hello
hello
Labels

📌S Retain class distribution for seed 1:
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 1:
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: 2.4267	LR: 0.000000
Training Epoch: 1 [512/45000]	Loss: 2.3688	LR: 0.000568
Training Epoch: 1 [768/45000]	Loss: 2.3813	LR: 0.001136
Training Epoch: 1 [1024/45000]	Loss: 2.3382	LR: 0.001705
Training Epoch: 1 [1280/45000]	Loss: 2.2815	LR: 0.002273
Training Epoch: 1 [1536/45000]	Loss: 2.2674	LR: 0.002841
Training Epoch: 1 [1792/45000]	Loss: 2.2092	LR: 0.003409
Training Epoch: 1 [2048/45000]	Loss: 2.2366	LR: 0.003977
Training Epoch: 1 [2304/45000]	Loss: 2.2655	LR: 0.004545
Training Epoch: 1 [2560/45000]	Loss: 2.2779	LR: 0.005114
Training Epoch: 1 [2816/45000]	Loss: 2.2394	LR: 0.005682
Training Epoch: 1 [3072/45000]	Loss: 2.0984	LR: 0.006250
Training Epoch: 1 [3328/45000]	Loss: 2.0510	LR: 0.006818
Training Epoch: 1 [3584/45000]	Loss: 2.0786	LR: 0.007386
Training Epoch: 1 [3840/45000]	Loss: 1.9466	LR: 0.007955
Training Epoch: 1 [4096/45000]	Loss: 1.9582	LR: 0.008523
Training Epoch: 1 [4352/45000]	Loss: 1.8252	LR: 0.009091
Training Epoch: 1 [4608/45000]	Loss: 1.9331	LR: 0.009659
Training Epoch: 1 [4864/45000]	Loss: 1.8656	LR: 0.010227
Training Epoch: 1 [5120/45000]	Loss: 1.8672	LR: 0.010795
Training Epoch: 1 [5376/45000]	Loss: 1.8895	LR: 0.011364
Training Epoch: 1 [5632/45000]	Loss: 1.7721	LR: 0.011932
Training Epoch: 1 [5888/45000]	Loss: 1.9615	LR: 0.012500
Training Epoch: 1 [6144/45000]	Loss: 1.7682	LR: 0.013068
Training Epoch: 1 [6400/45000]	Loss: 1.7251	LR: 0.013636
Training Epoch: 1 [6656/45000]	Loss: 1.8663	LR: 0.014205
Training Epoch: 1 [6912/45000]	Loss: 1.8167	LR: 0.014773
Training Epoch: 1 [7168/45000]	Loss: 1.6311	LR: 0.015341
Training Epoch: 1 [7424/45000]	Loss: 1.7213	LR: 0.015909
Training Epoch: 1 [7680/45000]	Loss: 1.7896	LR: 0.016477
Training Epoch: 1 [7936/45000]	Loss: 1.6627	LR: 0.017045
Training Epoch: 1 [8192/45000]	Loss: 1.6777	LR: 0.017614
Training Epoch: 1 [8448/45000]	Loss: 1.7989	LR: 0.018182
Training Epoch: 1 [8704/45000]	Loss: 1.6571	LR: 0.018750
Training Epoch: 1 [8960/45000]	Loss: 1.6882	LR: 0.019318
Training Epoch: 1 [9216/45000]	Loss: 1.7725	LR: 0.019886
Training Epoch: 1 [9472/45000]	Loss: 1.6797	LR: 0.020455
Training Epoch: 1 [9728/45000]	Loss: 1.7438	LR: 0.021023
Training Epoch: 1 [9984/45000]	Loss: 1.6455	LR: 0.021591
Training Epoch: 1 [10240/45000]	Loss: 1.6280	LR: 0.022159
Training Epoch: 1 [10496/45000]	Loss: 1.8469	LR: 0.022727
Training Epoch: 1 [10752/45000]	Loss: 1.6787	LR: 0.023295
Training Epoch: 1 [11008/45000]	Loss: 1.7693	LR: 0.023864
Training Epoch: 1 [11264/45000]	Loss: 1.7030	LR: 0.024432
Training Epoch: 1 [11520/45000]	Loss: 1.7663	LR: 0.025000
Training Epoch: 1 [11776/45000]	Loss: 1.5459	LR: 0.025568
Training Epoch: 1 [12032/45000]	Loss: 1.6000	LR: 0.026136
Training Epoch: 1 [12288/45000]	Loss: 1.5750	LR: 0.026705
Training Epoch: 1 [12544/45000]	Loss: 1.4841	LR: 0.027273
Training Epoch: 1 [12800/45000]	Loss: 1.6363	LR: 0.027841
Training Epoch: 1 [13056/45000]	Loss: 1.6340	LR: 0.028409
Training Epoch: 1 [13312/45000]	Loss: 1.6624	LR: 0.028977
Training Epoch: 1 [13568/45000]	Loss: 1.7043	LR: 0.029545
Training Epoch: 1 [13824/45000]	Loss: 1.9588	LR: 0.030114
Training Epoch: 1 [14080/45000]	Loss: 1.6314	LR: 0.030682
Training Epoch: 1 [14336/45000]	Loss: 1.7100	LR: 0.031250
Training Epoch: 1 [14592/45000]	Loss: 1.7272	LR: 0.031818
Training Epoch: 1 [14848/45000]	Loss: 1.5653	LR: 0.032386
Training Epoch: 1 [15104/45000]	Loss: 1.7084	LR: 0.032955
Training Epoch: 1 [15360/45000]	Loss: 1.7167	LR: 0.033523
Training Epoch: 1 [15616/45000]	Loss: 1.8475	LR: 0.034091
Training Epoch: 1 [15872/45000]	Loss: 1.6119	LR: 0.034659
Training Epoch: 1 [16128/45000]	Loss: 1.6413	LR: 0.035227
Training Epoch: 1 [16384/45000]	Loss: 1.5955	LR: 0.035795
Training Epoch: 1 [16640/45000]	Loss: 1.5127	LR: 0.036364
Training Epoch: 1 [16896/45000]	Loss: 1.5651	LR: 0.036932
Training Epoch: 1 [17152/45000]	Loss: 1.7329	LR: 0.037500
Training Epoch: 1 [17408/45000]	Loss: 1.5000	LR: 0.038068
Training Epoch: 1 [17664/45000]	Loss: 1.8148	LR: 0.038636
Training Epoch: 1 [17920/45000]	Loss: 1.5652	LR: 0.039205
Training Epoch: 1 [18176/45000]	Loss: 1.6629	LR: 0.039773
Training Epoch: 1 [18432/45000]	Loss: 1.6524	LR: 0.040341
Training Epoch: 1 [18688/45000]	Loss: 1.4980	LR: 0.040909
Training Epoch: 1 [18944/45000]	Loss: 1.5981	LR: 0.041477
Training Epoch: 1 [19200/45000]	Loss: 1.6132	LR: 0.042045
Training Epoch: 1 [19456/45000]	Loss: 1.5247	LR: 0.042614
Training Epoch: 1 [19712/45000]	Loss: 1.5738	LR: 0.043182
Training Epoch: 1 [19968/45000]	Loss: 1.4621	LR: 0.043750
Training Epoch: 1 [20224/45000]	Loss: 1.9465	LR: 0.044318
Training Epoch: 1 [20480/45000]	Loss: 1.5050	LR: 0.044886
Training Epoch: 1 [20736/45000]	Loss: 1.5594	LR: 0.045455
Training Epoch: 1 [20992/45000]	Loss: 1.7341	LR: 0.046023
Training Epoch: 1 [21248/45000]	Loss: 1.5346	LR: 0.046591
Training Epoch: 1 [21504/45000]	Loss: 1.5928	LR: 0.047159
Training Epoch: 1 [21760/45000]	Loss: 1.5775	LR: 0.047727
Training Epoch: 1 [22016/45000]	Loss: 1.5099	LR: 0.048295
Training Epoch: 1 [22272/45000]	Loss: 1.5333	LR: 0.048864
Training Epoch: 1 [22528/45000]	Loss: 1.5710	LR: 0.049432
Training Epoch: 1 [22784/45000]	Loss: 1.6620	LR: 0.050000
Training Epoch: 1 [23040/45000]	Loss: 1.5715	LR: 0.050568
Training Epoch: 1 [23296/45000]	Loss: 1.6230	LR: 0.051136
Training Epoch: 1 [23552/45000]	Loss: 1.6402	LR: 0.051705
Training Epoch: 1 [23808/45000]	Loss: 1.5060	LR: 0.052273
Training Epoch: 1 [24064/45000]	Loss: 1.4276	LR: 0.052841
Training Epoch: 1 [24320/45000]	Loss: 1.5625	LR: 0.053409
Training Epoch: 1 [24576/45000]	Loss: 1.5518	LR: 0.053977
Training Epoch: 1 [24832/45000]	Loss: 1.4420	LR: 0.054545
Training Epoch: 1 [25088/45000]	Loss: 1.3983	LR: 0.055114
Training Epoch: 1 [25344/45000]	Loss: 1.4061	LR: 0.055682
Training Epoch: 1 [25600/45000]	Loss: 1.4415	LR: 0.056250
Training Epoch: 1 [25856/45000]	Loss: 1.5987	LR: 0.056818
Training Epoch: 1 [26112/45000]	Loss: 1.7392	LR: 0.057386
Training Epoch: 1 [26368/45000]	Loss: 1.5394	LR: 0.057955
Training Epoch: 1 [26624/45000]	Loss: 1.4076	LR: 0.058523
Training Epoch: 1 [26880/45000]	Loss: 1.5721	LR: 0.059091
Training Epoch: 1 [27136/45000]	Loss: 1.4082	LR: 0.059659
Training Epoch: 1 [27392/45000]	Loss: 1.3160	LR: 0.060227
Training Epoch: 1 [27648/45000]	Loss: 1.4382	LR: 0.060795
Training Epoch: 1 [27904/45000]	Loss: 1.4020	LR: 0.061364
Training Epoch: 1 [28160/45000]	Loss: 1.3877	LR: 0.061932
Training Epoch: 1 [28416/45000]	Loss: 1.3623	LR: 0.062500
Training Epoch: 1 [28672/45000]	Loss: 1.6091	LR: 0.063068
Training Epoch: 1 [28928/45000]	Loss: 1.5668	LR: 0.063636
Training Epoch: 1 [29184/45000]	Loss: 1.3941	LR: 0.064205
Training Epoch: 1 [29440/45000]	Loss: 1.5098	LR: 0.064773
Training Epoch: 1 [29696/45000]	Loss: 1.5497	LR: 0.065341
Training Epoch: 1 [29952/45000]	Loss: 1.5871	LR: 0.065909
Training Epoch: 1 [30208/45000]	Loss: 1.4667	LR: 0.066477
Training Epoch: 1 [30464/45000]	Loss: 1.5169	LR: 0.067045
Training Epoch: 1 [30720/45000]	Loss: 1.3489	LR: 0.067614
Training Epoch: 1 [30976/45000]	Loss: 1.5300	LR: 0.068182
Training Epoch: 1 [31232/45000]	Loss: 1.3755	LR: 0.068750
Training Epoch: 1 [31488/45000]	Loss: 1.5342	LR: 0.069318
Training Epoch: 1 [31744/45000]	Loss: 1.4700	LR: 0.069886
Training Epoch: 1 [32000/45000]	Loss: 1.4341	LR: 0.070455
Training Epoch: 1 [32256/45000]	Loss: 1.4761	LR: 0.071023
Training Epoch: 1 [32512/45000]	Loss: 1.4219	LR: 0.071591
Training Epoch: 1 [32768/45000]	Loss: 1.3913	LR: 0.072159
Training Epoch: 1 [33024/45000]	Loss: 1.4990	LR: 0.072727
Training Epoch: 1 [33280/45000]	Loss: 1.4487	LR: 0.073295
Training Epoch: 1 [33536/45000]	Loss: 1.3890	LR: 0.073864
Training Epoch: 1 [33792/45000]	Loss: 1.3011	LR: 0.074432
Training Epoch: 1 [34048/45000]	Loss: 1.2492	LR: 0.075000
Training Epoch: 1 [34304/45000]	Loss: 1.4491	LR: 0.075568
Training Epoch: 1 [34560/45000]	Loss: 1.3126	LR: 0.076136
Training Epoch: 1 [34816/45000]	Loss: 1.3271	LR: 0.076705
Training Epoch: 1 [35072/45000]	Loss: 1.4189	LR: 0.077273
Training Epoch: 1 [35328/45000]	Loss: 1.2762	LR: 0.077841
Training Epoch: 1 [35584/45000]	Loss: 1.3918	LR: 0.078409
Training Epoch: 1 [35840/45000]	Loss: 1.3308	LR: 0.078977
Training Epoch: 1 [36096/45000]	Loss: 1.5951	LR: 0.079545
Training Epoch: 1 [36352/45000]	Loss: 1.2017	LR: 0.080114
Training Epoch: 1 [36608/45000]	Loss: 1.2243	LR: 0.080682
Training Epoch: 1 [36864/45000]	Loss: 1.4725	LR: 0.081250
Training Epoch: 1 [37120/45000]	Loss: 1.4386	LR: 0.081818
Training Epoch: 1 [37376/45000]	Loss: 1.5544	LR: 0.082386
Training Epoch: 1 [37632/45000]	Loss: 1.5895	LR: 0.082955
Training Epoch: 1 [37888/45000]	Loss: 1.3873	LR: 0.083523
Training Epoch: 1 [38144/45000]	Loss: 1.3351	LR: 0.084091
Training Epoch: 1 [38400/45000]	Loss: 1.5368	LR: 0.084659
Training Epoch: 1 [38656/45000]	Loss: 1.4071	LR: 0.085227
Training Epoch: 1 [38912/45000]	Loss: 1.4870	LR: 0.085795
Training Epoch: 1 [39168/45000]	Loss: 1.4144	LR: 0.086364
Training Epoch: 1 [39424/45000]	Loss: 1.3402	LR: 0.086932
Training Epoch: 1 [39680/45000]	Loss: 1.4734	LR: 0.087500
Training Epoch: 1 [39936/45000]	Loss: 1.3444	LR: 0.088068
Training Epoch: 1 [40192/45000]	Loss: 1.4309	LR: 0.088636
Training Epoch: 1 [40448/45000]	Loss: 1.2172	LR: 0.089205
Training Epoch: 1 [40704/45000]	Loss: 1.2670	LR: 0.089773
Training Epoch: 1 [40960/45000]	Loss: 1.3163	LR: 0.090341
Training Epoch: 1 [41216/45000]	Loss: 1.3940	LR: 0.090909
Training Epoch: 1 [41472/45000]	Loss: 1.2667	LR: 0.091477
Training Epoch: 1 [41728/45000]	Loss: 1.5262	LR: 0.092045
Training Epoch: 1 [41984/45000]	Loss: 1.2735	LR: 0.092614
Training Epoch: 1 [42240/45000]	Loss: 1.4808	LR: 0.093182
Training Epoch: 1 [42496/45000]	Loss: 1.4832	LR: 0.093750
Training Epoch: 1 [42752/45000]	Loss: 1.2309	LR: 0.094318
Training Epoch: 1 [43008/45000]	Loss: 1.3699	LR: 0.094886
Training Epoch: 1 [43264/45000]	Loss: 1.3303	LR: 0.095455
Training Epoch: 1 [43520/45000]	Loss: 1.3523	LR: 0.096023
Training Epoch: 1 [43776/45000]	Loss: 1.2204	LR: 0.096591
Training Epoch: 1 [44032/45000]	Loss: 1.2465	LR: 0.097159
Training Epoch: 1 [44288/45000]	Loss: 1.3470	LR: 0.097727
Training Epoch: 1 [44544/45000]	Loss: 1.3051	LR: 0.098295
Training Epoch: 1 [44800/45000]	Loss: 1.2586	LR: 0.098864
Training Epoch: 1 [45000/45000]	Loss: 1.3713	LR: 0.099432
Epoch 1 - Average Train Loss: 1.6022, Train Accuracy: 0.4167
Epoch 1 training time consumed: 18.01s
Evaluating Network.....
Test set: Epoch: 1, Average loss: 0.0106, Accuracy: 0.3647, Time consumed:1.00s
Saving weights file to checkpoint/retrain/ResNet18/Friday_01_August_2025_23h_25m_56s/ResNet18-Cifar10-seed1-ret100-1-best.pth
Training Epoch: 2 [256/45000]	Loss: 1.3002	LR: 0.020000
Training Epoch: 2 [512/45000]	Loss: 1.4132	LR: 0.020000
Training Epoch: 2 [768/45000]	Loss: 1.2856	LR: 0.020000
Training Epoch: 2 [1024/45000]	Loss: 1.1991	LR: 0.020000
Training Epoch: 2 [1280/45000]	Loss: 1.0481	LR: 0.020000
Training Epoch: 2 [1536/45000]	Loss: 1.0218	LR: 0.020000
Training Epoch: 2 [1792/45000]	Loss: 1.1393	LR: 0.020000
Training Epoch: 2 [2048/45000]	Loss: 1.0632	LR: 0.020000
Training Epoch: 2 [2304/45000]	Loss: 1.1326	LR: 0.020000
Training Epoch: 2 [2560/45000]	Loss: 1.0117	LR: 0.020000
Training Epoch: 2 [2816/45000]	Loss: 1.0621	LR: 0.020000
Training Epoch: 2 [3072/45000]	Loss: 1.0128	LR: 0.020000
Training Epoch: 2 [3328/45000]	Loss: 1.0524	LR: 0.020000
Training Epoch: 2 [3584/45000]	Loss: 0.9050	LR: 0.020000
Training Epoch: 2 [3840/45000]	Loss: 0.9727	LR: 0.020000
Training Epoch: 2 [4096/45000]	Loss: 0.9827	LR: 0.020000
Training Epoch: 2 [4352/45000]	Loss: 0.9368	LR: 0.020000
Training Epoch: 2 [4608/45000]	Loss: 0.9592	LR: 0.020000
Training Epoch: 2 [4864/45000]	Loss: 1.0542	LR: 0.020000
Training Epoch: 2 [5120/45000]	Loss: 0.9392	LR: 0.020000
Training Epoch: 2 [5376/45000]	Loss: 1.0728	LR: 0.020000
Training Epoch: 2 [5632/45000]	Loss: 0.9288	LR: 0.020000
Training Epoch: 2 [5888/45000]	Loss: 0.9859	LR: 0.020000
Training Epoch: 2 [6144/45000]	Loss: 1.0292	LR: 0.020000
Training Epoch: 2 [6400/45000]	Loss: 1.0255	LR: 0.020000
Training Epoch: 2 [6656/45000]	Loss: 0.9166	LR: 0.020000
Training Epoch: 2 [6912/45000]	Loss: 0.9728	LR: 0.020000
Training Epoch: 2 [7168/45000]	Loss: 0.9848	LR: 0.020000
Training Epoch: 2 [7424/45000]	Loss: 0.8616	LR: 0.020000
Training Epoch: 2 [7680/45000]	Loss: 0.9653	LR: 0.020000
Training Epoch: 2 [7936/45000]	Loss: 0.9007	LR: 0.020000
Training Epoch: 2 [8192/45000]	Loss: 0.9799	LR: 0.020000
Training Epoch: 2 [8448/45000]	Loss: 0.9434	LR: 0.020000
Training Epoch: 2 [8704/45000]	Loss: 0.9659	LR: 0.020000
Training Epoch: 2 [8960/45000]	Loss: 0.9547	LR: 0.020000
Training Epoch: 2 [9216/45000]	Loss: 0.9559	LR: 0.020000
Training Epoch: 2 [9472/45000]	Loss: 0.9740	LR: 0.020000
Training Epoch: 2 [9728/45000]	Loss: 1.0043	LR: 0.020000
Training Epoch: 2 [9984/45000]	Loss: 0.9142	LR: 0.020000
Training Epoch: 2 [10240/45000]	Loss: 1.0290	LR: 0.020000
Training Epoch: 2 [10496/45000]	Loss: 1.0201	LR: 0.020000
Training Epoch: 2 [10752/45000]	Loss: 1.0685	LR: 0.020000
Training Epoch: 2 [11008/45000]	Loss: 0.9140	LR: 0.020000
Training Epoch: 2 [11264/45000]	Loss: 1.0783	LR: 0.020000
Training Epoch: 2 [11520/45000]	Loss: 0.8022	LR: 0.020000
Training Epoch: 2 [11776/45000]	Loss: 0.9803	LR: 0.020000
Training Epoch: 2 [12032/45000]	Loss: 0.9020	LR: 0.020000
Training Epoch: 2 [12288/45000]	Loss: 0.9723	LR: 0.020000
Training Epoch: 2 [12544/45000]	Loss: 0.8255	LR: 0.020000
Training Epoch: 2 [12800/45000]	Loss: 0.8237	LR: 0.020000
Training Epoch: 2 [13056/45000]	Loss: 0.8391	LR: 0.020000
Training Epoch: 2 [13312/45000]	Loss: 0.8760	LR: 0.020000
Training Epoch: 2 [13568/45000]	Loss: 0.8132	LR: 0.020000
Training Epoch: 2 [13824/45000]	Loss: 0.8020	LR: 0.020000
Training Epoch: 2 [14080/45000]	Loss: 0.8850	LR: 0.020000
Training Epoch: 2 [14336/45000]	Loss: 0.8673	LR: 0.020000
Training Epoch: 2 [14592/45000]	Loss: 0.8068	LR: 0.020000
Training Epoch: 2 [14848/45000]	Loss: 0.9232	LR: 0.020000
Training Epoch: 2 [15104/45000]	Loss: 0.8141	LR: 0.020000
Training Epoch: 2 [15360/45000]	Loss: 0.8875	LR: 0.020000
Training Epoch: 2 [15616/45000]	Loss: 0.9300	LR: 0.020000
Training Epoch: 2 [15872/45000]	Loss: 0.8966	LR: 0.020000
Training Epoch: 2 [16128/45000]	Loss: 0.7889	LR: 0.020000
Training Epoch: 2 [16384/45000]	Loss: 0.8766	LR: 0.020000
Training Epoch: 2 [16640/45000]	Loss: 0.9240	LR: 0.020000
Training Epoch: 2 [16896/45000]	Loss: 0.7441	LR: 0.020000
Training Epoch: 2 [17152/45000]	Loss: 0.9663	LR: 0.020000
Training Epoch: 2 [17408/45000]	Loss: 0.7590	LR: 0.020000
Training Epoch: 2 [17664/45000]	Loss: 0.9450	LR: 0.020000
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Training Epoch: 2 [19712/45000]	Loss: 0.8319	LR: 0.020000
Training Epoch: 2 [19968/45000]	Loss: 0.7957	LR: 0.020000
Training Epoch: 2 [20224/45000]	Loss: 0.8511	LR: 0.020000
Training Epoch: 2 [20480/45000]	Loss: 0.7748	LR: 0.020000
Training Epoch: 2 [20736/45000]	Loss: 0.7872	LR: 0.020000
Training Epoch: 2 [20992/45000]	Loss: 0.9701	LR: 0.020000
Training Epoch: 2 [21248/45000]	Loss: 0.7871	LR: 0.020000
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Training Epoch: 2 [23040/45000]	Loss: 0.8492	LR: 0.020000
Training Epoch: 2 [23296/45000]	Loss: 0.9200	LR: 0.020000
Training Epoch: 2 [23552/45000]	Loss: 0.8672	LR: 0.020000
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Training Epoch: 2 [24064/45000]	Loss: 0.8126	LR: 0.020000
Training Epoch: 2 [24320/45000]	Loss: 0.8920	LR: 0.020000
Training Epoch: 2 [24576/45000]	Loss: 0.8021	LR: 0.020000
Training Epoch: 2 [24832/45000]	Loss: 0.8677	LR: 0.020000
Training Epoch: 2 [25088/45000]	Loss: 0.7851	LR: 0.020000
Training Epoch: 2 [25344/45000]	Loss: 0.7653	LR: 0.020000
Training Epoch: 2 [25600/45000]	Loss: 0.8058	LR: 0.020000
Training Epoch: 2 [25856/45000]	Loss: 0.7815	LR: 0.020000
Training Epoch: 2 [26112/45000]	Loss: 0.8970	LR: 0.020000
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Training Epoch: 2 [28160/45000]	Loss: 0.7191	LR: 0.020000
Training Epoch: 2 [28416/45000]	Loss: 0.9247	LR: 0.020000
Training Epoch: 2 [28672/45000]	Loss: 0.7477	LR: 0.020000
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Training Epoch: 2 [38144/45000]	Loss: 0.7591	LR: 0.020000
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Training Epoch: 2 [38656/45000]	Loss: 0.7255	LR: 0.020000
Training Epoch: 2 [38912/45000]	Loss: 0.6900	LR: 0.020000
Training Epoch: 2 [39168/45000]	Loss: 0.6581	LR: 0.020000
Training Epoch: 2 [39424/45000]	Loss: 0.7147	LR: 0.020000
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Training Epoch: 2 [39936/45000]	Loss: 0.7121	LR: 0.020000
Training Epoch: 2 [40192/45000]	Loss: 0.7378	LR: 0.020000
Training Epoch: 2 [40448/45000]	Loss: 0.7757	LR: 0.020000
Training Epoch: 2 [40704/45000]	Loss: 0.6741	LR: 0.020000
Training Epoch: 2 [40960/45000]	Loss: 0.8736	LR: 0.020000
Training Epoch: 2 [41216/45000]	Loss: 0.7639	LR: 0.020000
Training Epoch: 2 [41472/45000]	Loss: 0.7132	LR: 0.020000
Training Epoch: 2 [41728/45000]	Loss: 0.6679	LR: 0.020000
Training Epoch: 2 [41984/45000]	Loss: 0.7103	LR: 0.020000
Training Epoch: 2 [42240/45000]	Loss: 0.7937	LR: 0.020000
Training Epoch: 2 [42496/45000]	Loss: 0.8278	LR: 0.020000
Training Epoch: 2 [42752/45000]	Loss: 0.7036	LR: 0.020000
Training Epoch: 2 [43008/45000]	Loss: 0.7879	LR: 0.020000
Training Epoch: 2 [43264/45000]	Loss: 0.8623	LR: 0.020000
Training Epoch: 2 [43520/45000]	Loss: 0.7108	LR: 0.020000
Training Epoch: 2 [43776/45000]	Loss: 0.8542	LR: 0.020000
Training Epoch: 2 [44032/45000]	Loss: 0.8476	LR: 0.020000
Training Epoch: 2 [44288/45000]	Loss: 0.7584	LR: 0.020000
Training Epoch: 2 [44544/45000]	Loss: 0.6714	LR: 0.020000
Training Epoch: 2 [44800/45000]	Loss: 0.6887	LR: 0.020000
Training Epoch: 2 [45000/45000]	Loss: 0.8699	LR: 0.020000
Epoch 2 - Average Train Loss: 0.8626, Train Accuracy: 0.6926
Epoch 2 training time consumed: 17.46s
Evaluating Network.....
Test set: Epoch: 2, Average loss: 0.0033, Accuracy: 0.7074, Time consumed:0.89s
Saving weights file to checkpoint/retrain/ResNet18/Friday_01_August_2025_23h_25m_56s/ResNet18-Cifar10-seed1-ret100-2-best.pth
Training Epoch: 3 [256/45000]	Loss: 0.6707	LR: 0.020000
Training Epoch: 3 [512/45000]	Loss: 0.6848	LR: 0.020000
Training Epoch: 3 [768/45000]	Loss: 0.7076	LR: 0.020000
Training Epoch: 3 [1024/45000]	Loss: 0.6940	LR: 0.020000
Training Epoch: 3 [1280/45000]	Loss: 0.6421	LR: 0.020000
Training Epoch: 3 [1536/45000]	Loss: 0.5699	LR: 0.020000
Training Epoch: 3 [1792/45000]	Loss: 0.7410	LR: 0.020000
Training Epoch: 3 [2048/45000]	Loss: 0.6185	LR: 0.020000
Training Epoch: 3 [2304/45000]	Loss: 0.6914	LR: 0.020000
Training Epoch: 3 [2560/45000]	Loss: 0.6822	LR: 0.020000
Training Epoch: 3 [2816/45000]	Loss: 0.6661	LR: 0.020000
Training Epoch: 3 [3072/45000]	Loss: 0.5948	LR: 0.020000
Training Epoch: 3 [3328/45000]	Loss: 0.7624	LR: 0.020000
Training Epoch: 3 [3584/45000]	Loss: 0.4661	LR: 0.020000
Training Epoch: 3 [3840/45000]	Loss: 0.7269	LR: 0.020000
Training Epoch: 3 [4096/45000]	Loss: 0.6294	LR: 0.020000
Training Epoch: 3 [4352/45000]	Loss: 0.5852	LR: 0.020000
Training Epoch: 3 [4608/45000]	Loss: 0.5885	LR: 0.020000
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Training Epoch: 3 [5376/45000]	Loss: 0.6789	LR: 0.020000
Training Epoch: 3 [5632/45000]	Loss: 0.6506	LR: 0.020000
Training Epoch: 3 [5888/45000]	Loss: 0.6018	LR: 0.020000
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Training Epoch: 3 [26368/45000]	Loss: 0.6522	LR: 0.020000
Training Epoch: 3 [26624/45000]	Loss: 0.6941	LR: 0.020000
Training Epoch: 3 [26880/45000]	Loss: 0.6061	LR: 0.020000
Training Epoch: 3 [27136/45000]	Loss: 0.6768	LR: 0.020000
Training Epoch: 3 [27392/45000]	Loss: 0.5636	LR: 0.020000
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Training Epoch: 3 [27904/45000]	Loss: 0.6978	LR: 0.020000
Training Epoch: 3 [28160/45000]	Loss: 0.5980	LR: 0.020000
Training Epoch: 3 [28416/45000]	Loss: 0.7316	LR: 0.020000
Training Epoch: 3 [28672/45000]	Loss: 0.5748	LR: 0.020000
Training Epoch: 3 [28928/45000]	Loss: 0.6917	LR: 0.020000
Training Epoch: 3 [29184/45000]	Loss: 0.6675	LR: 0.020000
Training Epoch: 3 [29440/45000]	Loss: 0.6299	LR: 0.020000
Training Epoch: 3 [29696/45000]	Loss: 0.6692	LR: 0.020000
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Training Epoch: 3 [30720/45000]	Loss: 0.6525	LR: 0.020000
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Training Epoch: 3 [32256/45000]	Loss: 0.6978	LR: 0.020000
Training Epoch: 3 [32512/45000]	Loss: 0.6025	LR: 0.020000
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Training Epoch: 3 [35328/45000]	Loss: 0.6617	LR: 0.020000
Training Epoch: 3 [35584/45000]	Loss: 0.7486	LR: 0.020000
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Training Epoch: 3 [36096/45000]	Loss: 0.5969	LR: 0.020000
Training Epoch: 3 [36352/45000]	Loss: 0.6791	LR: 0.020000
Training Epoch: 3 [36608/45000]	Loss: 0.6747	LR: 0.020000
Training Epoch: 3 [36864/45000]	Loss: 0.6337	LR: 0.020000
Training Epoch: 3 [37120/45000]	Loss: 0.6020	LR: 0.020000
Training Epoch: 3 [37376/45000]	Loss: 0.6902	LR: 0.020000
Training Epoch: 3 [37632/45000]	Loss: 0.6063	LR: 0.020000
Training Epoch: 3 [37888/45000]	Loss: 0.6896	LR: 0.020000
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Training Epoch: 3 [38656/45000]	Loss: 0.6462	LR: 0.020000
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Training Epoch: 3 [39168/45000]	Loss: 0.6405	LR: 0.020000
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Training Epoch: 3 [40192/45000]	Loss: 0.6000	LR: 0.020000
Training Epoch: 3 [40448/45000]	Loss: 0.6578	LR: 0.020000
Training Epoch: 3 [40704/45000]	Loss: 0.5605	LR: 0.020000
Training Epoch: 3 [40960/45000]	Loss: 0.5378	LR: 0.020000
Training Epoch: 3 [41216/45000]	Loss: 0.6646	LR: 0.020000
Training Epoch: 3 [41472/45000]	Loss: 0.5647	LR: 0.020000
Training Epoch: 3 [41728/45000]	Loss: 0.6598	LR: 0.020000
Training Epoch: 3 [41984/45000]	Loss: 0.4835	LR: 0.020000
Training Epoch: 3 [42240/45000]	Loss: 0.5531	LR: 0.020000
Training Epoch: 3 [42496/45000]	Loss: 0.5902	LR: 0.020000
Training Epoch: 3 [42752/45000]	Loss: 0.6792	LR: 0.020000
Training Epoch: 3 [43008/45000]	Loss: 0.6474	LR: 0.020000
Training Epoch: 3 [43264/45000]	Loss: 0.7121	LR: 0.020000
Training Epoch: 3 [43520/45000]	Loss: 0.6945	LR: 0.020000
Training Epoch: 3 [43776/45000]	Loss: 0.6686	LR: 0.020000
Training Epoch: 3 [44032/45000]	Loss: 0.6149	LR: 0.020000
Training Epoch: 3 [44288/45000]	Loss: 0.6929	LR: 0.020000
Training Epoch: 3 [44544/45000]	Loss: 0.6147	LR: 0.020000
Training Epoch: 3 [44800/45000]	Loss: 0.5351	LR: 0.020000
Training Epoch: 3 [45000/45000]	Loss: 0.5759	LR: 0.020000
Epoch 3 - Average Train Loss: 0.6420, Train Accuracy: 0.7726
Epoch 3 training time consumed: 17.42s
Evaluating Network.....
Test set: Epoch: 3, Average loss: 0.0027, Accuracy: 0.7622, Time consumed:0.88s
Saving weights file to checkpoint/retrain/ResNet18/Friday_01_August_2025_23h_25m_56s/ResNet18-Cifar10-seed1-ret100-3-best.pth
Training Epoch: 4 [256/45000]	Loss: 0.4624	LR: 0.020000
Training Epoch: 4 [512/45000]	Loss: 0.4319	LR: 0.020000
Training Epoch: 4 [768/45000]	Loss: 0.5483	LR: 0.020000
Training Epoch: 4 [1024/45000]	Loss: 0.5531	LR: 0.020000
Training Epoch: 4 [1280/45000]	Loss: 0.5271	LR: 0.020000
Training Epoch: 4 [1536/45000]	Loss: 0.5460	LR: 0.020000
Training Epoch: 4 [1792/45000]	Loss: 0.4636	LR: 0.020000
Training Epoch: 4 [2048/45000]	Loss: 0.4586	LR: 0.020000
Training Epoch: 4 [2304/45000]	Loss: 0.4876	LR: 0.020000
Training Epoch: 4 [2560/45000]	Loss: 0.4222	LR: 0.020000
Training Epoch: 4 [2816/45000]	Loss: 0.4903	LR: 0.020000
Training Epoch: 4 [3072/45000]	Loss: 0.4277	LR: 0.020000
Training Epoch: 4 [3328/45000]	Loss: 0.5041	LR: 0.020000
Training Epoch: 4 [3584/45000]	Loss: 0.5518	LR: 0.020000
Training Epoch: 4 [3840/45000]	Loss: 0.4323	LR: 0.020000
Training Epoch: 4 [4096/45000]	Loss: 0.4122	LR: 0.020000
Training Epoch: 4 [4352/45000]	Loss: 0.4477	LR: 0.020000
Training Epoch: 4 [4608/45000]	Loss: 0.5196	LR: 0.020000
Training Epoch: 4 [4864/45000]	Loss: 0.4970	LR: 0.020000
Training Epoch: 4 [5120/45000]	Loss: 0.3967	LR: 0.020000
Training Epoch: 4 [5376/45000]	Loss: 0.5038	LR: 0.020000
Training Epoch: 4 [5632/45000]	Loss: 0.5093	LR: 0.020000
Training Epoch: 4 [5888/45000]	Loss: 0.5114	LR: 0.020000
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Training Epoch: 4 [7168/45000]	Loss: 0.4418	LR: 0.020000
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Training Epoch: 4 [7680/45000]	Loss: 0.3985	LR: 0.020000
Training Epoch: 4 [7936/45000]	Loss: 0.3766	LR: 0.020000
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Training Epoch: 4 [39168/45000]	Loss: 0.5195	LR: 0.020000
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Training Epoch: 4 [42496/45000]	Loss: 0.4503	LR: 0.020000
Training Epoch: 4 [42752/45000]	Loss: 0.5190	LR: 0.020000
Training Epoch: 4 [43008/45000]	Loss: 0.3967	LR: 0.020000
Training Epoch: 4 [43264/45000]	Loss: 0.4228	LR: 0.020000
Training Epoch: 4 [43520/45000]	Loss: 0.4401	LR: 0.020000
Training Epoch: 4 [43776/45000]	Loss: 0.4554	LR: 0.020000
Training Epoch: 4 [44032/45000]	Loss: 0.5547	LR: 0.020000
Training Epoch: 4 [44288/45000]	Loss: 0.5233	LR: 0.020000
Training Epoch: 4 [44544/45000]	Loss: 0.4835	LR: 0.020000
Training Epoch: 4 [44800/45000]	Loss: 0.4733	LR: 0.020000
Training Epoch: 4 [45000/45000]	Loss: 0.4579	LR: 0.020000
Epoch 4 - Average Train Loss: 0.4962, Train Accuracy: 0.8237
Epoch 4 training time consumed: 17.50s
Evaluating Network.....
Test set: Epoch: 4, Average loss: 0.0028, Accuracy: 0.7611, Time consumed:0.91s
Saving weights file to checkpoint/retrain/ResNet18/Friday_01_August_2025_23h_25m_56s/ResNet18-Cifar10-seed1-ret100-4-best.pth
Training Epoch: 5 [256/45000]	Loss: 0.3072	LR: 0.004000
Training Epoch: 5 [512/45000]	Loss: 0.3141	LR: 0.004000
Training Epoch: 5 [768/45000]	Loss: 0.3970	LR: 0.004000
Training Epoch: 5 [1024/45000]	Loss: 0.3822	LR: 0.004000
Training Epoch: 5 [1280/45000]	Loss: 0.3126	LR: 0.004000
Training Epoch: 5 [1536/45000]	Loss: 0.3391	LR: 0.004000
Training Epoch: 5 [1792/45000]	Loss: 0.3492	LR: 0.004000
Training Epoch: 5 [2048/45000]	Loss: 0.3674	LR: 0.004000
Training Epoch: 5 [2304/45000]	Loss: 0.3175	LR: 0.004000
Training Epoch: 5 [2560/45000]	Loss: 0.3387	LR: 0.004000
Training Epoch: 5 [2816/45000]	Loss: 0.2980	LR: 0.004000
Training Epoch: 5 [3072/45000]	Loss: 0.3150	LR: 0.004000
Training Epoch: 5 [3328/45000]	Loss: 0.3045	LR: 0.004000
Training Epoch: 5 [3584/45000]	Loss: 0.3537	LR: 0.004000
Training Epoch: 5 [3840/45000]	Loss: 0.3245	LR: 0.004000
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Training Epoch: 5 [5632/45000]	Loss: 0.2762	LR: 0.004000
Training Epoch: 5 [5888/45000]	Loss: 0.2547	LR: 0.004000
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Training Epoch: 5 [7168/45000]	Loss: 0.3043	LR: 0.004000
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Training Epoch: 5 [7680/45000]	Loss: 0.2331	LR: 0.004000
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Training Epoch: 5 [8192/45000]	Loss: 0.2872	LR: 0.004000
Training Epoch: 5 [8448/45000]	Loss: 0.2709	LR: 0.004000
Training Epoch: 5 [8704/45000]	Loss: 0.2540	LR: 0.004000
Training Epoch: 5 [8960/45000]	Loss: 0.2331	LR: 0.004000
Training Epoch: 5 [9216/45000]	Loss: 0.2862	LR: 0.004000
Training Epoch: 5 [9472/45000]	Loss: 0.3056	LR: 0.004000
Training Epoch: 5 [9728/45000]	Loss: 0.2743	LR: 0.004000
Training Epoch: 5 [9984/45000]	Loss: 0.3234	LR: 0.004000
Training Epoch: 5 [10240/45000]	Loss: 0.2509	LR: 0.004000
Training Epoch: 5 [10496/45000]	Loss: 0.2668	LR: 0.004000
Training Epoch: 5 [10752/45000]	Loss: 0.2814	LR: 0.004000
Training Epoch: 5 [11008/45000]	Loss: 0.2064	LR: 0.004000
Training Epoch: 5 [11264/45000]	Loss: 0.3720	LR: 0.004000
Training Epoch: 5 [11520/45000]	Loss: 0.2091	LR: 0.004000
Training Epoch: 5 [11776/45000]	Loss: 0.2274	LR: 0.004000
Training Epoch: 5 [12032/45000]	Loss: 0.2669	LR: 0.004000
Training Epoch: 5 [12288/45000]	Loss: 0.2183	LR: 0.004000
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Training Epoch: 5 [12800/45000]	Loss: 0.2342	LR: 0.004000
Training Epoch: 5 [13056/45000]	Loss: 0.2375	LR: 0.004000
Training Epoch: 5 [13312/45000]	Loss: 0.2907	LR: 0.004000
Training Epoch: 5 [13568/45000]	Loss: 0.2902	LR: 0.004000
Training Epoch: 5 [13824/45000]	Loss: 0.2649	LR: 0.004000
Training Epoch: 5 [14080/45000]	Loss: 0.2777	LR: 0.004000
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Training Epoch: 5 [15104/45000]	Loss: 0.2803	LR: 0.004000
Training Epoch: 5 [15360/45000]	Loss: 0.2502	LR: 0.004000
Training Epoch: 5 [15616/45000]	Loss: 0.2798	LR: 0.004000
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Training Epoch: 5 [16128/45000]	Loss: 0.2476	LR: 0.004000
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Training Epoch: 5 [16640/45000]	Loss: 0.2760	LR: 0.004000
Training Epoch: 5 [16896/45000]	Loss: 0.2719	LR: 0.004000
Training Epoch: 5 [17152/45000]	Loss: 0.2069	LR: 0.004000
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Training Epoch: 5 [19968/45000]	Loss: 0.2504	LR: 0.004000
Training Epoch: 5 [20224/45000]	Loss: 0.2293	LR: 0.004000
Training Epoch: 5 [20480/45000]	Loss: 0.2043	LR: 0.004000
Training Epoch: 5 [20736/45000]	Loss: 0.3192	LR: 0.004000
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Training Epoch: 5 [27904/45000]	Loss: 0.2118	LR: 0.004000
Training Epoch: 5 [28160/45000]	Loss: 0.2183	LR: 0.004000
Training Epoch: 5 [28416/45000]	Loss: 0.2044	LR: 0.004000
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Training Epoch: 5 [28928/45000]	Loss: 0.2402	LR: 0.004000
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Training Epoch: 5 [29440/45000]	Loss: 0.2497	LR: 0.004000
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Training Epoch: 5 [34304/45000]	Loss: 0.2256	LR: 0.004000
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Training Epoch: 5 [35072/45000]	Loss: 0.2343	LR: 0.004000
Training Epoch: 5 [35328/45000]	Loss: 0.2365	LR: 0.004000
Training Epoch: 5 [35584/45000]	Loss: 0.2499	LR: 0.004000
Training Epoch: 5 [35840/45000]	Loss: 0.1725	LR: 0.004000
Training Epoch: 5 [36096/45000]	Loss: 0.2113	LR: 0.004000
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Training Epoch: 5 [36608/45000]	Loss: 0.2053	LR: 0.004000
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Training Epoch: 5 [37376/45000]	Loss: 0.2171	LR: 0.004000
Training Epoch: 5 [37632/45000]	Loss: 0.1725	LR: 0.004000
Training Epoch: 5 [37888/45000]	Loss: 0.2420	LR: 0.004000
Training Epoch: 5 [38144/45000]	Loss: 0.2098	LR: 0.004000
Training Epoch: 5 [38400/45000]	Loss: 0.1990	LR: 0.004000
Training Epoch: 5 [38656/45000]	Loss: 0.2180	LR: 0.004000
Training Epoch: 5 [38912/45000]	Loss: 0.2023	LR: 0.004000
Training Epoch: 5 [39168/45000]	Loss: 0.2218	LR: 0.004000
Training Epoch: 5 [39424/45000]	Loss: 0.2506	LR: 0.004000
Training Epoch: 5 [39680/45000]	Loss: 0.1694	LR: 0.004000
Training Epoch: 5 [39936/45000]	Loss: 0.1988	LR: 0.004000
Training Epoch: 5 [40192/45000]	Loss: 0.2277	LR: 0.004000
Training Epoch: 5 [40448/45000]	Loss: 0.1296	LR: 0.004000
Training Epoch: 5 [40704/45000]	Loss: 0.2188	LR: 0.004000
Training Epoch: 5 [40960/45000]	Loss: 0.1828	LR: 0.004000
Training Epoch: 5 [41216/45000]	Loss: 0.2294	LR: 0.004000
Training Epoch: 5 [41472/45000]	Loss: 0.3151	LR: 0.004000
Training Epoch: 5 [41728/45000]	Loss: 0.2413	LR: 0.004000
Training Epoch: 5 [41984/45000]	Loss: 0.1953	LR: 0.004000
Training Epoch: 5 [42240/45000]	Loss: 0.2008	LR: 0.004000
Training Epoch: 5 [42496/45000]	Loss: 0.2379	LR: 0.004000
Training Epoch: 5 [42752/45000]	Loss: 0.2330	LR: 0.004000
Training Epoch: 5 [43008/45000]	Loss: 0.2776	LR: 0.004000
Training Epoch: 5 [43264/45000]	Loss: 0.1831	LR: 0.004000
Training Epoch: 5 [43520/45000]	Loss: 0.2123	LR: 0.004000
Training Epoch: 5 [43776/45000]	Loss: 0.2186	LR: 0.004000
Training Epoch: 5 [44032/45000]	Loss: 0.2763	LR: 0.004000
Training Epoch: 5 [44288/45000]	Loss: 0.2586	LR: 0.004000
Training Epoch: 5 [44544/45000]	Loss: 0.2445	LR: 0.004000
Training Epoch: 5 [44800/45000]	Loss: 0.2056	LR: 0.004000
Training Epoch: 5 [45000/45000]	Loss: 0.2400	LR: 0.004000
Epoch 5 - Average Train Loss: 0.2484, Train Accuracy: 0.9192
Epoch 5 training time consumed: 17.49s
Evaluating Network.....
Test set: Epoch: 5, Average loss: 0.0023, Accuracy: 0.8120, Time consumed:0.88s
Saving weights file to checkpoint/retrain/ResNet18/Friday_01_August_2025_23h_25m_56s/ResNet18-Cifar10-seed1-ret100-5-best.pth
Training Epoch: 6 [256/45000]	Loss: 0.1554	LR: 0.004000
Training Epoch: 6 [512/45000]	Loss: 0.1507	LR: 0.004000
Training Epoch: 6 [768/45000]	Loss: 0.2402	LR: 0.004000
Training Epoch: 6 [1024/45000]	Loss: 0.1651	LR: 0.004000
Training Epoch: 6 [1280/45000]	Loss: 0.1711	LR: 0.004000
Training Epoch: 6 [1536/45000]	Loss: 0.1473	LR: 0.004000
Training Epoch: 6 [1792/45000]	Loss: 0.1531	LR: 0.004000
Training Epoch: 6 [2048/45000]	Loss: 0.1418	LR: 0.004000
Training Epoch: 6 [2304/45000]	Loss: 0.1936	LR: 0.004000
Training Epoch: 6 [2560/45000]	Loss: 0.1277	LR: 0.004000
Training Epoch: 6 [2816/45000]	Loss: 0.1531	LR: 0.004000
Training Epoch: 6 [3072/45000]	Loss: 0.1141	LR: 0.004000
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Training Epoch: 6 [4096/45000]	Loss: 0.1785	LR: 0.004000
Training Epoch: 6 [4352/45000]	Loss: 0.1903	LR: 0.004000
Training Epoch: 6 [4608/45000]	Loss: 0.0990	LR: 0.004000
Training Epoch: 6 [4864/45000]	Loss: 0.1172	LR: 0.004000
Training Epoch: 6 [5120/45000]	Loss: 0.1834	LR: 0.004000
Training Epoch: 6 [5376/45000]	Loss: 0.1586	LR: 0.004000
Training Epoch: 6 [5632/45000]	Loss: 0.1752	LR: 0.004000
Training Epoch: 6 [5888/45000]	Loss: 0.1563	LR: 0.004000
Training Epoch: 6 [6144/45000]	Loss: 0.1632	LR: 0.004000
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Training Epoch: 6 [7168/45000]	Loss: 0.1452	LR: 0.004000
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Training Epoch: 6 [7680/45000]	Loss: 0.1422	LR: 0.004000
Training Epoch: 6 [7936/45000]	Loss: 0.1394	LR: 0.004000
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Training Epoch: 6 [8960/45000]	Loss: 0.1757	LR: 0.004000
Training Epoch: 6 [9216/45000]	Loss: 0.0886	LR: 0.004000
Training Epoch: 6 [9472/45000]	Loss: 0.1513	LR: 0.004000
Training Epoch: 6 [9728/45000]	Loss: 0.1576	LR: 0.004000
Training Epoch: 6 [9984/45000]	Loss: 0.1403	LR: 0.004000
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Training Epoch: 6 [10496/45000]	Loss: 0.1841	LR: 0.004000
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Training Epoch: 6 [11008/45000]	Loss: 0.1286	LR: 0.004000
Training Epoch: 6 [11264/45000]	Loss: 0.1267	LR: 0.004000
Training Epoch: 6 [11520/45000]	Loss: 0.1233	LR: 0.004000
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Training Epoch: 6 [12032/45000]	Loss: 0.1819	LR: 0.004000
Training Epoch: 6 [12288/45000]	Loss: 0.1227	LR: 0.004000
Training Epoch: 6 [12544/45000]	Loss: 0.1573	LR: 0.004000
Training Epoch: 6 [12800/45000]	Loss: 0.2225	LR: 0.004000
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Training Epoch: 6 [13312/45000]	Loss: 0.1486	LR: 0.004000
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Training Epoch: 6 [15616/45000]	Loss: 0.1084	LR: 0.004000
Training Epoch: 6 [15872/45000]	Loss: 0.0973	LR: 0.004000
Training Epoch: 6 [16128/45000]	Loss: 0.1245	LR: 0.004000
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Training Epoch: 6 [16640/45000]	Loss: 0.1110	LR: 0.004000
Training Epoch: 6 [16896/45000]	Loss: 0.1558	LR: 0.004000
Training Epoch: 6 [17152/45000]	Loss: 0.1771	LR: 0.004000
Training Epoch: 6 [17408/45000]	Loss: 0.1310	LR: 0.004000
Training Epoch: 6 [17664/45000]	Loss: 0.1546	LR: 0.004000
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Training Epoch: 6 [18176/45000]	Loss: 0.1073	LR: 0.004000
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Training Epoch: 6 [27904/45000]	Loss: 0.1136	LR: 0.004000
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Training Epoch: 6 [28416/45000]	Loss: 0.1221	LR: 0.004000
Training Epoch: 6 [28672/45000]	Loss: 0.1203	LR: 0.004000
Training Epoch: 6 [28928/45000]	Loss: 0.1250	LR: 0.004000
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Training Epoch: 6 [29440/45000]	Loss: 0.1542	LR: 0.004000
Training Epoch: 6 [29696/45000]	Loss: 0.1638	LR: 0.004000
Training Epoch: 6 [29952/45000]	Loss: 0.1205	LR: 0.004000
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Training Epoch: 6 [30464/45000]	Loss: 0.1043	LR: 0.004000
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Training Epoch: 6 [36096/45000]	Loss: 0.1347	LR: 0.004000
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Training Epoch: 6 [36608/45000]	Loss: 0.1884	LR: 0.004000
Training Epoch: 6 [36864/45000]	Loss: 0.1585	LR: 0.004000
Training Epoch: 6 [37120/45000]	Loss: 0.1028	LR: 0.004000
Training Epoch: 6 [37376/45000]	Loss: 0.1285	LR: 0.004000
Training Epoch: 6 [37632/45000]	Loss: 0.1283	LR: 0.004000
Training Epoch: 6 [37888/45000]	Loss: 0.1226	LR: 0.004000
Training Epoch: 6 [38144/45000]	Loss: 0.1696	LR: 0.004000
Training Epoch: 6 [38400/45000]	Loss: 0.1336	LR: 0.004000
Training Epoch: 6 [38656/45000]	Loss: 0.1354	LR: 0.004000
Training Epoch: 6 [38912/45000]	Loss: 0.1492	LR: 0.004000
Training Epoch: 6 [39168/45000]	Loss: 0.1509	LR: 0.004000
Training Epoch: 6 [39424/45000]	Loss: 0.2018	LR: 0.004000
Training Epoch: 6 [39680/45000]	Loss: 0.1261	LR: 0.004000
Training Epoch: 6 [39936/45000]	Loss: 0.1520	LR: 0.004000
Training Epoch: 6 [40192/45000]	Loss: 0.1476	LR: 0.004000
Training Epoch: 6 [40448/45000]	Loss: 0.1942	LR: 0.004000
Training Epoch: 6 [40704/45000]	Loss: 0.1047	LR: 0.004000
Training Epoch: 6 [40960/45000]	Loss: 0.1799	LR: 0.004000
Training Epoch: 6 [41216/45000]	Loss: 0.1596	LR: 0.004000
Training Epoch: 6 [41472/45000]	Loss: 0.1893	LR: 0.004000
Training Epoch: 6 [41728/45000]	Loss: 0.1577	LR: 0.004000
Training Epoch: 6 [41984/45000]	Loss: 0.1504	LR: 0.004000
Training Epoch: 6 [42240/45000]	Loss: 0.1288	LR: 0.004000
Training Epoch: 6 [42496/45000]	Loss: 0.1085	LR: 0.004000
Training Epoch: 6 [42752/45000]	Loss: 0.1349	LR: 0.004000
Training Epoch: 6 [43008/45000]	Loss: 0.1805	LR: 0.004000
Training Epoch: 6 [43264/45000]	Loss: 0.1768	LR: 0.004000
Training Epoch: 6 [43520/45000]	Loss: 0.0980	LR: 0.004000
Training Epoch: 6 [43776/45000]	Loss: 0.1146	LR: 0.004000
Training Epoch: 6 [44032/45000]	Loss: 0.1676	LR: 0.004000
Training Epoch: 6 [44288/45000]	Loss: 0.2021	LR: 0.004000
Training Epoch: 6 [44544/45000]	Loss: 0.1423	LR: 0.004000
Training Epoch: 6 [44800/45000]	Loss: 0.1644	LR: 0.004000
Training Epoch: 6 [45000/45000]	Loss: 0.0876	LR: 0.004000
Epoch 6 - Average Train Loss: 0.1476, Train Accuracy: 0.9559
Epoch 6 training time consumed: 17.41s
Evaluating Network.....
Test set: Epoch: 6, Average loss: 0.0026, Accuracy: 0.8021, Time consumed:0.92s
Saving weights file to checkpoint/retrain/ResNet18/Friday_01_August_2025_23h_25m_56s/ResNet18-Cifar10-seed1-ret100-6-best.pth
Training Epoch: 7 [256/45000]	Loss: 0.0954	LR: 0.004000
Training Epoch: 7 [512/45000]	Loss: 0.0919	LR: 0.004000
Training Epoch: 7 [768/45000]	Loss: 0.0914	LR: 0.004000
Training Epoch: 7 [1024/45000]	Loss: 0.1133	LR: 0.004000
Training Epoch: 7 [1280/45000]	Loss: 0.0591	LR: 0.004000
Training Epoch: 7 [1536/45000]	Loss: 0.0836	LR: 0.004000
Training Epoch: 7 [1792/45000]	Loss: 0.0983	LR: 0.004000
Training Epoch: 7 [2048/45000]	Loss: 0.0667	LR: 0.004000
Training Epoch: 7 [2304/45000]	Loss: 0.0798	LR: 0.004000
Training Epoch: 7 [2560/45000]	Loss: 0.0746	LR: 0.004000
Training Epoch: 7 [2816/45000]	Loss: 0.0579	LR: 0.004000
Training Epoch: 7 [3072/45000]	Loss: 0.0837	LR: 0.004000
Training Epoch: 7 [3328/45000]	Loss: 0.0821	LR: 0.004000
Training Epoch: 7 [3584/45000]	Loss: 0.1116	LR: 0.004000
Training Epoch: 7 [3840/45000]	Loss: 0.0965	LR: 0.004000
Training Epoch: 7 [4096/45000]	Loss: 0.0819	LR: 0.004000
Training Epoch: 7 [4352/45000]	Loss: 0.0762	LR: 0.004000
Training Epoch: 7 [4608/45000]	Loss: 0.0740	LR: 0.004000
Training Epoch: 7 [4864/45000]	Loss: 0.0991	LR: 0.004000
Training Epoch: 7 [5120/45000]	Loss: 0.0816	LR: 0.004000
Training Epoch: 7 [5376/45000]	Loss: 0.0828	LR: 0.004000
Training Epoch: 7 [5632/45000]	Loss: 0.0779	LR: 0.004000
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Training Epoch: 7 [9984/45000]	Loss: 0.0517	LR: 0.004000
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Training Epoch: 7 [10496/45000]	Loss: 0.0641	LR: 0.004000
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Training Epoch: 7 [11008/45000]	Loss: 0.0588	LR: 0.004000
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Training Epoch: 7 [11520/45000]	Loss: 0.0987	LR: 0.004000
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Training Epoch: 7 [12032/45000]	Loss: 0.0660	LR: 0.004000
Training Epoch: 7 [12288/45000]	Loss: 0.0904	LR: 0.004000
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Training Epoch: 7 [15360/45000]	Loss: 0.0931	LR: 0.004000
Training Epoch: 7 [15616/45000]	Loss: 0.0626	LR: 0.004000
Training Epoch: 7 [15872/45000]	Loss: 0.0917	LR: 0.004000
Training Epoch: 7 [16128/45000]	Loss: 0.0831	LR: 0.004000
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Training Epoch: 7 [16896/45000]	Loss: 0.0829	LR: 0.004000
Training Epoch: 7 [17152/45000]	Loss: 0.0668	LR: 0.004000
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Training Epoch: 7 [17920/45000]	Loss: 0.1029	LR: 0.004000
Training Epoch: 7 [18176/45000]	Loss: 0.0705	LR: 0.004000
Training Epoch: 7 [18432/45000]	Loss: 0.0764	LR: 0.004000
Training Epoch: 7 [18688/45000]	Loss: 0.0709	LR: 0.004000
Training Epoch: 7 [18944/45000]	Loss: 0.0584	LR: 0.004000
Training Epoch: 7 [19200/45000]	Loss: 0.0600	LR: 0.004000
Training Epoch: 7 [19456/45000]	Loss: 0.0621	LR: 0.004000
Training Epoch: 7 [19712/45000]	Loss: 0.0787	LR: 0.004000
Training Epoch: 7 [19968/45000]	Loss: 0.0770	LR: 0.004000
Training Epoch: 7 [20224/45000]	Loss: 0.0954	LR: 0.004000
Training Epoch: 7 [20480/45000]	Loss: 0.0571	LR: 0.004000
Training Epoch: 7 [20736/45000]	Loss: 0.0751	LR: 0.004000
Training Epoch: 7 [20992/45000]	Loss: 0.0936	LR: 0.004000
Training Epoch: 7 [21248/45000]	Loss: 0.0736	LR: 0.004000
Training Epoch: 7 [21504/45000]	Loss: 0.0566	LR: 0.004000
Training Epoch: 7 [21760/45000]	Loss: 0.0819	LR: 0.004000
Training Epoch: 7 [22016/45000]	Loss: 0.1134	LR: 0.004000
Training Epoch: 7 [22272/45000]	Loss: 0.0721	LR: 0.004000
Training Epoch: 7 [22528/45000]	Loss: 0.0811	LR: 0.004000
Training Epoch: 7 [22784/45000]	Loss: 0.0763	LR: 0.004000
Training Epoch: 7 [23040/45000]	Loss: 0.0715	LR: 0.004000
Training Epoch: 7 [23296/45000]	Loss: 0.1180	LR: 0.004000
Training Epoch: 7 [23552/45000]	Loss: 0.0847	LR: 0.004000
Training Epoch: 7 [23808/45000]	Loss: 0.1068	LR: 0.004000
Training Epoch: 7 [24064/45000]	Loss: 0.0611	LR: 0.004000
Training Epoch: 7 [24320/45000]	Loss: 0.0595	LR: 0.004000
Training Epoch: 7 [24576/45000]	Loss: 0.1295	LR: 0.004000
Training Epoch: 7 [24832/45000]	Loss: 0.0897	LR: 0.004000
Training Epoch: 7 [25088/45000]	Loss: 0.1252	LR: 0.004000
Training Epoch: 7 [25344/45000]	Loss: 0.0711	LR: 0.004000
Training Epoch: 7 [25600/45000]	Loss: 0.0671	LR: 0.004000
Training Epoch: 7 [25856/45000]	Loss: 0.0754	LR: 0.004000
Training Epoch: 7 [26112/45000]	Loss: 0.0661	LR: 0.004000
Training Epoch: 7 [26368/45000]	Loss: 0.0501	LR: 0.004000
Training Epoch: 7 [26624/45000]	Loss: 0.0663	LR: 0.004000
Training Epoch: 7 [26880/45000]	Loss: 0.0793	LR: 0.004000
Training Epoch: 7 [27136/45000]	Loss: 0.0640	LR: 0.004000
Training Epoch: 7 [27392/45000]	Loss: 0.1435	LR: 0.004000
Training Epoch: 7 [27648/45000]	Loss: 0.0765	LR: 0.004000
Training Epoch: 7 [27904/45000]	Loss: 0.0897	LR: 0.004000
Training Epoch: 7 [28160/45000]	Loss: 0.0768	LR: 0.004000
Training Epoch: 7 [28416/45000]	Loss: 0.0664	LR: 0.004000
Training Epoch: 7 [28672/45000]	Loss: 0.0713	LR: 0.004000
Training Epoch: 7 [28928/45000]	Loss: 0.0858	LR: 0.004000
Training Epoch: 7 [29184/45000]	Loss: 0.0517	LR: 0.004000
Training Epoch: 7 [29440/45000]	Loss: 0.0673	LR: 0.004000
Training Epoch: 7 [29696/45000]	Loss: 0.0994	LR: 0.004000
Training Epoch: 7 [29952/45000]	Loss: 0.0646	LR: 0.004000
Training Epoch: 7 [30208/45000]	Loss: 0.0837	LR: 0.004000
Training Epoch: 7 [30464/45000]	Loss: 0.0597	LR: 0.004000
Training Epoch: 7 [30720/45000]	Loss: 0.1128	LR: 0.004000
Training Epoch: 7 [30976/45000]	Loss: 0.0831	LR: 0.004000
Training Epoch: 7 [31232/45000]	Loss: 0.0769	LR: 0.004000
Training Epoch: 7 [31488/45000]	Loss: 0.0937	LR: 0.004000
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Training Epoch: 7 [32000/45000]	Loss: 0.0919	LR: 0.004000
Training Epoch: 7 [32256/45000]	Loss: 0.0932	LR: 0.004000
Training Epoch: 7 [32512/45000]	Loss: 0.0767	LR: 0.004000
Training Epoch: 7 [32768/45000]	Loss: 0.0580	LR: 0.004000
Training Epoch: 7 [33024/45000]	Loss: 0.0548	LR: 0.004000
Training Epoch: 7 [33280/45000]	Loss: 0.0669	LR: 0.004000
Training Epoch: 7 [33536/45000]	Loss: 0.0522	LR: 0.004000
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Training Epoch: 7 [34048/45000]	Loss: 0.0714	LR: 0.004000
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Training Epoch: 7 [34816/45000]	Loss: 0.0663	LR: 0.004000
Training Epoch: 7 [35072/45000]	Loss: 0.0799	LR: 0.004000
Training Epoch: 7 [35328/45000]	Loss: 0.0799	LR: 0.004000
Training Epoch: 7 [35584/45000]	Loss: 0.1068	LR: 0.004000
Training Epoch: 7 [35840/45000]	Loss: 0.0835	LR: 0.004000
Training Epoch: 7 [36096/45000]	Loss: 0.0783	LR: 0.004000
Training Epoch: 7 [36352/45000]	Loss: 0.0757	LR: 0.004000
Training Epoch: 7 [36608/45000]	Loss: 0.0638	LR: 0.004000
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Training Epoch: 7 [37120/45000]	Loss: 0.1214	LR: 0.004000
Training Epoch: 7 [37376/45000]	Loss: 0.0702	LR: 0.004000
Training Epoch: 7 [37632/45000]	Loss: 0.0871	LR: 0.004000
Training Epoch: 7 [37888/45000]	Loss: 0.0760	LR: 0.004000
Training Epoch: 7 [38144/45000]	Loss: 0.1004	LR: 0.004000
Training Epoch: 7 [38400/45000]	Loss: 0.0679	LR: 0.004000
Training Epoch: 7 [38656/45000]	Loss: 0.0891	LR: 0.004000
Training Epoch: 7 [38912/45000]	Loss: 0.0626	LR: 0.004000
Training Epoch: 7 [39168/45000]	Loss: 0.0868	LR: 0.004000
Training Epoch: 7 [39424/45000]	Loss: 0.0624	LR: 0.004000
Training Epoch: 7 [39680/45000]	Loss: 0.0521	LR: 0.004000
Training Epoch: 7 [39936/45000]	Loss: 0.0807	LR: 0.004000
Training Epoch: 7 [40192/45000]	Loss: 0.1189	LR: 0.004000
Training Epoch: 7 [40448/45000]	Loss: 0.0891	LR: 0.004000
Training Epoch: 7 [40704/45000]	Loss: 0.0843	LR: 0.004000
Training Epoch: 7 [40960/45000]	Loss: 0.0829	LR: 0.004000
Training Epoch: 7 [41216/45000]	Loss: 0.0514	LR: 0.004000
Training Epoch: 7 [41472/45000]	Loss: 0.0480	LR: 0.004000
Training Epoch: 7 [41728/45000]	Loss: 0.0752	LR: 0.004000
Training Epoch: 7 [41984/45000]	Loss: 0.0796	LR: 0.004000
Training Epoch: 7 [42240/45000]	Loss: 0.0686	LR: 0.004000
Training Epoch: 7 [42496/45000]	Loss: 0.1021	LR: 0.004000
Training Epoch: 7 [42752/45000]	Loss: 0.0668	LR: 0.004000
Training Epoch: 7 [43008/45000]	Loss: 0.0796	LR: 0.004000
Training Epoch: 7 [43264/45000]	Loss: 0.0934	LR: 0.004000
Training Epoch: 7 [43520/45000]	Loss: 0.0933	LR: 0.004000
Training Epoch: 7 [43776/45000]	Loss: 0.0535	LR: 0.004000
Training Epoch: 7 [44032/45000]	Loss: 0.0681	LR: 0.004000
Training Epoch: 7 [44288/45000]	Loss: 0.0729	LR: 0.004000
Training Epoch: 7 [44544/45000]	Loss: 0.1027	LR: 0.004000
Training Epoch: 7 [44800/45000]	Loss: 0.0937	LR: 0.004000
Training Epoch: 7 [45000/45000]	Loss: 0.0598	LR: 0.004000
Epoch 7 - Average Train Loss: 0.0795, Train Accuracy: 0.9812
Epoch 7 training time consumed: 17.43s
Evaluating Network.....
Test set: Epoch: 7, Average loss: 0.0027, Accuracy: 0.8081, Time consumed:0.87s
Saving weights file to checkpoint/retrain/ResNet18/Friday_01_August_2025_23h_25m_56s/ResNet18-Cifar10-seed1-ret100-7-best.pth
Training Epoch: 8 [256/45000]	Loss: 0.0411	LR: 0.004000
Training Epoch: 8 [512/45000]	Loss: 0.0324	LR: 0.004000
Training Epoch: 8 [768/45000]	Loss: 0.0419	LR: 0.004000
Training Epoch: 8 [1024/45000]	Loss: 0.0438	LR: 0.004000
Training Epoch: 8 [1280/45000]	Loss: 0.0418	LR: 0.004000
Training Epoch: 8 [1536/45000]	Loss: 0.0387	LR: 0.004000
Training Epoch: 8 [1792/45000]	Loss: 0.0335	LR: 0.004000
Training Epoch: 8 [2048/45000]	Loss: 0.0382	LR: 0.004000
Training Epoch: 8 [2304/45000]	Loss: 0.0356	LR: 0.004000
Training Epoch: 8 [2560/45000]	Loss: 0.0329	LR: 0.004000
Training Epoch: 8 [2816/45000]	Loss: 0.0584	LR: 0.004000
Training Epoch: 8 [3072/45000]	Loss: 0.0401	LR: 0.004000
Training Epoch: 8 [3328/45000]	Loss: 0.0362	LR: 0.004000
Training Epoch: 8 [3584/45000]	Loss: 0.0377	LR: 0.004000
Training Epoch: 8 [3840/45000]	Loss: 0.0413	LR: 0.004000
Training Epoch: 8 [4096/45000]	Loss: 0.0400	LR: 0.004000
Training Epoch: 8 [4352/45000]	Loss: 0.0479	LR: 0.004000
Training Epoch: 8 [4608/45000]	Loss: 0.0374	LR: 0.004000
Training Epoch: 8 [4864/45000]	Loss: 0.0293	LR: 0.004000
Training Epoch: 8 [5120/45000]	Loss: 0.0580	LR: 0.004000
Training Epoch: 8 [5376/45000]	Loss: 0.0413	LR: 0.004000
Training Epoch: 8 [5632/45000]	Loss: 0.0373	LR: 0.004000
Training Epoch: 8 [5888/45000]	Loss: 0.0544	LR: 0.004000
Training Epoch: 8 [6144/45000]	Loss: 0.0457	LR: 0.004000
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Training Epoch: 8 [6656/45000]	Loss: 0.0310	LR: 0.004000
Training Epoch: 8 [6912/45000]	Loss: 0.0446	LR: 0.004000
Training Epoch: 8 [7168/45000]	Loss: 0.0350	LR: 0.004000
Training Epoch: 8 [7424/45000]	Loss: 0.0357	LR: 0.004000
Training Epoch: 8 [7680/45000]	Loss: 0.0420	LR: 0.004000
Training Epoch: 8 [7936/45000]	Loss: 0.0325	LR: 0.004000
Training Epoch: 8 [8192/45000]	Loss: 0.0353	LR: 0.004000
Training Epoch: 8 [8448/45000]	Loss: 0.0277	LR: 0.004000
Training Epoch: 8 [8704/45000]	Loss: 0.0338	LR: 0.004000
Training Epoch: 8 [8960/45000]	Loss: 0.0385	LR: 0.004000
Training Epoch: 8 [9216/45000]	Loss: 0.0360	LR: 0.004000
Training Epoch: 8 [9472/45000]	Loss: 0.0261	LR: 0.004000
Training Epoch: 8 [9728/45000]	Loss: 0.0306	LR: 0.004000
Training Epoch: 8 [9984/45000]	Loss: 0.0268	LR: 0.004000
Training Epoch: 8 [10240/45000]	Loss: 0.0385	LR: 0.004000
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Training Epoch: 8 [11008/45000]	Loss: 0.0306	LR: 0.004000
Training Epoch: 8 [11264/45000]	Loss: 0.0364	LR: 0.004000
Training Epoch: 8 [11520/45000]	Loss: 0.0404	LR: 0.004000
Training Epoch: 8 [11776/45000]	Loss: 0.0442	LR: 0.004000
Training Epoch: 8 [12032/45000]	Loss: 0.0367	LR: 0.004000
Training Epoch: 8 [12288/45000]	Loss: 0.0431	LR: 0.004000
Training Epoch: 8 [12544/45000]	Loss: 0.0379	LR: 0.004000
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Training Epoch: 8 [13312/45000]	Loss: 0.0506	LR: 0.004000
Training Epoch: 8 [13568/45000]	Loss: 0.0423	LR: 0.004000
Training Epoch: 8 [13824/45000]	Loss: 0.0451	LR: 0.004000
Training Epoch: 8 [14080/45000]	Loss: 0.0372	LR: 0.004000
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Training Epoch: 8 [15104/45000]	Loss: 0.0309	LR: 0.004000
Training Epoch: 8 [15360/45000]	Loss: 0.0282	LR: 0.004000
Training Epoch: 8 [15616/45000]	Loss: 0.0303	LR: 0.004000
Training Epoch: 8 [15872/45000]	Loss: 0.0266	LR: 0.004000
Training Epoch: 8 [16128/45000]	Loss: 0.0329	LR: 0.004000
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Training Epoch: 8 [16640/45000]	Loss: 0.0325	LR: 0.004000
Training Epoch: 8 [16896/45000]	Loss: 0.0261	LR: 0.004000
Training Epoch: 8 [17152/45000]	Loss: 0.0395	LR: 0.004000
Training Epoch: 8 [17408/45000]	Loss: 0.0489	LR: 0.004000
Training Epoch: 8 [17664/45000]	Loss: 0.0304	LR: 0.004000
Training Epoch: 8 [17920/45000]	Loss: 0.0340	LR: 0.004000
Training Epoch: 8 [18176/45000]	Loss: 0.0340	LR: 0.004000
Training Epoch: 8 [18432/45000]	Loss: 0.0248	LR: 0.004000
Training Epoch: 8 [18688/45000]	Loss: 0.0220	LR: 0.004000
Training Epoch: 8 [18944/45000]	Loss: 0.0293	LR: 0.004000
Training Epoch: 8 [19200/45000]	Loss: 0.0291	LR: 0.004000
Training Epoch: 8 [19456/45000]	Loss: 0.0307	LR: 0.004000
Training Epoch: 8 [19712/45000]	Loss: 0.0394	LR: 0.004000
Training Epoch: 8 [19968/45000]	Loss: 0.0227	LR: 0.004000
Training Epoch: 8 [20224/45000]	Loss: 0.0472	LR: 0.004000
Training Epoch: 8 [20480/45000]	Loss: 0.0333	LR: 0.004000
Training Epoch: 8 [20736/45000]	Loss: 0.0380	LR: 0.004000
Training Epoch: 8 [20992/45000]	Loss: 0.0264	LR: 0.004000
Training Epoch: 8 [21248/45000]	Loss: 0.0295	LR: 0.004000
Training Epoch: 8 [21504/45000]	Loss: 0.0485	LR: 0.004000
Training Epoch: 8 [21760/45000]	Loss: 0.0302	LR: 0.004000
Training Epoch: 8 [22016/45000]	Loss: 0.0329	LR: 0.004000
Training Epoch: 8 [22272/45000]	Loss: 0.0300	LR: 0.004000
Training Epoch: 8 [22528/45000]	Loss: 0.0384	LR: 0.004000
Training Epoch: 8 [22784/45000]	Loss: 0.0480	LR: 0.004000
Training Epoch: 8 [23040/45000]	Loss: 0.0228	LR: 0.004000
Training Epoch: 8 [23296/45000]	Loss: 0.0262	LR: 0.004000
Training Epoch: 8 [23552/45000]	Loss: 0.0391	LR: 0.004000
Training Epoch: 8 [23808/45000]	Loss: 0.0256	LR: 0.004000
Training Epoch: 8 [24064/45000]	Loss: 0.0383	LR: 0.004000
Training Epoch: 8 [24320/45000]	Loss: 0.0370	LR: 0.004000
Training Epoch: 8 [24576/45000]	Loss: 0.0390	LR: 0.004000
Training Epoch: 8 [24832/45000]	Loss: 0.0290	LR: 0.004000
Training Epoch: 8 [25088/45000]	Loss: 0.0349	LR: 0.004000
Training Epoch: 8 [25344/45000]	Loss: 0.0362	LR: 0.004000
Training Epoch: 8 [25600/45000]	Loss: 0.0393	LR: 0.004000
Training Epoch: 8 [25856/45000]	Loss: 0.0429	LR: 0.004000
Training Epoch: 8 [26112/45000]	Loss: 0.0377	LR: 0.004000
Training Epoch: 8 [26368/45000]	Loss: 0.0341	LR: 0.004000
Training Epoch: 8 [26624/45000]	Loss: 0.0262	LR: 0.004000
Training Epoch: 8 [26880/45000]	Loss: 0.0303	LR: 0.004000
Training Epoch: 8 [27136/45000]	Loss: 0.0289	LR: 0.004000
Training Epoch: 8 [27392/45000]	Loss: 0.0297	LR: 0.004000
Training Epoch: 8 [27648/45000]	Loss: 0.0322	LR: 0.004000
Training Epoch: 8 [27904/45000]	Loss: 0.0340	LR: 0.004000
Training Epoch: 8 [28160/45000]	Loss: 0.0394	LR: 0.004000
Training Epoch: 8 [28416/45000]	Loss: 0.0235	LR: 0.004000
Training Epoch: 8 [28672/45000]	Loss: 0.0326	LR: 0.004000
Training Epoch: 8 [28928/45000]	Loss: 0.0248	LR: 0.004000
Training Epoch: 8 [29184/45000]	Loss: 0.0374	LR: 0.004000
Training Epoch: 8 [29440/45000]	Loss: 0.0178	LR: 0.004000
Training Epoch: 8 [29696/45000]	Loss: 0.0255	LR: 0.004000
Training Epoch: 8 [29952/45000]	Loss: 0.0530	LR: 0.004000
Training Epoch: 8 [30208/45000]	Loss: 0.0325	LR: 0.004000
Training Epoch: 8 [30464/45000]	Loss: 0.0469	LR: 0.004000
Training Epoch: 8 [30720/45000]	Loss: 0.0288	LR: 0.004000
Training Epoch: 8 [30976/45000]	Loss: 0.0378	LR: 0.004000
Training Epoch: 8 [31232/45000]	Loss: 0.0258	LR: 0.004000
Training Epoch: 8 [31488/45000]	Loss: 0.0206	LR: 0.004000
Training Epoch: 8 [31744/45000]	Loss: 0.0380	LR: 0.004000
Training Epoch: 8 [32000/45000]	Loss: 0.0250	LR: 0.004000
Training Epoch: 8 [32256/45000]	Loss: 0.0260	LR: 0.004000
Training Epoch: 8 [32512/45000]	Loss: 0.0316	LR: 0.004000
Training Epoch: 8 [32768/45000]	Loss: 0.0376	LR: 0.004000
Training Epoch: 8 [33024/45000]	Loss: 0.0320	LR: 0.004000
Training Epoch: 8 [33280/45000]	Loss: 0.0254	LR: 0.004000
Training Epoch: 8 [33536/45000]	Loss: 0.0330	LR: 0.004000
Training Epoch: 8 [33792/45000]	Loss: 0.0188	LR: 0.004000
Training Epoch: 8 [34048/45000]	Loss: 0.0433	LR: 0.004000
Training Epoch: 8 [34304/45000]	Loss: 0.0361	LR: 0.004000
Training Epoch: 8 [34560/45000]	Loss: 0.0314	LR: 0.004000
Training Epoch: 8 [34816/45000]	Loss: 0.0374	LR: 0.004000
Training Epoch: 8 [35072/45000]	Loss: 0.0243	LR: 0.004000
Training Epoch: 8 [35328/45000]	Loss: 0.0349	LR: 0.004000
Training Epoch: 8 [35584/45000]	Loss: 0.0220	LR: 0.004000
Training Epoch: 8 [35840/45000]	Loss: 0.0281	LR: 0.004000
Training Epoch: 8 [36096/45000]	Loss: 0.0544	LR: 0.004000
Training Epoch: 8 [36352/45000]	Loss: 0.0445	LR: 0.004000
Training Epoch: 8 [36608/45000]	Loss: 0.0281	LR: 0.004000
Training Epoch: 8 [36864/45000]	Loss: 0.0251	LR: 0.004000
Training Epoch: 8 [37120/45000]	Loss: 0.0233	LR: 0.004000
Training Epoch: 8 [37376/45000]	Loss: 0.0236	LR: 0.004000
Training Epoch: 8 [37632/45000]	Loss: 0.0284	LR: 0.004000
Training Epoch: 8 [37888/45000]	Loss: 0.0321	LR: 0.004000
Training Epoch: 8 [38144/45000]	Loss: 0.0223	LR: 0.004000
Training Epoch: 8 [38400/45000]	Loss: 0.0278	LR: 0.004000
Training Epoch: 8 [38656/45000]	Loss: 0.0268	LR: 0.004000
Training Epoch: 8 [38912/45000]	Loss: 0.0426	LR: 0.004000
Training Epoch: 8 [39168/45000]	Loss: 0.0423	LR: 0.004000
Training Epoch: 8 [39424/45000]	Loss: 0.0322	LR: 0.004000
Training Epoch: 8 [39680/45000]	Loss: 0.0450	LR: 0.004000
Training Epoch: 8 [39936/45000]	Loss: 0.0186	LR: 0.004000
Training Epoch: 8 [40192/45000]	Loss: 0.0360	LR: 0.004000
Training Epoch: 8 [40448/45000]	Loss: 0.0350	LR: 0.004000
Training Epoch: 8 [40704/45000]	Loss: 0.0285	LR: 0.004000
Training Epoch: 8 [40960/45000]	Loss: 0.0448	LR: 0.004000
Training Epoch: 8 [41216/45000]	Loss: 0.0332	LR: 0.004000
Training Epoch: 8 [41472/45000]	Loss: 0.0307	LR: 0.004000
Training Epoch: 8 [41728/45000]	Loss: 0.0237	LR: 0.004000
Training Epoch: 8 [41984/45000]	Loss: 0.0484	LR: 0.004000
Training Epoch: 8 [42240/45000]	Loss: 0.0511	LR: 0.004000
Training Epoch: 8 [42496/45000]	Loss: 0.0256	LR: 0.004000
Training Epoch: 8 [42752/45000]	Loss: 0.0273	LR: 0.004000
Training Epoch: 8 [43008/45000]	Loss: 0.0221	LR: 0.004000
Training Epoch: 8 [43264/45000]	Loss: 0.0220	LR: 0.004000
Training Epoch: 8 [43520/45000]	Loss: 0.0381	LR: 0.004000
Training Epoch: 8 [43776/45000]	Loss: 0.0441	LR: 0.004000
Training Epoch: 8 [44032/45000]	Loss: 0.0419	LR: 0.004000
Training Epoch: 8 [44288/45000]	Loss: 0.0359	LR: 0.004000
Training Epoch: 8 [44544/45000]	Loss: 0.0225	LR: 0.004000
Training Epoch: 8 [44800/45000]	Loss: 0.0476	LR: 0.004000
Training Epoch: 8 [45000/45000]	Loss: 0.0439	LR: 0.004000
Epoch 8 - Average Train Loss: 0.0349, Train Accuracy: 0.9960
Epoch 8 training time consumed: 17.47s
Evaluating Network.....
Test set: Epoch: 8, Average loss: 0.0030, Accuracy: 0.8004, Time consumed:0.91s
Saving weights file to checkpoint/retrain/ResNet18/Friday_01_August_2025_23h_25m_56s/ResNet18-Cifar10-seed1-ret100-8-best.pth
Training Epoch: 9 [256/45000]	Loss: 0.0193	LR: 0.000800
Training Epoch: 9 [512/45000]	Loss: 0.0182	LR: 0.000800
Training Epoch: 9 [768/45000]	Loss: 0.0154	LR: 0.000800
Training Epoch: 9 [1024/45000]	Loss: 0.0131	LR: 0.000800
Training Epoch: 9 [1280/45000]	Loss: 0.0235	LR: 0.000800
Training Epoch: 9 [1536/45000]	Loss: 0.0221	LR: 0.000800
Training Epoch: 9 [1792/45000]	Loss: 0.0210	LR: 0.000800
Training Epoch: 9 [2048/45000]	Loss: 0.0228	LR: 0.000800
Training Epoch: 9 [2304/45000]	Loss: 0.0211	LR: 0.000800
Training Epoch: 9 [2560/45000]	Loss: 0.0122	LR: 0.000800
Training Epoch: 9 [2816/45000]	Loss: 0.0163	LR: 0.000800
Training Epoch: 9 [3072/45000]	Loss: 0.0191	LR: 0.000800
Training Epoch: 9 [3328/45000]	Loss: 0.0182	LR: 0.000800
Training Epoch: 9 [3584/45000]	Loss: 0.0171	LR: 0.000800
Training Epoch: 9 [3840/45000]	Loss: 0.0271	LR: 0.000800
Training Epoch: 9 [4096/45000]	Loss: 0.0196	LR: 0.000800
Training Epoch: 9 [4352/45000]	Loss: 0.0199	LR: 0.000800
Training Epoch: 9 [4608/45000]	Loss: 0.0129	LR: 0.000800
Training Epoch: 9 [4864/45000]	Loss: 0.0153	LR: 0.000800
Training Epoch: 9 [5120/45000]	Loss: 0.0144	LR: 0.000800
Training Epoch: 9 [5376/45000]	Loss: 0.0141	LR: 0.000800
Training Epoch: 9 [5632/45000]	Loss: 0.0193	LR: 0.000800
Training Epoch: 9 [5888/45000]	Loss: 0.0130	LR: 0.000800
Training Epoch: 9 [6144/45000]	Loss: 0.0219	LR: 0.000800
Training Epoch: 9 [6400/45000]	Loss: 0.0148	LR: 0.000800
Training Epoch: 9 [6656/45000]	Loss: 0.0183	LR: 0.000800
Training Epoch: 9 [6912/45000]	Loss: 0.0127	LR: 0.000800
Training Epoch: 9 [7168/45000]	Loss: 0.0147	LR: 0.000800
Training Epoch: 9 [7424/45000]	Loss: 0.0135	LR: 0.000800
Training Epoch: 9 [7680/45000]	Loss: 0.0162	LR: 0.000800
Training Epoch: 9 [7936/45000]	Loss: 0.0133	LR: 0.000800
Training Epoch: 9 [8192/45000]	Loss: 0.0149	LR: 0.000800
Training Epoch: 9 [8448/45000]	Loss: 0.0175	LR: 0.000800
Training Epoch: 9 [8704/45000]	Loss: 0.0236	LR: 0.000800
Training Epoch: 9 [8960/45000]	Loss: 0.0139	LR: 0.000800
Training Epoch: 9 [9216/45000]	Loss: 0.0146	LR: 0.000800
Training Epoch: 9 [9472/45000]	Loss: 0.0204	LR: 0.000800
Training Epoch: 9 [9728/45000]	Loss: 0.0249	LR: 0.000800
Training Epoch: 9 [9984/45000]	Loss: 0.0163	LR: 0.000800
Training Epoch: 9 [10240/45000]	Loss: 0.0178	LR: 0.000800
Training Epoch: 9 [10496/45000]	Loss: 0.0163	LR: 0.000800
Training Epoch: 9 [10752/45000]	Loss: 0.0137	LR: 0.000800
Training Epoch: 9 [11008/45000]	Loss: 0.0139	LR: 0.000800
Training Epoch: 9 [11264/45000]	Loss: 0.0133	LR: 0.000800
Training Epoch: 9 [11520/45000]	Loss: 0.0150	LR: 0.000800
Training Epoch: 9 [11776/45000]	Loss: 0.0168	LR: 0.000800
Training Epoch: 9 [12032/45000]	Loss: 0.0135	LR: 0.000800
Training Epoch: 9 [12288/45000]	Loss: 0.0121	LR: 0.000800
Training Epoch: 9 [12544/45000]	Loss: 0.0171	LR: 0.000800
Training Epoch: 9 [12800/45000]	Loss: 0.0147	LR: 0.000800
Training Epoch: 9 [13056/45000]	Loss: 0.0115	LR: 0.000800
Training Epoch: 9 [13312/45000]	Loss: 0.0135	LR: 0.000800
Training Epoch: 9 [13568/45000]	Loss: 0.0150	LR: 0.000800
Training Epoch: 9 [13824/45000]	Loss: 0.0246	LR: 0.000800
Training Epoch: 9 [14080/45000]	Loss: 0.0210	LR: 0.000800
Training Epoch: 9 [14336/45000]	Loss: 0.0153	LR: 0.000800
Training Epoch: 9 [14592/45000]	Loss: 0.0167	LR: 0.000800
Training Epoch: 9 [14848/45000]	Loss: 0.0145	LR: 0.000800
Training Epoch: 9 [15104/45000]	Loss: 0.0175	LR: 0.000800
Training Epoch: 9 [15360/45000]	Loss: 0.0139	LR: 0.000800
Training Epoch: 9 [15616/45000]	Loss: 0.0128	LR: 0.000800
Training Epoch: 9 [15872/45000]	Loss: 0.0204	LR: 0.000800
Training Epoch: 9 [16128/45000]	Loss: 0.0120	LR: 0.000800
Training Epoch: 9 [16384/45000]	Loss: 0.0158	LR: 0.000800
Training Epoch: 9 [16640/45000]	Loss: 0.0176	LR: 0.000800
Training Epoch: 9 [16896/45000]	Loss: 0.0136	LR: 0.000800
Training Epoch: 9 [17152/45000]	Loss: 0.0186	LR: 0.000800
Training Epoch: 9 [17408/45000]	Loss: 0.0111	LR: 0.000800
Training Epoch: 9 [17664/45000]	Loss: 0.0179	LR: 0.000800
Training Epoch: 9 [17920/45000]	Loss: 0.0179	LR: 0.000800
Training Epoch: 9 [18176/45000]	Loss: 0.0120	LR: 0.000800
Training Epoch: 9 [18432/45000]	Loss: 0.0130	LR: 0.000800
Training Epoch: 9 [18688/45000]	Loss: 0.0116	LR: 0.000800
Training Epoch: 9 [18944/45000]	Loss: 0.0141	LR: 0.000800
Training Epoch: 9 [19200/45000]	Loss: 0.0121	LR: 0.000800
Training Epoch: 9 [19456/45000]	Loss: 0.0132	LR: 0.000800
Training Epoch: 9 [19712/45000]	Loss: 0.0134	LR: 0.000800
Training Epoch: 9 [19968/45000]	Loss: 0.0167	LR: 0.000800
Training Epoch: 9 [20224/45000]	Loss: 0.0165	LR: 0.000800
Training Epoch: 9 [20480/45000]	Loss: 0.0226	LR: 0.000800
Training Epoch: 9 [20736/45000]	Loss: 0.0153	LR: 0.000800
Training Epoch: 9 [20992/45000]	Loss: 0.0145	LR: 0.000800
Training Epoch: 9 [21248/45000]	Loss: 0.0135	LR: 0.000800
Training Epoch: 9 [21504/45000]	Loss: 0.0181	LR: 0.000800
Training Epoch: 9 [21760/45000]	Loss: 0.0141	LR: 0.000800
Training Epoch: 9 [22016/45000]	Loss: 0.0173	LR: 0.000800
Training Epoch: 9 [22272/45000]	Loss: 0.0150	LR: 0.000800
Training Epoch: 9 [22528/45000]	Loss: 0.0155	LR: 0.000800
Training Epoch: 9 [22784/45000]	Loss: 0.0134	LR: 0.000800
Training Epoch: 9 [23040/45000]	Loss: 0.0152	LR: 0.000800
Training Epoch: 9 [23296/45000]	Loss: 0.0114	LR: 0.000800
Training Epoch: 9 [23552/45000]	Loss: 0.0127	LR: 0.000800
Training Epoch: 9 [23808/45000]	Loss: 0.0179	LR: 0.000800
Training Epoch: 9 [24064/45000]	Loss: 0.0159	LR: 0.000800
Training Epoch: 9 [24320/45000]	Loss: 0.0175	LR: 0.000800
Training Epoch: 9 [24576/45000]	Loss: 0.0131	LR: 0.000800
Training Epoch: 9 [24832/45000]	Loss: 0.0091	LR: 0.000800
Training Epoch: 9 [25088/45000]	Loss: 0.0120	LR: 0.000800
Training Epoch: 9 [25344/45000]	Loss: 0.0173	LR: 0.000800
Training Epoch: 9 [25600/45000]	Loss: 0.0132	LR: 0.000800
Training Epoch: 9 [25856/45000]	Loss: 0.0116	LR: 0.000800
Training Epoch: 9 [26112/45000]	Loss: 0.0168	LR: 0.000800
Training Epoch: 9 [26368/45000]	Loss: 0.0138	LR: 0.000800
Training Epoch: 9 [26624/45000]	Loss: 0.0157	LR: 0.000800
Training Epoch: 9 [26880/45000]	Loss: 0.0135	LR: 0.000800
Training Epoch: 9 [27136/45000]	Loss: 0.0108	LR: 0.000800
Training Epoch: 9 [27392/45000]	Loss: 0.0166	LR: 0.000800
Training Epoch: 9 [27648/45000]	Loss: 0.0167	LR: 0.000800
Training Epoch: 9 [27904/45000]	Loss: 0.0210	LR: 0.000800
Training Epoch: 9 [28160/45000]	Loss: 0.0214	LR: 0.000800
Training Epoch: 9 [28416/45000]	Loss: 0.0182	LR: 0.000800
Training Epoch: 9 [28672/45000]	Loss: 0.0175	LR: 0.000800
Training Epoch: 9 [28928/45000]	Loss: 0.0146	LR: 0.000800
Training Epoch: 9 [29184/45000]	Loss: 0.0157	LR: 0.000800
Training Epoch: 9 [29440/45000]	Loss: 0.0140	LR: 0.000800
Training Epoch: 9 [29696/45000]	Loss: 0.0138	LR: 0.000800
Training Epoch: 9 [29952/45000]	Loss: 0.0222	LR: 0.000800
Training Epoch: 9 [30208/45000]	Loss: 0.0174	LR: 0.000800
Training Epoch: 9 [30464/45000]	Loss: 0.0104	LR: 0.000800
Training Epoch: 9 [30720/45000]	Loss: 0.0122	LR: 0.000800
Training Epoch: 9 [30976/45000]	Loss: 0.0162	LR: 0.000800
Training Epoch: 9 [31232/45000]	Loss: 0.0127	LR: 0.000800
Training Epoch: 9 [31488/45000]	Loss: 0.0113	LR: 0.000800
Training Epoch: 9 [31744/45000]	Loss: 0.0154	LR: 0.000800
Training Epoch: 9 [32000/45000]	Loss: 0.0113	LR: 0.000800
Training Epoch: 9 [32256/45000]	Loss: 0.0132	LR: 0.000800
Training Epoch: 9 [32512/45000]	Loss: 0.0157	LR: 0.000800
Training Epoch: 9 [32768/45000]	Loss: 0.0130	LR: 0.000800
Training Epoch: 9 [33024/45000]	Loss: 0.0137	LR: 0.000800
Training Epoch: 9 [33280/45000]	Loss: 0.0154	LR: 0.000800
Training Epoch: 9 [33536/45000]	Loss: 0.0144	LR: 0.000800
Training Epoch: 9 [33792/45000]	Loss: 0.0174	LR: 0.000800
Training Epoch: 9 [34048/45000]	Loss: 0.0134	LR: 0.000800
Training Epoch: 9 [34304/45000]	Loss: 0.0136	LR: 0.000800
Training Epoch: 9 [34560/45000]	Loss: 0.0119	LR: 0.000800
Training Epoch: 9 [34816/45000]	Loss: 0.0137	LR: 0.000800
Training Epoch: 9 [35072/45000]	Loss: 0.0126	LR: 0.000800
Training Epoch: 9 [35328/45000]	Loss: 0.0172	LR: 0.000800
Training Epoch: 9 [35584/45000]	Loss: 0.0123	LR: 0.000800
Training Epoch: 9 [35840/45000]	Loss: 0.0210	LR: 0.000800
Training Epoch: 9 [36096/45000]	Loss: 0.0218	LR: 0.000800
Training Epoch: 9 [36352/45000]	Loss: 0.0141	LR: 0.000800
Training Epoch: 9 [36608/45000]	Loss: 0.0163	LR: 0.000800
Training Epoch: 9 [36864/45000]	Loss: 0.0174	LR: 0.000800
Training Epoch: 9 [37120/45000]	Loss: 0.0112	LR: 0.000800
Training Epoch: 9 [37376/45000]	Loss: 0.0182	LR: 0.000800
Training Epoch: 9 [37632/45000]	Loss: 0.0142	LR: 0.000800
Training Epoch: 9 [37888/45000]	Loss: 0.0090	LR: 0.000800
Training Epoch: 9 [38144/45000]	Loss: 0.0131	LR: 0.000800
Training Epoch: 9 [38400/45000]	Loss: 0.0149	LR: 0.000800
Training Epoch: 9 [38656/45000]	Loss: 0.0095	LR: 0.000800
Training Epoch: 9 [38912/45000]	Loss: 0.0173	LR: 0.000800
Training Epoch: 9 [39168/45000]	Loss: 0.0112	LR: 0.000800
Training Epoch: 9 [39424/45000]	Loss: 0.0190	LR: 0.000800
Training Epoch: 9 [39680/45000]	Loss: 0.0120	LR: 0.000800
Training Epoch: 9 [39936/45000]	Loss: 0.0130	LR: 0.000800
Training Epoch: 9 [40192/45000]	Loss: 0.0126	LR: 0.000800
Training Epoch: 9 [40448/45000]	Loss: 0.0124	LR: 0.000800
Training Epoch: 9 [40704/45000]	Loss: 0.0129	LR: 0.000800
Training Epoch: 9 [40960/45000]	Loss: 0.0130	LR: 0.000800
Training Epoch: 9 [41216/45000]	Loss: 0.0124	LR: 0.000800
Training Epoch: 9 [41472/45000]	Loss: 0.0124	LR: 0.000800
Training Epoch: 9 [41728/45000]	Loss: 0.0085	LR: 0.000800
Training Epoch: 9 [41984/45000]	Loss: 0.0120	LR: 0.000800
Training Epoch: 9 [42240/45000]	Loss: 0.0122	LR: 0.000800
Training Epoch: 9 [42496/45000]	Loss: 0.0103	LR: 0.000800
Training Epoch: 9 [42752/45000]	Loss: 0.0117	LR: 0.000800
Training Epoch: 9 [43008/45000]	Loss: 0.0136	LR: 0.000800
Training Epoch: 9 [43264/45000]	Loss: 0.0224	LR: 0.000800
Training Epoch: 9 [43520/45000]	Loss: 0.0161	LR: 0.000800
Training Epoch: 9 [43776/45000]	Loss: 0.0120	LR: 0.000800
Training Epoch: 9 [44032/45000]	Loss: 0.0187	LR: 0.000800
Training Epoch: 9 [44288/45000]	Loss: 0.0113	LR: 0.000800
Training Epoch: 9 [44544/45000]	Loss: 0.0129	LR: 0.000800
Training Epoch: 9 [44800/45000]	Loss: 0.0152	LR: 0.000800
Training Epoch: 9 [45000/45000]	Loss: 0.0114	LR: 0.000800
Epoch 9 - Average Train Loss: 0.0154, Train Accuracy: 0.9994
Epoch 9 training time consumed: 17.38s
Evaluating Network.....
Test set: Epoch: 9, Average loss: 0.0027, Accuracy: 0.8156, Time consumed:0.89s
Saving weights file to checkpoint/retrain/ResNet18/Friday_01_August_2025_23h_25m_56s/ResNet18-Cifar10-seed1-ret100-9-best.pth
Training Epoch: 10 [256/45000]	Loss: 0.0092	LR: 0.000800
Training Epoch: 10 [512/45000]	Loss: 0.0154	LR: 0.000800
Training Epoch: 10 [768/45000]	Loss: 0.0102	LR: 0.000800
Training Epoch: 10 [1024/45000]	Loss: 0.0144	LR: 0.000800
Training Epoch: 10 [1280/45000]	Loss: 0.0108	LR: 0.000800
Training Epoch: 10 [1536/45000]	Loss: 0.0147	LR: 0.000800
Training Epoch: 10 [1792/45000]	Loss: 0.0115	LR: 0.000800
Training Epoch: 10 [2048/45000]	Loss: 0.0102	LR: 0.000800
Training Epoch: 10 [2304/45000]	Loss: 0.0119	LR: 0.000800
Training Epoch: 10 [2560/45000]	Loss: 0.0115	LR: 0.000800
Training Epoch: 10 [2816/45000]	Loss: 0.0114	LR: 0.000800
Training Epoch: 10 [3072/45000]	Loss: 0.0119	LR: 0.000800
Training Epoch: 10 [3328/45000]	Loss: 0.0146	LR: 0.000800
Training Epoch: 10 [3584/45000]	Loss: 0.0083	LR: 0.000800
Training Epoch: 10 [3840/45000]	Loss: 0.0103	LR: 0.000800
Training Epoch: 10 [4096/45000]	Loss: 0.0122	LR: 0.000800
Training Epoch: 10 [4352/45000]	Loss: 0.0099	LR: 0.000800
Training Epoch: 10 [4608/45000]	Loss: 0.0102	LR: 0.000800
Training Epoch: 10 [4864/45000]	Loss: 0.0115	LR: 0.000800
Training Epoch: 10 [5120/45000]	Loss: 0.0111	LR: 0.000800
Training Epoch: 10 [5376/45000]	Loss: 0.0092	LR: 0.000800
Training Epoch: 10 [5632/45000]	Loss: 0.0143	LR: 0.000800
Training Epoch: 10 [5888/45000]	Loss: 0.0090	LR: 0.000800
Training Epoch: 10 [6144/45000]	Loss: 0.0130	LR: 0.000800
Training Epoch: 10 [6400/45000]	Loss: 0.0086	LR: 0.000800
Training Epoch: 10 [6656/45000]	Loss: 0.0119	LR: 0.000800
Training Epoch: 10 [6912/45000]	Loss: 0.0110	LR: 0.000800
Training Epoch: 10 [7168/45000]	Loss: 0.0115	LR: 0.000800
Training Epoch: 10 [7424/45000]	Loss: 0.0092	LR: 0.000800
Training Epoch: 10 [7680/45000]	Loss: 0.0110	LR: 0.000800
Training Epoch: 10 [7936/45000]	Loss: 0.0145	LR: 0.000800
Training Epoch: 10 [8192/45000]	Loss: 0.0112	LR: 0.000800
Training Epoch: 10 [8448/45000]	Loss: 0.0113	LR: 0.000800
Training Epoch: 10 [8704/45000]	Loss: 0.0138	LR: 0.000800
Training Epoch: 10 [8960/45000]	Loss: 0.0134	LR: 0.000800
Training Epoch: 10 [9216/45000]	Loss: 0.0122	LR: 0.000800
Training Epoch: 10 [9472/45000]	Loss: 0.0095	LR: 0.000800
Training Epoch: 10 [9728/45000]	Loss: 0.0139	LR: 0.000800
Training Epoch: 10 [9984/45000]	Loss: 0.0123	LR: 0.000800
Training Epoch: 10 [10240/45000]	Loss: 0.0091	LR: 0.000800
Training Epoch: 10 [10496/45000]	Loss: 0.0108	LR: 0.000800
Training Epoch: 10 [10752/45000]	Loss: 0.0142	LR: 0.000800
Training Epoch: 10 [11008/45000]	Loss: 0.0085	LR: 0.000800
Training Epoch: 10 [11264/45000]	Loss: 0.0109	LR: 0.000800
Training Epoch: 10 [11520/45000]	Loss: 0.0130	LR: 0.000800
Training Epoch: 10 [11776/45000]	Loss: 0.0096	LR: 0.000800
Training Epoch: 10 [12032/45000]	Loss: 0.0072	LR: 0.000800
Training Epoch: 10 [12288/45000]	Loss: 0.0166	LR: 0.000800
Training Epoch: 10 [12544/45000]	Loss: 0.0225	LR: 0.000800
Training Epoch: 10 [12800/45000]	Loss: 0.0107	LR: 0.000800
Training Epoch: 10 [13056/45000]	Loss: 0.0168	LR: 0.000800
Training Epoch: 10 [13312/45000]	Loss: 0.0090	LR: 0.000800
Training Epoch: 10 [13568/45000]	Loss: 0.0109	LR: 0.000800
Training Epoch: 10 [13824/45000]	Loss: 0.0107	LR: 0.000800
Training Epoch: 10 [14080/45000]	Loss: 0.0095	LR: 0.000800
Training Epoch: 10 [14336/45000]	Loss: 0.0104	LR: 0.000800
Training Epoch: 10 [14592/45000]	Loss: 0.0111	LR: 0.000800
Training Epoch: 10 [14848/45000]	Loss: 0.0107	LR: 0.000800
Training Epoch: 10 [15104/45000]	Loss: 0.0116	LR: 0.000800
Training Epoch: 10 [15360/45000]	Loss: 0.0090	LR: 0.000800
Training Epoch: 10 [15616/45000]	Loss: 0.0240	LR: 0.000800
Training Epoch: 10 [15872/45000]	Loss: 0.0155	LR: 0.000800
Training Epoch: 10 [16128/45000]	Loss: 0.0114	LR: 0.000800
Training Epoch: 10 [16384/45000]	Loss: 0.0112	LR: 0.000800
Training Epoch: 10 [16640/45000]	Loss: 0.0125	LR: 0.000800
Training Epoch: 10 [16896/45000]	Loss: 0.0109	LR: 0.000800
Training Epoch: 10 [17152/45000]	Loss: 0.0086	LR: 0.000800
Training Epoch: 10 [17408/45000]	Loss: 0.0165	LR: 0.000800
Training Epoch: 10 [17664/45000]	Loss: 0.0140	LR: 0.000800
Training Epoch: 10 [17920/45000]	Loss: 0.0106	LR: 0.000800
Training Epoch: 10 [18176/45000]	Loss: 0.0120	LR: 0.000800
Training Epoch: 10 [18432/45000]	Loss: 0.0114	LR: 0.000800
Training Epoch: 10 [18688/45000]	Loss: 0.0096	LR: 0.000800
Training Epoch: 10 [18944/45000]	Loss: 0.0097	LR: 0.000800
Training Epoch: 10 [19200/45000]	Loss: 0.0109	LR: 0.000800
Training Epoch: 10 [19456/45000]	Loss: 0.0125	LR: 0.000800
Training Epoch: 10 [19712/45000]	Loss: 0.0115	LR: 0.000800
Training Epoch: 10 [19968/45000]	Loss: 0.0100	LR: 0.000800
Training Epoch: 10 [20224/45000]	Loss: 0.0103	LR: 0.000800
Training Epoch: 10 [20480/45000]	Loss: 0.0120	LR: 0.000800
Training Epoch: 10 [20736/45000]	Loss: 0.0120	LR: 0.000800
Training Epoch: 10 [20992/45000]	Loss: 0.0139	LR: 0.000800
Training Epoch: 10 [21248/45000]	Loss: 0.0080	LR: 0.000800
Training Epoch: 10 [21504/45000]	Loss: 0.0110	LR: 0.000800
Training Epoch: 10 [21760/45000]	Loss: 0.0130	LR: 0.000800
Training Epoch: 10 [22016/45000]	Loss: 0.0140	LR: 0.000800
Training Epoch: 10 [22272/45000]	Loss: 0.0102	LR: 0.000800
Training Epoch: 10 [22528/45000]	Loss: 0.0140	LR: 0.000800
Training Epoch: 10 [22784/45000]	Loss: 0.0131	LR: 0.000800
Training Epoch: 10 [23040/45000]	Loss: 0.0114	LR: 0.000800
Training Epoch: 10 [23296/45000]	Loss: 0.0098	LR: 0.000800
Training Epoch: 10 [23552/45000]	Loss: 0.0106	LR: 0.000800
Training Epoch: 10 [23808/45000]	Loss: 0.0090	LR: 0.000800
Training Epoch: 10 [24064/45000]	Loss: 0.0128	LR: 0.000800
Training Epoch: 10 [24320/45000]	Loss: 0.0130	LR: 0.000800
Training Epoch: 10 [24576/45000]	Loss: 0.0122	LR: 0.000800
Training Epoch: 10 [24832/45000]	Loss: 0.0174	LR: 0.000800
Training Epoch: 10 [25088/45000]	Loss: 0.0132	LR: 0.000800
Training Epoch: 10 [25344/45000]	Loss: 0.0089	LR: 0.000800
Training Epoch: 10 [25600/45000]	Loss: 0.0161	LR: 0.000800
Training Epoch: 10 [25856/45000]	Loss: 0.0120	LR: 0.000800
Training Epoch: 10 [26112/45000]	Loss: 0.0097	LR: 0.000800
Training Epoch: 10 [26368/45000]	Loss: 0.0113	LR: 0.000800
Training Epoch: 10 [26624/45000]	Loss: 0.0099	LR: 0.000800
Training Epoch: 10 [26880/45000]	Loss: 0.0162	LR: 0.000800
Training Epoch: 10 [27136/45000]	Loss: 0.0120	LR: 0.000800
Training Epoch: 10 [27392/45000]	Loss: 0.0118	LR: 0.000800
Training Epoch: 10 [27648/45000]	Loss: 0.0140	LR: 0.000800
Training Epoch: 10 [27904/45000]	Loss: 0.0107	LR: 0.000800
Training Epoch: 10 [28160/45000]	Loss: 0.0107	LR: 0.000800
Training Epoch: 10 [28416/45000]	Loss: 0.0263	LR: 0.000800
Training Epoch: 10 [28672/45000]	Loss: 0.0111	LR: 0.000800
Training Epoch: 10 [28928/45000]	Loss: 0.0093	LR: 0.000800
Training Epoch: 10 [29184/45000]	Loss: 0.0102	LR: 0.000800
Training Epoch: 10 [29440/45000]	Loss: 0.0098	LR: 0.000800
Training Epoch: 10 [29696/45000]	Loss: 0.0189	LR: 0.000800
Training Epoch: 10 [29952/45000]	Loss: 0.0106	LR: 0.000800
Training Epoch: 10 [30208/45000]	Loss: 0.0090	LR: 0.000800
Training Epoch: 10 [30464/45000]	Loss: 0.0118	LR: 0.000800
Training Epoch: 10 [30720/45000]	Loss: 0.0093	LR: 0.000800
Training Epoch: 10 [30976/45000]	Loss: 0.0126	LR: 0.000800
Training Epoch: 10 [31232/45000]	Loss: 0.0163	LR: 0.000800
Training Epoch: 10 [31488/45000]	Loss: 0.0100	LR: 0.000800
Training Epoch: 10 [31744/45000]	Loss: 0.0108	LR: 0.000800
Training Epoch: 10 [32000/45000]	Loss: 0.0091	LR: 0.000800
Training Epoch: 10 [32256/45000]	Loss: 0.0114	LR: 0.000800
Training Epoch: 10 [32512/45000]	Loss: 0.0082	LR: 0.000800
Training Epoch: 10 [32768/45000]	Loss: 0.0138	LR: 0.000800
Training Epoch: 10 [33024/45000]	Loss: 0.0113	LR: 0.000800
Training Epoch: 10 [33280/45000]	Loss: 0.0112	LR: 0.000800
Training Epoch: 10 [33536/45000]	Loss: 0.0119	LR: 0.000800
Training Epoch: 10 [33792/45000]	Loss: 0.0126	LR: 0.000800
Training Epoch: 10 [34048/45000]	Loss: 0.0161	LR: 0.000800
Training Epoch: 10 [34304/45000]	Loss: 0.0114	LR: 0.000800
Training Epoch: 10 [34560/45000]	Loss: 0.0109	LR: 0.000800
Training Epoch: 10 [34816/45000]	Loss: 0.0120	LR: 0.000800
Training Epoch: 10 [35072/45000]	Loss: 0.0090	LR: 0.000800
Training Epoch: 10 [35328/45000]	Loss: 0.0132	LR: 0.000800
Training Epoch: 10 [35584/45000]	Loss: 0.0112	LR: 0.000800
Training Epoch: 10 [35840/45000]	Loss: 0.0169	LR: 0.000800
Training Epoch: 10 [36096/45000]	Loss: 0.0100	LR: 0.000800
Training Epoch: 10 [36352/45000]	Loss: 0.0116	LR: 0.000800
Training Epoch: 10 [36608/45000]	Loss: 0.0132	LR: 0.000800
Training Epoch: 10 [36864/45000]	Loss: 0.0100	LR: 0.000800
Training Epoch: 10 [37120/45000]	Loss: 0.0114	LR: 0.000800
Training Epoch: 10 [37376/45000]	Loss: 0.0137	LR: 0.000800
Training Epoch: 10 [37632/45000]	Loss: 0.0162	LR: 0.000800
Training Epoch: 10 [37888/45000]	Loss: 0.0111	LR: 0.000800
Training Epoch: 10 [38144/45000]	Loss: 0.0102	LR: 0.000800
Training Epoch: 10 [38400/45000]	Loss: 0.0105	LR: 0.000800
Training Epoch: 10 [38656/45000]	Loss: 0.0114	LR: 0.000800
Training Epoch: 10 [38912/45000]	Loss: 0.0129	LR: 0.000800
Training Epoch: 10 [39168/45000]	Loss: 0.0100	LR: 0.000800
Training Epoch: 10 [39424/45000]	Loss: 0.0161	LR: 0.000800
Training Epoch: 10 [39680/45000]	Loss: 0.0105	LR: 0.000800
Training Epoch: 10 [39936/45000]	Loss: 0.0111	LR: 0.000800
Training Epoch: 10 [40192/45000]	Loss: 0.0104	LR: 0.000800
Training Epoch: 10 [40448/45000]	Loss: 0.0120	LR: 0.000800
Training Epoch: 10 [40704/45000]	Loss: 0.0100	LR: 0.000800
Training Epoch: 10 [40960/45000]	Loss: 0.0081	LR: 0.000800
Training Epoch: 10 [41216/45000]	Loss: 0.0185	LR: 0.000800
Training Epoch: 10 [41472/45000]	Loss: 0.0091	LR: 0.000800
Training Epoch: 10 [41728/45000]	Loss: 0.0138	LR: 0.000800
Training Epoch: 10 [41984/45000]	Loss: 0.0094	LR: 0.000800
Training Epoch: 10 [42240/45000]	Loss: 0.0124	LR: 0.000800
Training Epoch: 10 [42496/45000]	Loss: 0.0075	LR: 0.000800
Training Epoch: 10 [42752/45000]	Loss: 0.0158	LR: 0.000800
Training Epoch: 10 [43008/45000]	Loss: 0.0089	LR: 0.000800
Training Epoch: 10 [43264/45000]	Loss: 0.0094	LR: 0.000800
Training Epoch: 10 [43520/45000]	Loss: 0.0105	LR: 0.000800
Training Epoch: 10 [43776/45000]	Loss: 0.0191	LR: 0.000800
Training Epoch: 10 [44032/45000]	Loss: 0.0110	LR: 0.000800
Training Epoch: 10 [44288/45000]	Loss: 0.0129	LR: 0.000800
Training Epoch: 10 [44544/45000]	Loss: 0.0137	LR: 0.000800
Training Epoch: 10 [44800/45000]	Loss: 0.0089	LR: 0.000800
Training Epoch: 10 [45000/45000]	Loss: 0.0144	LR: 0.000800
Epoch 10 - Average Train Loss: 0.0119, Train Accuracy: 0.9998
Epoch 10 training time consumed: 17.42s
Evaluating Network.....
Test set: Epoch: 10, Average loss: 0.0027, Accuracy: 0.8172, Time consumed:0.97s
Saving weights file to checkpoint/retrain/ResNet18/Friday_01_August_2025_23h_25m_56s/ResNet18-Cifar10-seed1-ret100-10-best.pth
Valid (Test) Dl:  10000
Train Dl:  50000
Retain Train Dl:  45000
Forget Train Dl:  5000
Retain Valid Dl:  45000
Forget Valid Dl:  5000
retain_prob Distribution: 10000 samples
test_prob Distribution: 10000 samples
forget_prob Distribution: 5000 samples
Set1 Distribution: 5000 samples
Set2 Distribution: 5000 samples
Set1 Distribution: 5000 samples
Set2 Distribution: 5000 samples
Set1 Distribution: 10000 samples
Set2 Distribution: 10000 samples
Set1 Distribution: 10000 samples
Set2 Distribution: 10000 samples
Test Accuracy: 81.85546875
Retain Accuracy: 99.99555969238281
Zero-Retain Forget (ZRF): 0.785378634929657
Membership Inference Attack (MIA): 0.6244
Forget vs Retain Membership Inference Attack (MIA): 0.5965
Forget vs Test Membership Inference Attack (MIA): 0.507
Test vs Retain Membership Inference Attack (MIA): 0.61375
Train vs Test Membership Inference Attack (MIA): 0.6255
Forget Set Accuracy (Df): 81.46025085449219
Method Execution Time: 1091.97 seconds
