[2025-09-24 15:38:06,142] [SEDG] [INFO] 
[2025-09-24 15:38:06,143] [SEDG] [INFO] ==================================== Epoch 0 ====================================
[2025-09-24 15:38:29,211] [SEDG] [INFO] Epoch:0 || Train Acc@1  92.50 ( 85.86), Train Cla Loss 2.4066e+01 (3.9482e+01)
[2025-09-24 15:38:29,679] [SEDG] [INFO] Epoch:0 || Val  Acc@1: [93.25843048095703, 79.0, 58.24176025390625, 47.619049072265625, 50.0], Val Loss  [0.38113123747739897, 0.5211507678031921, 0.7890927287248465, 0.9560890325478145, 0.9726715811661312] || Best Acc@1:65.624
[2025-09-24 15:38:29,679] [SEDG] [INFO] Epoch:0 || Test  Acc@1: [55.1020393371582, 54.4444465637207, 49.47368621826172, 50.66666793823242], Test Loss [0.9496672761683561, 0.9100214905209012, 0.8677336385375575, 0.9571014642715454]
[2025-09-24 15:38:29,704] [SEDG] [INFO] ==================================== Epoch 1 ====================================
[2025-09-24 15:38:50,249] [SEDG] [INFO] Epoch:1 || Train Acc@1  96.39 ( 95.03), Train Cla Loss 1.1294e+01 (1.6595e+01)
[2025-09-24 15:38:50,521] [SEDG] [INFO] Epoch:1 || Val  Acc@1: [87.64044952392578, 65.0, 57.142860412597656, 47.619049072265625, 50.0], Val Loss  [0.3984869062230828, 0.6794154345989227, 1.0767947828376687, 1.3478720755804152, 1.1105692159561884] || Best Acc@1:65.624
[2025-09-24 15:38:50,521] [SEDG] [INFO] Epoch:1 || Test  Acc@1: [55.1020393371582, 54.4444465637207, 49.47368621826172, 50.66666793823242], Test Loss [0.9438707731208023, 0.9042821791436937, 0.9458631214342619, 0.9982486963272095]
[2025-09-24 15:38:50,557] [SEDG] [INFO] ==================================== Epoch 2 ====================================
[2025-09-24 15:39:12,522] [SEDG] [INFO] Epoch:2 || Train Acc@1  97.22 ( 96.82), Train Cla Loss 9.3519e+00 (1.0436e+01)
[2025-09-24 15:39:13,015] [SEDG] [INFO] Epoch:2 || Val  Acc@1: [88.76404571533203, 62.0, 57.142860412597656, 47.619049072265625, 50.0], Val Loss  [0.31632646918296814, 0.8255423009395599, 1.2862124547853575, 1.4192069229625521, 1.3892791980788821] || Best Acc@1:65.624
[2025-09-24 15:39:13,024] [SEDG] [INFO] Epoch:2 || Test  Acc@1: [55.1020393371582, 54.4444465637207, 49.47368621826172, 50.66666793823242], Test Loss [1.2175270124357573, 1.2561161253187392, 1.3966600079285472, 1.3894352118174236]
[2025-09-24 15:39:13,095] [SEDG] [INFO] ==================================== Epoch 3 ====================================
[2025-09-24 15:39:33,165] [SEDG] [INFO] Epoch:3 || Train Acc@1  98.33 ( 97.79), Train Cla Loss 6.2432e+00 (7.5955e+00)
[2025-09-24 15:39:33,365] [SEDG] [INFO] Epoch:3 || Val  Acc@1: [80.89888000488281, 57.0, 57.142860412597656, 47.619049072265625, 50.0], Val Loss  [0.4596170642402735, 1.0237132906913757, 1.3694168800836082, 1.3797615993590582, 1.495716202826727] || Best Acc@1:65.624
[2025-09-24 15:39:33,365] [SEDG] [INFO] Epoch:3 || Test  Acc@1: [55.1020393371582, 54.4444465637207, 49.47368621826172, 50.66666793823242], Test Loss [1.4024318918889882, 1.4867429335912068, 1.6541791401411359, 1.601632038752238]
[2025-09-24 15:39:33,399] [SEDG] [INFO] ==================================== Epoch 4 ====================================
[2025-09-24 15:39:54,990] [SEDG] [INFO] Epoch:4 || Train Acc@1  98.33 ( 98.33), Train Cla Loss 4.9041e+00 (5.8367e+00)
[2025-09-24 15:39:55,556] [SEDG] [INFO] Epoch:4 || Val  Acc@1: [91.01123809814453, 65.0, 57.142860412597656, 47.619049072265625, 50.0], Val Loss  [0.27045250307308155, 0.893500804901123, 1.4883180542306587, 1.4981598286401658, 1.6179914673169453] || Best Acc@1:65.624
[2025-09-24 15:39:55,557] [SEDG] [INFO] Epoch:4 || Test  Acc@1: [55.1020393371582, 54.4444465637207, 49.47368621826172, 50.66666793823242], Test Loss [1.5303706149665677, 1.6132537258995905, 1.8161474529065584, 1.767058293024699]
[2025-09-24 15:39:55,607] [SEDG] [INFO] ==================================== Epoch 5 ====================================
[2025-09-24 15:40:16,216] [SEDG] [INFO] Epoch:5 || Train Acc@1  99.17 ( 98.60), Train Cla Loss 3.7793e+00 (4.8362e+00)
[2025-09-24 15:40:16,681] [SEDG] [INFO] Epoch:5 || Val  Acc@1: [89.88764190673828, 62.0, 57.142860412597656, 47.619049072265625, 50.0], Val Loss  [0.3568656313955114, 1.0327174067497253, 1.6910690999293065, 1.6595824445996965, 1.6339474802925473] || Best Acc@1:65.624
[2025-09-24 15:40:16,681] [SEDG] [INFO] Epoch:5 || Test  Acc@1: [55.1020393371582, 54.4444465637207, 49.47368621826172, 50.66666793823242], Test Loss [1.5487925422434905, 1.6393323871824477, 1.8662507910477488, 1.7041753927866619]
[2025-09-24 15:40:16,707] [SEDG] [INFO] ==================================== Epoch 6 ====================================
[2025-09-24 15:40:38,285] [SEDG] [INFO] Epoch:6 || Train Acc@1 100.00 ( 98.92), Train Cla Loss 2.8081e+00 (3.9102e+00)
[2025-09-24 15:40:38,689] [SEDG] [INFO] Epoch:6 || Val  Acc@1: [91.01123809814453, 69.0, 57.142860412597656, 47.619049072265625, 50.0], Val Loss  [0.2697811237211977, 1.0294984579086304, 1.7981159621542626, 1.6971635619799297, 1.6670689554441542] || Best Acc@1:65.624
[2025-09-24 15:40:38,699] [SEDG] [INFO] Epoch:6 || Test  Acc@1: [55.1020393371582, 54.4444465637207, 49.47368621826172, 50.66666793823242], Test Loss [1.5729736065377995, 1.6310572094387479, 1.8417022479207892, 1.6774478753407795]
[2025-09-24 15:40:38,730] [SEDG] [INFO] ==================================== Epoch 7 ====================================
[2025-09-24 15:41:00,610] [SEDG] [INFO] Epoch:7 || Train Acc@1  98.89 ( 99.03), Train Cla Loss 3.9436e+00 (3.4212e+00)
[2025-09-24 15:41:01,115] [SEDG] [INFO] Epoch:7 || Val  Acc@1: [91.01123809814453, 63.0, 57.142860412597656, 47.619049072265625, 50.0], Val Loss  [0.33780844794230513, 1.2052751779556274, 1.8710257365153387, 1.742037724880945, 1.6526261681602115] || Best Acc@1:65.624
[2025-09-24 15:41:01,121] [SEDG] [INFO] Epoch:7 || Test  Acc@1: [55.1020393371582, 54.4444465637207, 49.47368621826172, 50.66666793823242], Test Loss [1.5301686865942818, 1.59414275487264, 1.78506885076824, 1.6253062884012859]
[2025-09-24 15:41:01,168] [SEDG] [INFO] ==================================== Epoch 8 ====================================
[2025-09-24 15:41:23,193] [SEDG] [INFO] Epoch:8 || Train Acc@1  98.89 ( 99.26), Train Cla Loss 2.7615e+00 (2.6749e+00)
[2025-09-24 15:41:23,437] [SEDG] [INFO] Epoch:8 || Val  Acc@1: [80.89888000488281, 57.0, 57.142860412597656, 47.619049072265625, 50.0], Val Loss  [0.5191014234939318, 1.3142570853233337, 1.8923218852871067, 1.8583841579301017, 1.730196246079036] || Best Acc@1:65.624
[2025-09-24 15:41:23,438] [SEDG] [INFO] Epoch:8 || Test  Acc@1: [55.1020393371582, 54.4444465637207, 49.47368621826172, 50.66666793823242], Test Loss [1.5999685452908885, 1.662220623758104, 1.8486816443895038, 1.6949785947799683]
[2025-09-24 15:41:23,481] [SEDG] [INFO] ==================================== Epoch 9 ====================================
[2025-09-24 15:41:45,176] [SEDG] [INFO] Epoch:9 || Train Acc@1  98.89 ( 99.31), Train Cla Loss 2.4125e+00 (2.5091e+00)
[2025-09-24 15:41:45,616] [SEDG] [INFO] Epoch:9 || Val  Acc@1: [93.25843048095703, 71.0, 57.142860412597656, 47.619049072265625, 50.0], Val Loss  [0.24825379637519965, 1.0768864154815674, 1.8628836411696215, 1.9022567839849562, 1.7228273295220875] || Best Acc@1:65.624
[2025-09-24 15:41:45,616] [SEDG] [INFO] Epoch:9 || Test  Acc@1: [55.1020393371582, 54.4444465637207, 49.47368621826172, 50.66666793823242], Test Loss [1.5709412827783702, 1.6206112437778049, 1.8019618297878064, 1.6649843056996663]
[2025-09-24 15:41:45,652] [SEDG] [INFO] ==================================== Epoch 10 ====================================
[2025-09-24 15:42:07,378] [SEDG] [INFO] Epoch:10 || Train Acc@1  98.61 ( 99.26), Train Cla Loss 2.8542e+00 (2.5894e+00)
[2025-09-24 15:42:07,809] [SEDG] [INFO] Epoch:10 || Val  Acc@1: [91.01123809814453, 63.0, 57.142860412597656, 47.619049072265625, 50.0], Val Loss  [0.34191348780406994, 1.216465950012207, 1.6724090392772968, 1.8368090362775893, 1.6600369669142223] || Best Acc@1:65.624
[2025-09-24 15:42:07,809] [SEDG] [INFO] Epoch:10 || Test  Acc@1: [55.1020393371582, 54.4444465637207, 49.47368621826172, 50.66666793823242], Test Loss [1.5414852025557537, 1.627364198366801, 1.8395677052046124, 1.621884862581889]
[2025-09-24 15:42:07,836] [SEDG] [INFO] ==================================== Epoch 11 ====================================
[2025-09-24 15:42:29,257] [SEDG] [INFO] Epoch:11 || Train Acc@1  99.72 ( 99.51), Train Cla Loss 1.3996e+00 (1.9406e+00)
[2025-09-24 15:42:29,740] [SEDG] [INFO] Epoch:11 || Val  Acc@1: [91.01123809814453, 63.0, 57.142860412597656, 47.619049072265625, 50.0], Val Loss  [0.3499203267392148, 1.2843585014343262, 1.903711668737642, 2.002076815991175, 1.7289036342075892] || Best Acc@1:65.624
[2025-09-24 15:42:29,740] [SEDG] [INFO] Epoch:11 || Test  Acc@1: [55.1020393371582, 54.4444465637207, 49.47368621826172, 50.66666793823242], Test Loss [1.5937517978707139, 1.6889310148027208, 1.899980068206787, 1.7026732762654622]
[2025-09-24 15:42:29,791] [SEDG] [INFO] ==================================== Epoch 12 ====================================
[2025-09-24 15:42:51,086] [SEDG] [INFO] Epoch:12 || Train Acc@1  99.72 ( 99.53), Train Cla Loss 1.2830e+00 (1.7358e+00)
[2025-09-24 15:42:51,470] [SEDG] [INFO] Epoch:12 || Val  Acc@1: [94.38202667236328, 72.0, 57.142860412597656, 47.619049072265625, 50.0], Val Loss  [0.22589570685718838, 1.1273799538612366, 2.11109221636594, 2.098040120942252, 1.79766864719845] || Best Acc@1:65.624
[2025-09-24 15:42:51,476] [SEDG] [INFO] Epoch:12 || Test  Acc@1: [55.1020393371582, 54.4444465637207, 49.47368621826172, 50.66666793823242], Test Loss [1.650517806714895, 1.7336013582017686, 1.9450027691690546, 1.7701955238978069]
[2025-09-24 15:42:51,537] [SEDG] [INFO] ==================================== Epoch 13 ====================================
[2025-09-24 15:43:12,790] [SEDG] [INFO] Epoch:13 || Train Acc@1  99.72 ( 99.42), Train Cla Loss 1.4172e+00 (1.8323e+00)
[2025-09-24 15:43:13,121] [SEDG] [INFO] Epoch:13 || Val  Acc@1: [91.01123809814453, 62.0, 57.142860412597656, 47.619049072265625, 50.0], Val Loss  [0.34235180353515604, 1.4690762758255005, 2.1441450092818712, 2.1469782704398748, 1.84410978498913] || Best Acc@1:65.624
[2025-09-24 15:43:13,122] [SEDG] [INFO] Epoch:13 || Test  Acc@1: [55.1020393371582, 54.4444465637207, 49.47368621826172, 50.66666793823242], Test Loss [1.6941521775965789, 1.7810735570059881, 1.9986643226523149, 1.8089950879414876]
[2025-09-24 15:43:13,170] [SEDG] [INFO] ==================================== Epoch 14 ====================================
[2025-09-24 15:43:36,437] [SEDG] [INFO] Epoch:14 || Train Acc@1 100.00 ( 99.50), Train Cla Loss 6.5825e-01 (1.5951e+00)
[2025-09-24 15:43:36,992] [SEDG] [INFO] Epoch:14 || Val  Acc@1: [71.91011047363281, 57.0, 57.142860412597656, 47.619049072265625, 50.0], Val Loss  [0.7134360215637121, 1.7792791724205017, 2.1183777274666253, 2.239610104333787, 1.9832405164128257] || Best Acc@1:65.624
[2025-09-24 15:43:37,006] [SEDG] [INFO] Epoch:14 || Test  Acc@1: [55.1020393371582, 54.4444465637207, 49.47368621826172, 50.66666793823242], Test Loss [1.787149074126263, 1.8528514173295763, 2.043892270640323, 1.8979466358820598]
[2025-09-24 15:43:37,068] [SEDG] [INFO] ==================================== Epoch 15 ====================================
[2025-09-24 15:43:59,516] [SEDG] [INFO] Epoch:15 || Train Acc@1  99.72 ( 99.52), Train Cla Loss 1.6125e+00 (1.5374e+00)
[2025-09-24 15:43:59,961] [SEDG] [INFO] Epoch:15 || Val  Acc@1: [96.62921142578125, 71.0, 57.142860412597656, 47.619049072265625, 50.0], Val Loss  [0.1836916497918997, 1.1139037609100342, 2.1525899394527896, 2.1498674125898454, 1.8581083246639796] || Best Acc@1:65.624
[2025-09-24 15:43:59,961] [SEDG] [INFO] Epoch:15 || Test  Acc@1: [55.1020393371582, 54.4444465637207, 49.47368621826172, 50.66666793823242], Test Loss [1.7271266762091189, 1.848557300037808, 2.0814410636299536, 1.8779199123382568]
[2025-09-24 15:43:59,990] [SEDG] [INFO] ==================================== Epoch 16 ====================================
[2025-09-24 15:44:22,398] [SEDG] [INFO] Epoch:16 || Train Acc@1  99.17 ( 99.54), Train Cla Loss 1.8232e+00 (1.5054e+00)
[2025-09-24 15:44:22,928] [SEDG] [INFO] Epoch:16 || Val  Acc@1: [92.13483428955078, 67.0, 57.142860412597656, 47.619049072265625, 50.0], Val Loss  [0.3278325879841708, 1.524317741394043, 2.290259380916973, 2.0813008092698597, 1.8065558217820668] || Best Acc@1:65.624
[2025-09-24 15:44:22,933] [SEDG] [INFO] Epoch:16 || Test  Acc@1: [55.1020393371582, 54.4444465637207, 49.47368621826172, 50.66666793823242], Test Loss [1.6987373220677278, 1.8102458185619779, 2.0433322755913985, 1.7462182839711506]
[2025-09-24 15:44:23,017] [SEDG] [INFO] ==================================== Epoch 17 ====================================
[2025-09-24 15:44:41,895] [SEDG] [INFO] Epoch:17 || Train Acc@1 100.00 ( 99.67), Train Cla Loss 8.3105e-01 (1.1715e+00)
[2025-09-24 15:44:42,236] [SEDG] [INFO] Epoch:17 || Val  Acc@1: [86.51685333251953, 58.0, 57.142860412597656, 47.619049072265625, 50.0], Val Loss  [0.5258551655190714, 1.8456366658210754, 2.3814873826372756, 2.2345565387180875, 1.8864399223100572] || Best Acc@1:65.624
[2025-09-24 15:44:42,247] [SEDG] [INFO] Epoch:17 || Test  Acc@1: [55.1020393371582, 54.4444465637207, 49.47368621826172, 50.66666793823242], Test Loss [1.7487615176609583, 1.8492040501700506, 2.0738269341619393, 1.839754581451416]
[2025-09-24 15:44:42,318] [SEDG] [INFO] ==================================== Epoch 18 ====================================
[2025-09-24 15:45:03,610] [SEDG] [INFO] Epoch:18 || Train Acc@1 100.00 ( 99.63), Train Cla Loss 5.6248e-01 (1.2252e+00)
[2025-09-24 15:45:03,842] [SEDG] [INFO] Epoch:18 || Val  Acc@1: [88.76404571533203, 63.0, 57.142860412597656, 47.619049072265625, 50.0], Val Loss  [0.4768737079052443, 1.7728121876716614, 2.3071722355517714, 2.26786694640205, 1.8782426118850708] || Best Acc@1:65.624
[2025-09-24 15:45:03,842] [SEDG] [INFO] Epoch:18 || Test  Acc@1: [55.1020393371582, 54.4444465637207, 49.47368621826172, 50.66666793823242], Test Loss [1.7248770047207267, 1.8177890910042658, 2.0482749060580603, 1.819569190343221]
[2025-09-24 15:45:03,874] [SEDG] [INFO] ==================================== Epoch 19 ====================================
[2025-09-24 15:45:23,637] [SEDG] [INFO] Epoch:19 || Train Acc@1  98.33 ( 99.54), Train Cla Loss 2.8489e+00 (1.3639e+00)
[2025-09-24 15:45:24,065] [SEDG] [INFO] Epoch:19 || Val  Acc@1: [87.64044952392578, 58.0, 57.142860412597656, 47.619049072265625, 50.0], Val Loss  [0.43541351529989347, 1.6985897421836853, 2.208796826037732, 2.135464438370296, 1.8811853783471244] || Best Acc@1:65.624
[2025-09-24 15:45:24,072] [SEDG] [INFO] Epoch:19 || Test  Acc@1: [55.1020393371582, 54.4444465637207, 49.47368621826172, 50.66666793823242], Test Loss [1.7722755524576927, 1.9133254422081842, 2.18292246366802, 1.9278613726298015]
[2025-09-24 15:45:24,191] [SEDG] [INFO] ==================================== Epoch 20 ====================================
[2025-09-24 15:45:44,059] [SEDG] [INFO] Epoch:20 || Train Acc@1 100.00 ( 99.73), Train Cla Loss 4.1604e-01 (9.8688e-01)
[2025-09-24 15:45:44,336] [SEDG] [INFO] Epoch:20 || Val  Acc@1: [95.505615234375, 70.0, 57.142860412597656, 47.619049072265625, 50.0], Val Loss  [0.2468679106135047, 1.3514028787612915, 2.3422375511337115, 2.253432824498131, 1.9329383543559484] || Best Acc@1:65.624
[2025-09-24 15:45:44,336] [SEDG] [INFO] Epoch:20 || Test  Acc@1: [55.1020393371582, 54.4444465637207, 49.47368621826172, 50.66666793823242], Test Loss [1.788812415940421, 1.897283050749037, 2.155672976845189, 1.9418439865112305]
[2025-09-24 15:45:44,374] [SEDG] [INFO] ==================================== Epoch 21 ====================================
[2025-09-24 15:46:04,436] [SEDG] [INFO] Epoch:21 || Train Acc@1  99.44 ( 99.63), Train Cla Loss 1.2431e+00 (1.2048e+00)
[2025-09-24 15:46:04,706] [SEDG] [INFO] Epoch:21 || Val  Acc@1: [91.01123809814453, 65.0, 57.142860412597656, 47.619049072265625, 50.0], Val Loss  [0.351508932669511, 1.6504936218261719, 2.405901822415027, 2.341126663344247, 1.9767121133350192] || Best Acc@1:65.624
[2025-09-24 15:46:04,707] [SEDG] [INFO] Epoch:21 || Test  Acc@1: [55.1020393371582, 54.4444465637207, 49.47368621826172, 50.66666793823242], Test Loss [1.819940844360663, 1.919490655263265, 2.183166880356638, 2.0068897008895874]
[2025-09-24 15:46:04,735] [SEDG] [INFO] ==================================== Epoch 22 ====================================
[2025-09-24 15:46:23,283] [SEDG] [INFO] Epoch:22 || Train Acc@1  99.44 ( 99.66), Train Cla Loss 1.0400e+00 (1.0861e+00)
[2025-09-24 15:46:23,565] [SEDG] [INFO] Epoch:22 || Val  Acc@1: [88.76404571533203, 60.0, 57.142860412597656, 47.619049072265625, 50.0], Val Loss  [0.4196770378712858, 1.7533855438232422, 2.3465596660152896, 2.3206673974082586, 1.936545831816537] || Best Acc@1:65.624
[2025-09-24 15:46:23,566] [SEDG] [INFO] Epoch:22 || Test  Acc@1: [55.1020393371582, 54.4444465637207, 49.47368621826172, 50.66666793823242], Test Loss [1.7917713875673256, 1.896140495936076, 2.161062842921207, 2.0241406758626304]
[2025-09-24 15:46:23,622] [SEDG] [INFO] ==================================== Epoch 23 ====================================
[2025-09-24 15:46:42,308] [SEDG] [INFO] Epoch:23 || Train Acc@1  99.44 ( 99.63), Train Cla Loss 8.3481e-01 (1.2025e+00)
[2025-09-24 15:46:42,660] [SEDG] [INFO] Epoch:23 || Val  Acc@1: [88.76404571533203, 62.0, 57.142860412597656, 47.619049072265625, 50.0], Val Loss  [0.5002883475148276, 1.7786433100700378, 2.198050829080435, 2.164641635758536, 1.8214867115020752] || Best Acc@1:65.624
[2025-09-24 15:46:42,661] [SEDG] [INFO] Epoch:23 || Test  Acc@1: [55.1020393371582, 54.4444465637207, 49.47368621826172, 50.66666793823242], Test Loss [1.768098378668026, 1.9686914947297838, 2.313761096251638, 2.1163369019826255]
[2025-09-24 15:46:42,727] [SEDG] [INFO] ==================================== Epoch 24 ====================================
[2025-09-24 15:47:02,405] [SEDG] [INFO] Epoch:24 || Train Acc@1  99.72 ( 99.72), Train Cla Loss 7.3126e-01 (9.3803e-01)
[2025-09-24 15:47:02,591] [SEDG] [INFO] Epoch:24 || Val  Acc@1: [91.01123809814453, 69.0, 57.142860412597656, 47.619049072265625, 50.0], Val Loss  [0.3853939299503069, 1.4835083484649658, 2.251827420769157, 2.3119992301577614, 1.920807611374628] || Best Acc@1:65.624
[2025-09-24 15:47:02,591] [SEDG] [INFO] Epoch:24 || Test  Acc@1: [55.1020393371582, 54.4444465637207, 49.47368621826172, 50.66666793823242], Test Loss [1.8276638035871544, 2.012844138675266, 2.3793889346875643, 2.2341832319895425]
[2025-09-24 15:47:02,632] [SEDG] [INFO] ==================================== Epoch 25 ====================================
[2025-09-24 15:47:22,256] [SEDG] [INFO] Epoch:25 || Train Acc@1  99.72 ( 99.74), Train Cla Loss 4.3713e-01 (8.1460e-01)
[2025-09-24 15:47:22,494] [SEDG] [INFO] Epoch:25 || Val  Acc@1: [89.88764190673828, 63.0, 57.142860412597656, 47.619049072265625, 50.0], Val Loss  [0.4421003460884094, 1.7422454357147217, 2.383188397019774, 2.3958755618049983, 1.885090055919829] || Best Acc@1:65.624
[2025-09-24 15:47:22,495] [SEDG] [INFO] Epoch:25 || Test  Acc@1: [55.1020393371582, 54.4444465637207, 49.47368621826172, 50.66666793823242], Test Loss [1.7745416821265707, 1.931892262564765, 2.2185426511262594, 2.1495954195658364]
[2025-09-24 15:47:22,534] [SEDG] [INFO] ==================================== Epoch 26 ====================================
[2025-09-24 15:47:42,196] [SEDG] [INFO] Epoch:26 || Train Acc@1  99.44 ( 99.70), Train Cla Loss 9.8445e-01 (9.0676e-01)
[2025-09-24 15:47:42,542] [SEDG] [INFO] Epoch:26 || Val  Acc@1: [91.01123809814453, 69.0, 57.142860412597656, 47.619049072265625, 50.0], Val Loss  [0.2686307001649664, 1.4254947900772095, 2.6209124287406165, 2.372414066678002, 1.8448511617524284] || Best Acc@1:65.624
[2025-09-24 15:47:42,543] [SEDG] [INFO] Epoch:26 || Test  Acc@1: [55.1020393371582, 54.4444465637207, 49.47368621826172, 50.66666793823242], Test Loss [1.752508124526666, 1.9191847907172308, 2.2608087690253007, 2.1140640576680503]
[2025-09-24 15:47:42,574] [SEDG] [INFO] ==================================== Epoch 27 ====================================
[2025-09-24 15:48:02,017] [SEDG] [INFO] Epoch:27 || Train Acc@1 100.00 ( 99.65), Train Cla Loss 4.0988e-01 (1.0288e+00)
[2025-09-24 15:48:02,297] [SEDG] [INFO] Epoch:27 || Val  Acc@1: [93.25843048095703, 69.0, 57.142860412597656, 47.619049072265625, 50.0], Val Loss  [0.3408621397246136, 1.5189173221588135, 2.460682680318644, 2.4391873677571616, 1.9260657287779308] || Best Acc@1:65.624
[2025-09-24 15:48:02,297] [SEDG] [INFO] Epoch:27 || Test  Acc@1: [55.1020393371582, 54.4444465637207, 49.47368621826172, 50.66666793823242], Test Loss [1.793267892331493, 1.939391877916124, 2.3416519792456376, 2.0683234532674155]
[2025-09-24 15:48:02,334] [SEDG] [INFO] ==================================== Epoch 28 ====================================
[2025-09-24 15:48:21,196] [SEDG] [INFO] Epoch:28 || Train Acc@1 100.00 ( 99.79), Train Cla Loss 3.1927e-01 (7.0819e-01)
[2025-09-24 15:48:21,524] [SEDG] [INFO] Epoch:28 || Val  Acc@1: [94.38202667236328, 77.0, 57.142860412597656, 47.619049072265625, 50.0], Val Loss  [0.3289437965395745, 1.356817901134491, 2.2564543315342496, 2.415617448943002, 1.9423089424769084] || Best Acc@1:65.624
[2025-09-24 15:48:21,525] [SEDG] [INFO] Epoch:28 || Test  Acc@1: [55.1020393371582, 54.4444465637207, 49.47368621826172, 50.66666793823242], Test Loss [1.8373877175000248, 1.9619739320543077, 2.2349265876569246, 2.055130958557129]
[2025-09-24 15:48:21,592] [SEDG] [INFO] ==================================== Epoch 29 ====================================
[2025-09-24 15:48:41,092] [SEDG] [INFO] Epoch:29 || Train Acc@1  99.72 ( 99.73), Train Cla Loss 4.3374e-01 (8.3683e-01)
[2025-09-24 15:48:41,319] [SEDG] [INFO] Epoch:29 || Val  Acc@1: [87.64044952392578, 68.0, 57.142860412597656, 47.619049072265625, 50.0], Val Loss  [0.5830361598663116, 1.6264695525169373, 2.2491059643881663, 2.3639142967405773, 1.9010809404509408] || Best Acc@1:65.624
[2025-09-24 15:48:41,320] [SEDG] [INFO] Epoch:29 || Test  Acc@1: [55.1020393371582, 54.4444465637207, 49.47368621826172, 50.66666793823242], Test Loss [1.765053659069295, 1.9228161308500502, 2.2880983352661133, 2.1389835675557456]
[2025-09-24 15:48:41,361] [SEDG] [INFO] ==================================== Epoch 30 ====================================
[2025-09-24 15:48:59,498] [SEDG] [INFO] Epoch:30 || Train Acc@1  99.17 ( 99.74), Train Cla Loss 2.0853e+00 (8.0601e-01)
[2025-09-24 15:48:59,791] [SEDG] [INFO] Epoch:30 || Val  Acc@1: [93.25843048095703, 77.0, 57.142860412597656, 47.619049072265625, 50.0], Val Loss  [0.283130964871203, 1.2232880592346191, 2.216038601739066, 2.2108656338282993, 1.8457929577146257] || Best Acc@1:65.624
[2025-09-24 15:48:59,792] [SEDG] [INFO] Epoch:30 || Test  Acc@1: [55.1020393371582, 54.4444465637207, 49.47368621826172, 50.66666793823242], Test Loss [1.758184321072637, 1.999483135011461, 2.4029637512407804, 2.195920546849569]
[2025-09-24 15:48:59,819] [SEDG] [INFO] ==================================== Epoch 31 ====================================
[2025-09-24 15:49:18,279] [SEDG] [INFO] Epoch:31 || Train Acc@1  99.72 ( 99.74), Train Cla Loss 1.1119e+00 (7.9822e-01)
[2025-09-24 15:49:18,555] [SEDG] [INFO] Epoch:31 || Val  Acc@1: [91.01123809814453, 69.0, 57.142860412597656, 47.619049072265625, 50.0], Val Loss  [0.306133211496171, 1.15082448720932, 1.976349324970455, 2.2698127258391607, 1.8468558050337291] || Best Acc@1:65.624
[2025-09-24 15:49:18,556] [SEDG] [INFO] Epoch:31 || Test  Acc@1: [55.1020393371582, 54.4444465637207, 49.47368621826172, 50.66666793823242], Test Loss [1.8091609915908502, 2.1174193223317466, 2.4705981204384253, 2.139074444770813]
[2025-09-24 15:49:18,598] [SEDG] [INFO] ==================================== Epoch 32 ====================================
[2025-09-24 15:49:37,676] [SEDG] [INFO] Epoch:32 || Train Acc@1  98.06 ( 99.74), Train Cla Loss 3.5449e+00 (7.7799e-01)
[2025-09-24 15:49:37,987] [SEDG] [INFO] Epoch:32 || Val  Acc@1: [91.01123809814453, 74.0, 57.142860412597656, 47.619049072265625, 50.0], Val Loss  [0.3085058519009794, 1.2070152163505554, 2.164112536461799, 2.271775166193644, 1.880602757136027] || Best Acc@1:65.624
[2025-09-24 15:49:37,987] [SEDG] [INFO] Epoch:32 || Test  Acc@1: [55.1020393371582, 54.4444465637207, 49.47368621826172, 50.66666793823242], Test Loss [1.772782598223005, 2.042273071077135, 2.4886944544942757, 2.1903857390085855]
[2025-09-24 15:49:38,013] [SEDG] [INFO] ==================================== Epoch 33 ====================================
[2025-09-24 15:49:57,143] [SEDG] [INFO] Epoch:33 || Train Acc@1 100.00 ( 99.76), Train Cla Loss 4.2391e-01 (7.3077e-01)
[2025-09-24 15:49:57,347] [SEDG] [INFO] Epoch:33 || Val  Acc@1: [94.38202667236328, 73.0, 57.142860412597656, 47.619049072265625, 50.0], Val Loss  [0.22987886727525947, 1.2675328254699707, 2.389690658548376, 2.3478798809505643, 1.9284709578468686] || Best Acc@1:65.624
[2025-09-24 15:49:57,348] [SEDG] [INFO] Epoch:33 || Test  Acc@1: [55.1020393371582, 54.4444465637207, 49.47368621826172, 50.66666793823242], Test Loss [1.905544830828297, 2.1977906624476113, 2.6194967596154464, 2.3428929646809897]
[2025-09-24 15:49:57,397] [SEDG] [INFO] ==================================== Epoch 34 ====================================
[2025-09-24 15:50:14,845] [SEDG] [INFO] Epoch:34 || Train Acc@1  99.72 ( 99.73), Train Cla Loss 5.9909e-01 (8.2796e-01)
[2025-09-24 15:50:15,108] [SEDG] [INFO] Epoch:34 || Val  Acc@1: [93.25843048095703, 71.0, 57.142860412597656, 47.619049072265625, 50.0], Val Loss  [0.23238183976559157, 1.095200777053833, 2.1352646612859036, 2.4597434543427967, 2.012930166153681] || Best Acc@1:65.624
[2025-09-24 15:50:15,108] [SEDG] [INFO] Epoch:34 || Test  Acc@1: [55.1020393371582, 54.4444465637207, 49.47368621826172, 50.66666793823242], Test Loss [1.8903632796540553, 2.130851295259264, 2.5519714731919136, 2.4042092164357505]
[2025-09-24 15:50:15,132] [SEDG] [INFO] ==================================== Epoch 35 ====================================
[2025-09-24 15:50:34,617] [SEDG] [INFO] Epoch:35 || Train Acc@1  98.61 ( 99.78), Train Cla Loss 2.8769e+00 (6.5607e-01)
[2025-09-24 15:50:34,882] [SEDG] [INFO] Epoch:35 || Val  Acc@1: [94.38202667236328, 77.0, 57.142860412597656, 47.619049072265625, 50.0], Val Loss  [0.22822831922702574, 1.206815242767334, 2.316581747034094, 2.517156947226751, 2.1021938863254728] || Best Acc@1:65.624
[2025-09-24 15:50:34,883] [SEDG] [INFO] Epoch:35 || Test  Acc@1: [55.1020393371582, 54.4444465637207, 49.47368621826172, 50.66666793823242], Test Loss [2.0082398434074555, 2.106441603766547, 2.4371703549435266, 2.336483637491862]
[2025-09-24 15:50:34,928] [SEDG] [INFO] ==================================== Epoch 36 ====================================
[2025-09-24 15:50:55,939] [SEDG] [INFO] Epoch:36 || Train Acc@1 100.00 ( 99.75), Train Cla Loss 6.0637e-01 (7.7320e-01)
[2025-09-24 15:50:56,327] [SEDG] [INFO] Epoch:36 || Val  Acc@1: [91.01123809814453, 70.0, 57.142860412597656, 47.619049072265625, 50.0], Val Loss  [0.3223975823166665, 1.3993458151817322, 2.2867604271396176, 2.448530214173453, 2.1134181845755804] || Best Acc@1:65.624
[2025-09-24 15:50:56,327] [SEDG] [INFO] Epoch:36 || Test  Acc@1: [55.1020393371582, 54.4444465637207, 49.47368621826172, 50.66666793823242], Test Loss [2.0596662151570224, 2.147947152455648, 2.4448982790896765, 2.4817444483439126]
[2025-09-24 15:50:56,370] [SEDG] [INFO] ==================================== Epoch 37 ====================================
[2025-09-24 15:51:16,695] [SEDG] [INFO] Epoch:37 || Train Acc@1  99.72 ( 99.83), Train Cla Loss 1.2744e+00 (5.7389e-01)
[2025-09-24 15:51:17,212] [SEDG] [INFO] Epoch:37 || Val  Acc@1: [91.01123809814453, 67.0, 57.142860412597656, 47.619049072265625, 50.0], Val Loss  [0.3330671660016092, 1.2901002764701843, 2.2285666439559435, 2.4692941847301664, 2.1295181881813776] || Best Acc@1:65.624
[2025-09-24 15:51:17,212] [SEDG] [INFO] Epoch:37 || Test  Acc@1: [55.1020393371582, 54.4444465637207, 49.47368621826172, 50.66666793823242], Test Loss [2.0448641971665986, 2.2028981844584146, 2.645107532802381, 2.495092511177063]
[2025-09-24 15:51:17,276] [SEDG] [INFO] ==================================== Epoch 38 ====================================
[2025-09-24 15:51:37,042] [SEDG] [INFO] Epoch:38 || Train Acc@1 100.00 ( 99.80), Train Cla Loss 2.6489e-01 (6.8574e-01)
[2025-09-24 15:51:37,461] [SEDG] [INFO] Epoch:38 || Val  Acc@1: [95.505615234375, 79.0, 58.24176025390625, 47.619049072265625, 50.0], Val Loss  [0.2747026695294327, 1.0976995825767517, 2.016426453223595, 2.298261057762873, 2.0404365488461087] || Best Acc@1:66.073
[2025-09-24 15:51:37,462] [SEDG] [INFO] Epoch:38 || Test  Acc@1: [55.1020393371582, 54.4444465637207, 49.47368621826172, 50.66666793823242], Test Loss [2.0009166415856807, 2.1140890651279025, 2.5140134786304675, 2.50085719426473]
[2025-09-24 15:51:37,499] [SEDG] [INFO] ==================================== Epoch 39 ====================================
[2025-09-24 15:51:57,045] [SEDG] [INFO] Epoch:39 || Train Acc@1  99.72 ( 99.72), Train Cla Loss 7.4378e-01 (8.3610e-01)
[2025-09-24 15:51:57,282] [SEDG] [INFO] Epoch:39 || Val  Acc@1: [92.13483428955078, 76.0, 57.142860412597656, 47.619049072265625, 50.0], Val Loss  [0.20908849862184417, 1.2488498985767365, 2.5923584634131127, 2.507222953296843, 2.1130595888410295] || Best Acc@1:66.073
[2025-09-24 15:51:57,282] [SEDG] [INFO] Epoch:39 || Test  Acc@1: [55.1020393371582, 54.4444465637207, 49.47368621826172, 50.66666793823242], Test Loss [1.9602681179435886, 2.25505703025394, 2.672211245486611, 2.426496903101603]
[2025-09-24 15:51:57,341] [SEDG] [INFO] ==================================== Epoch 40 ====================================
[2025-09-24 15:52:16,144] [SEDG] [INFO] Epoch:40 || Train Acc@1  99.17 ( 99.76), Train Cla Loss 1.6284e+00 (7.5014e-01)
[2025-09-24 15:52:16,390] [SEDG] [INFO] Epoch:40 || Val  Acc@1: [93.25843048095703, 74.0, 57.142860412597656, 47.619049072265625, 50.0], Val Loss  [0.22071983439199042, 1.180682361125946, 2.177996522777683, 2.4593941938309443, 2.167522878873916] || Best Acc@1:66.073
[2025-09-24 15:52:16,391] [SEDG] [INFO] Epoch:40 || Test  Acc@1: [55.1020393371582, 54.4444465637207, 49.47368621826172, 50.66666793823242], Test Loss [2.1017520038449033, 2.281581004460653, 2.600229112725509, 2.4586801528930664]
[2025-09-24 15:52:16,419] [SEDG] [INFO] ==================================== Epoch 41 ====================================
[2025-09-24 15:52:37,590] [SEDG] [INFO] Epoch:41 || Train Acc@1  99.72 ( 99.77), Train Cla Loss 6.3067e-01 (7.6620e-01)
[2025-09-24 15:52:37,800] [SEDG] [INFO] Epoch:41 || Val  Acc@1: [95.505615234375, 79.0, 57.142860412597656, 47.619049072265625, 50.0], Val Loss  [0.17611102609152204, 1.202638030052185, 2.422760463022924, 2.6458665302821567, 2.3533454849606468] || Best Acc@1:66.073
[2025-09-24 15:52:37,800] [SEDG] [INFO] Epoch:41 || Test  Acc@1: [55.1020393371582, 54.4444465637207, 49.47368621826172, 50.66666793823242], Test Loss [2.259383401092218, 2.383170233832465, 2.7356505519465397, 2.588869094848633]
[2025-09-24 15:52:37,853] [SEDG] [INFO] ==================================== Epoch 42 ====================================
[2025-09-24 15:52:56,203] [SEDG] [INFO] Epoch:42 || Train Acc@1 100.00 ( 99.83), Train Cla Loss 4.0944e-01 (6.1035e-01)
[2025-09-24 15:52:56,469] [SEDG] [INFO] Epoch:42 || Val  Acc@1: [91.01123809814453, 71.0, 57.142860412597656, 47.619049072265625, 50.0], Val Loss  [0.3411697318379799, 1.4485318064689636, 2.517913023194114, 2.7823369219189598, 2.400606552759806] || Best Acc@1:66.073
[2025-09-24 15:52:56,469] [SEDG] [INFO] Epoch:42 || Test  Acc@1: [55.1020393371582, 54.4444465637207, 49.47368621826172, 50.66666793823242], Test Loss [2.3117106593385035, 2.4508546458350287, 2.7592760136252954, 2.65448268254598]
[2025-09-24 15:52:56,500] [SEDG] [INFO] ==================================== Epoch 43 ====================================
[2025-09-24 15:53:14,944] [SEDG] [INFO] Epoch:43 || Train Acc@1 100.00 ( 99.83), Train Cla Loss 3.5409e-01 (5.8698e-01)
[2025-09-24 15:53:15,207] [SEDG] [INFO] Epoch:43 || Val  Acc@1: [94.38202667236328, 78.0, 57.142860412597656, 47.619049072265625, 50.0], Val Loss  [0.28118577197696387, 1.4068565368652344, 2.638992120931437, 2.764799322400774, 2.458165963490804] || Best Acc@1:66.073
[2025-09-24 15:53:15,208] [SEDG] [INFO] Epoch:43 || Test  Acc@1: [55.1020393371582, 54.4444465637207, 49.47368621826172, 50.66666793823242], Test Loss [2.3527567824538873, 2.49892250696818, 2.8588627639569735, 2.737187623977661]
[2025-09-24 15:53:15,236] [SEDG] [INFO] ==================================== Epoch 44 ====================================
[2025-09-24 15:53:34,019] [SEDG] [INFO] Epoch:44 || Train Acc@1  99.44 ( 99.81), Train Cla Loss 7.6333e-01 (5.6574e-01)
[2025-09-24 15:53:34,219] [SEDG] [INFO] Epoch:44 || Val  Acc@1: [91.01123809814453, 67.0, 57.142860412597656, 47.619049072265625, 50.0], Val Loss  [0.31918206877922745, 1.420629858970642, 2.45258212351537, 2.764897550855364, 2.585631529490153] || Best Acc@1:66.073
[2025-09-24 15:53:34,219] [SEDG] [INFO] Epoch:44 || Test  Acc@1: [55.1020393371582, 54.4444465637207, 49.47368621826172, 50.66666793823242], Test Loss [2.357447269011517, 2.358605570263333, 2.697078403673674, 2.9112091064453125]
[2025-09-24 15:53:34,246] [SEDG] [INFO] ==================================== Epoch 45 ====================================
[2025-09-24 15:53:52,948] [SEDG] [INFO] Epoch:45 || Train Acc@1 100.00 ( 99.86), Train Cla Loss 2.4680e-01 (4.9489e-01)
[2025-09-24 15:53:53,298] [SEDG] [INFO] Epoch:45 || Val  Acc@1: [92.13483428955078, 70.0, 57.142860412597656, 47.619049072265625, 50.0], Val Loss  [0.2812529932916834, 1.18014395236969, 2.3164209664522946, 2.781427582105001, 2.64878625529153] || Best Acc@1:66.073
[2025-09-24 15:53:53,298] [SEDG] [INFO] Epoch:45 || Test  Acc@1: [55.1020393371582, 54.4444465637207, 49.47368621826172, 50.66666793823242], Test Loss [2.463186261605243, 2.5066897604200573, 2.8770458196338855, 2.873403867085775]
[2025-09-24 15:53:53,326] [SEDG] [INFO] ==================================== Epoch 46 ====================================
[2025-09-24 15:54:11,943] [SEDG] [INFO] Epoch:46 || Train Acc@1  99.72 ( 99.81), Train Cla Loss 6.0982e-01 (5.3094e-01)
[2025-09-24 15:54:12,141] [SEDG] [INFO] Epoch:46 || Val  Acc@1: [93.25843048095703, 75.0, 57.142860412597656, 47.619049072265625, 50.0], Val Loss  [0.30796304244673656, 1.3933616876602173, 2.660341841833932, 2.8518876404989335, 2.6268127248400734] || Best Acc@1:66.073
[2025-09-24 15:54:12,142] [SEDG] [INFO] Epoch:46 || Test  Acc@1: [55.1020393371582, 54.4444465637207, 49.47368621826172, 50.66666793823242], Test Loss [2.454179588629275, 2.5372325314415827, 2.8959332641802336, 2.8352025349934897]
[2025-09-24 15:54:12,197] [SEDG] [INFO] ==================================== Epoch 47 ====================================
[2025-09-24 15:54:31,481] [SEDG] [INFO] Epoch:47 || Train Acc@1  99.44 ( 99.80), Train Cla Loss 9.0343e-01 (6.0615e-01)
[2025-09-24 15:54:31,788] [SEDG] [INFO] Epoch:47 || Val  Acc@1: [91.01123809814453, 71.0, 57.142860412597656, 47.619049072265625, 50.0], Val Loss  [0.31319230761420863, 1.2761036455631256, 2.3705700046413547, 2.7465546869096302, 2.604814813250587] || Best Acc@1:66.073
[2025-09-24 15:54:31,789] [SEDG] [INFO] Epoch:47 || Test  Acc@1: [55.1020393371582, 54.4444465637207, 49.47368621826172, 50.66666793823242], Test Loss [2.412903138569423, 2.453527900907728, 2.782555417010659, 2.754183848698934]
[2025-09-24 15:54:31,817] [SEDG] [INFO] ==================================== Epoch 48 ====================================
[2025-09-24 15:54:50,710] [SEDG] [INFO] Epoch:48 || Train Acc@1  99.72 ( 99.85), Train Cla Loss 4.7965e-01 (4.7802e-01)
[2025-09-24 15:54:50,928] [SEDG] [INFO] Epoch:48 || Val  Acc@1: [91.01123809814453, 74.0, 57.142860412597656, 47.619049072265625, 50.0], Val Loss  [0.30317394853977675, 1.2298740148544312, 2.318404035253839, 2.811171225139073, 2.6708957183928717] || Best Acc@1:66.073
[2025-09-24 15:54:50,929] [SEDG] [INFO] Epoch:48 || Test  Acc@1: [55.1020393371582, 54.4444465637207, 49.47368621826172, 50.66666793823242], Test Loss [2.430915457861764, 2.4540902508629694, 2.794393690008866, 2.8414928118387857]
[2025-09-24 15:54:50,959] [SEDG] [INFO] ==================================== Epoch 49 ====================================
[2025-09-24 15:55:09,541] [SEDG] [INFO] Epoch:49 || Train Acc@1  99.72 ( 99.88), Train Cla Loss 4.9732e-01 (4.5411e-01)
[2025-09-24 15:55:09,793] [SEDG] [INFO] Epoch:49 || Val  Acc@1: [89.88764190673828, 75.0, 57.142860412597656, 47.619049072265625, 50.0], Val Loss  [0.4195835382750865, 1.144517958164215, 2.2735667254898573, 2.7639874390193393, 2.620330362092881] || Best Acc@1:66.073
[2025-09-24 15:55:09,800] [SEDG] [INFO] Epoch:49 || Test  Acc@1: [55.1020393371582, 54.4444465637207, 49.47368621826172, 50.66666793823242], Test Loss [2.388615861230967, 2.3810420301225452, 2.73639272388659, 2.8312861124674478]
[2025-09-24 15:55:09,850] [SEDG] [INFO] ==================================== Final Test ====================================
[2025-09-24 15:55:10,124] [SEDG] [INFO] Val  Acc@1: [95.505615234375, 79.0, 58.24176025390625, 47.619049072265625, 50.0], Val Loss  [0.27470266902714635, 1.0976995527744293, 2.016426377244048, 2.298260830697559, 2.040436313265846]
[2025-09-24 15:55:10,124] [SEDG] [INFO] Test  Acc@1: [55.1020393371582, 54.4444465637207, 49.47368621826172, 50.66666793823242], Test Loss [2.000916845944463, 2.114089263810052, 2.5140132151151957, 2.5008572737375894]
[2025-09-24 15:55:10,125] [SEDG] [INFO] -----------------------------------  Report  --------------------------------------
[2025-09-24 15:55:10,128] [SEDG] [INFO] Val  Mean&Var: [(95.4359, 0.39888382), (79.0, 6.363962), (58.048782, 1.3797207), (46.588234, 3.8266973), (51.411766, 5.2409086)]
[2025-09-24 15:55:10,129] [SEDG] [INFO] Test  Mean&Var: [(55.166664, 2.23917), (53.5, 6.0104084), (49.666668, 2.5927258), (46.0, 9.899495)]
