hello
hello

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

📌S Forget class distribution for seed 7:
Class 0: 500
Class 1: 500
Class 2: 500
Class 3: 500
Class 4: 500
Class 5: 500
Class 6: 500
Class 7: 500
Class 8: 500
Class 9: 500
hello
hello
⚠️ Warning: Retain train loader may not be shuffled.
Training Epoch: 1 [256/45000]	Loss: 2.4045	LR: 0.000000
Training Epoch: 1 [512/45000]	Loss: 2.3880	LR: 0.000568
Training Epoch: 1 [768/45000]	Loss: 2.3719	LR: 0.001136
Training Epoch: 1 [1024/45000]	Loss: 2.2927	LR: 0.001705
Training Epoch: 1 [1280/45000]	Loss: 2.2602	LR: 0.002273
Training Epoch: 1 [1536/45000]	Loss: 2.1488	LR: 0.002841
Training Epoch: 1 [1792/45000]	Loss: 2.0305	LR: 0.003409
Training Epoch: 1 [2048/45000]	Loss: 1.8330	LR: 0.003977
Training Epoch: 1 [2304/45000]	Loss: 1.5865	LR: 0.004545
Training Epoch: 1 [2560/45000]	Loss: 1.3544	LR: 0.005114
Training Epoch: 1 [2816/45000]	Loss: 1.1870	LR: 0.005682
Training Epoch: 1 [3072/45000]	Loss: 0.9201	LR: 0.006250
Training Epoch: 1 [3328/45000]	Loss: 0.7281	LR: 0.006818
Training Epoch: 1 [3584/45000]	Loss: 0.5537	LR: 0.007386
Training Epoch: 1 [3840/45000]	Loss: 0.5152	LR: 0.007955
Training Epoch: 1 [4096/45000]	Loss: 0.3531	LR: 0.008523
Training Epoch: 1 [4352/45000]	Loss: 0.3316	LR: 0.009091
Training Epoch: 1 [4608/45000]	Loss: 0.2551	LR: 0.009659
Training Epoch: 1 [4864/45000]	Loss: 0.2356	LR: 0.010227
Training Epoch: 1 [5120/45000]	Loss: 0.2529	LR: 0.010795
Training Epoch: 1 [5376/45000]	Loss: 0.1807	LR: 0.011364
Training Epoch: 1 [5632/45000]	Loss: 0.1509	LR: 0.011932
Training Epoch: 1 [5888/45000]	Loss: 0.2850	LR: 0.012500
Training Epoch: 1 [6144/45000]	Loss: 0.2628	LR: 0.013068
Training Epoch: 1 [6400/45000]	Loss: 0.2134	LR: 0.013636
Training Epoch: 1 [6656/45000]	Loss: 0.3107	LR: 0.014205
Training Epoch: 1 [6912/45000]	Loss: 0.2507	LR: 0.014773
Training Epoch: 1 [7168/45000]	Loss: 0.1351	LR: 0.015341
Training Epoch: 1 [7424/45000]	Loss: 0.1733	LR: 0.015909
Training Epoch: 1 [7680/45000]	Loss: 0.1840	LR: 0.016477
Training Epoch: 1 [7936/45000]	Loss: 0.3144	LR: 0.017045
Training Epoch: 1 [8192/45000]	Loss: 0.3626	LR: 0.017614
Training Epoch: 1 [8448/45000]	Loss: 0.2457	LR: 0.018182
Training Epoch: 1 [8704/45000]	Loss: 0.1307	LR: 0.018750
Training Epoch: 1 [8960/45000]	Loss: 0.3451	LR: 0.019318
Training Epoch: 1 [9216/45000]	Loss: 0.3344	LR: 0.019886
Training Epoch: 1 [9472/45000]	Loss: 0.1693	LR: 0.020455
Training Epoch: 1 [9728/45000]	Loss: 0.2749	LR: 0.021023
Training Epoch: 1 [9984/45000]	Loss: 0.3979	LR: 0.021591
Training Epoch: 1 [10240/45000]	Loss: 0.1803	LR: 0.022159
Training Epoch: 1 [10496/45000]	Loss: 0.1960	LR: 0.022727
Training Epoch: 1 [10752/45000]	Loss: 0.3242	LR: 0.023295
Training Epoch: 1 [11008/45000]	Loss: 0.1577	LR: 0.023864
Training Epoch: 1 [11264/45000]	Loss: 0.2113	LR: 0.024432
Training Epoch: 1 [11520/45000]	Loss: 0.3385	LR: 0.025000
Training Epoch: 1 [11776/45000]	Loss: 0.2079	LR: 0.025568
Training Epoch: 1 [12032/45000]	Loss: 0.3078	LR: 0.026136
Training Epoch: 1 [12288/45000]	Loss: 0.1683	LR: 0.026705
Training Epoch: 1 [12544/45000]	Loss: 0.2973	LR: 0.027273
Training Epoch: 1 [12800/45000]	Loss: 0.1065	LR: 0.027841
Training Epoch: 1 [13056/45000]	Loss: 0.2808	LR: 0.028409
Training Epoch: 1 [13312/45000]	Loss: 0.2220	LR: 0.028977
Training Epoch: 1 [13568/45000]	Loss: 0.5392	LR: 0.029545
Training Epoch: 1 [13824/45000]	Loss: 0.2947	LR: 0.030114
Training Epoch: 1 [14080/45000]	Loss: 0.6928	LR: 0.030682
Training Epoch: 1 [14336/45000]	Loss: 0.3471	LR: 0.031250
Training Epoch: 1 [14592/45000]	Loss: 0.3525	LR: 0.031818
Training Epoch: 1 [14848/45000]	Loss: 0.3752	LR: 0.032386
Training Epoch: 1 [15104/45000]	Loss: 0.3744	LR: 0.032955
Training Epoch: 1 [15360/45000]	Loss: 0.3389	LR: 0.033523
Training Epoch: 1 [15616/45000]	Loss: 0.4982	LR: 0.034091
Training Epoch: 1 [15872/45000]	Loss: 0.4048	LR: 0.034659
Training Epoch: 1 [16128/45000]	Loss: 0.2963	LR: 0.035227
Training Epoch: 1 [16384/45000]	Loss: 0.5078	LR: 0.035795
Training Epoch: 1 [16640/45000]	Loss: 0.3113	LR: 0.036364
Training Epoch: 1 [16896/45000]	Loss: 0.1977	LR: 0.036932
Training Epoch: 1 [17152/45000]	Loss: 0.4493	LR: 0.037500
Training Epoch: 1 [17408/45000]	Loss: 0.2590	LR: 0.038068
Training Epoch: 1 [17664/45000]	Loss: 0.3064	LR: 0.038636
Training Epoch: 1 [17920/45000]	Loss: 0.2786	LR: 0.039205
Training Epoch: 1 [18176/45000]	Loss: 0.2591	LR: 0.039773
Training Epoch: 1 [18432/45000]	Loss: 0.3251	LR: 0.040341
Training Epoch: 1 [18688/45000]	Loss: 0.2081	LR: 0.040909
Training Epoch: 1 [18944/45000]	Loss: 0.1985	LR: 0.041477
Training Epoch: 1 [19200/45000]	Loss: 0.1419	LR: 0.042045
Training Epoch: 1 [19456/45000]	Loss: 0.3615	LR: 0.042614
Training Epoch: 1 [19712/45000]	Loss: 0.2813	LR: 0.043182
Training Epoch: 1 [19968/45000]	Loss: 0.4778	LR: 0.043750
Training Epoch: 1 [20224/45000]	Loss: 0.2752	LR: 0.044318
Training Epoch: 1 [20480/45000]	Loss: 0.2428	LR: 0.044886
Training Epoch: 1 [20736/45000]	Loss: 0.3568	LR: 0.045455
Training Epoch: 1 [20992/45000]	Loss: 0.3576	LR: 0.046023
Training Epoch: 1 [21248/45000]	Loss: 0.2290	LR: 0.046591
Training Epoch: 1 [21504/45000]	Loss: 0.2163	LR: 0.047159
Training Epoch: 1 [21760/45000]	Loss: 0.2381	LR: 0.047727
Training Epoch: 1 [22016/45000]	Loss: 0.3597	LR: 0.048295
Training Epoch: 1 [22272/45000]	Loss: 0.2554	LR: 0.048864
Training Epoch: 1 [22528/45000]	Loss: 0.2143	LR: 0.049432
Training Epoch: 1 [22784/45000]	Loss: 0.2942	LR: 0.050000
Training Epoch: 1 [23040/45000]	Loss: 0.1368	LR: 0.050568
Training Epoch: 1 [23296/45000]	Loss: 0.1678	LR: 0.051136
Training Epoch: 1 [23552/45000]	Loss: 0.1939	LR: 0.051705
Training Epoch: 1 [23808/45000]	Loss: 0.1646	LR: 0.052273
Training Epoch: 1 [24064/45000]	Loss: 0.2776	LR: 0.052841
Training Epoch: 1 [24320/45000]	Loss: 0.2504	LR: 0.053409
Training Epoch: 1 [24576/45000]	Loss: 0.1928	LR: 0.053977
Training Epoch: 1 [24832/45000]	Loss: 0.1209	LR: 0.054545
Training Epoch: 1 [25088/45000]	Loss: 0.2290	LR: 0.055114
Training Epoch: 1 [25344/45000]	Loss: 0.2100	LR: 0.055682
Training Epoch: 1 [25600/45000]	Loss: 0.2250	LR: 0.056250
Training Epoch: 1 [25856/45000]	Loss: 0.2098	LR: 0.056818
Training Epoch: 1 [26112/45000]	Loss: 0.1564	LR: 0.057386
Training Epoch: 1 [26368/45000]	Loss: 0.1281	LR: 0.057955
Training Epoch: 1 [26624/45000]	Loss: 0.2981	LR: 0.058523
Training Epoch: 1 [26880/45000]	Loss: 0.1775	LR: 0.059091
Training Epoch: 1 [27136/45000]	Loss: 0.2109	LR: 0.059659
Training Epoch: 1 [27392/45000]	Loss: 0.2354	LR: 0.060227
Training Epoch: 1 [27648/45000]	Loss: 0.2146	LR: 0.060795
Training Epoch: 1 [27904/45000]	Loss: 0.2484	LR: 0.061364
Training Epoch: 1 [28160/45000]	Loss: 0.1651	LR: 0.061932
Training Epoch: 1 [28416/45000]	Loss: 0.1735	LR: 0.062500
Training Epoch: 1 [28672/45000]	Loss: 0.2420	LR: 0.063068
Training Epoch: 1 [28928/45000]	Loss: 0.1828	LR: 0.063636
Training Epoch: 1 [29184/45000]	Loss: 0.1699	LR: 0.064205
Training Epoch: 1 [29440/45000]	Loss: 0.2043	LR: 0.064773
Training Epoch: 1 [29696/45000]	Loss: 0.3173	LR: 0.065341
Training Epoch: 1 [29952/45000]	Loss: 0.1851	LR: 0.065909
Training Epoch: 1 [30208/45000]	Loss: 0.2773	LR: 0.066477
Training Epoch: 1 [30464/45000]	Loss: 0.2317	LR: 0.067045
Training Epoch: 1 [30720/45000]	Loss: 0.1906	LR: 0.067614
Training Epoch: 1 [30976/45000]	Loss: 0.2026	LR: 0.068182
Training Epoch: 1 [31232/45000]	Loss: 0.1895	LR: 0.068750
Training Epoch: 1 [31488/45000]	Loss: 0.2494	LR: 0.069318
Training Epoch: 1 [31744/45000]	Loss: 0.1653	LR: 0.069886
Training Epoch: 1 [32000/45000]	Loss: 0.2526	LR: 0.070455
Training Epoch: 1 [32256/45000]	Loss: 0.2049	LR: 0.071023
Training Epoch: 1 [32512/45000]	Loss: 0.2560	LR: 0.071591
Training Epoch: 1 [32768/45000]	Loss: 0.2181	LR: 0.072159
Training Epoch: 1 [33024/45000]	Loss: 0.2008	LR: 0.072727
Training Epoch: 1 [33280/45000]	Loss: 0.2000	LR: 0.073295
Training Epoch: 1 [33536/45000]	Loss: 0.2300	LR: 0.073864
Training Epoch: 1 [33792/45000]	Loss: 0.1404	LR: 0.074432
Training Epoch: 1 [34048/45000]	Loss: 0.1872	LR: 0.075000
Training Epoch: 1 [34304/45000]	Loss: 0.2206	LR: 0.075568
Training Epoch: 1 [34560/45000]	Loss: 0.2147	LR: 0.076136
Training Epoch: 1 [34816/45000]	Loss: 0.2634	LR: 0.076705
Training Epoch: 1 [35072/45000]	Loss: 0.2329	LR: 0.077273
Training Epoch: 1 [35328/45000]	Loss: 0.1345	LR: 0.077841
Training Epoch: 1 [35584/45000]	Loss: 0.1700	LR: 0.078409
Training Epoch: 1 [35840/45000]	Loss: 0.2400	LR: 0.078977
Training Epoch: 1 [36096/45000]	Loss: 0.2343	LR: 0.079545
Training Epoch: 1 [36352/45000]	Loss: 0.2747	LR: 0.080114
Training Epoch: 1 [36608/45000]	Loss: 0.2962	LR: 0.080682
Training Epoch: 1 [36864/45000]	Loss: 0.1937	LR: 0.081250
Training Epoch: 1 [37120/45000]	Loss: 0.2219	LR: 0.081818
Training Epoch: 1 [37376/45000]	Loss: 0.3038	LR: 0.082386
Training Epoch: 1 [37632/45000]	Loss: 0.3391	LR: 0.082955
Training Epoch: 1 [37888/45000]	Loss: 0.2306	LR: 0.083523
Training Epoch: 1 [38144/45000]	Loss: 0.3145	LR: 0.084091
Training Epoch: 1 [38400/45000]	Loss: 0.3801	LR: 0.084659
Training Epoch: 1 [38656/45000]	Loss: 0.2086	LR: 0.085227
Training Epoch: 1 [38912/45000]	Loss: 0.2271	LR: 0.085795
Training Epoch: 1 [39168/45000]	Loss: 0.2451	LR: 0.086364
Training Epoch: 1 [39424/45000]	Loss: 0.2095	LR: 0.086932
Training Epoch: 1 [39680/45000]	Loss: 0.2133	LR: 0.087500
Training Epoch: 1 [39936/45000]	Loss: 0.3576	LR: 0.088068
Training Epoch: 1 [40192/45000]	Loss: 0.1746	LR: 0.088636
Training Epoch: 1 [40448/45000]	Loss: 0.2958	LR: 0.089205
Training Epoch: 1 [40704/45000]	Loss: 0.2612	LR: 0.089773
Training Epoch: 1 [40960/45000]	Loss: 0.2405	LR: 0.090341
Training Epoch: 1 [41216/45000]	Loss: 0.2081	LR: 0.090909
Training Epoch: 1 [41472/45000]	Loss: 0.2742	LR: 0.091477
Training Epoch: 1 [41728/45000]	Loss: 0.2174	LR: 0.092045
Training Epoch: 1 [41984/45000]	Loss: 0.3374	LR: 0.092614
Training Epoch: 1 [42240/45000]	Loss: 0.2511	LR: 0.093182
Training Epoch: 1 [42496/45000]	Loss: 0.2793	LR: 0.093750
Training Epoch: 1 [42752/45000]	Loss: 0.3934	LR: 0.094318
Training Epoch: 1 [43008/45000]	Loss: 0.3226	LR: 0.094886
Training Epoch: 1 [43264/45000]	Loss: 0.3053	LR: 0.095455
Training Epoch: 1 [43520/45000]	Loss: 0.2085	LR: 0.096023
Training Epoch: 1 [43776/45000]	Loss: 0.3295	LR: 0.096591
Training Epoch: 1 [44032/45000]	Loss: 0.3406	LR: 0.097159
Training Epoch: 1 [44288/45000]	Loss: 0.1706	LR: 0.097727
Training Epoch: 1 [44544/45000]	Loss: 0.1859	LR: 0.098295
Training Epoch: 1 [44800/45000]	Loss: 0.3520	LR: 0.098864
Training Epoch: 1 [45000/45000]	Loss: 0.2063	LR: 0.099432
Epoch 1 - Average Train Loss: 0.3752, Train Accuracy: 0.8780
Epoch 1 training time consumed: 325.45s
Evaluating Network.....
Test set: Epoch: 1, Average loss: 0.0008, Accuracy: 0.9381, Time consumed:23.54s
Saving weights file to checkpoint/retrain/ViT/Thursday_17_July_2025_08h_44m_45s/ViT-Cifar10-seed7-ret100-1-best.pth
Training Epoch: 2 [256/45000]	Loss: 0.2523	LR: 0.100000
Training Epoch: 2 [512/45000]	Loss: 0.2619	LR: 0.100000
Training Epoch: 2 [768/45000]	Loss: 0.2068	LR: 0.100000
Training Epoch: 2 [1024/45000]	Loss: 0.2957	LR: 0.100000
Training Epoch: 2 [1280/45000]	Loss: 0.2547	LR: 0.100000
Training Epoch: 2 [1536/45000]	Loss: 0.1552	LR: 0.100000
Training Epoch: 2 [1792/45000]	Loss: 0.2785	LR: 0.100000
Training Epoch: 2 [2048/45000]	Loss: 0.2948	LR: 0.100000
Training Epoch: 2 [2304/45000]	Loss: 0.1834	LR: 0.100000
Training Epoch: 2 [2560/45000]	Loss: 0.2463	LR: 0.100000
Training Epoch: 2 [2816/45000]	Loss: 0.2609	LR: 0.100000
Training Epoch: 2 [3072/45000]	Loss: 0.2504	LR: 0.100000
Training Epoch: 2 [3328/45000]	Loss: 0.2394	LR: 0.100000
Training Epoch: 2 [3584/45000]	Loss: 0.2332	LR: 0.100000
Training Epoch: 2 [3840/45000]	Loss: 0.2220	LR: 0.100000
Training Epoch: 2 [4096/45000]	Loss: 0.2953	LR: 0.100000
Training Epoch: 2 [4352/45000]	Loss: 0.2549	LR: 0.100000
Training Epoch: 2 [4608/45000]	Loss: 0.1822	LR: 0.100000
Training Epoch: 2 [4864/45000]	Loss: 0.1997	LR: 0.100000
Training Epoch: 2 [5120/45000]	Loss: 0.2302	LR: 0.100000
Training Epoch: 2 [5376/45000]	Loss: 0.1523	LR: 0.100000
Training Epoch: 2 [5632/45000]	Loss: 0.1863	LR: 0.100000
Training Epoch: 2 [5888/45000]	Loss: 0.2729	LR: 0.100000
Training Epoch: 2 [6144/45000]	Loss: 0.1990	LR: 0.100000
Training Epoch: 2 [6400/45000]	Loss: 0.2293	LR: 0.100000
Training Epoch: 2 [6656/45000]	Loss: 0.2166	LR: 0.100000
Training Epoch: 2 [6912/45000]	Loss: 0.2856	LR: 0.100000
Training Epoch: 2 [7168/45000]	Loss: 0.2173	LR: 0.100000
Training Epoch: 2 [7424/45000]	Loss: 0.1443	LR: 0.100000
Training Epoch: 2 [7680/45000]	Loss: 0.2351	LR: 0.100000
Training Epoch: 2 [7936/45000]	Loss: 0.2795	LR: 0.100000
Training Epoch: 2 [8192/45000]	Loss: 0.2718	LR: 0.100000
Training Epoch: 2 [8448/45000]	Loss: 0.2011	LR: 0.100000
Training Epoch: 2 [8704/45000]	Loss: 0.2532	LR: 0.100000
Training Epoch: 2 [8960/45000]	Loss: 0.4257	LR: 0.100000
Training Epoch: 2 [9216/45000]	Loss: 0.2756	LR: 0.100000
Training Epoch: 2 [9472/45000]	Loss: 0.1791	LR: 0.100000
Training Epoch: 2 [9728/45000]	Loss: 0.2145	LR: 0.100000
Training Epoch: 2 [9984/45000]	Loss: 0.2648	LR: 0.100000
Training Epoch: 2 [10240/45000]	Loss: 0.2356	LR: 0.100000
Training Epoch: 2 [10496/45000]	Loss: 0.2575	LR: 0.100000
Training Epoch: 2 [10752/45000]	Loss: 0.2185	LR: 0.100000
Training Epoch: 2 [11008/45000]	Loss: 0.2022	LR: 0.100000
Training Epoch: 2 [11264/45000]	Loss: 0.2478	LR: 0.100000
Training Epoch: 2 [11520/45000]	Loss: 0.2075	LR: 0.100000
Training Epoch: 2 [11776/45000]	Loss: 0.2273	LR: 0.100000
Training Epoch: 2 [12032/45000]	Loss: 0.2324	LR: 0.100000
Training Epoch: 2 [12288/45000]	Loss: 0.2530	LR: 0.100000
Training Epoch: 2 [12544/45000]	Loss: 0.1814	LR: 0.100000
Training Epoch: 2 [12800/45000]	Loss: 0.2749	LR: 0.100000
Training Epoch: 2 [13056/45000]	Loss: 0.1864	LR: 0.100000
Training Epoch: 2 [13312/45000]	Loss: 0.2904	LR: 0.100000
Training Epoch: 2 [13568/45000]	Loss: 0.3744	LR: 0.100000
Training Epoch: 2 [13824/45000]	Loss: 0.1342	LR: 0.100000
Training Epoch: 2 [14080/45000]	Loss: 0.3354	LR: 0.100000
Training Epoch: 2 [14336/45000]	Loss: 0.1820	LR: 0.100000
Training Epoch: 2 [14592/45000]	Loss: 0.2032	LR: 0.100000
Training Epoch: 2 [14848/45000]	Loss: 0.2555	LR: 0.100000
Training Epoch: 2 [15104/45000]	Loss: 0.2224	LR: 0.100000
Training Epoch: 2 [15360/45000]	Loss: 0.2128	LR: 0.100000
Training Epoch: 2 [15616/45000]	Loss: 0.1541	LR: 0.100000
Training Epoch: 2 [15872/45000]	Loss: 0.1936	LR: 0.100000
Training Epoch: 2 [16128/45000]	Loss: 0.2898	LR: 0.100000
Training Epoch: 2 [16384/45000]	Loss: 0.1593	LR: 0.100000
Training Epoch: 2 [16640/45000]	Loss: 0.1623	LR: 0.100000
Training Epoch: 2 [16896/45000]	Loss: 0.2099	LR: 0.100000
Training Epoch: 2 [17152/45000]	Loss: 0.2263	LR: 0.100000
Training Epoch: 2 [17408/45000]	Loss: 0.2210	LR: 0.100000
Training Epoch: 2 [17664/45000]	Loss: 0.1907	LR: 0.100000
Training Epoch: 2 [17920/45000]	Loss: 0.1526	LR: 0.100000
Training Epoch: 2 [18176/45000]	Loss: 0.2565	LR: 0.100000
Training Epoch: 2 [18432/45000]	Loss: 0.1637	LR: 0.100000
Training Epoch: 2 [18688/45000]	Loss: 0.2381	LR: 0.100000
Training Epoch: 2 [18944/45000]	Loss: 0.1862	LR: 0.100000
Training Epoch: 2 [19200/45000]	Loss: 0.1881	LR: 0.100000
Training Epoch: 2 [19456/45000]	Loss: 0.2206	LR: 0.100000
Training Epoch: 2 [19712/45000]	Loss: 0.2473	LR: 0.100000
Training Epoch: 2 [19968/45000]	Loss: 0.2676	LR: 0.100000
Training Epoch: 2 [20224/45000]	Loss: 0.2133	LR: 0.100000
Training Epoch: 2 [20480/45000]	Loss: 0.1478	LR: 0.100000
Training Epoch: 2 [20736/45000]	Loss: 0.2750	LR: 0.100000
Training Epoch: 2 [20992/45000]	Loss: 0.1840	LR: 0.100000
Training Epoch: 2 [21248/45000]	Loss: 0.1914	LR: 0.100000
Training Epoch: 2 [21504/45000]	Loss: 0.1631	LR: 0.100000
Training Epoch: 2 [21760/45000]	Loss: 0.2474	LR: 0.100000
Training Epoch: 2 [22016/45000]	Loss: 0.2112	LR: 0.100000
Training Epoch: 2 [22272/45000]	Loss: 0.1634	LR: 0.100000
Training Epoch: 2 [22528/45000]	Loss: 0.1990	LR: 0.100000
Training Epoch: 2 [22784/45000]	Loss: 0.1486	LR: 0.100000
Training Epoch: 2 [23040/45000]	Loss: 0.2730	LR: 0.100000
Training Epoch: 2 [23296/45000]	Loss: 0.2714	LR: 0.100000
Training Epoch: 2 [23552/45000]	Loss: 0.1966	LR: 0.100000
Training Epoch: 2 [23808/45000]	Loss: 0.2332	LR: 0.100000
Training Epoch: 2 [24064/45000]	Loss: 0.1869	LR: 0.100000
Training Epoch: 2 [24320/45000]	Loss: 0.1972	LR: 0.100000
Training Epoch: 2 [24576/45000]	Loss: 0.1401	LR: 0.100000
Training Epoch: 2 [24832/45000]	Loss: 0.1719	LR: 0.100000
Training Epoch: 2 [25088/45000]	Loss: 0.2153	LR: 0.100000
Training Epoch: 2 [25344/45000]	Loss: 0.1547	LR: 0.100000
Training Epoch: 2 [25600/45000]	Loss: 0.1026	LR: 0.100000
Training Epoch: 2 [25856/45000]	Loss: 0.3170	LR: 0.100000
Training Epoch: 2 [26112/45000]	Loss: 0.1447	LR: 0.100000
Training Epoch: 2 [26368/45000]	Loss: 0.2354	LR: 0.100000
Training Epoch: 2 [26624/45000]	Loss: 0.1098	LR: 0.100000
Training Epoch: 2 [26880/45000]	Loss: 0.1700	LR: 0.100000
Training Epoch: 2 [27136/45000]	Loss: 0.2548	LR: 0.100000
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Training Epoch: 2 [27904/45000]	Loss: 0.3044	LR: 0.100000
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Training Epoch: 2 [36352/45000]	Loss: 0.1154	LR: 0.100000
Training Epoch: 2 [36608/45000]	Loss: 0.1536	LR: 0.100000
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Training Epoch: 2 [37120/45000]	Loss: 0.2083	LR: 0.100000
Training Epoch: 2 [37376/45000]	Loss: 0.2400	LR: 0.100000
Training Epoch: 2 [37632/45000]	Loss: 0.1765	LR: 0.100000
Training Epoch: 2 [37888/45000]	Loss: 0.1739	LR: 0.100000
Training Epoch: 2 [38144/45000]	Loss: 0.2427	LR: 0.100000
Training Epoch: 2 [38400/45000]	Loss: 0.1727	LR: 0.100000
Training Epoch: 2 [38656/45000]	Loss: 0.1663	LR: 0.100000
Training Epoch: 2 [38912/45000]	Loss: 0.1695	LR: 0.100000
Training Epoch: 2 [39168/45000]	Loss: 0.2282	LR: 0.100000
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Training Epoch: 2 [39680/45000]	Loss: 0.1841	LR: 0.100000
Training Epoch: 2 [39936/45000]	Loss: 0.1868	LR: 0.100000
Training Epoch: 2 [40192/45000]	Loss: 0.1801	LR: 0.100000
Training Epoch: 2 [40448/45000]	Loss: 0.2089	LR: 0.100000
Training Epoch: 2 [40704/45000]	Loss: 0.1498	LR: 0.100000
Training Epoch: 2 [40960/45000]	Loss: 0.2646	LR: 0.100000
Training Epoch: 2 [41216/45000]	Loss: 0.1803	LR: 0.100000
Training Epoch: 2 [41472/45000]	Loss: 0.2330	LR: 0.100000
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Training Epoch: 2 [41984/45000]	Loss: 0.1949	LR: 0.100000
Training Epoch: 2 [42240/45000]	Loss: 0.1467	LR: 0.100000
Training Epoch: 2 [42496/45000]	Loss: 0.1879	LR: 0.100000
Training Epoch: 2 [42752/45000]	Loss: 0.1683	LR: 0.100000
Training Epoch: 2 [43008/45000]	Loss: 0.1252	LR: 0.100000
Training Epoch: 2 [43264/45000]	Loss: 0.1734	LR: 0.100000
Training Epoch: 2 [43520/45000]	Loss: 0.1934	LR: 0.100000
Training Epoch: 2 [43776/45000]	Loss: 0.1409	LR: 0.100000
Training Epoch: 2 [44032/45000]	Loss: 0.2151	LR: 0.100000
Training Epoch: 2 [44288/45000]	Loss: 0.2437	LR: 0.100000
Training Epoch: 2 [44544/45000]	Loss: 0.1861	LR: 0.100000
Training Epoch: 2 [44800/45000]	Loss: 0.1766	LR: 0.100000
Training Epoch: 2 [45000/45000]	Loss: 0.2279	LR: 0.100000
Epoch 2 - Average Train Loss: 0.2102, Train Accuracy: 0.9294
Epoch 2 training time consumed: 324.67s
Evaluating Network.....
Test set: Epoch: 2, Average loss: 0.0006, Accuracy: 0.9503, Time consumed:23.50s
Saving weights file to checkpoint/retrain/ViT/Thursday_17_July_2025_08h_44m_45s/ViT-Cifar10-seed7-ret100-2-best.pth
Training Epoch: 3 [256/45000]	Loss: 0.2206	LR: 0.100000
Training Epoch: 3 [512/45000]	Loss: 0.1700	LR: 0.100000
Training Epoch: 3 [768/45000]	Loss: 0.1994	LR: 0.100000
Training Epoch: 3 [1024/45000]	Loss: 0.1474	LR: 0.100000
Training Epoch: 3 [1280/45000]	Loss: 0.1186	LR: 0.100000
Training Epoch: 3 [1536/45000]	Loss: 0.1043	LR: 0.100000
Training Epoch: 3 [1792/45000]	Loss: 0.1034	LR: 0.100000
Training Epoch: 3 [2048/45000]	Loss: 0.1502	LR: 0.100000
Training Epoch: 3 [2304/45000]	Loss: 0.1379	LR: 0.100000
Training Epoch: 3 [2560/45000]	Loss: 0.1851	LR: 0.100000
Training Epoch: 3 [2816/45000]	Loss: 0.2063	LR: 0.100000
Training Epoch: 3 [3072/45000]	Loss: 0.1363	LR: 0.100000
Training Epoch: 3 [3328/45000]	Loss: 0.1774	LR: 0.100000
Training Epoch: 3 [3584/45000]	Loss: 0.1611	LR: 0.100000
Training Epoch: 3 [3840/45000]	Loss: 0.1700	LR: 0.100000
Training Epoch: 3 [4096/45000]	Loss: 0.1154	LR: 0.100000
Training Epoch: 3 [4352/45000]	Loss: 0.1753	LR: 0.100000
Training Epoch: 3 [4608/45000]	Loss: 0.1968	LR: 0.100000
Training Epoch: 3 [4864/45000]	Loss: 0.1511	LR: 0.100000
Training Epoch: 3 [5120/45000]	Loss: 0.0876	LR: 0.100000
Training Epoch: 3 [5376/45000]	Loss: 0.1139	LR: 0.100000
Training Epoch: 3 [5632/45000]	Loss: 0.1602	LR: 0.100000
Training Epoch: 3 [5888/45000]	Loss: 0.1328	LR: 0.100000
Training Epoch: 3 [6144/45000]	Loss: 0.0884	LR: 0.100000
Training Epoch: 3 [6400/45000]	Loss: 0.1491	LR: 0.100000
Training Epoch: 3 [6656/45000]	Loss: 0.1459	LR: 0.100000
Training Epoch: 3 [6912/45000]	Loss: 0.0909	LR: 0.100000
Training Epoch: 3 [7168/45000]	Loss: 0.0997	LR: 0.100000
Training Epoch: 3 [7424/45000]	Loss: 0.2466	LR: 0.100000
Training Epoch: 3 [7680/45000]	Loss: 0.1548	LR: 0.100000
Training Epoch: 3 [7936/45000]	Loss: 0.1287	LR: 0.100000
Training Epoch: 3 [8192/45000]	Loss: 0.2429	LR: 0.100000
Training Epoch: 3 [8448/45000]	Loss: 0.1506	LR: 0.100000
Training Epoch: 3 [8704/45000]	Loss: 0.1994	LR: 0.100000
Training Epoch: 3 [8960/45000]	Loss: 0.0870	LR: 0.100000
Training Epoch: 3 [9216/45000]	Loss: 0.1507	LR: 0.100000
Training Epoch: 3 [9472/45000]	Loss: 0.2105	LR: 0.100000
Training Epoch: 3 [9728/45000]	Loss: 0.0878	LR: 0.100000
Training Epoch: 3 [9984/45000]	Loss: 0.1520	LR: 0.100000
Training Epoch: 3 [10240/45000]	Loss: 0.1529	LR: 0.100000
Training Epoch: 3 [10496/45000]	Loss: 0.2038	LR: 0.100000
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Training Epoch: 3 [11264/45000]	Loss: 0.1887	LR: 0.100000
Training Epoch: 3 [11520/45000]	Loss: 0.2230	LR: 0.100000
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Training Epoch: 3 [26880/45000]	Loss: 0.1844	LR: 0.100000
Training Epoch: 3 [27136/45000]	Loss: 0.2157	LR: 0.100000
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Training Epoch: 3 [27648/45000]	Loss: 0.1376	LR: 0.100000
Training Epoch: 3 [27904/45000]	Loss: 0.1351	LR: 0.100000
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Training Epoch: 3 [29184/45000]	Loss: 0.1205	LR: 0.100000
Training Epoch: 3 [29440/45000]	Loss: 0.1395	LR: 0.100000
Training Epoch: 3 [29696/45000]	Loss: 0.1794	LR: 0.100000
Training Epoch: 3 [29952/45000]	Loss: 0.0907	LR: 0.100000
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Training Epoch: 3 [32256/45000]	Loss: 0.2023	LR: 0.100000
Training Epoch: 3 [32512/45000]	Loss: 0.2211	LR: 0.100000
Training Epoch: 3 [32768/45000]	Loss: 0.1790	LR: 0.100000
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Training Epoch: 3 [35328/45000]	Loss: 0.1696	LR: 0.100000
Training Epoch: 3 [35584/45000]	Loss: 0.1517	LR: 0.100000
Training Epoch: 3 [35840/45000]	Loss: 0.1764	LR: 0.100000
Training Epoch: 3 [36096/45000]	Loss: 0.1911	LR: 0.100000
Training Epoch: 3 [36352/45000]	Loss: 0.2037	LR: 0.100000
Training Epoch: 3 [36608/45000]	Loss: 0.1854	LR: 0.100000
Training Epoch: 3 [36864/45000]	Loss: 0.2511	LR: 0.100000
Training Epoch: 3 [37120/45000]	Loss: 0.1713	LR: 0.100000
Training Epoch: 3 [37376/45000]	Loss: 0.1332	LR: 0.100000
Training Epoch: 3 [37632/45000]	Loss: 0.1090	LR: 0.100000
Training Epoch: 3 [37888/45000]	Loss: 0.2140	LR: 0.100000
Training Epoch: 3 [38144/45000]	Loss: 0.1306	LR: 0.100000
Training Epoch: 3 [38400/45000]	Loss: 0.2232	LR: 0.100000
Training Epoch: 3 [38656/45000]	Loss: 0.1523	LR: 0.100000
Training Epoch: 3 [38912/45000]	Loss: 0.1439	LR: 0.100000
Training Epoch: 3 [39168/45000]	Loss: 0.2281	LR: 0.100000
Training Epoch: 3 [39424/45000]	Loss: 0.1827	LR: 0.100000
Training Epoch: 3 [39680/45000]	Loss: 0.1566	LR: 0.100000
Training Epoch: 3 [39936/45000]	Loss: 0.1645	LR: 0.100000
Training Epoch: 3 [40192/45000]	Loss: 0.1721	LR: 0.100000
Training Epoch: 3 [40448/45000]	Loss: 0.2348	LR: 0.100000
Training Epoch: 3 [40704/45000]	Loss: 0.1446	LR: 0.100000
Training Epoch: 3 [40960/45000]	Loss: 0.1492	LR: 0.100000
Training Epoch: 3 [41216/45000]	Loss: 0.1862	LR: 0.100000
Training Epoch: 3 [41472/45000]	Loss: 0.1353	LR: 0.100000
Training Epoch: 3 [41728/45000]	Loss: 0.1014	LR: 0.100000
Training Epoch: 3 [41984/45000]	Loss: 0.1369	LR: 0.100000
Training Epoch: 3 [42240/45000]	Loss: 0.1187	LR: 0.100000
Training Epoch: 3 [42496/45000]	Loss: 0.1966	LR: 0.100000
Training Epoch: 3 [42752/45000]	Loss: 0.1133	LR: 0.100000
Training Epoch: 3 [43008/45000]	Loss: 0.1133	LR: 0.100000
Training Epoch: 3 [43264/45000]	Loss: 0.1947	LR: 0.100000
Training Epoch: 3 [43520/45000]	Loss: 0.1454	LR: 0.100000
Training Epoch: 3 [43776/45000]	Loss: 0.1766	LR: 0.100000
Training Epoch: 3 [44032/45000]	Loss: 0.1708	LR: 0.100000
Training Epoch: 3 [44288/45000]	Loss: 0.1982	LR: 0.100000
Training Epoch: 3 [44544/45000]	Loss: 0.2084	LR: 0.100000
Training Epoch: 3 [44800/45000]	Loss: 0.1751	LR: 0.100000
Training Epoch: 3 [45000/45000]	Loss: 0.1593	LR: 0.100000
Epoch 3 - Average Train Loss: 0.1633, Train Accuracy: 0.9455
Epoch 3 training time consumed: 324.64s
Evaluating Network.....
Test set: Epoch: 3, Average loss: 0.0007, Accuracy: 0.9440, Time consumed:23.47s
Training Epoch: 4 [256/45000]	Loss: 0.1600	LR: 0.100000
Training Epoch: 4 [512/45000]	Loss: 0.2872	LR: 0.100000
Training Epoch: 4 [768/45000]	Loss: 0.1727	LR: 0.100000
Training Epoch: 4 [1024/45000]	Loss: 0.1559	LR: 0.100000
Training Epoch: 4 [1280/45000]	Loss: 0.1307	LR: 0.100000
Training Epoch: 4 [1536/45000]	Loss: 0.1785	LR: 0.100000
Training Epoch: 4 [1792/45000]	Loss: 0.1268	LR: 0.100000
Training Epoch: 4 [2048/45000]	Loss: 0.1472	LR: 0.100000
Training Epoch: 4 [2304/45000]	Loss: 0.0870	LR: 0.100000
Training Epoch: 4 [2560/45000]	Loss: 0.2047	LR: 0.100000
Training Epoch: 4 [2816/45000]	Loss: 0.1554	LR: 0.100000
Training Epoch: 4 [3072/45000]	Loss: 0.1869	LR: 0.100000
Training Epoch: 4 [3328/45000]	Loss: 0.1129	LR: 0.100000
Training Epoch: 4 [3584/45000]	Loss: 0.1672	LR: 0.100000
Training Epoch: 4 [3840/45000]	Loss: 0.1684	LR: 0.100000
Training Epoch: 4 [4096/45000]	Loss: 0.1223	LR: 0.100000
Training Epoch: 4 [4352/45000]	Loss: 0.1624	LR: 0.100000
Training Epoch: 4 [4608/45000]	Loss: 0.2550	LR: 0.100000
Training Epoch: 4 [4864/45000]	Loss: 0.1385	LR: 0.100000
Training Epoch: 4 [5120/45000]	Loss: 0.0956	LR: 0.100000
Training Epoch: 4 [5376/45000]	Loss: 0.1850	LR: 0.100000
Training Epoch: 4 [5632/45000]	Loss: 0.1349	LR: 0.100000
Training Epoch: 4 [5888/45000]	Loss: 0.1621	LR: 0.100000
Training Epoch: 4 [6144/45000]	Loss: 0.1839	LR: 0.100000
Training Epoch: 4 [6400/45000]	Loss: 0.1279	LR: 0.100000
Training Epoch: 4 [6656/45000]	Loss: 0.0987	LR: 0.100000
Training Epoch: 4 [6912/45000]	Loss: 0.1488	LR: 0.100000
Training Epoch: 4 [7168/45000]	Loss: 0.1243	LR: 0.100000
Training Epoch: 4 [7424/45000]	Loss: 0.2479	LR: 0.100000
Training Epoch: 4 [7680/45000]	Loss: 0.1476	LR: 0.100000
Training Epoch: 4 [7936/45000]	Loss: 0.1493	LR: 0.100000
Training Epoch: 4 [8192/45000]	Loss: 0.1927	LR: 0.100000
Training Epoch: 4 [8448/45000]	Loss: 0.1480	LR: 0.100000
Training Epoch: 4 [8704/45000]	Loss: 0.1447	LR: 0.100000
Training Epoch: 4 [8960/45000]	Loss: 0.1247	LR: 0.100000
Training Epoch: 4 [9216/45000]	Loss: 0.1519	LR: 0.100000
Training Epoch: 4 [9472/45000]	Loss: 0.0943	LR: 0.100000
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Training Epoch: 4 [9984/45000]	Loss: 0.0783	LR: 0.100000
Training Epoch: 4 [10240/45000]	Loss: 0.1332	LR: 0.100000
Training Epoch: 4 [10496/45000]	Loss: 0.0808	LR: 0.100000
Training Epoch: 4 [10752/45000]	Loss: 0.1356	LR: 0.100000
Training Epoch: 4 [11008/45000]	Loss: 0.0684	LR: 0.100000
Training Epoch: 4 [11264/45000]	Loss: 0.1345	LR: 0.100000
Training Epoch: 4 [11520/45000]	Loss: 0.1493	LR: 0.100000
Training Epoch: 4 [11776/45000]	Loss: 0.1623	LR: 0.100000
Training Epoch: 4 [12032/45000]	Loss: 0.2303	LR: 0.100000
Training Epoch: 4 [12288/45000]	Loss: 0.1110	LR: 0.100000
Training Epoch: 4 [12544/45000]	Loss: 0.0886	LR: 0.100000
Training Epoch: 4 [12800/45000]	Loss: 0.1952	LR: 0.100000
Training Epoch: 4 [13056/45000]	Loss: 0.1903	LR: 0.100000
Training Epoch: 4 [13312/45000]	Loss: 0.0943	LR: 0.100000
Training Epoch: 4 [13568/45000]	Loss: 0.1378	LR: 0.100000
Training Epoch: 4 [13824/45000]	Loss: 0.1611	LR: 0.100000
Training Epoch: 4 [14080/45000]	Loss: 0.1832	LR: 0.100000
Training Epoch: 4 [14336/45000]	Loss: 0.1298	LR: 0.100000
Training Epoch: 4 [14592/45000]	Loss: 0.1904	LR: 0.100000
Training Epoch: 4 [14848/45000]	Loss: 0.1446	LR: 0.100000
Training Epoch: 4 [15104/45000]	Loss: 0.1766	LR: 0.100000
Training Epoch: 4 [15360/45000]	Loss: 0.1137	LR: 0.100000
Training Epoch: 4 [15616/45000]	Loss: 0.1304	LR: 0.100000
Training Epoch: 4 [15872/45000]	Loss: 0.0931	LR: 0.100000
Training Epoch: 4 [16128/45000]	Loss: 0.0975	LR: 0.100000
Training Epoch: 4 [16384/45000]	Loss: 0.1758	LR: 0.100000
Training Epoch: 4 [16640/45000]	Loss: 0.1027	LR: 0.100000
Training Epoch: 4 [16896/45000]	Loss: 0.1128	LR: 0.100000
Training Epoch: 4 [17152/45000]	Loss: 0.1516	LR: 0.100000
Training Epoch: 4 [17408/45000]	Loss: 0.1580	LR: 0.100000
Training Epoch: 4 [17664/45000]	Loss: 0.1975	LR: 0.100000
Training Epoch: 4 [17920/45000]	Loss: 0.1206	LR: 0.100000
Training Epoch: 4 [18176/45000]	Loss: 0.1210	LR: 0.100000
Training Epoch: 4 [18432/45000]	Loss: 0.1612	LR: 0.100000
Training Epoch: 4 [18688/45000]	Loss: 0.1387	LR: 0.100000
Training Epoch: 4 [18944/45000]	Loss: 0.0981	LR: 0.100000
Training Epoch: 4 [19200/45000]	Loss: 0.1368	LR: 0.100000
Training Epoch: 4 [19456/45000]	Loss: 0.1054	LR: 0.100000
Training Epoch: 4 [19712/45000]	Loss: 0.1429	LR: 0.100000
Training Epoch: 4 [19968/45000]	Loss: 0.1853	LR: 0.100000
Training Epoch: 4 [20224/45000]	Loss: 0.1278	LR: 0.100000
Training Epoch: 4 [20480/45000]	Loss: 0.1467	LR: 0.100000
Training Epoch: 4 [20736/45000]	Loss: 0.0875	LR: 0.100000
Training Epoch: 4 [20992/45000]	Loss: 0.1275	LR: 0.100000
Training Epoch: 4 [21248/45000]	Loss: 0.1801	LR: 0.100000
Training Epoch: 4 [21504/45000]	Loss: 0.1116	LR: 0.100000
Training Epoch: 4 [21760/45000]	Loss: 0.1432	LR: 0.100000
Training Epoch: 4 [22016/45000]	Loss: 0.1772	LR: 0.100000
Training Epoch: 4 [22272/45000]	Loss: 0.1348	LR: 0.100000
Training Epoch: 4 [22528/45000]	Loss: 0.0948	LR: 0.100000
Training Epoch: 4 [22784/45000]	Loss: 0.0763	LR: 0.100000
Training Epoch: 4 [23040/45000]	Loss: 0.1181	LR: 0.100000
Training Epoch: 4 [23296/45000]	Loss: 0.1529	LR: 0.100000
Training Epoch: 4 [23552/45000]	Loss: 0.1065	LR: 0.100000
Training Epoch: 4 [23808/45000]	Loss: 0.2097	LR: 0.100000
Training Epoch: 4 [24064/45000]	Loss: 0.1314	LR: 0.100000
Training Epoch: 4 [24320/45000]	Loss: 0.1242	LR: 0.100000
Training Epoch: 4 [24576/45000]	Loss: 0.1778	LR: 0.100000
Training Epoch: 4 [24832/45000]	Loss: 0.0865	LR: 0.100000
Training Epoch: 4 [25088/45000]	Loss: 0.1607	LR: 0.100000
Training Epoch: 4 [25344/45000]	Loss: 0.1375	LR: 0.100000
Training Epoch: 4 [25600/45000]	Loss: 0.1597	LR: 0.100000
Training Epoch: 4 [25856/45000]	Loss: 0.1221	LR: 0.100000
Training Epoch: 4 [26112/45000]	Loss: 0.0998	LR: 0.100000
Training Epoch: 4 [26368/45000]	Loss: 0.1844	LR: 0.100000
Training Epoch: 4 [26624/45000]	Loss: 0.2278	LR: 0.100000
Training Epoch: 4 [26880/45000]	Loss: 0.1545	LR: 0.100000
Training Epoch: 4 [27136/45000]	Loss: 0.1894	LR: 0.100000
Training Epoch: 4 [27392/45000]	Loss: 0.1798	LR: 0.100000
Training Epoch: 4 [27648/45000]	Loss: 0.1795	LR: 0.100000
Training Epoch: 4 [27904/45000]	Loss: 0.3504	LR: 0.100000
Training Epoch: 4 [28160/45000]	Loss: 0.2970	LR: 0.100000
Training Epoch: 4 [28416/45000]	Loss: 0.1827	LR: 0.100000
Training Epoch: 4 [28672/45000]	Loss: 0.2855	LR: 0.100000
Training Epoch: 4 [28928/45000]	Loss: 0.2695	LR: 0.100000
Training Epoch: 4 [29184/45000]	Loss: 0.1768	LR: 0.100000
Training Epoch: 4 [29440/45000]	Loss: 0.1660	LR: 0.100000
Training Epoch: 4 [29696/45000]	Loss: 0.2136	LR: 0.100000
Training Epoch: 4 [29952/45000]	Loss: 0.1732	LR: 0.100000
Training Epoch: 4 [30208/45000]	Loss: 0.1775	LR: 0.100000
Training Epoch: 4 [30464/45000]	Loss: 0.1988	LR: 0.100000
Training Epoch: 4 [30720/45000]	Loss: 0.1200	LR: 0.100000
Training Epoch: 4 [30976/45000]	Loss: 0.1628	LR: 0.100000
Training Epoch: 4 [31232/45000]	Loss: 0.1608	LR: 0.100000
Training Epoch: 4 [31488/45000]	Loss: 0.2292	LR: 0.100000
Training Epoch: 4 [31744/45000]	Loss: 0.2064	LR: 0.100000
Training Epoch: 4 [32000/45000]	Loss: 0.2021	LR: 0.100000
Training Epoch: 4 [32256/45000]	Loss: 0.1277	LR: 0.100000
Training Epoch: 4 [32512/45000]	Loss: 0.2183	LR: 0.100000
Training Epoch: 4 [32768/45000]	Loss: 0.1827	LR: 0.100000
Training Epoch: 4 [33024/45000]	Loss: 0.1135	LR: 0.100000
Training Epoch: 4 [33280/45000]	Loss: 0.1473	LR: 0.100000
Training Epoch: 4 [33536/45000]	Loss: 0.1545	LR: 0.100000
Training Epoch: 4 [33792/45000]	Loss: 0.1775	LR: 0.100000
Training Epoch: 4 [34048/45000]	Loss: 0.1186	LR: 0.100000
Training Epoch: 4 [34304/45000]	Loss: 0.1322	LR: 0.100000
Training Epoch: 4 [34560/45000]	Loss: 0.1463	LR: 0.100000
Training Epoch: 4 [34816/45000]	Loss: 0.1502	LR: 0.100000
Training Epoch: 4 [35072/45000]	Loss: 0.1474	LR: 0.100000
Training Epoch: 4 [35328/45000]	Loss: 0.0989	LR: 0.100000
Training Epoch: 4 [35584/45000]	Loss: 0.1865	LR: 0.100000
Training Epoch: 4 [35840/45000]	Loss: 0.1421	LR: 0.100000
Training Epoch: 4 [36096/45000]	Loss: 0.1221	LR: 0.100000
Training Epoch: 4 [36352/45000]	Loss: 0.1107	LR: 0.100000
Training Epoch: 4 [36608/45000]	Loss: 0.1639	LR: 0.100000
Training Epoch: 4 [36864/45000]	Loss: 0.1173	LR: 0.100000
Training Epoch: 4 [37120/45000]	Loss: 0.1076	LR: 0.100000
Training Epoch: 4 [37376/45000]	Loss: 0.1070	LR: 0.100000
Training Epoch: 4 [37632/45000]	Loss: 0.1894	LR: 0.100000
Training Epoch: 4 [37888/45000]	Loss: 0.0786	LR: 0.100000
Training Epoch: 4 [38144/45000]	Loss: 0.1790	LR: 0.100000
Training Epoch: 4 [38400/45000]	Loss: 0.1528	LR: 0.100000
Training Epoch: 4 [38656/45000]	Loss: 0.1573	LR: 0.100000
Training Epoch: 4 [38912/45000]	Loss: 0.1706	LR: 0.100000
Training Epoch: 4 [39168/45000]	Loss: 0.1784	LR: 0.100000
Training Epoch: 4 [39424/45000]	Loss: 0.1561	LR: 0.100000
Training Epoch: 4 [39680/45000]	Loss: 0.1703	LR: 0.100000
Training Epoch: 4 [39936/45000]	Loss: 0.2134	LR: 0.100000
Training Epoch: 4 [40192/45000]	Loss: 0.1858	LR: 0.100000
Training Epoch: 4 [40448/45000]	Loss: 0.1655	LR: 0.100000
Training Epoch: 4 [40704/45000]	Loss: 0.1318	LR: 0.100000
Training Epoch: 4 [40960/45000]	Loss: 0.1637	LR: 0.100000
Training Epoch: 4 [41216/45000]	Loss: 0.1558	LR: 0.100000
Training Epoch: 4 [41472/45000]	Loss: 0.1177	LR: 0.100000
Training Epoch: 4 [41728/45000]	Loss: 0.0900	LR: 0.100000
Training Epoch: 4 [41984/45000]	Loss: 0.1538	LR: 0.100000
Training Epoch: 4 [42240/45000]	Loss: 0.1958	LR: 0.100000
Training Epoch: 4 [42496/45000]	Loss: 0.1261	LR: 0.100000
Training Epoch: 4 [42752/45000]	Loss: 0.1280	LR: 0.100000
Training Epoch: 4 [43008/45000]	Loss: 0.1902	LR: 0.100000
Training Epoch: 4 [43264/45000]	Loss: 0.2284	LR: 0.100000
Training Epoch: 4 [43520/45000]	Loss: 0.1604	LR: 0.100000
Training Epoch: 4 [43776/45000]	Loss: 0.1377	LR: 0.100000
Training Epoch: 4 [44032/45000]	Loss: 0.1817	LR: 0.100000
Training Epoch: 4 [44288/45000]	Loss: 0.2041	LR: 0.100000
Training Epoch: 4 [44544/45000]	Loss: 0.1780	LR: 0.100000
Training Epoch: 4 [44800/45000]	Loss: 0.1401	LR: 0.100000
Training Epoch: 4 [45000/45000]	Loss: 0.2838	LR: 0.100000
Epoch 4 - Average Train Loss: 0.1551, Train Accuracy: 0.9472
Epoch 4 training time consumed: 324.68s
Evaluating Network.....
Test set: Epoch: 4, Average loss: 0.0006, Accuracy: 0.9469, Time consumed:23.46s
Training Epoch: 5 [256/45000]	Loss: 0.1738	LR: 0.100000
Training Epoch: 5 [512/45000]	Loss: 0.1425	LR: 0.100000
Training Epoch: 5 [768/45000]	Loss: 0.1528	LR: 0.100000
Training Epoch: 5 [1024/45000]	Loss: 0.1719	LR: 0.100000
Training Epoch: 5 [1280/45000]	Loss: 0.1727	LR: 0.100000
Training Epoch: 5 [1536/45000]	Loss: 0.0859	LR: 0.100000
Training Epoch: 5 [1792/45000]	Loss: 0.1444	LR: 0.100000
Training Epoch: 5 [2048/45000]	Loss: 0.1547	LR: 0.100000
Training Epoch: 5 [2304/45000]	Loss: 0.1698	LR: 0.100000
Training Epoch: 5 [2560/45000]	Loss: 0.1396	LR: 0.100000
Training Epoch: 5 [2816/45000]	Loss: 0.1289	LR: 0.100000
Training Epoch: 5 [3072/45000]	Loss: 0.1485	LR: 0.100000
Training Epoch: 5 [3328/45000]	Loss: 0.1546	LR: 0.100000
Training Epoch: 5 [3584/45000]	Loss: 0.1450	LR: 0.100000
Training Epoch: 5 [3840/45000]	Loss: 0.1366	LR: 0.100000
Training Epoch: 5 [4096/45000]	Loss: 0.1402	LR: 0.100000
Training Epoch: 5 [4352/45000]	Loss: 0.1210	LR: 0.100000
Training Epoch: 5 [4608/45000]	Loss: 0.3024	LR: 0.100000
Training Epoch: 5 [4864/45000]	Loss: 0.0967	LR: 0.100000
Training Epoch: 5 [5120/45000]	Loss: 0.1781	LR: 0.100000
Training Epoch: 5 [5376/45000]	Loss: 0.1323	LR: 0.100000
Training Epoch: 5 [5632/45000]	Loss: 0.1296	LR: 0.100000
Training Epoch: 5 [5888/45000]	Loss: 0.2042	LR: 0.100000
Training Epoch: 5 [6144/45000]	Loss: 0.1113	LR: 0.100000
Training Epoch: 5 [6400/45000]	Loss: 0.1368	LR: 0.100000
Training Epoch: 5 [6656/45000]	Loss: 0.1229	LR: 0.100000
Training Epoch: 5 [6912/45000]	Loss: 0.1532	LR: 0.100000
Training Epoch: 5 [7168/45000]	Loss: 0.1226	LR: 0.100000
Training Epoch: 5 [7424/45000]	Loss: 0.1207	LR: 0.100000
Training Epoch: 5 [7680/45000]	Loss: 0.0800	LR: 0.100000
Training Epoch: 5 [7936/45000]	Loss: 0.2361	LR: 0.100000
Training Epoch: 5 [8192/45000]	Loss: 0.1380	LR: 0.100000
Training Epoch: 5 [8448/45000]	Loss: 0.1022	LR: 0.100000
Training Epoch: 5 [8704/45000]	Loss: 0.1264	LR: 0.100000
Training Epoch: 5 [8960/45000]	Loss: 0.1046	LR: 0.100000
Training Epoch: 5 [9216/45000]	Loss: 0.1134	LR: 0.100000
Training Epoch: 5 [9472/45000]	Loss: 0.2147	LR: 0.100000
Training Epoch: 5 [9728/45000]	Loss: 0.0696	LR: 0.100000
Training Epoch: 5 [9984/45000]	Loss: 0.1824	LR: 0.100000
Training Epoch: 5 [10240/45000]	Loss: 0.1239	LR: 0.100000
Training Epoch: 5 [10496/45000]	Loss: 0.0714	LR: 0.100000
Training Epoch: 5 [10752/45000]	Loss: 0.1363	LR: 0.100000
Training Epoch: 5 [11008/45000]	Loss: 0.2441	LR: 0.100000
Training Epoch: 5 [11264/45000]	Loss: 0.1548	LR: 0.100000
Training Epoch: 5 [11520/45000]	Loss: 0.1974	LR: 0.100000
Training Epoch: 5 [11776/45000]	Loss: 0.2206	LR: 0.100000
Training Epoch: 5 [12032/45000]	Loss: 0.0820	LR: 0.100000
Training Epoch: 5 [12288/45000]	Loss: 0.2145	LR: 0.100000
Training Epoch: 5 [12544/45000]	Loss: 0.1707	LR: 0.100000
Training Epoch: 5 [12800/45000]	Loss: 0.2109	LR: 0.100000
Training Epoch: 5 [13056/45000]	Loss: 0.1570	LR: 0.100000
Training Epoch: 5 [13312/45000]	Loss: 0.1220	LR: 0.100000
Training Epoch: 5 [13568/45000]	Loss: 0.1648	LR: 0.100000
Training Epoch: 5 [13824/45000]	Loss: 0.0805	LR: 0.100000
Training Epoch: 5 [14080/45000]	Loss: 0.1140	LR: 0.100000
Training Epoch: 5 [14336/45000]	Loss: 0.2127	LR: 0.100000
Training Epoch: 5 [14592/45000]	Loss: 0.1668	LR: 0.100000
Training Epoch: 5 [14848/45000]	Loss: 0.1695	LR: 0.100000
Training Epoch: 5 [15104/45000]	Loss: 0.1761	LR: 0.100000
Training Epoch: 5 [15360/45000]	Loss: 0.1637	LR: 0.100000
Training Epoch: 5 [15616/45000]	Loss: 0.1812	LR: 0.100000
Training Epoch: 5 [15872/45000]	Loss: 0.1222	LR: 0.100000
Training Epoch: 5 [16128/45000]	Loss: 0.1344	LR: 0.100000
Training Epoch: 5 [16384/45000]	Loss: 0.0939	LR: 0.100000
Training Epoch: 5 [16640/45000]	Loss: 0.1662	LR: 0.100000
Training Epoch: 5 [16896/45000]	Loss: 0.2279	LR: 0.100000
Training Epoch: 5 [17152/45000]	Loss: 0.1425	LR: 0.100000
Training Epoch: 5 [17408/45000]	Loss: 0.1731	LR: 0.100000
Training Epoch: 5 [17664/45000]	Loss: 0.3105	LR: 0.100000
Training Epoch: 5 [17920/45000]	Loss: 0.1244	LR: 0.100000
Training Epoch: 5 [18176/45000]	Loss: 0.1342	LR: 0.100000
Training Epoch: 5 [18432/45000]	Loss: 0.1975	LR: 0.100000
Training Epoch: 5 [18688/45000]	Loss: 0.0869	LR: 0.100000
Training Epoch: 5 [18944/45000]	Loss: 0.1750	LR: 0.100000
Training Epoch: 5 [19200/45000]	Loss: 0.1521	LR: 0.100000
Training Epoch: 5 [19456/45000]	Loss: 0.2515	LR: 0.100000
Training Epoch: 5 [19712/45000]	Loss: 0.1842	LR: 0.100000
Training Epoch: 5 [19968/45000]	Loss: 0.0819	LR: 0.100000
Training Epoch: 5 [20224/45000]	Loss: 0.1175	LR: 0.100000
Training Epoch: 5 [20480/45000]	Loss: 0.1328	LR: 0.100000
Training Epoch: 5 [20736/45000]	Loss: 0.1315	LR: 0.100000
Training Epoch: 5 [20992/45000]	Loss: 0.0995	LR: 0.100000
Training Epoch: 5 [21248/45000]	Loss: 0.0848	LR: 0.100000
Training Epoch: 5 [21504/45000]	Loss: 0.1296	LR: 0.100000
Training Epoch: 5 [21760/45000]	Loss: 0.0816	LR: 0.100000
Training Epoch: 5 [22016/45000]	Loss: 0.1542	LR: 0.100000
Training Epoch: 5 [22272/45000]	Loss: 0.1015	LR: 0.100000
Training Epoch: 5 [22528/45000]	Loss: 0.1785	LR: 0.100000
Training Epoch: 5 [22784/45000]	Loss: 0.1625	LR: 0.100000
Training Epoch: 5 [23040/45000]	Loss: 0.1680	LR: 0.100000
Training Epoch: 5 [23296/45000]	Loss: 0.0917	LR: 0.100000
Training Epoch: 5 [23552/45000]	Loss: 0.1707	LR: 0.100000
Training Epoch: 5 [23808/45000]	Loss: 0.2011	LR: 0.100000
Training Epoch: 5 [24064/45000]	Loss: 0.1842	LR: 0.100000
Training Epoch: 5 [24320/45000]	Loss: 0.1628	LR: 0.100000
Training Epoch: 5 [24576/45000]	Loss: 0.1981	LR: 0.100000
Training Epoch: 5 [24832/45000]	Loss: 0.1897	LR: 0.100000
Training Epoch: 5 [25088/45000]	Loss: 0.2360	LR: 0.100000
Training Epoch: 5 [25344/45000]	Loss: 0.2515	LR: 0.100000
Training Epoch: 5 [25600/45000]	Loss: 0.1780	LR: 0.100000
Training Epoch: 5 [25856/45000]	Loss: 0.2383	LR: 0.100000
Training Epoch: 5 [26112/45000]	Loss: 0.1913	LR: 0.100000
Training Epoch: 5 [26368/45000]	Loss: 0.1514	LR: 0.100000
Training Epoch: 5 [26624/45000]	Loss: 0.1574	LR: 0.100000
Training Epoch: 5 [26880/45000]	Loss: 0.1565	LR: 0.100000
Training Epoch: 5 [27136/45000]	Loss: 0.1407	LR: 0.100000
Training Epoch: 5 [27392/45000]	Loss: 0.1266	LR: 0.100000
Training Epoch: 5 [27648/45000]	Loss: 0.1469	LR: 0.100000
Training Epoch: 5 [27904/45000]	Loss: 0.1368	LR: 0.100000
Training Epoch: 5 [28160/45000]	Loss: 0.1155	LR: 0.100000
Training Epoch: 5 [28416/45000]	Loss: 0.1000	LR: 0.100000
Training Epoch: 5 [28672/45000]	Loss: 0.1792	LR: 0.100000
Training Epoch: 5 [28928/45000]	Loss: 0.1317	LR: 0.100000
Training Epoch: 5 [29184/45000]	Loss: 0.1550	LR: 0.100000
Training Epoch: 5 [29440/45000]	Loss: 0.1381	LR: 0.100000
Training Epoch: 5 [29696/45000]	Loss: 0.1538	LR: 0.100000
Training Epoch: 5 [29952/45000]	Loss: 0.1242	LR: 0.100000
Training Epoch: 5 [30208/45000]	Loss: 0.1232	LR: 0.100000
Training Epoch: 5 [30464/45000]	Loss: 0.1857	LR: 0.100000
Training Epoch: 5 [30720/45000]	Loss: 0.2140	LR: 0.100000
Training Epoch: 5 [30976/45000]	Loss: 0.2774	LR: 0.100000
Training Epoch: 5 [31232/45000]	Loss: 0.1172	LR: 0.100000
Training Epoch: 5 [31488/45000]	Loss: 0.2328	LR: 0.100000
Training Epoch: 5 [31744/45000]	Loss: 0.1068	LR: 0.100000
Training Epoch: 5 [32000/45000]	Loss: 0.1677	LR: 0.100000
Training Epoch: 5 [32256/45000]	Loss: 0.1379	LR: 0.100000
Training Epoch: 5 [32512/45000]	Loss: 0.2309	LR: 0.100000
Training Epoch: 5 [32768/45000]	Loss: 0.1325	LR: 0.100000
Training Epoch: 5 [33024/45000]	Loss: 0.1358	LR: 0.100000
Training Epoch: 5 [33280/45000]	Loss: 0.1423	LR: 0.100000
Training Epoch: 5 [33536/45000]	Loss: 0.1401	LR: 0.100000
Training Epoch: 5 [33792/45000]	Loss: 0.1994	LR: 0.100000
Training Epoch: 5 [34048/45000]	Loss: 0.1296	LR: 0.100000
Training Epoch: 5 [34304/45000]	Loss: 0.1272	LR: 0.100000
Training Epoch: 5 [34560/45000]	Loss: 0.0763	LR: 0.100000
Training Epoch: 5 [34816/45000]	Loss: 0.1058	LR: 0.100000
Training Epoch: 5 [35072/45000]	Loss: 0.1186	LR: 0.100000
Training Epoch: 5 [35328/45000]	Loss: 0.1321	LR: 0.100000
Training Epoch: 5 [35584/45000]	Loss: 0.1504	LR: 0.100000
Training Epoch: 5 [35840/45000]	Loss: 0.0755	LR: 0.100000
Training Epoch: 5 [36096/45000]	Loss: 0.1285	LR: 0.100000
Training Epoch: 5 [36352/45000]	Loss: 0.2014	LR: 0.100000
Training Epoch: 5 [36608/45000]	Loss: 0.0873	LR: 0.100000
Training Epoch: 5 [36864/45000]	Loss: 0.0959	LR: 0.100000
Training Epoch: 5 [37120/45000]	Loss: 0.2339	LR: 0.100000
Training Epoch: 5 [37376/45000]	Loss: 0.1752	LR: 0.100000
Training Epoch: 5 [37632/45000]	Loss: 0.1006	LR: 0.100000
Training Epoch: 5 [37888/45000]	Loss: 0.1729	LR: 0.100000
Training Epoch: 5 [38144/45000]	Loss: 0.2543	LR: 0.100000
Training Epoch: 5 [38400/45000]	Loss: 0.1724	LR: 0.100000
Training Epoch: 5 [38656/45000]	Loss: 0.2223	LR: 0.100000
Training Epoch: 5 [38912/45000]	Loss: 0.2244	LR: 0.100000
Training Epoch: 5 [39168/45000]	Loss: 0.1609	LR: 0.100000
Training Epoch: 5 [39424/45000]	Loss: 0.2108	LR: 0.100000
Training Epoch: 5 [39680/45000]	Loss: 0.1886	LR: 0.100000
Training Epoch: 5 [39936/45000]	Loss: 0.1120	LR: 0.100000
Training Epoch: 5 [40192/45000]	Loss: 0.1759	LR: 0.100000
Training Epoch: 5 [40448/45000]	Loss: 0.1479	LR: 0.100000
Training Epoch: 5 [40704/45000]	Loss: 0.1211	LR: 0.100000
Training Epoch: 5 [40960/45000]	Loss: 0.2204	LR: 0.100000
Training Epoch: 5 [41216/45000]	Loss: 0.1814	LR: 0.100000
Training Epoch: 5 [41472/45000]	Loss: 0.1767	LR: 0.100000
Training Epoch: 5 [41728/45000]	Loss: 0.1162	LR: 0.100000
Training Epoch: 5 [41984/45000]	Loss: 0.1600	LR: 0.100000
Training Epoch: 5 [42240/45000]	Loss: 0.2351	LR: 0.100000
Training Epoch: 5 [42496/45000]	Loss: 0.1691	LR: 0.100000
Training Epoch: 5 [42752/45000]	Loss: 0.1280	LR: 0.100000
Training Epoch: 5 [43008/45000]	Loss: 0.2063	LR: 0.100000
Training Epoch: 5 [43264/45000]	Loss: 0.1473	LR: 0.100000
Training Epoch: 5 [43520/45000]	Loss: 0.0914	LR: 0.100000
Training Epoch: 5 [43776/45000]	Loss: 0.1917	LR: 0.100000
Training Epoch: 5 [44032/45000]	Loss: 0.1991	LR: 0.100000
Training Epoch: 5 [44288/45000]	Loss: 0.1579	LR: 0.100000
Training Epoch: 5 [44544/45000]	Loss: 0.1602	LR: 0.100000
Training Epoch: 5 [44800/45000]	Loss: 0.1928	LR: 0.100000
Training Epoch: 5 [45000/45000]	Loss: 0.1530	LR: 0.100000
Epoch 5 - Average Train Loss: 0.1559, Train Accuracy: 0.9470
Epoch 5 training time consumed: 324.86s
Evaluating Network.....
Test set: Epoch: 5, Average loss: 0.0005, Accuracy: 0.9555, Time consumed:23.50s
Saving weights file to checkpoint/retrain/ViT/Thursday_17_July_2025_08h_44m_45s/ViT-Cifar10-seed7-ret100-5-best.pth
Training Epoch: 6 [256/45000]	Loss: 0.1600	LR: 0.100000
Training Epoch: 6 [512/45000]	Loss: 0.1656	LR: 0.100000
Training Epoch: 6 [768/45000]	Loss: 0.1307	LR: 0.100000
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Training Epoch: 6 [1280/45000]	Loss: 0.1828	LR: 0.100000
Training Epoch: 6 [1536/45000]	Loss: 0.0917	LR: 0.100000
Training Epoch: 6 [1792/45000]	Loss: 0.1947	LR: 0.100000
Training Epoch: 6 [2048/45000]	Loss: 0.1515	LR: 0.100000
Training Epoch: 6 [2304/45000]	Loss: 0.1799	LR: 0.100000
Training Epoch: 6 [2560/45000]	Loss: 0.1977	LR: 0.100000
Training Epoch: 6 [2816/45000]	Loss: 0.1197	LR: 0.100000
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Training Epoch: 6 [5888/45000]	Loss: 0.1417	LR: 0.100000
Training Epoch: 6 [6144/45000]	Loss: 0.2339	LR: 0.100000
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Training Epoch: 6 [16640/45000]	Loss: 0.1214	LR: 0.100000
Training Epoch: 6 [16896/45000]	Loss: 0.1228	LR: 0.100000
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Training Epoch: 6 [20224/45000]	Loss: 0.2269	LR: 0.100000
Training Epoch: 6 [20480/45000]	Loss: 0.2002	LR: 0.100000
Training Epoch: 6 [20736/45000]	Loss: 0.1335	LR: 0.100000
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Training Epoch: 6 [22272/45000]	Loss: 0.1485	LR: 0.100000
Training Epoch: 6 [22528/45000]	Loss: 0.1827	LR: 0.100000
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Training Epoch: 6 [26368/45000]	Loss: 0.1839	LR: 0.100000
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Training Epoch: 6 [26880/45000]	Loss: 0.2593	LR: 0.100000
Training Epoch: 6 [27136/45000]	Loss: 0.2430	LR: 0.100000
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Training Epoch: 6 [27904/45000]	Loss: 0.2956	LR: 0.100000
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Training Epoch: 6 [28416/45000]	Loss: 0.1389	LR: 0.100000
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Training Epoch: 6 [28928/45000]	Loss: 0.1521	LR: 0.100000
Training Epoch: 6 [29184/45000]	Loss: 0.1849	LR: 0.100000
Training Epoch: 6 [29440/45000]	Loss: 0.2368	LR: 0.100000
Training Epoch: 6 [29696/45000]	Loss: 0.2394	LR: 0.100000
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Training Epoch: 6 [30208/45000]	Loss: 0.2239	LR: 0.100000
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Training Epoch: 6 [36352/45000]	Loss: 0.1379	LR: 0.100000
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Training Epoch: 6 [36864/45000]	Loss: 0.1978	LR: 0.100000
Training Epoch: 6 [37120/45000]	Loss: 0.1635	LR: 0.100000
Training Epoch: 6 [37376/45000]	Loss: 0.1782	LR: 0.100000
Training Epoch: 6 [37632/45000]	Loss: 0.1113	LR: 0.100000
Training Epoch: 6 [37888/45000]	Loss: 0.1504	LR: 0.100000
Training Epoch: 6 [38144/45000]	Loss: 0.2288	LR: 0.100000
Training Epoch: 6 [38400/45000]	Loss: 0.1309	LR: 0.100000
Training Epoch: 6 [38656/45000]	Loss: 0.1644	LR: 0.100000
Training Epoch: 6 [38912/45000]	Loss: 0.1204	LR: 0.100000
Training Epoch: 6 [39168/45000]	Loss: 0.2422	LR: 0.100000
Training Epoch: 6 [39424/45000]	Loss: 0.0976	LR: 0.100000
Training Epoch: 6 [39680/45000]	Loss: 0.1460	LR: 0.100000
Training Epoch: 6 [39936/45000]	Loss: 0.1001	LR: 0.100000
Training Epoch: 6 [40192/45000]	Loss: 0.1999	LR: 0.100000
Training Epoch: 6 [40448/45000]	Loss: 0.1428	LR: 0.100000
Training Epoch: 6 [40704/45000]	Loss: 0.1660	LR: 0.100000
Training Epoch: 6 [40960/45000]	Loss: 0.2711	LR: 0.100000
Training Epoch: 6 [41216/45000]	Loss: 0.2002	LR: 0.100000
Training Epoch: 6 [41472/45000]	Loss: 0.1972	LR: 0.100000
Training Epoch: 6 [41728/45000]	Loss: 0.2834	LR: 0.100000
Training Epoch: 6 [41984/45000]	Loss: 0.1928	LR: 0.100000
Training Epoch: 6 [42240/45000]	Loss: 0.2074	LR: 0.100000
Training Epoch: 6 [42496/45000]	Loss: 0.2395	LR: 0.100000
Training Epoch: 6 [42752/45000]	Loss: 0.1984	LR: 0.100000
Training Epoch: 6 [43008/45000]	Loss: 0.1983	LR: 0.100000
Training Epoch: 6 [43264/45000]	Loss: 0.1791	LR: 0.100000
Training Epoch: 6 [43520/45000]	Loss: 0.2259	LR: 0.100000
Training Epoch: 6 [43776/45000]	Loss: 0.2176	LR: 0.100000
Training Epoch: 6 [44032/45000]	Loss: 0.2012	LR: 0.100000
Training Epoch: 6 [44288/45000]	Loss: 0.1660	LR: 0.100000
Training Epoch: 6 [44544/45000]	Loss: 0.2264	LR: 0.100000
Training Epoch: 6 [44800/45000]	Loss: 0.1904	LR: 0.100000
Training Epoch: 6 [45000/45000]	Loss: 0.1571	LR: 0.100000
Epoch 6 - Average Train Loss: 0.1817, Train Accuracy: 0.9374
Epoch 6 training time consumed: 324.99s
Evaluating Network.....
Test set: Epoch: 6, Average loss: 0.0008, Accuracy: 0.9319, Time consumed:23.45s
Training Epoch: 7 [256/45000]	Loss: 0.2091	LR: 0.020000
Training Epoch: 7 [512/45000]	Loss: 0.1264	LR: 0.020000
Training Epoch: 7 [768/45000]	Loss: 0.1143	LR: 0.020000
Training Epoch: 7 [1024/45000]	Loss: 0.0769	LR: 0.020000
Training Epoch: 7 [1280/45000]	Loss: 0.0851	LR: 0.020000
Training Epoch: 7 [1536/45000]	Loss: 0.0815	LR: 0.020000
Training Epoch: 7 [1792/45000]	Loss: 0.1029	LR: 0.020000
Training Epoch: 7 [2048/45000]	Loss: 0.1214	LR: 0.020000
Training Epoch: 7 [2304/45000]	Loss: 0.0699	LR: 0.020000
Training Epoch: 7 [2560/45000]	Loss: 0.0659	LR: 0.020000
Training Epoch: 7 [2816/45000]	Loss: 0.0653	LR: 0.020000
Training Epoch: 7 [3072/45000]	Loss: 0.1122	LR: 0.020000
Training Epoch: 7 [3328/45000]	Loss: 0.0847	LR: 0.020000
Training Epoch: 7 [3584/45000]	Loss: 0.1626	LR: 0.020000
Training Epoch: 7 [3840/45000]	Loss: 0.0604	LR: 0.020000
Training Epoch: 7 [4096/45000]	Loss: 0.0789	LR: 0.020000
Training Epoch: 7 [4352/45000]	Loss: 0.0440	LR: 0.020000
Training Epoch: 7 [4608/45000]	Loss: 0.0533	LR: 0.020000
Training Epoch: 7 [4864/45000]	Loss: 0.1188	LR: 0.020000
Training Epoch: 7 [5120/45000]	Loss: 0.0393	LR: 0.020000
Training Epoch: 7 [5376/45000]	Loss: 0.0960	LR: 0.020000
Training Epoch: 7 [5632/45000]	Loss: 0.1243	LR: 0.020000
Training Epoch: 7 [5888/45000]	Loss: 0.0481	LR: 0.020000
Training Epoch: 7 [6144/45000]	Loss: 0.0684	LR: 0.020000
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Training Epoch: 7 [8448/45000]	Loss: 0.0793	LR: 0.020000
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Training Epoch: 7 [16640/45000]	Loss: 0.0739	LR: 0.020000
Training Epoch: 7 [16896/45000]	Loss: 0.0464	LR: 0.020000
Training Epoch: 7 [17152/45000]	Loss: 0.0545	LR: 0.020000
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Training Epoch: 7 [19200/45000]	Loss: 0.0506	LR: 0.020000
Training Epoch: 7 [19456/45000]	Loss: 0.0374	LR: 0.020000
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Training Epoch: 7 [20224/45000]	Loss: 0.0373	LR: 0.020000
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Training Epoch: 7 [26368/45000]	Loss: 0.0496	LR: 0.020000
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Training Epoch: 7 [27392/45000]	Loss: 0.0335	LR: 0.020000
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Training Epoch: 7 [27904/45000]	Loss: 0.0198	LR: 0.020000
Training Epoch: 7 [28160/45000]	Loss: 0.0306	LR: 0.020000
Training Epoch: 7 [28416/45000]	Loss: 0.0482	LR: 0.020000
Training Epoch: 7 [28672/45000]	Loss: 0.0401	LR: 0.020000
Training Epoch: 7 [28928/45000]	Loss: 0.0355	LR: 0.020000
Training Epoch: 7 [29184/45000]	Loss: 0.0498	LR: 0.020000
Training Epoch: 7 [29440/45000]	Loss: 0.0394	LR: 0.020000
Training Epoch: 7 [29696/45000]	Loss: 0.0463	LR: 0.020000
Training Epoch: 7 [29952/45000]	Loss: 0.0786	LR: 0.020000
Training Epoch: 7 [30208/45000]	Loss: 0.0135	LR: 0.020000
Training Epoch: 7 [30464/45000]	Loss: 0.0509	LR: 0.020000
Training Epoch: 7 [30720/45000]	Loss: 0.0727	LR: 0.020000
Training Epoch: 7 [30976/45000]	Loss: 0.0749	LR: 0.020000
Training Epoch: 7 [31232/45000]	Loss: 0.0199	LR: 0.020000
Training Epoch: 7 [31488/45000]	Loss: 0.0388	LR: 0.020000
Training Epoch: 7 [31744/45000]	Loss: 0.0426	LR: 0.020000
Training Epoch: 7 [32000/45000]	Loss: 0.0328	LR: 0.020000
Training Epoch: 7 [32256/45000]	Loss: 0.0682	LR: 0.020000
Training Epoch: 7 [32512/45000]	Loss: 0.0190	LR: 0.020000
Training Epoch: 7 [32768/45000]	Loss: 0.0549	LR: 0.020000
Training Epoch: 7 [33024/45000]	Loss: 0.0447	LR: 0.020000
Training Epoch: 7 [33280/45000]	Loss: 0.0419	LR: 0.020000
Training Epoch: 7 [33536/45000]	Loss: 0.0498	LR: 0.020000
Training Epoch: 7 [33792/45000]	Loss: 0.0747	LR: 0.020000
Training Epoch: 7 [34048/45000]	Loss: 0.0498	LR: 0.020000
Training Epoch: 7 [34304/45000]	Loss: 0.0280	LR: 0.020000
Training Epoch: 7 [34560/45000]	Loss: 0.0599	LR: 0.020000
Training Epoch: 7 [34816/45000]	Loss: 0.0276	LR: 0.020000
Training Epoch: 7 [35072/45000]	Loss: 0.0165	LR: 0.020000
Training Epoch: 7 [35328/45000]	Loss: 0.0244	LR: 0.020000
Training Epoch: 7 [35584/45000]	Loss: 0.0455	LR: 0.020000
Training Epoch: 7 [35840/45000]	Loss: 0.0224	LR: 0.020000
Training Epoch: 7 [36096/45000]	Loss: 0.0436	LR: 0.020000
Training Epoch: 7 [36352/45000]	Loss: 0.0182	LR: 0.020000
Training Epoch: 7 [36608/45000]	Loss: 0.0558	LR: 0.020000
Training Epoch: 7 [36864/45000]	Loss: 0.0723	LR: 0.020000
Training Epoch: 7 [37120/45000]	Loss: 0.0848	LR: 0.020000
Training Epoch: 7 [37376/45000]	Loss: 0.0601	LR: 0.020000
Training Epoch: 7 [37632/45000]	Loss: 0.0720	LR: 0.020000
Training Epoch: 7 [37888/45000]	Loss: 0.0557	LR: 0.020000
Training Epoch: 7 [38144/45000]	Loss: 0.0248	LR: 0.020000
Training Epoch: 7 [38400/45000]	Loss: 0.0483	LR: 0.020000
Training Epoch: 7 [38656/45000]	Loss: 0.0774	LR: 0.020000
Training Epoch: 7 [38912/45000]	Loss: 0.0319	LR: 0.020000
Training Epoch: 7 [39168/45000]	Loss: 0.0418	LR: 0.020000
Training Epoch: 7 [39424/45000]	Loss: 0.0395	LR: 0.020000
Training Epoch: 7 [39680/45000]	Loss: 0.0660	LR: 0.020000
Training Epoch: 7 [39936/45000]	Loss: 0.0548	LR: 0.020000
Training Epoch: 7 [40192/45000]	Loss: 0.0847	LR: 0.020000
Training Epoch: 7 [40448/45000]	Loss: 0.0662	LR: 0.020000
Training Epoch: 7 [40704/45000]	Loss: 0.0639	LR: 0.020000
Training Epoch: 7 [40960/45000]	Loss: 0.0225	LR: 0.020000
Training Epoch: 7 [41216/45000]	Loss: 0.0278	LR: 0.020000
Training Epoch: 7 [41472/45000]	Loss: 0.0587	LR: 0.020000
Training Epoch: 7 [41728/45000]	Loss: 0.0457	LR: 0.020000
Training Epoch: 7 [41984/45000]	Loss: 0.0068	LR: 0.020000
Training Epoch: 7 [42240/45000]	Loss: 0.0414	LR: 0.020000
Training Epoch: 7 [42496/45000]	Loss: 0.0474	LR: 0.020000
Training Epoch: 7 [42752/45000]	Loss: 0.0277	LR: 0.020000
Training Epoch: 7 [43008/45000]	Loss: 0.0448	LR: 0.020000
Training Epoch: 7 [43264/45000]	Loss: 0.0207	LR: 0.020000
Training Epoch: 7 [43520/45000]	Loss: 0.0291	LR: 0.020000
Training Epoch: 7 [43776/45000]	Loss: 0.0523	LR: 0.020000
Training Epoch: 7 [44032/45000]	Loss: 0.0503	LR: 0.020000
Training Epoch: 7 [44288/45000]	Loss: 0.0444	LR: 0.020000
Training Epoch: 7 [44544/45000]	Loss: 0.0471	LR: 0.020000
Training Epoch: 7 [44800/45000]	Loss: 0.0500	LR: 0.020000
Training Epoch: 7 [45000/45000]	Loss: 0.0554	LR: 0.020000
Epoch 7 - Average Train Loss: 0.0549, Train Accuracy: 0.9805
Epoch 7 training time consumed: 324.87s
Evaluating Network.....
Test set: Epoch: 7, Average loss: 0.0004, Accuracy: 0.9695, Time consumed:23.50s
Saving weights file to checkpoint/retrain/ViT/Thursday_17_July_2025_08h_44m_45s/ViT-Cifar10-seed7-ret100-7-best.pth
Training Epoch: 8 [256/45000]	Loss: 0.0420	LR: 0.020000
Training Epoch: 8 [512/45000]	Loss: 0.0359	LR: 0.020000
Training Epoch: 8 [768/45000]	Loss: 0.0137	LR: 0.020000
Training Epoch: 8 [1024/45000]	Loss: 0.0375	LR: 0.020000
Training Epoch: 8 [1280/45000]	Loss: 0.0640	LR: 0.020000
Training Epoch: 8 [1536/45000]	Loss: 0.0403	LR: 0.020000
Training Epoch: 8 [1792/45000]	Loss: 0.0284	LR: 0.020000
Training Epoch: 8 [2048/45000]	Loss: 0.0364	LR: 0.020000
Training Epoch: 8 [2304/45000]	Loss: 0.0125	LR: 0.020000
Training Epoch: 8 [2560/45000]	Loss: 0.0290	LR: 0.020000
Training Epoch: 8 [2816/45000]	Loss: 0.0536	LR: 0.020000
Training Epoch: 8 [3072/45000]	Loss: 0.0300	LR: 0.020000
Training Epoch: 8 [3328/45000]	Loss: 0.0351	LR: 0.020000
Training Epoch: 8 [3584/45000]	Loss: 0.0411	LR: 0.020000
Training Epoch: 8 [3840/45000]	Loss: 0.0294	LR: 0.020000
Training Epoch: 8 [4096/45000]	Loss: 0.0154	LR: 0.020000
Training Epoch: 8 [4352/45000]	Loss: 0.0188	LR: 0.020000
Training Epoch: 8 [4608/45000]	Loss: 0.0325	LR: 0.020000
Training Epoch: 8 [4864/45000]	Loss: 0.0329	LR: 0.020000
Training Epoch: 8 [5120/45000]	Loss: 0.0324	LR: 0.020000
Training Epoch: 8 [5376/45000]	Loss: 0.0402	LR: 0.020000
Training Epoch: 8 [5632/45000]	Loss: 0.0396	LR: 0.020000
Training Epoch: 8 [5888/45000]	Loss: 0.0576	LR: 0.020000
Training Epoch: 8 [6144/45000]	Loss: 0.0207	LR: 0.020000
Training Epoch: 8 [6400/45000]	Loss: 0.0132	LR: 0.020000
Training Epoch: 8 [6656/45000]	Loss: 0.0225	LR: 0.020000
Training Epoch: 8 [6912/45000]	Loss: 0.0298	LR: 0.020000
Training Epoch: 8 [7168/45000]	Loss: 0.0183	LR: 0.020000
Training Epoch: 8 [7424/45000]	Loss: 0.0131	LR: 0.020000
Training Epoch: 8 [7680/45000]	Loss: 0.0067	LR: 0.020000
Training Epoch: 8 [7936/45000]	Loss: 0.0421	LR: 0.020000
Training Epoch: 8 [8192/45000]	Loss: 0.0400	LR: 0.020000
Training Epoch: 8 [8448/45000]	Loss: 0.0168	LR: 0.020000
Training Epoch: 8 [8704/45000]	Loss: 0.0499	LR: 0.020000
Training Epoch: 8 [8960/45000]	Loss: 0.0121	LR: 0.020000
Training Epoch: 8 [9216/45000]	Loss: 0.0417	LR: 0.020000
Training Epoch: 8 [9472/45000]	Loss: 0.0208	LR: 0.020000
Training Epoch: 8 [9728/45000]	Loss: 0.0318	LR: 0.020000
Training Epoch: 8 [9984/45000]	Loss: 0.0164	LR: 0.020000
Training Epoch: 8 [10240/45000]	Loss: 0.0521	LR: 0.020000
Training Epoch: 8 [10496/45000]	Loss: 0.0730	LR: 0.020000
Training Epoch: 8 [10752/45000]	Loss: 0.0273	LR: 0.020000
Training Epoch: 8 [11008/45000]	Loss: 0.0685	LR: 0.020000
Training Epoch: 8 [11264/45000]	Loss: 0.0318	LR: 0.020000
Training Epoch: 8 [11520/45000]	Loss: 0.0278	LR: 0.020000
Training Epoch: 8 [11776/45000]	Loss: 0.0124	LR: 0.020000
Training Epoch: 8 [12032/45000]	Loss: 0.0154	LR: 0.020000
Training Epoch: 8 [12288/45000]	Loss: 0.0394	LR: 0.020000
Training Epoch: 8 [12544/45000]	Loss: 0.0495	LR: 0.020000
Training Epoch: 8 [12800/45000]	Loss: 0.0490	LR: 0.020000
Training Epoch: 8 [13056/45000]	Loss: 0.0624	LR: 0.020000
Training Epoch: 8 [13312/45000]	Loss: 0.0255	LR: 0.020000
Training Epoch: 8 [13568/45000]	Loss: 0.0114	LR: 0.020000
Training Epoch: 8 [13824/45000]	Loss: 0.0191	LR: 0.020000
Training Epoch: 8 [14080/45000]	Loss: 0.0169	LR: 0.020000
Training Epoch: 8 [14336/45000]	Loss: 0.0428	LR: 0.020000
Training Epoch: 8 [14592/45000]	Loss: 0.0220	LR: 0.020000
Training Epoch: 8 [14848/45000]	Loss: 0.0386	LR: 0.020000
Training Epoch: 8 [15104/45000]	Loss: 0.0239	LR: 0.020000
Training Epoch: 8 [15360/45000]	Loss: 0.0409	LR: 0.020000
Training Epoch: 8 [15616/45000]	Loss: 0.0232	LR: 0.020000
Training Epoch: 8 [15872/45000]	Loss: 0.0541	LR: 0.020000
Training Epoch: 8 [16128/45000]	Loss: 0.0470	LR: 0.020000
Training Epoch: 8 [16384/45000]	Loss: 0.0408	LR: 0.020000
Training Epoch: 8 [16640/45000]	Loss: 0.0325	LR: 0.020000
Training Epoch: 8 [16896/45000]	Loss: 0.0203	LR: 0.020000
Training Epoch: 8 [17152/45000]	Loss: 0.0195	LR: 0.020000
Training Epoch: 8 [17408/45000]	Loss: 0.0245	LR: 0.020000
Training Epoch: 8 [17664/45000]	Loss: 0.0541	LR: 0.020000
Training Epoch: 8 [17920/45000]	Loss: 0.0282	LR: 0.020000
Training Epoch: 8 [18176/45000]	Loss: 0.0357	LR: 0.020000
Training Epoch: 8 [18432/45000]	Loss: 0.0332	LR: 0.020000
Training Epoch: 8 [18688/45000]	Loss: 0.0554	LR: 0.020000
Training Epoch: 8 [18944/45000]	Loss: 0.0204	LR: 0.020000
Training Epoch: 8 [19200/45000]	Loss: 0.0489	LR: 0.020000
Training Epoch: 8 [19456/45000]	Loss: 0.0685	LR: 0.020000
Training Epoch: 8 [19712/45000]	Loss: 0.0528	LR: 0.020000
Training Epoch: 8 [19968/45000]	Loss: 0.0324	LR: 0.020000
Training Epoch: 8 [20224/45000]	Loss: 0.0107	LR: 0.020000
Training Epoch: 8 [20480/45000]	Loss: 0.0257	LR: 0.020000
Training Epoch: 8 [20736/45000]	Loss: 0.0297	LR: 0.020000
Training Epoch: 8 [20992/45000]	Loss: 0.0245	LR: 0.020000
Training Epoch: 8 [21248/45000]	Loss: 0.0280	LR: 0.020000
Training Epoch: 8 [21504/45000]	Loss: 0.0795	LR: 0.020000
Training Epoch: 8 [21760/45000]	Loss: 0.0181	LR: 0.020000
Training Epoch: 8 [22016/45000]	Loss: 0.0377	LR: 0.020000
Training Epoch: 8 [22272/45000]	Loss: 0.0595	LR: 0.020000
Training Epoch: 8 [22528/45000]	Loss: 0.0407	LR: 0.020000
Training Epoch: 8 [22784/45000]	Loss: 0.0378	LR: 0.020000
Training Epoch: 8 [23040/45000]	Loss: 0.0184	LR: 0.020000
Training Epoch: 8 [23296/45000]	Loss: 0.0241	LR: 0.020000
Training Epoch: 8 [23552/45000]	Loss: 0.0324	LR: 0.020000
Training Epoch: 8 [23808/45000]	Loss: 0.0903	LR: 0.020000
Training Epoch: 8 [24064/45000]	Loss: 0.0574	LR: 0.020000
Training Epoch: 8 [24320/45000]	Loss: 0.0095	LR: 0.020000
Training Epoch: 8 [24576/45000]	Loss: 0.0329	LR: 0.020000
Training Epoch: 8 [24832/45000]	Loss: 0.0325	LR: 0.020000
Training Epoch: 8 [25088/45000]	Loss: 0.0351	LR: 0.020000
Training Epoch: 8 [25344/45000]	Loss: 0.0248	LR: 0.020000
Training Epoch: 8 [25600/45000]	Loss: 0.0392	LR: 0.020000
Training Epoch: 8 [25856/45000]	Loss: 0.0320	LR: 0.020000
Training Epoch: 8 [26112/45000]	Loss: 0.0505	LR: 0.020000
Training Epoch: 8 [26368/45000]	Loss: 0.0460	LR: 0.020000
Training Epoch: 8 [26624/45000]	Loss: 0.0228	LR: 0.020000
Training Epoch: 8 [26880/45000]	Loss: 0.0438	LR: 0.020000
Training Epoch: 8 [27136/45000]	Loss: 0.0390	LR: 0.020000
Training Epoch: 8 [27392/45000]	Loss: 0.0236	LR: 0.020000
Training Epoch: 8 [27648/45000]	Loss: 0.0287	LR: 0.020000
Training Epoch: 8 [27904/45000]	Loss: 0.0268	LR: 0.020000
Training Epoch: 8 [28160/45000]	Loss: 0.0267	LR: 0.020000
Training Epoch: 8 [28416/45000]	Loss: 0.0639	LR: 0.020000
Training Epoch: 8 [28672/45000]	Loss: 0.0283	LR: 0.020000
Training Epoch: 8 [28928/45000]	Loss: 0.0116	LR: 0.020000
Training Epoch: 8 [29184/45000]	Loss: 0.0447	LR: 0.020000
Training Epoch: 8 [29440/45000]	Loss: 0.0082	LR: 0.020000
Training Epoch: 8 [29696/45000]	Loss: 0.0181	LR: 0.020000
Training Epoch: 8 [29952/45000]	Loss: 0.0241	LR: 0.020000
Training Epoch: 8 [30208/45000]	Loss: 0.0176	LR: 0.020000
Training Epoch: 8 [30464/45000]	Loss: 0.0296	LR: 0.020000
Training Epoch: 8 [30720/45000]	Loss: 0.0258	LR: 0.020000
Training Epoch: 8 [30976/45000]	Loss: 0.0515	LR: 0.020000
Training Epoch: 8 [31232/45000]	Loss: 0.0448	LR: 0.020000
Training Epoch: 8 [31488/45000]	Loss: 0.0245	LR: 0.020000
Training Epoch: 8 [31744/45000]	Loss: 0.0172	LR: 0.020000
Training Epoch: 8 [32000/45000]	Loss: 0.0360	LR: 0.020000
Training Epoch: 8 [32256/45000]	Loss: 0.0154	LR: 0.020000
Training Epoch: 8 [32512/45000]	Loss: 0.0311	LR: 0.020000
Training Epoch: 8 [32768/45000]	Loss: 0.0317	LR: 0.020000
Training Epoch: 8 [33024/45000]	Loss: 0.1093	LR: 0.020000
Training Epoch: 8 [33280/45000]	Loss: 0.0348	LR: 0.020000
Training Epoch: 8 [33536/45000]	Loss: 0.0161	LR: 0.020000
Training Epoch: 8 [33792/45000]	Loss: 0.0436	LR: 0.020000
Training Epoch: 8 [34048/45000]	Loss: 0.0488	LR: 0.020000
Training Epoch: 8 [34304/45000]	Loss: 0.0351	LR: 0.020000
Training Epoch: 8 [34560/45000]	Loss: 0.0416	LR: 0.020000
Training Epoch: 8 [34816/45000]	Loss: 0.0151	LR: 0.020000
Training Epoch: 8 [35072/45000]	Loss: 0.0476	LR: 0.020000
Training Epoch: 8 [35328/45000]	Loss: 0.0564	LR: 0.020000
Training Epoch: 8 [35584/45000]	Loss: 0.0612	LR: 0.020000
Training Epoch: 8 [35840/45000]	Loss: 0.0211	LR: 0.020000
Training Epoch: 8 [36096/45000]	Loss: 0.0404	LR: 0.020000
Training Epoch: 8 [36352/45000]	Loss: 0.0278	LR: 0.020000
Training Epoch: 8 [36608/45000]	Loss: 0.0668	LR: 0.020000
Training Epoch: 8 [36864/45000]	Loss: 0.0420	LR: 0.020000
Training Epoch: 8 [37120/45000]	Loss: 0.0469	LR: 0.020000
Training Epoch: 8 [37376/45000]	Loss: 0.0289	LR: 0.020000
Training Epoch: 8 [37632/45000]	Loss: 0.0205	LR: 0.020000
Training Epoch: 8 [37888/45000]	Loss: 0.0323	LR: 0.020000
Training Epoch: 8 [38144/45000]	Loss: 0.0318	LR: 0.020000
Training Epoch: 8 [38400/45000]	Loss: 0.0511	LR: 0.020000
Training Epoch: 8 [38656/45000]	Loss: 0.0106	LR: 0.020000
Training Epoch: 8 [38912/45000]	Loss: 0.0194	LR: 0.020000
Training Epoch: 8 [39168/45000]	Loss: 0.0096	LR: 0.020000
Training Epoch: 8 [39424/45000]	Loss: 0.0412	LR: 0.020000
Training Epoch: 8 [39680/45000]	Loss: 0.0708	LR: 0.020000
Training Epoch: 8 [39936/45000]	Loss: 0.0462	LR: 0.020000
Training Epoch: 8 [40192/45000]	Loss: 0.0694	LR: 0.020000
Training Epoch: 8 [40448/45000]	Loss: 0.0174	LR: 0.020000
Training Epoch: 8 [40704/45000]	Loss: 0.0693	LR: 0.020000
Training Epoch: 8 [40960/45000]	Loss: 0.0389	LR: 0.020000
Training Epoch: 8 [41216/45000]	Loss: 0.0259	LR: 0.020000
Training Epoch: 8 [41472/45000]	Loss: 0.0513	LR: 0.020000
Training Epoch: 8 [41728/45000]	Loss: 0.0370	LR: 0.020000
Training Epoch: 8 [41984/45000]	Loss: 0.0711	LR: 0.020000
Training Epoch: 8 [42240/45000]	Loss: 0.0646	LR: 0.020000
Training Epoch: 8 [42496/45000]	Loss: 0.0792	LR: 0.020000
Training Epoch: 8 [42752/45000]	Loss: 0.0375	LR: 0.020000
Training Epoch: 8 [43008/45000]	Loss: 0.0160	LR: 0.020000
Training Epoch: 8 [43264/45000]	Loss: 0.0468	LR: 0.020000
Training Epoch: 8 [43520/45000]	Loss: 0.0515	LR: 0.020000
Training Epoch: 8 [43776/45000]	Loss: 0.0264	LR: 0.020000
Training Epoch: 8 [44032/45000]	Loss: 0.0296	LR: 0.020000
Training Epoch: 8 [44288/45000]	Loss: 0.0255	LR: 0.020000
Training Epoch: 8 [44544/45000]	Loss: 0.0137	LR: 0.020000
Training Epoch: 8 [44800/45000]	Loss: 0.0372	LR: 0.020000
Training Epoch: 8 [45000/45000]	Loss: 0.0292	LR: 0.020000
Epoch 8 - Average Train Loss: 0.0355, Train Accuracy: 0.9875
Epoch 8 training time consumed: 324.56s
Evaluating Network.....
Test set: Epoch: 8, Average loss: 0.0004, Accuracy: 0.9724, Time consumed:23.46s
Saving weights file to checkpoint/retrain/ViT/Thursday_17_July_2025_08h_44m_45s/ViT-Cifar10-seed7-ret100-8-best.pth
Valid (Test) Dl:  10000
Train Dl:  50000
Retain Train Dl:  45000
Forget Train Dl:  5000
Retain Valid Dl:  45000
Forget Valid Dl:  5000
retain_prob Distribution: 10000 samples
test_prob Distribution: 10000 samples
forget_prob Distribution: 5000 samples
Set1 Distribution: 5000 samples
Set2 Distribution: 5000 samples
Set1 Distribution: 5000 samples
Set2 Distribution: 5000 samples
Set1 Distribution: 10000 samples
Set2 Distribution: 10000 samples
Set1 Distribution: 10000 samples
Set2 Distribution: 10000 samples
Test Accuracy: 97.3046875
Retain Accuracy: 98.93341827392578
Zero-Retain Forget (ZRF): 0.7650355696678162
Membership Inference Attack (MIA): 0.8264
Forget vs Retain Membership Inference Attack (MIA): 0.506
Forget vs Test Membership Inference Attack (MIA): 0.5155
Test vs Retain Membership Inference Attack (MIA): 0.5005
Train vs Test Membership Inference Attack (MIA): 0.51325
Forget Set Accuracy (Df): 96.00299072265625
Method Execution Time: 5185.57 seconds
