[2025-08-28 15:04:14,984] [SEDG] [INFO] 
[2025-08-28 15:04:14,984] [SEDG] [INFO] ==================================== Epoch 0 ====================================
[2025-08-28 15:11:22,039] [SEDG] [INFO] Epoch:0 || Train Acc@1  85.28 ( 76.44), Train Cla Loss 8.0940e+01 (2.0275e+02)
[2025-08-28 15:11:22,322] [SEDG] [INFO] Epoch:0 || Val  Acc@1: [92.13483428955078, 97.0, 85.71428680419922, 51.19047546386719, 50.0], Val Loss  [0.16584912294082427, 0.09431632608175278, 0.3807779033105452, 1.6457134201413108, 2.0997799578167142] || Best Acc@1:75.208
[2025-08-28 15:11:22,322] [SEDG] [INFO] Epoch:0 || Test  Acc@1: [55.1020393371582, 54.4444465637207, 49.47368621826172, 50.66666793823242], Test Loss [2.087657237539486, 2.2753616438971624, 2.7290548148908114, 2.525129556655884]
[2025-08-28 15:11:22,339] [SEDG] [INFO] ==================================== Epoch 1 ====================================
[2025-08-28 15:18:12,936] [SEDG] [INFO] Epoch:1 || Train Acc@1  90.83 ( 88.78), Train Cla Loss 5.1411e+01 (5.9859e+01)
[2025-08-28 15:18:13,145] [SEDG] [INFO] Epoch:1 || Val  Acc@1: [100.0, 89.0, 65.93406677246094, 47.619049072265625, 50.0], Val Loss  [0.02552228942094894, 0.31099334359169006, 1.5757460790676074, 4.0218258642015, 4.044308866773333] || Best Acc@1:75.208
[2025-08-28 15:18:13,146] [SEDG] [INFO] Epoch:1 || Test  Acc@1: [55.1020393371582, 54.4444465637207, 49.47368621826172, 50.66666793823242], Test Loss [3.7413946073882434, 4.010108470916748, 4.692042062157078, 4.607071161270142]
[2025-08-28 15:18:13,202] [SEDG] [INFO] ==================================== Epoch 2 ====================================
[2025-08-28 15:24:56,679] [SEDG] [INFO] Epoch:2 || Train Acc@1  92.22 ( 91.68), Train Cla Loss 3.9963e+01 (4.3218e+01)
[2025-08-28 15:24:56,799] [SEDG] [INFO] Epoch:2 || Val  Acc@1: [97.7528076171875, 87.0, 63.73626708984375, 47.619049072265625, 50.0], Val Loss  [0.03472791465648105, 0.5815436244010925, 2.5010857555892443, 5.319350072315761, 5.315400748025803] || Best Acc@1:75.208
[2025-08-28 15:24:56,799] [SEDG] [INFO] Epoch:2 || Test  Acc@1: [55.1020393371582, 54.4444465637207, 49.47368621826172, 50.66666793823242], Test Loss [4.70797061920166, 4.747302638159858, 5.284615014728747, 5.590828736623128]
[2025-08-28 15:24:56,825] [SEDG] [INFO] ==================================== Epoch 3 ====================================
[2025-08-28 15:31:49,816] [SEDG] [INFO] Epoch:3 || Train Acc@1  91.94 ( 93.07), Train Cla Loss 3.2712e+01 (3.5154e+01)
[2025-08-28 15:31:50,017] [SEDG] [INFO] Epoch:3 || Val  Acc@1: [96.62921142578125, 86.0, 62.63736343383789, 47.619049072265625, 50.0], Val Loss  [0.0641115258835005, 0.8404437601566315, 3.203439935223087, 6.291056485403152, 6.4815486045110795] || Best Acc@1:75.208
[2025-08-28 15:31:50,018] [SEDG] [INFO] Epoch:3 || Test  Acc@1: [55.1020393371582, 54.4444465637207, 49.47368621826172, 50.66666793823242], Test Loss [5.815003434006049, 6.013481616973877, 6.816004175888865, 7.183844248453776]
[2025-08-28 15:31:50,064] [SEDG] [INFO] ==================================== Epoch 4 ====================================
[2025-08-28 15:38:47,501] [SEDG] [INFO] Epoch:4 || Train Acc@1  95.00 ( 94.38), Train Cla Loss 2.9415e+01 (2.8532e+01)
[2025-08-28 15:38:47,652] [SEDG] [INFO] Epoch:4 || Val  Acc@1: [96.62921142578125, 85.0, 60.4395637512207, 47.619049072265625, 50.0], Val Loss  [0.06993831638665346, 1.0157400071620941, 3.80458720437773, 6.990586337589082, 6.619205599739438] || Best Acc@1:75.208
[2025-08-28 15:38:47,652] [SEDG] [INFO] Epoch:4 || Test  Acc@1: [55.1020393371582, 54.4444465637207, 49.47368621826172, 50.66666793823242], Test Loss [5.597776714636355, 5.440260145399305, 6.0046767937509635, 6.84766419728597]
[2025-08-28 15:38:47,669] [SEDG] [INFO] ==================================== Epoch 5 ====================================
[2025-08-28 15:45:37,077] [SEDG] [INFO] Epoch:5 || Train Acc@1  96.11 ( 95.16), Train Cla Loss 2.4708e+01 (2.4132e+01)
[2025-08-28 15:45:37,406] [SEDG] [INFO] Epoch:5 || Val  Acc@1: [93.25843048095703, 83.0, 59.340660095214844, 47.619049072265625, 46.42857360839844], Val Loss  [0.2319066095050801, 1.5163755416870117, 4.846145637742766, 7.759275254749117, 6.25000946862357] || Best Acc@1:75.208
[2025-08-28 15:45:37,406] [SEDG] [INFO] Epoch:5 || Test  Acc@1: [30.61224365234375, 31.111112594604492, 20.0, 10.666666984558105], Test Loss [4.478881874862982, 3.5662986172570124, 3.85551613255551, 5.9895633061726885]
[2025-08-28 15:45:37,445] [SEDG] [INFO] ==================================== Epoch 6 ====================================
[2025-08-28 15:52:41,880] [SEDG] [INFO] Epoch:6 || Train Acc@1  95.28 ( 95.99), Train Cla Loss 2.3791e+01 (1.9690e+01)
[2025-08-28 15:52:42,021] [SEDG] [INFO] Epoch:6 || Val  Acc@1: [96.62921142578125, 85.0, 60.4395637512207, 45.238094329833984, 33.33333206176758], Val Loss  [0.09381379689393418, 1.343477189540863, 4.816634785997999, 7.971128906522479, 6.5533030941372825] || Best Acc@1:75.208
[2025-08-28 15:52:42,021] [SEDG] [INFO] Epoch:6 || Test  Acc@1: [22.448978424072266, 15.555556297302246, 18.947368621826172, 5.333333492279053], Test Loss [5.025034826629016, 4.34026935365465, 4.747077741120991, 6.978598912556966]
[2025-08-28 15:52:42,038] [SEDG] [INFO] ==================================== Epoch 7 ====================================
[2025-08-28 15:59:40,788] [SEDG] [INFO] Epoch:7 || Train Acc@1  97.22 ( 96.53), Train Cla Loss 1.3364e+01 (1.7306e+01)
[2025-08-28 15:59:40,974] [SEDG] [INFO] Epoch:7 || Val  Acc@1: [96.62921142578125, 85.0, 60.4395637512207, 41.66666793823242, 17.85714340209961], Val Loss  [0.1519064482175902, 1.582588791847229, 5.2919794124561355, 8.52212371144976, 7.529023794900803] || Best Acc@1:75.208
[2025-08-28 15:59:40,974] [SEDG] [INFO] Epoch:7 || Test  Acc@1: [6.122448921203613, 15.555556297302246, 22.10526466369629, 6.6666669845581055], Test Loss [7.154171525215616, 7.135869397057427, 7.3125663556550675, 9.018497149149576]
[2025-08-28 15:59:41,039] [SEDG] [INFO] ==================================== Epoch 8 ====================================
[2025-08-28 16:06:42,546] [SEDG] [INFO] Epoch:8 || Train Acc@1  96.39 ( 96.97), Train Cla Loss 2.0324e+01 (1.5061e+01)
[2025-08-28 16:06:42,685] [SEDG] [INFO] Epoch:8 || Val  Acc@1: [96.62921142578125, 84.0, 60.4395637512207, 41.66666793823242, 20.238096237182617], Val Loss  [0.19744874486762487, 1.763474702835083, 5.727236228984791, 9.057083061763219, 7.9007844016665505] || Best Acc@1:75.208
[2025-08-28 16:06:42,685] [SEDG] [INFO] Epoch:8 || Test  Acc@1: [6.122448921203613, 15.555556297302246, 23.157896041870117, 6.6666669845581055], Test Loss [7.137927697629345, 7.095319747924805, 7.4526307959305615, 9.688176155090332]
[2025-08-28 16:06:42,714] [SEDG] [INFO] ==================================== Epoch 9 ====================================
[2025-08-28 16:14:53,886] [SEDG] [INFO] Epoch:9 || Train Acc@1  98.06 ( 97.09), Train Cla Loss 1.2505e+01 (1.4389e+01)
[2025-08-28 16:14:54,227] [SEDG] [INFO] Epoch:9 || Val  Acc@1: [93.25843048095703, 81.0, 59.340660095214844, 33.33333206176758, 11.904762268066406], Val Loss  [0.400092516052589, 2.232698440551758, 6.473221396351908, 9.947249253590902, 9.126671405065627] || Best Acc@1:75.208
[2025-08-28 16:14:54,227] [SEDG] [INFO] Epoch:9 || Test  Acc@1: [10.204081535339355, 17.77777862548828, 24.210527420043945, 8.0], Test Loss [9.143781545210858, 9.27554660373264, 9.219148133930407, 11.534740130106607]
[2025-08-28 16:14:54,267] [SEDG] [INFO] ==================================== Epoch 10 ====================================
[2025-08-28 16:22:27,739] [SEDG] [INFO] Epoch:10 || Train Acc@1  98.06 ( 97.44), Train Cla Loss 1.0753e+01 (1.2455e+01)
[2025-08-28 16:22:27,880] [SEDG] [INFO] Epoch:10 || Val  Acc@1: [95.505615234375, 83.0, 60.4395637512207, 42.85714340209961, 20.238096237182617], Val Loss  [0.286449210048559, 2.1109951734542847, 6.487960983108688, 9.813023998623802, 8.212394067219325] || Best Acc@1:75.208
[2025-08-28 16:22:27,880] [SEDG] [INFO] Epoch:10 || Test  Acc@1: [8.163265228271484, 14.44444465637207, 21.05263328552246, 5.333333492279053], Test Loss [7.276104148553342, 7.1874350441826715, 7.584114124900417, 9.854538599650065]
[2025-08-28 16:22:27,910] [SEDG] [INFO] ==================================== Epoch 11 ====================================
[2025-08-28 16:29:38,952] [SEDG] [INFO] Epoch:11 || Train Acc@1  95.56 ( 97.73), Train Cla Loss 1.5167e+01 (1.1313e+01)
[2025-08-28 16:29:39,085] [SEDG] [INFO] Epoch:11 || Val  Acc@1: [96.62921142578125, 85.0, 60.4395637512207, 32.14285659790039, 13.09523868560791], Val Loss  [0.09603849577490947, 1.6506339311599731, 5.693555433671553, 9.658266953059606, 9.08437881015596] || Best Acc@1:75.208
[2025-08-28 16:29:39,086] [SEDG] [INFO] Epoch:11 || Test  Acc@1: [14.285714149475098, 20.0, 26.3157901763916, 9.333333969116211], Test Loss [9.440771336458168, 9.66150008307563, 9.409855190076327, 11.420841534932455]
[2025-08-28 16:29:39,120] [SEDG] [INFO] ==================================== Epoch 12 ====================================
[2025-08-28 16:36:39,779] [SEDG] [INFO] Epoch:12 || Train Acc@1  97.78 ( 97.78), Train Cla Loss 1.1743e+01 (1.0975e+01)
[2025-08-28 16:36:40,100] [SEDG] [INFO] Epoch:12 || Val  Acc@1: [96.62921142578125, 85.0, 59.340660095214844, 30.952381134033203, 9.523809432983398], Val Loss  [0.1951404275853982, 1.9738610982894897, 6.33191336118258, 10.464935983930316, 10.443294502439953] || Best Acc@1:75.208
[2025-08-28 16:36:40,101] [SEDG] [INFO] Epoch:12 || Test  Acc@1: [19.387754440307617, 26.666667938232422, 35.78947448730469, 16.0], Test Loss [12.07932676587786, 12.108961317274305, 11.367877960205078, 12.722922643025717]
[2025-08-28 16:36:40,141] [SEDG] [INFO] ==================================== Epoch 13 ====================================
[2025-08-28 16:43:44,749] [SEDG] [INFO] Epoch:13 || Train Acc@1  98.61 ( 97.99), Train Cla Loss 8.0680e+00 (9.9578e+00)
[2025-08-28 16:43:44,987] [SEDG] [INFO] Epoch:13 || Val  Acc@1: [93.25843048095703, 83.0, 58.24176025390625, 29.761905670166016, 11.904762268066406], Val Loss  [0.37459201189909086, 2.361695170402527, 6.955063253968627, 11.252142928895497, 10.894446168627058] || Best Acc@1:75.208
[2025-08-28 16:43:44,987] [SEDG] [INFO] Epoch:13 || Test  Acc@1: [21.428571701049805, 28.88888931274414, 41.052635192871094, 26.666667938232422], Test Loss [12.576611908114685, 12.431973775227865, 11.775122692710475, 13.344112396240234]
[2025-08-28 16:43:45,022] [SEDG] [INFO] ==================================== Epoch 14 ====================================
[2025-08-28 16:50:41,873] [SEDG] [INFO] Epoch:14 || Train Acc@1  97.78 ( 97.98), Train Cla Loss 9.6345e+00 (9.9275e+00)
[2025-08-28 16:50:42,174] [SEDG] [INFO] Epoch:14 || Val  Acc@1: [93.25843048095703, 81.0, 58.24176025390625, 29.761905670166016, 9.523809432983398], Val Loss  [0.4446862706642472, 2.584988236427307, 7.46343759390024, 11.619306496211461, 10.793977510361444] || Best Acc@1:75.208
[2025-08-28 16:50:42,183] [SEDG] [INFO] Epoch:14 || Test  Acc@1: [20.40816307067871, 28.88888931274414, 40.0, 25.33333396911621], Test Loss [12.57743535723005, 12.630175060696072, 11.902491117778577, 13.39857006072998]
[2025-08-28 16:50:42,230] [SEDG] [INFO] ==================================== Epoch 15 ====================================
[2025-08-28 16:57:37,640] [SEDG] [INFO] Epoch:15 || Train Acc@1  98.06 ( 98.37), Train Cla Loss 9.8939e+00 (8.2346e+00)
[2025-08-28 16:57:37,900] [SEDG] [INFO] Epoch:15 || Val  Acc@1: [93.25843048095703, 81.0, 58.24176025390625, 30.952381134033203, 9.523809432983398], Val Loss  [0.43010694525215065, 2.648309588432312, 7.77024695113465, 12.041243280683245, 10.844643570127941] || Best Acc@1:75.208
[2025-08-28 16:57:37,900] [SEDG] [INFO] Epoch:15 || Test  Acc@1: [20.40816307067871, 27.77777862548828, 37.894737243652344, 18.666667938232422], Test Loss [12.377412932259697, 12.519967608981663, 11.834931624563117, 13.368430455525717]
[2025-08-28 16:57:37,953] [SEDG] [INFO] ==================================== Epoch 16 ====================================
[2025-08-28 17:04:41,428] [SEDG] [INFO] Epoch:16 || Train Acc@1  99.44 ( 98.21), Train Cla Loss 6.3677e+00 (8.9693e+00)
[2025-08-28 17:04:41,643] [SEDG] [INFO] Epoch:16 || Val  Acc@1: [93.25843048095703, 80.0, 58.24176025390625, 30.952381134033203, 10.714285850524902], Val Loss  [0.5034348730290874, 2.8304219245910645, 8.16261412023188, 12.420728115808396, 10.970621994563512] || Best Acc@1:75.208
[2025-08-28 17:04:41,643] [SEDG] [INFO] Epoch:16 || Test  Acc@1: [18.367345809936523, 25.55555534362793, 34.73684310913086, 14.666666984558105], Test Loss [12.245139472338618, 12.661812358432346, 11.949111034995632, 13.52678648630778]
[2025-08-28 17:04:41,664] [SEDG] [INFO] ==================================== Epoch 17 ====================================
[2025-08-28 17:11:54,057] [SEDG] [INFO] Epoch:17 || Train Acc@1  97.78 ( 98.53), Train Cla Loss 1.1440e+01 (7.3588e+00)
[2025-08-28 17:11:54,214] [SEDG] [INFO] Epoch:17 || Val  Acc@1: [91.01123809814453, 76.0, 59.340660095214844, 41.66666793823242, 17.85714340209961], Val Loss  [0.7328975187258774, 3.320531725883484, 8.843477479704134, 12.41520577385312, 9.892756598336357] || Best Acc@1:75.208
[2025-08-28 17:11:54,214] [SEDG] [INFO] Epoch:17 || Test  Acc@1: [6.122448921203613, 17.77777862548828, 24.210527420043945, 8.0], Test Loss [9.455015785840093, 9.756891144646538, 9.804879790858218, 11.748826344807943]
[2025-08-28 17:11:54,241] [SEDG] [INFO] ==================================== Epoch 18 ====================================
[2025-08-28 17:18:47,844] [SEDG] [INFO] Epoch:18 || Train Acc@1  98.33 ( 98.34), Train Cla Loss 5.0631e+00 (8.4337e+00)
[2025-08-28 17:18:48,000] [SEDG] [INFO] Epoch:18 || Val  Acc@1: [93.25843048095703, 81.0, 58.24176025390625, 30.952381134033203, 9.523809432983398], Val Loss  [0.4490814008069842, 2.816750645637512, 8.289842291192693, 12.844589369637626, 11.227775596437] || Best Acc@1:75.208
[2025-08-28 17:18:48,001] [SEDG] [INFO] Epoch:18 || Test  Acc@1: [19.387754440307617, 27.77777862548828, 36.842105865478516, 18.666667938232422], Test Loss [12.610631436717753, 13.022326257493761, 12.716032730905633, 14.360922813415527]
[2025-08-28 17:18:48,028] [SEDG] [INFO] ==================================== Epoch 19 ====================================
[2025-08-28 17:25:32,111] [SEDG] [INFO] Epoch:19 || Train Acc@1  99.44 ( 98.68), Train Cla Loss 2.9249e+00 (6.6349e+00)
[2025-08-28 17:25:32,258] [SEDG] [INFO] Epoch:19 || Val  Acc@1: [94.38202667236328, 82.0, 58.24176025390625, 29.761905670166016, 10.714285850524902], Val Loss  [0.38920294033007674, 2.64187490940094, 8.018674808544118, 12.757084687550863, 11.84837547938029] || Best Acc@1:75.208
[2025-08-28 17:25:32,258] [SEDG] [INFO] Epoch:19 || Test  Acc@1: [20.40816307067871, 27.77777862548828, 36.842105865478516, 18.666667938232422], Test Loss [14.111513507609464, 14.75015279981825, 14.063942959434108, 15.033537864685059]
[2025-08-28 17:25:32,300] [SEDG] [INFO] ==================================== Epoch 20 ====================================
[2025-08-28 17:32:28,842] [SEDG] [INFO] Epoch:20 || Train Acc@1  97.22 ( 98.77), Train Cla Loss 1.5937e+01 (6.2161e+00)
[2025-08-28 17:32:29,063] [SEDG] [INFO] Epoch:20 || Val  Acc@1: [95.505615234375, 83.0, 56.0439567565918, 26.19047737121582, 13.09523868560791], Val Loss  [0.3306244821026084, 2.5343828201293945, 8.00587307227837, 13.59776276633853, 13.381607123783656] || Best Acc@1:75.208
[2025-08-28 17:32:29,063] [SEDG] [INFO] Epoch:20 || Test  Acc@1: [24.489795684814453, 32.22222137451172, 46.315792083740234, 28.0], Test Loss [16.614087610828634, 17.125433180067276, 16.5725423913253, 17.162230173746746]
[2025-08-28 17:32:29,102] [SEDG] [INFO] ==================================== Epoch 21 ====================================
[2025-08-28 17:39:17,965] [SEDG] [INFO] Epoch:21 || Train Acc@1  98.33 ( 98.70), Train Cla Loss 8.5431e+00 (6.5078e+00)
[2025-08-28 17:39:18,128] [SEDG] [INFO] Epoch:21 || Val  Acc@1: [96.62921142578125, 85.0, 59.340660095214844, 29.761905670166016, 10.714285850524902], Val Loss  [0.20929128298106905, 2.1407628655433655, 7.21775620848268, 12.52675401596796, 11.885728540874663] || Best Acc@1:75.208
[2025-08-28 17:39:18,129] [SEDG] [INFO] Epoch:21 || Test  Acc@1: [21.428571701049805, 28.88888931274414, 40.0, 25.33333396911621], Test Loss [14.242739482801788, 14.605761951870388, 14.005879954287881, 14.837209065755209]
[2025-08-28 17:39:18,165] [SEDG] [INFO] ==================================== Epoch 22 ====================================
[2025-08-28 17:46:09,299] [SEDG] [INFO] Epoch:22 || Train Acc@1  99.17 ( 98.86), Train Cla Loss 3.7143e+00 (5.8010e+00)
[2025-08-28 17:46:09,433] [SEDG] [INFO] Epoch:22 || Val  Acc@1: [96.62921142578125, 84.0, 57.142860412597656, 26.19047737121582, 13.09523868560791], Val Loss  [0.24055781140086357, 2.151334285736084, 7.039158831585895, 12.356642859322685, 12.354166144416446] || Best Acc@1:75.208
[2025-08-28 17:46:09,433] [SEDG] [INFO] Epoch:22 || Test  Acc@1: [24.489795684814453, 33.333335876464844, 49.47368621826172, 33.333335876464844], Test Loss [15.445673436534648, 15.878566106160482, 15.587505290382786, 16.370211283365887]
[2025-08-28 17:46:09,449] [SEDG] [INFO] ==================================== Epoch 23 ====================================
[2025-08-28 17:52:57,602] [SEDG] [INFO] Epoch:23 || Train Acc@1  98.61 ( 98.91), Train Cla Loss 5.1485e+00 (5.7970e+00)
[2025-08-28 17:52:57,765] [SEDG] [INFO] Epoch:23 || Val  Acc@1: [95.505615234375, 83.0, 59.340660095214844, 30.952381134033203, 9.523809432983398], Val Loss  [0.26722129644679554, 2.2711401283740997, 7.264821618467897, 11.89665614990961, 11.038764726547967] || Best Acc@1:75.208
[2025-08-28 17:52:57,765] [SEDG] [INFO] Epoch:23 || Test  Acc@1: [20.40816307067871, 27.77777862548828, 37.894737243652344, 21.33333396911621], Test Loss [13.105215559200365, 13.718045976426867, 13.140091594896818, 13.849527359008789]
[2025-08-28 17:52:57,801] [SEDG] [INFO] ==================================== Epoch 24 ====================================
[2025-08-28 17:59:59,370] [SEDG] [INFO] Epoch:24 || Train Acc@1  98.61 ( 98.81), Train Cla Loss 6.4964e+00 (6.0412e+00)
[2025-08-28 17:59:59,629] [SEDG] [INFO] Epoch:24 || Val  Acc@1: [93.25843048095703, 81.0, 56.0439567565918, 26.19047737121582, 11.904762268066406], Val Loss  [0.5332734140284946, 3.033193588256836, 8.847496472872221, 13.956453550429572, 13.321222214471726] || Best Acc@1:75.208
[2025-08-28 17:59:59,637] [SEDG] [INFO] Epoch:24 || Test  Acc@1: [24.489795684814453, 33.333335876464844, 47.36842346191406, 32.0], Test Loss [16.79374138189822, 17.49515808953179, 16.833266408819902, 17.255248069763184]
[2025-08-28 17:59:59,659] [SEDG] [INFO] ==================================== Epoch 25 ====================================
[2025-08-28 18:06:45,442] [SEDG] [INFO] Epoch:25 || Train Acc@1  99.44 ( 98.83), Train Cla Loss 4.3790e+00 (5.9945e+00)
[2025-08-28 18:06:45,587] [SEDG] [INFO] Epoch:25 || Val  Acc@1: [95.505615234375, 83.0, 56.0439567565918, 27.380952835083008, 10.714285850524902], Val Loss  [0.31854128502727896, 2.5527349710464478, 8.115964491288741, 13.617145515623546, 13.121151220230828] || Best Acc@1:75.208
[2025-08-28 18:06:45,588] [SEDG] [INFO] Epoch:25 || Test  Acc@1: [22.448978424072266, 31.111112594604492, 41.052635192871094, 26.666667938232422], Test Loss [16.03357610897142, 16.70590951707628, 15.834733611658999, 16.18429120381673]
[2025-08-28 18:06:45,622] [SEDG] [INFO] ==================================== Epoch 26 ====================================
[2025-08-28 18:13:54,986] [SEDG] [INFO] Epoch:26 || Train Acc@1  98.06 ( 98.70), Train Cla Loss 1.1694e+01 (6.5615e+00)
[2025-08-28 18:13:55,138] [SEDG] [INFO] Epoch:26 || Val  Acc@1: [93.25843048095703, 81.0, 58.24176025390625, 30.952381134033203, 8.333333015441895], Val Loss  [0.48553724268848975, 2.8544033765792847, 8.242387289529319, 12.524262428283691, 10.969052723475865] || Best Acc@1:75.208
[2025-08-28 18:13:55,139] [SEDG] [INFO] Epoch:26 || Test  Acc@1: [17.346939086914062, 24.44444465637207, 31.578948974609375, 13.333333969116211], Test Loss [12.26709725905438, 12.769672605726454, 12.223993652745298, 13.009965578715006]
[2025-08-28 18:13:55,159] [SEDG] [INFO] ==================================== Epoch 27 ====================================
[2025-08-28 18:20:56,345] [SEDG] [INFO] Epoch:27 || Train Acc@1  98.89 ( 98.84), Train Cla Loss 3.2837e+00 (5.7107e+00)
[2025-08-28 18:20:56,646] [SEDG] [INFO] Epoch:27 || Val  Acc@1: [95.505615234375, 83.0, 59.340660095214844, 30.952381134033203, 11.904762268066406], Val Loss  [0.3747157273667582, 2.721418857574463, 8.188145836631021, 12.616308530171713, 11.013240314665294] || Best Acc@1:75.208
[2025-08-28 18:20:56,646] [SEDG] [INFO] Epoch:27 || Test  Acc@1: [13.265305519104004, 20.0, 25.263158798217773, 8.0], Test Loss [11.743796971379494, 12.176146295335558, 11.664994591160825, 12.558083534240723]
[2025-08-28 18:20:56,666] [SEDG] [INFO] ==================================== Epoch 28 ====================================
[2025-08-28 18:27:45,332] [SEDG] [INFO] Epoch:28 || Train Acc@1  99.17 ( 99.04), Train Cla Loss 3.3821e+00 (5.1747e+00)
[2025-08-28 18:27:45,468] [SEDG] [INFO] Epoch:28 || Val  Acc@1: [93.25843048095703, 82.0, 58.24176025390625, 29.761905670166016, 9.523809432983398], Val Loss  [0.5009739763951033, 3.0357720851898193, 8.953606532170223, 14.12550585610526, 13.096746580941337] || Best Acc@1:75.208
[2025-08-28 18:27:45,468] [SEDG] [INFO] Epoch:28 || Test  Acc@1: [20.40816307067871, 27.77777862548828, 36.842105865478516, 14.666666984558105], Test Loss [15.120841941054987, 15.638657887776693, 14.939432746485659, 15.927813847859701]
[2025-08-28 18:27:45,505] [SEDG] [INFO] ==================================== Epoch 29 ====================================
[2025-08-28 18:34:48,792] [SEDG] [INFO] Epoch:29 || Train Acc@1  98.89 ( 99.07), Train Cla Loss 5.8159e+00 (4.9967e+00)
[2025-08-28 18:34:49,011] [SEDG] [INFO] Epoch:29 || Val  Acc@1: [93.25843048095703, 82.0, 58.24176025390625, 30.952381134033203, 9.523809432983398], Val Loss  [0.49593932039282296, 2.940351963043213, 8.617669283688723, 13.454820156097412, 11.685870057060605] || Best Acc@1:75.208
[2025-08-28 18:34:49,011] [SEDG] [INFO] Epoch:29 || Test  Acc@1: [17.346939086914062, 25.55555534362793, 32.6315803527832, 13.333333969116211], Test Loss [12.436844533803512, 12.440625508626303, 11.835563258120889, 13.247452735900879]
[2025-08-28 18:34:49,077] [SEDG] [INFO] ==================================== Epoch 30 ====================================
[2025-08-28 18:41:32,315] [SEDG] [INFO] Epoch:30 || Train Acc@1  99.72 ( 99.13), Train Cla Loss 1.7215e+00 (4.6877e+00)
[2025-08-28 18:41:32,449] [SEDG] [INFO] Epoch:30 || Val  Acc@1: [93.25843048095703, 81.0, 56.0439567565918, 26.19047737121582, 13.09523868560791], Val Loss  [0.5417828707212813, 3.0168051719665527, 8.986168714670034, 15.006012825738816, 14.54627209617978] || Best Acc@1:75.208
[2025-08-28 18:41:32,450] [SEDG] [INFO] Epoch:30 || Test  Acc@1: [24.489795684814453, 31.111112594604492, 43.15789794921875, 26.666667938232422], Test Loss [17.687611482581314, 18.34647560119629, 17.39389339246248, 18.28474998474121]
[2025-08-28 18:41:32,473] [SEDG] [INFO] ==================================== Epoch 31 ====================================
[2025-08-28 18:48:34,489] [SEDG] [INFO] Epoch:31 || Train Acc@1  97.78 ( 99.04), Train Cla Loss 1.0240e+01 (5.0557e+00)
[2025-08-28 18:48:34,624] [SEDG] [INFO] Epoch:31 || Val  Acc@1: [93.25843048095703, 80.0, 56.0439567565918, 26.19047737121582, 10.714285850524902], Val Loss  [0.6676673487331091, 3.3934028148651123, 9.532560233231429, 14.850071066901798, 14.123134749276298] || Best Acc@1:75.208
[2025-08-28 18:48:34,625] [SEDG] [INFO] Epoch:31 || Test  Acc@1: [22.448978424072266, 30.0, 38.94736862182617, 21.33333396911621], Test Loss [17.381668596851583, 18.395166397094727, 17.367525953995553, 17.64191436767578]
[2025-08-28 18:48:34,658] [SEDG] [INFO] ==================================== Epoch 32 ====================================
[2025-08-28 18:55:15,242] [SEDG] [INFO] Epoch:32 || Train Acc@1  99.44 ( 99.08), Train Cla Loss 3.9179e+00 (4.7732e+00)
[2025-08-28 18:55:15,368] [SEDG] [INFO] Epoch:32 || Val  Acc@1: [93.25843048095703, 79.0, 56.0439567565918, 26.19047737121582, 10.714285850524902], Val Loss  [0.6788279789217403, 3.3814949989318848, 9.424485583881756, 14.829935868581137, 13.965572425297328] || Best Acc@1:75.208
[2025-08-28 18:55:15,368] [SEDG] [INFO] Epoch:32 || Test  Acc@1: [21.428571701049805, 28.88888931274414, 38.94736862182617, 18.666667938232422], Test Loss [17.07392170964455, 17.94966146681044, 17.062908172607422, 17.396942774454754]
[2025-08-28 18:55:15,390] [SEDG] [INFO] ==================================== Epoch 33 ====================================
[2025-08-28 19:01:47,590] [SEDG] [INFO] Epoch:33 || Train Acc@1  98.06 ( 99.30), Train Cla Loss 5.1515e+00 (3.5399e+00)
[2025-08-28 19:01:47,877] [SEDG] [INFO] Epoch:33 || Val  Acc@1: [93.25843048095703, 81.0, 54.9450569152832, 25.0, 10.714285850524902], Val Loss  [0.5335854409116038, 3.12103807926178, 9.289787722157907, 15.70220947265625, 16.268866357349214] || Best Acc@1:75.208
[2025-08-28 19:01:47,881] [SEDG] [INFO] Epoch:33 || Test  Acc@1: [24.489795684814453, 34.4444465637207, 47.36842346191406, 28.0], Test Loss [20.785650876103617, 21.61738607618544, 20.29821074636359, 20.48796017964681]
[2025-08-28 19:01:47,922] [SEDG] [INFO] ==================================== Epoch 34 ====================================
[2025-08-28 19:08:47,452] [SEDG] [INFO] Epoch:34 || Train Acc@1  99.44 ( 99.11), Train Cla Loss 3.0597e+00 (4.5663e+00)
[2025-08-28 19:08:47,601] [SEDG] [INFO] Epoch:34 || Val  Acc@1: [94.38202667236328, 83.0, 56.0439567565918, 26.19047737121582, 13.09523868560791], Val Loss  [0.46914555919304324, 3.0671685934066772, 9.352240059401963, 15.709521225520543, 15.411391803196498] || Best Acc@1:75.208
[2025-08-28 19:08:47,601] [SEDG] [INFO] Epoch:34 || Test  Acc@1: [24.489795684814453, 32.22222137451172, 43.15789794921875, 26.666667938232422], Test Loss [19.203331149354273, 20.21884028116862, 19.031306919298675, 19.651996612548828]
[2025-08-28 19:08:47,630] [SEDG] [INFO] ==================================== Epoch 35 ====================================
[2025-08-28 19:15:29,349] [SEDG] [INFO] Epoch:35 || Train Acc@1  99.72 ( 99.22), Train Cla Loss 1.4794e+00 (4.2204e+00)
[2025-08-28 19:15:29,477] [SEDG] [INFO] Epoch:35 || Val  Acc@1: [93.25843048095703, 81.0, 58.24176025390625, 30.952381134033203, 11.904762268066406], Val Loss  [0.6455021433615953, 3.295090436935425, 9.43258460537418, 14.570986043839227, 13.437162104107085] || Best Acc@1:75.208
[2025-08-28 19:15:29,477] [SEDG] [INFO] Epoch:35 || Test  Acc@1: [11.224489212036133, 18.88888931274414, 24.210527420043945, 8.0], Test Loss [15.045754919246752, 15.932588789198133, 14.86910252822073, 16.004586537679035]
[2025-08-28 19:15:29,502] [SEDG] [INFO] ==================================== Epoch 36 ====================================
[2025-08-28 19:22:15,369] [SEDG] [INFO] Epoch:36 || Train Acc@1  98.06 ( 99.07), Train Cla Loss 1.3170e+01 (4.9819e+00)
[2025-08-28 19:22:15,512] [SEDG] [INFO] Epoch:36 || Val  Acc@1: [91.01123809814453, 75.0, 56.0439567565918, 30.952381134033203, 11.904762268066406], Val Loss  [0.9632583213656136, 3.890791893005371, 9.750775001861237, 13.895293144952683, 11.571153663453602] || Best Acc@1:75.208
[2025-08-28 19:22:15,513] [SEDG] [INFO] Epoch:36 || Test  Acc@1: [10.204081535339355, 17.77777862548828, 24.210527420043945, 9.333333969116211], Test Loss [12.125701262026418, 12.481303532918295, 11.607452191804585, 12.90436585744222]
[2025-08-28 19:22:15,541] [SEDG] [INFO] ==================================== Epoch 37 ====================================
[2025-08-28 19:29:39,506] [SEDG] [INFO] Epoch:37 || Train Acc@1  98.89 ( 99.20), Train Cla Loss 6.2619e+00 (4.2945e+00)
[2025-08-28 19:29:39,765] [SEDG] [INFO] Epoch:37 || Val  Acc@1: [91.01123809814453, 76.0, 56.0439567565918, 32.14285659790039, 11.904762268066406], Val Loss  [0.8556385113951865, 3.9426344633102417, 10.356657971392622, 15.720454102470761, 14.72113645644415] || Best Acc@1:75.208
[2025-08-28 19:29:39,765] [SEDG] [INFO] Epoch:37 || Test  Acc@1: [10.204081535339355, 17.77777862548828, 24.210527420043945, 9.333333969116211], Test Loss [15.910390698179906, 16.646810955471462, 15.201847377576327, 16.55196984608968]
[2025-08-28 19:29:39,821] [SEDG] [INFO] ==================================== Epoch 38 ====================================
[2025-08-28 19:36:57,537] [SEDG] [INFO] Epoch:38 || Train Acc@1  99.44 ( 99.02), Train Cla Loss 3.2371e+00 (4.9616e+00)
[2025-08-28 19:36:57,890] [SEDG] [INFO] Epoch:38 || Val  Acc@1: [93.25843048095703, 81.0, 57.142860412597656, 29.761905670166016, 10.714285850524902], Val Loss  [0.6200466028759989, 3.1437599658966064, 9.051840121929462, 14.639433134169806, 13.902097202482677] || Best Acc@1:75.208
[2025-08-28 19:36:57,892] [SEDG] [INFO] Epoch:38 || Test  Acc@1: [19.387754440307617, 27.77777862548828, 32.6315803527832, 13.333333969116211], Test Loss [16.348302374080735, 17.193506240844727, 15.866086307324862, 16.75336519877116]
[2025-08-28 19:36:57,947] [SEDG] [INFO] ==================================== Epoch 39 ====================================
[2025-08-28 19:44:19,957] [SEDG] [INFO] Epoch:39 || Train Acc@1  98.89 ( 99.26), Train Cla Loss 3.6918e+00 (4.0278e+00)
[2025-08-28 19:44:20,078] [SEDG] [INFO] Epoch:39 || Val  Acc@1: [93.25843048095703, 79.0, 56.0439567565918, 27.380952835083008, 11.904762268066406], Val Loss  [0.5846479310748283, 3.146108031272888, 9.010736402574477, 14.697868074689593, 14.379292874109177] || Best Acc@1:75.208
[2025-08-28 19:44:20,078] [SEDG] [INFO] Epoch:39 || Test  Acc@1: [21.428571701049805, 27.77777862548828, 35.78947448730469, 14.666666984558105], Test Loss [17.44769999445701, 18.421687020195854, 16.945843847174395, 17.80367596944173]
[2025-08-28 19:44:20,101] [SEDG] [INFO] ==================================== Epoch 40 ====================================
[2025-08-28 19:51:12,946] [SEDG] [INFO] Epoch:40 || Train Acc@1 100.00 ( 99.35), Train Cla Loss 1.0580e+00 (3.4709e+00)
[2025-08-28 19:51:13,083] [SEDG] [INFO] Epoch:40 || Val  Acc@1: [92.13483428955078, 79.0, 54.9450569152832, 26.19047737121582, 11.904762268066406], Val Loss  [0.6571572429678413, 3.298303961753845, 9.295196323604374, 15.053072656903948, 14.52147236324492] || Best Acc@1:75.208
[2025-08-28 19:51:13,083] [SEDG] [INFO] Epoch:40 || Test  Acc@1: [24.489795684814453, 30.0, 38.94736862182617, 21.33333396911621], Test Loss [17.929116463174626, 18.80139308505588, 17.543045646265934, 18.590150197347004]
[2025-08-28 19:51:13,108] [SEDG] [INFO] ==================================== Epoch 41 ====================================
[2025-08-28 19:58:13,769] [SEDG] [INFO] Epoch:41 || Train Acc@1  99.17 ( 99.31), Train Cla Loss 2.9847e+00 (3.8003e+00)
[2025-08-28 19:58:14,110] [SEDG] [INFO] Epoch:41 || Val  Acc@1: [94.38202667236328, 83.0, 58.24176025390625, 29.761905670166016, 9.523809432983398], Val Loss  [0.4084179488460669, 2.721703052520752, 8.257475218930088, 13.6532012848627, 12.874155407860165] || Best Acc@1:75.208
[2025-08-28 19:58:14,110] [SEDG] [INFO] Epoch:41 || Test  Acc@1: [19.387754440307617, 22.22222328186035, 28.421052932739258, 9.333333969116211], Test Loss [14.964358135145538, 15.713538275824654, 14.567534095362612, 15.839282353719076]
[2025-08-28 19:58:14,156] [SEDG] [INFO] ==================================== Epoch 42 ====================================
[2025-08-28 20:05:13,979] [SEDG] [INFO] Epoch:42 || Train Acc@1  99.72 ( 99.37), Train Cla Loss 1.0107e+00 (3.3548e+00)
[2025-08-28 20:05:14,110] [SEDG] [INFO] Epoch:42 || Val  Acc@1: [94.38202667236328, 83.0, 56.0439567565918, 27.380952835083008, 9.523809432983398], Val Loss  [0.45839607480307126, 2.9226107597351074, 8.785291304955116, 14.622199535369873, 14.15426002229963] || Best Acc@1:75.208
[2025-08-28 20:05:14,110] [SEDG] [INFO] Epoch:42 || Test  Acc@1: [19.387754440307617, 25.55555534362793, 29.47368621826172, 9.333333969116211], Test Loss [16.867935375291474, 17.635230170355904, 16.37316312287983, 17.765140533447266]
[2025-08-28 20:05:14,136] [SEDG] [INFO] ==================================== Epoch 43 ====================================
[2025-08-28 20:12:37,153] [SEDG] [INFO] Epoch:43 || Train Acc@1  99.44 ( 99.28), Train Cla Loss 4.1915e+00 (3.7006e+00)
[2025-08-28 20:12:37,495] [SEDG] [INFO] Epoch:43 || Val  Acc@1: [92.13483428955078, 79.0, 58.24176025390625, 30.952381134033203, 11.904762268066406], Val Loss  [0.7757546332445038, 3.66668564081192, 9.960993913503794, 15.414040792556037, 14.621139503660656] || Best Acc@1:75.208
[2025-08-28 20:12:37,495] [SEDG] [INFO] Epoch:43 || Test  Acc@1: [14.285714149475098, 18.88888931274414, 24.210527420043945, 9.333333969116211], Test Loss [16.827531308543925, 18.058794657389324, 16.64875432064659, 17.52948506673177]
[2025-08-28 20:12:37,521] [SEDG] [INFO] ==================================== Epoch 44 ====================================
[2025-08-28 20:19:30,356] [SEDG] [INFO] Epoch:44 || Train Acc@1  99.44 ( 99.33), Train Cla Loss 3.2299e+00 (3.6354e+00)
[2025-08-28 20:19:30,584] [SEDG] [INFO] Epoch:44 || Val  Acc@1: [93.25843048095703, 81.0, 58.24176025390625, 30.952381134033203, 11.904762268066406], Val Loss  [0.6905794244134025, 3.6093927025794983, 10.307050463917491, 15.99259494599842, 15.023475124722435] || Best Acc@1:75.208
[2025-08-28 20:19:30,584] [SEDG] [INFO] Epoch:44 || Test  Acc@1: [12.244897842407227, 17.77777862548828, 24.210527420043945, 6.6666669845581055], Test Loss [17.094015004683513, 18.238730324639214, 16.828935522782174, 17.7879581451416]
[2025-08-28 20:19:30,608] [SEDG] [INFO] ==================================== Epoch 45 ====================================
[2025-08-28 20:26:39,353] [SEDG] [INFO] Epoch:45 || Train Acc@1  99.17 ( 99.25), Train Cla Loss 2.9590e+00 (3.7604e+00)
[2025-08-28 20:26:39,536] [SEDG] [INFO] Epoch:45 || Val  Acc@1: [94.38202667236328, 83.0, 57.142860412597656, 27.380952835083008, 10.714285850524902], Val Loss  [0.35716053039840095, 2.470583438873291, 7.871074236356295, 14.118599301292782, 14.23984736487979] || Best Acc@1:75.208
[2025-08-28 20:26:39,536] [SEDG] [INFO] Epoch:45 || Test  Acc@1: [19.387754440307617, 25.55555534362793, 29.47368621826172, 9.333333969116211], Test Loss [17.324182160046636, 18.33351008097331, 16.88358377155505, 17.6334966023763]
[2025-08-28 20:26:39,600] [SEDG] [INFO] ==================================== Epoch 46 ====================================
[2025-08-28 20:33:33,165] [SEDG] [INFO] Epoch:46 || Train Acc@1  99.44 ( 99.29), Train Cla Loss 2.0777e+00 (3.8755e+00)
[2025-08-28 20:33:33,438] [SEDG] [INFO] Epoch:46 || Val  Acc@1: [95.505615234375, 83.0, 59.340660095214844, 30.952381134033203, 11.904762268066406], Val Loss  [0.36803875009665327, 2.8397547602653503, 8.595323300623631, 13.895803292592367, 12.551677635737828] || Best Acc@1:75.208
[2025-08-28 20:33:33,439] [SEDG] [INFO] Epoch:46 || Test  Acc@1: [9.183672904968262, 16.666667938232422, 23.157896041870117, 5.333333492279053], Test Loss [13.338200082584303, 13.815533214145237, 12.953894113239489, 14.996631940205893]
[2025-08-28 20:33:33,511] [SEDG] [INFO] ==================================== Epoch 47 ====================================
[2025-08-28 20:40:19,883] [SEDG] [INFO] Epoch:47 || Train Acc@1  98.89 ( 99.38), Train Cla Loss 4.5849e+00 (3.2739e+00)
[2025-08-28 20:40:20,133] [SEDG] [INFO] Epoch:47 || Val  Acc@1: [94.38202667236328, 81.0, 57.142860412597656, 29.761905670166016, 8.333333015441895], Val Loss  [0.49079827914077245, 3.0929393768310547, 9.029083639710814, 14.279792331513905, 13.193225111280169] || Best Acc@1:75.208
[2025-08-28 20:40:20,141] [SEDG] [INFO] Epoch:47 || Test  Acc@1: [14.285714149475098, 20.0, 24.210527420043945, 8.0], Test Loss [15.301772390093122, 16.254243002997505, 14.911324350457443, 16.027974446614582]
[2025-08-28 20:40:20,173] [SEDG] [INFO] ==================================== Epoch 48 ====================================
[2025-08-28 20:46:43,141] [SEDG] [INFO] Epoch:48 || Train Acc@1 100.00 ( 99.34), Train Cla Loss 5.2512e-01 (3.4295e+00)
[2025-08-28 20:46:43,447] [SEDG] [INFO] Epoch:48 || Val  Acc@1: [96.62921142578125, 83.0, 57.142860412597656, 27.380952835083008, 9.523809432983398], Val Loss  [0.37646874718451767, 2.7838363647460938, 8.485688303853129, 14.157937072572254, 13.62775809424264] || Best Acc@1:75.208
[2025-08-28 20:46:43,447] [SEDG] [INFO] Epoch:48 || Test  Acc@1: [19.387754440307617, 20.0, 28.421052932739258, 8.0], Test Loss [16.642542897438517, 17.74812889099121, 16.140316712228877, 16.84419886271159]
[2025-08-28 20:46:43,479] [SEDG] [INFO] ==================================== Epoch 49 ====================================
[2025-08-28 20:52:50,792] [SEDG] [INFO] Epoch:49 || Train Acc@1  99.17 ( 99.44), Train Cla Loss 3.8311e+00 (3.0396e+00)
[2025-08-28 20:52:50,926] [SEDG] [INFO] Epoch:49 || Val  Acc@1: [94.38202667236328, 83.0, 57.142860412597656, 28.571428298950195, 8.333333015441895], Val Loss  [0.4746831066153023, 2.8838852643966675, 8.493298991695864, 14.093265147436233, 13.372325760977608] || Best Acc@1:75.208
[2025-08-28 20:52:50,927] [SEDG] [INFO] Epoch:49 || Test  Acc@1: [16.32653045654297, 20.0, 25.263158798217773, 8.0], Test Loss [15.823243141174316, 16.897808074951172, 15.60068040145071, 16.614187876383465]
[2025-08-28 20:52:50,958] [SEDG] [INFO] ==================================== Final Test ====================================
[2025-08-28 20:52:51,223] [SEDG] [INFO] Val  Acc@1: [92.13483428955078, 97.0, 85.71428680419922, 51.19047546386719, 50.0], Val Loss  [0.16584911423452783, 0.09431631863117218, 0.3807779065855257, 1.6457134854225886, 2.0997797506196156]
[2025-08-28 20:52:51,223] [SEDG] [INFO] Test  Acc@1: [55.1020393371582, 54.4444465637207, 49.47368621826172, 50.66666793823242], Test Loss [2.0876572910620244, 2.2753616174062095, 2.72905485253585, 2.525129556655884]
[2025-08-28 20:52:51,223] [SEDG] [INFO] -----------------------------------  Report  --------------------------------------
[2025-08-28 20:52:51,232] [SEDG] [INFO] Val  Mean&Var: [(92.4359, 1.7224388), (97.0, 0.7071037), (85.902435, 1.3452282), (49.588234, 5.948018), (50.47059, 1.7469692)]
[2025-08-28 20:52:51,232] [SEDG] [INFO] Test  Mean&Var: [(55.166664, 2.23917), (54.25, 1.2374363), (49.333336, 1.8856182), (50.0, 1.4142132)]
