hello
hello
Labels

📌S Retain class distribution for seed 6:
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 6:
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: 2.3423	LR: 0.000000
Training Epoch: 1 [512/45000]	Loss: 2.3455	LR: 0.000568
Training Epoch: 1 [768/45000]	Loss: 2.3482	LR: 0.001136
Training Epoch: 1 [1024/45000]	Loss: 2.3180	LR: 0.001705
Training Epoch: 1 [1280/45000]	Loss: 2.2695	LR: 0.002273
Training Epoch: 1 [1536/45000]	Loss: 2.2436	LR: 0.002841
Training Epoch: 1 [1792/45000]	Loss: 2.2686	LR: 0.003409
Training Epoch: 1 [2048/45000]	Loss: 2.2295	LR: 0.003977
Training Epoch: 1 [2304/45000]	Loss: 2.1648	LR: 0.004545
Training Epoch: 1 [2560/45000]	Loss: 2.2294	LR: 0.005114
Training Epoch: 1 [2816/45000]	Loss: 2.1942	LR: 0.005682
Training Epoch: 1 [3072/45000]	Loss: 2.1869	LR: 0.006250
Training Epoch: 1 [3328/45000]	Loss: 2.0567	LR: 0.006818
Training Epoch: 1 [3584/45000]	Loss: 2.0241	LR: 0.007386
Training Epoch: 1 [3840/45000]	Loss: 1.9819	LR: 0.007955
Training Epoch: 1 [4096/45000]	Loss: 1.9524	LR: 0.008523
Training Epoch: 1 [4352/45000]	Loss: 2.0072	LR: 0.009091
Training Epoch: 1 [4608/45000]	Loss: 1.8267	LR: 0.009659
Training Epoch: 1 [4864/45000]	Loss: 1.8153	LR: 0.010227
Training Epoch: 1 [5120/45000]	Loss: 1.8051	LR: 0.010795
Training Epoch: 1 [5376/45000]	Loss: 1.7699	LR: 0.011364
Training Epoch: 1 [5632/45000]	Loss: 1.8341	LR: 0.011932
Training Epoch: 1 [5888/45000]	Loss: 1.7163	LR: 0.012500
Training Epoch: 1 [6144/45000]	Loss: 1.7856	LR: 0.013068
Training Epoch: 1 [6400/45000]	Loss: 1.7860	LR: 0.013636
Training Epoch: 1 [6656/45000]	Loss: 1.7574	LR: 0.014205
Training Epoch: 1 [6912/45000]	Loss: 1.8181	LR: 0.014773
Training Epoch: 1 [7168/45000]	Loss: 1.6075	LR: 0.015341
Training Epoch: 1 [7424/45000]	Loss: 1.7521	LR: 0.015909
Training Epoch: 1 [7680/45000]	Loss: 1.7763	LR: 0.016477
Training Epoch: 1 [7936/45000]	Loss: 1.6609	LR: 0.017045
Training Epoch: 1 [8192/45000]	Loss: 1.6412	LR: 0.017614
Training Epoch: 1 [8448/45000]	Loss: 1.7386	LR: 0.018182
Training Epoch: 1 [8704/45000]	Loss: 1.6661	LR: 0.018750
Training Epoch: 1 [8960/45000]	Loss: 1.7397	LR: 0.019318
Training Epoch: 1 [9216/45000]	Loss: 1.5656	LR: 0.019886
Training Epoch: 1 [9472/45000]	Loss: 1.7831	LR: 0.020455
Training Epoch: 1 [9728/45000]	Loss: 1.7730	LR: 0.021023
Training Epoch: 1 [9984/45000]	Loss: 1.6153	LR: 0.021591
Training Epoch: 1 [10240/45000]	Loss: 1.7534	LR: 0.022159
Training Epoch: 1 [10496/45000]	Loss: 1.7481	LR: 0.022727
Training Epoch: 1 [10752/45000]	Loss: 1.8660	LR: 0.023295
Training Epoch: 1 [11008/45000]	Loss: 1.6408	LR: 0.023864
Training Epoch: 1 [11264/45000]	Loss: 1.6170	LR: 0.024432
Training Epoch: 1 [11520/45000]	Loss: 1.6388	LR: 0.025000
Training Epoch: 1 [11776/45000]	Loss: 1.6431	LR: 0.025568
Training Epoch: 1 [12032/45000]	Loss: 1.7037	LR: 0.026136
Training Epoch: 1 [12288/45000]	Loss: 1.4723	LR: 0.026705
Training Epoch: 1 [12544/45000]	Loss: 1.6153	LR: 0.027273
Training Epoch: 1 [12800/45000]	Loss: 1.8115	LR: 0.027841
Training Epoch: 1 [13056/45000]	Loss: 1.6035	LR: 0.028409
Training Epoch: 1 [13312/45000]	Loss: 1.6506	LR: 0.028977
Training Epoch: 1 [13568/45000]	Loss: 1.6873	LR: 0.029545
Training Epoch: 1 [13824/45000]	Loss: 1.8247	LR: 0.030114
Training Epoch: 1 [14080/45000]	Loss: 1.6113	LR: 0.030682
Training Epoch: 1 [14336/45000]	Loss: 1.6338	LR: 0.031250
Training Epoch: 1 [14592/45000]	Loss: 1.7795	LR: 0.031818
Training Epoch: 1 [14848/45000]	Loss: 1.6324	LR: 0.032386
Training Epoch: 1 [15104/45000]	Loss: 1.6114	LR: 0.032955
Training Epoch: 1 [15360/45000]	Loss: 1.6945	LR: 0.033523
Training Epoch: 1 [15616/45000]	Loss: 1.5809	LR: 0.034091
Training Epoch: 1 [15872/45000]	Loss: 1.7617	LR: 0.034659
Training Epoch: 1 [16128/45000]	Loss: 1.5271	LR: 0.035227
Training Epoch: 1 [16384/45000]	Loss: 1.5467	LR: 0.035795
Training Epoch: 1 [16640/45000]	Loss: 1.6419	LR: 0.036364
Training Epoch: 1 [16896/45000]	Loss: 1.5489	LR: 0.036932
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Training Epoch: 1 [17920/45000]	Loss: 1.4862	LR: 0.039205
Training Epoch: 1 [18176/45000]	Loss: 1.7092	LR: 0.039773
Training Epoch: 1 [18432/45000]	Loss: 1.5807	LR: 0.040341
Training Epoch: 1 [18688/45000]	Loss: 1.4565	LR: 0.040909
Training Epoch: 1 [18944/45000]	Loss: 1.6420	LR: 0.041477
Training Epoch: 1 [19200/45000]	Loss: 1.4292	LR: 0.042045
Training Epoch: 1 [19456/45000]	Loss: 1.6076	LR: 0.042614
Training Epoch: 1 [19712/45000]	Loss: 1.4608	LR: 0.043182
Training Epoch: 1 [19968/45000]	Loss: 1.4721	LR: 0.043750
Training Epoch: 1 [20224/45000]	Loss: 1.7147	LR: 0.044318
Training Epoch: 1 [20480/45000]	Loss: 1.4171	LR: 0.044886
Training Epoch: 1 [20736/45000]	Loss: 1.3473	LR: 0.045455
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Training Epoch: 1 [21504/45000]	Loss: 1.4975	LR: 0.047159
Training Epoch: 1 [21760/45000]	Loss: 1.5452	LR: 0.047727
Training Epoch: 1 [22016/45000]	Loss: 1.4272	LR: 0.048295
Training Epoch: 1 [22272/45000]	Loss: 1.4870	LR: 0.048864
Training Epoch: 1 [22528/45000]	Loss: 1.6205	LR: 0.049432
Training Epoch: 1 [22784/45000]	Loss: 1.5632	LR: 0.050000
Training Epoch: 1 [23040/45000]	Loss: 1.5294	LR: 0.050568
Training Epoch: 1 [23296/45000]	Loss: 1.5301	LR: 0.051136
Training Epoch: 1 [23552/45000]	Loss: 1.4275	LR: 0.051705
Training Epoch: 1 [23808/45000]	Loss: 1.7020	LR: 0.052273
Training Epoch: 1 [24064/45000]	Loss: 1.3997	LR: 0.052841
Training Epoch: 1 [24320/45000]	Loss: 1.4678	LR: 0.053409
Training Epoch: 1 [24576/45000]	Loss: 1.4860	LR: 0.053977
Training Epoch: 1 [24832/45000]	Loss: 1.7121	LR: 0.054545
Training Epoch: 1 [25088/45000]	Loss: 1.3856	LR: 0.055114
Training Epoch: 1 [25344/45000]	Loss: 1.7490	LR: 0.055682
Training Epoch: 1 [25600/45000]	Loss: 1.5048	LR: 0.056250
Training Epoch: 1 [25856/45000]	Loss: 1.6286	LR: 0.056818
Training Epoch: 1 [26112/45000]	Loss: 1.4644	LR: 0.057386
Training Epoch: 1 [26368/45000]	Loss: 1.4826	LR: 0.057955
Training Epoch: 1 [26624/45000]	Loss: 1.5360	LR: 0.058523
Training Epoch: 1 [26880/45000]	Loss: 1.7084	LR: 0.059091
Training Epoch: 1 [27136/45000]	Loss: 1.4565	LR: 0.059659
Training Epoch: 1 [27392/45000]	Loss: 1.5409	LR: 0.060227
Training Epoch: 1 [27648/45000]	Loss: 1.4805	LR: 0.060795
Training Epoch: 1 [27904/45000]	Loss: 1.5472	LR: 0.061364
Training Epoch: 1 [28160/45000]	Loss: 1.5088	LR: 0.061932
Training Epoch: 1 [28416/45000]	Loss: 1.4400	LR: 0.062500
Training Epoch: 1 [28672/45000]	Loss: 1.5583	LR: 0.063068
Training Epoch: 1 [28928/45000]	Loss: 1.3636	LR: 0.063636
Training Epoch: 1 [29184/45000]	Loss: 1.2773	LR: 0.064205
Training Epoch: 1 [29440/45000]	Loss: 1.4884	LR: 0.064773
Training Epoch: 1 [29696/45000]	Loss: 1.3367	LR: 0.065341
Training Epoch: 1 [29952/45000]	Loss: 1.4965	LR: 0.065909
Training Epoch: 1 [30208/45000]	Loss: 1.4369	LR: 0.066477
Training Epoch: 1 [30464/45000]	Loss: 1.4728	LR: 0.067045
Training Epoch: 1 [30720/45000]	Loss: 1.4016	LR: 0.067614
Training Epoch: 1 [30976/45000]	Loss: 1.3302	LR: 0.068182
Training Epoch: 1 [31232/45000]	Loss: 1.4794	LR: 0.068750
Training Epoch: 1 [31488/45000]	Loss: 1.2498	LR: 0.069318
Training Epoch: 1 [31744/45000]	Loss: 1.3525	LR: 0.069886
Training Epoch: 1 [32000/45000]	Loss: 1.3591	LR: 0.070455
Training Epoch: 1 [32256/45000]	Loss: 1.1803	LR: 0.071023
Training Epoch: 1 [32512/45000]	Loss: 1.2488	LR: 0.071591
Training Epoch: 1 [32768/45000]	Loss: 1.3141	LR: 0.072159
Training Epoch: 1 [33024/45000]	Loss: 1.3707	LR: 0.072727
Training Epoch: 1 [33280/45000]	Loss: 1.2758	LR: 0.073295
Training Epoch: 1 [33536/45000]	Loss: 1.3454	LR: 0.073864
Training Epoch: 1 [33792/45000]	Loss: 1.0801	LR: 0.074432
Training Epoch: 1 [34048/45000]	Loss: 1.2646	LR: 0.075000
Training Epoch: 1 [34304/45000]	Loss: 1.2899	LR: 0.075568
Training Epoch: 1 [34560/45000]	Loss: 1.3453	LR: 0.076136
Training Epoch: 1 [34816/45000]	Loss: 1.3104	LR: 0.076705
Training Epoch: 1 [35072/45000]	Loss: 1.4638	LR: 0.077273
Training Epoch: 1 [35328/45000]	Loss: 1.3101	LR: 0.077841
Training Epoch: 1 [35584/45000]	Loss: 1.2192	LR: 0.078409
Training Epoch: 1 [35840/45000]	Loss: 1.5283	LR: 0.078977
Training Epoch: 1 [36096/45000]	Loss: 1.3498	LR: 0.079545
Training Epoch: 1 [36352/45000]	Loss: 1.2023	LR: 0.080114
Training Epoch: 1 [36608/45000]	Loss: 1.4502	LR: 0.080682
Training Epoch: 1 [36864/45000]	Loss: 1.1274	LR: 0.081250
Training Epoch: 1 [37120/45000]	Loss: 1.4636	LR: 0.081818
Training Epoch: 1 [37376/45000]	Loss: 1.2094	LR: 0.082386
Training Epoch: 1 [37632/45000]	Loss: 1.2993	LR: 0.082955
Training Epoch: 1 [37888/45000]	Loss: 1.3171	LR: 0.083523
Training Epoch: 1 [38144/45000]	Loss: 1.2230	LR: 0.084091
Training Epoch: 1 [38400/45000]	Loss: 1.2057	LR: 0.084659
Training Epoch: 1 [38656/45000]	Loss: 1.3088	LR: 0.085227
Training Epoch: 1 [38912/45000]	Loss: 1.3301	LR: 0.085795
Training Epoch: 1 [39168/45000]	Loss: 1.3420	LR: 0.086364
Training Epoch: 1 [39424/45000]	Loss: 1.3956	LR: 0.086932
Training Epoch: 1 [39680/45000]	Loss: 1.4524	LR: 0.087500
Training Epoch: 1 [39936/45000]	Loss: 1.3429	LR: 0.088068
Training Epoch: 1 [40192/45000]	Loss: 1.4369	LR: 0.088636
Training Epoch: 1 [40448/45000]	Loss: 1.2862	LR: 0.089205
Training Epoch: 1 [40704/45000]	Loss: 1.3708	LR: 0.089773
Training Epoch: 1 [40960/45000]	Loss: 1.3139	LR: 0.090341
Training Epoch: 1 [41216/45000]	Loss: 1.3944	LR: 0.090909
Training Epoch: 1 [41472/45000]	Loss: 1.2195	LR: 0.091477
Training Epoch: 1 [41728/45000]	Loss: 1.3702	LR: 0.092045
Training Epoch: 1 [41984/45000]	Loss: 1.0687	LR: 0.092614
Training Epoch: 1 [42240/45000]	Loss: 1.2012	LR: 0.093182
Training Epoch: 1 [42496/45000]	Loss: 1.2036	LR: 0.093750
Training Epoch: 1 [42752/45000]	Loss: 1.3054	LR: 0.094318
Training Epoch: 1 [43008/45000]	Loss: 1.2123	LR: 0.094886
Training Epoch: 1 [43264/45000]	Loss: 1.3399	LR: 0.095455
Training Epoch: 1 [43520/45000]	Loss: 1.2824	LR: 0.096023
Training Epoch: 1 [43776/45000]	Loss: 1.1380	LR: 0.096591
Training Epoch: 1 [44032/45000]	Loss: 1.3352	LR: 0.097159
Training Epoch: 1 [44288/45000]	Loss: 1.1355	LR: 0.097727
Training Epoch: 1 [44544/45000]	Loss: 1.2536	LR: 0.098295
Training Epoch: 1 [44800/45000]	Loss: 1.2362	LR: 0.098864
Training Epoch: 1 [45000/45000]	Loss: 1.2110	LR: 0.099432
Epoch 1 - Average Train Loss: 1.5594, Train Accuracy: 0.4328
Epoch 1 training time consumed: 17.90s
Evaluating Network.....
Test set: Epoch: 1, Average loss: 0.0074, Accuracy: 0.4759, Time consumed:1.09s
Saving weights file to checkpoint/retrain/ResNet18/Saturday_02_August_2025_00h_58m_34s/ResNet18-Cifar10-seed6-ret100-1-best.pth
Training Epoch: 2 [256/45000]	Loss: 1.1839	LR: 0.020000
Training Epoch: 2 [512/45000]	Loss: 1.1821	LR: 0.020000
Training Epoch: 2 [768/45000]	Loss: 1.0369	LR: 0.020000
Training Epoch: 2 [1024/45000]	Loss: 1.0657	LR: 0.020000
Training Epoch: 2 [1280/45000]	Loss: 0.9785	LR: 0.020000
Training Epoch: 2 [1536/45000]	Loss: 1.0766	LR: 0.020000
Training Epoch: 2 [1792/45000]	Loss: 1.1494	LR: 0.020000
Training Epoch: 2 [2048/45000]	Loss: 0.9692	LR: 0.020000
Training Epoch: 2 [2304/45000]	Loss: 0.9859	LR: 0.020000
Training Epoch: 2 [2560/45000]	Loss: 0.9029	LR: 0.020000
Training Epoch: 2 [2816/45000]	Loss: 1.0191	LR: 0.020000
Training Epoch: 2 [3072/45000]	Loss: 1.0004	LR: 0.020000
Training Epoch: 2 [3328/45000]	Loss: 0.9539	LR: 0.020000
Training Epoch: 2 [3584/45000]	Loss: 0.9706	LR: 0.020000
Training Epoch: 2 [3840/45000]	Loss: 0.9290	LR: 0.020000
Training Epoch: 2 [4096/45000]	Loss: 0.8951	LR: 0.020000
Training Epoch: 2 [4352/45000]	Loss: 1.0652	LR: 0.020000
Training Epoch: 2 [4608/45000]	Loss: 0.8801	LR: 0.020000
Training Epoch: 2 [4864/45000]	Loss: 0.9777	LR: 0.020000
Training Epoch: 2 [5120/45000]	Loss: 0.9975	LR: 0.020000
Training Epoch: 2 [5376/45000]	Loss: 0.8750	LR: 0.020000
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Training Epoch: 2 [5888/45000]	Loss: 0.8606	LR: 0.020000
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Training Epoch: 2 [7936/45000]	Loss: 0.8457	LR: 0.020000
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Training Epoch: 2 [8448/45000]	Loss: 0.9180	LR: 0.020000
Training Epoch: 2 [8704/45000]	Loss: 0.8412	LR: 0.020000
Training Epoch: 2 [8960/45000]	Loss: 0.9161	LR: 0.020000
Training Epoch: 2 [9216/45000]	Loss: 0.9207	LR: 0.020000
Training Epoch: 2 [9472/45000]	Loss: 0.8533	LR: 0.020000
Training Epoch: 2 [9728/45000]	Loss: 0.8292	LR: 0.020000
Training Epoch: 2 [9984/45000]	Loss: 0.9198	LR: 0.020000
Training Epoch: 2 [10240/45000]	Loss: 0.8390	LR: 0.020000
Training Epoch: 2 [10496/45000]	Loss: 0.8439	LR: 0.020000
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Training Epoch: 2 [11520/45000]	Loss: 0.8751	LR: 0.020000
Training Epoch: 2 [11776/45000]	Loss: 1.0424	LR: 0.020000
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Training Epoch: 2 [24576/45000]	Loss: 0.8666	LR: 0.020000
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Training Epoch: 2 [25856/45000]	Loss: 0.8635	LR: 0.020000
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Training Epoch: 2 [39936/45000]	Loss: 0.6744	LR: 0.020000
Training Epoch: 2 [40192/45000]	Loss: 0.7394	LR: 0.020000
Training Epoch: 2 [40448/45000]	Loss: 0.6949	LR: 0.020000
Training Epoch: 2 [40704/45000]	Loss: 0.7120	LR: 0.020000
Training Epoch: 2 [40960/45000]	Loss: 0.7619	LR: 0.020000
Training Epoch: 2 [41216/45000]	Loss: 0.6940	LR: 0.020000
Training Epoch: 2 [41472/45000]	Loss: 0.7231	LR: 0.020000
Training Epoch: 2 [41728/45000]	Loss: 0.6821	LR: 0.020000
Training Epoch: 2 [41984/45000]	Loss: 0.7197	LR: 0.020000
Training Epoch: 2 [42240/45000]	Loss: 0.7927	LR: 0.020000
Training Epoch: 2 [42496/45000]	Loss: 0.6243	LR: 0.020000
Training Epoch: 2 [42752/45000]	Loss: 0.6889	LR: 0.020000
Training Epoch: 2 [43008/45000]	Loss: 0.7824	LR: 0.020000
Training Epoch: 2 [43264/45000]	Loss: 0.6678	LR: 0.020000
Training Epoch: 2 [43520/45000]	Loss: 0.6785	LR: 0.020000
Training Epoch: 2 [43776/45000]	Loss: 0.6933	LR: 0.020000
Training Epoch: 2 [44032/45000]	Loss: 0.6946	LR: 0.020000
Training Epoch: 2 [44288/45000]	Loss: 0.6903	LR: 0.020000
Training Epoch: 2 [44544/45000]	Loss: 0.9019	LR: 0.020000
Training Epoch: 2 [44800/45000]	Loss: 0.7772	LR: 0.020000
Training Epoch: 2 [45000/45000]	Loss: 0.5844	LR: 0.020000
Epoch 2 - Average Train Loss: 0.8260, Train Accuracy: 0.7078
Epoch 2 training time consumed: 17.59s
Evaluating Network.....
Test set: Epoch: 2, Average loss: 0.0035, Accuracy: 0.7039, Time consumed:0.91s
Saving weights file to checkpoint/retrain/ResNet18/Saturday_02_August_2025_00h_58m_34s/ResNet18-Cifar10-seed6-ret100-2-best.pth
Training Epoch: 3 [256/45000]	Loss: 0.7085	LR: 0.020000
Training Epoch: 3 [512/45000]	Loss: 0.6156	LR: 0.020000
Training Epoch: 3 [768/45000]	Loss: 0.7114	LR: 0.020000
Training Epoch: 3 [1024/45000]	Loss: 0.5966	LR: 0.020000
Training Epoch: 3 [1280/45000]	Loss: 0.5427	LR: 0.020000
Training Epoch: 3 [1536/45000]	Loss: 0.6028	LR: 0.020000
Training Epoch: 3 [1792/45000]	Loss: 0.6420	LR: 0.020000
Training Epoch: 3 [2048/45000]	Loss: 0.6175	LR: 0.020000
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Training Epoch: 3 [2560/45000]	Loss: 0.6986	LR: 0.020000
Training Epoch: 3 [2816/45000]	Loss: 0.6234	LR: 0.020000
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Training Epoch: 3 [3840/45000]	Loss: 0.5648	LR: 0.020000
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Training Epoch: 3 [5376/45000]	Loss: 0.6022	LR: 0.020000
Training Epoch: 3 [5632/45000]	Loss: 0.5986	LR: 0.020000
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Training Epoch: 3 [28416/45000]	Loss: 0.5028	LR: 0.020000
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Training Epoch: 3 [39168/45000]	Loss: 0.5721	LR: 0.020000
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Training Epoch: 3 [40960/45000]	Loss: 0.5025	LR: 0.020000
Training Epoch: 3 [41216/45000]	Loss: 0.5590	LR: 0.020000
Training Epoch: 3 [41472/45000]	Loss: 0.6700	LR: 0.020000
Training Epoch: 3 [41728/45000]	Loss: 0.5126	LR: 0.020000
Training Epoch: 3 [41984/45000]	Loss: 0.6300	LR: 0.020000
Training Epoch: 3 [42240/45000]	Loss: 0.5219	LR: 0.020000
Training Epoch: 3 [42496/45000]	Loss: 0.6100	LR: 0.020000
Training Epoch: 3 [42752/45000]	Loss: 0.5317	LR: 0.020000
Training Epoch: 3 [43008/45000]	Loss: 0.6236	LR: 0.020000
Training Epoch: 3 [43264/45000]	Loss: 0.5734	LR: 0.020000
Training Epoch: 3 [43520/45000]	Loss: 0.5273	LR: 0.020000
Training Epoch: 3 [43776/45000]	Loss: 0.6166	LR: 0.020000
Training Epoch: 3 [44032/45000]	Loss: 0.5954	LR: 0.020000
Training Epoch: 3 [44288/45000]	Loss: 0.6350	LR: 0.020000
Training Epoch: 3 [44544/45000]	Loss: 0.6062	LR: 0.020000
Training Epoch: 3 [44800/45000]	Loss: 0.5898	LR: 0.020000
Training Epoch: 3 [45000/45000]	Loss: 0.5316	LR: 0.020000
Epoch 3 - Average Train Loss: 0.6056, Train Accuracy: 0.7874
Epoch 3 training time consumed: 17.51s
Evaluating Network.....
Test set: Epoch: 3, Average loss: 0.0033, Accuracy: 0.7311, Time consumed:0.94s
Saving weights file to checkpoint/retrain/ResNet18/Saturday_02_August_2025_00h_58m_34s/ResNet18-Cifar10-seed6-ret100-3-best.pth
Training Epoch: 4 [256/45000]	Loss: 0.4060	LR: 0.020000
Training Epoch: 4 [512/45000]	Loss: 0.4394	LR: 0.020000
Training Epoch: 4 [768/45000]	Loss: 0.5553	LR: 0.020000
Training Epoch: 4 [1024/45000]	Loss: 0.3392	LR: 0.020000
Training Epoch: 4 [1280/45000]	Loss: 0.4334	LR: 0.020000
Training Epoch: 4 [1536/45000]	Loss: 0.4366	LR: 0.020000
Training Epoch: 4 [1792/45000]	Loss: 0.3529	LR: 0.020000
Training Epoch: 4 [2048/45000]	Loss: 0.4289	LR: 0.020000
Training Epoch: 4 [2304/45000]	Loss: 0.4390	LR: 0.020000
Training Epoch: 4 [2560/45000]	Loss: 0.4255	LR: 0.020000
Training Epoch: 4 [2816/45000]	Loss: 0.4841	LR: 0.020000
Training Epoch: 4 [3072/45000]	Loss: 0.4428	LR: 0.020000
Training Epoch: 4 [3328/45000]	Loss: 0.4943	LR: 0.020000
Training Epoch: 4 [3584/45000]	Loss: 0.4409	LR: 0.020000
Training Epoch: 4 [3840/45000]	Loss: 0.3897	LR: 0.020000
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Training Epoch: 4 [4352/45000]	Loss: 0.3844	LR: 0.020000
Training Epoch: 4 [4608/45000]	Loss: 0.4045	LR: 0.020000
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Training Epoch: 4 [7168/45000]	Loss: 0.4566	LR: 0.020000
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Training Epoch: 4 [7680/45000]	Loss: 0.4190	LR: 0.020000
Training Epoch: 4 [7936/45000]	Loss: 0.4111	LR: 0.020000
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Training Epoch: 4 [41216/45000]	Loss: 0.3593	LR: 0.020000
Training Epoch: 4 [41472/45000]	Loss: 0.4942	LR: 0.020000
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Training Epoch: 4 [42240/45000]	Loss: 0.3819	LR: 0.020000
Training Epoch: 4 [42496/45000]	Loss: 0.4850	LR: 0.020000
Training Epoch: 4 [42752/45000]	Loss: 0.3910	LR: 0.020000
Training Epoch: 4 [43008/45000]	Loss: 0.4452	LR: 0.020000
Training Epoch: 4 [43264/45000]	Loss: 0.3788	LR: 0.020000
Training Epoch: 4 [43520/45000]	Loss: 0.4897	LR: 0.020000
Training Epoch: 4 [43776/45000]	Loss: 0.3855	LR: 0.020000
Training Epoch: 4 [44032/45000]	Loss: 0.4829	LR: 0.020000
Training Epoch: 4 [44288/45000]	Loss: 0.4236	LR: 0.020000
Training Epoch: 4 [44544/45000]	Loss: 0.4623	LR: 0.020000
Training Epoch: 4 [44800/45000]	Loss: 0.4104	LR: 0.020000
Training Epoch: 4 [45000/45000]	Loss: 0.5807	LR: 0.020000
Epoch 4 - Average Train Loss: 0.4557, Train Accuracy: 0.8415
Epoch 4 training time consumed: 17.69s
Evaluating Network.....
Test set: Epoch: 4, Average loss: 0.0028, Accuracy: 0.7675, Time consumed:0.93s
Saving weights file to checkpoint/retrain/ResNet18/Saturday_02_August_2025_00h_58m_34s/ResNet18-Cifar10-seed6-ret100-4-best.pth
Training Epoch: 5 [256/45000]	Loss: 0.3414	LR: 0.004000
Training Epoch: 5 [512/45000]	Loss: 0.3155	LR: 0.004000
Training Epoch: 5 [768/45000]	Loss: 0.3578	LR: 0.004000
Training Epoch: 5 [1024/45000]	Loss: 0.3679	LR: 0.004000
Training Epoch: 5 [1280/45000]	Loss: 0.3354	LR: 0.004000
Training Epoch: 5 [1536/45000]	Loss: 0.3600	LR: 0.004000
Training Epoch: 5 [1792/45000]	Loss: 0.3500	LR: 0.004000
Training Epoch: 5 [2048/45000]	Loss: 0.2511	LR: 0.004000
Training Epoch: 5 [2304/45000]	Loss: 0.2635	LR: 0.004000
Training Epoch: 5 [2560/45000]	Loss: 0.2020	LR: 0.004000
Training Epoch: 5 [2816/45000]	Loss: 0.2940	LR: 0.004000
Training Epoch: 5 [3072/45000]	Loss: 0.2114	LR: 0.004000
Training Epoch: 5 [3328/45000]	Loss: 0.2885	LR: 0.004000
Training Epoch: 5 [3584/45000]	Loss: 0.3036	LR: 0.004000
Training Epoch: 5 [3840/45000]	Loss: 0.2203	LR: 0.004000
Training Epoch: 5 [4096/45000]	Loss: 0.2881	LR: 0.004000
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Training Epoch: 5 [7936/45000]	Loss: 0.1803	LR: 0.004000
Training Epoch: 5 [8192/45000]	Loss: 0.2251	LR: 0.004000
Training Epoch: 5 [8448/45000]	Loss: 0.2749	LR: 0.004000
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Training Epoch: 5 [8960/45000]	Loss: 0.2404	LR: 0.004000
Training Epoch: 5 [9216/45000]	Loss: 0.2443	LR: 0.004000
Training Epoch: 5 [9472/45000]	Loss: 0.2002	LR: 0.004000
Training Epoch: 5 [9728/45000]	Loss: 0.1962	LR: 0.004000
Training Epoch: 5 [9984/45000]	Loss: 0.2069	LR: 0.004000
Training Epoch: 5 [10240/45000]	Loss: 0.2086	LR: 0.004000
Training Epoch: 5 [10496/45000]	Loss: 0.2643	LR: 0.004000
Training Epoch: 5 [10752/45000]	Loss: 0.2279	LR: 0.004000
Training Epoch: 5 [11008/45000]	Loss: 0.2470	LR: 0.004000
Training Epoch: 5 [11264/45000]	Loss: 0.2234	LR: 0.004000
Training Epoch: 5 [11520/45000]	Loss: 0.2460	LR: 0.004000
Training Epoch: 5 [11776/45000]	Loss: 0.2080	LR: 0.004000
Training Epoch: 5 [12032/45000]	Loss: 0.2187	LR: 0.004000
Training Epoch: 5 [12288/45000]	Loss: 0.2208	LR: 0.004000
Training Epoch: 5 [12544/45000]	Loss: 0.1674	LR: 0.004000
Training Epoch: 5 [12800/45000]	Loss: 0.1702	LR: 0.004000
Training Epoch: 5 [13056/45000]	Loss: 0.2107	LR: 0.004000
Training Epoch: 5 [13312/45000]	Loss: 0.1716	LR: 0.004000
Training Epoch: 5 [13568/45000]	Loss: 0.2318	LR: 0.004000
Training Epoch: 5 [13824/45000]	Loss: 0.2723	LR: 0.004000
Training Epoch: 5 [14080/45000]	Loss: 0.2011	LR: 0.004000
Training Epoch: 5 [14336/45000]	Loss: 0.2123	LR: 0.004000
Training Epoch: 5 [14592/45000]	Loss: 0.2900	LR: 0.004000
Training Epoch: 5 [14848/45000]	Loss: 0.2157	LR: 0.004000
Training Epoch: 5 [15104/45000]	Loss: 0.1856	LR: 0.004000
Training Epoch: 5 [15360/45000]	Loss: 0.2248	LR: 0.004000
Training Epoch: 5 [15616/45000]	Loss: 0.1595	LR: 0.004000
Training Epoch: 5 [15872/45000]	Loss: 0.2192	LR: 0.004000
Training Epoch: 5 [16128/45000]	Loss: 0.2107	LR: 0.004000
Training Epoch: 5 [16384/45000]	Loss: 0.2022	LR: 0.004000
Training Epoch: 5 [16640/45000]	Loss: 0.2126	LR: 0.004000
Training Epoch: 5 [16896/45000]	Loss: 0.2428	LR: 0.004000
Training Epoch: 5 [17152/45000]	Loss: 0.2269	LR: 0.004000
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Training Epoch: 5 [19200/45000]	Loss: 0.2036	LR: 0.004000
Training Epoch: 5 [19456/45000]	Loss: 0.1501	LR: 0.004000
Training Epoch: 5 [19712/45000]	Loss: 0.2242	LR: 0.004000
Training Epoch: 5 [19968/45000]	Loss: 0.1856	LR: 0.004000
Training Epoch: 5 [20224/45000]	Loss: 0.1989	LR: 0.004000
Training Epoch: 5 [20480/45000]	Loss: 0.2370	LR: 0.004000
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Training Epoch: 5 [22016/45000]	Loss: 0.2224	LR: 0.004000
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Training Epoch: 5 [29440/45000]	Loss: 0.1897	LR: 0.004000
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Training Epoch: 5 [30720/45000]	Loss: 0.2190	LR: 0.004000
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Training Epoch: 5 [34816/45000]	Loss: 0.1700	LR: 0.004000
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Training Epoch: 5 [35584/45000]	Loss: 0.1393	LR: 0.004000
Training Epoch: 5 [35840/45000]	Loss: 0.1620	LR: 0.004000
Training Epoch: 5 [36096/45000]	Loss: 0.1638	LR: 0.004000
Training Epoch: 5 [36352/45000]	Loss: 0.1766	LR: 0.004000
Training Epoch: 5 [36608/45000]	Loss: 0.1603	LR: 0.004000
Training Epoch: 5 [36864/45000]	Loss: 0.2157	LR: 0.004000
Training Epoch: 5 [37120/45000]	Loss: 0.1810	LR: 0.004000
Training Epoch: 5 [37376/45000]	Loss: 0.1628	LR: 0.004000
Training Epoch: 5 [37632/45000]	Loss: 0.2011	LR: 0.004000
Training Epoch: 5 [37888/45000]	Loss: 0.1300	LR: 0.004000
Training Epoch: 5 [38144/45000]	Loss: 0.1901	LR: 0.004000
Training Epoch: 5 [38400/45000]	Loss: 0.1361	LR: 0.004000
Training Epoch: 5 [38656/45000]	Loss: 0.1361	LR: 0.004000
Training Epoch: 5 [38912/45000]	Loss: 0.1694	LR: 0.004000
Training Epoch: 5 [39168/45000]	Loss: 0.2105	LR: 0.004000
Training Epoch: 5 [39424/45000]	Loss: 0.1560	LR: 0.004000
Training Epoch: 5 [39680/45000]	Loss: 0.1146	LR: 0.004000
Training Epoch: 5 [39936/45000]	Loss: 0.1996	LR: 0.004000
Training Epoch: 5 [40192/45000]	Loss: 0.2051	LR: 0.004000
Training Epoch: 5 [40448/45000]	Loss: 0.2400	LR: 0.004000
Training Epoch: 5 [40704/45000]	Loss: 0.1868	LR: 0.004000
Training Epoch: 5 [40960/45000]	Loss: 0.1763	LR: 0.004000
Training Epoch: 5 [41216/45000]	Loss: 0.1735	LR: 0.004000
Training Epoch: 5 [41472/45000]	Loss: 0.1328	LR: 0.004000
Training Epoch: 5 [41728/45000]	Loss: 0.1995	LR: 0.004000
Training Epoch: 5 [41984/45000]	Loss: 0.2171	LR: 0.004000
Training Epoch: 5 [42240/45000]	Loss: 0.1666	LR: 0.004000
Training Epoch: 5 [42496/45000]	Loss: 0.1883	LR: 0.004000
Training Epoch: 5 [42752/45000]	Loss: 0.1314	LR: 0.004000
Training Epoch: 5 [43008/45000]	Loss: 0.2057	LR: 0.004000
Training Epoch: 5 [43264/45000]	Loss: 0.1625	LR: 0.004000
Training Epoch: 5 [43520/45000]	Loss: 0.1766	LR: 0.004000
Training Epoch: 5 [43776/45000]	Loss: 0.2260	LR: 0.004000
Training Epoch: 5 [44032/45000]	Loss: 0.1248	LR: 0.004000
Training Epoch: 5 [44288/45000]	Loss: 0.2113	LR: 0.004000
Training Epoch: 5 [44544/45000]	Loss: 0.1575	LR: 0.004000
Training Epoch: 5 [44800/45000]	Loss: 0.1628	LR: 0.004000
Training Epoch: 5 [45000/45000]	Loss: 0.1542	LR: 0.004000
Epoch 5 - Average Train Loss: 0.2068, Train Accuracy: 0.9349
Epoch 5 training time consumed: 17.62s
Evaluating Network.....
Test set: Epoch: 5, Average loss: 0.0022, Accuracy: 0.8181, Time consumed:1.00s
Saving weights file to checkpoint/retrain/ResNet18/Saturday_02_August_2025_00h_58m_34s/ResNet18-Cifar10-seed6-ret100-5-best.pth
Training Epoch: 6 [256/45000]	Loss: 0.1380	LR: 0.004000
Training Epoch: 6 [512/45000]	Loss: 0.1170	LR: 0.004000
Training Epoch: 6 [768/45000]	Loss: 0.1226	LR: 0.004000
Training Epoch: 6 [1024/45000]	Loss: 0.0793	LR: 0.004000
Training Epoch: 6 [1280/45000]	Loss: 0.0843	LR: 0.004000
Training Epoch: 6 [1536/45000]	Loss: 0.0724	LR: 0.004000
Training Epoch: 6 [1792/45000]	Loss: 0.0832	LR: 0.004000
Training Epoch: 6 [2048/45000]	Loss: 0.1117	LR: 0.004000
Training Epoch: 6 [2304/45000]	Loss: 0.0982	LR: 0.004000
Training Epoch: 6 [2560/45000]	Loss: 0.0960	LR: 0.004000
Training Epoch: 6 [2816/45000]	Loss: 0.1030	LR: 0.004000
Training Epoch: 6 [3072/45000]	Loss: 0.1528	LR: 0.004000
Training Epoch: 6 [3328/45000]	Loss: 0.0965	LR: 0.004000
Training Epoch: 6 [3584/45000]	Loss: 0.0932	LR: 0.004000
Training Epoch: 6 [3840/45000]	Loss: 0.0942	LR: 0.004000
Training Epoch: 6 [4096/45000]	Loss: 0.1067	LR: 0.004000
Training Epoch: 6 [4352/45000]	Loss: 0.0909	LR: 0.004000
Training Epoch: 6 [4608/45000]	Loss: 0.0982	LR: 0.004000
Training Epoch: 6 [4864/45000]	Loss: 0.1093	LR: 0.004000
Training Epoch: 6 [5120/45000]	Loss: 0.0938	LR: 0.004000
Training Epoch: 6 [5376/45000]	Loss: 0.1240	LR: 0.004000
Training Epoch: 6 [5632/45000]	Loss: 0.1436	LR: 0.004000
Training Epoch: 6 [5888/45000]	Loss: 0.0787	LR: 0.004000
Training Epoch: 6 [6144/45000]	Loss: 0.1215	LR: 0.004000
Training Epoch: 6 [6400/45000]	Loss: 0.0881	LR: 0.004000
Training Epoch: 6 [6656/45000]	Loss: 0.0767	LR: 0.004000
Training Epoch: 6 [6912/45000]	Loss: 0.1096	LR: 0.004000
Training Epoch: 6 [7168/45000]	Loss: 0.1067	LR: 0.004000
Training Epoch: 6 [7424/45000]	Loss: 0.1603	LR: 0.004000
Training Epoch: 6 [7680/45000]	Loss: 0.1552	LR: 0.004000
Training Epoch: 6 [7936/45000]	Loss: 0.1015	LR: 0.004000
Training Epoch: 6 [8192/45000]	Loss: 0.1167	LR: 0.004000
Training Epoch: 6 [8448/45000]	Loss: 0.1108	LR: 0.004000
Training Epoch: 6 [8704/45000]	Loss: 0.0971	LR: 0.004000
Training Epoch: 6 [8960/45000]	Loss: 0.1093	LR: 0.004000
Training Epoch: 6 [9216/45000]	Loss: 0.1247	LR: 0.004000
Training Epoch: 6 [9472/45000]	Loss: 0.1820	LR: 0.004000
Training Epoch: 6 [9728/45000]	Loss: 0.1078	LR: 0.004000
Training Epoch: 6 [9984/45000]	Loss: 0.1076	LR: 0.004000
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Training Epoch: 6 [10496/45000]	Loss: 0.0976	LR: 0.004000
Training Epoch: 6 [10752/45000]	Loss: 0.0936	LR: 0.004000
Training Epoch: 6 [11008/45000]	Loss: 0.0930	LR: 0.004000
Training Epoch: 6 [11264/45000]	Loss: 0.1226	LR: 0.004000
Training Epoch: 6 [11520/45000]	Loss: 0.1015	LR: 0.004000
Training Epoch: 6 [11776/45000]	Loss: 0.1151	LR: 0.004000
Training Epoch: 6 [12032/45000]	Loss: 0.1317	LR: 0.004000
Training Epoch: 6 [12288/45000]	Loss: 0.1065	LR: 0.004000
Training Epoch: 6 [12544/45000]	Loss: 0.0789	LR: 0.004000
Training Epoch: 6 [12800/45000]	Loss: 0.1100	LR: 0.004000
Training Epoch: 6 [13056/45000]	Loss: 0.1049	LR: 0.004000
Training Epoch: 6 [13312/45000]	Loss: 0.0802	LR: 0.004000
Training Epoch: 6 [13568/45000]	Loss: 0.1325	LR: 0.004000
Training Epoch: 6 [13824/45000]	Loss: 0.0938	LR: 0.004000
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Training Epoch: 6 [15104/45000]	Loss: 0.1312	LR: 0.004000
Training Epoch: 6 [15360/45000]	Loss: 0.1575	LR: 0.004000
Training Epoch: 6 [15616/45000]	Loss: 0.1308	LR: 0.004000
Training Epoch: 6 [15872/45000]	Loss: 0.1260	LR: 0.004000
Training Epoch: 6 [16128/45000]	Loss: 0.0977	LR: 0.004000
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Training Epoch: 6 [16640/45000]	Loss: 0.0988	LR: 0.004000
Training Epoch: 6 [16896/45000]	Loss: 0.0870	LR: 0.004000
Training Epoch: 6 [17152/45000]	Loss: 0.0706	LR: 0.004000
Training Epoch: 6 [17408/45000]	Loss: 0.0944	LR: 0.004000
Training Epoch: 6 [17664/45000]	Loss: 0.1069	LR: 0.004000
Training Epoch: 6 [17920/45000]	Loss: 0.1237	LR: 0.004000
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Training Epoch: 6 [19200/45000]	Loss: 0.1165	LR: 0.004000
Training Epoch: 6 [19456/45000]	Loss: 0.1141	LR: 0.004000
Training Epoch: 6 [19712/45000]	Loss: 0.1055	LR: 0.004000
Training Epoch: 6 [19968/45000]	Loss: 0.1064	LR: 0.004000
Training Epoch: 6 [20224/45000]	Loss: 0.1143	LR: 0.004000
Training Epoch: 6 [20480/45000]	Loss: 0.1010	LR: 0.004000
Training Epoch: 6 [20736/45000]	Loss: 0.1258	LR: 0.004000
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Training Epoch: 6 [22016/45000]	Loss: 0.1014	LR: 0.004000
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Training Epoch: 6 [23040/45000]	Loss: 0.0861	LR: 0.004000
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Training Epoch: 6 [25600/45000]	Loss: 0.0937	LR: 0.004000
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Training Epoch: 6 [26112/45000]	Loss: 0.1497	LR: 0.004000
Training Epoch: 6 [26368/45000]	Loss: 0.1130	LR: 0.004000
Training Epoch: 6 [26624/45000]	Loss: 0.1142	LR: 0.004000
Training Epoch: 6 [26880/45000]	Loss: 0.1460	LR: 0.004000
Training Epoch: 6 [27136/45000]	Loss: 0.1288	LR: 0.004000
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Training Epoch: 6 [27904/45000]	Loss: 0.1171	LR: 0.004000
Training Epoch: 6 [28160/45000]	Loss: 0.1303	LR: 0.004000
Training Epoch: 6 [28416/45000]	Loss: 0.1500	LR: 0.004000
Training Epoch: 6 [28672/45000]	Loss: 0.1064	LR: 0.004000
Training Epoch: 6 [28928/45000]	Loss: 0.1226	LR: 0.004000
Training Epoch: 6 [29184/45000]	Loss: 0.1258	LR: 0.004000
Training Epoch: 6 [29440/45000]	Loss: 0.1233	LR: 0.004000
Training Epoch: 6 [29696/45000]	Loss: 0.0980	LR: 0.004000
Training Epoch: 6 [29952/45000]	Loss: 0.1016	LR: 0.004000
Training Epoch: 6 [30208/45000]	Loss: 0.0795	LR: 0.004000
Training Epoch: 6 [30464/45000]	Loss: 0.1383	LR: 0.004000
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Training Epoch: 6 [31232/45000]	Loss: 0.1198	LR: 0.004000
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Training Epoch: 6 [35584/45000]	Loss: 0.1113	LR: 0.004000
Training Epoch: 6 [35840/45000]	Loss: 0.1230	LR: 0.004000
Training Epoch: 6 [36096/45000]	Loss: 0.1043	LR: 0.004000
Training Epoch: 6 [36352/45000]	Loss: 0.1029	LR: 0.004000
Training Epoch: 6 [36608/45000]	Loss: 0.1241	LR: 0.004000
Training Epoch: 6 [36864/45000]	Loss: 0.1542	LR: 0.004000
Training Epoch: 6 [37120/45000]	Loss: 0.0806	LR: 0.004000
Training Epoch: 6 [37376/45000]	Loss: 0.1421	LR: 0.004000
Training Epoch: 6 [37632/45000]	Loss: 0.1260	LR: 0.004000
Training Epoch: 6 [37888/45000]	Loss: 0.1358	LR: 0.004000
Training Epoch: 6 [38144/45000]	Loss: 0.1312	LR: 0.004000
Training Epoch: 6 [38400/45000]	Loss: 0.0841	LR: 0.004000
Training Epoch: 6 [38656/45000]	Loss: 0.0912	LR: 0.004000
Training Epoch: 6 [38912/45000]	Loss: 0.1165	LR: 0.004000
Training Epoch: 6 [39168/45000]	Loss: 0.1339	LR: 0.004000
Training Epoch: 6 [39424/45000]	Loss: 0.0839	LR: 0.004000
Training Epoch: 6 [39680/45000]	Loss: 0.1254	LR: 0.004000
Training Epoch: 6 [39936/45000]	Loss: 0.1231	LR: 0.004000
Training Epoch: 6 [40192/45000]	Loss: 0.1228	LR: 0.004000
Training Epoch: 6 [40448/45000]	Loss: 0.0817	LR: 0.004000
Training Epoch: 6 [40704/45000]	Loss: 0.1051	LR: 0.004000
Training Epoch: 6 [40960/45000]	Loss: 0.0832	LR: 0.004000
Training Epoch: 6 [41216/45000]	Loss: 0.1233	LR: 0.004000
Training Epoch: 6 [41472/45000]	Loss: 0.0910	LR: 0.004000
Training Epoch: 6 [41728/45000]	Loss: 0.1163	LR: 0.004000
Training Epoch: 6 [41984/45000]	Loss: 0.1195	LR: 0.004000
Training Epoch: 6 [42240/45000]	Loss: 0.0790	LR: 0.004000
Training Epoch: 6 [42496/45000]	Loss: 0.1277	LR: 0.004000
Training Epoch: 6 [42752/45000]	Loss: 0.1269	LR: 0.004000
Training Epoch: 6 [43008/45000]	Loss: 0.0862	LR: 0.004000
Training Epoch: 6 [43264/45000]	Loss: 0.0946	LR: 0.004000
Training Epoch: 6 [43520/45000]	Loss: 0.1073	LR: 0.004000
Training Epoch: 6 [43776/45000]	Loss: 0.0877	LR: 0.004000
Training Epoch: 6 [44032/45000]	Loss: 0.0786	LR: 0.004000
Training Epoch: 6 [44288/45000]	Loss: 0.0954	LR: 0.004000
Training Epoch: 6 [44544/45000]	Loss: 0.1154	LR: 0.004000
Training Epoch: 6 [44800/45000]	Loss: 0.0880	LR: 0.004000
Training Epoch: 6 [45000/45000]	Loss: 0.1456	LR: 0.004000
Epoch 6 - Average Train Loss: 0.1109, Train Accuracy: 0.9703
Epoch 6 training time consumed: 17.43s
Evaluating Network.....
Test set: Epoch: 6, Average loss: 0.0024, Accuracy: 0.8192, Time consumed:0.93s
Saving weights file to checkpoint/retrain/ResNet18/Saturday_02_August_2025_00h_58m_34s/ResNet18-Cifar10-seed6-ret100-6-best.pth
Training Epoch: 7 [256/45000]	Loss: 0.0802	LR: 0.004000
Training Epoch: 7 [512/45000]	Loss: 0.0506	LR: 0.004000
Training Epoch: 7 [768/45000]	Loss: 0.0825	LR: 0.004000
Training Epoch: 7 [1024/45000]	Loss: 0.0517	LR: 0.004000
Training Epoch: 7 [1280/45000]	Loss: 0.0793	LR: 0.004000
Training Epoch: 7 [1536/45000]	Loss: 0.0673	LR: 0.004000
Training Epoch: 7 [1792/45000]	Loss: 0.0540	LR: 0.004000
Training Epoch: 7 [2048/45000]	Loss: 0.0723	LR: 0.004000
Training Epoch: 7 [2304/45000]	Loss: 0.0595	LR: 0.004000
Training Epoch: 7 [2560/45000]	Loss: 0.0486	LR: 0.004000
Training Epoch: 7 [2816/45000]	Loss: 0.0580	LR: 0.004000
Training Epoch: 7 [3072/45000]	Loss: 0.0575	LR: 0.004000
Training Epoch: 7 [3328/45000]	Loss: 0.0618	LR: 0.004000
Training Epoch: 7 [3584/45000]	Loss: 0.0648	LR: 0.004000
Training Epoch: 7 [3840/45000]	Loss: 0.0759	LR: 0.004000
Training Epoch: 7 [4096/45000]	Loss: 0.0704	LR: 0.004000
Training Epoch: 7 [4352/45000]	Loss: 0.0621	LR: 0.004000
Training Epoch: 7 [4608/45000]	Loss: 0.0486	LR: 0.004000
Training Epoch: 7 [4864/45000]	Loss: 0.0739	LR: 0.004000
Training Epoch: 7 [5120/45000]	Loss: 0.0574	LR: 0.004000
Training Epoch: 7 [5376/45000]	Loss: 0.0708	LR: 0.004000
Training Epoch: 7 [5632/45000]	Loss: 0.0621	LR: 0.004000
Training Epoch: 7 [5888/45000]	Loss: 0.0798	LR: 0.004000
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Training Epoch: 7 [9984/45000]	Loss: 0.0561	LR: 0.004000
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Training Epoch: 7 [10496/45000]	Loss: 0.0542	LR: 0.004000
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Training Epoch: 7 [11008/45000]	Loss: 0.0385	LR: 0.004000
Training Epoch: 7 [11264/45000]	Loss: 0.0537	LR: 0.004000
Training Epoch: 7 [11520/45000]	Loss: 0.0571	LR: 0.004000
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Training Epoch: 7 [12032/45000]	Loss: 0.0338	LR: 0.004000
Training Epoch: 7 [12288/45000]	Loss: 0.0688	LR: 0.004000
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Training Epoch: 7 [13824/45000]	Loss: 0.0623	LR: 0.004000
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Training Epoch: 7 [14848/45000]	Loss: 0.0424	LR: 0.004000
Training Epoch: 7 [15104/45000]	Loss: 0.0579	LR: 0.004000
Training Epoch: 7 [15360/45000]	Loss: 0.0840	LR: 0.004000
Training Epoch: 7 [15616/45000]	Loss: 0.0435	LR: 0.004000
Training Epoch: 7 [15872/45000]	Loss: 0.0638	LR: 0.004000
Training Epoch: 7 [16128/45000]	Loss: 0.0423	LR: 0.004000
Training Epoch: 7 [16384/45000]	Loss: 0.0324	LR: 0.004000
Training Epoch: 7 [16640/45000]	Loss: 0.0701	LR: 0.004000
Training Epoch: 7 [16896/45000]	Loss: 0.0573	LR: 0.004000
Training Epoch: 7 [17152/45000]	Loss: 0.0499	LR: 0.004000
Training Epoch: 7 [17408/45000]	Loss: 0.0488	LR: 0.004000
Training Epoch: 7 [17664/45000]	Loss: 0.0523	LR: 0.004000
Training Epoch: 7 [17920/45000]	Loss: 0.0529	LR: 0.004000
Training Epoch: 7 [18176/45000]	Loss: 0.0504	LR: 0.004000
Training Epoch: 7 [18432/45000]	Loss: 0.0379	LR: 0.004000
Training Epoch: 7 [18688/45000]	Loss: 0.0720	LR: 0.004000
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Training Epoch: 7 [19456/45000]	Loss: 0.0608	LR: 0.004000
Training Epoch: 7 [19712/45000]	Loss: 0.0467	LR: 0.004000
Training Epoch: 7 [19968/45000]	Loss: 0.0419	LR: 0.004000
Training Epoch: 7 [20224/45000]	Loss: 0.0608	LR: 0.004000
Training Epoch: 7 [20480/45000]	Loss: 0.0505	LR: 0.004000
Training Epoch: 7 [20736/45000]	Loss: 0.0389	LR: 0.004000
Training Epoch: 7 [20992/45000]	Loss: 0.0766	LR: 0.004000
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Training Epoch: 7 [21504/45000]	Loss: 0.0868	LR: 0.004000
Training Epoch: 7 [21760/45000]	Loss: 0.0409	LR: 0.004000
Training Epoch: 7 [22016/45000]	Loss: 0.0405	LR: 0.004000
Training Epoch: 7 [22272/45000]	Loss: 0.0454	LR: 0.004000
Training Epoch: 7 [22528/45000]	Loss: 0.0546	LR: 0.004000
Training Epoch: 7 [22784/45000]	Loss: 0.0543	LR: 0.004000
Training Epoch: 7 [23040/45000]	Loss: 0.0453	LR: 0.004000
Training Epoch: 7 [23296/45000]	Loss: 0.0506	LR: 0.004000
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Training Epoch: 7 [23808/45000]	Loss: 0.0451	LR: 0.004000
Training Epoch: 7 [24064/45000]	Loss: 0.0465	LR: 0.004000
Training Epoch: 7 [24320/45000]	Loss: 0.0616	LR: 0.004000
Training Epoch: 7 [24576/45000]	Loss: 0.0543	LR: 0.004000
Training Epoch: 7 [24832/45000]	Loss: 0.0730	LR: 0.004000
Training Epoch: 7 [25088/45000]	Loss: 0.0459	LR: 0.004000
Training Epoch: 7 [25344/45000]	Loss: 0.0384	LR: 0.004000
Training Epoch: 7 [25600/45000]	Loss: 0.0657	LR: 0.004000
Training Epoch: 7 [25856/45000]	Loss: 0.0908	LR: 0.004000
Training Epoch: 7 [26112/45000]	Loss: 0.0458	LR: 0.004000
Training Epoch: 7 [26368/45000]	Loss: 0.0350	LR: 0.004000
Training Epoch: 7 [26624/45000]	Loss: 0.0430	LR: 0.004000
Training Epoch: 7 [26880/45000]	Loss: 0.0411	LR: 0.004000
Training Epoch: 7 [27136/45000]	Loss: 0.0388	LR: 0.004000
Training Epoch: 7 [27392/45000]	Loss: 0.0588	LR: 0.004000
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Training Epoch: 7 [27904/45000]	Loss: 0.0493	LR: 0.004000
Training Epoch: 7 [28160/45000]	Loss: 0.0486	LR: 0.004000
Training Epoch: 7 [28416/45000]	Loss: 0.0478	LR: 0.004000
Training Epoch: 7 [28672/45000]	Loss: 0.0413	LR: 0.004000
Training Epoch: 7 [28928/45000]	Loss: 0.0597	LR: 0.004000
Training Epoch: 7 [29184/45000]	Loss: 0.0597	LR: 0.004000
Training Epoch: 7 [29440/45000]	Loss: 0.0479	LR: 0.004000
Training Epoch: 7 [29696/45000]	Loss: 0.0475	LR: 0.004000
Training Epoch: 7 [29952/45000]	Loss: 0.0407	LR: 0.004000
Training Epoch: 7 [30208/45000]	Loss: 0.0479	LR: 0.004000
Training Epoch: 7 [30464/45000]	Loss: 0.0523	LR: 0.004000
Training Epoch: 7 [30720/45000]	Loss: 0.0535	LR: 0.004000
Training Epoch: 7 [30976/45000]	Loss: 0.0611	LR: 0.004000
Training Epoch: 7 [31232/45000]	Loss: 0.0707	LR: 0.004000
Training Epoch: 7 [31488/45000]	Loss: 0.0601	LR: 0.004000
Training Epoch: 7 [31744/45000]	Loss: 0.0712	LR: 0.004000
Training Epoch: 7 [32000/45000]	Loss: 0.0442	LR: 0.004000
Training Epoch: 7 [32256/45000]	Loss: 0.0635	LR: 0.004000
Training Epoch: 7 [32512/45000]	Loss: 0.0427	LR: 0.004000
Training Epoch: 7 [32768/45000]	Loss: 0.0486	LR: 0.004000
Training Epoch: 7 [33024/45000]	Loss: 0.0473	LR: 0.004000
Training Epoch: 7 [33280/45000]	Loss: 0.0398	LR: 0.004000
Training Epoch: 7 [33536/45000]	Loss: 0.0517	LR: 0.004000
Training Epoch: 7 [33792/45000]	Loss: 0.0374	LR: 0.004000
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Training Epoch: 7 [34560/45000]	Loss: 0.0494	LR: 0.004000
Training Epoch: 7 [34816/45000]	Loss: 0.0528	LR: 0.004000
Training Epoch: 7 [35072/45000]	Loss: 0.0435	LR: 0.004000
Training Epoch: 7 [35328/45000]	Loss: 0.0474	LR: 0.004000
Training Epoch: 7 [35584/45000]	Loss: 0.0547	LR: 0.004000
Training Epoch: 7 [35840/45000]	Loss: 0.0613	LR: 0.004000
Training Epoch: 7 [36096/45000]	Loss: 0.0313	LR: 0.004000
Training Epoch: 7 [36352/45000]	Loss: 0.0628	LR: 0.004000
Training Epoch: 7 [36608/45000]	Loss: 0.0439	LR: 0.004000
Training Epoch: 7 [36864/45000]	Loss: 0.0492	LR: 0.004000
Training Epoch: 7 [37120/45000]	Loss: 0.0587	LR: 0.004000
Training Epoch: 7 [37376/45000]	Loss: 0.0341	LR: 0.004000
Training Epoch: 7 [37632/45000]	Loss: 0.0594	LR: 0.004000
Training Epoch: 7 [37888/45000]	Loss: 0.0455	LR: 0.004000
Training Epoch: 7 [38144/45000]	Loss: 0.0428	LR: 0.004000
Training Epoch: 7 [38400/45000]	Loss: 0.0546	LR: 0.004000
Training Epoch: 7 [38656/45000]	Loss: 0.0665	LR: 0.004000
Training Epoch: 7 [38912/45000]	Loss: 0.0486	LR: 0.004000
Training Epoch: 7 [39168/45000]	Loss: 0.0523	LR: 0.004000
Training Epoch: 7 [39424/45000]	Loss: 0.0728	LR: 0.004000
Training Epoch: 7 [39680/45000]	Loss: 0.0587	LR: 0.004000
Training Epoch: 7 [39936/45000]	Loss: 0.0548	LR: 0.004000
Training Epoch: 7 [40192/45000]	Loss: 0.0557	LR: 0.004000
Training Epoch: 7 [40448/45000]	Loss: 0.0626	LR: 0.004000
Training Epoch: 7 [40704/45000]	Loss: 0.0622	LR: 0.004000
Training Epoch: 7 [40960/45000]	Loss: 0.0497	LR: 0.004000
Training Epoch: 7 [41216/45000]	Loss: 0.0569	LR: 0.004000
Training Epoch: 7 [41472/45000]	Loss: 0.0646	LR: 0.004000
Training Epoch: 7 [41728/45000]	Loss: 0.0393	LR: 0.004000
Training Epoch: 7 [41984/45000]	Loss: 0.0573	LR: 0.004000
Training Epoch: 7 [42240/45000]	Loss: 0.0536	LR: 0.004000
Training Epoch: 7 [42496/45000]	Loss: 0.0557	LR: 0.004000
Training Epoch: 7 [42752/45000]	Loss: 0.0521	LR: 0.004000
Training Epoch: 7 [43008/45000]	Loss: 0.0557	LR: 0.004000
Training Epoch: 7 [43264/45000]	Loss: 0.0763	LR: 0.004000
Training Epoch: 7 [43520/45000]	Loss: 0.0331	LR: 0.004000
Training Epoch: 7 [43776/45000]	Loss: 0.0554	LR: 0.004000
Training Epoch: 7 [44032/45000]	Loss: 0.0496	LR: 0.004000
Training Epoch: 7 [44288/45000]	Loss: 0.0561	LR: 0.004000
Training Epoch: 7 [44544/45000]	Loss: 0.0480	LR: 0.004000
Training Epoch: 7 [44800/45000]	Loss: 0.0381	LR: 0.004000
Training Epoch: 7 [45000/45000]	Loss: 0.0392	LR: 0.004000
Epoch 7 - Average Train Loss: 0.0541, Train Accuracy: 0.9903
Epoch 7 training time consumed: 17.54s
Evaluating Network.....
Test set: Epoch: 7, Average loss: 0.0025, Accuracy: 0.8167, Time consumed:0.91s
Saving weights file to checkpoint/retrain/ResNet18/Saturday_02_August_2025_00h_58m_34s/ResNet18-Cifar10-seed6-ret100-7-best.pth
Training Epoch: 8 [256/45000]	Loss: 0.0320	LR: 0.004000
Training Epoch: 8 [512/45000]	Loss: 0.0283	LR: 0.004000
Training Epoch: 8 [768/45000]	Loss: 0.0216	LR: 0.004000
Training Epoch: 8 [1024/45000]	Loss: 0.0227	LR: 0.004000
Training Epoch: 8 [1280/45000]	Loss: 0.0294	LR: 0.004000
Training Epoch: 8 [1536/45000]	Loss: 0.0247	LR: 0.004000
Training Epoch: 8 [1792/45000]	Loss: 0.0190	LR: 0.004000
Training Epoch: 8 [2048/45000]	Loss: 0.0318	LR: 0.004000
Training Epoch: 8 [2304/45000]	Loss: 0.0255	LR: 0.004000
Training Epoch: 8 [2560/45000]	Loss: 0.0280	LR: 0.004000
Training Epoch: 8 [2816/45000]	Loss: 0.0204	LR: 0.004000
Training Epoch: 8 [3072/45000]	Loss: 0.0210	LR: 0.004000
Training Epoch: 8 [3328/45000]	Loss: 0.0251	LR: 0.004000
Training Epoch: 8 [3584/45000]	Loss: 0.0293	LR: 0.004000
Training Epoch: 8 [3840/45000]	Loss: 0.0413	LR: 0.004000
Training Epoch: 8 [4096/45000]	Loss: 0.0285	LR: 0.004000
Training Epoch: 8 [4352/45000]	Loss: 0.0405	LR: 0.004000
Training Epoch: 8 [4608/45000]	Loss: 0.0242	LR: 0.004000
Training Epoch: 8 [4864/45000]	Loss: 0.0253	LR: 0.004000
Training Epoch: 8 [5120/45000]	Loss: 0.0361	LR: 0.004000
Training Epoch: 8 [5376/45000]	Loss: 0.0207	LR: 0.004000
Training Epoch: 8 [5632/45000]	Loss: 0.0163	LR: 0.004000
Training Epoch: 8 [5888/45000]	Loss: 0.0262	LR: 0.004000
Training Epoch: 8 [6144/45000]	Loss: 0.0299	LR: 0.004000
Training Epoch: 8 [6400/45000]	Loss: 0.0274	LR: 0.004000
Training Epoch: 8 [6656/45000]	Loss: 0.0163	LR: 0.004000
Training Epoch: 8 [6912/45000]	Loss: 0.0294	LR: 0.004000
Training Epoch: 8 [7168/45000]	Loss: 0.0243	LR: 0.004000
Training Epoch: 8 [7424/45000]	Loss: 0.0210	LR: 0.004000
Training Epoch: 8 [7680/45000]	Loss: 0.0254	LR: 0.004000
Training Epoch: 8 [7936/45000]	Loss: 0.0192	LR: 0.004000
Training Epoch: 8 [8192/45000]	Loss: 0.0239	LR: 0.004000
Training Epoch: 8 [8448/45000]	Loss: 0.0227	LR: 0.004000
Training Epoch: 8 [8704/45000]	Loss: 0.0228	LR: 0.004000
Training Epoch: 8 [8960/45000]	Loss: 0.0260	LR: 0.004000
Training Epoch: 8 [9216/45000]	Loss: 0.0175	LR: 0.004000
Training Epoch: 8 [9472/45000]	Loss: 0.0261	LR: 0.004000
Training Epoch: 8 [9728/45000]	Loss: 0.0232	LR: 0.004000
Training Epoch: 8 [9984/45000]	Loss: 0.0204	LR: 0.004000
Training Epoch: 8 [10240/45000]	Loss: 0.0205	LR: 0.004000
Training Epoch: 8 [10496/45000]	Loss: 0.0256	LR: 0.004000
Training Epoch: 8 [10752/45000]	Loss: 0.0187	LR: 0.004000
Training Epoch: 8 [11008/45000]	Loss: 0.0294	LR: 0.004000
Training Epoch: 8 [11264/45000]	Loss: 0.0218	LR: 0.004000
Training Epoch: 8 [11520/45000]	Loss: 0.0203	LR: 0.004000
Training Epoch: 8 [11776/45000]	Loss: 0.0197	LR: 0.004000
Training Epoch: 8 [12032/45000]	Loss: 0.0166	LR: 0.004000
Training Epoch: 8 [12288/45000]	Loss: 0.0269	LR: 0.004000
Training Epoch: 8 [12544/45000]	Loss: 0.0277	LR: 0.004000
Training Epoch: 8 [12800/45000]	Loss: 0.0194	LR: 0.004000
Training Epoch: 8 [13056/45000]	Loss: 0.0224	LR: 0.004000
Training Epoch: 8 [13312/45000]	Loss: 0.0192	LR: 0.004000
Training Epoch: 8 [13568/45000]	Loss: 0.0287	LR: 0.004000
Training Epoch: 8 [13824/45000]	Loss: 0.0282	LR: 0.004000
Training Epoch: 8 [14080/45000]	Loss: 0.0305	LR: 0.004000
Training Epoch: 8 [14336/45000]	Loss: 0.0201	LR: 0.004000
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Training Epoch: 8 [14848/45000]	Loss: 0.0274	LR: 0.004000
Training Epoch: 8 [15104/45000]	Loss: 0.0217	LR: 0.004000
Training Epoch: 8 [15360/45000]	Loss: 0.0238	LR: 0.004000
Training Epoch: 8 [15616/45000]	Loss: 0.0188	LR: 0.004000
Training Epoch: 8 [15872/45000]	Loss: 0.0255	LR: 0.004000
Training Epoch: 8 [16128/45000]	Loss: 0.0218	LR: 0.004000
Training Epoch: 8 [16384/45000]	Loss: 0.0141	LR: 0.004000
Training Epoch: 8 [16640/45000]	Loss: 0.0192	LR: 0.004000
Training Epoch: 8 [16896/45000]	Loss: 0.0243	LR: 0.004000
Training Epoch: 8 [17152/45000]	Loss: 0.0358	LR: 0.004000
Training Epoch: 8 [17408/45000]	Loss: 0.0239	LR: 0.004000
Training Epoch: 8 [17664/45000]	Loss: 0.0218	LR: 0.004000
Training Epoch: 8 [17920/45000]	Loss: 0.0314	LR: 0.004000
Training Epoch: 8 [18176/45000]	Loss: 0.0187	LR: 0.004000
Training Epoch: 8 [18432/45000]	Loss: 0.0250	LR: 0.004000
Training Epoch: 8 [18688/45000]	Loss: 0.0311	LR: 0.004000
Training Epoch: 8 [18944/45000]	Loss: 0.0165	LR: 0.004000
Training Epoch: 8 [19200/45000]	Loss: 0.0314	LR: 0.004000
Training Epoch: 8 [19456/45000]	Loss: 0.0271	LR: 0.004000
Training Epoch: 8 [19712/45000]	Loss: 0.0221	LR: 0.004000
Training Epoch: 8 [19968/45000]	Loss: 0.0204	LR: 0.004000
Training Epoch: 8 [20224/45000]	Loss: 0.0192	LR: 0.004000
Training Epoch: 8 [20480/45000]	Loss: 0.0185	LR: 0.004000
Training Epoch: 8 [20736/45000]	Loss: 0.0229	LR: 0.004000
Training Epoch: 8 [20992/45000]	Loss: 0.0161	LR: 0.004000
Training Epoch: 8 [21248/45000]	Loss: 0.0226	LR: 0.004000
Training Epoch: 8 [21504/45000]	Loss: 0.0170	LR: 0.004000
Training Epoch: 8 [21760/45000]	Loss: 0.0133	LR: 0.004000
Training Epoch: 8 [22016/45000]	Loss: 0.0203	LR: 0.004000
Training Epoch: 8 [22272/45000]	Loss: 0.0342	LR: 0.004000
Training Epoch: 8 [22528/45000]	Loss: 0.0216	LR: 0.004000
Training Epoch: 8 [22784/45000]	Loss: 0.0207	LR: 0.004000
Training Epoch: 8 [23040/45000]	Loss: 0.0358	LR: 0.004000
Training Epoch: 8 [23296/45000]	Loss: 0.0225	LR: 0.004000
Training Epoch: 8 [23552/45000]	Loss: 0.0312	LR: 0.004000
Training Epoch: 8 [23808/45000]	Loss: 0.0231	LR: 0.004000
Training Epoch: 8 [24064/45000]	Loss: 0.0155	LR: 0.004000
Training Epoch: 8 [24320/45000]	Loss: 0.0157	LR: 0.004000
Training Epoch: 8 [24576/45000]	Loss: 0.0169	LR: 0.004000
Training Epoch: 8 [24832/45000]	Loss: 0.0182	LR: 0.004000
Training Epoch: 8 [25088/45000]	Loss: 0.0174	LR: 0.004000
Training Epoch: 8 [25344/45000]	Loss: 0.0178	LR: 0.004000
Training Epoch: 8 [25600/45000]	Loss: 0.0163	LR: 0.004000
Training Epoch: 8 [25856/45000]	Loss: 0.0168	LR: 0.004000
Training Epoch: 8 [26112/45000]	Loss: 0.0250	LR: 0.004000
Training Epoch: 8 [26368/45000]	Loss: 0.0279	LR: 0.004000
Training Epoch: 8 [26624/45000]	Loss: 0.0252	LR: 0.004000
Training Epoch: 8 [26880/45000]	Loss: 0.0159	LR: 0.004000
Training Epoch: 8 [27136/45000]	Loss: 0.0202	LR: 0.004000
Training Epoch: 8 [27392/45000]	Loss: 0.0176	LR: 0.004000
Training Epoch: 8 [27648/45000]	Loss: 0.0153	LR: 0.004000
Training Epoch: 8 [27904/45000]	Loss: 0.0213	LR: 0.004000
Training Epoch: 8 [28160/45000]	Loss: 0.0246	LR: 0.004000
Training Epoch: 8 [28416/45000]	Loss: 0.0241	LR: 0.004000
Training Epoch: 8 [28672/45000]	Loss: 0.0167	LR: 0.004000
Training Epoch: 8 [28928/45000]	Loss: 0.0309	LR: 0.004000
Training Epoch: 8 [29184/45000]	Loss: 0.0209	LR: 0.004000
Training Epoch: 8 [29440/45000]	Loss: 0.0187	LR: 0.004000
Training Epoch: 8 [29696/45000]	Loss: 0.0240	LR: 0.004000
Training Epoch: 8 [29952/45000]	Loss: 0.0240	LR: 0.004000
Training Epoch: 8 [30208/45000]	Loss: 0.0231	LR: 0.004000
Training Epoch: 8 [30464/45000]	Loss: 0.0190	LR: 0.004000
Training Epoch: 8 [30720/45000]	Loss: 0.0215	LR: 0.004000
Training Epoch: 8 [30976/45000]	Loss: 0.0149	LR: 0.004000
Training Epoch: 8 [31232/45000]	Loss: 0.0265	LR: 0.004000
Training Epoch: 8 [31488/45000]	Loss: 0.0150	LR: 0.004000
Training Epoch: 8 [31744/45000]	Loss: 0.0155	LR: 0.004000
Training Epoch: 8 [32000/45000]	Loss: 0.0218	LR: 0.004000
Training Epoch: 8 [32256/45000]	Loss: 0.0269	LR: 0.004000
Training Epoch: 8 [32512/45000]	Loss: 0.0160	LR: 0.004000
Training Epoch: 8 [32768/45000]	Loss: 0.0278	LR: 0.004000
Training Epoch: 8 [33024/45000]	Loss: 0.0134	LR: 0.004000
Training Epoch: 8 [33280/45000]	Loss: 0.0119	LR: 0.004000
Training Epoch: 8 [33536/45000]	Loss: 0.0281	LR: 0.004000
Training Epoch: 8 [33792/45000]	Loss: 0.0182	LR: 0.004000
Training Epoch: 8 [34048/45000]	Loss: 0.0167	LR: 0.004000
Training Epoch: 8 [34304/45000]	Loss: 0.0203	LR: 0.004000
Training Epoch: 8 [34560/45000]	Loss: 0.0189	LR: 0.004000
Training Epoch: 8 [34816/45000]	Loss: 0.0180	LR: 0.004000
Training Epoch: 8 [35072/45000]	Loss: 0.0258	LR: 0.004000
Training Epoch: 8 [35328/45000]	Loss: 0.0245	LR: 0.004000
Training Epoch: 8 [35584/45000]	Loss: 0.0189	LR: 0.004000
Training Epoch: 8 [35840/45000]	Loss: 0.0212	LR: 0.004000
Training Epoch: 8 [36096/45000]	Loss: 0.0278	LR: 0.004000
Training Epoch: 8 [36352/45000]	Loss: 0.0246	LR: 0.004000
Training Epoch: 8 [36608/45000]	Loss: 0.0385	LR: 0.004000
Training Epoch: 8 [36864/45000]	Loss: 0.0165	LR: 0.004000
Training Epoch: 8 [37120/45000]	Loss: 0.0154	LR: 0.004000
Training Epoch: 8 [37376/45000]	Loss: 0.0228	LR: 0.004000
Training Epoch: 8 [37632/45000]	Loss: 0.0208	LR: 0.004000
Training Epoch: 8 [37888/45000]	Loss: 0.0428	LR: 0.004000
Training Epoch: 8 [38144/45000]	Loss: 0.0269	LR: 0.004000
Training Epoch: 8 [38400/45000]	Loss: 0.0209	LR: 0.004000
Training Epoch: 8 [38656/45000]	Loss: 0.0237	LR: 0.004000
Training Epoch: 8 [38912/45000]	Loss: 0.0212	LR: 0.004000
Training Epoch: 8 [39168/45000]	Loss: 0.0305	LR: 0.004000
Training Epoch: 8 [39424/45000]	Loss: 0.0141	LR: 0.004000
Training Epoch: 8 [39680/45000]	Loss: 0.0143	LR: 0.004000
Training Epoch: 8 [39936/45000]	Loss: 0.0241	LR: 0.004000
Training Epoch: 8 [40192/45000]	Loss: 0.0164	LR: 0.004000
Training Epoch: 8 [40448/45000]	Loss: 0.0224	LR: 0.004000
Training Epoch: 8 [40704/45000]	Loss: 0.0181	LR: 0.004000
Training Epoch: 8 [40960/45000]	Loss: 0.0282	LR: 0.004000
Training Epoch: 8 [41216/45000]	Loss: 0.0372	LR: 0.004000
Training Epoch: 8 [41472/45000]	Loss: 0.0199	LR: 0.004000
Training Epoch: 8 [41728/45000]	Loss: 0.0229	LR: 0.004000
Training Epoch: 8 [41984/45000]	Loss: 0.0272	LR: 0.004000
Training Epoch: 8 [42240/45000]	Loss: 0.0215	LR: 0.004000
Training Epoch: 8 [42496/45000]	Loss: 0.0220	LR: 0.004000
Training Epoch: 8 [42752/45000]	Loss: 0.0350	LR: 0.004000
Training Epoch: 8 [43008/45000]	Loss: 0.0193	LR: 0.004000
Training Epoch: 8 [43264/45000]	Loss: 0.0151	LR: 0.004000
Training Epoch: 8 [43520/45000]	Loss: 0.0290	LR: 0.004000
Training Epoch: 8 [43776/45000]	Loss: 0.0134	LR: 0.004000
Training Epoch: 8 [44032/45000]	Loss: 0.0189	LR: 0.004000
Training Epoch: 8 [44288/45000]	Loss: 0.0311	LR: 0.004000
Training Epoch: 8 [44544/45000]	Loss: 0.0190	LR: 0.004000
Training Epoch: 8 [44800/45000]	Loss: 0.0235	LR: 0.004000
Training Epoch: 8 [45000/45000]	Loss: 0.0193	LR: 0.004000
Epoch 8 - Average Train Loss: 0.0231, Train Accuracy: 0.9982
Epoch 8 training time consumed: 17.46s
Evaluating Network.....
Test set: Epoch: 8, Average loss: 0.0026, Accuracy: 0.8172, Time consumed:0.90s
Saving weights file to checkpoint/retrain/ResNet18/Saturday_02_August_2025_00h_58m_34s/ResNet18-Cifar10-seed6-ret100-8-best.pth
Training Epoch: 9 [256/45000]	Loss: 0.0144	LR: 0.000800
Training Epoch: 9 [512/45000]	Loss: 0.0104	LR: 0.000800
Training Epoch: 9 [768/45000]	Loss: 0.0116	LR: 0.000800
Training Epoch: 9 [1024/45000]	Loss: 0.0103	LR: 0.000800
Training Epoch: 9 [1280/45000]	Loss: 0.0119	LR: 0.000800
Training Epoch: 9 [1536/45000]	Loss: 0.0152	LR: 0.000800
Training Epoch: 9 [1792/45000]	Loss: 0.0098	LR: 0.000800
Training Epoch: 9 [2048/45000]	Loss: 0.0117	LR: 0.000800
Training Epoch: 9 [2304/45000]	Loss: 0.0126	LR: 0.000800
Training Epoch: 9 [2560/45000]	Loss: 0.0124	LR: 0.000800
Training Epoch: 9 [2816/45000]	Loss: 0.0130	LR: 0.000800
Training Epoch: 9 [3072/45000]	Loss: 0.0107	LR: 0.000800
Training Epoch: 9 [3328/45000]	Loss: 0.0116	LR: 0.000800
Training Epoch: 9 [3584/45000]	Loss: 0.0104	LR: 0.000800
Training Epoch: 9 [3840/45000]	Loss: 0.0125	LR: 0.000800
Training Epoch: 9 [4096/45000]	Loss: 0.0142	LR: 0.000800
Training Epoch: 9 [4352/45000]	Loss: 0.0163	LR: 0.000800
Training Epoch: 9 [4608/45000]	Loss: 0.0141	LR: 0.000800
Training Epoch: 9 [4864/45000]	Loss: 0.0128	LR: 0.000800
Training Epoch: 9 [5120/45000]	Loss: 0.0098	LR: 0.000800
Training Epoch: 9 [5376/45000]	Loss: 0.0094	LR: 0.000800
Training Epoch: 9 [5632/45000]	Loss: 0.0132	LR: 0.000800
Training Epoch: 9 [5888/45000]	Loss: 0.0118	LR: 0.000800
Training Epoch: 9 [6144/45000]	Loss: 0.0112	LR: 0.000800
Training Epoch: 9 [6400/45000]	Loss: 0.0110	LR: 0.000800
Training Epoch: 9 [6656/45000]	Loss: 0.0089	LR: 0.000800
Training Epoch: 9 [6912/45000]	Loss: 0.0100	LR: 0.000800
Training Epoch: 9 [7168/45000]	Loss: 0.0071	LR: 0.000800
Training Epoch: 9 [7424/45000]	Loss: 0.0123	LR: 0.000800
Training Epoch: 9 [7680/45000]	Loss: 0.0108	LR: 0.000800
Training Epoch: 9 [7936/45000]	Loss: 0.0110	LR: 0.000800
Training Epoch: 9 [8192/45000]	Loss: 0.0128	LR: 0.000800
Training Epoch: 9 [8448/45000]	Loss: 0.0111	LR: 0.000800
Training Epoch: 9 [8704/45000]	Loss: 0.0091	LR: 0.000800
Training Epoch: 9 [8960/45000]	Loss: 0.0116	LR: 0.000800
Training Epoch: 9 [9216/45000]	Loss: 0.0115	LR: 0.000800
Training Epoch: 9 [9472/45000]	Loss: 0.0157	LR: 0.000800
Training Epoch: 9 [9728/45000]	Loss: 0.0126	LR: 0.000800
Training Epoch: 9 [9984/45000]	Loss: 0.0108	LR: 0.000800
Training Epoch: 9 [10240/45000]	Loss: 0.0160	LR: 0.000800
Training Epoch: 9 [10496/45000]	Loss: 0.0107	LR: 0.000800
Training Epoch: 9 [10752/45000]	Loss: 0.0087	LR: 0.000800
Training Epoch: 9 [11008/45000]	Loss: 0.0159	LR: 0.000800
Training Epoch: 9 [11264/45000]	Loss: 0.0106	LR: 0.000800
Training Epoch: 9 [11520/45000]	Loss: 0.0108	LR: 0.000800
Training Epoch: 9 [11776/45000]	Loss: 0.0134	LR: 0.000800
Training Epoch: 9 [12032/45000]	Loss: 0.0096	LR: 0.000800
Training Epoch: 9 [12288/45000]	Loss: 0.0105	LR: 0.000800
Training Epoch: 9 [12544/45000]	Loss: 0.0096	LR: 0.000800
Training Epoch: 9 [12800/45000]	Loss: 0.0098	LR: 0.000800
Training Epoch: 9 [13056/45000]	Loss: 0.0111	LR: 0.000800
Training Epoch: 9 [13312/45000]	Loss: 0.0079	LR: 0.000800
Training Epoch: 9 [13568/45000]	Loss: 0.0114	LR: 0.000800
Training Epoch: 9 [13824/45000]	Loss: 0.0138	LR: 0.000800
Training Epoch: 9 [14080/45000]	Loss: 0.0090	LR: 0.000800
Training Epoch: 9 [14336/45000]	Loss: 0.0111	LR: 0.000800
Training Epoch: 9 [14592/45000]	Loss: 0.0103	LR: 0.000800
Training Epoch: 9 [14848/45000]	Loss: 0.0104	LR: 0.000800
Training Epoch: 9 [15104/45000]	Loss: 0.0095	LR: 0.000800
Training Epoch: 9 [15360/45000]	Loss: 0.0096	LR: 0.000800
Training Epoch: 9 [15616/45000]	Loss: 0.0130	LR: 0.000800
Training Epoch: 9 [15872/45000]	Loss: 0.0111	LR: 0.000800
Training Epoch: 9 [16128/45000]	Loss: 0.0091	LR: 0.000800
Training Epoch: 9 [16384/45000]	Loss: 0.0074	LR: 0.000800
Training Epoch: 9 [16640/45000]	Loss: 0.0107	LR: 0.000800
Training Epoch: 9 [16896/45000]	Loss: 0.0108	LR: 0.000800
Training Epoch: 9 [17152/45000]	Loss: 0.0108	LR: 0.000800
Training Epoch: 9 [17408/45000]	Loss: 0.0122	LR: 0.000800
Training Epoch: 9 [17664/45000]	Loss: 0.0153	LR: 0.000800
Training Epoch: 9 [17920/45000]	Loss: 0.0093	LR: 0.000800
Training Epoch: 9 [18176/45000]	Loss: 0.0108	LR: 0.000800
Training Epoch: 9 [18432/45000]	Loss: 0.0131	LR: 0.000800
Training Epoch: 9 [18688/45000]	Loss: 0.0106	LR: 0.000800
Training Epoch: 9 [18944/45000]	Loss: 0.0119	LR: 0.000800
Training Epoch: 9 [19200/45000]	Loss: 0.0106	LR: 0.000800
Training Epoch: 9 [19456/45000]	Loss: 0.0095	LR: 0.000800
Training Epoch: 9 [19712/45000]	Loss: 0.0095	LR: 0.000800
Training Epoch: 9 [19968/45000]	Loss: 0.0097	LR: 0.000800
Training Epoch: 9 [20224/45000]	Loss: 0.0098	LR: 0.000800
Training Epoch: 9 [20480/45000]	Loss: 0.0126	LR: 0.000800
Training Epoch: 9 [20736/45000]	Loss: 0.0094	LR: 0.000800
Training Epoch: 9 [20992/45000]	Loss: 0.0069	LR: 0.000800
Training Epoch: 9 [21248/45000]	Loss: 0.0141	LR: 0.000800
Training Epoch: 9 [21504/45000]	Loss: 0.0120	LR: 0.000800
Training Epoch: 9 [21760/45000]	Loss: 0.0089	LR: 0.000800
Training Epoch: 9 [22016/45000]	Loss: 0.0078	LR: 0.000800
Training Epoch: 9 [22272/45000]	Loss: 0.0116	LR: 0.000800
Training Epoch: 9 [22528/45000]	Loss: 0.0106	LR: 0.000800
Training Epoch: 9 [22784/45000]	Loss: 0.0094	LR: 0.000800
Training Epoch: 9 [23040/45000]	Loss: 0.0095	LR: 0.000800
Training Epoch: 9 [23296/45000]	Loss: 0.0121	LR: 0.000800
Training Epoch: 9 [23552/45000]	Loss: 0.0078	LR: 0.000800
Training Epoch: 9 [23808/45000]	Loss: 0.0113	LR: 0.000800
Training Epoch: 9 [24064/45000]	Loss: 0.0128	LR: 0.000800
Training Epoch: 9 [24320/45000]	Loss: 0.0116	LR: 0.000800
Training Epoch: 9 [24576/45000]	Loss: 0.0116	LR: 0.000800
Training Epoch: 9 [24832/45000]	Loss: 0.0076	LR: 0.000800
Training Epoch: 9 [25088/45000]	Loss: 0.0132	LR: 0.000800
Training Epoch: 9 [25344/45000]	Loss: 0.0091	LR: 0.000800
Training Epoch: 9 [25600/45000]	Loss: 0.0091	LR: 0.000800
Training Epoch: 9 [25856/45000]	Loss: 0.0105	LR: 0.000800
Training Epoch: 9 [26112/45000]	Loss: 0.0090	LR: 0.000800
Training Epoch: 9 [26368/45000]	Loss: 0.0106	LR: 0.000800
Training Epoch: 9 [26624/45000]	Loss: 0.0131	LR: 0.000800
Training Epoch: 9 [26880/45000]	Loss: 0.0110	LR: 0.000800
Training Epoch: 9 [27136/45000]	Loss: 0.0105	LR: 0.000800
Training Epoch: 9 [27392/45000]	Loss: 0.0108	LR: 0.000800
Training Epoch: 9 [27648/45000]	Loss: 0.0109	LR: 0.000800
Training Epoch: 9 [27904/45000]	Loss: 0.0096	LR: 0.000800
Training Epoch: 9 [28160/45000]	Loss: 0.0093	LR: 0.000800
Training Epoch: 9 [28416/45000]	Loss: 0.0083	LR: 0.000800
Training Epoch: 9 [28672/45000]	Loss: 0.0096	LR: 0.000800
Training Epoch: 9 [28928/45000]	Loss: 0.0123	LR: 0.000800
Training Epoch: 9 [29184/45000]	Loss: 0.0081	LR: 0.000800
Training Epoch: 9 [29440/45000]	Loss: 0.0087	LR: 0.000800
Training Epoch: 9 [29696/45000]	Loss: 0.0086	LR: 0.000800
Training Epoch: 9 [29952/45000]	Loss: 0.0100	LR: 0.000800
Training Epoch: 9 [30208/45000]	Loss: 0.0122	LR: 0.000800
Training Epoch: 9 [30464/45000]	Loss: 0.0094	LR: 0.000800
Training Epoch: 9 [30720/45000]	Loss: 0.0104	LR: 0.000800
Training Epoch: 9 [30976/45000]	Loss: 0.0119	LR: 0.000800
Training Epoch: 9 [31232/45000]	Loss: 0.0124	LR: 0.000800
Training Epoch: 9 [31488/45000]	Loss: 0.0122	LR: 0.000800
Training Epoch: 9 [31744/45000]	Loss: 0.0136	LR: 0.000800
Training Epoch: 9 [32000/45000]	Loss: 0.0123	LR: 0.000800
Training Epoch: 9 [32256/45000]	Loss: 0.0093	LR: 0.000800
Training Epoch: 9 [32512/45000]	Loss: 0.0089	LR: 0.000800
Training Epoch: 9 [32768/45000]	Loss: 0.0120	LR: 0.000800
Training Epoch: 9 [33024/45000]	Loss: 0.0125	LR: 0.000800
Training Epoch: 9 [33280/45000]	Loss: 0.0143	LR: 0.000800
Training Epoch: 9 [33536/45000]	Loss: 0.0097	LR: 0.000800
Training Epoch: 9 [33792/45000]	Loss: 0.0095	LR: 0.000800
Training Epoch: 9 [34048/45000]	Loss: 0.0098	LR: 0.000800
Training Epoch: 9 [34304/45000]	Loss: 0.0085	LR: 0.000800
Training Epoch: 9 [34560/45000]	Loss: 0.0121	LR: 0.000800
Training Epoch: 9 [34816/45000]	Loss: 0.0109	LR: 0.000800
Training Epoch: 9 [35072/45000]	Loss: 0.0117	LR: 0.000800
Training Epoch: 9 [35328/45000]	Loss: 0.0125	LR: 0.000800
Training Epoch: 9 [35584/45000]	Loss: 0.0089	LR: 0.000800
Training Epoch: 9 [35840/45000]	Loss: 0.0098	LR: 0.000800
Training Epoch: 9 [36096/45000]	Loss: 0.0098	LR: 0.000800
Training Epoch: 9 [36352/45000]	Loss: 0.0139	LR: 0.000800
Training Epoch: 9 [36608/45000]	Loss: 0.0104	LR: 0.000800
Training Epoch: 9 [36864/45000]	Loss: 0.0126	LR: 0.000800
Training Epoch: 9 [37120/45000]	Loss: 0.0103	LR: 0.000800
Training Epoch: 9 [37376/45000]	Loss: 0.0154	LR: 0.000800
Training Epoch: 9 [37632/45000]	Loss: 0.0145	LR: 0.000800
Training Epoch: 9 [37888/45000]	Loss: 0.0159	LR: 0.000800
Training Epoch: 9 [38144/45000]	Loss: 0.0116	LR: 0.000800
Training Epoch: 9 [38400/45000]	Loss: 0.0096	LR: 0.000800
Training Epoch: 9 [38656/45000]	Loss: 0.0091	LR: 0.000800
Training Epoch: 9 [38912/45000]	Loss: 0.0087	LR: 0.000800
Training Epoch: 9 [39168/45000]	Loss: 0.0106	LR: 0.000800
Training Epoch: 9 [39424/45000]	Loss: 0.0106	LR: 0.000800
Training Epoch: 9 [39680/45000]	Loss: 0.0094	LR: 0.000800
Training Epoch: 9 [39936/45000]	Loss: 0.0085	LR: 0.000800
Training Epoch: 9 [40192/45000]	Loss: 0.0105	LR: 0.000800
Training Epoch: 9 [40448/45000]	Loss: 0.0120	LR: 0.000800
Training Epoch: 9 [40704/45000]	Loss: 0.0094	LR: 0.000800
Training Epoch: 9 [40960/45000]	Loss: 0.0086	LR: 0.000800
Training Epoch: 9 [41216/45000]	Loss: 0.0150	LR: 0.000800
Training Epoch: 9 [41472/45000]	Loss: 0.0092	LR: 0.000800
Training Epoch: 9 [41728/45000]	Loss: 0.0123	LR: 0.000800
Training Epoch: 9 [41984/45000]	Loss: 0.0103	LR: 0.000800
Training Epoch: 9 [42240/45000]	Loss: 0.0141	LR: 0.000800
Training Epoch: 9 [42496/45000]	Loss: 0.0128	LR: 0.000800
Training Epoch: 9 [42752/45000]	Loss: 0.0122	LR: 0.000800
Training Epoch: 9 [43008/45000]	Loss: 0.0109	LR: 0.000800
Training Epoch: 9 [43264/45000]	Loss: 0.0097	LR: 0.000800
Training Epoch: 9 [43520/45000]	Loss: 0.0116	LR: 0.000800
Training Epoch: 9 [43776/45000]	Loss: 0.0104	LR: 0.000800
Training Epoch: 9 [44032/45000]	Loss: 0.0089	LR: 0.000800
Training Epoch: 9 [44288/45000]	Loss: 0.0108	LR: 0.000800
Training Epoch: 9 [44544/45000]	Loss: 0.0122	LR: 0.000800
Training Epoch: 9 [44800/45000]	Loss: 0.0120	LR: 0.000800
Training Epoch: 9 [45000/45000]	Loss: 0.0155	LR: 0.000800
Epoch 9 - Average Train Loss: 0.0111, Train Accuracy: 0.9999
Epoch 9 training time consumed: 17.42s
Evaluating Network.....
Test set: Epoch: 9, Average loss: 0.0026, Accuracy: 0.8213, Time consumed:0.94s
Saving weights file to checkpoint/retrain/ResNet18/Saturday_02_August_2025_00h_58m_34s/ResNet18-Cifar10-seed6-ret100-9-best.pth
Training Epoch: 10 [256/45000]	Loss: 0.0083	LR: 0.000800
Training Epoch: 10 [512/45000]	Loss: 0.0113	LR: 0.000800
Training Epoch: 10 [768/45000]	Loss: 0.0128	LR: 0.000800
Training Epoch: 10 [1024/45000]	Loss: 0.0106	LR: 0.000800
Training Epoch: 10 [1280/45000]	Loss: 0.0090	LR: 0.000800
Training Epoch: 10 [1536/45000]	Loss: 0.0099	LR: 0.000800
Training Epoch: 10 [1792/45000]	Loss: 0.0085	LR: 0.000800
Training Epoch: 10 [2048/45000]	Loss: 0.0072	LR: 0.000800
Training Epoch: 10 [2304/45000]	Loss: 0.0083	LR: 0.000800
Training Epoch: 10 [2560/45000]	Loss: 0.0091	LR: 0.000800
Training Epoch: 10 [2816/45000]	Loss: 0.0107	LR: 0.000800
Training Epoch: 10 [3072/45000]	Loss: 0.0092	LR: 0.000800
Training Epoch: 10 [3328/45000]	Loss: 0.0090	LR: 0.000800
Training Epoch: 10 [3584/45000]	Loss: 0.0100	LR: 0.000800
Training Epoch: 10 [3840/45000]	Loss: 0.0073	LR: 0.000800
Training Epoch: 10 [4096/45000]	Loss: 0.0072	LR: 0.000800
Training Epoch: 10 [4352/45000]	Loss: 0.0094	LR: 0.000800
Training Epoch: 10 [4608/45000]	Loss: 0.0087	LR: 0.000800
Training Epoch: 10 [4864/45000]	Loss: 0.0129	LR: 0.000800
Training Epoch: 10 [5120/45000]	Loss: 0.0070	LR: 0.000800
Training Epoch: 10 [5376/45000]	Loss: 0.0081	LR: 0.000800
Training Epoch: 10 [5632/45000]	Loss: 0.0085	LR: 0.000800
Training Epoch: 10 [5888/45000]	Loss: 0.0090	LR: 0.000800
Training Epoch: 10 [6144/45000]	Loss: 0.0097	LR: 0.000800
Training Epoch: 10 [6400/45000]	Loss: 0.0086	LR: 0.000800
Training Epoch: 10 [6656/45000]	Loss: 0.0071	LR: 0.000800
Training Epoch: 10 [6912/45000]	Loss: 0.0091	LR: 0.000800
Training Epoch: 10 [7168/45000]	Loss: 0.0142	LR: 0.000800
Training Epoch: 10 [7424/45000]	Loss: 0.0091	LR: 0.000800
Training Epoch: 10 [7680/45000]	Loss: 0.0096	LR: 0.000800
Training Epoch: 10 [7936/45000]	Loss: 0.0088	LR: 0.000800
Training Epoch: 10 [8192/45000]	Loss: 0.0084	LR: 0.000800
Training Epoch: 10 [8448/45000]	Loss: 0.0089	LR: 0.000800
Training Epoch: 10 [8704/45000]	Loss: 0.0086	LR: 0.000800
Training Epoch: 10 [8960/45000]	Loss: 0.0101	LR: 0.000800
Training Epoch: 10 [9216/45000]	Loss: 0.0081	LR: 0.000800
Training Epoch: 10 [9472/45000]	Loss: 0.0077	LR: 0.000800
Training Epoch: 10 [9728/45000]	Loss: 0.0094	LR: 0.000800
Training Epoch: 10 [9984/45000]	Loss: 0.0105	LR: 0.000800
Training Epoch: 10 [10240/45000]	Loss: 0.0101	LR: 0.000800
Training Epoch: 10 [10496/45000]	Loss: 0.0093	LR: 0.000800
Training Epoch: 10 [10752/45000]	Loss: 0.0085	LR: 0.000800
Training Epoch: 10 [11008/45000]	Loss: 0.0077	LR: 0.000800
Training Epoch: 10 [11264/45000]	Loss: 0.0117	LR: 0.000800
Training Epoch: 10 [11520/45000]	Loss: 0.0086	LR: 0.000800
Training Epoch: 10 [11776/45000]	Loss: 0.0087	LR: 0.000800
Training Epoch: 10 [12032/45000]	Loss: 0.0080	LR: 0.000800
Training Epoch: 10 [12288/45000]	Loss: 0.0086	LR: 0.000800
Training Epoch: 10 [12544/45000]	Loss: 0.0109	LR: 0.000800
Training Epoch: 10 [12800/45000]	Loss: 0.0079	LR: 0.000800
Training Epoch: 10 [13056/45000]	Loss: 0.0120	LR: 0.000800
Training Epoch: 10 [13312/45000]	Loss: 0.0069	LR: 0.000800
Training Epoch: 10 [13568/45000]	Loss: 0.0090	LR: 0.000800
Training Epoch: 10 [13824/45000]	Loss: 0.0112	LR: 0.000800
Training Epoch: 10 [14080/45000]	Loss: 0.0100	LR: 0.000800
Training Epoch: 10 [14336/45000]	Loss: 0.0108	LR: 0.000800
Training Epoch: 10 [14592/45000]	Loss: 0.0101	LR: 0.000800
Training Epoch: 10 [14848/45000]	Loss: 0.0063	LR: 0.000800
Training Epoch: 10 [15104/45000]	Loss: 0.0101	LR: 0.000800
Training Epoch: 10 [15360/45000]	Loss: 0.0123	LR: 0.000800
Training Epoch: 10 [15616/45000]	Loss: 0.0115	LR: 0.000800
Training Epoch: 10 [15872/45000]	Loss: 0.0091	LR: 0.000800
Training Epoch: 10 [16128/45000]	Loss: 0.0097	LR: 0.000800
Training Epoch: 10 [16384/45000]	Loss: 0.0081	LR: 0.000800
Training Epoch: 10 [16640/45000]	Loss: 0.0070	LR: 0.000800
Training Epoch: 10 [16896/45000]	Loss: 0.0095	LR: 0.000800
Training Epoch: 10 [17152/45000]	Loss: 0.0086	LR: 0.000800
Training Epoch: 10 [17408/45000]	Loss: 0.0100	LR: 0.000800
Training Epoch: 10 [17664/45000]	Loss: 0.0101	LR: 0.000800
Training Epoch: 10 [17920/45000]	Loss: 0.0086	LR: 0.000800
Training Epoch: 10 [18176/45000]	Loss: 0.0076	LR: 0.000800
Training Epoch: 10 [18432/45000]	Loss: 0.0124	LR: 0.000800
Training Epoch: 10 [18688/45000]	Loss: 0.0107	LR: 0.000800
Training Epoch: 10 [18944/45000]	Loss: 0.0094	LR: 0.000800
Training Epoch: 10 [19200/45000]	Loss: 0.0077	LR: 0.000800
Training Epoch: 10 [19456/45000]	Loss: 0.0099	LR: 0.000800
Training Epoch: 10 [19712/45000]	Loss: 0.0130	LR: 0.000800
Training Epoch: 10 [19968/45000]	Loss: 0.0082	LR: 0.000800
Training Epoch: 10 [20224/45000]	Loss: 0.0085	LR: 0.000800
Training Epoch: 10 [20480/45000]	Loss: 0.0087	LR: 0.000800
Training Epoch: 10 [20736/45000]	Loss: 0.0092	LR: 0.000800
Training Epoch: 10 [20992/45000]	Loss: 0.0086	LR: 0.000800
Training Epoch: 10 [21248/45000]	Loss: 0.0099	LR: 0.000800
Training Epoch: 10 [21504/45000]	Loss: 0.0086	LR: 0.000800
Training Epoch: 10 [21760/45000]	Loss: 0.0085	LR: 0.000800
Training Epoch: 10 [22016/45000]	Loss: 0.0088	LR: 0.000800
Training Epoch: 10 [22272/45000]	Loss: 0.0086	LR: 0.000800
Training Epoch: 10 [22528/45000]	Loss: 0.0098	LR: 0.000800
Training Epoch: 10 [22784/45000]	Loss: 0.0081	LR: 0.000800
Training Epoch: 10 [23040/45000]	Loss: 0.0084	LR: 0.000800
Training Epoch: 10 [23296/45000]	Loss: 0.0108	LR: 0.000800
Training Epoch: 10 [23552/45000]	Loss: 0.0073	LR: 0.000800
Training Epoch: 10 [23808/45000]	Loss: 0.0097	LR: 0.000800
Training Epoch: 10 [24064/45000]	Loss: 0.0091	LR: 0.000800
Training Epoch: 10 [24320/45000]	Loss: 0.0057	LR: 0.000800
Training Epoch: 10 [24576/45000]	Loss: 0.0099	LR: 0.000800
Training Epoch: 10 [24832/45000]	Loss: 0.0135	LR: 0.000800
Training Epoch: 10 [25088/45000]	Loss: 0.0128	LR: 0.000800
Training Epoch: 10 [25344/45000]	Loss: 0.0119	LR: 0.000800
Training Epoch: 10 [25600/45000]	Loss: 0.0087	LR: 0.000800
Training Epoch: 10 [25856/45000]	Loss: 0.0080	LR: 0.000800
Training Epoch: 10 [26112/45000]	Loss: 0.0092	LR: 0.000800
Training Epoch: 10 [26368/45000]	Loss: 0.0087	LR: 0.000800
Training Epoch: 10 [26624/45000]	Loss: 0.0106	LR: 0.000800
Training Epoch: 10 [26880/45000]	Loss: 0.0068	LR: 0.000800
Training Epoch: 10 [27136/45000]	Loss: 0.0116	LR: 0.000800
Training Epoch: 10 [27392/45000]	Loss: 0.0086	LR: 0.000800
Training Epoch: 10 [27648/45000]	Loss: 0.0105	LR: 0.000800
Training Epoch: 10 [27904/45000]	Loss: 0.0081	LR: 0.000800
Training Epoch: 10 [28160/45000]	Loss: 0.0079	LR: 0.000800
Training Epoch: 10 [28416/45000]	Loss: 0.0084	LR: 0.000800
Training Epoch: 10 [28672/45000]	Loss: 0.0090	LR: 0.000800
Training Epoch: 10 [28928/45000]	Loss: 0.0075	LR: 0.000800
Training Epoch: 10 [29184/45000]	Loss: 0.0111	LR: 0.000800
Training Epoch: 10 [29440/45000]	Loss: 0.0088	LR: 0.000800
Training Epoch: 10 [29696/45000]	Loss: 0.0079	LR: 0.000800
Training Epoch: 10 [29952/45000]	Loss: 0.0072	LR: 0.000800
Training Epoch: 10 [30208/45000]	Loss: 0.0139	LR: 0.000800
Training Epoch: 10 [30464/45000]	Loss: 0.0101	LR: 0.000800
Training Epoch: 10 [30720/45000]	Loss: 0.0101	LR: 0.000800
Training Epoch: 10 [30976/45000]	Loss: 0.0082	LR: 0.000800
Training Epoch: 10 [31232/45000]	Loss: 0.0071	LR: 0.000800
Training Epoch: 10 [31488/45000]	Loss: 0.0073	LR: 0.000800
Training Epoch: 10 [31744/45000]	Loss: 0.0108	LR: 0.000800
Training Epoch: 10 [32000/45000]	Loss: 0.0106	LR: 0.000800
Training Epoch: 10 [32256/45000]	Loss: 0.0081	LR: 0.000800
Training Epoch: 10 [32512/45000]	Loss: 0.0094	LR: 0.000800
Training Epoch: 10 [32768/45000]	Loss: 0.0100	LR: 0.000800
Training Epoch: 10 [33024/45000]	Loss: 0.0101	LR: 0.000800
Training Epoch: 10 [33280/45000]	Loss: 0.0122	LR: 0.000800
Training Epoch: 10 [33536/45000]	Loss: 0.0090	LR: 0.000800
Training Epoch: 10 [33792/45000]	Loss: 0.0080	LR: 0.000800
Training Epoch: 10 [34048/45000]	Loss: 0.0076	LR: 0.000800
Training Epoch: 10 [34304/45000]	Loss: 0.0118	LR: 0.000800
Training Epoch: 10 [34560/45000]	Loss: 0.0101	LR: 0.000800
Training Epoch: 10 [34816/45000]	Loss: 0.0079	LR: 0.000800
Training Epoch: 10 [35072/45000]	Loss: 0.0090	LR: 0.000800
Training Epoch: 10 [35328/45000]	Loss: 0.0101	LR: 0.000800
Training Epoch: 10 [35584/45000]	Loss: 0.0143	LR: 0.000800
Training Epoch: 10 [35840/45000]	Loss: 0.0089	LR: 0.000800
Training Epoch: 10 [36096/45000]	Loss: 0.0081	LR: 0.000800
Training Epoch: 10 [36352/45000]	Loss: 0.0114	LR: 0.000800
Training Epoch: 10 [36608/45000]	Loss: 0.0086	LR: 0.000800
Training Epoch: 10 [36864/45000]	Loss: 0.0085	LR: 0.000800
Training Epoch: 10 [37120/45000]	Loss: 0.0165	LR: 0.000800
Training Epoch: 10 [37376/45000]	Loss: 0.0102	LR: 0.000800
Training Epoch: 10 [37632/45000]	Loss: 0.0088	LR: 0.000800
Training Epoch: 10 [37888/45000]	Loss: 0.0094	LR: 0.000800
Training Epoch: 10 [38144/45000]	Loss: 0.0127	LR: 0.000800
Training Epoch: 10 [38400/45000]	Loss: 0.0073	LR: 0.000800
Training Epoch: 10 [38656/45000]	Loss: 0.0074	LR: 0.000800
Training Epoch: 10 [38912/45000]	Loss: 0.0103	LR: 0.000800
Training Epoch: 10 [39168/45000]	Loss: 0.0099	LR: 0.000800
Training Epoch: 10 [39424/45000]	Loss: 0.0086	LR: 0.000800
Training Epoch: 10 [39680/45000]	Loss: 0.0095	LR: 0.000800
Training Epoch: 10 [39936/45000]	Loss: 0.0076	LR: 0.000800
Training Epoch: 10 [40192/45000]	Loss: 0.0155	LR: 0.000800
Training Epoch: 10 [40448/45000]	Loss: 0.0097	LR: 0.000800
Training Epoch: 10 [40704/45000]	Loss: 0.0083	LR: 0.000800
Training Epoch: 10 [40960/45000]	Loss: 0.0100	LR: 0.000800
Training Epoch: 10 [41216/45000]	Loss: 0.0109	LR: 0.000800
Training Epoch: 10 [41472/45000]	Loss: 0.0087	LR: 0.000800
Training Epoch: 10 [41728/45000]	Loss: 0.0088	LR: 0.000800
Training Epoch: 10 [41984/45000]	Loss: 0.0094	LR: 0.000800
Training Epoch: 10 [42240/45000]	Loss: 0.0079	LR: 0.000800
Training Epoch: 10 [42496/45000]	Loss: 0.0077	LR: 0.000800
Training Epoch: 10 [42752/45000]	Loss: 0.0083	LR: 0.000800
Training Epoch: 10 [43008/45000]	Loss: 0.0094	LR: 0.000800
Training Epoch: 10 [43264/45000]	Loss: 0.0057	LR: 0.000800
Training Epoch: 10 [43520/45000]	Loss: 0.0088	LR: 0.000800
Training Epoch: 10 [43776/45000]	Loss: 0.0076	LR: 0.000800
Training Epoch: 10 [44032/45000]	Loss: 0.0088	LR: 0.000800
Training Epoch: 10 [44288/45000]	Loss: 0.0090	LR: 0.000800
Training Epoch: 10 [44544/45000]	Loss: 0.0077	LR: 0.000800
Training Epoch: 10 [44800/45000]	Loss: 0.0090	LR: 0.000800
Training Epoch: 10 [45000/45000]	Loss: 0.0087	LR: 0.000800
Epoch 10 - Average Train Loss: 0.0093, Train Accuracy: 1.0000
Epoch 10 training time consumed: 17.36s
Evaluating Network.....
Test set: Epoch: 10, Average loss: 0.0026, Accuracy: 0.8223, Time consumed:0.95s
Saving weights file to checkpoint/retrain/ResNet18/Saturday_02_August_2025_00h_58m_34s/ResNet18-Cifar10-seed6-ret100-10-best.pth
Valid (Test) Dl:  10000
Train Dl:  50000
Retain Train Dl:  45000
Forget Train Dl:  5000
Retain Valid Dl:  45000
Forget Valid Dl:  5000
retain_prob Distribution: 10000 samples
test_prob Distribution: 10000 samples
forget_prob Distribution: 5000 samples
Set1 Distribution: 5000 samples
Set2 Distribution: 5000 samples
Set1 Distribution: 5000 samples
Set2 Distribution: 5000 samples
Set1 Distribution: 10000 samples
Set2 Distribution: 10000 samples
Set1 Distribution: 10000 samples
Set2 Distribution: 10000 samples
Test Accuracy: 82.353515625
Retain Accuracy: 100.0
Zero-Retain Forget (ZRF): 0.77474445104599
Membership Inference Attack (MIA): 0.607
Forget vs Retain Membership Inference Attack (MIA): 0.629
Forget vs Test Membership Inference Attack (MIA): 0.494
Test vs Retain Membership Inference Attack (MIA): 0.6315
Train vs Test Membership Inference Attack (MIA): 0.63625
Forget Set Accuracy (Df): 82.99402618408203
Method Execution Time: 1106.75 seconds
