hello
hello
Labels

📌S Retain class distribution for seed 9:
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 9:
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: 2.4856	LR: 0.000000
Training Epoch: 1 [512/45000]	Loss: 2.4729	LR: 0.000568
Training Epoch: 1 [768/45000]	Loss: 2.4834	LR: 0.001136
Training Epoch: 1 [1024/45000]	Loss: 2.4238	LR: 0.001705
Training Epoch: 1 [1280/45000]	Loss: 2.3813	LR: 0.002273
Training Epoch: 1 [1536/45000]	Loss: 2.3158	LR: 0.002841
Training Epoch: 1 [1792/45000]	Loss: 2.2369	LR: 0.003409
Training Epoch: 1 [2048/45000]	Loss: 2.2275	LR: 0.003977
Training Epoch: 1 [2304/45000]	Loss: 2.2742	LR: 0.004545
Training Epoch: 1 [2560/45000]	Loss: 2.3197	LR: 0.005114
Training Epoch: 1 [2816/45000]	Loss: 2.2537	LR: 0.005682
Training Epoch: 1 [3072/45000]	Loss: 2.2469	LR: 0.006250
Training Epoch: 1 [3328/45000]	Loss: 2.3002	LR: 0.006818
Training Epoch: 1 [3584/45000]	Loss: 1.9989	LR: 0.007386
Training Epoch: 1 [3840/45000]	Loss: 2.0083	LR: 0.007955
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Training Epoch: 1 [4352/45000]	Loss: 1.9659	LR: 0.009091
Training Epoch: 1 [4608/45000]	Loss: 1.9024	LR: 0.009659
Training Epoch: 1 [4864/45000]	Loss: 1.8995	LR: 0.010227
Training Epoch: 1 [5120/45000]	Loss: 1.8398	LR: 0.010795
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Training Epoch: 1 [5632/45000]	Loss: 1.6398	LR: 0.011932
Training Epoch: 1 [5888/45000]	Loss: 1.7041	LR: 0.012500
Training Epoch: 1 [6144/45000]	Loss: 1.8013	LR: 0.013068
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Training Epoch: 1 [6656/45000]	Loss: 1.8503	LR: 0.014205
Training Epoch: 1 [6912/45000]	Loss: 1.6747	LR: 0.014773
Training Epoch: 1 [7168/45000]	Loss: 1.7531	LR: 0.015341
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Training Epoch: 1 [7680/45000]	Loss: 1.7687	LR: 0.016477
Training Epoch: 1 [7936/45000]	Loss: 1.6904	LR: 0.017045
Training Epoch: 1 [8192/45000]	Loss: 1.7050	LR: 0.017614
Training Epoch: 1 [8448/45000]	Loss: 1.7506	LR: 0.018182
Training Epoch: 1 [8704/45000]	Loss: 1.8359	LR: 0.018750
Training Epoch: 1 [8960/45000]	Loss: 1.6548	LR: 0.019318
Training Epoch: 1 [9216/45000]	Loss: 1.6799	LR: 0.019886
Training Epoch: 1 [9472/45000]	Loss: 1.5831	LR: 0.020455
Training Epoch: 1 [9728/45000]	Loss: 1.6314	LR: 0.021023
Training Epoch: 1 [9984/45000]	Loss: 1.6678	LR: 0.021591
Training Epoch: 1 [10240/45000]	Loss: 1.5437	LR: 0.022159
Training Epoch: 1 [10496/45000]	Loss: 1.6078	LR: 0.022727
Training Epoch: 1 [10752/45000]	Loss: 1.6001	LR: 0.023295
Training Epoch: 1 [11008/45000]	Loss: 1.5929	LR: 0.023864
Training Epoch: 1 [11264/45000]	Loss: 1.6179	LR: 0.024432
Training Epoch: 1 [11520/45000]	Loss: 1.7191	LR: 0.025000
Training Epoch: 1 [11776/45000]	Loss: 1.5321	LR: 0.025568
Training Epoch: 1 [12032/45000]	Loss: 1.7465	LR: 0.026136
Training Epoch: 1 [12288/45000]	Loss: 1.6626	LR: 0.026705
Training Epoch: 1 [12544/45000]	Loss: 1.5730	LR: 0.027273
Training Epoch: 1 [12800/45000]	Loss: 1.7380	LR: 0.027841
Training Epoch: 1 [13056/45000]	Loss: 1.7456	LR: 0.028409
Training Epoch: 1 [13312/45000]	Loss: 1.5916	LR: 0.028977
Training Epoch: 1 [13568/45000]	Loss: 1.7706	LR: 0.029545
Training Epoch: 1 [13824/45000]	Loss: 1.7216	LR: 0.030114
Training Epoch: 1 [14080/45000]	Loss: 1.5479	LR: 0.030682
Training Epoch: 1 [14336/45000]	Loss: 1.6397	LR: 0.031250
Training Epoch: 1 [14592/45000]	Loss: 1.6096	LR: 0.031818
Training Epoch: 1 [14848/45000]	Loss: 1.5913	LR: 0.032386
Training Epoch: 1 [15104/45000]	Loss: 1.7392	LR: 0.032955
Training Epoch: 1 [15360/45000]	Loss: 1.5475	LR: 0.033523
Training Epoch: 1 [15616/45000]	Loss: 1.6984	LR: 0.034091
Training Epoch: 1 [15872/45000]	Loss: 1.6481	LR: 0.034659
Training Epoch: 1 [16128/45000]	Loss: 1.5384	LR: 0.035227
Training Epoch: 1 [16384/45000]	Loss: 1.6488	LR: 0.035795
Training Epoch: 1 [16640/45000]	Loss: 1.5935	LR: 0.036364
Training Epoch: 1 [16896/45000]	Loss: 1.4597	LR: 0.036932
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Training Epoch: 1 [17920/45000]	Loss: 1.4356	LR: 0.039205
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Training Epoch: 1 [18432/45000]	Loss: 1.3985	LR: 0.040341
Training Epoch: 1 [18688/45000]	Loss: 1.4300	LR: 0.040909
Training Epoch: 1 [18944/45000]	Loss: 1.4878	LR: 0.041477
Training Epoch: 1 [19200/45000]	Loss: 1.5061	LR: 0.042045
Training Epoch: 1 [19456/45000]	Loss: 1.5232	LR: 0.042614
Training Epoch: 1 [19712/45000]	Loss: 1.4747	LR: 0.043182
Training Epoch: 1 [19968/45000]	Loss: 1.4201	LR: 0.043750
Training Epoch: 1 [20224/45000]	Loss: 1.7382	LR: 0.044318
Training Epoch: 1 [20480/45000]	Loss: 1.6191	LR: 0.044886
Training Epoch: 1 [20736/45000]	Loss: 1.3666	LR: 0.045455
Training Epoch: 1 [20992/45000]	Loss: 1.6075	LR: 0.046023
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Training Epoch: 1 [21504/45000]	Loss: 1.3542	LR: 0.047159
Training Epoch: 1 [21760/45000]	Loss: 1.6180	LR: 0.047727
Training Epoch: 1 [22016/45000]	Loss: 1.6980	LR: 0.048295
Training Epoch: 1 [22272/45000]	Loss: 1.5185	LR: 0.048864
Training Epoch: 1 [22528/45000]	Loss: 1.4178	LR: 0.049432
Training Epoch: 1 [22784/45000]	Loss: 1.5729	LR: 0.050000
Training Epoch: 1 [23040/45000]	Loss: 1.3948	LR: 0.050568
Training Epoch: 1 [23296/45000]	Loss: 1.5648	LR: 0.051136
Training Epoch: 1 [23552/45000]	Loss: 1.4829	LR: 0.051705
Training Epoch: 1 [23808/45000]	Loss: 1.3651	LR: 0.052273
Training Epoch: 1 [24064/45000]	Loss: 1.4790	LR: 0.052841
Training Epoch: 1 [24320/45000]	Loss: 1.4254	LR: 0.053409
Training Epoch: 1 [24576/45000]	Loss: 1.3523	LR: 0.053977
Training Epoch: 1 [24832/45000]	Loss: 1.3580	LR: 0.054545
Training Epoch: 1 [25088/45000]	Loss: 1.4810	LR: 0.055114
Training Epoch: 1 [25344/45000]	Loss: 1.4456	LR: 0.055682
Training Epoch: 1 [25600/45000]	Loss: 1.5439	LR: 0.056250
Training Epoch: 1 [25856/45000]	Loss: 1.5316	LR: 0.056818
Training Epoch: 1 [26112/45000]	Loss: 1.4947	LR: 0.057386
Training Epoch: 1 [26368/45000]	Loss: 1.5188	LR: 0.057955
Training Epoch: 1 [26624/45000]	Loss: 1.4716	LR: 0.058523
Training Epoch: 1 [26880/45000]	Loss: 1.4428	LR: 0.059091
Training Epoch: 1 [27136/45000]	Loss: 1.5937	LR: 0.059659
Training Epoch: 1 [27392/45000]	Loss: 1.4815	LR: 0.060227
Training Epoch: 1 [27648/45000]	Loss: 1.5265	LR: 0.060795
Training Epoch: 1 [27904/45000]	Loss: 1.3976	LR: 0.061364
Training Epoch: 1 [28160/45000]	Loss: 1.5078	LR: 0.061932
Training Epoch: 1 [28416/45000]	Loss: 1.4551	LR: 0.062500
Training Epoch: 1 [28672/45000]	Loss: 1.4113	LR: 0.063068
Training Epoch: 1 [28928/45000]	Loss: 1.4001	LR: 0.063636
Training Epoch: 1 [29184/45000]	Loss: 1.4243	LR: 0.064205
Training Epoch: 1 [29440/45000]	Loss: 1.4052	LR: 0.064773
Training Epoch: 1 [29696/45000]	Loss: 1.5477	LR: 0.065341
Training Epoch: 1 [29952/45000]	Loss: 1.2839	LR: 0.065909
Training Epoch: 1 [30208/45000]	Loss: 1.3216	LR: 0.066477
Training Epoch: 1 [30464/45000]	Loss: 1.2238	LR: 0.067045
Training Epoch: 1 [30720/45000]	Loss: 1.2231	LR: 0.067614
Training Epoch: 1 [30976/45000]	Loss: 1.4255	LR: 0.068182
Training Epoch: 1 [31232/45000]	Loss: 1.3209	LR: 0.068750
Training Epoch: 1 [31488/45000]	Loss: 1.4840	LR: 0.069318
Training Epoch: 1 [31744/45000]	Loss: 1.3986	LR: 0.069886
Training Epoch: 1 [32000/45000]	Loss: 1.4818	LR: 0.070455
Training Epoch: 1 [32256/45000]	Loss: 1.5062	LR: 0.071023
Training Epoch: 1 [32512/45000]	Loss: 1.3380	LR: 0.071591
Training Epoch: 1 [32768/45000]	Loss: 1.3826	LR: 0.072159
Training Epoch: 1 [33024/45000]	Loss: 1.5364	LR: 0.072727
Training Epoch: 1 [33280/45000]	Loss: 1.3084	LR: 0.073295
Training Epoch: 1 [33536/45000]	Loss: 1.2850	LR: 0.073864
Training Epoch: 1 [33792/45000]	Loss: 1.4678	LR: 0.074432
Training Epoch: 1 [34048/45000]	Loss: 1.1928	LR: 0.075000
Training Epoch: 1 [34304/45000]	Loss: 1.3522	LR: 0.075568
Training Epoch: 1 [34560/45000]	Loss: 1.2473	LR: 0.076136
Training Epoch: 1 [34816/45000]	Loss: 1.3149	LR: 0.076705
Training Epoch: 1 [35072/45000]	Loss: 1.2239	LR: 0.077273
Training Epoch: 1 [35328/45000]	Loss: 1.1882	LR: 0.077841
Training Epoch: 1 [35584/45000]	Loss: 1.3086	LR: 0.078409
Training Epoch: 1 [35840/45000]	Loss: 1.3794	LR: 0.078977
Training Epoch: 1 [36096/45000]	Loss: 1.2740	LR: 0.079545
Training Epoch: 1 [36352/45000]	Loss: 1.2463	LR: 0.080114
Training Epoch: 1 [36608/45000]	Loss: 1.3427	LR: 0.080682
Training Epoch: 1 [36864/45000]	Loss: 1.2872	LR: 0.081250
Training Epoch: 1 [37120/45000]	Loss: 1.1275	LR: 0.081818
Training Epoch: 1 [37376/45000]	Loss: 1.3081	LR: 0.082386
Training Epoch: 1 [37632/45000]	Loss: 1.3243	LR: 0.082955
Training Epoch: 1 [37888/45000]	Loss: 1.1067	LR: 0.083523
Training Epoch: 1 [38144/45000]	Loss: 1.2820	LR: 0.084091
Training Epoch: 1 [38400/45000]	Loss: 1.2718	LR: 0.084659
Training Epoch: 1 [38656/45000]	Loss: 1.1567	LR: 0.085227
Training Epoch: 1 [38912/45000]	Loss: 1.2731	LR: 0.085795
Training Epoch: 1 [39168/45000]	Loss: 1.3034	LR: 0.086364
Training Epoch: 1 [39424/45000]	Loss: 1.2089	LR: 0.086932
Training Epoch: 1 [39680/45000]	Loss: 1.3810	LR: 0.087500
Training Epoch: 1 [39936/45000]	Loss: 1.2579	LR: 0.088068
Training Epoch: 1 [40192/45000]	Loss: 1.2643	LR: 0.088636
Training Epoch: 1 [40448/45000]	Loss: 1.1638	LR: 0.089205
Training Epoch: 1 [40704/45000]	Loss: 1.0275	LR: 0.089773
Training Epoch: 1 [40960/45000]	Loss: 1.3258	LR: 0.090341
Training Epoch: 1 [41216/45000]	Loss: 1.0947	LR: 0.090909
Training Epoch: 1 [41472/45000]	Loss: 1.1867	LR: 0.091477
Training Epoch: 1 [41728/45000]	Loss: 1.2766	LR: 0.092045
Training Epoch: 1 [41984/45000]	Loss: 1.2715	LR: 0.092614
Training Epoch: 1 [42240/45000]	Loss: 1.3084	LR: 0.093182
Training Epoch: 1 [42496/45000]	Loss: 1.1754	LR: 0.093750
Training Epoch: 1 [42752/45000]	Loss: 1.1130	LR: 0.094318
Training Epoch: 1 [43008/45000]	Loss: 1.2541	LR: 0.094886
Training Epoch: 1 [43264/45000]	Loss: 1.2565	LR: 0.095455
Training Epoch: 1 [43520/45000]	Loss: 1.2766	LR: 0.096023
Training Epoch: 1 [43776/45000]	Loss: 1.1814	LR: 0.096591
Training Epoch: 1 [44032/45000]	Loss: 1.1065	LR: 0.097159
Training Epoch: 1 [44288/45000]	Loss: 1.3484	LR: 0.097727
Training Epoch: 1 [44544/45000]	Loss: 1.0531	LR: 0.098295
Training Epoch: 1 [44800/45000]	Loss: 1.0563	LR: 0.098864
Training Epoch: 1 [45000/45000]	Loss: 1.2379	LR: 0.099432
Epoch 1 - Average Train Loss: 1.5432, Train Accuracy: 0.4406
Epoch 1 training time consumed: 17.94s
Evaluating Network.....
Test set: Epoch: 1, Average loss: 0.0098, Accuracy: 0.4499, Time consumed:1.04s
Saving weights file to checkpoint/retrain/ResNet18/Saturday_02_August_2025_01h_54m_38s/ResNet18-Cifar10-seed9-ret100-1-best.pth
Training Epoch: 2 [256/45000]	Loss: 1.1635	LR: 0.020000
Training Epoch: 2 [512/45000]	Loss: 1.1805	LR: 0.020000
Training Epoch: 2 [768/45000]	Loss: 1.0026	LR: 0.020000
Training Epoch: 2 [1024/45000]	Loss: 1.0545	LR: 0.020000
Training Epoch: 2 [1280/45000]	Loss: 0.9992	LR: 0.020000
Training Epoch: 2 [1536/45000]	Loss: 1.0006	LR: 0.020000
Training Epoch: 2 [1792/45000]	Loss: 1.0687	LR: 0.020000
Training Epoch: 2 [2048/45000]	Loss: 1.0304	LR: 0.020000
Training Epoch: 2 [2304/45000]	Loss: 1.0159	LR: 0.020000
Training Epoch: 2 [2560/45000]	Loss: 0.9257	LR: 0.020000
Training Epoch: 2 [2816/45000]	Loss: 0.9911	LR: 0.020000
Training Epoch: 2 [3072/45000]	Loss: 0.9863	LR: 0.020000
Training Epoch: 2 [3328/45000]	Loss: 0.8894	LR: 0.020000
Training Epoch: 2 [3584/45000]	Loss: 0.7945	LR: 0.020000
Training Epoch: 2 [3840/45000]	Loss: 0.9053	LR: 0.020000
Training Epoch: 2 [4096/45000]	Loss: 0.8179	LR: 0.020000
Training Epoch: 2 [4352/45000]	Loss: 1.0027	LR: 0.020000
Training Epoch: 2 [4608/45000]	Loss: 0.9217	LR: 0.020000
Training Epoch: 2 [4864/45000]	Loss: 0.9026	LR: 0.020000
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Training Epoch: 2 [5632/45000]	Loss: 0.8941	LR: 0.020000
Training Epoch: 2 [5888/45000]	Loss: 0.8909	LR: 0.020000
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Training Epoch: 2 [7936/45000]	Loss: 0.9137	LR: 0.020000
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Training Epoch: 2 [8448/45000]	Loss: 0.8988	LR: 0.020000
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Training Epoch: 2 [8960/45000]	Loss: 0.8101	LR: 0.020000
Training Epoch: 2 [9216/45000]	Loss: 0.8250	LR: 0.020000
Training Epoch: 2 [9472/45000]	Loss: 0.7901	LR: 0.020000
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Training Epoch: 2 [9984/45000]	Loss: 0.8068	LR: 0.020000
Training Epoch: 2 [10240/45000]	Loss: 0.7867	LR: 0.020000
Training Epoch: 2 [10496/45000]	Loss: 0.7933	LR: 0.020000
Training Epoch: 2 [10752/45000]	Loss: 0.8111	LR: 0.020000
Training Epoch: 2 [11008/45000]	Loss: 0.7747	LR: 0.020000
Training Epoch: 2 [11264/45000]	Loss: 0.8881	LR: 0.020000
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Training Epoch: 2 [11776/45000]	Loss: 0.8552	LR: 0.020000
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Training Epoch: 2 [20224/45000]	Loss: 0.7963	LR: 0.020000
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Training Epoch: 2 [25856/45000]	Loss: 0.8506	LR: 0.020000
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Training Epoch: 2 [27904/45000]	Loss: 0.6831	LR: 0.020000
Training Epoch: 2 [28160/45000]	Loss: 0.7232	LR: 0.020000
Training Epoch: 2 [28416/45000]	Loss: 0.7028	LR: 0.020000
Training Epoch: 2 [28672/45000]	Loss: 0.8730	LR: 0.020000
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Training Epoch: 2 [38144/45000]	Loss: 0.7066	LR: 0.020000
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Training Epoch: 2 [38656/45000]	Loss: 0.7828	LR: 0.020000
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Training Epoch: 2 [39168/45000]	Loss: 0.7010	LR: 0.020000
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Training Epoch: 2 [40192/45000]	Loss: 0.6521	LR: 0.020000
Training Epoch: 2 [40448/45000]	Loss: 0.7539	LR: 0.020000
Training Epoch: 2 [40704/45000]	Loss: 0.6951	LR: 0.020000
Training Epoch: 2 [40960/45000]	Loss: 0.6812	LR: 0.020000
Training Epoch: 2 [41216/45000]	Loss: 0.6504	LR: 0.020000
Training Epoch: 2 [41472/45000]	Loss: 0.8247	LR: 0.020000
Training Epoch: 2 [41728/45000]	Loss: 0.6077	LR: 0.020000
Training Epoch: 2 [41984/45000]	Loss: 0.7592	LR: 0.020000
Training Epoch: 2 [42240/45000]	Loss: 0.7017	LR: 0.020000
Training Epoch: 2 [42496/45000]	Loss: 0.6552	LR: 0.020000
Training Epoch: 2 [42752/45000]	Loss: 0.6325	LR: 0.020000
Training Epoch: 2 [43008/45000]	Loss: 0.6611	LR: 0.020000
Training Epoch: 2 [43264/45000]	Loss: 0.6629	LR: 0.020000
Training Epoch: 2 [43520/45000]	Loss: 0.7686	LR: 0.020000
Training Epoch: 2 [43776/45000]	Loss: 0.6249	LR: 0.020000
Training Epoch: 2 [44032/45000]	Loss: 0.6078	LR: 0.020000
Training Epoch: 2 [44288/45000]	Loss: 0.7224	LR: 0.020000
Training Epoch: 2 [44544/45000]	Loss: 0.7057	LR: 0.020000
Training Epoch: 2 [44800/45000]	Loss: 0.6662	LR: 0.020000
Training Epoch: 2 [45000/45000]	Loss: 0.7839	LR: 0.020000
Epoch 2 - Average Train Loss: 0.7945, Train Accuracy: 0.7171
Epoch 2 training time consumed: 17.27s
Evaluating Network.....
Test set: Epoch: 2, Average loss: 0.0035, Accuracy: 0.6953, Time consumed:1.03s
Saving weights file to checkpoint/retrain/ResNet18/Saturday_02_August_2025_01h_54m_38s/ResNet18-Cifar10-seed9-ret100-2-best.pth
Training Epoch: 3 [256/45000]	Loss: 0.6765	LR: 0.020000
Training Epoch: 3 [512/45000]	Loss: 0.6409	LR: 0.020000
Training Epoch: 3 [768/45000]	Loss: 0.6779	LR: 0.020000
Training Epoch: 3 [1024/45000]	Loss: 0.5783	LR: 0.020000
Training Epoch: 3 [1280/45000]	Loss: 0.5881	LR: 0.020000
Training Epoch: 3 [1536/45000]	Loss: 0.7786	LR: 0.020000
Training Epoch: 3 [1792/45000]	Loss: 0.6015	LR: 0.020000
Training Epoch: 3 [2048/45000]	Loss: 0.5588	LR: 0.020000
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Training Epoch: 3 [2560/45000]	Loss: 0.5530	LR: 0.020000
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Training Epoch: 3 [3072/45000]	Loss: 0.5940	LR: 0.020000
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Training Epoch: 3 [3840/45000]	Loss: 0.6159	LR: 0.020000
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Training Epoch: 3 [4352/45000]	Loss: 0.6322	LR: 0.020000
Training Epoch: 3 [4608/45000]	Loss: 0.5847	LR: 0.020000
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Training Epoch: 3 [5888/45000]	Loss: 0.6939	LR: 0.020000
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Training Epoch: 3 [26624/45000]	Loss: 0.5503	LR: 0.020000
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Training Epoch: 3 [29440/45000]	Loss: 0.5568	LR: 0.020000
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Training Epoch: 3 [36096/45000]	Loss: 0.5715	LR: 0.020000
Training Epoch: 3 [36352/45000]	Loss: 0.5656	LR: 0.020000
Training Epoch: 3 [36608/45000]	Loss: 0.5511	LR: 0.020000
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Training Epoch: 3 [39168/45000]	Loss: 0.5814	LR: 0.020000
Training Epoch: 3 [39424/45000]	Loss: 0.5507	LR: 0.020000
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Training Epoch: 3 [40192/45000]	Loss: 0.5904	LR: 0.020000
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Training Epoch: 3 [40704/45000]	Loss: 0.6350	LR: 0.020000
Training Epoch: 3 [40960/45000]	Loss: 0.6094	LR: 0.020000
Training Epoch: 3 [41216/45000]	Loss: 0.6147	LR: 0.020000
Training Epoch: 3 [41472/45000]	Loss: 0.7115	LR: 0.020000
Training Epoch: 3 [41728/45000]	Loss: 0.5938	LR: 0.020000
Training Epoch: 3 [41984/45000]	Loss: 0.6275	LR: 0.020000
Training Epoch: 3 [42240/45000]	Loss: 0.5864	LR: 0.020000
Training Epoch: 3 [42496/45000]	Loss: 0.5918	LR: 0.020000
Training Epoch: 3 [42752/45000]	Loss: 0.5758	LR: 0.020000
Training Epoch: 3 [43008/45000]	Loss: 0.6495	LR: 0.020000
Training Epoch: 3 [43264/45000]	Loss: 0.6709	LR: 0.020000
Training Epoch: 3 [43520/45000]	Loss: 0.7165	LR: 0.020000
Training Epoch: 3 [43776/45000]	Loss: 0.5888	LR: 0.020000
Training Epoch: 3 [44032/45000]	Loss: 0.4815	LR: 0.020000
Training Epoch: 3 [44288/45000]	Loss: 0.4653	LR: 0.020000
Training Epoch: 3 [44544/45000]	Loss: 0.5853	LR: 0.020000
Training Epoch: 3 [44800/45000]	Loss: 0.6896	LR: 0.020000
Training Epoch: 3 [45000/45000]	Loss: 0.5192	LR: 0.020000
Epoch 3 - Average Train Loss: 0.5919, Train Accuracy: 0.7909
Epoch 3 training time consumed: 17.59s
Evaluating Network.....
Test set: Epoch: 3, Average loss: 0.0028, Accuracy: 0.7557, Time consumed:0.93s
Saving weights file to checkpoint/retrain/ResNet18/Saturday_02_August_2025_01h_54m_38s/ResNet18-Cifar10-seed9-ret100-3-best.pth
Training Epoch: 4 [256/45000]	Loss: 0.4916	LR: 0.020000
Training Epoch: 4 [512/45000]	Loss: 0.4808	LR: 0.020000
Training Epoch: 4 [768/45000]	Loss: 0.4648	LR: 0.020000
Training Epoch: 4 [1024/45000]	Loss: 0.4646	LR: 0.020000
Training Epoch: 4 [1280/45000]	Loss: 0.4658	LR: 0.020000
Training Epoch: 4 [1536/45000]	Loss: 0.3181	LR: 0.020000
Training Epoch: 4 [1792/45000]	Loss: 0.4822	LR: 0.020000
Training Epoch: 4 [2048/45000]	Loss: 0.4340	LR: 0.020000
Training Epoch: 4 [2304/45000]	Loss: 0.4117	LR: 0.020000
Training Epoch: 4 [2560/45000]	Loss: 0.3961	LR: 0.020000
Training Epoch: 4 [2816/45000]	Loss: 0.4054	LR: 0.020000
Training Epoch: 4 [3072/45000]	Loss: 0.4195	LR: 0.020000
Training Epoch: 4 [3328/45000]	Loss: 0.3565	LR: 0.020000
Training Epoch: 4 [3584/45000]	Loss: 0.3860	LR: 0.020000
Training Epoch: 4 [3840/45000]	Loss: 0.4829	LR: 0.020000
Training Epoch: 4 [4096/45000]	Loss: 0.3991	LR: 0.020000
Training Epoch: 4 [4352/45000]	Loss: 0.4424	LR: 0.020000
Training Epoch: 4 [4608/45000]	Loss: 0.4311	LR: 0.020000
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Training Epoch: 4 [5632/45000]	Loss: 0.4418	LR: 0.020000
Training Epoch: 4 [5888/45000]	Loss: 0.4254	LR: 0.020000
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Training Epoch: 4 [7424/45000]	Loss: 0.4532	LR: 0.020000
Training Epoch: 4 [7680/45000]	Loss: 0.3863	LR: 0.020000
Training Epoch: 4 [7936/45000]	Loss: 0.3651	LR: 0.020000
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Training Epoch: 4 [40960/45000]	Loss: 0.4447	LR: 0.020000
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Training Epoch: 4 [42496/45000]	Loss: 0.3895	LR: 0.020000
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Training Epoch: 4 [43264/45000]	Loss: 0.4120	LR: 0.020000
Training Epoch: 4 [43520/45000]	Loss: 0.4407	LR: 0.020000
Training Epoch: 4 [43776/45000]	Loss: 0.4553	LR: 0.020000
Training Epoch: 4 [44032/45000]	Loss: 0.4526	LR: 0.020000
Training Epoch: 4 [44288/45000]	Loss: 0.4493	LR: 0.020000
Training Epoch: 4 [44544/45000]	Loss: 0.5463	LR: 0.020000
Training Epoch: 4 [44800/45000]	Loss: 0.4907	LR: 0.020000
Training Epoch: 4 [45000/45000]	Loss: 0.3484	LR: 0.020000
Epoch 4 - Average Train Loss: 0.4511, Train Accuracy: 0.8410
Epoch 4 training time consumed: 17.46s
Evaluating Network.....
Test set: Epoch: 4, Average loss: 0.0027, Accuracy: 0.7693, Time consumed:1.03s
Saving weights file to checkpoint/retrain/ResNet18/Saturday_02_August_2025_01h_54m_38s/ResNet18-Cifar10-seed9-ret100-4-best.pth
Training Epoch: 5 [256/45000]	Loss: 0.3385	LR: 0.004000
Training Epoch: 5 [512/45000]	Loss: 0.2874	LR: 0.004000
Training Epoch: 5 [768/45000]	Loss: 0.3009	LR: 0.004000
Training Epoch: 5 [1024/45000]	Loss: 0.2876	LR: 0.004000
Training Epoch: 5 [1280/45000]	Loss: 0.3184	LR: 0.004000
Training Epoch: 5 [1536/45000]	Loss: 0.2839	LR: 0.004000
Training Epoch: 5 [1792/45000]	Loss: 0.2593	LR: 0.004000
Training Epoch: 5 [2048/45000]	Loss: 0.2521	LR: 0.004000
Training Epoch: 5 [2304/45000]	Loss: 0.3364	LR: 0.004000
Training Epoch: 5 [2560/45000]	Loss: 0.2505	LR: 0.004000
Training Epoch: 5 [2816/45000]	Loss: 0.2861	LR: 0.004000
Training Epoch: 5 [3072/45000]	Loss: 0.2438	LR: 0.004000
Training Epoch: 5 [3328/45000]	Loss: 0.2839	LR: 0.004000
Training Epoch: 5 [3584/45000]	Loss: 0.2225	LR: 0.004000
Training Epoch: 5 [3840/45000]	Loss: 0.2093	LR: 0.004000
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Training Epoch: 5 [5888/45000]	Loss: 0.3411	LR: 0.004000
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Training Epoch: 5 [7936/45000]	Loss: 0.2411	LR: 0.004000
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Training Epoch: 5 [8448/45000]	Loss: 0.1807	LR: 0.004000
Training Epoch: 5 [8704/45000]	Loss: 0.2411	LR: 0.004000
Training Epoch: 5 [8960/45000]	Loss: 0.2239	LR: 0.004000
Training Epoch: 5 [9216/45000]	Loss: 0.2623	LR: 0.004000
Training Epoch: 5 [9472/45000]	Loss: 0.2070	LR: 0.004000
Training Epoch: 5 [9728/45000]	Loss: 0.2064	LR: 0.004000
Training Epoch: 5 [9984/45000]	Loss: 0.2039	LR: 0.004000
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Training Epoch: 5 [10496/45000]	Loss: 0.2319	LR: 0.004000
Training Epoch: 5 [10752/45000]	Loss: 0.2294	LR: 0.004000
Training Epoch: 5 [11008/45000]	Loss: 0.2296	LR: 0.004000
Training Epoch: 5 [11264/45000]	Loss: 0.2425	LR: 0.004000
Training Epoch: 5 [11520/45000]	Loss: 0.2108	LR: 0.004000
Training Epoch: 5 [11776/45000]	Loss: 0.2138	LR: 0.004000
Training Epoch: 5 [12032/45000]	Loss: 0.2574	LR: 0.004000
Training Epoch: 5 [12288/45000]	Loss: 0.2151	LR: 0.004000
Training Epoch: 5 [12544/45000]	Loss: 0.2539	LR: 0.004000
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Training Epoch: 5 [13056/45000]	Loss: 0.1998	LR: 0.004000
Training Epoch: 5 [13312/45000]	Loss: 0.2869	LR: 0.004000
Training Epoch: 5 [13568/45000]	Loss: 0.2001	LR: 0.004000
Training Epoch: 5 [13824/45000]	Loss: 0.2302	LR: 0.004000
Training Epoch: 5 [14080/45000]	Loss: 0.1917	LR: 0.004000
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Training Epoch: 5 [15104/45000]	Loss: 0.1884	LR: 0.004000
Training Epoch: 5 [15360/45000]	Loss: 0.1720	LR: 0.004000
Training Epoch: 5 [15616/45000]	Loss: 0.2647	LR: 0.004000
Training Epoch: 5 [15872/45000]	Loss: 0.2221	LR: 0.004000
Training Epoch: 5 [16128/45000]	Loss: 0.2712	LR: 0.004000
Training Epoch: 5 [16384/45000]	Loss: 0.2465	LR: 0.004000
Training Epoch: 5 [16640/45000]	Loss: 0.1625	LR: 0.004000
Training Epoch: 5 [16896/45000]	Loss: 0.1876	LR: 0.004000
Training Epoch: 5 [17152/45000]	Loss: 0.2207	LR: 0.004000
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Training Epoch: 5 [19712/45000]	Loss: 0.1987	LR: 0.004000
Training Epoch: 5 [19968/45000]	Loss: 0.1958	LR: 0.004000
Training Epoch: 5 [20224/45000]	Loss: 0.2536	LR: 0.004000
Training Epoch: 5 [20480/45000]	Loss: 0.2095	LR: 0.004000
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Training Epoch: 5 [28416/45000]	Loss: 0.2241	LR: 0.004000
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Training Epoch: 5 [29440/45000]	Loss: 0.2132	LR: 0.004000
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Training Epoch: 5 [35840/45000]	Loss: 0.1440	LR: 0.004000
Training Epoch: 5 [36096/45000]	Loss: 0.1830	LR: 0.004000
Training Epoch: 5 [36352/45000]	Loss: 0.1501	LR: 0.004000
Training Epoch: 5 [36608/45000]	Loss: 0.1745	LR: 0.004000
Training Epoch: 5 [36864/45000]	Loss: 0.1491	LR: 0.004000
Training Epoch: 5 [37120/45000]	Loss: 0.1570	LR: 0.004000
Training Epoch: 5 [37376/45000]	Loss: 0.1996	LR: 0.004000
Training Epoch: 5 [37632/45000]	Loss: 0.1943	LR: 0.004000
Training Epoch: 5 [37888/45000]	Loss: 0.2108	LR: 0.004000
Training Epoch: 5 [38144/45000]	Loss: 0.1747	LR: 0.004000
Training Epoch: 5 [38400/45000]	Loss: 0.1453	LR: 0.004000
Training Epoch: 5 [38656/45000]	Loss: 0.2046	LR: 0.004000
Training Epoch: 5 [38912/45000]	Loss: 0.1750	LR: 0.004000
Training Epoch: 5 [39168/45000]	Loss: 0.1296	LR: 0.004000
Training Epoch: 5 [39424/45000]	Loss: 0.1676	LR: 0.004000
Training Epoch: 5 [39680/45000]	Loss: 0.1711	LR: 0.004000
Training Epoch: 5 [39936/45000]	Loss: 0.1955	LR: 0.004000
Training Epoch: 5 [40192/45000]	Loss: 0.1677	LR: 0.004000
Training Epoch: 5 [40448/45000]	Loss: 0.2130	LR: 0.004000
Training Epoch: 5 [40704/45000]	Loss: 0.1786	LR: 0.004000
Training Epoch: 5 [40960/45000]	Loss: 0.1848	LR: 0.004000
Training Epoch: 5 [41216/45000]	Loss: 0.1351	LR: 0.004000
Training Epoch: 5 [41472/45000]	Loss: 0.1434	LR: 0.004000
Training Epoch: 5 [41728/45000]	Loss: 0.2044	LR: 0.004000
Training Epoch: 5 [41984/45000]	Loss: 0.2131	LR: 0.004000
Training Epoch: 5 [42240/45000]	Loss: 0.1801	LR: 0.004000
Training Epoch: 5 [42496/45000]	Loss: 0.1685	LR: 0.004000
Training Epoch: 5 [42752/45000]	Loss: 0.1450	LR: 0.004000
Training Epoch: 5 [43008/45000]	Loss: 0.1560	LR: 0.004000
Training Epoch: 5 [43264/45000]	Loss: 0.2091	LR: 0.004000
Training Epoch: 5 [43520/45000]	Loss: 0.1625	LR: 0.004000
Training Epoch: 5 [43776/45000]	Loss: 0.2038	LR: 0.004000
Training Epoch: 5 [44032/45000]	Loss: 0.2128	LR: 0.004000
Training Epoch: 5 [44288/45000]	Loss: 0.2277	LR: 0.004000
Training Epoch: 5 [44544/45000]	Loss: 0.1670	LR: 0.004000
Training Epoch: 5 [44800/45000]	Loss: 0.1706	LR: 0.004000
Training Epoch: 5 [45000/45000]	Loss: 0.1716	LR: 0.004000
Epoch 5 - Average Train Loss: 0.2127, Train Accuracy: 0.9320
Epoch 5 training time consumed: 17.39s
Evaluating Network.....
Test set: Epoch: 5, Average loss: 0.0021, Accuracy: 0.8242, Time consumed:0.92s
Saving weights file to checkpoint/retrain/ResNet18/Saturday_02_August_2025_01h_54m_38s/ResNet18-Cifar10-seed9-ret100-5-best.pth
Training Epoch: 6 [256/45000]	Loss: 0.1055	LR: 0.004000
Training Epoch: 6 [512/45000]	Loss: 0.1557	LR: 0.004000
Training Epoch: 6 [768/45000]	Loss: 0.0874	LR: 0.004000
Training Epoch: 6 [1024/45000]	Loss: 0.1660	LR: 0.004000
Training Epoch: 6 [1280/45000]	Loss: 0.1157	LR: 0.004000
Training Epoch: 6 [1536/45000]	Loss: 0.1577	LR: 0.004000
Training Epoch: 6 [1792/45000]	Loss: 0.1009	LR: 0.004000
Training Epoch: 6 [2048/45000]	Loss: 0.1391	LR: 0.004000
Training Epoch: 6 [2304/45000]	Loss: 0.1990	LR: 0.004000
Training Epoch: 6 [2560/45000]	Loss: 0.1566	LR: 0.004000
Training Epoch: 6 [2816/45000]	Loss: 0.1285	LR: 0.004000
Training Epoch: 6 [3072/45000]	Loss: 0.1147	LR: 0.004000
Training Epoch: 6 [3328/45000]	Loss: 0.1298	LR: 0.004000
Training Epoch: 6 [3584/45000]	Loss: 0.0928	LR: 0.004000
Training Epoch: 6 [3840/45000]	Loss: 0.1638	LR: 0.004000
Training Epoch: 6 [4096/45000]	Loss: 0.1251	LR: 0.004000
Training Epoch: 6 [4352/45000]	Loss: 0.1142	LR: 0.004000
Training Epoch: 6 [4608/45000]	Loss: 0.1269	LR: 0.004000
Training Epoch: 6 [4864/45000]	Loss: 0.1158	LR: 0.004000
Training Epoch: 6 [5120/45000]	Loss: 0.0944	LR: 0.004000
Training Epoch: 6 [5376/45000]	Loss: 0.1272	LR: 0.004000
Training Epoch: 6 [5632/45000]	Loss: 0.1487	LR: 0.004000
Training Epoch: 6 [5888/45000]	Loss: 0.1470	LR: 0.004000
Training Epoch: 6 [6144/45000]	Loss: 0.1386	LR: 0.004000
Training Epoch: 6 [6400/45000]	Loss: 0.0734	LR: 0.004000
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Training Epoch: 6 [6912/45000]	Loss: 0.0984	LR: 0.004000
Training Epoch: 6 [7168/45000]	Loss: 0.1077	LR: 0.004000
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Training Epoch: 6 [7680/45000]	Loss: 0.0995	LR: 0.004000
Training Epoch: 6 [7936/45000]	Loss: 0.1782	LR: 0.004000
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Training Epoch: 6 [8448/45000]	Loss: 0.0911	LR: 0.004000
Training Epoch: 6 [8704/45000]	Loss: 0.1487	LR: 0.004000
Training Epoch: 6 [8960/45000]	Loss: 0.1255	LR: 0.004000
Training Epoch: 6 [9216/45000]	Loss: 0.1282	LR: 0.004000
Training Epoch: 6 [9472/45000]	Loss: 0.1104	LR: 0.004000
Training Epoch: 6 [9728/45000]	Loss: 0.0925	LR: 0.004000
Training Epoch: 6 [9984/45000]	Loss: 0.1284	LR: 0.004000
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Training Epoch: 6 [10496/45000]	Loss: 0.1028	LR: 0.004000
Training Epoch: 6 [10752/45000]	Loss: 0.1413	LR: 0.004000
Training Epoch: 6 [11008/45000]	Loss: 0.0955	LR: 0.004000
Training Epoch: 6 [11264/45000]	Loss: 0.1169	LR: 0.004000
Training Epoch: 6 [11520/45000]	Loss: 0.0929	LR: 0.004000
Training Epoch: 6 [11776/45000]	Loss: 0.1044	LR: 0.004000
Training Epoch: 6 [12032/45000]	Loss: 0.1663	LR: 0.004000
Training Epoch: 6 [12288/45000]	Loss: 0.1460	LR: 0.004000
Training Epoch: 6 [12544/45000]	Loss: 0.1522	LR: 0.004000
Training Epoch: 6 [12800/45000]	Loss: 0.1284	LR: 0.004000
Training Epoch: 6 [13056/45000]	Loss: 0.1221	LR: 0.004000
Training Epoch: 6 [13312/45000]	Loss: 0.1264	LR: 0.004000
Training Epoch: 6 [13568/45000]	Loss: 0.1109	LR: 0.004000
Training Epoch: 6 [13824/45000]	Loss: 0.1192	LR: 0.004000
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Training Epoch: 6 [15104/45000]	Loss: 0.1087	LR: 0.004000
Training Epoch: 6 [15360/45000]	Loss: 0.0735	LR: 0.004000
Training Epoch: 6 [15616/45000]	Loss: 0.1370	LR: 0.004000
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Training Epoch: 6 [16128/45000]	Loss: 0.1068	LR: 0.004000
Training Epoch: 6 [16384/45000]	Loss: 0.0897	LR: 0.004000
Training Epoch: 6 [16640/45000]	Loss: 0.1449	LR: 0.004000
Training Epoch: 6 [16896/45000]	Loss: 0.0973	LR: 0.004000
Training Epoch: 6 [17152/45000]	Loss: 0.1348	LR: 0.004000
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Training Epoch: 6 [19968/45000]	Loss: 0.1188	LR: 0.004000
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Training Epoch: 6 [20480/45000]	Loss: 0.1681	LR: 0.004000
Training Epoch: 6 [20736/45000]	Loss: 0.1053	LR: 0.004000
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Training Epoch: 6 [21760/45000]	Loss: 0.1453	LR: 0.004000
Training Epoch: 6 [22016/45000]	Loss: 0.0991	LR: 0.004000
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Training Epoch: 6 [23040/45000]	Loss: 0.0995	LR: 0.004000
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Training Epoch: 6 [25600/45000]	Loss: 0.1139	LR: 0.004000
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Training Epoch: 6 [26112/45000]	Loss: 0.0729	LR: 0.004000
Training Epoch: 6 [26368/45000]	Loss: 0.0999	LR: 0.004000
Training Epoch: 6 [26624/45000]	Loss: 0.0730	LR: 0.004000
Training Epoch: 6 [26880/45000]	Loss: 0.1086	LR: 0.004000
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Training Epoch: 6 [28160/45000]	Loss: 0.0901	LR: 0.004000
Training Epoch: 6 [28416/45000]	Loss: 0.1105	LR: 0.004000
Training Epoch: 6 [28672/45000]	Loss: 0.1023	LR: 0.004000
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Training Epoch: 6 [29440/45000]	Loss: 0.0945	LR: 0.004000
Training Epoch: 6 [29696/45000]	Loss: 0.1729	LR: 0.004000
Training Epoch: 6 [29952/45000]	Loss: 0.0921	LR: 0.004000
Training Epoch: 6 [30208/45000]	Loss: 0.1596	LR: 0.004000
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Training Epoch: 6 [31232/45000]	Loss: 0.1041	LR: 0.004000
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Training Epoch: 6 [35328/45000]	Loss: 0.0845	LR: 0.004000
Training Epoch: 6 [35584/45000]	Loss: 0.1329	LR: 0.004000
Training Epoch: 6 [35840/45000]	Loss: 0.1242	LR: 0.004000
Training Epoch: 6 [36096/45000]	Loss: 0.1036	LR: 0.004000
Training Epoch: 6 [36352/45000]	Loss: 0.0913	LR: 0.004000
Training Epoch: 6 [36608/45000]	Loss: 0.1531	LR: 0.004000
Training Epoch: 6 [36864/45000]	Loss: 0.0786	LR: 0.004000
Training Epoch: 6 [37120/45000]	Loss: 0.0957	LR: 0.004000
Training Epoch: 6 [37376/45000]	Loss: 0.0914	LR: 0.004000
Training Epoch: 6 [37632/45000]	Loss: 0.1062	LR: 0.004000
Training Epoch: 6 [37888/45000]	Loss: 0.1548	LR: 0.004000
Training Epoch: 6 [38144/45000]	Loss: 0.0942	LR: 0.004000
Training Epoch: 6 [38400/45000]	Loss: 0.1199	LR: 0.004000
Training Epoch: 6 [38656/45000]	Loss: 0.1250	LR: 0.004000
Training Epoch: 6 [38912/45000]	Loss: 0.1681	LR: 0.004000
Training Epoch: 6 [39168/45000]	Loss: 0.1242	LR: 0.004000
Training Epoch: 6 [39424/45000]	Loss: 0.0932	LR: 0.004000
Training Epoch: 6 [39680/45000]	Loss: 0.1206	LR: 0.004000
Training Epoch: 6 [39936/45000]	Loss: 0.1128	LR: 0.004000
Training Epoch: 6 [40192/45000]	Loss: 0.1194	LR: 0.004000
Training Epoch: 6 [40448/45000]	Loss: 0.1318	LR: 0.004000
Training Epoch: 6 [40704/45000]	Loss: 0.1227	LR: 0.004000
Training Epoch: 6 [40960/45000]	Loss: 0.1222	LR: 0.004000
Training Epoch: 6 [41216/45000]	Loss: 0.1132	LR: 0.004000
Training Epoch: 6 [41472/45000]	Loss: 0.1401	LR: 0.004000
Training Epoch: 6 [41728/45000]	Loss: 0.1591	LR: 0.004000
Training Epoch: 6 [41984/45000]	Loss: 0.1036	LR: 0.004000
Training Epoch: 6 [42240/45000]	Loss: 0.1202	LR: 0.004000
Training Epoch: 6 [42496/45000]	Loss: 0.1009	LR: 0.004000
Training Epoch: 6 [42752/45000]	Loss: 0.1144	LR: 0.004000
Training Epoch: 6 [43008/45000]	Loss: 0.1073	LR: 0.004000
Training Epoch: 6 [43264/45000]	Loss: 0.1221	LR: 0.004000
Training Epoch: 6 [43520/45000]	Loss: 0.0949	LR: 0.004000
Training Epoch: 6 [43776/45000]	Loss: 0.1054	LR: 0.004000
Training Epoch: 6 [44032/45000]	Loss: 0.1324	LR: 0.004000
Training Epoch: 6 [44288/45000]	Loss: 0.1505	LR: 0.004000
Training Epoch: 6 [44544/45000]	Loss: 0.1199	LR: 0.004000
Training Epoch: 6 [44800/45000]	Loss: 0.0884	LR: 0.004000
Training Epoch: 6 [45000/45000]	Loss: 0.0749	LR: 0.004000
Epoch 6 - Average Train Loss: 0.1175, Train Accuracy: 0.9673
Epoch 6 training time consumed: 17.52s
Evaluating Network.....
Test set: Epoch: 6, Average loss: 0.0024, Accuracy: 0.8164, Time consumed:0.93s
Saving weights file to checkpoint/retrain/ResNet18/Saturday_02_August_2025_01h_54m_38s/ResNet18-Cifar10-seed9-ret100-6-best.pth
Training Epoch: 7 [256/45000]	Loss: 0.0558	LR: 0.004000
Training Epoch: 7 [512/45000]	Loss: 0.0660	LR: 0.004000
Training Epoch: 7 [768/45000]	Loss: 0.0540	LR: 0.004000
Training Epoch: 7 [1024/45000]	Loss: 0.0791	LR: 0.004000
Training Epoch: 7 [1280/45000]	Loss: 0.0741	LR: 0.004000
Training Epoch: 7 [1536/45000]	Loss: 0.0710	LR: 0.004000
Training Epoch: 7 [1792/45000]	Loss: 0.0564	LR: 0.004000
Training Epoch: 7 [2048/45000]	Loss: 0.0425	LR: 0.004000
Training Epoch: 7 [2304/45000]	Loss: 0.0558	LR: 0.004000
Training Epoch: 7 [2560/45000]	Loss: 0.0534	LR: 0.004000
Training Epoch: 7 [2816/45000]	Loss: 0.0642	LR: 0.004000
Training Epoch: 7 [3072/45000]	Loss: 0.0692	LR: 0.004000
Training Epoch: 7 [3328/45000]	Loss: 0.0566	LR: 0.004000
Training Epoch: 7 [3584/45000]	Loss: 0.0653	LR: 0.004000
Training Epoch: 7 [3840/45000]	Loss: 0.0458	LR: 0.004000
Training Epoch: 7 [4096/45000]	Loss: 0.0794	LR: 0.004000
Training Epoch: 7 [4352/45000]	Loss: 0.0840	LR: 0.004000
Training Epoch: 7 [4608/45000]	Loss: 0.0575	LR: 0.004000
Training Epoch: 7 [4864/45000]	Loss: 0.0650	LR: 0.004000
Training Epoch: 7 [5120/45000]	Loss: 0.0586	LR: 0.004000
Training Epoch: 7 [5376/45000]	Loss: 0.0740	LR: 0.004000
Training Epoch: 7 [5632/45000]	Loss: 0.0716	LR: 0.004000
Training Epoch: 7 [5888/45000]	Loss: 0.0682	LR: 0.004000
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Training Epoch: 7 [9216/45000]	Loss: 0.0534	LR: 0.004000
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Training Epoch: 7 [11520/45000]	Loss: 0.0643	LR: 0.004000
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Training Epoch: 7 [12032/45000]	Loss: 0.0576	LR: 0.004000
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Training Epoch: 7 [15360/45000]	Loss: 0.0430	LR: 0.004000
Training Epoch: 7 [15616/45000]	Loss: 0.0582	LR: 0.004000
Training Epoch: 7 [15872/45000]	Loss: 0.0633	LR: 0.004000
Training Epoch: 7 [16128/45000]	Loss: 0.0479	LR: 0.004000
Training Epoch: 7 [16384/45000]	Loss: 0.0614	LR: 0.004000
Training Epoch: 7 [16640/45000]	Loss: 0.0542	LR: 0.004000
Training Epoch: 7 [16896/45000]	Loss: 0.0829	LR: 0.004000
Training Epoch: 7 [17152/45000]	Loss: 0.0597	LR: 0.004000
Training Epoch: 7 [17408/45000]	Loss: 0.0462	LR: 0.004000
Training Epoch: 7 [17664/45000]	Loss: 0.0545	LR: 0.004000
Training Epoch: 7 [17920/45000]	Loss: 0.0436	LR: 0.004000
Training Epoch: 7 [18176/45000]	Loss: 0.0621	LR: 0.004000
Training Epoch: 7 [18432/45000]	Loss: 0.0560	LR: 0.004000
Training Epoch: 7 [18688/45000]	Loss: 0.0416	LR: 0.004000
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Training Epoch: 7 [19456/45000]	Loss: 0.0713	LR: 0.004000
Training Epoch: 7 [19712/45000]	Loss: 0.0860	LR: 0.004000
Training Epoch: 7 [19968/45000]	Loss: 0.0460	LR: 0.004000
Training Epoch: 7 [20224/45000]	Loss: 0.0552	LR: 0.004000
Training Epoch: 7 [20480/45000]	Loss: 0.0636	LR: 0.004000
Training Epoch: 7 [20736/45000]	Loss: 0.0728	LR: 0.004000
Training Epoch: 7 [20992/45000]	Loss: 0.0554	LR: 0.004000
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Training Epoch: 7 [21504/45000]	Loss: 0.0658	LR: 0.004000
Training Epoch: 7 [21760/45000]	Loss: 0.0636	LR: 0.004000
Training Epoch: 7 [22016/45000]	Loss: 0.0762	LR: 0.004000
Training Epoch: 7 [22272/45000]	Loss: 0.0894	LR: 0.004000
Training Epoch: 7 [22528/45000]	Loss: 0.0560	LR: 0.004000
Training Epoch: 7 [22784/45000]	Loss: 0.0469	LR: 0.004000
Training Epoch: 7 [23040/45000]	Loss: 0.0564	LR: 0.004000
Training Epoch: 7 [23296/45000]	Loss: 0.0659	LR: 0.004000
Training Epoch: 7 [23552/45000]	Loss: 0.0562	LR: 0.004000
Training Epoch: 7 [23808/45000]	Loss: 0.0488	LR: 0.004000
Training Epoch: 7 [24064/45000]	Loss: 0.0557	LR: 0.004000
Training Epoch: 7 [24320/45000]	Loss: 0.0578	LR: 0.004000
Training Epoch: 7 [24576/45000]	Loss: 0.0511	LR: 0.004000
Training Epoch: 7 [24832/45000]	Loss: 0.0499	LR: 0.004000
Training Epoch: 7 [25088/45000]	Loss: 0.0529	LR: 0.004000
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Training Epoch: 7 [25600/45000]	Loss: 0.0839	LR: 0.004000
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Training Epoch: 7 [26112/45000]	Loss: 0.0534	LR: 0.004000
Training Epoch: 7 [26368/45000]	Loss: 0.0623	LR: 0.004000
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Training Epoch: 7 [27392/45000]	Loss: 0.0554	LR: 0.004000
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Training Epoch: 7 [27904/45000]	Loss: 0.0575	LR: 0.004000
Training Epoch: 7 [28160/45000]	Loss: 0.0494	LR: 0.004000
Training Epoch: 7 [28416/45000]	Loss: 0.0351	LR: 0.004000
Training Epoch: 7 [28672/45000]	Loss: 0.0534	LR: 0.004000
Training Epoch: 7 [28928/45000]	Loss: 0.0533	LR: 0.004000
Training Epoch: 7 [29184/45000]	Loss: 0.0576	LR: 0.004000
Training Epoch: 7 [29440/45000]	Loss: 0.0460	LR: 0.004000
Training Epoch: 7 [29696/45000]	Loss: 0.0605	LR: 0.004000
Training Epoch: 7 [29952/45000]	Loss: 0.0492	LR: 0.004000
Training Epoch: 7 [30208/45000]	Loss: 0.0853	LR: 0.004000
Training Epoch: 7 [30464/45000]	Loss: 0.0653	LR: 0.004000
Training Epoch: 7 [30720/45000]	Loss: 0.0645	LR: 0.004000
Training Epoch: 7 [30976/45000]	Loss: 0.0533	LR: 0.004000
Training Epoch: 7 [31232/45000]	Loss: 0.0548	LR: 0.004000
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Training Epoch: 7 [32000/45000]	Loss: 0.0733	LR: 0.004000
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Training Epoch: 7 [32512/45000]	Loss: 0.0376	LR: 0.004000
Training Epoch: 7 [32768/45000]	Loss: 0.0464	LR: 0.004000
Training Epoch: 7 [33024/45000]	Loss: 0.0483	LR: 0.004000
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Training Epoch: 7 [34304/45000]	Loss: 0.0811	LR: 0.004000
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Training Epoch: 7 [35072/45000]	Loss: 0.0413	LR: 0.004000
Training Epoch: 7 [35328/45000]	Loss: 0.0575	LR: 0.004000
Training Epoch: 7 [35584/45000]	Loss: 0.0633	LR: 0.004000
Training Epoch: 7 [35840/45000]	Loss: 0.0691	LR: 0.004000
Training Epoch: 7 [36096/45000]	Loss: 0.0785	LR: 0.004000
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Training Epoch: 7 [36864/45000]	Loss: 0.0731	LR: 0.004000
Training Epoch: 7 [37120/45000]	Loss: 0.0393	LR: 0.004000
Training Epoch: 7 [37376/45000]	Loss: 0.0708	LR: 0.004000
Training Epoch: 7 [37632/45000]	Loss: 0.0488	LR: 0.004000
Training Epoch: 7 [37888/45000]	Loss: 0.0434	LR: 0.004000
Training Epoch: 7 [38144/45000]	Loss: 0.0735	LR: 0.004000
Training Epoch: 7 [38400/45000]	Loss: 0.0455	LR: 0.004000
Training Epoch: 7 [38656/45000]	Loss: 0.0619	LR: 0.004000
Training Epoch: 7 [38912/45000]	Loss: 0.0646	LR: 0.004000
Training Epoch: 7 [39168/45000]	Loss: 0.0371	LR: 0.004000
Training Epoch: 7 [39424/45000]	Loss: 0.0617	LR: 0.004000
Training Epoch: 7 [39680/45000]	Loss: 0.0357	LR: 0.004000
Training Epoch: 7 [39936/45000]	Loss: 0.0511	LR: 0.004000
Training Epoch: 7 [40192/45000]	Loss: 0.0456	LR: 0.004000
Training Epoch: 7 [40448/45000]	Loss: 0.0466	LR: 0.004000
Training Epoch: 7 [40704/45000]	Loss: 0.0509	LR: 0.004000
Training Epoch: 7 [40960/45000]	Loss: 0.0593	LR: 0.004000
Training Epoch: 7 [41216/45000]	Loss: 0.0728	LR: 0.004000
Training Epoch: 7 [41472/45000]	Loss: 0.0660	LR: 0.004000
Training Epoch: 7 [41728/45000]	Loss: 0.0354	LR: 0.004000
Training Epoch: 7 [41984/45000]	Loss: 0.0632	LR: 0.004000
Training Epoch: 7 [42240/45000]	Loss: 0.0596	LR: 0.004000
Training Epoch: 7 [42496/45000]	Loss: 0.0605	LR: 0.004000
Training Epoch: 7 [42752/45000]	Loss: 0.0680	LR: 0.004000
Training Epoch: 7 [43008/45000]	Loss: 0.0522	LR: 0.004000
Training Epoch: 7 [43264/45000]	Loss: 0.0516	LR: 0.004000
Training Epoch: 7 [43520/45000]	Loss: 0.0794	LR: 0.004000
Training Epoch: 7 [43776/45000]	Loss: 0.0487	LR: 0.004000
Training Epoch: 7 [44032/45000]	Loss: 0.0696	LR: 0.004000
Training Epoch: 7 [44288/45000]	Loss: 0.0672	LR: 0.004000
Training Epoch: 7 [44544/45000]	Loss: 0.0405	LR: 0.004000
Training Epoch: 7 [44800/45000]	Loss: 0.0591	LR: 0.004000
Training Epoch: 7 [45000/45000]	Loss: 0.0809	LR: 0.004000
Epoch 7 - Average Train Loss: 0.0590, Train Accuracy: 0.9878
Epoch 7 training time consumed: 17.48s
Evaluating Network.....
Test set: Epoch: 7, Average loss: 0.0027, Accuracy: 0.8111, Time consumed:0.94s
Saving weights file to checkpoint/retrain/ResNet18/Saturday_02_August_2025_01h_54m_38s/ResNet18-Cifar10-seed9-ret100-7-best.pth
Training Epoch: 8 [256/45000]	Loss: 0.0163	LR: 0.004000
Training Epoch: 8 [512/45000]	Loss: 0.0459	LR: 0.004000
Training Epoch: 8 [768/45000]	Loss: 0.0280	LR: 0.004000
Training Epoch: 8 [1024/45000]	Loss: 0.0287	LR: 0.004000
Training Epoch: 8 [1280/45000]	Loss: 0.0297	LR: 0.004000
Training Epoch: 8 [1536/45000]	Loss: 0.0311	LR: 0.004000
Training Epoch: 8 [1792/45000]	Loss: 0.0211	LR: 0.004000
Training Epoch: 8 [2048/45000]	Loss: 0.0330	LR: 0.004000
Training Epoch: 8 [2304/45000]	Loss: 0.0297	LR: 0.004000
Training Epoch: 8 [2560/45000]	Loss: 0.0320	LR: 0.004000
Training Epoch: 8 [2816/45000]	Loss: 0.0301	LR: 0.004000
Training Epoch: 8 [3072/45000]	Loss: 0.0285	LR: 0.004000
Training Epoch: 8 [3328/45000]	Loss: 0.0218	LR: 0.004000
Training Epoch: 8 [3584/45000]	Loss: 0.0271	LR: 0.004000
Training Epoch: 8 [3840/45000]	Loss: 0.0349	LR: 0.004000
Training Epoch: 8 [4096/45000]	Loss: 0.0270	LR: 0.004000
Training Epoch: 8 [4352/45000]	Loss: 0.0257	LR: 0.004000
Training Epoch: 8 [4608/45000]	Loss: 0.0228	LR: 0.004000
Training Epoch: 8 [4864/45000]	Loss: 0.0274	LR: 0.004000
Training Epoch: 8 [5120/45000]	Loss: 0.0291	LR: 0.004000
Training Epoch: 8 [5376/45000]	Loss: 0.0239	LR: 0.004000
Training Epoch: 8 [5632/45000]	Loss: 0.0243	LR: 0.004000
Training Epoch: 8 [5888/45000]	Loss: 0.0360	LR: 0.004000
Training Epoch: 8 [6144/45000]	Loss: 0.0260	LR: 0.004000
Training Epoch: 8 [6400/45000]	Loss: 0.0336	LR: 0.004000
Training Epoch: 8 [6656/45000]	Loss: 0.0385	LR: 0.004000
Training Epoch: 8 [6912/45000]	Loss: 0.0365	LR: 0.004000
Training Epoch: 8 [7168/45000]	Loss: 0.0248	LR: 0.004000
Training Epoch: 8 [7424/45000]	Loss: 0.0290	LR: 0.004000
Training Epoch: 8 [7680/45000]	Loss: 0.0247	LR: 0.004000
Training Epoch: 8 [7936/45000]	Loss: 0.0224	LR: 0.004000
Training Epoch: 8 [8192/45000]	Loss: 0.0218	LR: 0.004000
Training Epoch: 8 [8448/45000]	Loss: 0.0364	LR: 0.004000
Training Epoch: 8 [8704/45000]	Loss: 0.0323	LR: 0.004000
Training Epoch: 8 [8960/45000]	Loss: 0.0303	LR: 0.004000
Training Epoch: 8 [9216/45000]	Loss: 0.0386	LR: 0.004000
Training Epoch: 8 [9472/45000]	Loss: 0.0271	LR: 0.004000
Training Epoch: 8 [9728/45000]	Loss: 0.0259	LR: 0.004000
Training Epoch: 8 [9984/45000]	Loss: 0.0269	LR: 0.004000
Training Epoch: 8 [10240/45000]	Loss: 0.0207	LR: 0.004000
Training Epoch: 8 [10496/45000]	Loss: 0.0273	LR: 0.004000
Training Epoch: 8 [10752/45000]	Loss: 0.0416	LR: 0.004000
Training Epoch: 8 [11008/45000]	Loss: 0.0192	LR: 0.004000
Training Epoch: 8 [11264/45000]	Loss: 0.0192	LR: 0.004000
Training Epoch: 8 [11520/45000]	Loss: 0.0156	LR: 0.004000
Training Epoch: 8 [11776/45000]	Loss: 0.0251	LR: 0.004000
Training Epoch: 8 [12032/45000]	Loss: 0.0240	LR: 0.004000
Training Epoch: 8 [12288/45000]	Loss: 0.0196	LR: 0.004000
Training Epoch: 8 [12544/45000]	Loss: 0.0213	LR: 0.004000
Training Epoch: 8 [12800/45000]	Loss: 0.0358	LR: 0.004000
Training Epoch: 8 [13056/45000]	Loss: 0.0193	LR: 0.004000
Training Epoch: 8 [13312/45000]	Loss: 0.0280	LR: 0.004000
Training Epoch: 8 [13568/45000]	Loss: 0.0237	LR: 0.004000
Training Epoch: 8 [13824/45000]	Loss: 0.0326	LR: 0.004000
Training Epoch: 8 [14080/45000]	Loss: 0.0175	LR: 0.004000
Training Epoch: 8 [14336/45000]	Loss: 0.0215	LR: 0.004000
Training Epoch: 8 [14592/45000]	Loss: 0.0387	LR: 0.004000
Training Epoch: 8 [14848/45000]	Loss: 0.0249	LR: 0.004000
Training Epoch: 8 [15104/45000]	Loss: 0.0536	LR: 0.004000
Training Epoch: 8 [15360/45000]	Loss: 0.0198	LR: 0.004000
Training Epoch: 8 [15616/45000]	Loss: 0.0389	LR: 0.004000
Training Epoch: 8 [15872/45000]	Loss: 0.0232	LR: 0.004000
Training Epoch: 8 [16128/45000]	Loss: 0.0202	LR: 0.004000
Training Epoch: 8 [16384/45000]	Loss: 0.0284	LR: 0.004000
Training Epoch: 8 [16640/45000]	Loss: 0.0233	LR: 0.004000
Training Epoch: 8 [16896/45000]	Loss: 0.0334	LR: 0.004000
Training Epoch: 8 [17152/45000]	Loss: 0.0173	LR: 0.004000
Training Epoch: 8 [17408/45000]	Loss: 0.0170	LR: 0.004000
Training Epoch: 8 [17664/45000]	Loss: 0.0206	LR: 0.004000
Training Epoch: 8 [17920/45000]	Loss: 0.0238	LR: 0.004000
Training Epoch: 8 [18176/45000]	Loss: 0.0174	LR: 0.004000
Training Epoch: 8 [18432/45000]	Loss: 0.0308	LR: 0.004000
Training Epoch: 8 [18688/45000]	Loss: 0.0250	LR: 0.004000
Training Epoch: 8 [18944/45000]	Loss: 0.0278	LR: 0.004000
Training Epoch: 8 [19200/45000]	Loss: 0.0298	LR: 0.004000
Training Epoch: 8 [19456/45000]	Loss: 0.0289	LR: 0.004000
Training Epoch: 8 [19712/45000]	Loss: 0.0160	LR: 0.004000
Training Epoch: 8 [19968/45000]	Loss: 0.0398	LR: 0.004000
Training Epoch: 8 [20224/45000]	Loss: 0.0200	LR: 0.004000
Training Epoch: 8 [20480/45000]	Loss: 0.0373	LR: 0.004000
Training Epoch: 8 [20736/45000]	Loss: 0.0246	LR: 0.004000
Training Epoch: 8 [20992/45000]	Loss: 0.0301	LR: 0.004000
Training Epoch: 8 [21248/45000]	Loss: 0.0223	LR: 0.004000
Training Epoch: 8 [21504/45000]	Loss: 0.0232	LR: 0.004000
Training Epoch: 8 [21760/45000]	Loss: 0.0253	LR: 0.004000
Training Epoch: 8 [22016/45000]	Loss: 0.0248	LR: 0.004000
Training Epoch: 8 [22272/45000]	Loss: 0.0219	LR: 0.004000
Training Epoch: 8 [22528/45000]	Loss: 0.0199	LR: 0.004000
Training Epoch: 8 [22784/45000]	Loss: 0.0428	LR: 0.004000
Training Epoch: 8 [23040/45000]	Loss: 0.0201	LR: 0.004000
Training Epoch: 8 [23296/45000]	Loss: 0.0190	LR: 0.004000
Training Epoch: 8 [23552/45000]	Loss: 0.0382	LR: 0.004000
Training Epoch: 8 [23808/45000]	Loss: 0.0326	LR: 0.004000
Training Epoch: 8 [24064/45000]	Loss: 0.0357	LR: 0.004000
Training Epoch: 8 [24320/45000]	Loss: 0.0247	LR: 0.004000
Training Epoch: 8 [24576/45000]	Loss: 0.0272	LR: 0.004000
Training Epoch: 8 [24832/45000]	Loss: 0.0206	LR: 0.004000
Training Epoch: 8 [25088/45000]	Loss: 0.0344	LR: 0.004000
Training Epoch: 8 [25344/45000]	Loss: 0.0287	LR: 0.004000
Training Epoch: 8 [25600/45000]	Loss: 0.0285	LR: 0.004000
Training Epoch: 8 [25856/45000]	Loss: 0.0275	LR: 0.004000
Training Epoch: 8 [26112/45000]	Loss: 0.0169	LR: 0.004000
Training Epoch: 8 [26368/45000]	Loss: 0.0202	LR: 0.004000
Training Epoch: 8 [26624/45000]	Loss: 0.0202	LR: 0.004000
Training Epoch: 8 [26880/45000]	Loss: 0.0178	LR: 0.004000
Training Epoch: 8 [27136/45000]	Loss: 0.0242	LR: 0.004000
Training Epoch: 8 [27392/45000]	Loss: 0.0279	LR: 0.004000
Training Epoch: 8 [27648/45000]	Loss: 0.0194	LR: 0.004000
Training Epoch: 8 [27904/45000]	Loss: 0.0194	LR: 0.004000
Training Epoch: 8 [28160/45000]	Loss: 0.0291	LR: 0.004000
Training Epoch: 8 [28416/45000]	Loss: 0.0188	LR: 0.004000
Training Epoch: 8 [28672/45000]	Loss: 0.0159	LR: 0.004000
Training Epoch: 8 [28928/45000]	Loss: 0.0288	LR: 0.004000
Training Epoch: 8 [29184/45000]	Loss: 0.0246	LR: 0.004000
Training Epoch: 8 [29440/45000]	Loss: 0.0366	LR: 0.004000
Training Epoch: 8 [29696/45000]	Loss: 0.0197	LR: 0.004000
Training Epoch: 8 [29952/45000]	Loss: 0.0421	LR: 0.004000
Training Epoch: 8 [30208/45000]	Loss: 0.0255	LR: 0.004000
Training Epoch: 8 [30464/45000]	Loss: 0.0374	LR: 0.004000
Training Epoch: 8 [30720/45000]	Loss: 0.0287	LR: 0.004000
Training Epoch: 8 [30976/45000]	Loss: 0.0236	LR: 0.004000
Training Epoch: 8 [31232/45000]	Loss: 0.0383	LR: 0.004000
Training Epoch: 8 [31488/45000]	Loss: 0.0190	LR: 0.004000
Training Epoch: 8 [31744/45000]	Loss: 0.0326	LR: 0.004000
Training Epoch: 8 [32000/45000]	Loss: 0.0301	LR: 0.004000
Training Epoch: 8 [32256/45000]	Loss: 0.0229	LR: 0.004000
Training Epoch: 8 [32512/45000]	Loss: 0.0305	LR: 0.004000
Training Epoch: 8 [32768/45000]	Loss: 0.0224	LR: 0.004000
Training Epoch: 8 [33024/45000]	Loss: 0.0226	LR: 0.004000
Training Epoch: 8 [33280/45000]	Loss: 0.0282	LR: 0.004000
Training Epoch: 8 [33536/45000]	Loss: 0.0228	LR: 0.004000
Training Epoch: 8 [33792/45000]	Loss: 0.0257	LR: 0.004000
Training Epoch: 8 [34048/45000]	Loss: 0.0250	LR: 0.004000
Training Epoch: 8 [34304/45000]	Loss: 0.0171	LR: 0.004000
Training Epoch: 8 [34560/45000]	Loss: 0.0366	LR: 0.004000
Training Epoch: 8 [34816/45000]	Loss: 0.0257	LR: 0.004000
Training Epoch: 8 [35072/45000]	Loss: 0.0288	LR: 0.004000
Training Epoch: 8 [35328/45000]	Loss: 0.0398	LR: 0.004000
Training Epoch: 8 [35584/45000]	Loss: 0.0178	LR: 0.004000
Training Epoch: 8 [35840/45000]	Loss: 0.0198	LR: 0.004000
Training Epoch: 8 [36096/45000]	Loss: 0.0270	LR: 0.004000
Training Epoch: 8 [36352/45000]	Loss: 0.0228	LR: 0.004000
Training Epoch: 8 [36608/45000]	Loss: 0.0256	LR: 0.004000
Training Epoch: 8 [36864/45000]	Loss: 0.0260	LR: 0.004000
Training Epoch: 8 [37120/45000]	Loss: 0.0248	LR: 0.004000
Training Epoch: 8 [37376/45000]	Loss: 0.0394	LR: 0.004000
Training Epoch: 8 [37632/45000]	Loss: 0.0234	LR: 0.004000
Training Epoch: 8 [37888/45000]	Loss: 0.0264	LR: 0.004000
Training Epoch: 8 [38144/45000]	Loss: 0.0240	LR: 0.004000
Training Epoch: 8 [38400/45000]	Loss: 0.0169	LR: 0.004000
Training Epoch: 8 [38656/45000]	Loss: 0.0159	LR: 0.004000
Training Epoch: 8 [38912/45000]	Loss: 0.0202	LR: 0.004000
Training Epoch: 8 [39168/45000]	Loss: 0.0243	LR: 0.004000
Training Epoch: 8 [39424/45000]	Loss: 0.0251	LR: 0.004000
Training Epoch: 8 [39680/45000]	Loss: 0.0213	LR: 0.004000
Training Epoch: 8 [39936/45000]	Loss: 0.0218	LR: 0.004000
Training Epoch: 8 [40192/45000]	Loss: 0.0450	LR: 0.004000
Training Epoch: 8 [40448/45000]	Loss: 0.0278	LR: 0.004000
Training Epoch: 8 [40704/45000]	Loss: 0.0251	LR: 0.004000
Training Epoch: 8 [40960/45000]	Loss: 0.0317	LR: 0.004000
Training Epoch: 8 [41216/45000]	Loss: 0.0183	LR: 0.004000
Training Epoch: 8 [41472/45000]	Loss: 0.0205	LR: 0.004000
Training Epoch: 8 [41728/45000]	Loss: 0.0254	LR: 0.004000
Training Epoch: 8 [41984/45000]	Loss: 0.0204	LR: 0.004000
Training Epoch: 8 [42240/45000]	Loss: 0.0178	LR: 0.004000
Training Epoch: 8 [42496/45000]	Loss: 0.0305	LR: 0.004000
Training Epoch: 8 [42752/45000]	Loss: 0.0196	LR: 0.004000
Training Epoch: 8 [43008/45000]	Loss: 0.0135	LR: 0.004000
Training Epoch: 8 [43264/45000]	Loss: 0.0214	LR: 0.004000
Training Epoch: 8 [43520/45000]	Loss: 0.0182	LR: 0.004000
Training Epoch: 8 [43776/45000]	Loss: 0.0224	LR: 0.004000
Training Epoch: 8 [44032/45000]	Loss: 0.0143	LR: 0.004000
Training Epoch: 8 [44288/45000]	Loss: 0.0191	LR: 0.004000
Training Epoch: 8 [44544/45000]	Loss: 0.0127	LR: 0.004000
Training Epoch: 8 [44800/45000]	Loss: 0.0302	LR: 0.004000
Training Epoch: 8 [45000/45000]	Loss: 0.0284	LR: 0.004000
Epoch 8 - Average Train Loss: 0.0262, Train Accuracy: 0.9972
Epoch 8 training time consumed: 17.40s
Evaluating Network.....
Test set: Epoch: 8, Average loss: 0.0027, Accuracy: 0.8198, Time consumed:0.90s
Saving weights file to checkpoint/retrain/ResNet18/Saturday_02_August_2025_01h_54m_38s/ResNet18-Cifar10-seed9-ret100-8-best.pth
Training Epoch: 9 [256/45000]	Loss: 0.0133	LR: 0.000800
Training Epoch: 9 [512/45000]	Loss: 0.0123	LR: 0.000800
Training Epoch: 9 [768/45000]	Loss: 0.0135	LR: 0.000800
Training Epoch: 9 [1024/45000]	Loss: 0.0144	LR: 0.000800
Training Epoch: 9 [1280/45000]	Loss: 0.0153	LR: 0.000800
Training Epoch: 9 [1536/45000]	Loss: 0.0092	LR: 0.000800
Training Epoch: 9 [1792/45000]	Loss: 0.0186	LR: 0.000800
Training Epoch: 9 [2048/45000]	Loss: 0.0109	LR: 0.000800
Training Epoch: 9 [2304/45000]	Loss: 0.0163	LR: 0.000800
Training Epoch: 9 [2560/45000]	Loss: 0.0112	LR: 0.000800
Training Epoch: 9 [2816/45000]	Loss: 0.0126	LR: 0.000800
Training Epoch: 9 [3072/45000]	Loss: 0.0140	LR: 0.000800
Training Epoch: 9 [3328/45000]	Loss: 0.0183	LR: 0.000800
Training Epoch: 9 [3584/45000]	Loss: 0.0110	LR: 0.000800
Training Epoch: 9 [3840/45000]	Loss: 0.0129	LR: 0.000800
Training Epoch: 9 [4096/45000]	Loss: 0.0153	LR: 0.000800
Training Epoch: 9 [4352/45000]	Loss: 0.0092	LR: 0.000800
Training Epoch: 9 [4608/45000]	Loss: 0.0115	LR: 0.000800
Training Epoch: 9 [4864/45000]	Loss: 0.0101	LR: 0.000800
Training Epoch: 9 [5120/45000]	Loss: 0.0190	LR: 0.000800
Training Epoch: 9 [5376/45000]	Loss: 0.0099	LR: 0.000800
Training Epoch: 9 [5632/45000]	Loss: 0.0089	LR: 0.000800
Training Epoch: 9 [5888/45000]	Loss: 0.0127	LR: 0.000800
Training Epoch: 9 [6144/45000]	Loss: 0.0111	LR: 0.000800
Training Epoch: 9 [6400/45000]	Loss: 0.0111	LR: 0.000800
Training Epoch: 9 [6656/45000]	Loss: 0.0133	LR: 0.000800
Training Epoch: 9 [6912/45000]	Loss: 0.0100	LR: 0.000800
Training Epoch: 9 [7168/45000]	Loss: 0.0143	LR: 0.000800
Training Epoch: 9 [7424/45000]	Loss: 0.0152	LR: 0.000800
Training Epoch: 9 [7680/45000]	Loss: 0.0094	LR: 0.000800
Training Epoch: 9 [7936/45000]	Loss: 0.0119	LR: 0.000800
Training Epoch: 9 [8192/45000]	Loss: 0.0107	LR: 0.000800
Training Epoch: 9 [8448/45000]	Loss: 0.0107	LR: 0.000800
Training Epoch: 9 [8704/45000]	Loss: 0.0131	LR: 0.000800
Training Epoch: 9 [8960/45000]	Loss: 0.0113	LR: 0.000800
Training Epoch: 9 [9216/45000]	Loss: 0.0120	LR: 0.000800
Training Epoch: 9 [9472/45000]	Loss: 0.0208	LR: 0.000800
Training Epoch: 9 [9728/45000]	Loss: 0.0098	LR: 0.000800
Training Epoch: 9 [9984/45000]	Loss: 0.0141	LR: 0.000800
Training Epoch: 9 [10240/45000]	Loss: 0.0156	LR: 0.000800
Training Epoch: 9 [10496/45000]	Loss: 0.0125	LR: 0.000800
Training Epoch: 9 [10752/45000]	Loss: 0.0140	LR: 0.000800
Training Epoch: 9 [11008/45000]	Loss: 0.0122	LR: 0.000800
Training Epoch: 9 [11264/45000]	Loss: 0.0089	LR: 0.000800
Training Epoch: 9 [11520/45000]	Loss: 0.0086	LR: 0.000800
Training Epoch: 9 [11776/45000]	Loss: 0.0115	LR: 0.000800
Training Epoch: 9 [12032/45000]	Loss: 0.0104	LR: 0.000800
Training Epoch: 9 [12288/45000]	Loss: 0.0120	LR: 0.000800
Training Epoch: 9 [12544/45000]	Loss: 0.0124	LR: 0.000800
Training Epoch: 9 [12800/45000]	Loss: 0.0131	LR: 0.000800
Training Epoch: 9 [13056/45000]	Loss: 0.0144	LR: 0.000800
Training Epoch: 9 [13312/45000]	Loss: 0.0117	LR: 0.000800
Training Epoch: 9 [13568/45000]	Loss: 0.0212	LR: 0.000800
Training Epoch: 9 [13824/45000]	Loss: 0.0128	LR: 0.000800
Training Epoch: 9 [14080/45000]	Loss: 0.0147	LR: 0.000800
Training Epoch: 9 [14336/45000]	Loss: 0.0117	LR: 0.000800
Training Epoch: 9 [14592/45000]	Loss: 0.0199	LR: 0.000800
Training Epoch: 9 [14848/45000]	Loss: 0.0099	LR: 0.000800
Training Epoch: 9 [15104/45000]	Loss: 0.0105	LR: 0.000800
Training Epoch: 9 [15360/45000]	Loss: 0.0144	LR: 0.000800
Training Epoch: 9 [15616/45000]	Loss: 0.0128	LR: 0.000800
Training Epoch: 9 [15872/45000]	Loss: 0.0097	LR: 0.000800
Training Epoch: 9 [16128/45000]	Loss: 0.0140	LR: 0.000800
Training Epoch: 9 [16384/45000]	Loss: 0.0114	LR: 0.000800
Training Epoch: 9 [16640/45000]	Loss: 0.0108	LR: 0.000800
Training Epoch: 9 [16896/45000]	Loss: 0.0089	LR: 0.000800
Training Epoch: 9 [17152/45000]	Loss: 0.0082	LR: 0.000800
Training Epoch: 9 [17408/45000]	Loss: 0.0164	LR: 0.000800
Training Epoch: 9 [17664/45000]	Loss: 0.0129	LR: 0.000800
Training Epoch: 9 [17920/45000]	Loss: 0.0081	LR: 0.000800
Training Epoch: 9 [18176/45000]	Loss: 0.0082	LR: 0.000800
Training Epoch: 9 [18432/45000]	Loss: 0.0124	LR: 0.000800
Training Epoch: 9 [18688/45000]	Loss: 0.0166	LR: 0.000800
Training Epoch: 9 [18944/45000]	Loss: 0.0090	LR: 0.000800
Training Epoch: 9 [19200/45000]	Loss: 0.0127	LR: 0.000800
Training Epoch: 9 [19456/45000]	Loss: 0.0099	LR: 0.000800
Training Epoch: 9 [19712/45000]	Loss: 0.0098	LR: 0.000800
Training Epoch: 9 [19968/45000]	Loss: 0.0120	LR: 0.000800
Training Epoch: 9 [20224/45000]	Loss: 0.0164	LR: 0.000800
Training Epoch: 9 [20480/45000]	Loss: 0.0106	LR: 0.000800
Training Epoch: 9 [20736/45000]	Loss: 0.0119	LR: 0.000800
Training Epoch: 9 [20992/45000]	Loss: 0.0114	LR: 0.000800
Training Epoch: 9 [21248/45000]	Loss: 0.0121	LR: 0.000800
Training Epoch: 9 [21504/45000]	Loss: 0.0122	LR: 0.000800
Training Epoch: 9 [21760/45000]	Loss: 0.0114	LR: 0.000800
Training Epoch: 9 [22016/45000]	Loss: 0.0113	LR: 0.000800
Training Epoch: 9 [22272/45000]	Loss: 0.0092	LR: 0.000800
Training Epoch: 9 [22528/45000]	Loss: 0.0121	LR: 0.000800
Training Epoch: 9 [22784/45000]	Loss: 0.0139	LR: 0.000800
Training Epoch: 9 [23040/45000]	Loss: 0.0129	LR: 0.000800
Training Epoch: 9 [23296/45000]	Loss: 0.0102	LR: 0.000800
Training Epoch: 9 [23552/45000]	Loss: 0.0118	LR: 0.000800
Training Epoch: 9 [23808/45000]	Loss: 0.0097	LR: 0.000800
Training Epoch: 9 [24064/45000]	Loss: 0.0129	LR: 0.000800
Training Epoch: 9 [24320/45000]	Loss: 0.0131	LR: 0.000800
Training Epoch: 9 [24576/45000]	Loss: 0.0107	LR: 0.000800
Training Epoch: 9 [24832/45000]	Loss: 0.0145	LR: 0.000800
Training Epoch: 9 [25088/45000]	Loss: 0.0116	LR: 0.000800
Training Epoch: 9 [25344/45000]	Loss: 0.0142	LR: 0.000800
Training Epoch: 9 [25600/45000]	Loss: 0.0104	LR: 0.000800
Training Epoch: 9 [25856/45000]	Loss: 0.0112	LR: 0.000800
Training Epoch: 9 [26112/45000]	Loss: 0.0109	LR: 0.000800
Training Epoch: 9 [26368/45000]	Loss: 0.0118	LR: 0.000800
Training Epoch: 9 [26624/45000]	Loss: 0.0131	LR: 0.000800
Training Epoch: 9 [26880/45000]	Loss: 0.0087	LR: 0.000800
Training Epoch: 9 [27136/45000]	Loss: 0.0134	LR: 0.000800
Training Epoch: 9 [27392/45000]	Loss: 0.0117	LR: 0.000800
Training Epoch: 9 [27648/45000]	Loss: 0.0089	LR: 0.000800
Training Epoch: 9 [27904/45000]	Loss: 0.0116	LR: 0.000800
Training Epoch: 9 [28160/45000]	Loss: 0.0116	LR: 0.000800
Training Epoch: 9 [28416/45000]	Loss: 0.0119	LR: 0.000800
Training Epoch: 9 [28672/45000]	Loss: 0.0169	LR: 0.000800
Training Epoch: 9 [28928/45000]	Loss: 0.0124	LR: 0.000800
Training Epoch: 9 [29184/45000]	Loss: 0.0099	LR: 0.000800
Training Epoch: 9 [29440/45000]	Loss: 0.0107	LR: 0.000800
Training Epoch: 9 [29696/45000]	Loss: 0.0117	LR: 0.000800
Training Epoch: 9 [29952/45000]	Loss: 0.0160	LR: 0.000800
Training Epoch: 9 [30208/45000]	Loss: 0.0186	LR: 0.000800
Training Epoch: 9 [30464/45000]	Loss: 0.0117	LR: 0.000800
Training Epoch: 9 [30720/45000]	Loss: 0.0127	LR: 0.000800
Training Epoch: 9 [30976/45000]	Loss: 0.0161	LR: 0.000800
Training Epoch: 9 [31232/45000]	Loss: 0.0163	LR: 0.000800
Training Epoch: 9 [31488/45000]	Loss: 0.0141	LR: 0.000800
Training Epoch: 9 [31744/45000]	Loss: 0.0100	LR: 0.000800
Training Epoch: 9 [32000/45000]	Loss: 0.0110	LR: 0.000800
Training Epoch: 9 [32256/45000]	Loss: 0.0129	LR: 0.000800
Training Epoch: 9 [32512/45000]	Loss: 0.0114	LR: 0.000800
Training Epoch: 9 [32768/45000]	Loss: 0.0132	LR: 0.000800
Training Epoch: 9 [33024/45000]	Loss: 0.0093	LR: 0.000800
Training Epoch: 9 [33280/45000]	Loss: 0.0121	LR: 0.000800
Training Epoch: 9 [33536/45000]	Loss: 0.0076	LR: 0.000800
Training Epoch: 9 [33792/45000]	Loss: 0.0208	LR: 0.000800
Training Epoch: 9 [34048/45000]	Loss: 0.0150	LR: 0.000800
Training Epoch: 9 [34304/45000]	Loss: 0.0101	LR: 0.000800
Training Epoch: 9 [34560/45000]	Loss: 0.0111	LR: 0.000800
Training Epoch: 9 [34816/45000]	Loss: 0.0105	LR: 0.000800
Training Epoch: 9 [35072/45000]	Loss: 0.0166	LR: 0.000800
Training Epoch: 9 [35328/45000]	Loss: 0.0067	LR: 0.000800
Training Epoch: 9 [35584/45000]	Loss: 0.0098	LR: 0.000800
Training Epoch: 9 [35840/45000]	Loss: 0.0144	LR: 0.000800
Training Epoch: 9 [36096/45000]	Loss: 0.0144	LR: 0.000800
Training Epoch: 9 [36352/45000]	Loss: 0.0093	LR: 0.000800
Training Epoch: 9 [36608/45000]	Loss: 0.0130	LR: 0.000800
Training Epoch: 9 [36864/45000]	Loss: 0.0099	LR: 0.000800
Training Epoch: 9 [37120/45000]	Loss: 0.0096	LR: 0.000800
Training Epoch: 9 [37376/45000]	Loss: 0.0121	LR: 0.000800
Training Epoch: 9 [37632/45000]	Loss: 0.0099	LR: 0.000800
Training Epoch: 9 [37888/45000]	Loss: 0.0103	LR: 0.000800
Training Epoch: 9 [38144/45000]	Loss: 0.0132	LR: 0.000800
Training Epoch: 9 [38400/45000]	Loss: 0.0122	LR: 0.000800
Training Epoch: 9 [38656/45000]	Loss: 0.0112	LR: 0.000800
Training Epoch: 9 [38912/45000]	Loss: 0.0146	LR: 0.000800
Training Epoch: 9 [39168/45000]	Loss: 0.0102	LR: 0.000800
Training Epoch: 9 [39424/45000]	Loss: 0.0114	LR: 0.000800
Training Epoch: 9 [39680/45000]	Loss: 0.0101	LR: 0.000800
Training Epoch: 9 [39936/45000]	Loss: 0.0124	LR: 0.000800
Training Epoch: 9 [40192/45000]	Loss: 0.0128	LR: 0.000800
Training Epoch: 9 [40448/45000]	Loss: 0.0142	LR: 0.000800
Training Epoch: 9 [40704/45000]	Loss: 0.0175	LR: 0.000800
Training Epoch: 9 [40960/45000]	Loss: 0.0118	LR: 0.000800
Training Epoch: 9 [41216/45000]	Loss: 0.0107	LR: 0.000800
Training Epoch: 9 [41472/45000]	Loss: 0.0107	LR: 0.000800
Training Epoch: 9 [41728/45000]	Loss: 0.0104	LR: 0.000800
Training Epoch: 9 [41984/45000]	Loss: 0.0129	LR: 0.000800
Training Epoch: 9 [42240/45000]	Loss: 0.0098	LR: 0.000800
Training Epoch: 9 [42496/45000]	Loss: 0.0099	LR: 0.000800
Training Epoch: 9 [42752/45000]	Loss: 0.0117	LR: 0.000800
Training Epoch: 9 [43008/45000]	Loss: 0.0093	LR: 0.000800
Training Epoch: 9 [43264/45000]	Loss: 0.0127	LR: 0.000800
Training Epoch: 9 [43520/45000]	Loss: 0.0103	LR: 0.000800
Training Epoch: 9 [43776/45000]	Loss: 0.0083	LR: 0.000800
Training Epoch: 9 [44032/45000]	Loss: 0.0070	LR: 0.000800
Training Epoch: 9 [44288/45000]	Loss: 0.0097	LR: 0.000800
Training Epoch: 9 [44544/45000]	Loss: 0.0116	LR: 0.000800
Training Epoch: 9 [44800/45000]	Loss: 0.0108	LR: 0.000800
Training Epoch: 9 [45000/45000]	Loss: 0.0197	LR: 0.000800
Epoch 9 - Average Train Loss: 0.0122, Train Accuracy: 0.9997
Epoch 9 training time consumed: 17.37s
Evaluating Network.....
Test set: Epoch: 9, Average loss: 0.0026, Accuracy: 0.8244, Time consumed:0.96s
Saving weights file to checkpoint/retrain/ResNet18/Saturday_02_August_2025_01h_54m_38s/ResNet18-Cifar10-seed9-ret100-9-best.pth
Training Epoch: 10 [256/45000]	Loss: 0.0115	LR: 0.000800
Training Epoch: 10 [512/45000]	Loss: 0.0099	LR: 0.000800
Training Epoch: 10 [768/45000]	Loss: 0.0114	LR: 0.000800
Training Epoch: 10 [1024/45000]	Loss: 0.0100	LR: 0.000800
Training Epoch: 10 [1280/45000]	Loss: 0.0112	LR: 0.000800
Training Epoch: 10 [1536/45000]	Loss: 0.0108	LR: 0.000800
Training Epoch: 10 [1792/45000]	Loss: 0.0098	LR: 0.000800
Training Epoch: 10 [2048/45000]	Loss: 0.0091	LR: 0.000800
Training Epoch: 10 [2304/45000]	Loss: 0.0107	LR: 0.000800
Training Epoch: 10 [2560/45000]	Loss: 0.0105	LR: 0.000800
Training Epoch: 10 [2816/45000]	Loss: 0.0100	LR: 0.000800
Training Epoch: 10 [3072/45000]	Loss: 0.0088	LR: 0.000800
Training Epoch: 10 [3328/45000]	Loss: 0.0095	LR: 0.000800
Training Epoch: 10 [3584/45000]	Loss: 0.0101	LR: 0.000800
Training Epoch: 10 [3840/45000]	Loss: 0.0170	LR: 0.000800
Training Epoch: 10 [4096/45000]	Loss: 0.0099	LR: 0.000800
Training Epoch: 10 [4352/45000]	Loss: 0.0101	LR: 0.000800
Training Epoch: 10 [4608/45000]	Loss: 0.0072	LR: 0.000800
Training Epoch: 10 [4864/45000]	Loss: 0.0134	LR: 0.000800
Training Epoch: 10 [5120/45000]	Loss: 0.0103	LR: 0.000800
Training Epoch: 10 [5376/45000]	Loss: 0.0087	LR: 0.000800
Training Epoch: 10 [5632/45000]	Loss: 0.0099	LR: 0.000800
Training Epoch: 10 [5888/45000]	Loss: 0.0102	LR: 0.000800
Training Epoch: 10 [6144/45000]	Loss: 0.0110	LR: 0.000800
Training Epoch: 10 [6400/45000]	Loss: 0.0092	LR: 0.000800
Training Epoch: 10 [6656/45000]	Loss: 0.0098	LR: 0.000800
Training Epoch: 10 [6912/45000]	Loss: 0.0095	LR: 0.000800
Training Epoch: 10 [7168/45000]	Loss: 0.0130	LR: 0.000800
Training Epoch: 10 [7424/45000]	Loss: 0.0093	LR: 0.000800
Training Epoch: 10 [7680/45000]	Loss: 0.0077	LR: 0.000800
Training Epoch: 10 [7936/45000]	Loss: 0.0112	LR: 0.000800
Training Epoch: 10 [8192/45000]	Loss: 0.0081	LR: 0.000800
Training Epoch: 10 [8448/45000]	Loss: 0.0078	LR: 0.000800
Training Epoch: 10 [8704/45000]	Loss: 0.0103	LR: 0.000800
Training Epoch: 10 [8960/45000]	Loss: 0.0100	LR: 0.000800
Training Epoch: 10 [9216/45000]	Loss: 0.0105	LR: 0.000800
Training Epoch: 10 [9472/45000]	Loss: 0.0098	LR: 0.000800
Training Epoch: 10 [9728/45000]	Loss: 0.0088	LR: 0.000800
Training Epoch: 10 [9984/45000]	Loss: 0.0112	LR: 0.000800
Training Epoch: 10 [10240/45000]	Loss: 0.0105	LR: 0.000800
Training Epoch: 10 [10496/45000]	Loss: 0.0113	LR: 0.000800
Training Epoch: 10 [10752/45000]	Loss: 0.0102	LR: 0.000800
Training Epoch: 10 [11008/45000]	Loss: 0.0082	LR: 0.000800
Training Epoch: 10 [11264/45000]	Loss: 0.0102	LR: 0.000800
Training Epoch: 10 [11520/45000]	Loss: 0.0098	LR: 0.000800
Training Epoch: 10 [11776/45000]	Loss: 0.0081	LR: 0.000800
Training Epoch: 10 [12032/45000]	Loss: 0.0110	LR: 0.000800
Training Epoch: 10 [12288/45000]	Loss: 0.0089	LR: 0.000800
Training Epoch: 10 [12544/45000]	Loss: 0.0099	LR: 0.000800
Training Epoch: 10 [12800/45000]	Loss: 0.0109	LR: 0.000800
Training Epoch: 10 [13056/45000]	Loss: 0.0110	LR: 0.000800
Training Epoch: 10 [13312/45000]	Loss: 0.0086	LR: 0.000800
Training Epoch: 10 [13568/45000]	Loss: 0.0116	LR: 0.000800
Training Epoch: 10 [13824/45000]	Loss: 0.0074	LR: 0.000800
Training Epoch: 10 [14080/45000]	Loss: 0.0117	LR: 0.000800
Training Epoch: 10 [14336/45000]	Loss: 0.0137	LR: 0.000800
Training Epoch: 10 [14592/45000]	Loss: 0.0078	LR: 0.000800
Training Epoch: 10 [14848/45000]	Loss: 0.0140	LR: 0.000800
Training Epoch: 10 [15104/45000]	Loss: 0.0098	LR: 0.000800
Training Epoch: 10 [15360/45000]	Loss: 0.0126	LR: 0.000800
Training Epoch: 10 [15616/45000]	Loss: 0.0134	LR: 0.000800
Training Epoch: 10 [15872/45000]	Loss: 0.0111	LR: 0.000800
Training Epoch: 10 [16128/45000]	Loss: 0.0108	LR: 0.000800
Training Epoch: 10 [16384/45000]	Loss: 0.0127	LR: 0.000800
Training Epoch: 10 [16640/45000]	Loss: 0.0098	LR: 0.000800
Training Epoch: 10 [16896/45000]	Loss: 0.0105	LR: 0.000800
Training Epoch: 10 [17152/45000]	Loss: 0.0172	LR: 0.000800
Training Epoch: 10 [17408/45000]	Loss: 0.0129	LR: 0.000800
Training Epoch: 10 [17664/45000]	Loss: 0.0121	LR: 0.000800
Training Epoch: 10 [17920/45000]	Loss: 0.0097	LR: 0.000800
Training Epoch: 10 [18176/45000]	Loss: 0.0104	LR: 0.000800
Training Epoch: 10 [18432/45000]	Loss: 0.0111	LR: 0.000800
Training Epoch: 10 [18688/45000]	Loss: 0.0099	LR: 0.000800
Training Epoch: 10 [18944/45000]	Loss: 0.0169	LR: 0.000800
Training Epoch: 10 [19200/45000]	Loss: 0.0107	LR: 0.000800
Training Epoch: 10 [19456/45000]	Loss: 0.0091	LR: 0.000800
Training Epoch: 10 [19712/45000]	Loss: 0.0146	LR: 0.000800
Training Epoch: 10 [19968/45000]	Loss: 0.0104	LR: 0.000800
Training Epoch: 10 [20224/45000]	Loss: 0.0101	LR: 0.000800
Training Epoch: 10 [20480/45000]	Loss: 0.0092	LR: 0.000800
Training Epoch: 10 [20736/45000]	Loss: 0.0091	LR: 0.000800
Training Epoch: 10 [20992/45000]	Loss: 0.0073	LR: 0.000800
Training Epoch: 10 [21248/45000]	Loss: 0.0087	LR: 0.000800
Training Epoch: 10 [21504/45000]	Loss: 0.0092	LR: 0.000800
Training Epoch: 10 [21760/45000]	Loss: 0.0089	LR: 0.000800
Training Epoch: 10 [22016/45000]	Loss: 0.0106	LR: 0.000800
Training Epoch: 10 [22272/45000]	Loss: 0.0096	LR: 0.000800
Training Epoch: 10 [22528/45000]	Loss: 0.0114	LR: 0.000800
Training Epoch: 10 [22784/45000]	Loss: 0.0103	LR: 0.000800
Training Epoch: 10 [23040/45000]	Loss: 0.0099	LR: 0.000800
Training Epoch: 10 [23296/45000]	Loss: 0.0133	LR: 0.000800
Training Epoch: 10 [23552/45000]	Loss: 0.0091	LR: 0.000800
Training Epoch: 10 [23808/45000]	Loss: 0.0087	LR: 0.000800
Training Epoch: 10 [24064/45000]	Loss: 0.0094	LR: 0.000800
Training Epoch: 10 [24320/45000]	Loss: 0.0097	LR: 0.000800
Training Epoch: 10 [24576/45000]	Loss: 0.0124	LR: 0.000800
Training Epoch: 10 [24832/45000]	Loss: 0.0085	LR: 0.000800
Training Epoch: 10 [25088/45000]	Loss: 0.0110	LR: 0.000800
Training Epoch: 10 [25344/45000]	Loss: 0.0104	LR: 0.000800
Training Epoch: 10 [25600/45000]	Loss: 0.0088	LR: 0.000800
Training Epoch: 10 [25856/45000]	Loss: 0.0119	LR: 0.000800
Training Epoch: 10 [26112/45000]	Loss: 0.0113	LR: 0.000800
Training Epoch: 10 [26368/45000]	Loss: 0.0129	LR: 0.000800
Training Epoch: 10 [26624/45000]	Loss: 0.0107	LR: 0.000800
Training Epoch: 10 [26880/45000]	Loss: 0.0136	LR: 0.000800
Training Epoch: 10 [27136/45000]	Loss: 0.0069	LR: 0.000800
Training Epoch: 10 [27392/45000]	Loss: 0.0101	LR: 0.000800
Training Epoch: 10 [27648/45000]	Loss: 0.0085	LR: 0.000800
Training Epoch: 10 [27904/45000]	Loss: 0.0089	LR: 0.000800
Training Epoch: 10 [28160/45000]	Loss: 0.0081	LR: 0.000800
Training Epoch: 10 [28416/45000]	Loss: 0.0090	LR: 0.000800
Training Epoch: 10 [28672/45000]	Loss: 0.0100	LR: 0.000800
Training Epoch: 10 [28928/45000]	Loss: 0.0096	LR: 0.000800
Training Epoch: 10 [29184/45000]	Loss: 0.0093	LR: 0.000800
Training Epoch: 10 [29440/45000]	Loss: 0.0105	LR: 0.000800
Training Epoch: 10 [29696/45000]	Loss: 0.0102	LR: 0.000800
Training Epoch: 10 [29952/45000]	Loss: 0.0079	LR: 0.000800
Training Epoch: 10 [30208/45000]	Loss: 0.0113	LR: 0.000800
Training Epoch: 10 [30464/45000]	Loss: 0.0089	LR: 0.000800
Training Epoch: 10 [30720/45000]	Loss: 0.0085	LR: 0.000800
Training Epoch: 10 [30976/45000]	Loss: 0.0089	LR: 0.000800
Training Epoch: 10 [31232/45000]	Loss: 0.0093	LR: 0.000800
Training Epoch: 10 [31488/45000]	Loss: 0.0094	LR: 0.000800
Training Epoch: 10 [31744/45000]	Loss: 0.0085	LR: 0.000800
Training Epoch: 10 [32000/45000]	Loss: 0.0102	LR: 0.000800
Training Epoch: 10 [32256/45000]	Loss: 0.0080	LR: 0.000800
Training Epoch: 10 [32512/45000]	Loss: 0.0081	LR: 0.000800
Training Epoch: 10 [32768/45000]	Loss: 0.0115	LR: 0.000800
Training Epoch: 10 [33024/45000]	Loss: 0.0092	LR: 0.000800
Training Epoch: 10 [33280/45000]	Loss: 0.0076	LR: 0.000800
Training Epoch: 10 [33536/45000]	Loss: 0.0108	LR: 0.000800
Training Epoch: 10 [33792/45000]	Loss: 0.0086	LR: 0.000800
Training Epoch: 10 [34048/45000]	Loss: 0.0093	LR: 0.000800
Training Epoch: 10 [34304/45000]	Loss: 0.0099	LR: 0.000800
Training Epoch: 10 [34560/45000]	Loss: 0.0082	LR: 0.000800
Training Epoch: 10 [34816/45000]	Loss: 0.0123	LR: 0.000800
Training Epoch: 10 [35072/45000]	Loss: 0.0105	LR: 0.000800
Training Epoch: 10 [35328/45000]	Loss: 0.0092	LR: 0.000800
Training Epoch: 10 [35584/45000]	Loss: 0.0105	LR: 0.000800
Training Epoch: 10 [35840/45000]	Loss: 0.0070	LR: 0.000800
Training Epoch: 10 [36096/45000]	Loss: 0.0089	LR: 0.000800
Training Epoch: 10 [36352/45000]	Loss: 0.0079	LR: 0.000800
Training Epoch: 10 [36608/45000]	Loss: 0.0094	LR: 0.000800
Training Epoch: 10 [36864/45000]	Loss: 0.0087	LR: 0.000800
Training Epoch: 10 [37120/45000]	Loss: 0.0130	LR: 0.000800
Training Epoch: 10 [37376/45000]	Loss: 0.0145	LR: 0.000800
Training Epoch: 10 [37632/45000]	Loss: 0.0083	LR: 0.000800
Training Epoch: 10 [37888/45000]	Loss: 0.0110	LR: 0.000800
Training Epoch: 10 [38144/45000]	Loss: 0.0093	LR: 0.000800
Training Epoch: 10 [38400/45000]	Loss: 0.0099	LR: 0.000800
Training Epoch: 10 [38656/45000]	Loss: 0.0118	LR: 0.000800
Training Epoch: 10 [38912/45000]	Loss: 0.0080	LR: 0.000800
Training Epoch: 10 [39168/45000]	Loss: 0.0114	LR: 0.000800
Training Epoch: 10 [39424/45000]	Loss: 0.0089	LR: 0.000800
Training Epoch: 10 [39680/45000]	Loss: 0.0083	LR: 0.000800
Training Epoch: 10 [39936/45000]	Loss: 0.0145	LR: 0.000800
Training Epoch: 10 [40192/45000]	Loss: 0.0105	LR: 0.000800
Training Epoch: 10 [40448/45000]	Loss: 0.0078	LR: 0.000800
Training Epoch: 10 [40704/45000]	Loss: 0.0160	LR: 0.000800
Training Epoch: 10 [40960/45000]	Loss: 0.0081	LR: 0.000800
Training Epoch: 10 [41216/45000]	Loss: 0.0101	LR: 0.000800
Training Epoch: 10 [41472/45000]	Loss: 0.0083	LR: 0.000800
Training Epoch: 10 [41728/45000]	Loss: 0.0080	LR: 0.000800
Training Epoch: 10 [41984/45000]	Loss: 0.0103	LR: 0.000800
Training Epoch: 10 [42240/45000]	Loss: 0.0091	LR: 0.000800
Training Epoch: 10 [42496/45000]	Loss: 0.0122	LR: 0.000800
Training Epoch: 10 [42752/45000]	Loss: 0.0099	LR: 0.000800
Training Epoch: 10 [43008/45000]	Loss: 0.0092	LR: 0.000800
Training Epoch: 10 [43264/45000]	Loss: 0.0110	LR: 0.000800
Training Epoch: 10 [43520/45000]	Loss: 0.0086	LR: 0.000800
Training Epoch: 10 [43776/45000]	Loss: 0.0139	LR: 0.000800
Training Epoch: 10 [44032/45000]	Loss: 0.0097	LR: 0.000800
Training Epoch: 10 [44288/45000]	Loss: 0.0081	LR: 0.000800
Training Epoch: 10 [44544/45000]	Loss: 0.0086	LR: 0.000800
Training Epoch: 10 [44800/45000]	Loss: 0.0113	LR: 0.000800
Training Epoch: 10 [45000/45000]	Loss: 0.0102	LR: 0.000800
Epoch 10 - Average Train Loss: 0.0102, Train Accuracy: 0.9999
Epoch 10 training time consumed: 17.33s
Evaluating Network.....
Test set: Epoch: 10, Average loss: 0.0026, Accuracy: 0.8247, Time consumed:0.91s
Saving weights file to checkpoint/retrain/ResNet18/Saturday_02_August_2025_01h_54m_38s/ResNet18-Cifar10-seed9-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: 82.294921875
Retain Accuracy: 100.0
Zero-Retain Forget (ZRF): 0.7769157886505127
Membership Inference Attack (MIA): 0.6102
Forget vs Retain Membership Inference Attack (MIA): 0.616
Forget vs Test Membership Inference Attack (MIA): 0.502
Test vs Retain Membership Inference Attack (MIA): 0.61975
Train vs Test Membership Inference Attack (MIA): 0.6285
Forget Set Accuracy (Df): 82.89407348632812
Method Execution Time: 1093.87 seconds
