{ "Accuracy": 75.84, "Time": [ 33.00314125105328, 0.8664539192127715, 5051.317564581999 ], "Optimizer": { "Meta": { "optim": "Adam", "lr": 0.01, "epoch_start": 0, "reg_factor": 0.001, "scheduler": null }, "Inner": { "optim": "SGD", "lr": 0.01, "momentum": 0.9, "decay": 0.0, "nesterov": false, "scheduler": null } }, "Device": "GeForce GTX 1080 Ti", "Memory": [ 1613.44775390625, 1998.0 ], "TF_config": "../config/base_tf_config.json", "Param_names": [ "Identity", "FlipUD", "FlipLR", "Rotate", "TranslateX", "TranslateY", "ShearX", "ShearY", "Contrast", "Color", "Brightness", "Sharpness", "Posterize", "Solarize" ], "Log": [ { "epoch": 1, "train_loss": 5.083968162536621, "val_loss": 2.1935715675354004, "acc": 22.36, "f1": [ 0.3191152811050415, 0.14242418110370636, 0.0, 0.06521736830472946, 0.24368040263652802, 0.09143802523612976, 0.39043813943862915, 0.02348335273563862, 0.17479537427425385, 0.2810264229774475 ], "time": 30.616739945000063, "param": [ { "p": 0.007450298871845007, "m": 1.0 }, { "p": 0.0007127286517061293, "m": 1.0 }, { "p": 0.06282074004411697, "m": 1.0 }, { "p": 0.09021348506212234, "m": 0.9394498467445374 }, { "p": 0.10117775201797485, "m": 0.8961625695228577 }, { "p": 0.15667088329792023, "m": 0.7021890878677368 }, { "p": 0.06853555142879486, "m": 0.9285989999771118 }, { "p": 0.10667327046394348, "m": 0.8743940591812134 }, { "p": 0.031247803941369057, "m": 0.8310383558273315 }, { "p": 0.10018178075551987, "m": 0.9912285208702087 }, { "p": 0.014354638755321503, "m": 0.8696052432060242 }, { "p": 0.10317845642566681, "m": 0.9638106822967529 }, { "p": 0.07820622622966766, "m": 1.0 }, { "p": 0.07857643067836761, "m": 1.0 } ] }, { "epoch": 2, "train_loss": 4.318434238433838, "val_loss": 1.8415180444717407, "acc": 36.01, "f1": [ 0.43823352456092834, 0.4919677674770355, 0.24928848445415497, 0.24627219140529633, 0.28701287508010864, 0.17288127541542053, 0.4422808587551117, 0.4125598669052124, 0.21445970237255096, 0.3837670087814331 ], "time": 33.479947851999896, "param": [ { "p": 0.06305679678916931, "m": 1.0 }, { "p": 0.001432865159586072, "m": 1.0 }, { "p": 0.05591697618365288, "m": 1.0 }, { "p": 0.06375738978385925, "m": 0.8655693531036377 }, { "p": 0.11910250782966614, "m": 0.626433253288269 }, { "p": 0.127548485994339, "m": 0.3405056595802307 }, { "p": 0.06537588685750961, "m": 0.8614220023155212 }, { "p": 0.13571737706661224, "m": 0.6285659670829773 }, { "p": 0.05077282339334488, "m": 0.8918771147727966 }, { "p": 0.07363776862621307, "m": 0.9650052189826965 }, { "p": 0.027546996250748634, "m": 0.8767046928405762 }, { "p": 0.11363700032234192, "m": 1.0 }, { "p": 0.10179918259382248, "m": 1.0 }, { "p": 0.0006979403551667929, "m": 1.0 } ] }, { "epoch": 3, "train_loss": 3.6820366382598877, "val_loss": 1.5510276556015015, "acc": 44.99, "f1": [ 0.5199392437934875, 0.5920073390007019, 0.34716591238975525, 0.30270257592201233, 0.2153109312057495, 0.4049186408519745, 0.4739754796028137, 0.4931277632713318, 0.5225129723548889, 0.5262680053710938 ], "time": 33.888676132, "param": [ { "p": 0.061284538358449936, "m": 1.0 }, { "p": 0.008709194138646126, "m": 1.0 }, { "p": 0.09049193561077118, "m": 1.0 }, { "p": 0.0743287056684494, "m": 0.5140594840049744 }, { "p": 0.07910288870334625, "m": 0.4000508487224579 }, { "p": 0.09823901206254959, "m": 0.07903055846691132 }, { "p": 0.06504090875387192, "m": 0.7489007115364075 }, { "p": 0.1022045686841011, "m": 0.40926146507263184 }, { "p": 0.000770164595451206, "m": 0.8284974694252014 }, { "p": 0.09217783063650131, "m": 0.9625455737113953 }, { "p": 0.03752705454826355, "m": 0.879249632358551 }, { "p": 0.13072694838047028, "m": 1.0 }, { "p": 0.1586761772632599, "m": 1.0 }, { "p": 0.0007200065301731229, "m": 1.0 } ] }, { "epoch": 4, "train_loss": 4.405185222625732, "val_loss": 1.415966510772705, "acc": 49.11, "f1": [ 0.5105894804000854, 0.6286875605583191, 0.40390869975090027, 0.3277776539325714, 0.3704599440097809, 0.4236076772212982, 0.546612024307251, 0.560549795627594, 0.5760064721107483, 0.5393385291099548 ], "time": 32.99937358200032, "param": [ { "p": 0.014197509735822678, "m": 1.0 }, { "p": 0.0007074067834764719, "m": 1.0 }, { "p": 0.04210016503930092, "m": 1.0 }, { "p": 0.24732975661754608, "m": 0.01130166556686163 }, { "p": 0.16600890457630157, "m": 0.03590668737888336 }, { "p": 0.12204977124929428, "m": 0.11228018254041672 }, { "p": 0.010027425363659859, "m": 0.5671418309211731 }, { "p": 0.013980032876133919, "m": 0.009999999776482582 }, { "p": 0.009870450012385845, "m": 0.8350611925125122 }, { "p": 0.10469058156013489, "m": 1.0 }, { "p": 0.001401367480866611, "m": 0.7358672618865967 }, { "p": 0.08423182368278503, "m": 1.0 }, { "p": 0.18269746005535126, "m": 1.0 }, { "p": 0.0007074067834764719, "m": 1.0 } ] }, { "epoch": 5, "train_loss": 3.7013378143310547, "val_loss": 1.3532562255859375, "acc": 51.91, "f1": [ 0.6042509078979492, 0.6466807723045349, 0.3506665825843811, 0.3402741551399231, 0.4103192687034607, 0.4466799795627594, 0.5834683179855347, 0.5558582544326782, 0.6119638681411743, 0.5924944281578064 ], "time": 32.52476233100015, "param": [ { "p": 0.06192495673894882, "m": 1.0 }, { "p": 0.0031086490489542484, "m": 1.0 }, { "p": 0.037865277379751205, "m": 1.0 }, { "p": 0.16685767471790314, "m": 0.010265073738992214 }, { "p": 0.19231680035591125, "m": 0.13654670119285583 }, { "p": 0.08178944140672684, "m": 0.22447939217090607 }, { "p": 0.02924894541501999, "m": 0.6153307557106018 }, { "p": 0.058072321116924286, "m": 0.011742786504328251 }, { "p": 0.03498945012688637, "m": 0.9234454035758972 }, { "p": 0.07970665395259857, "m": 1.0 }, { "p": 0.007723270915448666, "m": 0.7160748839378357 }, { "p": 0.07449048012495041, "m": 1.0 }, { "p": 0.17120178043842316, "m": 1.0 }, { "p": 0.0007042685174383223, "m": 1.0 } ] }, { "epoch": 6, "train_loss": 3.2109298706054688, "val_loss": 1.2090332508087158, "acc": 54.32, "f1": [ 0.5908867120742798, 0.6653918623924255, 0.452448308467865, 0.30618882179260254, 0.4033830761909485, 0.47831788659095764, 0.6127231121063232, 0.6271928548812866, 0.6447424292564392, 0.5837274193763733 ], "time": 33.65430602399965, "param": [ { "p": 0.1011877954006195, "m": 1.0 }, { "p": 0.0007144281989894807, "m": 1.0 }, { "p": 0.0359460711479187, "m": 1.0 }, { "p": 0.0888044536113739, "m": 0.009999999776482582 }, { "p": 0.1481168568134308, "m": 0.10183437168598175 }, { "p": 0.060018591582775116, "m": 0.3049629032611847 }, { "p": 0.06276193261146545, "m": 0.4329644739627838 }, { "p": 0.12057064473628998, "m": 0.009999999776482582 }, { "p": 0.04797867685556412, "m": 0.9119373559951782 }, { "p": 0.061898380517959595, "m": 0.9736904501914978 }, { "p": 0.060439106076955795, "m": 0.766348659992218 }, { "p": 0.09992439299821854, "m": 1.0 }, { "p": 0.11092422157526016, "m": 1.0 }, { "p": 0.0007144281989894807, "m": 1.0 } ] }, { "epoch": 7, "train_loss": 3.2194628715515137, "val_loss": 1.1692560911178589, "acc": 56.9, "f1": [ 0.6419867277145386, 0.6915886402130127, 0.4777776300907135, 0.2545180022716522, 0.47521543502807617, 0.4681527614593506, 0.6462323069572449, 0.6329224705696106, 0.6557375192642212, 0.6012524962425232 ], "time": 33.57206935699969, "param": [ { "p": 0.10395623743534088, "m": 1.0 }, { "p": 0.0007028908585198224, "m": 1.0 }, { "p": 0.04495842754840851, "m": 1.0 }, { "p": 0.06122039258480072, "m": 0.009999999776482582 }, { "p": 0.12212087213993073, "m": 0.08595377951860428 }, { "p": 0.02926665171980858, "m": 0.4010683000087738 }, { "p": 0.11366923898458481, "m": 0.3031538724899292 }, { "p": 0.09420716762542725, "m": 0.009999999776482582 }, { "p": 0.08375965058803558, "m": 0.9332512021064758 }, { "p": 0.08067777007818222, "m": 0.9999945759773254 }, { "p": 0.03957283869385719, "m": 0.7902655601501465 }, { "p": 0.11533206701278687, "m": 1.0 }, { "p": 0.10985291004180908, "m": 1.0 }, { "p": 0.0007028908585198224, "m": 1.0 } ] }, { "epoch": 8, "train_loss": 2.891728401184082, "val_loss": 1.2556917667388916, "acc": 56.23, "f1": [ 0.6663351058959961, 0.6148054003715515, 0.4473397135734558, 0.41078826785087585, 0.4835885167121887, 0.3716939687728882, 0.6072077751159668, 0.6526216268539429, 0.6761330962181091, 0.5983604788780212 ], "time": 33.32387529500011, "param": [ { "p": 0.10031071305274963, "m": 1.0 }, { "p": 0.0007025553495623171, "m": 1.0 }, { "p": 0.12022104114294052, "m": 1.0 }, { "p": 0.05421196296811104, "m": 0.009999999776482582 }, { "p": 0.08563468605279922, "m": 0.06900224089622498 }, { "p": 0.017792558297514915, "m": 0.4986784756183624 }, { "p": 0.13808290660381317, "m": 0.1376776099205017 }, { "p": 0.14310792088508606, "m": 0.009999999776482582 }, { "p": 0.06094243377447128, "m": 0.9338832497596741 }, { "p": 0.05142299830913544, "m": 0.9997981786727905 }, { "p": 0.023735832422971725, "m": 0.8127007484436035 }, { "p": 0.07319903373718262, "m": 1.0 }, { "p": 0.12993277609348297, "m": 1.0 }, { "p": 0.0007025553495623171, "m": 1.0 } ] }, { "epoch": 9, "train_loss": 3.115140199661255, "val_loss": 1.2005780935287476, "acc": 60.96, "f1": [ 0.6792451739311218, 0.7200344204902649, 0.4700351357460022, 0.4107550382614136, 0.529874861240387, 0.5264704823493958, 0.6907792687416077, 0.6806918382644653, 0.7162532806396484, 0.606911301612854 ], "time": 33.160724689999824, "param": [ { "p": 0.12246239185333252, "m": 1.0 }, { "p": 0.0007102838135324419, "m": 1.0 }, { "p": 0.1250922977924347, "m": 1.0 }, { "p": 0.0388348363339901, "m": 0.009999999776482582 }, { "p": 0.09255895763635635, "m": 0.07189049571752548 }, { "p": 0.034093115478754044, "m": 0.6021327972412109 }, { "p": 0.11670689284801483, "m": 0.22169075906276703 }, { "p": 0.12152815610170364, "m": 0.009999999776482582 }, { "p": 0.10088980942964554, "m": 0.9960927963256836 }, { "p": 0.044525276869535446, "m": 0.9903241395950317 }, { "p": 0.060084786266088486, "m": 0.9074521064758301 }, { "p": 0.06635712087154388, "m": 1.0 }, { "p": 0.07438310980796814, "m": 1.0 }, { "p": 0.0017729495884850621, "m": 1.0 } ] }, { "epoch": 10, "train_loss": 2.880072593688965, "val_loss": 1.0757180452346802, "acc": 61.44, "f1": [ 0.6663018465042114, 0.7162789702415466, 0.5199177861213684, 0.43555545806884766, 0.5576243996620178, 0.497949481010437, 0.7014303803443909, 0.6897706985473633, 0.7021275162696838, 0.62272709608078 ], "time": 33.32771331699996, "param": [ { "p": 0.11579512804746628, "m": 1.0 }, { "p": 0.0006938411388546228, "m": 1.0 }, { "p": 0.1460902839899063, "m": 1.0 }, { "p": 0.03772425279021263, "m": 0.009999999776482582 }, { "p": 0.07910552620887756, "m": 0.1434403657913208 }, { "p": 0.01989774778485298, "m": 0.6337648034095764 }, { "p": 0.10992628335952759, "m": 0.17210321128368378 }, { "p": 0.1232614815235138, "m": 0.009999999776482582 }, { "p": 0.00826259609311819, "m": 0.9588406682014465 }, { "p": 0.07543624192476273, "m": 0.9956393241882324 }, { "p": 0.08973444253206253, "m": 1.0 }, { "p": 0.09157025814056396, "m": 1.0 }, { "p": 0.1018081083893776, "m": 1.0 }, { "p": 0.0006938411388546228, "m": 1.0 } ] }, { "epoch": 11, "train_loss": 2.8728044033050537, "val_loss": 0.9826938509941101, "acc": 62.05, "f1": [ 0.6750322580337524, 0.7144455313682556, 0.5322344899177551, 0.47848808765411377, 0.5667329430580139, 0.415512353181839, 0.681159257888794, 0.7076113820075989, 0.7305847406387329, 0.687145471572876 ], "time": 34.05870176600001, "param": [ { "p": 0.16939225792884827, "m": 1.0 }, { "p": 0.0006840678979642689, "m": 1.0 }, { "p": 0.09709598124027252, "m": 1.0 }, { "p": 0.0255439355969429, "m": 0.009999999776482582 }, { "p": 0.09944760799407959, "m": 0.14948342740535736 }, { "p": 0.03700922057032585, "m": 0.7013070583343506 }, { "p": 0.13816337287425995, "m": 0.19622988998889923 }, { "p": 0.10058709979057312, "m": 0.009999999776482582 }, { "p": 0.05422672629356384, "m": 0.999026894569397 }, { "p": 0.10230451822280884, "m": 0.9818201065063477 }, { "p": 0.06546434015035629, "m": 0.9680516123771667 }, { "p": 0.03709544613957405, "m": 1.0 }, { "p": 0.06402288377285004, "m": 1.0 }, { "p": 0.008962534368038177, "m": 1.0 } ] }, { "epoch": 12, "train_loss": 2.6496057510375977, "val_loss": 1.060731053352356, "acc": 63.6, "f1": [ 0.7084575891494751, 0.7475374937057495, 0.5107830762863159, 0.46025964617729187, 0.5513877868652344, 0.5315759778022766, 0.6927833557128906, 0.7023932337760925, 0.758999764919281, 0.7002467513084412 ], "time": 33.51428884899997, "param": [ { "p": 0.19018642604351044, "m": 1.0 }, { "p": 0.0006852028891444206, "m": 1.0 }, { "p": 0.07582467049360275, "m": 1.0 }, { "p": 0.022578075528144836, "m": 0.009999999776482582 }, { "p": 0.05172127112746239, "m": 0.22390051186084747 }, { "p": 0.0075223613530397415, "m": 0.7795639634132385 }, { "p": 0.103782057762146, "m": 0.3060723841190338 }, { "p": 0.10976550728082657, "m": 0.009999999776482582 }, { "p": 0.0585116408765316, "m": 1.0 }, { "p": 0.10200750082731247, "m": 0.9870545864105225 }, { "p": 0.12426838278770447, "m": 0.9874875545501709 }, { "p": 0.06899604946374893, "m": 0.9998961687088013 }, { "p": 0.07255159318447113, "m": 1.0 }, { "p": 0.011599279008805752, "m": 1.0 } ] }, { "epoch": 13, "train_loss": 2.763014554977417, "val_loss": 0.9777186512947083, "acc": 64.78, "f1": [ 0.707304060459137, 0.7549405694007874, 0.5185620784759521, 0.488461434841156, 0.5816497802734375, 0.522502601146698, 0.7265305519104004, 0.7182950377464294, 0.7567833065986633, 0.6913578510284424 ], "time": 33.391259551000076, "param": [ { "p": 0.12984928488731384, "m": 1.0 }, { "p": 0.0006974803982302547, "m": 1.0 }, { "p": 0.06352519243955612, "m": 1.0 }, { "p": 0.04028553515672684, "m": 0.010252214036881924 }, { "p": 0.04334111139178276, "m": 0.31465092301368713 }, { "p": 0.012301337905228138, "m": 0.7983013987541199 }, { "p": 0.10359928011894226, "m": 0.38541990518569946 }, { "p": 0.09190919250249863, "m": 0.009999999776482582 }, { "p": 0.1001712754368782, "m": 1.0 }, { "p": 0.06277917325496674, "m": 0.9398905038833618 }, { "p": 0.1837615966796875, "m": 0.9912188649177551 }, { "p": 0.07478439062833786, "m": 1.0 }, { "p": 0.09130199998617172, "m": 1.0 }, { "p": 0.0016932158032432199, "m": 1.0 } ] }, { "epoch": 14, "train_loss": 2.370983362197876, "val_loss": 1.0259599685668945, "acc": 65.18, "f1": [ 0.72306227684021, 0.7561941146850586, 0.5445024967193604, 0.4526609480381012, 0.5753423571586609, 0.5537230372428894, 0.696435809135437, 0.7191009521484375, 0.7595892548561096, 0.7117817401885986 ], "time": 33.38609874399981, "param": [ { "p": 0.10422942787408829, "m": 1.0 }, { "p": 0.0006975531578063965, "m": 1.0 }, { "p": 0.08284086734056473, "m": 1.0 }, { "p": 0.046436574310064316, "m": 0.009999999776482582 }, { "p": 0.03898019343614578, "m": 0.3074490427970886 }, { "p": 0.0027746011037379503, "m": 0.8379638195037842 }, { "p": 0.13265535235404968, "m": 0.443301796913147 }, { "p": 0.08252838999032974, "m": 0.009999999776482582 }, { "p": 0.11869991570711136, "m": 1.0 }, { "p": 0.0627174973487854, "m": 0.9506741166114807 }, { "p": 0.1444348841905594, "m": 0.9995946288108826 }, { "p": 0.09595087170600891, "m": 1.0 }, { "p": 0.08100375533103943, "m": 1.0 }, { "p": 0.006050149444490671, "m": 1.0 } ] }, { "epoch": 15, "train_loss": 2.143798351287842, "val_loss": 1.0195794105529785, "acc": 65.96, "f1": [ 0.7068002820014954, 0.7563204765319824, 0.5681945085525513, 0.47095105051994324, 0.5994369983673096, 0.5650623440742493, 0.7257460951805115, 0.7179745435714722, 0.7827473878860474, 0.7108751535415649 ], "time": 33.581391494999934, "param": [ { "p": 0.09964694827795029, "m": 1.0 }, { "p": 0.0006853219238109887, "m": 1.0 }, { "p": 0.06667906045913696, "m": 1.0 }, { "p": 0.03825848922133446, "m": 0.009999999776482582 }, { "p": 0.02469465136528015, "m": 0.2715001404285431 }, { "p": 0.0019033460412174463, "m": 0.7788322567939758 }, { "p": 0.109550341963768, "m": 0.32597681879997253 }, { "p": 0.13462544977664948, "m": 0.009999999776482582 }, { "p": 0.11214239150285721, "m": 1.0 }, { "p": 0.0769440084695816, "m": 1.0 }, { "p": 0.09582152217626572, "m": 1.0 }, { "p": 0.14081494510173798, "m": 1.0 }, { "p": 0.09732748568058014, "m": 1.0 }, { "p": 0.0009061074815690517, "m": 1.0 } ] }, { "epoch": 16, "train_loss": 2.421527624130249, "val_loss": 0.9934301376342773, "acc": 66.61, "f1": [ 0.7323254942893982, 0.7853608727455139, 0.5555554032325745, 0.49486640095710754, 0.5620395541191101, 0.542986273765564, 0.7197918891906738, 0.7337830066680908, 0.7773987054824829, 0.7326626777648926 ], "time": 33.23106857499988, "param": [ { "p": 0.09101191908121109, "m": 1.0 }, { "p": 0.0007026310777291656, "m": 1.0 }, { "p": 0.0853370800614357, "m": 1.0 }, { "p": 0.0436692014336586, "m": 0.009999999776482582 }, { "p": 0.027582667768001556, "m": 0.19485551118850708 }, { "p": 0.009157402440905571, "m": 0.7283825874328613 }, { "p": 0.08596358448266983, "m": 0.3340359330177307 }, { "p": 0.1275629699230194, "m": 0.009999999776482582 }, { "p": 0.0769457221031189, "m": 0.9534820318222046 }, { "p": 0.11021807044744492, "m": 0.9986137747764587 }, { "p": 0.07604631036520004, "m": 1.0 }, { "p": 0.0994892567396164, "m": 1.0 }, { "p": 0.1161705031991005, "m": 1.0 }, { "p": 0.050142738968133926, "m": 1.0 } ] }, { "epoch": 17, "train_loss": 2.355837821960449, "val_loss": 0.8586782217025757, "acc": 66.73, "f1": [ 0.7243926525115967, 0.7796769142150879, 0.5700711607933044, 0.4508668780326843, 0.6007676124572754, 0.5576164722442627, 0.7014140486717224, 0.7405027747154236, 0.7774146795272827, 0.7283744812011719 ], "time": 33.443970443000126, "param": [ { "p": 0.08865039050579071, "m": 1.0 }, { "p": 0.0011331291170790792, "m": 1.0 }, { "p": 0.11463689059019089, "m": 1.0 }, { "p": 0.040130093693733215, "m": 0.009999999776482582 }, { "p": 0.06437857449054718, "m": 0.2079731523990631 }, { "p": 0.007095474749803543, "m": 0.7452568411827087 }, { "p": 0.08299735933542252, "m": 0.3823849856853485 }, { "p": 0.10984433442354202, "m": 0.009999999776482582 }, { "p": 0.08158540725708008, "m": 0.9964478611946106 }, { "p": 0.08108126372098923, "m": 0.9746220707893372 }, { "p": 0.07271852344274521, "m": 1.0 }, { "p": 0.1258206069469452, "m": 1.0 }, { "p": 0.11281785368919373, "m": 1.0 }, { "p": 0.01711009442806244, "m": 1.0 } ] }, { "epoch": 18, "train_loss": 2.295807361602783, "val_loss": 0.9213710427284241, "acc": 67.99, "f1": [ 0.7357312440872192, 0.7880458235740662, 0.5744326710700989, 0.5043561458587646, 0.5974456667900085, 0.5546122193336487, 0.7569642663002014, 0.7427482604980469, 0.7738547921180725, 0.720515251159668 ], "time": 33.70046469299996, "param": [ { "p": 0.11644390970468521, "m": 1.0 }, { "p": 0.000691350142005831, "m": 1.0 }, { "p": 0.08571957051753998, "m": 1.0 }, { "p": 0.03390268608927727, "m": 0.009999999776482582 }, { "p": 0.05895300954580307, "m": 0.17438633739948273 }, { "p": 0.006893612910062075, "m": 0.7699379920959473 }, { "p": 0.10077368468046188, "m": 0.31917715072631836 }, { "p": 0.08840738236904144, "m": 0.009999999776482582 }, { "p": 0.09079670906066895, "m": 0.9738677740097046 }, { "p": 0.07173607498407364, "m": 1.0 }, { "p": 0.0817309096455574, "m": 1.0 }, { "p": 0.11669642478227615, "m": 1.0 }, { "p": 0.09631287306547165, "m": 1.0 }, { "p": 0.050941821187734604, "m": 1.0 } ] }, { "epoch": 19, "train_loss": 2.180691719055176, "val_loss": 0.9359633922576904, "acc": 68.65, "f1": [ 0.7282102704048157, 0.7839703559875488, 0.6092056632041931, 0.5374999046325684, 0.6142240166664124, 0.5604718327522278, 0.7565690279006958, 0.7471262812614441, 0.7865705490112305, 0.7370111346244812 ], "time": 34.03803533500013, "param": [ { "p": 0.11453233659267426, "m": 1.0 }, { "p": 0.004693262279033661, "m": 1.0 }, { "p": 0.0625823587179184, "m": 1.0 }, { "p": 0.05986589938402176, "m": 0.009999999776482582 }, { "p": 0.07181669771671295, "m": 0.2861923277378082 }, { "p": 0.004740274045616388, "m": 0.7131654024124146 }, { "p": 0.12493719905614853, "m": 0.3200412094593048 }, { "p": 0.10201937705278397, "m": 0.009999999776482582 }, { "p": 0.08198842406272888, "m": 0.999220073223114 }, { "p": 0.09371379762887955, "m": 1.0 }, { "p": 0.07940979301929474, "m": 0.9792181253433228 }, { "p": 0.09615937620401382, "m": 1.0 }, { "p": 0.06229357793927193, "m": 1.0 }, { "p": 0.04124755039811134, "m": 1.0 } ] }, { "epoch": 20, "train_loss": 1.8534033298492432, "val_loss": 0.8780397772789001, "acc": 68.79, "f1": [ 0.7503485679626465, 0.7888827919960022, 0.5864230990409851, 0.5081494450569153, 0.6280736327171326, 0.5854125618934631, 0.7505761384963989, 0.7561454176902771, 0.7721719145774841, 0.750619649887085 ], "time": 32.83588785900065, "param": [ { "p": 0.09848759323358536, "m": 1.0 }, { "p": 0.0006969781825318933, "m": 1.0 }, { "p": 0.07544881105422974, "m": 1.0 }, { "p": 0.04421841353178024, "m": 0.009999999776482582 }, { "p": 0.06312104314565659, "m": 0.2898159623146057 }, { "p": 0.0018285344121977687, "m": 0.7203492522239685 }, { "p": 0.1131129115819931, "m": 0.39580193161964417 }, { "p": 0.0994332879781723, "m": 0.009999999776482582 }, { "p": 0.08998824656009674, "m": 0.9863789677619934 }, { "p": 0.10950808227062225, "m": 0.9765416383743286 }, { "p": 0.0874478742480278, "m": 0.9895960092544556 }, { "p": 0.09090138226747513, "m": 1.0 }, { "p": 0.08094624429941177, "m": 1.0 }, { "p": 0.04486054554581642, "m": 1.0 } ] }, { "epoch": 21, "train_loss": 2.071943759918213, "val_loss": 0.917312502861023, "acc": 68.57, "f1": [ 0.7111361622810364, 0.785412073135376, 0.6053718328475952, 0.5175902247428894, 0.6290649175643921, 0.5519669651985168, 0.7470318675041199, 0.7428832054138184, 0.7960056066513062, 0.7401645183563232 ], "time": 32.81357090799975, "param": [ { "p": 0.0646977648139, "m": 1.0 }, { "p": 0.0006822868599556386, "m": 1.0 }, { "p": 0.11387544870376587, "m": 1.0 }, { "p": 0.047820717096328735, "m": 0.009999999776482582 }, { "p": 0.06526043266057968, "m": 0.2954420745372772 }, { "p": 0.010600404813885689, "m": 0.7769560813903809 }, { "p": 0.08763622492551804, "m": 0.4812118113040924 }, { "p": 0.09414960443973541, "m": 0.009999999776482582 }, { "p": 0.15378424525260925, "m": 1.0 }, { "p": 0.08060020953416824, "m": 1.0 }, { "p": 0.1085241287946701, "m": 0.9633707404136658 }, { "p": 0.078925721347332, "m": 1.0 }, { "p": 0.06721878051757812, "m": 1.0 }, { "p": 0.02622396871447563, "m": 1.0 } ] }, { "epoch": 22, "train_loss": 1.996915340423584, "val_loss": 0.8893401026725769, "acc": 68.68, "f1": [ 0.7420225739479065, 0.7827425003051758, 0.5737800002098083, 0.48117634654045105, 0.642350435256958, 0.5982061624526978, 0.7395694851875305, 0.7531830072402954, 0.7926891446113586, 0.7205072641372681 ], "time": 33.40531389999978, "param": [ { "p": 0.0979262962937355, "m": 1.0 }, { "p": 0.0006970881950110197, "m": 1.0 }, { "p": 0.14810462296009064, "m": 1.0 }, { "p": 0.05698297917842865, "m": 0.009999999776482582 }, { "p": 0.08693066239356995, "m": 0.3296426832675934 }, { "p": 0.03192019462585449, "m": 0.928244948387146 }, { "p": 0.04115968942642212, "m": 0.5131438374519348 }, { "p": 0.09374959021806717, "m": 0.009999999776482582 }, { "p": 0.11640769243240356, "m": 0.9748690128326416 }, { "p": 0.07269159704446793, "m": 1.0 }, { "p": 0.08403538167476654, "m": 1.0 }, { "p": 0.08207231760025024, "m": 1.0 }, { "p": 0.05284241959452629, "m": 1.0 }, { "p": 0.03447955846786499, "m": 1.0 } ] }, { "epoch": 23, "train_loss": 1.8822638988494873, "val_loss": 0.8408842086791992, "acc": 69.75, "f1": [ 0.7627289891242981, 0.7991496324539185, 0.5981734395027161, 0.5188769102096558, 0.6447600722312927, 0.5868765115737915, 0.7614582180976868, 0.7557286620140076, 0.7963494658470154, 0.7469424605369568 ], "time": 33.327376596999784, "param": [ { "p": 0.10953457653522491, "m": 1.0 }, { "p": 0.0007020570919848979, "m": 1.0 }, { "p": 0.2069745510816574, "m": 1.0 }, { "p": 0.05668991431593895, "m": 0.009999999776482582 }, { "p": 0.03451661765575409, "m": 0.19922664761543274 }, { "p": 0.0007020570919848979, "m": 0.9861117005348206 }, { "p": 0.038976602256298065, "m": 0.49135705828666687 }, { "p": 0.0942452922463417, "m": 0.009999999776482582 }, { "p": 0.10111014544963837, "m": 0.9240414500236511 }, { "p": 0.05395418405532837, "m": 0.998694896697998 }, { "p": 0.07515501976013184, "m": 1.0 }, { "p": 0.12205258756875992, "m": 1.0 }, { "p": 0.07459912449121475, "m": 1.0 }, { "p": 0.030787331983447075, "m": 1.0 } ] }, { "epoch": 24, "train_loss": 1.7798646688461304, "val_loss": 0.8103252649307251, "acc": 69.87, "f1": [ 0.7577394247055054, 0.8131642937660217, 0.5924616456031799, 0.5145682692527771, 0.6421679854393005, 0.5923631191253662, 0.724515438079834, 0.7498709559440613, 0.8011897206306458, 0.7633134722709656 ], "time": 33.27371148099974, "param": [ { "p": 0.12318394333124161, "m": 1.0 }, { "p": 0.0006946091307327151, "m": 1.0 }, { "p": 0.09633060544729233, "m": 1.0 }, { "p": 0.08416835963726044, "m": 0.009999999776482582 }, { "p": 0.03453048691153526, "m": 0.34566351771354675 }, { "p": 0.02630499377846718, "m": 1.0 }, { "p": 0.05706403777003288, "m": 0.4678318500518799 }, { "p": 0.09367986023426056, "m": 0.009999999776482582 }, { "p": 0.09752929955720901, "m": 0.9178447127342224 }, { "p": 0.090519480407238, "m": 1.0 }, { "p": 0.0903870239853859, "m": 0.9771803021430969 }, { "p": 0.10865990072488785, "m": 1.0 }, { "p": 0.07227757573127747, "m": 1.0 }, { "p": 0.024669736623764038, "m": 1.0 } ] }, { "epoch": 25, "train_loss": 1.9999291896820068, "val_loss": 0.8150103092193604, "acc": 71.16, "f1": [ 0.7677260041236877, 0.8221890330314636, 0.6190235018730164, 0.5508195757865906, 0.6648878455162048, 0.6010048985481262, 0.7622147798538208, 0.7647656202316284, 0.8122040033340454, 0.7592973709106445 ], "time": 33.651327492000746, "param": [ { "p": 0.12674221396446228, "m": 1.0 }, { "p": 0.0006954288110136986, "m": 1.0 }, { "p": 0.06758570671081543, "m": 1.0 }, { "p": 0.06370379775762558, "m": 0.009999999776482582 }, { "p": 0.0984048992395401, "m": 0.30550429224967957 }, { "p": 0.02665523998439312, "m": 0.9874927997589111 }, { "p": 0.036170534789562225, "m": 0.4317554831504822 }, { "p": 0.06655347347259521, "m": 0.009999999776482582 }, { "p": 0.07498694956302643, "m": 0.9216939806938171 }, { "p": 0.1373940110206604, "m": 1.0 }, { "p": 0.0919797345995903, "m": 1.0 }, { "p": 0.10490959882736206, "m": 1.0 }, { "p": 0.09248922765254974, "m": 1.0 }, { "p": 0.011729137971997261, "m": 1.0 } ] }, { "epoch": 26, "train_loss": 1.954486608505249, "val_loss": 0.885766863822937, "acc": 69.85, "f1": [ 0.7467085719108582, 0.7987646460533142, 0.6138296127319336, 0.47400227189064026, 0.646926760673523, 0.5999001860618591, 0.7668537497520447, 0.7625972628593445, 0.7862845063209534, 0.7443129420280457 ], "time": 33.08663866100051, "param": [ { "p": 0.09939446300268173, "m": 1.0 }, { "p": 0.0006790285697206855, "m": 1.0 }, { "p": 0.04015813767910004, "m": 1.0 }, { "p": 0.031195377930998802, "m": 0.009999999776482582 }, { "p": 0.09441657364368439, "m": 0.27520281076431274 }, { "p": 0.027448875829577446, "m": 0.9453969597816467 }, { "p": 0.07204153388738632, "m": 0.6499995589256287 }, { "p": 0.06891947984695435, "m": 0.009999999776482582 }, { "p": 0.08049671351909637, "m": 0.8853893876075745 }, { "p": 0.09642331302165985, "m": 0.93015056848526 }, { "p": 0.09855537861585617, "m": 0.896576464176178 }, { "p": 0.1341322958469391, "m": 1.0 }, { "p": 0.0932670459151268, "m": 1.0 }, { "p": 0.0628717690706253, "m": 1.0 } ] }, { "epoch": 27, "train_loss": 2.057952404022217, "val_loss": 0.8453086018562317, "acc": 70.41, "f1": [ 0.7549601197242737, 0.8064365386962891, 0.6158866882324219, 0.510531485080719, 0.6703909635543823, 0.592820405960083, 0.7570775151252747, 0.758764922618866, 0.8095743060112, 0.7534245252609253 ], "time": 33.2119321199998, "param": [ { "p": 0.09402336180210114, "m": 1.0 }, { "p": 0.014006678946316242, "m": 1.0 }, { "p": 0.06352325528860092, "m": 1.0 }, { "p": 0.044514402747154236, "m": 0.009999999776482582 }, { "p": 0.05897635594010353, "m": 0.3227594792842865 }, { "p": 0.03143581375479698, "m": 1.0 }, { "p": 0.05484327673912048, "m": 0.7273500561714172 }, { "p": 0.07813574373722076, "m": 0.009999999776482582 }, { "p": 0.168013796210289, "m": 1.0 }, { "p": 0.05569374933838844, "m": 0.9896685481071472 }, { "p": 0.07909515500068665, "m": 1.0 }, { "p": 0.1103566437959671, "m": 1.0 }, { "p": 0.09504657983779907, "m": 1.0 }, { "p": 0.05233515053987503, "m": 1.0 } ] }, { "epoch": 28, "train_loss": 1.709496021270752, "val_loss": 0.8026818633079529, "acc": 71.01, "f1": [ 0.7445453405380249, 0.8171826601028442, 0.6286609172821045, 0.5252076983451843, 0.6527619361877441, 0.6102634072303772, 0.7750236392021179, 0.7704510688781738, 0.7906469702720642, 0.7607304453849792 ], "time": 33.92446103399925, "param": [ { "p": 0.08081479370594025, "m": 1.0 }, { "p": 0.012764175422489643, "m": 1.0 }, { "p": 0.10000891983509064, "m": 1.0 }, { "p": 0.06799912452697754, "m": 0.009999999776482582 }, { "p": 0.06508942693471909, "m": 0.22508426010608673 }, { "p": 0.012422902509570122, "m": 0.9774693846702576 }, { "p": 0.07103575766086578, "m": 0.5834647417068481 }, { "p": 0.08588730543851852, "m": 0.009999999776482582 }, { "p": 0.1149229034781456, "m": 0.9300094246864319 }, { "p": 0.11636456102132797, "m": 0.9938435554504395 }, { "p": 0.045111119747161865, "m": 0.862266480922699 }, { "p": 0.12216836959123611, "m": 1.0 }, { "p": 0.10019385814666748, "m": 1.0 }, { "p": 0.005216849967837334, "m": 1.0 } ] }, { "epoch": 29, "train_loss": 1.8571059703826904, "val_loss": 0.8057815432548523, "acc": 71.97, "f1": [ 0.764883816242218, 0.8245262503623962, 0.6362714767456055, 0.5270339250564575, 0.6728243827819824, 0.6237481236457825, 0.778588593006134, 0.7757893800735474, 0.8110124468803406, 0.7761827111244202 ], "time": 33.861198575000344, "param": [ { "p": 0.09616725146770477, "m": 1.0 }, { "p": 0.0025110591668635607, "m": 1.0 }, { "p": 0.11422723531723022, "m": 1.0 }, { "p": 0.04772636294364929, "m": 0.009999999776482582 }, { "p": 0.05581469461321831, "m": 0.2737818956375122 }, { "p": 0.05018147453665733, "m": 0.9707249999046326 }, { "p": 0.09138104319572449, "m": 0.5344858765602112 }, { "p": 0.08914251625537872, "m": 0.009999999776482582 }, { "p": 0.0973859652876854, "m": 0.9964212775230408 }, { "p": 0.07575490325689316, "m": 1.0 }, { "p": 0.06681286543607712, "m": 0.8672923445701599 }, { "p": 0.0605660043656826, "m": 1.0 }, { "p": 0.09127947688102722, "m": 1.0 }, { "p": 0.06104910746216774, "m": 1.0 } ] }, { "epoch": 30, "train_loss": 1.9590966701507568, "val_loss": 0.8131734132766724, "acc": 71.41, "f1": [ 0.7693845629692078, 0.8338162899017334, 0.6200774908065796, 0.5278770923614502, 0.6601306200027466, 0.6141808032989502, 0.7700777649879456, 0.7506939172744751, 0.8124998211860657, 0.7688440084457397 ], "time": 33.47352277200025, "param": [ { "p": 0.10105559229850769, "m": 1.0 }, { "p": 0.0006836605607531965, "m": 1.0 }, { "p": 0.10295531153678894, "m": 1.0 }, { "p": 0.03147527948021889, "m": 0.009999999776482582 }, { "p": 0.05420306324958801, "m": 0.2065579742193222 }, { "p": 0.06531481444835663, "m": 0.9841048121452332 }, { "p": 0.09977489709854126, "m": 0.6830102205276489 }, { "p": 0.1036965548992157, "m": 0.009999999776482582 }, { "p": 0.07163666188716888, "m": 0.9796157479286194 }, { "p": 0.04606815427541733, "m": 0.9006931185722351 }, { "p": 0.10561209172010422, "m": 0.9724737405776978 }, { "p": 0.0788070559501648, "m": 1.0 }, { "p": 0.10104883462190628, "m": 1.0 }, { "p": 0.03766786307096481, "m": 1.0 } ] }, { "epoch": 31, "train_loss": 1.6383650302886963, "val_loss": 0.7937613725662231, "acc": 71.54, "f1": [ 0.7610275149345398, 0.8331666588783264, 0.6312816143035889, 0.5130888819694519, 0.6678948998451233, 0.6104782819747925, 0.7667791843414307, 0.7580257654190063, 0.8173739314079285, 0.7672821879386902 ], "time": 32.52673933500046, "param": [ { "p": 0.09752308577299118, "m": 1.0 }, { "p": 0.0006886923802085221, "m": 1.0 }, { "p": 0.12398702651262283, "m": 1.0 }, { "p": 0.08178495615720749, "m": 0.009999999776482582 }, { "p": 0.059283748269081116, "m": 0.2270297408103943 }, { "p": 0.065766841173172, "m": 1.0 }, { "p": 0.07989790290594101, "m": 0.5545336604118347 }, { "p": 0.09210933744907379, "m": 0.009999999776482582 }, { "p": 0.033913131803274155, "m": 0.9642432332038879 }, { "p": 0.058259524405002594, "m": 0.9536234736442566 }, { "p": 0.07052730768918991, "m": 0.9364871382713318 }, { "p": 0.08276161551475525, "m": 1.0 }, { "p": 0.11537014693021774, "m": 1.0 }, { "p": 0.03812668099999428, "m": 1.0 } ] }, { "epoch": 32, "train_loss": 1.8370013236999512, "val_loss": 0.8722214698791504, "acc": 71.02, "f1": [ 0.7704238891601562, 0.8114074468612671, 0.6318358182907104, 0.5321929454803467, 0.6599206924438477, 0.5899531245231628, 0.769089937210083, 0.7580811977386475, 0.8072914481163025, 0.7594797611236572 ], "time": 33.704252512000494, "param": [ { "p": 0.0911693349480629, "m": 1.0 }, { "p": 0.0006900904700160027, "m": 1.0 }, { "p": 0.12024901807308197, "m": 1.0 }, { "p": 0.10715171694755554, "m": 0.009999999776482582 }, { "p": 0.0705915167927742, "m": 0.27252280712127686 }, { "p": 0.07463467866182327, "m": 1.0 }, { "p": 0.07741882652044296, "m": 0.5603570342063904 }, { "p": 0.07648726552724838, "m": 0.009999999776482582 }, { "p": 0.0406845286488533, "m": 0.8958278298377991 }, { "p": 0.07036548852920532, "m": 0.9990301132202148 }, { "p": 0.06690677255392075, "m": 0.9132381677627563 }, { "p": 0.07989027351140976, "m": 1.0 }, { "p": 0.12091793864965439, "m": 1.0 }, { "p": 0.0028425513301044703, "m": 1.0 } ] }, { "epoch": 33, "train_loss": 1.5434619188308716, "val_loss": 0.6922548413276672, "acc": 71.63, "f1": [ 0.7652257680892944, 0.8201661109924316, 0.6315788626670837, 0.5449274778366089, 0.6774667501449585, 0.5831940770149231, 0.7649474143981934, 0.7734256982803345, 0.8090096116065979, 0.7741601467132568 ], "time": 32.876160384000286, "param": [ { "p": 0.09625789523124695, "m": 1.0 }, { "p": 0.00068779377033934, "m": 1.0 }, { "p": 0.1002703532576561, "m": 1.0 }, { "p": 0.09291908890008926, "m": 0.009999999776482582 }, { "p": 0.04318423569202423, "m": 0.3236176669597626 }, { "p": 0.03253430500626564, "m": 0.9398195147514343 }, { "p": 0.068633534014225, "m": 0.5419586896896362 }, { "p": 0.07063999772071838, "m": 0.009999999776482582 }, { "p": 0.06981562077999115, "m": 0.9458667039871216 }, { "p": 0.11947359144687653, "m": 1.0 }, { "p": 0.08874912559986115, "m": 0.9891651272773743 }, { "p": 0.07792917639017105, "m": 1.0 }, { "p": 0.07722996920347214, "m": 1.0 }, { "p": 0.061675384640693665, "m": 1.0 } ] }, { "epoch": 34, "train_loss": 1.4839940071105957, "val_loss": 0.7691174149513245, "acc": 71.58, "f1": [ 0.755684494972229, 0.8317232728004456, 0.6357306838035583, 0.489595890045166, 0.6656345129013062, 0.6180587410926819, 0.7661508917808533, 0.7715470790863037, 0.8102465271949768, 0.7747932076454163 ], "time": 34.7174447769994, "param": [ { "p": 0.10116373002529144, "m": 1.0 }, { "p": 0.0006935842102393508, "m": 1.0 }, { "p": 0.11392724514007568, "m": 1.0 }, { "p": 0.07424966990947723, "m": 0.009999999776482582 }, { "p": 0.04782676324248314, "m": 0.344968318939209 }, { "p": 0.0770072489976883, "m": 0.8248991370201111 }, { "p": 0.07627005130052567, "m": 0.5880317687988281 }, { "p": 0.09092408418655396, "m": 0.009999999776482582 }, { "p": 0.05796384438872337, "m": 0.8840909004211426 }, { "p": 0.08967181295156479, "m": 1.0 }, { "p": 0.09426054358482361, "m": 0.8822818398475647 }, { "p": 0.06638018041849136, "m": 1.0 }, { "p": 0.10843943804502487, "m": 1.0 }, { "p": 0.0012218394549563527, "m": 1.0 } ] }, { "epoch": 35, "train_loss": 1.6733293533325195, "val_loss": 0.7740622758865356, "acc": 71.82, "f1": [ 0.7668065428733826, 0.837680995464325, 0.6363170146942139, 0.46538448333740234, 0.6633856892585754, 0.6241579055786133, 0.7534128427505493, 0.7756344079971313, 0.826693058013916, 0.7813469171524048 ], "time": 34.28883307699925, "param": [ { "p": 0.10238245874643326, "m": 1.0 }, { "p": 0.02184886485338211, "m": 1.0 }, { "p": 0.14765097200870514, "m": 1.0 }, { "p": 0.07429338246583939, "m": 0.009999999776482582 }, { "p": 0.05320559814572334, "m": 0.32656344771385193 }, { "p": 0.0378459133207798, "m": 0.7683143019676208 }, { "p": 0.05855292081832886, "m": 0.6048779487609863 }, { "p": 0.09445630759000778, "m": 0.009999999776482582 }, { "p": 0.06923504918813705, "m": 0.9595246315002441 }, { "p": 0.05635973438620567, "m": 0.9918616414070129 }, { "p": 0.07831481844186783, "m": 0.8326529264450073 }, { "p": 0.08666843920946121, "m": 1.0 }, { "p": 0.07439152151346207, "m": 1.0 }, { "p": 0.04479404166340828, "m": 1.0 } ] }, { "epoch": 36, "train_loss": 1.5586224794387817, "val_loss": 0.7753120064735413, "acc": 72.49, "f1": [ 0.7727758884429932, 0.8352527022361755, 0.6383206248283386, 0.5212052464485168, 0.6807487607002258, 0.6185271739959717, 0.7774672508239746, 0.7676482796669006, 0.820682942867279, 0.7909662127494812 ], "time": 33.700629945999935, "param": [ { "p": 0.13788335025310516, "m": 1.0 }, { "p": 0.0030257406178861856, "m": 1.0 }, { "p": 0.0687628835439682, "m": 1.0 }, { "p": 0.06225801631808281, "m": 0.009999999776482582 }, { "p": 0.06895698606967926, "m": 0.2805520296096802 }, { "p": 0.046538062393665314, "m": 0.8812043070793152 }, { "p": 0.03414776176214218, "m": 0.45951932668685913 }, { "p": 0.08884377032518387, "m": 0.009999999776482582 }, { "p": 0.08748551458120346, "m": 0.9829102158546448 }, { "p": 0.06209017336368561, "m": 0.9903929233551025 }, { "p": 0.07697848975658417, "m": 0.8860170245170593 }, { "p": 0.08633293211460114, "m": 1.0 }, { "p": 0.11577139049768448, "m": 1.0 }, { "p": 0.060924921184778214, "m": 1.0 } ] }, { "epoch": 37, "train_loss": 1.5524475574493408, "val_loss": 0.7210202217102051, "acc": 71.72, "f1": [ 0.7642995715141296, 0.835198163986206, 0.6476286053657532, 0.5038502812385559, 0.6749097108840942, 0.609620988368988, 0.7716245651245117, 0.7801701426506042, 0.8119239807128906, 0.7759161591529846 ], "time": 33.893939708999824, "param": [ { "p": 0.11072320491075516, "m": 1.0 }, { "p": 0.0006640704814344645, "m": 1.0 }, { "p": 0.06773659586906433, "m": 1.0 }, { "p": 0.0725536048412323, "m": 0.009999999776482582 }, { "p": 0.08073408156633377, "m": 0.3174639046192169 }, { "p": 0.07937535643577576, "m": 0.8628069758415222 }, { "p": 0.0856628343462944, "m": 0.6224730014801025 }, { "p": 0.09028345346450806, "m": 0.009999999776482582 }, { "p": 0.06586258858442307, "m": 0.9513210654258728 }, { "p": 0.08294285088777542, "m": 1.0 }, { "p": 0.06922128051519394, "m": 0.9446477293968201 }, { "p": 0.06879749149084091, "m": 1.0 }, { "p": 0.06534156203269958, "m": 1.0 }, { "p": 0.06010105088353157, "m": 1.0 } ] }, { "epoch": 38, "train_loss": 1.772921085357666, "val_loss": 0.7754219174385071, "acc": 72.19, "f1": [ 0.7762202024459839, 0.8334982991218567, 0.6470036506652832, 0.520169734954834, 0.6765607595443726, 0.6171319484710693, 0.7840908169746399, 0.763092041015625, 0.8224972486495972, 0.7806879878044128 ], "time": 34.72179149099975, "param": [ { "p": 0.16560910642147064, "m": 1.0 }, { "p": 0.0006851204670965672, "m": 1.0 }, { "p": 0.04158934950828552, "m": 1.0 }, { "p": 0.1364600956439972, "m": 0.009999999776482582 }, { "p": 0.0928981676697731, "m": 0.3691340684890747 }, { "p": 0.059846799820661545, "m": 0.9874405860900879 }, { "p": 0.04739408195018768, "m": 0.5818508863449097 }, { "p": 0.10679645091295242, "m": 0.009999999776482582 }, { "p": 0.012782914564013481, "m": 0.945830225944519 }, { "p": 0.060132551938295364, "m": 1.0 }, { "p": 0.05596629157662392, "m": 0.9950684905052185 }, { "p": 0.07404810935258865, "m": 1.0 }, { "p": 0.08960369974374771, "m": 1.0 }, { "p": 0.05618724226951599, "m": 1.0 } ] }, { "epoch": 39, "train_loss": 1.7578997611999512, "val_loss": 0.8495205640792847, "acc": 72.09, "f1": [ 0.77630215883255, 0.8314270377159119, 0.6253981590270996, 0.4898928105831146, 0.6807726621627808, 0.6091642379760742, 0.7645664811134338, 0.7778330445289612, 0.8220254182815552, 0.7969618439674377 ], "time": 34.45158145999994, "param": [ { "p": 0.10818471759557724, "m": 1.0 }, { "p": 0.0006907666684128344, "m": 1.0 }, { "p": 0.08008415997028351, "m": 1.0 }, { "p": 0.14617492258548737, "m": 0.009999999776482582 }, { "p": 0.043123695999383926, "m": 0.377120703458786 }, { "p": 0.043075766414403915, "m": 0.9933232665061951 }, { "p": 0.0789976641535759, "m": 0.5536136031150818 }, { "p": 0.11451372504234314, "m": 0.009999999776482582 }, { "p": 0.03520982339978218, "m": 0.9412679672241211 }, { "p": 0.09995380789041519, "m": 0.9923892021179199 }, { "p": 0.03140263631939888, "m": 0.927865743637085 }, { "p": 0.08336199074983597, "m": 1.0 }, { "p": 0.06916680186986923, "m": 1.0 }, { "p": 0.066059410572052, "m": 1.0 } ] }, { "epoch": 40, "train_loss": 1.4534465074539185, "val_loss": 0.6979279518127441, "acc": 73.35, "f1": [ 0.7771142721176147, 0.8359131813049316, 0.6673217415809631, 0.5561903715133667, 0.6882632970809937, 0.6259540915489197, 0.7832096815109253, 0.7836609482765198, 0.8361301422119141, 0.7872235178947449 ], "time": 34.45733911699972, "param": [ { "p": 0.10104697942733765, "m": 1.0 }, { "p": 0.017788995057344437, "m": 1.0 }, { "p": 0.10187987983226776, "m": 1.0 }, { "p": 0.10868536680936813, "m": 0.009999999776482582 }, { "p": 0.08657676726579666, "m": 0.287666916847229 }, { "p": 0.06516773998737335, "m": 0.9869595766067505 }, { "p": 0.073492631316185, "m": 0.4904446303844452 }, { "p": 0.09748435020446777, "m": 0.009999999776482582 }, { "p": 0.03510066494345665, "m": 0.9004504084587097 }, { "p": 0.061187513172626495, "m": 1.0 }, { "p": 0.03591713309288025, "m": 0.8652462959289551 }, { "p": 0.07952072471380234, "m": 1.0 }, { "p": 0.0849810317158699, "m": 1.0 }, { "p": 0.05117032304406166, "m": 1.0 } ] }, { "epoch": 41, "train_loss": 1.6510711908340454, "val_loss": 0.6221840381622314, "acc": 73.2, "f1": [ 0.7605767846107483, 0.8378375768661499, 0.663419246673584, 0.5512551069259644, 0.6935399174690247, 0.6335023641586304, 0.7790971994400024, 0.7744943499565125, 0.830491304397583, 0.7864630818367004 ], "time": 34.274876125000446, "param": [ { "p": 0.057792678475379944, "m": 1.0 }, { "p": 0.0019135408801957965, "m": 1.0 }, { "p": 0.11001577228307724, "m": 1.0 }, { "p": 0.07825151085853577, "m": 0.009999999776482582 }, { "p": 0.058590225875377655, "m": 0.40823283791542053 }, { "p": 0.08308398723602295, "m": 0.9467676877975464 }, { "p": 0.0822814553976059, "m": 0.4745860695838928 }, { "p": 0.08784358203411102, "m": 0.009999999776482582 }, { "p": 0.10594918578863144, "m": 0.8435830473899841 }, { "p": 0.06740597635507584, "m": 1.0 }, { "p": 0.04892820864915848, "m": 0.8744296431541443 }, { "p": 0.0869913324713707, "m": 1.0 }, { "p": 0.08887213468551636, "m": 1.0 }, { "p": 0.04208045452833176, "m": 1.0 } ] }, { "epoch": 42, "train_loss": 1.8041890859603882, "val_loss": 0.8330258131027222, "acc": 72.86, "f1": [ 0.7617063522338867, 0.8437179327011108, 0.6569796204566956, 0.5498118996620178, 0.6869879961013794, 0.6033457517623901, 0.7877569794654846, 0.7849244475364685, 0.8258948922157288, 0.7911645174026489 ], "time": 33.50891433400011, "param": [ { "p": 0.07529322057962418, "m": 1.0 }, { "p": 0.0014105328591540456, "m": 1.0 }, { "p": 0.08328565955162048, "m": 1.0 }, { "p": 0.13770930469036102, "m": 0.009999999776482582 }, { "p": 0.0689079537987709, "m": 0.29781949520111084 }, { "p": 0.03392226621508598, "m": 0.9235855937004089 }, { "p": 0.04145153984427452, "m": 0.5465339422225952 }, { "p": 0.07436496764421463, "m": 0.01019368413835764 }, { "p": 0.06087953597307205, "m": 0.8592408895492554 }, { "p": 0.08178889006376266, "m": 0.9747865796089172 }, { "p": 0.04470931366086006, "m": 0.848575234413147 }, { "p": 0.0691821277141571, "m": 1.0 }, { "p": 0.13377651572227478, "m": 1.0 }, { "p": 0.09331832826137543, "m": 1.0 } ] }, { "epoch": 43, "train_loss": 1.642513394355774, "val_loss": 0.8201693296432495, "acc": 71.92, "f1": [ 0.7451595067977905, 0.8321316242218018, 0.6249998807907104, 0.5283212065696716, 0.6899062395095825, 0.6082613468170166, 0.7795121073722839, 0.7694456577301025, 0.815354585647583, 0.7839769124984741 ], "time": 32.40863213800003, "param": [ { "p": 0.08295228332281113, "m": 1.0 }, { "p": 0.014435038901865482, "m": 1.0 }, { "p": 0.09337907284498215, "m": 1.0 }, { "p": 0.07079943269491196, "m": 0.01100843120366335 }, { "p": 0.05372293293476105, "m": 0.3242935538291931 }, { "p": 0.06126761808991432, "m": 0.9944502115249634 }, { "p": 0.030397914350032806, "m": 0.5740463733673096 }, { "p": 0.10596220195293427, "m": 0.009999999776482582 }, { "p": 0.08494522422552109, "m": 0.8854226469993591 }, { "p": 0.10460245609283447, "m": 0.89191073179245 }, { "p": 0.04796528071165085, "m": 0.8608345985412598 }, { "p": 0.06027491018176079, "m": 1.0 }, { "p": 0.1090838685631752, "m": 1.0 }, { "p": 0.0802118107676506, "m": 1.0 } ] }, { "epoch": 44, "train_loss": 1.547752857208252, "val_loss": 0.7652591466903687, "acc": 72.78, "f1": [ 0.7709053754806519, 0.8350417613983154, 0.6436896920204163, 0.5347042679786682, 0.6960484981536865, 0.6306976079940796, 0.7871093153953552, 0.7857505083084106, 0.8129569888114929, 0.780042827129364 ], "time": 32.15978422199987, "param": [ { "p": 0.08281369507312775, "m": 1.0 }, { "p": 0.0006688680150546134, "m": 1.0 }, { "p": 0.08171939849853516, "m": 1.0 }, { "p": 0.06960457563400269, "m": 0.009999999776482582 }, { "p": 0.027908015996217728, "m": 0.3246232569217682 }, { "p": 0.048550527542829514, "m": 0.9658598303794861 }, { "p": 0.026621241122484207, "m": 0.5945354700088501 }, { "p": 0.09754040837287903, "m": 0.009999999776482582 }, { "p": 0.11432936042547226, "m": 1.0 }, { "p": 0.09718578308820724, "m": 1.0 }, { "p": 0.12479594349861145, "m": 0.9665767550468445 }, { "p": 0.06569565087556839, "m": 1.0 }, { "p": 0.07373988628387451, "m": 1.0 }, { "p": 0.08882658928632736, "m": 1.0 } ] }, { "epoch": 45, "train_loss": 1.6345957517623901, "val_loss": 0.6914132237434387, "acc": 73.29, "f1": [ 0.7772701978683472, 0.8477281928062439, 0.6680079102516174, 0.5423364043235779, 0.6996965408325195, 0.6133582592010498, 0.7798559069633484, 0.776649534702301, 0.8265304565429688, 0.7910373210906982 ], "time": 33.01922978099992, "param": [ { "p": 0.039520055055618286, "m": 1.0 }, { "p": 0.0006905390764586627, "m": 1.0 }, { "p": 0.05245567113161087, "m": 1.0 }, { "p": 0.10300073772668839, "m": 0.009999999776482582 }, { "p": 0.04826013371348381, "m": 0.27711695432662964 }, { "p": 0.07893085479736328, "m": 0.9563358426094055 }, { "p": 0.0621468648314476, "m": 0.5868073105812073 }, { "p": 0.08186183124780655, "m": 0.009999999776482582 }, { "p": 0.10398445278406143, "m": 0.8316884636878967 }, { "p": 0.07859093695878983, "m": 1.0 }, { "p": 0.1229422390460968, "m": 0.9948647022247314 }, { "p": 0.06188889965415001, "m": 1.0 }, { "p": 0.08237983286380768, "m": 1.0 }, { "p": 0.08334697037935257, "m": 1.0 } ] }, { "epoch": 46, "train_loss": 1.5706372261047363, "val_loss": 0.7374545335769653, "acc": 73.26, "f1": [ 0.7719663977622986, 0.8359131813049316, 0.6573061943054199, 0.5758009552955627, 0.6870299577713013, 0.6277371048927307, 0.7862984538078308, 0.7809998393058777, 0.8276198506355286, 0.7801145911216736 ], "time": 33.61133192499983, "param": [ { "p": 0.07052869349718094, "m": 1.0 }, { "p": 0.0006881498848088086, "m": 1.0 }, { "p": 0.07893595099449158, "m": 1.0 }, { "p": 0.0911024808883667, "m": 0.009999999776482582 }, { "p": 0.04308469966053963, "m": 0.23005831241607666 }, { "p": 0.03102187067270279, "m": 0.993711531162262 }, { "p": 0.07519076019525528, "m": 0.5639804601669312 }, { "p": 0.08259624987840652, "m": 0.015125597827136517 }, { "p": 0.10766491293907166, "m": 0.993377149105072 }, { "p": 0.07218457758426666, "m": 0.9920392632484436 }, { "p": 0.11636599898338318, "m": 0.907917857170105 }, { "p": 0.06263347715139389, "m": 1.0 }, { "p": 0.10029919445514679, "m": 1.0 }, { "p": 0.06770303100347519, "m": 1.0 } ] }, { "epoch": 47, "train_loss": 1.5518450736999512, "val_loss": 0.7862114310264587, "acc": 72.83, "f1": [ 0.768513560295105, 0.8384943604469299, 0.6606605648994446, 0.5294116139411926, 0.7008971571922302, 0.6381608247756958, 0.7696333527565002, 0.7663246989250183, 0.8072223663330078, 0.7950180172920227 ], "time": 34.12972214000001, "param": [ { "p": 0.09417829662561417, "m": 1.0 }, { "p": 0.02594158425927162, "m": 1.0 }, { "p": 0.08067730814218521, "m": 1.0 }, { "p": 0.08477421849966049, "m": 0.009999999776482582 }, { "p": 0.0430159866809845, "m": 0.20091207325458527 }, { "p": 0.041658882051706314, "m": 0.9473429918289185 }, { "p": 0.07214251905679703, "m": 0.6698519587516785 }, { "p": 0.10337255895137787, "m": 0.009999999776482582 }, { "p": 0.1319626122713089, "m": 0.988271176815033 }, { "p": 0.08638769388198853, "m": 1.0 }, { "p": 0.06713991612195969, "m": 1.0 }, { "p": 0.042493514716625214, "m": 1.0 }, { "p": 0.08272519707679749, "m": 1.0 }, { "p": 0.04352971166372299, "m": 1.0 } ] }, { "epoch": 48, "train_loss": 1.6875379085540771, "val_loss": 0.783407986164093, "acc": 73.32, "f1": [ 0.7583252191543579, 0.8375307321548462, 0.649269163608551, 0.5582369565963745, 0.6974091529846191, 0.6281329393386841, 0.7842954397201538, 0.7778351306915283, 0.8238139748573303, 0.793412983417511 ], "time": 34.12181477099966, "param": [ { "p": 0.10561832785606384, "m": 1.0 }, { "p": 0.030321387574076653, "m": 1.0 }, { "p": 0.09329753369092941, "m": 1.0 }, { "p": 0.09072830528020859, "m": 0.009999999776482582 }, { "p": 0.025685178115963936, "m": 0.2653256952762604 }, { "p": 0.10247143357992172, "m": 0.7848917841911316 }, { "p": 0.03079824708402157, "m": 0.6959455013275146 }, { "p": 0.07551489770412445, "m": 0.034333158284425735 }, { "p": 0.08725202083587646, "m": 0.854701817035675 }, { "p": 0.05759779363870621, "m": 0.9947500228881836 }, { "p": 0.10217979550361633, "m": 0.8964349031448364 }, { "p": 0.06335307657718658, "m": 1.0 }, { "p": 0.07640910893678665, "m": 1.0 }, { "p": 0.05877287685871124, "m": 1.0 } ] }, { "epoch": 49, "train_loss": 1.4502674341201782, "val_loss": 0.8116087913513184, "acc": 73.47, "f1": [ 0.7668800354003906, 0.8457817435264587, 0.6673075556755066, 0.5505786538124084, 0.6990289688110352, 0.6329605579376221, 0.7795274257659912, 0.7916228771209717, 0.8286812901496887, 0.7985308170318604 ], "time": 33.69302253099977, "param": [ { "p": 0.08077990263700485, "m": 1.0 }, { "p": 0.0019018761813640594, "m": 1.0 }, { "p": 0.09755221754312515, "m": 1.0 }, { "p": 0.1442352831363678, "m": 0.009999999776482582 }, { "p": 0.055870939046144485, "m": 0.21461229026317596 }, { "p": 0.0874963328242302, "m": 0.9700037240982056 }, { "p": 0.03318564221262932, "m": 0.718041181564331 }, { "p": 0.08446674793958664, "m": 0.009999999776482582 }, { "p": 0.11568599194288254, "m": 0.9752837419509888 }, { "p": 0.08640377968549728, "m": 0.9983764886856079 }, { "p": 0.06917031854391098, "m": 0.9585137367248535 }, { "p": 0.06083734706044197, "m": 1.0 }, { "p": 0.04112943634390831, "m": 1.0 }, { "p": 0.041284382343292236, "m": 1.0 } ] }, { "epoch": 50, "train_loss": 1.65567946434021, "val_loss": 0.8013495206832886, "acc": 72.61, "f1": [ 0.7684208750724792, 0.8396865129470825, 0.6561705470085144, 0.5602545738220215, 0.6876941919326782, 0.5760285258293152, 0.7898907661437988, 0.7762603163719177, 0.8180493116378784, 0.7872744202613831 ], "time": 34.44916337499944, "param": [ { "p": 0.06587660312652588, "m": 1.0 }, { "p": 0.005464235320687294, "m": 1.0 }, { "p": 0.05274467542767525, "m": 1.0 }, { "p": 0.08645117282867432, "m": 0.009999999776482582 }, { "p": 0.09725967794656754, "m": 0.4122964143753052 }, { "p": 0.05912123993039131, "m": 0.846052885055542 }, { "p": 0.057839591056108475, "m": 0.6202623248100281 }, { "p": 0.1291821449995041, "m": 0.009999999776482582 }, { "p": 0.08026370406150818, "m": 0.9441822171211243 }, { "p": 0.09070166945457458, "m": 1.0 }, { "p": 0.1034354493021965, "m": 0.9675280451774597 }, { "p": 0.047400351613759995, "m": 1.0 }, { "p": 0.06333082169294357, "m": 1.0 }, { "p": 0.06092865765094757, "m": 1.0 } ] }, { "epoch": 51, "train_loss": 1.3635001182556152, "val_loss": 0.7928624153137207, "acc": 73.02, "f1": [ 0.7821680307388306, 0.8320412039756775, 0.6348474025726318, 0.547713577747345, 0.6878786683082581, 0.6293017268180847, 0.776417076587677, 0.7927564382553101, 0.824922502040863, 0.7813782095909119 ], "time": 34.2386708289996, "param": [ { "p": 0.08951117843389511, "m": 1.0 }, { "p": 0.02953115478157997, "m": 1.0 }, { "p": 0.0703265368938446, "m": 1.0 }, { "p": 0.05100807175040245, "m": 0.009999999776482582 }, { "p": 0.03342164680361748, "m": 0.2856229543685913 }, { "p": 0.0006746766739524901, "m": 0.8533436059951782 }, { "p": 0.08755242824554443, "m": 0.4930115044116974 }, { "p": 0.1372983455657959, "m": 0.009999999776482582 }, { "p": 0.046092357486486435, "m": 0.8860720992088318 }, { "p": 0.10744700580835342, "m": 0.8797443509101868 }, { "p": 0.11490563303232193, "m": 0.953326940536499 }, { "p": 0.037266816943883896, "m": 1.0 }, { "p": 0.12094945460557938, "m": 1.0 }, { "p": 0.07401467859745026, "m": 1.0 } ] }, { "epoch": 52, "train_loss": 1.6162116527557373, "val_loss": 0.7694684267044067, "acc": 73.89, "f1": [ 0.7699528932571411, 0.8444663882255554, 0.6693107485771179, 0.5600783228874207, 0.6996122598648071, 0.6400838494300842, 0.7886098027229309, 0.7944924831390381, 0.8290257453918457, 0.7936189770698547 ], "time": 32.90193024100063, "param": [ { "p": 0.050272148102521896, "m": 1.0 }, { "p": 0.02065851539373398, "m": 1.0 }, { "p": 0.08732829988002777, "m": 1.0 }, { "p": 0.06090100109577179, "m": 0.009999999776482582 }, { "p": 0.022882286459207535, "m": 0.3210100829601288 }, { "p": 0.058358144015073776, "m": 0.9257131814956665 }, { "p": 0.06407740712165833, "m": 0.41279664635658264 }, { "p": 0.08868660777807236, "m": 0.010934348218142986 }, { "p": 0.1262369453907013, "m": 0.8957183361053467 }, { "p": 0.1081361398100853, "m": 0.8939261436462402 }, { "p": 0.05860492214560509, "m": 0.8920547962188721 }, { "p": 0.08420747518539429, "m": 1.0 }, { "p": 0.10625022649765015, "m": 1.0 }, { "p": 0.06339987367391586, "m": 1.0 } ] }, { "epoch": 53, "train_loss": 1.3977530002593994, "val_loss": 0.8058059215545654, "acc": 73.84, "f1": [ 0.7687432765960693, 0.8471614122390747, 0.6657182574272156, 0.5466945767402649, 0.7050713300704956, 0.623973548412323, 0.7978513836860657, 0.7874491810798645, 0.8247820138931274, 0.7944283485412598 ], "time": 33.47535396999956, "param": [ { "p": 0.08043603599071503, "m": 1.0 }, { "p": 0.009883328340947628, "m": 1.0 }, { "p": 0.08424010872840881, "m": 1.0 }, { "p": 0.07310392707586288, "m": 0.009999999776482582 }, { "p": 0.051425378769636154, "m": 0.36090511083602905 }, { "p": 0.025118621066212654, "m": 0.8835372924804688 }, { "p": 0.05962447077035904, "m": 0.4724489450454712 }, { "p": 0.05229155346751213, "m": 0.009999999776482582 }, { "p": 0.08579006046056747, "m": 0.9948206543922424 }, { "p": 0.0804002434015274, "m": 1.0 }, { "p": 0.05243043228983879, "m": 0.9077959060668945 }, { "p": 0.14695140719413757, "m": 1.0 }, { "p": 0.09485951066017151, "m": 1.0 }, { "p": 0.10344488173723221, "m": 1.0 } ] }, { "epoch": 54, "train_loss": 1.7227931022644043, "val_loss": 0.7301775813102722, "acc": 73.67, "f1": [ 0.7772793769836426, 0.8493556380271912, 0.6670178174972534, 0.5518246293067932, 0.7071128487586975, 0.6290649175643921, 0.7777776122093201, 0.7787702083587646, 0.8243972659111023, 0.7978301644325256 ], "time": 33.12004527099998, "param": [ { "p": 0.07361751049757004, "m": 1.0 }, { "p": 0.05348420888185501, "m": 1.0 }, { "p": 0.062346313148736954, "m": 1.0 }, { "p": 0.12114369869232178, "m": 0.009999999776482582 }, { "p": 0.1098797544836998, "m": 0.40554821491241455 }, { "p": 0.028403962031006813, "m": 0.8227593898773193 }, { "p": 0.0490969642996788, "m": 0.4996799826622009 }, { "p": 0.031940676271915436, "m": 0.03853597864508629 }, { "p": 0.11222966760396957, "m": 1.0 }, { "p": 0.10463166236877441, "m": 0.9489914178848267 }, { "p": 0.07508043199777603, "m": 0.9683666229248047 }, { "p": 0.025801820680499077, "m": 1.0 }, { "p": 0.09832660108804703, "m": 1.0 }, { "p": 0.05401664599776268, "m": 1.0 } ] }, { "epoch": 55, "train_loss": 1.3507136106491089, "val_loss": 0.7152441143989563, "acc": 73.53, "f1": [ 0.7674533128738403, 0.8374382257461548, 0.649214506149292, 0.5633025765419006, 0.6957335472106934, 0.6128480434417725, 0.8005778193473816, 0.7896823883056641, 0.8293152451515198, 0.7903064489364624 ], "time": 32.879588470999806, "param": [ { "p": 0.09806351363658905, "m": 1.0 }, { "p": 0.0006901059532538056, "m": 1.0 }, { "p": 0.08047868311405182, "m": 1.0 }, { "p": 0.08189968019723892, "m": 0.009999999776482582 }, { "p": 0.09178432822227478, "m": 0.3395708203315735 }, { "p": 0.07457476109266281, "m": 0.7545320391654968 }, { "p": 0.04184615984559059, "m": 0.47932168841362 }, { "p": 0.050905533134937286, "m": 0.009999999776482582 }, { "p": 0.0712025910615921, "m": 0.8902141451835632 }, { "p": 0.07993093132972717, "m": 0.9740342497825623 }, { "p": 0.09982465952634811, "m": 0.9122828841209412 }, { "p": 0.03916521370410919, "m": 1.0 }, { "p": 0.14515270292758942, "m": 1.0 }, { "p": 0.04448113217949867, "m": 1.0 } ] }, { "epoch": 56, "train_loss": 1.1006580591201782, "val_loss": 0.7687015533447266, "acc": 74.72, "f1": [ 0.7816315293312073, 0.8594136834144592, 0.6762946844100952, 0.5572240948677063, 0.7086058259010315, 0.6394556760787964, 0.8001910448074341, 0.7989608645439148, 0.8397176265716553, 0.8071609139442444 ], "time": 32.30832474500039, "param": [ { "p": 0.10712318122386932, "m": 1.0 }, { "p": 0.0019443667260929942, "m": 1.0 }, { "p": 0.11470972746610641, "m": 1.0 }, { "p": 0.08833690732717514, "m": 0.009999999776482582 }, { "p": 0.038551658391952515, "m": 0.2439226359128952 }, { "p": 0.053777121007442474, "m": 0.7883942723274231 }, { "p": 0.07768051326274872, "m": 0.5594454407691956 }, { "p": 0.08443239331245422, "m": 0.009999999776482582 }, { "p": 0.03835783898830414, "m": 0.9846378564834595 }, { "p": 0.07601220160722733, "m": 1.0 }, { "p": 0.0815385952591896, "m": 0.8908064961433411 }, { "p": 0.09928024560213089, "m": 1.0 }, { "p": 0.08556293696165085, "m": 1.0 }, { "p": 0.052692484110593796, "m": 1.0 } ] }, { "epoch": 57, "train_loss": 1.7918723821640015, "val_loss": 0.7273357510566711, "acc": 73.76, "f1": [ 0.765641450881958, 0.851942777633667, 0.6677776575088501, 0.555776834487915, 0.7007908821105957, 0.620761513710022, 0.795366644859314, 0.7911973595619202, 0.8165178894996643, 0.7941461801528931 ], "time": 31.83476273300039, "param": [ { "p": 0.06066777929663658, "m": 1.0 }, { "p": 0.01791776530444622, "m": 1.0 }, { "p": 0.12114118784666061, "m": 1.0 }, { "p": 0.09547798335552216, "m": 0.009999999776482582 }, { "p": 0.016258250921964645, "m": 0.16062846779823303 }, { "p": 0.11785921454429626, "m": 0.76087486743927 }, { "p": 0.0683685764670372, "m": 0.620400607585907 }, { "p": 0.09371118247509003, "m": 0.009999999776482582 }, { "p": 0.0027560368180274963, "m": 0.9397573471069336 }, { "p": 0.04652795195579529, "m": 0.998108983039856 }, { "p": 0.08152280747890472, "m": 0.7880953550338745 }, { "p": 0.07646272331476212, "m": 1.0 }, { "p": 0.11779219657182693, "m": 1.0 }, { "p": 0.08353642374277115, "m": 1.0 } ] }, { "epoch": 58, "train_loss": 1.3591662645339966, "val_loss": 0.7131532430648804, "acc": 74.1, "f1": [ 0.7765279412269592, 0.8534904718399048, 0.6512151956558228, 0.536772608757019, 0.7016421556472778, 0.6428205370903015, 0.7822139859199524, 0.7858210802078247, 0.8395558595657349, 0.8072288036346436 ], "time": 32.80659839300006, "param": [ { "p": 0.06185399740934372, "m": 1.0 }, { "p": 0.02079986035823822, "m": 1.0 }, { "p": 0.07193224877119064, "m": 1.0 }, { "p": 0.10509061068296432, "m": 0.009999999776482582 }, { "p": 0.06642799824476242, "m": 0.13739658892154694 }, { "p": 0.06857369095087051, "m": 0.7449260354042053 }, { "p": 0.06567860394716263, "m": 0.5793794393539429 }, { "p": 0.09484381228685379, "m": 0.009999999776482582 }, { "p": 0.049082521349191666, "m": 0.919968843460083 }, { "p": 0.09505294263362885, "m": 0.9626032114028931 }, { "p": 0.07825499773025513, "m": 0.9031456708908081 }, { "p": 0.09803891181945801, "m": 1.0 }, { "p": 0.05698391795158386, "m": 1.0 }, { "p": 0.06738583743572235, "m": 1.0 } ] }, { "epoch": 59, "train_loss": 1.3568589687347412, "val_loss": 0.7808904647827148, "acc": 74.27, "f1": [ 0.7733908295631409, 0.8592963218688965, 0.6581239104270935, 0.5495933890342712, 0.7075337767601013, 0.6393356919288635, 0.797670841217041, 0.7863588333129883, 0.8323698043823242, 0.7981565594673157 ], "time": 31.707596089999242, "param": [ { "p": 0.06753415614366531, "m": 1.0 }, { "p": 0.005130398087203503, "m": 1.0 }, { "p": 0.08539427071809769, "m": 1.0 }, { "p": 0.06053376570343971, "m": 0.009999999776482582 }, { "p": 0.11024768650531769, "m": 0.009999999776482582 }, { "p": 0.04718196392059326, "m": 0.553482174873352 }, { "p": 0.08826091140508652, "m": 0.804778516292572 }, { "p": 0.03987578675150871, "m": 0.010322030633687973 }, { "p": 0.09226278960704803, "m": 0.892998993396759 }, { "p": 0.1138990968465805, "m": 0.8667884469032288 }, { "p": 0.05583835393190384, "m": 0.845658540725708 }, { "p": 0.077671118080616, "m": 1.0 }, { "p": 0.07124072313308716, "m": 1.0 }, { "p": 0.08492901921272278, "m": 1.0 } ] }, { "epoch": 60, "train_loss": 1.4726755619049072, "val_loss": 0.8029944896697998, "acc": 73.96, "f1": [ 0.7786923050880432, 0.8579909205436707, 0.6544599533081055, 0.5320583581924438, 0.6960039734840393, 0.6258796453475952, 0.8079920411109924, 0.764485776424408, 0.8320949673652649, 0.8137999773025513 ], "time": 32.49438735500007, "param": [ { "p": 0.056530654430389404, "m": 1.0 }, { "p": 0.012710768729448318, "m": 1.0 }, { "p": 0.12261249870061874, "m": 1.0 }, { "p": 0.08874944597482681, "m": 0.009999999776482582 }, { "p": 0.08128286898136139, "m": 0.009999999776482582 }, { "p": 0.087657131254673, "m": 0.6079661846160889 }, { "p": 0.03382239118218422, "m": 0.7392578125 }, { "p": 0.04595836624503136, "m": 0.009999999776482582 }, { "p": 0.10111839324235916, "m": 0.8592115044593811 }, { "p": 0.04120217263698578, "m": 0.7715713977813721 }, { "p": 0.11171381920576096, "m": 0.8902960419654846 }, { "p": 0.07656450569629669, "m": 1.0 }, { "p": 0.06643743813037872, "m": 1.0 }, { "p": 0.07363957911729813, "m": 1.0 } ] }, { "epoch": 61, "train_loss": 1.4739553928375244, "val_loss": 0.8599164485931396, "acc": 73.93, "f1": [ 0.7751478552818298, 0.8526827096939087, 0.6727088093757629, 0.5496342182159424, 0.6824056506156921, 0.637373149394989, 0.7981926798820496, 0.772079586982727, 0.8283218741416931, 0.805168867111206 ], "time": 31.601814124000157, "param": [ { "p": 0.06313023716211319, "m": 1.0 }, { "p": 0.04253314435482025, "m": 1.0 }, { "p": 0.09024350345134735, "m": 1.0 }, { "p": 0.05628249794244766, "m": 0.009999999776482582 }, { "p": 0.05591769516468048, "m": 0.009999999776482582 }, { "p": 0.09579656273126602, "m": 0.7756250500679016 }, { "p": 0.05940767377614975, "m": 0.6239577531814575 }, { "p": 0.0755445584654808, "m": 0.02833246812224388 }, { "p": 0.10920890420675278, "m": 0.7872269749641418 }, { "p": 0.0845552310347557, "m": 0.8510180115699768 }, { "p": 0.07442210614681244, "m": 0.8607259392738342 }, { "p": 0.09258230775594711, "m": 1.0 }, { "p": 0.04810541123151779, "m": 1.0 }, { "p": 0.05227023735642433, "m": 1.0 } ] }, { "epoch": 62, "train_loss": 1.647402286529541, "val_loss": 0.8325582146644592, "acc": 74.58, "f1": [ 0.7880656123161316, 0.8412389159202576, 0.6685360074043274, 0.5533471703529358, 0.7271799445152283, 0.6353381872177124, 0.7988640666007996, 0.7928640246391296, 0.8388367295265198, 0.7956988215446472 ], "time": 31.80634476100022, "param": [ { "p": 0.08960194140672684, "m": 1.0 }, { "p": 0.029276903718709946, "m": 1.0 }, { "p": 0.1095394715666771, "m": 1.0 }, { "p": 0.025711970403790474, "m": 0.009999999776482582 }, { "p": 0.057262349873781204, "m": 0.009999999776482582 }, { "p": 0.08251333981752396, "m": 0.8242334723472595 }, { "p": 0.07556378096342087, "m": 0.3983418643474579 }, { "p": 0.08639240264892578, "m": 0.009999999776482582 }, { "p": 0.07561608403921127, "m": 0.8066874742507935 }, { "p": 0.07836455851793289, "m": 0.808776319026947 }, { "p": 0.053157318383455276, "m": 0.9460392594337463 }, { "p": 0.08371797949075699, "m": 1.0 }, { "p": 0.06679732352495193, "m": 1.0 }, { "p": 0.08648449927568436, "m": 1.0 } ] }, { "epoch": 63, "train_loss": 1.1007845401763916, "val_loss": 0.6881952881813049, "acc": 74.4, "f1": [ 0.7864943742752075, 0.8539214134216309, 0.6712838411331177, 0.52850341796875, 0.7138807773590088, 0.6465780138969421, 0.7800976037979126, 0.7749640345573425, 0.8390975594520569, 0.7989845275878906 ], "time": 32.442648670999915, "param": [ { "p": 0.1307767629623413, "m": 1.0 }, { "p": 0.0025978360790759325, "m": 1.0 }, { "p": 0.09411247819662094, "m": 1.0 }, { "p": 0.04969125986099243, "m": 0.009999999776482582 }, { "p": 0.0937720462679863, "m": 0.016356591135263443 }, { "p": 0.057064518332481384, "m": 0.7344818711280823 }, { "p": 0.04323533922433853, "m": 0.4291457235813141 }, { "p": 0.034090545028448105, "m": 0.009999999776482582 }, { "p": 0.05041980370879173, "m": 0.7523386478424072 }, { "p": 0.08554095774888992, "m": 0.9200165271759033 }, { "p": 0.07368870824575424, "m": 0.9410609602928162 }, { "p": 0.12445098161697388, "m": 1.0 }, { "p": 0.10010446608066559, "m": 1.0 }, { "p": 0.060454271733760834, "m": 1.0 } ] }, { "epoch": 64, "train_loss": 1.6565285921096802, "val_loss": 0.6398393511772156, "acc": 73.81, "f1": [ 0.7681547403335571, 0.8489713072776794, 0.6683365702629089, 0.5375781655311584, 0.7044607996940613, 0.6296689510345459, 0.7971290349960327, 0.7853191494941711, 0.8282924890518188, 0.7957711815834045 ], "time": 31.736064007000095, "param": [ { "p": 0.053832437843084335, "m": 1.0 }, { "p": 0.03447216376662254, "m": 1.0 }, { "p": 0.1046476811170578, "m": 1.0 }, { "p": 0.032713133841753006, "m": 0.009999999776482582 }, { "p": 0.10551968216896057, "m": 0.051260609179735184 }, { "p": 0.07426860928535461, "m": 0.8773556351661682 }, { "p": 0.09706790000200272, "m": 0.503139078617096 }, { "p": 0.07284563034772873, "m": 0.010093634948134422 }, { "p": 0.05272451788187027, "m": 0.7214008569717407 }, { "p": 0.11288807541131973, "m": 0.8268730640411377 }, { "p": 0.033647578209638596, "m": 0.7888622283935547 }, { "p": 0.10909849405288696, "m": 1.0 }, { "p": 0.05084019899368286, "m": 1.0 }, { "p": 0.06543374806642532, "m": 1.0 } ] }, { "epoch": 65, "train_loss": 1.2053519487380981, "val_loss": 0.661540150642395, "acc": 74.07, "f1": [ 0.7553922533988953, 0.851722240447998, 0.6726366877555847, 0.569918155670166, 0.7139852046966553, 0.6322720646858215, 0.7986478805541992, 0.7835474014282227, 0.8376246094703674, 0.7879076600074768 ], "time": 32.311265260000255, "param": [ { "p": 0.05193918198347092, "m": 1.0 }, { "p": 0.016217967495322227, "m": 1.0 }, { "p": 0.12605606019496918, "m": 1.0 }, { "p": 0.08027315139770508, "m": 0.009999999776482582 }, { "p": 0.056170497089624405, "m": 0.010381645523011684 }, { "p": 0.03922640159726143, "m": 0.8902648687362671 }, { "p": 0.08419064432382584, "m": 0.4870925843715668 }, { "p": 0.06415894627571106, "m": 0.009999999776482582 }, { "p": 0.05737052112817764, "m": 0.740414023399353 }, { "p": 0.07223620265722275, "m": 0.9798073768615723 }, { "p": 0.10056596249341965, "m": 0.7810565233230591 }, { "p": 0.09424098581075668, "m": 1.0 }, { "p": 0.12055060267448425, "m": 1.0 }, { "p": 0.036802906543016434, "m": 1.0 } ] }, { "epoch": 66, "train_loss": 1.2854619026184082, "val_loss": 0.7726564407348633, "acc": 74.49, "f1": [ 0.7779510021209717, 0.8533592820167542, 0.6741332411766052, 0.5758512616157532, 0.7108432650566101, 0.6164833903312683, 0.8074726462364197, 0.7889993190765381, 0.840808093547821, 0.8059257864952087 ], "time": 32.03245457199955, "param": [ { "p": 0.07107521593570709, "m": 1.0 }, { "p": 0.015477309003472328, "m": 1.0 }, { "p": 0.0967879667878151, "m": 1.0 }, { "p": 0.09341903030872345, "m": 0.009999999776482582 }, { "p": 0.08154196292161942, "m": 0.10391901433467865 }, { "p": 0.055355269461870193, "m": 0.826457142829895 }, { "p": 0.0977281853556633, "m": 0.5688531398773193 }, { "p": 0.11779327690601349, "m": 0.010024557821452618 }, { "p": 0.02902856655418873, "m": 0.8013415336608887 }, { "p": 0.03725285828113556, "m": 0.972453236579895 }, { "p": 0.12090256065130234, "m": 0.8368857502937317 }, { "p": 0.018029017373919487, "m": 1.0 }, { "p": 0.1176510825753212, "m": 1.0 }, { "p": 0.04795769602060318, "m": 1.0 } ] }, { "epoch": 67, "train_loss": 1.1725237369537354, "val_loss": 0.7607852816581726, "acc": 74.71, "f1": [ 0.7830044031143188, 0.8584473133087158, 0.6754895448684692, 0.5586646199226379, 0.720906138420105, 0.6401650905609131, 0.8071568608283997, 0.7982193827629089, 0.8299317955970764, 0.7897910475730896 ], "time": 31.63713832600024, "param": [ { "p": 0.08322029560804367, "m": 1.0 }, { "p": 0.019610421732068062, "m": 1.0 }, { "p": 0.07903244346380234, "m": 1.0 }, { "p": 0.127141073346138, "m": 0.009999999776482582 }, { "p": 0.07648804783821106, "m": 0.12931866943836212 }, { "p": 0.03771539777517319, "m": 0.8237555027008057 }, { "p": 0.033633727580308914, "m": 0.5123019814491272 }, { "p": 0.11097943782806396, "m": 0.017368465662002563 }, { "p": 0.058808621019124985, "m": 0.8977565765380859 }, { "p": 0.06578835099935532, "m": 1.0 }, { "p": 0.09414806962013245, "m": 0.8369101881980896 }, { "p": 0.0363868772983551, "m": 1.0 }, { "p": 0.09641815721988678, "m": 1.0 }, { "p": 0.08062903583049774, "m": 1.0 } ] }, { "epoch": 68, "train_loss": 1.2028321027755737, "val_loss": 0.7696074843406677, "acc": 74.47, "f1": [ 0.7756872773170471, 0.8551585078239441, 0.6666665077209473, 0.5305887460708618, 0.7141432166099548, 0.6439316272735596, 0.8048166632652283, 0.8012107610702515, 0.8250948786735535, 0.8016151785850525 ], "time": 31.50731283300047, "param": [ { "p": 0.1252957433462143, "m": 1.0 }, { "p": 0.024856794625520706, "m": 1.0 }, { "p": 0.0708107128739357, "m": 1.0 }, { "p": 0.09458892792463303, "m": 0.009999999776482582 }, { "p": 0.05434489995241165, "m": 0.2148338258266449 }, { "p": 0.029418211430311203, "m": 0.7937684655189514 }, { "p": 0.017758473753929138, "m": 0.5499783158302307 }, { "p": 0.12439604848623276, "m": 0.009999999776482582 }, { "p": 0.07766792178153992, "m": 0.8312124013900757 }, { "p": 0.11065932363271713, "m": 0.9386440515518188 }, { "p": 0.07075856626033783, "m": 0.806628406047821 }, { "p": 0.06364833563566208, "m": 1.0 }, { "p": 0.06751725822687149, "m": 1.0 }, { "p": 0.06827874481678009, "m": 1.0 } ] }, { "epoch": 69, "train_loss": 1.3311587572097778, "val_loss": 0.7062713503837585, "acc": 73.41, "f1": [ 0.7584766745567322, 0.8514136672019958, 0.663733959197998, 0.5519812107086182, 0.7038150429725647, 0.6051501035690308, 0.7868250608444214, 0.796582818031311, 0.8288933038711548, 0.8028844594955444 ], "time": 31.12356204400021, "param": [ { "p": 0.15139037370681763, "m": 1.0 }, { "p": 0.0024458898697048426, "m": 1.0 }, { "p": 0.08373118191957474, "m": 1.0 }, { "p": 0.05282793194055557, "m": 0.009999999776482582 }, { "p": 0.06226828694343567, "m": 0.18953116238117218 }, { "p": 0.038846708834171295, "m": 0.7269688248634338 }, { "p": 0.061835598200559616, "m": 0.5483781099319458 }, { "p": 0.039229296147823334, "m": 0.01039152406156063 }, { "p": 0.053110271692276, "m": 0.7649710178375244 }, { "p": 0.13435575366020203, "m": 0.805977463722229 }, { "p": 0.0852409154176712, "m": 0.894409716129303 }, { "p": 0.03221854940056801, "m": 1.0 }, { "p": 0.11349822580814362, "m": 1.0 }, { "p": 0.0890011414885521, "m": 1.0 } ] }, { "epoch": 70, "train_loss": 1.575242519378662, "val_loss": 0.8679358959197998, "acc": 74.41, "f1": [ 0.7735262513160706, 0.8542567491531372, 0.6728489398956299, 0.559712827205658, 0.7177376747131348, 0.6310158967971802, 0.7796609401702881, 0.7855098843574524, 0.8383475542068481, 0.8072914481163025 ], "time": 31.580012662000627, "param": [ { "p": 0.1111421138048172, "m": 1.0 }, { "p": 0.02581007033586502, "m": 1.0 }, { "p": 0.0882684737443924, "m": 1.0 }, { "p": 0.0552668422460556, "m": 0.009999999776482582 }, { "p": 0.06448478996753693, "m": 0.32162317633628845 }, { "p": 0.06659717857837677, "m": 0.7981243133544922 }, { "p": 0.08715318888425827, "m": 0.5889821648597717 }, { "p": 0.02184392884373665, "m": 0.014567246660590172 }, { "p": 0.12484914809465408, "m": 0.8293837308883667 }, { "p": 0.06348585337400436, "m": 0.7173323035240173 }, { "p": 0.03247514367103577, "m": 0.8640461564064026 }, { "p": 0.08063900470733643, "m": 1.0 }, { "p": 0.09563503414392471, "m": 1.0 }, { "p": 0.0823492631316185, "m": 1.0 } ] }, { "epoch": 71, "train_loss": 1.5175126791000366, "val_loss": 0.7340914011001587, "acc": 74.85, "f1": [ 0.7767552733421326, 0.8551990389823914, 0.6801539659500122, 0.5727410912513733, 0.716010332107544, 0.6403834819793701, 0.8084491491317749, 0.7859179377555847, 0.8297536373138428, 0.8067139983177185 ], "time": 32.67226024400043, "param": [ { "p": 0.06551671773195267, "m": 1.0 }, { "p": 0.011813576333224773, "m": 1.0 }, { "p": 0.08184580504894257, "m": 1.0 }, { "p": 0.09426811337471008, "m": 0.009999999776482582 }, { "p": 0.07296015322208405, "m": 0.3321646749973297 }, { "p": 0.08822055906057358, "m": 0.9989258050918579 }, { "p": 0.08184327185153961, "m": 0.5147317051887512 }, { "p": 0.07491137832403183, "m": 0.009999999776482582 }, { "p": 0.07550302892923355, "m": 0.8165324926376343 }, { "p": 0.07097730040550232, "m": 0.8156157732009888 }, { "p": 0.059145499020814896, "m": 0.8498579859733582 }, { "p": 0.07833646237850189, "m": 1.0 }, { "p": 0.07584623992443085, "m": 1.0 }, { "p": 0.06881184130907059, "m": 1.0 } ] }, { "epoch": 72, "train_loss": 1.4461851119995117, "val_loss": 0.856858491897583, "acc": 75.04, "f1": [ 0.7813904881477356, 0.8578453063964844, 0.6825869083404541, 0.5710172057151794, 0.7366335391998291, 0.6404671669006348, 0.802727997303009, 0.7934519052505493, 0.830039381980896, 0.8085538148880005 ], "time": 31.35540246799974, "param": [ { "p": 0.0911707952618599, "m": 1.0 }, { "p": 0.013783889822661877, "m": 1.0 }, { "p": 0.06002126261591911, "m": 1.0 }, { "p": 0.08755587786436081, "m": 0.009999999776482582 }, { "p": 0.0024127631913870573, "m": 0.26630687713623047 }, { "p": 0.10941551625728607, "m": 0.9272823929786682 }, { "p": 0.062247518450021744, "m": 0.6220570802688599 }, { "p": 0.046158455312252045, "m": 0.009999999776482582 }, { "p": 0.08522312343120575, "m": 0.794013500213623 }, { "p": 0.07571741938591003, "m": 0.847616970539093 }, { "p": 0.07277506589889526, "m": 0.8067241907119751 }, { "p": 0.12583184242248535, "m": 1.0 }, { "p": 0.08296621590852737, "m": 1.0 }, { "p": 0.08472025394439697, "m": 1.0 } ] }, { "epoch": 73, "train_loss": 1.0778906345367432, "val_loss": 0.8006355166435242, "acc": 74.86, "f1": [ 0.7839001417160034, 0.8641357421875, 0.6848397254943848, 0.5613304376602173, 0.711340069770813, 0.6150314211845398, 0.7801416516304016, 0.8002032041549683, 0.8433970212936401, 0.8141319155693054 ], "time": 31.467599731999144, "param": [ { "p": 0.09721826016902924, "m": 1.0 }, { "p": 0.027734948322176933, "m": 1.0 }, { "p": 0.09994552284479141, "m": 1.0 }, { "p": 0.09460896998643875, "m": 0.009999999776482582 }, { "p": 0.07393760234117508, "m": 0.2636738121509552 }, { "p": 0.034977350383996964, "m": 0.7370667457580566 }, { "p": 0.07246885448694229, "m": 0.5075700879096985 }, { "p": 0.03426676243543625, "m": 0.022549474611878395 }, { "p": 0.11649589985609055, "m": 0.7788466811180115 }, { "p": 0.08087468892335892, "m": 0.78888338804245 }, { "p": 0.09021498262882233, "m": 0.7097364068031311 }, { "p": 0.0708734318614006, "m": 1.0 }, { "p": 0.06065009906888008, "m": 1.0 }, { "p": 0.04573264345526695, "m": 1.0 } ] }, { "epoch": 74, "train_loss": 1.284551739692688, "val_loss": 0.6954632997512817, "acc": 74.1, "f1": [ 0.7745489478111267, 0.8558511734008789, 0.6670018434524536, 0.5460184812545776, 0.702052891254425, 0.6419632434844971, 0.8006229400634766, 0.7879713177680969, 0.8344041705131531, 0.7961993217468262 ], "time": 32.0193403330004, "param": [ { "p": 0.028151968494057655, "m": 1.0 }, { "p": 0.039448730647563934, "m": 1.0 }, { "p": 0.10555893182754517, "m": 1.0 }, { "p": 0.07901601493358612, "m": 0.009999999776482582 }, { "p": 0.0941125825047493, "m": 0.20594406127929688 }, { "p": 0.0523248016834259, "m": 0.7765640020370483 }, { "p": 0.07746617496013641, "m": 0.4789007604122162 }, { "p": 0.031002849340438843, "m": 0.016940612345933914 }, { "p": 0.0993637666106224, "m": 0.7991611957550049 }, { "p": 0.06564236432313919, "m": 0.8578144907951355 }, { "p": 0.06494491547346115, "m": 0.7419950366020203 }, { "p": 0.07161195576190948, "m": 1.0 }, { "p": 0.1296866238117218, "m": 1.0 }, { "p": 0.06166837736964226, "m": 1.0 } ] }, { "epoch": 75, "train_loss": 1.2973153591156006, "val_loss": 0.7494489550590515, "acc": 75.02, "f1": [ 0.793634295463562, 0.8595125079154968, 0.6763333678245544, 0.5556175112724304, 0.7259818315505981, 0.6361348032951355, 0.8082900047302246, 0.7911645174026489, 0.8326691389083862, 0.7972475290298462 ], "time": 31.466793650999534, "param": [ { "p": 0.08693293482065201, "m": 1.0 }, { "p": 0.052106451243162155, "m": 1.0 }, { "p": 0.050157174468040466, "m": 1.0 }, { "p": 0.0638607069849968, "m": 0.009999999776482582 }, { "p": 0.0620950423181057, "m": 0.19915232062339783 }, { "p": 0.03254254534840584, "m": 0.7714045643806458 }, { "p": 0.07538598775863647, "m": 0.5239220857620239 }, { "p": 0.1612781435251236, "m": 0.009999999776482582 }, { "p": 0.0623454712331295, "m": 0.8786187767982483 }, { "p": 0.0909634456038475, "m": 0.7365475296974182 }, { "p": 0.07140462845563889, "m": 0.7914847135543823 }, { "p": 0.049601081758737564, "m": 1.0 }, { "p": 0.07566940784454346, "m": 1.0 }, { "p": 0.06565700471401215, "m": 1.0 } ] }, { "epoch": 76, "train_loss": 1.2791399955749512, "val_loss": 0.7374197840690613, "acc": 75.84, "f1": [ 0.8033038973808289, 0.8612629175186157, 0.6906843781471252, 0.5640484094619751, 0.7339276075363159, 0.6523646712303162, 0.8040441274642944, 0.8015910983085632, 0.8405347466468811, 0.8258257508277893 ], "time": 31.712539443999958, "param": [ { "p": 0.09735867381095886, "m": 1.0 }, { "p": 0.03518383204936981, "m": 1.0 }, { "p": 0.04136587306857109, "m": 1.0 }, { "p": 0.060456931591033936, "m": 0.009999999776482582 }, { "p": 0.08048004657030106, "m": 0.21635116636753082 }, { "p": 0.06442126631736755, "m": 0.6788294315338135 }, { "p": 0.08955604583024979, "m": 0.5189797878265381 }, { "p": 0.07638023048639297, "m": 0.030271334573626518 }, { "p": 0.073964923620224, "m": 0.8121745586395264 }, { "p": 0.08834074437618256, "m": 0.8402950167655945 }, { "p": 0.12924714386463165, "m": 0.9504293203353882 }, { "p": 0.05126449465751648, "m": 1.0 }, { "p": 0.0669008269906044, "m": 1.0 }, { "p": 0.04507901892066002, "m": 1.0 } ] }, { "epoch": 77, "train_loss": 1.3707112073898315, "val_loss": 0.8137363195419312, "acc": 74.9, "f1": [ 0.7861095070838928, 0.8514561057090759, 0.6838853359222412, 0.550258994102478, 0.7266294360160828, 0.6299847364425659, 0.7983538508415222, 0.788773775100708, 0.837232232093811, 0.8116786479949951 ], "time": 32.48156167600064, "param": [ { "p": 0.08073365688323975, "m": 1.0 }, { "p": 0.00525997718796134, "m": 1.0 }, { "p": 0.049481313675642014, "m": 1.0 }, { "p": 0.02938300371170044, "m": 0.009999999776482582 }, { "p": 0.08165089040994644, "m": 0.08106835186481476 }, { "p": 0.08844593167304993, "m": 0.5710405707359314 }, { "p": 0.08826413005590439, "m": 0.48926612734794617 }, { "p": 0.08602970093488693, "m": 0.0228778887540102 }, { "p": 0.09861523658037186, "m": 0.7839030623435974 }, { "p": 0.05341668426990509, "m": 0.8763086199760437 }, { "p": 0.07625899463891983, "m": 0.7586643695831299 }, { "p": 0.12761344015598297, "m": 1.0 }, { "p": 0.0628797858953476, "m": 1.0 }, { "p": 0.07196725159883499, "m": 1.0 } ] }, { "epoch": 78, "train_loss": 1.2740540504455566, "val_loss": 0.7874565124511719, "acc": 74.9, "f1": [ 0.7972025871276855, 0.858690083026886, 0.6747596263885498, 0.5423179268836975, 0.723770797252655, 0.6389018893241882, 0.8066730499267578, 0.7846888303756714, 0.8328106999397278, 0.819132924079895 ], "time": 31.299270682000497, "param": [ { "p": 0.08489911258220673, "m": 1.0 }, { "p": 0.06409968435764313, "m": 1.0 }, { "p": 0.08070793002843857, "m": 1.0 }, { "p": 0.05917539447546005, "m": 0.010855510830879211 }, { "p": 0.08865157514810562, "m": 0.18687543272972107 }, { "p": 0.01993390917778015, "m": 0.5244058966636658 }, { "p": 0.04553520679473877, "m": 0.42427194118499756 }, { "p": 0.07939539104700089, "m": 0.016078967601060867 }, { "p": 0.09799043089151382, "m": 0.999965250492096 }, { "p": 0.10552787035703659, "m": 0.9744770526885986 }, { "p": 0.059380218386650085, "m": 0.7588685750961304 }, { "p": 0.09629562497138977, "m": 1.0 }, { "p": 0.06429313868284225, "m": 1.0 }, { "p": 0.054114509373903275, "m": 1.0 } ] }, { "epoch": 79, "train_loss": 1.5298128128051758, "val_loss": 0.7621181011199951, "acc": 74.8, "f1": [ 0.7781503200531006, 0.8568536043167114, 0.6821030974388123, 0.5834555625915527, 0.6990097761154175, 0.6243271231651306, 0.817668080329895, 0.7966542840003967, 0.8334150910377502, 0.8070344924926758 ], "time": 31.52322130900029, "param": [ { "p": 0.1184273213148117, "m": 1.0 }, { "p": 0.030142366886138916, "m": 1.0 }, { "p": 0.09940724819898605, "m": 1.0 }, { "p": 0.05052667483687401, "m": 0.009999999776482582 }, { "p": 0.06096559390425682, "m": 0.12354162335395813 }, { "p": 0.04822542518377304, "m": 0.6218892335891724 }, { "p": 0.0063645546324551105, "m": 0.4921954274177551 }, { "p": 0.07343122363090515, "m": 0.07100081443786621 }, { "p": 0.09117120504379272, "m": 0.8785227537155151 }, { "p": 0.05694979801774025, "m": 0.9523449540138245 }, { "p": 0.10356232523918152, "m": 0.8946241140365601 }, { "p": 0.0681564137339592, "m": 1.0 }, { "p": 0.07820761948823929, "m": 1.0 }, { "p": 0.11446215212345123, "m": 1.0 } ] }, { "epoch": 80, "train_loss": 1.188281536102295, "val_loss": 0.6600805521011353, "acc": 75.0, "f1": [ 0.7841973304748535, 0.8548862934112549, 0.6791002750396729, 0.5718445181846619, 0.7196170091629028, 0.6313580274581909, 0.7938717007637024, 0.7966009974479675, 0.8450837731361389, 0.8135591149330139 ], "time": 31.242827707999822, "param": [ { "p": 0.10813477635383606, "m": 1.0 }, { "p": 0.03364844620227814, "m": 1.0 }, { "p": 0.10133614391088486, "m": 1.0 }, { "p": 0.057201284915208817, "m": 0.009999999776482582 }, { "p": 0.035372115671634674, "m": 0.12205356359481812 }, { "p": 0.027656245976686478, "m": 0.5946634411811829 }, { "p": 0.09905972331762314, "m": 0.539585530757904 }, { "p": 0.11353270709514618, "m": 0.009999999776482582 }, { "p": 0.11008267104625702, "m": 0.8760696649551392 }, { "p": 0.05690062791109085, "m": 0.9708451628684998 }, { "p": 0.09758313745260239, "m": 0.8815417289733887 }, { "p": 0.04735748842358589, "m": 1.0 }, { "p": 0.07274780422449112, "m": 1.0 }, { "p": 0.03938684239983559, "m": 1.0 } ] }, { "epoch": 81, "train_loss": 1.5201818943023682, "val_loss": 0.7480691075325012, "acc": 74.65, "f1": [ 0.7877861261367798, 0.8601292371749878, 0.6647980809211731, 0.5693778395652771, 0.7024753093719482, 0.6395581364631653, 0.8121925592422485, 0.7845626473426819, 0.8376961946487427, 0.8096644878387451 ], "time": 31.954020064999895, "param": [ { "p": 0.04710721597075462, "m": 1.0 }, { "p": 0.014210166409611702, "m": 1.0 }, { "p": 0.10812081396579742, "m": 1.0 }, { "p": 0.12143798172473907, "m": 0.009999999776482582 }, { "p": 0.06858967989683151, "m": 0.18005938827991486 }, { "p": 0.06590012460947037, "m": 0.6593086123466492 }, { "p": 0.041830919682979584, "m": 0.39370307326316833 }, { "p": 0.08572449535131454, "m": 0.14866504073143005 }, { "p": 0.10975692421197891, "m": 0.8267439007759094 }, { "p": 0.04063362255692482, "m": 0.9561397433280945 }, { "p": 0.10808156430721283, "m": 0.9437349438667297 }, { "p": 0.018033260479569435, "m": 1.0 }, { "p": 0.08349347114562988, "m": 1.0 }, { "p": 0.08707977086305618, "m": 1.0 } ] }, { "epoch": 82, "train_loss": 1.2431519031524658, "val_loss": 0.8195885419845581, "acc": 75.01, "f1": [ 0.7825241684913635, 0.8624029159545898, 0.6762588620185852, 0.5667009353637695, 0.7106853127479553, 0.6427486538887024, 0.8084065318107605, 0.7804876565933228, 0.8410831093788147, 0.8161613941192627 ], "time": 31.527883300000212, "param": [ { "p": 0.05787213146686554, "m": 1.0 }, { "p": 0.01605076901614666, "m": 1.0 }, { "p": 0.12358247488737106, "m": 1.0 }, { "p": 0.10780853033065796, "m": 0.009999999776482582 }, { "p": 0.03413332998752594, "m": 0.30836543440818787 }, { "p": 0.08357119560241699, "m": 0.646165132522583 }, { "p": 0.0805792436003685, "m": 0.3218851089477539 }, { "p": 0.07388767600059509, "m": 0.1658141314983368 }, { "p": 0.08920785784721375, "m": 0.9946141839027405 }, { "p": 0.05916861817240715, "m": 0.8630797863006592 }, { "p": 0.09081881493330002, "m": 0.834295392036438 }, { "p": 0.03391304612159729, "m": 1.0 }, { "p": 0.06774261593818665, "m": 1.0 }, { "p": 0.08166361600160599, "m": 1.0 } ] }, { "epoch": 83, "train_loss": 1.259704828262329, "val_loss": 0.7452322244644165, "acc": 74.56, "f1": [ 0.7722576260566711, 0.849409282207489, 0.6572715640068054, 0.5593868494033813, 0.7125747203826904, 0.6464645266532898, 0.8120299577713013, 0.783909022808075, 0.8302656412124634, 0.8078908920288086 ], "time": 32.19012778100023, "param": [ { "p": 0.06470885127782822, "m": 1.0 }, { "p": 0.04488573223352432, "m": 1.0 }, { "p": 0.13825882971286774, "m": 1.0 }, { "p": 0.14568039774894714, "m": 0.009999999776482582 }, { "p": 0.05986042693257332, "m": 0.2669459879398346 }, { "p": 0.0006990109686739743, "m": 0.6515381932258606 }, { "p": 0.06223434954881668, "m": 0.4265662729740143 }, { "p": 0.010951653122901917, "m": 0.16150349378585815 }, { "p": 0.09498391300439835, "m": 0.8954707980155945 }, { "p": 0.06185464560985565, "m": 0.8946287035942078 }, { "p": 0.11138679087162018, "m": 0.8462370038032532 }, { "p": 0.06948922574520111, "m": 1.0 }, { "p": 0.07076235860586166, "m": 1.0 }, { "p": 0.06424377113580704, "m": 1.0 } ] }, { "epoch": 84, "train_loss": 1.036194920539856, "val_loss": 0.8250107765197754, "acc": 74.33, "f1": [ 0.777283787727356, 0.8578288555145264, 0.679339587688446, 0.547179639339447, 0.7117159366607666, 0.6225438117980957, 0.7894014120101929, 0.7807104587554932, 0.831529974937439, 0.819517195224762 ], "time": 31.769610239999565, "param": [ { "p": 0.060143060982227325, "m": 1.0 }, { "p": 0.0556328184902668, "m": 1.0 }, { "p": 0.08588319271802902, "m": 1.0 }, { "p": 0.09278968721628189, "m": 0.01475764624774456 }, { "p": 0.09891387820243835, "m": 0.12234407663345337 }, { "p": 0.032663051038980484, "m": 0.574919581413269 }, { "p": 0.010940470732748508, "m": 0.3685532510280609 }, { "p": 0.0891643539071083, "m": 0.21641911566257477 }, { "p": 0.09488286077976227, "m": 0.9111078381538391 }, { "p": 0.06774421781301498, "m": 0.906903862953186 }, { "p": 0.07142684608697891, "m": 0.7859370112419128 }, { "p": 0.10713706910610199, "m": 0.9990967512130737 }, { "p": 0.10697907209396362, "m": 1.0 }, { "p": 0.025699349120259285, "m": 1.0 } ] }, { "epoch": 85, "train_loss": 1.2272393703460693, "val_loss": 0.7458690404891968, "acc": 75.49, "f1": [ 0.7905299663543701, 0.8581416010856628, 0.6932772397994995, 0.5666999816894531, 0.7290259003639221, 0.6442209482192993, 0.8091368675231934, 0.7902198433876038, 0.8503230214118958, 0.8127719163894653 ], "time": 31.434761603999505, "param": [ { "p": 0.05980107933282852, "m": 1.0 }, { "p": 0.027092788368463516, "m": 1.0 }, { "p": 0.05882403999567032, "m": 1.0 }, { "p": 0.0889589861035347, "m": 0.009999999776482582 }, { "p": 0.06644505262374878, "m": 0.22276732325553894 }, { "p": 0.09654119610786438, "m": 0.3715660870075226 }, { "p": 0.04792805016040802, "m": 0.4026089608669281 }, { "p": 0.06112954393029213, "m": 0.20076428353786469 }, { "p": 0.09426253288984299, "m": 0.8880929946899414 }, { "p": 0.07106326520442963, "m": 0.9667326807975769 }, { "p": 0.07422120869159698, "m": 0.7420470118522644 }, { "p": 0.13135963678359985, "m": 1.0 }, { "p": 0.03402038663625717, "m": 1.0 }, { "p": 0.08835222572088242, "m": 1.0 } ] }, { "epoch": 86, "train_loss": 1.6202678680419922, "val_loss": 0.7035224437713623, "acc": 74.3, "f1": [ 0.7847836017608643, 0.8487605452537537, 0.6656166911125183, 0.5494275093078613, 0.7223019599914551, 0.6329373717308044, 0.7956581711769104, 0.7837697267532349, 0.8251416087150574, 0.8017364144325256 ], "time": 32.63306052600001, "param": [ { "p": 0.07751838117837906, "m": 1.0 }, { "p": 0.08386017382144928, "m": 1.0 }, { "p": 0.06605992466211319, "m": 1.0 }, { "p": 0.10800474882125854, "m": 0.009999999776482582 }, { "p": 0.02954282984137535, "m": 0.23338475823402405 }, { "p": 0.05138537287712097, "m": 0.3951728940010071 }, { "p": 0.07117777317762375, "m": 0.43191826343536377 }, { "p": 0.05527278035879135, "m": 0.17238181829452515 }, { "p": 0.06810867786407471, "m": 0.8753505349159241 }, { "p": 0.09145808964967728, "m": 0.8887723684310913 }, { "p": 0.12456458806991577, "m": 0.9397287368774414 }, { "p": 0.032882820814847946, "m": 1.0 }, { "p": 0.03916316106915474, "m": 1.0 }, { "p": 0.10100067406892776, "m": 1.0 } ] }, { "epoch": 87, "train_loss": 1.249355673789978, "val_loss": 0.7697238922119141, "acc": 74.41, "f1": [ 0.7683148980140686, 0.8524429798126221, 0.6687241196632385, 0.5600418448448181, 0.7076590061187744, 0.6377832293510437, 0.810784637928009, 0.7835537195205688, 0.8288194537162781, 0.8025141954421997 ], "time": 30.933543365000332, "param": [ { "p": 0.15451091527938843, "m": 1.0 }, { "p": 0.04113035649061203, "m": 1.0 }, { "p": 0.05579939857125282, "m": 1.0 }, { "p": 0.11126064509153366, "m": 0.009999999776482582 }, { "p": 0.0715937465429306, "m": 0.13447757065296173 }, { "p": 0.07576141506433487, "m": 0.4000471830368042 }, { "p": 0.04358438402414322, "m": 0.38447853922843933 }, { "p": 0.07099328935146332, "m": 0.14961740374565125 }, { "p": 0.06569334119558334, "m": 0.8049882054328918 }, { "p": 0.07436041533946991, "m": 0.8686875104904175 }, { "p": 0.05512267351150513, "m": 0.9340091347694397 }, { "p": 0.02774912491440773, "m": 1.0 }, { "p": 0.06354540586471558, "m": 1.0 }, { "p": 0.08889483660459518, "m": 1.0 } ] }, { "epoch": 88, "train_loss": 1.1064187288284302, "val_loss": 0.7136593461036682, "acc": 74.47, "f1": [ 0.7885008454322815, 0.8495833277702332, 0.6747785806655884, 0.5568180084228516, 0.711194634437561, 0.6299211382865906, 0.8134937286376953, 0.7771201133728027, 0.8275513648986816, 0.7947759628295898 ], "time": 31.968234330000087, "param": [ { "p": 0.0824371725320816, "m": 1.0 }, { "p": 0.07777680456638336, "m": 1.0 }, { "p": 0.07449445128440857, "m": 1.0 }, { "p": 0.11507105827331543, "m": 0.009999999776482582 }, { "p": 0.06949498504400253, "m": 0.26157647371292114 }, { "p": 0.02451694943010807, "m": 0.41274359822273254 }, { "p": 0.0495455227792263, "m": 0.5098735094070435 }, { "p": 0.04562493413686752, "m": 0.10768074542284012 }, { "p": 0.041192397475242615, "m": 0.7527605295181274 }, { "p": 0.07829559594392776, "m": 0.8581211566925049 }, { "p": 0.060192715376615524, "m": 0.9069982767105103 }, { "p": 0.07320717722177505, "m": 1.0 }, { "p": 0.14319969713687897, "m": 1.0 }, { "p": 0.06495047360658646, "m": 1.0 } ] }, { "epoch": 89, "train_loss": 1.2771193981170654, "val_loss": 0.6739550232887268, "acc": 74.58, "f1": [ 0.7808762788772583, 0.8569967150688171, 0.6711757183074951, 0.5667150616645813, 0.7158216834068298, 0.6376215815544128, 0.8070864677429199, 0.7841408252716064, 0.8290305137634277, 0.8053489923477173 ], "time": 31.765656935999687, "param": [ { "p": 0.0720059797167778, "m": 1.0 }, { "p": 0.05027720332145691, "m": 1.0 }, { "p": 0.07076701521873474, "m": 1.0 }, { "p": 0.09744812548160553, "m": 0.009999999776482582 }, { "p": 0.10882136225700378, "m": 0.12797515094280243 }, { "p": 0.107391357421875, "m": 0.31534144282341003 }, { "p": 0.06632567942142487, "m": 0.40732601284980774 }, { "p": 0.013128666207194328, "m": 0.010162068530917168 }, { "p": 0.08743876218795776, "m": 0.7659978270530701 }, { "p": 0.05137571692466736, "m": 0.8010741472244263 }, { "p": 0.04024864733219147, "m": 0.8677902221679688 }, { "p": 0.1068146675825119, "m": 1.0 }, { "p": 0.07848124951124191, "m": 1.0 }, { "p": 0.04947543144226074, "m": 1.0 } ] }, { "epoch": 90, "train_loss": 1.3809964656829834, "val_loss": 0.714564859867096, "acc": 74.71, "f1": [ 0.7834832072257996, 0.8569998145103455, 0.67070472240448, 0.5558973550796509, 0.726643443107605, 0.636936366558075, 0.8187076449394226, 0.77086341381073, 0.8306903839111328, 0.8076030015945435 ], "time": 31.772223244999623, "param": [ { "p": 0.06819521635770798, "m": 1.0 }, { "p": 0.07676452398300171, "m": 1.0 }, { "p": 0.11022166907787323, "m": 1.0 }, { "p": 0.08934515714645386, "m": 0.009999999776482582 }, { "p": 0.08163251727819443, "m": 0.009999999776482582 }, { "p": 0.09512167423963547, "m": 0.2534467875957489 }, { "p": 0.09795896708965302, "m": 0.45839864015579224 }, { "p": 0.04006337374448776, "m": 0.009999999776482582 }, { "p": 0.07906308770179749, "m": 0.7849047780036926 }, { "p": 0.04322739690542221, "m": 0.8478794693946838 }, { "p": 0.03771457076072693, "m": 0.8329512476921082 }, { "p": 0.04716989025473595, "m": 1.0 }, { "p": 0.055732809007167816, "m": 1.0 }, { "p": 0.07778920978307724, "m": 1.0 } ] }, { "epoch": 91, "train_loss": 1.0637869834899902, "val_loss": 0.7526819705963135, "acc": 75.17, "f1": [ 0.7857818007469177, 0.8530988693237305, 0.687825083732605, 0.5673026442527771, 0.7282553911209106, 0.6431533694267273, 0.8124381899833679, 0.7732114195823669, 0.8351218104362488, 0.8131977915763855 ], "time": 32.260102405, "param": [ { "p": 0.04798492416739464, "m": 1.0 }, { "p": 0.08065438270568848, "m": 1.0 }, { "p": 0.11277083307504654, "m": 1.0 }, { "p": 0.06172339990735054, "m": 0.009999999776482582 }, { "p": 0.07770603150129318, "m": 0.009999999776482582 }, { "p": 0.08323448896408081, "m": 0.3056259751319885 }, { "p": 0.11848319321870804, "m": 0.4552253782749176 }, { "p": 0.08701420575380325, "m": 0.01643933728337288 }, { "p": 0.04681917652487755, "m": 0.7307819128036499 }, { "p": 0.025720825418829918, "m": 0.9341936707496643 }, { "p": 0.08189534395933151, "m": 0.8179845809936523 }, { "p": 0.09708992391824722, "m": 1.0 }, { "p": 0.06773441284894943, "m": 1.0 }, { "p": 0.011168748140335083, "m": 1.0 } ] }, { "epoch": 92, "train_loss": 1.1601934432983398, "val_loss": 0.6531704068183899, "acc": 74.34, "f1": [ 0.7799384593963623, 0.8461900353431702, 0.6707691550254822, 0.5631066560745239, 0.7152813673019409, 0.6324616074562073, 0.8078866600990295, 0.7890187501907349, 0.8179667592048645, 0.807711660861969 ], "time": 31.89672581099967, "param": [ { "p": 0.055520135909318924, "m": 1.0 }, { "p": 0.0967165008187294, "m": 1.0 }, { "p": 0.0847332701086998, "m": 1.0 }, { "p": 0.058819763362407684, "m": 0.009999999776482582 }, { "p": 0.0619703084230423, "m": 0.037135049700737 }, { "p": 0.033077992498874664, "m": 0.2575848400592804 }, { "p": 0.09064314514398575, "m": 0.520349383354187 }, { "p": 0.06122533231973648, "m": 0.009999999776482582 }, { "p": 0.0632893443107605, "m": 0.7429649829864502 }, { "p": 0.03772334009408951, "m": 0.965007483959198 }, { "p": 0.10939960181713104, "m": 0.742621898651123 }, { "p": 0.12228254973888397, "m": 1.0 }, { "p": 0.09257552772760391, "m": 1.0 }, { "p": 0.03202320635318756, "m": 1.0 } ] }, { "epoch": 93, "train_loss": 1.6484167575836182, "val_loss": 0.7410959005355835, "acc": 74.49, "f1": [ 0.7801826000213623, 0.8564499020576477, 0.6847023367881775, 0.5496488213539124, 0.7167571783065796, 0.6081079840660095, 0.7916467189788818, 0.7879998087882996, 0.8376235961914062, 0.8163691163063049 ], "time": 31.34177929099951, "param": [ { "p": 0.0342804454267025, "m": 1.0 }, { "p": 0.06285917013883591, "m": 1.0 }, { "p": 0.11519832909107208, "m": 1.0 }, { "p": 0.06560451537370682, "m": 0.009999999776482582 }, { "p": 0.03782132640480995, "m": 0.009999999776482582 }, { "p": 0.03696933761239052, "m": 0.27282658219337463 }, { "p": 0.03953669220209122, "m": 0.49720701575279236 }, { "p": 0.1667727679014206, "m": 0.009999999776482582 }, { "p": 0.11480245739221573, "m": 0.7494706511497498 }, { "p": 0.047949597239494324, "m": 0.9451811909675598 }, { "p": 0.09543652087450027, "m": 0.6341522932052612 }, { "p": 0.08176954090595245, "m": 1.0 }, { "p": 0.018411017954349518, "m": 1.0 }, { "p": 0.08258823305368423, "m": 1.0 } ] }, { "epoch": 94, "train_loss": 1.395412802696228, "val_loss": 0.8087697625160217, "acc": 73.79, "f1": [ 0.7727492451667786, 0.8521302342414856, 0.6579315662384033, 0.5353317856788635, 0.6875686049461365, 0.6284335851669312, 0.806515097618103, 0.7773277163505554, 0.8343915939331055, 0.814777672290802 ], "time": 31.922452810999857, "param": [ { "p": 0.06332793086767197, "m": 1.0 }, { "p": 0.08072859793901443, "m": 1.0 }, { "p": 0.10290645807981491, "m": 1.0 }, { "p": 0.08767050504684448, "m": 0.009999999776482582 }, { "p": 0.04745704308152199, "m": 0.009999999776482582 }, { "p": 0.05544154718518257, "m": 0.12777917087078094 }, { "p": 0.05355386808514595, "m": 0.48592305183410645 }, { "p": 0.07892351597547531, "m": 0.009999999776482582 }, { "p": 0.04298745468258858, "m": 0.6944121718406677 }, { "p": 0.09890136867761612, "m": 0.9730571508407593 }, { "p": 0.07605241984128952, "m": 0.7291756272315979 }, { "p": 0.06213403865695, "m": 1.0 }, { "p": 0.04983655363321304, "m": 1.0 }, { "p": 0.10007865726947784, "m": 1.0 } ] }, { "epoch": 95, "train_loss": 1.1047461032867432, "val_loss": 0.7136579155921936, "acc": 74.65, "f1": [ 0.7867866158485413, 0.8468732833862305, 0.6855961084365845, 0.5442833304405212, 0.7246230244636536, 0.6328356862068176, 0.8112167119979858, 0.7925288677215576, 0.8226118683815002, 0.7958896160125732 ], "time": 32.28813149199959, "param": [ { "p": 0.06888692826032639, "m": 1.0 }, { "p": 0.07308649271726608, "m": 1.0 }, { "p": 0.09906144440174103, "m": 1.0 }, { "p": 0.09564428776502609, "m": 0.009999999776482582 }, { "p": 0.06799882650375366, "m": 0.009999999776482582 }, { "p": 0.0285362396389246, "m": 0.1726124882698059 }, { "p": 0.0281517393887043, "m": 0.6341354250907898 }, { "p": 0.09823667258024216, "m": 0.009999999776482582 }, { "p": 0.042462076991796494, "m": 0.758714497089386 }, { "p": 0.07874196022748947, "m": 0.9727622270584106 }, { "p": 0.08834175765514374, "m": 0.7327656745910645 }, { "p": 0.045119334012269974, "m": 1.0 }, { "p": 0.11490067839622498, "m": 1.0 }, { "p": 0.0708315521478653, "m": 1.0 } ] }, { "epoch": 96, "train_loss": 0.9708824157714844, "val_loss": 0.7976279854774475, "acc": 74.49, "f1": [ 0.7856099009513855, 0.857703447341919, 0.6676750779151917, 0.5650047659873962, 0.7074326276779175, 0.6263958215713501, 0.7908673286437988, 0.8004112839698792, 0.8358206748962402, 0.8105588555335999 ], "time": 33.362334067999655, "param": [ { "p": 0.05606997385621071, "m": 1.0 }, { "p": 0.05595185607671738, "m": 1.0 }, { "p": 0.1146031841635704, "m": 1.0 }, { "p": 0.0817023292183876, "m": 0.009999999776482582 }, { "p": 0.05144952982664108, "m": 0.009999999776482582 }, { "p": 0.05495968833565712, "m": 0.1614285558462143 }, { "p": 0.07412238419055939, "m": 0.6280636787414551 }, { "p": 0.1038503646850586, "m": 0.08268424868583679 }, { "p": 0.043956637382507324, "m": 0.7513782382011414 }, { "p": 0.06073897331953049, "m": 0.9782612919807434 }, { "p": 0.07455304265022278, "m": 0.7960565686225891 }, { "p": 0.09308890253305435, "m": 0.9955126047134399 }, { "p": 0.06864665448665619, "m": 1.0 }, { "p": 0.06630650162696838, "m": 1.0 } ] }, { "epoch": 97, "train_loss": 1.0333224534988403, "val_loss": 0.879133939743042, "acc": 74.82, "f1": [ 0.7958113551139832, 0.8543285131454468, 0.6876612305641174, 0.5718295574188232, 0.7077985405921936, 0.6231485605239868, 0.794836163520813, 0.7958654165267944, 0.8380106687545776, 0.8112219572067261 ], "time": 33.233402306000244, "param": [ { "p": 0.0987892672419548, "m": 1.0 }, { "p": 0.07509458065032959, "m": 1.0 }, { "p": 0.08253256231546402, "m": 1.0 }, { "p": 0.02897774800658226, "m": 0.009999999776482582 }, { "p": 0.0726461410522461, "m": 0.009999999776482582 }, { "p": 0.05769973620772362, "m": 0.18119381368160248 }, { "p": 0.06009623780846596, "m": 0.5569165945053101 }, { "p": 0.09150953590869904, "m": 0.009999999776482582 }, { "p": 0.06377507001161575, "m": 0.7873677015304565 }, { "p": 0.06848565489053726, "m": 0.9537935853004456 }, { "p": 0.14018507301807404, "m": 0.8235765099525452 }, { "p": 0.023658044636249542, "m": 1.0 }, { "p": 0.08302804827690125, "m": 1.0 }, { "p": 0.05352232605218887, "m": 1.0 } ] }, { "epoch": 98, "train_loss": 1.341897964477539, "val_loss": 0.7783733606338501, "acc": 73.8, "f1": [ 0.7669321298599243, 0.8489794135093689, 0.6730056405067444, 0.5623446106910706, 0.7073983550071716, 0.6114582419395447, 0.803931474685669, 0.7817108035087585, 0.8150287866592407, 0.8017407059669495 ], "time": 33.50170373700075, "param": [ { "p": 0.0598965622484684, "m": 1.0 }, { "p": 0.10705820471048355, "m": 1.0 }, { "p": 0.06436967849731445, "m": 1.0 }, { "p": 0.02902829833328724, "m": 0.009999999776482582 }, { "p": 0.09555283933877945, "m": 0.009999999776482582 }, { "p": 0.05532374233007431, "m": 0.2480178326368332 }, { "p": 0.05251838639378548, "m": 0.32696524262428284 }, { "p": 0.07892026007175446, "m": 0.08275335282087326 }, { "p": 0.06807271391153336, "m": 0.711219310760498 }, { "p": 0.06288513541221619, "m": 0.8636780977249146 }, { "p": 0.06093701720237732, "m": 0.7476029396057129 }, { "p": 0.07080608606338501, "m": 1.0 }, { "p": 0.08716671168804169, "m": 1.0 }, { "p": 0.10746429115533829, "m": 1.0 } ] }, { "epoch": 99, "train_loss": 1.175764560699463, "val_loss": 0.6977669596672058, "acc": 74.41, "f1": [ 0.783909022808075, 0.857589840888977, 0.6737588047981262, 0.5463206768035889, 0.6999115943908691, 0.6238725781440735, 0.8086745142936707, 0.7861270308494568, 0.8338162899017334, 0.8136405944824219 ], "time": 32.95806160899974, "param": [ { "p": 0.07663678377866745, "m": 1.0 }, { "p": 0.03576158359646797, "m": 1.0 }, { "p": 0.1213991641998291, "m": 1.0 }, { "p": 0.06202273443341255, "m": 0.009999999776482582 }, { "p": 0.06515678763389587, "m": 0.14658261835575104 }, { "p": 0.05355458706617355, "m": 0.20605674386024475 }, { "p": 0.07842959463596344, "m": 0.2576703429222107 }, { "p": 0.07518771290779114, "m": 0.02624068595468998 }, { "p": 0.1098506823182106, "m": 0.7133841514587402 }, { "p": 0.049060381948947906, "m": 0.9389020204544067 }, { "p": 0.04960808530449867, "m": 0.727039635181427 }, { "p": 0.13213121891021729, "m": 1.0 }, { "p": 0.03425966575741768, "m": 1.0 }, { "p": 0.0569411925971508, "m": 1.0 } ] }, { "epoch": 100, "train_loss": 1.320993185043335, "val_loss": 0.6987828016281128, "acc": 74.55, "f1": [ 0.7891356945037842, 0.8600199818611145, 0.6809815168380737, 0.5494735836982727, 0.6995375752449036, 0.63504958152771, 0.8065266609191895, 0.7871361374855042, 0.828734815120697, 0.8197225332260132 ], "time": 33.3242807229999, "param": [ { "p": 0.12094521522521973, "m": 1.0 }, { "p": 0.045486755669116974, "m": 1.0 }, { "p": 0.0835864394903183, "m": 1.0 }, { "p": 0.09178760647773743, "m": 0.009999999776482582 }, { "p": 0.155290424823761, "m": 0.20360824465751648 }, { "p": 0.04276913404464722, "m": 0.17561303079128265 }, { "p": 0.044921860098838806, "m": 0.2568385601043701 }, { "p": 0.053567543625831604, "m": 0.010089616291224957 }, { "p": 0.08529102057218552, "m": 0.6042828559875488 }, { "p": 0.05760742723941803, "m": 0.9582467675209045 }, { "p": 0.030287882313132286, "m": 0.7111890912055969 }, { "p": 0.08916082233190536, "m": 1.0 }, { "p": 0.021913349628448486, "m": 1.0 }, { "p": 0.0773845687508583, "m": 1.0 } ] }, { "epoch": 101, "train_loss": 1.1548702716827393, "val_loss": 0.755525529384613, "acc": 74.25, "f1": [ 0.7807691097259521, 0.8513578772544861, 0.6673605442047119, 0.5409372448921204, 0.7137439846992493, 0.6325534582138062, 0.7906548380851746, 0.7928751111030579, 0.8212965726852417, 0.8096190094947815 ], "time": 33.32696293000026, "param": [ { "p": 0.11031287163496017, "m": 1.0 }, { "p": 0.03461841493844986, "m": 1.0 }, { "p": 0.06015178561210632, "m": 1.0 }, { "p": 0.06840045005083084, "m": 0.009999999776482582 }, { "p": 0.09846273064613342, "m": 0.14488042891025543 }, { "p": 0.060597047209739685, "m": 0.1051507219672203 }, { "p": 0.052922267466783524, "m": 0.18556323647499084 }, { "p": 0.07239391654729843, "m": 0.009999999776482582 }, { "p": 0.08459299057722092, "m": 0.6305545568466187 }, { "p": 0.093175008893013, "m": 0.9065277576446533 }, { "p": 0.08482592552900314, "m": 0.6018155217170715 }, { "p": 0.048839271068573, "m": 1.0 }, { "p": 0.01985783874988556, "m": 1.0 }, { "p": 0.11084940284490585, "m": 1.0 } ] }, { "epoch": 102, "train_loss": 1.2797749042510986, "val_loss": 0.7742108702659607, "acc": 75.13, "f1": [ 0.7825241684913635, 0.861138641834259, 0.6714920401573181, 0.5409480929374695, 0.7255170941352844, 0.6396086812019348, 0.8148871660232544, 0.8024253249168396, 0.8390975594520569, 0.8136584162712097 ], "time": 33.360608674000105, "param": [ { "p": 0.027770377695560455, "m": 1.0 }, { "p": 0.04862871393561363, "m": 1.0 }, { "p": 0.11899953335523605, "m": 1.0 }, { "p": 0.0306302048265934, "m": 0.013215430080890656 }, { "p": 0.0757082924246788, "m": 0.18183907866477966 }, { "p": 0.08320105820894241, "m": 0.09343080222606659 }, { "p": 0.04236852750182152, "m": 0.17567391693592072 }, { "p": 0.08987487107515335, "m": 0.009999999776482582 }, { "p": 0.04170636460185051, "m": 0.5726969838142395 }, { "p": 0.04613789916038513, "m": 0.8445042967796326 }, { "p": 0.09233921021223068, "m": 0.5511036515235901 }, { "p": 0.08537758141756058, "m": 0.9903680682182312 }, { "p": 0.07991858571767807, "m": 1.0 }, { "p": 0.1373387575149536, "m": 1.0 } ] }, { "epoch": 103, "train_loss": 1.0830731391906738, "val_loss": 0.6614015698432922, "acc": 74.91, "f1": [ 0.7745662927627563, 0.8536707162857056, 0.6786657571792603, 0.5696133971214294, 0.7251519560813904, 0.6371327638626099, 0.8137354850769043, 0.78016197681427, 0.8345533013343811, 0.8058434128761292 ], "time": 33.377816666999934, "param": [ { "p": 0.03481575474143028, "m": 1.0 }, { "p": 0.06503967195749283, "m": 1.0 }, { "p": 0.08822106570005417, "m": 1.0 }, { "p": 0.043916765600442886, "m": 0.009999999776482582 }, { "p": 0.05280790477991104, "m": 0.1268346905708313 }, { "p": 0.056041065603494644, "m": 0.18457965552806854 }, { "p": 0.12309069186449051, "m": 0.3186914920806885 }, { "p": 0.05034566670656204, "m": 0.01045474223792553 }, { "p": 0.09956420958042145, "m": 0.6527470946311951 }, { "p": 0.07821053266525269, "m": 0.8254039883613586 }, { "p": 0.07488290220499039, "m": 0.7040320038795471 }, { "p": 0.05399283394217491, "m": 1.0 }, { "p": 0.09327096492052078, "m": 1.0 }, { "p": 0.08580002188682556, "m": 1.0 } ] }, { "epoch": 104, "train_loss": 1.2426599264144897, "val_loss": 0.8051561713218689, "acc": 75.19, "f1": [ 0.7884613871574402, 0.8588647842407227, 0.6810386180877686, 0.5589929819107056, 0.7218602895736694, 0.6499230265617371, 0.813056230545044, 0.7962411642074585, 0.8321815133094788, 0.8119120001792908 ], "time": 33.31266415099981, "param": [ { "p": 0.02275015600025654, "m": 1.0 }, { "p": 0.02682998776435852, "m": 1.0 }, { "p": 0.0718410387635231, "m": 1.0 }, { "p": 0.13325929641723633, "m": 0.009999999776482582 }, { "p": 0.04324931651353836, "m": 0.11965309083461761 }, { "p": 0.07430112361907959, "m": 0.23759682476520538 }, { "p": 0.11008264124393463, "m": 0.33168402314186096 }, { "p": 0.04080331325531006, "m": 0.009999999776482582 }, { "p": 0.16462677717208862, "m": 0.5091951489448547 }, { "p": 0.05113755539059639, "m": 0.7308322191238403 }, { "p": 0.059596870094537735, "m": 0.677002489566803 }, { "p": 0.05659843608736992, "m": 1.0 }, { "p": 0.07250774651765823, "m": 1.0 }, { "p": 0.07241566479206085, "m": 1.0 } ] }, { "epoch": 105, "train_loss": 1.345154047012329, "val_loss": 0.9284471273422241, "acc": 75.14, "f1": [ 0.7906531691551208, 0.8571426868438721, 0.6736262440681458, 0.5602502822875977, 0.7306022047996521, 0.6422561407089233, 0.8080806732177734, 0.7808488011360168, 0.8362331986427307, 0.8176289796829224 ], "time": 33.38082042899987, "param": [ { "p": 0.030114751309156418, "m": 1.0 }, { "p": 0.08025959134101868, "m": 1.0 }, { "p": 0.07032985240221024, "m": 1.0 }, { "p": 0.11871059238910675, "m": 0.009999999776482582 }, { "p": 0.0328841470181942, "m": 0.06276972591876984 }, { "p": 0.07953432202339172, "m": 0.305395245552063 }, { "p": 0.09009474515914917, "m": 0.40297257900238037 }, { "p": 0.04979516193270683, "m": 0.009999999776482582 }, { "p": 0.12490763515233994, "m": 0.6431135535240173 }, { "p": 0.056351833045482635, "m": 0.72395259141922 }, { "p": 0.09823336452245712, "m": 0.7209484577178955 }, { "p": 0.04274008423089981, "m": 0.9956985116004944 }, { "p": 0.057338595390319824, "m": 1.0 }, { "p": 0.06870532780885696, "m": 1.0 } ] }, { "epoch": 106, "train_loss": 1.4973324537277222, "val_loss": 0.7614719867706299, "acc": 74.82, "f1": [ 0.782650887966156, 0.8534702658653259, 0.6738681197166443, 0.5660932064056396, 0.7221114635467529, 0.634392261505127, 0.8113296031951904, 0.7882834672927856, 0.8326730728149414, 0.817540168762207 ], "time": 33.557227129999774, "param": [ { "p": 0.06068816035985947, "m": 1.0 }, { "p": 0.09066407382488251, "m": 1.0 }, { "p": 0.06392375379800797, "m": 1.0 }, { "p": 0.13937877118587494, "m": 0.009999999776482582 }, { "p": 0.03012072667479515, "m": 0.07436452805995941 }, { "p": 0.05029451474547386, "m": 0.23657941818237305 }, { "p": 0.08296774327754974, "m": 0.4045596718788147 }, { "p": 0.05778370797634125, "m": 0.019253786653280258 }, { "p": 0.07913624495267868, "m": 0.6201591491699219 }, { "p": 0.05995410308241844, "m": 0.7635572552680969 }, { "p": 0.06280962377786636, "m": 0.6698684096336365 }, { "p": 0.10002947598695755, "m": 1.0 }, { "p": 0.014977836050093174, "m": 1.0 }, { "p": 0.10727118700742722, "m": 1.0 } ] }, { "epoch": 107, "train_loss": 1.0845822095870972, "val_loss": 0.7899905443191528, "acc": 74.08, "f1": [ 0.7697840332984924, 0.8475549817085266, 0.67262202501297, 0.5475088357925415, 0.7090718150138855, 0.6366850733757019, 0.805984377861023, 0.7832165956497192, 0.8194926381111145, 0.794943630695343 ], "time": 33.78122378799981, "param": [ { "p": 0.08383096754550934, "m": 1.0 }, { "p": 0.08668865263462067, "m": 1.0 }, { "p": 0.08670482784509659, "m": 1.0 }, { "p": 0.06739308685064316, "m": 0.009999999776482582 }, { "p": 0.03228983283042908, "m": 0.1989409476518631 }, { "p": 0.09212970733642578, "m": 0.2741275727748871 }, { "p": 0.0846717581152916, "m": 0.26764342188835144 }, { "p": 0.08377093821763992, "m": 0.04325346648693085 }, { "p": 0.05301298573613167, "m": 0.6417390704154968 }, { "p": 0.04208251088857651, "m": 0.8861766457557678 }, { "p": 0.08418291807174683, "m": 0.6310406923294067 }, { "p": 0.08178506791591644, "m": 0.9993657469749451 }, { "p": 0.072994664311409, "m": 1.0 }, { "p": 0.04846213757991791, "m": 1.0 } ] }, { "epoch": 108, "train_loss": 1.008591651916504, "val_loss": 0.707878053188324, "acc": 74.71, "f1": [ 0.778350293636322, 0.8540433049201965, 0.6794160604476929, 0.5777350068092346, 0.704902708530426, 0.6245611906051636, 0.8013306856155396, 0.7865391969680786, 0.8422098755836487, 0.8110829591751099 ], "time": 33.64379738000025, "param": [ { "p": 0.06056876480579376, "m": 1.0 }, { "p": 0.09662673622369766, "m": 1.0 }, { "p": 0.07413358986377716, "m": 1.0 }, { "p": 0.12408122420310974, "m": 0.009999999776482582 }, { "p": 0.00817788578569889, "m": 0.13876213133335114 }, { "p": 0.053168363869190216, "m": 0.041218649595975876 }, { "p": 0.04528367146849632, "m": 0.19733907282352448 }, { "p": 0.059599995613098145, "m": 0.15199175477027893 }, { "p": 0.054199475795030594, "m": 0.6132598519325256 }, { "p": 0.08471137285232544, "m": 0.865940511226654 }, { "p": 0.14432981610298157, "m": 0.6759673357009888 }, { "p": 0.03210345283150673, "m": 1.0 }, { "p": 0.10001838952302933, "m": 1.0 }, { "p": 0.06299731880426407, "m": 1.0 } ] }, { "epoch": 109, "train_loss": 1.095670223236084, "val_loss": 0.7884320020675659, "acc": 73.74, "f1": [ 0.7694718837738037, 0.8459181785583496, 0.6616459488868713, 0.5561767816543579, 0.7022824883460999, 0.6261332035064697, 0.80266273021698, 0.7769641876220703, 0.8201711177825928, 0.7903453707695007 ], "time": 32.880543870999645, "param": [ { "p": 0.05499374866485596, "m": 1.0 }, { "p": 0.10635760426521301, "m": 1.0 }, { "p": 0.08466216176748276, "m": 1.0 }, { "p": 0.044141221791505814, "m": 0.009999999776482582 }, { "p": 0.0833711326122284, "m": 0.009999999776482582 }, { "p": 0.05515391379594803, "m": 0.06090066581964493 }, { "p": 0.06349768489599228, "m": 0.12555870413780212 }, { "p": 0.032022129744291306, "m": 0.14503854513168335 }, { "p": 0.04827110469341278, "m": 0.6592728495597839 }, { "p": 0.08317667245864868, "m": 0.9546587467193604 }, { "p": 0.10211166739463806, "m": 0.6558924913406372 }, { "p": 0.06751763820648193, "m": 0.9965229630470276 }, { "p": 0.08561206609010696, "m": 1.0 }, { "p": 0.08911129832267761, "m": 1.0 } ] }, { "epoch": 110, "train_loss": 1.0955572128295898, "val_loss": 0.7244873642921448, "acc": 73.73, "f1": [ 0.7688586711883545, 0.8488251566886902, 0.6632230281829834, 0.5479590892791748, 0.7027521133422852, 0.6273884177207947, 0.8055128455162048, 0.7867345213890076, 0.8088586926460266, 0.8037659525871277 ], "time": 33.510965985999974, "param": [ { "p": 0.0905882939696312, "m": 1.0 }, { "p": 0.1276046335697174, "m": 1.0 }, { "p": 0.100128673017025, "m": 1.0 }, { "p": 0.06996391713619232, "m": 0.01789119839668274 }, { "p": 0.09554996341466904, "m": 0.009999999776482582 }, { "p": 0.05821676924824715, "m": 0.009999999776482582 }, { "p": 0.05015949532389641, "m": 0.11708665639162064 }, { "p": 0.047823742032051086, "m": 0.12933944165706635 }, { "p": 0.0529739074409008, "m": 0.6256857514381409 }, { "p": 0.0767589658498764, "m": 0.8796641826629639 }, { "p": 0.07199729979038239, "m": 0.55157071352005 }, { "p": 0.03522985801100731, "m": 0.9577531218528748 }, { "p": 0.03809158504009247, "m": 1.0 }, { "p": 0.08491283655166626, "m": 1.0 } ] }, { "epoch": 111, "train_loss": 1.0331772565841675, "val_loss": 0.6690833568572998, "acc": 74.66, "f1": [ 0.7867061495780945, 0.8540216088294983, 0.6767281889915466, 0.5409138202667236, 0.7110893726348877, 0.6356666088104248, 0.8113486766815186, 0.7898584008216858, 0.8303247094154358, 0.8170126676559448 ], "time": 33.4626174469995, "param": [ { "p": 0.06296594440937042, "m": 1.0 }, { "p": 0.09399348497390747, "m": 1.0 }, { "p": 0.042534783482551575, "m": 1.0 }, { "p": 0.06254219263792038, "m": 0.009999999776482582 }, { "p": 0.09722481667995453, "m": 0.14192616939544678 }, { "p": 0.08169358223676682, "m": 0.009999999776482582 }, { "p": 0.08236444741487503, "m": 0.016929734498262405 }, { "p": 0.09333488345146179, "m": 0.16103556752204895 }, { "p": 0.032031185925006866, "m": 0.712780237197876 }, { "p": 0.07195983082056046, "m": 0.8355125188827515 }, { "p": 0.07726135849952698, "m": 0.5280031561851501 }, { "p": 0.03849305957555771, "m": 0.9735877513885498 }, { "p": 0.0803668349981308, "m": 1.0 }, { "p": 0.08323366940021515, "m": 1.0 } ] }, { "epoch": 112, "train_loss": 1.1045143604278564, "val_loss": 0.8802469968795776, "acc": 75.12, "f1": [ 0.7893460988998413, 0.8600199818611145, 0.6786278486251831, 0.5590630769729614, 0.7159815430641174, 0.6467249989509583, 0.8086708188056946, 0.7942734360694885, 0.837139904499054, 0.8148528337478638 ], "time": 33.84382912500041, "param": [ { "p": 0.10036829113960266, "m": 1.0 }, { "p": 0.0754857286810875, "m": 1.0 }, { "p": 0.10696347802877426, "m": 1.0 }, { "p": 0.06401924043893814, "m": 0.009999999776482582 }, { "p": 0.04853987321257591, "m": 0.1302979588508606 }, { "p": 0.048466309905052185, "m": 0.009999999776482582 }, { "p": 0.052540816366672516, "m": 0.16052791476249695 }, { "p": 0.10910821706056595, "m": 0.1721942126750946 }, { "p": 0.05036315321922302, "m": 0.6571615934371948 }, { "p": 0.010346597991883755, "m": 0.9057745337486267 }, { "p": 0.1308656930923462, "m": 0.6768931150436401 }, { "p": 0.05416594073176384, "m": 1.0 }, { "p": 0.06853799521923065, "m": 1.0 }, { "p": 0.08022861182689667, "m": 1.0 } ] }, { "epoch": 113, "train_loss": 1.4129232168197632, "val_loss": 0.7236665487289429, "acc": 73.6, "f1": [ 0.7697331309318542, 0.8551091551780701, 0.6693917512893677, 0.5326901078224182, 0.6995213627815247, 0.6213952302932739, 0.8041541576385498, 0.7655693888664246, 0.8320311307907104, 0.8045975565910339 ], "time": 33.12288889999945, "param": [ { "p": 0.07248584181070328, "m": 1.0 }, { "p": 0.09854774177074432, "m": 1.0 }, { "p": 0.10689255595207214, "m": 1.0 }, { "p": 0.04288105294108391, "m": 0.009999999776482582 }, { "p": 0.04790116846561432, "m": 0.10516301542520523 }, { "p": 0.02766975574195385, "m": 0.029551908373832703 }, { "p": 0.07345764338970184, "m": 0.21018145978450775 }, { "p": 0.11829651147127151, "m": 0.027425970882177353 }, { "p": 0.049675192683935165, "m": 0.5611765384674072 }, { "p": 0.05732404813170433, "m": 0.8599175214767456 }, { "p": 0.0521651953458786, "m": 0.5954775214195251 }, { "p": 0.028513602912425995, "m": 0.99675053358078 }, { "p": 0.11353778094053268, "m": 1.0 }, { "p": 0.110651895403862, "m": 1.0 } ] }, { "epoch": 114, "train_loss": 1.1533795595169067, "val_loss": 0.6768525242805481, "acc": 74.91, "f1": [ 0.779507577419281, 0.8577153086662292, 0.6809144020080566, 0.5300514101982117, 0.7346133589744568, 0.6438289880752563, 0.8061418533325195, 0.7901850938796997, 0.8283542990684509, 0.8172886371612549 ], "time": 33.031275958999686, "param": [ { "p": 0.03937467932701111, "m": 1.0 }, { "p": 0.0595632828772068, "m": 1.0 }, { "p": 0.10623940080404282, "m": 1.0 }, { "p": 0.03681275248527527, "m": 0.009999999776482582 }, { "p": 0.09002294391393661, "m": 0.17796286940574646 }, { "p": 0.06293001770973206, "m": 0.1438286006450653 }, { "p": 0.053665440529584885, "m": 0.2828048765659332 }, { "p": 0.07971366494894028, "m": 0.011622962541878223 }, { "p": 0.08233882486820221, "m": 0.6446610689163208 }, { "p": 0.0827942043542862, "m": 0.6786259412765503 }, { "p": 0.05531665310263634, "m": 0.6273555159568787 }, { "p": 0.03815228492021561, "m": 1.0 }, { "p": 0.08291681855916977, "m": 1.0 }, { "p": 0.13015905022621155, "m": 1.0 } ] }, { "epoch": 115, "train_loss": 1.062001347541809, "val_loss": 0.6824221014976501, "acc": 74.73, "f1": [ 0.7770959138870239, 0.8580089211463928, 0.6730870604515076, 0.5699317455291748, 0.7236961126327515, 0.6315788626670837, 0.7986313104629517, 0.7912955284118652, 0.819811224937439, 0.7977631092071533 ], "time": 33.52341935500044, "param": [ { "p": 0.05036396533250809, "m": 1.0 }, { "p": 0.08999942988157272, "m": 1.0 }, { "p": 0.04237033799290657, "m": 1.0 }, { "p": 0.06362944841384888, "m": 0.009999999776482582 }, { "p": 0.12074031680822372, "m": 0.08382865786552429 }, { "p": 0.08530177175998688, "m": 0.07908612489700317 }, { "p": 0.05602376163005829, "m": 0.3050612211227417 }, { "p": 0.05725591257214546, "m": 0.009999999776482582 }, { "p": 0.11634743213653564, "m": 0.6424458622932434 }, { "p": 0.06623755395412445, "m": 0.7135530114173889 }, { "p": 0.04222077131271362, "m": 0.5513741374015808 }, { "p": 0.018023181706666946, "m": 1.0 }, { "p": 0.11493048071861267, "m": 1.0 }, { "p": 0.07655567675828934, "m": 1.0 } ] }, { "epoch": 116, "train_loss": 1.1887441873550415, "val_loss": 0.7871720790863037, "acc": 74.67, "f1": [ 0.7835559844970703, 0.8480077385902405, 0.6744928956031799, 0.5656758546829224, 0.7229627966880798, 0.6296102404594421, 0.7956581711769104, 0.8002042174339294, 0.8302843570709229, 0.813440203666687 ], "time": 33.81010237800001, "param": [ { "p": 0.03946966305375099, "m": 1.0 }, { "p": 0.07429122179746628, "m": 1.0 }, { "p": 0.0833878293633461, "m": 1.0 }, { "p": 0.093149334192276, "m": 0.009999999776482582 }, { "p": 0.08500072360038757, "m": 0.032532304525375366 }, { "p": 0.06332948058843613, "m": 0.2791283130645752 }, { "p": 0.06069447845220566, "m": 0.2557453215122223 }, { "p": 0.062474288046360016, "m": 0.009999999776482582 }, { "p": 0.10674496740102768, "m": 0.6211642622947693 }, { "p": 0.00307828257791698, "m": 0.7344712018966675 }, { "p": 0.06433923542499542, "m": 0.5176464915275574 }, { "p": 0.06982071697711945, "m": 0.999159574508667 }, { "p": 0.0976710245013237, "m": 1.0 }, { "p": 0.09654874354600906, "m": 1.0 } ] }, { "epoch": 117, "train_loss": 1.2121009826660156, "val_loss": 0.8238587379455566, "acc": 73.53, "f1": [ 0.7811412215232849, 0.8461129665374756, 0.6752443313598633, 0.5331124067306519, 0.6933960914611816, 0.631578803062439, 0.7625214457511902, 0.7762885689735413, 0.8267714381217957, 0.80682373046875 ], "time": 33.81236933299988, "param": [ { "p": 0.030853450298309326, "m": 1.0 }, { "p": 0.07955095916986465, "m": 1.0 }, { "p": 0.1125839576125145, "m": 1.0 }, { "p": 0.0429069846868515, "m": 0.029136627912521362 }, { "p": 0.12414339184761047, "m": 0.22936435043811798 }, { "p": 0.03252681344747543, "m": 0.12068363279104233 }, { "p": 0.09503275156021118, "m": 0.19944334030151367 }, { "p": 0.05250699445605278, "m": 0.042569439858198166 }, { "p": 0.08692223578691483, "m": 0.8700124025344849 }, { "p": 0.015468777157366276, "m": 0.7848231792449951 }, { "p": 0.09706764668226242, "m": 0.6329664587974548 }, { "p": 0.03144106641411781, "m": 1.0 }, { "p": 0.10822447389364243, "m": 1.0 }, { "p": 0.09077049791812897, "m": 1.0 } ] }, { "epoch": 118, "train_loss": 0.9940129518508911, "val_loss": 0.8260297775268555, "acc": 74.6, "f1": [ 0.7830472588539124, 0.8483314514160156, 0.6739779114723206, 0.5530053377151489, 0.7171469330787659, 0.6265192031860352, 0.815571665763855, 0.7823159694671631, 0.8281248807907104, 0.7970409989356995 ], "time": 33.93159641700004, "param": [ { "p": 0.11114152520895004, "m": 1.0 }, { "p": 0.07064499706029892, "m": 1.0 }, { "p": 0.06567060947418213, "m": 1.0 }, { "p": 0.05338473245501518, "m": 0.009999999776482582 }, { "p": 0.09516197443008423, "m": 0.37138688564300537 }, { "p": 0.10292474180459976, "m": 0.020381376147270203 }, { "p": 0.0855591893196106, "m": 0.11181169003248215 }, { "p": 0.0714389905333519, "m": 0.09991565346717834 }, { "p": 0.027817444875836372, "m": 0.7847933769226074 }, { "p": 0.07516945898532867, "m": 0.7819796204566956 }, { "p": 0.08816229552030563, "m": 0.5618232488632202 }, { "p": 0.07126045972108841, "m": 1.0 }, { "p": 0.05427682027220726, "m": 1.0 }, { "p": 0.027386771515011787, "m": 1.0 } ] }, { "epoch": 119, "train_loss": 1.150633454322815, "val_loss": 0.7751086950302124, "acc": 74.75, "f1": [ 0.7819011807441711, 0.8516126871109009, 0.6694958209991455, 0.5515462756156921, 0.7235586643218994, 0.6481574177742004, 0.8045408129692078, 0.7859647870063782, 0.8384235501289368, 0.8100100159645081 ], "time": 33.4188217359997, "param": [ { "p": 0.06860142201185226, "m": 1.0 }, { "p": 0.0766913965344429, "m": 1.0 }, { "p": 0.0800383985042572, "m": 1.0 }, { "p": 0.09167031943798065, "m": 0.009999999776482582 }, { "p": 0.11462655663490295, "m": 0.3354245722293854 }, { "p": 0.07559411972761154, "m": 0.04305777698755264 }, { "p": 0.04197999835014343, "m": 0.13461734354496002 }, { "p": 0.05996141955256462, "m": 0.010321843437850475 }, { "p": 0.038268718868494034, "m": 0.6775526404380798 }, { "p": 0.06374339014291763, "m": 0.8862517476081848 }, { "p": 0.07247451692819595, "m": 0.6265502572059631 }, { "p": 0.1284564882516861, "m": 1.0 }, { "p": 0.011483301408588886, "m": 1.0 }, { "p": 0.07640999555587769, "m": 1.0 } ] }, { "epoch": 120, "train_loss": 1.2946338653564453, "val_loss": 0.744746208190918, "acc": 74.59, "f1": [ 0.7789578437805176, 0.8508062958717346, 0.6706390976905823, 0.5701077580451965, 0.7225489616394043, 0.6341226696968079, 0.8124694228172302, 0.7888771891593933, 0.813931941986084, 0.8061222434043884 ], "time": 33.42985209900053, "param": [ { "p": 0.07099257409572601, "m": 1.0 }, { "p": 0.09528378397226334, "m": 1.0 }, { "p": 0.059198010712862015, "m": 1.0 }, { "p": 0.11840641498565674, "m": 0.011004959233105183 }, { "p": 0.04208984971046448, "m": 0.2293134182691574 }, { "p": 0.051114197820425034, "m": 0.06596558541059494 }, { "p": 0.034187257289886475, "m": 0.17263825237751007 }, { "p": 0.0748007521033287, "m": 0.06400714814662933 }, { "p": 0.07441706955432892, "m": 0.7260825634002686 }, { "p": 0.05147187039256096, "m": 0.8141250014305115 }, { "p": 0.08179424703121185, "m": 0.6232665181159973 }, { "p": 0.13701346516609192, "m": 0.9932093024253845 }, { "p": 0.021896760910749435, "m": 1.0 }, { "p": 0.08733388036489487, "m": 1.0 } ] }, { "epoch": 121, "train_loss": 1.19483482837677, "val_loss": 0.8636138439178467, "acc": 74.48, "f1": [ 0.7844826579093933, 0.8528116345405579, 0.6669822931289673, 0.5555001497268677, 0.7118996381759644, 0.6456002593040466, 0.7976821064949036, 0.7863338589668274, 0.8355738520622253, 0.8207790851593018 ], "time": 33.61188922199926, "param": [ { "p": 0.06796261668205261, "m": 1.0 }, { "p": 0.08650338649749756, "m": 1.0 }, { "p": 0.10858161002397537, "m": 1.0 }, { "p": 0.07183390855789185, "m": 0.009999999776482582 }, { "p": 0.01851797290146351, "m": 0.19941478967666626 }, { "p": 0.09203562885522842, "m": 0.20255890488624573 }, { "p": 0.05139513686299324, "m": 0.15512339770793915 }, { "p": 0.053744733333587646, "m": 0.12908026576042175 }, { "p": 0.09641190618276596, "m": 0.6632125973701477 }, { "p": 0.06916891038417816, "m": 0.8446019291877747 }, { "p": 0.03919902816414833, "m": 0.5698597431182861 }, { "p": 0.07818231731653214, "m": 0.9612129926681519 }, { "p": 0.08646044135093689, "m": 1.0 }, { "p": 0.08000236749649048, "m": 1.0 } ] }, { "epoch": 122, "train_loss": 1.083699345588684, "val_loss": 0.7504932880401611, "acc": 75.29, "f1": [ 0.7843335270881653, 0.8496730327606201, 0.6881265044212341, 0.5747005343437195, 0.7138781547546387, 0.6571717858314514, 0.8131311535835266, 0.7978248596191406, 0.8300750851631165, 0.8070336580276489 ], "time": 33.32834142699994, "param": [ { "p": 0.08822248876094818, "m": 1.0 }, { "p": 0.053449101746082306, "m": 1.0 }, { "p": 0.09008187055587769, "m": 1.0 }, { "p": 0.06810436397790909, "m": 0.009999999776482582 }, { "p": 0.02777898497879505, "m": 0.20630615949630737 }, { "p": 0.05955672636628151, "m": 0.24853193759918213 }, { "p": 0.0773349329829216, "m": 0.22734273970127106 }, { "p": 0.04185222089290619, "m": 0.07065975666046143 }, { "p": 0.14217793941497803, "m": 0.7412506937980652 }, { "p": 0.05846860259771347, "m": 0.8401782512664795 }, { "p": 0.028203191235661507, "m": 0.5842510461807251 }, { "p": 0.0878845676779747, "m": 1.0 }, { "p": 0.0675402581691742, "m": 1.0 }, { "p": 0.10934481769800186, "m": 1.0 } ] }, { "epoch": 123, "train_loss": 1.1460578441619873, "val_loss": 0.7933750152587891, "acc": 74.44, "f1": [ 0.7753692865371704, 0.8559668660163879, 0.6723702549934387, 0.5622844099998474, 0.7173223495483398, 0.603614330291748, 0.8053622841835022, 0.8008275628089905, 0.8340851068496704, 0.7972663640975952 ], "time": 33.24528263400043, "param": [ { "p": 0.08232636749744415, "m": 1.0 }, { "p": 0.09755445271730423, "m": 1.0 }, { "p": 0.11018691956996918, "m": 1.0 }, { "p": 0.07730460911989212, "m": 0.009999999776482582 }, { "p": 0.050003957003355026, "m": 0.25885555148124695 }, { "p": 0.04614769294857979, "m": 0.18549562990665436 }, { "p": 0.07482799142599106, "m": 0.21092329919338226 }, { "p": 0.05101665109395981, "m": 0.11624093353748322 }, { "p": 0.10132496058940887, "m": 0.7377064824104309 }, { "p": 0.052362922579050064, "m": 0.8110154867172241 }, { "p": 0.03792417421936989, "m": 0.619722843170166 }, { "p": 0.06067563220858574, "m": 0.9967076778411865 }, { "p": 0.06574886292219162, "m": 1.0 }, { "p": 0.09259475767612457, "m": 1.0 } ] }, { "epoch": 124, "train_loss": 0.9604844450950623, "val_loss": 0.8235182762145996, "acc": 74.43, "f1": [ 0.7929291129112244, 0.8569946885108948, 0.6816930770874023, 0.5424627661705017, 0.7103822827339172, 0.6333492398262024, 0.7847410440444946, 0.7916009426116943, 0.8290802240371704, 0.8120454549789429 ], "time": 33.194113398999434, "param": [ { "p": 0.11081486940383911, "m": 1.0 }, { "p": 0.06591208279132843, "m": 1.0 }, { "p": 0.0970640778541565, "m": 1.0 }, { "p": 0.038444314152002335, "m": 0.009999999776482582 }, { "p": 0.05404701083898544, "m": 0.254050612449646 }, { "p": 0.030758799985051155, "m": 0.12187349796295166 }, { "p": 0.060496482998132706, "m": 0.2176428735256195 }, { "p": 0.086198590695858, "m": 0.1887238472700119 }, { "p": 0.04593238979578018, "m": 0.7105360627174377 }, { "p": 0.08338148891925812, "m": 0.7783310413360596 }, { "p": 0.05506250634789467, "m": 0.6464705467224121 }, { "p": 0.08432435244321823, "m": 1.0 }, { "p": 0.11062202602624893, "m": 1.0 }, { "p": 0.07694101333618164, "m": 1.0 } ] }, { "epoch": 125, "train_loss": 1.0168853998184204, "val_loss": 1.0704796314239502, "acc": 74.06, "f1": [ 0.7867535352706909, 0.857976496219635, 0.6765955686569214, 0.5495362281799316, 0.7020249366760254, 0.6270268559455872, 0.7657926678657532, 0.7880375385284424, 0.8297653794288635, 0.8166051506996155 ], "time": 32.9287138869995, "param": [ { "p": 0.05455915257334709, "m": 1.0 }, { "p": 0.09247313439846039, "m": 1.0 }, { "p": 0.07614249736070633, "m": 1.0 }, { "p": 0.05403156206011772, "m": 0.009999999776482582 }, { "p": 0.04668402299284935, "m": 0.2561923563480377 }, { "p": 0.01435707975178957, "m": 0.09678548574447632 }, { "p": 0.0989246666431427, "m": 0.1897197961807251 }, { "p": 0.09148423373699188, "m": 0.1831156313419342 }, { "p": 0.07179462164640427, "m": 0.7688118815422058 }, { "p": 0.09059617668390274, "m": 0.802711546421051 }, { "p": 0.08277270942926407, "m": 0.6616073250770569 }, { "p": 0.07338275015354156, "m": 0.9982990026473999 }, { "p": 0.09457889199256897, "m": 1.0 }, { "p": 0.05821849778294563, "m": 1.0 } ] }, { "epoch": 126, "train_loss": 1.1500531435012817, "val_loss": 0.7693480849266052, "acc": 74.36, "f1": [ 0.7908395528793335, 0.8514653444290161, 0.6575196385383606, 0.5531463027000427, 0.7172223329544067, 0.6327799558639526, 0.7896994352340698, 0.7801918983459473, 0.8313490748405457, 0.8120374083518982 ], "time": 33.555912298000294, "param": [ { "p": 0.03745066374540329, "m": 1.0 }, { "p": 0.11872421950101852, "m": 1.0 }, { "p": 0.0597430020570755, "m": 1.0 }, { "p": 0.07745669782161713, "m": 0.009999999776482582 }, { "p": 0.05840473994612694, "m": 0.22571931779384613 }, { "p": 0.022483598440885544, "m": 0.14243638515472412 }, { "p": 0.05577852576971054, "m": 0.09468096494674683 }, { "p": 0.11744675785303116, "m": 0.18242771923542023 }, { "p": 0.06390883028507233, "m": 0.6925663948059082 }, { "p": 0.07201989740133286, "m": 0.7268391847610474 }, { "p": 0.08808829635381699, "m": 0.5388669371604919 }, { "p": 0.09115815162658691, "m": 0.9938169121742249 }, { "p": 0.05192253738641739, "m": 1.0 }, { "p": 0.08541419357061386, "m": 1.0 } ] }, { "epoch": 127, "train_loss": 1.1069436073303223, "val_loss": 0.7357950806617737, "acc": 73.88, "f1": [ 0.7829216122627258, 0.856852650642395, 0.6680627465248108, 0.5507392883300781, 0.6950628161430359, 0.6330035328865051, 0.7630350589752197, 0.7819705009460449, 0.8333330750465393, 0.8154239654541016 ], "time": 33.61888434000048, "param": [ { "p": 0.06123197823762894, "m": 1.0 }, { "p": 0.0893467366695404, "m": 1.0 }, { "p": 0.06727800518274307, "m": 1.0 }, { "p": 0.049622807651758194, "m": 0.009999999776482582 }, { "p": 0.0812578797340393, "m": 0.15090686082839966 }, { "p": 0.08693872392177582, "m": 0.11318085342645645 }, { "p": 0.046553146094083786, "m": 0.16319870948791504 }, { "p": 0.08289749920368195, "m": 0.26307669281959534 }, { "p": 0.03303178399801254, "m": 0.7086870670318604 }, { "p": 0.1288938820362091, "m": 0.7269046306610107 }, { "p": 0.08056381344795227, "m": 0.6789628267288208 }, { "p": 0.03888075426220894, "m": 0.978836178779602 }, { "p": 0.07619393616914749, "m": 1.0 }, { "p": 0.07730906456708908, "m": 1.0 } ] }, { "epoch": 128, "train_loss": 1.070096731185913, "val_loss": 0.824590802192688, "acc": 74.29, "f1": [ 0.7838643193244934, 0.8597946763038635, 0.6544238924980164, 0.5262555480003357, 0.707547128200531, 0.6369167566299438, 0.7831109166145325, 0.7829041481018066, 0.8359100818634033, 0.8140701651573181 ], "time": 33.466637121999156, "param": [ { "p": 0.08406975865364075, "m": 1.0 }, { "p": 0.06798785924911499, "m": 1.0 }, { "p": 0.06507865339517593, "m": 1.0 }, { "p": 0.10759913176298141, "m": 0.009999999776482582 }, { "p": 0.03680293262004852, "m": 0.17832504212856293 }, { "p": 0.025906013324856758, "m": 0.11228706687688828 }, { "p": 0.005570836830884218, "m": 0.1854037195444107 }, { "p": 0.07131481915712357, "m": 0.18654580414295197 }, { "p": 0.11522034555673599, "m": 0.6740376353263855 }, { "p": 0.05989457294344902, "m": 0.6787735223770142 }, { "p": 0.13150189816951752, "m": 0.6680722832679749 }, { "p": 0.05380793660879135, "m": 0.9921737313270569 }, { "p": 0.08123790472745895, "m": 1.0 }, { "p": 0.09400742501020432, "m": 1.0 } ] }, { "epoch": 129, "train_loss": 1.1303696632385254, "val_loss": 0.6888075470924377, "acc": 75.14, "f1": [ 0.7923552393913269, 0.8600098490715027, 0.6904885172843933, 0.561576247215271, 0.729308545589447, 0.6482541561126709, 0.805194616317749, 0.7785816192626953, 0.8316927552223206, 0.8104954361915588 ], "time": 32.92324696099968, "param": [ { "p": 0.06228503957390785, "m": 1.0 }, { "p": 0.07841714471578598, "m": 1.0 }, { "p": 0.08326786011457443, "m": 1.0 }, { "p": 0.06388983130455017, "m": 0.009999999776482582 }, { "p": 0.0572233721613884, "m": 0.06276510655879974 }, { "p": 0.055526524782180786, "m": 0.041420601308345795 }, { "p": 0.08205663412809372, "m": 0.17005831003189087 }, { "p": 0.04754931852221489, "m": 0.26527827978134155 }, { "p": 0.11031947284936905, "m": 0.5036582946777344 }, { "p": 0.013522014953196049, "m": 0.6345331072807312 }, { "p": 0.12035201489925385, "m": 0.7056284546852112 }, { "p": 0.06297427415847778, "m": 1.0 }, { "p": 0.06340605020523071, "m": 1.0 }, { "p": 0.09921048581600189, "m": 1.0 } ] }, { "epoch": 130, "train_loss": 1.0645525455474854, "val_loss": 0.811715841293335, "acc": 74.79, "f1": [ 0.7850277423858643, 0.8597102761268616, 0.68338543176651, 0.5409920811653137, 0.7222756743431091, 0.6420698165893555, 0.8019751310348511, 0.7815291881561279, 0.8373941779136658, 0.8181816339492798 ], "time": 33.602956310999616, "param": [ { "p": 0.03363705798983574, "m": 1.0 }, { "p": 0.08622661978006363, "m": 1.0 }, { "p": 0.10616368055343628, "m": 1.0 }, { "p": 0.09220542013645172, "m": 0.009999999776482582 }, { "p": 0.02553395926952362, "m": 0.05359558016061783 }, { "p": 0.09973189234733582, "m": 0.009999999776482582 }, { "p": 0.0916769802570343, "m": 0.14188426733016968 }, { "p": 0.09866847842931747, "m": 0.24115388095378876 }, { "p": 0.06935974955558777, "m": 0.5780082941055298 }, { "p": 0.03300275653600693, "m": 0.6493549942970276 }, { "p": 0.06809789687395096, "m": 0.740541934967041 }, { "p": 0.06145862117409706, "m": 0.99853515625 }, { "p": 0.05155166983604431, "m": 1.0 }, { "p": 0.08268523216247559, "m": 1.0 } ] }, { "epoch": 131, "train_loss": 1.0792447328567505, "val_loss": 0.7989265322685242, "acc": 74.59, "f1": [ 0.789421021938324, 0.8582994341850281, 0.665591299533844, 0.5392780303955078, 0.7259048819541931, 0.6262134909629822, 0.8053756356239319, 0.7859612703323364, 0.8287739157676697, 0.8199710249900818 ], "time": 33.79784804599967, "param": [ { "p": 0.06659001111984253, "m": 1.0 }, { "p": 0.11695827543735504, "m": 1.0 }, { "p": 0.07204072922468185, "m": 1.0 }, { "p": 0.07226533442735672, "m": 0.009999999776482582 }, { "p": 0.046563439071178436, "m": 0.1329115480184555 }, { "p": 0.040777821093797684, "m": 0.009999999776482582 }, { "p": 0.09410147368907928, "m": 0.1376301348209381 }, { "p": 0.08220604062080383, "m": 0.29495811462402344 }, { "p": 0.1064014732837677, "m": 0.5902896523475647 }, { "p": 0.051722873002290726, "m": 0.6644343733787537 }, { "p": 0.024562573060393333, "m": 0.6601303219795227 }, { "p": 0.06140660494565964, "m": 1.0 }, { "p": 0.07194755971431732, "m": 1.0 }, { "p": 0.09245575964450836, "m": 1.0 } ] }, { "epoch": 132, "train_loss": 1.2184650897979736, "val_loss": 0.9694377779960632, "acc": 74.36, "f1": [ 0.783484160900116, 0.8547971844673157, 0.6603273749351501, 0.5425475835800171, 0.7271016836166382, 0.6354377865791321, 0.8032451868057251, 0.7910522222518921, 0.8105645179748535, 0.8139649629592896 ], "time": 33.30094124799962, "param": [ { "p": 0.040379203855991364, "m": 1.0 }, { "p": 0.07560847699642181, "m": 1.0 }, { "p": 0.058067437261343, "m": 1.0 }, { "p": 0.04112550988793373, "m": 0.02727745659649372 }, { "p": 0.023458410054445267, "m": 0.09563130885362625 }, { "p": 0.03373352810740471, "m": 0.1040986180305481 }, { "p": 0.0996033325791359, "m": 0.1862800270318985 }, { "p": 0.06182597577571869, "m": 0.24468864500522614 }, { "p": 0.09624766558408737, "m": 0.5846489667892456 }, { "p": 0.07624334841966629, "m": 0.6899415254592896 }, { "p": 0.10920029878616333, "m": 0.6322810053825378 }, { "p": 0.07080955058336258, "m": 0.9593907594680786 }, { "p": 0.11993131041526794, "m": 1.0 }, { "p": 0.09376593679189682, "m": 1.0 } ] }, { "epoch": 133, "train_loss": 0.9693971872329712, "val_loss": 0.9103788137435913, "acc": 74.68, "f1": [ 0.7860439419746399, 0.8617883920669556, 0.6747689843177795, 0.5508261919021606, 0.7217971682548523, 0.6388348340988159, 0.8090450167655945, 0.7837697267532349, 0.8329073190689087, 0.8209781646728516 ], "time": 33.14729097200052, "param": [ { "p": 0.12406359612941742, "m": 1.0 }, { "p": 0.07734163850545883, "m": 1.0 }, { "p": 0.0822722315788269, "m": 1.0 }, { "p": 0.061994291841983795, "m": 0.009999999776482582 }, { "p": 0.0507589615881443, "m": 0.06909395009279251 }, { "p": 0.022503767162561417, "m": 0.12679146230220795 }, { "p": 0.049069132655858994, "m": 0.10953615605831146 }, { "p": 0.051506463438272476, "m": 0.15975721180438995 }, { "p": 0.08834227919578552, "m": 0.5543866157531738 }, { "p": 0.06186341494321823, "m": 0.755529522895813 }, { "p": 0.11693502217531204, "m": 0.5652581453323364 }, { "p": 0.0875154659152031, "m": 1.0 }, { "p": 0.046772200614213943, "m": 1.0 }, { "p": 0.07906162738800049, "m": 1.0 } ] }, { "epoch": 134, "train_loss": 0.8730151057243347, "val_loss": 0.8509490489959717, "acc": 74.8, "f1": [ 0.7836609482765198, 0.8550147414207458, 0.6726188659667969, 0.5513286590576172, 0.7228206396102905, 0.6376517415046692, 0.8075616955757141, 0.7870368957519531, 0.832432210445404, 0.8187249898910522 ], "time": 33.34922466699936, "param": [ { "p": 0.11568409204483032, "m": 1.0 }, { "p": 0.08002446591854095, "m": 1.0 }, { "p": 0.1080680564045906, "m": 1.0 }, { "p": 0.0355667881667614, "m": 0.02449740655720234 }, { "p": 0.08688683807849884, "m": 0.1335802525281906 }, { "p": 0.07440122961997986, "m": 0.04079456999897957 }, { "p": 0.09662066400051117, "m": 0.1374676376581192 }, { "p": 0.052572913467884064, "m": 0.15508806705474854 }, { "p": 0.07850298285484314, "m": 0.6505784392356873 }, { "p": 0.08213966339826584, "m": 0.6909686923027039 }, { "p": 0.04085105285048485, "m": 0.5333049297332764 }, { "p": 0.042774565517902374, "m": 0.9781378507614136 }, { "p": 0.017933495342731476, "m": 1.0 }, { "p": 0.08797325193881989, "m": 1.0 } ] }, { "epoch": 135, "train_loss": 1.3189103603363037, "val_loss": 0.7277366518974304, "acc": 74.07, "f1": [ 0.7797648310661316, 0.8530610799789429, 0.6720483303070068, 0.5575128793716431, 0.7085872888565063, 0.6268821954727173, 0.7991759181022644, 0.7653155326843262, 0.8192887306213379, 0.8056336641311646 ], "time": 33.62363053300032, "param": [ { "p": 0.13837020099163055, "m": 1.0 }, { "p": 0.08417785167694092, "m": 1.0 }, { "p": 0.09292904287576675, "m": 1.0 }, { "p": 0.05515074357390404, "m": 0.009999999776482582 }, { "p": 0.09526365250349045, "m": 0.15196625888347626 }, { "p": 0.09574723243713379, "m": 0.06282767653465271 }, { "p": 0.07771269977092743, "m": 0.2518404424190521 }, { "p": 0.04621381685137749, "m": 0.14579857885837555 }, { "p": 0.06341691315174103, "m": 0.648115336894989 }, { "p": 0.04534303769469261, "m": 0.6543502807617188 }, { "p": 0.03485393151640892, "m": 0.493926078081131 }, { "p": 0.02749229595065117, "m": 0.8631120920181274 }, { "p": 0.02921801432967186, "m": 1.0 }, { "p": 0.11411060392856598, "m": 1.0 } ] }, { "epoch": 136, "train_loss": 1.1887010335922241, "val_loss": 0.901456892490387, "acc": 74.24, "f1": [ 0.7793378829956055, 0.8472009897232056, 0.6736729741096497, 0.5501582622528076, 0.7166184782981873, 0.6380951404571533, 0.793997049331665, 0.7818842530250549, 0.821889340877533, 0.8142927289009094 ], "time": 33.99260621299982, "param": [ { "p": 0.09281467646360397, "m": 1.0 }, { "p": 0.072590172290802, "m": 1.0 }, { "p": 0.07915541529655457, "m": 1.0 }, { "p": 0.062310781329870224, "m": 0.009999999776482582 }, { "p": 0.11563090234994888, "m": 0.1271810680627823 }, { "p": 0.1054401621222496, "m": 0.14428496360778809 }, { "p": 0.0749533399939537, "m": 0.3585231304168701 }, { "p": 0.03236222267150879, "m": 0.16114798188209534 }, { "p": 0.07527801394462585, "m": 0.6283952593803406 }, { "p": 0.06314892321825027, "m": 0.7454515695571899 }, { "p": 0.026892241090536118, "m": 0.5358620882034302 }, { "p": 0.03766939789056778, "m": 0.9376590847969055 }, { "p": 0.05502685159444809, "m": 1.0 }, { "p": 0.10672688484191895, "m": 1.0 } ] }, { "epoch": 137, "train_loss": 1.0501435995101929, "val_loss": 0.842858076095581, "acc": 74.8, "f1": [ 0.7878190875053406, 0.856571614742279, 0.6756464242935181, 0.5508161187171936, 0.7097413539886475, 0.6373007297515869, 0.8112092018127441, 0.7853925824165344, 0.8334150910377502, 0.8214643001556396 ], "time": 33.481249366000156, "param": [ { "p": 0.10338771343231201, "m": 1.0 }, { "p": 0.05264255031943321, "m": 1.0 }, { "p": 0.07956691086292267, "m": 1.0 }, { "p": 0.10341796278953552, "m": 0.009999999776482582 }, { "p": 0.051119428128004074, "m": 0.1136658564209938 }, { "p": 0.10086920857429504, "m": 0.1655668467283249 }, { "p": 0.0396808497607708, "m": 0.33062872290611267 }, { "p": 0.01897536776959896, "m": 0.2467527836561203 }, { "p": 0.13867519795894623, "m": 0.47936615347862244 }, { "p": 0.03145907074213028, "m": 0.8179495334625244 }, { "p": 0.07651947438716888, "m": 0.513358473777771 }, { "p": 0.10139433294534683, "m": 1.0 }, { "p": 0.038758423179388046, "m": 1.0 }, { "p": 0.06353341788053513, "m": 1.0 } ] }, { "epoch": 138, "train_loss": 1.151801347732544, "val_loss": 0.873429536819458, "acc": 74.73, "f1": [ 0.775488555431366, 0.8536101579666138, 0.6711827516555786, 0.5608627796173096, 0.7258381247520447, 0.6335102915763855, 0.8139532208442688, 0.7784429788589478, 0.8251680135726929, 0.827410876750946 ], "time": 33.14225529000032, "param": [ { "p": 0.07258561998605728, "m": 1.0 }, { "p": 0.09517082571983337, "m": 1.0 }, { "p": 0.06018464267253876, "m": 1.0 }, { "p": 0.05635776370763779, "m": 0.009999999776482582 }, { "p": 0.12472614645957947, "m": 0.20931574702262878 }, { "p": 0.08519086986780167, "m": 0.07400532811880112 }, { "p": 0.05523538962006569, "m": 0.3775809109210968 }, { "p": 0.020082976669073105, "m": 0.23226527869701385 }, { "p": 0.09168995171785355, "m": 0.5983999967575073 }, { "p": 0.06087673082947731, "m": 0.7135945558547974 }, { "p": 0.07871416211128235, "m": 0.5649623274803162 }, { "p": 0.06235014274716377, "m": 0.9749900698661804 }, { "p": 0.039305564016103745, "m": 1.0 }, { "p": 0.09752920269966125, "m": 1.0 } ] }, { "epoch": 139, "train_loss": 1.3700422048568726, "val_loss": 0.889586865901947, "acc": 74.15, "f1": [ 0.7807016372680664, 0.8522952198982239, 0.6663100719451904, 0.5437200665473938, 0.7161098718643188, 0.6378064751625061, 0.7988746762275696, 0.7819927930831909, 0.8219035863876343, 0.8007966876029968 ], "time": 32.856995829999505, "param": [ { "p": 0.058759573847055435, "m": 1.0 }, { "p": 0.12218247354030609, "m": 1.0 }, { "p": 0.06713959574699402, "m": 1.0 }, { "p": 0.031580306589603424, "m": 0.015379642136394978 }, { "p": 0.06975109130144119, "m": 0.009999999776482582 }, { "p": 0.06258195638656616, "m": 0.1921232044696808 }, { "p": 0.05368238687515259, "m": 0.31914740800857544 }, { "p": 0.04412775859236717, "m": 0.1827416568994522 }, { "p": 0.07788649201393127, "m": 0.5735562443733215 }, { "p": 0.08339241147041321, "m": 0.7315241098403931 }, { "p": 0.07081843167543411, "m": 0.5269145369529724 }, { "p": 0.0959165170788765, "m": 0.8872688412666321 }, { "p": 0.049523286521434784, "m": 1.0 }, { "p": 0.11265771836042404, "m": 1.0 } ] }, { "epoch": 140, "train_loss": 1.2204269170761108, "val_loss": 0.7885329127311707, "acc": 74.79, "f1": [ 0.7821680307388306, 0.8544270396232605, 0.6860345005989075, 0.557291567325592, 0.7272725701332092, 0.6343749165534973, 0.8064218759536743, 0.7795430421829224, 0.8227089643478394, 0.8095000386238098 ], "time": 32.60689170899968, "param": [ { "p": 0.07538365572690964, "m": 1.0 }, { "p": 0.07996384799480438, "m": 1.0 }, { "p": 0.0709129124879837, "m": 1.0 }, { "p": 0.04839130491018295, "m": 0.009999999776482582 }, { "p": 0.013632824644446373, "m": 0.009999999776482582 }, { "p": 0.0706075131893158, "m": 0.15462100505828857 }, { "p": 0.04468318447470665, "m": 0.34927210211753845 }, { "p": 0.033726178109645844, "m": 0.13907845318317413 }, { "p": 0.1303006112575531, "m": 0.5307016372680664 }, { "p": 0.06821227818727493, "m": 0.6529930830001831 }, { "p": 0.1153520867228508, "m": 0.3631201684474945 }, { "p": 0.08494330197572708, "m": 1.0 }, { "p": 0.07801096141338348, "m": 1.0 }, { "p": 0.08587940782308578, "m": 1.0 } ] }, { "epoch": 141, "train_loss": 1.1120260953903198, "val_loss": 0.8962066769599915, "acc": 73.58, "f1": [ 0.776322066783905, 0.8539324402809143, 0.6670133471488953, 0.5352969765663147, 0.6816867589950562, 0.626103937625885, 0.812952995300293, 0.7693077921867371, 0.8127938508987427, 0.7988250851631165 ], "time": 33.15242150999984, "param": [ { "p": 0.040080953389406204, "m": 1.0 }, { "p": 0.1015867292881012, "m": 1.0 }, { "p": 0.07389108091592789, "m": 1.0 }, { "p": 0.11545779556035995, "m": 0.009999999776482582 }, { "p": 0.03481721505522728, "m": 0.011725902557373047 }, { "p": 0.06742953509092331, "m": 0.2403804212808609 }, { "p": 0.051907505840063095, "m": 0.3303016722202301 }, { "p": 0.023203633725643158, "m": 0.15668118000030518 }, { "p": 0.044785305857658386, "m": 0.47308093309402466 }, { "p": 0.05264420062303543, "m": 0.782265841960907 }, { "p": 0.11032763123512268, "m": 0.4795236587524414 }, { "p": 0.1100996732711792, "m": 1.0 }, { "p": 0.10055600851774216, "m": 1.0 }, { "p": 0.07321269065141678, "m": 1.0 } ] }, { "epoch": 142, "train_loss": 1.1116191148757935, "val_loss": 0.9121240377426147, "acc": 74.73, "f1": [ 0.7850465178489685, 0.8540324568748474, 0.6760139465332031, 0.5649893283843994, 0.7210947275161743, 0.6380497217178345, 0.7939000725746155, 0.7839246392250061, 0.8269038796424866, 0.8117645978927612 ], "time": 33.18498792599894, "param": [ { "p": 0.07220225036144257, "m": 1.0 }, { "p": 0.10052352398633957, "m": 1.0 }, { "p": 0.10187011957168579, "m": 1.0 }, { "p": 0.06294046342372894, "m": 0.022149503231048584 }, { "p": 0.06447763741016388, "m": 0.047600701451301575 }, { "p": 0.043000951409339905, "m": 0.22270812094211578 }, { "p": 0.08105850219726562, "m": 0.33545881509780884 }, { "p": 0.07736361771821976, "m": 0.29722368717193604 }, { "p": 0.02847650833427906, "m": 0.5041165351867676 }, { "p": 0.026688817888498306, "m": 0.7319358587265015 }, { "p": 0.06281527876853943, "m": 0.603580892086029 }, { "p": 0.11105190217494965, "m": 1.0 }, { "p": 0.11199172586202621, "m": 1.0 }, { "p": 0.055538635700941086, "m": 1.0 } ] }, { "epoch": 143, "train_loss": 0.9482418298721313, "val_loss": 0.8438247442245483, "acc": 74.34, "f1": [ 0.7901356816291809, 0.8422098755836487, 0.6776348352432251, 0.5499215126037598, 0.7103483080863953, 0.6542603373527527, 0.810218870639801, 0.7697461843490601, 0.8275513648986816, 0.7899311780929565 ], "time": 33.39770325000063, "param": [ { "p": 0.07463254034519196, "m": 1.0 }, { "p": 0.06669173389673233, "m": 1.0 }, { "p": 0.09137946367263794, "m": 1.0 }, { "p": 0.03986348956823349, "m": 0.01569496840238571 }, { "p": 0.06412332504987717, "m": 0.08249920606613159 }, { "p": 0.06538395583629608, "m": 0.22801560163497925 }, { "p": 0.07807961851358414, "m": 0.15596038103103638 }, { "p": 0.054136812686920166, "m": 0.277356892824173 }, { "p": 0.06625020503997803, "m": 0.4977933466434479 }, { "p": 0.07407287508249283, "m": 0.6751895546913147 }, { "p": 0.03655080869793892, "m": 0.552172839641571 }, { "p": 0.0845346450805664, "m": 1.0 }, { "p": 0.09876447916030884, "m": 1.0 }, { "p": 0.10553595423698425, "m": 1.0 } ] }, { "epoch": 144, "train_loss": 1.1353033781051636, "val_loss": 0.7706118226051331, "acc": 75.33, "f1": [ 0.7866529822349548, 0.8679629564285278, 0.6742912530899048, 0.5557366609573364, 0.7282912135124207, 0.6433913707733154, 0.8107315301895142, 0.7972687482833862, 0.8337347507476807, 0.8207637667655945 ], "time": 33.515885427001194, "param": [ { "p": 0.07900233566761017, "m": 1.0 }, { "p": 0.06846439093351364, "m": 1.0 }, { "p": 0.07124534249305725, "m": 1.0 }, { "p": 0.07719708234071732, "m": 0.010484104044735432 }, { "p": 0.035968005657196045, "m": 0.17057693004608154 }, { "p": 0.09842704236507416, "m": 0.3904682695865631 }, { "p": 0.0599454827606678, "m": 0.15981021523475647 }, { "p": 0.06338261812925339, "m": 0.07603549212217331 }, { "p": 0.08466146886348724, "m": 0.4448661208152771 }, { "p": 0.07820571959018707, "m": 0.6939572691917419 }, { "p": 0.05857573822140694, "m": 0.5684683918952942 }, { "p": 0.05175214633345604, "m": 0.9838091731071472 }, { "p": 0.07975636422634125, "m": 1.0 }, { "p": 0.09341618418693542, "m": 1.0 } ] }, { "epoch": 145, "train_loss": 1.1652710437774658, "val_loss": 0.7875341773033142, "acc": 74.5, "f1": [ 0.7886303663253784, 0.8634536862373352, 0.6644626259803772, 0.5491417646408081, 0.6976941227912903, 0.6339143514633179, 0.7983072996139526, 0.7919669151306152, 0.8328555822372437, 0.8146616816520691 ], "time": 33.588464218999434, "param": [ { "p": 0.045701391994953156, "m": 1.0 }, { "p": 0.09123653918504715, "m": 1.0 }, { "p": 0.043988678604364395, "m": 1.0 }, { "p": 0.11690368503332138, "m": 0.009999999776482582 }, { "p": 0.07876046001911163, "m": 0.1923762857913971 }, { "p": 0.13493585586547852, "m": 0.2900066375732422 }, { "p": 0.07157614082098007, "m": 0.18262186646461487 }, { "p": 0.05146997049450874, "m": 0.030833592638373375 }, { "p": 0.06264963746070862, "m": 0.4732738435268402 }, { "p": 0.05735405534505844, "m": 0.8302482962608337 }, { "p": 0.06824511289596558, "m": 0.6230655312538147 }, { "p": 0.04508192092180252, "m": 0.9954463243484497 }, { "p": 0.07143042981624603, "m": 1.0 }, { "p": 0.060666076838970184, "m": 1.0 } ] }, { "epoch": 146, "train_loss": 0.797910213470459, "val_loss": 0.7734103798866272, "acc": 74.78, "f1": [ 0.7863333225250244, 0.8611786365509033, 0.6670340895652771, 0.5649559497833252, 0.719621479511261, 0.6257156133651733, 0.8068504333496094, 0.7916876077651978, 0.8425924777984619, 0.8157623410224915 ], "time": 33.69509249899966, "param": [ { "p": 0.057000502943992615, "m": 1.0 }, { "p": 0.0828048586845398, "m": 1.0 }, { "p": 0.06632302701473236, "m": 1.0 }, { "p": 0.05710233375430107, "m": 0.020993243902921677 }, { "p": 0.11540408432483673, "m": 0.18054352700710297 }, { "p": 0.08469946682453156, "m": 0.18952122330665588 }, { "p": 0.05592925474047661, "m": 0.3123703896999359 }, { "p": 0.057121794670820236, "m": 0.10025189071893692 }, { "p": 0.05770879238843918, "m": 0.5599164366722107 }, { "p": 0.0801636204123497, "m": 0.8185010552406311 }, { "p": 0.06668157130479813, "m": 0.6335151195526123 }, { "p": 0.06886200606822968, "m": 0.9675326943397522 }, { "p": 0.08151709288358688, "m": 1.0 }, { "p": 0.06868156045675278, "m": 1.0 } ] }, { "epoch": 147, "train_loss": 1.1369678974151611, "val_loss": 0.8154476881027222, "acc": 74.92, "f1": [ 0.7788367867469788, 0.8520092964172363, 0.6780201196670532, 0.5401299595832825, 0.7208225131034851, 0.6480767726898193, 0.814777672290802, 0.7860598564147949, 0.8381237983703613, 0.8102666139602661 ], "time": 33.538651293998555, "param": [ { "p": 0.06738400459289551, "m": 1.0 }, { "p": 0.09576480090618134, "m": 1.0 }, { "p": 0.13016727566719055, "m": 1.0 }, { "p": 0.011746801435947418, "m": 0.01002491358667612 }, { "p": 0.10445365309715271, "m": 0.05898306146264076 }, { "p": 0.03679373487830162, "m": 0.01158131193369627 }, { "p": 0.04471161589026451, "m": 0.38804715871810913 }, { "p": 0.076589435338974, "m": 0.21371769905090332 }, { "p": 0.066490538418293, "m": 0.5762394070625305 }, { "p": 0.08928290009498596, "m": 0.8340838551521301 }, { "p": 0.06306249648332596, "m": 0.5530478358268738 }, { "p": 0.03365525230765343, "m": 0.9547653198242188 }, { "p": 0.08500280976295471, "m": 1.0 }, { "p": 0.0948946550488472, "m": 1.0 } ] }, { "epoch": 148, "train_loss": 1.2306616306304932, "val_loss": 1.0263278484344482, "acc": 75.25, "f1": [ 0.7981926798820496, 0.8526979088783264, 0.6838642954826355, 0.5556755065917969, 0.7207038402557373, 0.6435590982437134, 0.8104263544082642, 0.7991780638694763, 0.826913058757782, 0.8136093616485596 ], "time": 32.947236705998876, "param": [ { "p": 0.016168713569641113, "m": 1.0 }, { "p": 0.0676698386669159, "m": 1.0 }, { "p": 0.1373482048511505, "m": 1.0 }, { "p": 0.02940620854496956, "m": 0.019616736099123955 }, { "p": 0.07722359150648117, "m": 0.05429878085851669 }, { "p": 0.025536851957440376, "m": 0.020767226815223694 }, { "p": 0.06677274405956268, "m": 0.4471237063407898 }, { "p": 0.050777532160282135, "m": 0.09330285340547562 }, { "p": 0.05283679440617561, "m": 0.6806051135063171 }, { "p": 0.08880025893449783, "m": 0.871434211730957 }, { "p": 0.08404896408319473, "m": 0.6315851211547852 }, { "p": 0.11019857972860336, "m": 0.9679091572761536 }, { "p": 0.08236097544431686, "m": 1.0 }, { "p": 0.11085080355405807, "m": 1.0 } ] }, { "epoch": 149, "train_loss": 1.1598057746887207, "val_loss": 0.8089216351509094, "acc": 75.31, "f1": [ 0.7949236631393433, 0.861796498298645, 0.6733508110046387, 0.5454544425010681, 0.7245702147483826, 0.6525036096572876, 0.8152490854263306, 0.7936663031578064, 0.8271543979644775, 0.8124074935913086 ], "time": 32.6535735260004, "param": [ { "p": 0.1300010234117508, "m": 1.0 }, { "p": 0.0482037328183651, "m": 1.0 }, { "p": 0.10873914510011673, "m": 1.0 }, { "p": 0.07552377134561539, "m": 0.04646072909235954 }, { "p": 0.06662917137145996, "m": 0.013811175711452961 }, { "p": 0.04649225249886513, "m": 0.13136880099773407 }, { "p": 0.04702618345618248, "m": 0.46250420808792114 }, { "p": 0.02812499739229679, "m": 0.06977813690900803 }, { "p": 0.07952021807432175, "m": 0.5658419132232666 }, { "p": 0.09052358567714691, "m": 0.8561591506004333 }, { "p": 0.062494851648807526, "m": 0.5655388832092285 }, { "p": 0.06451649963855743, "m": 0.8405740857124329 }, { "p": 0.06926187127828598, "m": 1.0 }, { "p": 0.0829426497220993, "m": 1.0 } ] }, { "epoch": 150, "train_loss": 0.9203036427497864, "val_loss": 0.7996081113815308, "acc": 74.59, "f1": [ 0.7910591959953308, 0.8492145538330078, 0.6659897565841675, 0.5461495518684387, 0.7111323475837708, 0.6477856636047363, 0.788208544254303, 0.7868043780326843, 0.834621250629425, 0.8185402154922485 ], "time": 33.20445529599965, "param": [ { "p": 0.11671862751245499, "m": 1.0 }, { "p": 0.079436294734478, "m": 1.0 }, { "p": 0.09766284376382828, "m": 1.0 }, { "p": 0.06702926754951477, "m": 0.027044590562582016 }, { "p": 0.04971661418676376, "m": 0.07037349790334702 }, { "p": 0.06258271634578705, "m": 0.19938983023166656 }, { "p": 0.09713542461395264, "m": 0.4182862937450409 }, { "p": 0.03864552080631256, "m": 0.016400331631302834 }, { "p": 0.054530322551727295, "m": 0.5061125755310059 }, { "p": 0.070894256234169, "m": 0.672590970993042 }, { "p": 0.06440787017345428, "m": 0.5817769169807434 }, { "p": 0.04385804012417793, "m": 0.7581106424331665 }, { "p": 0.08434826880693436, "m": 1.0 }, { "p": 0.07303392887115479, "m": 1.0 } ] } ] }