hello
hello

📌S Retain class distribution for seed 2:
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 2:
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

📊 Updated class distribution:
Retain set:
  Class 0: 4750
  Class 1: 4750
  Class 2: 4750
  Class 3: 4750
  Class 4: 4750
  Class 5: 4750
  Class 6: 4750
  Class 7: 4750
  Class 8: 4750
  Class 9: 4750
Forget set:
  Class 0: 250
  Class 1: 250
  Class 2: 250
  Class 3: 250
  Class 4: 250
  Class 5: 250
  Class 6: 250
  Class 7: 250
  Class 8: 250
  Class 9: 250
hello
hello
⚠️ Warning: Retain train loader may not be shuffled.
Training Epoch: 1 [256/47500]	Loss: 2.5289	LR: 0.000000
Training Epoch: 1 [512/47500]	Loss: 2.5195	LR: 0.000538
Training Epoch: 1 [768/47500]	Loss: 2.6002	LR: 0.001075
Training Epoch: 1 [1024/47500]	Loss: 2.4520	LR: 0.001613
Training Epoch: 1 [1280/47500]	Loss: 2.4101	LR: 0.002151
Training Epoch: 1 [1536/47500]	Loss: 2.3488	LR: 0.002688
Training Epoch: 1 [1792/47500]	Loss: 2.1334	LR: 0.003226
Training Epoch: 1 [2048/47500]	Loss: 1.9721	LR: 0.003763
Training Epoch: 1 [2304/47500]	Loss: 1.7649	LR: 0.004301
Training Epoch: 1 [2560/47500]	Loss: 1.5789	LR: 0.004839
Training Epoch: 1 [2816/47500]	Loss: 1.3306	LR: 0.005376
Training Epoch: 1 [3072/47500]	Loss: 1.0983	LR: 0.005914
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Training Epoch: 1 [9472/47500]	Loss: 0.2156	LR: 0.019355
Training Epoch: 1 [9728/47500]	Loss: 0.1888	LR: 0.019892
Training Epoch: 1 [9984/47500]	Loss: 0.2645	LR: 0.020430
Training Epoch: 1 [10240/47500]	Loss: 0.3720	LR: 0.020968
Training Epoch: 1 [10496/47500]	Loss: 0.2317	LR: 0.021505
Training Epoch: 1 [10752/47500]	Loss: 0.3005	LR: 0.022043
Training Epoch: 1 [11008/47500]	Loss: 0.2246	LR: 0.022581
Training Epoch: 1 [11264/47500]	Loss: 0.2773	LR: 0.023118
Training Epoch: 1 [11520/47500]	Loss: 0.3414	LR: 0.023656
Training Epoch: 1 [11776/47500]	Loss: 0.2758	LR: 0.024194
Training Epoch: 1 [12032/47500]	Loss: 0.2805	LR: 0.024731
Training Epoch: 1 [12288/47500]	Loss: 0.2897	LR: 0.025269
Training Epoch: 1 [12544/47500]	Loss: 0.2196	LR: 0.025806
Training Epoch: 1 [12800/47500]	Loss: 0.1796	LR: 0.026344
Training Epoch: 1 [13056/47500]	Loss: 0.3267	LR: 0.026882
Training Epoch: 1 [13312/47500]	Loss: 0.4723	LR: 0.027419
Training Epoch: 1 [13568/47500]	Loss: 0.2902	LR: 0.027957
Training Epoch: 1 [13824/47500]	Loss: 0.5701	LR: 0.028495
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Training Epoch: 1 [14336/47500]	Loss: 0.3999	LR: 0.029570
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Training Epoch: 1 [15872/47500]	Loss: 0.3672	LR: 0.032796
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Training Epoch: 1 [16384/47500]	Loss: 0.3075	LR: 0.033871
Training Epoch: 1 [16640/47500]	Loss: 0.1659	LR: 0.034409
Training Epoch: 1 [16896/47500]	Loss: 0.2033	LR: 0.034946
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Training Epoch: 1 [19456/47500]	Loss: 0.2017	LR: 0.040323
Training Epoch: 1 [19712/47500]	Loss: 0.3000	LR: 0.040860
Training Epoch: 1 [19968/47500]	Loss: 0.3161	LR: 0.041398
Training Epoch: 1 [20224/47500]	Loss: 0.1950	LR: 0.041935
Training Epoch: 1 [20480/47500]	Loss: 0.2903	LR: 0.042473
Training Epoch: 1 [20736/47500]	Loss: 0.2046	LR: 0.043011
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Training Epoch: 1 [22016/47500]	Loss: 0.2771	LR: 0.045699
Training Epoch: 1 [22272/47500]	Loss: 0.1843	LR: 0.046237
Training Epoch: 1 [22528/47500]	Loss: 0.3075	LR: 0.046774
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Training Epoch: 1 [23040/47500]	Loss: 0.2188	LR: 0.047849
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Training Epoch: 1 [24320/47500]	Loss: 0.4132	LR: 0.050538
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Training Epoch: 1 [24832/47500]	Loss: 0.2562	LR: 0.051613
Training Epoch: 1 [25088/47500]	Loss: 0.2469	LR: 0.052151
Training Epoch: 1 [25344/47500]	Loss: 0.2764	LR: 0.052688
Training Epoch: 1 [25600/47500]	Loss: 0.2149	LR: 0.053226
Training Epoch: 1 [25856/47500]	Loss: 0.2271	LR: 0.053763
Training Epoch: 1 [26112/47500]	Loss: 0.2531	LR: 0.054301
Training Epoch: 1 [26368/47500]	Loss: 0.2406	LR: 0.054839
Training Epoch: 1 [26624/47500]	Loss: 0.3345	LR: 0.055376
Training Epoch: 1 [26880/47500]	Loss: 0.2134	LR: 0.055914
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Training Epoch: 1 [27648/47500]	Loss: 0.3572	LR: 0.057527
Training Epoch: 1 [27904/47500]	Loss: 0.4487	LR: 0.058065
Training Epoch: 1 [28160/47500]	Loss: 0.3274	LR: 0.058602
Training Epoch: 1 [28416/47500]	Loss: 0.2771	LR: 0.059140
Training Epoch: 1 [28672/47500]	Loss: 0.3213	LR: 0.059677
Training Epoch: 1 [28928/47500]	Loss: 0.4285	LR: 0.060215
Training Epoch: 1 [29184/47500]	Loss: 0.2982	LR: 0.060753
Training Epoch: 1 [29440/47500]	Loss: 0.4935	LR: 0.061290
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Training Epoch: 1 [29952/47500]	Loss: 0.3863	LR: 0.062366
Training Epoch: 1 [30208/47500]	Loss: 0.4527	LR: 0.062903
Training Epoch: 1 [30464/47500]	Loss: 0.3097	LR: 0.063441
Training Epoch: 1 [30720/47500]	Loss: 0.2846	LR: 0.063978
Training Epoch: 1 [30976/47500]	Loss: 0.3086	LR: 0.064516
Training Epoch: 1 [31232/47500]	Loss: 0.3120	LR: 0.065054
Training Epoch: 1 [31488/47500]	Loss: 0.3311	LR: 0.065591
Training Epoch: 1 [31744/47500]	Loss: 0.5068	LR: 0.066129
Training Epoch: 1 [32000/47500]	Loss: 0.3481	LR: 0.066667
Training Epoch: 1 [32256/47500]	Loss: 0.3476	LR: 0.067204
Training Epoch: 1 [32512/47500]	Loss: 0.4693	LR: 0.067742
Training Epoch: 1 [32768/47500]	Loss: 0.2873	LR: 0.068280
Training Epoch: 1 [33024/47500]	Loss: 0.4603	LR: 0.068817
Training Epoch: 1 [33280/47500]	Loss: 0.3181	LR: 0.069355
Training Epoch: 1 [33536/47500]	Loss: 0.5473	LR: 0.069892
Training Epoch: 1 [33792/47500]	Loss: 0.4459	LR: 0.070430
Training Epoch: 1 [34048/47500]	Loss: 0.3141	LR: 0.070968
Training Epoch: 1 [34304/47500]	Loss: 0.5414	LR: 0.071505
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Training Epoch: 1 [34816/47500]	Loss: 0.2768	LR: 0.072581
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Training Epoch: 1 [35328/47500]	Loss: 0.4549	LR: 0.073656
Training Epoch: 1 [35584/47500]	Loss: 0.4721	LR: 0.074194
Training Epoch: 1 [35840/47500]	Loss: 0.4000	LR: 0.074731
Training Epoch: 1 [36096/47500]	Loss: 0.3187	LR: 0.075269
Training Epoch: 1 [36352/47500]	Loss: 0.4112	LR: 0.075806
Training Epoch: 1 [36608/47500]	Loss: 0.3456	LR: 0.076344
Training Epoch: 1 [36864/47500]	Loss: 0.4918	LR: 0.076882
Training Epoch: 1 [37120/47500]	Loss: 0.3653	LR: 0.077419
Training Epoch: 1 [37376/47500]	Loss: 0.3443	LR: 0.077957
Training Epoch: 1 [37632/47500]	Loss: 0.4030	LR: 0.078495
Training Epoch: 1 [37888/47500]	Loss: 0.5183	LR: 0.079032
Training Epoch: 1 [38144/47500]	Loss: 0.2778	LR: 0.079570
Training Epoch: 1 [38400/47500]	Loss: 0.4216	LR: 0.080108
Training Epoch: 1 [38656/47500]	Loss: 0.3294	LR: 0.080645
Training Epoch: 1 [38912/47500]	Loss: 0.3002	LR: 0.081183
Training Epoch: 1 [39168/47500]	Loss: 0.4591	LR: 0.081720
Training Epoch: 1 [39424/47500]	Loss: 0.2122	LR: 0.082258
Training Epoch: 1 [39680/47500]	Loss: 0.3096	LR: 0.082796
Training Epoch: 1 [39936/47500]	Loss: 0.4213	LR: 0.083333
Training Epoch: 1 [40192/47500]	Loss: 0.2251	LR: 0.083871
Training Epoch: 1 [40448/47500]	Loss: 0.2129	LR: 0.084409
Training Epoch: 1 [40704/47500]	Loss: 0.2859	LR: 0.084946
Training Epoch: 1 [40960/47500]	Loss: 0.4121	LR: 0.085484
Training Epoch: 1 [41216/47500]	Loss: 0.6957	LR: 0.086022
Training Epoch: 1 [41472/47500]	Loss: 0.4047	LR: 0.086559
Training Epoch: 1 [41728/47500]	Loss: 0.6232	LR: 0.087097
Training Epoch: 1 [41984/47500]	Loss: 0.4733	LR: 0.087634
Training Epoch: 1 [42240/47500]	Loss: 0.6864	LR: 0.088172
Training Epoch: 1 [42496/47500]	Loss: 0.4994	LR: 0.088710
Training Epoch: 1 [42752/47500]	Loss: 0.4855	LR: 0.089247
Training Epoch: 1 [43008/47500]	Loss: 0.2978	LR: 0.089785
Training Epoch: 1 [43264/47500]	Loss: 0.4372	LR: 0.090323
Training Epoch: 1 [43520/47500]	Loss: 0.3282	LR: 0.090860
Training Epoch: 1 [43776/47500]	Loss: 0.6480	LR: 0.091398
Training Epoch: 1 [44032/47500]	Loss: 0.4671	LR: 0.091935
Training Epoch: 1 [44288/47500]	Loss: 0.4506	LR: 0.092473
Training Epoch: 1 [44544/47500]	Loss: 0.2647	LR: 0.093011
Training Epoch: 1 [44800/47500]	Loss: 0.3793	LR: 0.093548
Training Epoch: 1 [45056/47500]	Loss: 0.4084	LR: 0.094086
Training Epoch: 1 [45312/47500]	Loss: 0.3567	LR: 0.094624
Training Epoch: 1 [45568/47500]	Loss: 0.5055	LR: 0.095161
Training Epoch: 1 [45824/47500]	Loss: 0.4080	LR: 0.095699
Training Epoch: 1 [46080/47500]	Loss: 0.2428	LR: 0.096237
Training Epoch: 1 [46336/47500]	Loss: 0.3917	LR: 0.096774
Training Epoch: 1 [46592/47500]	Loss: 0.2695	LR: 0.097312
Training Epoch: 1 [46848/47500]	Loss: 0.2492	LR: 0.097849
Training Epoch: 1 [47104/47500]	Loss: 0.4265	LR: 0.098387
Training Epoch: 1 [47360/47500]	Loss: 0.2831	LR: 0.098925
Training Epoch: 1 [47500/47500]	Loss: 0.3010	LR: 0.099462
Epoch 1 - Average Train Loss: 0.4399, Train Accuracy: 0.8572
Epoch 1 training time consumed: 344.18s
Evaluating Network.....
Test set: Epoch: 1, Average loss: 0.0010, Accuracy: 0.9204, Time consumed:23.47s
Saving weights file to checkpoint/retrain/ViT/Friday_18_July_2025_17h_13m_19s/ViT-Cifar10-seed2-ret50-1-best.pth
Training Epoch: 2 [256/47500]	Loss: 0.3666	LR: 0.100000
Training Epoch: 2 [512/47500]	Loss: 0.3675	LR: 0.100000
Training Epoch: 2 [768/47500]	Loss: 0.3367	LR: 0.100000
Training Epoch: 2 [1024/47500]	Loss: 0.2055	LR: 0.100000
Training Epoch: 2 [1280/47500]	Loss: 0.2830	LR: 0.100000
Training Epoch: 2 [1536/47500]	Loss: 0.4006	LR: 0.100000
Training Epoch: 2 [1792/47500]	Loss: 0.2680	LR: 0.100000
Training Epoch: 2 [2048/47500]	Loss: 0.2811	LR: 0.100000
Training Epoch: 2 [2304/47500]	Loss: 0.2768	LR: 0.100000
Training Epoch: 2 [2560/47500]	Loss: 0.1751	LR: 0.100000
Training Epoch: 2 [2816/47500]	Loss: 0.2531	LR: 0.100000
Training Epoch: 2 [3072/47500]	Loss: 0.2628	LR: 0.100000
Training Epoch: 2 [3328/47500]	Loss: 0.2003	LR: 0.100000
Training Epoch: 2 [3584/47500]	Loss: 0.2499	LR: 0.100000
Training Epoch: 2 [3840/47500]	Loss: 0.2340	LR: 0.100000
Training Epoch: 2 [4096/47500]	Loss: 0.1795	LR: 0.100000
Training Epoch: 2 [4352/47500]	Loss: 0.2887	LR: 0.100000
Training Epoch: 2 [4608/47500]	Loss: 0.3000	LR: 0.100000
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Training Epoch: 2 [5120/47500]	Loss: 0.2411	LR: 0.100000
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Training Epoch: 2 [6144/47500]	Loss: 0.2499	LR: 0.100000
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Training Epoch: 2 [22016/47500]	Loss: 0.1500	LR: 0.100000
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Training Epoch: 2 [22528/47500]	Loss: 0.2049	LR: 0.100000
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Training Epoch: 2 [47360/47500]	Loss: 0.2864	LR: 0.100000
Training Epoch: 2 [47500/47500]	Loss: 0.2673	LR: 0.100000
Epoch 2 - Average Train Loss: 0.2062, Train Accuracy: 0.9322
Epoch 2 training time consumed: 343.30s
Evaluating Network.....
Test set: Epoch: 2, Average loss: 0.0008, Accuracy: 0.9374, Time consumed:23.48s
Saving weights file to checkpoint/retrain/ViT/Friday_18_July_2025_17h_13m_19s/ViT-Cifar10-seed2-ret50-2-best.pth
Training Epoch: 3 [256/47500]	Loss: 0.1220	LR: 0.100000
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Training Epoch: 3 [47500/47500]	Loss: 0.2692	LR: 0.100000
Epoch 3 - Average Train Loss: 0.1571, Train Accuracy: 0.9464
Epoch 3 training time consumed: 343.23s
Evaluating Network.....
Test set: Epoch: 3, Average loss: 0.0006, Accuracy: 0.9482, Time consumed:23.47s
Saving weights file to checkpoint/retrain/ViT/Friday_18_July_2025_17h_13m_19s/ViT-Cifar10-seed2-ret50-3-best.pth
Training Epoch: 4 [256/47500]	Loss: 0.1771	LR: 0.100000
Training Epoch: 4 [512/47500]	Loss: 0.1369	LR: 0.100000
Training Epoch: 4 [768/47500]	Loss: 0.1297	LR: 0.100000
Training Epoch: 4 [1024/47500]	Loss: 0.1819	LR: 0.100000
Training Epoch: 4 [1280/47500]	Loss: 0.1671	LR: 0.100000
Training Epoch: 4 [1536/47500]	Loss: 0.1455	LR: 0.100000
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Training Epoch: 4 [47500/47500]	Loss: 0.2367	LR: 0.100000
Epoch 4 - Average Train Loss: 0.1562, Train Accuracy: 0.9459
Epoch 4 training time consumed: 343.30s
Evaluating Network.....
Test set: Epoch: 4, Average loss: 0.0005, Accuracy: 0.9546, Time consumed:23.52s
Saving weights file to checkpoint/retrain/ViT/Friday_18_July_2025_17h_13m_19s/ViT-Cifar10-seed2-ret50-4-best.pth
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Training Epoch: 5 [31232/47500]	Loss: 0.1989	LR: 0.100000
Training Epoch: 5 [31488/47500]	Loss: 0.1365	LR: 0.100000
Training Epoch: 5 [31744/47500]	Loss: 0.1427	LR: 0.100000
Training Epoch: 5 [32000/47500]	Loss: 0.1500	LR: 0.100000
Training Epoch: 5 [32256/47500]	Loss: 0.1452	LR: 0.100000
Training Epoch: 5 [32512/47500]	Loss: 0.0844	LR: 0.100000
Training Epoch: 5 [32768/47500]	Loss: 0.1978	LR: 0.100000
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Training Epoch: 5 [35072/47500]	Loss: 0.1609	LR: 0.100000
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Training Epoch: 5 [36352/47500]	Loss: 0.1684	LR: 0.100000
Training Epoch: 5 [36608/47500]	Loss: 0.1975	LR: 0.100000
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Training Epoch: 5 [37120/47500]	Loss: 0.2140	LR: 0.100000
Training Epoch: 5 [37376/47500]	Loss: 0.1534	LR: 0.100000
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Training Epoch: 5 [38656/47500]	Loss: 0.1871	LR: 0.100000
Training Epoch: 5 [38912/47500]	Loss: 0.1949	LR: 0.100000
Training Epoch: 5 [39168/47500]	Loss: 0.1742	LR: 0.100000
Training Epoch: 5 [39424/47500]	Loss: 0.1030	LR: 0.100000
Training Epoch: 5 [39680/47500]	Loss: 0.1139	LR: 0.100000
Training Epoch: 5 [39936/47500]	Loss: 0.0849	LR: 0.100000
Training Epoch: 5 [40192/47500]	Loss: 0.1737	LR: 0.100000
Training Epoch: 5 [40448/47500]	Loss: 0.1862	LR: 0.100000
Training Epoch: 5 [40704/47500]	Loss: 0.1920	LR: 0.100000
Training Epoch: 5 [40960/47500]	Loss: 0.1829	LR: 0.100000
Training Epoch: 5 [41216/47500]	Loss: 0.2456	LR: 0.100000
Training Epoch: 5 [41472/47500]	Loss: 0.1373	LR: 0.100000
Training Epoch: 5 [41728/47500]	Loss: 0.1737	LR: 0.100000
Training Epoch: 5 [41984/47500]	Loss: 0.1372	LR: 0.100000
Training Epoch: 5 [42240/47500]	Loss: 0.2082	LR: 0.100000
Training Epoch: 5 [42496/47500]	Loss: 0.1930	LR: 0.100000
Training Epoch: 5 [42752/47500]	Loss: 0.1801	LR: 0.100000
Training Epoch: 5 [43008/47500]	Loss: 0.1902	LR: 0.100000
Training Epoch: 5 [43264/47500]	Loss: 0.2304	LR: 0.100000
Training Epoch: 5 [43520/47500]	Loss: 0.2326	LR: 0.100000
Training Epoch: 5 [43776/47500]	Loss: 0.2046	LR: 0.100000
Training Epoch: 5 [44032/47500]	Loss: 0.1929	LR: 0.100000
Training Epoch: 5 [44288/47500]	Loss: 0.1318	LR: 0.100000
Training Epoch: 5 [44544/47500]	Loss: 0.1998	LR: 0.100000
Training Epoch: 5 [44800/47500]	Loss: 0.1276	LR: 0.100000
Training Epoch: 5 [45056/47500]	Loss: 0.1511	LR: 0.100000
Training Epoch: 5 [45312/47500]	Loss: 0.1876	LR: 0.100000
Training Epoch: 5 [45568/47500]	Loss: 0.3173	LR: 0.100000
Training Epoch: 5 [45824/47500]	Loss: 0.1849	LR: 0.100000
Training Epoch: 5 [46080/47500]	Loss: 0.1930	LR: 0.100000
Training Epoch: 5 [46336/47500]	Loss: 0.2176	LR: 0.100000
Training Epoch: 5 [46592/47500]	Loss: 0.1950	LR: 0.100000
Training Epoch: 5 [46848/47500]	Loss: 0.2013	LR: 0.100000
Training Epoch: 5 [47104/47500]	Loss: 0.2361	LR: 0.100000
Training Epoch: 5 [47360/47500]	Loss: 0.3745	LR: 0.100000
Training Epoch: 5 [47500/47500]	Loss: 0.2403	LR: 0.100000
Epoch 5 - Average Train Loss: 0.1598, Train Accuracy: 0.9464
Epoch 5 training time consumed: 343.41s
Evaluating Network.....
Test set: Epoch: 5, Average loss: 0.0010, Accuracy: 0.9155, Time consumed:23.49s
Training Epoch: 6 [256/47500]	Loss: 0.1588	LR: 0.100000
Training Epoch: 6 [512/47500]	Loss: 0.1844	LR: 0.100000
Training Epoch: 6 [768/47500]	Loss: 0.2606	LR: 0.100000
Training Epoch: 6 [1024/47500]	Loss: 0.2767	LR: 0.100000
Training Epoch: 6 [1280/47500]	Loss: 0.2045	LR: 0.100000
Training Epoch: 6 [1536/47500]	Loss: 0.1890	LR: 0.100000
Training Epoch: 6 [1792/47500]	Loss: 0.2490	LR: 0.100000
Training Epoch: 6 [2048/47500]	Loss: 0.2105	LR: 0.100000
Training Epoch: 6 [2304/47500]	Loss: 0.2096	LR: 0.100000
Training Epoch: 6 [2560/47500]	Loss: 0.1838	LR: 0.100000
Training Epoch: 6 [2816/47500]	Loss: 0.1565	LR: 0.100000
Training Epoch: 6 [3072/47500]	Loss: 0.3194	LR: 0.100000
Training Epoch: 6 [3328/47500]	Loss: 0.2283	LR: 0.100000
Training Epoch: 6 [3584/47500]	Loss: 0.1575	LR: 0.100000
Training Epoch: 6 [3840/47500]	Loss: 0.2209	LR: 0.100000
Training Epoch: 6 [4096/47500]	Loss: 0.2096	LR: 0.100000
Training Epoch: 6 [4352/47500]	Loss: 0.1335	LR: 0.100000
Training Epoch: 6 [4608/47500]	Loss: 0.2699	LR: 0.100000
Training Epoch: 6 [4864/47500]	Loss: 0.1689	LR: 0.100000
Training Epoch: 6 [5120/47500]	Loss: 0.1950	LR: 0.100000
Training Epoch: 6 [5376/47500]	Loss: 0.3200	LR: 0.100000
Training Epoch: 6 [5632/47500]	Loss: 0.1147	LR: 0.100000
Training Epoch: 6 [5888/47500]	Loss: 0.3225	LR: 0.100000
Training Epoch: 6 [6144/47500]	Loss: 0.1791	LR: 0.100000
Training Epoch: 6 [6400/47500]	Loss: 0.3372	LR: 0.100000
Training Epoch: 6 [6656/47500]	Loss: 0.1731	LR: 0.100000
Training Epoch: 6 [6912/47500]	Loss: 0.2197	LR: 0.100000
Training Epoch: 6 [7168/47500]	Loss: 0.2675	LR: 0.100000
Training Epoch: 6 [7424/47500]	Loss: 0.1814	LR: 0.100000
Training Epoch: 6 [7680/47500]	Loss: 0.1787	LR: 0.100000
Training Epoch: 6 [7936/47500]	Loss: 0.2506	LR: 0.100000
Training Epoch: 6 [8192/47500]	Loss: 0.1446	LR: 0.100000
Training Epoch: 6 [8448/47500]	Loss: 0.1869	LR: 0.100000
Training Epoch: 6 [8704/47500]	Loss: 0.1883	LR: 0.100000
Training Epoch: 6 [8960/47500]	Loss: 0.1246	LR: 0.100000
Training Epoch: 6 [9216/47500]	Loss: 0.1710	LR: 0.100000
Training Epoch: 6 [9472/47500]	Loss: 0.1263	LR: 0.100000
Training Epoch: 6 [9728/47500]	Loss: 0.2130	LR: 0.100000
Training Epoch: 6 [9984/47500]	Loss: 0.1017	LR: 0.100000
Training Epoch: 6 [10240/47500]	Loss: 0.2246	LR: 0.100000
Training Epoch: 6 [10496/47500]	Loss: 0.1560	LR: 0.100000
Training Epoch: 6 [10752/47500]	Loss: 0.1203	LR: 0.100000
Training Epoch: 6 [11008/47500]	Loss: 0.2230	LR: 0.100000
Training Epoch: 6 [11264/47500]	Loss: 0.1701	LR: 0.100000
Training Epoch: 6 [11520/47500]	Loss: 0.2016	LR: 0.100000
Training Epoch: 6 [11776/47500]	Loss: 0.1741	LR: 0.100000
Training Epoch: 6 [12032/47500]	Loss: 0.2810	LR: 0.100000
Training Epoch: 6 [12288/47500]	Loss: 0.3393	LR: 0.100000
Training Epoch: 6 [12544/47500]	Loss: 0.2680	LR: 0.100000
Training Epoch: 6 [12800/47500]	Loss: 0.1542	LR: 0.100000
Training Epoch: 6 [13056/47500]	Loss: 0.1741	LR: 0.100000
Training Epoch: 6 [13312/47500]	Loss: 0.1512	LR: 0.100000
Training Epoch: 6 [13568/47500]	Loss: 0.2411	LR: 0.100000
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Training Epoch: 6 [14080/47500]	Loss: 0.1503	LR: 0.100000
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Training Epoch: 6 [15616/47500]	Loss: 0.2841	LR: 0.100000
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Training Epoch: 6 [16896/47500]	Loss: 0.1660	LR: 0.100000
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Training Epoch: 6 [19712/47500]	Loss: 0.2129	LR: 0.100000
Training Epoch: 6 [19968/47500]	Loss: 0.1798	LR: 0.100000
Training Epoch: 6 [20224/47500]	Loss: 0.1620	LR: 0.100000
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Training Epoch: 6 [22016/47500]	Loss: 0.2784	LR: 0.100000
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Training Epoch: 6 [28928/47500]	Loss: 0.1918	LR: 0.100000
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Training Epoch: 6 [29440/47500]	Loss: 0.1356	LR: 0.100000
Training Epoch: 6 [29696/47500]	Loss: 0.1511	LR: 0.100000
Training Epoch: 6 [29952/47500]	Loss: 0.1347	LR: 0.100000
Training Epoch: 6 [30208/47500]	Loss: 0.2288	LR: 0.100000
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Training Epoch: 6 [31744/47500]	Loss: 0.1661	LR: 0.100000
Training Epoch: 6 [32000/47500]	Loss: 0.1208	LR: 0.100000
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Training Epoch: 6 [35328/47500]	Loss: 0.2442	LR: 0.100000
Training Epoch: 6 [35584/47500]	Loss: 0.1359	LR: 0.100000
Training Epoch: 6 [35840/47500]	Loss: 0.2440	LR: 0.100000
Training Epoch: 6 [36096/47500]	Loss: 0.1618	LR: 0.100000
Training Epoch: 6 [36352/47500]	Loss: 0.1193	LR: 0.100000
Training Epoch: 6 [36608/47500]	Loss: 0.1607	LR: 0.100000
Training Epoch: 6 [36864/47500]	Loss: 0.3106	LR: 0.100000
Training Epoch: 6 [37120/47500]	Loss: 0.2689	LR: 0.100000
Training Epoch: 6 [37376/47500]	Loss: 0.1467	LR: 0.100000
Training Epoch: 6 [37632/47500]	Loss: 0.2416	LR: 0.100000
Training Epoch: 6 [37888/47500]	Loss: 0.2038	LR: 0.100000
Training Epoch: 6 [38144/47500]	Loss: 0.3226	LR: 0.100000
Training Epoch: 6 [38400/47500]	Loss: 0.2314	LR: 0.100000
Training Epoch: 6 [38656/47500]	Loss: 0.2218	LR: 0.100000
Training Epoch: 6 [38912/47500]	Loss: 0.2965	LR: 0.100000
Training Epoch: 6 [39168/47500]	Loss: 0.2877	LR: 0.100000
Training Epoch: 6 [39424/47500]	Loss: 0.1512	LR: 0.100000
Training Epoch: 6 [39680/47500]	Loss: 0.2085	LR: 0.100000
Training Epoch: 6 [39936/47500]	Loss: 0.2506	LR: 0.100000
Training Epoch: 6 [40192/47500]	Loss: 0.1577	LR: 0.100000
Training Epoch: 6 [40448/47500]	Loss: 0.1710	LR: 0.100000
Training Epoch: 6 [40704/47500]	Loss: 0.1871	LR: 0.100000
Training Epoch: 6 [40960/47500]	Loss: 0.2987	LR: 0.100000
Training Epoch: 6 [41216/47500]	Loss: 0.1992	LR: 0.100000
Training Epoch: 6 [41472/47500]	Loss: 0.2155	LR: 0.100000
Training Epoch: 6 [41728/47500]	Loss: 0.1992	LR: 0.100000
Training Epoch: 6 [41984/47500]	Loss: 0.1999	LR: 0.100000
Training Epoch: 6 [42240/47500]	Loss: 0.1223	LR: 0.100000
Training Epoch: 6 [42496/47500]	Loss: 0.2095	LR: 0.100000
Training Epoch: 6 [42752/47500]	Loss: 0.2304	LR: 0.100000
Training Epoch: 6 [43008/47500]	Loss: 0.1930	LR: 0.100000
Training Epoch: 6 [43264/47500]	Loss: 0.2606	LR: 0.100000
Training Epoch: 6 [43520/47500]	Loss: 0.2037	LR: 0.100000
Training Epoch: 6 [43776/47500]	Loss: 0.1288	LR: 0.100000
Training Epoch: 6 [44032/47500]	Loss: 0.2733	LR: 0.100000
Training Epoch: 6 [44288/47500]	Loss: 0.1848	LR: 0.100000
Training Epoch: 6 [44544/47500]	Loss: 0.1575	LR: 0.100000
Training Epoch: 6 [44800/47500]	Loss: 0.2654	LR: 0.100000
Training Epoch: 6 [45056/47500]	Loss: 0.1417	LR: 0.100000
Training Epoch: 6 [45312/47500]	Loss: 0.2919	LR: 0.100000
Training Epoch: 6 [45568/47500]	Loss: 0.1577	LR: 0.100000
Training Epoch: 6 [45824/47500]	Loss: 0.1923	LR: 0.100000
Training Epoch: 6 [46080/47500]	Loss: 0.2425	LR: 0.100000
Training Epoch: 6 [46336/47500]	Loss: 0.1262	LR: 0.100000
Training Epoch: 6 [46592/47500]	Loss: 0.2372	LR: 0.100000
Training Epoch: 6 [46848/47500]	Loss: 0.2662	LR: 0.100000
Training Epoch: 6 [47104/47500]	Loss: 0.1806	LR: 0.100000
Training Epoch: 6 [47360/47500]	Loss: 0.1902	LR: 0.100000
Training Epoch: 6 [47500/47500]	Loss: 0.2739	LR: 0.100000
Epoch 6 - Average Train Loss: 0.1977, Train Accuracy: 0.9328
Epoch 6 training time consumed: 343.58s
Evaluating Network.....
Test set: Epoch: 6, Average loss: 0.0007, Accuracy: 0.9406, Time consumed:23.47s
Training Epoch: 7 [256/47500]	Loss: 0.1949	LR: 0.020000
Training Epoch: 7 [512/47500]	Loss: 0.2138	LR: 0.020000
Training Epoch: 7 [768/47500]	Loss: 0.1454	LR: 0.020000
Training Epoch: 7 [1024/47500]	Loss: 0.0962	LR: 0.020000
Training Epoch: 7 [1280/47500]	Loss: 0.1331	LR: 0.020000
Training Epoch: 7 [1536/47500]	Loss: 0.0812	LR: 0.020000
Training Epoch: 7 [1792/47500]	Loss: 0.0695	LR: 0.020000
Training Epoch: 7 [2048/47500]	Loss: 0.0624	LR: 0.020000
Training Epoch: 7 [2304/47500]	Loss: 0.1111	LR: 0.020000
Training Epoch: 7 [2560/47500]	Loss: 0.0845	LR: 0.020000
Training Epoch: 7 [2816/47500]	Loss: 0.0867	LR: 0.020000
Training Epoch: 7 [3072/47500]	Loss: 0.0862	LR: 0.020000
Training Epoch: 7 [3328/47500]	Loss: 0.1009	LR: 0.020000
Training Epoch: 7 [3584/47500]	Loss: 0.1137	LR: 0.020000
Training Epoch: 7 [3840/47500]	Loss: 0.0606	LR: 0.020000
Training Epoch: 7 [4096/47500]	Loss: 0.1034	LR: 0.020000
Training Epoch: 7 [4352/47500]	Loss: 0.0747	LR: 0.020000
Training Epoch: 7 [4608/47500]	Loss: 0.0572	LR: 0.020000
Training Epoch: 7 [4864/47500]	Loss: 0.0662	LR: 0.020000
Training Epoch: 7 [5120/47500]	Loss: 0.0812	LR: 0.020000
Training Epoch: 7 [5376/47500]	Loss: 0.0866	LR: 0.020000
Training Epoch: 7 [5632/47500]	Loss: 0.0640	LR: 0.020000
Training Epoch: 7 [5888/47500]	Loss: 0.0274	LR: 0.020000
Training Epoch: 7 [6144/47500]	Loss: 0.0579	LR: 0.020000
Training Epoch: 7 [6400/47500]	Loss: 0.0828	LR: 0.020000
Training Epoch: 7 [6656/47500]	Loss: 0.0749	LR: 0.020000
Training Epoch: 7 [6912/47500]	Loss: 0.0778	LR: 0.020000
Training Epoch: 7 [7168/47500]	Loss: 0.0402	LR: 0.020000
Training Epoch: 7 [7424/47500]	Loss: 0.0313	LR: 0.020000
Training Epoch: 7 [7680/47500]	Loss: 0.0712	LR: 0.020000
Training Epoch: 7 [7936/47500]	Loss: 0.0581	LR: 0.020000
Training Epoch: 7 [8192/47500]	Loss: 0.0800	LR: 0.020000
Training Epoch: 7 [8448/47500]	Loss: 0.0653	LR: 0.020000
Training Epoch: 7 [8704/47500]	Loss: 0.0758	LR: 0.020000
Training Epoch: 7 [8960/47500]	Loss: 0.0682	LR: 0.020000
Training Epoch: 7 [9216/47500]	Loss: 0.0537	LR: 0.020000
Training Epoch: 7 [9472/47500]	Loss: 0.0628	LR: 0.020000
Training Epoch: 7 [9728/47500]	Loss: 0.0342	LR: 0.020000
Training Epoch: 7 [9984/47500]	Loss: 0.0891	LR: 0.020000
Training Epoch: 7 [10240/47500]	Loss: 0.0486	LR: 0.020000
Training Epoch: 7 [10496/47500]	Loss: 0.0724	LR: 0.020000
Training Epoch: 7 [10752/47500]	Loss: 0.0648	LR: 0.020000
Training Epoch: 7 [11008/47500]	Loss: 0.0992	LR: 0.020000
Training Epoch: 7 [11264/47500]	Loss: 0.0954	LR: 0.020000
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Training Epoch: 7 [47360/47500]	Loss: 0.0692	LR: 0.020000
Training Epoch: 7 [47500/47500]	Loss: 0.0459	LR: 0.020000
Epoch 7 - Average Train Loss: 0.0603, Train Accuracy: 0.9797
Epoch 7 training time consumed: 343.50s
Evaluating Network.....
Test set: Epoch: 7, Average loss: 0.0004, Accuracy: 0.9719, Time consumed:23.47s
Saving weights file to checkpoint/retrain/ViT/Friday_18_July_2025_17h_13m_19s/ViT-Cifar10-seed2-ret50-7-best.pth
Training Epoch: 8 [256/47500]	Loss: 0.0367	LR: 0.020000
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Training Epoch: 8 [36608/47500]	Loss: 0.0226	LR: 0.020000
Training Epoch: 8 [36864/47500]	Loss: 0.0244	LR: 0.020000
Training Epoch: 8 [37120/47500]	Loss: 0.0240	LR: 0.020000
Training Epoch: 8 [37376/47500]	Loss: 0.0561	LR: 0.020000
Training Epoch: 8 [37632/47500]	Loss: 0.0460	LR: 0.020000
Training Epoch: 8 [37888/47500]	Loss: 0.0229	LR: 0.020000
Training Epoch: 8 [38144/47500]	Loss: 0.0191	LR: 0.020000
Training Epoch: 8 [38400/47500]	Loss: 0.0407	LR: 0.020000
Training Epoch: 8 [38656/47500]	Loss: 0.0671	LR: 0.020000
Training Epoch: 8 [38912/47500]	Loss: 0.0315	LR: 0.020000
Training Epoch: 8 [39168/47500]	Loss: 0.0254	LR: 0.020000
Training Epoch: 8 [39424/47500]	Loss: 0.0617	LR: 0.020000
Training Epoch: 8 [39680/47500]	Loss: 0.0435	LR: 0.020000
Training Epoch: 8 [39936/47500]	Loss: 0.0579	LR: 0.020000
Training Epoch: 8 [40192/47500]	Loss: 0.0654	LR: 0.020000
Training Epoch: 8 [40448/47500]	Loss: 0.0285	LR: 0.020000
Training Epoch: 8 [40704/47500]	Loss: 0.0367	LR: 0.020000
Training Epoch: 8 [40960/47500]	Loss: 0.0528	LR: 0.020000
Training Epoch: 8 [41216/47500]	Loss: 0.0250	LR: 0.020000
Training Epoch: 8 [41472/47500]	Loss: 0.0174	LR: 0.020000
Training Epoch: 8 [41728/47500]	Loss: 0.0260	LR: 0.020000
Training Epoch: 8 [41984/47500]	Loss: 0.0070	LR: 0.020000
Training Epoch: 8 [42240/47500]	Loss: 0.0588	LR: 0.020000
Training Epoch: 8 [42496/47500]	Loss: 0.0362	LR: 0.020000
Training Epoch: 8 [42752/47500]	Loss: 0.0569	LR: 0.020000
Training Epoch: 8 [43008/47500]	Loss: 0.0089	LR: 0.020000
Training Epoch: 8 [43264/47500]	Loss: 0.0070	LR: 0.020000
Training Epoch: 8 [43520/47500]	Loss: 0.0537	LR: 0.020000
Training Epoch: 8 [43776/47500]	Loss: 0.0391	LR: 0.020000
Training Epoch: 8 [44032/47500]	Loss: 0.0217	LR: 0.020000
Training Epoch: 8 [44288/47500]	Loss: 0.0754	LR: 0.020000
Training Epoch: 8 [44544/47500]	Loss: 0.0150	LR: 0.020000
Training Epoch: 8 [44800/47500]	Loss: 0.0309	LR: 0.020000
Training Epoch: 8 [45056/47500]	Loss: 0.0201	LR: 0.020000
Training Epoch: 8 [45312/47500]	Loss: 0.0716	LR: 0.020000
Training Epoch: 8 [45568/47500]	Loss: 0.0768	LR: 0.020000
Training Epoch: 8 [45824/47500]	Loss: 0.0225	LR: 0.020000
Training Epoch: 8 [46080/47500]	Loss: 0.0907	LR: 0.020000
Training Epoch: 8 [46336/47500]	Loss: 0.0263	LR: 0.020000
Training Epoch: 8 [46592/47500]	Loss: 0.0396	LR: 0.020000
Training Epoch: 8 [46848/47500]	Loss: 0.0090	LR: 0.020000
Training Epoch: 8 [47104/47500]	Loss: 0.0266	LR: 0.020000
Training Epoch: 8 [47360/47500]	Loss: 0.0993	LR: 0.020000
Training Epoch: 8 [47500/47500]	Loss: 0.0720	LR: 0.020000
Epoch 8 - Average Train Loss: 0.0382, Train Accuracy: 0.9871
Epoch 8 training time consumed: 343.69s
Evaluating Network.....
Test set: Epoch: 8, Average loss: 0.0004, Accuracy: 0.9700, Time consumed:23.46s
Valid (Test) Dl:  10000
Train Dl:  50000
Retain Train Dl:  47500
Forget Train Dl:  2500
Retain Valid Dl:  47500
Forget Valid Dl:  2500
retain_prob Distribution: 10000 samples
test_prob Distribution: 10000 samples
forget_prob Distribution: 2500 samples
Set1 Distribution: 2500 samples
Set2 Distribution: 2500 samples
Set1 Distribution: 2500 samples
Set2 Distribution: 2500 samples
Set1 Distribution: 10000 samples
Set2 Distribution: 10000 samples
Set1 Distribution: 10000 samples
Set2 Distribution: 10000 samples
Test Accuracy: 97.0703125
Retain Accuracy: 98.73889923095703
Zero-Retain Forget (ZRF): 0.7743123173713684
Membership Inference Attack (MIA): 0.8184
Forget vs Retain Membership Inference Attack (MIA): 0.51
Forget vs Test Membership Inference Attack (MIA): 0.523
Test vs Retain Membership Inference Attack (MIA): 0.50925
Train vs Test Membership Inference Attack (MIA): 0.5165
Forget Set Accuracy (Df): 95.91358947753906
Method Execution Time: 5369.24 seconds
