hello
hello

📌S Retain class distribution for seed 9:
Class 0: 4500
Class 1: 4500
Class 2: 4500
Class 3: 4500
Class 4: 4500
Class 5: 4500
Class 6: 4500
Class 7: 4500
Class 8: 4500
Class 9: 4500

📌S Forget class distribution for seed 9:
Class 0: 500
Class 1: 500
Class 2: 500
Class 3: 500
Class 4: 500
Class 5: 500
Class 6: 500
Class 7: 500
Class 8: 500
Class 9: 500

📊 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: 2.5247	LR: 0.000000
Training Epoch: 1 [512/47500]	Loss: 2.4569	LR: 0.000538
Training Epoch: 1 [768/47500]	Loss: 2.4799	LR: 0.001075
Training Epoch: 1 [1024/47500]	Loss: 2.4347	LR: 0.001613
Training Epoch: 1 [1280/47500]	Loss: 2.3559	LR: 0.002151
Training Epoch: 1 [1536/47500]	Loss: 2.2418	LR: 0.002688
Training Epoch: 1 [1792/47500]	Loss: 2.0567	LR: 0.003226
Training Epoch: 1 [2048/47500]	Loss: 1.9133	LR: 0.003763
Training Epoch: 1 [2304/47500]	Loss: 1.7520	LR: 0.004301
Training Epoch: 1 [2560/47500]	Loss: 1.5422	LR: 0.004839
Training Epoch: 1 [2816/47500]	Loss: 1.3044	LR: 0.005376
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Training Epoch: 1 [9472/47500]	Loss: 0.1893	LR: 0.019355
Training Epoch: 1 [9728/47500]	Loss: 0.2460	LR: 0.019892
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Training Epoch: 1 [10240/47500]	Loss: 0.2169	LR: 0.020968
Training Epoch: 1 [10496/47500]	Loss: 0.2697	LR: 0.021505
Training Epoch: 1 [10752/47500]	Loss: 0.2211	LR: 0.022043
Training Epoch: 1 [11008/47500]	Loss: 0.2082	LR: 0.022581
Training Epoch: 1 [11264/47500]	Loss: 0.2647	LR: 0.023118
Training Epoch: 1 [11520/47500]	Loss: 0.1904	LR: 0.023656
Training Epoch: 1 [11776/47500]	Loss: 0.1214	LR: 0.024194
Training Epoch: 1 [12032/47500]	Loss: 0.1685	LR: 0.024731
Training Epoch: 1 [12288/47500]	Loss: 0.1958	LR: 0.025269
Training Epoch: 1 [12544/47500]	Loss: 0.2302	LR: 0.025806
Training Epoch: 1 [12800/47500]	Loss: 0.2810	LR: 0.026344
Training Epoch: 1 [13056/47500]	Loss: 0.1866	LR: 0.026882
Training Epoch: 1 [13312/47500]	Loss: 0.2420	LR: 0.027419
Training Epoch: 1 [13568/47500]	Loss: 0.2139	LR: 0.027957
Training Epoch: 1 [13824/47500]	Loss: 0.1549	LR: 0.028495
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Training Epoch: 1 [16384/47500]	Loss: 0.1362	LR: 0.033871
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Training Epoch: 1 [16896/47500]	Loss: 0.1807	LR: 0.034946
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Training Epoch: 1 [20736/47500]	Loss: 0.3166	LR: 0.043011
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Training Epoch: 1 [22016/47500]	Loss: 0.2883	LR: 0.045699
Training Epoch: 1 [22272/47500]	Loss: 0.1670	LR: 0.046237
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Training Epoch: 1 [23040/47500]	Loss: 0.2950	LR: 0.047849
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Training Epoch: 1 [24832/47500]	Loss: 0.3596	LR: 0.051613
Training Epoch: 1 [25088/47500]	Loss: 0.6347	LR: 0.052151
Training Epoch: 1 [25344/47500]	Loss: 0.5273	LR: 0.052688
Training Epoch: 1 [25600/47500]	Loss: 0.4132	LR: 0.053226
Training Epoch: 1 [25856/47500]	Loss: 0.5847	LR: 0.053763
Training Epoch: 1 [26112/47500]	Loss: 0.7120	LR: 0.054301
Training Epoch: 1 [26368/47500]	Loss: 0.4846	LR: 0.054839
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Training Epoch: 1 [26880/47500]	Loss: 0.4185	LR: 0.055914
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Training Epoch: 1 [27904/47500]	Loss: 0.4921	LR: 0.058065
Training Epoch: 1 [28160/47500]	Loss: 0.4389	LR: 0.058602
Training Epoch: 1 [28416/47500]	Loss: 0.3916	LR: 0.059140
Training Epoch: 1 [28672/47500]	Loss: 0.3359	LR: 0.059677
Training Epoch: 1 [28928/47500]	Loss: 0.2652	LR: 0.060215
Training Epoch: 1 [29184/47500]	Loss: 0.2872	LR: 0.060753
Training Epoch: 1 [29440/47500]	Loss: 0.5172	LR: 0.061290
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Training Epoch: 1 [29952/47500]	Loss: 0.4580	LR: 0.062366
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Training Epoch: 1 [30464/47500]	Loss: 0.2351	LR: 0.063441
Training Epoch: 1 [30720/47500]	Loss: 0.3600	LR: 0.063978
Training Epoch: 1 [30976/47500]	Loss: 0.2866	LR: 0.064516
Training Epoch: 1 [31232/47500]	Loss: 0.4169	LR: 0.065054
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Training Epoch: 1 [31744/47500]	Loss: 0.2071	LR: 0.066129
Training Epoch: 1 [32000/47500]	Loss: 0.2292	LR: 0.066667
Training Epoch: 1 [32256/47500]	Loss: 0.3239	LR: 0.067204
Training Epoch: 1 [32512/47500]	Loss: 0.3110	LR: 0.067742
Training Epoch: 1 [32768/47500]	Loss: 0.2471	LR: 0.068280
Training Epoch: 1 [33024/47500]	Loss: 0.2287	LR: 0.068817
Training Epoch: 1 [33280/47500]	Loss: 0.2706	LR: 0.069355
Training Epoch: 1 [33536/47500]	Loss: 0.2878	LR: 0.069892
Training Epoch: 1 [33792/47500]	Loss: 0.2724	LR: 0.070430
Training Epoch: 1 [34048/47500]	Loss: 0.2597	LR: 0.070968
Training Epoch: 1 [34304/47500]	Loss: 0.4440	LR: 0.071505
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Training Epoch: 1 [35072/47500]	Loss: 0.3266	LR: 0.073118
Training Epoch: 1 [35328/47500]	Loss: 0.2647	LR: 0.073656
Training Epoch: 1 [35584/47500]	Loss: 0.3516	LR: 0.074194
Training Epoch: 1 [35840/47500]	Loss: 0.2219	LR: 0.074731
Training Epoch: 1 [36096/47500]	Loss: 0.3133	LR: 0.075269
Training Epoch: 1 [36352/47500]	Loss: 0.2011	LR: 0.075806
Training Epoch: 1 [36608/47500]	Loss: 0.3473	LR: 0.076344
Training Epoch: 1 [36864/47500]	Loss: 0.2220	LR: 0.076882
Training Epoch: 1 [37120/47500]	Loss: 0.3773	LR: 0.077419
Training Epoch: 1 [37376/47500]	Loss: 0.2946	LR: 0.077957
Training Epoch: 1 [37632/47500]	Loss: 0.3012	LR: 0.078495
Training Epoch: 1 [37888/47500]	Loss: 0.2157	LR: 0.079032
Training Epoch: 1 [38144/47500]	Loss: 0.2375	LR: 0.079570
Training Epoch: 1 [38400/47500]	Loss: 0.3089	LR: 0.080108
Training Epoch: 1 [38656/47500]	Loss: 0.2558	LR: 0.080645
Training Epoch: 1 [38912/47500]	Loss: 0.2122	LR: 0.081183
Training Epoch: 1 [39168/47500]	Loss: 0.2341	LR: 0.081720
Training Epoch: 1 [39424/47500]	Loss: 0.2395	LR: 0.082258
Training Epoch: 1 [39680/47500]	Loss: 0.2411	LR: 0.082796
Training Epoch: 1 [39936/47500]	Loss: 0.3037	LR: 0.083333
Training Epoch: 1 [40192/47500]	Loss: 0.2643	LR: 0.083871
Training Epoch: 1 [40448/47500]	Loss: 0.1742	LR: 0.084409
Training Epoch: 1 [40704/47500]	Loss: 0.1880	LR: 0.084946
Training Epoch: 1 [40960/47500]	Loss: 0.2261	LR: 0.085484
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Training Epoch: 1 [41728/47500]	Loss: 0.2432	LR: 0.087097
Training Epoch: 1 [41984/47500]	Loss: 0.2810	LR: 0.087634
Training Epoch: 1 [42240/47500]	Loss: 0.2524	LR: 0.088172
Training Epoch: 1 [42496/47500]	Loss: 0.2417	LR: 0.088710
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Training Epoch: 1 [43008/47500]	Loss: 0.2767	LR: 0.089785
Training Epoch: 1 [43264/47500]	Loss: 0.2158	LR: 0.090323
Training Epoch: 1 [43520/47500]	Loss: 0.2928	LR: 0.090860
Training Epoch: 1 [43776/47500]	Loss: 0.4154	LR: 0.091398
Training Epoch: 1 [44032/47500]	Loss: 0.2671	LR: 0.091935
Training Epoch: 1 [44288/47500]	Loss: 0.2582	LR: 0.092473
Training Epoch: 1 [44544/47500]	Loss: 0.1793	LR: 0.093011
Training Epoch: 1 [44800/47500]	Loss: 0.1721	LR: 0.093548
Training Epoch: 1 [45056/47500]	Loss: 0.3007	LR: 0.094086
Training Epoch: 1 [45312/47500]	Loss: 0.2482	LR: 0.094624
Training Epoch: 1 [45568/47500]	Loss: 0.1878	LR: 0.095161
Training Epoch: 1 [45824/47500]	Loss: 0.2691	LR: 0.095699
Training Epoch: 1 [46080/47500]	Loss: 0.2198	LR: 0.096237
Training Epoch: 1 [46336/47500]	Loss: 0.3272	LR: 0.096774
Training Epoch: 1 [46592/47500]	Loss: 0.2343	LR: 0.097312
Training Epoch: 1 [46848/47500]	Loss: 0.1726	LR: 0.097849
Training Epoch: 1 [47104/47500]	Loss: 0.2044	LR: 0.098387
Training Epoch: 1 [47360/47500]	Loss: 0.3521	LR: 0.098925
Training Epoch: 1 [47500/47500]	Loss: 0.3217	LR: 0.099462
Epoch 1 - Average Train Loss: 0.3970, Train Accuracy: 0.8715
Epoch 1 training time consumed: 343.45s
Evaluating Network.....
Test set: Epoch: 1, Average loss: 0.0007, Accuracy: 0.9432, Time consumed:23.52s
Saving weights file to checkpoint/retrain/ViT/Saturday_19_July_2025_03h_39m_33s/ViT-Cifar10-seed9-ret50-1-best.pth
Training Epoch: 2 [256/47500]	Loss: 0.1850	LR: 0.100000
Training Epoch: 2 [512/47500]	Loss: 0.2184	LR: 0.100000
Training Epoch: 2 [768/47500]	Loss: 0.1876	LR: 0.100000
Training Epoch: 2 [1024/47500]	Loss: 0.1800	LR: 0.100000
Training Epoch: 2 [1280/47500]	Loss: 0.2241	LR: 0.100000
Training Epoch: 2 [1536/47500]	Loss: 0.2705	LR: 0.100000
Training Epoch: 2 [1792/47500]	Loss: 0.2466	LR: 0.100000
Training Epoch: 2 [2048/47500]	Loss: 0.2510	LR: 0.100000
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Training Epoch: 2 [2816/47500]	Loss: 0.2079	LR: 0.100000
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Training Epoch: 2 [3328/47500]	Loss: 0.2194	LR: 0.100000
Training Epoch: 2 [3584/47500]	Loss: 0.2807	LR: 0.100000
Training Epoch: 2 [3840/47500]	Loss: 0.2039	LR: 0.100000
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Training Epoch: 2 [4352/47500]	Loss: 0.2121	LR: 0.100000
Training Epoch: 2 [4608/47500]	Loss: 0.2017	LR: 0.100000
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Training Epoch: 2 [47500/47500]	Loss: 0.1599	LR: 0.100000
Epoch 2 - Average Train Loss: 0.2257, Train Accuracy: 0.9240
Epoch 2 training time consumed: 342.25s
Evaluating Network.....
Test set: Epoch: 2, Average loss: 0.0005, Accuracy: 0.9593, Time consumed:23.50s
Saving weights file to checkpoint/retrain/ViT/Saturday_19_July_2025_03h_39m_33s/ViT-Cifar10-seed9-ret50-2-best.pth
Training Epoch: 3 [256/47500]	Loss: 0.1231	LR: 0.100000
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Training Epoch: 3 [47500/47500]	Loss: 0.1558	LR: 0.100000
Epoch 3 - Average Train Loss: 0.1635, Train Accuracy: 0.9443
Epoch 3 training time consumed: 342.28s
Evaluating Network.....
Test set: Epoch: 3, Average loss: 0.0006, Accuracy: 0.9531, Time consumed:23.49s
Training Epoch: 4 [256/47500]	Loss: 0.1523	LR: 0.100000
Training Epoch: 4 [512/47500]	Loss: 0.1989	LR: 0.100000
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Training Epoch: 4 [2816/47500]	Loss: 0.1921	LR: 0.100000
Training Epoch: 4 [3072/47500]	Loss: 0.1965	LR: 0.100000
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Training Epoch: 4 [24320/47500]	Loss: 0.1920	LR: 0.100000
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Training Epoch: 4 [29952/47500]	Loss: 0.2437	LR: 0.100000
Training Epoch: 4 [30208/47500]	Loss: 0.1122	LR: 0.100000
Training Epoch: 4 [30464/47500]	Loss: 0.1552	LR: 0.100000
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Training Epoch: 4 [31232/47500]	Loss: 0.1045	LR: 0.100000
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Training Epoch: 4 [31744/47500]	Loss: 0.1854	LR: 0.100000
Training Epoch: 4 [32000/47500]	Loss: 0.2113	LR: 0.100000
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Training Epoch: 4 [34816/47500]	Loss: 0.1901	LR: 0.100000
Training Epoch: 4 [35072/47500]	Loss: 0.1789	LR: 0.100000
Training Epoch: 4 [35328/47500]	Loss: 0.1219	LR: 0.100000
Training Epoch: 4 [35584/47500]	Loss: 0.1574	LR: 0.100000
Training Epoch: 4 [35840/47500]	Loss: 0.2482	LR: 0.100000
Training Epoch: 4 [36096/47500]	Loss: 0.1702	LR: 0.100000
Training Epoch: 4 [36352/47500]	Loss: 0.2033	LR: 0.100000
Training Epoch: 4 [36608/47500]	Loss: 0.1492	LR: 0.100000
Training Epoch: 4 [36864/47500]	Loss: 0.2052	LR: 0.100000
Training Epoch: 4 [37120/47500]	Loss: 0.1648	LR: 0.100000
Training Epoch: 4 [37376/47500]	Loss: 0.2061	LR: 0.100000
Training Epoch: 4 [37632/47500]	Loss: 0.1473	LR: 0.100000
Training Epoch: 4 [37888/47500]	Loss: 0.1456	LR: 0.100000
Training Epoch: 4 [38144/47500]	Loss: 0.2068	LR: 0.100000
Training Epoch: 4 [38400/47500]	Loss: 0.2166	LR: 0.100000
Training Epoch: 4 [38656/47500]	Loss: 0.1646	LR: 0.100000
Training Epoch: 4 [38912/47500]	Loss: 0.1956	LR: 0.100000
Training Epoch: 4 [39168/47500]	Loss: 0.1789	LR: 0.100000
Training Epoch: 4 [39424/47500]	Loss: 0.1880	LR: 0.100000
Training Epoch: 4 [39680/47500]	Loss: 0.1575	LR: 0.100000
Training Epoch: 4 [39936/47500]	Loss: 0.1108	LR: 0.100000
Training Epoch: 4 [40192/47500]	Loss: 0.2711	LR: 0.100000
Training Epoch: 4 [40448/47500]	Loss: 0.1458	LR: 0.100000
Training Epoch: 4 [40704/47500]	Loss: 0.1874	LR: 0.100000
Training Epoch: 4 [40960/47500]	Loss: 0.1594	LR: 0.100000
Training Epoch: 4 [41216/47500]	Loss: 0.2309	LR: 0.100000
Training Epoch: 4 [41472/47500]	Loss: 0.1871	LR: 0.100000
Training Epoch: 4 [41728/47500]	Loss: 0.2230	LR: 0.100000
Training Epoch: 4 [41984/47500]	Loss: 0.1791	LR: 0.100000
Training Epoch: 4 [42240/47500]	Loss: 0.1585	LR: 0.100000
Training Epoch: 4 [42496/47500]	Loss: 0.1447	LR: 0.100000
Training Epoch: 4 [42752/47500]	Loss: 0.2257	LR: 0.100000
Training Epoch: 4 [43008/47500]	Loss: 0.2069	LR: 0.100000
Training Epoch: 4 [43264/47500]	Loss: 0.1505	LR: 0.100000
Training Epoch: 4 [43520/47500]	Loss: 0.2059	LR: 0.100000
Training Epoch: 4 [43776/47500]	Loss: 0.1440	LR: 0.100000
Training Epoch: 4 [44032/47500]	Loss: 0.1272	LR: 0.100000
Training Epoch: 4 [44288/47500]	Loss: 0.2057	LR: 0.100000
Training Epoch: 4 [44544/47500]	Loss: 0.1838	LR: 0.100000
Training Epoch: 4 [44800/47500]	Loss: 0.1368	LR: 0.100000
Training Epoch: 4 [45056/47500]	Loss: 0.1846	LR: 0.100000
Training Epoch: 4 [45312/47500]	Loss: 0.1731	LR: 0.100000
Training Epoch: 4 [45568/47500]	Loss: 0.1513	LR: 0.100000
Training Epoch: 4 [45824/47500]	Loss: 0.1049	LR: 0.100000
Training Epoch: 4 [46080/47500]	Loss: 0.2415	LR: 0.100000
Training Epoch: 4 [46336/47500]	Loss: 0.1733	LR: 0.100000
Training Epoch: 4 [46592/47500]	Loss: 0.1588	LR: 0.100000
Training Epoch: 4 [46848/47500]	Loss: 0.1944	LR: 0.100000
Training Epoch: 4 [47104/47500]	Loss: 0.1691	LR: 0.100000
Training Epoch: 4 [47360/47500]	Loss: 0.1513	LR: 0.100000
Training Epoch: 4 [47500/47500]	Loss: 0.3049	LR: 0.100000
Epoch 4 - Average Train Loss: 0.1645, Train Accuracy: 0.9448
Epoch 4 training time consumed: 342.26s
Evaluating Network.....
Test set: Epoch: 4, Average loss: 0.0005, Accuracy: 0.9567, Time consumed:23.48s
Training Epoch: 5 [256/47500]	Loss: 0.1365	LR: 0.100000
Training Epoch: 5 [512/47500]	Loss: 0.3353	LR: 0.100000
Training Epoch: 5 [768/47500]	Loss: 0.2517	LR: 0.100000
Training Epoch: 5 [1024/47500]	Loss: 0.1942	LR: 0.100000
Training Epoch: 5 [1280/47500]	Loss: 0.1807	LR: 0.100000
Training Epoch: 5 [1536/47500]	Loss: 0.1247	LR: 0.100000
Training Epoch: 5 [1792/47500]	Loss: 0.2537	LR: 0.100000
Training Epoch: 5 [2048/47500]	Loss: 0.2812	LR: 0.100000
Training Epoch: 5 [2304/47500]	Loss: 0.1934	LR: 0.100000
Training Epoch: 5 [2560/47500]	Loss: 0.1724	LR: 0.100000
Training Epoch: 5 [2816/47500]	Loss: 0.2757	LR: 0.100000
Training Epoch: 5 [3072/47500]	Loss: 0.1702	LR: 0.100000
Training Epoch: 5 [3328/47500]	Loss: 0.1177	LR: 0.100000
Training Epoch: 5 [3584/47500]	Loss: 0.1657	LR: 0.100000
Training Epoch: 5 [3840/47500]	Loss: 0.1644	LR: 0.100000
Training Epoch: 5 [4096/47500]	Loss: 0.1689	LR: 0.100000
Training Epoch: 5 [4352/47500]	Loss: 0.1051	LR: 0.100000
Training Epoch: 5 [4608/47500]	Loss: 0.1092	LR: 0.100000
Training Epoch: 5 [4864/47500]	Loss: 0.1083	LR: 0.100000
Training Epoch: 5 [5120/47500]	Loss: 0.1803	LR: 0.100000
Training Epoch: 5 [5376/47500]	Loss: 0.0931	LR: 0.100000
Training Epoch: 5 [5632/47500]	Loss: 0.2560	LR: 0.100000
Training Epoch: 5 [5888/47500]	Loss: 0.1227	LR: 0.100000
Training Epoch: 5 [6144/47500]	Loss: 0.1184	LR: 0.100000
Training Epoch: 5 [6400/47500]	Loss: 0.0992	LR: 0.100000
Training Epoch: 5 [6656/47500]	Loss: 0.1689	LR: 0.100000
Training Epoch: 5 [6912/47500]	Loss: 0.1680	LR: 0.100000
Training Epoch: 5 [7168/47500]	Loss: 0.1604	LR: 0.100000
Training Epoch: 5 [7424/47500]	Loss: 0.1899	LR: 0.100000
Training Epoch: 5 [7680/47500]	Loss: 0.1198	LR: 0.100000
Training Epoch: 5 [7936/47500]	Loss: 0.1054	LR: 0.100000
Training Epoch: 5 [8192/47500]	Loss: 0.1645	LR: 0.100000
Training Epoch: 5 [8448/47500]	Loss: 0.1479	LR: 0.100000
Training Epoch: 5 [8704/47500]	Loss: 0.1171	LR: 0.100000
Training Epoch: 5 [8960/47500]	Loss: 0.1976	LR: 0.100000
Training Epoch: 5 [9216/47500]	Loss: 0.1068	LR: 0.100000
Training Epoch: 5 [9472/47500]	Loss: 0.1833	LR: 0.100000
Training Epoch: 5 [9728/47500]	Loss: 0.0914	LR: 0.100000
Training Epoch: 5 [9984/47500]	Loss: 0.1915	LR: 0.100000
Training Epoch: 5 [10240/47500]	Loss: 0.1083	LR: 0.100000
Training Epoch: 5 [10496/47500]	Loss: 0.1082	LR: 0.100000
Training Epoch: 5 [10752/47500]	Loss: 0.1560	LR: 0.100000
Training Epoch: 5 [11008/47500]	Loss: 0.1861	LR: 0.100000
Training Epoch: 5 [11264/47500]	Loss: 0.1231	LR: 0.100000
Training Epoch: 5 [11520/47500]	Loss: 0.0632	LR: 0.100000
Training Epoch: 5 [11776/47500]	Loss: 0.1516	LR: 0.100000
Training Epoch: 5 [12032/47500]	Loss: 0.2048	LR: 0.100000
Training Epoch: 5 [12288/47500]	Loss: 0.2057	LR: 0.100000
Training Epoch: 5 [12544/47500]	Loss: 0.1595	LR: 0.100000
Training Epoch: 5 [12800/47500]	Loss: 0.1587	LR: 0.100000
Training Epoch: 5 [13056/47500]	Loss: 0.1323	LR: 0.100000
Training Epoch: 5 [13312/47500]	Loss: 0.1560	LR: 0.100000
Training Epoch: 5 [13568/47500]	Loss: 0.1396	LR: 0.100000
Training Epoch: 5 [13824/47500]	Loss: 0.2191	LR: 0.100000
Training Epoch: 5 [14080/47500]	Loss: 0.1396	LR: 0.100000
Training Epoch: 5 [14336/47500]	Loss: 0.1105	LR: 0.100000
Training Epoch: 5 [14592/47500]	Loss: 0.1193	LR: 0.100000
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Training Epoch: 5 [16640/47500]	Loss: 0.1433	LR: 0.100000
Training Epoch: 5 [16896/47500]	Loss: 0.1249	LR: 0.100000
Training Epoch: 5 [17152/47500]	Loss: 0.1769	LR: 0.100000
Training Epoch: 5 [17408/47500]	Loss: 0.1966	LR: 0.100000
Training Epoch: 5 [17664/47500]	Loss: 0.0834	LR: 0.100000
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Training Epoch: 5 [19456/47500]	Loss: 0.1222	LR: 0.100000
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Training Epoch: 5 [24320/47500]	Loss: 0.1734	LR: 0.100000
Training Epoch: 5 [24576/47500]	Loss: 0.1521	LR: 0.100000
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Training Epoch: 5 [26368/47500]	Loss: 0.2701	LR: 0.100000
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Training Epoch: 5 [26880/47500]	Loss: 0.2036	LR: 0.100000
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Training Epoch: 5 [27392/47500]	Loss: 0.1600	LR: 0.100000
Training Epoch: 5 [27648/47500]	Loss: 0.2573	LR: 0.100000
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Training Epoch: 5 [29184/47500]	Loss: 0.1987	LR: 0.100000
Training Epoch: 5 [29440/47500]	Loss: 0.1926	LR: 0.100000
Training Epoch: 5 [29696/47500]	Loss: 0.1211	LR: 0.100000
Training Epoch: 5 [29952/47500]	Loss: 0.2051	LR: 0.100000
Training Epoch: 5 [30208/47500]	Loss: 0.1977	LR: 0.100000
Training Epoch: 5 [30464/47500]	Loss: 0.1562	LR: 0.100000
Training Epoch: 5 [30720/47500]	Loss: 0.1676	LR: 0.100000
Training Epoch: 5 [30976/47500]	Loss: 0.2234	LR: 0.100000
Training Epoch: 5 [31232/47500]	Loss: 0.1181	LR: 0.100000
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Training Epoch: 5 [31744/47500]	Loss: 0.1588	LR: 0.100000
Training Epoch: 5 [32000/47500]	Loss: 0.1327	LR: 0.100000
Training Epoch: 5 [32256/47500]	Loss: 0.1637	LR: 0.100000
Training Epoch: 5 [32512/47500]	Loss: 0.0896	LR: 0.100000
Training Epoch: 5 [32768/47500]	Loss: 0.1562	LR: 0.100000
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Training Epoch: 5 [33280/47500]	Loss: 0.2021	LR: 0.100000
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Training Epoch: 5 [36352/47500]	Loss: 0.1703	LR: 0.100000
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Training Epoch: 5 [37376/47500]	Loss: 0.1874	LR: 0.100000
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Training Epoch: 5 [37888/47500]	Loss: 0.1819	LR: 0.100000
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Training Epoch: 5 [38656/47500]	Loss: 0.1414	LR: 0.100000
Training Epoch: 5 [38912/47500]	Loss: 0.2326	LR: 0.100000
Training Epoch: 5 [39168/47500]	Loss: 0.2092	LR: 0.100000
Training Epoch: 5 [39424/47500]	Loss: 0.1815	LR: 0.100000
Training Epoch: 5 [39680/47500]	Loss: 0.2519	LR: 0.100000
Training Epoch: 5 [39936/47500]	Loss: 0.3565	LR: 0.100000
Training Epoch: 5 [40192/47500]	Loss: 0.1962	LR: 0.100000
Training Epoch: 5 [40448/47500]	Loss: 0.2051	LR: 0.100000
Training Epoch: 5 [40704/47500]	Loss: 0.2206	LR: 0.100000
Training Epoch: 5 [40960/47500]	Loss: 0.1638	LR: 0.100000
Training Epoch: 5 [41216/47500]	Loss: 0.2128	LR: 0.100000
Training Epoch: 5 [41472/47500]	Loss: 0.1732	LR: 0.100000
Training Epoch: 5 [41728/47500]	Loss: 0.1469	LR: 0.100000
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Training Epoch: 5 [42240/47500]	Loss: 0.1400	LR: 0.100000
Training Epoch: 5 [42496/47500]	Loss: 0.1793	LR: 0.100000
Training Epoch: 5 [42752/47500]	Loss: 0.1538	LR: 0.100000
Training Epoch: 5 [43008/47500]	Loss: 0.1891	LR: 0.100000
Training Epoch: 5 [43264/47500]	Loss: 0.1493	LR: 0.100000
Training Epoch: 5 [43520/47500]	Loss: 0.1695	LR: 0.100000
Training Epoch: 5 [43776/47500]	Loss: 0.1782	LR: 0.100000
Training Epoch: 5 [44032/47500]	Loss: 0.3006	LR: 0.100000
Training Epoch: 5 [44288/47500]	Loss: 0.1420	LR: 0.100000
Training Epoch: 5 [44544/47500]	Loss: 0.1569	LR: 0.100000
Training Epoch: 5 [44800/47500]	Loss: 0.1889	LR: 0.100000
Training Epoch: 5 [45056/47500]	Loss: 0.0744	LR: 0.100000
Training Epoch: 5 [45312/47500]	Loss: 0.1635	LR: 0.100000
Training Epoch: 5 [45568/47500]	Loss: 0.1510	LR: 0.100000
Training Epoch: 5 [45824/47500]	Loss: 0.1532	LR: 0.100000
Training Epoch: 5 [46080/47500]	Loss: 0.1890	LR: 0.100000
Training Epoch: 5 [46336/47500]	Loss: 0.2019	LR: 0.100000
Training Epoch: 5 [46592/47500]	Loss: 0.1503	LR: 0.100000
Training Epoch: 5 [46848/47500]	Loss: 0.2178	LR: 0.100000
Training Epoch: 5 [47104/47500]	Loss: 0.1955	LR: 0.100000
Training Epoch: 5 [47360/47500]	Loss: 0.1448	LR: 0.100000
Training Epoch: 5 [47500/47500]	Loss: 0.2194	LR: 0.100000
Epoch 5 - Average Train Loss: 0.1711, Train Accuracy: 0.9416
Epoch 5 training time consumed: 341.99s
Evaluating Network.....
Test set: Epoch: 5, Average loss: 0.0007, Accuracy: 0.9368, Time consumed:23.50s
Training Epoch: 6 [256/47500]	Loss: 0.2292	LR: 0.100000
Training Epoch: 6 [512/47500]	Loss: 0.1935	LR: 0.100000
Training Epoch: 6 [768/47500]	Loss: 0.1511	LR: 0.100000
Training Epoch: 6 [1024/47500]	Loss: 0.2108	LR: 0.100000
Training Epoch: 6 [1280/47500]	Loss: 0.1186	LR: 0.100000
Training Epoch: 6 [1536/47500]	Loss: 0.1967	LR: 0.100000
Training Epoch: 6 [1792/47500]	Loss: 0.0842	LR: 0.100000
Training Epoch: 6 [2048/47500]	Loss: 0.1513	LR: 0.100000
Training Epoch: 6 [2304/47500]	Loss: 0.1816	LR: 0.100000
Training Epoch: 6 [2560/47500]	Loss: 0.1476	LR: 0.100000
Training Epoch: 6 [2816/47500]	Loss: 0.1109	LR: 0.100000
Training Epoch: 6 [3072/47500]	Loss: 0.1485	LR: 0.100000
Training Epoch: 6 [3328/47500]	Loss: 0.1125	LR: 0.100000
Training Epoch: 6 [3584/47500]	Loss: 0.1606	LR: 0.100000
Training Epoch: 6 [3840/47500]	Loss: 0.2176	LR: 0.100000
Training Epoch: 6 [4096/47500]	Loss: 0.1969	LR: 0.100000
Training Epoch: 6 [4352/47500]	Loss: 0.1873	LR: 0.100000
Training Epoch: 6 [4608/47500]	Loss: 0.2192	LR: 0.100000
Training Epoch: 6 [4864/47500]	Loss: 0.2338	LR: 0.100000
Training Epoch: 6 [5120/47500]	Loss: 0.2149	LR: 0.100000
Training Epoch: 6 [5376/47500]	Loss: 0.1571	LR: 0.100000
Training Epoch: 6 [5632/47500]	Loss: 0.1965	LR: 0.100000
Training Epoch: 6 [5888/47500]	Loss: 0.1497	LR: 0.100000
Training Epoch: 6 [6144/47500]	Loss: 0.2185	LR: 0.100000
Training Epoch: 6 [6400/47500]	Loss: 0.1991	LR: 0.100000
Training Epoch: 6 [6656/47500]	Loss: 0.1573	LR: 0.100000
Training Epoch: 6 [6912/47500]	Loss: 0.1931	LR: 0.100000
Training Epoch: 6 [7168/47500]	Loss: 0.2238	LR: 0.100000
Training Epoch: 6 [7424/47500]	Loss: 0.2212	LR: 0.100000
Training Epoch: 6 [7680/47500]	Loss: 0.2098	LR: 0.100000
Training Epoch: 6 [7936/47500]	Loss: 0.2065	LR: 0.100000
Training Epoch: 6 [8192/47500]	Loss: 0.1641	LR: 0.100000
Training Epoch: 6 [8448/47500]	Loss: 0.1647	LR: 0.100000
Training Epoch: 6 [8704/47500]	Loss: 0.2122	LR: 0.100000
Training Epoch: 6 [8960/47500]	Loss: 0.2401	LR: 0.100000
Training Epoch: 6 [9216/47500]	Loss: 0.1580	LR: 0.100000
Training Epoch: 6 [9472/47500]	Loss: 0.2333	LR: 0.100000
Training Epoch: 6 [9728/47500]	Loss: 0.2083	LR: 0.100000
Training Epoch: 6 [9984/47500]	Loss: 0.2017	LR: 0.100000
Training Epoch: 6 [10240/47500]	Loss: 0.1939	LR: 0.100000
Training Epoch: 6 [10496/47500]	Loss: 0.1177	LR: 0.100000
Training Epoch: 6 [10752/47500]	Loss: 0.1740	LR: 0.100000
Training Epoch: 6 [11008/47500]	Loss: 0.2396	LR: 0.100000
Training Epoch: 6 [11264/47500]	Loss: 0.1785	LR: 0.100000
Training Epoch: 6 [11520/47500]	Loss: 0.1325	LR: 0.100000
Training Epoch: 6 [11776/47500]	Loss: 0.1618	LR: 0.100000
Training Epoch: 6 [12032/47500]	Loss: 0.1666	LR: 0.100000
Training Epoch: 6 [12288/47500]	Loss: 0.0977	LR: 0.100000
Training Epoch: 6 [12544/47500]	Loss: 0.2669	LR: 0.100000
Training Epoch: 6 [12800/47500]	Loss: 0.2363	LR: 0.100000
Training Epoch: 6 [13056/47500]	Loss: 0.2126	LR: 0.100000
Training Epoch: 6 [13312/47500]	Loss: 0.2630	LR: 0.100000
Training Epoch: 6 [13568/47500]	Loss: 0.2469	LR: 0.100000
Training Epoch: 6 [13824/47500]	Loss: 0.1800	LR: 0.100000
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Training Epoch: 6 [14336/47500]	Loss: 0.1175	LR: 0.100000
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Training Epoch: 6 [15104/47500]	Loss: 0.1767	LR: 0.100000
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Training Epoch: 6 [19968/47500]	Loss: 0.2551	LR: 0.100000
Training Epoch: 6 [20224/47500]	Loss: 0.2035	LR: 0.100000
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Training Epoch: 6 [22272/47500]	Loss: 0.1788	LR: 0.100000
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Training Epoch: 6 [28928/47500]	Loss: 0.1353	LR: 0.100000
Training Epoch: 6 [29184/47500]	Loss: 0.2096	LR: 0.100000
Training Epoch: 6 [29440/47500]	Loss: 0.1119	LR: 0.100000
Training Epoch: 6 [29696/47500]	Loss: 0.2112	LR: 0.100000
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Training Epoch: 6 [35072/47500]	Loss: 0.1475	LR: 0.100000
Training Epoch: 6 [35328/47500]	Loss: 0.2289	LR: 0.100000
Training Epoch: 6 [35584/47500]	Loss: 0.2584	LR: 0.100000
Training Epoch: 6 [35840/47500]	Loss: 0.1594	LR: 0.100000
Training Epoch: 6 [36096/47500]	Loss: 0.2024	LR: 0.100000
Training Epoch: 6 [36352/47500]	Loss: 0.2945	LR: 0.100000
Training Epoch: 6 [36608/47500]	Loss: 0.2381	LR: 0.100000
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Training Epoch: 6 [37120/47500]	Loss: 0.1887	LR: 0.100000
Training Epoch: 6 [37376/47500]	Loss: 0.0952	LR: 0.100000
Training Epoch: 6 [37632/47500]	Loss: 0.1786	LR: 0.100000
Training Epoch: 6 [37888/47500]	Loss: 0.1745	LR: 0.100000
Training Epoch: 6 [38144/47500]	Loss: 0.1643	LR: 0.100000
Training Epoch: 6 [38400/47500]	Loss: 0.1100	LR: 0.100000
Training Epoch: 6 [38656/47500]	Loss: 0.1894	LR: 0.100000
Training Epoch: 6 [38912/47500]	Loss: 0.2354	LR: 0.100000
Training Epoch: 6 [39168/47500]	Loss: 0.1393	LR: 0.100000
Training Epoch: 6 [39424/47500]	Loss: 0.1638	LR: 0.100000
Training Epoch: 6 [39680/47500]	Loss: 0.2122	LR: 0.100000
Training Epoch: 6 [39936/47500]	Loss: 0.2324	LR: 0.100000
Training Epoch: 6 [40192/47500]	Loss: 0.1460	LR: 0.100000
Training Epoch: 6 [40448/47500]	Loss: 0.4064	LR: 0.100000
Training Epoch: 6 [40704/47500]	Loss: 0.1484	LR: 0.100000
Training Epoch: 6 [40960/47500]	Loss: 0.3277	LR: 0.100000
Training Epoch: 6 [41216/47500]	Loss: 0.3183	LR: 0.100000
Training Epoch: 6 [41472/47500]	Loss: 0.1968	LR: 0.100000
Training Epoch: 6 [41728/47500]	Loss: 0.1946	LR: 0.100000
Training Epoch: 6 [41984/47500]	Loss: 0.4544	LR: 0.100000
Training Epoch: 6 [42240/47500]	Loss: 0.3288	LR: 0.100000
Training Epoch: 6 [42496/47500]	Loss: 0.2535	LR: 0.100000
Training Epoch: 6 [42752/47500]	Loss: 0.1810	LR: 0.100000
Training Epoch: 6 [43008/47500]	Loss: 0.2071	LR: 0.100000
Training Epoch: 6 [43264/47500]	Loss: 0.1782	LR: 0.100000
Training Epoch: 6 [43520/47500]	Loss: 0.1472	LR: 0.100000
Training Epoch: 6 [43776/47500]	Loss: 0.1097	LR: 0.100000
Training Epoch: 6 [44032/47500]	Loss: 0.1942	LR: 0.100000
Training Epoch: 6 [44288/47500]	Loss: 0.1463	LR: 0.100000
Training Epoch: 6 [44544/47500]	Loss: 0.1508	LR: 0.100000
Training Epoch: 6 [44800/47500]	Loss: 0.1161	LR: 0.100000
Training Epoch: 6 [45056/47500]	Loss: 0.1745	LR: 0.100000
Training Epoch: 6 [45312/47500]	Loss: 0.1534	LR: 0.100000
Training Epoch: 6 [45568/47500]	Loss: 0.2780	LR: 0.100000
Training Epoch: 6 [45824/47500]	Loss: 0.1691	LR: 0.100000
Training Epoch: 6 [46080/47500]	Loss: 0.0924	LR: 0.100000
Training Epoch: 6 [46336/47500]	Loss: 0.2474	LR: 0.100000
Training Epoch: 6 [46592/47500]	Loss: 0.2580	LR: 0.100000
Training Epoch: 6 [46848/47500]	Loss: 0.2632	LR: 0.100000
Training Epoch: 6 [47104/47500]	Loss: 0.2108	LR: 0.100000
Training Epoch: 6 [47360/47500]	Loss: 0.2870	LR: 0.100000
Training Epoch: 6 [47500/47500]	Loss: 0.1092	LR: 0.100000
Epoch 6 - Average Train Loss: 0.1925, Train Accuracy: 0.9351
Epoch 6 training time consumed: 342.60s
Evaluating Network.....
Test set: Epoch: 6, Average loss: 0.0008, Accuracy: 0.9300, Time consumed:23.48s
Training Epoch: 7 [256/47500]	Loss: 0.1273	LR: 0.020000
Training Epoch: 7 [512/47500]	Loss: 0.1673	LR: 0.020000
Training Epoch: 7 [768/47500]	Loss: 0.1694	LR: 0.020000
Training Epoch: 7 [1024/47500]	Loss: 0.1197	LR: 0.020000
Training Epoch: 7 [1280/47500]	Loss: 0.1301	LR: 0.020000
Training Epoch: 7 [1536/47500]	Loss: 0.0920	LR: 0.020000
Training Epoch: 7 [1792/47500]	Loss: 0.1254	LR: 0.020000
Training Epoch: 7 [2048/47500]	Loss: 0.1105	LR: 0.020000
Training Epoch: 7 [2304/47500]	Loss: 0.0924	LR: 0.020000
Training Epoch: 7 [2560/47500]	Loss: 0.1347	LR: 0.020000
Training Epoch: 7 [2816/47500]	Loss: 0.0975	LR: 0.020000
Training Epoch: 7 [3072/47500]	Loss: 0.1270	LR: 0.020000
Training Epoch: 7 [3328/47500]	Loss: 0.0757	LR: 0.020000
Training Epoch: 7 [3584/47500]	Loss: 0.0815	LR: 0.020000
Training Epoch: 7 [3840/47500]	Loss: 0.0857	LR: 0.020000
Training Epoch: 7 [4096/47500]	Loss: 0.1541	LR: 0.020000
Training Epoch: 7 [4352/47500]	Loss: 0.0954	LR: 0.020000
Training Epoch: 7 [4608/47500]	Loss: 0.0765	LR: 0.020000
Training Epoch: 7 [4864/47500]	Loss: 0.0593	LR: 0.020000
Training Epoch: 7 [5120/47500]	Loss: 0.1164	LR: 0.020000
Training Epoch: 7 [5376/47500]	Loss: 0.0585	LR: 0.020000
Training Epoch: 7 [5632/47500]	Loss: 0.0952	LR: 0.020000
Training Epoch: 7 [5888/47500]	Loss: 0.1178	LR: 0.020000
Training Epoch: 7 [6144/47500]	Loss: 0.0585	LR: 0.020000
Training Epoch: 7 [6400/47500]	Loss: 0.0818	LR: 0.020000
Training Epoch: 7 [6656/47500]	Loss: 0.0939	LR: 0.020000
Training Epoch: 7 [6912/47500]	Loss: 0.0836	LR: 0.020000
Training Epoch: 7 [7168/47500]	Loss: 0.0734	LR: 0.020000
Training Epoch: 7 [7424/47500]	Loss: 0.0941	LR: 0.020000
Training Epoch: 7 [7680/47500]	Loss: 0.1175	LR: 0.020000
Training Epoch: 7 [7936/47500]	Loss: 0.0600	LR: 0.020000
Training Epoch: 7 [8192/47500]	Loss: 0.0889	LR: 0.020000
Training Epoch: 7 [8448/47500]	Loss: 0.0734	LR: 0.020000
Training Epoch: 7 [8704/47500]	Loss: 0.0442	LR: 0.020000
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Training Epoch: 7 [9472/47500]	Loss: 0.0778	LR: 0.020000
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Training Epoch: 7 [9984/47500]	Loss: 0.1340	LR: 0.020000
Training Epoch: 7 [10240/47500]	Loss: 0.0883	LR: 0.020000
Training Epoch: 7 [10496/47500]	Loss: 0.0736	LR: 0.020000
Training Epoch: 7 [10752/47500]	Loss: 0.1002	LR: 0.020000
Training Epoch: 7 [11008/47500]	Loss: 0.0932	LR: 0.020000
Training Epoch: 7 [11264/47500]	Loss: 0.0654	LR: 0.020000
Training Epoch: 7 [11520/47500]	Loss: 0.0450	LR: 0.020000
Training Epoch: 7 [11776/47500]	Loss: 0.0638	LR: 0.020000
Training Epoch: 7 [12032/47500]	Loss: 0.0649	LR: 0.020000
Training Epoch: 7 [12288/47500]	Loss: 0.0419	LR: 0.020000
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Training Epoch: 7 [47360/47500]	Loss: 0.0673	LR: 0.020000
Training Epoch: 7 [47500/47500]	Loss: 0.0424	LR: 0.020000
Epoch 7 - Average Train Loss: 0.0625, Train Accuracy: 0.9787
Epoch 7 training time consumed: 342.94s
Evaluating Network.....
Test set: Epoch: 7, Average loss: 0.0003, Accuracy: 0.9747, Time consumed:23.49s
Saving weights file to checkpoint/retrain/ViT/Saturday_19_July_2025_03h_39m_33s/ViT-Cifar10-seed9-ret50-7-best.pth
Training Epoch: 8 [256/47500]	Loss: 0.0601	LR: 0.020000
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Training Epoch: 8 [37632/47500]	Loss: 0.0662	LR: 0.020000
Training Epoch: 8 [37888/47500]	Loss: 0.0397	LR: 0.020000
Training Epoch: 8 [38144/47500]	Loss: 0.0215	LR: 0.020000
Training Epoch: 8 [38400/47500]	Loss: 0.0337	LR: 0.020000
Training Epoch: 8 [38656/47500]	Loss: 0.0480	LR: 0.020000
Training Epoch: 8 [38912/47500]	Loss: 0.0293	LR: 0.020000
Training Epoch: 8 [39168/47500]	Loss: 0.0160	LR: 0.020000
Training Epoch: 8 [39424/47500]	Loss: 0.0374	LR: 0.020000
Training Epoch: 8 [39680/47500]	Loss: 0.0414	LR: 0.020000
Training Epoch: 8 [39936/47500]	Loss: 0.0377	LR: 0.020000
Training Epoch: 8 [40192/47500]	Loss: 0.0416	LR: 0.020000
Training Epoch: 8 [40448/47500]	Loss: 0.0472	LR: 0.020000
Training Epoch: 8 [40704/47500]	Loss: 0.0466	LR: 0.020000
Training Epoch: 8 [40960/47500]	Loss: 0.1298	LR: 0.020000
Training Epoch: 8 [41216/47500]	Loss: 0.0531	LR: 0.020000
Training Epoch: 8 [41472/47500]	Loss: 0.0589	LR: 0.020000
Training Epoch: 8 [41728/47500]	Loss: 0.0482	LR: 0.020000
Training Epoch: 8 [41984/47500]	Loss: 0.0254	LR: 0.020000
Training Epoch: 8 [42240/47500]	Loss: 0.0309	LR: 0.020000
Training Epoch: 8 [42496/47500]	Loss: 0.0291	LR: 0.020000
Training Epoch: 8 [42752/47500]	Loss: 0.0534	LR: 0.020000
Training Epoch: 8 [43008/47500]	Loss: 0.0283	LR: 0.020000
Training Epoch: 8 [43264/47500]	Loss: 0.0778	LR: 0.020000
Training Epoch: 8 [43520/47500]	Loss: 0.0406	LR: 0.020000
Training Epoch: 8 [43776/47500]	Loss: 0.0619	LR: 0.020000
Training Epoch: 8 [44032/47500]	Loss: 0.0602	LR: 0.020000
Training Epoch: 8 [44288/47500]	Loss: 0.0246	LR: 0.020000
Training Epoch: 8 [44544/47500]	Loss: 0.0397	LR: 0.020000
Training Epoch: 8 [44800/47500]	Loss: 0.0662	LR: 0.020000
Training Epoch: 8 [45056/47500]	Loss: 0.0600	LR: 0.020000
Training Epoch: 8 [45312/47500]	Loss: 0.0358	LR: 0.020000
Training Epoch: 8 [45568/47500]	Loss: 0.0438	LR: 0.020000
Training Epoch: 8 [45824/47500]	Loss: 0.0480	LR: 0.020000
Training Epoch: 8 [46080/47500]	Loss: 0.0568	LR: 0.020000
Training Epoch: 8 [46336/47500]	Loss: 0.0577	LR: 0.020000
Training Epoch: 8 [46592/47500]	Loss: 0.0388	LR: 0.020000
Training Epoch: 8 [46848/47500]	Loss: 0.0317	LR: 0.020000
Training Epoch: 8 [47104/47500]	Loss: 0.0180	LR: 0.020000
Training Epoch: 8 [47360/47500]	Loss: 0.0767	LR: 0.020000
Training Epoch: 8 [47500/47500]	Loss: 0.0195	LR: 0.020000
Epoch 8 - Average Train Loss: 0.0431, Train Accuracy: 0.9854
Epoch 8 training time consumed: 342.47s
Evaluating Network.....
Test set: Epoch: 8, Average loss: 0.0004, Accuracy: 0.9723, Time consumed:23.50s
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: 97.294921875
Retain Accuracy: 98.83340454101562
Zero-Retain Forget (ZRF): 0.7675321102142334
Membership Inference Attack (MIA): 0.816
Forget vs Retain Membership Inference Attack (MIA): 0.543
Forget vs Test Membership Inference Attack (MIA): 0.519
Test vs Retain Membership Inference Attack (MIA): 0.52725
Train vs Test Membership Inference Attack (MIA): 0.518
Forget Set Accuracy (Df): 95.97098541259766
Method Execution Time: 5310.83 seconds
