hello
hello

📌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

📊 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: 2.5435	LR: 0.000000
Training Epoch: 1 [512/47500]	Loss: 2.5326	LR: 0.000538
Training Epoch: 1 [768/47500]	Loss: 2.5195	LR: 0.001075
Training Epoch: 1 [1024/47500]	Loss: 2.4848	LR: 0.001613
Training Epoch: 1 [1280/47500]	Loss: 2.4205	LR: 0.002151
Training Epoch: 1 [1536/47500]	Loss: 2.3198	LR: 0.002688
Training Epoch: 1 [1792/47500]	Loss: 2.1847	LR: 0.003226
Training Epoch: 1 [2048/47500]	Loss: 2.0628	LR: 0.003763
Training Epoch: 1 [2304/47500]	Loss: 1.8358	LR: 0.004301
Training Epoch: 1 [2560/47500]	Loss: 1.6457	LR: 0.004839
Training Epoch: 1 [2816/47500]	Loss: 1.3175	LR: 0.005376
Training Epoch: 1 [3072/47500]	Loss: 1.1426	LR: 0.005914
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Training Epoch: 1 [9472/47500]	Loss: 0.1632	LR: 0.019355
Training Epoch: 1 [9728/47500]	Loss: 0.1934	LR: 0.019892
Training Epoch: 1 [9984/47500]	Loss: 0.3409	LR: 0.020430
Training Epoch: 1 [10240/47500]	Loss: 0.2274	LR: 0.020968
Training Epoch: 1 [10496/47500]	Loss: 0.2401	LR: 0.021505
Training Epoch: 1 [10752/47500]	Loss: 0.1954	LR: 0.022043
Training Epoch: 1 [11008/47500]	Loss: 0.4773	LR: 0.022581
Training Epoch: 1 [11264/47500]	Loss: 0.3909	LR: 0.023118
Training Epoch: 1 [11520/47500]	Loss: 0.3255	LR: 0.023656
Training Epoch: 1 [11776/47500]	Loss: 0.2490	LR: 0.024194
Training Epoch: 1 [12032/47500]	Loss: 0.2933	LR: 0.024731
Training Epoch: 1 [12288/47500]	Loss: 0.2440	LR: 0.025269
Training Epoch: 1 [12544/47500]	Loss: 0.3241	LR: 0.025806
Training Epoch: 1 [12800/47500]	Loss: 0.1669	LR: 0.026344
Training Epoch: 1 [13056/47500]	Loss: 0.2274	LR: 0.026882
Training Epoch: 1 [13312/47500]	Loss: 0.2050	LR: 0.027419
Training Epoch: 1 [13568/47500]	Loss: 0.3143	LR: 0.027957
Training Epoch: 1 [13824/47500]	Loss: 0.2030	LR: 0.028495
Training Epoch: 1 [14080/47500]	Loss: 0.3506	LR: 0.029032
Training Epoch: 1 [14336/47500]	Loss: 0.2305	LR: 0.029570
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Training Epoch: 1 [15872/47500]	Loss: 0.2197	LR: 0.032796
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Training Epoch: 1 [16384/47500]	Loss: 0.3355	LR: 0.033871
Training Epoch: 1 [16640/47500]	Loss: 0.2163	LR: 0.034409
Training Epoch: 1 [16896/47500]	Loss: 0.3484	LR: 0.034946
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Training Epoch: 1 [17408/47500]	Loss: 0.3216	LR: 0.036022
Training Epoch: 1 [17664/47500]	Loss: 0.2103	LR: 0.036559
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Training Epoch: 1 [18176/47500]	Loss: 0.4258	LR: 0.037634
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Training Epoch: 1 [18688/47500]	Loss: 0.2327	LR: 0.038710
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Training Epoch: 1 [19712/47500]	Loss: 0.1791	LR: 0.040860
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Training Epoch: 1 [20224/47500]	Loss: 0.3938	LR: 0.041935
Training Epoch: 1 [20480/47500]	Loss: 0.2601	LR: 0.042473
Training Epoch: 1 [20736/47500]	Loss: 0.2207	LR: 0.043011
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Training Epoch: 1 [22016/47500]	Loss: 0.2433	LR: 0.045699
Training Epoch: 1 [22272/47500]	Loss: 0.2915	LR: 0.046237
Training Epoch: 1 [22528/47500]	Loss: 0.1685	LR: 0.046774
Training Epoch: 1 [22784/47500]	Loss: 0.1790	LR: 0.047312
Training Epoch: 1 [23040/47500]	Loss: 0.3146	LR: 0.047849
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Training Epoch: 1 [23808/47500]	Loss: 0.2548	LR: 0.049462
Training Epoch: 1 [24064/47500]	Loss: 0.1739	LR: 0.050000
Training Epoch: 1 [24320/47500]	Loss: 0.2388	LR: 0.050538
Training Epoch: 1 [24576/47500]	Loss: 0.1299	LR: 0.051075
Training Epoch: 1 [24832/47500]	Loss: 0.1763	LR: 0.051613
Training Epoch: 1 [25088/47500]	Loss: 0.2315	LR: 0.052151
Training Epoch: 1 [25344/47500]	Loss: 0.1319	LR: 0.052688
Training Epoch: 1 [25600/47500]	Loss: 0.1558	LR: 0.053226
Training Epoch: 1 [25856/47500]	Loss: 0.2232	LR: 0.053763
Training Epoch: 1 [26112/47500]	Loss: 0.2284	LR: 0.054301
Training Epoch: 1 [26368/47500]	Loss: 0.3101	LR: 0.054839
Training Epoch: 1 [26624/47500]	Loss: 0.1655	LR: 0.055376
Training Epoch: 1 [26880/47500]	Loss: 0.2392	LR: 0.055914
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Training Epoch: 1 [27648/47500]	Loss: 0.3020	LR: 0.057527
Training Epoch: 1 [27904/47500]	Loss: 0.1736	LR: 0.058065
Training Epoch: 1 [28160/47500]	Loss: 0.2848	LR: 0.058602
Training Epoch: 1 [28416/47500]	Loss: 0.2933	LR: 0.059140
Training Epoch: 1 [28672/47500]	Loss: 0.1447	LR: 0.059677
Training Epoch: 1 [28928/47500]	Loss: 0.2439	LR: 0.060215
Training Epoch: 1 [29184/47500]	Loss: 0.1436	LR: 0.060753
Training Epoch: 1 [29440/47500]	Loss: 0.2348	LR: 0.061290
Training Epoch: 1 [29696/47500]	Loss: 0.1625	LR: 0.061828
Training Epoch: 1 [29952/47500]	Loss: 0.1908	LR: 0.062366
Training Epoch: 1 [30208/47500]	Loss: 0.2281	LR: 0.062903
Training Epoch: 1 [30464/47500]	Loss: 0.1679	LR: 0.063441
Training Epoch: 1 [30720/47500]	Loss: 0.2097	LR: 0.063978
Training Epoch: 1 [30976/47500]	Loss: 0.2939	LR: 0.064516
Training Epoch: 1 [31232/47500]	Loss: 0.2003	LR: 0.065054
Training Epoch: 1 [31488/47500]	Loss: 0.1615	LR: 0.065591
Training Epoch: 1 [31744/47500]	Loss: 0.2763	LR: 0.066129
Training Epoch: 1 [32000/47500]	Loss: 0.1829	LR: 0.066667
Training Epoch: 1 [32256/47500]	Loss: 0.2457	LR: 0.067204
Training Epoch: 1 [32512/47500]	Loss: 0.2164	LR: 0.067742
Training Epoch: 1 [32768/47500]	Loss: 0.1972	LR: 0.068280
Training Epoch: 1 [33024/47500]	Loss: 0.2863	LR: 0.068817
Training Epoch: 1 [33280/47500]	Loss: 0.1882	LR: 0.069355
Training Epoch: 1 [33536/47500]	Loss: 0.1802	LR: 0.069892
Training Epoch: 1 [33792/47500]	Loss: 0.2691	LR: 0.070430
Training Epoch: 1 [34048/47500]	Loss: 0.1881	LR: 0.070968
Training Epoch: 1 [34304/47500]	Loss: 0.2103	LR: 0.071505
Training Epoch: 1 [34560/47500]	Loss: 0.2796	LR: 0.072043
Training Epoch: 1 [34816/47500]	Loss: 0.1765	LR: 0.072581
Training Epoch: 1 [35072/47500]	Loss: 0.2741	LR: 0.073118
Training Epoch: 1 [35328/47500]	Loss: 0.3153	LR: 0.073656
Training Epoch: 1 [35584/47500]	Loss: 0.2416	LR: 0.074194
Training Epoch: 1 [35840/47500]	Loss: 0.2933	LR: 0.074731
Training Epoch: 1 [36096/47500]	Loss: 0.2595	LR: 0.075269
Training Epoch: 1 [36352/47500]	Loss: 0.2456	LR: 0.075806
Training Epoch: 1 [36608/47500]	Loss: 0.2205	LR: 0.076344
Training Epoch: 1 [36864/47500]	Loss: 0.1886	LR: 0.076882
Training Epoch: 1 [37120/47500]	Loss: 0.2366	LR: 0.077419
Training Epoch: 1 [37376/47500]	Loss: 0.2476	LR: 0.077957
Training Epoch: 1 [37632/47500]	Loss: 0.1291	LR: 0.078495
Training Epoch: 1 [37888/47500]	Loss: 0.2505	LR: 0.079032
Training Epoch: 1 [38144/47500]	Loss: 0.2483	LR: 0.079570
Training Epoch: 1 [38400/47500]	Loss: 0.2140	LR: 0.080108
Training Epoch: 1 [38656/47500]	Loss: 0.3060	LR: 0.080645
Training Epoch: 1 [38912/47500]	Loss: 0.2490	LR: 0.081183
Training Epoch: 1 [39168/47500]	Loss: 0.2390	LR: 0.081720
Training Epoch: 1 [39424/47500]	Loss: 0.2465	LR: 0.082258
Training Epoch: 1 [39680/47500]	Loss: 0.2825	LR: 0.082796
Training Epoch: 1 [39936/47500]	Loss: 0.2726	LR: 0.083333
Training Epoch: 1 [40192/47500]	Loss: 0.2671	LR: 0.083871
Training Epoch: 1 [40448/47500]	Loss: 0.2190	LR: 0.084409
Training Epoch: 1 [40704/47500]	Loss: 0.1345	LR: 0.084946
Training Epoch: 1 [40960/47500]	Loss: 0.1701	LR: 0.085484
Training Epoch: 1 [41216/47500]	Loss: 0.2402	LR: 0.086022
Training Epoch: 1 [41472/47500]	Loss: 0.2073	LR: 0.086559
Training Epoch: 1 [41728/47500]	Loss: 0.2800	LR: 0.087097
Training Epoch: 1 [41984/47500]	Loss: 0.2248	LR: 0.087634
Training Epoch: 1 [42240/47500]	Loss: 0.1741	LR: 0.088172
Training Epoch: 1 [42496/47500]	Loss: 0.1980	LR: 0.088710
Training Epoch: 1 [42752/47500]	Loss: 0.2325	LR: 0.089247
Training Epoch: 1 [43008/47500]	Loss: 0.3191	LR: 0.089785
Training Epoch: 1 [43264/47500]	Loss: 0.1772	LR: 0.090323
Training Epoch: 1 [43520/47500]	Loss: 0.3136	LR: 0.090860
Training Epoch: 1 [43776/47500]	Loss: 0.1122	LR: 0.091398
Training Epoch: 1 [44032/47500]	Loss: 0.2200	LR: 0.091935
Training Epoch: 1 [44288/47500]	Loss: 0.3000	LR: 0.092473
Training Epoch: 1 [44544/47500]	Loss: 0.2272	LR: 0.093011
Training Epoch: 1 [44800/47500]	Loss: 0.2099	LR: 0.093548
Training Epoch: 1 [45056/47500]	Loss: 0.2073	LR: 0.094086
Training Epoch: 1 [45312/47500]	Loss: 0.2829	LR: 0.094624
Training Epoch: 1 [45568/47500]	Loss: 0.1827	LR: 0.095161
Training Epoch: 1 [45824/47500]	Loss: 0.2955	LR: 0.095699
Training Epoch: 1 [46080/47500]	Loss: 0.3288	LR: 0.096237
Training Epoch: 1 [46336/47500]	Loss: 0.2513	LR: 0.096774
Training Epoch: 1 [46592/47500]	Loss: 0.4370	LR: 0.097312
Training Epoch: 1 [46848/47500]	Loss: 0.2321	LR: 0.097849
Training Epoch: 1 [47104/47500]	Loss: 0.5665	LR: 0.098387
Training Epoch: 1 [47360/47500]	Loss: 0.3916	LR: 0.098925
Training Epoch: 1 [47500/47500]	Loss: 0.3813	LR: 0.099462
Epoch 1 - Average Train Loss: 0.3754, Train Accuracy: 0.8801
Epoch 1 training time consumed: 344.79s
Evaluating Network.....
Test set: Epoch: 1, Average loss: 0.0009, Accuracy: 0.9313, Time consumed:23.96s
Saving weights file to checkpoint/retrain/ViT/Friday_18_July_2025_15h_43m_23s/ViT-Cifar10-seed1-ret50-1-best.pth
Training Epoch: 2 [256/47500]	Loss: 0.2106	LR: 0.100000
Training Epoch: 2 [512/47500]	Loss: 0.3870	LR: 0.100000
Training Epoch: 2 [768/47500]	Loss: 0.3051	LR: 0.100000
Training Epoch: 2 [1024/47500]	Loss: 0.2944	LR: 0.100000
Training Epoch: 2 [1280/47500]	Loss: 0.2454	LR: 0.100000
Training Epoch: 2 [1536/47500]	Loss: 0.2070	LR: 0.100000
Training Epoch: 2 [1792/47500]	Loss: 0.2437	LR: 0.100000
Training Epoch: 2 [2048/47500]	Loss: 0.1958	LR: 0.100000
Training Epoch: 2 [2304/47500]	Loss: 0.4085	LR: 0.100000
Training Epoch: 2 [2560/47500]	Loss: 0.2253	LR: 0.100000
Training Epoch: 2 [2816/47500]	Loss: 0.3014	LR: 0.100000
Training Epoch: 2 [3072/47500]	Loss: 0.2941	LR: 0.100000
Training Epoch: 2 [3328/47500]	Loss: 0.1886	LR: 0.100000
Training Epoch: 2 [3584/47500]	Loss: 0.2991	LR: 0.100000
Training Epoch: 2 [3840/47500]	Loss: 0.3604	LR: 0.100000
Training Epoch: 2 [4096/47500]	Loss: 0.2732	LR: 0.100000
Training Epoch: 2 [4352/47500]	Loss: 0.3978	LR: 0.100000
Training Epoch: 2 [4608/47500]	Loss: 0.2068	LR: 0.100000
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Training Epoch: 2 [5632/47500]	Loss: 0.1893	LR: 0.100000
Training Epoch: 2 [5888/47500]	Loss: 0.3812	LR: 0.100000
Training Epoch: 2 [6144/47500]	Loss: 0.2615	LR: 0.100000
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Training Epoch: 2 [6656/47500]	Loss: 0.3448	LR: 0.100000
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Training Epoch: 2 [7168/47500]	Loss: 0.3344	LR: 0.100000
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Training Epoch: 2 [7936/47500]	Loss: 0.2800	LR: 0.100000
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Training Epoch: 2 [8448/47500]	Loss: 0.2447	LR: 0.100000
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Training Epoch: 2 [47500/47500]	Loss: 0.1454	LR: 0.100000
Epoch 2 - Average Train Loss: 0.2273, Train Accuracy: 0.9228
Epoch 2 training time consumed: 343.36s
Evaluating Network.....
Test set: Epoch: 2, Average loss: 0.0006, Accuracy: 0.9548, Time consumed:23.42s
Saving weights file to checkpoint/retrain/ViT/Friday_18_July_2025_15h_43m_23s/ViT-Cifar10-seed1-ret50-2-best.pth
Training Epoch: 3 [256/47500]	Loss: 0.1455	LR: 0.100000
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Training Epoch: 3 [47500/47500]	Loss: 0.2432	LR: 0.100000
Epoch 3 - Average Train Loss: 0.1807, Train Accuracy: 0.9391
Epoch 3 training time consumed: 343.49s
Evaluating Network.....
Test set: Epoch: 3, Average loss: 0.0007, Accuracy: 0.9428, Time consumed:23.46s
Training Epoch: 4 [256/47500]	Loss: 0.1669	LR: 0.100000
Training Epoch: 4 [512/47500]	Loss: 0.4179	LR: 0.100000
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Training Epoch: 4 [1024/47500]	Loss: 0.1920	LR: 0.100000
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Training Epoch: 4 [1536/47500]	Loss: 0.2146	LR: 0.100000
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Epoch 4 - Average Train Loss: 0.1616, Train Accuracy: 0.9454
Epoch 4 training time consumed: 343.73s
Evaluating Network.....
Test set: Epoch: 4, Average loss: 0.0005, Accuracy: 0.9552, Time consumed:23.45s
Saving weights file to checkpoint/retrain/ViT/Friday_18_July_2025_15h_43m_23s/ViT-Cifar10-seed1-ret50-4-best.pth
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Training Epoch: 5 [31744/47500]	Loss: 0.1961	LR: 0.100000
Training Epoch: 5 [32000/47500]	Loss: 0.2148	LR: 0.100000
Training Epoch: 5 [32256/47500]	Loss: 0.1477	LR: 0.100000
Training Epoch: 5 [32512/47500]	Loss: 0.3394	LR: 0.100000
Training Epoch: 5 [32768/47500]	Loss: 0.1352	LR: 0.100000
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Training Epoch: 5 [33280/47500]	Loss: 0.2863	LR: 0.100000
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Training Epoch: 5 [35072/47500]	Loss: 0.1210	LR: 0.100000
Training Epoch: 5 [35328/47500]	Loss: 0.1666	LR: 0.100000
Training Epoch: 5 [35584/47500]	Loss: 0.2877	LR: 0.100000
Training Epoch: 5 [35840/47500]	Loss: 0.1032	LR: 0.100000
Training Epoch: 5 [36096/47500]	Loss: 0.1345	LR: 0.100000
Training Epoch: 5 [36352/47500]	Loss: 0.1414	LR: 0.100000
Training Epoch: 5 [36608/47500]	Loss: 0.1817	LR: 0.100000
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Training Epoch: 5 [37376/47500]	Loss: 0.1032	LR: 0.100000
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Training Epoch: 5 [37888/47500]	Loss: 0.1152	LR: 0.100000
Training Epoch: 5 [38144/47500]	Loss: 0.1238	LR: 0.100000
Training Epoch: 5 [38400/47500]	Loss: 0.1329	LR: 0.100000
Training Epoch: 5 [38656/47500]	Loss: 0.1908	LR: 0.100000
Training Epoch: 5 [38912/47500]	Loss: 0.1972	LR: 0.100000
Training Epoch: 5 [39168/47500]	Loss: 0.2501	LR: 0.100000
Training Epoch: 5 [39424/47500]	Loss: 0.1593	LR: 0.100000
Training Epoch: 5 [39680/47500]	Loss: 0.1102	LR: 0.100000
Training Epoch: 5 [39936/47500]	Loss: 0.1637	LR: 0.100000
Training Epoch: 5 [40192/47500]	Loss: 0.1294	LR: 0.100000
Training Epoch: 5 [40448/47500]	Loss: 0.1452	LR: 0.100000
Training Epoch: 5 [40704/47500]	Loss: 0.1538	LR: 0.100000
Training Epoch: 5 [40960/47500]	Loss: 0.1362	LR: 0.100000
Training Epoch: 5 [41216/47500]	Loss: 0.1800	LR: 0.100000
Training Epoch: 5 [41472/47500]	Loss: 0.1202	LR: 0.100000
Training Epoch: 5 [41728/47500]	Loss: 0.1456	LR: 0.100000
Training Epoch: 5 [41984/47500]	Loss: 0.1392	LR: 0.100000
Training Epoch: 5 [42240/47500]	Loss: 0.1986	LR: 0.100000
Training Epoch: 5 [42496/47500]	Loss: 0.1930	LR: 0.100000
Training Epoch: 5 [42752/47500]	Loss: 0.0988	LR: 0.100000
Training Epoch: 5 [43008/47500]	Loss: 0.1540	LR: 0.100000
Training Epoch: 5 [43264/47500]	Loss: 0.1410	LR: 0.100000
Training Epoch: 5 [43520/47500]	Loss: 0.1432	LR: 0.100000
Training Epoch: 5 [43776/47500]	Loss: 0.1666	LR: 0.100000
Training Epoch: 5 [44032/47500]	Loss: 0.1416	LR: 0.100000
Training Epoch: 5 [44288/47500]	Loss: 0.2370	LR: 0.100000
Training Epoch: 5 [44544/47500]	Loss: 0.1548	LR: 0.100000
Training Epoch: 5 [44800/47500]	Loss: 0.1184	LR: 0.100000
Training Epoch: 5 [45056/47500]	Loss: 0.1450	LR: 0.100000
Training Epoch: 5 [45312/47500]	Loss: 0.1766	LR: 0.100000
Training Epoch: 5 [45568/47500]	Loss: 0.1568	LR: 0.100000
Training Epoch: 5 [45824/47500]	Loss: 0.1834	LR: 0.100000
Training Epoch: 5 [46080/47500]	Loss: 0.1253	LR: 0.100000
Training Epoch: 5 [46336/47500]	Loss: 0.1173	LR: 0.100000
Training Epoch: 5 [46592/47500]	Loss: 0.1882	LR: 0.100000
Training Epoch: 5 [46848/47500]	Loss: 0.0970	LR: 0.100000
Training Epoch: 5 [47104/47500]	Loss: 0.1690	LR: 0.100000
Training Epoch: 5 [47360/47500]	Loss: 0.1691	LR: 0.100000
Training Epoch: 5 [47500/47500]	Loss: 0.1146	LR: 0.100000
Epoch 5 - Average Train Loss: 0.1578, Train Accuracy: 0.9457
Epoch 5 training time consumed: 343.23s
Evaluating Network.....
Test set: Epoch: 5, Average loss: 0.0007, Accuracy: 0.9390, Time consumed:23.44s
Training Epoch: 6 [256/47500]	Loss: 0.1613	LR: 0.100000
Training Epoch: 6 [512/47500]	Loss: 0.2282	LR: 0.100000
Training Epoch: 6 [768/47500]	Loss: 0.1421	LR: 0.100000
Training Epoch: 6 [1024/47500]	Loss: 0.2639	LR: 0.100000
Training Epoch: 6 [1280/47500]	Loss: 0.0994	LR: 0.100000
Training Epoch: 6 [1536/47500]	Loss: 0.1455	LR: 0.100000
Training Epoch: 6 [1792/47500]	Loss: 0.2552	LR: 0.100000
Training Epoch: 6 [2048/47500]	Loss: 0.2137	LR: 0.100000
Training Epoch: 6 [2304/47500]	Loss: 0.1830	LR: 0.100000
Training Epoch: 6 [2560/47500]	Loss: 0.1399	LR: 0.100000
Training Epoch: 6 [2816/47500]	Loss: 0.2003	LR: 0.100000
Training Epoch: 6 [3072/47500]	Loss: 0.1373	LR: 0.100000
Training Epoch: 6 [3328/47500]	Loss: 0.0699	LR: 0.100000
Training Epoch: 6 [3584/47500]	Loss: 0.1400	LR: 0.100000
Training Epoch: 6 [3840/47500]	Loss: 0.1405	LR: 0.100000
Training Epoch: 6 [4096/47500]	Loss: 0.1658	LR: 0.100000
Training Epoch: 6 [4352/47500]	Loss: 0.1399	LR: 0.100000
Training Epoch: 6 [4608/47500]	Loss: 0.1418	LR: 0.100000
Training Epoch: 6 [4864/47500]	Loss: 0.1451	LR: 0.100000
Training Epoch: 6 [5120/47500]	Loss: 0.1007	LR: 0.100000
Training Epoch: 6 [5376/47500]	Loss: 0.1408	LR: 0.100000
Training Epoch: 6 [5632/47500]	Loss: 0.1254	LR: 0.100000
Training Epoch: 6 [5888/47500]	Loss: 0.1028	LR: 0.100000
Training Epoch: 6 [6144/47500]	Loss: 0.1863	LR: 0.100000
Training Epoch: 6 [6400/47500]	Loss: 0.0639	LR: 0.100000
Training Epoch: 6 [6656/47500]	Loss: 0.1901	LR: 0.100000
Training Epoch: 6 [6912/47500]	Loss: 0.1761	LR: 0.100000
Training Epoch: 6 [7168/47500]	Loss: 0.0879	LR: 0.100000
Training Epoch: 6 [7424/47500]	Loss: 0.1088	LR: 0.100000
Training Epoch: 6 [7680/47500]	Loss: 0.2235	LR: 0.100000
Training Epoch: 6 [7936/47500]	Loss: 0.1280	LR: 0.100000
Training Epoch: 6 [8192/47500]	Loss: 0.1402	LR: 0.100000
Training Epoch: 6 [8448/47500]	Loss: 0.2369	LR: 0.100000
Training Epoch: 6 [8704/47500]	Loss: 0.2568	LR: 0.100000
Training Epoch: 6 [8960/47500]	Loss: 0.1703	LR: 0.100000
Training Epoch: 6 [9216/47500]	Loss: 0.1945	LR: 0.100000
Training Epoch: 6 [9472/47500]	Loss: 0.1559	LR: 0.100000
Training Epoch: 6 [9728/47500]	Loss: 0.2982	LR: 0.100000
Training Epoch: 6 [9984/47500]	Loss: 0.1619	LR: 0.100000
Training Epoch: 6 [10240/47500]	Loss: 0.1308	LR: 0.100000
Training Epoch: 6 [10496/47500]	Loss: 0.1349	LR: 0.100000
Training Epoch: 6 [10752/47500]	Loss: 0.1662	LR: 0.100000
Training Epoch: 6 [11008/47500]	Loss: 0.1652	LR: 0.100000
Training Epoch: 6 [11264/47500]	Loss: 0.1612	LR: 0.100000
Training Epoch: 6 [11520/47500]	Loss: 0.1551	LR: 0.100000
Training Epoch: 6 [11776/47500]	Loss: 0.2338	LR: 0.100000
Training Epoch: 6 [12032/47500]	Loss: 0.1675	LR: 0.100000
Training Epoch: 6 [12288/47500]	Loss: 0.1759	LR: 0.100000
Training Epoch: 6 [12544/47500]	Loss: 0.1435	LR: 0.100000
Training Epoch: 6 [12800/47500]	Loss: 0.1593	LR: 0.100000
Training Epoch: 6 [13056/47500]	Loss: 0.2265	LR: 0.100000
Training Epoch: 6 [13312/47500]	Loss: 0.2267	LR: 0.100000
Training Epoch: 6 [13568/47500]	Loss: 0.1381	LR: 0.100000
Training Epoch: 6 [13824/47500]	Loss: 0.1439	LR: 0.100000
Training Epoch: 6 [14080/47500]	Loss: 0.2242	LR: 0.100000
Training Epoch: 6 [14336/47500]	Loss: 0.1321	LR: 0.100000
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Training Epoch: 6 [14848/47500]	Loss: 0.2076	LR: 0.100000
Training Epoch: 6 [15104/47500]	Loss: 0.1281	LR: 0.100000
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Training Epoch: 6 [16896/47500]	Loss: 0.2871	LR: 0.100000
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Training Epoch: 6 [19712/47500]	Loss: 0.1838	LR: 0.100000
Training Epoch: 6 [19968/47500]	Loss: 0.1722	LR: 0.100000
Training Epoch: 6 [20224/47500]	Loss: 0.1846	LR: 0.100000
Training Epoch: 6 [20480/47500]	Loss: 0.2559	LR: 0.100000
Training Epoch: 6 [20736/47500]	Loss: 0.2179	LR: 0.100000
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Training Epoch: 6 [21760/47500]	Loss: 0.2188	LR: 0.100000
Training Epoch: 6 [22016/47500]	Loss: 0.1928	LR: 0.100000
Training Epoch: 6 [22272/47500]	Loss: 0.1694	LR: 0.100000
Training Epoch: 6 [22528/47500]	Loss: 0.1481	LR: 0.100000
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Training Epoch: 6 [27904/47500]	Loss: 0.1933	LR: 0.100000
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Training Epoch: 6 [28928/47500]	Loss: 0.0944	LR: 0.100000
Training Epoch: 6 [29184/47500]	Loss: 0.2277	LR: 0.100000
Training Epoch: 6 [29440/47500]	Loss: 0.1360	LR: 0.100000
Training Epoch: 6 [29696/47500]	Loss: 0.2009	LR: 0.100000
Training Epoch: 6 [29952/47500]	Loss: 0.2520	LR: 0.100000
Training Epoch: 6 [30208/47500]	Loss: 0.2056	LR: 0.100000
Training Epoch: 6 [30464/47500]	Loss: 0.2890	LR: 0.100000
Training Epoch: 6 [30720/47500]	Loss: 0.2182	LR: 0.100000
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Training Epoch: 6 [31744/47500]	Loss: 0.1915	LR: 0.100000
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Training Epoch: 6 [35328/47500]	Loss: 0.2014	LR: 0.100000
Training Epoch: 6 [35584/47500]	Loss: 0.2749	LR: 0.100000
Training Epoch: 6 [35840/47500]	Loss: 0.1503	LR: 0.100000
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Training Epoch: 6 [36352/47500]	Loss: 0.1810	LR: 0.100000
Training Epoch: 6 [36608/47500]	Loss: 0.1920	LR: 0.100000
Training Epoch: 6 [36864/47500]	Loss: 0.1364	LR: 0.100000
Training Epoch: 6 [37120/47500]	Loss: 0.1769	LR: 0.100000
Training Epoch: 6 [37376/47500]	Loss: 0.2159	LR: 0.100000
Training Epoch: 6 [37632/47500]	Loss: 0.1492	LR: 0.100000
Training Epoch: 6 [37888/47500]	Loss: 0.1337	LR: 0.100000
Training Epoch: 6 [38144/47500]	Loss: 0.1710	LR: 0.100000
Training Epoch: 6 [38400/47500]	Loss: 0.1596	LR: 0.100000
Training Epoch: 6 [38656/47500]	Loss: 0.1417	LR: 0.100000
Training Epoch: 6 [38912/47500]	Loss: 0.1724	LR: 0.100000
Training Epoch: 6 [39168/47500]	Loss: 0.1437	LR: 0.100000
Training Epoch: 6 [39424/47500]	Loss: 0.1099	LR: 0.100000
Training Epoch: 6 [39680/47500]	Loss: 0.2339	LR: 0.100000
Training Epoch: 6 [39936/47500]	Loss: 0.2458	LR: 0.100000
Training Epoch: 6 [40192/47500]	Loss: 0.1716	LR: 0.100000
Training Epoch: 6 [40448/47500]	Loss: 0.2642	LR: 0.100000
Training Epoch: 6 [40704/47500]	Loss: 0.1645	LR: 0.100000
Training Epoch: 6 [40960/47500]	Loss: 0.2910	LR: 0.100000
Training Epoch: 6 [41216/47500]	Loss: 0.1704	LR: 0.100000
Training Epoch: 6 [41472/47500]	Loss: 0.2208	LR: 0.100000
Training Epoch: 6 [41728/47500]	Loss: 0.3002	LR: 0.100000
Training Epoch: 6 [41984/47500]	Loss: 0.1943	LR: 0.100000
Training Epoch: 6 [42240/47500]	Loss: 0.1833	LR: 0.100000
Training Epoch: 6 [42496/47500]	Loss: 0.1864	LR: 0.100000
Training Epoch: 6 [42752/47500]	Loss: 0.2323	LR: 0.100000
Training Epoch: 6 [43008/47500]	Loss: 0.1101	LR: 0.100000
Training Epoch: 6 [43264/47500]	Loss: 0.2160	LR: 0.100000
Training Epoch: 6 [43520/47500]	Loss: 0.1609	LR: 0.100000
Training Epoch: 6 [43776/47500]	Loss: 0.1834	LR: 0.100000
Training Epoch: 6 [44032/47500]	Loss: 0.1396	LR: 0.100000
Training Epoch: 6 [44288/47500]	Loss: 0.2261	LR: 0.100000
Training Epoch: 6 [44544/47500]	Loss: 0.1703	LR: 0.100000
Training Epoch: 6 [44800/47500]	Loss: 0.2168	LR: 0.100000
Training Epoch: 6 [45056/47500]	Loss: 0.2602	LR: 0.100000
Training Epoch: 6 [45312/47500]	Loss: 0.1990	LR: 0.100000
Training Epoch: 6 [45568/47500]	Loss: 0.1745	LR: 0.100000
Training Epoch: 6 [45824/47500]	Loss: 0.3303	LR: 0.100000
Training Epoch: 6 [46080/47500]	Loss: 0.2388	LR: 0.100000
Training Epoch: 6 [46336/47500]	Loss: 0.1933	LR: 0.100000
Training Epoch: 6 [46592/47500]	Loss: 0.2561	LR: 0.100000
Training Epoch: 6 [46848/47500]	Loss: 0.1803	LR: 0.100000
Training Epoch: 6 [47104/47500]	Loss: 0.2363	LR: 0.100000
Training Epoch: 6 [47360/47500]	Loss: 0.1817	LR: 0.100000
Training Epoch: 6 [47500/47500]	Loss: 0.1409	LR: 0.100000
Epoch 6 - Average Train Loss: 0.1836, Train Accuracy: 0.9383
Epoch 6 training time consumed: 343.39s
Evaluating Network.....
Test set: Epoch: 6, Average loss: 0.0010, Accuracy: 0.9136, Time consumed:23.46s
Training Epoch: 7 [256/47500]	Loss: 0.2155	LR: 0.020000
Training Epoch: 7 [512/47500]	Loss: 0.1344	LR: 0.020000
Training Epoch: 7 [768/47500]	Loss: 0.1894	LR: 0.020000
Training Epoch: 7 [1024/47500]	Loss: 0.1525	LR: 0.020000
Training Epoch: 7 [1280/47500]	Loss: 0.0840	LR: 0.020000
Training Epoch: 7 [1536/47500]	Loss: 0.0900	LR: 0.020000
Training Epoch: 7 [1792/47500]	Loss: 0.1181	LR: 0.020000
Training Epoch: 7 [2048/47500]	Loss: 0.0795	LR: 0.020000
Training Epoch: 7 [2304/47500]	Loss: 0.1375	LR: 0.020000
Training Epoch: 7 [2560/47500]	Loss: 0.1047	LR: 0.020000
Training Epoch: 7 [2816/47500]	Loss: 0.0980	LR: 0.020000
Training Epoch: 7 [3072/47500]	Loss: 0.0513	LR: 0.020000
Training Epoch: 7 [3328/47500]	Loss: 0.1308	LR: 0.020000
Training Epoch: 7 [3584/47500]	Loss: 0.0767	LR: 0.020000
Training Epoch: 7 [3840/47500]	Loss: 0.1003	LR: 0.020000
Training Epoch: 7 [4096/47500]	Loss: 0.0566	LR: 0.020000
Training Epoch: 7 [4352/47500]	Loss: 0.0684	LR: 0.020000
Training Epoch: 7 [4608/47500]	Loss: 0.0768	LR: 0.020000
Training Epoch: 7 [4864/47500]	Loss: 0.1181	LR: 0.020000
Training Epoch: 7 [5120/47500]	Loss: 0.0993	LR: 0.020000
Training Epoch: 7 [5376/47500]	Loss: 0.0475	LR: 0.020000
Training Epoch: 7 [5632/47500]	Loss: 0.1025	LR: 0.020000
Training Epoch: 7 [5888/47500]	Loss: 0.0744	LR: 0.020000
Training Epoch: 7 [6144/47500]	Loss: 0.0897	LR: 0.020000
Training Epoch: 7 [6400/47500]	Loss: 0.0462	LR: 0.020000
Training Epoch: 7 [6656/47500]	Loss: 0.1046	LR: 0.020000
Training Epoch: 7 [6912/47500]	Loss: 0.0860	LR: 0.020000
Training Epoch: 7 [7168/47500]	Loss: 0.0448	LR: 0.020000
Training Epoch: 7 [7424/47500]	Loss: 0.1158	LR: 0.020000
Training Epoch: 7 [7680/47500]	Loss: 0.0610	LR: 0.020000
Training Epoch: 7 [7936/47500]	Loss: 0.0718	LR: 0.020000
Training Epoch: 7 [8192/47500]	Loss: 0.0394	LR: 0.020000
Training Epoch: 7 [8448/47500]	Loss: 0.0299	LR: 0.020000
Training Epoch: 7 [8704/47500]	Loss: 0.0705	LR: 0.020000
Training Epoch: 7 [8960/47500]	Loss: 0.1038	LR: 0.020000
Training Epoch: 7 [9216/47500]	Loss: 0.0416	LR: 0.020000
Training Epoch: 7 [9472/47500]	Loss: 0.0639	LR: 0.020000
Training Epoch: 7 [9728/47500]	Loss: 0.0409	LR: 0.020000
Training Epoch: 7 [9984/47500]	Loss: 0.0734	LR: 0.020000
Training Epoch: 7 [10240/47500]	Loss: 0.0450	LR: 0.020000
Training Epoch: 7 [10496/47500]	Loss: 0.0371	LR: 0.020000
Training Epoch: 7 [10752/47500]	Loss: 0.0545	LR: 0.020000
Training Epoch: 7 [11008/47500]	Loss: 0.0525	LR: 0.020000
Training Epoch: 7 [11264/47500]	Loss: 0.0298	LR: 0.020000
Training Epoch: 7 [11520/47500]	Loss: 0.0321	LR: 0.020000
Training Epoch: 7 [11776/47500]	Loss: 0.0334	LR: 0.020000
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Training Epoch: 7 [47500/47500]	Loss: 0.0236	LR: 0.020000
Epoch 7 - Average Train Loss: 0.0605, Train Accuracy: 0.9798
Epoch 7 training time consumed: 343.67s
Evaluating Network.....
Test set: Epoch: 7, Average loss: 0.0004, Accuracy: 0.9706, Time consumed:23.44s
Saving weights file to checkpoint/retrain/ViT/Friday_18_July_2025_15h_43m_23s/ViT-Cifar10-seed1-ret50-7-best.pth
Training Epoch: 8 [256/47500]	Loss: 0.0284	LR: 0.020000
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Training Epoch: 8 [37120/47500]	Loss: 0.0217	LR: 0.020000
Training Epoch: 8 [37376/47500]	Loss: 0.0234	LR: 0.020000
Training Epoch: 8 [37632/47500]	Loss: 0.0139	LR: 0.020000
Training Epoch: 8 [37888/47500]	Loss: 0.0433	LR: 0.020000
Training Epoch: 8 [38144/47500]	Loss: 0.0512	LR: 0.020000
Training Epoch: 8 [38400/47500]	Loss: 0.0138	LR: 0.020000
Training Epoch: 8 [38656/47500]	Loss: 0.0409	LR: 0.020000
Training Epoch: 8 [38912/47500]	Loss: 0.0285	LR: 0.020000
Training Epoch: 8 [39168/47500]	Loss: 0.0261	LR: 0.020000
Training Epoch: 8 [39424/47500]	Loss: 0.0547	LR: 0.020000
Training Epoch: 8 [39680/47500]	Loss: 0.0180	LR: 0.020000
Training Epoch: 8 [39936/47500]	Loss: 0.0303	LR: 0.020000
Training Epoch: 8 [40192/47500]	Loss: 0.0297	LR: 0.020000
Training Epoch: 8 [40448/47500]	Loss: 0.0318	LR: 0.020000
Training Epoch: 8 [40704/47500]	Loss: 0.0166	LR: 0.020000
Training Epoch: 8 [40960/47500]	Loss: 0.0385	LR: 0.020000
Training Epoch: 8 [41216/47500]	Loss: 0.0809	LR: 0.020000
Training Epoch: 8 [41472/47500]	Loss: 0.0202	LR: 0.020000
Training Epoch: 8 [41728/47500]	Loss: 0.0174	LR: 0.020000
Training Epoch: 8 [41984/47500]	Loss: 0.0539	LR: 0.020000
Training Epoch: 8 [42240/47500]	Loss: 0.0997	LR: 0.020000
Training Epoch: 8 [42496/47500]	Loss: 0.0522	LR: 0.020000
Training Epoch: 8 [42752/47500]	Loss: 0.0295	LR: 0.020000
Training Epoch: 8 [43008/47500]	Loss: 0.0498	LR: 0.020000
Training Epoch: 8 [43264/47500]	Loss: 0.0200	LR: 0.020000
Training Epoch: 8 [43520/47500]	Loss: 0.0422	LR: 0.020000
Training Epoch: 8 [43776/47500]	Loss: 0.0237	LR: 0.020000
Training Epoch: 8 [44032/47500]	Loss: 0.0708	LR: 0.020000
Training Epoch: 8 [44288/47500]	Loss: 0.0643	LR: 0.020000
Training Epoch: 8 [44544/47500]	Loss: 0.0414	LR: 0.020000
Training Epoch: 8 [44800/47500]	Loss: 0.0327	LR: 0.020000
Training Epoch: 8 [45056/47500]	Loss: 0.0510	LR: 0.020000
Training Epoch: 8 [45312/47500]	Loss: 0.0706	LR: 0.020000
Training Epoch: 8 [45568/47500]	Loss: 0.0298	LR: 0.020000
Training Epoch: 8 [45824/47500]	Loss: 0.0454	LR: 0.020000
Training Epoch: 8 [46080/47500]	Loss: 0.0332	LR: 0.020000
Training Epoch: 8 [46336/47500]	Loss: 0.0668	LR: 0.020000
Training Epoch: 8 [46592/47500]	Loss: 0.0295	LR: 0.020000
Training Epoch: 8 [46848/47500]	Loss: 0.0646	LR: 0.020000
Training Epoch: 8 [47104/47500]	Loss: 0.0340	LR: 0.020000
Training Epoch: 8 [47360/47500]	Loss: 0.0588	LR: 0.020000
Training Epoch: 8 [47500/47500]	Loss: 0.0649	LR: 0.020000
Epoch 8 - Average Train Loss: 0.0401, Train Accuracy: 0.9859
Epoch 8 training time consumed: 343.06s
Evaluating Network.....
Test set: Epoch: 8, Average loss: 0.0004, Accuracy: 0.9685, Time consumed:23.45s
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: 96.77734375
Retain Accuracy: 98.75150299072266
Zero-Retain Forget (ZRF): 0.7705448269844055
Membership Inference Attack (MIA): 0.8176
Forget vs Retain Membership Inference Attack (MIA): 0.487
Forget vs Test Membership Inference Attack (MIA): 0.531
Test vs Retain Membership Inference Attack (MIA): 0.507
Train vs Test Membership Inference Attack (MIA): 0.52
Forget Set Accuracy (Df): 95.92872619628906
Method Execution Time: 5358.85 seconds
