hello
hello

📌S Retain class distribution for seed 5:
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 5:
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: 2.4578	LR: 0.000000
Training Epoch: 1 [512/47500]	Loss: 2.4167	LR: 0.000538
Training Epoch: 1 [768/47500]	Loss: 2.4613	LR: 0.001075
Training Epoch: 1 [1024/47500]	Loss: 2.3823	LR: 0.001613
Training Epoch: 1 [1280/47500]	Loss: 2.3608	LR: 0.002151
Training Epoch: 1 [1536/47500]	Loss: 2.2757	LR: 0.002688
Training Epoch: 1 [1792/47500]	Loss: 2.0878	LR: 0.003226
Training Epoch: 1 [2048/47500]	Loss: 1.8813	LR: 0.003763
Training Epoch: 1 [2304/47500]	Loss: 1.7725	LR: 0.004301
Training Epoch: 1 [2560/47500]	Loss: 1.5543	LR: 0.004839
Training Epoch: 1 [2816/47500]	Loss: 1.3019	LR: 0.005376
Training Epoch: 1 [3072/47500]	Loss: 1.0400	LR: 0.005914
Training Epoch: 1 [3328/47500]	Loss: 0.8572	LR: 0.006452
Training Epoch: 1 [3584/47500]	Loss: 0.7016	LR: 0.006989
Training Epoch: 1 [3840/47500]	Loss: 0.5594	LR: 0.007527
Training Epoch: 1 [4096/47500]	Loss: 0.4841	LR: 0.008065
Training Epoch: 1 [4352/47500]	Loss: 0.3581	LR: 0.008602
Training Epoch: 1 [4608/47500]	Loss: 0.3718	LR: 0.009140
Training Epoch: 1 [4864/47500]	Loss: 0.2892	LR: 0.009677
Training Epoch: 1 [5120/47500]	Loss: 0.2344	LR: 0.010215
Training Epoch: 1 [5376/47500]	Loss: 0.2095	LR: 0.010753
Training Epoch: 1 [5632/47500]	Loss: 0.1970	LR: 0.011290
Training Epoch: 1 [5888/47500]	Loss: 0.1871	LR: 0.011828
Training Epoch: 1 [6144/47500]	Loss: 0.2947	LR: 0.012366
Training Epoch: 1 [6400/47500]	Loss: 0.3277	LR: 0.012903
Training Epoch: 1 [6656/47500]	Loss: 0.1976	LR: 0.013441
Training Epoch: 1 [6912/47500]	Loss: 0.1973	LR: 0.013978
Training Epoch: 1 [7168/47500]	Loss: 0.1630	LR: 0.014516
Training Epoch: 1 [7424/47500]	Loss: 0.2228	LR: 0.015054
Training Epoch: 1 [7680/47500]	Loss: 0.2218	LR: 0.015591
Training Epoch: 1 [7936/47500]	Loss: 0.2155	LR: 0.016129
Training Epoch: 1 [8192/47500]	Loss: 0.2428	LR: 0.016667
Training Epoch: 1 [8448/47500]	Loss: 0.2353	LR: 0.017204
Training Epoch: 1 [8704/47500]	Loss: 0.1811	LR: 0.017742
Training Epoch: 1 [8960/47500]	Loss: 0.2196	LR: 0.018280
Training Epoch: 1 [9216/47500]	Loss: 0.2719	LR: 0.018817
Training Epoch: 1 [9472/47500]	Loss: 0.2038	LR: 0.019355
Training Epoch: 1 [9728/47500]	Loss: 0.2975	LR: 0.019892
Training Epoch: 1 [9984/47500]	Loss: 0.2984	LR: 0.020430
Training Epoch: 1 [10240/47500]	Loss: 0.2186	LR: 0.020968
Training Epoch: 1 [10496/47500]	Loss: 0.2867	LR: 0.021505
Training Epoch: 1 [10752/47500]	Loss: 0.3201	LR: 0.022043
Training Epoch: 1 [11008/47500]	Loss: 0.2929	LR: 0.022581
Training Epoch: 1 [11264/47500]	Loss: 0.2371	LR: 0.023118
Training Epoch: 1 [11520/47500]	Loss: 0.2281	LR: 0.023656
Training Epoch: 1 [11776/47500]	Loss: 0.4201	LR: 0.024194
Training Epoch: 1 [12032/47500]	Loss: 0.3208	LR: 0.024731
Training Epoch: 1 [12288/47500]	Loss: 0.2315	LR: 0.025269
Training Epoch: 1 [12544/47500]	Loss: 0.2795	LR: 0.025806
Training Epoch: 1 [12800/47500]	Loss: 0.3002	LR: 0.026344
Training Epoch: 1 [13056/47500]	Loss: 0.2570	LR: 0.026882
Training Epoch: 1 [13312/47500]	Loss: 0.2081	LR: 0.027419
Training Epoch: 1 [13568/47500]	Loss: 0.3200	LR: 0.027957
Training Epoch: 1 [13824/47500]	Loss: 0.5077	LR: 0.028495
Training Epoch: 1 [14080/47500]	Loss: 0.1023	LR: 0.029032
Training Epoch: 1 [14336/47500]	Loss: 0.3245	LR: 0.029570
Training Epoch: 1 [14592/47500]	Loss: 0.3499	LR: 0.030108
Training Epoch: 1 [14848/47500]	Loss: 0.2914	LR: 0.030645
Training Epoch: 1 [15104/47500]	Loss: 0.2467	LR: 0.031183
Training Epoch: 1 [15360/47500]	Loss: 0.2367	LR: 0.031720
Training Epoch: 1 [15616/47500]	Loss: 0.3934	LR: 0.032258
Training Epoch: 1 [15872/47500]	Loss: 0.1946	LR: 0.032796
Training Epoch: 1 [16128/47500]	Loss: 0.2898	LR: 0.033333
Training Epoch: 1 [16384/47500]	Loss: 0.2552	LR: 0.033871
Training Epoch: 1 [16640/47500]	Loss: 0.3273	LR: 0.034409
Training Epoch: 1 [16896/47500]	Loss: 0.2882	LR: 0.034946
Training Epoch: 1 [17152/47500]	Loss: 0.2720	LR: 0.035484
Training Epoch: 1 [17408/47500]	Loss: 0.2120	LR: 0.036022
Training Epoch: 1 [17664/47500]	Loss: 0.2768	LR: 0.036559
Training Epoch: 1 [17920/47500]	Loss: 0.2048	LR: 0.037097
Training Epoch: 1 [18176/47500]	Loss: 0.3438	LR: 0.037634
Training Epoch: 1 [18432/47500]	Loss: 0.3095	LR: 0.038172
Training Epoch: 1 [18688/47500]	Loss: 0.1952	LR: 0.038710
Training Epoch: 1 [18944/47500]	Loss: 0.3580	LR: 0.039247
Training Epoch: 1 [19200/47500]	Loss: 0.3680	LR: 0.039785
Training Epoch: 1 [19456/47500]	Loss: 0.3890	LR: 0.040323
Training Epoch: 1 [19712/47500]	Loss: 0.2143	LR: 0.040860
Training Epoch: 1 [19968/47500]	Loss: 0.2399	LR: 0.041398
Training Epoch: 1 [20224/47500]	Loss: 0.2895	LR: 0.041935
Training Epoch: 1 [20480/47500]	Loss: 0.3270	LR: 0.042473
Training Epoch: 1 [20736/47500]	Loss: 0.2365	LR: 0.043011
Training Epoch: 1 [20992/47500]	Loss: 0.2137	LR: 0.043548
Training Epoch: 1 [21248/47500]	Loss: 0.2551	LR: 0.044086
Training Epoch: 1 [21504/47500]	Loss: 0.2974	LR: 0.044624
Training Epoch: 1 [21760/47500]	Loss: 0.1358	LR: 0.045161
Training Epoch: 1 [22016/47500]	Loss: 0.2608	LR: 0.045699
Training Epoch: 1 [22272/47500]	Loss: 0.1899	LR: 0.046237
Training Epoch: 1 [22528/47500]	Loss: 0.2046	LR: 0.046774
Training Epoch: 1 [22784/47500]	Loss: 0.2317	LR: 0.047312
Training Epoch: 1 [23040/47500]	Loss: 0.1330	LR: 0.047849
Training Epoch: 1 [23296/47500]	Loss: 0.2630	LR: 0.048387
Training Epoch: 1 [23552/47500]	Loss: 0.1107	LR: 0.048925
Training Epoch: 1 [23808/47500]	Loss: 0.2137	LR: 0.049462
Training Epoch: 1 [24064/47500]	Loss: 0.1406	LR: 0.050000
Training Epoch: 1 [24320/47500]	Loss: 0.1243	LR: 0.050538
Training Epoch: 1 [24576/47500]	Loss: 0.2610	LR: 0.051075
Training Epoch: 1 [24832/47500]	Loss: 0.2461	LR: 0.051613
Training Epoch: 1 [25088/47500]	Loss: 0.1872	LR: 0.052151
Training Epoch: 1 [25344/47500]	Loss: 0.2747	LR: 0.052688
Training Epoch: 1 [25600/47500]	Loss: 0.1613	LR: 0.053226
Training Epoch: 1 [25856/47500]	Loss: 0.1161	LR: 0.053763
Training Epoch: 1 [26112/47500]	Loss: 0.1626	LR: 0.054301
Training Epoch: 1 [26368/47500]	Loss: 0.2036	LR: 0.054839
Training Epoch: 1 [26624/47500]	Loss: 0.1675	LR: 0.055376
Training Epoch: 1 [26880/47500]	Loss: 0.1437	LR: 0.055914
Training Epoch: 1 [27136/47500]	Loss: 0.1571	LR: 0.056452
Training Epoch: 1 [27392/47500]	Loss: 0.1423	LR: 0.056989
Training Epoch: 1 [27648/47500]	Loss: 0.0905	LR: 0.057527
Training Epoch: 1 [27904/47500]	Loss: 0.1378	LR: 0.058065
Training Epoch: 1 [28160/47500]	Loss: 0.2108	LR: 0.058602
Training Epoch: 1 [28416/47500]	Loss: 0.2134	LR: 0.059140
Training Epoch: 1 [28672/47500]	Loss: 0.2046	LR: 0.059677
Training Epoch: 1 [28928/47500]	Loss: 0.1483	LR: 0.060215
Training Epoch: 1 [29184/47500]	Loss: 0.2874	LR: 0.060753
Training Epoch: 1 [29440/47500]	Loss: 0.1726	LR: 0.061290
Training Epoch: 1 [29696/47500]	Loss: 0.2128	LR: 0.061828
Training Epoch: 1 [29952/47500]	Loss: 0.2261	LR: 0.062366
Training Epoch: 1 [30208/47500]	Loss: 0.1730	LR: 0.062903
Training Epoch: 1 [30464/47500]	Loss: 0.1342	LR: 0.063441
Training Epoch: 1 [30720/47500]	Loss: 0.1696	LR: 0.063978
Training Epoch: 1 [30976/47500]	Loss: 0.1360	LR: 0.064516
Training Epoch: 1 [31232/47500]	Loss: 0.1961	LR: 0.065054
Training Epoch: 1 [31488/47500]	Loss: 0.1754	LR: 0.065591
Training Epoch: 1 [31744/47500]	Loss: 0.1366	LR: 0.066129
Training Epoch: 1 [32000/47500]	Loss: 0.1849	LR: 0.066667
Training Epoch: 1 [32256/47500]	Loss: 0.1954	LR: 0.067204
Training Epoch: 1 [32512/47500]	Loss: 0.1944	LR: 0.067742
Training Epoch: 1 [32768/47500]	Loss: 0.2615	LR: 0.068280
Training Epoch: 1 [33024/47500]	Loss: 0.1780	LR: 0.068817
Training Epoch: 1 [33280/47500]	Loss: 0.1890	LR: 0.069355
Training Epoch: 1 [33536/47500]	Loss: 0.2199	LR: 0.069892
Training Epoch: 1 [33792/47500]	Loss: 0.2618	LR: 0.070430
Training Epoch: 1 [34048/47500]	Loss: 0.2171	LR: 0.070968
Training Epoch: 1 [34304/47500]	Loss: 0.2799	LR: 0.071505
Training Epoch: 1 [34560/47500]	Loss: 0.1191	LR: 0.072043
Training Epoch: 1 [34816/47500]	Loss: 0.2345	LR: 0.072581
Training Epoch: 1 [35072/47500]	Loss: 0.2456	LR: 0.073118
Training Epoch: 1 [35328/47500]	Loss: 0.1880	LR: 0.073656
Training Epoch: 1 [35584/47500]	Loss: 0.2381	LR: 0.074194
Training Epoch: 1 [35840/47500]	Loss: 0.2713	LR: 0.074731
Training Epoch: 1 [36096/47500]	Loss: 0.1554	LR: 0.075269
Training Epoch: 1 [36352/47500]	Loss: 0.1875	LR: 0.075806
Training Epoch: 1 [36608/47500]	Loss: 0.2604	LR: 0.076344
Training Epoch: 1 [36864/47500]	Loss: 0.2576	LR: 0.076882
Training Epoch: 1 [37120/47500]	Loss: 0.1916	LR: 0.077419
Training Epoch: 1 [37376/47500]	Loss: 0.2750	LR: 0.077957
Training Epoch: 1 [37632/47500]	Loss: 0.3218	LR: 0.078495
Training Epoch: 1 [37888/47500]	Loss: 0.1847	LR: 0.079032
Training Epoch: 1 [38144/47500]	Loss: 0.1263	LR: 0.079570
Training Epoch: 1 [38400/47500]	Loss: 0.1898	LR: 0.080108
Training Epoch: 1 [38656/47500]	Loss: 0.2867	LR: 0.080645
Training Epoch: 1 [38912/47500]	Loss: 0.1586	LR: 0.081183
Training Epoch: 1 [39168/47500]	Loss: 0.1975	LR: 0.081720
Training Epoch: 1 [39424/47500]	Loss: 0.2956	LR: 0.082258
Training Epoch: 1 [39680/47500]	Loss: 0.2093	LR: 0.082796
Training Epoch: 1 [39936/47500]	Loss: 0.2731	LR: 0.083333
Training Epoch: 1 [40192/47500]	Loss: 0.2091	LR: 0.083871
Training Epoch: 1 [40448/47500]	Loss: 0.3012	LR: 0.084409
Training Epoch: 1 [40704/47500]	Loss: 0.2179	LR: 0.084946
Training Epoch: 1 [40960/47500]	Loss: 0.2953	LR: 0.085484
Training Epoch: 1 [41216/47500]	Loss: 0.2463	LR: 0.086022
Training Epoch: 1 [41472/47500]	Loss: 0.1994	LR: 0.086559
Training Epoch: 1 [41728/47500]	Loss: 0.2133	LR: 0.087097
Training Epoch: 1 [41984/47500]	Loss: 0.2487	LR: 0.087634
Training Epoch: 1 [42240/47500]	Loss: 0.2352	LR: 0.088172
Training Epoch: 1 [42496/47500]	Loss: 0.2083	LR: 0.088710
Training Epoch: 1 [42752/47500]	Loss: 0.3176	LR: 0.089247
Training Epoch: 1 [43008/47500]	Loss: 0.2064	LR: 0.089785
Training Epoch: 1 [43264/47500]	Loss: 0.3839	LR: 0.090323
Training Epoch: 1 [43520/47500]	Loss: 0.2546	LR: 0.090860
Training Epoch: 1 [43776/47500]	Loss: 0.3036	LR: 0.091398
Training Epoch: 1 [44032/47500]	Loss: 0.2569	LR: 0.091935
Training Epoch: 1 [44288/47500]	Loss: 0.3016	LR: 0.092473
Training Epoch: 1 [44544/47500]	Loss: 0.2327	LR: 0.093011
Training Epoch: 1 [44800/47500]	Loss: 0.2418	LR: 0.093548
Training Epoch: 1 [45056/47500]	Loss: 0.1663	LR: 0.094086
Training Epoch: 1 [45312/47500]	Loss: 0.1874	LR: 0.094624
Training Epoch: 1 [45568/47500]	Loss: 0.2669	LR: 0.095161
Training Epoch: 1 [45824/47500]	Loss: 0.2812	LR: 0.095699
Training Epoch: 1 [46080/47500]	Loss: 0.2401	LR: 0.096237
Training Epoch: 1 [46336/47500]	Loss: 0.2449	LR: 0.096774
Training Epoch: 1 [46592/47500]	Loss: 0.2237	LR: 0.097312
Training Epoch: 1 [46848/47500]	Loss: 0.2674	LR: 0.097849
Training Epoch: 1 [47104/47500]	Loss: 0.3223	LR: 0.098387
Training Epoch: 1 [47360/47500]	Loss: 0.2646	LR: 0.098925
Training Epoch: 1 [47500/47500]	Loss: 0.2383	LR: 0.099462
Epoch 1 - Average Train Loss: 0.3597, Train Accuracy: 0.8843
Epoch 1 training time consumed: 344.15s
Evaluating Network.....
Test set: Epoch: 1, Average loss: 0.0007, Accuracy: 0.9454, Time consumed:23.49s
Saving weights file to checkpoint/retrain/ViT/Friday_18_July_2025_21h_42m_21s/ViT-Cifar10-seed5-ret50-1-best.pth
Training Epoch: 2 [256/47500]	Loss: 0.3095	LR: 0.100000
Training Epoch: 2 [512/47500]	Loss: 0.3542	LR: 0.100000
Training Epoch: 2 [768/47500]	Loss: 0.1823	LR: 0.100000
Training Epoch: 2 [1024/47500]	Loss: 0.3806	LR: 0.100000
Training Epoch: 2 [1280/47500]	Loss: 0.2094	LR: 0.100000
Training Epoch: 2 [1536/47500]	Loss: 0.2368	LR: 0.100000
Training Epoch: 2 [1792/47500]	Loss: 0.3226	LR: 0.100000
Training Epoch: 2 [2048/47500]	Loss: 0.2723	LR: 0.100000
Training Epoch: 2 [2304/47500]	Loss: 0.1783	LR: 0.100000
Training Epoch: 2 [2560/47500]	Loss: 0.2574	LR: 0.100000
Training Epoch: 2 [2816/47500]	Loss: 0.3375	LR: 0.100000
Training Epoch: 2 [3072/47500]	Loss: 0.2331	LR: 0.100000
Training Epoch: 2 [3328/47500]	Loss: 0.2539	LR: 0.100000
Training Epoch: 2 [3584/47500]	Loss: 0.3013	LR: 0.100000
Training Epoch: 2 [3840/47500]	Loss: 0.3429	LR: 0.100000
Training Epoch: 2 [4096/47500]	Loss: 0.2183	LR: 0.100000
Training Epoch: 2 [4352/47500]	Loss: 0.1418	LR: 0.100000
Training Epoch: 2 [4608/47500]	Loss: 0.2015	LR: 0.100000
Training Epoch: 2 [4864/47500]	Loss: 0.1541	LR: 0.100000
Training Epoch: 2 [5120/47500]	Loss: 0.2626	LR: 0.100000
Training Epoch: 2 [5376/47500]	Loss: 0.1922	LR: 0.100000
Training Epoch: 2 [5632/47500]	Loss: 0.4005	LR: 0.100000
Training Epoch: 2 [5888/47500]	Loss: 0.2450	LR: 0.100000
Training Epoch: 2 [6144/47500]	Loss: 0.2802	LR: 0.100000
Training Epoch: 2 [6400/47500]	Loss: 0.2524	LR: 0.100000
Training Epoch: 2 [6656/47500]	Loss: 0.1900	LR: 0.100000
Training Epoch: 2 [6912/47500]	Loss: 0.2751	LR: 0.100000
Training Epoch: 2 [7168/47500]	Loss: 0.2062	LR: 0.100000
Training Epoch: 2 [7424/47500]	Loss: 0.3012	LR: 0.100000
Training Epoch: 2 [7680/47500]	Loss: 0.2996	LR: 0.100000
Training Epoch: 2 [7936/47500]	Loss: 0.2362	LR: 0.100000
Training Epoch: 2 [8192/47500]	Loss: 0.2223	LR: 0.100000
Training Epoch: 2 [8448/47500]	Loss: 0.3362	LR: 0.100000
Training Epoch: 2 [8704/47500]	Loss: 0.3140	LR: 0.100000
Training Epoch: 2 [8960/47500]	Loss: 0.2463	LR: 0.100000
Training Epoch: 2 [9216/47500]	Loss: 0.1683	LR: 0.100000
Training Epoch: 2 [9472/47500]	Loss: 0.2004	LR: 0.100000
Training Epoch: 2 [9728/47500]	Loss: 0.2658	LR: 0.100000
Training Epoch: 2 [9984/47500]	Loss: 0.1357	LR: 0.100000
Training Epoch: 2 [10240/47500]	Loss: 0.1772	LR: 0.100000
Training Epoch: 2 [10496/47500]	Loss: 0.2916	LR: 0.100000
Training Epoch: 2 [10752/47500]	Loss: 0.1525	LR: 0.100000
Training Epoch: 2 [11008/47500]	Loss: 0.3282	LR: 0.100000
Training Epoch: 2 [11264/47500]	Loss: 0.2377	LR: 0.100000
Training Epoch: 2 [11520/47500]	Loss: 0.2615	LR: 0.100000
Training Epoch: 2 [11776/47500]	Loss: 0.2543	LR: 0.100000
Training Epoch: 2 [12032/47500]	Loss: 0.2053	LR: 0.100000
Training Epoch: 2 [12288/47500]	Loss: 0.2475	LR: 0.100000
Training Epoch: 2 [12544/47500]	Loss: 0.2239	LR: 0.100000
Training Epoch: 2 [12800/47500]	Loss: 0.2569	LR: 0.100000
Training Epoch: 2 [13056/47500]	Loss: 0.2194	LR: 0.100000
Training Epoch: 2 [13312/47500]	Loss: 0.2169	LR: 0.100000
Training Epoch: 2 [13568/47500]	Loss: 0.2398	LR: 0.100000
Training Epoch: 2 [13824/47500]	Loss: 0.2224	LR: 0.100000
Training Epoch: 2 [14080/47500]	Loss: 0.2754	LR: 0.100000
Training Epoch: 2 [14336/47500]	Loss: 0.2207	LR: 0.100000
Training Epoch: 2 [14592/47500]	Loss: 0.2964	LR: 0.100000
Training Epoch: 2 [14848/47500]	Loss: 0.2123	LR: 0.100000
Training Epoch: 2 [15104/47500]	Loss: 0.2373	LR: 0.100000
Training Epoch: 2 [15360/47500]	Loss: 0.3258	LR: 0.100000
Training Epoch: 2 [15616/47500]	Loss: 0.3361	LR: 0.100000
Training Epoch: 2 [15872/47500]	Loss: 0.2403	LR: 0.100000
Training Epoch: 2 [16128/47500]	Loss: 0.1955	LR: 0.100000
Training Epoch: 2 [16384/47500]	Loss: 0.2615	LR: 0.100000
Training Epoch: 2 [16640/47500]	Loss: 0.2549	LR: 0.100000
Training Epoch: 2 [16896/47500]	Loss: 0.2552	LR: 0.100000
Training Epoch: 2 [17152/47500]	Loss: 0.2618	LR: 0.100000
Training Epoch: 2 [17408/47500]	Loss: 0.2999	LR: 0.100000
Training Epoch: 2 [17664/47500]	Loss: 0.2726	LR: 0.100000
Training Epoch: 2 [17920/47500]	Loss: 0.1699	LR: 0.100000
Training Epoch: 2 [18176/47500]	Loss: 0.1807	LR: 0.100000
Training Epoch: 2 [18432/47500]	Loss: 0.1772	LR: 0.100000
Training Epoch: 2 [18688/47500]	Loss: 0.2118	LR: 0.100000
Training Epoch: 2 [18944/47500]	Loss: 0.1792	LR: 0.100000
Training Epoch: 2 [19200/47500]	Loss: 0.1458	LR: 0.100000
Training Epoch: 2 [19456/47500]	Loss: 0.2223	LR: 0.100000
Training Epoch: 2 [19712/47500]	Loss: 0.2626	LR: 0.100000
Training Epoch: 2 [19968/47500]	Loss: 0.1787	LR: 0.100000
Training Epoch: 2 [20224/47500]	Loss: 0.1787	LR: 0.100000
Training Epoch: 2 [20480/47500]	Loss: 0.3321	LR: 0.100000
Training Epoch: 2 [20736/47500]	Loss: 0.2136	LR: 0.100000
Training Epoch: 2 [20992/47500]	Loss: 0.2278	LR: 0.100000
Training Epoch: 2 [21248/47500]	Loss: 0.2624	LR: 0.100000
Training Epoch: 2 [21504/47500]	Loss: 0.2471	LR: 0.100000
Training Epoch: 2 [21760/47500]	Loss: 0.3448	LR: 0.100000
Training Epoch: 2 [22016/47500]	Loss: 0.1730	LR: 0.100000
Training Epoch: 2 [22272/47500]	Loss: 0.1765	LR: 0.100000
Training Epoch: 2 [22528/47500]	Loss: 0.2089	LR: 0.100000
Training Epoch: 2 [22784/47500]	Loss: 0.1767	LR: 0.100000
Training Epoch: 2 [23040/47500]	Loss: 0.1962	LR: 0.100000
Training Epoch: 2 [23296/47500]	Loss: 0.1433	LR: 0.100000
Training Epoch: 2 [23552/47500]	Loss: 0.1892	LR: 0.100000
Training Epoch: 2 [23808/47500]	Loss: 0.1702	LR: 0.100000
Training Epoch: 2 [24064/47500]	Loss: 0.1899	LR: 0.100000
Training Epoch: 2 [24320/47500]	Loss: 0.1200	LR: 0.100000
Training Epoch: 2 [24576/47500]	Loss: 0.1990	LR: 0.100000
Training Epoch: 2 [24832/47500]	Loss: 0.2352	LR: 0.100000
Training Epoch: 2 [25088/47500]	Loss: 0.2328	LR: 0.100000
Training Epoch: 2 [25344/47500]	Loss: 0.2335	LR: 0.100000
Training Epoch: 2 [25600/47500]	Loss: 0.1951	LR: 0.100000
Training Epoch: 2 [25856/47500]	Loss: 0.1871	LR: 0.100000
Training Epoch: 2 [26112/47500]	Loss: 0.2042	LR: 0.100000
Training Epoch: 2 [26368/47500]	Loss: 0.1807	LR: 0.100000
Training Epoch: 2 [26624/47500]	Loss: 0.2624	LR: 0.100000
Training Epoch: 2 [26880/47500]	Loss: 0.2594	LR: 0.100000
Training Epoch: 2 [27136/47500]	Loss: 0.1808	LR: 0.100000
Training Epoch: 2 [27392/47500]	Loss: 0.1576	LR: 0.100000
Training Epoch: 2 [27648/47500]	Loss: 0.2281	LR: 0.100000
Training Epoch: 2 [27904/47500]	Loss: 0.2187	LR: 0.100000
Training Epoch: 2 [28160/47500]	Loss: 0.1590	LR: 0.100000
Training Epoch: 2 [28416/47500]	Loss: 0.1240	LR: 0.100000
Training Epoch: 2 [28672/47500]	Loss: 0.2268	LR: 0.100000
Training Epoch: 2 [28928/47500]	Loss: 0.1680	LR: 0.100000
Training Epoch: 2 [29184/47500]	Loss: 0.1506	LR: 0.100000
Training Epoch: 2 [29440/47500]	Loss: 0.2388	LR: 0.100000
Training Epoch: 2 [29696/47500]	Loss: 0.1567	LR: 0.100000
Training Epoch: 2 [29952/47500]	Loss: 0.1582	LR: 0.100000
Training Epoch: 2 [30208/47500]	Loss: 0.2699	LR: 0.100000
Training Epoch: 2 [30464/47500]	Loss: 0.2000	LR: 0.100000
Training Epoch: 2 [30720/47500]	Loss: 0.2427	LR: 0.100000
Training Epoch: 2 [30976/47500]	Loss: 0.2703	LR: 0.100000
Training Epoch: 2 [31232/47500]	Loss: 0.1806	LR: 0.100000
Training Epoch: 2 [31488/47500]	Loss: 0.2235	LR: 0.100000
Training Epoch: 2 [31744/47500]	Loss: 0.2062	LR: 0.100000
Training Epoch: 2 [32000/47500]	Loss: 0.1742	LR: 0.100000
Training Epoch: 2 [32256/47500]	Loss: 0.2481	LR: 0.100000
Training Epoch: 2 [32512/47500]	Loss: 0.2928	LR: 0.100000
Training Epoch: 2 [32768/47500]	Loss: 0.1805	LR: 0.100000
Training Epoch: 2 [33024/47500]	Loss: 0.1439	LR: 0.100000
Training Epoch: 2 [33280/47500]	Loss: 0.1763	LR: 0.100000
Training Epoch: 2 [33536/47500]	Loss: 0.1432	LR: 0.100000
Training Epoch: 2 [33792/47500]	Loss: 0.3056	LR: 0.100000
Training Epoch: 2 [34048/47500]	Loss: 0.0703	LR: 0.100000
Training Epoch: 2 [34304/47500]	Loss: 0.1923	LR: 0.100000
Training Epoch: 2 [34560/47500]	Loss: 0.1821	LR: 0.100000
Training Epoch: 2 [34816/47500]	Loss: 0.1826	LR: 0.100000
Training Epoch: 2 [35072/47500]	Loss: 0.2969	LR: 0.100000
Training Epoch: 2 [35328/47500]	Loss: 0.1714	LR: 0.100000
Training Epoch: 2 [35584/47500]	Loss: 0.1591	LR: 0.100000
Training Epoch: 2 [35840/47500]	Loss: 0.1913	LR: 0.100000
Training Epoch: 2 [36096/47500]	Loss: 0.1309	LR: 0.100000
Training Epoch: 2 [36352/47500]	Loss: 0.1447	LR: 0.100000
Training Epoch: 2 [36608/47500]	Loss: 0.1606	LR: 0.100000
Training Epoch: 2 [36864/47500]	Loss: 0.1379	LR: 0.100000
Training Epoch: 2 [37120/47500]	Loss: 0.1218	LR: 0.100000
Training Epoch: 2 [37376/47500]	Loss: 0.1743	LR: 0.100000
Training Epoch: 2 [37632/47500]	Loss: 0.2346	LR: 0.100000
Training Epoch: 2 [37888/47500]	Loss: 0.3106	LR: 0.100000
Training Epoch: 2 [38144/47500]	Loss: 0.1923	LR: 0.100000
Training Epoch: 2 [38400/47500]	Loss: 0.1876	LR: 0.100000
Training Epoch: 2 [38656/47500]	Loss: 0.2003	LR: 0.100000
Training Epoch: 2 [38912/47500]	Loss: 0.2892	LR: 0.100000
Training Epoch: 2 [39168/47500]	Loss: 0.1620	LR: 0.100000
Training Epoch: 2 [39424/47500]	Loss: 0.1729	LR: 0.100000
Training Epoch: 2 [39680/47500]	Loss: 0.2898	LR: 0.100000
Training Epoch: 2 [39936/47500]	Loss: 0.1794	LR: 0.100000
Training Epoch: 2 [40192/47500]	Loss: 0.1732	LR: 0.100000
Training Epoch: 2 [40448/47500]	Loss: 0.2544	LR: 0.100000
Training Epoch: 2 [40704/47500]	Loss: 0.3027	LR: 0.100000
Training Epoch: 2 [40960/47500]	Loss: 0.1921	LR: 0.100000
Training Epoch: 2 [41216/47500]	Loss: 0.1803	LR: 0.100000
Training Epoch: 2 [41472/47500]	Loss: 0.2384	LR: 0.100000
Training Epoch: 2 [41728/47500]	Loss: 0.2325	LR: 0.100000
Training Epoch: 2 [41984/47500]	Loss: 0.1946	LR: 0.100000
Training Epoch: 2 [42240/47500]	Loss: 0.2201	LR: 0.100000
Training Epoch: 2 [42496/47500]	Loss: 0.2119	LR: 0.100000
Training Epoch: 2 [42752/47500]	Loss: 0.1472	LR: 0.100000
Training Epoch: 2 [43008/47500]	Loss: 0.2653	LR: 0.100000
Training Epoch: 2 [43264/47500]	Loss: 0.1753	LR: 0.100000
Training Epoch: 2 [43520/47500]	Loss: 0.1546	LR: 0.100000
Training Epoch: 2 [43776/47500]	Loss: 0.1814	LR: 0.100000
Training Epoch: 2 [44032/47500]	Loss: 0.2016	LR: 0.100000
Training Epoch: 2 [44288/47500]	Loss: 0.1424	LR: 0.100000
Training Epoch: 2 [44544/47500]	Loss: 0.2206	LR: 0.100000
Training Epoch: 2 [44800/47500]	Loss: 0.1748	LR: 0.100000
Training Epoch: 2 [45056/47500]	Loss: 0.1293	LR: 0.100000
Training Epoch: 2 [45312/47500]	Loss: 0.1808	LR: 0.100000
Training Epoch: 2 [45568/47500]	Loss: 0.2943	LR: 0.100000
Training Epoch: 2 [45824/47500]	Loss: 0.2285	LR: 0.100000
Training Epoch: 2 [46080/47500]	Loss: 0.1250	LR: 0.100000
Training Epoch: 2 [46336/47500]	Loss: 0.2862	LR: 0.100000
Training Epoch: 2 [46592/47500]	Loss: 0.1822	LR: 0.100000
Training Epoch: 2 [46848/47500]	Loss: 0.2460	LR: 0.100000
Training Epoch: 2 [47104/47500]	Loss: 0.1395	LR: 0.100000
Training Epoch: 2 [47360/47500]	Loss: 0.2548	LR: 0.100000
Training Epoch: 2 [47500/47500]	Loss: 0.2176	LR: 0.100000
Epoch 2 - Average Train Loss: 0.2203, Train Accuracy: 0.9253
Epoch 2 training time consumed: 343.01s
Evaluating Network.....
Test set: Epoch: 2, Average loss: 0.0005, Accuracy: 0.9580, Time consumed:23.53s
Saving weights file to checkpoint/retrain/ViT/Friday_18_July_2025_21h_42m_21s/ViT-Cifar10-seed5-ret50-2-best.pth
Training Epoch: 3 [256/47500]	Loss: 0.1607	LR: 0.100000
Training Epoch: 3 [512/47500]	Loss: 0.2026	LR: 0.100000
Training Epoch: 3 [768/47500]	Loss: 0.1866	LR: 0.100000
Training Epoch: 3 [1024/47500]	Loss: 0.1542	LR: 0.100000
Training Epoch: 3 [1280/47500]	Loss: 0.1691	LR: 0.100000
Training Epoch: 3 [1536/47500]	Loss: 0.1840	LR: 0.100000
Training Epoch: 3 [1792/47500]	Loss: 0.1202	LR: 0.100000
Training Epoch: 3 [2048/47500]	Loss: 0.1546	LR: 0.100000
Training Epoch: 3 [2304/47500]	Loss: 0.1276	LR: 0.100000
Training Epoch: 3 [2560/47500]	Loss: 0.1362	LR: 0.100000
Training Epoch: 3 [2816/47500]	Loss: 0.1297	LR: 0.100000
Training Epoch: 3 [3072/47500]	Loss: 0.1061	LR: 0.100000
Training Epoch: 3 [3328/47500]	Loss: 0.1395	LR: 0.100000
Training Epoch: 3 [3584/47500]	Loss: 0.1460	LR: 0.100000
Training Epoch: 3 [3840/47500]	Loss: 0.1445	LR: 0.100000
Training Epoch: 3 [4096/47500]	Loss: 0.2058	LR: 0.100000
Training Epoch: 3 [4352/47500]	Loss: 0.1559	LR: 0.100000
Training Epoch: 3 [4608/47500]	Loss: 0.0917	LR: 0.100000
Training Epoch: 3 [4864/47500]	Loss: 0.1740	LR: 0.100000
Training Epoch: 3 [5120/47500]	Loss: 0.2258	LR: 0.100000
Training Epoch: 3 [5376/47500]	Loss: 0.1371	LR: 0.100000
Training Epoch: 3 [5632/47500]	Loss: 0.0744	LR: 0.100000
Training Epoch: 3 [5888/47500]	Loss: 0.1467	LR: 0.100000
Training Epoch: 3 [6144/47500]	Loss: 0.1858	LR: 0.100000
Training Epoch: 3 [6400/47500]	Loss: 0.2249	LR: 0.100000
Training Epoch: 3 [6656/47500]	Loss: 0.1635	LR: 0.100000
Training Epoch: 3 [6912/47500]	Loss: 0.1893	LR: 0.100000
Training Epoch: 3 [7168/47500]	Loss: 0.2429	LR: 0.100000
Training Epoch: 3 [7424/47500]	Loss: 0.2113	LR: 0.100000
Training Epoch: 3 [7680/47500]	Loss: 0.2378	LR: 0.100000
Training Epoch: 3 [7936/47500]	Loss: 0.2679	LR: 0.100000
Training Epoch: 3 [8192/47500]	Loss: 0.1905	LR: 0.100000
Training Epoch: 3 [8448/47500]	Loss: 0.1850	LR: 0.100000
Training Epoch: 3 [8704/47500]	Loss: 0.2269	LR: 0.100000
Training Epoch: 3 [8960/47500]	Loss: 0.1618	LR: 0.100000
Training Epoch: 3 [9216/47500]	Loss: 0.2413	LR: 0.100000
Training Epoch: 3 [9472/47500]	Loss: 0.1465	LR: 0.100000
Training Epoch: 3 [9728/47500]	Loss: 0.0984	LR: 0.100000
Training Epoch: 3 [9984/47500]	Loss: 0.0981	LR: 0.100000
Training Epoch: 3 [10240/47500]	Loss: 0.1080	LR: 0.100000
Training Epoch: 3 [10496/47500]	Loss: 0.1969	LR: 0.100000
Training Epoch: 3 [10752/47500]	Loss: 0.1550	LR: 0.100000
Training Epoch: 3 [11008/47500]	Loss: 0.1305	LR: 0.100000
Training Epoch: 3 [11264/47500]	Loss: 0.0888	LR: 0.100000
Training Epoch: 3 [11520/47500]	Loss: 0.0696	LR: 0.100000
Training Epoch: 3 [11776/47500]	Loss: 0.1237	LR: 0.100000
Training Epoch: 3 [12032/47500]	Loss: 0.1609	LR: 0.100000
Training Epoch: 3 [12288/47500]	Loss: 0.1508	LR: 0.100000
Training Epoch: 3 [12544/47500]	Loss: 0.1702	LR: 0.100000
Training Epoch: 3 [12800/47500]	Loss: 0.2315	LR: 0.100000
Training Epoch: 3 [13056/47500]	Loss: 0.1720	LR: 0.100000
Training Epoch: 3 [13312/47500]	Loss: 0.1502	LR: 0.100000
Training Epoch: 3 [13568/47500]	Loss: 0.1583	LR: 0.100000
Training Epoch: 3 [13824/47500]	Loss: 0.1662	LR: 0.100000
Training Epoch: 3 [14080/47500]	Loss: 0.1401	LR: 0.100000
Training Epoch: 3 [14336/47500]	Loss: 0.1902	LR: 0.100000
Training Epoch: 3 [14592/47500]	Loss: 0.2670	LR: 0.100000
Training Epoch: 3 [14848/47500]	Loss: 0.2169	LR: 0.100000
Training Epoch: 3 [15104/47500]	Loss: 0.1631	LR: 0.100000
Training Epoch: 3 [15360/47500]	Loss: 0.2271	LR: 0.100000
Training Epoch: 3 [15616/47500]	Loss: 0.3104	LR: 0.100000
Training Epoch: 3 [15872/47500]	Loss: 0.1503	LR: 0.100000
Training Epoch: 3 [16128/47500]	Loss: 0.2235	LR: 0.100000
Training Epoch: 3 [16384/47500]	Loss: 0.1425	LR: 0.100000
Training Epoch: 3 [16640/47500]	Loss: 0.2260	LR: 0.100000
Training Epoch: 3 [16896/47500]	Loss: 0.2454	LR: 0.100000
Training Epoch: 3 [17152/47500]	Loss: 0.2161	LR: 0.100000
Training Epoch: 3 [17408/47500]	Loss: 0.1407	LR: 0.100000
Training Epoch: 3 [17664/47500]	Loss: 0.1588	LR: 0.100000
Training Epoch: 3 [17920/47500]	Loss: 0.1671	LR: 0.100000
Training Epoch: 3 [18176/47500]	Loss: 0.1362	LR: 0.100000
Training Epoch: 3 [18432/47500]	Loss: 0.2696	LR: 0.100000
Training Epoch: 3 [18688/47500]	Loss: 0.2409	LR: 0.100000
Training Epoch: 3 [18944/47500]	Loss: 0.1620	LR: 0.100000
Training Epoch: 3 [19200/47500]	Loss: 0.1819	LR: 0.100000
Training Epoch: 3 [19456/47500]	Loss: 0.1323	LR: 0.100000
Training Epoch: 3 [19712/47500]	Loss: 0.0974	LR: 0.100000
Training Epoch: 3 [19968/47500]	Loss: 0.1517	LR: 0.100000
Training Epoch: 3 [20224/47500]	Loss: 0.1350	LR: 0.100000
Training Epoch: 3 [20480/47500]	Loss: 0.1945	LR: 0.100000
Training Epoch: 3 [20736/47500]	Loss: 0.1883	LR: 0.100000
Training Epoch: 3 [20992/47500]	Loss: 0.1676	LR: 0.100000
Training Epoch: 3 [21248/47500]	Loss: 0.1506	LR: 0.100000
Training Epoch: 3 [21504/47500]	Loss: 0.1388	LR: 0.100000
Training Epoch: 3 [21760/47500]	Loss: 0.1522	LR: 0.100000
Training Epoch: 3 [22016/47500]	Loss: 0.1322	LR: 0.100000
Training Epoch: 3 [22272/47500]	Loss: 0.1830	LR: 0.100000
Training Epoch: 3 [22528/47500]	Loss: 0.1010	LR: 0.100000
Training Epoch: 3 [22784/47500]	Loss: 0.0829	LR: 0.100000
Training Epoch: 3 [23040/47500]	Loss: 0.2581	LR: 0.100000
Training Epoch: 3 [23296/47500]	Loss: 0.2008	LR: 0.100000
Training Epoch: 3 [23552/47500]	Loss: 0.1696	LR: 0.100000
Training Epoch: 3 [23808/47500]	Loss: 0.1327	LR: 0.100000
Training Epoch: 3 [24064/47500]	Loss: 0.2329	LR: 0.100000
Training Epoch: 3 [24320/47500]	Loss: 0.2341	LR: 0.100000
Training Epoch: 3 [24576/47500]	Loss: 0.1440	LR: 0.100000
Training Epoch: 3 [24832/47500]	Loss: 0.1819	LR: 0.100000
Training Epoch: 3 [25088/47500]	Loss: 0.1365	LR: 0.100000
Training Epoch: 3 [25344/47500]	Loss: 0.1128	LR: 0.100000
Training Epoch: 3 [25600/47500]	Loss: 0.2583	LR: 0.100000
Training Epoch: 3 [25856/47500]	Loss: 0.2468	LR: 0.100000
Training Epoch: 3 [26112/47500]	Loss: 0.2256	LR: 0.100000
Training Epoch: 3 [26368/47500]	Loss: 0.2162	LR: 0.100000
Training Epoch: 3 [26624/47500]	Loss: 0.1566	LR: 0.100000
Training Epoch: 3 [26880/47500]	Loss: 0.1254	LR: 0.100000
Training Epoch: 3 [27136/47500]	Loss: 0.2053	LR: 0.100000
Training Epoch: 3 [27392/47500]	Loss: 0.1755	LR: 0.100000
Training Epoch: 3 [27648/47500]	Loss: 0.0983	LR: 0.100000
Training Epoch: 3 [27904/47500]	Loss: 0.1418	LR: 0.100000
Training Epoch: 3 [28160/47500]	Loss: 0.1492	LR: 0.100000
Training Epoch: 3 [28416/47500]	Loss: 0.1782	LR: 0.100000
Training Epoch: 3 [28672/47500]	Loss: 0.1764	LR: 0.100000
Training Epoch: 3 [28928/47500]	Loss: 0.1653	LR: 0.100000
Training Epoch: 3 [29184/47500]	Loss: 0.1290	LR: 0.100000
Training Epoch: 3 [29440/47500]	Loss: 0.1249	LR: 0.100000
Training Epoch: 3 [29696/47500]	Loss: 0.1193	LR: 0.100000
Training Epoch: 3 [29952/47500]	Loss: 0.1508	LR: 0.100000
Training Epoch: 3 [30208/47500]	Loss: 0.1499	LR: 0.100000
Training Epoch: 3 [30464/47500]	Loss: 0.0775	LR: 0.100000
Training Epoch: 3 [30720/47500]	Loss: 0.1878	LR: 0.100000
Training Epoch: 3 [30976/47500]	Loss: 0.1556	LR: 0.100000
Training Epoch: 3 [31232/47500]	Loss: 0.2002	LR: 0.100000
Training Epoch: 3 [31488/47500]	Loss: 0.1722	LR: 0.100000
Training Epoch: 3 [31744/47500]	Loss: 0.1563	LR: 0.100000
Training Epoch: 3 [32000/47500]	Loss: 0.1307	LR: 0.100000
Training Epoch: 3 [32256/47500]	Loss: 0.1511	LR: 0.100000
Training Epoch: 3 [32512/47500]	Loss: 0.0917	LR: 0.100000
Training Epoch: 3 [32768/47500]	Loss: 0.2182	LR: 0.100000
Training Epoch: 3 [33024/47500]	Loss: 0.1578	LR: 0.100000
Training Epoch: 3 [33280/47500]	Loss: 0.1847	LR: 0.100000
Training Epoch: 3 [33536/47500]	Loss: 0.2255	LR: 0.100000
Training Epoch: 3 [33792/47500]	Loss: 0.0985	LR: 0.100000
Training Epoch: 3 [34048/47500]	Loss: 0.1708	LR: 0.100000
Training Epoch: 3 [34304/47500]	Loss: 0.1748	LR: 0.100000
Training Epoch: 3 [34560/47500]	Loss: 0.1580	LR: 0.100000
Training Epoch: 3 [34816/47500]	Loss: 0.2335	LR: 0.100000
Training Epoch: 3 [35072/47500]	Loss: 0.2500	LR: 0.100000
Training Epoch: 3 [35328/47500]	Loss: 0.1490	LR: 0.100000
Training Epoch: 3 [35584/47500]	Loss: 0.1340	LR: 0.100000
Training Epoch: 3 [35840/47500]	Loss: 0.1245	LR: 0.100000
Training Epoch: 3 [36096/47500]	Loss: 0.1897	LR: 0.100000
Training Epoch: 3 [36352/47500]	Loss: 0.0944	LR: 0.100000
Training Epoch: 3 [36608/47500]	Loss: 0.1696	LR: 0.100000
Training Epoch: 3 [36864/47500]	Loss: 0.1450	LR: 0.100000
Training Epoch: 3 [37120/47500]	Loss: 0.1119	LR: 0.100000
Training Epoch: 3 [37376/47500]	Loss: 0.1162	LR: 0.100000
Training Epoch: 3 [37632/47500]	Loss: 0.2246	LR: 0.100000
Training Epoch: 3 [37888/47500]	Loss: 0.2289	LR: 0.100000
Training Epoch: 3 [38144/47500]	Loss: 0.2257	LR: 0.100000
Training Epoch: 3 [38400/47500]	Loss: 0.1455	LR: 0.100000
Training Epoch: 3 [38656/47500]	Loss: 0.1233	LR: 0.100000
Training Epoch: 3 [38912/47500]	Loss: 0.2890	LR: 0.100000
Training Epoch: 3 [39168/47500]	Loss: 0.2197	LR: 0.100000
Training Epoch: 3 [39424/47500]	Loss: 0.2273	LR: 0.100000
Training Epoch: 3 [39680/47500]	Loss: 0.1683	LR: 0.100000
Training Epoch: 3 [39936/47500]	Loss: 0.1856	LR: 0.100000
Training Epoch: 3 [40192/47500]	Loss: 0.1534	LR: 0.100000
Training Epoch: 3 [40448/47500]	Loss: 0.1845	LR: 0.100000
Training Epoch: 3 [40704/47500]	Loss: 0.3104	LR: 0.100000
Training Epoch: 3 [40960/47500]	Loss: 0.1825	LR: 0.100000
Training Epoch: 3 [41216/47500]	Loss: 0.1040	LR: 0.100000
Training Epoch: 3 [41472/47500]	Loss: 0.2763	LR: 0.100000
Training Epoch: 3 [41728/47500]	Loss: 0.1531	LR: 0.100000
Training Epoch: 3 [41984/47500]	Loss: 0.2123	LR: 0.100000
Training Epoch: 3 [42240/47500]	Loss: 0.2370	LR: 0.100000
Training Epoch: 3 [42496/47500]	Loss: 0.1754	LR: 0.100000
Training Epoch: 3 [42752/47500]	Loss: 0.2211	LR: 0.100000
Training Epoch: 3 [43008/47500]	Loss: 0.1793	LR: 0.100000
Training Epoch: 3 [43264/47500]	Loss: 0.1998	LR: 0.100000
Training Epoch: 3 [43520/47500]	Loss: 0.2588	LR: 0.100000
Training Epoch: 3 [43776/47500]	Loss: 0.1772	LR: 0.100000
Training Epoch: 3 [44032/47500]	Loss: 0.1945	LR: 0.100000
Training Epoch: 3 [44288/47500]	Loss: 0.1540	LR: 0.100000
Training Epoch: 3 [44544/47500]	Loss: 0.1347	LR: 0.100000
Training Epoch: 3 [44800/47500]	Loss: 0.2458	LR: 0.100000
Training Epoch: 3 [45056/47500]	Loss: 0.3058	LR: 0.100000
Training Epoch: 3 [45312/47500]	Loss: 0.1623	LR: 0.100000
Training Epoch: 3 [45568/47500]	Loss: 0.1584	LR: 0.100000
Training Epoch: 3 [45824/47500]	Loss: 0.1984	LR: 0.100000
Training Epoch: 3 [46080/47500]	Loss: 0.1842	LR: 0.100000
Training Epoch: 3 [46336/47500]	Loss: 0.1855	LR: 0.100000
Training Epoch: 3 [46592/47500]	Loss: 0.1199	LR: 0.100000
Training Epoch: 3 [46848/47500]	Loss: 0.1942	LR: 0.100000
Training Epoch: 3 [47104/47500]	Loss: 0.1394	LR: 0.100000
Training Epoch: 3 [47360/47500]	Loss: 0.1427	LR: 0.100000
Training Epoch: 3 [47500/47500]	Loss: 0.0735	LR: 0.100000
Epoch 3 - Average Train Loss: 0.1725, Train Accuracy: 0.9413
Epoch 3 training time consumed: 343.18s
Evaluating Network.....
Test set: Epoch: 3, Average loss: 0.0005, Accuracy: 0.9621, Time consumed:23.47s
Saving weights file to checkpoint/retrain/ViT/Friday_18_July_2025_21h_42m_21s/ViT-Cifar10-seed5-ret50-3-best.pth
Training Epoch: 4 [256/47500]	Loss: 0.0773	LR: 0.100000
Training Epoch: 4 [512/47500]	Loss: 0.1059	LR: 0.100000
Training Epoch: 4 [768/47500]	Loss: 0.1137	LR: 0.100000
Training Epoch: 4 [1024/47500]	Loss: 0.1853	LR: 0.100000
Training Epoch: 4 [1280/47500]	Loss: 0.1237	LR: 0.100000
Training Epoch: 4 [1536/47500]	Loss: 0.1713	LR: 0.100000
Training Epoch: 4 [1792/47500]	Loss: 0.1473	LR: 0.100000
Training Epoch: 4 [2048/47500]	Loss: 0.1272	LR: 0.100000
Training Epoch: 4 [2304/47500]	Loss: 0.1016	LR: 0.100000
Training Epoch: 4 [2560/47500]	Loss: 0.0824	LR: 0.100000
Training Epoch: 4 [2816/47500]	Loss: 0.2235	LR: 0.100000
Training Epoch: 4 [3072/47500]	Loss: 0.1882	LR: 0.100000
Training Epoch: 4 [3328/47500]	Loss: 0.1096	LR: 0.100000
Training Epoch: 4 [3584/47500]	Loss: 0.1091	LR: 0.100000
Training Epoch: 4 [3840/47500]	Loss: 0.1337	LR: 0.100000
Training Epoch: 4 [4096/47500]	Loss: 0.2233	LR: 0.100000
Training Epoch: 4 [4352/47500]	Loss: 0.1024	LR: 0.100000
Training Epoch: 4 [4608/47500]	Loss: 0.0945	LR: 0.100000
Training Epoch: 4 [4864/47500]	Loss: 0.1277	LR: 0.100000
Training Epoch: 4 [5120/47500]	Loss: 0.1501	LR: 0.100000
Training Epoch: 4 [5376/47500]	Loss: 0.1192	LR: 0.100000
Training Epoch: 4 [5632/47500]	Loss: 0.1319	LR: 0.100000
Training Epoch: 4 [5888/47500]	Loss: 0.1571	LR: 0.100000
Training Epoch: 4 [6144/47500]	Loss: 0.1434	LR: 0.100000
Training Epoch: 4 [6400/47500]	Loss: 0.2090	LR: 0.100000
Training Epoch: 4 [6656/47500]	Loss: 0.1940	LR: 0.100000
Training Epoch: 4 [6912/47500]	Loss: 0.1228	LR: 0.100000
Training Epoch: 4 [7168/47500]	Loss: 0.1141	LR: 0.100000
Training Epoch: 4 [7424/47500]	Loss: 0.1058	LR: 0.100000
Training Epoch: 4 [7680/47500]	Loss: 0.1484	LR: 0.100000
Training Epoch: 4 [7936/47500]	Loss: 0.1016	LR: 0.100000
Training Epoch: 4 [8192/47500]	Loss: 0.1044	LR: 0.100000
Training Epoch: 4 [8448/47500]	Loss: 0.1530	LR: 0.100000
Training Epoch: 4 [8704/47500]	Loss: 0.0729	LR: 0.100000
Training Epoch: 4 [8960/47500]	Loss: 0.0823	LR: 0.100000
Training Epoch: 4 [9216/47500]	Loss: 0.1155	LR: 0.100000
Training Epoch: 4 [9472/47500]	Loss: 0.2713	LR: 0.100000
Training Epoch: 4 [9728/47500]	Loss: 0.2037	LR: 0.100000
Training Epoch: 4 [9984/47500]	Loss: 0.1621	LR: 0.100000
Training Epoch: 4 [10240/47500]	Loss: 0.1519	LR: 0.100000
Training Epoch: 4 [10496/47500]	Loss: 0.1485	LR: 0.100000
Training Epoch: 4 [10752/47500]	Loss: 0.1084	LR: 0.100000
Training Epoch: 4 [11008/47500]	Loss: 0.1168	LR: 0.100000
Training Epoch: 4 [11264/47500]	Loss: 0.1272	LR: 0.100000
Training Epoch: 4 [11520/47500]	Loss: 0.1506	LR: 0.100000
Training Epoch: 4 [11776/47500]	Loss: 0.1144	LR: 0.100000
Training Epoch: 4 [12032/47500]	Loss: 0.1761	LR: 0.100000
Training Epoch: 4 [12288/47500]	Loss: 0.1212	LR: 0.100000
Training Epoch: 4 [12544/47500]	Loss: 0.1251	LR: 0.100000
Training Epoch: 4 [12800/47500]	Loss: 0.1237	LR: 0.100000
Training Epoch: 4 [13056/47500]	Loss: 0.2465	LR: 0.100000
Training Epoch: 4 [13312/47500]	Loss: 0.1291	LR: 0.100000
Training Epoch: 4 [13568/47500]	Loss: 0.1991	LR: 0.100000
Training Epoch: 4 [13824/47500]	Loss: 0.0912	LR: 0.100000
Training Epoch: 4 [14080/47500]	Loss: 0.2760	LR: 0.100000
Training Epoch: 4 [14336/47500]	Loss: 0.1793	LR: 0.100000
Training Epoch: 4 [14592/47500]	Loss: 0.1441	LR: 0.100000
Training Epoch: 4 [14848/47500]	Loss: 0.1568	LR: 0.100000
Training Epoch: 4 [15104/47500]	Loss: 0.1780	LR: 0.100000
Training Epoch: 4 [15360/47500]	Loss: 0.1559	LR: 0.100000
Training Epoch: 4 [15616/47500]	Loss: 0.1711	LR: 0.100000
Training Epoch: 4 [15872/47500]	Loss: 0.1694	LR: 0.100000
Training Epoch: 4 [16128/47500]	Loss: 0.0637	LR: 0.100000
Training Epoch: 4 [16384/47500]	Loss: 0.1375	LR: 0.100000
Training Epoch: 4 [16640/47500]	Loss: 0.2401	LR: 0.100000
Training Epoch: 4 [16896/47500]	Loss: 0.1226	LR: 0.100000
Training Epoch: 4 [17152/47500]	Loss: 0.1237	LR: 0.100000
Training Epoch: 4 [17408/47500]	Loss: 0.1160	LR: 0.100000
Training Epoch: 4 [17664/47500]	Loss: 0.2174	LR: 0.100000
Training Epoch: 4 [17920/47500]	Loss: 0.0984	LR: 0.100000
Training Epoch: 4 [18176/47500]	Loss: 0.1480	LR: 0.100000
Training Epoch: 4 [18432/47500]	Loss: 0.2432	LR: 0.100000
Training Epoch: 4 [18688/47500]	Loss: 0.2451	LR: 0.100000
Training Epoch: 4 [18944/47500]	Loss: 0.2546	LR: 0.100000
Training Epoch: 4 [19200/47500]	Loss: 0.2993	LR: 0.100000
Training Epoch: 4 [19456/47500]	Loss: 0.1544	LR: 0.100000
Training Epoch: 4 [19712/47500]	Loss: 0.1787	LR: 0.100000
Training Epoch: 4 [19968/47500]	Loss: 0.1830	LR: 0.100000
Training Epoch: 4 [20224/47500]	Loss: 0.2011	LR: 0.100000
Training Epoch: 4 [20480/47500]	Loss: 0.1572	LR: 0.100000
Training Epoch: 4 [20736/47500]	Loss: 0.2087	LR: 0.100000
Training Epoch: 4 [20992/47500]	Loss: 0.1353	LR: 0.100000
Training Epoch: 4 [21248/47500]	Loss: 0.1702	LR: 0.100000
Training Epoch: 4 [21504/47500]	Loss: 0.1983	LR: 0.100000
Training Epoch: 4 [21760/47500]	Loss: 0.1098	LR: 0.100000
Training Epoch: 4 [22016/47500]	Loss: 0.1070	LR: 0.100000
Training Epoch: 4 [22272/47500]	Loss: 0.1452	LR: 0.100000
Training Epoch: 4 [22528/47500]	Loss: 0.2035	LR: 0.100000
Training Epoch: 4 [22784/47500]	Loss: 0.1285	LR: 0.100000
Training Epoch: 4 [23040/47500]	Loss: 0.1647	LR: 0.100000
Training Epoch: 4 [23296/47500]	Loss: 0.2143	LR: 0.100000
Training Epoch: 4 [23552/47500]	Loss: 0.0911	LR: 0.100000
Training Epoch: 4 [23808/47500]	Loss: 0.1179	LR: 0.100000
Training Epoch: 4 [24064/47500]	Loss: 0.0994	LR: 0.100000
Training Epoch: 4 [24320/47500]	Loss: 0.1831	LR: 0.100000
Training Epoch: 4 [24576/47500]	Loss: 0.1168	LR: 0.100000
Training Epoch: 4 [24832/47500]	Loss: 0.0947	LR: 0.100000
Training Epoch: 4 [25088/47500]	Loss: 0.1614	LR: 0.100000
Training Epoch: 4 [25344/47500]	Loss: 0.1440	LR: 0.100000
Training Epoch: 4 [25600/47500]	Loss: 0.0964	LR: 0.100000
Training Epoch: 4 [25856/47500]	Loss: 0.1528	LR: 0.100000
Training Epoch: 4 [26112/47500]	Loss: 0.2225	LR: 0.100000
Training Epoch: 4 [26368/47500]	Loss: 0.1965	LR: 0.100000
Training Epoch: 4 [26624/47500]	Loss: 0.1881	LR: 0.100000
Training Epoch: 4 [26880/47500]	Loss: 0.1507	LR: 0.100000
Training Epoch: 4 [27136/47500]	Loss: 0.1622	LR: 0.100000
Training Epoch: 4 [27392/47500]	Loss: 0.2151	LR: 0.100000
Training Epoch: 4 [27648/47500]	Loss: 0.1619	LR: 0.100000
Training Epoch: 4 [27904/47500]	Loss: 0.2071	LR: 0.100000
Training Epoch: 4 [28160/47500]	Loss: 0.1255	LR: 0.100000
Training Epoch: 4 [28416/47500]	Loss: 0.1319	LR: 0.100000
Training Epoch: 4 [28672/47500]	Loss: 0.1897	LR: 0.100000
Training Epoch: 4 [28928/47500]	Loss: 0.2100	LR: 0.100000
Training Epoch: 4 [29184/47500]	Loss: 0.1224	LR: 0.100000
Training Epoch: 4 [29440/47500]	Loss: 0.1704	LR: 0.100000
Training Epoch: 4 [29696/47500]	Loss: 0.1773	LR: 0.100000
Training Epoch: 4 [29952/47500]	Loss: 0.1887	LR: 0.100000
Training Epoch: 4 [30208/47500]	Loss: 0.1209	LR: 0.100000
Training Epoch: 4 [30464/47500]	Loss: 0.1258	LR: 0.100000
Training Epoch: 4 [30720/47500]	Loss: 0.1838	LR: 0.100000
Training Epoch: 4 [30976/47500]	Loss: 0.1185	LR: 0.100000
Training Epoch: 4 [31232/47500]	Loss: 0.2044	LR: 0.100000
Training Epoch: 4 [31488/47500]	Loss: 0.1398	LR: 0.100000
Training Epoch: 4 [31744/47500]	Loss: 0.1192	LR: 0.100000
Training Epoch: 4 [32000/47500]	Loss: 0.1906	LR: 0.100000
Training Epoch: 4 [32256/47500]	Loss: 0.1733	LR: 0.100000
Training Epoch: 4 [32512/47500]	Loss: 0.1268	LR: 0.100000
Training Epoch: 4 [32768/47500]	Loss: 0.1836	LR: 0.100000
Training Epoch: 4 [33024/47500]	Loss: 0.1527	LR: 0.100000
Training Epoch: 4 [33280/47500]	Loss: 0.0997	LR: 0.100000
Training Epoch: 4 [33536/47500]	Loss: 0.1661	LR: 0.100000
Training Epoch: 4 [33792/47500]	Loss: 0.1848	LR: 0.100000
Training Epoch: 4 [34048/47500]	Loss: 0.2020	LR: 0.100000
Training Epoch: 4 [34304/47500]	Loss: 0.1820	LR: 0.100000
Training Epoch: 4 [34560/47500]	Loss: 0.1810	LR: 0.100000
Training Epoch: 4 [34816/47500]	Loss: 0.1142	LR: 0.100000
Training Epoch: 4 [35072/47500]	Loss: 0.1746	LR: 0.100000
Training Epoch: 4 [35328/47500]	Loss: 0.1914	LR: 0.100000
Training Epoch: 4 [35584/47500]	Loss: 0.2248	LR: 0.100000
Training Epoch: 4 [35840/47500]	Loss: 0.1725	LR: 0.100000
Training Epoch: 4 [36096/47500]	Loss: 0.1186	LR: 0.100000
Training Epoch: 4 [36352/47500]	Loss: 0.1618	LR: 0.100000
Training Epoch: 4 [36608/47500]	Loss: 0.1613	LR: 0.100000
Training Epoch: 4 [36864/47500]	Loss: 0.0760	LR: 0.100000
Training Epoch: 4 [37120/47500]	Loss: 0.2168	LR: 0.100000
Training Epoch: 4 [37376/47500]	Loss: 0.1604	LR: 0.100000
Training Epoch: 4 [37632/47500]	Loss: 0.1888	LR: 0.100000
Training Epoch: 4 [37888/47500]	Loss: 0.1888	LR: 0.100000
Training Epoch: 4 [38144/47500]	Loss: 0.1154	LR: 0.100000
Training Epoch: 4 [38400/47500]	Loss: 0.1463	LR: 0.100000
Training Epoch: 4 [38656/47500]	Loss: 0.1417	LR: 0.100000
Training Epoch: 4 [38912/47500]	Loss: 0.1786	LR: 0.100000
Training Epoch: 4 [39168/47500]	Loss: 0.2332	LR: 0.100000
Training Epoch: 4 [39424/47500]	Loss: 0.0887	LR: 0.100000
Training Epoch: 4 [39680/47500]	Loss: 0.1650	LR: 0.100000
Training Epoch: 4 [39936/47500]	Loss: 0.1332	LR: 0.100000
Training Epoch: 4 [40192/47500]	Loss: 0.1499	LR: 0.100000
Training Epoch: 4 [40448/47500]	Loss: 0.1300	LR: 0.100000
Training Epoch: 4 [40704/47500]	Loss: 0.1469	LR: 0.100000
Training Epoch: 4 [40960/47500]	Loss: 0.1482	LR: 0.100000
Training Epoch: 4 [41216/47500]	Loss: 0.1210	LR: 0.100000
Training Epoch: 4 [41472/47500]	Loss: 0.1122	LR: 0.100000
Training Epoch: 4 [41728/47500]	Loss: 0.1601	LR: 0.100000
Training Epoch: 4 [41984/47500]	Loss: 0.1468	LR: 0.100000
Training Epoch: 4 [42240/47500]	Loss: 0.2696	LR: 0.100000
Training Epoch: 4 [42496/47500]	Loss: 0.1300	LR: 0.100000
Training Epoch: 4 [42752/47500]	Loss: 0.1820	LR: 0.100000
Training Epoch: 4 [43008/47500]	Loss: 0.1523	LR: 0.100000
Training Epoch: 4 [43264/47500]	Loss: 0.1401	LR: 0.100000
Training Epoch: 4 [43520/47500]	Loss: 0.1178	LR: 0.100000
Training Epoch: 4 [43776/47500]	Loss: 0.1624	LR: 0.100000
Training Epoch: 4 [44032/47500]	Loss: 0.1781	LR: 0.100000
Training Epoch: 4 [44288/47500]	Loss: 0.1573	LR: 0.100000
Training Epoch: 4 [44544/47500]	Loss: 0.0887	LR: 0.100000
Training Epoch: 4 [44800/47500]	Loss: 0.1925	LR: 0.100000
Training Epoch: 4 [45056/47500]	Loss: 0.1357	LR: 0.100000
Training Epoch: 4 [45312/47500]	Loss: 0.0652	LR: 0.100000
Training Epoch: 4 [45568/47500]	Loss: 0.1897	LR: 0.100000
Training Epoch: 4 [45824/47500]	Loss: 0.1850	LR: 0.100000
Training Epoch: 4 [46080/47500]	Loss: 0.1656	LR: 0.100000
Training Epoch: 4 [46336/47500]	Loss: 0.1340	LR: 0.100000
Training Epoch: 4 [46592/47500]	Loss: 0.1985	LR: 0.100000
Training Epoch: 4 [46848/47500]	Loss: 0.2086	LR: 0.100000
Training Epoch: 4 [47104/47500]	Loss: 0.1455	LR: 0.100000
Training Epoch: 4 [47360/47500]	Loss: 0.1978	LR: 0.100000
Training Epoch: 4 [47500/47500]	Loss: 0.1244	LR: 0.100000
Epoch 4 - Average Train Loss: 0.1552, Train Accuracy: 0.9471
Epoch 4 training time consumed: 342.84s
Evaluating Network.....
Test set: Epoch: 4, Average loss: 0.0005, Accuracy: 0.9570, Time consumed:23.49s
Training Epoch: 5 [256/47500]	Loss: 0.1137	LR: 0.100000
Training Epoch: 5 [512/47500]	Loss: 0.1097	LR: 0.100000
Training Epoch: 5 [768/47500]	Loss: 0.1688	LR: 0.100000
Training Epoch: 5 [1024/47500]	Loss: 0.1523	LR: 0.100000
Training Epoch: 5 [1280/47500]	Loss: 0.1694	LR: 0.100000
Training Epoch: 5 [1536/47500]	Loss: 0.1255	LR: 0.100000
Training Epoch: 5 [1792/47500]	Loss: 0.1406	LR: 0.100000
Training Epoch: 5 [2048/47500]	Loss: 0.1435	LR: 0.100000
Training Epoch: 5 [2304/47500]	Loss: 0.1672	LR: 0.100000
Training Epoch: 5 [2560/47500]	Loss: 0.1821	LR: 0.100000
Training Epoch: 5 [2816/47500]	Loss: 0.1546	LR: 0.100000
Training Epoch: 5 [3072/47500]	Loss: 0.0854	LR: 0.100000
Training Epoch: 5 [3328/47500]	Loss: 0.2005	LR: 0.100000
Training Epoch: 5 [3584/47500]	Loss: 0.1427	LR: 0.100000
Training Epoch: 5 [3840/47500]	Loss: 0.1943	LR: 0.100000
Training Epoch: 5 [4096/47500]	Loss: 0.1335	LR: 0.100000
Training Epoch: 5 [4352/47500]	Loss: 0.1576	LR: 0.100000
Training Epoch: 5 [4608/47500]	Loss: 0.1606	LR: 0.100000
Training Epoch: 5 [4864/47500]	Loss: 0.2238	LR: 0.100000
Training Epoch: 5 [5120/47500]	Loss: 0.2050	LR: 0.100000
Training Epoch: 5 [5376/47500]	Loss: 0.1173	LR: 0.100000
Training Epoch: 5 [5632/47500]	Loss: 0.1516	LR: 0.100000
Training Epoch: 5 [5888/47500]	Loss: 0.2254	LR: 0.100000
Training Epoch: 5 [6144/47500]	Loss: 0.0869	LR: 0.100000
Training Epoch: 5 [6400/47500]	Loss: 0.1359	LR: 0.100000
Training Epoch: 5 [6656/47500]	Loss: 0.1656	LR: 0.100000
Training Epoch: 5 [6912/47500]	Loss: 0.1629	LR: 0.100000
Training Epoch: 5 [7168/47500]	Loss: 0.1913	LR: 0.100000
Training Epoch: 5 [7424/47500]	Loss: 0.1104	LR: 0.100000
Training Epoch: 5 [7680/47500]	Loss: 0.1253	LR: 0.100000
Training Epoch: 5 [7936/47500]	Loss: 0.2422	LR: 0.100000
Training Epoch: 5 [8192/47500]	Loss: 0.1315	LR: 0.100000
Training Epoch: 5 [8448/47500]	Loss: 0.2072	LR: 0.100000
Training Epoch: 5 [8704/47500]	Loss: 0.1156	LR: 0.100000
Training Epoch: 5 [8960/47500]	Loss: 0.1924	LR: 0.100000
Training Epoch: 5 [9216/47500]	Loss: 0.1330	LR: 0.100000
Training Epoch: 5 [9472/47500]	Loss: 0.1081	LR: 0.100000
Training Epoch: 5 [9728/47500]	Loss: 0.1433	LR: 0.100000
Training Epoch: 5 [9984/47500]	Loss: 0.1125	LR: 0.100000
Training Epoch: 5 [10240/47500]	Loss: 0.1724	LR: 0.100000
Training Epoch: 5 [10496/47500]	Loss: 0.1146	LR: 0.100000
Training Epoch: 5 [10752/47500]	Loss: 0.1435	LR: 0.100000
Training Epoch: 5 [11008/47500]	Loss: 0.2116	LR: 0.100000
Training Epoch: 5 [11264/47500]	Loss: 0.1029	LR: 0.100000
Training Epoch: 5 [11520/47500]	Loss: 0.1196	LR: 0.100000
Training Epoch: 5 [11776/47500]	Loss: 0.1197	LR: 0.100000
Training Epoch: 5 [12032/47500]	Loss: 0.0855	LR: 0.100000
Training Epoch: 5 [12288/47500]	Loss: 0.1038	LR: 0.100000
Training Epoch: 5 [12544/47500]	Loss: 0.1039	LR: 0.100000
Training Epoch: 5 [12800/47500]	Loss: 0.1507	LR: 0.100000
Training Epoch: 5 [13056/47500]	Loss: 0.1138	LR: 0.100000
Training Epoch: 5 [13312/47500]	Loss: 0.1046	LR: 0.100000
Training Epoch: 5 [13568/47500]	Loss: 0.1326	LR: 0.100000
Training Epoch: 5 [13824/47500]	Loss: 0.1163	LR: 0.100000
Training Epoch: 5 [14080/47500]	Loss: 0.1021	LR: 0.100000
Training Epoch: 5 [14336/47500]	Loss: 0.1114	LR: 0.100000
Training Epoch: 5 [14592/47500]	Loss: 0.1165	LR: 0.100000
Training Epoch: 5 [14848/47500]	Loss: 0.1226	LR: 0.100000
Training Epoch: 5 [15104/47500]	Loss: 0.1755	LR: 0.100000
Training Epoch: 5 [15360/47500]	Loss: 0.1130	LR: 0.100000
Training Epoch: 5 [15616/47500]	Loss: 0.1889	LR: 0.100000
Training Epoch: 5 [15872/47500]	Loss: 0.1143	LR: 0.100000
Training Epoch: 5 [16128/47500]	Loss: 0.1461	LR: 0.100000
Training Epoch: 5 [16384/47500]	Loss: 0.1824	LR: 0.100000
Training Epoch: 5 [16640/47500]	Loss: 0.2138	LR: 0.100000
Training Epoch: 5 [16896/47500]	Loss: 0.1830	LR: 0.100000
Training Epoch: 5 [17152/47500]	Loss: 0.1371	LR: 0.100000
Training Epoch: 5 [17408/47500]	Loss: 0.1635	LR: 0.100000
Training Epoch: 5 [17664/47500]	Loss: 0.1163	LR: 0.100000
Training Epoch: 5 [17920/47500]	Loss: 0.1756	LR: 0.100000
Training Epoch: 5 [18176/47500]	Loss: 0.1275	LR: 0.100000
Training Epoch: 5 [18432/47500]	Loss: 0.1346	LR: 0.100000
Training Epoch: 5 [18688/47500]	Loss: 0.2153	LR: 0.100000
Training Epoch: 5 [18944/47500]	Loss: 0.1498	LR: 0.100000
Training Epoch: 5 [19200/47500]	Loss: 0.1823	LR: 0.100000
Training Epoch: 5 [19456/47500]	Loss: 0.1729	LR: 0.100000
Training Epoch: 5 [19712/47500]	Loss: 0.1363	LR: 0.100000
Training Epoch: 5 [19968/47500]	Loss: 0.1174	LR: 0.100000
Training Epoch: 5 [20224/47500]	Loss: 0.0781	LR: 0.100000
Training Epoch: 5 [20480/47500]	Loss: 0.1296	LR: 0.100000
Training Epoch: 5 [20736/47500]	Loss: 0.1047	LR: 0.100000
Training Epoch: 5 [20992/47500]	Loss: 0.1840	LR: 0.100000
Training Epoch: 5 [21248/47500]	Loss: 0.1393	LR: 0.100000
Training Epoch: 5 [21504/47500]	Loss: 0.1747	LR: 0.100000
Training Epoch: 5 [21760/47500]	Loss: 0.1281	LR: 0.100000
Training Epoch: 5 [22016/47500]	Loss: 0.1187	LR: 0.100000
Training Epoch: 5 [22272/47500]	Loss: 0.1759	LR: 0.100000
Training Epoch: 5 [22528/47500]	Loss: 0.1269	LR: 0.100000
Training Epoch: 5 [22784/47500]	Loss: 0.2216	LR: 0.100000
Training Epoch: 5 [23040/47500]	Loss: 0.1108	LR: 0.100000
Training Epoch: 5 [23296/47500]	Loss: 0.1877	LR: 0.100000
Training Epoch: 5 [23552/47500]	Loss: 0.1395	LR: 0.100000
Training Epoch: 5 [23808/47500]	Loss: 0.1967	LR: 0.100000
Training Epoch: 5 [24064/47500]	Loss: 0.1434	LR: 0.100000
Training Epoch: 5 [24320/47500]	Loss: 0.1891	LR: 0.100000
Training Epoch: 5 [24576/47500]	Loss: 0.1357	LR: 0.100000
Training Epoch: 5 [24832/47500]	Loss: 0.1306	LR: 0.100000
Training Epoch: 5 [25088/47500]	Loss: 0.1381	LR: 0.100000
Training Epoch: 5 [25344/47500]	Loss: 0.2147	LR: 0.100000
Training Epoch: 5 [25600/47500]	Loss: 0.1139	LR: 0.100000
Training Epoch: 5 [25856/47500]	Loss: 0.0539	LR: 0.100000
Training Epoch: 5 [26112/47500]	Loss: 0.1729	LR: 0.100000
Training Epoch: 5 [26368/47500]	Loss: 0.1267	LR: 0.100000
Training Epoch: 5 [26624/47500]	Loss: 0.0876	LR: 0.100000
Training Epoch: 5 [26880/47500]	Loss: 0.1669	LR: 0.100000
Training Epoch: 5 [27136/47500]	Loss: 0.1704	LR: 0.100000
Training Epoch: 5 [27392/47500]	Loss: 0.1555	LR: 0.100000
Training Epoch: 5 [27648/47500]	Loss: 0.1372	LR: 0.100000
Training Epoch: 5 [27904/47500]	Loss: 0.1949	LR: 0.100000
Training Epoch: 5 [28160/47500]	Loss: 0.1330	LR: 0.100000
Training Epoch: 5 [28416/47500]	Loss: 0.3113	LR: 0.100000
Training Epoch: 5 [28672/47500]	Loss: 0.1570	LR: 0.100000
Training Epoch: 5 [28928/47500]	Loss: 0.1076	LR: 0.100000
Training Epoch: 5 [29184/47500]	Loss: 0.1911	LR: 0.100000
Training Epoch: 5 [29440/47500]	Loss: 0.1858	LR: 0.100000
Training Epoch: 5 [29696/47500]	Loss: 0.1875	LR: 0.100000
Training Epoch: 5 [29952/47500]	Loss: 0.2599	LR: 0.100000
Training Epoch: 5 [30208/47500]	Loss: 0.1548	LR: 0.100000
Training Epoch: 5 [30464/47500]	Loss: 0.2245	LR: 0.100000
Training Epoch: 5 [30720/47500]	Loss: 0.1358	LR: 0.100000
Training Epoch: 5 [30976/47500]	Loss: 0.1288	LR: 0.100000
Training Epoch: 5 [31232/47500]	Loss: 0.3308	LR: 0.100000
Training Epoch: 5 [31488/47500]	Loss: 0.1800	LR: 0.100000
Training Epoch: 5 [31744/47500]	Loss: 0.1758	LR: 0.100000
Training Epoch: 5 [32000/47500]	Loss: 0.2289	LR: 0.100000
Training Epoch: 5 [32256/47500]	Loss: 0.1555	LR: 0.100000
Training Epoch: 5 [32512/47500]	Loss: 0.1539	LR: 0.100000
Training Epoch: 5 [32768/47500]	Loss: 0.2143	LR: 0.100000
Training Epoch: 5 [33024/47500]	Loss: 0.2457	LR: 0.100000
Training Epoch: 5 [33280/47500]	Loss: 0.1519	LR: 0.100000
Training Epoch: 5 [33536/47500]	Loss: 0.2162	LR: 0.100000
Training Epoch: 5 [33792/47500]	Loss: 0.1706	LR: 0.100000
Training Epoch: 5 [34048/47500]	Loss: 0.2103	LR: 0.100000
Training Epoch: 5 [34304/47500]	Loss: 0.2012	LR: 0.100000
Training Epoch: 5 [34560/47500]	Loss: 0.2106	LR: 0.100000
Training Epoch: 5 [34816/47500]	Loss: 0.1598	LR: 0.100000
Training Epoch: 5 [35072/47500]	Loss: 0.2255	LR: 0.100000
Training Epoch: 5 [35328/47500]	Loss: 0.1183	LR: 0.100000
Training Epoch: 5 [35584/47500]	Loss: 0.1395	LR: 0.100000
Training Epoch: 5 [35840/47500]	Loss: 0.2599	LR: 0.100000
Training Epoch: 5 [36096/47500]	Loss: 0.1333	LR: 0.100000
Training Epoch: 5 [36352/47500]	Loss: 0.2286	LR: 0.100000
Training Epoch: 5 [36608/47500]	Loss: 0.2654	LR: 0.100000
Training Epoch: 5 [36864/47500]	Loss: 0.1577	LR: 0.100000
Training Epoch: 5 [37120/47500]	Loss: 0.2572	LR: 0.100000
Training Epoch: 5 [37376/47500]	Loss: 0.2428	LR: 0.100000
Training Epoch: 5 [37632/47500]	Loss: 0.1247	LR: 0.100000
Training Epoch: 5 [37888/47500]	Loss: 0.1440	LR: 0.100000
Training Epoch: 5 [38144/47500]	Loss: 0.2285	LR: 0.100000
Training Epoch: 5 [38400/47500]	Loss: 0.2432	LR: 0.100000
Training Epoch: 5 [38656/47500]	Loss: 0.2144	LR: 0.100000
Training Epoch: 5 [38912/47500]	Loss: 0.1452	LR: 0.100000
Training Epoch: 5 [39168/47500]	Loss: 0.1865	LR: 0.100000
Training Epoch: 5 [39424/47500]	Loss: 0.1346	LR: 0.100000
Training Epoch: 5 [39680/47500]	Loss: 0.1782	LR: 0.100000
Training Epoch: 5 [39936/47500]	Loss: 0.1324	LR: 0.100000
Training Epoch: 5 [40192/47500]	Loss: 0.1734	LR: 0.100000
Training Epoch: 5 [40448/47500]	Loss: 0.1798	LR: 0.100000
Training Epoch: 5 [40704/47500]	Loss: 0.1960	LR: 0.100000
Training Epoch: 5 [40960/47500]	Loss: 0.0854	LR: 0.100000
Training Epoch: 5 [41216/47500]	Loss: 0.1518	LR: 0.100000
Training Epoch: 5 [41472/47500]	Loss: 0.2611	LR: 0.100000
Training Epoch: 5 [41728/47500]	Loss: 0.1145	LR: 0.100000
Training Epoch: 5 [41984/47500]	Loss: 0.0948	LR: 0.100000
Training Epoch: 5 [42240/47500]	Loss: 0.3984	LR: 0.100000
Training Epoch: 5 [42496/47500]	Loss: 0.1561	LR: 0.100000
Training Epoch: 5 [42752/47500]	Loss: 0.1903	LR: 0.100000
Training Epoch: 5 [43008/47500]	Loss: 0.2618	LR: 0.100000
Training Epoch: 5 [43264/47500]	Loss: 0.2261	LR: 0.100000
Training Epoch: 5 [43520/47500]	Loss: 0.1889	LR: 0.100000
Training Epoch: 5 [43776/47500]	Loss: 0.3148	LR: 0.100000
Training Epoch: 5 [44032/47500]	Loss: 0.1954	LR: 0.100000
Training Epoch: 5 [44288/47500]	Loss: 0.1686	LR: 0.100000
Training Epoch: 5 [44544/47500]	Loss: 0.2145	LR: 0.100000
Training Epoch: 5 [44800/47500]	Loss: 0.2053	LR: 0.100000
Training Epoch: 5 [45056/47500]	Loss: 0.1759	LR: 0.100000
Training Epoch: 5 [45312/47500]	Loss: 0.1878	LR: 0.100000
Training Epoch: 5 [45568/47500]	Loss: 0.1250	LR: 0.100000
Training Epoch: 5 [45824/47500]	Loss: 0.1553	LR: 0.100000
Training Epoch: 5 [46080/47500]	Loss: 0.1933	LR: 0.100000
Training Epoch: 5 [46336/47500]	Loss: 0.1619	LR: 0.100000
Training Epoch: 5 [46592/47500]	Loss: 0.2162	LR: 0.100000
Training Epoch: 5 [46848/47500]	Loss: 0.1703	LR: 0.100000
Training Epoch: 5 [47104/47500]	Loss: 0.2346	LR: 0.100000
Training Epoch: 5 [47360/47500]	Loss: 0.1066	LR: 0.100000
Training Epoch: 5 [47500/47500]	Loss: 0.1963	LR: 0.100000
Epoch 5 - Average Train Loss: 0.1648, Train Accuracy: 0.9431
Epoch 5 training time consumed: 343.02s
Evaluating Network.....
Test set: Epoch: 5, Average loss: 0.0010, Accuracy: 0.9242, Time consumed:23.47s
Training Epoch: 6 [256/47500]	Loss: 0.1902	LR: 0.100000
Training Epoch: 6 [512/47500]	Loss: 0.2102	LR: 0.100000
Training Epoch: 6 [768/47500]	Loss: 0.1930	LR: 0.100000
Training Epoch: 6 [1024/47500]	Loss: 0.2076	LR: 0.100000
Training Epoch: 6 [1280/47500]	Loss: 0.1797	LR: 0.100000
Training Epoch: 6 [1536/47500]	Loss: 0.1541	LR: 0.100000
Training Epoch: 6 [1792/47500]	Loss: 0.0997	LR: 0.100000
Training Epoch: 6 [2048/47500]	Loss: 0.2737	LR: 0.100000
Training Epoch: 6 [2304/47500]	Loss: 0.1532	LR: 0.100000
Training Epoch: 6 [2560/47500]	Loss: 0.2041	LR: 0.100000
Training Epoch: 6 [2816/47500]	Loss: 0.1645	LR: 0.100000
Training Epoch: 6 [3072/47500]	Loss: 0.2254	LR: 0.100000
Training Epoch: 6 [3328/47500]	Loss: 0.1251	LR: 0.100000
Training Epoch: 6 [3584/47500]	Loss: 0.1260	LR: 0.100000
Training Epoch: 6 [3840/47500]	Loss: 0.2335	LR: 0.100000
Training Epoch: 6 [4096/47500]	Loss: 0.1767	LR: 0.100000
Training Epoch: 6 [4352/47500]	Loss: 0.1952	LR: 0.100000
Training Epoch: 6 [4608/47500]	Loss: 0.2081	LR: 0.100000
Training Epoch: 6 [4864/47500]	Loss: 0.1838	LR: 0.100000
Training Epoch: 6 [5120/47500]	Loss: 0.1656	LR: 0.100000
Training Epoch: 6 [5376/47500]	Loss: 0.1778	LR: 0.100000
Training Epoch: 6 [5632/47500]	Loss: 0.1688	LR: 0.100000
Training Epoch: 6 [5888/47500]	Loss: 0.1996	LR: 0.100000
Training Epoch: 6 [6144/47500]	Loss: 0.1895	LR: 0.100000
Training Epoch: 6 [6400/47500]	Loss: 0.2203	LR: 0.100000
Training Epoch: 6 [6656/47500]	Loss: 0.2373	LR: 0.100000
Training Epoch: 6 [6912/47500]	Loss: 0.1702	LR: 0.100000
Training Epoch: 6 [7168/47500]	Loss: 0.1677	LR: 0.100000
Training Epoch: 6 [7424/47500]	Loss: 0.1369	LR: 0.100000
Training Epoch: 6 [7680/47500]	Loss: 0.2237	LR: 0.100000
Training Epoch: 6 [7936/47500]	Loss: 0.1961	LR: 0.100000
Training Epoch: 6 [8192/47500]	Loss: 0.1591	LR: 0.100000
Training Epoch: 6 [8448/47500]	Loss: 0.2045	LR: 0.100000
Training Epoch: 6 [8704/47500]	Loss: 0.1248	LR: 0.100000
Training Epoch: 6 [8960/47500]	Loss: 0.1275	LR: 0.100000
Training Epoch: 6 [9216/47500]	Loss: 0.2604	LR: 0.100000
Training Epoch: 6 [9472/47500]	Loss: 0.1862	LR: 0.100000
Training Epoch: 6 [9728/47500]	Loss: 0.1734	LR: 0.100000
Training Epoch: 6 [9984/47500]	Loss: 0.1985	LR: 0.100000
Training Epoch: 6 [10240/47500]	Loss: 0.1807	LR: 0.100000
Training Epoch: 6 [10496/47500]	Loss: 0.1981	LR: 0.100000
Training Epoch: 6 [10752/47500]	Loss: 0.2400	LR: 0.100000
Training Epoch: 6 [11008/47500]	Loss: 0.2182	LR: 0.100000
Training Epoch: 6 [11264/47500]	Loss: 0.2100	LR: 0.100000
Training Epoch: 6 [11520/47500]	Loss: 0.1803	LR: 0.100000
Training Epoch: 6 [11776/47500]	Loss: 0.1677	LR: 0.100000
Training Epoch: 6 [12032/47500]	Loss: 0.1617	LR: 0.100000
Training Epoch: 6 [12288/47500]	Loss: 0.1498	LR: 0.100000
Training Epoch: 6 [12544/47500]	Loss: 0.2217	LR: 0.100000
Training Epoch: 6 [12800/47500]	Loss: 0.2139	LR: 0.100000
Training Epoch: 6 [13056/47500]	Loss: 0.2431	LR: 0.100000
Training Epoch: 6 [13312/47500]	Loss: 0.1549	LR: 0.100000
Training Epoch: 6 [13568/47500]	Loss: 0.1418	LR: 0.100000
Training Epoch: 6 [13824/47500]	Loss: 0.1878	LR: 0.100000
Training Epoch: 6 [14080/47500]	Loss: 0.3038	LR: 0.100000
Training Epoch: 6 [14336/47500]	Loss: 0.3158	LR: 0.100000
Training Epoch: 6 [14592/47500]	Loss: 0.2454	LR: 0.100000
Training Epoch: 6 [14848/47500]	Loss: 0.2751	LR: 0.100000
Training Epoch: 6 [15104/47500]	Loss: 0.2222	LR: 0.100000
Training Epoch: 6 [15360/47500]	Loss: 0.2229	LR: 0.100000
Training Epoch: 6 [15616/47500]	Loss: 0.2568	LR: 0.100000
Training Epoch: 6 [15872/47500]	Loss: 0.1908	LR: 0.100000
Training Epoch: 6 [16128/47500]	Loss: 0.2749	LR: 0.100000
Training Epoch: 6 [16384/47500]	Loss: 0.2330	LR: 0.100000
Training Epoch: 6 [16640/47500]	Loss: 0.1421	LR: 0.100000
Training Epoch: 6 [16896/47500]	Loss: 0.1980	LR: 0.100000
Training Epoch: 6 [17152/47500]	Loss: 0.2018	LR: 0.100000
Training Epoch: 6 [17408/47500]	Loss: 0.1438	LR: 0.100000
Training Epoch: 6 [17664/47500]	Loss: 0.1971	LR: 0.100000
Training Epoch: 6 [17920/47500]	Loss: 0.1484	LR: 0.100000
Training Epoch: 6 [18176/47500]	Loss: 0.2411	LR: 0.100000
Training Epoch: 6 [18432/47500]	Loss: 0.1194	LR: 0.100000
Training Epoch: 6 [18688/47500]	Loss: 0.1845	LR: 0.100000
Training Epoch: 6 [18944/47500]	Loss: 0.2686	LR: 0.100000
Training Epoch: 6 [19200/47500]	Loss: 0.1175	LR: 0.100000
Training Epoch: 6 [19456/47500]	Loss: 0.2614	LR: 0.100000
Training Epoch: 6 [19712/47500]	Loss: 0.1760	LR: 0.100000
Training Epoch: 6 [19968/47500]	Loss: 0.2213	LR: 0.100000
Training Epoch: 6 [20224/47500]	Loss: 0.2025	LR: 0.100000
Training Epoch: 6 [20480/47500]	Loss: 0.2111	LR: 0.100000
Training Epoch: 6 [20736/47500]	Loss: 0.1821	LR: 0.100000
Training Epoch: 6 [20992/47500]	Loss: 0.1400	LR: 0.100000
Training Epoch: 6 [21248/47500]	Loss: 0.1775	LR: 0.100000
Training Epoch: 6 [21504/47500]	Loss: 0.2433	LR: 0.100000
Training Epoch: 6 [21760/47500]	Loss: 0.1820	LR: 0.100000
Training Epoch: 6 [22016/47500]	Loss: 0.2761	LR: 0.100000
Training Epoch: 6 [22272/47500]	Loss: 0.1829	LR: 0.100000
Training Epoch: 6 [22528/47500]	Loss: 0.1981	LR: 0.100000
Training Epoch: 6 [22784/47500]	Loss: 0.2437	LR: 0.100000
Training Epoch: 6 [23040/47500]	Loss: 0.2049	LR: 0.100000
Training Epoch: 6 [23296/47500]	Loss: 0.2012	LR: 0.100000
Training Epoch: 6 [23552/47500]	Loss: 0.1638	LR: 0.100000
Training Epoch: 6 [23808/47500]	Loss: 0.1374	LR: 0.100000
Training Epoch: 6 [24064/47500]	Loss: 0.2016	LR: 0.100000
Training Epoch: 6 [24320/47500]	Loss: 0.1816	LR: 0.100000
Training Epoch: 6 [24576/47500]	Loss: 0.1161	LR: 0.100000
Training Epoch: 6 [24832/47500]	Loss: 0.1098	LR: 0.100000
Training Epoch: 6 [25088/47500]	Loss: 0.1420	LR: 0.100000
Training Epoch: 6 [25344/47500]	Loss: 0.2527	LR: 0.100000
Training Epoch: 6 [25600/47500]	Loss: 0.2564	LR: 0.100000
Training Epoch: 6 [25856/47500]	Loss: 0.2851	LR: 0.100000
Training Epoch: 6 [26112/47500]	Loss: 0.2220	LR: 0.100000
Training Epoch: 6 [26368/47500]	Loss: 0.3054	LR: 0.100000
Training Epoch: 6 [26624/47500]	Loss: 0.1861	LR: 0.100000
Training Epoch: 6 [26880/47500]	Loss: 0.1914	LR: 0.100000
Training Epoch: 6 [27136/47500]	Loss: 0.1580	LR: 0.100000
Training Epoch: 6 [27392/47500]	Loss: 0.2537	LR: 0.100000
Training Epoch: 6 [27648/47500]	Loss: 0.2252	LR: 0.100000
Training Epoch: 6 [27904/47500]	Loss: 0.1750	LR: 0.100000
Training Epoch: 6 [28160/47500]	Loss: 0.1674	LR: 0.100000
Training Epoch: 6 [28416/47500]	Loss: 0.1523	LR: 0.100000
Training Epoch: 6 [28672/47500]	Loss: 0.2042	LR: 0.100000
Training Epoch: 6 [28928/47500]	Loss: 0.1930	LR: 0.100000
Training Epoch: 6 [29184/47500]	Loss: 0.1464	LR: 0.100000
Training Epoch: 6 [29440/47500]	Loss: 0.0844	LR: 0.100000
Training Epoch: 6 [29696/47500]	Loss: 0.1373	LR: 0.100000
Training Epoch: 6 [29952/47500]	Loss: 0.1196	LR: 0.100000
Training Epoch: 6 [30208/47500]	Loss: 0.1485	LR: 0.100000
Training Epoch: 6 [30464/47500]	Loss: 0.1456	LR: 0.100000
Training Epoch: 6 [30720/47500]	Loss: 0.1808	LR: 0.100000
Training Epoch: 6 [30976/47500]	Loss: 0.2224	LR: 0.100000
Training Epoch: 6 [31232/47500]	Loss: 0.1749	LR: 0.100000
Training Epoch: 6 [31488/47500]	Loss: 0.1960	LR: 0.100000
Training Epoch: 6 [31744/47500]	Loss: 0.1215	LR: 0.100000
Training Epoch: 6 [32000/47500]	Loss: 0.1716	LR: 0.100000
Training Epoch: 6 [32256/47500]	Loss: 0.1982	LR: 0.100000
Training Epoch: 6 [32512/47500]	Loss: 0.1800	LR: 0.100000
Training Epoch: 6 [32768/47500]	Loss: 0.3068	LR: 0.100000
Training Epoch: 6 [33024/47500]	Loss: 0.2637	LR: 0.100000
Training Epoch: 6 [33280/47500]	Loss: 0.1436	LR: 0.100000
Training Epoch: 6 [33536/47500]	Loss: 0.2783	LR: 0.100000
Training Epoch: 6 [33792/47500]	Loss: 0.2848	LR: 0.100000
Training Epoch: 6 [34048/47500]	Loss: 0.2159	LR: 0.100000
Training Epoch: 6 [34304/47500]	Loss: 0.1553	LR: 0.100000
Training Epoch: 6 [34560/47500]	Loss: 0.1918	LR: 0.100000
Training Epoch: 6 [34816/47500]	Loss: 0.1471	LR: 0.100000
Training Epoch: 6 [35072/47500]	Loss: 0.2519	LR: 0.100000
Training Epoch: 6 [35328/47500]	Loss: 0.1448	LR: 0.100000
Training Epoch: 6 [35584/47500]	Loss: 0.2974	LR: 0.100000
Training Epoch: 6 [35840/47500]	Loss: 0.1139	LR: 0.100000
Training Epoch: 6 [36096/47500]	Loss: 0.2429	LR: 0.100000
Training Epoch: 6 [36352/47500]	Loss: 0.1751	LR: 0.100000
Training Epoch: 6 [36608/47500]	Loss: 0.1421	LR: 0.100000
Training Epoch: 6 [36864/47500]	Loss: 0.1421	LR: 0.100000
Training Epoch: 6 [37120/47500]	Loss: 0.1550	LR: 0.100000
Training Epoch: 6 [37376/47500]	Loss: 0.2075	LR: 0.100000
Training Epoch: 6 [37632/47500]	Loss: 0.1915	LR: 0.100000
Training Epoch: 6 [37888/47500]	Loss: 0.1532	LR: 0.100000
Training Epoch: 6 [38144/47500]	Loss: 0.1862	LR: 0.100000
Training Epoch: 6 [38400/47500]	Loss: 0.2118	LR: 0.100000
Training Epoch: 6 [38656/47500]	Loss: 0.1696	LR: 0.100000
Training Epoch: 6 [38912/47500]	Loss: 0.1433	LR: 0.100000
Training Epoch: 6 [39168/47500]	Loss: 0.2029	LR: 0.100000
Training Epoch: 6 [39424/47500]	Loss: 0.1831	LR: 0.100000
Training Epoch: 6 [39680/47500]	Loss: 0.2861	LR: 0.100000
Training Epoch: 6 [39936/47500]	Loss: 0.1485	LR: 0.100000
Training Epoch: 6 [40192/47500]	Loss: 0.2181	LR: 0.100000
Training Epoch: 6 [40448/47500]	Loss: 0.3237	LR: 0.100000
Training Epoch: 6 [40704/47500]	Loss: 0.1524	LR: 0.100000
Training Epoch: 6 [40960/47500]	Loss: 0.1811	LR: 0.100000
Training Epoch: 6 [41216/47500]	Loss: 0.1640	LR: 0.100000
Training Epoch: 6 [41472/47500]	Loss: 0.1978	LR: 0.100000
Training Epoch: 6 [41728/47500]	Loss: 0.2618	LR: 0.100000
Training Epoch: 6 [41984/47500]	Loss: 0.1470	LR: 0.100000
Training Epoch: 6 [42240/47500]	Loss: 0.1757	LR: 0.100000
Training Epoch: 6 [42496/47500]	Loss: 0.2554	LR: 0.100000
Training Epoch: 6 [42752/47500]	Loss: 0.1661	LR: 0.100000
Training Epoch: 6 [43008/47500]	Loss: 0.1628	LR: 0.100000
Training Epoch: 6 [43264/47500]	Loss: 0.2021	LR: 0.100000
Training Epoch: 6 [43520/47500]	Loss: 0.1744	LR: 0.100000
Training Epoch: 6 [43776/47500]	Loss: 0.2495	LR: 0.100000
Training Epoch: 6 [44032/47500]	Loss: 0.2564	LR: 0.100000
Training Epoch: 6 [44288/47500]	Loss: 0.2112	LR: 0.100000
Training Epoch: 6 [44544/47500]	Loss: 0.2482	LR: 0.100000
Training Epoch: 6 [44800/47500]	Loss: 0.2206	LR: 0.100000
Training Epoch: 6 [45056/47500]	Loss: 0.1498	LR: 0.100000
Training Epoch: 6 [45312/47500]	Loss: 0.2299	LR: 0.100000
Training Epoch: 6 [45568/47500]	Loss: 0.1972	LR: 0.100000
Training Epoch: 6 [45824/47500]	Loss: 0.1766	LR: 0.100000
Training Epoch: 6 [46080/47500]	Loss: 0.2460	LR: 0.100000
Training Epoch: 6 [46336/47500]	Loss: 0.2970	LR: 0.100000
Training Epoch: 6 [46592/47500]	Loss: 0.3003	LR: 0.100000
Training Epoch: 6 [46848/47500]	Loss: 0.2680	LR: 0.100000
Training Epoch: 6 [47104/47500]	Loss: 0.1814	LR: 0.100000
Training Epoch: 6 [47360/47500]	Loss: 0.2111	LR: 0.100000
Training Epoch: 6 [47500/47500]	Loss: 0.2834	LR: 0.100000
Epoch 6 - Average Train Loss: 0.1967, Train Accuracy: 0.9329
Epoch 6 training time consumed: 343.32s
Evaluating Network.....
Test set: Epoch: 6, Average loss: 0.0008, Accuracy: 0.9283, Time consumed:23.47s
Training Epoch: 7 [256/47500]	Loss: 0.1856	LR: 0.020000
Training Epoch: 7 [512/47500]	Loss: 0.2006	LR: 0.020000
Training Epoch: 7 [768/47500]	Loss: 0.1727	LR: 0.020000
Training Epoch: 7 [1024/47500]	Loss: 0.1875	LR: 0.020000
Training Epoch: 7 [1280/47500]	Loss: 0.1701	LR: 0.020000
Training Epoch: 7 [1536/47500]	Loss: 0.1110	LR: 0.020000
Training Epoch: 7 [1792/47500]	Loss: 0.1084	LR: 0.020000
Training Epoch: 7 [2048/47500]	Loss: 0.0936	LR: 0.020000
Training Epoch: 7 [2304/47500]	Loss: 0.1267	LR: 0.020000
Training Epoch: 7 [2560/47500]	Loss: 0.0880	LR: 0.020000
Training Epoch: 7 [2816/47500]	Loss: 0.0826	LR: 0.020000
Training Epoch: 7 [3072/47500]	Loss: 0.0873	LR: 0.020000
Training Epoch: 7 [3328/47500]	Loss: 0.1354	LR: 0.020000
Training Epoch: 7 [3584/47500]	Loss: 0.0584	LR: 0.020000
Training Epoch: 7 [3840/47500]	Loss: 0.0771	LR: 0.020000
Training Epoch: 7 [4096/47500]	Loss: 0.0600	LR: 0.020000
Training Epoch: 7 [4352/47500]	Loss: 0.1280	LR: 0.020000
Training Epoch: 7 [4608/47500]	Loss: 0.0844	LR: 0.020000
Training Epoch: 7 [4864/47500]	Loss: 0.0758	LR: 0.020000
Training Epoch: 7 [5120/47500]	Loss: 0.0700	LR: 0.020000
Training Epoch: 7 [5376/47500]	Loss: 0.1480	LR: 0.020000
Training Epoch: 7 [5632/47500]	Loss: 0.0580	LR: 0.020000
Training Epoch: 7 [5888/47500]	Loss: 0.0884	LR: 0.020000
Training Epoch: 7 [6144/47500]	Loss: 0.0237	LR: 0.020000
Training Epoch: 7 [6400/47500]	Loss: 0.0861	LR: 0.020000
Training Epoch: 7 [6656/47500]	Loss: 0.0666	LR: 0.020000
Training Epoch: 7 [6912/47500]	Loss: 0.0869	LR: 0.020000
Training Epoch: 7 [7168/47500]	Loss: 0.1216	LR: 0.020000
Training Epoch: 7 [7424/47500]	Loss: 0.0843	LR: 0.020000
Training Epoch: 7 [7680/47500]	Loss: 0.0765	LR: 0.020000
Training Epoch: 7 [7936/47500]	Loss: 0.0931	LR: 0.020000
Training Epoch: 7 [8192/47500]	Loss: 0.0751	LR: 0.020000
Training Epoch: 7 [8448/47500]	Loss: 0.0942	LR: 0.020000
Training Epoch: 7 [8704/47500]	Loss: 0.0827	LR: 0.020000
Training Epoch: 7 [8960/47500]	Loss: 0.1287	LR: 0.020000
Training Epoch: 7 [9216/47500]	Loss: 0.0210	LR: 0.020000
Training Epoch: 7 [9472/47500]	Loss: 0.0837	LR: 0.020000
Training Epoch: 7 [9728/47500]	Loss: 0.0378	LR: 0.020000
Training Epoch: 7 [9984/47500]	Loss: 0.0614	LR: 0.020000
Training Epoch: 7 [10240/47500]	Loss: 0.0785	LR: 0.020000
Training Epoch: 7 [10496/47500]	Loss: 0.0885	LR: 0.020000
Training Epoch: 7 [10752/47500]	Loss: 0.0609	LR: 0.020000
Training Epoch: 7 [11008/47500]	Loss: 0.0413	LR: 0.020000
Training Epoch: 7 [11264/47500]	Loss: 0.0738	LR: 0.020000
Training Epoch: 7 [11520/47500]	Loss: 0.1044	LR: 0.020000
Training Epoch: 7 [11776/47500]	Loss: 0.0499	LR: 0.020000
Training Epoch: 7 [12032/47500]	Loss: 0.0553	LR: 0.020000
Training Epoch: 7 [12288/47500]	Loss: 0.0944	LR: 0.020000
Training Epoch: 7 [12544/47500]	Loss: 0.0427	LR: 0.020000
Training Epoch: 7 [12800/47500]	Loss: 0.0509	LR: 0.020000
Training Epoch: 7 [13056/47500]	Loss: 0.0624	LR: 0.020000
Training Epoch: 7 [13312/47500]	Loss: 0.0503	LR: 0.020000
Training Epoch: 7 [13568/47500]	Loss: 0.0226	LR: 0.020000
Training Epoch: 7 [13824/47500]	Loss: 0.0296	LR: 0.020000
Training Epoch: 7 [14080/47500]	Loss: 0.0583	LR: 0.020000
Training Epoch: 7 [14336/47500]	Loss: 0.0678	LR: 0.020000
Training Epoch: 7 [14592/47500]	Loss: 0.0357	LR: 0.020000
Training Epoch: 7 [14848/47500]	Loss: 0.0354	LR: 0.020000
Training Epoch: 7 [15104/47500]	Loss: 0.0535	LR: 0.020000
Training Epoch: 7 [15360/47500]	Loss: 0.0733	LR: 0.020000
Training Epoch: 7 [15616/47500]	Loss: 0.0456	LR: 0.020000
Training Epoch: 7 [15872/47500]	Loss: 0.0342	LR: 0.020000
Training Epoch: 7 [16128/47500]	Loss: 0.0693	LR: 0.020000
Training Epoch: 7 [16384/47500]	Loss: 0.0286	LR: 0.020000
Training Epoch: 7 [16640/47500]	Loss: 0.0565	LR: 0.020000
Training Epoch: 7 [16896/47500]	Loss: 0.0472	LR: 0.020000
Training Epoch: 7 [17152/47500]	Loss: 0.0316	LR: 0.020000
Training Epoch: 7 [17408/47500]	Loss: 0.0506	LR: 0.020000
Training Epoch: 7 [17664/47500]	Loss: 0.0444	LR: 0.020000
Training Epoch: 7 [17920/47500]	Loss: 0.0385	LR: 0.020000
Training Epoch: 7 [18176/47500]	Loss: 0.0561	LR: 0.020000
Training Epoch: 7 [18432/47500]	Loss: 0.0387	LR: 0.020000
Training Epoch: 7 [18688/47500]	Loss: 0.0384	LR: 0.020000
Training Epoch: 7 [18944/47500]	Loss: 0.0288	LR: 0.020000
Training Epoch: 7 [19200/47500]	Loss: 0.0766	LR: 0.020000
Training Epoch: 7 [19456/47500]	Loss: 0.0585	LR: 0.020000
Training Epoch: 7 [19712/47500]	Loss: 0.0408	LR: 0.020000
Training Epoch: 7 [19968/47500]	Loss: 0.0427	LR: 0.020000
Training Epoch: 7 [20224/47500]	Loss: 0.0490	LR: 0.020000
Training Epoch: 7 [20480/47500]	Loss: 0.0443	LR: 0.020000
Training Epoch: 7 [20736/47500]	Loss: 0.0486	LR: 0.020000
Training Epoch: 7 [20992/47500]	Loss: 0.0725	LR: 0.020000
Training Epoch: 7 [21248/47500]	Loss: 0.0616	LR: 0.020000
Training Epoch: 7 [21504/47500]	Loss: 0.0300	LR: 0.020000
Training Epoch: 7 [21760/47500]	Loss: 0.0805	LR: 0.020000
Training Epoch: 7 [22016/47500]	Loss: 0.0365	LR: 0.020000
Training Epoch: 7 [22272/47500]	Loss: 0.0645	LR: 0.020000
Training Epoch: 7 [22528/47500]	Loss: 0.0241	LR: 0.020000
Training Epoch: 7 [22784/47500]	Loss: 0.0465	LR: 0.020000
Training Epoch: 7 [23040/47500]	Loss: 0.0581	LR: 0.020000
Training Epoch: 7 [23296/47500]	Loss: 0.0461	LR: 0.020000
Training Epoch: 7 [23552/47500]	Loss: 0.0520	LR: 0.020000
Training Epoch: 7 [23808/47500]	Loss: 0.0340	LR: 0.020000
Training Epoch: 7 [24064/47500]	Loss: 0.0153	LR: 0.020000
Training Epoch: 7 [24320/47500]	Loss: 0.0826	LR: 0.020000
Training Epoch: 7 [24576/47500]	Loss: 0.0478	LR: 0.020000
Training Epoch: 7 [24832/47500]	Loss: 0.0487	LR: 0.020000
Training Epoch: 7 [25088/47500]	Loss: 0.0610	LR: 0.020000
Training Epoch: 7 [25344/47500]	Loss: 0.0475	LR: 0.020000
Training Epoch: 7 [25600/47500]	Loss: 0.0722	LR: 0.020000
Training Epoch: 7 [25856/47500]	Loss: 0.0564	LR: 0.020000
Training Epoch: 7 [26112/47500]	Loss: 0.0822	LR: 0.020000
Training Epoch: 7 [26368/47500]	Loss: 0.0446	LR: 0.020000
Training Epoch: 7 [26624/47500]	Loss: 0.0597	LR: 0.020000
Training Epoch: 7 [26880/47500]	Loss: 0.0443	LR: 0.020000
Training Epoch: 7 [27136/47500]	Loss: 0.0548	LR: 0.020000
Training Epoch: 7 [27392/47500]	Loss: 0.0474	LR: 0.020000
Training Epoch: 7 [27648/47500]	Loss: 0.0390	LR: 0.020000
Training Epoch: 7 [27904/47500]	Loss: 0.0483	LR: 0.020000
Training Epoch: 7 [28160/47500]	Loss: 0.0393	LR: 0.020000
Training Epoch: 7 [28416/47500]	Loss: 0.0473	LR: 0.020000
Training Epoch: 7 [28672/47500]	Loss: 0.1607	LR: 0.020000
Training Epoch: 7 [28928/47500]	Loss: 0.0556	LR: 0.020000
Training Epoch: 7 [29184/47500]	Loss: 0.0829	LR: 0.020000
Training Epoch: 7 [29440/47500]	Loss: 0.0863	LR: 0.020000
Training Epoch: 7 [29696/47500]	Loss: 0.0495	LR: 0.020000
Training Epoch: 7 [29952/47500]	Loss: 0.0202	LR: 0.020000
Training Epoch: 7 [30208/47500]	Loss: 0.0795	LR: 0.020000
Training Epoch: 7 [30464/47500]	Loss: 0.0783	LR: 0.020000
Training Epoch: 7 [30720/47500]	Loss: 0.0754	LR: 0.020000
Training Epoch: 7 [30976/47500]	Loss: 0.0495	LR: 0.020000
Training Epoch: 7 [31232/47500]	Loss: 0.0467	LR: 0.020000
Training Epoch: 7 [31488/47500]	Loss: 0.0416	LR: 0.020000
Training Epoch: 7 [31744/47500]	Loss: 0.0579	LR: 0.020000
Training Epoch: 7 [32000/47500]	Loss: 0.0325	LR: 0.020000
Training Epoch: 7 [32256/47500]	Loss: 0.0619	LR: 0.020000
Training Epoch: 7 [32512/47500]	Loss: 0.0350	LR: 0.020000
Training Epoch: 7 [32768/47500]	Loss: 0.0422	LR: 0.020000
Training Epoch: 7 [33024/47500]	Loss: 0.0379	LR: 0.020000
Training Epoch: 7 [33280/47500]	Loss: 0.0731	LR: 0.020000
Training Epoch: 7 [33536/47500]	Loss: 0.0350	LR: 0.020000
Training Epoch: 7 [33792/47500]	Loss: 0.0618	LR: 0.020000
Training Epoch: 7 [34048/47500]	Loss: 0.0443	LR: 0.020000
Training Epoch: 7 [34304/47500]	Loss: 0.0489	LR: 0.020000
Training Epoch: 7 [34560/47500]	Loss: 0.0507	LR: 0.020000
Training Epoch: 7 [34816/47500]	Loss: 0.0243	LR: 0.020000
Training Epoch: 7 [35072/47500]	Loss: 0.0373	LR: 0.020000
Training Epoch: 7 [35328/47500]	Loss: 0.0834	LR: 0.020000
Training Epoch: 7 [35584/47500]	Loss: 0.0522	LR: 0.020000
Training Epoch: 7 [35840/47500]	Loss: 0.0377	LR: 0.020000
Training Epoch: 7 [36096/47500]	Loss: 0.0359	LR: 0.020000
Training Epoch: 7 [36352/47500]	Loss: 0.0467	LR: 0.020000
Training Epoch: 7 [36608/47500]	Loss: 0.0664	LR: 0.020000
Training Epoch: 7 [36864/47500]	Loss: 0.0647	LR: 0.020000
Training Epoch: 7 [37120/47500]	Loss: 0.0387	LR: 0.020000
Training Epoch: 7 [37376/47500]	Loss: 0.0449	LR: 0.020000
Training Epoch: 7 [37632/47500]	Loss: 0.1104	LR: 0.020000
Training Epoch: 7 [37888/47500]	Loss: 0.0190	LR: 0.020000
Training Epoch: 7 [38144/47500]	Loss: 0.0267	LR: 0.020000
Training Epoch: 7 [38400/47500]	Loss: 0.0320	LR: 0.020000
Training Epoch: 7 [38656/47500]	Loss: 0.0497	LR: 0.020000
Training Epoch: 7 [38912/47500]	Loss: 0.0218	LR: 0.020000
Training Epoch: 7 [39168/47500]	Loss: 0.0322	LR: 0.020000
Training Epoch: 7 [39424/47500]	Loss: 0.0474	LR: 0.020000
Training Epoch: 7 [39680/47500]	Loss: 0.0475	LR: 0.020000
Training Epoch: 7 [39936/47500]	Loss: 0.1024	LR: 0.020000
Training Epoch: 7 [40192/47500]	Loss: 0.0675	LR: 0.020000
Training Epoch: 7 [40448/47500]	Loss: 0.0458	LR: 0.020000
Training Epoch: 7 [40704/47500]	Loss: 0.0266	LR: 0.020000
Training Epoch: 7 [40960/47500]	Loss: 0.0495	LR: 0.020000
Training Epoch: 7 [41216/47500]	Loss: 0.0624	LR: 0.020000
Training Epoch: 7 [41472/47500]	Loss: 0.0349	LR: 0.020000
Training Epoch: 7 [41728/47500]	Loss: 0.0533	LR: 0.020000
Training Epoch: 7 [41984/47500]	Loss: 0.0354	LR: 0.020000
Training Epoch: 7 [42240/47500]	Loss: 0.0115	LR: 0.020000
Training Epoch: 7 [42496/47500]	Loss: 0.0322	LR: 0.020000
Training Epoch: 7 [42752/47500]	Loss: 0.0350	LR: 0.020000
Training Epoch: 7 [43008/47500]	Loss: 0.0708	LR: 0.020000
Training Epoch: 7 [43264/47500]	Loss: 0.0376	LR: 0.020000
Training Epoch: 7 [43520/47500]	Loss: 0.0185	LR: 0.020000
Training Epoch: 7 [43776/47500]	Loss: 0.0534	LR: 0.020000
Training Epoch: 7 [44032/47500]	Loss: 0.0544	LR: 0.020000
Training Epoch: 7 [44288/47500]	Loss: 0.0168	LR: 0.020000
Training Epoch: 7 [44544/47500]	Loss: 0.0312	LR: 0.020000
Training Epoch: 7 [44800/47500]	Loss: 0.0273	LR: 0.020000
Training Epoch: 7 [45056/47500]	Loss: 0.0474	LR: 0.020000
Training Epoch: 7 [45312/47500]	Loss: 0.0378	LR: 0.020000
Training Epoch: 7 [45568/47500]	Loss: 0.0330	LR: 0.020000
Training Epoch: 7 [45824/47500]	Loss: 0.0323	LR: 0.020000
Training Epoch: 7 [46080/47500]	Loss: 0.0378	LR: 0.020000
Training Epoch: 7 [46336/47500]	Loss: 0.0484	LR: 0.020000
Training Epoch: 7 [46592/47500]	Loss: 0.0259	LR: 0.020000
Training Epoch: 7 [46848/47500]	Loss: 0.0533	LR: 0.020000
Training Epoch: 7 [47104/47500]	Loss: 0.0590	LR: 0.020000
Training Epoch: 7 [47360/47500]	Loss: 0.0429	LR: 0.020000
Training Epoch: 7 [47500/47500]	Loss: 0.0122	LR: 0.020000
Epoch 7 - Average Train Loss: 0.0603, Train Accuracy: 0.9789
Epoch 7 training time consumed: 343.05s
Evaluating Network.....
Test set: Epoch: 7, Average loss: 0.0004, Accuracy: 0.9712, Time consumed:23.50s
Saving weights file to checkpoint/retrain/ViT/Friday_18_July_2025_21h_42m_21s/ViT-Cifar10-seed5-ret50-7-best.pth
Training Epoch: 8 [256/47500]	Loss: 0.0505	LR: 0.020000
Training Epoch: 8 [512/47500]	Loss: 0.0539	LR: 0.020000
Training Epoch: 8 [768/47500]	Loss: 0.0227	LR: 0.020000
Training Epoch: 8 [1024/47500]	Loss: 0.0390	LR: 0.020000
Training Epoch: 8 [1280/47500]	Loss: 0.0577	LR: 0.020000
Training Epoch: 8 [1536/47500]	Loss: 0.0145	LR: 0.020000
Training Epoch: 8 [1792/47500]	Loss: 0.0284	LR: 0.020000
Training Epoch: 8 [2048/47500]	Loss: 0.0322	LR: 0.020000
Training Epoch: 8 [2304/47500]	Loss: 0.0356	LR: 0.020000
Training Epoch: 8 [2560/47500]	Loss: 0.0435	LR: 0.020000
Training Epoch: 8 [2816/47500]	Loss: 0.0181	LR: 0.020000
Training Epoch: 8 [3072/47500]	Loss: 0.0174	LR: 0.020000
Training Epoch: 8 [3328/47500]	Loss: 0.0516	LR: 0.020000
Training Epoch: 8 [3584/47500]	Loss: 0.0259	LR: 0.020000
Training Epoch: 8 [3840/47500]	Loss: 0.0231	LR: 0.020000
Training Epoch: 8 [4096/47500]	Loss: 0.0125	LR: 0.020000
Training Epoch: 8 [4352/47500]	Loss: 0.0443	LR: 0.020000
Training Epoch: 8 [4608/47500]	Loss: 0.0223	LR: 0.020000
Training Epoch: 8 [4864/47500]	Loss: 0.0508	LR: 0.020000
Training Epoch: 8 [5120/47500]	Loss: 0.0477	LR: 0.020000
Training Epoch: 8 [5376/47500]	Loss: 0.0209	LR: 0.020000
Training Epoch: 8 [5632/47500]	Loss: 0.0421	LR: 0.020000
Training Epoch: 8 [5888/47500]	Loss: 0.0393	LR: 0.020000
Training Epoch: 8 [6144/47500]	Loss: 0.0221	LR: 0.020000
Training Epoch: 8 [6400/47500]	Loss: 0.0280	LR: 0.020000
Training Epoch: 8 [6656/47500]	Loss: 0.0352	LR: 0.020000
Training Epoch: 8 [6912/47500]	Loss: 0.0454	LR: 0.020000
Training Epoch: 8 [7168/47500]	Loss: 0.0293	LR: 0.020000
Training Epoch: 8 [7424/47500]	Loss: 0.0457	LR: 0.020000
Training Epoch: 8 [7680/47500]	Loss: 0.0434	LR: 0.020000
Training Epoch: 8 [7936/47500]	Loss: 0.0602	LR: 0.020000
Training Epoch: 8 [8192/47500]	Loss: 0.0332	LR: 0.020000
Training Epoch: 8 [8448/47500]	Loss: 0.1028	LR: 0.020000
Training Epoch: 8 [8704/47500]	Loss: 0.0618	LR: 0.020000
Training Epoch: 8 [8960/47500]	Loss: 0.0465	LR: 0.020000
Training Epoch: 8 [9216/47500]	Loss: 0.0565	LR: 0.020000
Training Epoch: 8 [9472/47500]	Loss: 0.0121	LR: 0.020000
Training Epoch: 8 [9728/47500]	Loss: 0.0339	LR: 0.020000
Training Epoch: 8 [9984/47500]	Loss: 0.0478	LR: 0.020000
Training Epoch: 8 [10240/47500]	Loss: 0.0531	LR: 0.020000
Training Epoch: 8 [10496/47500]	Loss: 0.0690	LR: 0.020000
Training Epoch: 8 [10752/47500]	Loss: 0.0363	LR: 0.020000
Training Epoch: 8 [11008/47500]	Loss: 0.0336	LR: 0.020000
Training Epoch: 8 [11264/47500]	Loss: 0.0369	LR: 0.020000
Training Epoch: 8 [11520/47500]	Loss: 0.0743	LR: 0.020000
Training Epoch: 8 [11776/47500]	Loss: 0.0275	LR: 0.020000
Training Epoch: 8 [12032/47500]	Loss: 0.0969	LR: 0.020000
Training Epoch: 8 [12288/47500]	Loss: 0.0335	LR: 0.020000
Training Epoch: 8 [12544/47500]	Loss: 0.0444	LR: 0.020000
Training Epoch: 8 [12800/47500]	Loss: 0.0276	LR: 0.020000
Training Epoch: 8 [13056/47500]	Loss: 0.0352	LR: 0.020000
Training Epoch: 8 [13312/47500]	Loss: 0.0634	LR: 0.020000
Training Epoch: 8 [13568/47500]	Loss: 0.0290	LR: 0.020000
Training Epoch: 8 [13824/47500]	Loss: 0.0356	LR: 0.020000
Training Epoch: 8 [14080/47500]	Loss: 0.0372	LR: 0.020000
Training Epoch: 8 [14336/47500]	Loss: 0.0188	LR: 0.020000
Training Epoch: 8 [14592/47500]	Loss: 0.0190	LR: 0.020000
Training Epoch: 8 [14848/47500]	Loss: 0.0331	LR: 0.020000
Training Epoch: 8 [15104/47500]	Loss: 0.0418	LR: 0.020000
Training Epoch: 8 [15360/47500]	Loss: 0.0379	LR: 0.020000
Training Epoch: 8 [15616/47500]	Loss: 0.0419	LR: 0.020000
Training Epoch: 8 [15872/47500]	Loss: 0.0513	LR: 0.020000
Training Epoch: 8 [16128/47500]	Loss: 0.0747	LR: 0.020000
Training Epoch: 8 [16384/47500]	Loss: 0.0264	LR: 0.020000
Training Epoch: 8 [16640/47500]	Loss: 0.0266	LR: 0.020000
Training Epoch: 8 [16896/47500]	Loss: 0.0174	LR: 0.020000
Training Epoch: 8 [17152/47500]	Loss: 0.0505	LR: 0.020000
Training Epoch: 8 [17408/47500]	Loss: 0.0283	LR: 0.020000
Training Epoch: 8 [17664/47500]	Loss: 0.0226	LR: 0.020000
Training Epoch: 8 [17920/47500]	Loss: 0.0796	LR: 0.020000
Training Epoch: 8 [18176/47500]	Loss: 0.0639	LR: 0.020000
Training Epoch: 8 [18432/47500]	Loss: 0.0571	LR: 0.020000
Training Epoch: 8 [18688/47500]	Loss: 0.0349	LR: 0.020000
Training Epoch: 8 [18944/47500]	Loss: 0.0454	LR: 0.020000
Training Epoch: 8 [19200/47500]	Loss: 0.0416	LR: 0.020000
Training Epoch: 8 [19456/47500]	Loss: 0.0479	LR: 0.020000
Training Epoch: 8 [19712/47500]	Loss: 0.0317	LR: 0.020000
Training Epoch: 8 [19968/47500]	Loss: 0.0506	LR: 0.020000
Training Epoch: 8 [20224/47500]	Loss: 0.0183	LR: 0.020000
Training Epoch: 8 [20480/47500]	Loss: 0.0268	LR: 0.020000
Training Epoch: 8 [20736/47500]	Loss: 0.0129	LR: 0.020000
Training Epoch: 8 [20992/47500]	Loss: 0.0455	LR: 0.020000
Training Epoch: 8 [21248/47500]	Loss: 0.0293	LR: 0.020000
Training Epoch: 8 [21504/47500]	Loss: 0.0398	LR: 0.020000
Training Epoch: 8 [21760/47500]	Loss: 0.0384	LR: 0.020000
Training Epoch: 8 [22016/47500]	Loss: 0.0527	LR: 0.020000
Training Epoch: 8 [22272/47500]	Loss: 0.0581	LR: 0.020000
Training Epoch: 8 [22528/47500]	Loss: 0.0422	LR: 0.020000
Training Epoch: 8 [22784/47500]	Loss: 0.0493	LR: 0.020000
Training Epoch: 8 [23040/47500]	Loss: 0.0395	LR: 0.020000
Training Epoch: 8 [23296/47500]	Loss: 0.0847	LR: 0.020000
Training Epoch: 8 [23552/47500]	Loss: 0.0272	LR: 0.020000
Training Epoch: 8 [23808/47500]	Loss: 0.0238	LR: 0.020000
Training Epoch: 8 [24064/47500]	Loss: 0.0144	LR: 0.020000
Training Epoch: 8 [24320/47500]	Loss: 0.0304	LR: 0.020000
Training Epoch: 8 [24576/47500]	Loss: 0.0583	LR: 0.020000
Training Epoch: 8 [24832/47500]	Loss: 0.0794	LR: 0.020000
Training Epoch: 8 [25088/47500]	Loss: 0.0921	LR: 0.020000
Training Epoch: 8 [25344/47500]	Loss: 0.0304	LR: 0.020000
Training Epoch: 8 [25600/47500]	Loss: 0.0294	LR: 0.020000
Training Epoch: 8 [25856/47500]	Loss: 0.0132	LR: 0.020000
Training Epoch: 8 [26112/47500]	Loss: 0.0442	LR: 0.020000
Training Epoch: 8 [26368/47500]	Loss: 0.0244	LR: 0.020000
Training Epoch: 8 [26624/47500]	Loss: 0.0170	LR: 0.020000
Training Epoch: 8 [26880/47500]	Loss: 0.0502	LR: 0.020000
Training Epoch: 8 [27136/47500]	Loss: 0.0241	LR: 0.020000
Training Epoch: 8 [27392/47500]	Loss: 0.0470	LR: 0.020000
Training Epoch: 8 [27648/47500]	Loss: 0.0172	LR: 0.020000
Training Epoch: 8 [27904/47500]	Loss: 0.0470	LR: 0.020000
Training Epoch: 8 [28160/47500]	Loss: 0.0128	LR: 0.020000
Training Epoch: 8 [28416/47500]	Loss: 0.0460	LR: 0.020000
Training Epoch: 8 [28672/47500]	Loss: 0.0346	LR: 0.020000
Training Epoch: 8 [28928/47500]	Loss: 0.0582	LR: 0.020000
Training Epoch: 8 [29184/47500]	Loss: 0.0295	LR: 0.020000
Training Epoch: 8 [29440/47500]	Loss: 0.0774	LR: 0.020000
Training Epoch: 8 [29696/47500]	Loss: 0.0632	LR: 0.020000
Training Epoch: 8 [29952/47500]	Loss: 0.0077	LR: 0.020000
Training Epoch: 8 [30208/47500]	Loss: 0.0529	LR: 0.020000
Training Epoch: 8 [30464/47500]	Loss: 0.0288	LR: 0.020000
Training Epoch: 8 [30720/47500]	Loss: 0.0497	LR: 0.020000
Training Epoch: 8 [30976/47500]	Loss: 0.0446	LR: 0.020000
Training Epoch: 8 [31232/47500]	Loss: 0.0331	LR: 0.020000
Training Epoch: 8 [31488/47500]	Loss: 0.0242	LR: 0.020000
Training Epoch: 8 [31744/47500]	Loss: 0.0197	LR: 0.020000
Training Epoch: 8 [32000/47500]	Loss: 0.0271	LR: 0.020000
Training Epoch: 8 [32256/47500]	Loss: 0.0570	LR: 0.020000
Training Epoch: 8 [32512/47500]	Loss: 0.0782	LR: 0.020000
Training Epoch: 8 [32768/47500]	Loss: 0.0333	LR: 0.020000
Training Epoch: 8 [33024/47500]	Loss: 0.0527	LR: 0.020000
Training Epoch: 8 [33280/47500]	Loss: 0.0241	LR: 0.020000
Training Epoch: 8 [33536/47500]	Loss: 0.0586	LR: 0.020000
Training Epoch: 8 [33792/47500]	Loss: 0.0352	LR: 0.020000
Training Epoch: 8 [34048/47500]	Loss: 0.0601	LR: 0.020000
Training Epoch: 8 [34304/47500]	Loss: 0.0454	LR: 0.020000
Training Epoch: 8 [34560/47500]	Loss: 0.0491	LR: 0.020000
Training Epoch: 8 [34816/47500]	Loss: 0.0218	LR: 0.020000
Training Epoch: 8 [35072/47500]	Loss: 0.0361	LR: 0.020000
Training Epoch: 8 [35328/47500]	Loss: 0.0312	LR: 0.020000
Training Epoch: 8 [35584/47500]	Loss: 0.0313	LR: 0.020000
Training Epoch: 8 [35840/47500]	Loss: 0.0488	LR: 0.020000
Training Epoch: 8 [36096/47500]	Loss: 0.0188	LR: 0.020000
Training Epoch: 8 [36352/47500]	Loss: 0.0270	LR: 0.020000
Training Epoch: 8 [36608/47500]	Loss: 0.0298	LR: 0.020000
Training Epoch: 8 [36864/47500]	Loss: 0.0124	LR: 0.020000
Training Epoch: 8 [37120/47500]	Loss: 0.0359	LR: 0.020000
Training Epoch: 8 [37376/47500]	Loss: 0.0201	LR: 0.020000
Training Epoch: 8 [37632/47500]	Loss: 0.0198	LR: 0.020000
Training Epoch: 8 [37888/47500]	Loss: 0.0459	LR: 0.020000
Training Epoch: 8 [38144/47500]	Loss: 0.0255	LR: 0.020000
Training Epoch: 8 [38400/47500]	Loss: 0.0376	LR: 0.020000
Training Epoch: 8 [38656/47500]	Loss: 0.0445	LR: 0.020000
Training Epoch: 8 [38912/47500]	Loss: 0.0430	LR: 0.020000
Training Epoch: 8 [39168/47500]	Loss: 0.0363	LR: 0.020000
Training Epoch: 8 [39424/47500]	Loss: 0.0326	LR: 0.020000
Training Epoch: 8 [39680/47500]	Loss: 0.0226	LR: 0.020000
Training Epoch: 8 [39936/47500]	Loss: 0.0493	LR: 0.020000
Training Epoch: 8 [40192/47500]	Loss: 0.0525	LR: 0.020000
Training Epoch: 8 [40448/47500]	Loss: 0.0214	LR: 0.020000
Training Epoch: 8 [40704/47500]	Loss: 0.0185	LR: 0.020000
Training Epoch: 8 [40960/47500]	Loss: 0.0400	LR: 0.020000
Training Epoch: 8 [41216/47500]	Loss: 0.0345	LR: 0.020000
Training Epoch: 8 [41472/47500]	Loss: 0.0105	LR: 0.020000
Training Epoch: 8 [41728/47500]	Loss: 0.0505	LR: 0.020000
Training Epoch: 8 [41984/47500]	Loss: 0.0259	LR: 0.020000
Training Epoch: 8 [42240/47500]	Loss: 0.0571	LR: 0.020000
Training Epoch: 8 [42496/47500]	Loss: 0.0334	LR: 0.020000
Training Epoch: 8 [42752/47500]	Loss: 0.0652	LR: 0.020000
Training Epoch: 8 [43008/47500]	Loss: 0.0227	LR: 0.020000
Training Epoch: 8 [43264/47500]	Loss: 0.0262	LR: 0.020000
Training Epoch: 8 [43520/47500]	Loss: 0.0438	LR: 0.020000
Training Epoch: 8 [43776/47500]	Loss: 0.0426	LR: 0.020000
Training Epoch: 8 [44032/47500]	Loss: 0.0361	LR: 0.020000
Training Epoch: 8 [44288/47500]	Loss: 0.0411	LR: 0.020000
Training Epoch: 8 [44544/47500]	Loss: 0.0228	LR: 0.020000
Training Epoch: 8 [44800/47500]	Loss: 0.0252	LR: 0.020000
Training Epoch: 8 [45056/47500]	Loss: 0.0180	LR: 0.020000
Training Epoch: 8 [45312/47500]	Loss: 0.0895	LR: 0.020000
Training Epoch: 8 [45568/47500]	Loss: 0.0253	LR: 0.020000
Training Epoch: 8 [45824/47500]	Loss: 0.0310	LR: 0.020000
Training Epoch: 8 [46080/47500]	Loss: 0.0243	LR: 0.020000
Training Epoch: 8 [46336/47500]	Loss: 0.0204	LR: 0.020000
Training Epoch: 8 [46592/47500]	Loss: 0.0699	LR: 0.020000
Training Epoch: 8 [46848/47500]	Loss: 0.0356	LR: 0.020000
Training Epoch: 8 [47104/47500]	Loss: 0.0200	LR: 0.020000
Training Epoch: 8 [47360/47500]	Loss: 0.0384	LR: 0.020000
Training Epoch: 8 [47500/47500]	Loss: 0.0515	LR: 0.020000
Epoch 8 - Average Train Loss: 0.0389, Train Accuracy: 0.9863
Epoch 8 training time consumed: 342.87s
Evaluating Network.....
Test set: Epoch: 8, Average loss: 0.0004, Accuracy: 0.9711, Time consumed:23.47s
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: 97.177734375
Retain Accuracy: 98.85578155517578
Zero-Retain Forget (ZRF): 0.7640140652656555
Membership Inference Attack (MIA): 0.8192
Forget vs Retain Membership Inference Attack (MIA): 0.541
Forget vs Test Membership Inference Attack (MIA): 0.521
Test vs Retain Membership Inference Attack (MIA): 0.50975
Train vs Test Membership Inference Attack (MIA): 0.51675
Forget Set Accuracy (Df): 96.37356567382812
Method Execution Time: 5352.05 seconds
