	LR: 0.004000
Training Epoch: 7 [20224/45000]	Loss: 0.0802	LR: 0.004000
Training Epoch: 7 [20480/45000]	Loss: 0.1113	LR: 0.004000
Training Epoch: 7 [20736/45000]	Loss: 0.0733	LR: 0.004000
Training Epoch: 7 [20992/45000]	Loss: 0.0726	LR: 0.004000
Training Epoch: 7 [21248/45000]	Loss: 0.0585	LR: 0.004000
Training Epoch: 7 [21504/45000]	Loss: 0.0751	LR: 0.004000
Training Epoch: 7 [21760/45000]	Loss: 0.0936	LR: 0.004000
Training Epoch: 7 [22016/45000]	Loss: 0.0769	LR: 0.004000
Training Epoch: 7 [22272/45000]	Loss: 0.0870	LR: 0.004000
Training Epoch: 7 [22528/45000]	Loss: 0.0986	LR: 0.004000
Training Epoch: 7 [22784/45000]	Loss: 0.0469	LR: 0.004000
Training Epoch: 7 [23040/45000]	Loss: 0.1019	LR: 0.004000
Training Epoch: 7 [23296/45000]	Loss: 0.0649	LR: 0.004000
Training Epoch: 7 [23552/45000]	Loss: 0.0850	LR: 0.004000
Training Epoch: 7 [23808/45000]	Loss: 0.0880	LR: 0.004000
Training Epoch: 7 [24064/45000]	Loss: 0.0625	LR: 0.004000
Training Epoch: 7 [24320/45000]	Loss: 0.1264	LR: 0.004000
Training Epoch: 7 [24576/45000]	Loss: 0.1140	LR: 0.004000
Training Epoch: 7 [24832/45000]	Loss: 0.0838	LR: 0.004000
Training Epoch: 7 [25088/45000]	Loss: 0.0617	LR: 0.004000
Training Epoch: 7 [25344/45000]	Loss: 0.0982	LR: 0.004000
Training Epoch: 7 [25600/45000]	Loss: 0.0772	LR: 0.004000
Training Epoch: 7 [25856/45000]	Loss: 0.0676	LR: 0.004000
Training Epoch: 7 [26112/45000]	Loss: 0.0808	LR: 0.004000
Training Epoch: 7 [26368/45000]	Loss: 0.0608	LR: 0.004000
Training Epoch: 7 [26624/45000]	Loss: 0.0720	LR: 0.004000
Training Epoch: 7 [26880/45000]	Loss: 0.0887	LR: 0.004000
Training Epoch: 7 [27136/45000]	Loss: 0.0981	LR: 0.004000
Training Epoch: 7 [27392/45000]	Loss: 0.1079	LR: 0.004000
Training Epoch: 7 [27648/45000]	Loss: 0.0982	LR: 0.004000
Training Epoch: 7 [27904/45000]	Loss: 0.0699	LR: 0.004000
Training Epoch: 7 [28160/45000]	Loss: 0.0845	LR: 0.004000
Training Epoch: 7 [28416/45000]	Loss: 0.0737	LR: 0.004000
Training Epoch: 7 [28672/45000]	Loss: 0.0867	LR: 0.004000
Training Epoch: 7 [28928/45000]	Loss: 0.0580	LR: 0.004000
Training Epoch: 7 [29184/45000]	Loss: 0.0777	LR: 0.004000
Training Epoch: 7 [29440/45000]	Loss: 0.0846	LR: 0.004000
Training Epoch: 7 [29696/45000]	Loss: 0.0844	LR: 0.004000
Training Epoch: 7 [29952/45000]	Loss: 0.0806	LR: 0.004000
Training Epoch: 7 [30208/45000]	Loss: 0.1280	LR: 0.004000
Training Epoch: 7 [30464/45000]	Loss: 0.1202	LR: 0.004000
Training Epoch: 7 [30720/45000]	Loss: 0.0736	LR: 0.004000
Training Epoch: 7 [30976/45000]	Loss: 0.0788	LR: 0.004000
Training Epoch: 7 [31232/45000]	Loss: 0.0763	LR: 0.004000
Training Epoch: 7 [31488/45000]	Loss: 0.0583	LR: 0.004000
Training Epoch: 7 [31744/45000]	Loss: 0.0995	LR: 0.004000
Training Epoch: 7 [32000/45000]	Loss: 0.0931	LR: 0.004000
Training Epoch: 7 [32256/45000]	Loss: 0.0897	LR: 0.004000
Training Epoch: 7 [32512/45000]	Loss: 0.1034	LR: 0.004000
Training Epoch: 7 [32768/45000]	Loss: 0.1058	LR: 0.004000
Training Epoch: 7 [33024/45000]	Loss: 0.0817	LR: 0.004000
Training Epoch: 7 [33280/45000]	Loss: 0.0873	LR: 0.004000
Training Epoch: 7 [33536/45000]	Loss: 0.1213	LR: 0.004000
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Training Epoch: 7 [34304/45000]	Loss: 0.1120	LR: 0.004000
Training Epoch: 7 [34560/45000]	Loss: 0.0728	LR: 0.004000
Training Epoch: 7 [34816/45000]	Loss: 0.0494	LR: 0.004000
Training Epoch: 7 [35072/45000]	Loss: 0.0888	LR: 0.004000
Training Epoch: 7 [35328/45000]	Loss: 0.0979	LR: 0.004000
Training Epoch: 7 [35584/45000]	Loss: 0.0929	LR: 0.004000
Training Epoch: 7 [35840/45000]	Loss: 0.0867	LR: 0.004000
Training Epoch: 7 [36096/45000]	Loss: 0.0920	LR: 0.004000
Training Epoch: 7 [36352/45000]	Loss: 0.0719	LR: 0.004000
Training Epoch: 7 [36608/45000]	Loss: 0.1169	LR: 0.004000
Training Epoch: 7 [36864/45000]	Loss: 0.0782	LR: 0.004000
Training Epoch: 7 [37120/45000]	Loss: 0.1006	LR: 0.004000
Training Epoch: 7 [37376/45000]	Loss: 0.1316	LR: 0.004000
Training Epoch: 7 [37632/45000]	Loss: 0.0893	LR: 0.004000
Training Epoch: 7 [37888/45000]	Loss: 0.0884	LR: 0.004000
Training Epoch: 7 [38144/45000]	Loss: 0.0764	LR: 0.004000
Training Epoch: 7 [38400/45000]	Loss: 0.1139	LR: 0.004000
Training Epoch: 7 [38656/45000]	Loss: 0.0943	LR: 0.004000
Training Epoch: 7 [38912/45000]	Loss: 0.0667	LR: 0.004000
Training Epoch: 7 [39168/45000]	Loss: 0.0754	LR: 0.004000
Training Epoch: 7 [39424/45000]	Loss: 0.0884	LR: 0.004000
Training Epoch: 7 [39680/45000]	Loss: 0.1190	LR: 0.004000
Training Epoch: 7 [39936/45000]	Loss: 0.1280	LR: 0.004000
Training Epoch: 7 [40192/45000]	Loss: 0.0584	LR: 0.004000
Training Epoch: 7 [40448/45000]	Loss: 0.0749	LR: 0.004000
Training Epoch: 7 [40704/45000]	Loss: 0.1023	LR: 0.004000
Training Epoch: 7 [40960/45000]	Loss: 0.1067	LR: 0.004000
Training Epoch: 7 [41216/45000]	Loss: 0.0684	LR: 0.004000
Training Epoch: 7 [41472/45000]	Loss: 0.0664	LR: 0.004000
Training Epoch: 7 [41728/45000]	Loss: 0.1035	LR: 0.004000
Training Epoch: 7 [41984/45000]	Loss: 0.0850	LR: 0.004000
Training Epoch: 7 [42240/45000]	Loss: 0.0668	LR: 0.004000
Training Epoch: 7 [42496/45000]	Loss: 0.0905	LR: 0.004000
Training Epoch: 7 [42752/45000]	Loss: 0.1074	LR: 0.004000
Training Epoch: 7 [43008/45000]	Loss: 0.0830	LR: 0.004000
Training Epoch: 7 [43264/45000]	Loss: 0.0745	LR: 0.004000
Training Epoch: 7 [43520/45000]	Loss: 0.0960	LR: 0.004000
Training Epoch: 7 [43776/45000]	Loss: 0.1139	LR: 0.004000
Training Epoch: 7 [44032/45000]	Loss: 0.0574	LR: 0.004000
Training Epoch: 7 [44288/45000]	Loss: 0.0923	LR: 0.004000
Training Epoch: 7 [44544/45000]	Loss: 0.1093	LR: 0.004000
Training Epoch: 7 [44800/45000]	Loss: 0.0984	LR: 0.004000
Training Epoch: 7 [45000/45000]	Loss: 0.0734	LR: 0.004000
Epoch 7 - Average Train Loss: 0.0871, Train Accuracy: 0.9779
Epoch 7 training time consumed: 17.53s
Evaluating Network.....
Test set: Epoch: 7, Average loss: 0.0025, Accuracy: 0.8063, Time consumed:0.96s
Saving weights file to checkpoint/retrain/ResNet18/Saturday_02_August_2025_01h_36m_07s/ResNet18-Cifar10-seed8-ret100-7-best.pth
Training Epoch: 8 [256/45000]	Loss: 0.0349	LR: 0.004000
Training Epoch: 8 [512/45000]	Loss: 0.0447	LR: 0.004000
Training Epoch: 8 [768/45000]	Loss: 0.0540	LR: 0.004000
Training Epoch: 8 [1024/45000]	Loss: 0.0360	LR: 0.004000
Training Epoch: 8 [1280/45000]	Loss: 0.0470	LR: 0.004000
Training Epoch: 8 [1536/45000]	Loss: 0.0570	LR: 0.004000
Training Epoch: 8 [1792/45000]	Loss: 0.0485	LR: 0.004000
Training Epoch: 8 [2048/45000]	Loss: 0.0406	LR: 0.004000
Training Epoch: 8 [2304/45000]	Loss: 0.0479	LR: 0.004000
Training Epoch: 8 [2560/45000]	Loss: 0.0615	LR: 0.004000
Training Epoch: 8 [2816/45000]	Loss: 0.0511	LR: 0.004000
Training Epoch: 8 [3072/45000]	Loss: 0.0444	LR: 0.004000
Training Epoch: 8 [3328/45000]	Loss: 0.0509	LR: 0.004000
Training Epoch: 8 [3584/45000]	Loss: 0.0374	LR: 0.004000
Training Epoch: 8 [3840/45000]	Loss: 0.0456	LR: 0.004000
Training Epoch: 8 [4096/45000]	Loss: 0.0494	LR: 0.004000
Training Epoch: 8 [4352/45000]	Loss: 0.0383	LR: 0.004000
Training Epoch: 8 [4608/45000]	Loss: 0.0458	LR: 0.004000
Training Epoch: 8 [4864/45000]	Loss: 0.0526	LR: 0.004000
Training Epoch: 8 [5120/45000]	Loss: 0.0429	LR: 0.004000
Training Epoch: 8 [5376/45000]	Loss: 0.0335	LR: 0.004000
Training Epoch: 8 [5632/45000]	Loss: 0.0392	LR: 0.004000
Training Epoch: 8 [5888/45000]	Loss: 0.0752	LR: 0.004000
Training Epoch: 8 [6144/45000]	Loss: 0.0369	LR: 0.004000
Training Epoch: 8 [6400/45000]	Loss: 0.0785	LR: 0.004000
Training Epoch: 8 [6656/45000]	Loss: 0.0417	LR: 0.004000
Training Epoch: 8 [6912/45000]	Loss: 0.0415	LR: 0.004000
Training Epoch: 8 [7168/45000]	Loss: 0.0259	LR: 0.004000
Training Epoch: 8 [7424/45000]	Loss: 0.0412	LR: 0.004000
Training Epoch: 8 [7680/45000]	Loss: 0.0412	LR: 0.004000
Training Epoch: 8 [7936/45000]	Loss: 0.0338	LR: 0.004000
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Training Epoch: 8 [8448/45000]	Loss: 0.0461	LR: 0.004000
Training Epoch: 8 [8704/45000]	Loss: 0.0349	LR: 0.004000
Training Epoch: 8 [8960/45000]	Loss: 0.0274	LR: 0.004000
Training Epoch: 8 [9216/45000]	Loss: 0.0306	LR: 0.004000
Training Epoch: 8 [9472/45000]	Loss: 0.0457	LR: 0.004000
Training Epoch: 8 [9728/45000]	Loss: 0.0391	LR: 0.004000
Training Epoch: 8 [9984/45000]	Loss: 0.0382	LR: 0.004000
Training Epoch: 8 [10240/45000]	Loss: 0.0377	LR: 0.004000
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Training Epoch: 8 [11008/45000]	Loss: 0.0364	LR: 0.004000
Training Epoch: 8 [11264/45000]	Loss: 0.0436	LR: 0.004000
Training Epoch: 8 [11520/45000]	Loss: 0.0392	LR: 0.004000
Training Epoch: 8 [11776/45000]	Loss: 0.0334	LR: 0.004000
Training Epoch: 8 [12032/45000]	Loss: 0.0436	LR: 0.004000
Training Epoch: 8 [12288/45000]	Loss: 0.0309	LR: 0.004000
Training Epoch: 8 [12544/45000]	Loss: 0.0408	LR: 0.004000
Training Epoch: 8 [12800/45000]	Loss: 0.0282	LR: 0.004000
Training Epoch: 8 [13056/45000]	Loss: 0.0361	LR: 0.004000
Training Epoch: 8 [13312/45000]	Loss: 0.0436	LR: 0.004000
Training Epoch: 8 [13568/45000]	Loss: 0.0551	LR: 0.004000
Training Epoch: 8 [13824/45000]	Loss: 0.0330	LR: 0.004000
Training Epoch: 8 [14080/45000]	Loss: 0.0339	LR: 0.004000
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Training Epoch: 8 [15360/45000]	Loss: 0.0439	LR: 0.004000
Training Epoch: 8 [15616/45000]	Loss: 0.0469	LR: 0.004000
Training Epoch: 8 [15872/45000]	Loss: 0.0342	LR: 0.004000
Training Epoch: 8 [16128/45000]	Loss: 0.0361	LR: 0.004000
Training Epoch: 8 [16384/45000]	Loss: 0.0302	LR: 0.004000
Training Epoch: 8 [16640/45000]	Loss: 0.0312	LR: 0.004000
Training Epoch: 8 [16896/45000]	Loss: 0.0341	LR: 0.004000
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Training Epoch: 8 [17920/45000]	Loss: 0.0369	LR: 0.004000
Training Epoch: 8 [18176/45000]	Loss: 0.0288	LR: 0.004000
Training Epoch: 8 [18432/45000]	Loss: 0.0394	LR: 0.004000
Training Epoch: 8 [18688/45000]	Loss: 0.0269	LR: 0.004000
Training Epoch: 8 [18944/45000]	Loss: 0.0261	LR: 0.004000
Training Epoch: 8 [19200/45000]	Loss: 0.0368	LR: 0.004000
Training Epoch: 8 [19456/45000]	Loss: 0.0522	LR: 0.004000
Training Epoch: 8 [19712/45000]	Loss: 0.0369	LR: 0.004000
Training Epoch: 8 [19968/45000]	Loss: 0.0284	LR: 0.004000
Training Epoch: 8 [20224/45000]	Loss: 0.0448	LR: 0.004000
Training Epoch: 8 [20480/45000]	Loss: 0.0492	LR: 0.004000
Training Epoch: 8 [20736/45000]	Loss: 0.0468	LR: 0.004000
Training Epoch: 8 [20992/45000]	Loss: 0.0368	LR: 0.004000
Training Epoch: 8 [21248/45000]	Loss: 0.0461	LR: 0.004000
Training Epoch: 8 [21504/45000]	Loss: 0.0452	LR: 0.004000
Training Epoch: 8 [21760/45000]	Loss: 0.0289	LR: 0.004000
Training Epoch: 8 [22016/45000]	Loss: 0.0374	LR: 0.004000
Training Epoch: 8 [22272/45000]	Loss: 0.0369	LR: 0.004000
Training Epoch: 8 [22528/45000]	Loss: 0.0369	LR: 0.004000
Training Epoch: 8 [22784/45000]	Loss: 0.0508	LR: 0.004000
Training Epoch: 8 [23040/45000]	Loss: 0.0477	LR: 0.004000
Training Epoch: 8 [23296/45000]	Loss: 0.0370	LR: 0.004000
Training Epoch: 8 [23552/45000]	Loss: 0.0405	LR: 0.004000
Training Epoch: 8 [23808/45000]	Loss: 0.0327	LR: 0.004000
Training Epoch: 8 [24064/45000]	Loss: 0.0347	LR: 0.004000
Training Epoch: 8 [24320/45000]	Loss: 0.0275	LR: 0.004000
Training Epoch: 8 [24576/45000]	Loss: 0.0346	LR: 0.004000
Training Epoch: 8 [24832/45000]	Loss: 0.0418	LR: 0.004000
Training Epoch: 8 [25088/45000]	Loss: 0.0432	LR: 0.004000
Training Epoch: 8 [25344/45000]	Loss: 0.0332	LR: 0.004000
Training Epoch: 8 [25600/45000]	Loss: 0.0410	LR: 0.004000
Training Epoch: 8 [25856/45000]	Loss: 0.0297	LR: 0.004000
Training Epoch: 8 [26112/45000]	Loss: 0.0390	LR: 0.004000
Training Epoch: 8 [26368/45000]	Loss: 0.0341	LR: 0.004000
Training Epoch: 8 [26624/45000]	Loss: 0.0540	LR: 0.004000
Training Epoch: 8 [26880/45000]	Loss: 0.0353	LR: 0.004000
Training Epoch: 8 [27136/45000]	Loss: 0.0385	LR: 0.004000
Training Epoch: 8 [27392/45000]	Loss: 0.0582	LR: 0.004000
Training Epoch: 8 [27648/45000]	Loss: 0.0296	LR: 0.004000
Training Epoch: 8 [27904/45000]	Loss: 0.0370	LR: 0.004000
Training Epoch: 8 [28160/45000]	Loss: 0.0411	LR: 0.004000
Training Epoch: 8 [28416/45000]	Loss: 0.0311	LR: 0.004000
Training Epoch: 8 [28672/45000]	Loss: 0.0425	LR: 0.004000
Training Epoch: 8 [28928/45000]	Loss: 0.0653	LR: 0.004000
Training Epoch: 8 [29184/45000]	Loss: 0.0426	LR: 0.004000
Training Epoch: 8 [29440/45000]	Loss: 0.0534	LR: 0.004000
Training Epoch: 8 [29696/45000]	Loss: 0.0386	LR: 0.004000
Training Epoch: 8 [29952/45000]	Loss: 0.0447	LR: 0.004000
Training Epoch: 8 [30208/45000]	Loss: 0.0280	LR: 0.004000
Training Epoch: 8 [30464/45000]	Loss: 0.0353	LR: 0.004000
Training Epoch: 8 [30720/45000]	Loss: 0.0336	LR: 0.004000
Training Epoch: 8 [30976/45000]	Loss: 0.0664	LR: 0.004000
Training Epoch: 8 [31232/45000]	Loss: 0.0269	LR: 0.004000
Training Epoch: 8 [31488/45000]	Loss: 0.0510	LR: 0.004000
Training Epoch: 8 [31744/45000]	Loss: 0.0346	LR: 0.004000
Training Epoch: 8 [32000/45000]	Loss: 0.0340	LR: 0.004000
Training Epoch: 8 [32256/45000]	Loss: 0.0387	LR: 0.004000
Training Epoch: 8 [32512/45000]	Loss: 0.0385	LR: 0.004000
Training Epoch: 8 [32768/45000]	Loss: 0.0483	LR: 0.004000
Training Epoch: 8 [33024/45000]	Loss: 0.0283	LR: 0.004000
Training Epoch: 8 [33280/45000]	Loss: 0.0384	LR: 0.004000
Training Epoch: 8 [33536/45000]	Loss: 0.0370	LR: 0.004000
Training Epoch: 8 [33792/45000]	Loss: 0.0440	LR: 0.004000
Training Epoch: 8 [34048/45000]	Loss: 0.0435	LR: 0.004000
Training Epoch: 8 [34304/45000]	Loss: 0.0418	LR: 0.004000
Training Epoch: 8 [34560/45000]	Loss: 0.0439	LR: 0.004000
Training Epoch: 8 [34816/45000]	Loss: 0.0374	LR: 0.004000
Training Epoch: 8 [35072/45000]	Loss: 0.0632	LR: 0.004000
Training Epoch: 8 [35328/45000]	Loss: 0.0276	LR: 0.004000
Training Epoch: 8 [35584/45000]	Loss: 0.0448	LR: 0.004000
Training Epoch: 8 [35840/45000]	Loss: 0.0329	LR: 0.004000
Training Epoch: 8 [36096/45000]	Loss: 0.0377	LR: 0.004000
Training Epoch: 8 [36352/45000]	Loss: 0.0415	LR: 0.004000
Training Epoch: 8 [36608/45000]	Loss: 0.0573	LR: 0.004000
Training Epoch: 8 [36864/45000]	Loss: 0.0387	LR: 0.004000
Training Epoch: 8 [37120/45000]	Loss: 0.0493	LR: 0.004000
Training Epoch: 8 [37376/45000]	Loss: 0.0442	LR: 0.004000
Training Epoch: 8 [37632/45000]	Loss: 0.0400	LR: 0.004000
Training Epoch: 8 [37888/45000]	Loss: 0.0253	LR: 0.004000
Training Epoch: 8 [38144/45000]	Loss: 0.0249	LR: 0.004000
Training Epoch: 8 [38400/45000]	Loss: 0.0323	LR: 0.004000
Training Epoch: 8 [38656/45000]	Loss: 0.0180	LR: 0.004000
Training Epoch: 8 [38912/45000]	Loss: 0.0398	LR: 0.004000
Training Epoch: 8 [39168/45000]	Loss: 0.0548	LR: 0.004000
Training Epoch: 8 [39424/45000]	Loss: 0.0415	LR: 0.004000
Training Epoch: 8 [39680/45000]	Loss: 0.0341	LR: 0.004000
Training Epoch: 8 [39936/45000]	Loss: 0.0556	LR: 0.004000
Training Epoch: 8 [40192/45000]	Loss: 0.0384	LR: 0.004000
Training Epoch: 8 [40448/45000]	Loss: 0.0240	LR: 0.004000
Training Epoch: 8 [40704/45000]	Loss: 0.0428	LR: 0.004000
Training Epoch: 8 [40960/45000]	Loss: 0.0441	LR: 0.004000
Training Epoch: 8 [41216/45000]	Loss: 0.0432	LR: 0.004000
Training Epoch: 8 [41472/45000]	Loss: 0.0390	LR: 0.004000
Training Epoch: 8 [41728/45000]	Loss: 0.0386	LR: 0.004000
Training Epoch: 8 [41984/45000]	Loss: 0.0443	LR: 0.004000
Training Epoch: 8 [42240/45000]	Loss: 0.0222	LR: 0.004000
Training Epoch: 8 [42496/45000]	Loss: 0.0459	LR: 0.004000
Training Epoch: 8 [42752/45000]	Loss: 0.0543	LR: 0.004000
Training Epoch: 8 [43008/45000]	Loss: 0.0296	LR: 0.004000
Training Epoch: 8 [43264/45000]	Loss: 0.0649	LR: 0.004000
Training Epoch: 8 [43520/45000]	Loss: 0.0458	LR: 0.004000
Training Epoch: 8 [43776/45000]	Loss: 0.0250	LR: 0.004000
Training Epoch: 8 [44032/45000]	Loss: 0.0468	LR: 0.004000
Training Epoch: 8 [44288/45000]	Loss: 0.0346	LR: 0.004000
Training Epoch: 8 [44544/45000]	Loss: 0.0441	LR: 0.004000
Training Epoch: 8 [44800/45000]	Loss: 0.0346	LR: 0.004000
Training Epoch: 8 [45000/45000]	Loss: 0.0287	LR: 0.004000
Epoch 8 - Average Train Loss: 0.0405, Train Accuracy: 0.9940
Epoch 8 training time consumed: 17.46s
Evaluating Network.....
Test set: Epoch: 8, Average loss: 0.0028, Accuracy: 0.8054, Time consumed:0.92s
Saving weights file to checkpoint/retrain/ResNet18/Saturday_02_August_2025_01h_36m_07s/ResNet18-Cifar10-seed8-ret100-8-best.pth
Training Epoch: 9 [256/45000]	Loss: 0.0237	LR: 0.000800
Training Epoch: 9 [512/45000]	Loss: 0.0157	LR: 0.000800
Training Epoch: 9 [768/45000]	Loss: 0.0144	LR: 0.000800
Training Epoch: 9 [1024/45000]	Loss: 0.0264	LR: 0.000800
Training Epoch: 9 [1280/45000]	Loss: 0.0222	LR: 0.000800
Training Epoch: 9 [1536/45000]	Loss: 0.0173	LR: 0.000800
Training Epoch: 9 [1792/45000]	Loss: 0.0238	LR: 0.000800
Training Epoch: 9 [2048/45000]	Loss: 0.0299	LR: 0.000800
Training Epoch: 9 [2304/45000]	Loss: 0.0162	LR: 0.000800
Training Epoch: 9 [2560/45000]	Loss: 0.0322	LR: 0.000800
Training Epoch: 9 [2816/45000]	Loss: 0.0234	LR: 0.000800
Training Epoch: 9 [3072/45000]	Loss: 0.0185	LR: 0.000800
Training Epoch: 9 [3328/45000]	Loss: 0.0195	LR: 0.000800
Training Epoch: 9 [3584/45000]	Loss: 0.0202	LR: 0.000800
Training Epoch: 9 [3840/45000]	Loss: 0.0190	LR: 0.000800
Training Epoch: 9 [4096/45000]	Loss: 0.0135	LR: 0.000800
Training Epoch: 9 [4352/45000]	Loss: 0.0160	LR: 0.000800
Training Epoch: 9 [4608/45000]	Loss: 0.0210	LR: 0.000800
Training Epoch: 9 [4864/45000]	Loss: 0.0183	LR: 0.000800
Training Epoch: 9 [5120/45000]	Loss: 0.0238	LR: 0.000800
Training Epoch: 9 [5376/45000]	Loss: 0.0157	LR: 0.000800
Training Epoch: 9 [5632/45000]	Loss: 0.0190	LR: 0.000800
Training Epoch: 9 [5888/45000]	Loss: 0.0179	LR: 0.000800
Training Epoch: 9 [6144/45000]	Loss: 0.0230	LR: 0.000800
Training Epoch: 9 [6400/45000]	Loss: 0.0133	LR: 0.000800
Training Epoch: 9 [6656/45000]	Loss: 0.0118	LR: 0.000800
Training Epoch: 9 [6912/45000]	Loss: 0.0203	LR: 0.000800
Training Epoch: 9 [7168/45000]	Loss: 0.0130	LR: 0.000800
Training Epoch: 9 [7424/45000]	Loss: 0.0149	LR: 0.000800
Training Epoch: 9 [7680/45000]	Loss: 0.0174	LR: 0.000800
Training Epoch: 9 [7936/45000]	Loss: 0.0267	LR: 0.000800
Training Epoch: 9 [8192/45000]	Loss: 0.0178	LR: 0.000800
Training Epoch: 9 [8448/45000]	Loss: 0.0189	LR: 0.000800
Training Epoch: 9 [8704/45000]	Loss: 0.0194	LR: 0.000800
Training Epoch: 9 [8960/45000]	Loss: 0.0222	LR: 0.000800
Training Epoch: 9 [9216/45000]	Loss: 0.0138	LR: 0.000800
Training Epoch: 9 [9472/45000]	Loss: 0.0159	LR: 0.000800
Training Epoch: 9 [9728/45000]	Loss: 0.0220	LR: 0.000800
Training Epoch: 9 [9984/45000]	Loss: 0.0142	LR: 0.000800
Training Epoch: 9 [10240/45000]	Loss: 0.0116	LR: 0.000800
Training Epoch: 9 [10496/45000]	Loss: 0.0151	LR: 0.000800
Training Epoch: 9 [10752/45000]	Loss: 0.0168	LR: 0.000800
Training Epoch: 9 [11008/45000]	Loss: 0.0117	LR: 0.000800
Training Epoch: 9 [11264/45000]	Loss: 0.0152	LR: 0.000800
Training Epoch: 9 [11520/45000]	Loss: 0.0131	LR: 0.000800
Training Epoch: 9 [11776/45000]	Loss: 0.0158	LR: 0.000800
Training Epoch: 9 [12032/45000]	Loss: 0.0139	LR: 0.000800
Training Epoch: 9 [12288/45000]	Loss: 0.0170	LR: 0.000800
Training Epoch: 9 [12544/45000]	Loss: 0.0186	LR: 0.000800
Training Epoch: 9 [12800/45000]	Loss: 0.0191	LR: 0.000800
Training Epoch: 9 [13056/45000]	Loss: 0.0227	LR: 0.000800
Training Epoch: 9 [13312/45000]	Loss: 0.0138	LR: 0.000800
Training Epoch: 9 [13568/45000]	Loss: 0.0152	LR: 0.000800
Training Epoch: 9 [13824/45000]	Loss: 0.0244	LR: 0.000800
Training Epoch: 9 [14080/45000]	Loss: 0.0220	LR: 0.000800
Training Epoch: 9 [14336/45000]	Loss: 0.0166	LR: 0.000800
Training Epoch: 9 [14592/45000]	Loss: 0.0228	LR: 0.000800
Training Epoch: 9 [14848/45000]	Loss: 0.0201	LR: 0.000800
Training Epoch: 9 [15104/45000]	Loss: 0.0156	LR: 0.000800
Training Epoch: 9 [15360/45000]	Loss: 0.0202	LR: 0.000800
Training Epoch: 9 [15616/45000]	Loss: 0.0227	LR: 0.000800
Training Epoch: 9 [15872/45000]	Loss: 0.0129	LR: 0.000800
Training Epoch: 9 [16128/45000]	Loss: 0.0205	LR: 0.000800
Training Epoch: 9 [16384/45000]	Loss: 0.0144	LR: 0.000800
Training Epoch: 9 [16640/45000]	Loss: 0.0197	LR: 0.000800
Training Epoch: 9 [16896/45000]	Loss: 0.0184	LR: 0.000800
Training Epoch: 9 [17152/45000]	Loss: 0.0110	LR: 0.000800
Training Epoch: 9 [17408/45000]	Loss: 0.0122	LR: 0.000800
Training Epoch: 9 [17664/45000]	Loss: 0.0130	LR: 0.000800
Training Epoch: 9 [17920/45000]	Loss: 0.0167	LR: 0.000800
Training Epoch: 9 [18176/45000]	Loss: 0.0162	LR: 0.000800
Training Epoch: 9 [18432/45000]	Loss: 0.0187	LR: 0.000800
Training Epoch: 9 [18688/45000]	Loss: 0.0250	LR: 0.000800
Training Epoch: 9 [18944/45000]	Loss: 0.0280	LR: 0.000800
Training Epoch: 9 [19200/45000]	Loss: 0.0131	LR: 0.000800
Training Epoch: 9 [19456/45000]	Loss: 0.0202	LR: 0.000800
Training Epoch: 9 [19712/45000]	Loss: 0.0196	LR: 0.000800
Training Epoch: 9 [19968/45000]	Loss: 0.0162	LR: 0.000800
Training Epoch: 9 [20224/45000]	Loss: 0.0188	LR: 0.000800
Training Epoch: 9 [20480/45000]	Loss: 0.0147	LR: 0.000800
Training Epoch: 9 [20736/45000]	Loss: 0.0221	LR: 0.000800
Training Epoch: 9 [20992/45000]	Loss: 0.0142	LR: 0.000800
Training Epoch: 9 [21248/45000]	Loss: 0.0275	LR: 0.000800
Training Epoch: 9 [21504/45000]	Loss: 0.0131	LR: 0.000800
Training Epoch: 9 [21760/45000]	Loss: 0.0163	LR: 0.000800
Training Epoch: 9 [22016/45000]	Loss: 0.0204	LR: 0.000800
Training Epoch: 9 [22272/45000]	Loss: 0.0163	LR: 0.000800
Training Epoch: 9 [22528/45000]	Loss: 0.0111	LR: 0.000800
Training Epoch: 9 [22784/45000]	Loss: 0.0183	LR: 0.000800
Training Epoch: 9 [23040/45000]	Loss: 0.0198	LR: 0.000800
Training Epoch: 9 [23296/45000]	Loss: 0.0327	LR: 0.000800
Training Epoch: 9 [23552/45000]	Loss: 0.0157	LR: 0.000800
Training Epoch: 9 [23808/45000]	Loss: 0.0120	LR: 0.000800
Training Epoch: 9 [24064/45000]	Loss: 0.0171	LR: 0.000800
Training Epoch: 9 [24320/45000]	Loss: 0.0154	LR: 0.000800
Training Epoch: 9 [24576/45000]	Loss: 0.0210	LR: 0.000800
Training Epoch: 9 [24832/45000]	Loss: 0.0157	LR: 0.000800
Training Epoch: 9 [25088/45000]	Loss: 0.0175	LR: 0.000800
Training Epoch: 9 [25344/45000]	Loss: 0.0153	LR: 0.000800
Training Epoch: 9 [25600/45000]	Loss: 0.0187	LR: 0.000800
Training Epoch: 9 [25856/45000]	Loss: 0.0154	LR: 0.000800
Training Epoch: 9 [26112/45000]	Loss: 0.0186	LR: 0.000800
Training Epoch: 9 [26368/45000]	Loss: 0.0164	LR: 0.000800
Training Epoch: 9 [26624/45000]	Loss: 0.0183	LR: 0.000800
Training Epoch: 9 [26880/45000]	Loss: 0.0149	LR: 0.000800
Training Epoch: 9 [27136/45000]	Loss: 0.0213	LR: 0.000800
Training Epoch: 9 [27392/45000]	Loss: 0.0155	LR: 0.000800
Training Epoch: 9 [27648/45000]	Loss: 0.0150	LR: 0.000800
Training Epoch: 9 [27904/45000]	Loss: 0.0203	LR: 0.000800
Training Epoch: 9 [28160/45000]	Loss: 0.0153	LR: 0.000800
Training Epoch: 9 [28416/45000]	Loss: 0.0177	LR: 0.000800
Training Epoch: 9 [28672/45000]	Loss: 0.0216	LR: 0.000800
Training Epoch: 9 [28928/45000]	Loss: 0.0128	LR: 0.000800
Training Epoch: 9 [29184/45000]	Loss: 0.0161	LR: 0.000800
Training Epoch: 9 [29440/45000]	Loss: 0.0132	LR: 0.000800
Training Epoch: 9 [29696/45000]	Loss: 0.0143	LR: 0.000800
Training Epoch: 9 [29952/45000]	Loss: 0.0104	LR: 0.000800
Training Epoch: 9 [30208/45000]	Loss: 0.0170	LR: 0.000800
Training Epoch: 9 [30464/45000]	Loss: 0.0156	LR: 0.000800
Training Epoch: 9 [30720/45000]	Loss: 0.0174	LR: 0.000800
Training Epoch: 9 [30976/45000]	Loss: 0.0155	LR: 0.000800
Training Epoch: 9 [31232/45000]	Loss: 0.0188	LR: 0.000800
Training Epoch: 9 [31488/45000]	Loss: 0.0177	LR: 0.000800
Training Epoch: 9 [31744/45000]	Loss: 0.0136	LR: 0.000800
Training Epoch: 9 [32000/45000]	Loss: 0.0290	LR: 0.000800
Training Epoch: 9 [32256/45000]	Loss: 0.0247	LR: 0.000800
Training Epoch: 9 [32512/45000]	Loss: 0.0134	LR: 0.000800
Training Epoch: 9 [32768/45000]	Loss: 0.0186	LR: 0.000800
Training Epoch: 9 [33024/45000]	Loss: 0.0222	LR: 0.000800
Training Epoch: 9 [33280/45000]	Loss: 0.0209	LR: 0.000800
Training Epoch: 9 [33536/45000]	Loss: 0.0173	LR: 0.000800
Training Epoch: 9 [33792/45000]	Loss: 0.0177	LR: 0.000800
Training Epoch: 9 [34048/45000]	Loss: 0.0160	LR: 0.000800
Training Epoch: 9 [34304/45000]	Loss: 0.0141	LR: 0.000800
Training Epoch: 9 [34560/45000]	Loss: 0.0212	LR: 0.000800
Training Epoch: 9 [34816/45000]	Loss: 0.0132	LR: 0.000800
Training Epoch: 9 [35072/45000]	Loss: 0.0108	LR: 0.000800
Training Epoch: 9 [35328/45000]	Loss: 0.0182	LR: 0.000800
Training Epoch: 9 [35584/45000]	Loss: 0.0187	LR: 0.000800
Training Epoch: 9 [35840/45000]	Loss: 0.0150	LR: 0.000800
Training Epoch: 9 [36096/45000]	Loss: 0.0188	LR: 0.000800
Training Epoch: 9 [36352/45000]	Loss: 0.0265	LR: 0.000800
Training Epoch: 9 [36608/45000]	Loss: 0.0146	LR: 0.000800
Training Epoch: 9 [36864/45000]	Loss: 0.0104	LR: 0.000800
Training Epoch: 9 [37120/45000]	Loss: 0.0111	LR: 0.000800
Training Epoch: 9 [37376/45000]	Loss: 0.0137	LR: 0.000800
Training Epoch: 9 [37632/45000]	Loss: 0.0163	LR: 0.000800
Training Epoch: 9 [37888/45000]	Loss: 0.0111	LR: 0.000800
Training Epoch: 9 [38144/45000]	Loss: 0.0168	LR: 0.000800
Training Epoch: 9 [38400/45000]	Loss: 0.0179	LR: 0.000800
Training Epoch: 9 [38656/45000]	Loss: 0.0139	LR: 0.000800
Training Epoch: 9 [38912/45000]	Loss: 0.0129	LR: 0.000800
Training Epoch: 9 [39168/45000]	Loss: 0.0229	LR: 0.000800
Training Epoch: 9 [39424/45000]	Loss: 0.0154	LR: 0.000800
Training Epoch: 9 [39680/45000]	Loss: 0.0145	LR: 0.000800
Training Epoch: 9 [39936/45000]	Loss: 0.0224	LR: 0.000800
Training Epoch: 9 [40192/45000]	Loss: 0.0154	LR: 0.000800
Training Epoch: 9 [40448/45000]	Loss: 0.0121	LR: 0.000800
Training Epoch: 9 [40704/45000]	Loss: 0.0121	LR: 0.000800
Training Epoch: 9 [40960/45000]	Loss: 0.0190	LR: 0.000800
Training Epoch: 9 [41216/45000]	Loss: 0.0178	LR: 0.000800
Training Epoch: 9 [41472/45000]	Loss: 0.0121	LR: 0.000800
Training Epoch: 9 [41728/45000]	Loss: 0.0129	LR: 0.000800
Training Epoch: 9 [41984/45000]	Loss: 0.0147	LR: 0.000800
Training Epoch: 9 [42240/45000]	Loss: 0.0197	LR: 0.000800
Training Epoch: 9 [42496/45000]	Loss: 0.0115	LR: 0.000800
Training Epoch: 9 [42752/45000]	Loss: 0.0122	LR: 0.000800
Training Epoch: 9 [43008/45000]	Loss: 0.0155	LR: 0.000800
Training Epoch: 9 [43264/45000]	Loss: 0.0131	LR: 0.000800
Training Epoch: 9 [43520/45000]	Loss: 0.0164	LR: 0.000800
Training Epoch: 9 [43776/45000]	Loss: 0.0254	LR: 0.000800
Training Epoch: 9 [44032/45000]	Loss: 0.0151	LR: 0.000800
Training Epoch: 9 [44288/45000]	Loss: 0.0152	LR: 0.000800
Training Epoch: 9 [44544/45000]	Loss: 0.0122	LR: 0.000800
Training Epoch: 9 [44800/45000]	Loss: 0.0176	LR: 0.000800
Training Epoch: 9 [45000/45000]	Loss: 0.0149	LR: 0.000800
Epoch 9 - Average Train Loss: 0.0175, Train Accuracy: 0.9993
Epoch 9 training time consumed: 17.45s
Evaluating Network.....
Test set: Epoch: 9, Average loss: 0.0026, Accuracy: 0.8159, Time consumed:0.91s
Saving weights file to checkpoint/retrain/ResNet18/Saturday_02_August_2025_01h_36m_07s/ResNet18-Cifar10-seed8-ret100-9-best.pth
Training Epoch: 10 [256/45000]	Loss: 0.0130	LR: 0.000800
Training Epoch: 10 [512/45000]	Loss: 0.0119	LR: 0.000800
Training Epoch: 10 [768/45000]	Loss: 0.0097	LR: 0.000800
Training Epoch: 10 [1024/45000]	Loss: 0.0105	LR: 0.000800
Training Epoch: 10 [1280/45000]	Loss: 0.0111	LR: 0.000800
Training Epoch: 10 [1536/45000]	Loss: 0.0159	LR: 0.000800
Training Epoch: 10 [1792/45000]	Loss: 0.0130	LR: 0.000800
Training Epoch: 10 [2048/45000]	Loss: 0.0185	LR: 0.000800
Training Epoch: 10 [2304/45000]	Loss: 0.0121	LR: 0.000800
Training Epoch: 10 [2560/45000]	Loss: 0.0102	LR: 0.000800
Training Epoch: 10 [2816/45000]	Loss: 0.0130	LR: 0.000800
Training Epoch: 10 [3072/45000]	Loss: 0.0149	LR: 0.000800
Training Epoch: 10 [3328/45000]	Loss: 0.0175	LR: 0.000800
Training Epoch: 10 [3584/45000]	Loss: 0.0120	LR: 0.000800
Training Epoch: 10 [3840/45000]	Loss: 0.0138	LR: 0.000800
Training Epoch: 10 [4096/45000]	Loss: 0.0136	LR: 0.000800
Training Epoch: 10 [4352/45000]	Loss: 0.0129	LR: 0.000800
Training Epoch: 10 [4608/45000]	Loss: 0.0101	LR: 0.000800
Training Epoch: 10 [4864/45000]	Loss: 0.0171	LR: 0.000800
Training Epoch: 10 [5120/45000]	Loss: 0.0084	LR: 0.000800
Training Epoch: 10 [5376/45000]	Loss: 0.0172	LR: 0.000800
Training Epoch: 10 [5632/45000]	Loss: 0.0134	LR: 0.000800
Training Epoch: 10 [5888/45000]	Loss: 0.0135	LR: 0.000800
Training Epoch: 10 [6144/45000]	Loss: 0.0094	LR: 0.000800
Training Epoch: 10 [6400/45000]	Loss: 0.0115	LR: 0.000800
Training Epoch: 10 [6656/45000]	Loss: 0.0119	LR: 0.000800
Training Epoch: 10 [6912/45000]	Loss: 0.0105	LR: 0.000800
Training Epoch: 10 [7168/45000]	Loss: 0.0127	LR: 0.000800
Training Epoch: 10 [7424/45000]	Loss: 0.0155	LR: 0.000800
Training Epoch: 10 [7680/45000]	Loss: 0.0114	LR: 0.000800
Training Epoch: 10 [7936/45000]	Loss: 0.0124	LR: 0.000800
Training Epoch: 10 [8192/45000]	Loss: 0.0132	LR: 0.000800
Training Epoch: 10 [8448/45000]	Loss: 0.0106	LR: 0.000800
Training Epoch: 10 [8704/45000]	Loss: 0.0165	LR: 0.000800
Training Epoch: 10 [8960/45000]	Loss: 0.0128	LR: 0.000800
Training Epoch: 10 [9216/45000]	Loss: 0.0165	LR: 0.000800
Training Epoch: 10 [9472/45000]	Loss: 0.0145	LR: 0.000800
Training Epoch: 10 [9728/45000]	Loss: 0.0120	LR: 0.000800
Training Epoch: 10 [9984/45000]	Loss: 0.0192	LR: 0.000800
Training Epoch: 10 [10240/45000]	Loss: 0.0131	LR: 0.000800
Training Epoch: 10 [10496/45000]	Loss: 0.0110	LR: 0.000800
Training Epoch: 10 [10752/45000]	Loss: 0.0096	LR: 0.000800
Training Epoch: 10 [11008/45000]	Loss: 0.0164	LR: 0.000800
Training Epoch: 10 [11264/45000]	Loss: 0.0111	LR: 0.000800
Training Epoch: 10 [11520/45000]	Loss: 0.0218	LR: 0.000800
Training Epoch: 10 [11776/45000]	Loss: 0.0244	LR: 0.000800
Training Epoch: 10 [12032/45000]	Loss: 0.0229	LR: 0.000800
Training Epoch: 10 [12288/45000]	Loss: 0.0103	LR: 0.000800
Training Epoch: 10 [12544/45000]	Loss: 0.0195	LR: 0.000800
Training Epoch: 10 [12800/45000]	Loss: 0.0127	LR: 0.000800
Training Epoch: 10 [13056/45000]	Loss: 0.0140	LR: 0.000800
Training Epoch: 10 [13312/45000]	Loss: 0.0122	LR: 0.000800
Training Epoch: 10 [13568/45000]	Loss: 0.0110	LR: 0.000800
Training Epoch: 10 [13824/45000]	Loss: 0.0159	LR: 0.000800
Training Epoch: 10 [14080/45000]	Loss: 0.0143	LR: 0.000800
Training Epoch: 10 [14336/45000]	Loss: 0.0095	LR: 0.000800
Training Epoch: 10 [14592/45000]	Loss: 0.0117	LR: 0.000800
Training Epoch: 10 [14848/45000]	Loss: 0.0130	LR: 0.000800
Training Epoch: 10 [15104/45000]	Loss: 0.0154	LR: 0.000800
Training Epoch: 10 [15360/45000]	Loss: 0.0114	LR: 0.000800
Training Epoch: 10 [15616/45000]	Loss: 0.0104	LR: 0.000800
Training Epoch: 10 [15872/45000]	Loss: 0.0146	LR: 0.000800
Training Epoch: 10 [16128/45000]	Loss: 0.0133	LR: 0.000800
Training Epoch: 10 [16384/45000]	Loss: 0.0125	LR: 0.000800
Training Epoch: 10 [16640/45000]	Loss: 0.0107	LR: 0.000800
Training Epoch: 10 [16896/45000]	Loss: 0.0166	LR: 0.000800
Training Epoch: 10 [17152/45000]	Loss: 0.0124	LR: 0.000800
Training Epoch: 10 [17408/45000]	Loss: 0.0091	LR: 0.000800
Training Epoch: 10 [17664/45000]	Loss: 0.0098	LR: 0.000800
Training Epoch: 10 [17920/45000]	Loss: 0.0104	LR: 0.000800
Training Epoch: 10 [18176/45000]	Loss: 0.0169	LR: 0.000800
Training Epoch: 10 [18432/45000]	Loss: 0.0138	LR: 0.000800
Training Epoch: 10 [18688/45000]	Loss: 0.0107	LR: 0.000800
Training Epoch: 10 [18944/45000]	Loss: 0.0128	LR: 0.000800
Training Epoch: 10 [19200/45000]	Loss: 0.0133	LR: 0.000800
Training Epoch: 10 [19456/45000]	Loss: 0.0123	LR: 0.000800
Training Epoch: 10 [19712/45000]	Loss: 0.0131	LR: 0.000800
Training Epoch: 10 [19968/45000]	Loss: 0.0128	LR: 0.000800
Training Epoch: 10 [20224/45000]	Loss: 0.0121	LR: 0.000800
Training Epoch: 10 [20480/45000]	Loss: 0.0143	LR: 0.000800
Training Epoch: 10 [20736/45000]	Loss: 0.0170	LR: 0.000800
Training Epoch: 10 [20992/45000]	Loss: 0.0099	LR: 0.000800
Training Epoch: 10 [21248/45000]	Loss: 0.0144	LR: 0.000800
Training Epoch: 10 [21504/45000]	Loss: 0.0103	LR: 0.000800
Training Epoch: 10 [21760/45000]	Loss: 0.0209	LR: 0.000800
Training Epoch: 10 [22016/45000]	Loss: 0.0133	LR: 0.000800
Training Epoch: 10 [22272/45000]	Loss: 0.0123	LR: 0.000800
Training Epoch: 10 [22528/45000]	Loss: 0.0128	LR: 0.000800
Training Epoch: 10 [22784/45000]	Loss: 0.0129	LR: 0.000800
Training Epoch: 10 [23040/45000]	Loss: 0.0122	LR: 0.000800
Training Epoch: 10 [23296/45000]	Loss: 0.0112	LR: 0.000800
Training Epoch: 10 [23552/45000]	Loss: 0.0143	LR: 0.000800
Training Epoch: 10 [23808/45000]	Loss: 0.0148	LR: 0.000800
Training Epoch: 10 [24064/45000]	Loss: 0.0131	LR: 0.000800
Training Epoch: 10 [24320/45000]	Loss: 0.0139	LR: 0.000800
Training Epoch: 10 [24576/45000]	Loss: 0.0125	LR: 0.000800
Training Epoch: 10 [24832/45000]	Loss: 0.0174	LR: 0.000800
Training Epoch: 10 [25088/45000]	Loss: 0.0112	LR: 0.000800
Training Epoch: 10 [25344/45000]	Loss: 0.0135	LR: 0.000800
Training Epoch: 10 [25600/45000]	Loss: 0.0097	LR: 0.000800
Training Epoch: 10 [25856/45000]	Loss: 0.0134	LR: 0.000800
Training Epoch: 10 [26112/45000]	Loss: 0.0129	LR: 0.000800
Training Epoch: 10 [26368/45000]	Loss: 0.0151	LR: 0.000800
Training Epoch: 10 [26624/45000]	Loss: 0.0130	LR: 0.000800
Training Epoch: 10 [26880/45000]	Loss: 0.0264	LR: 0.000800
Training Epoch: 10 [27136/45000]	Loss: 0.0126	LR: 0.000800
Training Epoch: 10 [27392/45000]	Loss: 0.0119	LR: 0.000800
Training Epoch: 10 [27648/45000]	Loss: 0.0151	LR: 0.000800
Training Epoch: 10 [27904/45000]	Loss: 0.0120	LR: 0.000800
Training Epoch: 10 [28160/45000]	Loss: 0.0117	LR: 0.000800
Training Epoch: 10 [28416/45000]	Loss: 0.0097	LR: 0.000800
Training Epoch: 10 [28672/45000]	Loss: 0.0147	LR: 0.000800
Training Epoch: 10 [28928/45000]	Loss: 0.0129	LR: 0.000800
Training Epoch: 10 [29184/45000]	Loss: 0.0111	LR: 0.000800
Training Epoch: 10 [29440/45000]	Loss: 0.0116	LR: 0.000800
Training Epoch: 10 [29696/45000]	Loss: 0.0189	LR: 0.000800
Training Epoch: 10 [29952/45000]	Loss: 0.0146	LR: 0.000800
Training Epoch: 10 [30208/45000]	Loss: 0.0167	LR: 0.000800
Training Epoch: 10 [30464/45000]	Loss: 0.0153	LR: 0.000800
Training Epoch: 10 [30720/45000]	Loss: 0.0127	LR: 0.000800
Training Epoch: 10 [30976/45000]	Loss: 0.0118	LR: 0.000800
Training Epoch: 10 [31232/45000]	Loss: 0.0186	LR: 0.000800
Training Epoch: 10 [31488/45000]	Loss: 0.0137	LR: 0.000800
Training Epoch: 10 [31744/45000]	Loss: 0.0198	LR: 0.000800
Training Epoch: 10 [32000/45000]	Loss: 0.0113	LR: 0.000800
Training Epoch: 10 [32256/45000]	Loss: 0.0127	LR: 0.000800
Training Epoch: 10 [32512/45000]	Loss: 0.0099	LR: 0.000800
Training Epoch: 10 [32768/45000]	Loss: 0.0133	LR: 0.000800
Training Epoch: 10 [33024/45000]	Loss: 0.0138	LR: 0.000800
Training Epoch: 10 [33280/45000]	Loss: 0.0163	LR: 0.000800
Training Epoch: 10 [33536/45000]	Loss: 0.0104	LR: 0.000800
Training Epoch: 10 [33792/45000]	Loss: 0.0095	LR: 0.000800
Training Epoch: 10 [34048/45000]	Loss: 0.0130	LR: 0.000800
Training Epoch: 10 [34304/45000]	Loss: 0.0123	LR: 0.000800
Training Epoch: 10 [34560/45000]	Loss: 0.0174	LR: 0.000800
Training Epoch: 10 [34816/45000]	Loss: 0.0133	LR: 0.000800
Training Epoch: 10 [35072/45000]	Loss: 0.0125	LR: 0.000800
Training Epoch: 10 [35328/45000]	Loss: 0.0161	LR: 0.000800
Training Epoch: 10 [35584/45000]	Loss: 0.0167	LR: 0.000800
Training Epoch: 10 [35840/45000]	Loss: 0.0098	LR: 0.000800
Training Epoch: 10 [36096/45000]	Loss: 0.0138	LR: 0.000800
Training Epoch: 10 [36352/45000]	Loss: 0.0133	LR: 0.000800
Training Epoch: 10 [36608/45000]	Loss: 0.0117	LR: 0.000800
Training Epoch: 10 [36864/45000]	Loss: 0.0107	LR: 0.000800
Training Epoch: 10 [37120/45000]	Loss: 0.0171	LR: 0.000800
Training Epoch: 10 [37376/45000]	Loss: 0.0132	LR: 0.000800
Training Epoch: 10 [37632/45000]	Loss: 0.0127	LR: 0.000800
Training Epoch: 10 [37888/45000]	Loss: 0.0159	LR: 0.000800
Training Epoch: 10 [38144/45000]	Loss: 0.0136	LR: 0.000800
Training Epoch: 10 [38400/45000]	Loss: 0.0170	LR: 0.000800
Training Epoch: 10 [38656/45000]	Loss: 0.0160	LR: 0.000800
Training Epoch: 10 [38912/45000]	Loss: 0.0136	LR: 0.000800
Training Epoch: 10 [39168/45000]	Loss: 0.0131	LR: 0.000800
Training Epoch: 10 [39424/45000]	Loss: 0.0105	LR: 0.000800
Training Epoch: 10 [39680/45000]	Loss: 0.0110	LR: 0.000800
Training Epoch: 10 [39936/45000]	Loss: 0.0099	LR: 0.000800
Training Epoch: 10 [40192/45000]	Loss: 0.0105	LR: 0.000800
Training Epoch: 10 [40448/45000]	Loss: 0.0147	LR: 0.000800
Training Epoch: 10 [40704/45000]	Loss: 0.0140	LR: 0.000800
Training Epoch: 10 [40960/45000]	Loss: 0.0122	LR: 0.000800
Training Epoch: 10 [41216/45000]	Loss: 0.0126	LR: 0.000800
Training Epoch: 10 [41472/45000]	Loss: 0.0144	LR: 0.000800
Training Epoch: 10 [41728/45000]	Loss: 0.0146	LR: 0.000800
Training Epoch: 10 [41984/45000]	Loss: 0.0149	LR: 0.000800
Training Epoch: 10 [42240/45000]	Loss: 0.0104	LR: 0.000800
Training Epoch: 10 [42496/45000]	Loss: 0.0132	LR: 0.000800
Training Epoch: 10 [42752/45000]	Loss: 0.0140	LR: 0.000800
Training Epoch: 10 [43008/45000]	Loss: 0.0235	LR: 0.000800
Training Epoch: 10 [43264/45000]	Loss: 0.0125	LR: 0.000800
Training Epoch: 10 [43520/45000]	Loss: 0.0113	LR: 0.000800
Training Epoch: 10 [43776/45000]	Loss: 0.0109	LR: 0.000800
Training Epoch: 10 [44032/45000]	Loss: 0.0108	LR: 0.000800
Training Epoch: 10 [44288/45000]	Loss: 0.0098	LR: 0.000800
Training Epoch: 10 [44544/45000]	Loss: 0.0119	LR: 0.000800
Training Epoch: 10 [44800/45000]	Loss: 0.0137	LR: 0.000800
Training Epoch: 10 [45000/45000]	Loss: 0.0152	LR: 0.000800
Epoch 10 - Average Train Loss: 0.0135, Train Accuracy: 0.9998
Epoch 10 training time consumed: 17.65s
Evaluating Network.....
Test set: Epoch: 10, Average loss: 0.0027, Accuracy: 0.8155, Time consumed:0.92s
Saving weights file to checkpoint/retrain/ResNet18/Saturday_02_August_2025_01h_36m_07s/ResNet18-Cifar10-seed8-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: 81.689453125
Retain Accuracy: 99.99333953857422
Zero-Retain Forget (ZRF): 0.7860736846923828
Membership Inference Attack (MIA): 0.6066
Forget vs Retain Membership Inference Attack (MIA): 0.6235
Forget vs Test Membership Inference Attack (MIA): 0.488
Test vs Retain Membership Inference Attack (MIA): 0.61575
Train vs Test Membership Inference Attack (MIA): 0.6245
Forget Set Accuracy (Df): 82.1484375
Method Execution Time: 1093.22 seconds
