hello
hello

📌S Retain class distribution for seed 8:
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 8:
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: 2.4819	LR: 0.000000
Training Epoch: 1 [512/45000]	Loss: 2.4331	LR: 0.000568
Training Epoch: 1 [768/45000]	Loss: 2.4104	LR: 0.001136
Training Epoch: 1 [1024/45000]	Loss: 2.3813	LR: 0.001705
Training Epoch: 1 [1280/45000]	Loss: 2.3278	LR: 0.002273
Training Epoch: 1 [1536/45000]	Loss: 2.2101	LR: 0.002841
Training Epoch: 1 [1792/45000]	Loss: 2.0596	LR: 0.003409
Training Epoch: 1 [2048/45000]	Loss: 1.8550	LR: 0.003977
Training Epoch: 1 [2304/45000]	Loss: 1.6849	LR: 0.004545
Training Epoch: 1 [2560/45000]	Loss: 1.4348	LR: 0.005114
Training Epoch: 1 [2816/45000]	Loss: 1.1747	LR: 0.005682
Training Epoch: 1 [3072/45000]	Loss: 1.0152	LR: 0.006250
Training Epoch: 1 [3328/45000]	Loss: 0.8112	LR: 0.006818
Training Epoch: 1 [3584/45000]	Loss: 0.5718	LR: 0.007386
Training Epoch: 1 [3840/45000]	Loss: 0.4839	LR: 0.007955
Training Epoch: 1 [4096/45000]	Loss: 0.3928	LR: 0.008523
Training Epoch: 1 [4352/45000]	Loss: 0.2983	LR: 0.009091
Training Epoch: 1 [4608/45000]	Loss: 0.3140	LR: 0.009659
Training Epoch: 1 [4864/45000]	Loss: 0.2377	LR: 0.010227
Training Epoch: 1 [5120/45000]	Loss: 0.2629	LR: 0.010795
Training Epoch: 1 [5376/45000]	Loss: 0.2764	LR: 0.011364
Training Epoch: 1 [5632/45000]	Loss: 0.1759	LR: 0.011932
Training Epoch: 1 [5888/45000]	Loss: 0.1489	LR: 0.012500
Training Epoch: 1 [6144/45000]	Loss: 0.1598	LR: 0.013068
Training Epoch: 1 [6400/45000]	Loss: 0.2258	LR: 0.013636
Training Epoch: 1 [6656/45000]	Loss: 0.1883	LR: 0.014205
Training Epoch: 1 [6912/45000]	Loss: 0.2163	LR: 0.014773
Training Epoch: 1 [7168/45000]	Loss: 0.1436	LR: 0.015341
Training Epoch: 1 [7424/45000]	Loss: 0.2088	LR: 0.015909
Training Epoch: 1 [7680/45000]	Loss: 0.1619	LR: 0.016477
Training Epoch: 1 [7936/45000]	Loss: 0.1871	LR: 0.017045
Training Epoch: 1 [8192/45000]	Loss: 0.1985	LR: 0.017614
Training Epoch: 1 [8448/45000]	Loss: 0.2379	LR: 0.018182
Training Epoch: 1 [8704/45000]	Loss: 0.2019	LR: 0.018750
Training Epoch: 1 [8960/45000]	Loss: 0.1767	LR: 0.019318
Training Epoch: 1 [9216/45000]	Loss: 0.1403	LR: 0.019886
Training Epoch: 1 [9472/45000]	Loss: 0.1802	LR: 0.020455
Training Epoch: 1 [9728/45000]	Loss: 0.2173	LR: 0.021023
Training Epoch: 1 [9984/45000]	Loss: 0.1710	LR: 0.021591
Training Epoch: 1 [10240/45000]	Loss: 0.2251	LR: 0.022159
Training Epoch: 1 [10496/45000]	Loss: 0.1258	LR: 0.022727
Training Epoch: 1 [10752/45000]	Loss: 0.2298	LR: 0.023295
Training Epoch: 1 [11008/45000]	Loss: 0.2310	LR: 0.023864
Training Epoch: 1 [11264/45000]	Loss: 0.2726	LR: 0.024432
Training Epoch: 1 [11520/45000]	Loss: 0.3761	LR: 0.025000
Training Epoch: 1 [11776/45000]	Loss: 0.3079	LR: 0.025568
Training Epoch: 1 [12032/45000]	Loss: 0.3135	LR: 0.026136
Training Epoch: 1 [12288/45000]	Loss: 0.2245	LR: 0.026705
Training Epoch: 1 [12544/45000]	Loss: 0.3374	LR: 0.027273
Training Epoch: 1 [12800/45000]	Loss: 0.4655	LR: 0.027841
Training Epoch: 1 [13056/45000]	Loss: 0.3837	LR: 0.028409
Training Epoch: 1 [13312/45000]	Loss: 0.1809	LR: 0.028977
Training Epoch: 1 [13568/45000]	Loss: 0.3394	LR: 0.029545
Training Epoch: 1 [13824/45000]	Loss: 0.2461	LR: 0.030114
Training Epoch: 1 [14080/45000]	Loss: 0.3008	LR: 0.030682
Training Epoch: 1 [14336/45000]	Loss: 0.4166	LR: 0.031250
Training Epoch: 1 [14592/45000]	Loss: 0.2364	LR: 0.031818
Training Epoch: 1 [14848/45000]	Loss: 0.4536	LR: 0.032386
Training Epoch: 1 [15104/45000]	Loss: 0.3351	LR: 0.032955
Training Epoch: 1 [15360/45000]	Loss: 0.2111	LR: 0.033523
Training Epoch: 1 [15616/45000]	Loss: 0.3140	LR: 0.034091
Training Epoch: 1 [15872/45000]	Loss: 0.2462	LR: 0.034659
Training Epoch: 1 [16128/45000]	Loss: 0.2050	LR: 0.035227
Training Epoch: 1 [16384/45000]	Loss: 0.2152	LR: 0.035795
Training Epoch: 1 [16640/45000]	Loss: 0.2750	LR: 0.036364
Training Epoch: 1 [16896/45000]	Loss: 0.2866	LR: 0.036932
Training Epoch: 1 [17152/45000]	Loss: 0.1882	LR: 0.037500
Training Epoch: 1 [17408/45000]	Loss: 0.1490	LR: 0.038068
Training Epoch: 1 [17664/45000]	Loss: 0.3223	LR: 0.038636
Training Epoch: 1 [17920/45000]	Loss: 0.2975	LR: 0.039205
Training Epoch: 1 [18176/45000]	Loss: 0.3591	LR: 0.039773
Training Epoch: 1 [18432/45000]	Loss: 0.2815	LR: 0.040341
Training Epoch: 1 [18688/45000]	Loss: 0.2421	LR: 0.040909
Training Epoch: 1 [18944/45000]	Loss: 0.3337	LR: 0.041477
Training Epoch: 1 [19200/45000]	Loss: 0.2424	LR: 0.042045
Training Epoch: 1 [19456/45000]	Loss: 0.3275	LR: 0.042614
Training Epoch: 1 [19712/45000]	Loss: 0.1975	LR: 0.043182
Training Epoch: 1 [19968/45000]	Loss: 0.4269	LR: 0.043750
Training Epoch: 1 [20224/45000]	Loss: 0.3896	LR: 0.044318
Training Epoch: 1 [20480/45000]	Loss: 0.3274	LR: 0.044886
Training Epoch: 1 [20736/45000]	Loss: 0.3793	LR: 0.045455
Training Epoch: 1 [20992/45000]	Loss: 0.4404	LR: 0.046023
Training Epoch: 1 [21248/45000]	Loss: 0.4994	LR: 0.046591
Training Epoch: 1 [21504/45000]	Loss: 0.4037	LR: 0.047159
Training Epoch: 1 [21760/45000]	Loss: 0.2661	LR: 0.047727
Training Epoch: 1 [22016/45000]	Loss: 0.3231	LR: 0.048295
Training Epoch: 1 [22272/45000]	Loss: 0.5281	LR: 0.048864
Training Epoch: 1 [22528/45000]	Loss: 0.5030	LR: 0.049432
Training Epoch: 1 [22784/45000]	Loss: 0.3831	LR: 0.050000
Training Epoch: 1 [23040/45000]	Loss: 0.2643	LR: 0.050568
Training Epoch: 1 [23296/45000]	Loss: 0.2687	LR: 0.051136
Training Epoch: 1 [23552/45000]	Loss: 0.2509	LR: 0.051705
Training Epoch: 1 [23808/45000]	Loss: 0.2833	LR: 0.052273
Training Epoch: 1 [24064/45000]	Loss: 0.4423	LR: 0.052841
Training Epoch: 1 [24320/45000]	Loss: 0.3405	LR: 0.053409
Training Epoch: 1 [24576/45000]	Loss: 0.5833	LR: 0.053977
Training Epoch: 1 [24832/45000]	Loss: 0.2938	LR: 0.054545
Training Epoch: 1 [25088/45000]	Loss: 0.5095	LR: 0.055114
Training Epoch: 1 [25344/45000]	Loss: 0.2761	LR: 0.055682
Training Epoch: 1 [25600/45000]	Loss: 0.5428	LR: 0.056250
Training Epoch: 1 [25856/45000]	Loss: 0.6340	LR: 0.056818
Training Epoch: 1 [26112/45000]	Loss: 0.4016	LR: 0.057386
Training Epoch: 1 [26368/45000]	Loss: 0.3151	LR: 0.057955
Training Epoch: 1 [26624/45000]	Loss: 0.4430	LR: 0.058523
Training Epoch: 1 [26880/45000]	Loss: 0.3149	LR: 0.059091
Training Epoch: 1 [27136/45000]	Loss: 0.3537	LR: 0.059659
Training Epoch: 1 [27392/45000]	Loss: 0.3935	LR: 0.060227
Training Epoch: 1 [27648/45000]	Loss: 0.2482	LR: 0.060795
Training Epoch: 1 [27904/45000]	Loss: 0.3117	LR: 0.061364
Training Epoch: 1 [28160/45000]	Loss: 0.3171	LR: 0.061932
Training Epoch: 1 [28416/45000]	Loss: 0.2299	LR: 0.062500
Training Epoch: 1 [28672/45000]	Loss: 0.2420	LR: 0.063068
Training Epoch: 1 [28928/45000]	Loss: 0.2234	LR: 0.063636
Training Epoch: 1 [29184/45000]	Loss: 0.1967	LR: 0.064205
Training Epoch: 1 [29440/45000]	Loss: 0.2513	LR: 0.064773
Training Epoch: 1 [29696/45000]	Loss: 0.1404	LR: 0.065341
Training Epoch: 1 [29952/45000]	Loss: 0.3031	LR: 0.065909
Training Epoch: 1 [30208/45000]	Loss: 0.2896	LR: 0.066477
Training Epoch: 1 [30464/45000]	Loss: 0.4533	LR: 0.067045
Training Epoch: 1 [30720/45000]	Loss: 0.2241	LR: 0.067614
Training Epoch: 1 [30976/45000]	Loss: 0.3396	LR: 0.068182
Training Epoch: 1 [31232/45000]	Loss: 0.5159	LR: 0.068750
Training Epoch: 1 [31488/45000]	Loss: 0.3443	LR: 0.069318
Training Epoch: 1 [31744/45000]	Loss: 0.3084	LR: 0.069886
Training Epoch: 1 [32000/45000]	Loss: 0.3222	LR: 0.070455
Training Epoch: 1 [32256/45000]	Loss: 0.3338	LR: 0.071023
Training Epoch: 1 [32512/45000]	Loss: 0.3200	LR: 0.071591
Training Epoch: 1 [32768/45000]	Loss: 0.2029	LR: 0.072159
Training Epoch: 1 [33024/45000]	Loss: 0.2601	LR: 0.072727
Training Epoch: 1 [33280/45000]	Loss: 0.1543	LR: 0.073295
Training Epoch: 1 [33536/45000]	Loss: 0.1784	LR: 0.073864
Training Epoch: 1 [33792/45000]	Loss: 0.2447	LR: 0.074432
Training Epoch: 1 [34048/45000]	Loss: 0.1448	LR: 0.075000
Training Epoch: 1 [34304/45000]	Loss: 0.1724	LR: 0.075568
Training Epoch: 1 [34560/45000]	Loss: 0.2342	LR: 0.076136
Training Epoch: 1 [34816/45000]	Loss: 0.2407	LR: 0.076705
Training Epoch: 1 [35072/45000]	Loss: 0.3350	LR: 0.077273
Training Epoch: 1 [35328/45000]	Loss: 0.3539	LR: 0.077841
Training Epoch: 1 [35584/45000]	Loss: 0.3039	LR: 0.078409
Training Epoch: 1 [35840/45000]	Loss: 0.2174	LR: 0.078977
Training Epoch: 1 [36096/45000]	Loss: 0.2521	LR: 0.079545
Training Epoch: 1 [36352/45000]	Loss: 0.3198	LR: 0.080114
Training Epoch: 1 [36608/45000]	Loss: 0.2779	LR: 0.080682
Training Epoch: 1 [36864/45000]	Loss: 0.3729	LR: 0.081250
Training Epoch: 1 [37120/45000]	Loss: 0.2482	LR: 0.081818
Training Epoch: 1 [37376/45000]	Loss: 0.2766	LR: 0.082386
Training Epoch: 1 [37632/45000]	Loss: 0.4304	LR: 0.082955
Training Epoch: 1 [37888/45000]	Loss: 0.2865	LR: 0.083523
Training Epoch: 1 [38144/45000]	Loss: 0.2255	LR: 0.084091
Training Epoch: 1 [38400/45000]	Loss: 0.2276	LR: 0.084659
Training Epoch: 1 [38656/45000]	Loss: 0.3770	LR: 0.085227
Training Epoch: 1 [38912/45000]	Loss: 0.2394	LR: 0.085795
Training Epoch: 1 [39168/45000]	Loss: 0.1955	LR: 0.086364
Training Epoch: 1 [39424/45000]	Loss: 0.2894	LR: 0.086932
Training Epoch: 1 [39680/45000]	Loss: 0.2946	LR: 0.087500
Training Epoch: 1 [39936/45000]	Loss: 0.3314	LR: 0.088068
Training Epoch: 1 [40192/45000]	Loss: 0.2908	LR: 0.088636
Training Epoch: 1 [40448/45000]	Loss: 0.2900	LR: 0.089205
Training Epoch: 1 [40704/45000]	Loss: 0.2667	LR: 0.089773
Training Epoch: 1 [40960/45000]	Loss: 0.4152	LR: 0.090341
Training Epoch: 1 [41216/45000]	Loss: 0.2701	LR: 0.090909
Training Epoch: 1 [41472/45000]	Loss: 0.2499	LR: 0.091477
Training Epoch: 1 [41728/45000]	Loss: 0.2284	LR: 0.092045
Training Epoch: 1 [41984/45000]	Loss: 0.2396	LR: 0.092614
Training Epoch: 1 [42240/45000]	Loss: 0.2621	LR: 0.093182
Training Epoch: 1 [42496/45000]	Loss: 0.2348	LR: 0.093750
Training Epoch: 1 [42752/45000]	Loss: 0.1514	LR: 0.094318
Training Epoch: 1 [43008/45000]	Loss: 0.2700	LR: 0.094886
Training Epoch: 1 [43264/45000]	Loss: 0.2423	LR: 0.095455
Training Epoch: 1 [43520/45000]	Loss: 0.2005	LR: 0.096023
Training Epoch: 1 [43776/45000]	Loss: 0.3442	LR: 0.096591
Training Epoch: 1 [44032/45000]	Loss: 0.2454	LR: 0.097159
Training Epoch: 1 [44288/45000]	Loss: 0.2442	LR: 0.097727
Training Epoch: 1 [44544/45000]	Loss: 0.2813	LR: 0.098295
Training Epoch: 1 [44800/45000]	Loss: 0.2373	LR: 0.098864
Training Epoch: 1 [45000/45000]	Loss: 0.1699	LR: 0.099432
Epoch 1 - Average Train Loss: 0.4075, Train Accuracy: 0.8683
Epoch 1 training time consumed: 325.77s
Evaluating Network.....
Test set: Epoch: 1, Average loss: 0.0006, Accuracy: 0.9467, Time consumed:23.48s
Saving weights file to checkpoint/retrain/ViT/Thursday_17_July_2025_10h_11m_30s/ViT-Cifar10-seed8-ret100-1-best.pth
Training Epoch: 2 [256/45000]	Loss: 0.2268	LR: 0.100000
Training Epoch: 2 [512/45000]	Loss: 0.2831	LR: 0.100000
Training Epoch: 2 [768/45000]	Loss: 0.1678	LR: 0.100000
Training Epoch: 2 [1024/45000]	Loss: 0.3261	LR: 0.100000
Training Epoch: 2 [1280/45000]	Loss: 0.2200	LR: 0.100000
Training Epoch: 2 [1536/45000]	Loss: 0.1887	LR: 0.100000
Training Epoch: 2 [1792/45000]	Loss: 0.2144	LR: 0.100000
Training Epoch: 2 [2048/45000]	Loss: 0.3124	LR: 0.100000
Training Epoch: 2 [2304/45000]	Loss: 0.2232	LR: 0.100000
Training Epoch: 2 [2560/45000]	Loss: 0.1408	LR: 0.100000
Training Epoch: 2 [2816/45000]	Loss: 0.2221	LR: 0.100000
Training Epoch: 2 [3072/45000]	Loss: 0.2490	LR: 0.100000
Training Epoch: 2 [3328/45000]	Loss: 0.2227	LR: 0.100000
Training Epoch: 2 [3584/45000]	Loss: 0.2719	LR: 0.100000
Training Epoch: 2 [3840/45000]	Loss: 0.1753	LR: 0.100000
Training Epoch: 2 [4096/45000]	Loss: 0.1776	LR: 0.100000
Training Epoch: 2 [4352/45000]	Loss: 0.3792	LR: 0.100000
Training Epoch: 2 [4608/45000]	Loss: 0.2268	LR: 0.100000
Training Epoch: 2 [4864/45000]	Loss: 0.2109	LR: 0.100000
Training Epoch: 2 [5120/45000]	Loss: 0.1954	LR: 0.100000
Training Epoch: 2 [5376/45000]	Loss: 0.2095	LR: 0.100000
Training Epoch: 2 [5632/45000]	Loss: 0.3294	LR: 0.100000
Training Epoch: 2 [5888/45000]	Loss: 0.1846	LR: 0.100000
Training Epoch: 2 [6144/45000]	Loss: 0.2843	LR: 0.100000
Training Epoch: 2 [6400/45000]	Loss: 0.1831	LR: 0.100000
Training Epoch: 2 [6656/45000]	Loss: 0.2997	LR: 0.100000
Training Epoch: 2 [6912/45000]	Loss: 0.2887	LR: 0.100000
Training Epoch: 2 [7168/45000]	Loss: 0.2626	LR: 0.100000
Training Epoch: 2 [7424/45000]	Loss: 0.2173	LR: 0.100000
Training Epoch: 2 [7680/45000]	Loss: 0.2327	LR: 0.100000
Training Epoch: 2 [7936/45000]	Loss: 0.3309	LR: 0.100000
Training Epoch: 2 [8192/45000]	Loss: 0.2125	LR: 0.100000
Training Epoch: 2 [8448/45000]	Loss: 0.1947	LR: 0.100000
Training Epoch: 2 [8704/45000]	Loss: 0.3014	LR: 0.100000
Training Epoch: 2 [8960/45000]	Loss: 0.2121	LR: 0.100000
Training Epoch: 2 [9216/45000]	Loss: 0.3242	LR: 0.100000
Training Epoch: 2 [9472/45000]	Loss: 0.2007	LR: 0.100000
Training Epoch: 2 [9728/45000]	Loss: 0.2257	LR: 0.100000
Training Epoch: 2 [9984/45000]	Loss: 0.2112	LR: 0.100000
Training Epoch: 2 [10240/45000]	Loss: 0.2143	LR: 0.100000
Training Epoch: 2 [10496/45000]	Loss: 0.1794	LR: 0.100000
Training Epoch: 2 [10752/45000]	Loss: 0.2628	LR: 0.100000
Training Epoch: 2 [11008/45000]	Loss: 0.2525	LR: 0.100000
Training Epoch: 2 [11264/45000]	Loss: 0.2354	LR: 0.100000
Training Epoch: 2 [11520/45000]	Loss: 0.2773	LR: 0.100000
Training Epoch: 2 [11776/45000]	Loss: 0.2790	LR: 0.100000
Training Epoch: 2 [12032/45000]	Loss: 0.3034	LR: 0.100000
Training Epoch: 2 [12288/45000]	Loss: 0.2708	LR: 0.100000
Training Epoch: 2 [12544/45000]	Loss: 0.2991	LR: 0.100000
Training Epoch: 2 [12800/45000]	Loss: 0.1798	LR: 0.100000
Training Epoch: 2 [13056/45000]	Loss: 0.2666	LR: 0.100000
Training Epoch: 2 [13312/45000]	Loss: 0.2394	LR: 0.100000
Training Epoch: 2 [13568/45000]	Loss: 0.2811	LR: 0.100000
Training Epoch: 2 [13824/45000]	Loss: 0.2288	LR: 0.100000
Training Epoch: 2 [14080/45000]	Loss: 0.2326	LR: 0.100000
Training Epoch: 2 [14336/45000]	Loss: 0.2153	LR: 0.100000
Training Epoch: 2 [14592/45000]	Loss: 0.2529	LR: 0.100000
Training Epoch: 2 [14848/45000]	Loss: 0.1763	LR: 0.100000
Training Epoch: 2 [15104/45000]	Loss: 0.1308	LR: 0.100000
Training Epoch: 2 [15360/45000]	Loss: 0.1603	LR: 0.100000
Training Epoch: 2 [15616/45000]	Loss: 0.2134	LR: 0.100000
Training Epoch: 2 [15872/45000]	Loss: 0.1581	LR: 0.100000
Training Epoch: 2 [16128/45000]	Loss: 0.2690	LR: 0.100000
Training Epoch: 2 [16384/45000]	Loss: 0.1706	LR: 0.100000
Training Epoch: 2 [16640/45000]	Loss: 0.2511	LR: 0.100000
Training Epoch: 2 [16896/45000]	Loss: 0.1895	LR: 0.100000
Training Epoch: 2 [17152/45000]	Loss: 0.1679	LR: 0.100000
Training Epoch: 2 [17408/45000]	Loss: 0.1928	LR: 0.100000
Training Epoch: 2 [17664/45000]	Loss: 0.1823	LR: 0.100000
Training Epoch: 2 [17920/45000]	Loss: 0.2758	LR: 0.100000
Training Epoch: 2 [18176/45000]	Loss: 0.1961	LR: 0.100000
Training Epoch: 2 [18432/45000]	Loss: 0.1990	LR: 0.100000
Training Epoch: 2 [18688/45000]	Loss: 0.2552	LR: 0.100000
Training Epoch: 2 [18944/45000]	Loss: 0.2421	LR: 0.100000
Training Epoch: 2 [19200/45000]	Loss: 0.2825	LR: 0.100000
Training Epoch: 2 [19456/45000]	Loss: 0.2499	LR: 0.100000
Training Epoch: 2 [19712/45000]	Loss: 0.4319	LR: 0.100000
Training Epoch: 2 [19968/45000]	Loss: 0.1748	LR: 0.100000
Training Epoch: 2 [20224/45000]	Loss: 0.3248	LR: 0.100000
Training Epoch: 2 [20480/45000]	Loss: 0.2663	LR: 0.100000
Training Epoch: 2 [20736/45000]	Loss: 0.2231	LR: 0.100000
Training Epoch: 2 [20992/45000]	Loss: 0.2490	LR: 0.100000
Training Epoch: 2 [21248/45000]	Loss: 0.1769	LR: 0.100000
Training Epoch: 2 [21504/45000]	Loss: 0.3018	LR: 0.100000
Training Epoch: 2 [21760/45000]	Loss: 0.1453	LR: 0.100000
Training Epoch: 2 [22016/45000]	Loss: 0.2516	LR: 0.100000
Training Epoch: 2 [22272/45000]	Loss: 0.2041	LR: 0.100000
Training Epoch: 2 [22528/45000]	Loss: 0.1580	LR: 0.100000
Training Epoch: 2 [22784/45000]	Loss: 0.2582	LR: 0.100000
Training Epoch: 2 [23040/45000]	Loss: 0.1807	LR: 0.100000
Training Epoch: 2 [23296/45000]	Loss: 0.1503	LR: 0.100000
Training Epoch: 2 [23552/45000]	Loss: 0.2518	LR: 0.100000
Training Epoch: 2 [23808/45000]	Loss: 0.1916	LR: 0.100000
Training Epoch: 2 [24064/45000]	Loss: 0.1833	LR: 0.100000
Training Epoch: 2 [24320/45000]	Loss: 0.1354	LR: 0.100000
Training Epoch: 2 [24576/45000]	Loss: 0.2167	LR: 0.100000
Training Epoch: 2 [24832/45000]	Loss: 0.1837	LR: 0.100000
Training Epoch: 2 [25088/45000]	Loss: 0.2521	LR: 0.100000
Training Epoch: 2 [25344/45000]	Loss: 0.2928	LR: 0.100000
Training Epoch: 2 [25600/45000]	Loss: 0.1923	LR: 0.100000
Training Epoch: 2 [25856/45000]	Loss: 0.1765	LR: 0.100000
Training Epoch: 2 [26112/45000]	Loss: 0.1599	LR: 0.100000
Training Epoch: 2 [26368/45000]	Loss: 0.1988	LR: 0.100000
Training Epoch: 2 [26624/45000]	Loss: 0.2350	LR: 0.100000
Training Epoch: 2 [26880/45000]	Loss: 0.2613	LR: 0.100000
Training Epoch: 2 [27136/45000]	Loss: 0.2177	LR: 0.100000
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Training Epoch: 2 [27904/45000]	Loss: 0.1856	LR: 0.100000
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Training Epoch: 2 [29184/45000]	Loss: 0.2019	LR: 0.100000
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Training Epoch: 2 [36352/45000]	Loss: 0.1701	LR: 0.100000
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Training Epoch: 2 [37376/45000]	Loss: 0.1914	LR: 0.100000
Training Epoch: 2 [37632/45000]	Loss: 0.2047	LR: 0.100000
Training Epoch: 2 [37888/45000]	Loss: 0.1296	LR: 0.100000
Training Epoch: 2 [38144/45000]	Loss: 0.1740	LR: 0.100000
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Training Epoch: 2 [38656/45000]	Loss: 0.1937	LR: 0.100000
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Training Epoch: 2 [39168/45000]	Loss: 0.1567	LR: 0.100000
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Training Epoch: 2 [40448/45000]	Loss: 0.1267	LR: 0.100000
Training Epoch: 2 [40704/45000]	Loss: 0.1348	LR: 0.100000
Training Epoch: 2 [40960/45000]	Loss: 0.1834	LR: 0.100000
Training Epoch: 2 [41216/45000]	Loss: 0.0952	LR: 0.100000
Training Epoch: 2 [41472/45000]	Loss: 0.1502	LR: 0.100000
Training Epoch: 2 [41728/45000]	Loss: 0.2207	LR: 0.100000
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Training Epoch: 2 [42240/45000]	Loss: 0.1739	LR: 0.100000
Training Epoch: 2 [42496/45000]	Loss: 0.2203	LR: 0.100000
Training Epoch: 2 [42752/45000]	Loss: 0.3680	LR: 0.100000
Training Epoch: 2 [43008/45000]	Loss: 0.1965	LR: 0.100000
Training Epoch: 2 [43264/45000]	Loss: 0.1881	LR: 0.100000
Training Epoch: 2 [43520/45000]	Loss: 0.3253	LR: 0.100000
Training Epoch: 2 [43776/45000]	Loss: 0.2163	LR: 0.100000
Training Epoch: 2 [44032/45000]	Loss: 0.1683	LR: 0.100000
Training Epoch: 2 [44288/45000]	Loss: 0.1941	LR: 0.100000
Training Epoch: 2 [44544/45000]	Loss: 0.2178	LR: 0.100000
Training Epoch: 2 [44800/45000]	Loss: 0.1471	LR: 0.100000
Training Epoch: 2 [45000/45000]	Loss: 0.1410	LR: 0.100000
Epoch 2 - Average Train Loss: 0.2140, Train Accuracy: 0.9281
Epoch 2 training time consumed: 325.08s
Evaluating Network.....
Test set: Epoch: 2, Average loss: 0.0005, Accuracy: 0.9579, Time consumed:23.47s
Saving weights file to checkpoint/retrain/ViT/Thursday_17_July_2025_10h_11m_30s/ViT-Cifar10-seed8-ret100-2-best.pth
Training Epoch: 3 [256/45000]	Loss: 0.1599	LR: 0.100000
Training Epoch: 3 [512/45000]	Loss: 0.2055	LR: 0.100000
Training Epoch: 3 [768/45000]	Loss: 0.1831	LR: 0.100000
Training Epoch: 3 [1024/45000]	Loss: 0.0582	LR: 0.100000
Training Epoch: 3 [1280/45000]	Loss: 0.1129	LR: 0.100000
Training Epoch: 3 [1536/45000]	Loss: 0.0887	LR: 0.100000
Training Epoch: 3 [1792/45000]	Loss: 0.2409	LR: 0.100000
Training Epoch: 3 [2048/45000]	Loss: 0.1014	LR: 0.100000
Training Epoch: 3 [2304/45000]	Loss: 0.1094	LR: 0.100000
Training Epoch: 3 [2560/45000]	Loss: 0.1009	LR: 0.100000
Training Epoch: 3 [2816/45000]	Loss: 0.0906	LR: 0.100000
Training Epoch: 3 [3072/45000]	Loss: 0.1617	LR: 0.100000
Training Epoch: 3 [3328/45000]	Loss: 0.1284	LR: 0.100000
Training Epoch: 3 [3584/45000]	Loss: 0.1911	LR: 0.100000
Training Epoch: 3 [3840/45000]	Loss: 0.1705	LR: 0.100000
Training Epoch: 3 [4096/45000]	Loss: 0.1795	LR: 0.100000
Training Epoch: 3 [4352/45000]	Loss: 0.0804	LR: 0.100000
Training Epoch: 3 [4608/45000]	Loss: 0.1841	LR: 0.100000
Training Epoch: 3 [4864/45000]	Loss: 0.1196	LR: 0.100000
Training Epoch: 3 [5120/45000]	Loss: 0.1938	LR: 0.100000
Training Epoch: 3 [5376/45000]	Loss: 0.1201	LR: 0.100000
Training Epoch: 3 [5632/45000]	Loss: 0.2056	LR: 0.100000
Training Epoch: 3 [5888/45000]	Loss: 0.1738	LR: 0.100000
Training Epoch: 3 [6144/45000]	Loss: 0.0982	LR: 0.100000
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Training Epoch: 3 [27136/45000]	Loss: 0.1796	LR: 0.100000
Training Epoch: 3 [27392/45000]	Loss: 0.1292	LR: 0.100000
Training Epoch: 3 [27648/45000]	Loss: 0.2617	LR: 0.100000
Training Epoch: 3 [27904/45000]	Loss: 0.1380	LR: 0.100000
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Training Epoch: 3 [28928/45000]	Loss: 0.1548	LR: 0.100000
Training Epoch: 3 [29184/45000]	Loss: 0.1641	LR: 0.100000
Training Epoch: 3 [29440/45000]	Loss: 0.1940	LR: 0.100000
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Training Epoch: 3 [36608/45000]	Loss: 0.0978	LR: 0.100000
Training Epoch: 3 [36864/45000]	Loss: 0.1734	LR: 0.100000
Training Epoch: 3 [37120/45000]	Loss: 0.1404	LR: 0.100000
Training Epoch: 3 [37376/45000]	Loss: 0.1597	LR: 0.100000
Training Epoch: 3 [37632/45000]	Loss: 0.1742	LR: 0.100000
Training Epoch: 3 [37888/45000]	Loss: 0.2051	LR: 0.100000
Training Epoch: 3 [38144/45000]	Loss: 0.1643	LR: 0.100000
Training Epoch: 3 [38400/45000]	Loss: 0.2063	LR: 0.100000
Training Epoch: 3 [38656/45000]	Loss: 0.1699	LR: 0.100000
Training Epoch: 3 [38912/45000]	Loss: 0.1585	LR: 0.100000
Training Epoch: 3 [39168/45000]	Loss: 0.2217	LR: 0.100000
Training Epoch: 3 [39424/45000]	Loss: 0.1204	LR: 0.100000
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Training Epoch: 3 [39936/45000]	Loss: 0.1539	LR: 0.100000
Training Epoch: 3 [40192/45000]	Loss: 0.2113	LR: 0.100000
Training Epoch: 3 [40448/45000]	Loss: 0.1468	LR: 0.100000
Training Epoch: 3 [40704/45000]	Loss: 0.1433	LR: 0.100000
Training Epoch: 3 [40960/45000]	Loss: 0.1401	LR: 0.100000
Training Epoch: 3 [41216/45000]	Loss: 0.1197	LR: 0.100000
Training Epoch: 3 [41472/45000]	Loss: 0.1715	LR: 0.100000
Training Epoch: 3 [41728/45000]	Loss: 0.1571	LR: 0.100000
Training Epoch: 3 [41984/45000]	Loss: 0.1563	LR: 0.100000
Training Epoch: 3 [42240/45000]	Loss: 0.1130	LR: 0.100000
Training Epoch: 3 [42496/45000]	Loss: 0.1750	LR: 0.100000
Training Epoch: 3 [42752/45000]	Loss: 0.0806	LR: 0.100000
Training Epoch: 3 [43008/45000]	Loss: 0.0670	LR: 0.100000
Training Epoch: 3 [43264/45000]	Loss: 0.1952	LR: 0.100000
Training Epoch: 3 [43520/45000]	Loss: 0.0915	LR: 0.100000
Training Epoch: 3 [43776/45000]	Loss: 0.1396	LR: 0.100000
Training Epoch: 3 [44032/45000]	Loss: 0.0949	LR: 0.100000
Training Epoch: 3 [44288/45000]	Loss: 0.1937	LR: 0.100000
Training Epoch: 3 [44544/45000]	Loss: 0.1346	LR: 0.100000
Training Epoch: 3 [44800/45000]	Loss: 0.1449	LR: 0.100000
Training Epoch: 3 [45000/45000]	Loss: 0.0962	LR: 0.100000
Epoch 3 - Average Train Loss: 0.1560, Train Accuracy: 0.9467
Epoch 3 training time consumed: 324.45s
Evaluating Network.....
Test set: Epoch: 3, Average loss: 0.0005, Accuracy: 0.9586, Time consumed:23.44s
Saving weights file to checkpoint/retrain/ViT/Thursday_17_July_2025_10h_11m_30s/ViT-Cifar10-seed8-ret100-3-best.pth
Training Epoch: 4 [256/45000]	Loss: 0.1018	LR: 0.100000
Training Epoch: 4 [512/45000]	Loss: 0.0932	LR: 0.100000
Training Epoch: 4 [768/45000]	Loss: 0.1650	LR: 0.100000
Training Epoch: 4 [1024/45000]	Loss: 0.1093	LR: 0.100000
Training Epoch: 4 [1280/45000]	Loss: 0.1465	LR: 0.100000
Training Epoch: 4 [1536/45000]	Loss: 0.1123	LR: 0.100000
Training Epoch: 4 [1792/45000]	Loss: 0.1819	LR: 0.100000
Training Epoch: 4 [2048/45000]	Loss: 0.0770	LR: 0.100000
Training Epoch: 4 [2304/45000]	Loss: 0.1139	LR: 0.100000
Training Epoch: 4 [2560/45000]	Loss: 0.1237	LR: 0.100000
Training Epoch: 4 [2816/45000]	Loss: 0.1057	LR: 0.100000
Training Epoch: 4 [3072/45000]	Loss: 0.1379	LR: 0.100000
Training Epoch: 4 [3328/45000]	Loss: 0.0943	LR: 0.100000
Training Epoch: 4 [3584/45000]	Loss: 0.1474	LR: 0.100000
Training Epoch: 4 [3840/45000]	Loss: 0.1443	LR: 0.100000
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Training Epoch: 4 [4352/45000]	Loss: 0.1285	LR: 0.100000
Training Epoch: 4 [4608/45000]	Loss: 0.1180	LR: 0.100000
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Training Epoch: 4 [5120/45000]	Loss: 0.1167	LR: 0.100000
Training Epoch: 4 [5376/45000]	Loss: 0.1632	LR: 0.100000
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Training Epoch: 4 [6144/45000]	Loss: 0.1552	LR: 0.100000
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Training Epoch: 4 [10496/45000]	Loss: 0.1708	LR: 0.100000
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Training Epoch: 4 [11776/45000]	Loss: 0.0831	LR: 0.100000
Training Epoch: 4 [12032/45000]	Loss: 0.1604	LR: 0.100000
Training Epoch: 4 [12288/45000]	Loss: 0.1227	LR: 0.100000
Training Epoch: 4 [12544/45000]	Loss: 0.1467	LR: 0.100000
Training Epoch: 4 [12800/45000]	Loss: 0.1232	LR: 0.100000
Training Epoch: 4 [13056/45000]	Loss: 0.1085	LR: 0.100000
Training Epoch: 4 [13312/45000]	Loss: 0.0888	LR: 0.100000
Training Epoch: 4 [13568/45000]	Loss: 0.1192	LR: 0.100000
Training Epoch: 4 [13824/45000]	Loss: 0.1316	LR: 0.100000
Training Epoch: 4 [14080/45000]	Loss: 0.0972	LR: 0.100000
Training Epoch: 4 [14336/45000]	Loss: 0.1226	LR: 0.100000
Training Epoch: 4 [14592/45000]	Loss: 0.2051	LR: 0.100000
Training Epoch: 4 [14848/45000]	Loss: 0.1064	LR: 0.100000
Training Epoch: 4 [15104/45000]	Loss: 0.1089	LR: 0.100000
Training Epoch: 4 [15360/45000]	Loss: 0.1497	LR: 0.100000
Training Epoch: 4 [15616/45000]	Loss: 0.1159	LR: 0.100000
Training Epoch: 4 [15872/45000]	Loss: 0.1075	LR: 0.100000
Training Epoch: 4 [16128/45000]	Loss: 0.0489	LR: 0.100000
Training Epoch: 4 [16384/45000]	Loss: 0.1612	LR: 0.100000
Training Epoch: 4 [16640/45000]	Loss: 0.0993	LR: 0.100000
Training Epoch: 4 [16896/45000]	Loss: 0.1323	LR: 0.100000
Training Epoch: 4 [17152/45000]	Loss: 0.1114	LR: 0.100000
Training Epoch: 4 [17408/45000]	Loss: 0.0928	LR: 0.100000
Training Epoch: 4 [17664/45000]	Loss: 0.1716	LR: 0.100000
Training Epoch: 4 [17920/45000]	Loss: 0.0881	LR: 0.100000
Training Epoch: 4 [18176/45000]	Loss: 0.1500	LR: 0.100000
Training Epoch: 4 [18432/45000]	Loss: 0.1691	LR: 0.100000
Training Epoch: 4 [18688/45000]	Loss: 0.1122	LR: 0.100000
Training Epoch: 4 [18944/45000]	Loss: 0.0896	LR: 0.100000
Training Epoch: 4 [19200/45000]	Loss: 0.1582	LR: 0.100000
Training Epoch: 4 [19456/45000]	Loss: 0.1292	LR: 0.100000
Training Epoch: 4 [19712/45000]	Loss: 0.1075	LR: 0.100000
Training Epoch: 4 [19968/45000]	Loss: 0.1258	LR: 0.100000
Training Epoch: 4 [20224/45000]	Loss: 0.1043	LR: 0.100000
Training Epoch: 4 [20480/45000]	Loss: 0.0899	LR: 0.100000
Training Epoch: 4 [20736/45000]	Loss: 0.1473	LR: 0.100000
Training Epoch: 4 [20992/45000]	Loss: 0.1814	LR: 0.100000
Training Epoch: 4 [21248/45000]	Loss: 0.0899	LR: 0.100000
Training Epoch: 4 [21504/45000]	Loss: 0.1084	LR: 0.100000
Training Epoch: 4 [21760/45000]	Loss: 0.1058	LR: 0.100000
Training Epoch: 4 [22016/45000]	Loss: 0.1226	LR: 0.100000
Training Epoch: 4 [22272/45000]	Loss: 0.1777	LR: 0.100000
Training Epoch: 4 [22528/45000]	Loss: 0.0917	LR: 0.100000
Training Epoch: 4 [22784/45000]	Loss: 0.0791	LR: 0.100000
Training Epoch: 4 [23040/45000]	Loss: 0.1558	LR: 0.100000
Training Epoch: 4 [23296/45000]	Loss: 0.1703	LR: 0.100000
Training Epoch: 4 [23552/45000]	Loss: 0.1025	LR: 0.100000
Training Epoch: 4 [23808/45000]	Loss: 0.1057	LR: 0.100000
Training Epoch: 4 [24064/45000]	Loss: 0.1920	LR: 0.100000
Training Epoch: 4 [24320/45000]	Loss: 0.1387	LR: 0.100000
Training Epoch: 4 [24576/45000]	Loss: 0.0669	LR: 0.100000
Training Epoch: 4 [24832/45000]	Loss: 0.1662	LR: 0.100000
Training Epoch: 4 [25088/45000]	Loss: 0.1535	LR: 0.100000
Training Epoch: 4 [25344/45000]	Loss: 0.1677	LR: 0.100000
Training Epoch: 4 [25600/45000]	Loss: 0.1125	LR: 0.100000
Training Epoch: 4 [25856/45000]	Loss: 0.2314	LR: 0.100000
Training Epoch: 4 [26112/45000]	Loss: 0.1797	LR: 0.100000
Training Epoch: 4 [26368/45000]	Loss: 0.0808	LR: 0.100000
Training Epoch: 4 [26624/45000]	Loss: 0.1119	LR: 0.100000
Training Epoch: 4 [26880/45000]	Loss: 0.2697	LR: 0.100000
Training Epoch: 4 [27136/45000]	Loss: 0.2106	LR: 0.100000
Training Epoch: 4 [27392/45000]	Loss: 0.1912	LR: 0.100000
Training Epoch: 4 [27648/45000]	Loss: 0.1385	LR: 0.100000
Training Epoch: 4 [27904/45000]	Loss: 0.2507	LR: 0.100000
Training Epoch: 4 [28160/45000]	Loss: 0.1589	LR: 0.100000
Training Epoch: 4 [28416/45000]	Loss: 0.1016	LR: 0.100000
Training Epoch: 4 [28672/45000]	Loss: 0.1406	LR: 0.100000
Training Epoch: 4 [28928/45000]	Loss: 0.1083	LR: 0.100000
Training Epoch: 4 [29184/45000]	Loss: 0.2032	LR: 0.100000
Training Epoch: 4 [29440/45000]	Loss: 0.1194	LR: 0.100000
Training Epoch: 4 [29696/45000]	Loss: 0.1342	LR: 0.100000
Training Epoch: 4 [29952/45000]	Loss: 0.1851	LR: 0.100000
Training Epoch: 4 [30208/45000]	Loss: 0.1942	LR: 0.100000
Training Epoch: 4 [30464/45000]	Loss: 0.1531	LR: 0.100000
Training Epoch: 4 [30720/45000]	Loss: 0.1385	LR: 0.100000
Training Epoch: 4 [30976/45000]	Loss: 0.1335	LR: 0.100000
Training Epoch: 4 [31232/45000]	Loss: 0.1934	LR: 0.100000
Training Epoch: 4 [31488/45000]	Loss: 0.0885	LR: 0.100000
Training Epoch: 4 [31744/45000]	Loss: 0.1973	LR: 0.100000
Training Epoch: 4 [32000/45000]	Loss: 0.1212	LR: 0.100000
Training Epoch: 4 [32256/45000]	Loss: 0.1952	LR: 0.100000
Training Epoch: 4 [32512/45000]	Loss: 0.1311	LR: 0.100000
Training Epoch: 4 [32768/45000]	Loss: 0.1247	LR: 0.100000
Training Epoch: 4 [33024/45000]	Loss: 0.1781	LR: 0.100000
Training Epoch: 4 [33280/45000]	Loss: 0.1033	LR: 0.100000
Training Epoch: 4 [33536/45000]	Loss: 0.1806	LR: 0.100000
Training Epoch: 4 [33792/45000]	Loss: 0.1283	LR: 0.100000
Training Epoch: 4 [34048/45000]	Loss: 0.1064	LR: 0.100000
Training Epoch: 4 [34304/45000]	Loss: 0.1879	LR: 0.100000
Training Epoch: 4 [34560/45000]	Loss: 0.1527	LR: 0.100000
Training Epoch: 4 [34816/45000]	Loss: 0.1277	LR: 0.100000
Training Epoch: 4 [35072/45000]	Loss: 0.1830	LR: 0.100000
Training Epoch: 4 [35328/45000]	Loss: 0.1055	LR: 0.100000
Training Epoch: 4 [35584/45000]	Loss: 0.0814	LR: 0.100000
Training Epoch: 4 [35840/45000]	Loss: 0.1110	LR: 0.100000
Training Epoch: 4 [36096/45000]	Loss: 0.2162	LR: 0.100000
Training Epoch: 4 [36352/45000]	Loss: 0.1540	LR: 0.100000
Training Epoch: 4 [36608/45000]	Loss: 0.1613	LR: 0.100000
Training Epoch: 4 [36864/45000]	Loss: 0.1065	LR: 0.100000
Training Epoch: 4 [37120/45000]	Loss: 0.1680	LR: 0.100000
Training Epoch: 4 [37376/45000]	Loss: 0.1094	LR: 0.100000
Training Epoch: 4 [37632/45000]	Loss: 0.2216	LR: 0.100000
Training Epoch: 4 [37888/45000]	Loss: 0.1378	LR: 0.100000
Training Epoch: 4 [38144/45000]	Loss: 0.1763	LR: 0.100000
Training Epoch: 4 [38400/45000]	Loss: 0.1398	LR: 0.100000
Training Epoch: 4 [38656/45000]	Loss: 0.1897	LR: 0.100000
Training Epoch: 4 [38912/45000]	Loss: 0.1013	LR: 0.100000
Training Epoch: 4 [39168/45000]	Loss: 0.1244	LR: 0.100000
Training Epoch: 4 [39424/45000]	Loss: 0.0993	LR: 0.100000
Training Epoch: 4 [39680/45000]	Loss: 0.1550	LR: 0.100000
Training Epoch: 4 [39936/45000]	Loss: 0.1556	LR: 0.100000
Training Epoch: 4 [40192/45000]	Loss: 0.1792	LR: 0.100000
Training Epoch: 4 [40448/45000]	Loss: 0.0900	LR: 0.100000
Training Epoch: 4 [40704/45000]	Loss: 0.1834	LR: 0.100000
Training Epoch: 4 [40960/45000]	Loss: 0.1646	LR: 0.100000
Training Epoch: 4 [41216/45000]	Loss: 0.1245	LR: 0.100000
Training Epoch: 4 [41472/45000]	Loss: 0.2723	LR: 0.100000
Training Epoch: 4 [41728/45000]	Loss: 0.1164	LR: 0.100000
Training Epoch: 4 [41984/45000]	Loss: 0.1294	LR: 0.100000
Training Epoch: 4 [42240/45000]	Loss: 0.2219	LR: 0.100000
Training Epoch: 4 [42496/45000]	Loss: 0.1594	LR: 0.100000
Training Epoch: 4 [42752/45000]	Loss: 0.2098	LR: 0.100000
Training Epoch: 4 [43008/45000]	Loss: 0.2014	LR: 0.100000
Training Epoch: 4 [43264/45000]	Loss: 0.1587	LR: 0.100000
Training Epoch: 4 [43520/45000]	Loss: 0.1472	LR: 0.100000
Training Epoch: 4 [43776/45000]	Loss: 0.1697	LR: 0.100000
Training Epoch: 4 [44032/45000]	Loss: 0.2585	LR: 0.100000
Training Epoch: 4 [44288/45000]	Loss: 0.1779	LR: 0.100000
Training Epoch: 4 [44544/45000]	Loss: 0.1918	LR: 0.100000
Training Epoch: 4 [44800/45000]	Loss: 0.1642	LR: 0.100000
Training Epoch: 4 [45000/45000]	Loss: 0.2595	LR: 0.100000
Epoch 4 - Average Train Loss: 0.1404, Train Accuracy: 0.9520
Epoch 4 training time consumed: 324.25s
Evaluating Network.....
Test set: Epoch: 4, Average loss: 0.0006, Accuracy: 0.9511, Time consumed:23.46s
Training Epoch: 5 [256/45000]	Loss: 0.1621	LR: 0.100000
Training Epoch: 5 [512/45000]	Loss: 0.1657	LR: 0.100000
Training Epoch: 5 [768/45000]	Loss: 0.1186	LR: 0.100000
Training Epoch: 5 [1024/45000]	Loss: 0.1093	LR: 0.100000
Training Epoch: 5 [1280/45000]	Loss: 0.1518	LR: 0.100000
Training Epoch: 5 [1536/45000]	Loss: 0.1052	LR: 0.100000
Training Epoch: 5 [1792/45000]	Loss: 0.1498	LR: 0.100000
Training Epoch: 5 [2048/45000]	Loss: 0.1248	LR: 0.100000
Training Epoch: 5 [2304/45000]	Loss: 0.1505	LR: 0.100000
Training Epoch: 5 [2560/45000]	Loss: 0.1337	LR: 0.100000
Training Epoch: 5 [2816/45000]	Loss: 0.0931	LR: 0.100000
Training Epoch: 5 [3072/45000]	Loss: 0.0809	LR: 0.100000
Training Epoch: 5 [3328/45000]	Loss: 0.1007	LR: 0.100000
Training Epoch: 5 [3584/45000]	Loss: 0.0794	LR: 0.100000
Training Epoch: 5 [3840/45000]	Loss: 0.1571	LR: 0.100000
Training Epoch: 5 [4096/45000]	Loss: 0.1388	LR: 0.100000
Training Epoch: 5 [4352/45000]	Loss: 0.1883	LR: 0.100000
Training Epoch: 5 [4608/45000]	Loss: 0.1124	LR: 0.100000
Training Epoch: 5 [4864/45000]	Loss: 0.2040	LR: 0.100000
Training Epoch: 5 [5120/45000]	Loss: 0.0971	LR: 0.100000
Training Epoch: 5 [5376/45000]	Loss: 0.2089	LR: 0.100000
Training Epoch: 5 [5632/45000]	Loss: 0.2301	LR: 0.100000
Training Epoch: 5 [5888/45000]	Loss: 0.1009	LR: 0.100000
Training Epoch: 5 [6144/45000]	Loss: 0.2278	LR: 0.100000
Training Epoch: 5 [6400/45000]	Loss: 0.3148	LR: 0.100000
Training Epoch: 5 [6656/45000]	Loss: 0.1017	LR: 0.100000
Training Epoch: 5 [6912/45000]	Loss: 0.2789	LR: 0.100000
Training Epoch: 5 [7168/45000]	Loss: 0.2178	LR: 0.100000
Training Epoch: 5 [7424/45000]	Loss: 0.1915	LR: 0.100000
Training Epoch: 5 [7680/45000]	Loss: 0.2292	LR: 0.100000
Training Epoch: 5 [7936/45000]	Loss: 0.1975	LR: 0.100000
Training Epoch: 5 [8192/45000]	Loss: 0.1344	LR: 0.100000
Training Epoch: 5 [8448/45000]	Loss: 0.1663	LR: 0.100000
Training Epoch: 5 [8704/45000]	Loss: 0.1534	LR: 0.100000
Training Epoch: 5 [8960/45000]	Loss: 0.1272	LR: 0.100000
Training Epoch: 5 [9216/45000]	Loss: 0.2012	LR: 0.100000
Training Epoch: 5 [9472/45000]	Loss: 0.0910	LR: 0.100000
Training Epoch: 5 [9728/45000]	Loss: 0.1769	LR: 0.100000
Training Epoch: 5 [9984/45000]	Loss: 0.1936	LR: 0.100000
Training Epoch: 5 [10240/45000]	Loss: 0.1393	LR: 0.100000
Training Epoch: 5 [10496/45000]	Loss: 0.1295	LR: 0.100000
Training Epoch: 5 [10752/45000]	Loss: 0.2269	LR: 0.100000
Training Epoch: 5 [11008/45000]	Loss: 0.1269	LR: 0.100000
Training Epoch: 5 [11264/45000]	Loss: 0.1367	LR: 0.100000
Training Epoch: 5 [11520/45000]	Loss: 0.2586	LR: 0.100000
Training Epoch: 5 [11776/45000]	Loss: 0.1517	LR: 0.100000
Training Epoch: 5 [12032/45000]	Loss: 0.2505	LR: 0.100000
Training Epoch: 5 [12288/45000]	Loss: 0.2166	LR: 0.100000
Training Epoch: 5 [12544/45000]	Loss: 0.2612	LR: 0.100000
Training Epoch: 5 [12800/45000]	Loss: 0.2068	LR: 0.100000
Training Epoch: 5 [13056/45000]	Loss: 0.1311	LR: 0.100000
Training Epoch: 5 [13312/45000]	Loss: 0.2090	LR: 0.100000
Training Epoch: 5 [13568/45000]	Loss: 0.2075	LR: 0.100000
Training Epoch: 5 [13824/45000]	Loss: 0.1828	LR: 0.100000
Training Epoch: 5 [14080/45000]	Loss: 0.1622	LR: 0.100000
Training Epoch: 5 [14336/45000]	Loss: 0.2151	LR: 0.100000
Training Epoch: 5 [14592/45000]	Loss: 0.1213	LR: 0.100000
Training Epoch: 5 [14848/45000]	Loss: 0.1045	LR: 0.100000
Training Epoch: 5 [15104/45000]	Loss: 0.2036	LR: 0.100000
Training Epoch: 5 [15360/45000]	Loss: 0.1317	LR: 0.100000
Training Epoch: 5 [15616/45000]	Loss: 0.1301	LR: 0.100000
Training Epoch: 5 [15872/45000]	Loss: 0.1227	LR: 0.100000
Training Epoch: 5 [16128/45000]	Loss: 0.1726	LR: 0.100000
Training Epoch: 5 [16384/45000]	Loss: 0.2895	LR: 0.100000
Training Epoch: 5 [16640/45000]	Loss: 0.1896	LR: 0.100000
Training Epoch: 5 [16896/45000]	Loss: 0.1681	LR: 0.100000
Training Epoch: 5 [17152/45000]	Loss: 0.1033	LR: 0.100000
Training Epoch: 5 [17408/45000]	Loss: 0.2415	LR: 0.100000
Training Epoch: 5 [17664/45000]	Loss: 0.1596	LR: 0.100000
Training Epoch: 5 [17920/45000]	Loss: 0.1810	LR: 0.100000
Training Epoch: 5 [18176/45000]	Loss: 0.2749	LR: 0.100000
Training Epoch: 5 [18432/45000]	Loss: 0.1624	LR: 0.100000
Training Epoch: 5 [18688/45000]	Loss: 0.1974	LR: 0.100000
Training Epoch: 5 [18944/45000]	Loss: 0.1082	LR: 0.100000
Training Epoch: 5 [19200/45000]	Loss: 0.1823	LR: 0.100000
Training Epoch: 5 [19456/45000]	Loss: 0.1976	LR: 0.100000
Training Epoch: 5 [19712/45000]	Loss: 0.1527	LR: 0.100000
Training Epoch: 5 [19968/45000]	Loss: 0.1213	LR: 0.100000
Training Epoch: 5 [20224/45000]	Loss: 0.1823	LR: 0.100000
Training Epoch: 5 [20480/45000]	Loss: 0.1330	LR: 0.100000
Training Epoch: 5 [20736/45000]	Loss: 0.1439	LR: 0.100000
Training Epoch: 5 [20992/45000]	Loss: 0.1991	LR: 0.100000
Training Epoch: 5 [21248/45000]	Loss: 0.1787	LR: 0.100000
Training Epoch: 5 [21504/45000]	Loss: 0.1372	LR: 0.100000
Training Epoch: 5 [21760/45000]	Loss: 0.1590	LR: 0.100000
Training Epoch: 5 [22016/45000]	Loss: 0.2135	LR: 0.100000
Training Epoch: 5 [22272/45000]	Loss: 0.1476	LR: 0.100000
Training Epoch: 5 [22528/45000]	Loss: 0.1594	LR: 0.100000
Training Epoch: 5 [22784/45000]	Loss: 0.1714	LR: 0.100000
Training Epoch: 5 [23040/45000]	Loss: 0.0785	LR: 0.100000
Training Epoch: 5 [23296/45000]	Loss: 0.1596	LR: 0.100000
Training Epoch: 5 [23552/45000]	Loss: 0.1844	LR: 0.100000
Training Epoch: 5 [23808/45000]	Loss: 0.0935	LR: 0.100000
Training Epoch: 5 [24064/45000]	Loss: 0.1810	LR: 0.100000
Training Epoch: 5 [24320/45000]	Loss: 0.2330	LR: 0.100000
Training Epoch: 5 [24576/45000]	Loss: 0.1783	LR: 0.100000
Training Epoch: 5 [24832/45000]	Loss: 0.1763	LR: 0.100000
Training Epoch: 5 [25088/45000]	Loss: 0.1650	LR: 0.100000
Training Epoch: 5 [25344/45000]	Loss: 0.1488	LR: 0.100000
Training Epoch: 5 [25600/45000]	Loss: 0.1646	LR: 0.100000
Training Epoch: 5 [25856/45000]	Loss: 0.2177	LR: 0.100000
Training Epoch: 5 [26112/45000]	Loss: 0.1445	LR: 0.100000
Training Epoch: 5 [26368/45000]	Loss: 0.2676	LR: 0.100000
Training Epoch: 5 [26624/45000]	Loss: 0.1923	LR: 0.100000
Training Epoch: 5 [26880/45000]	Loss: 0.1244	LR: 0.100000
Training Epoch: 5 [27136/45000]	Loss: 0.2083	LR: 0.100000
Training Epoch: 5 [27392/45000]	Loss: 0.1750	LR: 0.100000
Training Epoch: 5 [27648/45000]	Loss: 0.1381	LR: 0.100000
Training Epoch: 5 [27904/45000]	Loss: 0.1425	LR: 0.100000
Training Epoch: 5 [28160/45000]	Loss: 0.1837	LR: 0.100000
Training Epoch: 5 [28416/45000]	Loss: 0.2095	LR: 0.100000
Training Epoch: 5 [28672/45000]	Loss: 0.1660	LR: 0.100000
Training Epoch: 5 [28928/45000]	Loss: 0.1602	LR: 0.100000
Training Epoch: 5 [29184/45000]	Loss: 0.1840	LR: 0.100000
Training Epoch: 5 [29440/45000]	Loss: 0.1266	LR: 0.100000
Training Epoch: 5 [29696/45000]	Loss: 0.2119	LR: 0.100000
Training Epoch: 5 [29952/45000]	Loss: 0.1486	LR: 0.100000
Training Epoch: 5 [30208/45000]	Loss: 0.1079	LR: 0.100000
Training Epoch: 5 [30464/45000]	Loss: 0.1567	LR: 0.100000
Training Epoch: 5 [30720/45000]	Loss: 0.1637	LR: 0.100000
Training Epoch: 5 [30976/45000]	Loss: 0.2035	LR: 0.100000
Training Epoch: 5 [31232/45000]	Loss: 0.1591	LR: 0.100000
Training Epoch: 5 [31488/45000]	Loss: 0.1615	LR: 0.100000
Training Epoch: 5 [31744/45000]	Loss: 0.1767	LR: 0.100000
Training Epoch: 5 [32000/45000]	Loss: 0.1562	LR: 0.100000
Training Epoch: 5 [32256/45000]	Loss: 0.1890	LR: 0.100000
Training Epoch: 5 [32512/45000]	Loss: 0.1517	LR: 0.100000
Training Epoch: 5 [32768/45000]	Loss: 0.2113	LR: 0.100000
Training Epoch: 5 [33024/45000]	Loss: 0.2235	LR: 0.100000
Training Epoch: 5 [33280/45000]	Loss: 0.1969	LR: 0.100000
Training Epoch: 5 [33536/45000]	Loss: 0.2509	LR: 0.100000
Training Epoch: 5 [33792/45000]	Loss: 0.1356	LR: 0.100000
Training Epoch: 5 [34048/45000]	Loss: 0.1573	LR: 0.100000
Training Epoch: 5 [34304/45000]	Loss: 0.1514	LR: 0.100000
Training Epoch: 5 [34560/45000]	Loss: 0.0916	LR: 0.100000
Training Epoch: 5 [34816/45000]	Loss: 0.2093	LR: 0.100000
Training Epoch: 5 [35072/45000]	Loss: 0.1930	LR: 0.100000
Training Epoch: 5 [35328/45000]	Loss: 0.1307	LR: 0.100000
Training Epoch: 5 [35584/45000]	Loss: 0.2053	LR: 0.100000
Training Epoch: 5 [35840/45000]	Loss: 0.1660	LR: 0.100000
Training Epoch: 5 [36096/45000]	Loss: 0.1379	LR: 0.100000
Training Epoch: 5 [36352/45000]	Loss: 0.1964	LR: 0.100000
Training Epoch: 5 [36608/45000]	Loss: 0.1559	LR: 0.100000
Training Epoch: 5 [36864/45000]	Loss: 0.1142	LR: 0.100000
Training Epoch: 5 [37120/45000]	Loss: 0.1960	LR: 0.100000
Training Epoch: 5 [37376/45000]	Loss: 0.1647	LR: 0.100000
Training Epoch: 5 [37632/45000]	Loss: 0.1320	LR: 0.100000
Training Epoch: 5 [37888/45000]	Loss: 0.1327	LR: 0.100000
Training Epoch: 5 [38144/45000]	Loss: 0.2104	LR: 0.100000
Training Epoch: 5 [38400/45000]	Loss: 0.1246	LR: 0.100000
Training Epoch: 5 [38656/45000]	Loss: 0.2127	LR: 0.100000
Training Epoch: 5 [38912/45000]	Loss: 0.1820	LR: 0.100000
Training Epoch: 5 [39168/45000]	Loss: 0.1047	LR: 0.100000
Training Epoch: 5 [39424/45000]	Loss: 0.1310	LR: 0.100000
Training Epoch: 5 [39680/45000]	Loss: 0.1683	LR: 0.100000
Training Epoch: 5 [39936/45000]	Loss: 0.1935	LR: 0.100000
Training Epoch: 5 [40192/45000]	Loss: 0.1963	LR: 0.100000
Training Epoch: 5 [40448/45000]	Loss: 0.1260	LR: 0.100000
Training Epoch: 5 [40704/45000]	Loss: 0.1935	LR: 0.100000
Training Epoch: 5 [40960/45000]	Loss: 0.1963	LR: 0.100000
Training Epoch: 5 [41216/45000]	Loss: 0.1801	LR: 0.100000
Training Epoch: 5 [41472/45000]	Loss: 0.1535	LR: 0.100000
Training Epoch: 5 [41728/45000]	Loss: 0.1618	LR: 0.100000
Training Epoch: 5 [41984/45000]	Loss: 0.2090	LR: 0.100000
Training Epoch: 5 [42240/45000]	Loss: 0.1461	LR: 0.100000
Training Epoch: 5 [42496/45000]	Loss: 0.2205	LR: 0.100000
Training Epoch: 5 [42752/45000]	Loss: 0.1204	LR: 0.100000
Training Epoch: 5 [43008/45000]	Loss: 0.1611	LR: 0.100000
Training Epoch: 5 [43264/45000]	Loss: 0.1728	LR: 0.100000
Training Epoch: 5 [43520/45000]	Loss: 0.1770	LR: 0.100000
Training Epoch: 5 [43776/45000]	Loss: 0.2553	LR: 0.100000
Training Epoch: 5 [44032/45000]	Loss: 0.1659	LR: 0.100000
Training Epoch: 5 [44288/45000]	Loss: 0.1912	LR: 0.100000
Training Epoch: 5 [44544/45000]	Loss: 0.1985	LR: 0.100000
Training Epoch: 5 [44800/45000]	Loss: 0.1076	LR: 0.100000
Training Epoch: 5 [45000/45000]	Loss: 0.0987	LR: 0.100000
Epoch 5 - Average Train Loss: 0.1684, Train Accuracy: 0.9424
Epoch 5 training time consumed: 324.75s
Evaluating Network.....
Test set: Epoch: 5, Average loss: 0.0005, Accuracy: 0.9581, Time consumed:23.46s
Training Epoch: 6 [256/45000]	Loss: 0.0666	LR: 0.100000
Training Epoch: 6 [512/45000]	Loss: 0.0720	LR: 0.100000
Training Epoch: 6 [768/45000]	Loss: 0.1515	LR: 0.100000
Training Epoch: 6 [1024/45000]	Loss: 0.1547	LR: 0.100000
Training Epoch: 6 [1280/45000]	Loss: 0.1710	LR: 0.100000
Training Epoch: 6 [1536/45000]	Loss: 0.1196	LR: 0.100000
Training Epoch: 6 [1792/45000]	Loss: 0.0717	LR: 0.100000
Training Epoch: 6 [2048/45000]	Loss: 0.1334	LR: 0.100000
Training Epoch: 6 [2304/45000]	Loss: 0.1601	LR: 0.100000
Training Epoch: 6 [2560/45000]	Loss: 0.1164	LR: 0.100000
Training Epoch: 6 [2816/45000]	Loss: 0.2130	LR: 0.100000
Training Epoch: 6 [3072/45000]	Loss: 0.1385	LR: 0.100000
Training Epoch: 6 [3328/45000]	Loss: 0.1364	LR: 0.100000
Training Epoch: 6 [3584/45000]	Loss: 0.1811	LR: 0.100000
Training Epoch: 6 [3840/45000]	Loss: 0.1758	LR: 0.100000
Training Epoch: 6 [4096/45000]	Loss: 0.0661	LR: 0.100000
Training Epoch: 6 [4352/45000]	Loss: 0.1156	LR: 0.100000
Training Epoch: 6 [4608/45000]	Loss: 0.2174	LR: 0.100000
Training Epoch: 6 [4864/45000]	Loss: 0.1718	LR: 0.100000
Training Epoch: 6 [5120/45000]	Loss: 0.1700	LR: 0.100000
Training Epoch: 6 [5376/45000]	Loss: 0.1200	LR: 0.100000
Training Epoch: 6 [5632/45000]	Loss: 0.1752	LR: 0.100000
Training Epoch: 6 [5888/45000]	Loss: 0.1681	LR: 0.100000
Training Epoch: 6 [6144/45000]	Loss: 0.1017	LR: 0.100000
Training Epoch: 6 [6400/45000]	Loss: 0.2012	LR: 0.100000
Training Epoch: 6 [6656/45000]	Loss: 0.1331	LR: 0.100000
Training Epoch: 6 [6912/45000]	Loss: 0.1994	LR: 0.100000
Training Epoch: 6 [7168/45000]	Loss: 0.1052	LR: 0.100000
Training Epoch: 6 [7424/45000]	Loss: 0.1779	LR: 0.100000
Training Epoch: 6 [7680/45000]	Loss: 0.1256	LR: 0.100000
Training Epoch: 6 [7936/45000]	Loss: 0.1135	LR: 0.100000
Training Epoch: 6 [8192/45000]	Loss: 0.2769	LR: 0.100000
Training Epoch: 6 [8448/45000]	Loss: 0.1706	LR: 0.100000
Training Epoch: 6 [8704/45000]	Loss: 0.1829	LR: 0.100000
Training Epoch: 6 [8960/45000]	Loss: 0.1642	LR: 0.100000
Training Epoch: 6 [9216/45000]	Loss: 0.1678	LR: 0.100000
Training Epoch: 6 [9472/45000]	Loss: 0.1326	LR: 0.100000
Training Epoch: 6 [9728/45000]	Loss: 0.1797	LR: 0.100000
Training Epoch: 6 [9984/45000]	Loss: 0.1312	LR: 0.100000
Training Epoch: 6 [10240/45000]	Loss: 0.1243	LR: 0.100000
Training Epoch: 6 [10496/45000]	Loss: 0.1059	LR: 0.100000
Training Epoch: 6 [10752/45000]	Loss: 0.0951	LR: 0.100000
Training Epoch: 6 [11008/45000]	Loss: 0.1244	LR: 0.100000
Training Epoch: 6 [11264/45000]	Loss: 0.2009	LR: 0.100000
Training Epoch: 6 [11520/45000]	Loss: 0.2069	LR: 0.100000
Training Epoch: 6 [11776/45000]	Loss: 0.1312	LR: 0.100000
Training Epoch: 6 [12032/45000]	Loss: 0.1915	LR: 0.100000
Training Epoch: 6 [12288/45000]	Loss: 0.2161	LR: 0.100000
Training Epoch: 6 [12544/45000]	Loss: 0.1544	LR: 0.100000
Training Epoch: 6 [12800/45000]	Loss: 0.1825	LR: 0.100000
Training Epoch: 6 [13056/45000]	Loss: 0.1897	LR: 0.100000
Training Epoch: 6 [13312/45000]	Loss: 0.1541	LR: 0.100000
Training Epoch: 6 [13568/45000]	Loss: 0.2092	LR: 0.100000
Training Epoch: 6 [13824/45000]	Loss: 0.2065	LR: 0.100000
Training Epoch: 6 [14080/45000]	Loss: 0.2157	LR: 0.100000
Training Epoch: 6 [14336/45000]	Loss: 0.1300	LR: 0.100000
Training Epoch: 6 [14592/45000]	Loss: 0.3222	LR: 0.100000
Training Epoch: 6 [14848/45000]	Loss: 0.0807	LR: 0.100000
Training Epoch: 6 [15104/45000]	Loss: 0.1655	LR: 0.100000
Training Epoch: 6 [15360/45000]	Loss: 0.1878	LR: 0.100000
Training Epoch: 6 [15616/45000]	Loss: 0.1433	LR: 0.100000
Training Epoch: 6 [15872/45000]	Loss: 0.1703	LR: 0.100000
Training Epoch: 6 [16128/45000]	Loss: 0.1468	LR: 0.100000
Training Epoch: 6 [16384/45000]	Loss: 0.1648	LR: 0.100000
Training Epoch: 6 [16640/45000]	Loss: 0.1652	LR: 0.100000
Training Epoch: 6 [16896/45000]	Loss: 0.2097	LR: 0.100000
Training Epoch: 6 [17152/45000]	Loss: 0.1180	LR: 0.100000
Training Epoch: 6 [17408/45000]	Loss: 0.1092	LR: 0.100000
Training Epoch: 6 [17664/45000]	Loss: 0.2514	LR: 0.100000
Training Epoch: 6 [17920/45000]	Loss: 0.2055	LR: 0.100000
Training Epoch: 6 [18176/45000]	Loss: 0.1577	LR: 0.100000
Training Epoch: 6 [18432/45000]	Loss: 0.1339	LR: 0.100000
Training Epoch: 6 [18688/45000]	Loss: 0.1854	LR: 0.100000
Training Epoch: 6 [18944/45000]	Loss: 0.0716	LR: 0.100000
Training Epoch: 6 [19200/45000]	Loss: 0.2614	LR: 0.100000
Training Epoch: 6 [19456/45000]	Loss: 0.1290	LR: 0.100000
Training Epoch: 6 [19712/45000]	Loss: 0.1417	LR: 0.100000
Training Epoch: 6 [19968/45000]	Loss: 0.1938	LR: 0.100000
Training Epoch: 6 [20224/45000]	Loss: 0.1333	LR: 0.100000
Training Epoch: 6 [20480/45000]	Loss: 0.1936	LR: 0.100000
Training Epoch: 6 [20736/45000]	Loss: 0.2742	LR: 0.100000
Training Epoch: 6 [20992/45000]	Loss: 0.1671	LR: 0.100000
Training Epoch: 6 [21248/45000]	Loss: 0.1462	LR: 0.100000
Training Epoch: 6 [21504/45000]	Loss: 0.2244	LR: 0.100000
Training Epoch: 6 [21760/45000]	Loss: 0.1912	LR: 0.100000
Training Epoch: 6 [22016/45000]	Loss: 0.2388	LR: 0.100000
Training Epoch: 6 [22272/45000]	Loss: 0.1497	LR: 0.100000
Training Epoch: 6 [22528/45000]	Loss: 0.2072	LR: 0.100000
Training Epoch: 6 [22784/45000]	Loss: 0.2182	LR: 0.100000
Training Epoch: 6 [23040/45000]	Loss: 0.1143	LR: 0.100000
Training Epoch: 6 [23296/45000]	Loss: 0.2466	LR: 0.100000
Training Epoch: 6 [23552/45000]	Loss: 0.2299	LR: 0.100000
Training Epoch: 6 [23808/45000]	Loss: 0.2072	LR: 0.100000
Training Epoch: 6 [24064/45000]	Loss: 0.1580	LR: 0.100000
Training Epoch: 6 [24320/45000]	Loss: 0.1403	LR: 0.100000
Training Epoch: 6 [24576/45000]	Loss: 0.1810	LR: 0.100000
Training Epoch: 6 [24832/45000]	Loss: 0.2036	LR: 0.100000
Training Epoch: 6 [25088/45000]	Loss: 0.1281	LR: 0.100000
Training Epoch: 6 [25344/45000]	Loss: 0.1029	LR: 0.100000
Training Epoch: 6 [25600/45000]	Loss: 0.2235	LR: 0.100000
Training Epoch: 6 [25856/45000]	Loss: 0.2138	LR: 0.100000
Training Epoch: 6 [26112/45000]	Loss: 0.1656	LR: 0.100000
Training Epoch: 6 [26368/45000]	Loss: 0.1752	LR: 0.100000
Training Epoch: 6 [26624/45000]	Loss: 0.1622	LR: 0.100000
Training Epoch: 6 [26880/45000]	Loss: 0.1777	LR: 0.100000
Training Epoch: 6 [27136/45000]	Loss: 0.2376	LR: 0.100000
Training Epoch: 6 [27392/45000]	Loss: 0.2314	LR: 0.100000
Training Epoch: 6 [27648/45000]	Loss: 0.1323	LR: 0.100000
Training Epoch: 6 [27904/45000]	Loss: 0.2081	LR: 0.100000
Training Epoch: 6 [28160/45000]	Loss: 0.2219	LR: 0.100000
Training Epoch: 6 [28416/45000]	Loss: 0.1901	LR: 0.100000
Training Epoch: 6 [28672/45000]	Loss: 0.2033	LR: 0.100000
Training Epoch: 6 [28928/45000]	Loss: 0.1597	LR: 0.100000
Training Epoch: 6 [29184/45000]	Loss: 0.1175	LR: 0.100000
Training Epoch: 6 [29440/45000]	Loss: 0.1881	LR: 0.100000
Training Epoch: 6 [29696/45000]	Loss: 0.1556	LR: 0.100000
Training Epoch: 6 [29952/45000]	Loss: 0.0951	LR: 0.100000
Training Epoch: 6 [30208/45000]	Loss: 0.2390	LR: 0.100000
Training Epoch: 6 [30464/45000]	Loss: 0.1230	LR: 0.100000
Training Epoch: 6 [30720/45000]	Loss: 0.1996	LR: 0.100000
Training Epoch: 6 [30976/45000]	Loss: 0.1559	LR: 0.100000
Training Epoch: 6 [31232/45000]	Loss: 0.2139	LR: 0.100000
Training Epoch: 6 [31488/45000]	Loss: 0.2302	LR: 0.100000
Training Epoch: 6 [31744/45000]	Loss: 0.2436	LR: 0.100000
Training Epoch: 6 [32000/45000]	Loss: 0.2420	LR: 0.100000
Training Epoch: 6 [32256/45000]	Loss: 0.1221	LR: 0.100000
Training Epoch: 6 [32512/45000]	Loss: 0.3054	LR: 0.100000
Training Epoch: 6 [32768/45000]	Loss: 0.1789	LR: 0.100000
Training Epoch: 6 [33024/45000]	Loss: 0.1750	LR: 0.100000
Training Epoch: 6 [33280/45000]	Loss: 0.1776	LR: 0.100000
Training Epoch: 6 [33536/45000]	Loss: 0.2114	LR: 0.100000
Training Epoch: 6 [33792/45000]	Loss: 0.2383	LR: 0.100000
Training Epoch: 6 [34048/45000]	Loss: 0.1716	LR: 0.100000
Training Epoch: 6 [34304/45000]	Loss: 0.2318	LR: 0.100000
Training Epoch: 6 [34560/45000]	Loss: 0.2465	LR: 0.100000
Training Epoch: 6 [34816/45000]	Loss: 0.1779	LR: 0.100000
Training Epoch: 6 [35072/45000]	Loss: 0.2212	LR: 0.100000
Training Epoch: 6 [35328/45000]	Loss: 0.1979	LR: 0.100000
Training Epoch: 6 [35584/45000]	Loss: 0.1896	LR: 0.100000
Training Epoch: 6 [35840/45000]	Loss: 0.2450	LR: 0.100000
Training Epoch: 6 [36096/45000]	Loss: 0.2619	LR: 0.100000
Training Epoch: 6 [36352/45000]	Loss: 0.1736	LR: 0.100000
Training Epoch: 6 [36608/45000]	Loss: 0.1481	LR: 0.100000
Training Epoch: 6 [36864/45000]	Loss: 0.1203	LR: 0.100000
Training Epoch: 6 [37120/45000]	Loss: 0.2456	LR: 0.100000
Training Epoch: 6 [37376/45000]	Loss: 0.2431	LR: 0.100000
Training Epoch: 6 [37632/45000]	Loss: 0.1922	LR: 0.100000
Training Epoch: 6 [37888/45000]	Loss: 0.1901	LR: 0.100000
Training Epoch: 6 [38144/45000]	Loss: 0.2193	LR: 0.100000
Training Epoch: 6 [38400/45000]	Loss: 0.2086	LR: 0.100000
Training Epoch: 6 [38656/45000]	Loss: 0.1091	LR: 0.100000
Training Epoch: 6 [38912/45000]	Loss: 0.1669	LR: 0.100000
Training Epoch: 6 [39168/45000]	Loss: 0.1118	LR: 0.100000
Training Epoch: 6 [39424/45000]	Loss: 0.1472	LR: 0.100000
Training Epoch: 6 [39680/45000]	Loss: 0.2281	LR: 0.100000
Training Epoch: 6 [39936/45000]	Loss: 0.1605	LR: 0.100000
Training Epoch: 6 [40192/45000]	Loss: 0.2179	LR: 0.100000
Training Epoch: 6 [40448/45000]	Loss: 0.1630	LR: 0.100000
Training Epoch: 6 [40704/45000]	Loss: 0.2206	LR: 0.100000
Training Epoch: 6 [40960/45000]	Loss: 0.2341	LR: 0.100000
Training Epoch: 6 [41216/45000]	Loss: 0.2316	LR: 0.100000
Training Epoch: 6 [41472/45000]	Loss: 0.2497	LR: 0.100000
Training Epoch: 6 [41728/45000]	Loss: 0.1166	LR: 0.100000
Training Epoch: 6 [41984/45000]	Loss: 0.1077	LR: 0.100000
Training Epoch: 6 [42240/45000]	Loss: 0.1508	LR: 0.100000
Training Epoch: 6 [42496/45000]	Loss: 0.1596	LR: 0.100000
Training Epoch: 6 [42752/45000]	Loss: 0.2856	LR: 0.100000
Training Epoch: 6 [43008/45000]	Loss: 0.1050	LR: 0.100000
Training Epoch: 6 [43264/45000]	Loss: 0.1755	LR: 0.100000
Training Epoch: 6 [43520/45000]	Loss: 0.1230	LR: 0.100000
Training Epoch: 6 [43776/45000]	Loss: 0.1308	LR: 0.100000
Training Epoch: 6 [44032/45000]	Loss: 0.2363	LR: 0.100000
Training Epoch: 6 [44288/45000]	Loss: 0.1820	LR: 0.100000
Training Epoch: 6 [44544/45000]	Loss: 0.0974	LR: 0.100000
Training Epoch: 6 [44800/45000]	Loss: 0.2211	LR: 0.100000
Training Epoch: 6 [45000/45000]	Loss: 0.1035	LR: 0.100000
Epoch 6 - Average Train Loss: 0.1744, Train Accuracy: 0.9410
Epoch 6 training time consumed: 325.20s
Evaluating Network.....
Test set: Epoch: 6, Average loss: 0.0008, Accuracy: 0.9359, Time consumed:23.45s
Training Epoch: 7 [256/45000]	Loss: 0.2177	LR: 0.020000
Training Epoch: 7 [512/45000]	Loss: 0.2407	LR: 0.020000
Training Epoch: 7 [768/45000]	Loss: 0.1637	LR: 0.020000
Training Epoch: 7 [1024/45000]	Loss: 0.1520	LR: 0.020000
Training Epoch: 7 [1280/45000]	Loss: 0.0965	LR: 0.020000
Training Epoch: 7 [1536/45000]	Loss: 0.1410	LR: 0.020000
Training Epoch: 7 [1792/45000]	Loss: 0.1335	LR: 0.020000
Training Epoch: 7 [2048/45000]	Loss: 0.1178	LR: 0.020000
Training Epoch: 7 [2304/45000]	Loss: 0.0952	LR: 0.020000
Training Epoch: 7 [2560/45000]	Loss: 0.0670	LR: 0.020000
Training Epoch: 7 [2816/45000]	Loss: 0.1267	LR: 0.020000
Training Epoch: 7 [3072/45000]	Loss: 0.1377	LR: 0.020000
Training Epoch: 7 [3328/45000]	Loss: 0.0543	LR: 0.020000
Training Epoch: 7 [3584/45000]	Loss: 0.0852	LR: 0.020000
Training Epoch: 7 [3840/45000]	Loss: 0.0503	LR: 0.020000
Training Epoch: 7 [4096/45000]	Loss: 0.0376	LR: 0.020000
Training Epoch: 7 [4352/45000]	Loss: 0.0541	LR: 0.020000
Training Epoch: 7 [4608/45000]	Loss: 0.0654	LR: 0.020000
Training Epoch: 7 [4864/45000]	Loss: 0.0967	LR: 0.020000
Training Epoch: 7 [5120/45000]	Loss: 0.0805	LR: 0.020000
Training Epoch: 7 [5376/45000]	Loss: 0.0769	LR: 0.020000
Training Epoch: 7 [5632/45000]	Loss: 0.0497	LR: 0.020000
Training Epoch: 7 [5888/45000]	Loss: 0.0720	LR: 0.020000
Training Epoch: 7 [6144/45000]	Loss: 0.1008	LR: 0.020000
Training Epoch: 7 [6400/45000]	Loss: 0.0321	LR: 0.020000
Training Epoch: 7 [6656/45000]	Loss: 0.0551	LR: 0.020000
Training Epoch: 7 [6912/45000]	Loss: 0.0654	LR: 0.020000
Training Epoch: 7 [7168/45000]	Loss: 0.0700	LR: 0.020000
Training Epoch: 7 [7424/45000]	Loss: 0.0730	LR: 0.020000
Training Epoch: 7 [7680/45000]	Loss: 0.0692	LR: 0.020000
Training Epoch: 7 [7936/45000]	Loss: 0.1313	LR: 0.020000
Training Epoch: 7 [8192/45000]	Loss: 0.1100	LR: 0.020000
Training Epoch: 7 [8448/45000]	Loss: 0.0426	LR: 0.020000
Training Epoch: 7 [8704/45000]	Loss: 0.0831	LR: 0.020000
Training Epoch: 7 [8960/45000]	Loss: 0.0708	LR: 0.020000
Training Epoch: 7 [9216/45000]	Loss: 0.0537	LR: 0.020000
Training Epoch: 7 [9472/45000]	Loss: 0.0629	LR: 0.020000
Training Epoch: 7 [9728/45000]	Loss: 0.0368	LR: 0.020000
Training Epoch: 7 [9984/45000]	Loss: 0.0328	LR: 0.020000
Training Epoch: 7 [10240/45000]	Loss: 0.0433	LR: 0.020000
Training Epoch: 7 [10496/45000]	Loss: 0.1018	LR: 0.020000
Training Epoch: 7 [10752/45000]	Loss: 0.0950	LR: 0.020000
Training Epoch: 7 [11008/45000]	Loss: 0.0159	LR: 0.020000
Training Epoch: 7 [11264/45000]	Loss: 0.0646	LR: 0.020000
Training Epoch: 7 [11520/45000]	Loss: 0.0540	LR: 0.020000
Training Epoch: 7 [11776/45000]	Loss: 0.0626	LR: 0.020000
Training Epoch: 7 [12032/45000]	Loss: 0.0491	LR: 0.020000
Training Epoch: 7 [12288/45000]	Loss: 0.0519	LR: 0.020000
Training Epoch: 7 [12544/45000]	Loss: 0.0735	LR: 0.020000
Training Epoch: 7 [12800/45000]	Loss: 0.0670	LR: 0.020000
Training Epoch: 7 [13056/45000]	Loss: 0.0791	LR: 0.020000
Training Epoch: 7 [13312/45000]	Loss: 0.0415	LR: 0.020000
Training Epoch: 7 [13568/45000]	Loss: 0.0582	LR: 0.020000
Training Epoch: 7 [13824/45000]	Loss: 0.0766	LR: 0.020000
Training Epoch: 7 [14080/45000]	Loss: 0.0363	LR: 0.020000
Training Epoch: 7 [14336/45000]	Loss: 0.0506	LR: 0.020000
Training Epoch: 7 [14592/45000]	Loss: 0.0457	LR: 0.020000
Training Epoch: 7 [14848/45000]	Loss: 0.0971	LR: 0.020000
Training Epoch: 7 [15104/45000]	Loss: 0.0520	LR: 0.020000
Training Epoch: 7 [15360/45000]	Loss: 0.0603	LR: 0.020000
Training Epoch: 7 [15616/45000]	Loss: 0.1011	LR: 0.020000
Training Epoch: 7 [15872/45000]	Loss: 0.0972	LR: 0.020000
Training Epoch: 7 [16128/45000]	Loss: 0.0225	LR: 0.020000
Training Epoch: 7 [16384/45000]	Loss: 0.0504	LR: 0.020000
Training Epoch: 7 [16640/45000]	Loss: 0.0351	LR: 0.020000
Training Epoch: 7 [16896/45000]	Loss: 0.0450	LR: 0.020000
Training Epoch: 7 [17152/45000]	Loss: 0.0478	LR: 0.020000
Training Epoch: 7 [17408/45000]	Loss: 0.0604	LR: 0.020000
Training Epoch: 7 [17664/45000]	Loss: 0.0551	LR: 0.020000
Training Epoch: 7 [17920/45000]	Loss: 0.0353	LR: 0.020000
Training Epoch: 7 [18176/45000]	Loss: 0.0689	LR: 0.020000
Training Epoch: 7 [18432/45000]	Loss: 0.0819	LR: 0.020000
Training Epoch: 7 [18688/45000]	Loss: 0.0526	LR: 0.020000
Training Epoch: 7 [18944/45000]	Loss: 0.0534	LR: 0.020000
Training Epoch: 7 [19200/45000]	Loss: 0.0800	LR: 0.020000
Training Epoch: 7 [19456/45000]	Loss: 0.0535	LR: 0.020000
Training Epoch: 7 [19712/45000]	Loss: 0.0440	LR: 0.020000
Training Epoch: 7 [19968/45000]	Loss: 0.0508	LR: 0.020000
Training Epoch: 7 [20224/45000]	Loss: 0.0432	LR: 0.020000
Training Epoch: 7 [20480/45000]	Loss: 0.0575	LR: 0.020000
Training Epoch: 7 [20736/45000]	Loss: 0.0527	LR: 0.020000
Training Epoch: 7 [20992/45000]	Loss: 0.0861	LR: 0.020000
Training Epoch: 7 [21248/45000]	Loss: 0.0431	LR: 0.020000
Training Epoch: 7 [21504/45000]	Loss: 0.0481	LR: 0.020000
Training Epoch: 7 [21760/45000]	Loss: 0.0572	LR: 0.020000
Training Epoch: 7 [22016/45000]	Loss: 0.0539	LR: 0.020000
Training Epoch: 7 [22272/45000]	Loss: 0.0710	LR: 0.020000
Training Epoch: 7 [22528/45000]	Loss: 0.0476	LR: 0.020000
Training Epoch: 7 [22784/45000]	Loss: 0.0411	LR: 0.020000
Training Epoch: 7 [23040/45000]	Loss: 0.0439	LR: 0.020000
Training Epoch: 7 [23296/45000]	Loss: 0.0489	LR: 0.020000
Training Epoch: 7 [23552/45000]	Loss: 0.0393	LR: 0.020000
Training Epoch: 7 [23808/45000]	Loss: 0.0795	LR: 0.020000
Training Epoch: 7 [24064/45000]	Loss: 0.0357	LR: 0.020000
Training Epoch: 7 [24320/45000]	Loss: 0.0372	LR: 0.020000
Training Epoch: 7 [24576/45000]	Loss: 0.0433	LR: 0.020000
Training Epoch: 7 [24832/45000]	Loss: 0.0483	LR: 0.020000
Training Epoch: 7 [25088/45000]	Loss: 0.0567	LR: 0.020000
Training Epoch: 7 [25344/45000]	Loss: 0.0942	LR: 0.020000
Training Epoch: 7 [25600/45000]	Loss: 0.0874	LR: 0.020000
Training Epoch: 7 [25856/45000]	Loss: 0.0561	LR: 0.020000
Training Epoch: 7 [26112/45000]	Loss: 0.0363	LR: 0.020000
Training Epoch: 7 [26368/45000]	Loss: 0.0205	LR: 0.020000
Training Epoch: 7 [26624/45000]	Loss: 0.0223	LR: 0.020000
Training Epoch: 7 [26880/45000]	Loss: 0.0622	LR: 0.020000
Training Epoch: 7 [27136/45000]	Loss: 0.0808	LR: 0.020000
Training Epoch: 7 [27392/45000]	Loss: 0.0434	LR: 0.020000
Training Epoch: 7 [27648/45000]	Loss: 0.0435	LR: 0.020000
Training Epoch: 7 [27904/45000]	Loss: 0.0356	LR: 0.020000
Training Epoch: 7 [28160/45000]	Loss: 0.0259	LR: 0.020000
Training Epoch: 7 [28416/45000]	Loss: 0.0357	LR: 0.020000
Training Epoch: 7 [28672/45000]	Loss: 0.0505	LR: 0.020000
Training Epoch: 7 [28928/45000]	Loss: 0.0477	LR: 0.020000
Training Epoch: 7 [29184/45000]	Loss: 0.0884	LR: 0.020000
Training Epoch: 7 [29440/45000]	Loss: 0.0872	LR: 0.020000
Training Epoch: 7 [29696/45000]	Loss: 0.0309	LR: 0.020000
Training Epoch: 7 [29952/45000]	Loss: 0.0679	LR: 0.020000
Training Epoch: 7 [30208/45000]	Loss: 0.0302	LR: 0.020000
Training Epoch: 7 [30464/45000]	Loss: 0.0471	LR: 0.020000
Training Epoch: 7 [30720/45000]	Loss: 0.0261	LR: 0.020000
Training Epoch: 7 [30976/45000]	Loss: 0.0449	LR: 0.020000
Training Epoch: 7 [31232/45000]	Loss: 0.0245	LR: 0.020000
Training Epoch: 7 [31488/45000]	Loss: 0.0696	LR: 0.020000
Training Epoch: 7 [31744/45000]	Loss: 0.0368	LR: 0.020000
Training Epoch: 7 [32000/45000]	Loss: 0.0445	LR: 0.020000
Training Epoch: 7 [32256/45000]	Loss: 0.0498	LR: 0.020000
Training Epoch: 7 [32512/45000]	Loss: 0.0738	LR: 0.020000
Training Epoch: 7 [32768/45000]	Loss: 0.0539	LR: 0.020000
Training Epoch: 7 [33024/45000]	Loss: 0.0225	LR: 0.020000
Training Epoch: 7 [33280/45000]	Loss: 0.0387	LR: 0.020000
Training Epoch: 7 [33536/45000]	Loss: 0.1031	LR: 0.020000
Training Epoch: 7 [33792/45000]	Loss: 0.0715	LR: 0.020000
Training Epoch: 7 [34048/45000]	Loss: 0.0405	LR: 0.020000
Training Epoch: 7 [34304/45000]	Loss: 0.0251	LR: 0.020000
Training Epoch: 7 [34560/45000]	Loss: 0.0306	LR: 0.020000
Training Epoch: 7 [34816/45000]	Loss: 0.0281	LR: 0.020000
Training Epoch: 7 [35072/45000]	Loss: 0.0343	LR: 0.020000
Training Epoch: 7 [35328/45000]	Loss: 0.0439	LR: 0.020000
Training Epoch: 7 [35584/45000]	Loss: 0.0337	LR: 0.020000
Training Epoch: 7 [35840/45000]	Loss: 0.0270	LR: 0.020000
Training Epoch: 7 [36096/45000]	Loss: 0.0257	LR: 0.020000
Training Epoch: 7 [36352/45000]	Loss: 0.0464	LR: 0.020000
Training Epoch: 7 [36608/45000]	Loss: 0.0349	LR: 0.020000
Training Epoch: 7 [36864/45000]	Loss: 0.0340	LR: 0.020000
Training Epoch: 7 [37120/45000]	Loss: 0.0600	LR: 0.020000
Training Epoch: 7 [37376/45000]	Loss: 0.0488	LR: 0.020000
Training Epoch: 7 [37632/45000]	Loss: 0.1046	LR: 0.020000
Training Epoch: 7 [37888/45000]	Loss: 0.0263	LR: 0.020000
Training Epoch: 7 [38144/45000]	Loss: 0.0310	LR: 0.020000
Training Epoch: 7 [38400/45000]	Loss: 0.0243	LR: 0.020000
Training Epoch: 7 [38656/45000]	Loss: 0.0154	LR: 0.020000
Training Epoch: 7 [38912/45000]	Loss: 0.0225	LR: 0.020000
Training Epoch: 7 [39168/45000]	Loss: 0.0452	LR: 0.020000
Training Epoch: 7 [39424/45000]	Loss: 0.0504	LR: 0.020000
Training Epoch: 7 [39680/45000]	Loss: 0.0554	LR: 0.020000
Training Epoch: 7 [39936/45000]	Loss: 0.0724	LR: 0.020000
Training Epoch: 7 [40192/45000]	Loss: 0.0400	LR: 0.020000
Training Epoch: 7 [40448/45000]	Loss: 0.0257	LR: 0.020000
Training Epoch: 7 [40704/45000]	Loss: 0.0757	LR: 0.020000
Training Epoch: 7 [40960/45000]	Loss: 0.0477	LR: 0.020000
Training Epoch: 7 [41216/45000]	Loss: 0.0463	LR: 0.020000
Training Epoch: 7 [41472/45000]	Loss: 0.0715	LR: 0.020000
Training Epoch: 7 [41728/45000]	Loss: 0.0233	LR: 0.020000
Training Epoch: 7 [41984/45000]	Loss: 0.0234	LR: 0.020000
Training Epoch: 7 [42240/45000]	Loss: 0.0808	LR: 0.020000
Training Epoch: 7 [42496/45000]	Loss: 0.0215	LR: 0.020000
Training Epoch: 7 [42752/45000]	Loss: 0.0504	LR: 0.020000
Training Epoch: 7 [43008/45000]	Loss: 0.0117	LR: 0.020000
Training Epoch: 7 [43264/45000]	Loss: 0.0725	LR: 0.020000
Training Epoch: 7 [43520/45000]	Loss: 0.0643	LR: 0.020000
Training Epoch: 7 [43776/45000]	Loss: 0.0299	LR: 0.020000
Training Epoch: 7 [44032/45000]	Loss: 0.1097	LR: 0.020000
Training Epoch: 7 [44288/45000]	Loss: 0.0350	LR: 0.020000
Training Epoch: 7 [44544/45000]	Loss: 0.0655	LR: 0.020000
Training Epoch: 7 [44800/45000]	Loss: 0.0456	LR: 0.020000
Training Epoch: 7 [45000/45000]	Loss: 0.0888	LR: 0.020000
Epoch 7 - Average Train Loss: 0.0601, Train Accuracy: 0.9798
Epoch 7 training time consumed: 324.54s
Evaluating Network.....
Test set: Epoch: 7, Average loss: 0.0004, Accuracy: 0.9711, Time consumed:23.48s
Saving weights file to checkpoint/retrain/ViT/Thursday_17_July_2025_10h_11m_30s/ViT-Cifar10-seed8-ret100-7-best.pth
Training Epoch: 8 [256/45000]	Loss: 0.0467	LR: 0.020000
Training Epoch: 8 [512/45000]	Loss: 0.0265	LR: 0.020000
Training Epoch: 8 [768/45000]	Loss: 0.0576	LR: 0.020000
Training Epoch: 8 [1024/45000]	Loss: 0.0307	LR: 0.020000
Training Epoch: 8 [1280/45000]	Loss: 0.0194	LR: 0.020000
Training Epoch: 8 [1536/45000]	Loss: 0.0640	LR: 0.020000
Training Epoch: 8 [1792/45000]	Loss: 0.0343	LR: 0.020000
Training Epoch: 8 [2048/45000]	Loss: 0.0103	LR: 0.020000
Training Epoch: 8 [2304/45000]	Loss: 0.0466	LR: 0.020000
Training Epoch: 8 [2560/45000]	Loss: 0.0169	LR: 0.020000
Training Epoch: 8 [2816/45000]	Loss: 0.0493	LR: 0.020000
Training Epoch: 8 [3072/45000]	Loss: 0.0217	LR: 0.020000
Training Epoch: 8 [3328/45000]	Loss: 0.0433	LR: 0.020000
Training Epoch: 8 [3584/45000]	Loss: 0.0463	LR: 0.020000
Training Epoch: 8 [3840/45000]	Loss: 0.0397	LR: 0.020000
Training Epoch: 8 [4096/45000]	Loss: 0.0369	LR: 0.020000
Training Epoch: 8 [4352/45000]	Loss: 0.0332	LR: 0.020000
Training Epoch: 8 [4608/45000]	Loss: 0.0528	LR: 0.020000
Training Epoch: 8 [4864/45000]	Loss: 0.0446	LR: 0.020000
Training Epoch: 8 [5120/45000]	Loss: 0.0598	LR: 0.020000
Training Epoch: 8 [5376/45000]	Loss: 0.0243	LR: 0.020000
Training Epoch: 8 [5632/45000]	Loss: 0.0768	LR: 0.020000
Training Epoch: 8 [5888/45000]	Loss: 0.0433	LR: 0.020000
Training Epoch: 8 [6144/45000]	Loss: 0.0650	LR: 0.020000
Training Epoch: 8 [6400/45000]	Loss: 0.0475	LR: 0.020000
Training Epoch: 8 [6656/45000]	Loss: 0.0151	LR: 0.020000
Training Epoch: 8 [6912/45000]	Loss: 0.0142	LR: 0.020000
Training Epoch: 8 [7168/45000]	Loss: 0.0449	LR: 0.020000
Training Epoch: 8 [7424/45000]	Loss: 0.0168	LR: 0.020000
Training Epoch: 8 [7680/45000]	Loss: 0.0432	LR: 0.020000
Training Epoch: 8 [7936/45000]	Loss: 0.0201	LR: 0.020000
Training Epoch: 8 [8192/45000]	Loss: 0.0246	LR: 0.020000
Training Epoch: 8 [8448/45000]	Loss: 0.0200	LR: 0.020000
Training Epoch: 8 [8704/45000]	Loss: 0.0421	LR: 0.020000
Training Epoch: 8 [8960/45000]	Loss: 0.0266	LR: 0.020000
Training Epoch: 8 [9216/45000]	Loss: 0.0311	LR: 0.020000
Training Epoch: 8 [9472/45000]	Loss: 0.0408	LR: 0.020000
Training Epoch: 8 [9728/45000]	Loss: 0.0385	LR: 0.020000
Training Epoch: 8 [9984/45000]	Loss: 0.0485	LR: 0.020000
Training Epoch: 8 [10240/45000]	Loss: 0.0258	LR: 0.020000
Training Epoch: 8 [10496/45000]	Loss: 0.0391	LR: 0.020000
Training Epoch: 8 [10752/45000]	Loss: 0.0183	LR: 0.020000
Training Epoch: 8 [11008/45000]	Loss: 0.0418	LR: 0.020000
Training Epoch: 8 [11264/45000]	Loss: 0.0622	LR: 0.020000
Training Epoch: 8 [11520/45000]	Loss: 0.0368	LR: 0.020000
Training Epoch: 8 [11776/45000]	Loss: 0.0449	LR: 0.020000
Training Epoch: 8 [12032/45000]	Loss: 0.0297	LR: 0.020000
Training Epoch: 8 [12288/45000]	Loss: 0.0282	LR: 0.020000
Training Epoch: 8 [12544/45000]	Loss: 0.0233	LR: 0.020000
Training Epoch: 8 [12800/45000]	Loss: 0.0297	LR: 0.020000
Training Epoch: 8 [13056/45000]	Loss: 0.0283	LR: 0.020000
Training Epoch: 8 [13312/45000]	Loss: 0.0241	LR: 0.020000
Training Epoch: 8 [13568/45000]	Loss: 0.0144	LR: 0.020000
Training Epoch: 8 [13824/45000]	Loss: 0.0374	LR: 0.020000
Training Epoch: 8 [14080/45000]	Loss: 0.0274	LR: 0.020000
Training Epoch: 8 [14336/45000]	Loss: 0.0980	LR: 0.020000
Training Epoch: 8 [14592/45000]	Loss: 0.0040	LR: 0.020000
Training Epoch: 8 [14848/45000]	Loss: 0.0153	LR: 0.020000
Training Epoch: 8 [15104/45000]	Loss: 0.0223	LR: 0.020000
Training Epoch: 8 [15360/45000]	Loss: 0.0527	LR: 0.020000
Training Epoch: 8 [15616/45000]	Loss: 0.0361	LR: 0.020000
Training Epoch: 8 [15872/45000]	Loss: 0.0282	LR: 0.020000
Training Epoch: 8 [16128/45000]	Loss: 0.0382	LR: 0.020000
Training Epoch: 8 [16384/45000]	Loss: 0.0310	LR: 0.020000
Training Epoch: 8 [16640/45000]	Loss: 0.0220	LR: 0.020000
Training Epoch: 8 [16896/45000]	Loss: 0.0505	LR: 0.020000
Training Epoch: 8 [17152/45000]	Loss: 0.0111	LR: 0.020000
Training Epoch: 8 [17408/45000]	Loss: 0.0213	LR: 0.020000
Training Epoch: 8 [17664/45000]	Loss: 0.0284	LR: 0.020000
Training Epoch: 8 [17920/45000]	Loss: 0.0263	LR: 0.020000
Training Epoch: 8 [18176/45000]	Loss: 0.0230	LR: 0.020000
Training Epoch: 8 [18432/45000]	Loss: 0.0299	LR: 0.020000
Training Epoch: 8 [18688/45000]	Loss: 0.0329	LR: 0.020000
Training Epoch: 8 [18944/45000]	Loss: 0.0521	LR: 0.020000
Training Epoch: 8 [19200/45000]	Loss: 0.0379	LR: 0.020000
Training Epoch: 8 [19456/45000]	Loss: 0.0230	LR: 0.020000
Training Epoch: 8 [19712/45000]	Loss: 0.0625	LR: 0.020000
Training Epoch: 8 [19968/45000]	Loss: 0.0432	LR: 0.020000
Training Epoch: 8 [20224/45000]	Loss: 0.0154	LR: 0.020000
Training Epoch: 8 [20480/45000]	Loss: 0.0282	LR: 0.020000
Training Epoch: 8 [20736/45000]	Loss: 0.0544	LR: 0.020000
Training Epoch: 8 [20992/45000]	Loss: 0.0235	LR: 0.020000
Training Epoch: 8 [21248/45000]	Loss: 0.0569	LR: 0.020000
Training Epoch: 8 [21504/45000]	Loss: 0.0341	LR: 0.020000
Training Epoch: 8 [21760/45000]	Loss: 0.0511	LR: 0.020000
Training Epoch: 8 [22016/45000]	Loss: 0.0246	LR: 0.020000
Training Epoch: 8 [22272/45000]	Loss: 0.0269	LR: 0.020000
Training Epoch: 8 [22528/45000]	Loss: 0.0254	LR: 0.020000
Training Epoch: 8 [22784/45000]	Loss: 0.0417	LR: 0.020000
Training Epoch: 8 [23040/45000]	Loss: 0.0543	LR: 0.020000
Training Epoch: 8 [23296/45000]	Loss: 0.0638	LR: 0.020000
Training Epoch: 8 [23552/45000]	Loss: 0.0391	LR: 0.020000
Training Epoch: 8 [23808/45000]	Loss: 0.0384	LR: 0.020000
Training Epoch: 8 [24064/45000]	Loss: 0.0249	LR: 0.020000
Training Epoch: 8 [24320/45000]	Loss: 0.0548	LR: 0.020000
Training Epoch: 8 [24576/45000]	Loss: 0.0396	LR: 0.020000
Training Epoch: 8 [24832/45000]	Loss: 0.0384	LR: 0.020000
Training Epoch: 8 [25088/45000]	Loss: 0.0872	LR: 0.020000
Training Epoch: 8 [25344/45000]	Loss: 0.0294	LR: 0.020000
Training Epoch: 8 [25600/45000]	Loss: 0.0094	LR: 0.020000
Training Epoch: 8 [25856/45000]	Loss: 0.0707	LR: 0.020000
Training Epoch: 8 [26112/45000]	Loss: 0.0751	LR: 0.020000
Training Epoch: 8 [26368/45000]	Loss: 0.0213	LR: 0.020000
Training Epoch: 8 [26624/45000]	Loss: 0.0439	LR: 0.020000
Training Epoch: 8 [26880/45000]	Loss: 0.0501	LR: 0.020000
Training Epoch: 8 [27136/45000]	Loss: 0.0103	LR: 0.020000
Training Epoch: 8 [27392/45000]	Loss: 0.0922	LR: 0.020000
Training Epoch: 8 [27648/45000]	Loss: 0.0470	LR: 0.020000
Training Epoch: 8 [27904/45000]	Loss: 0.0977	LR: 0.020000
Training Epoch: 8 [28160/45000]	Loss: 0.0420	LR: 0.020000
Training Epoch: 8 [28416/45000]	Loss: 0.0198	LR: 0.020000
Training Epoch: 8 [28672/45000]	Loss: 0.0206	LR: 0.020000
Training Epoch: 8 [28928/45000]	Loss: 0.0323	LR: 0.020000
Training Epoch: 8 [29184/45000]	Loss: 0.0322	LR: 0.020000
Training Epoch: 8 [29440/45000]	Loss: 0.0415	LR: 0.020000
Training Epoch: 8 [29696/45000]	Loss: 0.0389	LR: 0.020000
Training Epoch: 8 [29952/45000]	Loss: 0.0124	LR: 0.020000
Training Epoch: 8 [30208/45000]	Loss: 0.0416	LR: 0.020000
Training Epoch: 8 [30464/45000]	Loss: 0.0136	LR: 0.020000
Training Epoch: 8 [30720/45000]	Loss: 0.0587	LR: 0.020000
Training Epoch: 8 [30976/45000]	Loss: 0.0427	LR: 0.020000
Training Epoch: 8 [31232/45000]	Loss: 0.0204	LR: 0.020000
Training Epoch: 8 [31488/45000]	Loss: 0.0319	LR: 0.020000
Training Epoch: 8 [31744/45000]	Loss: 0.0216	LR: 0.020000
Training Epoch: 8 [32000/45000]	Loss: 0.0280	LR: 0.020000
Training Epoch: 8 [32256/45000]	Loss: 0.0363	LR: 0.020000
Training Epoch: 8 [32512/45000]	Loss: 0.0163	LR: 0.020000
Training Epoch: 8 [32768/45000]	Loss: 0.0369	LR: 0.020000
Training Epoch: 8 [33024/45000]	Loss: 0.0311	LR: 0.020000
Training Epoch: 8 [33280/45000]	Loss: 0.0275	LR: 0.020000
Training Epoch: 8 [33536/45000]	Loss: 0.0243	LR: 0.020000
Training Epoch: 8 [33792/45000]	Loss: 0.0557	LR: 0.020000
Training Epoch: 8 [34048/45000]	Loss: 0.0106	LR: 0.020000
Training Epoch: 8 [34304/45000]	Loss: 0.0554	LR: 0.020000
Training Epoch: 8 [34560/45000]	Loss: 0.0433	LR: 0.020000
Training Epoch: 8 [34816/45000]	Loss: 0.0222	LR: 0.020000
Training Epoch: 8 [35072/45000]	Loss: 0.0183	LR: 0.020000
Training Epoch: 8 [35328/45000]	Loss: 0.0247	LR: 0.020000
Training Epoch: 8 [35584/45000]	Loss: 0.0202	LR: 0.020000
Training Epoch: 8 [35840/45000]	Loss: 0.0327	LR: 0.020000
Training Epoch: 8 [36096/45000]	Loss: 0.0091	LR: 0.020000
Training Epoch: 8 [36352/45000]	Loss: 0.0387	LR: 0.020000
Training Epoch: 8 [36608/45000]	Loss: 0.0091	LR: 0.020000
Training Epoch: 8 [36864/45000]	Loss: 0.0200	LR: 0.020000
Training Epoch: 8 [37120/45000]	Loss: 0.0442	LR: 0.020000
Training Epoch: 8 [37376/45000]	Loss: 0.0561	LR: 0.020000
Training Epoch: 8 [37632/45000]	Loss: 0.0196	LR: 0.020000
Training Epoch: 8 [37888/45000]	Loss: 0.0428	LR: 0.020000
Training Epoch: 8 [38144/45000]	Loss: 0.0455	LR: 0.020000
Training Epoch: 8 [38400/45000]	Loss: 0.0369	LR: 0.020000
Training Epoch: 8 [38656/45000]	Loss: 0.0215	LR: 0.020000
Training Epoch: 8 [38912/45000]	Loss: 0.0169	LR: 0.020000
Training Epoch: 8 [39168/45000]	Loss: 0.0213	LR: 0.020000
Training Epoch: 8 [39424/45000]	Loss: 0.0476	LR: 0.020000
Training Epoch: 8 [39680/45000]	Loss: 0.0192	LR: 0.020000
Training Epoch: 8 [39936/45000]	Loss: 0.0135	LR: 0.020000
Training Epoch: 8 [40192/45000]	Loss: 0.0643	LR: 0.020000
Training Epoch: 8 [40448/45000]	Loss: 0.0224	LR: 0.020000
Training Epoch: 8 [40704/45000]	Loss: 0.0773	LR: 0.020000
Training Epoch: 8 [40960/45000]	Loss: 0.0278	LR: 0.020000
Training Epoch: 8 [41216/45000]	Loss: 0.0264	LR: 0.020000
Training Epoch: 8 [41472/45000]	Loss: 0.0452	LR: 0.020000
Training Epoch: 8 [41728/45000]	Loss: 0.0187	LR: 0.020000
Training Epoch: 8 [41984/45000]	Loss: 0.0254	LR: 0.020000
Training Epoch: 8 [42240/45000]	Loss: 0.0830	LR: 0.020000
Training Epoch: 8 [42496/45000]	Loss: 0.0270	LR: 0.020000
Training Epoch: 8 [42752/45000]	Loss: 0.0140	LR: 0.020000
Training Epoch: 8 [43008/45000]	Loss: 0.0440	LR: 0.020000
Training Epoch: 8 [43264/45000]	Loss: 0.0183	LR: 0.020000
Training Epoch: 8 [43520/45000]	Loss: 0.0585	LR: 0.020000
Training Epoch: 8 [43776/45000]	Loss: 0.0380	LR: 0.020000
Training Epoch: 8 [44032/45000]	Loss: 0.0198	LR: 0.020000
Training Epoch: 8 [44288/45000]	Loss: 0.0215	LR: 0.020000
Training Epoch: 8 [44544/45000]	Loss: 0.0332	LR: 0.020000
Training Epoch: 8 [44800/45000]	Loss: 0.0687	LR: 0.020000
Training Epoch: 8 [45000/45000]	Loss: 0.0834	LR: 0.020000
Epoch 8 - Average Train Loss: 0.0361, Train Accuracy: 0.9874
Epoch 8 training time consumed: 324.86s
Evaluating Network.....
Test set: Epoch: 8, Average loss: 0.0004, Accuracy: 0.9725, Time consumed:23.47s
Saving weights file to checkpoint/retrain/ViT/Thursday_17_July_2025_10h_11m_30s/ViT-Cifar10-seed8-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: 97.314453125
Retain Accuracy: 98.94957733154297
Zero-Retain Forget (ZRF): 0.7674289345741272
Membership Inference Attack (MIA): 0.832
Forget vs Retain Membership Inference Attack (MIA): 0.5175
Forget vs Test Membership Inference Attack (MIA): 0.5235
Test vs Retain Membership Inference Attack (MIA): 0.51
Train vs Test Membership Inference Attack (MIA): 0.5135
Forget Set Accuracy (Df): 96.15119934082031
Method Execution Time: 5159.68 seconds
