hello
hello

📌S Retain class distribution for seed 7:
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 7:
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: 2.3810	LR: 0.000000
Training Epoch: 1 [512/47500]	Loss: 2.3613	LR: 0.000538
Training Epoch: 1 [768/47500]	Loss: 2.4370	LR: 0.001075
Training Epoch: 1 [1024/47500]	Loss: 2.3401	LR: 0.001613
Training Epoch: 1 [1280/47500]	Loss: 2.3078	LR: 0.002151
Training Epoch: 1 [1536/47500]	Loss: 2.1503	LR: 0.002688
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Training Epoch: 1 [2048/47500]	Loss: 1.8643	LR: 0.003763
Training Epoch: 1 [2304/47500]	Loss: 1.6080	LR: 0.004301
Training Epoch: 1 [2560/47500]	Loss: 1.4082	LR: 0.004839
Training Epoch: 1 [2816/47500]	Loss: 1.2758	LR: 0.005376
Training Epoch: 1 [3072/47500]	Loss: 1.0352	LR: 0.005914
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Training Epoch: 1 [9984/47500]	Loss: 0.2987	LR: 0.020430
Training Epoch: 1 [10240/47500]	Loss: 0.3334	LR: 0.020968
Training Epoch: 1 [10496/47500]	Loss: 0.2094	LR: 0.021505
Training Epoch: 1 [10752/47500]	Loss: 0.2192	LR: 0.022043
Training Epoch: 1 [11008/47500]	Loss: 0.2238	LR: 0.022581
Training Epoch: 1 [11264/47500]	Loss: 0.2904	LR: 0.023118
Training Epoch: 1 [11520/47500]	Loss: 0.3083	LR: 0.023656
Training Epoch: 1 [11776/47500]	Loss: 0.2653	LR: 0.024194
Training Epoch: 1 [12032/47500]	Loss: 0.2855	LR: 0.024731
Training Epoch: 1 [12288/47500]	Loss: 0.2865	LR: 0.025269
Training Epoch: 1 [12544/47500]	Loss: 0.2246	LR: 0.025806
Training Epoch: 1 [12800/47500]	Loss: 0.2780	LR: 0.026344
Training Epoch: 1 [13056/47500]	Loss: 0.1995	LR: 0.026882
Training Epoch: 1 [13312/47500]	Loss: 0.3310	LR: 0.027419
Training Epoch: 1 [13568/47500]	Loss: 0.3346	LR: 0.027957
Training Epoch: 1 [13824/47500]	Loss: 0.3206	LR: 0.028495
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Training Epoch: 1 [14336/47500]	Loss: 0.2883	LR: 0.029570
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Training Epoch: 1 [16896/47500]	Loss: 0.2404	LR: 0.034946
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Training Epoch: 1 [20480/47500]	Loss: 0.2794	LR: 0.042473
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Training Epoch: 1 [20992/47500]	Loss: 0.2419	LR: 0.043548
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Training Epoch: 1 [22272/47500]	Loss: 0.3746	LR: 0.046237
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Training Epoch: 1 [24832/47500]	Loss: 0.1972	LR: 0.051613
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Training Epoch: 1 [25344/47500]	Loss: 0.1874	LR: 0.052688
Training Epoch: 1 [25600/47500]	Loss: 0.1949	LR: 0.053226
Training Epoch: 1 [25856/47500]	Loss: 0.2498	LR: 0.053763
Training Epoch: 1 [26112/47500]	Loss: 0.2573	LR: 0.054301
Training Epoch: 1 [26368/47500]	Loss: 0.3013	LR: 0.054839
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Training Epoch: 1 [26880/47500]	Loss: 0.1539	LR: 0.055914
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Training Epoch: 1 [27648/47500]	Loss: 0.3567	LR: 0.057527
Training Epoch: 1 [27904/47500]	Loss: 0.3019	LR: 0.058065
Training Epoch: 1 [28160/47500]	Loss: 0.2926	LR: 0.058602
Training Epoch: 1 [28416/47500]	Loss: 0.3309	LR: 0.059140
Training Epoch: 1 [28672/47500]	Loss: 0.2142	LR: 0.059677
Training Epoch: 1 [28928/47500]	Loss: 0.1955	LR: 0.060215
Training Epoch: 1 [29184/47500]	Loss: 0.2188	LR: 0.060753
Training Epoch: 1 [29440/47500]	Loss: 0.1975	LR: 0.061290
Training Epoch: 1 [29696/47500]	Loss: 0.2499	LR: 0.061828
Training Epoch: 1 [29952/47500]	Loss: 0.2181	LR: 0.062366
Training Epoch: 1 [30208/47500]	Loss: 0.1800	LR: 0.062903
Training Epoch: 1 [30464/47500]	Loss: 0.1634	LR: 0.063441
Training Epoch: 1 [30720/47500]	Loss: 0.2440	LR: 0.063978
Training Epoch: 1 [30976/47500]	Loss: 0.3687	LR: 0.064516
Training Epoch: 1 [31232/47500]	Loss: 0.1971	LR: 0.065054
Training Epoch: 1 [31488/47500]	Loss: 0.2376	LR: 0.065591
Training Epoch: 1 [31744/47500]	Loss: 0.1949	LR: 0.066129
Training Epoch: 1 [32000/47500]	Loss: 0.2608	LR: 0.066667
Training Epoch: 1 [32256/47500]	Loss: 0.1901	LR: 0.067204
Training Epoch: 1 [32512/47500]	Loss: 0.1748	LR: 0.067742
Training Epoch: 1 [32768/47500]	Loss: 0.2123	LR: 0.068280
Training Epoch: 1 [33024/47500]	Loss: 0.3500	LR: 0.068817
Training Epoch: 1 [33280/47500]	Loss: 0.2722	LR: 0.069355
Training Epoch: 1 [33536/47500]	Loss: 0.2468	LR: 0.069892
Training Epoch: 1 [33792/47500]	Loss: 0.2384	LR: 0.070430
Training Epoch: 1 [34048/47500]	Loss: 0.2835	LR: 0.070968
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Training Epoch: 1 [35328/47500]	Loss: 0.2423	LR: 0.073656
Training Epoch: 1 [35584/47500]	Loss: 0.2906	LR: 0.074194
Training Epoch: 1 [35840/47500]	Loss: 0.2222	LR: 0.074731
Training Epoch: 1 [36096/47500]	Loss: 0.2251	LR: 0.075269
Training Epoch: 1 [36352/47500]	Loss: 0.3038	LR: 0.075806
Training Epoch: 1 [36608/47500]	Loss: 0.2389	LR: 0.076344
Training Epoch: 1 [36864/47500]	Loss: 0.1551	LR: 0.076882
Training Epoch: 1 [37120/47500]	Loss: 0.2513	LR: 0.077419
Training Epoch: 1 [37376/47500]	Loss: 0.0944	LR: 0.077957
Training Epoch: 1 [37632/47500]	Loss: 0.1528	LR: 0.078495
Training Epoch: 1 [37888/47500]	Loss: 0.2212	LR: 0.079032
Training Epoch: 1 [38144/47500]	Loss: 0.2996	LR: 0.079570
Training Epoch: 1 [38400/47500]	Loss: 0.2096	LR: 0.080108
Training Epoch: 1 [38656/47500]	Loss: 0.1690	LR: 0.080645
Training Epoch: 1 [38912/47500]	Loss: 0.1892	LR: 0.081183
Training Epoch: 1 [39168/47500]	Loss: 0.2331	LR: 0.081720
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Training Epoch: 1 [39680/47500]	Loss: 0.1905	LR: 0.082796
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Training Epoch: 1 [40192/47500]	Loss: 0.2982	LR: 0.083871
Training Epoch: 1 [40448/47500]	Loss: 0.2104	LR: 0.084409
Training Epoch: 1 [40704/47500]	Loss: 0.1753	LR: 0.084946
Training Epoch: 1 [40960/47500]	Loss: 0.2861	LR: 0.085484
Training Epoch: 1 [41216/47500]	Loss: 0.2615	LR: 0.086022
Training Epoch: 1 [41472/47500]	Loss: 0.3430	LR: 0.086559
Training Epoch: 1 [41728/47500]	Loss: 0.2265	LR: 0.087097
Training Epoch: 1 [41984/47500]	Loss: 0.2763	LR: 0.087634
Training Epoch: 1 [42240/47500]	Loss: 0.2895	LR: 0.088172
Training Epoch: 1 [42496/47500]	Loss: 0.1957	LR: 0.088710
Training Epoch: 1 [42752/47500]	Loss: 0.2552	LR: 0.089247
Training Epoch: 1 [43008/47500]	Loss: 0.1819	LR: 0.089785
Training Epoch: 1 [43264/47500]	Loss: 0.2883	LR: 0.090323
Training Epoch: 1 [43520/47500]	Loss: 0.1759	LR: 0.090860
Training Epoch: 1 [43776/47500]	Loss: 0.2174	LR: 0.091398
Training Epoch: 1 [44032/47500]	Loss: 0.1591	LR: 0.091935
Training Epoch: 1 [44288/47500]	Loss: 0.2464	LR: 0.092473
Training Epoch: 1 [44544/47500]	Loss: 0.1542	LR: 0.093011
Training Epoch: 1 [44800/47500]	Loss: 0.2567	LR: 0.093548
Training Epoch: 1 [45056/47500]	Loss: 0.3632	LR: 0.094086
Training Epoch: 1 [45312/47500]	Loss: 0.2982	LR: 0.094624
Training Epoch: 1 [45568/47500]	Loss: 0.2181	LR: 0.095161
Training Epoch: 1 [45824/47500]	Loss: 0.3697	LR: 0.095699
Training Epoch: 1 [46080/47500]	Loss: 0.1811	LR: 0.096237
Training Epoch: 1 [46336/47500]	Loss: 0.2073	LR: 0.096774
Training Epoch: 1 [46592/47500]	Loss: 0.2435	LR: 0.097312
Training Epoch: 1 [46848/47500]	Loss: 0.2689	LR: 0.097849
Training Epoch: 1 [47104/47500]	Loss: 0.1695	LR: 0.098387
Training Epoch: 1 [47360/47500]	Loss: 0.3049	LR: 0.098925
Training Epoch: 1 [47500/47500]	Loss: 0.1767	LR: 0.099462
Epoch 1 - Average Train Loss: 0.3584, Train Accuracy: 0.8847
Epoch 1 training time consumed: 343.26s
Evaluating Network.....
Test set: Epoch: 1, Average loss: 0.0007, Accuracy: 0.9490, Time consumed:23.51s
Saving weights file to checkpoint/retrain/ViT/Saturday_19_July_2025_00h_41m_07s/ViT-Cifar10-seed7-ret50-1-best.pth
Training Epoch: 2 [256/47500]	Loss: 0.2497	LR: 0.100000
Training Epoch: 2 [512/47500]	Loss: 0.1879	LR: 0.100000
Training Epoch: 2 [768/47500]	Loss: 0.2036	LR: 0.100000
Training Epoch: 2 [1024/47500]	Loss: 0.2136	LR: 0.100000
Training Epoch: 2 [1280/47500]	Loss: 0.2960	LR: 0.100000
Training Epoch: 2 [1536/47500]	Loss: 0.2145	LR: 0.100000
Training Epoch: 2 [1792/47500]	Loss: 0.2334	LR: 0.100000
Training Epoch: 2 [2048/47500]	Loss: 0.2336	LR: 0.100000
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Training Epoch: 2 [2816/47500]	Loss: 0.2069	LR: 0.100000
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Training Epoch: 2 [3584/47500]	Loss: 0.1895	LR: 0.100000
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Training Epoch: 2 [4352/47500]	Loss: 0.4279	LR: 0.100000
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Training Epoch: 2 [47500/47500]	Loss: 0.0859	LR: 0.100000
Epoch 2 - Average Train Loss: 0.2212, Train Accuracy: 0.9255
Epoch 2 training time consumed: 342.73s
Evaluating Network.....
Test set: Epoch: 2, Average loss: 0.0005, Accuracy: 0.9571, Time consumed:23.49s
Saving weights file to checkpoint/retrain/ViT/Saturday_19_July_2025_00h_41m_07s/ViT-Cifar10-seed7-ret50-2-best.pth
Training Epoch: 3 [256/47500]	Loss: 0.1786	LR: 0.100000
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Training Epoch: 3 [47500/47500]	Loss: 0.1661	LR: 0.100000
Epoch 3 - Average Train Loss: 0.1648, Train Accuracy: 0.9439
Epoch 3 training time consumed: 342.50s
Evaluating Network.....
Test set: Epoch: 3, Average loss: 0.0007, Accuracy: 0.9383, Time consumed:23.49s
Training Epoch: 4 [256/47500]	Loss: 0.2145	LR: 0.100000
Training Epoch: 4 [512/47500]	Loss: 0.1704	LR: 0.100000
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Training Epoch: 4 [47500/47500]	Loss: 0.1641	LR: 0.100000
Epoch 4 - Average Train Loss: 0.1595, Train Accuracy: 0.9458
Epoch 4 training time consumed: 342.59s
Evaluating Network.....
Test set: Epoch: 4, Average loss: 0.0005, Accuracy: 0.9587, Time consumed:23.48s
Saving weights file to checkpoint/retrain/ViT/Saturday_19_July_2025_00h_41m_07s/ViT-Cifar10-seed7-ret50-4-best.pth
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Training Epoch: 5 [31744/47500]	Loss: 0.2177	LR: 0.100000
Training Epoch: 5 [32000/47500]	Loss: 0.1994	LR: 0.100000
Training Epoch: 5 [32256/47500]	Loss: 0.1571	LR: 0.100000
Training Epoch: 5 [32512/47500]	Loss: 0.2164	LR: 0.100000
Training Epoch: 5 [32768/47500]	Loss: 0.1761	LR: 0.100000
Training Epoch: 5 [33024/47500]	Loss: 0.2746	LR: 0.100000
Training Epoch: 5 [33280/47500]	Loss: 0.2496	LR: 0.100000
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Training Epoch: 5 [34816/47500]	Loss: 0.1435	LR: 0.100000
Training Epoch: 5 [35072/47500]	Loss: 0.1517	LR: 0.100000
Training Epoch: 5 [35328/47500]	Loss: 0.2306	LR: 0.100000
Training Epoch: 5 [35584/47500]	Loss: 0.1632	LR: 0.100000
Training Epoch: 5 [35840/47500]	Loss: 0.1850	LR: 0.100000
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Training Epoch: 5 [36352/47500]	Loss: 0.1747	LR: 0.100000
Training Epoch: 5 [36608/47500]	Loss: 0.2063	LR: 0.100000
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Training Epoch: 5 [37120/47500]	Loss: 0.1925	LR: 0.100000
Training Epoch: 5 [37376/47500]	Loss: 0.1749	LR: 0.100000
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Training Epoch: 5 [37888/47500]	Loss: 0.1493	LR: 0.100000
Training Epoch: 5 [38144/47500]	Loss: 0.2037	LR: 0.100000
Training Epoch: 5 [38400/47500]	Loss: 0.1860	LR: 0.100000
Training Epoch: 5 [38656/47500]	Loss: 0.1475	LR: 0.100000
Training Epoch: 5 [38912/47500]	Loss: 0.2895	LR: 0.100000
Training Epoch: 5 [39168/47500]	Loss: 0.2549	LR: 0.100000
Training Epoch: 5 [39424/47500]	Loss: 0.1935	LR: 0.100000
Training Epoch: 5 [39680/47500]	Loss: 0.2561	LR: 0.100000
Training Epoch: 5 [39936/47500]	Loss: 0.1606	LR: 0.100000
Training Epoch: 5 [40192/47500]	Loss: 0.2656	LR: 0.100000
Training Epoch: 5 [40448/47500]	Loss: 0.1738	LR: 0.100000
Training Epoch: 5 [40704/47500]	Loss: 0.1723	LR: 0.100000
Training Epoch: 5 [40960/47500]	Loss: 0.1556	LR: 0.100000
Training Epoch: 5 [41216/47500]	Loss: 0.2758	LR: 0.100000
Training Epoch: 5 [41472/47500]	Loss: 0.3089	LR: 0.100000
Training Epoch: 5 [41728/47500]	Loss: 0.1988	LR: 0.100000
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Training Epoch: 5 [42240/47500]	Loss: 0.1978	LR: 0.100000
Training Epoch: 5 [42496/47500]	Loss: 0.1757	LR: 0.100000
Training Epoch: 5 [42752/47500]	Loss: 0.1981	LR: 0.100000
Training Epoch: 5 [43008/47500]	Loss: 0.2426	LR: 0.100000
Training Epoch: 5 [43264/47500]	Loss: 0.2203	LR: 0.100000
Training Epoch: 5 [43520/47500]	Loss: 0.2248	LR: 0.100000
Training Epoch: 5 [43776/47500]	Loss: 0.2205	LR: 0.100000
Training Epoch: 5 [44032/47500]	Loss: 0.1621	LR: 0.100000
Training Epoch: 5 [44288/47500]	Loss: 0.2302	LR: 0.100000
Training Epoch: 5 [44544/47500]	Loss: 0.3013	LR: 0.100000
Training Epoch: 5 [44800/47500]	Loss: 0.1659	LR: 0.100000
Training Epoch: 5 [45056/47500]	Loss: 0.2207	LR: 0.100000
Training Epoch: 5 [45312/47500]	Loss: 0.1797	LR: 0.100000
Training Epoch: 5 [45568/47500]	Loss: 0.2469	LR: 0.100000
Training Epoch: 5 [45824/47500]	Loss: 0.1638	LR: 0.100000
Training Epoch: 5 [46080/47500]	Loss: 0.2708	LR: 0.100000
Training Epoch: 5 [46336/47500]	Loss: 0.2034	LR: 0.100000
Training Epoch: 5 [46592/47500]	Loss: 0.1313	LR: 0.100000
Training Epoch: 5 [46848/47500]	Loss: 0.1438	LR: 0.100000
Training Epoch: 5 [47104/47500]	Loss: 0.1800	LR: 0.100000
Training Epoch: 5 [47360/47500]	Loss: 0.2014	LR: 0.100000
Training Epoch: 5 [47500/47500]	Loss: 0.2427	LR: 0.100000
Epoch 5 - Average Train Loss: 0.1706, Train Accuracy: 0.9417
Epoch 5 training time consumed: 343.20s
Evaluating Network.....
Test set: Epoch: 5, Average loss: 0.0010, Accuracy: 0.9241, Time consumed:23.49s
Training Epoch: 6 [256/47500]	Loss: 0.2736	LR: 0.100000
Training Epoch: 6 [512/47500]	Loss: 0.1437	LR: 0.100000
Training Epoch: 6 [768/47500]	Loss: 0.2770	LR: 0.100000
Training Epoch: 6 [1024/47500]	Loss: 0.2174	LR: 0.100000
Training Epoch: 6 [1280/47500]	Loss: 0.1900	LR: 0.100000
Training Epoch: 6 [1536/47500]	Loss: 0.2260	LR: 0.100000
Training Epoch: 6 [1792/47500]	Loss: 0.1311	LR: 0.100000
Training Epoch: 6 [2048/47500]	Loss: 0.2481	LR: 0.100000
Training Epoch: 6 [2304/47500]	Loss: 0.1125	LR: 0.100000
Training Epoch: 6 [2560/47500]	Loss: 0.1385	LR: 0.100000
Training Epoch: 6 [2816/47500]	Loss: 0.2120	LR: 0.100000
Training Epoch: 6 [3072/47500]	Loss: 0.1802	LR: 0.100000
Training Epoch: 6 [3328/47500]	Loss: 0.2921	LR: 0.100000
Training Epoch: 6 [3584/47500]	Loss: 0.1319	LR: 0.100000
Training Epoch: 6 [3840/47500]	Loss: 0.1611	LR: 0.100000
Training Epoch: 6 [4096/47500]	Loss: 0.2315	LR: 0.100000
Training Epoch: 6 [4352/47500]	Loss: 0.1661	LR: 0.100000
Training Epoch: 6 [4608/47500]	Loss: 0.1652	LR: 0.100000
Training Epoch: 6 [4864/47500]	Loss: 0.1383	LR: 0.100000
Training Epoch: 6 [5120/47500]	Loss: 0.1742	LR: 0.100000
Training Epoch: 6 [5376/47500]	Loss: 0.2112	LR: 0.100000
Training Epoch: 6 [5632/47500]	Loss: 0.1592	LR: 0.100000
Training Epoch: 6 [5888/47500]	Loss: 0.1451	LR: 0.100000
Training Epoch: 6 [6144/47500]	Loss: 0.1593	LR: 0.100000
Training Epoch: 6 [6400/47500]	Loss: 0.1280	LR: 0.100000
Training Epoch: 6 [6656/47500]	Loss: 0.1292	LR: 0.100000
Training Epoch: 6 [6912/47500]	Loss: 0.1565	LR: 0.100000
Training Epoch: 6 [7168/47500]	Loss: 0.1495	LR: 0.100000
Training Epoch: 6 [7424/47500]	Loss: 0.1237	LR: 0.100000
Training Epoch: 6 [7680/47500]	Loss: 0.2303	LR: 0.100000
Training Epoch: 6 [7936/47500]	Loss: 0.2375	LR: 0.100000
Training Epoch: 6 [8192/47500]	Loss: 0.2551	LR: 0.100000
Training Epoch: 6 [8448/47500]	Loss: 0.2183	LR: 0.100000
Training Epoch: 6 [8704/47500]	Loss: 0.1669	LR: 0.100000
Training Epoch: 6 [8960/47500]	Loss: 0.2675	LR: 0.100000
Training Epoch: 6 [9216/47500]	Loss: 0.2141	LR: 0.100000
Training Epoch: 6 [9472/47500]	Loss: 0.2945	LR: 0.100000
Training Epoch: 6 [9728/47500]	Loss: 0.2247	LR: 0.100000
Training Epoch: 6 [9984/47500]	Loss: 0.1527	LR: 0.100000
Training Epoch: 6 [10240/47500]	Loss: 0.1748	LR: 0.100000
Training Epoch: 6 [10496/47500]	Loss: 0.2668	LR: 0.100000
Training Epoch: 6 [10752/47500]	Loss: 0.1568	LR: 0.100000
Training Epoch: 6 [11008/47500]	Loss: 0.2902	LR: 0.100000
Training Epoch: 6 [11264/47500]	Loss: 0.1971	LR: 0.100000
Training Epoch: 6 [11520/47500]	Loss: 0.1937	LR: 0.100000
Training Epoch: 6 [11776/47500]	Loss: 0.1941	LR: 0.100000
Training Epoch: 6 [12032/47500]	Loss: 0.1556	LR: 0.100000
Training Epoch: 6 [12288/47500]	Loss: 0.1892	LR: 0.100000
Training Epoch: 6 [12544/47500]	Loss: 0.1443	LR: 0.100000
Training Epoch: 6 [12800/47500]	Loss: 0.0952	LR: 0.100000
Training Epoch: 6 [13056/47500]	Loss: 0.1692	LR: 0.100000
Training Epoch: 6 [13312/47500]	Loss: 0.1776	LR: 0.100000
Training Epoch: 6 [13568/47500]	Loss: 0.1797	LR: 0.100000
Training Epoch: 6 [13824/47500]	Loss: 0.2923	LR: 0.100000
Training Epoch: 6 [14080/47500]	Loss: 0.1174	LR: 0.100000
Training Epoch: 6 [14336/47500]	Loss: 0.0866	LR: 0.100000
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Training Epoch: 6 [14848/47500]	Loss: 0.1641	LR: 0.100000
Training Epoch: 6 [15104/47500]	Loss: 0.2051	LR: 0.100000
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Training Epoch: 6 [16640/47500]	Loss: 0.1464	LR: 0.100000
Training Epoch: 6 [16896/47500]	Loss: 0.1939	LR: 0.100000
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Training Epoch: 6 [18944/47500]	Loss: 0.1369	LR: 0.100000
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Training Epoch: 6 [19456/47500]	Loss: 0.0997	LR: 0.100000
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Training Epoch: 6 [19968/47500]	Loss: 0.2973	LR: 0.100000
Training Epoch: 6 [20224/47500]	Loss: 0.1374	LR: 0.100000
Training Epoch: 6 [20480/47500]	Loss: 0.3786	LR: 0.100000
Training Epoch: 6 [20736/47500]	Loss: 0.2638	LR: 0.100000
Training Epoch: 6 [20992/47500]	Loss: 0.2017	LR: 0.100000
Training Epoch: 6 [21248/47500]	Loss: 0.2505	LR: 0.100000
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Training Epoch: 6 [22016/47500]	Loss: 0.2320	LR: 0.100000
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Training Epoch: 6 [28672/47500]	Loss: 0.2088	LR: 0.100000
Training Epoch: 6 [28928/47500]	Loss: 0.2109	LR: 0.100000
Training Epoch: 6 [29184/47500]	Loss: 0.1935	LR: 0.100000
Training Epoch: 6 [29440/47500]	Loss: 0.1749	LR: 0.100000
Training Epoch: 6 [29696/47500]	Loss: 0.2107	LR: 0.100000
Training Epoch: 6 [29952/47500]	Loss: 0.2458	LR: 0.100000
Training Epoch: 6 [30208/47500]	Loss: 0.1819	LR: 0.100000
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Training Epoch: 6 [30976/47500]	Loss: 0.2266	LR: 0.100000
Training Epoch: 6 [31232/47500]	Loss: 0.1441	LR: 0.100000
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Training Epoch: 6 [31744/47500]	Loss: 0.1875	LR: 0.100000
Training Epoch: 6 [32000/47500]	Loss: 0.1210	LR: 0.100000
Training Epoch: 6 [32256/47500]	Loss: 0.2424	LR: 0.100000
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Training Epoch: 6 [34816/47500]	Loss: 0.1563	LR: 0.100000
Training Epoch: 6 [35072/47500]	Loss: 0.1441	LR: 0.100000
Training Epoch: 6 [35328/47500]	Loss: 0.1810	LR: 0.100000
Training Epoch: 6 [35584/47500]	Loss: 0.1624	LR: 0.100000
Training Epoch: 6 [35840/47500]	Loss: 0.1444	LR: 0.100000
Training Epoch: 6 [36096/47500]	Loss: 0.1717	LR: 0.100000
Training Epoch: 6 [36352/47500]	Loss: 0.1634	LR: 0.100000
Training Epoch: 6 [36608/47500]	Loss: 0.2398	LR: 0.100000
Training Epoch: 6 [36864/47500]	Loss: 0.1330	LR: 0.100000
Training Epoch: 6 [37120/47500]	Loss: 0.2126	LR: 0.100000
Training Epoch: 6 [37376/47500]	Loss: 0.1684	LR: 0.100000
Training Epoch: 6 [37632/47500]	Loss: 0.1704	LR: 0.100000
Training Epoch: 6 [37888/47500]	Loss: 0.1604	LR: 0.100000
Training Epoch: 6 [38144/47500]	Loss: 0.1826	LR: 0.100000
Training Epoch: 6 [38400/47500]	Loss: 0.2078	LR: 0.100000
Training Epoch: 6 [38656/47500]	Loss: 0.1877	LR: 0.100000
Training Epoch: 6 [38912/47500]	Loss: 0.2550	LR: 0.100000
Training Epoch: 6 [39168/47500]	Loss: 0.1017	LR: 0.100000
Training Epoch: 6 [39424/47500]	Loss: 0.1556	LR: 0.100000
Training Epoch: 6 [39680/47500]	Loss: 0.1774	LR: 0.100000
Training Epoch: 6 [39936/47500]	Loss: 0.2806	LR: 0.100000
Training Epoch: 6 [40192/47500]	Loss: 0.1694	LR: 0.100000
Training Epoch: 6 [40448/47500]	Loss: 0.2012	LR: 0.100000
Training Epoch: 6 [40704/47500]	Loss: 0.2528	LR: 0.100000
Training Epoch: 6 [40960/47500]	Loss: 0.2049	LR: 0.100000
Training Epoch: 6 [41216/47500]	Loss: 0.2372	LR: 0.100000
Training Epoch: 6 [41472/47500]	Loss: 0.2175	LR: 0.100000
Training Epoch: 6 [41728/47500]	Loss: 0.2082	LR: 0.100000
Training Epoch: 6 [41984/47500]	Loss: 0.2753	LR: 0.100000
Training Epoch: 6 [42240/47500]	Loss: 0.2147	LR: 0.100000
Training Epoch: 6 [42496/47500]	Loss: 0.2112	LR: 0.100000
Training Epoch: 6 [42752/47500]	Loss: 0.2224	LR: 0.100000
Training Epoch: 6 [43008/47500]	Loss: 0.2445	LR: 0.100000
Training Epoch: 6 [43264/47500]	Loss: 0.2480	LR: 0.100000
Training Epoch: 6 [43520/47500]	Loss: 0.2069	LR: 0.100000
Training Epoch: 6 [43776/47500]	Loss: 0.1675	LR: 0.100000
Training Epoch: 6 [44032/47500]	Loss: 0.1277	LR: 0.100000
Training Epoch: 6 [44288/47500]	Loss: 0.1824	LR: 0.100000
Training Epoch: 6 [44544/47500]	Loss: 0.1833	LR: 0.100000
Training Epoch: 6 [44800/47500]	Loss: 0.1912	LR: 0.100000
Training Epoch: 6 [45056/47500]	Loss: 0.1624	LR: 0.100000
Training Epoch: 6 [45312/47500]	Loss: 0.1920	LR: 0.100000
Training Epoch: 6 [45568/47500]	Loss: 0.1182	LR: 0.100000
Training Epoch: 6 [45824/47500]	Loss: 0.2123	LR: 0.100000
Training Epoch: 6 [46080/47500]	Loss: 0.1765	LR: 0.100000
Training Epoch: 6 [46336/47500]	Loss: 0.2658	LR: 0.100000
Training Epoch: 6 [46592/47500]	Loss: 0.2355	LR: 0.100000
Training Epoch: 6 [46848/47500]	Loss: 0.2454	LR: 0.100000
Training Epoch: 6 [47104/47500]	Loss: 0.1673	LR: 0.100000
Training Epoch: 6 [47360/47500]	Loss: 0.2807	LR: 0.100000
Training Epoch: 6 [47500/47500]	Loss: 0.2029	LR: 0.100000
Epoch 6 - Average Train Loss: 0.1924, Train Accuracy: 0.9343
Epoch 6 training time consumed: 342.41s
Evaluating Network.....
Test set: Epoch: 6, Average loss: 0.0008, Accuracy: 0.9298, Time consumed:23.47s
Training Epoch: 7 [256/47500]	Loss: 0.1623	LR: 0.020000
Training Epoch: 7 [512/47500]	Loss: 0.1929	LR: 0.020000
Training Epoch: 7 [768/47500]	Loss: 0.2037	LR: 0.020000
Training Epoch: 7 [1024/47500]	Loss: 0.2193	LR: 0.020000
Training Epoch: 7 [1280/47500]	Loss: 0.1006	LR: 0.020000
Training Epoch: 7 [1536/47500]	Loss: 0.1063	LR: 0.020000
Training Epoch: 7 [1792/47500]	Loss: 0.0984	LR: 0.020000
Training Epoch: 7 [2048/47500]	Loss: 0.1217	LR: 0.020000
Training Epoch: 7 [2304/47500]	Loss: 0.0978	LR: 0.020000
Training Epoch: 7 [2560/47500]	Loss: 0.1279	LR: 0.020000
Training Epoch: 7 [2816/47500]	Loss: 0.1052	LR: 0.020000
Training Epoch: 7 [3072/47500]	Loss: 0.0834	LR: 0.020000
Training Epoch: 7 [3328/47500]	Loss: 0.0940	LR: 0.020000
Training Epoch: 7 [3584/47500]	Loss: 0.1428	LR: 0.020000
Training Epoch: 7 [3840/47500]	Loss: 0.0944	LR: 0.020000
Training Epoch: 7 [4096/47500]	Loss: 0.0848	LR: 0.020000
Training Epoch: 7 [4352/47500]	Loss: 0.1115	LR: 0.020000
Training Epoch: 7 [4608/47500]	Loss: 0.0900	LR: 0.020000
Training Epoch: 7 [4864/47500]	Loss: 0.0556	LR: 0.020000
Training Epoch: 7 [5120/47500]	Loss: 0.1150	LR: 0.020000
Training Epoch: 7 [5376/47500]	Loss: 0.0848	LR: 0.020000
Training Epoch: 7 [5632/47500]	Loss: 0.0821	LR: 0.020000
Training Epoch: 7 [5888/47500]	Loss: 0.0976	LR: 0.020000
Training Epoch: 7 [6144/47500]	Loss: 0.0497	LR: 0.020000
Training Epoch: 7 [6400/47500]	Loss: 0.0379	LR: 0.020000
Training Epoch: 7 [6656/47500]	Loss: 0.0667	LR: 0.020000
Training Epoch: 7 [6912/47500]	Loss: 0.1031	LR: 0.020000
Training Epoch: 7 [7168/47500]	Loss: 0.0637	LR: 0.020000
Training Epoch: 7 [7424/47500]	Loss: 0.1113	LR: 0.020000
Training Epoch: 7 [7680/47500]	Loss: 0.0925	LR: 0.020000
Training Epoch: 7 [7936/47500]	Loss: 0.0325	LR: 0.020000
Training Epoch: 7 [8192/47500]	Loss: 0.0567	LR: 0.020000
Training Epoch: 7 [8448/47500]	Loss: 0.0303	LR: 0.020000
Training Epoch: 7 [8704/47500]	Loss: 0.1194	LR: 0.020000
Training Epoch: 7 [8960/47500]	Loss: 0.0331	LR: 0.020000
Training Epoch: 7 [9216/47500]	Loss: 0.0739	LR: 0.020000
Training Epoch: 7 [9472/47500]	Loss: 0.0385	LR: 0.020000
Training Epoch: 7 [9728/47500]	Loss: 0.0264	LR: 0.020000
Training Epoch: 7 [9984/47500]	Loss: 0.1103	LR: 0.020000
Training Epoch: 7 [10240/47500]	Loss: 0.0502	LR: 0.020000
Training Epoch: 7 [10496/47500]	Loss: 0.0761	LR: 0.020000
Training Epoch: 7 [10752/47500]	Loss: 0.0614	LR: 0.020000
Training Epoch: 7 [11008/47500]	Loss: 0.0488	LR: 0.020000
Training Epoch: 7 [11264/47500]	Loss: 0.0819	LR: 0.020000
Training Epoch: 7 [11520/47500]	Loss: 0.0574	LR: 0.020000
Training Epoch: 7 [11776/47500]	Loss: 0.0419	LR: 0.020000
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Training Epoch: 7 [47360/47500]	Loss: 0.0179	LR: 0.020000
Training Epoch: 7 [47500/47500]	Loss: 0.0517	LR: 0.020000
Epoch 7 - Average Train Loss: 0.0623, Train Accuracy: 0.9789
Epoch 7 training time consumed: 343.08s
Evaluating Network.....
Test set: Epoch: 7, Average loss: 0.0004, Accuracy: 0.9699, Time consumed:23.52s
Saving weights file to checkpoint/retrain/ViT/Saturday_19_July_2025_00h_41m_07s/ViT-Cifar10-seed7-ret50-7-best.pth
Training Epoch: 8 [256/47500]	Loss: 0.0279	LR: 0.020000
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Training Epoch: 8 [37120/47500]	Loss: 0.0533	LR: 0.020000
Training Epoch: 8 [37376/47500]	Loss: 0.0496	LR: 0.020000
Training Epoch: 8 [37632/47500]	Loss: 0.0961	LR: 0.020000
Training Epoch: 8 [37888/47500]	Loss: 0.0239	LR: 0.020000
Training Epoch: 8 [38144/47500]	Loss: 0.0445	LR: 0.020000
Training Epoch: 8 [38400/47500]	Loss: 0.0660	LR: 0.020000
Training Epoch: 8 [38656/47500]	Loss: 0.0712	LR: 0.020000
Training Epoch: 8 [38912/47500]	Loss: 0.0512	LR: 0.020000
Training Epoch: 8 [39168/47500]	Loss: 0.0459	LR: 0.020000
Training Epoch: 8 [39424/47500]	Loss: 0.0564	LR: 0.020000
Training Epoch: 8 [39680/47500]	Loss: 0.1011	LR: 0.020000
Training Epoch: 8 [39936/47500]	Loss: 0.0253	LR: 0.020000
Training Epoch: 8 [40192/47500]	Loss: 0.0406	LR: 0.020000
Training Epoch: 8 [40448/47500]	Loss: 0.0338	LR: 0.020000
Training Epoch: 8 [40704/47500]	Loss: 0.0646	LR: 0.020000
Training Epoch: 8 [40960/47500]	Loss: 0.0731	LR: 0.020000
Training Epoch: 8 [41216/47500]	Loss: 0.0557	LR: 0.020000
Training Epoch: 8 [41472/47500]	Loss: 0.0150	LR: 0.020000
Training Epoch: 8 [41728/47500]	Loss: 0.0616	LR: 0.020000
Training Epoch: 8 [41984/47500]	Loss: 0.0548	LR: 0.020000
Training Epoch: 8 [42240/47500]	Loss: 0.0354	LR: 0.020000
Training Epoch: 8 [42496/47500]	Loss: 0.0261	LR: 0.020000
Training Epoch: 8 [42752/47500]	Loss: 0.0662	LR: 0.020000
Training Epoch: 8 [43008/47500]	Loss: 0.0389	LR: 0.020000
Training Epoch: 8 [43264/47500]	Loss: 0.0309	LR: 0.020000
Training Epoch: 8 [43520/47500]	Loss: 0.0290	LR: 0.020000
Training Epoch: 8 [43776/47500]	Loss: 0.0430	LR: 0.020000
Training Epoch: 8 [44032/47500]	Loss: 0.0429	LR: 0.020000
Training Epoch: 8 [44288/47500]	Loss: 0.0191	LR: 0.020000
Training Epoch: 8 [44544/47500]	Loss: 0.0448	LR: 0.020000
Training Epoch: 8 [44800/47500]	Loss: 0.0196	LR: 0.020000
Training Epoch: 8 [45056/47500]	Loss: 0.0313	LR: 0.020000
Training Epoch: 8 [45312/47500]	Loss: 0.0389	LR: 0.020000
Training Epoch: 8 [45568/47500]	Loss: 0.0146	LR: 0.020000
Training Epoch: 8 [45824/47500]	Loss: 0.0122	LR: 0.020000
Training Epoch: 8 [46080/47500]	Loss: 0.0126	LR: 0.020000
Training Epoch: 8 [46336/47500]	Loss: 0.0655	LR: 0.020000
Training Epoch: 8 [46592/47500]	Loss: 0.0245	LR: 0.020000
Training Epoch: 8 [46848/47500]	Loss: 0.0237	LR: 0.020000
Training Epoch: 8 [47104/47500]	Loss: 0.0418	LR: 0.020000
Training Epoch: 8 [47360/47500]	Loss: 0.0199	LR: 0.020000
Training Epoch: 8 [47500/47500]	Loss: 0.0322	LR: 0.020000
Epoch 8 - Average Train Loss: 0.0387, Train Accuracy: 0.9861
Epoch 8 training time consumed: 342.98s
Evaluating Network.....
Test set: Epoch: 8, Average loss: 0.0003, Accuracy: 0.9737, Time consumed:23.48s
Saving weights file to checkpoint/retrain/ViT/Saturday_19_July_2025_00h_41m_07s/ViT-Cifar10-seed7-ret50-8-best.pth
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: 97.28515625
Retain Accuracy: 99.147705078125
Zero-Retain Forget (ZRF): 0.7612347602844238
Membership Inference Attack (MIA): 0.8328
Forget vs Retain Membership Inference Attack (MIA): 0.539
Forget vs Test Membership Inference Attack (MIA): 0.521
Test vs Retain Membership Inference Attack (MIA): 0.51675
Train vs Test Membership Inference Attack (MIA): 0.51925
Forget Set Accuracy (Df): 96.57206726074219
Method Execution Time: 5337.78 seconds
