hello
hello
Labels

📌S Retain class distribution for seed 3:
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 3:
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: 2.3480	LR: 0.000000
Training Epoch: 1 [512/45000]	Loss: 2.3743	LR: 0.000568
Training Epoch: 1 [768/45000]	Loss: 2.3691	LR: 0.001136
Training Epoch: 1 [1024/45000]	Loss: 2.2991	LR: 0.001705
Training Epoch: 1 [1280/45000]	Loss: 2.3036	LR: 0.002273
Training Epoch: 1 [1536/45000]	Loss: 2.2315	LR: 0.002841
Training Epoch: 1 [1792/45000]	Loss: 2.2499	LR: 0.003409
Training Epoch: 1 [2048/45000]	Loss: 2.1852	LR: 0.003977
Training Epoch: 1 [2304/45000]	Loss: 2.2163	LR: 0.004545
Training Epoch: 1 [2560/45000]	Loss: 2.1829	LR: 0.005114
Training Epoch: 1 [2816/45000]	Loss: 2.0897	LR: 0.005682
Training Epoch: 1 [3072/45000]	Loss: 2.0550	LR: 0.006250
Training Epoch: 1 [3328/45000]	Loss: 2.1366	LR: 0.006818
Training Epoch: 1 [3584/45000]	Loss: 2.0186	LR: 0.007386
Training Epoch: 1 [3840/45000]	Loss: 2.0114	LR: 0.007955
Training Epoch: 1 [4096/45000]	Loss: 1.9162	LR: 0.008523
Training Epoch: 1 [4352/45000]	Loss: 1.9256	LR: 0.009091
Training Epoch: 1 [4608/45000]	Loss: 1.9748	LR: 0.009659
Training Epoch: 1 [4864/45000]	Loss: 1.9420	LR: 0.010227
Training Epoch: 1 [5120/45000]	Loss: 1.8131	LR: 0.010795
Training Epoch: 1 [5376/45000]	Loss: 1.9181	LR: 0.011364
Training Epoch: 1 [5632/45000]	Loss: 1.8007	LR: 0.011932
Training Epoch: 1 [5888/45000]	Loss: 1.8746	LR: 0.012500
Training Epoch: 1 [6144/45000]	Loss: 1.8259	LR: 0.013068
Training Epoch: 1 [6400/45000]	Loss: 1.7760	LR: 0.013636
Training Epoch: 1 [6656/45000]	Loss: 1.7551	LR: 0.014205
Training Epoch: 1 [6912/45000]	Loss: 1.6663	LR: 0.014773
Training Epoch: 1 [7168/45000]	Loss: 1.8020	LR: 0.015341
Training Epoch: 1 [7424/45000]	Loss: 1.6748	LR: 0.015909
Training Epoch: 1 [7680/45000]	Loss: 1.7177	LR: 0.016477
Training Epoch: 1 [7936/45000]	Loss: 1.6952	LR: 0.017045
Training Epoch: 1 [8192/45000]	Loss: 1.5920	LR: 0.017614
Training Epoch: 1 [8448/45000]	Loss: 1.8201	LR: 0.018182
Training Epoch: 1 [8704/45000]	Loss: 1.7246	LR: 0.018750
Training Epoch: 1 [8960/45000]	Loss: 1.8552	LR: 0.019318
Training Epoch: 1 [9216/45000]	Loss: 1.7007	LR: 0.019886
Training Epoch: 1 [9472/45000]	Loss: 1.7988	LR: 0.020455
Training Epoch: 1 [9728/45000]	Loss: 1.7349	LR: 0.021023
Training Epoch: 1 [9984/45000]	Loss: 1.8187	LR: 0.021591
Training Epoch: 1 [10240/45000]	Loss: 1.6741	LR: 0.022159
Training Epoch: 1 [10496/45000]	Loss: 1.5849	LR: 0.022727
Training Epoch: 1 [10752/45000]	Loss: 1.6038	LR: 0.023295
Training Epoch: 1 [11008/45000]	Loss: 1.5980	LR: 0.023864
Training Epoch: 1 [11264/45000]	Loss: 1.6951	LR: 0.024432
Training Epoch: 1 [11520/45000]	Loss: 1.6108	LR: 0.025000
Training Epoch: 1 [11776/45000]	Loss: 1.8054	LR: 0.025568
Training Epoch: 1 [12032/45000]	Loss: 1.7773	LR: 0.026136
Training Epoch: 1 [12288/45000]	Loss: 1.5373	LR: 0.026705
Training Epoch: 1 [12544/45000]	Loss: 1.6096	LR: 0.027273
Training Epoch: 1 [12800/45000]	Loss: 1.6471	LR: 0.027841
Training Epoch: 1 [13056/45000]	Loss: 1.7125	LR: 0.028409
Training Epoch: 1 [13312/45000]	Loss: 1.5915	LR: 0.028977
Training Epoch: 1 [13568/45000]	Loss: 1.5706	LR: 0.029545
Training Epoch: 1 [13824/45000]	Loss: 1.6685	LR: 0.030114
Training Epoch: 1 [14080/45000]	Loss: 1.8208	LR: 0.030682
Training Epoch: 1 [14336/45000]	Loss: 1.6144	LR: 0.031250
Training Epoch: 1 [14592/45000]	Loss: 1.7503	LR: 0.031818
Training Epoch: 1 [14848/45000]	Loss: 1.6216	LR: 0.032386
Training Epoch: 1 [15104/45000]	Loss: 1.5354	LR: 0.032955
Training Epoch: 1 [15360/45000]	Loss: 1.5373	LR: 0.033523
Training Epoch: 1 [15616/45000]	Loss: 1.6555	LR: 0.034091
Training Epoch: 1 [15872/45000]	Loss: 1.5847	LR: 0.034659
Training Epoch: 1 [16128/45000]	Loss: 1.6242	LR: 0.035227
Training Epoch: 1 [16384/45000]	Loss: 1.6230	LR: 0.035795
Training Epoch: 1 [16640/45000]	Loss: 1.6672	LR: 0.036364
Training Epoch: 1 [16896/45000]	Loss: 1.5238	LR: 0.036932
Training Epoch: 1 [17152/45000]	Loss: 1.6655	LR: 0.037500
Training Epoch: 1 [17408/45000]	Loss: 1.5049	LR: 0.038068
Training Epoch: 1 [17664/45000]	Loss: 1.4845	LR: 0.038636
Training Epoch: 1 [17920/45000]	Loss: 1.7285	LR: 0.039205
Training Epoch: 1 [18176/45000]	Loss: 1.5038	LR: 0.039773
Training Epoch: 1 [18432/45000]	Loss: 1.6634	LR: 0.040341
Training Epoch: 1 [18688/45000]	Loss: 1.4401	LR: 0.040909
Training Epoch: 1 [18944/45000]	Loss: 1.6478	LR: 0.041477
Training Epoch: 1 [19200/45000]	Loss: 1.5716	LR: 0.042045
Training Epoch: 1 [19456/45000]	Loss: 1.6172	LR: 0.042614
Training Epoch: 1 [19712/45000]	Loss: 1.5228	LR: 0.043182
Training Epoch: 1 [19968/45000]	Loss: 1.6208	LR: 0.043750
Training Epoch: 1 [20224/45000]	Loss: 1.6075	LR: 0.044318
Training Epoch: 1 [20480/45000]	Loss: 1.6568	LR: 0.044886
Training Epoch: 1 [20736/45000]	Loss: 1.5127	LR: 0.045455
Training Epoch: 1 [20992/45000]	Loss: 1.6358	LR: 0.046023
Training Epoch: 1 [21248/45000]	Loss: 1.5391	LR: 0.046591
Training Epoch: 1 [21504/45000]	Loss: 1.5458	LR: 0.047159
Training Epoch: 1 [21760/45000]	Loss: 1.7865	LR: 0.047727
Training Epoch: 1 [22016/45000]	Loss: 1.4625	LR: 0.048295
Training Epoch: 1 [22272/45000]	Loss: 1.5047	LR: 0.048864
Training Epoch: 1 [22528/45000]	Loss: 1.4856	LR: 0.049432
Training Epoch: 1 [22784/45000]	Loss: 1.2895	LR: 0.050000
Training Epoch: 1 [23040/45000]	Loss: 1.5474	LR: 0.050568
Training Epoch: 1 [23296/45000]	Loss: 1.5497	LR: 0.051136
Training Epoch: 1 [23552/45000]	Loss: 1.5022	LR: 0.051705
Training Epoch: 1 [23808/45000]	Loss: 1.5621	LR: 0.052273
Training Epoch: 1 [24064/45000]	Loss: 1.5328	LR: 0.052841
Training Epoch: 1 [24320/45000]	Loss: 1.4257	LR: 0.053409
Training Epoch: 1 [24576/45000]	Loss: 1.4836	LR: 0.053977
Training Epoch: 1 [24832/45000]	Loss: 1.4970	LR: 0.054545
Training Epoch: 1 [25088/45000]	Loss: 1.4933	LR: 0.055114
Training Epoch: 1 [25344/45000]	Loss: 1.5768	LR: 0.055682
Training Epoch: 1 [25600/45000]	Loss: 1.4690	LR: 0.056250
Training Epoch: 1 [25856/45000]	Loss: 1.4355	LR: 0.056818
Training Epoch: 1 [26112/45000]	Loss: 1.5244	LR: 0.057386
Training Epoch: 1 [26368/45000]	Loss: 1.4981	LR: 0.057955
Training Epoch: 1 [26624/45000]	Loss: 1.3928	LR: 0.058523
Training Epoch: 1 [26880/45000]	Loss: 1.4679	LR: 0.059091
Training Epoch: 1 [27136/45000]	Loss: 1.3878	LR: 0.059659
Training Epoch: 1 [27392/45000]	Loss: 1.2291	LR: 0.060227
Training Epoch: 1 [27648/45000]	Loss: 1.4520	LR: 0.060795
Training Epoch: 1 [27904/45000]	Loss: 1.4144	LR: 0.061364
Training Epoch: 1 [28160/45000]	Loss: 1.3285	LR: 0.061932
Training Epoch: 1 [28416/45000]	Loss: 1.3974	LR: 0.062500
Training Epoch: 1 [28672/45000]	Loss: 1.6401	LR: 0.063068
Training Epoch: 1 [28928/45000]	Loss: 1.3166	LR: 0.063636
Training Epoch: 1 [29184/45000]	Loss: 1.4620	LR: 0.064205
Training Epoch: 1 [29440/45000]	Loss: 1.1573	LR: 0.064773
Training Epoch: 1 [29696/45000]	Loss: 1.3154	LR: 0.065341
Training Epoch: 1 [29952/45000]	Loss: 1.3523	LR: 0.065909
Training Epoch: 1 [30208/45000]	Loss: 1.4185	LR: 0.066477
Training Epoch: 1 [30464/45000]	Loss: 1.3149	LR: 0.067045
Training Epoch: 1 [30720/45000]	Loss: 1.4868	LR: 0.067614
Training Epoch: 1 [30976/45000]	Loss: 1.3431	LR: 0.068182
Training Epoch: 1 [31232/45000]	Loss: 1.2022	LR: 0.068750
Training Epoch: 1 [31488/45000]	Loss: 1.3422	LR: 0.069318
Training Epoch: 1 [31744/45000]	Loss: 1.3297	LR: 0.069886
Training Epoch: 1 [32000/45000]	Loss: 1.2434	LR: 0.070455
Training Epoch: 1 [32256/45000]	Loss: 1.5122	LR: 0.071023
Training Epoch: 1 [32512/45000]	Loss: 1.4918	LR: 0.071591
Training Epoch: 1 [32768/45000]	Loss: 1.2974	LR: 0.072159
Training Epoch: 1 [33024/45000]	Loss: 1.5385	LR: 0.072727
Training Epoch: 1 [33280/45000]	Loss: 1.3840	LR: 0.073295
Training Epoch: 1 [33536/45000]	Loss: 1.5121	LR: 0.073864
Training Epoch: 1 [33792/45000]	Loss: 1.5471	LR: 0.074432
Training Epoch: 1 [34048/45000]	Loss: 1.4243	LR: 0.075000
Training Epoch: 1 [34304/45000]	Loss: 1.3382	LR: 0.075568
Training Epoch: 1 [34560/45000]	Loss: 1.3598	LR: 0.076136
Training Epoch: 1 [34816/45000]	Loss: 1.1722	LR: 0.076705
Training Epoch: 1 [35072/45000]	Loss: 1.2860	LR: 0.077273
Training Epoch: 1 [35328/45000]	Loss: 1.4481	LR: 0.077841
Training Epoch: 1 [35584/45000]	Loss: 1.3594	LR: 0.078409
Training Epoch: 1 [35840/45000]	Loss: 1.2247	LR: 0.078977
Training Epoch: 1 [36096/45000]	Loss: 1.5065	LR: 0.079545
Training Epoch: 1 [36352/45000]	Loss: 1.2528	LR: 0.080114
Training Epoch: 1 [36608/45000]	Loss: 1.1169	LR: 0.080682
Training Epoch: 1 [36864/45000]	Loss: 1.4456	LR: 0.081250
Training Epoch: 1 [37120/45000]	Loss: 1.1312	LR: 0.081818
Training Epoch: 1 [37376/45000]	Loss: 1.3722	LR: 0.082386
Training Epoch: 1 [37632/45000]	Loss: 1.3955	LR: 0.082955
Training Epoch: 1 [37888/45000]	Loss: 1.5375	LR: 0.083523
Training Epoch: 1 [38144/45000]	Loss: 1.2766	LR: 0.084091
Training Epoch: 1 [38400/45000]	Loss: 1.3353	LR: 0.084659
Training Epoch: 1 [38656/45000]	Loss: 1.3673	LR: 0.085227
Training Epoch: 1 [38912/45000]	Loss: 1.2836	LR: 0.085795
Training Epoch: 1 [39168/45000]	Loss: 1.3059	LR: 0.086364
Training Epoch: 1 [39424/45000]	Loss: 1.2781	LR: 0.086932
Training Epoch: 1 [39680/45000]	Loss: 1.1604	LR: 0.087500
Training Epoch: 1 [39936/45000]	Loss: 1.2615	LR: 0.088068
Training Epoch: 1 [40192/45000]	Loss: 1.2920	LR: 0.088636
Training Epoch: 1 [40448/45000]	Loss: 1.1879	LR: 0.089205
Training Epoch: 1 [40704/45000]	Loss: 1.2901	LR: 0.089773
Training Epoch: 1 [40960/45000]	Loss: 1.3371	LR: 0.090341
Training Epoch: 1 [41216/45000]	Loss: 1.1392	LR: 0.090909
Training Epoch: 1 [41472/45000]	Loss: 1.1618	LR: 0.091477
Training Epoch: 1 [41728/45000]	Loss: 1.1614	LR: 0.092045
Training Epoch: 1 [41984/45000]	Loss: 1.3210	LR: 0.092614
Training Epoch: 1 [42240/45000]	Loss: 1.0782	LR: 0.093182
Training Epoch: 1 [42496/45000]	Loss: 1.3457	LR: 0.093750
Training Epoch: 1 [42752/45000]	Loss: 1.3842	LR: 0.094318
Training Epoch: 1 [43008/45000]	Loss: 1.1975	LR: 0.094886
Training Epoch: 1 [43264/45000]	Loss: 1.3985	LR: 0.095455
Training Epoch: 1 [43520/45000]	Loss: 1.2417	LR: 0.096023
Training Epoch: 1 [43776/45000]	Loss: 1.4214	LR: 0.096591
Training Epoch: 1 [44032/45000]	Loss: 1.4127	LR: 0.097159
Training Epoch: 1 [44288/45000]	Loss: 1.2510	LR: 0.097727
Training Epoch: 1 [44544/45000]	Loss: 1.2356	LR: 0.098295
Training Epoch: 1 [44800/45000]	Loss: 1.4788	LR: 0.098864
Training Epoch: 1 [45000/45000]	Loss: 1.1749	LR: 0.099432
Epoch 1 - Average Train Loss: 1.5628, Train Accuracy: 0.4339
Epoch 1 training time consumed: 17.74s
Evaluating Network.....
Test set: Epoch: 1, Average loss: 0.0073, Accuracy: 0.4541, Time consumed:0.97s
Saving weights file to checkpoint/retrain/ResNet18/Saturday_02_August_2025_00h_02m_59s/ResNet18-Cifar10-seed3-ret100-1-best.pth
Training Epoch: 2 [256/45000]	Loss: 1.3620	LR: 0.020000
Training Epoch: 2 [512/45000]	Loss: 1.0824	LR: 0.020000
Training Epoch: 2 [768/45000]	Loss: 1.1028	LR: 0.020000
Training Epoch: 2 [1024/45000]	Loss: 1.0978	LR: 0.020000
Training Epoch: 2 [1280/45000]	Loss: 1.0554	LR: 0.020000
Training Epoch: 2 [1536/45000]	Loss: 0.9804	LR: 0.020000
Training Epoch: 2 [1792/45000]	Loss: 1.1310	LR: 0.020000
Training Epoch: 2 [2048/45000]	Loss: 1.0087	LR: 0.020000
Training Epoch: 2 [2304/45000]	Loss: 0.9457	LR: 0.020000
Training Epoch: 2 [2560/45000]	Loss: 1.0408	LR: 0.020000
Training Epoch: 2 [2816/45000]	Loss: 0.9277	LR: 0.020000
Training Epoch: 2 [3072/45000]	Loss: 0.8486	LR: 0.020000
Training Epoch: 2 [3328/45000]	Loss: 0.8932	LR: 0.020000
Training Epoch: 2 [3584/45000]	Loss: 0.9041	LR: 0.020000
Training Epoch: 2 [3840/45000]	Loss: 1.0334	LR: 0.020000
Training Epoch: 2 [4096/45000]	Loss: 0.9083	LR: 0.020000
Training Epoch: 2 [4352/45000]	Loss: 1.0131	LR: 0.020000
Training Epoch: 2 [4608/45000]	Loss: 0.8915	LR: 0.020000
Training Epoch: 2 [4864/45000]	Loss: 0.9149	LR: 0.020000
Training Epoch: 2 [5120/45000]	Loss: 0.9853	LR: 0.020000
Training Epoch: 2 [5376/45000]	Loss: 0.8485	LR: 0.020000
Training Epoch: 2 [5632/45000]	Loss: 0.8867	LR: 0.020000
Training Epoch: 2 [5888/45000]	Loss: 0.8524	LR: 0.020000
Training Epoch: 2 [6144/45000]	Loss: 0.8614	LR: 0.020000
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Training Epoch: 2 [6656/45000]	Loss: 0.9264	LR: 0.020000
Training Epoch: 2 [6912/45000]	Loss: 0.8702	LR: 0.020000
Training Epoch: 2 [7168/45000]	Loss: 0.9463	LR: 0.020000
Training Epoch: 2 [7424/45000]	Loss: 0.8587	LR: 0.020000
Training Epoch: 2 [7680/45000]	Loss: 0.8356	LR: 0.020000
Training Epoch: 2 [7936/45000]	Loss: 0.9178	LR: 0.020000
Training Epoch: 2 [8192/45000]	Loss: 0.9089	LR: 0.020000
Training Epoch: 2 [8448/45000]	Loss: 0.8401	LR: 0.020000
Training Epoch: 2 [8704/45000]	Loss: 0.7525	LR: 0.020000
Training Epoch: 2 [8960/45000]	Loss: 0.8761	LR: 0.020000
Training Epoch: 2 [9216/45000]	Loss: 0.8894	LR: 0.020000
Training Epoch: 2 [9472/45000]	Loss: 0.8499	LR: 0.020000
Training Epoch: 2 [9728/45000]	Loss: 0.9017	LR: 0.020000
Training Epoch: 2 [9984/45000]	Loss: 0.9444	LR: 0.020000
Training Epoch: 2 [10240/45000]	Loss: 0.9894	LR: 0.020000
Training Epoch: 2 [10496/45000]	Loss: 0.9951	LR: 0.020000
Training Epoch: 2 [10752/45000]	Loss: 0.8504	LR: 0.020000
Training Epoch: 2 [11008/45000]	Loss: 1.0284	LR: 0.020000
Training Epoch: 2 [11264/45000]	Loss: 0.9250	LR: 0.020000
Training Epoch: 2 [11520/45000]	Loss: 0.7811	LR: 0.020000
Training Epoch: 2 [11776/45000]	Loss: 0.9834	LR: 0.020000
Training Epoch: 2 [12032/45000]	Loss: 0.8561	LR: 0.020000
Training Epoch: 2 [12288/45000]	Loss: 0.8629	LR: 0.020000
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Training Epoch: 2 [12800/45000]	Loss: 0.7784	LR: 0.020000
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Training Epoch: 2 [13312/45000]	Loss: 0.8247	LR: 0.020000
Training Epoch: 2 [13568/45000]	Loss: 0.7684	LR: 0.020000
Training Epoch: 2 [13824/45000]	Loss: 0.9251	LR: 0.020000
Training Epoch: 2 [14080/45000]	Loss: 0.9756	LR: 0.020000
Training Epoch: 2 [14336/45000]	Loss: 0.7781	LR: 0.020000
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Training Epoch: 2 [14848/45000]	Loss: 0.9140	LR: 0.020000
Training Epoch: 2 [15104/45000]	Loss: 0.8972	LR: 0.020000
Training Epoch: 2 [15360/45000]	Loss: 0.7740	LR: 0.020000
Training Epoch: 2 [15616/45000]	Loss: 1.0104	LR: 0.020000
Training Epoch: 2 [15872/45000]	Loss: 0.7977	LR: 0.020000
Training Epoch: 2 [16128/45000]	Loss: 0.8575	LR: 0.020000
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Training Epoch: 2 [16640/45000]	Loss: 0.7542	LR: 0.020000
Training Epoch: 2 [16896/45000]	Loss: 0.9323	LR: 0.020000
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Training Epoch: 2 [17408/45000]	Loss: 0.8588	LR: 0.020000
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Training Epoch: 2 [19712/45000]	Loss: 0.7699	LR: 0.020000
Training Epoch: 2 [19968/45000]	Loss: 0.8372	LR: 0.020000
Training Epoch: 2 [20224/45000]	Loss: 0.9578	LR: 0.020000
Training Epoch: 2 [20480/45000]	Loss: 0.8108	LR: 0.020000
Training Epoch: 2 [20736/45000]	Loss: 0.7588	LR: 0.020000
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Training Epoch: 2 [24320/45000]	Loss: 0.7987	LR: 0.020000
Training Epoch: 2 [24576/45000]	Loss: 0.7702	LR: 0.020000
Training Epoch: 2 [24832/45000]	Loss: 0.8400	LR: 0.020000
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Training Epoch: 2 [25856/45000]	Loss: 0.7681	LR: 0.020000
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Training Epoch: 2 [29184/45000]	Loss: 0.6761	LR: 0.020000
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Training Epoch: 2 [38144/45000]	Loss: 0.7398	LR: 0.020000
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Training Epoch: 2 [38656/45000]	Loss: 0.7544	LR: 0.020000
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Training Epoch: 2 [39168/45000]	Loss: 0.7242	LR: 0.020000
Training Epoch: 2 [39424/45000]	Loss: 0.6355	LR: 0.020000
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Training Epoch: 2 [40448/45000]	Loss: 0.7274	LR: 0.020000
Training Epoch: 2 [40704/45000]	Loss: 0.7247	LR: 0.020000
Training Epoch: 2 [40960/45000]	Loss: 0.7512	LR: 0.020000
Training Epoch: 2 [41216/45000]	Loss: 0.7071	LR: 0.020000
Training Epoch: 2 [41472/45000]	Loss: 0.6154	LR: 0.020000
Training Epoch: 2 [41728/45000]	Loss: 0.7497	LR: 0.020000
Training Epoch: 2 [41984/45000]	Loss: 0.7774	LR: 0.020000
Training Epoch: 2 [42240/45000]	Loss: 0.7249	LR: 0.020000
Training Epoch: 2 [42496/45000]	Loss: 0.7448	LR: 0.020000
Training Epoch: 2 [42752/45000]	Loss: 0.7926	LR: 0.020000
Training Epoch: 2 [43008/45000]	Loss: 0.7597	LR: 0.020000
Training Epoch: 2 [43264/45000]	Loss: 0.6992	LR: 0.020000
Training Epoch: 2 [43520/45000]	Loss: 0.6646	LR: 0.020000
Training Epoch: 2 [43776/45000]	Loss: 0.7204	LR: 0.020000
Training Epoch: 2 [44032/45000]	Loss: 0.7477	LR: 0.020000
Training Epoch: 2 [44288/45000]	Loss: 0.6502	LR: 0.020000
Training Epoch: 2 [44544/45000]	Loss: 0.6882	LR: 0.020000
Training Epoch: 2 [44800/45000]	Loss: 0.6454	LR: 0.020000
Training Epoch: 2 [45000/45000]	Loss: 0.8108	LR: 0.020000
Epoch 2 - Average Train Loss: 0.8232, Train Accuracy: 0.7082
Epoch 2 training time consumed: 17.41s
Evaluating Network.....
Test set: Epoch: 2, Average loss: 0.0032, Accuracy: 0.7112, Time consumed:0.90s
Saving weights file to checkpoint/retrain/ResNet18/Saturday_02_August_2025_00h_02m_59s/ResNet18-Cifar10-seed3-ret100-2-best.pth
Training Epoch: 3 [256/45000]	Loss: 0.6030	LR: 0.020000
Training Epoch: 3 [512/45000]	Loss: 0.6702	LR: 0.020000
Training Epoch: 3 [768/45000]	Loss: 0.6819	LR: 0.020000
Training Epoch: 3 [1024/45000]	Loss: 0.6857	LR: 0.020000
Training Epoch: 3 [1280/45000]	Loss: 0.6270	LR: 0.020000
Training Epoch: 3 [1536/45000]	Loss: 0.6075	LR: 0.020000
Training Epoch: 3 [1792/45000]	Loss: 0.6263	LR: 0.020000
Training Epoch: 3 [2048/45000]	Loss: 0.6131	LR: 0.020000
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Training Epoch: 3 [3840/45000]	Loss: 0.7216	LR: 0.020000
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Training Epoch: 3 [5632/45000]	Loss: 0.5552	LR: 0.020000
Training Epoch: 3 [5888/45000]	Loss: 0.7984	LR: 0.020000
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Training Epoch: 3 [26880/45000]	Loss: 0.5574	LR: 0.020000
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Training Epoch: 3 [28160/45000]	Loss: 0.6781	LR: 0.020000
Training Epoch: 3 [28416/45000]	Loss: 0.4982	LR: 0.020000
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Training Epoch: 3 [28928/45000]	Loss: 0.6844	LR: 0.020000
Training Epoch: 3 [29184/45000]	Loss: 0.5144	LR: 0.020000
Training Epoch: 3 [29440/45000]	Loss: 0.5164	LR: 0.020000
Training Epoch: 3 [29696/45000]	Loss: 0.5734	LR: 0.020000
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Training Epoch: 3 [35584/45000]	Loss: 0.7131	LR: 0.020000
Training Epoch: 3 [35840/45000]	Loss: 0.5910	LR: 0.020000
Training Epoch: 3 [36096/45000]	Loss: 0.6071	LR: 0.020000
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Training Epoch: 3 [37888/45000]	Loss: 0.6290	LR: 0.020000
Training Epoch: 3 [38144/45000]	Loss: 0.5657	LR: 0.020000
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Training Epoch: 3 [38656/45000]	Loss: 0.5817	LR: 0.020000
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Training Epoch: 3 [39168/45000]	Loss: 0.6008	LR: 0.020000
Training Epoch: 3 [39424/45000]	Loss: 0.6355	LR: 0.020000
Training Epoch: 3 [39680/45000]	Loss: 0.6391	LR: 0.020000
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Training Epoch: 3 [40192/45000]	Loss: 0.5567	LR: 0.020000
Training Epoch: 3 [40448/45000]	Loss: 0.7472	LR: 0.020000
Training Epoch: 3 [40704/45000]	Loss: 0.5392	LR: 0.020000
Training Epoch: 3 [40960/45000]	Loss: 0.5866	LR: 0.020000
Training Epoch: 3 [41216/45000]	Loss: 0.6056	LR: 0.020000
Training Epoch: 3 [41472/45000]	Loss: 0.5964	LR: 0.020000
Training Epoch: 3 [41728/45000]	Loss: 0.5753	LR: 0.020000
Training Epoch: 3 [41984/45000]	Loss: 0.6459	LR: 0.020000
Training Epoch: 3 [42240/45000]	Loss: 0.5818	LR: 0.020000
Training Epoch: 3 [42496/45000]	Loss: 0.6210	LR: 0.020000
Training Epoch: 3 [42752/45000]	Loss: 0.5781	LR: 0.020000
Training Epoch: 3 [43008/45000]	Loss: 0.5747	LR: 0.020000
Training Epoch: 3 [43264/45000]	Loss: 0.6121	LR: 0.020000
Training Epoch: 3 [43520/45000]	Loss: 0.6039	LR: 0.020000
Training Epoch: 3 [43776/45000]	Loss: 0.5871	LR: 0.020000
Training Epoch: 3 [44032/45000]	Loss: 0.5551	LR: 0.020000
Training Epoch: 3 [44288/45000]	Loss: 0.6852	LR: 0.020000
Training Epoch: 3 [44544/45000]	Loss: 0.6560	LR: 0.020000
Training Epoch: 3 [44800/45000]	Loss: 0.5083	LR: 0.020000
Training Epoch: 3 [45000/45000]	Loss: 0.6657	LR: 0.020000
Epoch 3 - Average Train Loss: 0.6204, Train Accuracy: 0.7811
Epoch 3 training time consumed: 17.25s
Evaluating Network.....
Test set: Epoch: 3, Average loss: 0.0033, Accuracy: 0.7225, Time consumed:0.90s
Saving weights file to checkpoint/retrain/ResNet18/Saturday_02_August_2025_00h_02m_59s/ResNet18-Cifar10-seed3-ret100-3-best.pth
Training Epoch: 4 [256/45000]	Loss: 0.4228	LR: 0.020000
Training Epoch: 4 [512/45000]	Loss: 0.4826	LR: 0.020000
Training Epoch: 4 [768/45000]	Loss: 0.5083	LR: 0.020000
Training Epoch: 4 [1024/45000]	Loss: 0.3924	LR: 0.020000
Training Epoch: 4 [1280/45000]	Loss: 0.4658	LR: 0.020000
Training Epoch: 4 [1536/45000]	Loss: 0.4052	LR: 0.020000
Training Epoch: 4 [1792/45000]	Loss: 0.5831	LR: 0.020000
Training Epoch: 4 [2048/45000]	Loss: 0.4164	LR: 0.020000
Training Epoch: 4 [2304/45000]	Loss: 0.5224	LR: 0.020000
Training Epoch: 4 [2560/45000]	Loss: 0.4418	LR: 0.020000
Training Epoch: 4 [2816/45000]	Loss: 0.5198	LR: 0.020000
Training Epoch: 4 [3072/45000]	Loss: 0.4145	LR: 0.020000
Training Epoch: 4 [3328/45000]	Loss: 0.4161	LR: 0.020000
Training Epoch: 4 [3584/45000]	Loss: 0.4542	LR: 0.020000
Training Epoch: 4 [3840/45000]	Loss: 0.5121	LR: 0.020000
Training Epoch: 4 [4096/45000]	Loss: 0.4892	LR: 0.020000
Training Epoch: 4 [4352/45000]	Loss: 0.3534	LR: 0.020000
Training Epoch: 4 [4608/45000]	Loss: 0.3735	LR: 0.020000
Training Epoch: 4 [4864/45000]	Loss: 0.4383	LR: 0.020000
Training Epoch: 4 [5120/45000]	Loss: 0.4672	LR: 0.020000
Training Epoch: 4 [5376/45000]	Loss: 0.4064	LR: 0.020000
Training Epoch: 4 [5632/45000]	Loss: 0.3561	LR: 0.020000
Training Epoch: 4 [5888/45000]	Loss: 0.4504	LR: 0.020000
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Training Epoch: 4 [7168/45000]	Loss: 0.5202	LR: 0.020000
Training Epoch: 4 [7424/45000]	Loss: 0.4485	LR: 0.020000
Training Epoch: 4 [7680/45000]	Loss: 0.5134	LR: 0.020000
Training Epoch: 4 [7936/45000]	Loss: 0.4066	LR: 0.020000
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Training Epoch: 4 [40960/45000]	Loss: 0.5357	LR: 0.020000
Training Epoch: 4 [41216/45000]	Loss: 0.4692	LR: 0.020000
Training Epoch: 4 [41472/45000]	Loss: 0.5018	LR: 0.020000
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Training Epoch: 4 [42240/45000]	Loss: 0.5492	LR: 0.020000
Training Epoch: 4 [42496/45000]	Loss: 0.5385	LR: 0.020000
Training Epoch: 4 [42752/45000]	Loss: 0.3949	LR: 0.020000
Training Epoch: 4 [43008/45000]	Loss: 0.5291	LR: 0.020000
Training Epoch: 4 [43264/45000]	Loss: 0.4914	LR: 0.020000
Training Epoch: 4 [43520/45000]	Loss: 0.4607	LR: 0.020000
Training Epoch: 4 [43776/45000]	Loss: 0.5511	LR: 0.020000
Training Epoch: 4 [44032/45000]	Loss: 0.5613	LR: 0.020000
Training Epoch: 4 [44288/45000]	Loss: 0.5240	LR: 0.020000
Training Epoch: 4 [44544/45000]	Loss: 0.3576	LR: 0.020000
Training Epoch: 4 [44800/45000]	Loss: 0.5278	LR: 0.020000
Training Epoch: 4 [45000/45000]	Loss: 0.4501	LR: 0.020000
Epoch 4 - Average Train Loss: 0.4664, Train Accuracy: 0.8339
Epoch 4 training time consumed: 17.33s
Evaluating Network.....
Test set: Epoch: 4, Average loss: 0.0028, Accuracy: 0.7701, Time consumed:0.88s
Saving weights file to checkpoint/retrain/ResNet18/Saturday_02_August_2025_00h_02m_59s/ResNet18-Cifar10-seed3-ret100-4-best.pth
Training Epoch: 5 [256/45000]	Loss: 0.2791	LR: 0.004000
Training Epoch: 5 [512/45000]	Loss: 0.3447	LR: 0.004000
Training Epoch: 5 [768/45000]	Loss: 0.2582	LR: 0.004000
Training Epoch: 5 [1024/45000]	Loss: 0.3322	LR: 0.004000
Training Epoch: 5 [1280/45000]	Loss: 0.2433	LR: 0.004000
Training Epoch: 5 [1536/45000]	Loss: 0.2552	LR: 0.004000
Training Epoch: 5 [1792/45000]	Loss: 0.2625	LR: 0.004000
Training Epoch: 5 [2048/45000]	Loss: 0.3065	LR: 0.004000
Training Epoch: 5 [2304/45000]	Loss: 0.3194	LR: 0.004000
Training Epoch: 5 [2560/45000]	Loss: 0.2796	LR: 0.004000
Training Epoch: 5 [2816/45000]	Loss: 0.2769	LR: 0.004000
Training Epoch: 5 [3072/45000]	Loss: 0.2701	LR: 0.004000
Training Epoch: 5 [3328/45000]	Loss: 0.2701	LR: 0.004000
Training Epoch: 5 [3584/45000]	Loss: 0.2481	LR: 0.004000
Training Epoch: 5 [3840/45000]	Loss: 0.3018	LR: 0.004000
Training Epoch: 5 [4096/45000]	Loss: 0.2057	LR: 0.004000
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Training Epoch: 5 [5632/45000]	Loss: 0.2547	LR: 0.004000
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Training Epoch: 5 [7680/45000]	Loss: 0.2408	LR: 0.004000
Training Epoch: 5 [7936/45000]	Loss: 0.2386	LR: 0.004000
Training Epoch: 5 [8192/45000]	Loss: 0.1837	LR: 0.004000
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Training Epoch: 5 [8704/45000]	Loss: 0.3179	LR: 0.004000
Training Epoch: 5 [8960/45000]	Loss: 0.2134	LR: 0.004000
Training Epoch: 5 [9216/45000]	Loss: 0.2029	LR: 0.004000
Training Epoch: 5 [9472/45000]	Loss: 0.2392	LR: 0.004000
Training Epoch: 5 [9728/45000]	Loss: 0.2476	LR: 0.004000
Training Epoch: 5 [9984/45000]	Loss: 0.2390	LR: 0.004000
Training Epoch: 5 [10240/45000]	Loss: 0.2292	LR: 0.004000
Training Epoch: 5 [10496/45000]	Loss: 0.1966	LR: 0.004000
Training Epoch: 5 [10752/45000]	Loss: 0.2119	LR: 0.004000
Training Epoch: 5 [11008/45000]	Loss: 0.2239	LR: 0.004000
Training Epoch: 5 [11264/45000]	Loss: 0.2345	LR: 0.004000
Training Epoch: 5 [11520/45000]	Loss: 0.1423	LR: 0.004000
Training Epoch: 5 [11776/45000]	Loss: 0.2194	LR: 0.004000
Training Epoch: 5 [12032/45000]	Loss: 0.1889	LR: 0.004000
Training Epoch: 5 [12288/45000]	Loss: 0.2283	LR: 0.004000
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Training Epoch: 5 [12800/45000]	Loss: 0.2214	LR: 0.004000
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Training Epoch: 5 [13312/45000]	Loss: 0.2954	LR: 0.004000
Training Epoch: 5 [13568/45000]	Loss: 0.2328	LR: 0.004000
Training Epoch: 5 [13824/45000]	Loss: 0.2034	LR: 0.004000
Training Epoch: 5 [14080/45000]	Loss: 0.2257	LR: 0.004000
Training Epoch: 5 [14336/45000]	Loss: 0.2090	LR: 0.004000
Training Epoch: 5 [14592/45000]	Loss: 0.1647	LR: 0.004000
Training Epoch: 5 [14848/45000]	Loss: 0.2703	LR: 0.004000
Training Epoch: 5 [15104/45000]	Loss: 0.2539	LR: 0.004000
Training Epoch: 5 [15360/45000]	Loss: 0.1860	LR: 0.004000
Training Epoch: 5 [15616/45000]	Loss: 0.1847	LR: 0.004000
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Training Epoch: 5 [16128/45000]	Loss: 0.2184	LR: 0.004000
Training Epoch: 5 [16384/45000]	Loss: 0.2743	LR: 0.004000
Training Epoch: 5 [16640/45000]	Loss: 0.2328	LR: 0.004000
Training Epoch: 5 [16896/45000]	Loss: 0.2049	LR: 0.004000
Training Epoch: 5 [17152/45000]	Loss: 0.2277	LR: 0.004000
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Training Epoch: 5 [19456/45000]	Loss: 0.2080	LR: 0.004000
Training Epoch: 5 [19712/45000]	Loss: 0.2013	LR: 0.004000
Training Epoch: 5 [19968/45000]	Loss: 0.1711	LR: 0.004000
Training Epoch: 5 [20224/45000]	Loss: 0.2273	LR: 0.004000
Training Epoch: 5 [20480/45000]	Loss: 0.1728	LR: 0.004000
Training Epoch: 5 [20736/45000]	Loss: 0.2215	LR: 0.004000
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Training Epoch: 5 [22016/45000]	Loss: 0.1767	LR: 0.004000
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Training Epoch: 5 [23040/45000]	Loss: 0.1831	LR: 0.004000
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Training Epoch: 5 [24576/45000]	Loss: 0.2481	LR: 0.004000
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Training Epoch: 5 [28416/45000]	Loss: 0.1884	LR: 0.004000
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Training Epoch: 5 [29440/45000]	Loss: 0.1357	LR: 0.004000
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Training Epoch: 5 [35584/45000]	Loss: 0.1511	LR: 0.004000
Training Epoch: 5 [35840/45000]	Loss: 0.1888	LR: 0.004000
Training Epoch: 5 [36096/45000]	Loss: 0.2631	LR: 0.004000
Training Epoch: 5 [36352/45000]	Loss: 0.1755	LR: 0.004000
Training Epoch: 5 [36608/45000]	Loss: 0.1492	LR: 0.004000
Training Epoch: 5 [36864/45000]	Loss: 0.2145	LR: 0.004000
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Training Epoch: 5 [37376/45000]	Loss: 0.1981	LR: 0.004000
Training Epoch: 5 [37632/45000]	Loss: 0.1762	LR: 0.004000
Training Epoch: 5 [37888/45000]	Loss: 0.2034	LR: 0.004000
Training Epoch: 5 [38144/45000]	Loss: 0.1577	LR: 0.004000
Training Epoch: 5 [38400/45000]	Loss: 0.1633	LR: 0.004000
Training Epoch: 5 [38656/45000]	Loss: 0.1690	LR: 0.004000
Training Epoch: 5 [38912/45000]	Loss: 0.2304	LR: 0.004000
Training Epoch: 5 [39168/45000]	Loss: 0.2179	LR: 0.004000
Training Epoch: 5 [39424/45000]	Loss: 0.1841	LR: 0.004000
Training Epoch: 5 [39680/45000]	Loss: 0.1948	LR: 0.004000
Training Epoch: 5 [39936/45000]	Loss: 0.2079	LR: 0.004000
Training Epoch: 5 [40192/45000]	Loss: 0.1917	LR: 0.004000
Training Epoch: 5 [40448/45000]	Loss: 0.2295	LR: 0.004000
Training Epoch: 5 [40704/45000]	Loss: 0.1982	LR: 0.004000
Training Epoch: 5 [40960/45000]	Loss: 0.1957	LR: 0.004000
Training Epoch: 5 [41216/45000]	Loss: 0.1811	LR: 0.004000
Training Epoch: 5 [41472/45000]	Loss: 0.1956	LR: 0.004000
Training Epoch: 5 [41728/45000]	Loss: 0.1522	LR: 0.004000
Training Epoch: 5 [41984/45000]	Loss: 0.1787	LR: 0.004000
Training Epoch: 5 [42240/45000]	Loss: 0.1567	LR: 0.004000
Training Epoch: 5 [42496/45000]	Loss: 0.1916	LR: 0.004000
Training Epoch: 5 [42752/45000]	Loss: 0.2200	LR: 0.004000
Training Epoch: 5 [43008/45000]	Loss: 0.1641	LR: 0.004000
Training Epoch: 5 [43264/45000]	Loss: 0.1884	LR: 0.004000
Training Epoch: 5 [43520/45000]	Loss: 0.1593	LR: 0.004000
Training Epoch: 5 [43776/45000]	Loss: 0.1782	LR: 0.004000
Training Epoch: 5 [44032/45000]	Loss: 0.1905	LR: 0.004000
Training Epoch: 5 [44288/45000]	Loss: 0.1741	LR: 0.004000
Training Epoch: 5 [44544/45000]	Loss: 0.1910	LR: 0.004000
Training Epoch: 5 [44800/45000]	Loss: 0.1912	LR: 0.004000
Training Epoch: 5 [45000/45000]	Loss: 0.1640	LR: 0.004000
Epoch 5 - Average Train Loss: 0.2149, Train Accuracy: 0.9313
Epoch 5 training time consumed: 17.35s
Evaluating Network.....
Test set: Epoch: 5, Average loss: 0.0023, Accuracy: 0.8174, Time consumed:0.91s
Saving weights file to checkpoint/retrain/ResNet18/Saturday_02_August_2025_00h_02m_59s/ResNet18-Cifar10-seed3-ret100-5-best.pth
Training Epoch: 6 [256/45000]	Loss: 0.1357	LR: 0.004000
Training Epoch: 6 [512/45000]	Loss: 0.1054	LR: 0.004000
Training Epoch: 6 [768/45000]	Loss: 0.1071	LR: 0.004000
Training Epoch: 6 [1024/45000]	Loss: 0.1479	LR: 0.004000
Training Epoch: 6 [1280/45000]	Loss: 0.1363	LR: 0.004000
Training Epoch: 6 [1536/45000]	Loss: 0.1353	LR: 0.004000
Training Epoch: 6 [1792/45000]	Loss: 0.1211	LR: 0.004000
Training Epoch: 6 [2048/45000]	Loss: 0.1272	LR: 0.004000
Training Epoch: 6 [2304/45000]	Loss: 0.1667	LR: 0.004000
Training Epoch: 6 [2560/45000]	Loss: 0.1312	LR: 0.004000
Training Epoch: 6 [2816/45000]	Loss: 0.1036	LR: 0.004000
Training Epoch: 6 [3072/45000]	Loss: 0.0856	LR: 0.004000
Training Epoch: 6 [3328/45000]	Loss: 0.1352	LR: 0.004000
Training Epoch: 6 [3584/45000]	Loss: 0.1419	LR: 0.004000
Training Epoch: 6 [3840/45000]	Loss: 0.1197	LR: 0.004000
Training Epoch: 6 [4096/45000]	Loss: 0.1444	LR: 0.004000
Training Epoch: 6 [4352/45000]	Loss: 0.1661	LR: 0.004000
Training Epoch: 6 [4608/45000]	Loss: 0.1184	LR: 0.004000
Training Epoch: 6 [4864/45000]	Loss: 0.1347	LR: 0.004000
Training Epoch: 6 [5120/45000]	Loss: 0.1169	LR: 0.004000
Training Epoch: 6 [5376/45000]	Loss: 0.0987	LR: 0.004000
Training Epoch: 6 [5632/45000]	Loss: 0.1391	LR: 0.004000
Training Epoch: 6 [5888/45000]	Loss: 0.1009	LR: 0.004000
Training Epoch: 6 [6144/45000]	Loss: 0.1030	LR: 0.004000
Training Epoch: 6 [6400/45000]	Loss: 0.1371	LR: 0.004000
Training Epoch: 6 [6656/45000]	Loss: 0.0968	LR: 0.004000
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Training Epoch: 6 [7168/45000]	Loss: 0.1408	LR: 0.004000
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Training Epoch: 6 [7936/45000]	Loss: 0.0947	LR: 0.004000
Training Epoch: 6 [8192/45000]	Loss: 0.1524	LR: 0.004000
Training Epoch: 6 [8448/45000]	Loss: 0.1524	LR: 0.004000
Training Epoch: 6 [8704/45000]	Loss: 0.0987	LR: 0.004000
Training Epoch: 6 [8960/45000]	Loss: 0.0916	LR: 0.004000
Training Epoch: 6 [9216/45000]	Loss: 0.0971	LR: 0.004000
Training Epoch: 6 [9472/45000]	Loss: 0.1330	LR: 0.004000
Training Epoch: 6 [9728/45000]	Loss: 0.1067	LR: 0.004000
Training Epoch: 6 [9984/45000]	Loss: 0.1241	LR: 0.004000
Training Epoch: 6 [10240/45000]	Loss: 0.1217	LR: 0.004000
Training Epoch: 6 [10496/45000]	Loss: 0.1129	LR: 0.004000
Training Epoch: 6 [10752/45000]	Loss: 0.0917	LR: 0.004000
Training Epoch: 6 [11008/45000]	Loss: 0.1202	LR: 0.004000
Training Epoch: 6 [11264/45000]	Loss: 0.0868	LR: 0.004000
Training Epoch: 6 [11520/45000]	Loss: 0.1506	LR: 0.004000
Training Epoch: 6 [11776/45000]	Loss: 0.0998	LR: 0.004000
Training Epoch: 6 [12032/45000]	Loss: 0.1234	LR: 0.004000
Training Epoch: 6 [12288/45000]	Loss: 0.1124	LR: 0.004000
Training Epoch: 6 [12544/45000]	Loss: 0.1388	LR: 0.004000
Training Epoch: 6 [12800/45000]	Loss: 0.1487	LR: 0.004000
Training Epoch: 6 [13056/45000]	Loss: 0.1141	LR: 0.004000
Training Epoch: 6 [13312/45000]	Loss: 0.1576	LR: 0.004000
Training Epoch: 6 [13568/45000]	Loss: 0.1586	LR: 0.004000
Training Epoch: 6 [13824/45000]	Loss: 0.1419	LR: 0.004000
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Training Epoch: 6 [15104/45000]	Loss: 0.1322	LR: 0.004000
Training Epoch: 6 [15360/45000]	Loss: 0.1141	LR: 0.004000
Training Epoch: 6 [15616/45000]	Loss: 0.1471	LR: 0.004000
Training Epoch: 6 [15872/45000]	Loss: 0.0981	LR: 0.004000
Training Epoch: 6 [16128/45000]	Loss: 0.0650	LR: 0.004000
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Training Epoch: 6 [16640/45000]	Loss: 0.1244	LR: 0.004000
Training Epoch: 6 [16896/45000]	Loss: 0.1084	LR: 0.004000
Training Epoch: 6 [17152/45000]	Loss: 0.1014	LR: 0.004000
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Training Epoch: 6 [17664/45000]	Loss: 0.1162	LR: 0.004000
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Training Epoch: 6 [19712/45000]	Loss: 0.1613	LR: 0.004000
Training Epoch: 6 [19968/45000]	Loss: 0.1439	LR: 0.004000
Training Epoch: 6 [20224/45000]	Loss: 0.1092	LR: 0.004000
Training Epoch: 6 [20480/45000]	Loss: 0.1198	LR: 0.004000
Training Epoch: 6 [20736/45000]	Loss: 0.1594	LR: 0.004000
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Training Epoch: 6 [21760/45000]	Loss: 0.1044	LR: 0.004000
Training Epoch: 6 [22016/45000]	Loss: 0.1196	LR: 0.004000
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Training Epoch: 6 [23040/45000]	Loss: 0.1908	LR: 0.004000
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Training Epoch: 6 [24832/45000]	Loss: 0.1123	LR: 0.004000
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Training Epoch: 6 [25856/45000]	Loss: 0.1115	LR: 0.004000
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Training Epoch: 6 [26368/45000]	Loss: 0.1094	LR: 0.004000
Training Epoch: 6 [26624/45000]	Loss: 0.1272	LR: 0.004000
Training Epoch: 6 [26880/45000]	Loss: 0.0945	LR: 0.004000
Training Epoch: 6 [27136/45000]	Loss: 0.1171	LR: 0.004000
Training Epoch: 6 [27392/45000]	Loss: 0.1079	LR: 0.004000
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Training Epoch: 6 [27904/45000]	Loss: 0.1121	LR: 0.004000
Training Epoch: 6 [28160/45000]	Loss: 0.0814	LR: 0.004000
Training Epoch: 6 [28416/45000]	Loss: 0.1300	LR: 0.004000
Training Epoch: 6 [28672/45000]	Loss: 0.1117	LR: 0.004000
Training Epoch: 6 [28928/45000]	Loss: 0.1613	LR: 0.004000
Training Epoch: 6 [29184/45000]	Loss: 0.1239	LR: 0.004000
Training Epoch: 6 [29440/45000]	Loss: 0.1063	LR: 0.004000
Training Epoch: 6 [29696/45000]	Loss: 0.1084	LR: 0.004000
Training Epoch: 6 [29952/45000]	Loss: 0.0825	LR: 0.004000
Training Epoch: 6 [30208/45000]	Loss: 0.1442	LR: 0.004000
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Training Epoch: 6 [30720/45000]	Loss: 0.1041	LR: 0.004000
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Training Epoch: 6 [31232/45000]	Loss: 0.0984	LR: 0.004000
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Training Epoch: 6 [32256/45000]	Loss: 0.1194	LR: 0.004000
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Training Epoch: 6 [34816/45000]	Loss: 0.0839	LR: 0.004000
Training Epoch: 6 [35072/45000]	Loss: 0.0954	LR: 0.004000
Training Epoch: 6 [35328/45000]	Loss: 0.1317	LR: 0.004000
Training Epoch: 6 [35584/45000]	Loss: 0.1129	LR: 0.004000
Training Epoch: 6 [35840/45000]	Loss: 0.1010	LR: 0.004000
Training Epoch: 6 [36096/45000]	Loss: 0.1252	LR: 0.004000
Training Epoch: 6 [36352/45000]	Loss: 0.0919	LR: 0.004000
Training Epoch: 6 [36608/45000]	Loss: 0.1224	LR: 0.004000
Training Epoch: 6 [36864/45000]	Loss: 0.0955	LR: 0.004000
Training Epoch: 6 [37120/45000]	Loss: 0.1196	LR: 0.004000
Training Epoch: 6 [37376/45000]	Loss: 0.0858	LR: 0.004000
Training Epoch: 6 [37632/45000]	Loss: 0.0804	LR: 0.004000
Training Epoch: 6 [37888/45000]	Loss: 0.1475	LR: 0.004000
Training Epoch: 6 [38144/45000]	Loss: 0.0950	LR: 0.004000
Training Epoch: 6 [38400/45000]	Loss: 0.1345	LR: 0.004000
Training Epoch: 6 [38656/45000]	Loss: 0.1061	LR: 0.004000
Training Epoch: 6 [38912/45000]	Loss: 0.1235	LR: 0.004000
Training Epoch: 6 [39168/45000]	Loss: 0.1152	LR: 0.004000
Training Epoch: 6 [39424/45000]	Loss: 0.1057	LR: 0.004000
Training Epoch: 6 [39680/45000]	Loss: 0.0920	LR: 0.004000
Training Epoch: 6 [39936/45000]	Loss: 0.1140	LR: 0.004000
Training Epoch: 6 [40192/45000]	Loss: 0.1074	LR: 0.004000
Training Epoch: 6 [40448/45000]	Loss: 0.1002	LR: 0.004000
Training Epoch: 6 [40704/45000]	Loss: 0.1613	LR: 0.004000
Training Epoch: 6 [40960/45000]	Loss: 0.1054	LR: 0.004000
Training Epoch: 6 [41216/45000]	Loss: 0.0676	LR: 0.004000
Training Epoch: 6 [41472/45000]	Loss: 0.1269	LR: 0.004000
Training Epoch: 6 [41728/45000]	Loss: 0.0937	LR: 0.004000
Training Epoch: 6 [41984/45000]	Loss: 0.1628	LR: 0.004000
Training Epoch: 6 [42240/45000]	Loss: 0.0894	LR: 0.004000
Training Epoch: 6 [42496/45000]	Loss: 0.1104	LR: 0.004000
Training Epoch: 6 [42752/45000]	Loss: 0.1386	LR: 0.004000
Training Epoch: 6 [43008/45000]	Loss: 0.1082	LR: 0.004000
Training Epoch: 6 [43264/45000]	Loss: 0.1533	LR: 0.004000
Training Epoch: 6 [43520/45000]	Loss: 0.1360	LR: 0.004000
Training Epoch: 6 [43776/45000]	Loss: 0.1191	LR: 0.004000
Training Epoch: 6 [44032/45000]	Loss: 0.0998	LR: 0.004000
Training Epoch: 6 [44288/45000]	Loss: 0.1544	LR: 0.004000
Training Epoch: 6 [44544/45000]	Loss: 0.0870	LR: 0.004000
Training Epoch: 6 [44800/45000]	Loss: 0.0922	LR: 0.004000
Training Epoch: 6 [45000/45000]	Loss: 0.1928	LR: 0.004000
Epoch 6 - Average Train Loss: 0.1192, Train Accuracy: 0.9660
Epoch 6 training time consumed: 17.42s
Evaluating Network.....
Test set: Epoch: 6, Average loss: 0.0026, Accuracy: 0.8079, Time consumed:0.90s
Saving weights file to checkpoint/retrain/ResNet18/Saturday_02_August_2025_00h_02m_59s/ResNet18-Cifar10-seed3-ret100-6-best.pth
Training Epoch: 7 [256/45000]	Loss: 0.0730	LR: 0.004000
Training Epoch: 7 [512/45000]	Loss: 0.0608	LR: 0.004000
Training Epoch: 7 [768/45000]	Loss: 0.0500	LR: 0.004000
Training Epoch: 7 [1024/45000]	Loss: 0.0642	LR: 0.004000
Training Epoch: 7 [1280/45000]	Loss: 0.0654	LR: 0.004000
Training Epoch: 7 [1536/45000]	Loss: 0.0627	LR: 0.004000
Training Epoch: 7 [1792/45000]	Loss: 0.0710	LR: 0.004000
Training Epoch: 7 [2048/45000]	Loss: 0.0551	LR: 0.004000
Training Epoch: 7 [2304/45000]	Loss: 0.0714	LR: 0.004000
Training Epoch: 7 [2560/45000]	Loss: 0.0526	LR: 0.004000
Training Epoch: 7 [2816/45000]	Loss: 0.0611	LR: 0.004000
Training Epoch: 7 [3072/45000]	Loss: 0.0692	LR: 0.004000
Training Epoch: 7 [3328/45000]	Loss: 0.0491	LR: 0.004000
Training Epoch: 7 [3584/45000]	Loss: 0.0858	LR: 0.004000
Training Epoch: 7 [3840/45000]	Loss: 0.0419	LR: 0.004000
Training Epoch: 7 [4096/45000]	Loss: 0.0639	LR: 0.004000
Training Epoch: 7 [4352/45000]	Loss: 0.0919	LR: 0.004000
Training Epoch: 7 [4608/45000]	Loss: 0.0649	LR: 0.004000
Training Epoch: 7 [4864/45000]	Loss: 0.0524	LR: 0.004000
Training Epoch: 7 [5120/45000]	Loss: 0.0587	LR: 0.004000
Training Epoch: 7 [5376/45000]	Loss: 0.0540	LR: 0.004000
Training Epoch: 7 [5632/45000]	Loss: 0.0839	LR: 0.004000
Training Epoch: 7 [5888/45000]	Loss: 0.0605	LR: 0.004000
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Training Epoch: 7 [7936/45000]	Loss: 0.0693	LR: 0.004000
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Training Epoch: 7 [9216/45000]	Loss: 0.0603	LR: 0.004000
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Training Epoch: 7 [9984/45000]	Loss: 0.0394	LR: 0.004000
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Training Epoch: 7 [10496/45000]	Loss: 0.0666	LR: 0.004000
Training Epoch: 7 [10752/45000]	Loss: 0.0540	LR: 0.004000
Training Epoch: 7 [11008/45000]	Loss: 0.0527	LR: 0.004000
Training Epoch: 7 [11264/45000]	Loss: 0.0626	LR: 0.004000
Training Epoch: 7 [11520/45000]	Loss: 0.0629	LR: 0.004000
Training Epoch: 7 [11776/45000]	Loss: 0.0592	LR: 0.004000
Training Epoch: 7 [12032/45000]	Loss: 0.0539	LR: 0.004000
Training Epoch: 7 [12288/45000]	Loss: 0.0874	LR: 0.004000
Training Epoch: 7 [12544/45000]	Loss: 0.0605	LR: 0.004000
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Training Epoch: 7 [13312/45000]	Loss: 0.0576	LR: 0.004000
Training Epoch: 7 [13568/45000]	Loss: 0.0592	LR: 0.004000
Training Epoch: 7 [13824/45000]	Loss: 0.0544	LR: 0.004000
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Training Epoch: 7 [14848/45000]	Loss: 0.0626	LR: 0.004000
Training Epoch: 7 [15104/45000]	Loss: 0.0525	LR: 0.004000
Training Epoch: 7 [15360/45000]	Loss: 0.0464	LR: 0.004000
Training Epoch: 7 [15616/45000]	Loss: 0.0438	LR: 0.004000
Training Epoch: 7 [15872/45000]	Loss: 0.0445	LR: 0.004000
Training Epoch: 7 [16128/45000]	Loss: 0.0524	LR: 0.004000
Training Epoch: 7 [16384/45000]	Loss: 0.0489	LR: 0.004000
Training Epoch: 7 [16640/45000]	Loss: 0.0497	LR: 0.004000
Training Epoch: 7 [16896/45000]	Loss: 0.0469	LR: 0.004000
Training Epoch: 7 [17152/45000]	Loss: 0.0442	LR: 0.004000
Training Epoch: 7 [17408/45000]	Loss: 0.0420	LR: 0.004000
Training Epoch: 7 [17664/45000]	Loss: 0.0564	LR: 0.004000
Training Epoch: 7 [17920/45000]	Loss: 0.0474	LR: 0.004000
Training Epoch: 7 [18176/45000]	Loss: 0.0688	LR: 0.004000
Training Epoch: 7 [18432/45000]	Loss: 0.0912	LR: 0.004000
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Training Epoch: 7 [19200/45000]	Loss: 0.0666	LR: 0.004000
Training Epoch: 7 [19456/45000]	Loss: 0.0605	LR: 0.004000
Training Epoch: 7 [19712/45000]	Loss: 0.0637	LR: 0.004000
Training Epoch: 7 [19968/45000]	Loss: 0.0465	LR: 0.004000
Training Epoch: 7 [20224/45000]	Loss: 0.0549	LR: 0.004000
Training Epoch: 7 [20480/45000]	Loss: 0.0827	LR: 0.004000
Training Epoch: 7 [20736/45000]	Loss: 0.0432	LR: 0.004000
Training Epoch: 7 [20992/45000]	Loss: 0.0400	LR: 0.004000
Training Epoch: 7 [21248/45000]	Loss: 0.0652	LR: 0.004000
Training Epoch: 7 [21504/45000]	Loss: 0.0836	LR: 0.004000
Training Epoch: 7 [21760/45000]	Loss: 0.0554	LR: 0.004000
Training Epoch: 7 [22016/45000]	Loss: 0.0694	LR: 0.004000
Training Epoch: 7 [22272/45000]	Loss: 0.0484	LR: 0.004000
Training Epoch: 7 [22528/45000]	Loss: 0.0396	LR: 0.004000
Training Epoch: 7 [22784/45000]	Loss: 0.0471	LR: 0.004000
Training Epoch: 7 [23040/45000]	Loss: 0.0513	LR: 0.004000
Training Epoch: 7 [23296/45000]	Loss: 0.0537	LR: 0.004000
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Training Epoch: 7 [23808/45000]	Loss: 0.0546	LR: 0.004000
Training Epoch: 7 [24064/45000]	Loss: 0.0815	LR: 0.004000
Training Epoch: 7 [24320/45000]	Loss: 0.0591	LR: 0.004000
Training Epoch: 7 [24576/45000]	Loss: 0.0531	LR: 0.004000
Training Epoch: 7 [24832/45000]	Loss: 0.0546	LR: 0.004000
Training Epoch: 7 [25088/45000]	Loss: 0.0781	LR: 0.004000
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Training Epoch: 7 [25600/45000]	Loss: 0.0512	LR: 0.004000
Training Epoch: 7 [25856/45000]	Loss: 0.0418	LR: 0.004000
Training Epoch: 7 [26112/45000]	Loss: 0.0668	LR: 0.004000
Training Epoch: 7 [26368/45000]	Loss: 0.0744	LR: 0.004000
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Training Epoch: 7 [26880/45000]	Loss: 0.0359	LR: 0.004000
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Training Epoch: 7 [27392/45000]	Loss: 0.0579	LR: 0.004000
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Training Epoch: 7 [27904/45000]	Loss: 0.0443	LR: 0.004000
Training Epoch: 7 [28160/45000]	Loss: 0.0582	LR: 0.004000
Training Epoch: 7 [28416/45000]	Loss: 0.0670	LR: 0.004000
Training Epoch: 7 [28672/45000]	Loss: 0.0552	LR: 0.004000
Training Epoch: 7 [28928/45000]	Loss: 0.0645	LR: 0.004000
Training Epoch: 7 [29184/45000]	Loss: 0.0499	LR: 0.004000
Training Epoch: 7 [29440/45000]	Loss: 0.0853	LR: 0.004000
Training Epoch: 7 [29696/45000]	Loss: 0.0420	LR: 0.004000
Training Epoch: 7 [29952/45000]	Loss: 0.0368	LR: 0.004000
Training Epoch: 7 [30208/45000]	Loss: 0.0610	LR: 0.004000
Training Epoch: 7 [30464/45000]	Loss: 0.0365	LR: 0.004000
Training Epoch: 7 [30720/45000]	Loss: 0.0379	LR: 0.004000
Training Epoch: 7 [30976/45000]	Loss: 0.0378	LR: 0.004000
Training Epoch: 7 [31232/45000]	Loss: 0.0734	LR: 0.004000
Training Epoch: 7 [31488/45000]	Loss: 0.0624	LR: 0.004000
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Training Epoch: 7 [32000/45000]	Loss: 0.0521	LR: 0.004000
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Training Epoch: 7 [32512/45000]	Loss: 0.0704	LR: 0.004000
Training Epoch: 7 [32768/45000]	Loss: 0.0429	LR: 0.004000
Training Epoch: 7 [33024/45000]	Loss: 0.0641	LR: 0.004000
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Training Epoch: 7 [34304/45000]	Loss: 0.0595	LR: 0.004000
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Training Epoch: 7 [34816/45000]	Loss: 0.0424	LR: 0.004000
Training Epoch: 7 [35072/45000]	Loss: 0.0379	LR: 0.004000
Training Epoch: 7 [35328/45000]	Loss: 0.0542	LR: 0.004000
Training Epoch: 7 [35584/45000]	Loss: 0.0706	LR: 0.004000
Training Epoch: 7 [35840/45000]	Loss: 0.0524	LR: 0.004000
Training Epoch: 7 [36096/45000]	Loss: 0.0468	LR: 0.004000
Training Epoch: 7 [36352/45000]	Loss: 0.0441	LR: 0.004000
Training Epoch: 7 [36608/45000]	Loss: 0.0734	LR: 0.004000
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Training Epoch: 7 [37120/45000]	Loss: 0.0486	LR: 0.004000
Training Epoch: 7 [37376/45000]	Loss: 0.0428	LR: 0.004000
Training Epoch: 7 [37632/45000]	Loss: 0.0424	LR: 0.004000
Training Epoch: 7 [37888/45000]	Loss: 0.0638	LR: 0.004000
Training Epoch: 7 [38144/45000]	Loss: 0.0561	LR: 0.004000
Training Epoch: 7 [38400/45000]	Loss: 0.0608	LR: 0.004000
Training Epoch: 7 [38656/45000]	Loss: 0.0893	LR: 0.004000
Training Epoch: 7 [38912/45000]	Loss: 0.0750	LR: 0.004000
Training Epoch: 7 [39168/45000]	Loss: 0.0926	LR: 0.004000
Training Epoch: 7 [39424/45000]	Loss: 0.0419	LR: 0.004000
Training Epoch: 7 [39680/45000]	Loss: 0.0796	LR: 0.004000
Training Epoch: 7 [39936/45000]	Loss: 0.0396	LR: 0.004000
Training Epoch: 7 [40192/45000]	Loss: 0.0504	LR: 0.004000
Training Epoch: 7 [40448/45000]	Loss: 0.0637	LR: 0.004000
Training Epoch: 7 [40704/45000]	Loss: 0.0423	LR: 0.004000
Training Epoch: 7 [40960/45000]	Loss: 0.0534	LR: 0.004000
Training Epoch: 7 [41216/45000]	Loss: 0.0574	LR: 0.004000
Training Epoch: 7 [41472/45000]	Loss: 0.0636	LR: 0.004000
Training Epoch: 7 [41728/45000]	Loss: 0.0479	LR: 0.004000
Training Epoch: 7 [41984/45000]	Loss: 0.0696	LR: 0.004000
Training Epoch: 7 [42240/45000]	Loss: 0.0516	LR: 0.004000
Training Epoch: 7 [42496/45000]	Loss: 0.0693	LR: 0.004000
Training Epoch: 7 [42752/45000]	Loss: 0.0705	LR: 0.004000
Training Epoch: 7 [43008/45000]	Loss: 0.0467	LR: 0.004000
Training Epoch: 7 [43264/45000]	Loss: 0.0606	LR: 0.004000
Training Epoch: 7 [43520/45000]	Loss: 0.0773	LR: 0.004000
Training Epoch: 7 [43776/45000]	Loss: 0.0678	LR: 0.004000
Training Epoch: 7 [44032/45000]	Loss: 0.0585	LR: 0.004000
Training Epoch: 7 [44288/45000]	Loss: 0.0826	LR: 0.004000
Training Epoch: 7 [44544/45000]	Loss: 0.0638	LR: 0.004000
Training Epoch: 7 [44800/45000]	Loss: 0.0656	LR: 0.004000
Training Epoch: 7 [45000/45000]	Loss: 0.0757	LR: 0.004000
Epoch 7 - Average Train Loss: 0.0587, Train Accuracy: 0.9874
Epoch 7 training time consumed: 17.25s
Evaluating Network.....
Test set: Epoch: 7, Average loss: 0.0027, Accuracy: 0.8091, Time consumed:0.88s
Saving weights file to checkpoint/retrain/ResNet18/Saturday_02_August_2025_00h_02m_59s/ResNet18-Cifar10-seed3-ret100-7-best.pth
Training Epoch: 8 [256/45000]	Loss: 0.0271	LR: 0.004000
Training Epoch: 8 [512/45000]	Loss: 0.0275	LR: 0.004000
Training Epoch: 8 [768/45000]	Loss: 0.0286	LR: 0.004000
Training Epoch: 8 [1024/45000]	Loss: 0.0250	LR: 0.004000
Training Epoch: 8 [1280/45000]	Loss: 0.0284	LR: 0.004000
Training Epoch: 8 [1536/45000]	Loss: 0.0415	LR: 0.004000
Training Epoch: 8 [1792/45000]	Loss: 0.0327	LR: 0.004000
Training Epoch: 8 [2048/45000]	Loss: 0.0222	LR: 0.004000
Training Epoch: 8 [2304/45000]	Loss: 0.0345	LR: 0.004000
Training Epoch: 8 [2560/45000]	Loss: 0.0299	LR: 0.004000
Training Epoch: 8 [2816/45000]	Loss: 0.0289	LR: 0.004000
Training Epoch: 8 [3072/45000]	Loss: 0.0324	LR: 0.004000
Training Epoch: 8 [3328/45000]	Loss: 0.0195	LR: 0.004000
Training Epoch: 8 [3584/45000]	Loss: 0.0272	LR: 0.004000
Training Epoch: 8 [3840/45000]	Loss: 0.0276	LR: 0.004000
Training Epoch: 8 [4096/45000]	Loss: 0.0298	LR: 0.004000
Training Epoch: 8 [4352/45000]	Loss: 0.0306	LR: 0.004000
Training Epoch: 8 [4608/45000]	Loss: 0.0292	LR: 0.004000
Training Epoch: 8 [4864/45000]	Loss: 0.0304	LR: 0.004000
Training Epoch: 8 [5120/45000]	Loss: 0.0282	LR: 0.004000
Training Epoch: 8 [5376/45000]	Loss: 0.0202	LR: 0.004000
Training Epoch: 8 [5632/45000]	Loss: 0.0244	LR: 0.004000
Training Epoch: 8 [5888/45000]	Loss: 0.0263	LR: 0.004000
Training Epoch: 8 [6144/45000]	Loss: 0.0297	LR: 0.004000
Training Epoch: 8 [6400/45000]	Loss: 0.0297	LR: 0.004000
Training Epoch: 8 [6656/45000]	Loss: 0.0354	LR: 0.004000
Training Epoch: 8 [6912/45000]	Loss: 0.0231	LR: 0.004000
Training Epoch: 8 [7168/45000]	Loss: 0.0233	LR: 0.004000
Training Epoch: 8 [7424/45000]	Loss: 0.0348	LR: 0.004000
Training Epoch: 8 [7680/45000]	Loss: 0.0312	LR: 0.004000
Training Epoch: 8 [7936/45000]	Loss: 0.0218	LR: 0.004000
Training Epoch: 8 [8192/45000]	Loss: 0.0263	LR: 0.004000
Training Epoch: 8 [8448/45000]	Loss: 0.0294	LR: 0.004000
Training Epoch: 8 [8704/45000]	Loss: 0.0248	LR: 0.004000
Training Epoch: 8 [8960/45000]	Loss: 0.0344	LR: 0.004000
Training Epoch: 8 [9216/45000]	Loss: 0.0188	LR: 0.004000
Training Epoch: 8 [9472/45000]	Loss: 0.0290	LR: 0.004000
Training Epoch: 8 [9728/45000]	Loss: 0.0259	LR: 0.004000
Training Epoch: 8 [9984/45000]	Loss: 0.0301	LR: 0.004000
Training Epoch: 8 [10240/45000]	Loss: 0.0188	LR: 0.004000
Training Epoch: 8 [10496/45000]	Loss: 0.0245	LR: 0.004000
Training Epoch: 8 [10752/45000]	Loss: 0.0273	LR: 0.004000
Training Epoch: 8 [11008/45000]	Loss: 0.0240	LR: 0.004000
Training Epoch: 8 [11264/45000]	Loss: 0.0386	LR: 0.004000
Training Epoch: 8 [11520/45000]	Loss: 0.0342	LR: 0.004000
Training Epoch: 8 [11776/45000]	Loss: 0.0254	LR: 0.004000
Training Epoch: 8 [12032/45000]	Loss: 0.0371	LR: 0.004000
Training Epoch: 8 [12288/45000]	Loss: 0.0226	LR: 0.004000
Training Epoch: 8 [12544/45000]	Loss: 0.0309	LR: 0.004000
Training Epoch: 8 [12800/45000]	Loss: 0.0224	LR: 0.004000
Training Epoch: 8 [13056/45000]	Loss: 0.0303	LR: 0.004000
Training Epoch: 8 [13312/45000]	Loss: 0.0170	LR: 0.004000
Training Epoch: 8 [13568/45000]	Loss: 0.0182	LR: 0.004000
Training Epoch: 8 [13824/45000]	Loss: 0.0276	LR: 0.004000
Training Epoch: 8 [14080/45000]	Loss: 0.0128	LR: 0.004000
Training Epoch: 8 [14336/45000]	Loss: 0.0270	LR: 0.004000
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Training Epoch: 8 [15360/45000]	Loss: 0.0263	LR: 0.004000
Training Epoch: 8 [15616/45000]	Loss: 0.0232	LR: 0.004000
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Training Epoch: 8 [16128/45000]	Loss: 0.0198	LR: 0.004000
Training Epoch: 8 [16384/45000]	Loss: 0.0196	LR: 0.004000
Training Epoch: 8 [16640/45000]	Loss: 0.0243	LR: 0.004000
Training Epoch: 8 [16896/45000]	Loss: 0.0240	LR: 0.004000
Training Epoch: 8 [17152/45000]	Loss: 0.0224	LR: 0.004000
Training Epoch: 8 [17408/45000]	Loss: 0.0214	LR: 0.004000
Training Epoch: 8 [17664/45000]	Loss: 0.0200	LR: 0.004000
Training Epoch: 8 [17920/45000]	Loss: 0.0240	LR: 0.004000
Training Epoch: 8 [18176/45000]	Loss: 0.0214	LR: 0.004000
Training Epoch: 8 [18432/45000]	Loss: 0.0235	LR: 0.004000
Training Epoch: 8 [18688/45000]	Loss: 0.0237	LR: 0.004000
Training Epoch: 8 [18944/45000]	Loss: 0.0212	LR: 0.004000
Training Epoch: 8 [19200/45000]	Loss: 0.0313	LR: 0.004000
Training Epoch: 8 [19456/45000]	Loss: 0.0344	LR: 0.004000
Training Epoch: 8 [19712/45000]	Loss: 0.0176	LR: 0.004000
Training Epoch: 8 [19968/45000]	Loss: 0.0190	LR: 0.004000
Training Epoch: 8 [20224/45000]	Loss: 0.0276	LR: 0.004000
Training Epoch: 8 [20480/45000]	Loss: 0.0321	LR: 0.004000
Training Epoch: 8 [20736/45000]	Loss: 0.0212	LR: 0.004000
Training Epoch: 8 [20992/45000]	Loss: 0.0249	LR: 0.004000
Training Epoch: 8 [21248/45000]	Loss: 0.0487	LR: 0.004000
Training Epoch: 8 [21504/45000]	Loss: 0.0249	LR: 0.004000
Training Epoch: 8 [21760/45000]	Loss: 0.0307	LR: 0.004000
Training Epoch: 8 [22016/45000]	Loss: 0.0328	LR: 0.004000
Training Epoch: 8 [22272/45000]	Loss: 0.0219	LR: 0.004000
Training Epoch: 8 [22528/45000]	Loss: 0.0255	LR: 0.004000
Training Epoch: 8 [22784/45000]	Loss: 0.0313	LR: 0.004000
Training Epoch: 8 [23040/45000]	Loss: 0.0269	LR: 0.004000
Training Epoch: 8 [23296/45000]	Loss: 0.0252	LR: 0.004000
Training Epoch: 8 [23552/45000]	Loss: 0.0335	LR: 0.004000
Training Epoch: 8 [23808/45000]	Loss: 0.0227	LR: 0.004000
Training Epoch: 8 [24064/45000]	Loss: 0.0164	LR: 0.004000
Training Epoch: 8 [24320/45000]	Loss: 0.0209	LR: 0.004000
Training Epoch: 8 [24576/45000]	Loss: 0.0187	LR: 0.004000
Training Epoch: 8 [24832/45000]	Loss: 0.0199	LR: 0.004000
Training Epoch: 8 [25088/45000]	Loss: 0.0197	LR: 0.004000
Training Epoch: 8 [25344/45000]	Loss: 0.0247	LR: 0.004000
Training Epoch: 8 [25600/45000]	Loss: 0.0289	LR: 0.004000
Training Epoch: 8 [25856/45000]	Loss: 0.0226	LR: 0.004000
Training Epoch: 8 [26112/45000]	Loss: 0.0236	LR: 0.004000
Training Epoch: 8 [26368/45000]	Loss: 0.0217	LR: 0.004000
Training Epoch: 8 [26624/45000]	Loss: 0.0252	LR: 0.004000
Training Epoch: 8 [26880/45000]	Loss: 0.0188	LR: 0.004000
Training Epoch: 8 [27136/45000]	Loss: 0.0293	LR: 0.004000
Training Epoch: 8 [27392/45000]	Loss: 0.0136	LR: 0.004000
Training Epoch: 8 [27648/45000]	Loss: 0.0201	LR: 0.004000
Training Epoch: 8 [27904/45000]	Loss: 0.0157	LR: 0.004000
Training Epoch: 8 [28160/45000]	Loss: 0.0162	LR: 0.004000
Training Epoch: 8 [28416/45000]	Loss: 0.0215	LR: 0.004000
Training Epoch: 8 [28672/45000]	Loss: 0.0207	LR: 0.004000
Training Epoch: 8 [28928/45000]	Loss: 0.0172	LR: 0.004000
Training Epoch: 8 [29184/45000]	Loss: 0.0234	LR: 0.004000
Training Epoch: 8 [29440/45000]	Loss: 0.0283	LR: 0.004000
Training Epoch: 8 [29696/45000]	Loss: 0.0258	LR: 0.004000
Training Epoch: 8 [29952/45000]	Loss: 0.0227	LR: 0.004000
Training Epoch: 8 [30208/45000]	Loss: 0.0228	LR: 0.004000
Training Epoch: 8 [30464/45000]	Loss: 0.0378	LR: 0.004000
Training Epoch: 8 [30720/45000]	Loss: 0.0368	LR: 0.004000
Training Epoch: 8 [30976/45000]	Loss: 0.0266	LR: 0.004000
Training Epoch: 8 [31232/45000]	Loss: 0.0274	LR: 0.004000
Training Epoch: 8 [31488/45000]	Loss: 0.0178	LR: 0.004000
Training Epoch: 8 [31744/45000]	Loss: 0.0220	LR: 0.004000
Training Epoch: 8 [32000/45000]	Loss: 0.0225	LR: 0.004000
Training Epoch: 8 [32256/45000]	Loss: 0.0262	LR: 0.004000
Training Epoch: 8 [32512/45000]	Loss: 0.0184	LR: 0.004000
Training Epoch: 8 [32768/45000]	Loss: 0.0339	LR: 0.004000
Training Epoch: 8 [33024/45000]	Loss: 0.0261	LR: 0.004000
Training Epoch: 8 [33280/45000]	Loss: 0.0203	LR: 0.004000
Training Epoch: 8 [33536/45000]	Loss: 0.0346	LR: 0.004000
Training Epoch: 8 [33792/45000]	Loss: 0.0429	LR: 0.004000
Training Epoch: 8 [34048/45000]	Loss: 0.0184	LR: 0.004000
Training Epoch: 8 [34304/45000]	Loss: 0.0168	LR: 0.004000
Training Epoch: 8 [34560/45000]	Loss: 0.0236	LR: 0.004000
Training Epoch: 8 [34816/45000]	Loss: 0.0292	LR: 0.004000
Training Epoch: 8 [35072/45000]	Loss: 0.0234	LR: 0.004000
Training Epoch: 8 [35328/45000]	Loss: 0.0228	LR: 0.004000
Training Epoch: 8 [35584/45000]	Loss: 0.0224	LR: 0.004000
Training Epoch: 8 [35840/45000]	Loss: 0.0506	LR: 0.004000
Training Epoch: 8 [36096/45000]	Loss: 0.0307	LR: 0.004000
Training Epoch: 8 [36352/45000]	Loss: 0.0227	LR: 0.004000
Training Epoch: 8 [36608/45000]	Loss: 0.0199	LR: 0.004000
Training Epoch: 8 [36864/45000]	Loss: 0.0278	LR: 0.004000
Training Epoch: 8 [37120/45000]	Loss: 0.0334	LR: 0.004000
Training Epoch: 8 [37376/45000]	Loss: 0.0191	LR: 0.004000
Training Epoch: 8 [37632/45000]	Loss: 0.0208	LR: 0.004000
Training Epoch: 8 [37888/45000]	Loss: 0.0359	LR: 0.004000
Training Epoch: 8 [38144/45000]	Loss: 0.0218	LR: 0.004000
Training Epoch: 8 [38400/45000]	Loss: 0.0370	LR: 0.004000
Training Epoch: 8 [38656/45000]	Loss: 0.0374	LR: 0.004000
Training Epoch: 8 [38912/45000]	Loss: 0.0253	LR: 0.004000
Training Epoch: 8 [39168/45000]	Loss: 0.0214	LR: 0.004000
Training Epoch: 8 [39424/45000]	Loss: 0.0167	LR: 0.004000
Training Epoch: 8 [39680/45000]	Loss: 0.0273	LR: 0.004000
Training Epoch: 8 [39936/45000]	Loss: 0.0313	LR: 0.004000
Training Epoch: 8 [40192/45000]	Loss: 0.0181	LR: 0.004000
Training Epoch: 8 [40448/45000]	Loss: 0.0231	LR: 0.004000
Training Epoch: 8 [40704/45000]	Loss: 0.0169	LR: 0.004000
Training Epoch: 8 [40960/45000]	Loss: 0.0295	LR: 0.004000
Training Epoch: 8 [41216/45000]	Loss: 0.0235	LR: 0.004000
Training Epoch: 8 [41472/45000]	Loss: 0.0219	LR: 0.004000
Training Epoch: 8 [41728/45000]	Loss: 0.0193	LR: 0.004000
Training Epoch: 8 [41984/45000]	Loss: 0.0239	LR: 0.004000
Training Epoch: 8 [42240/45000]	Loss: 0.0262	LR: 0.004000
Training Epoch: 8 [42496/45000]	Loss: 0.0127	LR: 0.004000
Training Epoch: 8 [42752/45000]	Loss: 0.0164	LR: 0.004000
Training Epoch: 8 [43008/45000]	Loss: 0.0281	LR: 0.004000
Training Epoch: 8 [43264/45000]	Loss: 0.0355	LR: 0.004000
Training Epoch: 8 [43520/45000]	Loss: 0.0354	LR: 0.004000
Training Epoch: 8 [43776/45000]	Loss: 0.0183	LR: 0.004000
Training Epoch: 8 [44032/45000]	Loss: 0.0353	LR: 0.004000
Training Epoch: 8 [44288/45000]	Loss: 0.0209	LR: 0.004000
Training Epoch: 8 [44544/45000]	Loss: 0.0190	LR: 0.004000
Training Epoch: 8 [44800/45000]	Loss: 0.0228	LR: 0.004000
Training Epoch: 8 [45000/45000]	Loss: 0.0163	LR: 0.004000
Epoch 8 - Average Train Loss: 0.0257, Train Accuracy: 0.9975
Epoch 8 training time consumed: 17.29s
Evaluating Network.....
Test set: Epoch: 8, Average loss: 0.0028, Accuracy: 0.8188, Time consumed:0.96s
Saving weights file to checkpoint/retrain/ResNet18/Saturday_02_August_2025_00h_02m_59s/ResNet18-Cifar10-seed3-ret100-8-best.pth
Training Epoch: 9 [256/45000]	Loss: 0.0225	LR: 0.000800
Training Epoch: 9 [512/45000]	Loss: 0.0125	LR: 0.000800
Training Epoch: 9 [768/45000]	Loss: 0.0143	LR: 0.000800
Training Epoch: 9 [1024/45000]	Loss: 0.0198	LR: 0.000800
Training Epoch: 9 [1280/45000]	Loss: 0.0180	LR: 0.000800
Training Epoch: 9 [1536/45000]	Loss: 0.0141	LR: 0.000800
Training Epoch: 9 [1792/45000]	Loss: 0.0116	LR: 0.000800
Training Epoch: 9 [2048/45000]	Loss: 0.0158	LR: 0.000800
Training Epoch: 9 [2304/45000]	Loss: 0.0101	LR: 0.000800
Training Epoch: 9 [2560/45000]	Loss: 0.0131	LR: 0.000800
Training Epoch: 9 [2816/45000]	Loss: 0.0140	LR: 0.000800
Training Epoch: 9 [3072/45000]	Loss: 0.0201	LR: 0.000800
Training Epoch: 9 [3328/45000]	Loss: 0.0082	LR: 0.000800
Training Epoch: 9 [3584/45000]	Loss: 0.0125	LR: 0.000800
Training Epoch: 9 [3840/45000]	Loss: 0.0107	LR: 0.000800
Training Epoch: 9 [4096/45000]	Loss: 0.0124	LR: 0.000800
Training Epoch: 9 [4352/45000]	Loss: 0.0151	LR: 0.000800
Training Epoch: 9 [4608/45000]	Loss: 0.0202	LR: 0.000800
Training Epoch: 9 [4864/45000]	Loss: 0.0117	LR: 0.000800
Training Epoch: 9 [5120/45000]	Loss: 0.0120	LR: 0.000800
Training Epoch: 9 [5376/45000]	Loss: 0.0123	LR: 0.000800
Training Epoch: 9 [5632/45000]	Loss: 0.0160	LR: 0.000800
Training Epoch: 9 [5888/45000]	Loss: 0.0144	LR: 0.000800
Training Epoch: 9 [6144/45000]	Loss: 0.0106	LR: 0.000800
Training Epoch: 9 [6400/45000]	Loss: 0.0122	LR: 0.000800
Training Epoch: 9 [6656/45000]	Loss: 0.0105	LR: 0.000800
Training Epoch: 9 [6912/45000]	Loss: 0.0129	LR: 0.000800
Training Epoch: 9 [7168/45000]	Loss: 0.0114	LR: 0.000800
Training Epoch: 9 [7424/45000]	Loss: 0.0081	LR: 0.000800
Training Epoch: 9 [7680/45000]	Loss: 0.0080	LR: 0.000800
Training Epoch: 9 [7936/45000]	Loss: 0.0141	LR: 0.000800
Training Epoch: 9 [8192/45000]	Loss: 0.0165	LR: 0.000800
Training Epoch: 9 [8448/45000]	Loss: 0.0129	LR: 0.000800
Training Epoch: 9 [8704/45000]	Loss: 0.0103	LR: 0.000800
Training Epoch: 9 [8960/45000]	Loss: 0.0109	LR: 0.000800
Training Epoch: 9 [9216/45000]	Loss: 0.0125	LR: 0.000800
Training Epoch: 9 [9472/45000]	Loss: 0.0101	LR: 0.000800
Training Epoch: 9 [9728/45000]	Loss: 0.0087	LR: 0.000800
Training Epoch: 9 [9984/45000]	Loss: 0.0123	LR: 0.000800
Training Epoch: 9 [10240/45000]	Loss: 0.0165	LR: 0.000800
Training Epoch: 9 [10496/45000]	Loss: 0.0135	LR: 0.000800
Training Epoch: 9 [10752/45000]	Loss: 0.0256	LR: 0.000800
Training Epoch: 9 [11008/45000]	Loss: 0.0139	LR: 0.000800
Training Epoch: 9 [11264/45000]	Loss: 0.0141	LR: 0.000800
Training Epoch: 9 [11520/45000]	Loss: 0.0125	LR: 0.000800
Training Epoch: 9 [11776/45000]	Loss: 0.0157	LR: 0.000800
Training Epoch: 9 [12032/45000]	Loss: 0.0126	LR: 0.000800
Training Epoch: 9 [12288/45000]	Loss: 0.0110	LR: 0.000800
Training Epoch: 9 [12544/45000]	Loss: 0.0088	LR: 0.000800
Training Epoch: 9 [12800/45000]	Loss: 0.0090	LR: 0.000800
Training Epoch: 9 [13056/45000]	Loss: 0.0188	LR: 0.000800
Training Epoch: 9 [13312/45000]	Loss: 0.0112	LR: 0.000800
Training Epoch: 9 [13568/45000]	Loss: 0.0112	LR: 0.000800
Training Epoch: 9 [13824/45000]	Loss: 0.0127	LR: 0.000800
Training Epoch: 9 [14080/45000]	Loss: 0.0106	LR: 0.000800
Training Epoch: 9 [14336/45000]	Loss: 0.0114	LR: 0.000800
Training Epoch: 9 [14592/45000]	Loss: 0.0117	LR: 0.000800
Training Epoch: 9 [14848/45000]	Loss: 0.0103	LR: 0.000800
Training Epoch: 9 [15104/45000]	Loss: 0.0231	LR: 0.000800
Training Epoch: 9 [15360/45000]	Loss: 0.0132	LR: 0.000800
Training Epoch: 9 [15616/45000]	Loss: 0.0112	LR: 0.000800
Training Epoch: 9 [15872/45000]	Loss: 0.0111	LR: 0.000800
Training Epoch: 9 [16128/45000]	Loss: 0.0107	LR: 0.000800
Training Epoch: 9 [16384/45000]	Loss: 0.0103	LR: 0.000800
Training Epoch: 9 [16640/45000]	Loss: 0.0139	LR: 0.000800
Training Epoch: 9 [16896/45000]	Loss: 0.0085	LR: 0.000800
Training Epoch: 9 [17152/45000]	Loss: 0.0131	LR: 0.000800
Training Epoch: 9 [17408/45000]	Loss: 0.0115	LR: 0.000800
Training Epoch: 9 [17664/45000]	Loss: 0.0105	LR: 0.000800
Training Epoch: 9 [17920/45000]	Loss: 0.0083	LR: 0.000800
Training Epoch: 9 [18176/45000]	Loss: 0.0100	LR: 0.000800
Training Epoch: 9 [18432/45000]	Loss: 0.0182	LR: 0.000800
Training Epoch: 9 [18688/45000]	Loss: 0.0145	LR: 0.000800
Training Epoch: 9 [18944/45000]	Loss: 0.0154	LR: 0.000800
Training Epoch: 9 [19200/45000]	Loss: 0.0146	LR: 0.000800
Training Epoch: 9 [19456/45000]	Loss: 0.0109	LR: 0.000800
Training Epoch: 9 [19712/45000]	Loss: 0.0095	LR: 0.000800
Training Epoch: 9 [19968/45000]	Loss: 0.0165	LR: 0.000800
Training Epoch: 9 [20224/45000]	Loss: 0.0105	LR: 0.000800
Training Epoch: 9 [20480/45000]	Loss: 0.0131	LR: 0.000800
Training Epoch: 9 [20736/45000]	Loss: 0.0174	LR: 0.000800
Training Epoch: 9 [20992/45000]	Loss: 0.0115	LR: 0.000800
Training Epoch: 9 [21248/45000]	Loss: 0.0093	LR: 0.000800
Training Epoch: 9 [21504/45000]	Loss: 0.0100	LR: 0.000800
Training Epoch: 9 [21760/45000]	Loss: 0.0118	LR: 0.000800
Training Epoch: 9 [22016/45000]	Loss: 0.0146	LR: 0.000800
Training Epoch: 9 [22272/45000]	Loss: 0.0137	LR: 0.000800
Training Epoch: 9 [22528/45000]	Loss: 0.0094	LR: 0.000800
Training Epoch: 9 [22784/45000]	Loss: 0.0092	LR: 0.000800
Training Epoch: 9 [23040/45000]	Loss: 0.0128	LR: 0.000800
Training Epoch: 9 [23296/45000]	Loss: 0.0138	LR: 0.000800
Training Epoch: 9 [23552/45000]	Loss: 0.0081	LR: 0.000800
Training Epoch: 9 [23808/45000]	Loss: 0.0148	LR: 0.000800
Training Epoch: 9 [24064/45000]	Loss: 0.0136	LR: 0.000800
Training Epoch: 9 [24320/45000]	Loss: 0.0140	LR: 0.000800
Training Epoch: 9 [24576/45000]	Loss: 0.0121	LR: 0.000800
Training Epoch: 9 [24832/45000]	Loss: 0.0071	LR: 0.000800
Training Epoch: 9 [25088/45000]	Loss: 0.0107	LR: 0.000800
Training Epoch: 9 [25344/45000]	Loss: 0.0116	LR: 0.000800
Training Epoch: 9 [25600/45000]	Loss: 0.0102	LR: 0.000800
Training Epoch: 9 [25856/45000]	Loss: 0.0078	LR: 0.000800
Training Epoch: 9 [26112/45000]	Loss: 0.0123	LR: 0.000800
Training Epoch: 9 [26368/45000]	Loss: 0.0116	LR: 0.000800
Training Epoch: 9 [26624/45000]	Loss: 0.0134	LR: 0.000800
Training Epoch: 9 [26880/45000]	Loss: 0.0127	LR: 0.000800
Training Epoch: 9 [27136/45000]	Loss: 0.0123	LR: 0.000800
Training Epoch: 9 [27392/45000]	Loss: 0.0104	LR: 0.000800
Training Epoch: 9 [27648/45000]	Loss: 0.0100	LR: 0.000800
Training Epoch: 9 [27904/45000]	Loss: 0.0120	LR: 0.000800
Training Epoch: 9 [28160/45000]	Loss: 0.0084	LR: 0.000800
Training Epoch: 9 [28416/45000]	Loss: 0.0090	LR: 0.000800
Training Epoch: 9 [28672/45000]	Loss: 0.0125	LR: 0.000800
Training Epoch: 9 [28928/45000]	Loss: 0.0130	LR: 0.000800
Training Epoch: 9 [29184/45000]	Loss: 0.0115	LR: 0.000800
Training Epoch: 9 [29440/45000]	Loss: 0.0113	LR: 0.000800
Training Epoch: 9 [29696/45000]	Loss: 0.0122	LR: 0.000800
Training Epoch: 9 [29952/45000]	Loss: 0.0119	LR: 0.000800
Training Epoch: 9 [30208/45000]	Loss: 0.0111	LR: 0.000800
Training Epoch: 9 [30464/45000]	Loss: 0.0113	LR: 0.000800
Training Epoch: 9 [30720/45000]	Loss: 0.0117	LR: 0.000800
Training Epoch: 9 [30976/45000]	Loss: 0.0167	LR: 0.000800
Training Epoch: 9 [31232/45000]	Loss: 0.0101	LR: 0.000800
Training Epoch: 9 [31488/45000]	Loss: 0.0129	LR: 0.000800
Training Epoch: 9 [31744/45000]	Loss: 0.0116	LR: 0.000800
Training Epoch: 9 [32000/45000]	Loss: 0.0087	LR: 0.000800
Training Epoch: 9 [32256/45000]	Loss: 0.0164	LR: 0.000800
Training Epoch: 9 [32512/45000]	Loss: 0.0096	LR: 0.000800
Training Epoch: 9 [32768/45000]	Loss: 0.0209	LR: 0.000800
Training Epoch: 9 [33024/45000]	Loss: 0.0113	LR: 0.000800
Training Epoch: 9 [33280/45000]	Loss: 0.0142	LR: 0.000800
Training Epoch: 9 [33536/45000]	Loss: 0.0162	LR: 0.000800
Training Epoch: 9 [33792/45000]	Loss: 0.0151	LR: 0.000800
Training Epoch: 9 [34048/45000]	Loss: 0.0090	LR: 0.000800
Training Epoch: 9 [34304/45000]	Loss: 0.0084	LR: 0.000800
Training Epoch: 9 [34560/45000]	Loss: 0.0136	LR: 0.000800
Training Epoch: 9 [34816/45000]	Loss: 0.0123	LR: 0.000800
Training Epoch: 9 [35072/45000]	Loss: 0.0118	LR: 0.000800
Training Epoch: 9 [35328/45000]	Loss: 0.0091	LR: 0.000800
Training Epoch: 9 [35584/45000]	Loss: 0.0133	LR: 0.000800
Training Epoch: 9 [35840/45000]	Loss: 0.0094	LR: 0.000800
Training Epoch: 9 [36096/45000]	Loss: 0.0173	LR: 0.000800
Training Epoch: 9 [36352/45000]	Loss: 0.0120	LR: 0.000800
Training Epoch: 9 [36608/45000]	Loss: 0.0130	LR: 0.000800
Training Epoch: 9 [36864/45000]	Loss: 0.0106	LR: 0.000800
Training Epoch: 9 [37120/45000]	Loss: 0.0141	LR: 0.000800
Training Epoch: 9 [37376/45000]	Loss: 0.0100	LR: 0.000800
Training Epoch: 9 [37632/45000]	Loss: 0.0091	LR: 0.000800
Training Epoch: 9 [37888/45000]	Loss: 0.0138	LR: 0.000800
Training Epoch: 9 [38144/45000]	Loss: 0.0148	LR: 0.000800
Training Epoch: 9 [38400/45000]	Loss: 0.0135	LR: 0.000800
Training Epoch: 9 [38656/45000]	Loss: 0.0105	LR: 0.000800
Training Epoch: 9 [38912/45000]	Loss: 0.0147	LR: 0.000800
Training Epoch: 9 [39168/45000]	Loss: 0.0108	LR: 0.000800
Training Epoch: 9 [39424/45000]	Loss: 0.0118	LR: 0.000800
Training Epoch: 9 [39680/45000]	Loss: 0.0154	LR: 0.000800
Training Epoch: 9 [39936/45000]	Loss: 0.0074	LR: 0.000800
Training Epoch: 9 [40192/45000]	Loss: 0.0132	LR: 0.000800
Training Epoch: 9 [40448/45000]	Loss: 0.0107	LR: 0.000800
Training Epoch: 9 [40704/45000]	Loss: 0.0097	LR: 0.000800
Training Epoch: 9 [40960/45000]	Loss: 0.0116	LR: 0.000800
Training Epoch: 9 [41216/45000]	Loss: 0.0113	LR: 0.000800
Training Epoch: 9 [41472/45000]	Loss: 0.0081	LR: 0.000800
Training Epoch: 9 [41728/45000]	Loss: 0.0115	LR: 0.000800
Training Epoch: 9 [41984/45000]	Loss: 0.0140	LR: 0.000800
Training Epoch: 9 [42240/45000]	Loss: 0.0121	LR: 0.000800
Training Epoch: 9 [42496/45000]	Loss: 0.0169	LR: 0.000800
Training Epoch: 9 [42752/45000]	Loss: 0.0090	LR: 0.000800
Training Epoch: 9 [43008/45000]	Loss: 0.0089	LR: 0.000800
Training Epoch: 9 [43264/45000]	Loss: 0.0157	LR: 0.000800
Training Epoch: 9 [43520/45000]	Loss: 0.0122	LR: 0.000800
Training Epoch: 9 [43776/45000]	Loss: 0.0122	LR: 0.000800
Training Epoch: 9 [44032/45000]	Loss: 0.0092	LR: 0.000800
Training Epoch: 9 [44288/45000]	Loss: 0.0098	LR: 0.000800
Training Epoch: 9 [44544/45000]	Loss: 0.0086	LR: 0.000800
Training Epoch: 9 [44800/45000]	Loss: 0.0088	LR: 0.000800
Training Epoch: 9 [45000/45000]	Loss: 0.0147	LR: 0.000800
Epoch 9 - Average Train Loss: 0.0124, Train Accuracy: 0.9997
Epoch 9 training time consumed: 17.26s
Evaluating Network.....
Test set: Epoch: 9, Average loss: 0.0027, Accuracy: 0.8182, Time consumed:0.88s
Saving weights file to checkpoint/retrain/ResNet18/Saturday_02_August_2025_00h_02m_59s/ResNet18-Cifar10-seed3-ret100-9-best.pth
Training Epoch: 10 [256/45000]	Loss: 0.0103	LR: 0.000800
Training Epoch: 10 [512/45000]	Loss: 0.0089	LR: 0.000800
Training Epoch: 10 [768/45000]	Loss: 0.0123	LR: 0.000800
Training Epoch: 10 [1024/45000]	Loss: 0.0099	LR: 0.000800
Training Epoch: 10 [1280/45000]	Loss: 0.0090	LR: 0.000800
Training Epoch: 10 [1536/45000]	Loss: 0.0109	LR: 0.000800
Training Epoch: 10 [1792/45000]	Loss: 0.0095	LR: 0.000800
Training Epoch: 10 [2048/45000]	Loss: 0.0093	LR: 0.000800
Training Epoch: 10 [2304/45000]	Loss: 0.0095	LR: 0.000800
Training Epoch: 10 [2560/45000]	Loss: 0.0094	LR: 0.000800
Training Epoch: 10 [2816/45000]	Loss: 0.0100	LR: 0.000800
Training Epoch: 10 [3072/45000]	Loss: 0.0110	LR: 0.000800
Training Epoch: 10 [3328/45000]	Loss: 0.0079	LR: 0.000800
Training Epoch: 10 [3584/45000]	Loss: 0.0115	LR: 0.000800
Training Epoch: 10 [3840/45000]	Loss: 0.0140	LR: 0.000800
Training Epoch: 10 [4096/45000]	Loss: 0.0128	LR: 0.000800
Training Epoch: 10 [4352/45000]	Loss: 0.0091	LR: 0.000800
Training Epoch: 10 [4608/45000]	Loss: 0.0110	LR: 0.000800
Training Epoch: 10 [4864/45000]	Loss: 0.0112	LR: 0.000800
Training Epoch: 10 [5120/45000]	Loss: 0.0090	LR: 0.000800
Training Epoch: 10 [5376/45000]	Loss: 0.0131	LR: 0.000800
Training Epoch: 10 [5632/45000]	Loss: 0.0095	LR: 0.000800
Training Epoch: 10 [5888/45000]	Loss: 0.0113	LR: 0.000800
Training Epoch: 10 [6144/45000]	Loss: 0.0135	LR: 0.000800
Training Epoch: 10 [6400/45000]	Loss: 0.0078	LR: 0.000800
Training Epoch: 10 [6656/45000]	Loss: 0.0111	LR: 0.000800
Training Epoch: 10 [6912/45000]	Loss: 0.0105	LR: 0.000800
Training Epoch: 10 [7168/45000]	Loss: 0.0092	LR: 0.000800
Training Epoch: 10 [7424/45000]	Loss: 0.0084	LR: 0.000800
Training Epoch: 10 [7680/45000]	Loss: 0.0091	LR: 0.000800
Training Epoch: 10 [7936/45000]	Loss: 0.0098	LR: 0.000800
Training Epoch: 10 [8192/45000]	Loss: 0.0106	LR: 0.000800
Training Epoch: 10 [8448/45000]	Loss: 0.0084	LR: 0.000800
Training Epoch: 10 [8704/45000]	Loss: 0.0113	LR: 0.000800
Training Epoch: 10 [8960/45000]	Loss: 0.0093	LR: 0.000800
Training Epoch: 10 [9216/45000]	Loss: 0.0095	LR: 0.000800
Training Epoch: 10 [9472/45000]	Loss: 0.0085	LR: 0.000800
Training Epoch: 10 [9728/45000]	Loss: 0.0110	LR: 0.000800
Training Epoch: 10 [9984/45000]	Loss: 0.0141	LR: 0.000800
Training Epoch: 10 [10240/45000]	Loss: 0.0072	LR: 0.000800
Training Epoch: 10 [10496/45000]	Loss: 0.0092	LR: 0.000800
Training Epoch: 10 [10752/45000]	Loss: 0.0083	LR: 0.000800
Training Epoch: 10 [11008/45000]	Loss: 0.0103	LR: 0.000800
Training Epoch: 10 [11264/45000]	Loss: 0.0145	LR: 0.000800
Training Epoch: 10 [11520/45000]	Loss: 0.0099	LR: 0.000800
Training Epoch: 10 [11776/45000]	Loss: 0.0097	LR: 0.000800
Training Epoch: 10 [12032/45000]	Loss: 0.0093	LR: 0.000800
Training Epoch: 10 [12288/45000]	Loss: 0.0089	LR: 0.000800
Training Epoch: 10 [12544/45000]	Loss: 0.0101	LR: 0.000800
Training Epoch: 10 [12800/45000]	Loss: 0.0103	LR: 0.000800
Training Epoch: 10 [13056/45000]	Loss: 0.0121	LR: 0.000800
Training Epoch: 10 [13312/45000]	Loss: 0.0149	LR: 0.000800
Training Epoch: 10 [13568/45000]	Loss: 0.0128	LR: 0.000800
Training Epoch: 10 [13824/45000]	Loss: 0.0086	LR: 0.000800
Training Epoch: 10 [14080/45000]	Loss: 0.0113	LR: 0.000800
Training Epoch: 10 [14336/45000]	Loss: 0.0106	LR: 0.000800
Training Epoch: 10 [14592/45000]	Loss: 0.0093	LR: 0.000800
Training Epoch: 10 [14848/45000]	Loss: 0.0123	LR: 0.000800
Training Epoch: 10 [15104/45000]	Loss: 0.0103	LR: 0.000800
Training Epoch: 10 [15360/45000]	Loss: 0.0094	LR: 0.000800
Training Epoch: 10 [15616/45000]	Loss: 0.0095	LR: 0.000800
Training Epoch: 10 [15872/45000]	Loss: 0.0102	LR: 0.000800
Training Epoch: 10 [16128/45000]	Loss: 0.0125	LR: 0.000800
Training Epoch: 10 [16384/45000]	Loss: 0.0108	LR: 0.000800
Training Epoch: 10 [16640/45000]	Loss: 0.0090	LR: 0.000800
Training Epoch: 10 [16896/45000]	Loss: 0.0071	LR: 0.000800
Training Epoch: 10 [17152/45000]	Loss: 0.0108	LR: 0.000800
Training Epoch: 10 [17408/45000]	Loss: 0.0093	LR: 0.000800
Training Epoch: 10 [17664/45000]	Loss: 0.0111	LR: 0.000800
Training Epoch: 10 [17920/45000]	Loss: 0.0092	LR: 0.000800
Training Epoch: 10 [18176/45000]	Loss: 0.0106	LR: 0.000800
Training Epoch: 10 [18432/45000]	Loss: 0.0081	LR: 0.000800
Training Epoch: 10 [18688/45000]	Loss: 0.0129	LR: 0.000800
Training Epoch: 10 [18944/45000]	Loss: 0.0131	LR: 0.000800
Training Epoch: 10 [19200/45000]	Loss: 0.0075	LR: 0.000800
Training Epoch: 10 [19456/45000]	Loss: 0.0111	LR: 0.000800
Training Epoch: 10 [19712/45000]	Loss: 0.0081	LR: 0.000800
Training Epoch: 10 [19968/45000]	Loss: 0.0103	LR: 0.000800
Training Epoch: 10 [20224/45000]	Loss: 0.0113	LR: 0.000800
Training Epoch: 10 [20480/45000]	Loss: 0.0089	LR: 0.000800
Training Epoch: 10 [20736/45000]	Loss: 0.0102	LR: 0.000800
Training Epoch: 10 [20992/45000]	Loss: 0.0120	LR: 0.000800
Training Epoch: 10 [21248/45000]	Loss: 0.0102	LR: 0.000800
Training Epoch: 10 [21504/45000]	Loss: 0.0136	LR: 0.000800
Training Epoch: 10 [21760/45000]	Loss: 0.0185	LR: 0.000800
Training Epoch: 10 [22016/45000]	Loss: 0.0098	LR: 0.000800
Training Epoch: 10 [22272/45000]	Loss: 0.0099	LR: 0.000800
Training Epoch: 10 [22528/45000]	Loss: 0.0102	LR: 0.000800
Training Epoch: 10 [22784/45000]	Loss: 0.0120	LR: 0.000800
Training Epoch: 10 [23040/45000]	Loss: 0.0115	LR: 0.000800
Training Epoch: 10 [23296/45000]	Loss: 0.0083	LR: 0.000800
Training Epoch: 10 [23552/45000]	Loss: 0.0077	LR: 0.000800
Training Epoch: 10 [23808/45000]	Loss: 0.0096	LR: 0.000800
Training Epoch: 10 [24064/45000]	Loss: 0.0081	LR: 0.000800
Training Epoch: 10 [24320/45000]	Loss: 0.0105	LR: 0.000800
Training Epoch: 10 [24576/45000]	Loss: 0.0106	LR: 0.000800
Training Epoch: 10 [24832/45000]	Loss: 0.0089	LR: 0.000800
Training Epoch: 10 [25088/45000]	Loss: 0.0064	LR: 0.000800
Training Epoch: 10 [25344/45000]	Loss: 0.0104	LR: 0.000800
Training Epoch: 10 [25600/45000]	Loss: 0.0096	LR: 0.000800
Training Epoch: 10 [25856/45000]	Loss: 0.0115	LR: 0.000800
Training Epoch: 10 [26112/45000]	Loss: 0.0099	LR: 0.000800
Training Epoch: 10 [26368/45000]	Loss: 0.0088	LR: 0.000800
Training Epoch: 10 [26624/45000]	Loss: 0.0080	LR: 0.000800
Training Epoch: 10 [26880/45000]	Loss: 0.0098	LR: 0.000800
Training Epoch: 10 [27136/45000]	Loss: 0.0086	LR: 0.000800
Training Epoch: 10 [27392/45000]	Loss: 0.0108	LR: 0.000800
Training Epoch: 10 [27648/45000]	Loss: 0.0102	LR: 0.000800
Training Epoch: 10 [27904/45000]	Loss: 0.0103	LR: 0.000800
Training Epoch: 10 [28160/45000]	Loss: 0.0090	LR: 0.000800
Training Epoch: 10 [28416/45000]	Loss: 0.0108	LR: 0.000800
Training Epoch: 10 [28672/45000]	Loss: 0.0094	LR: 0.000800
Training Epoch: 10 [28928/45000]	Loss: 0.0074	LR: 0.000800
Training Epoch: 10 [29184/45000]	Loss: 0.0093	LR: 0.000800
Training Epoch: 10 [29440/45000]	Loss: 0.0076	LR: 0.000800
Training Epoch: 10 [29696/45000]	Loss: 0.0110	LR: 0.000800
Training Epoch: 10 [29952/45000]	Loss: 0.0087	LR: 0.000800
Training Epoch: 10 [30208/45000]	Loss: 0.0091	LR: 0.000800
Training Epoch: 10 [30464/45000]	Loss: 0.0121	LR: 0.000800
Training Epoch: 10 [30720/45000]	Loss: 0.0094	LR: 0.000800
Training Epoch: 10 [30976/45000]	Loss: 0.0108	LR: 0.000800
Training Epoch: 10 [31232/45000]	Loss: 0.0098	LR: 0.000800
Training Epoch: 10 [31488/45000]	Loss: 0.0084	LR: 0.000800
Training Epoch: 10 [31744/45000]	Loss: 0.0072	LR: 0.000800
Training Epoch: 10 [32000/45000]	Loss: 0.0096	LR: 0.000800
Training Epoch: 10 [32256/45000]	Loss: 0.0085	LR: 0.000800
Training Epoch: 10 [32512/45000]	Loss: 0.0074	LR: 0.000800
Training Epoch: 10 [32768/45000]	Loss: 0.0084	LR: 0.000800
Training Epoch: 10 [33024/45000]	Loss: 0.0117	LR: 0.000800
Training Epoch: 10 [33280/45000]	Loss: 0.0151	LR: 0.000800
Training Epoch: 10 [33536/45000]	Loss: 0.0112	LR: 0.000800
Training Epoch: 10 [33792/45000]	Loss: 0.0110	LR: 0.000800
Training Epoch: 10 [34048/45000]	Loss: 0.0093	LR: 0.000800
Training Epoch: 10 [34304/45000]	Loss: 0.0113	LR: 0.000800
Training Epoch: 10 [34560/45000]	Loss: 0.0119	LR: 0.000800
Training Epoch: 10 [34816/45000]	Loss: 0.0096	LR: 0.000800
Training Epoch: 10 [35072/45000]	Loss: 0.0081	LR: 0.000800
Training Epoch: 10 [35328/45000]	Loss: 0.0090	LR: 0.000800
Training Epoch: 10 [35584/45000]	Loss: 0.0105	LR: 0.000800
Training Epoch: 10 [35840/45000]	Loss: 0.0080	LR: 0.000800
Training Epoch: 10 [36096/45000]	Loss: 0.0120	LR: 0.000800
Training Epoch: 10 [36352/45000]	Loss: 0.0092	LR: 0.000800
Training Epoch: 10 [36608/45000]	Loss: 0.0117	LR: 0.000800
Training Epoch: 10 [36864/45000]	Loss: 0.0070	LR: 0.000800
Training Epoch: 10 [37120/45000]	Loss: 0.0088	LR: 0.000800
Training Epoch: 10 [37376/45000]	Loss: 0.0075	LR: 0.000800
Training Epoch: 10 [37632/45000]	Loss: 0.0092	LR: 0.000800
Training Epoch: 10 [37888/45000]	Loss: 0.0065	LR: 0.000800
Training Epoch: 10 [38144/45000]	Loss: 0.0094	LR: 0.000800
Training Epoch: 10 [38400/45000]	Loss: 0.0098	LR: 0.000800
Training Epoch: 10 [38656/45000]	Loss: 0.0200	LR: 0.000800
Training Epoch: 10 [38912/45000]	Loss: 0.0093	LR: 0.000800
Training Epoch: 10 [39168/45000]	Loss: 0.0086	LR: 0.000800
Training Epoch: 10 [39424/45000]	Loss: 0.0104	LR: 0.000800
Training Epoch: 10 [39680/45000]	Loss: 0.0109	LR: 0.000800
Training Epoch: 10 [39936/45000]	Loss: 0.0085	LR: 0.000800
Training Epoch: 10 [40192/45000]	Loss: 0.0098	LR: 0.000800
Training Epoch: 10 [40448/45000]	Loss: 0.0109	LR: 0.000800
Training Epoch: 10 [40704/45000]	Loss: 0.0081	LR: 0.000800
Training Epoch: 10 [40960/45000]	Loss: 0.0113	LR: 0.000800
Training Epoch: 10 [41216/45000]	Loss: 0.0093	LR: 0.000800
Training Epoch: 10 [41472/45000]	Loss: 0.0084	LR: 0.000800
Training Epoch: 10 [41728/45000]	Loss: 0.0087	LR: 0.000800
Training Epoch: 10 [41984/45000]	Loss: 0.0075	LR: 0.000800
Training Epoch: 10 [42240/45000]	Loss: 0.0099	LR: 0.000800
Training Epoch: 10 [42496/45000]	Loss: 0.0099	LR: 0.000800
Training Epoch: 10 [42752/45000]	Loss: 0.0084	LR: 0.000800
Training Epoch: 10 [43008/45000]	Loss: 0.0084	LR: 0.000800
Training Epoch: 10 [43264/45000]	Loss: 0.0136	LR: 0.000800
Training Epoch: 10 [43520/45000]	Loss: 0.0118	LR: 0.000800
Training Epoch: 10 [43776/45000]	Loss: 0.0089	LR: 0.000800
Training Epoch: 10 [44032/45000]	Loss: 0.0096	LR: 0.000800
Training Epoch: 10 [44288/45000]	Loss: 0.0092	LR: 0.000800
Training Epoch: 10 [44544/45000]	Loss: 0.0093	LR: 0.000800
Training Epoch: 10 [44800/45000]	Loss: 0.0108	LR: 0.000800
Training Epoch: 10 [45000/45000]	Loss: 0.0083	LR: 0.000800
Epoch 10 - Average Train Loss: 0.0101, Train Accuracy: 0.9999
Epoch 10 training time consumed: 17.35s
Evaluating Network.....
Test set: Epoch: 10, Average loss: 0.0028, Accuracy: 0.8184, Time consumed:0.89s
Saving weights file to checkpoint/retrain/ResNet18/Saturday_02_August_2025_00h_02m_59s/ResNet18-Cifar10-seed3-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: 81.6796875
Retain Accuracy: 99.9977798461914
Zero-Retain Forget (ZRF): 0.7785643339157104
Membership Inference Attack (MIA): 0.6102
Forget vs Retain Membership Inference Attack (MIA): 0.6025
Forget vs Test Membership Inference Attack (MIA): 0.493
Test vs Retain Membership Inference Attack (MIA): 0.6255
Train vs Test Membership Inference Attack (MIA): 0.62575
Forget Set Accuracy (Df): 83.60179138183594
Method Execution Time: 1101.55 seconds
