{ "Accuracy": 37.25, "Time": [ 160.82639141154476, 6.915012792205053, 32431.362041766755 ], "Optimizer": { "Meta": { "optim": "Adam", "lr": 0.01 }, "Inner": { "optim": "SGD", "lr": 0.01, "momentum": 0.9 } }, "Device": "Graphics Device", "Param_names": [ "Identity", "FlipUD", "FlipLR", "Rotate", "TranslateX", "TranslateY", "ShearX", "ShearY", "Contrast", "Color", "Brightness", "Sharpness", "Posterize", "Solarize" ], "Log": [ { "epoch": 1, "train_loss": 9.299652099609375, "val_loss": 4.592272758483887, "acc": 2.1, "f1": [ 0.0, 0.0843881294131279, 0.0, 0.0, 0.0, 0.0, 0.0, 0.0, 0.0, 0.0, 0.0, 0.0, 0.0, 0.0, 0.0, 0.0, 0.0, 0.0, 0.0, 0.0, 0.0, 0.0, 0.0, 0.0866289809346199, 0.0, 0.0, 0.0, 0.0, 0.0, 0.0, 0.0, 0.0, 0.0, 0.03273969888687134, 0.0, 0.0, 0.0, 0.0, 0.0, 0.0, 0.0, 0.03432423248887062, 0.0, 0.0, 0.0, 0.0, 0.0, 0.0, 0.0, 0.0, 0.0, 0.0, 0.0, 0.03921567276120186, 0.0, 0.0, 0.0, 0.0, 0.0, 0.0, 0.0, 0.0, 0.0, 0.0, 0.0, 0.0, 0.0, 0.0, 0.0, 0.0, 0.0, 0.0, 0.0, 0.0, 0.0, 0.0, 0.0, 0.027026986703276634, 0.0, 0.0, 0.0, 0.0, 0.0, 0.0, 0.0, 0.0, 0.0, 0.0, 0.0, 0.0, 0.0, 0.0, 0.0, 0.0, 0.0, 0.0, 0.0, 0.0, 0.0, 0.0 ], "time": 67.29226781241596, "param": [ { "p": 0.06630396097898483, "m": 1.0 }, { "p": 0.08263590931892395, "m": 1.0 }, { "p": 0.08236943185329437, "m": 1.0 }, { "p": 0.07622889429330826, "m": 1.0 }, { "p": 0.07007966935634613, "m": 1.0 }, { "p": 0.08803363889455795, "m": 1.0 }, { "p": 0.07021225988864899, "m": 1.0 }, { "p": 0.0770934447646141, "m": 1.0 }, { "p": 0.045154791325330734, "m": 1.0 }, { "p": 0.07203852385282516, "m": 1.0 }, { "p": 0.06380818039178848, "m": 1.0 }, { "p": 0.07076220959424973, "m": 1.0 }, { "p": 0.07266153395175934, "m": 1.0 }, { "p": 0.06261749565601349, "m": 1.0 } ] }, { "epoch": 2, "train_loss": 8.71689224243164, "val_loss": 4.222817897796631, "acc": 6.57, "f1": [ 0.11278190463781357, 0.07047385722398758, 0.04501603543758392, 0.0, 0.0, 0.0, 0.0, 0.0, 0.0, 0.0, 0.0, 0.0, 0.0, 0.0, 0.0, 0.0, 0.0, 0.0, 0.0, 0.0, 0.16867467761039734, 0.0, 0.0626029297709465, 0.23036640882492065, 0.0, 0.0, 0.0, 0.0, 0.0, 0.005697965156286955, 0.14432983100414276, 0.02657802775502205, 0.0, 0.0, 0.0, 0.05194800719618797, 0.08474572747945786, 0.0, 0.0, 0.0, 0.0, 0.2713177502155304, 0.0, 0.09499996155500412, 0.0, 0.0, 0.0, 0.12154688686132431, 0.01612899824976921, 0.0, 0.0, 0.04698970913887024, 0.0, 0.3128833770751953, 0.01941746659576893, 0.0, 0.01785712130367756, 0.08823523670434952, 0.0, 0.10526309162378311, 0.24675315618515015, 0.0, 0.16013623774051666, 0.0, 0.0, 0.0, 0.0, 0.0, 0.05504584312438965, 0.0, 0.0, 0.1759999543428421, 0.0, 0.26972004771232605, 0.05018246918916702, 0.0, 0.17346931993961334, 0.0, 0.0, 0.0, 0.0, 0.07096771150827408, 0.0, 0.044664978981018066, 0.0, 0.0, 0.031745996326208115, 0.0, 0.0, 0.14253893494606018, 0.04054049029946327, 0.0, 0.09629623591899872, 0.0, 0.0, 0.07407403737306595, 0.0, 0.039215635508298874, 0.0, 0.0 ], "time": 157.27332238294184, "param": [ { "p": 0.09374834597110748, "m": 1.0 }, { "p": 0.04527632147073746, "m": 1.0 }, { "p": 0.08153615891933441, "m": 1.0 }, { "p": 0.0644473060965538, "m": 1.0 }, { "p": 0.10899925231933594, "m": 1.0 }, { "p": 0.1131931021809578, "m": 1.0 }, { "p": 0.04657280445098877, "m": 1.0 }, { "p": 0.10299784690141678, "m": 1.0 }, { "p": 0.0007089314749464393, "m": 1.0 }, { "p": 0.06937944889068604, "m": 1.0 }, { "p": 0.0007089314749464393, "m": 1.0 }, { "p": 0.11971496790647507, "m": 1.0 }, { "p": 0.15200762450695038, "m": 1.0 }, { "p": 0.0007089314749464393, "m": 1.0 } ] }, { "epoch": 3, "train_loss": 8.329855918884277, "val_loss": 3.885406494140625, "acc": 10.89, "f1": [ 0.19767439365386963, 0.13385821878910065, 0.015503838658332825, 0.14448663592338562, 0.0, 0.0809858962893486, 0.0, 0.0, 0.037914641201496124, 0.0, 0.0, 0.017699090763926506, 0.07952283322811127, 0.0, 0.04545450210571289, 0.0, 0.0, 0.0, 0.0, 0.04528297111392021, 0.10937494784593582, 0.0, 0.0, 0.13138681650161743, 0.25333327054977417, 0.0, 0.0, 0.04858294501900673, 0.057692285627126694, 0.01941746659576893, 0.20408160984516144, 0.0, 0.06106865406036377, 0.04838705435395241, 0.04878043383359909, 0.05855853855609894, 0.019230758771300316, 0.0, 0.0, 0.06289302557706833, 0.016666635870933533, 0.22222217917442322, 0.0, 0.0, 0.0, 0.0, 0.10862615704536438, 0.10218973457813263, 0.12269935011863708, 0.19444440305233002, 0.0, 0.047244053333997726, 0.5296441316604614, 0.32317063212394714, 0.1694914698600769, 0.03252029046416283, 0.13043473660945892, 0.04838705435395241, 0.0, 0.01785712130367756, 0.3465702533721924, 0.1103447824716568, 0.27428561449050903, 0.017241353169083595, 0.0, 0.08888882398605347, 0.0, 0.0, 0.36842095851898193, 0.125170037150383, 0.19133031368255615, 0.01960783451795578, 0.0, 0.0, 0.0, 0.06956518441438675, 0.17948710918426514, 0.0, 0.07629422843456268, 0.0, 0.0, 0.054794467985630035, 0.2781064510345459, 0.020942356437444687, 0.0, 0.16346149146556854, 0.19444438815116882, 0.018181798979640007, 0.0, 0.17031626403331757, 0.03571426123380661, 0.1759999394416809, 0.0, 0.12592588365077972, 0.06968636065721512, 0.1153845563530922, 0.08888883143663406, 0.07630518078804016, 0.0, 0.0 ], "time": 159.13914761226624, "param": [ { "p": 0.10523377358913422, "m": 1.0 }, { "p": 0.0007160946843214333, "m": 1.0 }, { "p": 0.09510543197393417, "m": 1.0 }, { "p": 0.037738628685474396, "m": 1.0 }, { "p": 0.22554591298103333, "m": 1.0 }, { "p": 0.0007160946843214333, "m": 1.0 }, { "p": 0.0007160946843214333, "m": 1.0 }, { "p": 0.13886071741580963, "m": 1.0 }, { "p": 0.0007160946843214333, "m": 1.0 }, { "p": 0.0007160946843214333, "m": 1.0 }, { "p": 0.0012909617507830262, "m": 1.0 }, { "p": 0.15561078488826752, "m": 1.0 }, { "p": 0.23631717264652252, "m": 1.0 }, { "p": 0.0007160946843214333, "m": 1.0 } ] }, { "epoch": 4, "train_loss": 7.814419269561768, "val_loss": 3.6228880882263184, "acc": 15.1, "f1": [ 0.26598459482192993, 0.08620686084032059, 0.07843131572008133, 0.09248548746109009, 0.06741567701101303, 0.0, 0.13333328068256378, 0.06299208104610443, 0.13772451877593994, 0.16438350081443787, 0.0, 0.08843532204627991, 0.13559316098690033, 0.07142854481935501, 0.08759118616580963, 0.09859149903059006, 0.08045971393585205, 0.22596147656440735, 0.20512813329696655, 0.0737704411149025, 0.31632643938064575, 0.2193547934293747, 0.09478667378425598, 0.3456788957118988, 0.32456132769584656, 0.019801972433924675, 0.01086951419711113, 0.0, 0.175066277384758, 0.08759118616580963, 0.23236507177352905, 0.03603601083159447, 0.01941746659576893, 0.19108274579048157, 0.08888883143663406, 0.1040891632437706, 0.15789467096328735, 0.0, 0.0, 0.0, 0.03821650892496109, 0.41071420907974243, 0.0, 0.15864019095897675, 0.04424773529171944, 0.0, 0.14646460115909576, 0.33802807331085205, 0.0, 0.11111106723546982, 0.03305782005190849, 0.10569099336862564, 0.5238093733787537, 0.19047611951828003, 0.20388342440128326, 0.03278684988617897, 0.20571422576904297, 0.0, 0.0, 0.0967741385102272, 0.5607475638389587, 0.19087132811546326, 0.2897726595401764, 0.0, 0.048484791070222855, 0.05181341618299484, 0.0, 0.2116401493549347, 0.5193368792533875, 0.25945934653282166, 0.2620086967945099, 0.3669723868370056, 0.0, 0.10687018185853958, 0.013793058693408966, 0.16774186491966248, 0.16363632678985596, 0.06688957661390305, 0.0872482880949974, 0.11111106723546982, 0.0, 0.09122801572084427, 0.5062239766120911, 0.05714280158281326, 0.031007712706923485, 0.17142853140830994, 0.0, 0.01960783451795578, 0.07843134552240372, 0.2256409376859665, 0.0, 0.1735159158706665, 0.08421046286821365, 0.0, 0.21587297320365906, 0.251428484916687, 0.17808210849761963, 0.11045361310243607, 0.05594400689005852, 0.09039541333913803 ], "time": 159.9168019918725, "param": [ { "p": 0.10695826262235641, "m": 1.0 }, { "p": 0.0007181187975220382, "m": 1.0 }, { "p": 0.09042283147573471, "m": 1.0 }, { "p": 0.09527455270290375, "m": 1.0 }, { "p": 0.1697198450565338, "m": 1.0 }, { "p": 0.0007181187975220382, "m": 1.0 }, { "p": 0.06482048332691193, "m": 1.0 }, { "p": 0.11260100454092026, "m": 1.0 }, { "p": 0.0007181187975220382, "m": 1.0 }, { "p": 0.0007181187975220382, "m": 1.0 }, { "p": 0.0007181187975220382, "m": 1.0 }, { "p": 0.14829738438129425, "m": 1.0 }, { "p": 0.20759686827659607, "m": 1.0 }, { "p": 0.0007181187975220382, "m": 1.0 } ] }, { "epoch": 5, "train_loss": 7.905815124511719, "val_loss": 3.6353085041046143, "acc": 15.42, "f1": [ 0.3076922297477722, 0.19047611951828003, 0.1307188868522644, 0.035398200154304504, 0.018867909908294678, 0.018181798979640007, 0.09137053787708282, 0.15789467096328735, 0.05128201097249985, 0.15873010456562042, 0.03636360913515091, 0.04494376480579376, 0.07142854481935501, 0.09929072856903076, 0.08032122999429703, 0.054054029285907745, 0.0, 0.10852707922458649, 0.1374569833278656, 0.05309731885790825, 0.11320751160383224, 0.23809517920017242, 0.14634142816066742, 0.37614670395851135, 0.25125622749328613, 0.01960783451795578, 0.05714280158281326, 0.01626013033092022, 0.0992509201169014, 0.0, 0.3190660774707794, 0.09160300344228745, 0.0, 0.1325300633907318, 0.14150941371917725, 0.10493822395801544, 0.03389827162027359, 0.0, 0.10691819339990616, 0.037037014961242676, 0.0, 0.3720929026603699, 0.014705840498209, 0.13389115035533905, 0.0, 0.0, 0.0, 0.2706766128540039, 0.054054029285907745, 0.19801974296569824, 0.03141355887055397, 0.0, 0.4905659258365631, 0.2954544723033905, 0.2590360939502716, 0.0, 0.21538454294204712, 0.07594931870698929, 0.15652169287204742, 0.14778319001197815, 0.48201432824134827, 0.13367605209350586, 0.2776469886302948, 0.12921345233917236, 0.0, 0.0, 0.13100433349609375, 0.22352932393550873, 0.4176705777645111, 0.2282608151435852, 0.2333332747220993, 0.37179476022720337, 0.0, 0.20645155012607574, 0.0, 0.26540276408195496, 0.28571417927742004, 0.0368097648024559, 0.030302975326776505, 0.10997960716485977, 0.0, 0.03738315775990486, 0.3041236400604248, 0.0336134098470211, 0.01851850003004074, 0.0, 0.24460424482822418, 0.10526309907436371, 0.0, 0.2097901701927185, 0.1592356264591217, 0.13533830642700195, 0.0, 0.0, 0.19767434895038605, 0.3275861144065857, 0.05309731885790825, 0.0, 0.05369122326374054, 0.07843131572008133 ], "time": 164.60859377961606, "param": [ { "p": 0.1683119237422943, "m": 1.0 }, { "p": 0.0007086237892508507, "m": 1.0 }, { "p": 0.1784992516040802, "m": 1.0 }, { "p": 0.09624765813350677, "m": 1.0 }, { "p": 0.06178727373480797, "m": 1.0 }, { "p": 0.0007086237892508507, "m": 1.0 }, { "p": 0.00980499479919672, "m": 1.0 }, { "p": 0.17896214127540588, "m": 1.0 }, { "p": 0.0010218648239970207, "m": 1.0 }, { "p": 0.0022555305622518063, "m": 1.0 }, { "p": 0.0007086237892508507, "m": 1.0 }, { "p": 0.12225335836410522, "m": 1.0 }, { "p": 0.1780214160680771, "m": 1.0 }, { "p": 0.0007086237892508507, "m": 1.0 } ] }, { "epoch": 6, "train_loss": 7.24826717376709, "val_loss": 3.24392032623291, "acc": 17.98, "f1": [ 0.45405393838882446, 0.23636355996131897, 0.10738249123096466, 0.0773480087518692, 0.05084741488099098, 0.14117640256881714, 0.20437948405742645, 0.085470050573349, 0.06349202245473862, 0.2147650271654129, 0.03738315775990486, 0.03999995067715645, 0.20392151176929474, 0.12041880190372467, 0.13084106147289276, 0.10833326727151871, 0.05825240537524223, 0.3448275029659271, 0.2548261880874634, 0.1379309743642807, 0.2893615961074829, 0.3003002405166626, 0.10666663199663162, 0.03921567276120186, 0.2601625323295593, 0.09917350858449936, 0.0, 0.13718406856060028, 0.24096378684043884, 0.085470050573349, 0.0, 0.06289302557706833, 0.14857135713100433, 0.21890540421009064, 0.18333326280117035, 0.04444439709186554, 0.23529404401779175, 0.10447756201028824, 0.05673753470182419, 0.01941746659576893, 0.06486479938030243, 0.47393354773521423, 0.1551019698381424, 0.13245026767253876, 0.03973504900932312, 0.05714280158281326, 0.0, 0.32432422041893005, 0.1962263286113739, 0.17333325743675232, 0.0, 0.03773583099246025, 0.386516809463501, 0.32704398036003113, 0.21848730742931366, 0.0, 0.17142851650714874, 0.14754094183444977, 0.1398600935935974, 0.09473677724599838, 0.5862067937850952, 0.15044242143630981, 0.362499862909317, 0.127999946475029, 0.0, 0.0, 0.09523806720972061, 0.17142851650714874, 0.4298507571220398, 0.3523315489292145, 0.0, 0.29007622599601746, 0.0, 0.2528734505176544, 0.0, 0.3505975306034088, 0.2276422083377838, 0.0, 0.1049179807305336, 0.10169486701488495, 0.0, 0.1288515031337738, 0.5568180084228516, 0.11111106723546982, 0.0, 0.20657269656658173, 0.13971537351608276, 0.11336026340723038, 0.0, 0.22064052522182465, 0.16239310801029205, 0.2695651352405548, 0.09876536577939987, 0.1194029375910759, 0.3563217520713806, 0.2714681029319763, 0.16799992322921753, 0.11392398923635483, 0.11094889044761658, 0.11904755234718323 ], "time": 160.521772143431, "param": [ { "p": 0.1480308324098587, "m": 1.0 }, { "p": 0.0012270425213500857, "m": 1.0 }, { "p": 0.09398487210273743, "m": 1.0 }, { "p": 0.08231993019580841, "m": 1.0 }, { "p": 0.11154299229383469, "m": 1.0 }, { "p": 0.0007189065800048411, "m": 1.0 }, { "p": 0.08269455283880234, "m": 1.0 }, { "p": 0.1177116110920906, "m": 1.0 }, { "p": 0.005426489748060703, "m": 1.0 }, { "p": 0.05650830268859863, "m": 1.0 }, { "p": 0.0007189065800048411, "m": 1.0 }, { "p": 0.13903836905956268, "m": 1.0 }, { "p": 0.15935829281806946, "m": 1.0 }, { "p": 0.0007189065800048411, "m": 1.0 } ] }, { "epoch": 7, "train_loss": 7.168737411499023, "val_loss": 3.4353690147399902, "acc": 18.7, "f1": [ 0.4615383446216583, 0.22627730667591095, 0.0, 0.0, 0.0, 0.06329108029603958, 0.03846152126789093, 0.16058386862277985, 0.1194029375910759, 0.1694914698600769, 0.043165422976017, 0.0, 0.11111104488372803, 0.10687018185853958, 0.03478258103132248, 0.06993001699447632, 0.20304562151432037, 0.20731700956821442, 0.08333329111337662, 0.11965807527303696, 0.37696322798728943, 0.25352105498313904, 0.17948710918426514, 0.26797381043434143, 0.4291844367980957, 0.08211138844490051, 0.05555550381541252, 0.12162157148122787, 0.21463409066200256, 0.15189866721630096, 0.2434781938791275, 0.12578611075878143, 0.11570242792367935, 0.14184390008449554, 0.1310344636440277, 0.09815943986177444, 0.1361573040485382, 0.15315312147140503, 0.0, 0.0823044702410698, 0.1333332657814026, 0.544217586517334, 0.11709599196910858, 0.14953264594078064, 0.017543835565447807, 0.019047604873776436, 0.1969696283340454, 0.24288418889045715, 0.17218537628650665, 0.1558440923690796, 0.0, 0.03846152126789093, 0.3636362850666046, 0.34905651211738586, 0.2033897489309311, 0.031249960884451866, 0.2739725112915039, 0.1556885540485382, 0.19692303240299225, 0.0967741385102272, 0.3246268033981323, 0.25892847776412964, 0.30243897438049316, 0.22950811684131622, 0.05649711936712265, 0.0, 0.0, 0.20430098474025726, 0.3363635838031769, 0.329317182302475, 0.33816415071487427, 0.36734679341316223, 0.0, 0.25233641266822815, 0.04799995943903923, 0.3905324339866638, 0.3127271831035614, 0.0, 0.10256405919790268, 0.14583328366279602, 0.027971982955932617, 0.14022134244441986, 0.4725273549556732, 0.16666659712791443, 0.0, 0.1398600935935974, 0.2430938482284546, 0.048780445009469986, 0.0, 0.2814813554286957, 0.017093989998102188, 0.3402060866355896, 0.01960783451795578, 0.09523802250623703, 0.34343424439430237, 0.3231440484523773, 0.20689651370048523, 0.11666662245988846, 0.0, 0.09790204465389252 ], "time": 160.86359736789018, "param": [ { "p": 0.1171216294169426, "m": 1.0 }, { "p": 0.024114593863487244, "m": 1.0 }, { "p": 0.07726047933101654, "m": 1.0 }, { "p": 0.07376927137374878, "m": 1.0 }, { "p": 0.10056227445602417, "m": 1.0 }, { "p": 0.05635572224855423, "m": 1.0 }, { "p": 0.08136814832687378, "m": 1.0 }, { "p": 0.128387451171875, "m": 1.0 }, { "p": 0.038428422063589096, "m": 1.0 }, { "p": 0.02721073105931282, "m": 1.0 }, { "p": 0.04626431688666344, "m": 1.0 }, { "p": 0.12215662002563477, "m": 1.0 }, { "p": 0.10630188882350922, "m": 1.0 }, { "p": 0.0006984173669479787, "m": 1.0 } ] }, { "epoch": 8, "train_loss": 7.158278465270996, "val_loss": 3.2554752826690674, "acc": 22.13, "f1": [ 0.37894728779792786, 0.31901830434799194, 0.1499999463558197, 0.15577885508537292, 0.0, 0.13868607580661774, 0.2105262726545334, 0.23529405891895294, 0.14285708963871002, 0.29213473200798035, 0.10596020519733429, 0.08108101785182953, 0.12962956726551056, 0.15068486332893372, 0.15602830052375793, 0.15686267614364624, 0.19318175315856934, 0.12499995529651642, 0.27177694439888, 0.20338977873325348, 0.37301579117774963, 0.23471876978874207, 0.15384609997272491, 0.3984062969684601, 0.43442606925964355, 0.0707964226603508, 0.03738315775990486, 0.0639999583363533, 0.25543472170829773, 0.11363628506660461, 0.18045106530189514, 0.1407034695148468, 0.09836061298847198, 0.24489788711071014, 0.2233501821756363, 0.04444439709186554, 0.1379309743642807, 0.1635219305753708, 0.11926598846912384, 0.212290421128273, 0.1479591429233551, 0.49999988079071045, 0.119999960064888, 0.2151162028312683, 0.05454542860388756, 0.015872981399297714, 0.17307688295841217, 0.2622950077056885, 0.2673266530036926, 0.30172407627105713, 0.0, 0.08187128603458405, 0.5668014883995056, 0.44537800550460815, 0.28999990224838257, 0.0, 0.29166656732559204, 0.22510816156864166, 0.22784802317619324, 0.18811874091625214, 0.6086955666542053, 0.22710618376731873, 0.32835808396339417, 0.1801801174879074, 0.018348604440689087, 0.0, 0.09689920395612717, 0.20547938346862793, 0.5333331823348999, 0.358024537563324, 0.3148147463798523, 0.5064376592636108, 0.01851850003004074, 0.3064514994621277, 0.0, 0.4347825050354004, 0.37423306703567505, 0.031249960884451866, 0.0, 0.14096909761428833, 0.09999994933605194, 0.06837603449821472, 0.48421040177345276, 0.1818181276321411, 0.03809521719813347, 0.225680872797966, 0.2492211014032364, 0.18274106085300446, 0.0, 0.3025209605693817, 0.14705877006053925, 0.3711339235305786, 0.10227267444133759, 0.07299264520406723, 0.308035671710968, 0.3402777314186096, 0.2786068916320801, 0.16202527284622192, 0.1070559173822403, 0.03418800234794617 ], "time": 162.22544562257826, "param": [ { "p": 0.13389992713928223, "m": 1.0 }, { "p": 0.006266823969781399, "m": 1.0 }, { "p": 0.12407484650611877, "m": 1.0 }, { "p": 0.08282961696386337, "m": 1.0 }, { "p": 0.0780942440032959, "m": 1.0 }, { "p": 0.0012944287154823542, "m": 1.0 }, { "p": 0.07327509671449661, "m": 1.0 }, { "p": 0.11746817082166672, "m": 1.0 }, { "p": 0.04279690608382225, "m": 1.0 }, { "p": 0.04695957899093628, "m": 1.0 }, { "p": 0.03726715222001076, "m": 1.0 }, { "p": 0.12339780479669571, "m": 1.0 }, { "p": 0.13166628777980804, "m": 1.0 }, { "p": 0.0007089433493092656, "m": 1.0 } ] }, { "epoch": 9, "train_loss": 7.003167152404785, "val_loss": 3.275728702545166, "acc": 22.84, "f1": [ 0.43921560049057007, 0.26900574564933777, 0.12030069530010223, 0.07751933485269547, 0.08433729410171509, 0.11510787159204483, 0.2165604531764984, 0.20430098474025726, 0.13943351805210114, 0.25352105498313904, 0.0, 0.0813007652759552, 0.13559316098690033, 0.18378373980522156, 0.16704286634922028, 0.11382109671831131, 0.15999993681907654, 0.26459139585494995, 0.2700963616371155, 0.15609751641750336, 0.42639580368995667, 0.372548907995224, 0.19548864662647247, 0.26751580834388733, 0.48587560653686523, 0.16546757519245148, 0.018691571429371834, 0.16608992218971252, 0.32579174637794495, 0.18106988072395325, 0.2446807622909546, 0.12499993294477463, 0.15384608507156372, 0.12949636578559875, 0.18138420581817627, 0.06451607495546341, 0.18320602178573608, 0.13043473660945892, 0.12222215533256531, 0.0, 0.10344822704792023, 0.3904108703136444, 0.07874010503292084, 0.14173223078250885, 0.01851850003004074, 0.07999994605779648, 0.1809523105621338, 0.3249998986721039, 0.220689594745636, 0.2776024341583252, 0.0, 0.07947013527154922, 0.41747570037841797, 0.467661589384079, 0.3399999141693115, 0.0, 0.2780747711658478, 0.1764705330133438, 0.2091502696275711, 0.019047604873776436, 0.5195728540420532, 0.29139062762260437, 0.3908045291900635, 0.22807011008262634, 0.07299264520406723, 0.018017996102571487, 0.0886075422167778, 0.28688517212867737, 0.5757573843002319, 0.41568616032600403, 0.36909863352775574, 0.4140968322753906, 0.07865162193775177, 0.27329182624816895, 0.03571426123380661, 0.45106372237205505, 0.45918354392051697, 0.06349202245473862, 0.1030302494764328, 0.2312137931585312, 0.0, 0.10975604504346848, 0.5825241804122925, 0.18055549263954163, 0.10457510501146317, 0.26797381043434143, 0.2290075570344925, 0.2256409376859665, 0.017699090763926506, 0.2230215221643448, 0.18300646543502808, 0.22900760173797607, 0.06944438815116882, 0.04838705435395241, 0.4651161730289459, 0.3042505383491516, 0.24324318766593933, 0.15384607017040253, 0.11650479584932327, 0.14193542301654816 ], "time": 160.62031734827906, "param": [ { "p": 0.09538069367408752, "m": 1.0 }, { "p": 0.030877072364091873, "m": 1.0 }, { "p": 0.10634580254554749, "m": 1.0 }, { "p": 0.09108071774244308, "m": 1.0 }, { "p": 0.104557566344738, "m": 1.0 }, { "p": 0.038985420018434525, "m": 1.0 }, { "p": 0.060863692313432693, "m": 1.0 }, { "p": 0.0978110060095787, "m": 1.0 }, { "p": 0.0339062362909317, "m": 1.0 }, { "p": 0.06823960691690445, "m": 1.0 }, { "p": 0.02350512519478798, "m": 1.0 }, { "p": 0.11365090310573578, "m": 1.0 }, { "p": 0.13410751521587372, "m": 1.0 }, { "p": 0.0006886593764647841, "m": 1.0 } ] }, { "epoch": 10, "train_loss": 6.6250410079956055, "val_loss": 3.190049886703491, "acc": 24.32, "f1": [ 0.5120771527290344, 0.3265305459499359, 0.15079358220100403, 0.19540224969387054, 0.11926598846912384, 0.03603601083159447, 0.057692285627126694, 0.22222214937210083, 0.2099999338388443, 0.3179915249347687, 0.08403357863426208, 0.10852707922458649, 0.18699179589748383, 0.06896547973155975, 0.19178074598312378, 0.11864402145147324, 0.018867909908294678, 0.2941175401210785, 0.22929932177066803, 0.22972965240478516, 0.3831416666507721, 0.3515150547027588, 0.23021577298641205, 0.24060142040252686, 0.43781083822250366, 0.1749999076128006, 0.09090903401374817, 0.15789468586444855, 0.29629620909690857, 0.15384607017040253, 0.23469379544258118, 0.10447756201028824, 0.1660376787185669, 0.22831043601036072, 0.2340424656867981, 0.11313127726316452, 0.22499993443489075, 0.03738315775990486, 0.10769226402044296, 0.29885047674179077, 0.23287664353847504, 0.4086020588874817, 0.1395348310470581, 0.18719208240509033, 0.06993001699447632, 0.12322267889976501, 0.17829450964927673, 0.3627450466156006, 0.3636362552642822, 0.34385955333709717, 0.04225347191095352, 0.1290322095155716, 0.5913042426109314, 0.4622640609741211, 0.41666656732559204, 0.0451127365231514, 0.30069923400878906, 0.16058386862277985, 0.2101166695356369, 0.13664589822292328, 0.6486485004425049, 0.2739725112915039, 0.3985764682292938, 0.2676055133342743, 0.018348604440689087, 0.09374994784593582, 0.10362690687179565, 0.2829267382621765, 0.4832214415073395, 0.3926939368247986, 0.32804223895072937, 0.48275846242904663, 0.03305782005190849, 0.28947362303733826, 0.019801972433924675, 0.45714274048805237, 0.4723246097564697, 0.061538416892290115, 0.046511583030223846, 0.20689649879932404, 0.060150329023599625, 0.1834861934185028, 0.5405404567718506, 0.24210518598556519, 0.12753619253635406, 0.29268285632133484, 0.2877192199230194, 0.18719203770160675, 0.0, 0.28676459193229675, 0.10937494784593582, 0.32131141424179077, 0.10309270769357681, 0.13197962939739227, 0.43749985098838806, 0.32024163007736206, 0.27272719144821167, 0.15853650867938995, 0.018691571429371834, 0.15999992191791534 ], "time": 162.9414071952924, "param": [ { "p": 0.13150744140148163, "m": 1.0 }, { "p": 0.020654575899243355, "m": 1.0 }, { "p": 0.0861176922917366, "m": 1.0 }, { "p": 0.0520433634519577, "m": 1.0 }, { "p": 0.10113824903964996, "m": 1.0 }, { "p": 0.03610951080918312, "m": 1.0 }, { "p": 0.04518721625208855, "m": 1.0 }, { "p": 0.10289397835731506, "m": 1.0 }, { "p": 0.04350246861577034, "m": 1.0 }, { "p": 0.07148570567369461, "m": 1.0 }, { "p": 0.05477495118975639, "m": 1.0 }, { "p": 0.11496372520923615, "m": 1.0 }, { "p": 0.13893009722232819, "m": 1.0 }, { "p": 0.0006910330848768353, "m": 1.0 } ] }, { "epoch": 11, "train_loss": 6.687783718109131, "val_loss": 3.141963005065918, "acc": 25.46, "f1": [ 0.4817517399787903, 0.3999998867511749, 0.12711858749389648, 0.1835748255252838, 0.0, 0.1985815167427063, 0.2792791724205017, 0.26415085792541504, 0.20689649879932404, 0.30526304244995117, 0.07812494784593582, 0.09090903401374817, 0.19913412630558014, 0.23364479839801788, 0.11570242792367935, 0.13999994099140167, 0.19393931329250336, 0.3820223808288574, 0.1503758728504181, 0.1916166990995407, 0.3052959144115448, 0.28633400797843933, 0.2014387845993042, 0.36805543303489685, 0.4331209659576416, 0.14754094183444977, 0.04166661947965622, 0.16860459744930267, 0.2821315824985504, 0.18652844429016113, 0.2345678210258484, 0.17821775376796722, 0.14173223078250885, 0.26027390360832214, 0.10169486701488495, 0.11363628506660461, 0.2634729743003845, 0.19047614932060242, 0.019801972433924675, 0.23255810141563416, 0.17391297221183777, 0.49372372031211853, 0.10810806602239609, 0.2959640622138977, 0.08403357863426208, 0.06611566245555878, 0.13675208389759064, 0.4276728630065918, 0.3628690838813782, 0.34101372957229614, 0.01851850003004074, 0.12154688686132431, 0.5948274731636047, 0.4417177140712738, 0.4112148582935333, 0.06201545521616936, 0.3587442934513092, 0.24193541705608368, 0.30120471119880676, 0.12162157148122787, 0.5199998617172241, 0.2033897489309311, 0.36470577120780945, 0.25210079550743103, 0.08333327621221542, 0.17073166370391846, 0.0, 0.2824857831001282, 0.5843619704246521, 0.31818175315856934, 0.2635658085346222, 0.49122798442840576, 0.0, 0.3504272401332855, 0.1288135051727295, 0.46009382605552673, 0.4907405972480774, 0.017699090763926506, 0.11822652816772461, 0.1333332657814026, 0.09302320331335068, 0.1360543668270111, 0.6037734746932983, 0.24929173290729523, 0.10687018185853958, 0.3591548204421997, 0.22018346190452576, 0.16374263167381287, 0.02999994531273842, 0.3175964951515198, 0.17721512913703918, 0.37398362159729004, 0.03478258103132248, 0.07947013527154922, 0.4670657217502594, 0.37062928080558777, 0.2754489779472351, 0.18927441537380219, 0.13114748895168304, 0.09917350858449936 ], "time": 163.89490440487862, "param": [ { "p": 0.12047045677900314, "m": 1.0 }, { "p": 0.0007082059164531529, "m": 1.0 }, { "p": 0.1019091010093689, "m": 1.0 }, { "p": 0.05824742838740349, "m": 1.0 }, { "p": 0.12815672159194946, "m": 1.0 }, { "p": 0.02427464909851551, "m": 1.0 }, { "p": 0.07952219992876053, "m": 1.0 }, { "p": 0.1257399022579193, "m": 1.0 }, { "p": 0.039874546229839325, "m": 1.0 }, { "p": 0.02958645485341549, "m": 1.0 }, { "p": 0.020452911034226418, "m": 1.0 }, { "p": 0.11333844810724258, "m": 1.0 }, { "p": 0.15701071918010712, "m": 1.0 }, { "p": 0.0007082059164531529, "m": 1.0 } ] }, { "epoch": 12, "train_loss": 5.9768385887146, "val_loss": 3.037323474884033, "acc": 26.07, "f1": [ 0.4712642431259155, 0.3069306015968323, 0.15920390188694, 0.213483065366745, 0.0, 0.23357658088207245, 0.26086950302124023, 0.2553190290927887, 0.18292678892612457, 0.3157893717288971, 0.09756092727184296, 0.11042939126491547, 0.2780747711658478, 0.17105256021022797, 0.212290421128273, 0.16304342448711395, 0.1768706887960434, 0.30769217014312744, 0.23076918721199036, 0.17460310459136963, 0.3672315776348114, 0.45132729411125183, 0.2193547636270523, 0.4240281879901886, 0.4190475046634674, 0.1061946451663971, 0.03738315775990486, 0.1731601059436798, 0.32195112109184265, 0.2374998927116394, 0.2954544425010681, 0.10344822704792023, 0.16666659712791443, 0.2151162028312683, 0.264317125082016, 0.14326642453670502, 0.27999991178512573, 0.18867918848991394, 0.16083911061286926, 0.28571420907974243, 0.20809243619441986, 0.5272725820541382, 0.2094762623310089, 0.21524657309055328, 0.12949636578559875, 0.0, 0.10322573781013489, 0.4434387683868408, 0.32452818751335144, 0.18604643642902374, 0.018181798979640007, 0.14349770545959473, 0.16216212511062622, 0.4197530150413513, 0.3816792964935303, 0.04733722656965256, 0.343283474445343, 0.21999992430210114, 0.24999991059303284, 0.24078617990016937, 0.5977858901023865, 0.35714274644851685, 0.4385963976383209, 0.2716048061847687, 0.08144789934158325, 0.1965317279100418, 0.019230758771300316, 0.3157893717288971, 0.6025103330612183, 0.42201822996139526, 0.30270257592201233, 0.525139570236206, 0.0491802878677845, 0.2576685845851898, 0.08823523670434952, 0.5157230496406555, 0.517646849155426, 0.07999993860721588, 0.0639999583363533, 0.19847320020198822, 0.01785712130367756, 0.18677033483982086, 0.6041665077209473, 0.2227487564086914, 0.13483139872550964, 0.3707864284515381, 0.29107969999313354, 0.22330091893672943, 0.019047604873776436, 0.31872501969337463, 0.21908122301101685, 0.43564343452453613, 0.03669722378253937, 0.11510787159204483, 0.42580634355545044, 0.4221104085445404, 0.1509433388710022, 0.18181811273097992, 0.13382895290851593, 0.13714279234409332 ], "time": 162.59558033570647, "param": [ { "p": 0.09091862291097641, "m": 1.0 }, { "p": 0.0006963713676668704, "m": 1.0 }, { "p": 0.11498259752988815, "m": 1.0 }, { "p": 0.07108990103006363, "m": 1.0 }, { "p": 0.10383197665214539, "m": 1.0 }, { "p": 0.022118115797638893, "m": 1.0 }, { "p": 0.06412127614021301, "m": 1.0 }, { "p": 0.09906325489282608, "m": 1.0 }, { "p": 0.05167296528816223, "m": 1.0 }, { "p": 0.05362309515476227, "m": 1.0 }, { "p": 0.051953550428152084, "m": 1.0 }, { "p": 0.11987820267677307, "m": 1.0 }, { "p": 0.15535373985767365, "m": 1.0 }, { "p": 0.0006963713676668704, "m": 1.0 } ] }, { "epoch": 13, "train_loss": 6.706317901611328, "val_loss": 3.0209782123565674, "acc": 27.2, "f1": [ 0.5517240166664124, 0.3420073091983795, 0.10714281350374222, 0.1142856553196907, 0.13836471736431122, 0.24291490018367767, 0.28187909722328186, 0.30588221549987793, 0.2018926739692688, 0.3675675094127655, 0.07207204401493073, 0.15062755346298218, 0.32820504903793335, 0.20408155024051666, 0.1729728877544403, 0.1694914698600769, 0.25125616788864136, 0.3586205542087555, 0.1913042813539505, 0.22797919809818268, 0.43636354804039, 0.33106574416160583, 0.22499993443489075, 0.4150942265987396, 0.49999988079071045, 0.19230762124061584, 0.1282050609588623, 0.17910441756248474, 0.3598325252532959, 0.2007167935371399, 0.32298123836517334, 0.2290075719356537, 0.210526242852211, 0.22910211980342865, 0.0, 0.1307188868522644, 0.291139155626297, 0.14285710453987122, 0.1682242453098297, 0.30519476532936096, 0.23188398778438568, 0.4841269254684448, 0.2577318847179413, 0.2275448441505432, 0.12222215533256531, 0.09722216427326202, 0.12213735282421112, 0.3636362552642822, 0.26579517126083374, 0.3555554449558258, 0.06329108029603958, 0.20408158004283905, 0.5499998927116394, 0.39490434527397156, 0.3772240877151489, 0.0, 0.2333332598209381, 0.21917803585529327, 0.24175815284252167, 0.2675158381462097, 0.5299683809280396, 0.33333319425582886, 0.4232363998889923, 0.30065348744392395, 0.13533829152584076, 0.0, 0.12851400673389435, 0.26027390360832214, 0.645502507686615, 0.42156851291656494, 0.0754716694355011, 0.4999998211860657, 0.11494245380163193, 0.27380943298339844, 0.1153845563530922, 0.4549018442630768, 0.5654449462890625, 0.037037014961242676, 0.14285708963871002, 0.23030294477939606, 0.061538416892290115, 0.2105262577533722, 0.4863221049308777, 0.2376236915588379, 0.06837603449821472, 0.3211267292499542, 0.3089430034160614, 0.30051806569099426, 0.05555550381541252, 0.3666665554046631, 0.23225797712802887, 0.44559577107429504, 0.08264458924531937, 0.1834060400724411, 0.5028570294380188, 0.3931623101234436, 0.28235283493995667, 0.21621613204479218, 0.10457510501146317, 0.17365264892578125 ], "time": 160.04794984310865, "param": [ { "p": 0.10334242135286331, "m": 1.0 }, { "p": 0.0007127486751414835, "m": 1.0 }, { "p": 0.10329601168632507, "m": 1.0 }, { "p": 0.0883546844124794, "m": 1.0 }, { "p": 0.0999271422624588, "m": 1.0 }, { "p": 0.0007127486751414835, "m": 1.0 }, { "p": 0.07032232731580734, "m": 1.0 }, { "p": 0.11154212802648544, "m": 1.0 }, { "p": 0.055145684629678726, "m": 1.0 }, { "p": 0.06054411455988884, "m": 1.0 }, { "p": 0.02380347065627575, "m": 1.0 }, { "p": 0.14257462322711945, "m": 1.0 }, { "p": 0.13900917768478394, "m": 1.0 }, { "p": 0.0007127486751414835, "m": 1.0 } ] }, { "epoch": 14, "train_loss": 7.063266754150391, "val_loss": 2.9242758750915527, "acc": 27.42, "f1": [ 0.5148513317108154, 0.31764698028564453, 0.14173223078250885, 0.1749999076128006, 0.054794467985630035, 0.22222214937210083, 0.22891558706760406, 0.26315784454345703, 0.2797926664352417, 0.33492809534072876, 0.06896546483039856, 0.127999946475029, 0.24358965456485748, 0.12987005710601807, 0.2543858587741852, 0.048780445009469986, 0.22058817744255066, 0.39325833320617676, 0.2276422381401062, 0.1983470320701599, 0.4812833070755005, 0.38732388615608215, 0.21374039351940155, 0.4725273549556732, 0.4878047704696655, 0.15517237782478333, 0.15686267614364624, 0.20353974401950836, 0.3764704465866089, 0.23529404401779175, 0.3203882575035095, 0.18055549263954163, 0.1990949511528015, 0.2399999499320984, 0.21513938903808594, 0.16666661202907562, 0.3199998736381531, 0.12213735282421112, 0.17105257511138916, 0.3418802320957184, 0.1709401160478592, 0.5020919442176819, 0.236453115940094, 0.1629629135131836, 0.12440184503793716, 0.01960783451795578, 0.0701754093170166, 0.30769219994544983, 0.3942306339740753, 0.2519684433937073, 0.07518791407346725, 0.18279562890529633, 0.5572518110275269, 0.4666665494441986, 0.40476179122924805, 0.018017996102571487, 0.37125736474990845, 0.12499995529651642, 0.29787224531173706, 0.09090904891490936, 0.5917601585388184, 0.3285713195800781, 0.4065573215484619, 0.23673462867736816, 0.03053431026637554, 0.18079088628292084, 0.15894033014774323, 0.2598869204521179, 0.5968990921974182, 0.5045044422149658, 0.4148934781551361, 0.5559844970703125, 0.13815784454345703, 0.300884872674942, 0.08737857639789581, 0.4604315757751465, 0.5454544425010681, 0.10227267444133759, 0.15999993681907654, 0.24291490018367767, 0.06976737827062607, 0.1606764942407608, 0.46103888750076294, 0.23417715728282928, 0.08955218642950058, 0.32635971903800964, 0.19580411911010742, 0.23728807270526886, 0.0, 0.27893170714378357, 0.15873010456562042, 0.362318754196167, 0.08620686084032059, 0.22999992966651917, 0.47967469692230225, 0.3908045291900635, 0.27042248845100403, 0.26540276408195496, 0.15517236292362213, 0.13235288858413696 ], "time": 163.61526641715318, "param": [ { "p": 0.11347837001085281, "m": 1.0 }, { "p": 0.0006881351582705975, "m": 1.0 }, { "p": 0.09707199782133102, "m": 1.0 }, { "p": 0.07754836231470108, "m": 1.0 }, { "p": 0.12006443738937378, "m": 1.0 }, { "p": 0.03772316500544548, "m": 1.0 }, { "p": 0.07128281891345978, "m": 1.0 }, { "p": 0.10101955384016037, "m": 1.0 }, { "p": 0.06518293172121048, "m": 1.0 }, { "p": 0.03579610586166382, "m": 1.0 }, { "p": 0.04357673227787018, "m": 1.0 }, { "p": 0.11340522766113281, "m": 1.0 }, { "p": 0.12247397005558014, "m": 1.0 }, { "p": 0.0006881351582705975, "m": 1.0 } ] }, { "epoch": 15, "train_loss": 5.9224042892456055, "val_loss": 2.9057817459106445, "acc": 28.87, "f1": [ 0.5483869910240173, 0.3367346227169037, 0.2403845638036728, 0.12676051259040833, 0.09333327412605286, 0.20858889818191528, 0.3006535470485687, 0.3374998867511749, 0.2790696620941162, 0.390243798494339, 0.07207204401493073, 0.1612902730703354, 0.19847320020198822, 0.210526242852211, 0.1835748255252838, 0.17560969293117523, 0.2547169029712677, 0.4094487428665161, 0.16666659712791443, 0.2243901938199997, 0.4615383446216583, 0.5170730352401733, 0.19534875452518463, 0.511627733707428, 0.5560973882675171, 0.19875767827033997, 0.15277770161628723, 0.18404902517795563, 0.19999992847442627, 0.2419928014278412, 0.292035311460495, 0.24691346287727356, 0.228260800242424, 0.26959243416786194, 0.213483065366745, 0.18491479754447937, 0.2696628272533417, 0.1379309743642807, 0.1258740872144699, 0.36559128761291504, 0.21028034389019012, 0.5683058500289917, 0.16993455588817596, 0.21468918025493622, 0.11666662245988846, 0.14473678171634674, 0.12698407471179962, 0.44303786754608154, 0.44311365485191345, 0.24390234053134918, 0.06504061073064804, 0.20735779404640198, 0.5714284777641296, 0.49190929532051086, 0.3824450969696045, 0.03738315775990486, 0.4437085688114166, 0.3406112492084503, 0.2774565517902374, 0.21518979966640472, 0.6528924107551575, 0.36956506967544556, 0.4114284813404083, 0.3168315887451172, 0.07843131572008133, 0.01851850003004074, 0.1410255879163742, 0.2556390166282654, 0.6291078925132751, 0.5137613415718079, 0.382978618144989, 0.5560973882675171, 0.08264458924531937, 0.26666659116744995, 0.1107010543346405, 0.5699998736381531, 0.4982934594154358, 0.0701754093170166, 0.1877022236585617, 0.23788540065288544, 0.048192717134952545, 0.21086259186267853, 0.6276593804359436, 0.20320846140384674, 0.15189868211746216, 0.3804876506328583, 0.38497641682624817, 0.2714284658432007, 0.08615380525588989, 0.3251230716705322, 0.19999992847442627, 0.3505975306034088, 0.09333327412605286, 0.18784524500370026, 0.5192306637763977, 0.45871543884277344, 0.25301194190979004, 0.21264363825321198, 0.05405399948358536, 0.06349202245473862 ], "time": 162.5883626304567, "param": [ { "p": 0.15924859046936035, "m": 1.0 }, { "p": 0.000900367449503392, "m": 1.0 }, { "p": 0.10578449070453644, "m": 1.0 }, { "p": 0.10710489004850388, "m": 1.0 }, { "p": 0.11838985234498978, "m": 1.0 }, { "p": 0.0007091722218319774, "m": 1.0 }, { "p": 0.07867038249969482, "m": 1.0 }, { "p": 0.05270933359861374, "m": 1.0 }, { "p": 0.036567967385053635, "m": 1.0 }, { "p": 0.01279341708868742, "m": 1.0 }, { "p": 0.029690813273191452, "m": 1.0 }, { "p": 0.11081264168024063, "m": 1.0 }, { "p": 0.1859089434146881, "m": 1.0 }, { "p": 0.0007091722218319774, "m": 1.0 } ] }, { "epoch": 16, "train_loss": 5.860936164855957, "val_loss": 2.754408121109009, "acc": 28.76, "f1": [ 0.4656083285808563, 0.3463686406612396, 0.2127659022808075, 0.20618551969528198, 0.018867909908294678, 0.2043343186378479, 0.2784809172153473, 0.31081071496009827, 0.16943515837192535, 0.4096384644508362, 0.1594202220439911, 0.08849553763866425, 0.3025209605693817, 0.1395348310470581, 0.21596238017082214, 0.10769226402044296, 0.30588221549987793, 0.4057970345020294, 0.23287664353847504, 0.23841053247451782, 0.4362138509750366, 0.44230756163597107, 0.22115376591682434, 0.44444432854652405, 0.5614033341407776, 0.22535204887390137, 0.16883111000061035, 0.2094240039587021, 0.47435885667800903, 0.1896551102399826, 0.3474177420139313, 0.28855711221694946, 0.25373128056526184, 0.2784809470176697, 0.27306264638900757, 0.1357465535402298, 0.29885047674179077, 0.1656804084777832, 0.18848159909248352, 0.3723403513431549, 0.3348836302757263, 0.5853657722473145, 0.20408158004283905, 0.14876028895378113, 0.10975604504346848, 0.1717790812253952, 0.18064509332180023, 0.2769230008125305, 0.4024389386177063, 0.24489787220954895, 0.03773583099246025, 0.15458931028842926, 0.5506072044372559, 0.5209301114082336, 0.4083044230937958, 0.05357140302658081, 0.4016392230987549, 0.32352936267852783, 0.21874994039535522, 0.21428564190864563, 0.6972475647926331, 0.3797467350959778, 0.45810040831565857, 0.30769219994544983, 0.12765952944755554, 0.1258740872144699, 0.09032251685857773, 0.30337071418762207, 0.6926827430725098, 0.4634144902229309, 0.32183900475502014, 0.5813952088356018, 0.13888882100582123, 0.32335323095321655, 0.05095536634325981, 0.5058364272117615, 0.5989303588867188, 0.10256402939558029, 0.13868607580661774, 0.1768706887960434, 0.07843131572008133, 0.207547128200531, 0.6272187829017639, 0.251082181930542, 0.1390373855829239, 0.2614377737045288, 0.3549486994743347, 0.17021270096302032, 0.08917191624641418, 0.2956521213054657, 0.228571355342865, 0.4291844367980957, 0.16666661202907562, 0.0701754093170166, 0.5188283324241638, 0.41758227348327637, 0.25396814942359924, 0.19480518996715546, 0.16597503423690796, 0.18390797078609467 ], "time": 161.3753368826583, "param": [ { "p": 0.11436333507299423, "m": 1.0 }, { "p": 0.000710475433152169, "m": 1.0 }, { "p": 0.11051464825868607, "m": 1.0 }, { "p": 0.07036560773849487, "m": 1.0 }, { "p": 0.11647416651248932, "m": 1.0 }, { "p": 0.03183024376630783, "m": 1.0 }, { "p": 0.04350903257727623, "m": 1.0 }, { "p": 0.11064353585243225, "m": 1.0 }, { "p": 0.026123059913516045, "m": 1.0 }, { "p": 0.05004347860813141, "m": 1.0 }, { "p": 0.050695911049842834, "m": 1.0 }, { "p": 0.1261196881532669, "m": 1.0 }, { "p": 0.14789634943008423, "m": 1.0 }, { "p": 0.000710475433152169, "m": 1.0 } ] }, { "epoch": 17, "train_loss": 6.224111557006836, "val_loss": 2.905630350112915, "acc": 29.28, "f1": [ 0.5534589886665344, 0.3678159713745117, 0.26136353611946106, 0.08333329111337662, 0.085470050573349, 0.2025315761566162, 0.345177561044693, 0.2890172600746155, 0.27160486578941345, 0.35955044627189636, 0.048780445009469986, 0.1854303926229477, 0.3069306015968323, 0.26804113388061523, 0.17254894971847534, 0.085470050573349, 0.27173903584480286, 0.4172661006450653, 0.239436537027359, 0.23275858163833618, 0.48837199807167053, 0.445282906293869, 0.20689649879932404, 0.5120771527290344, 0.48305076360702515, 0.1415928602218628, 0.18079088628292084, 0.19047611951828003, 0.39426517486572266, 0.25961530208587646, 0.32294610142707825, 0.193548321723938, 0.21582727134227753, 0.2512076497077942, 0.23611101508140564, 0.061538416892290115, 0.2702701985836029, 0.20895515382289886, 0.17120616137981415, 0.3478259742259979, 0.22535204887390137, 0.5185184478759766, 0.22222214937210083, 0.28318578004837036, 0.0, 0.10582003742456436, 0.2553190290927887, 0.3725489377975464, 0.4084506034851074, 0.29813653230667114, 0.05357140302658081, 0.13749992847442627, 0.35616427659988403, 0.5277777314186096, 0.46938762068748474, 0.08298749476671219, 0.43027880787849426, 0.32888880372047424, 0.2617800235748291, 0.23628684878349304, 0.6724889278411865, 0.29931965470314026, 0.4466018080711365, 0.3648647665977478, 0.10344821214675903, 0.0886075422167778, 0.12145744264125824, 0.2840908169746399, 0.6699027419090271, 0.45689642429351807, 0.24060142040252686, 0.5549736618995667, 0.05555552989244461, 0.2389935851097107, 0.12048186361789703, 0.4832214415073395, 0.5565216541290283, 0.11363628506660461, 0.16363631188869476, 0.2788843810558319, 0.08888882398605347, 0.23684203624725342, 0.6243385076522827, 0.18978095054626465, 0.1290321946144104, 0.358024537563324, 0.31451600790023804, 0.2690582275390625, 0.09655166417360306, 0.36507928371429443, 0.2638297379016876, 0.4596272110939026, 0.18079093098640442, 0.14652009308338165, 0.5021275877952576, 0.323943555355072, 0.28971952199935913, 0.23300965130329132, 0.12435225397348404, 0.07207204401493073 ], "time": 159.4836033685133, "param": [ { "p": 0.1563989520072937, "m": 1.0 }, { "p": 0.0007045953534543514, "m": 1.0 }, { "p": 0.07644899189472198, "m": 1.0 }, { "p": 0.0543372742831707, "m": 1.0 }, { "p": 0.0903521180152893, "m": 1.0 }, { "p": 0.0007045953534543514, "m": 1.0 }, { "p": 0.06074083596467972, "m": 1.0 }, { "p": 0.08200008422136307, "m": 1.0 }, { "p": 0.0720602497458458, "m": 1.0 }, { "p": 0.05279802531003952, "m": 1.0 }, { "p": 0.04652265086770058, "m": 1.0 }, { "p": 0.11700569093227386, "m": 1.0 }, { "p": 0.18922144174575806, "m": 1.0 }, { "p": 0.0007045953534543514, "m": 1.0 } ] }, { "epoch": 18, "train_loss": 5.5743408203125, "val_loss": 3.0212695598602295, "acc": 28.3, "f1": [ 0.44970402121543884, 0.3259258270263672, 0.13840824365615845, 0.13333328068256378, 0.09326418489217758, 0.2212388664484024, 0.3414633274078369, 0.2264150232076645, 0.2613064646720886, 0.38961026072502136, 0.05797096714377403, 0.12307687103748322, 0.29197070002555847, 0.10256405174732208, 0.20809243619441986, 0.17293229699134827, 0.19354833662509918, 0.40677958726882935, 0.31034475564956665, 0.2456139326095581, 0.4731181561946869, 0.3999998867511749, 0.24999991059303284, 0.37735840678215027, 0.5043476819992065, 0.11965807527303696, 0.13461534678936005, 0.12213735282421112, 0.43404245376586914, 0.26751580834388733, 0.3260868787765503, 0.274143248796463, 0.306122362613678, 0.31279608607292175, 0.19108274579048157, 0.1162789985537529, 0.22834637761116028, 0.1810344010591507, 0.19087132811546326, 0.1913042962551117, 0.3199998736381531, 0.6057141423225403, 0.08849553763866425, 0.32291656732559204, 0.1639343500137329, 0.12999993562698364, 0.22471904754638672, 0.446808397769928, 0.37499988079071045, 0.27083322405815125, 0.08235287666320801, 0.1550387144088745, 0.5789473056793213, 0.4919354021549225, 0.3333333134651184, 0.10084028542041779, 0.49756085872650146, 0.2773721516132355, 0.2456139326095581, 0.26086947321891785, 0.6666665077209473, 0.331034392118454, 0.37692299485206604, 0.27722764015197754, 0.10322578996419907, 0.16793888807296753, 0.123287633061409, 0.3522011637687683, 0.6781607270240784, 0.46601933240890503, 0.39655160903930664, 0.45283007621765137, 0.1240309551358223, 0.3121386468410492, 0.12087904661893845, 0.5698322653770447, 0.5307691097259521, 0.10191076993942261, 0.15204672515392303, 0.20689648389816284, 0.039215635508298874, 0.12987005710601807, 0.6477271318435669, 0.33460068702697754, 0.12857137620449066, 0.38356155157089233, 0.33333325386047363, 0.26086947321891785, 0.13235288858413696, 0.3675675094127655, 0.23595495522022247, 0.462584912776947, 0.1509433388710022, 0.16438350081443787, 0.43442606925964355, 0.4432988464832306, 0.210526242852211, 0.24390234053134918, 0.13592226803302765, 0.23188398778438568 ], "time": 163.3449554257095, "param": [ { "p": 0.143656924366951, "m": 1.0 }, { "p": 0.03646431490778923, "m": 1.0 }, { "p": 0.08934913575649261, "m": 1.0 }, { "p": 0.07263372838497162, "m": 1.0 }, { "p": 0.10988900065422058, "m": 1.0 }, { "p": 0.0074983565136790276, "m": 1.0 }, { "p": 0.06312225759029388, "m": 1.0 }, { "p": 0.06949195265769958, "m": 1.0 }, { "p": 0.05611933022737503, "m": 1.0 }, { "p": 0.051603689789772034, "m": 1.0 }, { "p": 0.04779389873147011, "m": 1.0 }, { "p": 0.11032987385988235, "m": 1.0 }, { "p": 0.14131341874599457, "m": 1.0 }, { "p": 0.0007340316078625619, "m": 1.0 } ] }, { "epoch": 19, "train_loss": 6.216348648071289, "val_loss": 3.0120179653167725, "acc": 28.84, "f1": [ 0.4978164732456207, 0.3568463623523712, 0.2095237374305725, 0.1921396702528, 0.054054003208875656, 0.2255638688802719, 0.36065563559532166, 0.28571420907974243, 0.2622949779033661, 0.3383083641529083, 0.06993001699447632, 0.07207204401493073, 0.16806717216968536, 0.13235288858413696, 0.22485199570655823, 0.20799992978572845, 0.32432422041893005, 0.3669723868370056, 0.10256405174732208, 0.19607838988304138, 0.5128204226493835, 0.42857134342193604, 0.20125779509544373, 0.3579544723033905, 0.4579123854637146, 0.1845017820596695, 0.08264458924531937, 0.17670676112174988, 0.3384614884853363, 0.23636355996131897, 0.05825240537524223, 0.2797201871871948, 0.12173908948898315, 0.2475246638059616, 0.13432830572128296, 0.09859149903059006, 0.31914883852005005, 0.16326524317264557, 0.19672124087810516, 0.3276835083961487, 0.27173903584480286, 0.49999988079071045, 0.2127659022808075, 0.2528734505176544, 0.07741929590702057, 0.10958898812532425, 0.2333332598209381, 0.39043813943862915, 0.3975902497768402, 0.09174308180809021, 0.0869564637541771, 0.22660093009471893, 0.42168664932250977, 0.5769229531288147, 0.45197728276252747, 0.04733722656965256, 0.48076915740966797, 0.24649851024150848, 0.28025469183921814, 0.27272719144821167, 0.492836594581604, 0.403755784034729, 0.4056938886642456, 0.3122362196445465, 0.03333330154418945, 0.12972965836524963, 0.09448814392089844, 0.17187494039535522, 0.5150500535964966, 0.3949044346809387, 0.3923443853855133, 0.46496814489364624, 0.10937494784593582, 0.3394494354724884, 0.13471496105194092, 0.5599998831748962, 0.4213649332523346, 0.17435890436172485, 0.12738847732543945, 0.19580413401126862, 0.09150320291519165, 0.13114748895168304, 0.6557375192642212, 0.28415289521217346, 0.05172409862279892, 0.39130425453186035, 0.3516482412815094, 0.27329182624816895, 0.01941746659576893, 0.33333325386047363, 0.2433861643075943, 0.39310336112976074, 0.1081080511212349, 0.14906825125217438, 0.41877248883247375, 0.36805543303489685, 0.2991451919078827, 0.280898779630661, 0.15642453730106354, 0.21145367622375488 ], "time": 163.16800460685045, "param": [ { "p": 0.11249507963657379, "m": 1.0 }, { "p": 0.0019602326210588217, "m": 1.0 }, { "p": 0.04228692129254341, "m": 1.0 }, { "p": 0.07184280455112457, "m": 1.0 }, { "p": 0.11546708643436432, "m": 1.0 }, { "p": 0.013977324590086937, "m": 1.0 }, { "p": 0.08705926686525345, "m": 1.0 }, { "p": 0.10359182953834534, "m": 1.0 }, { "p": 0.055786434561014175, "m": 1.0 }, { "p": 0.05521619692444801, "m": 1.0 }, { "p": 0.06383821368217468, "m": 1.0 }, { "p": 0.12828585505485535, "m": 1.0 }, { "p": 0.14751003682613373, "m": 1.0 }, { "p": 0.0006826337776146829, "m": 1.0 } ] }, { "epoch": 20, "train_loss": 5.803168296813965, "val_loss": 2.993997812271118, "acc": 30.25, "f1": [ 0.6185566186904907, 0.3478259742259979, 0.17194563150405884, 0.09448814392089844, 0.09386274963617325, 0.22399993240833282, 0.30456843972206116, 0.2954544425010681, 0.2333332598209381, 0.4277455508708954, 0.1584157794713974, 0.05555552989244461, 0.3282441794872284, 0.15662643313407898, 0.2258063703775406, 0.1985815018415451, 0.2553190290927887, 0.2820512056350708, 0.3084576427936554, 0.17391297221183777, 0.5196077227592468, 0.4626865088939667, 0.28025469183921814, 0.45569607615470886, 0.3923704922199249, 0.2348753958940506, 0.2173912227153778, 0.19379839301109314, 0.30674833059310913, 0.2751321792602539, 0.31441038846969604, 0.29508188366889954, 0.2033897489309311, 0.1935483068227768, 0.2941175699234009, 0.0967741385102272, 0.3113771378993988, 0.23050840198993683, 0.17751476168632507, 0.4361701011657715, 0.27681654691696167, 0.5809522867202759, 0.11666662245988846, 0.2558138370513916, 0.17801040410995483, 0.1549295336008072, 0.23280414938926697, 0.44210511445999146, 0.44067782163619995, 0.2576685845851898, 0.0, 0.13138681650161743, 0.5785122513771057, 0.5781989693641663, 0.5217390656471252, 0.10084027051925659, 0.4313724637031555, 0.2571427524089813, 0.27999991178512573, 0.262857049703598, 0.6956520080566406, 0.37735840678215027, 0.46231144666671753, 0.34013596177101135, 0.07567562162876129, 0.11965807527303696, 0.15228420495986938, 0.24999992549419403, 0.7373736500740051, 0.48068660497665405, 0.4186045527458191, 0.5278809070587158, 0.13529406487941742, 0.2784809172153473, 0.08108101785182953, 0.5781989693641663, 0.5324673652648926, 0.14371250569820404, 0.18274106085300446, 0.17721512913703918, 0.09150320291519165, 0.20547938346862793, 0.5499998331069946, 0.3076922297477722, 0.08333327621221542, 0.41935470700263977, 0.30163928866386414, 0.34736835956573486, 0.08264458924531937, 0.34686335921287537, 0.280373752117157, 0.44444432854652405, 0.06504061073064804, 0.14847156405448914, 0.5029938817024231, 0.3985506594181061, 0.3419688045978546, 0.2419928014278412, 0.11814339458942413, 0.2727271616458893 ], "time": 158.82556568831205, "param": [ { "p": 0.15548455715179443, "m": 1.0 }, { "p": 0.0007043483201414347, "m": 1.0 }, { "p": 0.1279151737689972, "m": 1.0 }, { "p": 0.05292614549398422, "m": 1.0 }, { "p": 0.07764414697885513, "m": 1.0 }, { "p": 0.029248224571347237, "m": 1.0 }, { "p": 0.08713791519403458, "m": 1.0 }, { "p": 0.07818145304918289, "m": 1.0 }, { "p": 0.07944492250680923, "m": 1.0 }, { "p": 0.05095188319683075, "m": 1.0 }, { "p": 0.0549047626554966, "m": 1.0 }, { "p": 0.07659053802490234, "m": 1.0 }, { "p": 0.1281616985797882, "m": 1.0 }, { "p": 0.0007043483201414347, "m": 1.0 } ] }, { "epoch": 21, "train_loss": 5.537245273590088, "val_loss": 2.8036160469055176, "acc": 31.52, "f1": [ 0.5641024112701416, 0.35955044627189636, 0.2191779911518097, 0.22222216427326202, 0.07518791407346725, 0.23300965130329132, 0.3647797703742981, 0.35121941566467285, 0.3129250705242157, 0.3552122712135315, 0.037037014961242676, 0.09009005129337311, 0.34920626878738403, 0.16993455588817596, 0.23140490055084229, 0.17218534648418427, 0.2677823603153229, 0.39195966720581055, 0.28501224517822266, 0.24999991059303284, 0.5126049518585205, 0.43216070532798767, 0.21138204634189606, 0.4311376214027405, 0.5503875017166138, 0.19999994337558746, 0.23834188282489777, 0.2181817591190338, 0.33532923460006714, 0.24271836876869202, 0.2966100871562958, 0.28846150636672974, 0.26993855834007263, 0.2693876624107361, 0.29319363832473755, 0.19780214130878448, 0.2972972095012665, 0.21100911498069763, 0.21596238017082214, 0.4972374439239502, 0.3111110329627991, 0.4216523766517639, 0.2992125153541565, 0.2526314854621887, 0.15384609997272491, 0.20779214799404144, 0.2564101815223694, 0.4192439019680023, 0.38738730549812317, 0.34177201986312866, 0.09032251685857773, 0.1497325599193573, 0.4108106791973114, 0.6146340370178223, 0.46835434436798096, 0.1422593742609024, 0.4393938481807709, 0.2913385033607483, 0.2598424553871155, 0.22222214937210083, 0.732673168182373, 0.45581385493278503, 0.4869564175605774, 0.34234222769737244, 0.05925920605659485, 0.21428565680980682, 0.14965979754924774, 0.28947359323501587, 0.6822428703308105, 0.5280897617340088, 0.26086950302124023, 0.6078430414199829, 0.0336134098470211, 0.2424241602420807, 0.12048187851905823, 0.5991559624671936, 0.4774192273616791, 0.10404618829488754, 0.16249993443489075, 0.20359273254871368, 0.11224482953548431, 0.27118638157844543, 0.6635943651199341, 0.32183900475502014, 0.17391300201416016, 0.3703702986240387, 0.3783782124519348, 0.324607253074646, 0.1081080511212349, 0.3274335563182831, 0.2314814031124115, 0.43835610151290894, 0.21463409066200256, 0.2142856866121292, 0.5647057294845581, 0.4408600926399231, 0.29803910851478577, 0.2842104732990265, 0.030769191682338715, 0.26600977778434753 ], "time": 162.99431536719203, "param": [ { "p": 0.09902147203683853, "m": 1.0 }, { "p": 0.02922230400145054, "m": 1.0 }, { "p": 0.11486165970563889, "m": 1.0 }, { "p": 0.05292006582021713, "m": 1.0 }, { "p": 0.11862370371818542, "m": 1.0 }, { "p": 0.02261337824165821, "m": 1.0 }, { "p": 0.05998168885707855, "m": 1.0 }, { "p": 0.11072325706481934, "m": 1.0 }, { "p": 0.06949727237224579, "m": 1.0 }, { "p": 0.0327683724462986, "m": 1.0 }, { "p": 0.05382508784532547, "m": 1.0 }, { "p": 0.1219421923160553, "m": 1.0 }, { "p": 0.11329400539398193, "m": 1.0 }, { "p": 0.0007055305177345872, "m": 1.0 } ] }, { "epoch": 22, "train_loss": 5.714346408843994, "val_loss": 2.9280495643615723, "acc": 31.02, "f1": [ 0.5555554032325745, 0.3831774890422821, 0.17171710729599, 0.2105262577533722, 0.06134963780641556, 0.2694299519062042, 0.4177214205265045, 0.2739725112915039, 0.2890624403953552, 0.38666656613349915, 0.04958673566579819, 0.1696968972682953, 0.3473052978515625, 0.256809264421463, 0.20909084379673004, 0.1629629135131836, 0.2547769844532013, 0.3941175639629364, 0.3266931176185608, 0.2251655012369156, 0.5495494604110718, 0.43850257992744446, 0.22393816709518433, 0.5174128413200378, 0.5689654350280762, 0.22222216427326202, 0.1782177835702896, 0.20359273254871368, 0.3666665554046631, 0.30864188075065613, 0.3157894015312195, 0.24362601339817047, 0.2264150232076645, 0.2995593845844269, 0.3228698670864105, 0.19534875452518463, 0.28855711221694946, 0.19428564608097076, 0.18644064664840698, 0.4210525155067444, 0.2727271616458893, 0.6108372807502747, 0.1391303837299347, 0.24083760380744934, 0.14705875515937805, 0.17910441756248474, 0.19696961343288422, 0.42285704612731934, 0.40754708647727966, 0.3593749403953552, 0.11111105233430862, 0.24218744039535522, 0.6037734746932983, 0.5363127589225769, 0.37883004546165466, 0.11458326876163483, 0.4725273549556732, 0.3141360282897949, 0.28571420907974243, 0.08403357863426208, 0.7437184453010559, 0.3586955666542053, 0.4153004288673401, 0.3118278682231903, 0.08536579459905624, 0.1748633086681366, 0.14545448124408722, 0.31325289607048035, 0.7244896292686462, 0.47004595398902893, 0.37158459424972534, 0.40540534257888794, 0.018181798979640007, 0.3043477535247803, 0.14736837148666382, 0.5911328792572021, 0.5627375841140747, 0.14598533511161804, 0.19685034453868866, 0.11111106723546982, 0.09865464270114899, 0.2793295085430145, 0.6979165077209473, 0.24675315618515015, 0.16580304503440857, 0.3703702688217163, 0.3508771061897278, 0.31316718459129333, 0.0967741385102272, 0.3373492956161499, 0.22222216427326202, 0.44047608971595764, 0.14545448124408722, 0.21686740219593048, 0.5786800384521484, 0.4339621663093567, 0.28318578004837036, 0.20476187765598297, 0.04545450210571289, 0.2597401440143585 ], "time": 160.09548044390976, "param": [ { "p": 0.138130784034729, "m": 1.0 }, { "p": 0.028911609202623367, "m": 1.0 }, { "p": 0.07581033557653427, "m": 1.0 }, { "p": 0.07339064031839371, "m": 1.0 }, { "p": 0.0891495794057846, "m": 1.0 }, { "p": 0.047976549714803696, "m": 1.0 }, { "p": 0.059284161776304245, "m": 1.0 }, { "p": 0.11904420703649521, "m": 1.0 }, { "p": 0.04715306684374809, "m": 1.0 }, { "p": 0.05037039518356323, "m": 1.0 }, { "p": 0.0653073713183403, "m": 1.0 }, { "p": 0.08523967117071152, "m": 1.0 }, { "p": 0.11819641292095184, "m": 1.0 }, { "p": 0.002035121899098158, "m": 1.0 } ] }, { "epoch": 23, "train_loss": 5.695199012756348, "val_loss": 2.7225258350372314, "acc": 31.32, "f1": [ 0.5767440795898438, 0.42201822996139526, 0.20588228106498718, 0.19047611951828003, 0.10471197962760925, 0.23809516429901123, 0.2764226794242859, 0.3710406422615051, 0.31168824434280396, 0.4588233530521393, 0.11464963108301163, 0.20095685124397278, 0.29370617866516113, 0.17333325743675232, 0.19999992847442627, 0.18881115317344666, 0.28048771619796753, 0.4107743203639984, 0.309859037399292, 0.30150744318962097, 0.5248867273330688, 0.49214646220207214, 0.26086947321891785, 0.5102879405021667, 0.5728154182434082, 0.18705029785633087, 0.24050623178482056, 0.2066420167684555, 0.43037962913513184, 0.26315784454345703, 0.3301886022090912, 0.27007293701171875, 0.24390237033367157, 0.2176869958639145, 0.2589927613735199, 0.15162448585033417, 0.3666665554046631, 0.2150537222623825, 0.2117646485567093, 0.32786881923675537, 0.3387977182865143, 0.5935482978820801, 0.13008125126361847, 0.27777767181396484, 0.1360543668270111, 0.1853034645318985, 0.2758619785308838, 0.5297296643257141, 0.38644057512283325, 0.37499985098838806, 0.15503868460655212, 0.23853203654289246, 0.5808823108673096, 0.5429863333702087, 0.46938762068748474, 0.11851847171783447, 0.5312498211860657, 0.3021581470966339, 0.2585550546646118, 0.33939382433891296, 0.7374299764633179, 0.34177201986312866, 0.33333325386047363, 0.3456788659095764, 0.13592226803302765, 0.09999995678663254, 0.15249262750148773, 0.23529404401779175, 0.7064675688743591, 0.502564013004303, 0.4170211851596832, 0.5425531268119812, 0.09459453821182251, 0.21705420315265656, 0.10041835159063339, 0.5785122513771057, 0.5930231213569641, 0.018867909908294678, 0.16140347719192505, 0.09999995678663254, 0.03669722378253937, 0.27777770161628723, 0.633333146572113, 0.2751321792602539, 0.253807008266449, 0.3821137547492981, 0.34883710741996765, 0.35675665736198425, 0.10191076993942261, 0.27118638157844543, 0.31901830434799194, 0.4666665494441986, 0.18292675912380219, 0.14444437623023987, 0.518518328666687, 0.4377681314945221, 0.26666659116744995, 0.228571355342865, 0.0869564563035965, 0.26666656136512756 ], "time": 158.62951447535306, "param": [ { "p": 0.11010199785232544, "m": 1.0 }, { "p": 0.0007130305166356266, "m": 1.0 }, { "p": 0.09139546751976013, "m": 1.0 }, { "p": 0.06502677500247955, "m": 1.0 }, { "p": 0.10870055854320526, "m": 1.0 }, { "p": 0.036935143172740936, "m": 1.0 }, { "p": 0.08177969604730606, "m": 1.0 }, { "p": 0.07752200216054916, "m": 1.0 }, { "p": 0.0605253130197525, "m": 1.0 }, { "p": 0.058633752167224884, "m": 1.0 }, { "p": 0.06853273510932922, "m": 1.0 }, { "p": 0.11472245305776596, "m": 1.0 }, { "p": 0.12469795346260071, "m": 1.0 }, { "p": 0.0007130305166356266, "m": 1.0 } ] }, { "epoch": 24, "train_loss": 5.282243728637695, "val_loss": 2.9799139499664307, "acc": 32.5, "f1": [ 0.5579397678375244, 0.3628690838813782, 0.21518979966640472, 0.2735848128795624, 0.14201176166534424, 0.30075180530548096, 0.364531934261322, 0.3317534327507019, 0.2901553809642792, 0.4277455508708954, 0.12030069530010223, 0.19285710155963898, 0.2545454204082489, 0.1857142299413681, 0.216666579246521, 0.25961530208587646, 0.28947359323501587, 0.4518517851829529, 0.3373492956161499, 0.26373615860939026, 0.5978259444236755, 0.42162150144577026, 0.256410151720047, 0.49729716777801514, 0.4983164072036743, 0.18279562890529633, 0.24669595062732697, 0.24999991059303284, 0.4102562665939331, 0.18487386405467987, 0.3594468832015991, 0.26845628023147583, 0.27819544076919556, 0.2844826877117157, 0.2749998867511749, 0.18497103452682495, 0.36470577120780945, 0.20224712789058685, 0.2577318847179413, 0.44444435834884644, 0.2430938482284546, 0.5700933337211609, 0.30697670578956604, 0.263374388217926, 0.1935483068227768, 0.16528919339179993, 0.15384608507156372, 0.4782607853412628, 0.3758388161659241, 0.3636362552642822, 0.12307687103748322, 0.23100298643112183, 0.5508472919464111, 0.552941083908081, 0.5494503974914551, 0.12727266550064087, 0.4974091649055481, 0.34554967284202576, 0.3068782389163971, 0.3057323694229126, 0.611510694026947, 0.41379299759864807, 0.4357142150402069, 0.36871495842933655, 0.07407402247190475, 0.23529405891895294, 0.10218973457813263, 0.12389375269412994, 0.6697673201560974, 0.47619038820266724, 0.2739725112915039, 0.558139443397522, 0.12121205776929855, 0.3287670314311981, 0.11111106723546982, 0.4347825348377228, 0.5791853666305542, 0.1499999463558197, 0.18274106085300446, 0.26519328355789185, 0.11382109671831131, 0.2264150232076645, 0.6527194976806641, 0.26666656136512756, 0.1916666179895401, 0.36619704961776733, 0.3666665554046631, 0.3418802320957184, 0.07633582502603531, 0.3316582143306732, 0.29166659712791443, 0.4322032928466797, 0.13186806440353394, 0.09999994188547134, 0.5472635626792908, 0.433459997177124, 0.23529404401779175, 0.2269502878189087, 0.07633582502603531, 0.19607838988304138 ], "time": 161.34503717068583, "param": [ { "p": 0.12238137423992157, "m": 1.0 }, { "p": 0.0007022806676104665, "m": 1.0 }, { "p": 0.12100127339363098, "m": 1.0 }, { "p": 0.06821127235889435, "m": 1.0 }, { "p": 0.11872813105583191, "m": 1.0 }, { "p": 0.04712021350860596, "m": 1.0 }, { "p": 0.05388674512505531, "m": 1.0 }, { "p": 0.058519285172224045, "m": 1.0 }, { "p": 0.07583111524581909, "m": 1.0 }, { "p": 0.050729602575302124, "m": 1.0 }, { "p": 0.05216715484857559, "m": 1.0 }, { "p": 0.11558733135461807, "m": 1.0 }, { "p": 0.11443191021680832, "m": 1.0 }, { "p": 0.0007022806676104665, "m": 1.0 } ] }, { "epoch": 25, "train_loss": 5.150256156921387, "val_loss": 2.781503677368164, "acc": 32.97, "f1": [ 0.5937498807907104, 0.3675212860107422, 0.14925366640090942, 0.18658889830112457, 0.0672268494963646, 0.2782607972621918, 0.43216070532798767, 0.3942306339740753, 0.2756182849407196, 0.39004138112068176, 0.12499994784593582, 0.22222216427326202, 0.32820504903793335, 0.22222213447093964, 0.22222214937210083, 0.23346298933029175, 0.3267972767353058, 0.46288198232650757, 0.34482747316360474, 0.20731700956821442, 0.5473682880401611, 0.4088887572288513, 0.277310848236084, 0.5754715800285339, 0.49999988079071045, 0.2091502547264099, 0.16528919339179993, 0.2065216600894928, 0.4631577730178833, 0.30769219994544983, 0.3714284896850586, 0.22330091893672943, 0.24096375703811646, 0.3076922297477722, 0.3352600038051605, 0.1322956681251526, 0.3122362196445465, 0.17073164880275726, 0.21940921247005463, 0.39837390184402466, 0.3657141625881195, 0.5714284777641296, 0.26890748739242554, 0.3098590672016144, 0.1777777075767517, 0.193548321723938, 0.18978095054626465, 0.4266665279865265, 0.492890864610672, 0.3727271258831024, 0.13888882100582123, 0.2127659022808075, 0.5964910984039307, 0.5627704858779907, 0.4191615581512451, 0.14364632964134216, 0.517646849155426, 0.29447847604751587, 0.32298123836517334, 0.2699999213218689, 0.6759257912635803, 0.37962955236434937, 0.4519229531288147, 0.3414633274078369, 0.042553141713142395, 0.1655171811580658, 0.1597795933485031, 0.3483870029449463, 0.7135133743286133, 0.50862056016922, 0.40350866317749023, 0.5888887047767639, 0.060150329023599625, 0.33333322405815125, 0.14468081295490265, 0.5401459336280823, 0.6153844594955444, 0.1410255879163742, 0.18749992549419403, 0.2751321792602539, 0.1391940712928772, 0.20731700956821442, 0.6842104196548462, 0.3259258568286896, 0.12598420679569244, 0.4186045527458191, 0.39622631669044495, 0.3399999141693115, 0.16901402175426483, 0.38766512274742126, 0.28723397850990295, 0.48648640513420105, 0.20338977873325348, 0.1494252234697342, 0.5267488360404968, 0.4081631302833557, 0.2333332598209381, 0.23021577298641205, 0.17355364561080933, 0.3195265531539917 ], "time": 161.10297808330506, "param": [ { "p": 0.13580313324928284, "m": 1.0 }, { "p": 0.0007079792558215559, "m": 1.0 }, { "p": 0.10678692907094955, "m": 1.0 }, { "p": 0.06446438282728195, "m": 1.0 }, { "p": 0.09758017212152481, "m": 1.0 }, { "p": 0.029300538823008537, "m": 1.0 }, { "p": 0.0733814537525177, "m": 1.0 }, { "p": 0.10054163634777069, "m": 1.0 }, { "p": 0.05270758271217346, "m": 1.0 }, { "p": 0.061334799975156784, "m": 1.0 }, { "p": 0.06183662265539169, "m": 1.0 }, { "p": 0.12158454954624176, "m": 1.0 }, { "p": 0.0932621881365776, "m": 1.0 }, { "p": 0.0007079792558215559, "m": 1.0 } ] }, { "epoch": 26, "train_loss": 5.6923747062683105, "val_loss": 2.6888506412506104, "acc": 32.11, "f1": [ 0.5522387027740479, 0.3648647665977478, 0.25396817922592163, 0.22907482087612152, 0.07407400757074356, 0.22641503810882568, 0.36046499013900757, 0.360248327255249, 0.2526314854621887, 0.4561401903629303, 0.1556885540485382, 0.1635219305753708, 0.30555546283721924, 0.154545396566391, 0.20571422576904297, 0.21518979966640472, 0.29268282651901245, 0.44642844796180725, 0.16901402175426483, 0.15748025476932526, 0.5344826579093933, 0.4662575423717499, 0.27428561449050903, 0.4780486822128296, 0.5971562266349792, 0.25396814942359924, 0.22429899871349335, 0.18930034339427948, 0.40268445014953613, 0.2953585684299469, 0.3587442934513092, 0.2944784462451935, 0.24657529592514038, 0.2880885899066925, 0.3157894015312195, 0.13888882100582123, 0.2722512185573578, 0.2182740718126297, 0.24454142153263092, 0.38848912715911865, 0.30999991297721863, 0.5140186548233032, 0.28571420907974243, 0.3272726535797119, 0.1596243679523468, 0.17218534648418427, 0.24615377187728882, 0.32835808396339417, 0.46153831481933594, 0.3428570628166199, 0.14358967542648315, 0.27433618903160095, 0.5826770663261414, 0.547485888004303, 0.5268816351890564, 0.056603748351335526, 0.5339804887771606, 0.2797201871871948, 0.29553258419036865, 0.3318384885787964, 0.6813185214996338, 0.41717782616615295, 0.4508668780326843, 0.35483863949775696, 0.07874010503292084, 0.11678826063871384, 0.2121211439371109, 0.31645557284355164, 0.657534122467041, 0.5207098722457886, 0.3855420649051666, 0.543859601020813, 0.07407402247190475, 0.4123710095882416, 0.15767627954483032, 0.5533979535102844, 0.5614033937454224, 0.13422814011573792, 0.20845066010951996, 0.2096773386001587, 0.12658220529556274, 0.24598921835422516, 0.6173911690711975, 0.30769219994544983, 0.19753079116344452, 0.3617020547389984, 0.3037974238395691, 0.35627520084381104, 0.12698407471179962, 0.291139155626297, 0.2404371052980423, 0.4274808168411255, 0.11612897366285324, 0.15204671025276184, 0.5904760956764221, 0.3874998986721039, 0.27173903584480286, 0.2891565263271332, 0.1242937222123146, 0.2206895798444748 ], "time": 157.64958318974823, "param": [ { "p": 0.11880597472190857, "m": 1.0 }, { "p": 0.0010929555865004659, "m": 1.0 }, { "p": 0.07571041584014893, "m": 1.0 }, { "p": 0.06470968574285507, "m": 1.0 }, { "p": 0.09693122655153275, "m": 1.0 }, { "p": 0.049215447157621384, "m": 1.0 }, { "p": 0.09471438825130463, "m": 1.0 }, { "p": 0.09404847025871277, "m": 1.0 }, { "p": 0.0606035478413105, "m": 1.0 }, { "p": 0.04021894559264183, "m": 1.0 }, { "p": 0.0829998180270195, "m": 1.0 }, { "p": 0.08833268284797668, "m": 1.0 }, { "p": 0.13192984461784363, "m": 1.0 }, { "p": 0.0006865075556561351, "m": 1.0 } ] }, { "epoch": 27, "train_loss": 5.419333457946777, "val_loss": 2.83586049079895, "acc": 32.23, "f1": [ 0.5888323187828064, 0.3841058313846588, 0.23841053247451782, 0.20720712840557098, 0.12624579668045044, 0.2935778796672821, 0.3764704465866089, 0.37288129329681396, 0.2571427822113037, 0.3794870972633362, 0.13245026767253876, 0.20111726224422455, 0.2816900610923767, 0.18181811273097992, 0.2707422971725464, 0.1911763846874237, 0.29687491059303284, 0.36809808015823364, 0.3675675094127655, 0.2444443702697754, 0.482758492231369, 0.3600972592830658, 0.26315781474113464, 0.49006614089012146, 0.5439999103546143, 0.2784809172153473, 0.21686740219593048, 0.2564101815223694, 0.40740731358528137, 0.3373492956161499, 0.3924526870250702, 0.2833332419395447, 0.31205663084983826, 0.33816415071487427, 0.29447847604751587, 0.17934779822826385, 0.31081071496009827, 0.20454540848731995, 0.19289332628250122, 0.33457237482070923, 0.30769219994544983, 0.5155554413795471, 0.17910441756248474, 0.30125513672828674, 0.17142851650714874, 0.16091948747634888, 0.2243901938199997, 0.4503816068172455, 0.3734438419342041, 0.42372873425483704, 0.1407034695148468, 0.14516125619411469, 0.367346853017807, 0.6036034822463989, 0.4615384042263031, 0.08849551528692245, 0.5125626921653748, 0.3417084515094757, 0.30769219994544983, 0.2592591643333435, 0.6926827430725098, 0.37623751163482666, 0.43333321809768677, 0.29864245653152466, 0.077922023832798, 0.20276491343975067, 0.19999992847442627, 0.3485476076602936, 0.7014216780662537, 0.5153845548629761, 0.44444432854652405, 0.5888323187828064, 0.08433729410171509, 0.24999992549419403, 0.14285710453987122, 0.613065242767334, 0.6054052114486694, 0.08888883143663406, 0.21296289563179016, 0.2345678210258484, 0.13138681650161743, 0.26666659116744995, 0.6560845375061035, 0.31428563594818115, 0.12598420679569244, 0.432748407125473, 0.4322032928466797, 0.2983424663543701, 0.08917191624641418, 0.36585354804992676, 0.28426387906074524, 0.46486473083496094, 0.06779656559228897, 0.13580238819122314, 0.5744680166244507, 0.41406238079071045, 0.2165604531764984, 0.30057793855667114, 0.14406773447990417, 0.17204295098781586 ], "time": 164.21212288364768, "param": [ { "p": 0.09615564346313477, "m": 1.0 }, { "p": 0.023899080231785774, "m": 1.0 }, { "p": 0.0775667279958725, "m": 1.0 }, { "p": 0.08198080211877823, "m": 1.0 }, { "p": 0.1001572236418724, "m": 1.0 }, { "p": 0.04808778315782547, "m": 1.0 }, { "p": 0.07231061905622482, "m": 1.0 }, { "p": 0.08800075948238373, "m": 1.0 }, { "p": 0.06164560839533806, "m": 1.0 }, { "p": 0.054415833204984665, "m": 1.0 }, { "p": 0.06562899798154831, "m": 1.0 }, { "p": 0.08970201015472412, "m": 1.0 }, { "p": 0.13123592734336853, "m": 1.0 }, { "p": 0.009213007986545563, "m": 1.0 } ] }, { "epoch": 28, "train_loss": 5.466851234436035, "val_loss": 2.7505457401275635, "acc": 32.3, "f1": [ 0.5700481534004211, 0.37704911828041077, 0.2426469922065735, 0.23318377137184143, 0.1499999463558197, 0.2748090624809265, 0.3290042281150818, 0.3131312429904938, 0.25233638286590576, 0.4489794969558716, 0.1219511553645134, 0.16370101273059845, 0.2878786623477936, 0.24832208454608917, 0.23958325386047363, 0.1657457947731018, 0.3068180978298187, 0.45454537868499756, 0.238805890083313, 0.2256409376859665, 0.5357141494750977, 0.4899998903274536, 0.2470587193965912, 0.5247523188591003, 0.5402297377586365, 0.20408158004283905, 0.22222214937210083, 0.17266181111335754, 0.38571420311927795, 0.2953019142150879, 0.40677958726882935, 0.1818181276321411, 0.265060156583786, 0.31249991059303284, 0.26086950302124023, 0.13580238819122314, 0.26845628023147583, 0.17441853880882263, 0.21399171650409698, 0.4487178325653076, 0.329670250415802, 0.5308055877685547, 0.18032778799533844, 0.24664872884750366, 0.1604277491569519, 0.1844659447669983, 0.20858889818191528, 0.41711217164993286, 0.4108526110649109, 0.42201822996139526, 0.1962263286113739, 0.26254817843437195, 0.6255142092704773, 0.5495494604110718, 0.47321414947509766, 0.09917350858449936, 0.5333332419395447, 0.3599999248981476, 0.30337071418762207, 0.32584258913993835, 0.7136148810386658, 0.42162150144577026, 0.4622640609741211, 0.31046923995018005, 0.07352935522794724, 0.15920390188694, 0.019047604873776436, 0.20689649879932404, 0.6862744092941284, 0.5123152136802673, 0.3597121238708496, 0.5402297377586365, 0.07999995350837708, 0.38043469190597534, 0.1379309743642807, 0.6074764728546143, 0.6060605049133301, 0.09459453821182251, 0.1558440923690796, 0.25862061977386475, 0.11320748925209045, 0.2588233947753906, 0.6293102502822876, 0.3084576427936554, 0.08333329111337662, 0.4574466943740845, 0.41379299759864807, 0.329670250415802, 0.14330214262008667, 0.33444806933403015, 0.31297701597213745, 0.3999999165534973, 0.15899574756622314, 0.22314044833183289, 0.5090908408164978, 0.40476179122924805, 0.23287664353847504, 0.2871793806552887, 0.13502103090286255, 0.28758159279823303 ], "time": 161.11697277985513, "param": [ { "p": 0.09810522198677063, "m": 1.0 }, { "p": 0.043382029980421066, "m": 1.0 }, { "p": 0.09437526762485504, "m": 1.0 }, { "p": 0.07924193143844604, "m": 1.0 }, { "p": 0.08482363075017929, "m": 1.0 }, { "p": 0.04587730020284653, "m": 1.0 }, { "p": 0.07404029369354248, "m": 1.0 }, { "p": 0.07998904585838318, "m": 1.0 }, { "p": 0.0535467229783535, "m": 1.0 }, { "p": 0.06838244199752808, "m": 1.0 }, { "p": 0.06492575258016586, "m": 1.0 }, { "p": 0.09464679658412933, "m": 1.0 }, { "p": 0.0983162522315979, "m": 1.0 }, { "p": 0.0203473512083292, "m": 1.0 } ] }, { "epoch": 29, "train_loss": 5.118202209472656, "val_loss": 2.7834887504577637, "acc": 33.09, "f1": [ 0.5948716402053833, 0.42708319425582886, 0.2705881595611572, 0.22916659712791443, 0.11688306927680969, 0.2660549581050873, 0.38862547278404236, 0.3483870029449463, 0.2753622233867645, 0.44137921929359436, 0.13333328068256378, 0.19811314344406128, 0.31081071496009827, 0.25157222151756287, 0.24210518598556519, 0.17105256021022797, 0.32624104619026184, 0.4213835895061493, 0.3225805461406708, 0.23214276134967804, 0.5596328973770142, 0.5023695826530457, 0.3251230716705322, 0.49019595980644226, 0.6276593804359436, 0.22352932393550873, 0.2762430012226105, 0.23280414938926697, 0.434782475233078, 0.2706766128540039, 0.3934425115585327, 0.2795697748661041, 0.2686566412448883, 0.3013697862625122, 0.32222211360931396, 0.13749995827674866, 0.24999988079071045, 0.20377352833747864, 0.21999995410442352, 0.5196077227592468, 0.35897424817085266, 0.575916051864624, 0.2386830598115921, 0.2471909523010254, 0.21999992430210114, 0.18518513441085815, 0.16326524317264557, 0.47115376591682434, 0.4519229531288147, 0.3765689730644226, 0.16999994218349457, 0.2526314854621887, 0.5323740839958191, 0.5919281840324402, 0.490322470664978, 0.15789468586444855, 0.4324323236942291, 0.31325292587280273, 0.3068782389163971, 0.3487543761730194, 0.7171715497970581, 0.4734298884868622, 0.46632111072540283, 0.3369564116001129, 0.10638291388750076, 0.08264458924531937, 0.19999992847442627, 0.2773721516132355, 0.7031961679458618, 0.5170066356658936, 0.3552630543708801, 0.5617976188659668, 0.1499999612569809, 0.32051271200180054, 0.14473678171634674, 0.5714284777641296, 0.6132074594497681, 0.19047611951828003, 0.24548731744289398, 0.2906976044178009, 0.1229049563407898, 0.2685184180736542, 0.6914892196655273, 0.32804223895072937, 0.24186037480831146, 0.38056668639183044, 0.28767114877700806, 0.37121203541755676, 0.12844030559062958, 0.3505975306034088, 0.27777770161628723, 0.4414413571357727, 0.11764701455831528, 0.20895515382289886, 0.544217586517334, 0.3953487277030945, 0.23595495522022247, 0.26153838634490967, 0.12280695140361786, 0.29473677277565 ], "time": 163.42196516040713, "param": [ { "p": 0.12195909023284912, "m": 1.0 }, { "p": 0.02676929160952568, "m": 1.0 }, { "p": 0.11205144971609116, "m": 1.0 }, { "p": 0.07740627974271774, "m": 1.0 }, { "p": 0.08213744312524796, "m": 1.0 }, { "p": 0.03403002768754959, "m": 1.0 }, { "p": 0.037063583731651306, "m": 1.0 }, { "p": 0.08181697875261307, "m": 1.0 }, { "p": 0.06522157043218613, "m": 1.0 }, { "p": 0.06415963172912598, "m": 1.0 }, { "p": 0.07194256782531738, "m": 1.0 }, { "p": 0.08527183532714844, "m": 1.0 }, { "p": 0.13126344978809357, "m": 1.0 }, { "p": 0.008906800299882889, "m": 1.0 } ] }, { "epoch": 30, "train_loss": 4.932740688323975, "val_loss": 2.699514627456665, "acc": 32.87, "f1": [ 0.5851062536239624, 0.4232803285121918, 0.24778753519058228, 0.24590153992176056, 0.04999995976686478, 0.2681563198566437, 0.3921567499637604, 0.2933332324028015, 0.331034392118454, 0.3945577144622803, 0.13245026767253876, 0.18749991059303284, 0.37179476022720337, 0.161290243268013, 0.2340424805879593, 0.1855669468641281, 0.3308269679546356, 0.45833322405815125, 0.3167419731616974, 0.21965309977531433, 0.5388599634170532, 0.49999988079071045, 0.3208555281162262, 0.5119045972824097, 0.5918366312980652, 0.29473677277565, 0.2758619785308838, 0.2121211439371109, 0.43555545806884766, 0.2765956521034241, 0.3999998867511749, 0.2389935851097107, 0.2829267382621765, 0.30697670578956604, 0.30097079277038574, 0.13025206327438354, 0.23384609818458557, 0.19444438815116882, 0.26395928859710693, 0.49729716777801514, 0.2597401440143585, 0.5121950507164001, 0.2541435658931732, 0.30996301770210266, 0.17629174888134003, 0.20987647771835327, 0.19004517793655396, 0.3832334280014038, 0.4629628360271454, 0.3931623101234436, 0.15160346031188965, 0.2193547636270523, 0.5258214473724365, 0.5853657722473145, 0.502923846244812, 0.1107010543346405, 0.4177214503288269, 0.31632643938064575, 0.30851057171821594, 0.23913034796714783, 0.7231636643409729, 0.4190475046634674, 0.486772358417511, 0.3529410660266876, 0.1256038099527359, 0.17964066565036774, 0.1809954047203064, 0.28482964634895325, 0.7255812287330627, 0.5225224494934082, 0.3636362552642822, 0.6299998760223389, 0.13138681650161743, 0.35135123133659363, 0.13422814011573792, 0.5592415928840637, 0.6530610918998718, 0.1862744390964508, 0.12987005710601807, 0.30331745743751526, 0.17171710729599, 0.2815883457660675, 0.6358972787857056, 0.3217390477657318, 0.15384607017040253, 0.39705875515937805, 0.3820223808288574, 0.3465345501899719, 0.06837603449821472, 0.35443025827407837, 0.3764704465866089, 0.5333331823348999, 0.09580832719802856, 0.1717790812253952, 0.5977010130882263, 0.43786972761154175, 0.2870812714099884, 0.2886596620082855, 0.14285708963871002, 0.19999991357326508 ], "time": 162.44204684346914, "param": [ { "p": 0.10324346274137497, "m": 1.0 }, { "p": 0.023279760032892227, "m": 1.0 }, { "p": 0.094415083527565, "m": 1.0 }, { "p": 0.0706741213798523, "m": 1.0 }, { "p": 0.1133878231048584, "m": 1.0 }, { "p": 0.03777676075696945, "m": 1.0 }, { "p": 0.06716152280569077, "m": 1.0 }, { "p": 0.10096636414527893, "m": 1.0 }, { "p": 0.06657470017671585, "m": 1.0 }, { "p": 0.06515435129404068, "m": 1.0 }, { "p": 0.051551349461078644, "m": 1.0 }, { "p": 0.0880347266793251, "m": 1.0 }, { "p": 0.08977694809436798, "m": 1.0 }, { "p": 0.028003016486763954, "m": 1.0 } ] }, { "epoch": 31, "train_loss": 5.5012526512146, "val_loss": 2.7514946460723877, "acc": 32.26, "f1": [ 0.4967319071292877, 0.37125736474990845, 0.2690582275390625, 0.12698407471179962, 0.10256402939558029, 0.24299058318138123, 0.37499991059303284, 0.34782594442367554, 0.28571420907974243, 0.42857131361961365, 0.12698407471179962, 0.2251655012369156, 0.3495144844055176, 0.18253962695598602, 0.2206895798444748, 0.24271836876869202, 0.28571417927742004, 0.44943806529045105, 0.3316582143306732, 0.22058817744255066, 0.5656563639640808, 0.4621847867965698, 0.30697670578956604, 0.5249998569488525, 0.5567008852958679, 0.20740734040737152, 0.24277448654174805, 0.17391300201416016, 0.29629620909690857, 0.314606636762619, 0.44559577107429504, 0.26845628023147583, 0.275229275226593, 0.2999999225139618, 0.34389129281044006, 0.1912349909543991, 0.32402223348617554, 0.1811320185661316, 0.16774186491966248, 0.47115376591682434, 0.24117639660835266, 0.5918366312980652, 0.14516125619411469, 0.2914571762084961, 0.15662643313407898, 0.16997162997722626, 0.2436974197626114, 0.4588233530521393, 0.39860132336616516, 0.43362823128700256, 0.0707964226603508, 0.319248765707016, 0.6120688319206238, 0.5321099162101746, 0.49999988079071045, 0.13496927917003632, 0.5410627126693726, 0.3065692186355591, 0.27118638157844543, 0.3088802397251129, 0.7040814757347107, 0.3111110031604767, 0.4279474914073944, 0.3636362552642822, 0.09523803740739822, 0.2345678210258484, 0.2091502696275711, 0.3301886022090912, 0.7342994213104248, 0.5038759112358093, 0.40764322876930237, 0.5579397678375244, 0.14634142816066742, 0.30769217014312744, 0.12307687103748322, 0.5701355934143066, 0.5277776122093201, 0.05607474222779274, 0.19277101755142212, 0.2578124403953552, 0.13173647224903107, 0.24864859879016876, 0.6442306041717529, 0.30097079277038574, 0.1052631139755249, 0.41314542293548584, 0.3743841052055359, 0.31884047389030457, 0.15384608507156372, 0.3121018409729004, 0.23611101508140564, 0.37499991059303284, 0.16883111000061035, 0.19636358320713043, 0.5476189255714417, 0.4204544126987457, 0.13533830642700195, 0.291139155626297, 0.11518317461013794, 0.290502667427063 ], "time": 158.56029008235782, "param": [ { "p": 0.09918192774057388, "m": 1.0 }, { "p": 0.04748643934726715, "m": 1.0 }, { "p": 0.11454035341739655, "m": 1.0 }, { "p": 0.053374260663986206, "m": 1.0 }, { "p": 0.07420811057090759, "m": 1.0 }, { "p": 0.05793113633990288, "m": 1.0 }, { "p": 0.06685938686132431, "m": 1.0 }, { "p": 0.06871125847101212, "m": 1.0 }, { "p": 0.038440294563770294, "m": 1.0 }, { "p": 0.06391642987728119, "m": 1.0 }, { "p": 0.04294607415795326, "m": 1.0 }, { "p": 0.13637031614780426, "m": 1.0 }, { "p": 0.13531582057476044, "m": 1.0 }, { "p": 0.0007182113477028906, "m": 1.0 } ] }, { "epoch": 32, "train_loss": 4.807408332824707, "val_loss": 2.8563966751098633, "acc": 32.64, "f1": [ 0.6255922317504883, 0.41666656732559204, 0.2340424805879593, 0.2127659022808075, 0.0869564637541771, 0.26881712675094604, 0.4090908467769623, 0.41935470700263977, 0.30366483330726624, 0.42051267623901367, 0.20512813329696655, 0.15770603716373444, 0.3440859317779541, 0.2192690670490265, 0.2366863340139389, 0.14864858984947205, 0.28571417927742004, 0.4951455295085907, 0.3195875287055969, 0.22666659951210022, 0.5662649273872375, 0.44559577107429504, 0.306122362613678, 0.4567900002002716, 0.5714284777641296, 0.2036363184452057, 0.2574256360530853, 0.2127658873796463, 0.4210525155067444, 0.2686566412448883, 0.3195265531539917, 0.27715346217155457, 0.3097344636917114, 0.3166666030883789, 0.30594897270202637, 0.15384608507156372, 0.2622950077056885, 0.2328357696533203, 0.2612611949443817, 0.4886876940727234, 0.3399999141693115, 0.5302324295043945, 0.23287664353847504, 0.29677411913871765, 0.1818181276321411, 0.2389935851097107, 0.15189866721630096, 0.4014597535133362, 0.43881845474243164, 0.37305691838264465, 0.19780214130878448, 0.2374998927116394, 0.566523551940918, 0.6078430414199829, 0.5235601663589478, 0.09999995678663254, 0.49999988079071045, 0.2801302373409271, 0.26666656136512756, 0.161290243268013, 0.7195766568183899, 0.43786972761154175, 0.4408600926399231, 0.3636362850666046, 0.12499994039535522, 0.19753079116344452, 0.11518317461013794, 0.2962961792945862, 0.7164177894592285, 0.5614033341407776, 0.4262293577194214, 0.47560960054397583, 0.11299428343772888, 0.37623751163482666, 0.13924044370651245, 0.5752211213111877, 0.5555554032325745, 0.07352935522794724, 0.2420748621225357, 0.1061946451663971, 0.1497325599193573, 0.2914979159832001, 0.6415092945098877, 0.2784809172153473, 0.21343867480754852, 0.4541061818599701, 0.4198893904685974, 0.36134445667266846, 0.15116271376609802, 0.31627896428108215, 0.1940297782421112, 0.5030673146247864, 0.17757000029087067, 0.18823520839214325, 0.5174823999404907, 0.42156851291656494, 0.23602473735809326, 0.24104228615760803, 0.1307188868522644, 0.2804426848888397 ], "time": 161.80340308975428, "param": [ { "p": 0.0971800684928894, "m": 1.0 }, { "p": 0.029276972636580467, "m": 1.0 }, { "p": 0.1034514456987381, "m": 1.0 }, { "p": 0.04268918186426163, "m": 1.0 }, { "p": 0.10051240026950836, "m": 1.0 }, { "p": 0.05603248253464699, "m": 1.0 }, { "p": 0.0684095174074173, "m": 1.0 }, { "p": 0.07663551717996597, "m": 1.0 }, { "p": 0.07424870878458023, "m": 1.0 }, { "p": 0.07414577901363373, "m": 1.0 }, { "p": 0.0570005439221859, "m": 1.0 }, { "p": 0.10478278249502182, "m": 1.0 }, { "p": 0.10860975086688995, "m": 1.0 }, { "p": 0.007024701219052076, "m": 1.0 } ] }, { "epoch": 33, "train_loss": 4.721386909484863, "val_loss": 2.7817413806915283, "acc": 32.96, "f1": [ 0.602620005607605, 0.39495787024497986, 0.2588233947753906, 0.211055189371109, 0.14678892493247986, 0.2406638264656067, 0.4260353744029999, 0.3144652843475342, 0.3024389147758484, 0.4113473892211914, 0.14728675782680511, 0.17610056698322296, 0.35294109582901, 0.20353974401950836, 0.24050623178482056, 0.14857135713100433, 0.30281683802604675, 0.49999988079071045, 0.26484012603759766, 0.2541435658931732, 0.5846152901649475, 0.4788731336593628, 0.2774565517902374, 0.5182185173034668, 0.5775399804115295, 0.22429899871349335, 0.16265057027339935, 0.18884113430976868, 0.4577113389968872, 0.329268217086792, 0.3736262619495392, 0.2976189851760864, 0.2898550033569336, 0.2826665937900543, 0.3060108423233032, 0.17624516785144806, 0.29752060770988464, 0.22916659712791443, 0.2629106938838959, 0.4827585518360138, 0.320441871881485, 0.5258214473724365, 0.23622041940689087, 0.25301194190979004, 0.22499993443489075, 0.15602830052375793, 0.2312137931585312, 0.3646112382411957, 0.4795917272567749, 0.3999998867511749, 0.210526242852211, 0.24999991059303284, 0.4269661605358124, 0.5321099162101746, 0.4624998867511749, 0.15189868211746216, 0.4799998700618744, 0.2413792610168457, 0.3786981403827667, 0.15999993681907654, 0.6506022810935974, 0.43956032395362854, 0.497175008058548, 0.33333325386047363, 0.09790203720331192, 0.23463678359985352, 0.18497103452682495, 0.348314493894577, 0.6134452819824219, 0.5396823883056641, 0.36575865745544434, 0.5882351398468018, 0.10526309162378311, 0.3529410660266876, 0.11764701455831528, 0.590908944606781, 0.595959484577179, 0.1839999407529831, 0.25870639085769653, 0.2945735454559326, 0.08888883143663406, 0.29581987857818604, 0.6298341155052185, 0.31638407707214355, 0.21686740219593048, 0.38028159737586975, 0.3659573495388031, 0.37373724579811096, 0.1938774734735489, 0.36704114079475403, 0.2968197166919708, 0.5071768760681152, 0.16080394387245178, 0.20338977873325348, 0.5492226481437683, 0.39106133580207825, 0.22702695429325104, 0.37735840678215027, 0.06349202245473862, 0.27814561128616333 ], "time": 162.3067133082077, "param": [ { "p": 0.09950536489486694, "m": 1.0 }, { "p": 0.0381869412958622, "m": 1.0 }, { "p": 0.10529638081789017, "m": 1.0 }, { "p": 0.05607132613658905, "m": 1.0 }, { "p": 0.09155628830194473, "m": 1.0 }, { "p": 0.039666399359703064, "m": 1.0 }, { "p": 0.05233890190720558, "m": 1.0 }, { "p": 0.08514656871557236, "m": 1.0 }, { "p": 0.06844462454319, "m": 1.0 }, { "p": 0.0749739482998848, "m": 1.0 }, { "p": 0.06724323332309723, "m": 1.0 }, { "p": 0.0881410613656044, "m": 1.0 }, { "p": 0.11498837172985077, "m": 1.0 }, { "p": 0.018440552055835724, "m": 1.0 } ] }, { "epoch": 34, "train_loss": 5.2644147872924805, "val_loss": 2.717095375061035, "acc": 33.96, "f1": [ 0.589040994644165, 0.432748407125473, 0.2660549581050873, 0.21518979966640472, 0.15209119021892548, 0.21495321393013, 0.40206170082092285, 0.3369564116001129, 0.32579174637794495, 0.36206886172294617, 0.1395348161458969, 0.20512813329696655, 0.35616424679756165, 0.2165604531764984, 0.25730982422828674, 0.16494840383529663, 0.2934781610965729, 0.46938762068748474, 0.31999990344047546, 0.2660549581050873, 0.4081632196903229, 0.4733726978302002, 0.2944161295890808, 0.4745761454105377, 0.5470851063728333, 0.23350247740745544, 0.2676055133342743, 0.20425525307655334, 0.38497641682624817, 0.28402355313301086, 0.3999998867511749, 0.22535203397274017, 0.2999999225139618, 0.30851057171821594, 0.35856562852859497, 0.2018347978591919, 0.2888887822628021, 0.20487797260284424, 0.19875767827033997, 0.4417177140712738, 0.2758619785308838, 0.5248867273330688, 0.2933332622051239, 0.304526686668396, 0.21097040176391602, 0.14705875515937805, 0.19191910326480865, 0.5098037719726562, 0.4484303891658783, 0.4385963976383209, 0.16374263167381287, 0.29906532168388367, 0.4905658960342407, 0.5765764713287354, 0.5434780716896057, 0.1194029375910759, 0.5125626921653748, 0.34364253282546997, 0.3363635540008545, 0.3315507173538208, 0.6637166738510132, 0.4260868728160858, 0.46017688512802124, 0.3411763310432434, 0.05357140302658081, 0.23938217759132385, 0.13043473660945892, 0.3490908443927765, 0.6206895112991333, 0.5153372287750244, 0.4155843257904053, 0.6126124858856201, 0.11842100322246552, 0.4044942855834961, 0.09271517395973206, 0.6099998950958252, 0.6274508833885193, 0.15533974766731262, 0.28925609588623047, 0.3157894015312195, 0.1052631139755249, 0.28571420907974243, 0.6666665077209473, 0.304526686668396, 0.14285707473754883, 0.3924049437046051, 0.3703702688217163, 0.33816415071487427, 0.14893612265586853, 0.3383083641529083, 0.2840908169746399, 0.39860132336616516, 0.085470050573349, 0.1818181276321411, 0.5747125148773193, 0.45569613575935364, 0.24324317276477814, 0.30621999502182007, 0.11111105233430862, 0.2624998986721039 ], "time": 162.80625159014016, "param": [ { "p": 0.09423600137233734, "m": 1.0 }, { "p": 0.029438195750117302, "m": 1.0 }, { "p": 0.08829008042812347, "m": 1.0 }, { "p": 0.07607483863830566, "m": 1.0 }, { "p": 0.09122425317764282, "m": 1.0 }, { "p": 0.05747207999229431, "m": 1.0 }, { "p": 0.04365072026848793, "m": 1.0 }, { "p": 0.08239983022212982, "m": 1.0 }, { "p": 0.07455369830131531, "m": 1.0 }, { "p": 0.0645565539598465, "m": 1.0 }, { "p": 0.07137426733970642, "m": 1.0 }, { "p": 0.0973224863409996, "m": 1.0 }, { "p": 0.10572554916143417, "m": 1.0 }, { "p": 0.023681428283452988, "m": 1.0 } ] }, { "epoch": 35, "train_loss": 4.893486976623535, "val_loss": 2.830834150314331, "acc": 34.47, "f1": [ 0.6238530874252319, 0.3755457401275635, 0.29702961444854736, 0.21848732233047485, 0.08823523670434952, 0.26056331396102905, 0.41573023796081543, 0.42857128381729126, 0.3165466785430908, 0.45348823070526123, 0.2176869958639145, 0.24324317276477814, 0.34042540192604065, 0.2477063536643982, 0.2256409376859665, 0.2095237374305725, 0.2909089922904968, 0.4207119047641754, 0.28025469183921814, 0.2006269097328186, 0.5493561029434204, 0.4569287598133087, 0.324607253074646, 0.5608464479446411, 0.5749999284744263, 0.20987647771835327, 0.23963125050067902, 0.2371133416891098, 0.4179103374481201, 0.28571420907974243, 0.29230761528015137, 0.274914026260376, 0.2976189851760864, 0.3203882575035095, 0.322274774312973, 0.1407034695148468, 0.30278873443603516, 0.206060528755188, 0.2333332598209381, 0.5189871788024902, 0.30621999502182007, 0.6081869602203369, 0.29473674297332764, 0.2909089922904968, 0.13333328068256378, 0.18421046435832977, 0.22660093009471893, 0.45714274048805237, 0.45398759841918945, 0.3625729978084564, 0.16666661202907562, 0.24427472054958344, 0.5964910984039307, 0.5786800384521484, 0.5291004180908203, 0.03773583099246025, 0.4978901743888855, 0.3693692684173584, 0.33992087841033936, 0.3037973642349243, 0.6907215118408203, 0.42253512144088745, 0.5189187526702881, 0.35643553733825684, 0.1499999314546585, 0.27555546164512634, 0.1524663120508194, 0.3344946801662445, 0.6488887667655945, 0.5374448299407959, 0.39130425453186035, 0.6040815114974976, 0.14814810454845428, 0.36082467436790466, 0.17518241703510284, 0.594594419002533, 0.625640869140625, 0.09090903401374817, 0.20300747454166412, 0.33333325386047363, 0.14379078149795532, 0.30350184440612793, 0.6666665077209473, 0.3878786563873291, 0.22772268950939178, 0.4190475046634674, 0.4489794969558716, 0.3549782335758209, 0.18947362899780273, 0.3669723868370056, 0.26666656136512756, 0.5031445622444153, 0.16766461730003357, 0.20973777770996094, 0.5454543828964233, 0.46938762068748474, 0.278787761926651, 0.2508959472179413, 0.14705877006053925, 0.27631568908691406 ], "time": 158.5213262718171, "param": [ { "p": 0.1083044782280922, "m": 1.0 }, { "p": 0.0329119935631752, "m": 1.0 }, { "p": 0.09620855748653412, "m": 1.0 }, { "p": 0.07016605883836746, "m": 1.0 }, { "p": 0.09036035090684891, "m": 1.0 }, { "p": 0.041837915778160095, "m": 1.0 }, { "p": 0.07812396436929703, "m": 1.0 }, { "p": 0.0809694454073906, "m": 1.0 }, { "p": 0.08040866255760193, "m": 1.0 }, { "p": 0.06126977875828743, "m": 1.0 }, { "p": 0.05787902697920799, "m": 1.0 }, { "p": 0.09394483268260956, "m": 1.0 }, { "p": 0.10691943764686584, "m": 1.0 }, { "p": 0.0006954993004910648, "m": 1.0 } ] }, { "epoch": 36, "train_loss": 4.5511651039123535, "val_loss": 2.926158905029297, "acc": 34.5, "f1": [ 0.5784311890602112, 0.45685264468193054, 0.2025315761566162, 0.22155681252479553, 0.08433729410171509, 0.28571420907974243, 0.37908485531806946, 0.39153432846069336, 0.331707239151001, 0.4020099639892578, 0.09599995613098145, 0.2589927613735199, 0.33333322405815125, 0.2208588421344757, 0.21874994039535522, 0.2127658873796463, 0.31632643938064575, 0.4639998972415924, 0.3508771061897278, 0.2890172600746155, 0.526829183101654, 0.504132091999054, 0.30999991297721863, 0.5376343131065369, 0.5679998993873596, 0.19672125577926636, 0.28947359323501587, 0.20571422576904297, 0.43298953771591187, 0.2972972095012665, 0.3846152722835541, 0.29249006509780884, 0.3076922297477722, 0.3076922297477722, 0.3414633274078369, 0.20377352833747864, 0.3399999141693115, 0.23076915740966797, 0.22222214937210083, 0.4662575423717499, 0.3529410660266876, 0.4978164732456207, 0.2991451919078827, 0.33606547117233276, 0.20689649879932404, 0.17391297221183777, 0.2333332598209381, 0.44198882579803467, 0.45197728276252747, 0.38150280714035034, 0.19459453225135803, 0.2745096981525421, 0.6071427464485168, 0.5544553399085999, 0.4913792312145233, 0.14857135713100433, 0.5371427536010742, 0.3628317713737488, 0.31999990344047546, 0.31999990344047546, 0.7099998593330383, 0.372548907995224, 0.474226713180542, 0.3917524814605713, 0.1317829042673111, 0.18779337406158447, 0.1509433388710022, 0.33476385474205017, 0.6979165077209473, 0.5479451417922974, 0.43555545806884766, 0.5829595327377319, 0.13270136713981628, 0.39784935116767883, 0.13333328068256378, 0.5323193669319153, 0.6666665077209473, 0.17391297221183777, 0.19753079116344452, 0.29677411913871765, 0.13740451633930206, 0.31428563594818115, 0.6700506210327148, 0.32191771268844604, 0.21192045509815216, 0.39004138112068176, 0.3351350426673889, 0.37305691838264465, 0.12565438449382782, 0.36269423365592957, 0.3260868787765503, 0.4210525453090668, 0.12643671035766602, 0.2105262577533722, 0.4245809316635132, 0.4020099639892578, 0.31535258889198303, 0.27428561449050903, 0.09929072856903076, 0.31055888533592224 ], "time": 163.1405803989619, "param": [ { "p": 0.1095234602689743, "m": 1.0 }, { "p": 0.028472278267145157, "m": 1.0 }, { "p": 0.0943022146821022, "m": 1.0 }, { "p": 0.08211769908666611, "m": 1.0 }, { "p": 0.10257275402545929, "m": 1.0 }, { "p": 0.021485285833477974, "m": 1.0 }, { "p": 0.08109056949615479, "m": 1.0 }, { "p": 0.07737777382135391, "m": 1.0 }, { "p": 0.05440307781100273, "m": 1.0 }, { "p": 0.06569810956716537, "m": 1.0 }, { "p": 0.06116630136966705, "m": 1.0 }, { "p": 0.10750988125801086, "m": 1.0 }, { "p": 0.10498315840959549, "m": 1.0 }, { "p": 0.009297408163547516, "m": 1.0 } ] }, { "epoch": 37, "train_loss": 4.856263637542725, "val_loss": 2.723175048828125, "acc": 33.76, "f1": [ 0.5844154953956604, 0.413043349981308, 0.20645155012607574, 0.20779214799404144, 0.11999993026256561, 0.24999989569187164, 0.3974357545375824, 0.34374991059303284, 0.30057793855667114, 0.44311365485191345, 0.17391295731067657, 0.13675208389759064, 0.3666665554046631, 0.22660093009471893, 0.25210076570510864, 0.16113737225532532, 0.3232322335243225, 0.4291844367980957, 0.3644067049026489, 0.2723403573036194, 0.5714284777641296, 0.5242717266082764, 0.3131312429904938, 0.5621620416641235, 0.49090901017189026, 0.23030294477939606, 0.22966498136520386, 0.2167486995458603, 0.39837390184402466, 0.23115570843219757, 0.37918204069137573, 0.2816900908946991, 0.28965505957603455, 0.2842104732990265, 0.32989683747291565, 0.14864858984947205, 0.3351954519748688, 0.18118460476398468, 0.21402208507061005, 0.4805193543434143, 0.26277366280555725, 0.5060240030288696, 0.3084111213684082, 0.3269961178302765, 0.20325198769569397, 0.14545448124408722, 0.23863628506660461, 0.4279474914073944, 0.35692301392555237, 0.3837208151817322, 0.16528919339179993, 0.28699544072151184, 0.5714284777641296, 0.589371919631958, 0.47826072573661804, 0.17877088487148285, 0.47970473766326904, 0.3409090042114258, 0.2588234543800354, 0.29508185386657715, 0.6775954961776733, 0.43956032395362854, 0.4651161730289459, 0.35294109582901, 0.08955218642950058, 0.17218534648418427, 0.13924044370651245, 0.2767294645309448, 0.727272629737854, 0.5207098722457886, 0.3744291365146637, 0.5658535361289978, 0.11688306927680969, 0.38095229864120483, 0.1398600935935974, 0.5779815316200256, 0.5887445211410522, 0.11612897366285324, 0.2535210847854614, 0.2560552954673767, 0.18315012753009796, 0.280373752117157, 0.6315788626670837, 0.3414633274078369, 0.2528734505176544, 0.42452818155288696, 0.3502824008464813, 0.41935470700263977, 0.11764701455831528, 0.34394899010658264, 0.2751321792602539, 0.5513511896133423, 0.1762113720178604, 0.14201176166534424, 0.5161288976669312, 0.43181803822517395, 0.3148147463798523, 0.2845187783241272, 0.14130428433418274, 0.32335323095321655 ], "time": 162.00877009052783, "param": [ { "p": 0.10134539753198624, "m": 1.0 }, { "p": 0.01871683821082115, "m": 1.0 }, { "p": 0.08560016006231308, "m": 1.0 }, { "p": 0.07791520655155182, "m": 1.0 }, { "p": 0.09928165376186371, "m": 1.0 }, { "p": 0.04090409725904465, "m": 1.0 }, { "p": 0.040013138204813004, "m": 1.0 }, { "p": 0.07898690551519394, "m": 1.0 }, { "p": 0.0778377577662468, "m": 1.0 }, { "p": 0.07983628660440445, "m": 1.0 }, { "p": 0.07301390916109085, "m": 1.0 }, { "p": 0.10399726033210754, "m": 1.0 }, { "p": 0.09046544134616852, "m": 1.0 }, { "p": 0.03208591043949127, "m": 1.0 } ] }, { "epoch": 38, "train_loss": 4.479942321777344, "val_loss": 2.586885929107666, "acc": 34.01, "f1": [ 0.6099998950958252, 0.38190943002700806, 0.2065216600894928, 0.2165604531764984, 0.1422593742609024, 0.2295081466436386, 0.3352600038051605, 0.3763439953327179, 0.3383083641529083, 0.4640882611274719, 0.119999960064888, 0.2127659022808075, 0.39583319425582886, 0.23853203654289246, 0.21518979966640472, 0.23497261106967926, 0.3119265139102936, 0.4954127371311188, 0.31645557284355164, 0.20437948405742645, 0.5688887238502502, 0.5081079602241516, 0.2995593845844269, 0.35714274644851685, 0.5607475638389587, 0.22966498136520386, 0.2782607972621918, 0.19689112901687622, 0.46788978576660156, 0.2972972095012665, 0.43548381328582764, 0.2999999225139618, 0.3170730471611023, 0.3675212860107422, 0.3089430034160614, 0.15310998260974884, 0.3675675094127655, 0.13675208389759064, 0.22831043601036072, 0.47524741291999817, 0.31249991059303284, 0.572916567325592, 0.2845187783241272, 0.3272726535797119, 0.19827578961849213, 0.18461529910564423, 0.22881349921226501, 0.4230768382549286, 0.4662575423717499, 0.35978829860687256, 0.21686740219593048, 0.2236841470003128, 0.6390039920806885, 0.5526314973831177, 0.4799998998641968, 0.16030527651309967, 0.5243901014328003, 0.3502824008464813, 0.32034626603126526, 0.3208555281162262, 0.6428569555282593, 0.4269661605358124, 0.46351921558380127, 0.2676767110824585, 0.03571426123380661, 0.220779150724411, 0.15533974766731262, 0.3456788659095764, 0.6851851344108582, 0.48648643493652344, 0.39864856004714966, 0.4602739214897156, 0.12676051259040833, 0.35483860969543457, 0.15859025716781616, 0.6086955070495605, 0.5882351398468018, 0.13733899593353271, 0.09230764210224152, 0.33333322405815125, 0.09333327412605286, 0.33333322405815125, 0.6602869629859924, 0.26984119415283203, 0.2193547636270523, 0.411984920501709, 0.3225805461406708, 0.3139533996582031, 0.17142853140830994, 0.35643553733825684, 0.3157893717288971, 0.466666579246521, 0.0672268494963646, 0.2165604531764984, 0.5824174284934998, 0.30769219994544983, 0.2767294645309448, 0.2941175699234009, 0.031007712706923485, 0.31506839394569397 ], "time": 162.33228413574398, "param": [ { "p": 0.0998443067073822, "m": 1.0 }, { "p": 0.047673456370830536, "m": 1.0 }, { "p": 0.09030130505561829, "m": 1.0 }, { "p": 0.061602819710969925, "m": 1.0 }, { "p": 0.10467319935560226, "m": 1.0 }, { "p": 0.061046287417411804, "m": 1.0 }, { "p": 0.042514950037002563, "m": 1.0 }, { "p": 0.09557860344648361, "m": 1.0 }, { "p": 0.05098794773221016, "m": 1.0 }, { "p": 0.07095400989055634, "m": 1.0 }, { "p": 0.0645236000418663, "m": 1.0 }, { "p": 0.09056196361780167, "m": 1.0 }, { "p": 0.10451333969831467, "m": 1.0 }, { "p": 0.015224143862724304, "m": 1.0 } ] }, { "epoch": 39, "train_loss": 4.947906494140625, "val_loss": 2.873887062072754, "acc": 34.32, "f1": [ 0.6378377079963684, 0.33333325386047363, 0.26666659116744995, 0.1748633086681366, 0.0645160898566246, 0.19696961343288422, 0.3636362552642822, 0.3474902808666229, 0.32124343514442444, 0.4230768084526062, 0.09859149903059006, 0.23204411566257477, 0.33333325386047363, 0.29629620909690857, 0.1911763846874237, 0.2204081267118454, 0.3157893717288971, 0.5099998712539673, 0.2985073924064636, 0.2236841470003128, 0.4372989535331726, 0.4823527932167053, 0.2914571762084961, 0.5161288976669312, 0.6041665077209473, 0.23204411566257477, 0.2264150083065033, 0.17391297221183777, 0.4487178325653076, 0.3063828945159912, 0.3966940939426422, 0.25185176730155945, 0.32888880372047424, 0.33928561210632324, 0.3179190158843994, 0.13008125126361847, 0.329268217086792, 0.2208588421344757, 0.2696628272533417, 0.49999988079071045, 0.37305691838264465, 0.6069650650024414, 0.24489787220954895, 0.3167419731616974, 0.1987951546907425, 0.18713442981243134, 0.15662643313407898, 0.4541061818599701, 0.3984062969684601, 0.396624356508255, 0.12121206521987915, 0.27083325386047363, 0.5862067937850952, 0.5546873807907104, 0.5411763787269592, 0.17821775376796722, 0.5021275877952576, 0.3456788957118988, 0.323809415102005, 0.29896897077560425, 0.6700506210327148, 0.42352932691574097, 0.434782475233078, 0.3804876506328583, 0.1642511636018753, 0.19883033633232117, 0.16993455588817596, 0.31205663084983826, 0.7014216780662537, 0.5254236459732056, 0.4782607853412628, 0.6126124858856201, 0.1509433388710022, 0.3409090042114258, 0.16149060428142548, 0.5641024708747864, 0.6060604453086853, 0.15686269104480743, 0.2727271616458893, 0.34394893050193787, 0.1716737449169159, 0.2714284658432007, 0.6699027419090271, 0.3846152722835541, 0.24277448654174805, 0.4031619727611542, 0.42168664932250977, 0.3826086223125458, 0.1279069036245346, 0.39148926734924316, 0.29126206040382385, 0.5125626921653748, 0.061538416892290115, 0.2048192322254181, 0.5283017754554749, 0.4299064576625824, 0.30952370166778564, 0.30107519030570984, 0.1185770183801651, 0.3026314675807953 ], "time": 163.4551538322121, "param": [ { "p": 0.09038414806127548, "m": 1.0 }, { "p": 0.04757293686270714, "m": 1.0 }, { "p": 0.1101694107055664, "m": 1.0 }, { "p": 0.08371128886938095, "m": 1.0 }, { "p": 0.08630873262882233, "m": 1.0 }, { "p": 0.035663098096847534, "m": 1.0 }, { "p": 0.08025726675987244, "m": 1.0 }, { "p": 0.060271114110946655, "m": 1.0 }, { "p": 0.06428719311952591, "m": 1.0 }, { "p": 0.06730148941278458, "m": 1.0 }, { "p": 0.06987103819847107, "m": 1.0 }, { "p": 0.08317938446998596, "m": 1.0 }, { "p": 0.08674676716327667, "m": 1.0 }, { "p": 0.03427603095769882, "m": 1.0 } ] }, { "epoch": 40, "train_loss": 4.491098880767822, "val_loss": 2.8543004989624023, "acc": 34.58, "f1": [ 0.6524062752723694, 0.38095229864120483, 0.29850736260414124, 0.210526242852211, 0.10582003742456436, 0.28440356254577637, 0.36046499013900757, 0.4044942855834961, 0.29885047674179077, 0.4249998927116394, 0.16049376130104065, 0.253807008266449, 0.37908485531806946, 0.23318377137184143, 0.22222214937210083, 0.22360241413116455, 0.29803910851478577, 0.5463916063308716, 0.25599992275238037, 0.3203882575035095, 0.6280191540718079, 0.4788731336593628, 0.318471223115921, 0.49999988079071045, 0.5800864696502686, 0.2578124403953552, 0.282828152179718, 0.19926193356513977, 0.419999897480011, 0.23529404401779175, 0.36633655428886414, 0.33699625730514526, 0.2888887822628021, 0.30409345030784607, 0.32599109411239624, 0.11382109671831131, 0.3066665530204773, 0.179775208234787, 0.24242419004440308, 0.44444435834884644, 0.2803029716014862, 0.5510202646255493, 0.2176164984703064, 0.368663489818573, 0.1932772397994995, 0.18719203770160675, 0.1991700679063797, 0.43564343452453613, 0.44339612126350403, 0.41314542293548584, 0.2236841470003128, 0.2914979159832001, 0.5564514994621277, 0.6139533519744873, 0.520408034324646, 0.1764705330133438, 0.4727271497249603, 0.3351954519748688, 0.358024537563324, 0.3346938192844391, 0.6632652282714844, 0.4387753903865814, 0.4873095452785492, 0.33789944648742676, 0.13698624074459076, 0.19393931329250336, 0.1391303837299347, 0.1403508186340332, 0.6532256603240967, 0.5539904832839966, 0.4593299925327301, 0.5607475638389587, 0.10738249123096466, 0.37864065170288086, 0.12676051259040833, 0.5454544425010681, 0.6732671856880188, 0.12162157148122787, 0.23414628207683563, 0.28685250878334045, 0.12698407471179962, 0.25748497247695923, 0.7071821689605713, 0.3804876506328583, 0.18947362899780273, 0.39301300048828125, 0.41573023796081543, 0.3473052978515625, 0.1683167666196823, 0.3445945084095001, 0.267147958278656, 0.5082871913909912, 0.13749992847442627, 0.23744283616542816, 0.5472635626792908, 0.351351261138916, 0.28947359323501587, 0.32298123836517334, 0.1368420422077179, 0.3215685188770294 ], "time": 161.85135678108782, "param": [ { "p": 0.10240869969129562, "m": 1.0 }, { "p": 0.025651806965470314, "m": 1.0 }, { "p": 0.10542208701372147, "m": 1.0 }, { "p": 0.06793568283319473, "m": 1.0 }, { "p": 0.08211648464202881, "m": 1.0 }, { "p": 0.017411140725016594, "m": 1.0 }, { "p": 0.08269734680652618, "m": 1.0 }, { "p": 0.09085745364427567, "m": 1.0 }, { "p": 0.06503885984420776, "m": 1.0 }, { "p": 0.06782978028059006, "m": 1.0 }, { "p": 0.07640428841114044, "m": 1.0 }, { "p": 0.08239530771970749, "m": 1.0 }, { "p": 0.10149367153644562, "m": 1.0 }, { "p": 0.0323372446000576, "m": 1.0 } ] }, { "epoch": 41, "train_loss": 4.387823581695557, "val_loss": 2.8214895725250244, "acc": 34.55, "f1": [ 0.6408838629722595, 0.37681150436401367, 0.27999991178512573, 0.22099439799785614, 0.10714280605316162, 0.2815532982349396, 0.3786981403827667, 0.29166656732559204, 0.29787224531173706, 0.45161277055740356, 0.16560502350330353, 0.20118334889411926, 0.3765689730644226, 0.28015556931495667, 0.21999992430210114, 0.16666659712791443, 0.2807016670703888, 0.45454537868499756, 0.2872926890850067, 0.3111110329627991, 0.5291478633880615, 0.5263157486915588, 0.25104594230651855, 0.5476189255714417, 0.595959484577179, 0.14977967739105225, 0.2872926890850067, 0.20320846140384674, 0.4599998891353607, 0.35443025827407837, 0.3804876506328583, 0.35359105467796326, 0.34554967284202576, 0.3478260040283203, 0.3389829695224762, 0.09790203720331192, 0.3409090042114258, 0.24175815284252167, 0.21917803585529327, 0.4855490028858185, 0.28571420907974243, 0.5948716402053833, 0.2730157971382141, 0.320441871881485, 0.1129031702876091, 0.21505369246006012, 0.1965811401605606, 0.43404245376586914, 0.4705881178379059, 0.3443707227706909, 0.22115376591682434, 0.2783504128456116, 0.5274723768234253, 0.566523551940918, 0.49999988079071045, 0.14193542301654816, 0.509090781211853, 0.39153432846069336, 0.28571420907974243, 0.39043813943862915, 0.684410572052002, 0.39583319425582886, 0.4347825050354004, 0.3231440484523773, 0.06369420886039734, 0.20560741424560547, 0.13502103090286255, 0.3195265531539917, 0.6742855310440063, 0.5685278177261353, 0.43349742889404297, 0.6372547745704651, 0.13173647224903107, 0.3627450466156006, 0.19631893932819366, 0.5714284181594849, 0.6249998807907104, 0.1548386514186859, 0.19631893932819366, 0.33532923460006714, 0.1990949511528015, 0.33050838112831116, 0.6785712838172913, 0.278026819229126, 0.20320846140384674, 0.3692306876182556, 0.4205606281757355, 0.382978618144989, 0.16279062628746033, 0.3268697261810303, 0.3087247312068939, 0.4953269362449646, 0.16766461730003357, 0.18309852480888367, 0.5233643651008606, 0.434782475233078, 0.2716048061847687, 0.3196720480918884, 0.18779337406158447, 0.3144652843475342 ], "time": 160.4975251024589, "param": [ { "p": 0.09178512543439865, "m": 1.0 }, { "p": 0.03492121025919914, "m": 1.0 }, { "p": 0.08535430580377579, "m": 1.0 }, { "p": 0.06656981259584427, "m": 1.0 }, { "p": 0.07737507671117783, "m": 1.0 }, { "p": 0.049771323800086975, "m": 1.0 }, { "p": 0.07293885201215744, "m": 1.0 }, { "p": 0.0887269377708435, "m": 1.0 }, { "p": 0.07204446941614151, "m": 1.0 }, { "p": 0.059042125940322876, "m": 1.0 }, { "p": 0.055776920169591904, "m": 1.0 }, { "p": 0.10222228616476059, "m": 1.0 }, { "p": 0.11976777762174606, "m": 1.0 }, { "p": 0.02370385266840458, "m": 1.0 } ] }, { "epoch": 42, "train_loss": 5.037259578704834, "val_loss": 2.467071056365967, "acc": 35.09, "f1": [ 0.6436780691146851, 0.4056602716445923, 0.22972965240478516, 0.24060142040252686, 0.13999994099140167, 0.26315784454345703, 0.4222221076488495, 0.34309613704681396, 0.29694315791130066, 0.4772725999355316, 0.14184391498565674, 0.23214277625083923, 0.3216782510280609, 0.239999920129776, 0.2485874742269516, 0.21468918025493622, 0.3348415493965149, 0.48927029967308044, 0.35918357968330383, 0.2761903405189514, 0.5882351398468018, 0.49579817056655884, 0.2967032194137573, 0.5306121110916138, 0.6099998950958252, 0.2521738111972809, 0.30409345030784607, 0.24615375697612762, 0.5026736855506897, 0.30232545733451843, 0.4306218922138214, 0.29940110445022583, 0.30120471119880676, 0.2895926535129547, 0.34389129281044006, 0.17112290859222412, 0.3523808717727661, 0.18300646543502808, 0.24154582619667053, 0.4491977095603943, 0.3267972767353058, 0.5315313935279846, 0.2954544425010681, 0.3320753574371338, 0.17073164880275726, 0.21463409066200256, 0.23030294477939606, 0.4372468888759613, 0.430769145488739, 0.390243798494339, 0.1675977110862732, 0.3441859781742096, 0.5224488377571106, 0.5283017754554749, 0.5232066512107849, 0.1528661698102951, 0.44444435834884644, 0.36601296067237854, 0.34309613704681396, 0.2389935851097107, 0.6311473846435547, 0.44776105880737305, 0.4242423176765442, 0.329268217086792, 0.12345672398805618, 0.15384607017040253, 0.19689112901687622, 0.2987011969089508, 0.6486485004425049, 0.5555554032325745, 0.45810040831565857, 0.5454544425010681, 0.15116271376609802, 0.3642856180667877, 0.14218004047870636, 0.6019416451454163, 0.633333146572113, 0.1546391248703003, 0.21983908116817474, 0.29585790634155273, 0.1635219305753708, 0.31088075041770935, 0.6787328720092773, 0.33460068702697754, 0.20125779509544373, 0.46586331725120544, 0.4365480840206146, 0.3157894015312195, 0.1648350954055786, 0.37004393339157104, 0.2767294645309448, 0.5024153590202332, 0.06756751239299774, 0.1240309551358223, 0.5798815488815308, 0.4145076870918274, 0.24719089269638062, 0.3216782510280609, 0.10975604504346848, 0.262857049703598 ], "time": 161.73342563584447, "param": [ { "p": 0.09362532198429108, "m": 1.0 }, { "p": 0.05326583608984947, "m": 1.0 }, { "p": 0.07869202643632889, "m": 1.0 }, { "p": 0.06234680488705635, "m": 1.0 }, { "p": 0.08667800575494766, "m": 1.0 }, { "p": 0.044821515679359436, "m": 1.0 }, { "p": 0.05709054321050644, "m": 1.0 }, { "p": 0.08415815979242325, "m": 1.0 }, { "p": 0.06395816057920456, "m": 1.0 }, { "p": 0.06820577383041382, "m": 1.0 }, { "p": 0.05651995167136192, "m": 1.0 }, { "p": 0.09550150483846664, "m": 1.0 }, { "p": 0.11043898016214371, "m": 1.0 }, { "p": 0.04469742998480797, "m": 1.0 } ] }, { "epoch": 43, "train_loss": 4.557275772094727, "val_loss": 2.537076711654663, "acc": 34.16, "f1": [ 0.5887095332145691, 0.37563440203666687, 0.31764698028564453, 0.22222213447093964, 0.1485147923231125, 0.2797201871871948, 0.3953487277030945, 0.36585354804992676, 0.33333325386047363, 0.45238080620765686, 0.1768706887960434, 0.23041465878486633, 0.32258057594299316, 0.22364212572574615, 0.2485874742269516, 0.1911763846874237, 0.2959640622138977, 0.49999988079071045, 0.34224584698677063, 0.28571417927742004, 0.5789472460746765, 0.4698793888092041, 0.2807016670703888, 0.5151513814926147, 0.5739909410476685, 0.2208588421344757, 0.25490185618400574, 0.24210518598556519, 0.38356152176856995, 0.31914883852005005, 0.387096643447876, 0.30864188075065613, 0.3260868787765503, 0.33476385474205017, 0.2797201871871948, 0.2244897335767746, 0.33333322405815125, 0.11842100322246552, 0.2295081466436386, 0.47120407223701477, 0.2745096981525421, 0.5155554413795471, 0.29906532168388367, 0.24675315618515015, 0.23255808651447296, 0.20359273254871368, 0.15189866721630096, 0.4561401903629303, 0.48888877034187317, 0.39631327986717224, 0.22352932393550873, 0.2471909523010254, 0.5494504570960999, 0.5999998450279236, 0.5238093733787537, 0.16326524317264557, 0.3999999761581421, 0.33918121457099915, 0.3069306015968323, 0.2597401440143585, 0.6666665077209473, 0.3832334280014038, 0.4729062616825104, 0.37373724579811096, 0.11834313720464706, 0.26900574564933777, 0.14444437623023987, 0.33497530221939087, 0.6607141494750977, 0.4530743658542633, 0.33333322405815125, 0.5476189851760864, 0.17391297221183777, 0.37333327531814575, 0.16033749282360077, 0.5627704858779907, 0.6826345324516296, 0.1290321946144104, 0.16766461730003357, 0.2676055133342743, 0.1129031702876091, 0.2754489779472351, 0.7253884673118591, 0.3216782510280609, 0.21428564190864563, 0.39446356892585754, 0.4313724637031555, 0.3763439953327179, 0.18404902517795563, 0.2891565263271332, 0.26086947321891785, 0.445282906293869, 0.15384607017040253, 0.17460311949253082, 0.5999998450279236, 0.42780739068984985, 0.3441859781742096, 0.3096773326396942, 0.09929072856903076, 0.20134222507476807 ], "time": 160.40952470339835, "param": [ { "p": 0.10912083834409714, "m": 1.0 }, { "p": 0.049566514790058136, "m": 1.0 }, { "p": 0.09654449671506882, "m": 1.0 }, { "p": 0.06664306670427322, "m": 1.0 }, { "p": 0.08973686397075653, "m": 1.0 }, { "p": 0.0007494878955185413, "m": 1.0 }, { "p": 0.08088647574186325, "m": 1.0 }, { "p": 0.0934961587190628, "m": 1.0 }, { "p": 0.05062633752822876, "m": 1.0 }, { "p": 0.07601486891508102, "m": 1.0 }, { "p": 0.055607352405786514, "m": 1.0 }, { "p": 0.10019849985837936, "m": 1.0 }, { "p": 0.10101039707660675, "m": 1.0 }, { "p": 0.029798666015267372, "m": 1.0 } ] }, { "epoch": 44, "train_loss": 4.755436420440674, "val_loss": 2.909702777862549, "acc": 33.75, "f1": [ 0.6126124858856201, 0.3344708979129791, 0.21719448268413544, 0.20454540848731995, 0.119999960064888, 0.21839071810245514, 0.3374998867511749, 0.3478259742259979, 0.3240739703178406, 0.4028776288032532, 0.11881181597709656, 0.228260800242424, 0.35365843772888184, 0.24418595433235168, 0.25517234206199646, 0.24615377187728882, 0.3096233606338501, 0.539215624332428, 0.3301886022090912, 0.2592591643333435, 0.5747125148773193, 0.41721847653388977, 0.2869197428226471, 0.5146197080612183, 0.4999999403953552, 0.15714280307292938, 0.24107137322425842, 0.11111106723546982, 0.4331796169281006, 0.31914883852005005, 0.3285713195800781, 0.29752060770988464, 0.2898550033569336, 0.3043477535247803, 0.32804223895072937, 0.13888882100582123, 0.29702961444854736, 0.13333328068256378, 0.21590900421142578, 0.5136610269546509, 0.2723403573036194, 0.5652172565460205, 0.23478256165981293, 0.26666659116744995, 0.17708326876163483, 0.16999994218349457, 0.22222216427326202, 0.4174756109714508, 0.49999988079071045, 0.4195120930671692, 0.18633535504341125, 0.26600977778434753, 0.5689654350280762, 0.5034482479095459, 0.5454543828964233, 0.1379309743642807, 0.4549018442630768, 0.34234222769737244, 0.2840908169746399, 0.2829267382621765, 0.6816141605377197, 0.34482747316360474, 0.4409447908401489, 0.3521125614643097, 0.05714283511042595, 0.17931029200553894, 0.09890103340148926, 0.33962252736091614, 0.6892654895782471, 0.5730335712432861, 0.43930622935295105, 0.5727270841598511, 0.09790203720331192, 0.34999990463256836, 0.14906825125217438, 0.5978259444236755, 0.5972849726676941, 0.17964066565036774, 0.235690176486969, 0.2517482042312622, 0.0645160898566246, 0.29864245653152466, 0.6759257912635803, 0.3025209605693817, 0.17142851650714874, 0.45714274048805237, 0.37349388003349304, 0.334727942943573, 0.145695298910141, 0.33755266666412354, 0.2681563198566437, 0.5225224494934082, 0.1548386514186859, 0.21198150515556335, 0.4732823669910431, 0.44943806529045105, 0.30270257592201233, 0.28571417927742004, 0.13333328068256378, 0.22388054430484772 ], "time": 157.78967325016856, "param": [ { "p": 0.09693342447280884, "m": 1.0 }, { "p": 0.01616983488202095, "m": 1.0 }, { "p": 0.07695189118385315, "m": 1.0 }, { "p": 0.07179682701826096, "m": 1.0 }, { "p": 0.10435114800930023, "m": 1.0 }, { "p": 0.05192292109131813, "m": 1.0 }, { "p": 0.07858550548553467, "m": 1.0 }, { "p": 0.08865334838628769, "m": 1.0 }, { "p": 0.059442002326250076, "m": 1.0 }, { "p": 0.07348612695932388, "m": 1.0 }, { "p": 0.06831452995538712, "m": 1.0 }, { "p": 0.09391070902347565, "m": 1.0 }, { "p": 0.099934421479702, "m": 1.0 }, { "p": 0.019547313451766968, "m": 1.0 } ] }, { "epoch": 45, "train_loss": 4.676291465759277, "val_loss": 2.787062168121338, "acc": 35.44, "f1": [ 0.59227454662323, 0.3882351815700531, 0.22325573861598969, 0.21596238017082214, 0.13407814502716064, 0.23966935276985168, 0.4069766402244568, 0.368663489818573, 0.34482747316360474, 0.43055543303489685, 0.1219511553645134, 0.24509796500205994, 0.4226802885532379, 0.22222213447093964, 0.2275448441505432, 0.2403845638036728, 0.3157893717288971, 0.49765241146087646, 0.3440859317779541, 0.24580998718738556, 0.5936071872711182, 0.4974091649055481, 0.3517586886882782, 0.4594593644142151, 0.6106193661689758, 0.2100839763879776, 0.25112098455429077, 0.23809516429901123, 0.4495411515235901, 0.3168315887451172, 0.35675665736198425, 0.35643553733825684, 0.30999991297721863, 0.36180898547172546, 0.3982299864292145, 0.1325300633907318, 0.32231393456459045, 0.1799999475479126, 0.2181817591190338, 0.5145629644393921, 0.2888887822628021, 0.644067645072937, 0.22950810194015503, 0.33210325241088867, 0.20547938346862793, 0.1675977110862732, 0.19607838988304138, 0.4685713052749634, 0.5098037719726562, 0.36871495842933655, 0.2025315761566162, 0.32978713512420654, 0.5992778539657593, 0.5363982915878296, 0.47899147868156433, 0.17525766789913177, 0.5084744691848755, 0.36470577120780945, 0.2797201871871948, 0.37499991059303284, 0.718893826007843, 0.41666656732559204, 0.4615383744239807, 0.34883710741996765, 0.15469607710838318, 0.2513660192489624, 0.20125779509544373, 0.3783782124519348, 0.7085200548171997, 0.5603863000869751, 0.41212108731269836, 0.6043955087661743, 0.09395967423915863, 0.2762430012226105, 0.13414627313613892, 0.5840706825256348, 0.6627905368804932, 0.14634139835834503, 0.2118379771709442, 0.2941175699234009, 0.16460900008678436, 0.26484012603759766, 0.6601940989494324, 0.3510637581348419, 0.21645015478134155, 0.4504503309726715, 0.3601531684398651, 0.35714274644851685, 0.1792452037334442, 0.39111098647117615, 0.31999990344047546, 0.45081958174705505, 0.1729728877544403, 0.15053758025169373, 0.5402842164039612, 0.46491214632987976, 0.21428565680980682, 0.329670250415802, 0.07812494784593582, 0.309859037399292 ], "time": 162.93654314614832, "param": [ { "p": 0.08882227540016174, "m": 1.0 }, { "p": 0.054641611874103546, "m": 1.0 }, { "p": 0.09232109785079956, "m": 1.0 }, { "p": 0.06490778923034668, "m": 1.0 }, { "p": 0.05556287243962288, "m": 1.0 }, { "p": 0.06114541366696358, "m": 1.0 }, { "p": 0.07428904622793198, "m": 1.0 }, { "p": 0.07419375330209732, "m": 1.0 }, { "p": 0.0449187271296978, "m": 1.0 }, { "p": 0.08075284957885742, "m": 1.0 }, { "p": 0.08444542437791824, "m": 1.0 }, { "p": 0.08868303149938583, "m": 1.0 }, { "p": 0.10649343580007553, "m": 1.0 }, { "p": 0.02882254868745804, "m": 1.0 } ] }, { "epoch": 46, "train_loss": 4.741398811340332, "val_loss": 2.7596287727355957, "acc": 34.75, "f1": [ 0.602620005607605, 0.43956032395362854, 0.2571427822113037, 0.15999993681907654, 0.17857135832309723, 0.28444433212280273, 0.36904752254486084, 0.37305691838264465, 0.31901830434799194, 0.4474884569644928, 0.11111106723546982, 0.220779150724411, 0.346320241689682, 0.23478256165981293, 0.2649571895599365, 0.20689649879932404, 0.35862061381340027, 0.44525542855262756, 0.32031241059303284, 0.29292917251586914, 0.6145831942558289, 0.5213673710823059, 0.31746023893356323, 0.3943661153316498, 0.5901638269424438, 0.2214285135269165, 0.277310848236084, 0.21259836852550507, 0.42931926250457764, 0.32335323095321655, 0.4016392230987549, 0.3714284896850586, 0.3398057222366333, 0.3091786503791809, 0.3693692684173584, 0.1746724247932434, 0.3116881847381592, 0.12857137620449066, 0.15384607017040253, 0.43037962913513184, 0.3793102502822876, 0.5130433440208435, 0.2624998986721039, 0.35121941566467285, 0.11864402145147324, 0.21390368044376373, 0.25301194190979004, 0.4595744013786316, 0.45248857140541077, 0.28742504119873047, 0.24539868533611298, 0.3316061198711395, 0.5212765336036682, 0.57297283411026, 0.5221238136291504, 0.14925366640090942, 0.49729716777801514, 0.33497530221939087, 0.31836724281311035, 0.28289467096328735, 0.6083914637565613, 0.4059404730796814, 0.4435482919216156, 0.39153432846069336, 0.07692301273345947, 0.13432830572128296, 0.12499994039535522, 0.2649005651473999, 0.6382977366447449, 0.6067414879798889, 0.39999985694885254, 0.5606693625450134, 0.06756751239299774, 0.37914684414863586, 0.16080394387245178, 0.5821594595909119, 0.6562498807907104, 0.17054256796836853, 0.21524657309055328, 0.3414633274078369, 0.15789467096328735, 0.2576685845851898, 0.6831682324409485, 0.34374991059303284, 0.2268906980752945, 0.3902438282966614, 0.3478260338306427, 0.346320241689682, 0.14285707473754883, 0.4052862524986267, 0.30208322405815125, 0.4042552411556244, 0.15686267614364624, 0.2025315761566162, 0.5454544425010681, 0.43269219994544983, 0.29702961444854736, 0.3022221326828003, 0.0805368572473526, 0.2206895798444748 ], "time": 160.3543746303767, "param": [ { "p": 0.0708109512925148, "m": 1.0 }, { "p": 0.03506799042224884, "m": 1.0 }, { "p": 0.061065781861543655, "m": 1.0 }, { "p": 0.06609184294939041, "m": 1.0 }, { "p": 0.09226194024085999, "m": 1.0 }, { "p": 0.06712409853935242, "m": 1.0 }, { "p": 0.07567259669303894, "m": 1.0 }, { "p": 0.09125902503728867, "m": 1.0 }, { "p": 0.06730521470308304, "m": 1.0 }, { "p": 0.08461861312389374, "m": 1.0 }, { "p": 0.0492791123688221, "m": 1.0 }, { "p": 0.10076466202735901, "m": 1.0 }, { "p": 0.11342871189117432, "m": 1.0 }, { "p": 0.02524937316775322, "m": 1.0 } ] }, { "epoch": 47, "train_loss": 4.151304721832275, "val_loss": 3.0337002277374268, "acc": 35.05, "f1": [ 0.6171427369117737, 0.4248703718185425, 0.28571417927742004, 0.20080316066741943, 0.184738889336586, 0.2576685845851898, 0.45054933428764343, 0.39676105976104736, 0.32748526334762573, 0.4206008017063141, 0.1499999314546585, 0.2127659022808075, 0.35467973351478577, 0.24120594561100006, 0.2620086967945099, 0.24999992549419403, 0.321428507566452, 0.5202310085296631, 0.2938387989997864, 0.3225805461406708, 0.5617976188659668, 0.4799998998641968, 0.3399999141693115, 0.48226940631866455, 0.6197181344032288, 0.18032778799533844, 0.29714274406433105, 0.2333332598209381, 0.41711217164993286, 0.28571420907974243, 0.3317534327507019, 0.32369929552078247, 0.3723403513431549, 0.3186439871788025, 0.3617020547389984, 0.1914892941713333, 0.35294109582901, 0.16249993443489075, 0.16766461730003357, 0.46808499097824097, 0.3008129298686981, 0.5791853666305542, 0.31901830434799194, 0.3172413110733032, 0.19580411911010742, 0.18604646623134613, 0.228260800242424, 0.43850257992744446, 0.44444432854652405, 0.45405393838882446, 0.20731700956821442, 0.2571427822113037, 0.5666665434837341, 0.6074764728546143, 0.5044246912002563, 0.12307687103748322, 0.4452053904533386, 0.38461530208587646, 0.36842095851898193, 0.3272726535797119, 0.6936414837837219, 0.41176459193229675, 0.4886362552642822, 0.3417084515094757, 0.14723920822143555, 0.23636355996131897, 0.21333326399326324, 0.3071671426296234, 0.7204300165176392, 0.5929647088050842, 0.4046691358089447, 0.6153845191001892, 0.12499993294477463, 0.3314915895462036, 0.1486988216638565, 0.561576247215271, 0.6896550059318542, 0.14782603085041046, 0.24390234053134918, 0.30366483330726624, 0.1194029152393341, 0.2910446524620056, 0.704545259475708, 0.34905651211738586, 0.1866666078567505, 0.4044942855834961, 0.38766512274742126, 0.37894728779792786, 0.14718610048294067, 0.3555554449558258, 0.2937062084674835, 0.5499998331069946, 0.119999960064888, 0.18518511950969696, 0.5714284777641296, 0.42857131361961365, 0.31914883852005005, 0.25688067078590393, 0.08108101785182953, 0.24427472054958344 ], "time": 160.98993342928588, "param": [ { "p": 0.09895055741071701, "m": 1.0 }, { "p": 0.03415299579501152, "m": 1.0 }, { "p": 0.07098301500082016, "m": 1.0 }, { "p": 0.06598952412605286, "m": 1.0 }, { "p": 0.08754640817642212, "m": 1.0 }, { "p": 0.04960818961262703, "m": 1.0 }, { "p": 0.058532219380140305, "m": 1.0 }, { "p": 0.08603542298078537, "m": 1.0 }, { "p": 0.0645390972495079, "m": 1.0 }, { "p": 0.07000472396612167, "m": 1.0 }, { "p": 0.08018486201763153, "m": 1.0 }, { "p": 0.09657419472932816, "m": 1.0 }, { "p": 0.11547625064849854, "m": 1.0 }, { "p": 0.021422574296593666, "m": 1.0 } ] }, { "epoch": 48, "train_loss": 4.619837760925293, "val_loss": 2.6875336170196533, "acc": 34.86, "f1": [ 0.684491753578186, 0.4023667275905609, 0.2673795819282532, 0.19999992847442627, 0.14659680426120758, 0.21518979966640472, 0.3508770763874054, 0.40641695261001587, 0.2677164673805237, 0.497041255235672, 0.145695298910141, 0.20242910087108612, 0.3169810175895691, 0.21524657309055328, 0.2873562276363373, 0.2124999314546585, 0.32584258913993835, 0.4666665494441986, 0.3508770763874054, 0.306122362613678, 0.5374448299407959, 0.4474884569644928, 0.33720916509628296, 0.4520547091960907, 0.5904760956764221, 0.20553353428840637, 0.22818784415721893, 0.22421517968177795, 0.4271843731403351, 0.31067952513694763, 0.3495144844055176, 0.2721087336540222, 0.32624104619026184, 0.2890624403953552, 0.3428570330142975, 0.1694914698600769, 0.3675675094127655, 0.13930343091487885, 0.21296289563179016, 0.45248857140541077, 0.2546815574169159, 0.5339365601539612, 0.3179486393928528, 0.3240739703178406, 0.10370365530252457, 0.17518241703510284, 0.1749999225139618, 0.43564343452453613, 0.446969598531723, 0.4114284813404083, 0.20512813329696655, 0.30651330947875977, 0.566929042339325, 0.5876776576042175, 0.4942083954811096, 0.1594202220439911, 0.4845814108848572, 0.37125736474990845, 0.3478259742259979, 0.36082467436790466, 0.6436780691146851, 0.48936155438423157, 0.43055543303489685, 0.32051271200180054, 0.1029411256313324, 0.11382109671831131, 0.14349770545959473, 0.3265305459499359, 0.7164177894592285, 0.5683058500289917, 0.42452818155288696, 0.5862067937850952, 0.1391303837299347, 0.38181808590888977, 0.18784524500370026, 0.5185183882713318, 0.7035174369812012, 0.10344822704792023, 0.24545449018478394, 0.34449753165245056, 0.09523804485797882, 0.31428563594818115, 0.6570047736167908, 0.3626372814178467, 0.20388342440128326, 0.36858004331588745, 0.3579765260219574, 0.35714277625083923, 0.1558440923690796, 0.3543306291103363, 0.2983424663543701, 0.47161564230918884, 0.16374263167381287, 0.25870639085769653, 0.6031745076179504, 0.4088396728038788, 0.2909089922904968, 0.29629620909690857, 0.1379309743642807, 0.3599999248981476 ], "time": 163.0636432878673, "param": [ { "p": 0.08140729367733002, "m": 1.0 }, { "p": 0.036030981689691544, "m": 1.0 }, { "p": 0.08857272565364838, "m": 1.0 }, { "p": 0.06967596709728241, "m": 1.0 }, { "p": 0.0981743261218071, "m": 1.0 }, { "p": 0.0505085363984108, "m": 1.0 }, { "p": 0.0719897449016571, "m": 1.0 }, { "p": 0.08141215145587921, "m": 1.0 }, { "p": 0.07317618280649185, "m": 1.0 }, { "p": 0.07434095442295074, "m": 1.0 }, { "p": 0.06077633053064346, "m": 1.0 }, { "p": 0.08596499264240265, "m": 1.0 }, { "p": 0.09077376127243042, "m": 1.0 }, { "p": 0.037196096032857895, "m": 1.0 } ] }, { "epoch": 49, "train_loss": 4.623389720916748, "val_loss": 2.6323118209838867, "acc": 35.47, "f1": [ 0.6878305077552795, 0.4183672070503235, 0.2524271011352539, 0.20074345171451569, 0.1507537066936493, 0.30303022265434265, 0.3999999165534973, 0.3356642425060272, 0.3367346227169037, 0.4910178482532501, 0.14705875515937805, 0.21097040176391602, 0.36619704961776733, 0.21590900421142578, 0.24161066114902496, 0.2580644488334656, 0.3483870029449463, 0.4302324652671814, 0.3467741012573242, 0.2842104732990265, 0.5627704858779907, 0.4326240122318268, 0.32911381125450134, 0.5771142840385437, 0.6740330457687378, 0.23391805589199066, 0.2555064857006073, 0.1379309892654419, 0.46999987959861755, 0.3208555281162262, 0.4086019992828369, 0.2727271616458893, 0.2585550546646118, 0.33121007680892944, 0.3619908392429352, 0.13872826099395752, 0.30125513672828674, 0.25688064098358154, 0.24074065685272217, 0.5268816351890564, 0.3407406508922577, 0.5858584046363831, 0.2662337124347687, 0.3071160316467285, 0.2181817591190338, 0.2421524077653885, 0.21198150515556335, 0.4380951225757599, 0.4705880880355835, 0.4303796589374542, 0.2054053246974945, 0.3076922297477722, 0.5860804915428162, 0.6175113916397095, 0.518134593963623, 0.1290321946144104, 0.5436891913414001, 0.3599999248981476, 0.31932762265205383, 0.3024389147758484, 0.6944442987442017, 0.39778995513916016, 0.46808499097824097, 0.3496502637863159, 0.09999993443489075, 0.193548321723938, 0.14864858984947205, 0.34905651211738586, 0.7046630382537842, 0.5811964869499207, 0.39520949125289917, 0.5060239434242249, 0.17757000029087067, 0.3474177420139313, 0.18934904038906097, 0.6299998760223389, 0.6467660069465637, 0.1379309892654419, 0.24528293311595917, 0.3157894015312195, 0.1682242453098297, 0.24285705387592316, 0.6774192452430725, 0.3267972767353058, 0.2514968812465668, 0.49327346682548523, 0.42790690064430237, 0.4023667275905609, 0.16494840383529663, 0.34931498765945435, 0.265060156583786, 0.48039206862449646, 0.13836471736431122, 0.20814472436904907, 0.5671641230583191, 0.4088396728038788, 0.2793295085430145, 0.30069923400878906, 0.15384609997272491, 0.28571417927742004 ], "time": 163.51273470465094, "param": [ { "p": 0.09695164859294891, "m": 1.0 }, { "p": 0.04957785829901695, "m": 1.0 }, { "p": 0.08244053274393082, "m": 1.0 }, { "p": 0.056765396147966385, "m": 1.0 }, { "p": 0.08359276503324509, "m": 1.0 }, { "p": 0.057579588145017624, "m": 1.0 }, { "p": 0.06281591206789017, "m": 1.0 }, { "p": 0.07527758181095123, "m": 1.0 }, { "p": 0.0740131139755249, "m": 1.0 }, { "p": 0.07369387894868851, "m": 1.0 }, { "p": 0.06981594860553741, "m": 1.0 }, { "p": 0.0911322608590126, "m": 1.0 }, { "p": 0.10192807763814926, "m": 1.0 }, { "p": 0.02441548742353916, "m": 1.0 } ] }, { "epoch": 50, "train_loss": 4.309048652648926, "val_loss": 2.5236260890960693, "acc": 36.1, "f1": [ 0.5903612971305847, 0.3678159713745117, 0.24034328758716583, 0.16560502350330353, 0.1153845563530922, 0.2374998927116394, 0.3707864284515381, 0.44444435834884644, 0.2934781610965729, 0.5317917466163635, 0.20895515382289886, 0.21782170236110687, 0.38636353611946106, 0.27649760246276855, 0.27631568908691406, 0.2208588421344757, 0.35820886492729187, 0.47154462337493896, 0.32978713512420654, 0.27678564190864563, 0.6103894710540771, 0.5019919276237488, 0.3707864284515381, 0.5294116139411926, 0.633165717124939, 0.22222214937210083, 0.30526304244995117, 0.25116273760795593, 0.3850930631160736, 0.29931965470314026, 0.4154588282108307, 0.32835814356803894, 0.3220972716808319, 0.3738316595554352, 0.31249991059303284, 0.13043473660945892, 0.34782594442367554, 0.21604931354522705, 0.25862061977386475, 0.4976075291633606, 0.29292917251586914, 0.5673075914382935, 0.30697670578956604, 0.4020099639892578, 0.18518511950969696, 0.23041465878486633, 0.20689649879932404, 0.4799998700618744, 0.47115376591682434, 0.40206170082092285, 0.1764705330133438, 0.2774565815925598, 0.5953487157821655, 0.5654449462890625, 0.5238093733787537, 0.1951218843460083, 0.5258214473724365, 0.36206886172294617, 0.2784809172153473, 0.3703702688217163, 0.7039104700088501, 0.48039206862449646, 0.491227924823761, 0.33789944648742676, 0.1809954047203064, 0.2374998927116394, 0.18292675912380219, 0.36470577120780945, 0.7236180305480957, 0.5263157486915588, 0.378109335899353, 0.6159998774528503, 0.15116271376609802, 0.36046499013900757, 0.18269222974777222, 0.5652172565460205, 0.614718496799469, 0.13636356592178345, 0.2683981955051422, 0.36065563559532166, 0.23350247740745544, 0.2879376709461212, 0.6834169626235962, 0.3636362552642822, 0.212290421128273, 0.4631577730178833, 0.40740731358528137, 0.3421051502227783, 0.15384609997272491, 0.3549782335758209, 0.2634729743003845, 0.594594419002533, 0.2898550033569336, 0.17964066565036774, 0.5849055051803589, 0.4812833070755005, 0.31818172335624695, 0.30331745743751526, 0.13541659712791443, 0.35675665736198425 ], "time": 162.2749921157956, "param": [ { "p": 0.09123941510915756, "m": 1.0 }, { "p": 0.049380481243133545, "m": 1.0 }, { "p": 0.09029516577720642, "m": 1.0 }, { "p": 0.06103303283452988, "m": 1.0 }, { "p": 0.06993351876735687, "m": 1.0 }, { "p": 0.042598068714141846, "m": 1.0 }, { "p": 0.07643292099237442, "m": 1.0 }, { "p": 0.09350194036960602, "m": 1.0 }, { "p": 0.07880139350891113, "m": 1.0 }, { "p": 0.07479260116815567, "m": 1.0 }, { "p": 0.07456517964601517, "m": 1.0 }, { "p": 0.08355875313282013, "m": 1.0 }, { "p": 0.09536971896886826, "m": 1.0 }, { "p": 0.0184978898614645, "m": 1.0 } ] }, { "epoch": 51, "train_loss": 4.597204685211182, "val_loss": 2.7055790424346924, "acc": 35.22, "f1": [ 0.5818180441856384, 0.3565216362476349, 0.27096763253211975, 0.2426777482032776, 0.11180117726325989, 0.2793295085430145, 0.37563440203666687, 0.33823519945144653, 0.27555546164512634, 0.45637571811676025, 0.18292675912380219, 0.17449656128883362, 0.3999999463558197, 0.10937494784593582, 0.24875615537166595, 0.1938774734735489, 0.36190465092658997, 0.4851484000682831, 0.3350784480571747, 0.2845187783241272, 0.5978259444236755, 0.4366810917854309, 0.3135133981704712, 0.5999999046325684, 0.629441499710083, 0.23214277625083923, 0.2193547934293747, 0.24210518598556519, 0.46788978576660156, 0.289308100938797, 0.3999998867511749, 0.31999990344047546, 0.35454532504081726, 0.3205574154853821, 0.3636362552642822, 0.20320846140384674, 0.3152172863483429, 0.22314044833183289, 0.18848159909248352, 0.5534589886665344, 0.28025469183921814, 0.5299144387245178, 0.2891565263271332, 0.37999987602233887, 0.17073164880275726, 0.17431186139583588, 0.2256409376859665, 0.4622640609741211, 0.4393938481807709, 0.45197728276252747, 0.16176463663578033, 0.29629620909690857, 0.5499998927116394, 0.5624998211860657, 0.5096152424812317, 0.16774186491966248, 0.5153845548629761, 0.35964900255203247, 0.31939154863357544, 0.34782594442367554, 0.7236180305480957, 0.4158414602279663, 0.4499998986721039, 0.3666665554046631, 0.10389603674411774, 0.16249993443489075, 0.18749994039535522, 0.3586955666542053, 0.7076921463012695, 0.5685278177261353, 0.4098359942436218, 0.6799998879432678, 0.14778319001197815, 0.3487178385257721, 0.18867920339107513, 0.5648146867752075, 0.7071821689605713, 0.1648350954055786, 0.24166658520698547, 0.2992125153541565, 0.20814472436904907, 0.2746780216693878, 0.6794257164001465, 0.29787224531173706, 0.17391295731067657, 0.4485980272293091, 0.4205606281757355, 0.4020099639892578, 0.20382159948349, 0.33793097734451294, 0.34123215079307556, 0.5423727631568909, 0.19209031760692596, 0.17560969293117523, 0.5934064984321594, 0.3867923319339752, 0.32558128237724304, 0.30952370166778564, 0.06896546483039856, 0.2714284658432007 ], "time": 161.77089353185147, "param": [ { "p": 0.08273842930793762, "m": 1.0 }, { "p": 0.06326508522033691, "m": 1.0 }, { "p": 0.07192781567573547, "m": 1.0 }, { "p": 0.06947208940982819, "m": 1.0 }, { "p": 0.08567818254232407, "m": 1.0 }, { "p": 0.033411238342523575, "m": 1.0 }, { "p": 0.07460334897041321, "m": 1.0 }, { "p": 0.08889181911945343, "m": 1.0 }, { "p": 0.08377866446971893, "m": 1.0 }, { "p": 0.07973705977201462, "m": 1.0 }, { "p": 0.08242946863174438, "m": 1.0 }, { "p": 0.07966376841068268, "m": 1.0 }, { "p": 0.07944105565547943, "m": 1.0 }, { "p": 0.024961933493614197, "m": 1.0 } ] }, { "epoch": 52, "train_loss": 4.297945976257324, "val_loss": 2.6814775466918945, "acc": 34.46, "f1": [ 0.5411763787269592, 0.4203820824623108, 0.26666656136512756, 0.2553190290927887, 0.06857136636972427, 0.2673266530036926, 0.3758388161659241, 0.41414129734039307, 0.2904289960861206, 0.487499862909317, 0.09523804485797882, 0.23030294477939606, 0.376623272895813, 0.210526242852211, 0.23529404401779175, 0.22421517968177795, 0.30864188075065613, 0.4792625606060028, 0.32291656732559204, 0.2617800235748291, 0.6010361909866333, 0.5205478072166443, 0.2890172600746155, 0.45238080620765686, 0.5887445211410522, 0.20134222507476807, 0.2334384173154831, 0.263513445854187, 0.47619032859802246, 0.29292917251586914, 0.2898549735546112, 0.2571427822113037, 0.3428570628166199, 0.36144572496414185, 0.33333322405815125, 0.07821223139762878, 0.3083699643611908, 0.19999994337558746, 0.24806194007396698, 0.4949493706226349, 0.3431371748447418, 0.5756096839904785, 0.24836592376232147, 0.348314493894577, 0.21551716327667236, 0.18110232055187225, 0.18867918848991394, 0.48132768273353577, 0.44210511445999146, 0.3865545094013214, 0.16216209530830383, 0.3068782389163971, 0.5380114912986755, 0.5955554842948914, 0.4860556721687317, 0.14207643270492554, 0.5757573843002319, 0.39999985694885254, 0.2918454110622406, 0.36180898547172546, 0.7010307908058167, 0.43027880787849426, 0.4705880880355835, 0.3977271616458893, 0.13471496105194092, 0.16184966266155243, 0.1704544872045517, 0.24615375697612762, 0.6979165077209473, 0.5925924181938171, 0.34523800015449524, 0.5975102186203003, 0.12422355264425278, 0.3265305161476135, 0.15999993681907654, 0.5569619536399841, 0.6699027419090271, 0.19852936267852783, 0.231511190533638, 0.3444443643093109, 0.18181811273097992, 0.31999990344047546, 0.6476188898086548, 0.282828152179718, 0.24875615537166595, 0.40677958726882935, 0.39130425453186035, 0.4077668786048889, 0.19883038103580475, 0.32452818751335144, 0.23622041940689087, 0.4322032928466797, 0.2481202334165573, 0.2485874742269516, 0.5813952684402466, 0.4435482919216156, 0.283950537443161, 0.279411643743515, 0.12682920694351196, 0.23188398778438568 ], "time": 164.40201750397682, "param": [ { "p": 0.09706538170576096, "m": 1.0 }, { "p": 0.044756729155778885, "m": 1.0 }, { "p": 0.08992378413677216, "m": 1.0 }, { "p": 0.061158858239650726, "m": 1.0 }, { "p": 0.08026279509067535, "m": 1.0 }, { "p": 0.06065627932548523, "m": 1.0 }, { "p": 0.0720938965678215, "m": 1.0 }, { "p": 0.07643034309148788, "m": 1.0 }, { "p": 0.0762883871793747, "m": 1.0 }, { "p": 0.054139137268066406, "m": 1.0 }, { "p": 0.0694284737110138, "m": 1.0 }, { "p": 0.0944492295384407, "m": 1.0 }, { "p": 0.09093044698238373, "m": 1.0 }, { "p": 0.032416317611932755, "m": 1.0 } ] }, { "epoch": 53, "train_loss": 4.799461841583252, "val_loss": 2.684490203857422, "acc": 35.08, "f1": [ 0.6528496146202087, 0.38150280714035034, 0.3076922297477722, 0.2368420511484146, 0.10169485956430435, 0.3225805461406708, 0.28187909722328186, 0.3846152722835541, 0.2647058069705963, 0.4043714702129364, 0.1868131160736084, 0.26600977778434753, 0.36082467436790466, 0.18518511950969696, 0.23529404401779175, 0.19867542386054993, 0.318471223115921, 0.5199998617172241, 0.31081071496009827, 0.30952370166778564, 0.538461446762085, 0.48305076360702515, 0.3113771378993988, 0.5280897617340088, 0.6380951404571533, 0.152671679854393, 0.2999999225139618, 0.2048192024230957, 0.31944435834884644, 0.2692306935787201, 0.37885454297065735, 0.28806576132774353, 0.3041473925113678, 0.3469386696815491, 0.3352600038051605, 0.15044242143630981, 0.3316061198711395, 0.17567561566829681, 0.24908417463302612, 0.5730992555618286, 0.23979586362838745, 0.5979380011558533, 0.14285708963871002, 0.37096765637397766, 0.1971830278635025, 0.19689112901687622, 0.21789877116680145, 0.5104601383209229, 0.4756755530834198, 0.44230756163597107, 0.1896551102399826, 0.2805754244327545, 0.5185183882713318, 0.6260868310928345, 0.5350876450538635, 0.13872826099395752, 0.5026736855506897, 0.4023667275905609, 0.3384614884853363, 0.33179715275764465, 0.6060604453086853, 0.4358973205089569, 0.4692735970020294, 0.3775508999824524, 0.14184391498565674, 0.22907482087612152, 0.17670676112174988, 0.35023030638694763, 0.6909089088439941, 0.4948452413082123, 0.4210525155067444, 0.5839999318122864, 0.15116271376609802, 0.1391303837299347, 0.1648350954055786, 0.5490195155143738, 0.6538460850715637, 0.14285707473754883, 0.21556879580020905, 0.358024537563324, 0.19047611951828003, 0.28426387906074524, 0.6515835523605347, 0.2883720099925995, 0.2025315910577774, 0.43881845474243164, 0.403755784034729, 0.3722943067550659, 0.0707964226603508, 0.34374991059303284, 0.33816415071487427, 0.43445682525634766, 0.18378373980522156, 0.19289332628250122, 0.5821594595909119, 0.4541831612586975, 0.238805890083313, 0.3209875524044037, 0.13017743825912476, 0.28742504119873047 ], "time": 163.49611517880112, "param": [ { "p": 0.0994834378361702, "m": 1.0 }, { "p": 0.043011076748371124, "m": 1.0 }, { "p": 0.07492662221193314, "m": 1.0 }, { "p": 0.06935730576515198, "m": 1.0 }, { "p": 0.08375632762908936, "m": 1.0 }, { "p": 0.059048719704151154, "m": 1.0 }, { "p": 0.06791307777166367, "m": 1.0 }, { "p": 0.08948339521884918, "m": 1.0 }, { "p": 0.06421831995248795, "m": 1.0 }, { "p": 0.0750759094953537, "m": 1.0 }, { "p": 0.06377764791250229, "m": 1.0 }, { "p": 0.08081080764532089, "m": 1.0 }, { "p": 0.10502727329730988, "m": 1.0 }, { "p": 0.024110175669193268, "m": 1.0 } ] }, { "epoch": 54, "train_loss": 4.466217041015625, "val_loss": 2.8703160285949707, "acc": 35.31, "f1": [ 0.6445496082305908, 0.43037962913513184, 0.10810806602239609, 0.16901402175426483, 0.12716756761074066, 0.25165554881095886, 0.42857134342193604, 0.35616427659988403, 0.3493974804878235, 0.4967319071292877, 0.18749992549419403, 0.25125616788864136, 0.3859647810459137, 0.2812499403953552, 0.29940110445022583, 0.22222214937210083, 0.382978618144989, 0.5358850359916687, 0.2999999225139618, 0.2216866910457611, 0.6270268559455872, 0.5155554413795471, 0.3417084515094757, 0.529999852180481, 0.5752211213111877, 0.22127652168273926, 0.3133639991283417, 0.21698106825351715, 0.4433496594429016, 0.309278279542923, 0.37647050619125366, 0.3300969898700714, 0.3066665530204773, 0.3285713493824005, 0.29607245326042175, 0.1528661698102951, 0.3196720480918884, 0.20920497179031372, 0.22857138514518738, 0.5521470904350281, 0.3147207200527191, 0.5446427464485168, 0.3272726535797119, 0.38626599311828613, 0.23048320412635803, 0.19230762124061584, 0.1683167666196823, 0.46975085139274597, 0.4454147219657898, 0.439655065536499, 0.2176164984703064, 0.28426387906074524, 0.49999988079071045, 0.5943394899368286, 0.4662575423717499, 0.15909084677696228, 0.48587560653686523, 0.3521125614643097, 0.360248327255249, 0.33720916509628296, 0.7333331108093262, 0.3908045291900635, 0.4324323236942291, 0.3832334280014038, 0.12931029498577118, 0.20276491343975067, 0.16874995827674866, 0.329268217086792, 0.7439612150192261, 0.5688887238502502, 0.49999988079071045, 0.490322470664978, 0.15322573482990265, 0.3727271258831024, 0.14371250569820404, 0.5700933337211609, 0.6507176160812378, 0.14285707473754883, 0.2485206574201584, 0.2571427822113037, 0.14666660130023956, 0.29473677277565, 0.6956520080566406, 0.3313608467578888, 0.23728805780410767, 0.4502616822719574, 0.3508770763874054, 0.3999998867511749, 0.10884349048137665, 0.4162435233592987, 0.3414633274078369, 0.554216742515564, 0.1449274718761444, 0.1891890913248062, 0.6101693511009216, 0.411984920501709, 0.2117646485567093, 0.33962252736091614, 0.165217325091362, 0.3406592309474945 ], "time": 164.08725892938673, "param": [ { "p": 0.11893035471439362, "m": 1.0 }, { "p": 0.040657393634319305, "m": 1.0 }, { "p": 0.11277303844690323, "m": 1.0 }, { "p": 0.059782274067401886, "m": 1.0 }, { "p": 0.06146859750151634, "m": 1.0 }, { "p": 0.04167909547686577, "m": 1.0 }, { "p": 0.07266861945390701, "m": 1.0 }, { "p": 0.07418344169855118, "m": 1.0 }, { "p": 0.048170484602451324, "m": 1.0 }, { "p": 0.09287519007921219, "m": 1.0 }, { "p": 0.07019595056772232, "m": 1.0 }, { "p": 0.0734032541513443, "m": 1.0 }, { "p": 0.1092648059129715, "m": 1.0 }, { "p": 0.023947613313794136, "m": 1.0 } ] }, { "epoch": 55, "train_loss": 4.714585304260254, "val_loss": 2.6914963722229004, "acc": 35.55, "f1": [ 0.6700506210327148, 0.44221094250679016, 0.2870369255542755, 0.18378373980522156, 0.10869558900594711, 0.239520862698555, 0.3234322965145111, 0.40206170082092285, 0.31730762124061584, 0.45685264468193054, 0.15172408521175385, 0.18333324790000916, 0.36129021644592285, 0.21582727134227753, 0.20809243619441986, 0.2165604531764984, 0.3654821515083313, 0.5181816816329956, 0.3402060866355896, 0.25157222151756287, 0.5486724376678467, 0.49579817056655884, 0.3168315887451172, 0.5270268321037292, 0.5953487157821655, 0.19847320020198822, 0.2707422971725464, 0.24580998718738556, 0.4191615581512451, 0.2755904495716095, 0.37864065170288086, 0.2794759273529053, 0.33548372983932495, 0.32330816984176636, 0.33103442192077637, 0.16438350081443787, 0.3636362552642822, 0.2378377616405487, 0.20571422576904297, 0.5139663219451904, 0.36871495842933655, 0.5743588209152222, 0.3113206624984741, 0.319248765707016, 0.17460310459136963, 0.1989527940750122, 0.18478251993656158, 0.4834122061729431, 0.415094256401062, 0.47169798612594604, 0.1758241057395935, 0.2820512056350708, 0.525345504283905, 0.5892856121063232, 0.5304347276687622, 0.1612902730703354, 0.49999988079071045, 0.3486841320991516, 0.3157893717288971, 0.36431220173835754, 0.7537687420845032, 0.43678146600723267, 0.4432430863380432, 0.3362830877304077, 0.09722216427326202, 0.24761897325515747, 0.1549295336008072, 0.35897424817085266, 0.7289717793464661, 0.5511109828948975, 0.45555540919303894, 0.6306304931640625, 0.09999994933605194, 0.2097901701927185, 0.1528661698102951, 0.5764191746711731, 0.5725190043449402, 0.12598420679569244, 0.20487797260284424, 0.2580644488334656, 0.16923071444034576, 0.2603173851966858, 0.6910993456840515, 0.3568074107170105, 0.2840908169746399, 0.4081631302833557, 0.371900737285614, 0.3874344527721405, 0.21782170236110687, 0.3879309296607971, 0.26484012603759766, 0.5217390060424805, 0.1639343500137329, 0.2526314854621887, 0.5161288976669312, 0.41284388303756714, 0.3169397711753845, 0.326315701007843, 0.09625662118196487, 0.2790696620941162 ], "time": 160.67416904773563, "param": [ { "p": 0.0763021856546402, "m": 1.0 }, { "p": 0.06820464879274368, "m": 1.0 }, { "p": 0.08797134459018707, "m": 1.0 }, { "p": 0.06896332651376724, "m": 1.0 }, { "p": 0.08662624657154083, "m": 1.0 }, { "p": 0.03814954683184624, "m": 1.0 }, { "p": 0.05760745331645012, "m": 1.0 }, { "p": 0.065947987139225, "m": 1.0 }, { "p": 0.08370090276002884, "m": 1.0 }, { "p": 0.07001108676195145, "m": 1.0 }, { "p": 0.06832490861415863, "m": 1.0 }, { "p": 0.09520396590232849, "m": 1.0 }, { "p": 0.09151038527488708, "m": 1.0 }, { "p": 0.04147607460618019, "m": 1.0 } ] }, { "epoch": 56, "train_loss": 4.68034029006958, "val_loss": 2.8028810024261475, "acc": 35.74, "f1": [ 0.663461446762085, 0.43781083822250366, 0.2643677294254303, 0.22891558706760406, 0.12499993294477463, 0.29319363832473755, 0.4153004288673401, 0.28358200192451477, 0.2999999225139618, 0.4697985351085663, 0.21505369246006012, 0.239999920129776, 0.40476179122924805, 0.25274714827537537, 0.29213473200798035, 0.194871723651886, 0.3356642425060272, 0.5437787175178528, 0.31092432141304016, 0.28112441301345825, 0.6111109852790833, 0.4857141971588135, 0.3251230716705322, 0.490322470664978, 0.653465211391449, 0.24701185524463654, 0.2815532982349396, 0.24999992549419403, 0.4745761454105377, 0.3313608467578888, 0.4108106791973114, 0.30275216698646545, 0.3096773326396942, 0.3272726535797119, 0.2787878215312958, 0.1635219305753708, 0.3493449091911316, 0.18378373980522156, 0.23076920211315155, 0.44444435834884644, 0.3975153863430023, 0.5504586100578308, 0.30952370166778564, 0.37999987602233887, 0.24120594561100006, 0.19230763614177704, 0.2138364166021347, 0.45106372237205505, 0.40394076704978943, 0.49523797631263733, 0.19095470011234283, 0.3087247312068939, 0.5607475638389587, 0.5876287817955017, 0.5368419289588928, 0.1546391248703003, 0.48837199807167053, 0.3414633274078369, 0.31390124559402466, 0.3657141625881195, 0.6930691599845886, 0.4640882611274719, 0.45348823070526123, 0.3575417995452881, 0.0645160898566246, 0.24137921631336212, 0.16753920912742615, 0.3139533996582031, 0.7031961679458618, 0.6073297262191772, 0.38674020767211914, 0.5847455859184265, 0.1142856702208519, 0.41106709837913513, 0.1129031702876091, 0.5955054759979248, 0.711340069770813, 0.18518511950969696, 0.2248995453119278, 0.3389829397201538, 0.17573215067386627, 0.30331745743751526, 0.6600984334945679, 0.33777767419815063, 0.2131146788597107, 0.4081632196903229, 0.37499991059303284, 0.4042551815509796, 0.18532812595367432, 0.3244836926460266, 0.3225805461406708, 0.4745761752128601, 0.07633582502603531, 0.2525251507759094, 0.5780345797538757, 0.41935470700263977, 0.2559240758419037, 0.33050838112831116, 0.07936502993106842, 0.33333322405815125 ], "time": 162.8006247477606, "param": [ { "p": 0.09594621509313583, "m": 1.0 }, { "p": 0.061060525476932526, "m": 1.0 }, { "p": 0.10191676765680313, "m": 1.0 }, { "p": 0.05812283605337143, "m": 1.0 }, { "p": 0.06586285680532455, "m": 1.0 }, { "p": 0.06973632425069809, "m": 1.0 }, { "p": 0.07110025733709335, "m": 1.0 }, { "p": 0.09895148873329163, "m": 1.0 }, { "p": 0.060349803417921066, "m": 1.0 }, { "p": 0.09679141640663147, "m": 1.0 }, { "p": 0.02784329652786255, "m": 1.0 }, { "p": 0.08717729896306992, "m": 1.0 }, { "p": 0.10206441581249237, "m": 1.0 }, { "p": 0.003076530061662197, "m": 1.0 } ] }, { "epoch": 57, "train_loss": 4.27725887298584, "val_loss": 2.6297309398651123, "acc": 35.56, "f1": [ 0.7005648612976074, 0.4249998927116394, 0.2765956223011017, 0.20512813329696655, 0.1333332657814026, 0.26455017924308777, 0.3975902497768402, 0.3999998867511749, 0.29351526498794556, 0.490322470664978, 0.15662643313407898, 0.2333332598209381, 0.3771427571773529, 0.2173912227153778, 0.2617800235748291, 0.19095470011234283, 0.4142010807991028, 0.46017688512802124, 0.32298123836517334, 0.28193822503089905, 0.5989846587181091, 0.44444435834884644, 0.3292180299758911, 0.5789472460746765, 0.6538460850715637, 0.18333326280117035, 0.2594141364097595, 0.2545453608036041, 0.5102038979530334, 0.3370785713195801, 0.3999999165534973, 0.23391805589199066, 0.2976189851760864, 0.3231440484523773, 0.3593749403953552, 0.07751933485269547, 0.3076922297477722, 0.19047611951828003, 0.188888818025589, 0.522612988948822, 0.34042540192604065, 0.5700481534004211, 0.2745096981525421, 0.3272726237773895, 0.2376236915588379, 0.2010049670934677, 0.21556879580020905, 0.48167529702186584, 0.5125626921653748, 0.34254133701324463, 0.212290421128273, 0.27530357241630554, 0.5648854374885559, 0.604255199432373, 0.5291004180908203, 0.1749999076128006, 0.5833332538604736, 0.3693692684173584, 0.3352600038051605, 0.3387977182865143, 0.6982757449150085, 0.36241599917411804, 0.47826072573661804, 0.37185919284820557, 0.14843745529651642, 0.0813007652759552, 0.1938774734735489, 0.3116881847381592, 0.6915886998176575, 0.6063828468322754, 0.4176705777645111, 0.543352484703064, 0.19480513036251068, 0.390243798494339, 0.1395348161458969, 0.6011558771133423, 0.6590906977653503, 0.18072283267974854, 0.25396814942359924, 0.2531644403934479, 0.17021270096302032, 0.3247862458229065, 0.6589593291282654, 0.3522725999355316, 0.2421524077653885, 0.3900708854198456, 0.41148313879966736, 0.34615373611450195, 0.1799999624490738, 0.32386359572410583, 0.2716048061847687, 0.4999998211860657, 0.18181811273097992, 0.25339359045028687, 0.5700933337211609, 0.44571414589881897, 0.33064505457878113, 0.3387977182865143, 0.16363631188869476, 0.3129250705242157 ], "time": 160.95666173100471, "param": [ { "p": 0.11204903572797775, "m": 1.0 }, { "p": 0.055013809353113174, "m": 1.0 }, { "p": 0.08019635826349258, "m": 1.0 }, { "p": 0.05947522819042206, "m": 1.0 }, { "p": 0.04855526611208916, "m": 1.0 }, { "p": 0.05464720353484154, "m": 1.0 }, { "p": 0.06732103228569031, "m": 1.0 }, { "p": 0.10406467318534851, "m": 1.0 }, { "p": 0.06691320240497589, "m": 1.0 }, { "p": 0.08659594506025314, "m": 1.0 }, { "p": 0.06457149237394333, "m": 1.0 }, { "p": 0.09024591743946075, "m": 1.0 }, { "p": 0.09097471088171005, "m": 1.0 }, { "p": 0.019376138225197792, "m": 1.0 } ] }, { "epoch": 58, "train_loss": 4.418395042419434, "val_loss": 2.7656052112579346, "acc": 35.71, "f1": [ 0.6943003535270691, 0.4260868728160858, 0.3041473925113678, 0.21224483847618103, 0.08888883143663406, 0.20338977873325348, 0.34246566891670227, 0.34394893050193787, 0.30769219994544983, 0.4727271497249603, 0.15909084677696228, 0.2517482042312622, 0.3636362850666046, 0.17283941805362701, 0.2774565517902374, 0.22222216427326202, 0.35365843772888184, 0.46082934737205505, 0.3428570628166199, 0.2727271616458893, 0.5887848734855652, 0.4147726595401764, 0.27777767181396484, 0.5212119817733765, 0.5507245659828186, 0.2424241602420807, 0.2824857831001282, 0.21364979445934296, 0.4588233530521393, 0.29032251238822937, 0.40659332275390625, 0.27083325386047363, 0.3482586145401001, 0.32490962743759155, 0.2902207672595978, 0.19730934500694275, 0.33939382433891296, 0.24409443140029907, 0.19689112901687622, 0.5076140761375427, 0.35359105467796326, 0.5789472460746765, 0.3225805461406708, 0.31092432141304016, 0.21874994039535522, 0.2065216600894928, 0.28235283493995667, 0.4424777626991272, 0.43518510460853577, 0.3409090042114258, 0.22499993443489075, 0.2870369255542755, 0.5589519143104553, 0.6220094561576843, 0.5961536765098572, 0.1866665780544281, 0.5408161878585815, 0.37349388003349304, 0.3636362850666046, 0.33684200048446655, 0.6835441589355469, 0.4927534759044647, 0.46696019172668457, 0.38578668236732483, 0.13259662687778473, 0.2456139326095581, 0.12380944937467575, 0.3376622200012207, 0.6909089088439941, 0.5742572546005249, 0.4315788447856903, 0.6094419956207275, 0.1257142275571823, 0.39795905351638794, 0.18382348120212555, 0.5876776576042175, 0.6888887882232666, 0.15637852251529694, 0.2561575770378113, 0.3361343741416931, 0.11023616790771484, 0.30303022265434265, 0.6826921701431274, 0.28358200192451477, 0.22797919809818268, 0.41406238079071045, 0.38993698358535767, 0.3853210210800171, 0.11299428343772888, 0.3692306578159332, 0.27649760246276855, 0.4907405972480774, 0.11111105233430862, 0.18300646543502808, 0.5862067937850952, 0.44230756163597107, 0.3068782389163971, 0.31055888533592224, 0.11464963108301163, 0.3563217520713806 ], "time": 160.6215068185702, "param": [ { "p": 0.09814787656068802, "m": 1.0 }, { "p": 0.04654903709888458, "m": 1.0 }, { "p": 0.0941777154803276, "m": 1.0 }, { "p": 0.06546773761510849, "m": 1.0 }, { "p": 0.08200383931398392, "m": 1.0 }, { "p": 0.060893464833498, "m": 1.0 }, { "p": 0.06658677011728287, "m": 1.0 }, { "p": 0.08710560947656631, "m": 1.0 }, { "p": 0.024982206523418427, "m": 1.0 }, { "p": 0.07434844970703125, "m": 1.0 }, { "p": 0.08062656968832016, "m": 1.0 }, { "p": 0.05940040200948715, "m": 1.0 }, { "p": 0.10102511942386627, "m": 1.0 }, { "p": 0.05868518725037575, "m": 1.0 } ] }, { "epoch": 59, "train_loss": 3.84271240234375, "val_loss": 2.960757255554199, "acc": 35.67, "f1": [ 0.6451611518859863, 0.4205606281757355, 0.32183900475502014, 0.2297871857881546, 0.09999994933605194, 0.24083760380744934, 0.3617020547389984, 0.4155843257904053, 0.31489354372024536, 0.4516127407550812, 0.1029411256313324, 0.21794864535331726, 0.35955044627189636, 0.2592591345310211, 0.2424241602420807, 0.21719448268413544, 0.34615373611450195, 0.4363635182380676, 0.36809808015823364, 0.23255807161331177, 0.5140561461448669, 0.47843125462532043, 0.3253587782382965, 0.5483869910240173, 0.5806450843811035, 0.1777777075767517, 0.24210518598556519, 0.17218534648418427, 0.4489794969558716, 0.2758620083332062, 0.3720929026603699, 0.28025469183921814, 0.32558128237724304, 0.3246752619743347, 0.29508188366889954, 0.18723398447036743, 0.329317182302475, 0.22222216427326202, 0.17679551243782043, 0.5027320981025696, 0.3599999248981476, 0.5756096839904785, 0.2976189851760864, 0.3707864284515381, 0.22907482087612152, 0.1654134839773178, 0.1768706887960434, 0.4780486822128296, 0.4834122061729431, 0.43946176767349243, 0.18439710140228271, 0.37373724579811096, 0.5937499403953552, 0.62135910987854, 0.4854367673397064, 0.11570242792367935, 0.582914412021637, 0.36018943786621094, 0.367346853017807, 0.34394893050193787, 0.6948355436325073, 0.425531804561615, 0.46231144666671753, 0.4158414602279663, 0.15789467096328735, 0.18390797078609467, 0.11920525878667831, 0.30232545733451843, 0.7109003663063049, 0.5363634824752808, 0.45918354392051697, 0.53987717628479, 0.15936249494552612, 0.3389829397201538, 0.13733899593353271, 0.579439103603363, 0.6473027467727661, 0.1834060400724411, 0.23809517920017242, 0.3502824008464813, 0.10370365530252457, 0.31034475564956665, 0.6826921701431274, 0.3047617971897125, 0.23584897816181183, 0.47368407249450684, 0.37398362159729004, 0.3926379084587097, 0.1584157794713974, 0.3587442934513092, 0.2959182858467102, 0.5185183882713318, 0.19791658222675323, 0.2094240039587021, 0.5400842428207397, 0.4541831612586975, 0.314606636762619, 0.30303022265434265, 0.1450776606798172, 0.36514514684677124 ], "time": 160.17256256379187, "param": [ { "p": 0.0863150805234909, "m": 1.0 }, { "p": 0.06468629091978073, "m": 1.0 }, { "p": 0.08978809416294098, "m": 1.0 }, { "p": 0.07560579478740692, "m": 1.0 }, { "p": 0.05117882043123245, "m": 1.0 }, { "p": 0.05504702776670456, "m": 1.0 }, { "p": 0.0781954973936081, "m": 1.0 }, { "p": 0.09908635914325714, "m": 1.0 }, { "p": 0.055467523634433746, "m": 1.0 }, { "p": 0.07517538964748383, "m": 1.0 }, { "p": 0.06365326792001724, "m": 1.0 }, { "p": 0.08620676398277283, "m": 1.0 }, { "p": 0.11396722495555878, "m": 1.0 }, { "p": 0.005626830738037825, "m": 1.0 } ] }, { "epoch": 60, "train_loss": 4.306110382080078, "val_loss": 2.781327724456787, "acc": 34.92, "f1": [ 0.6344084739685059, 0.418032705783844, 0.2934781610965729, 0.18784524500370026, 0.09937881678342819, 0.2983424663543701, 0.32365134358406067, 0.36704114079475403, 0.3118278682231903, 0.48314592242240906, 0.1798941045999527, 0.17964066565036774, 0.34374991059303284, 0.20325198769569397, 0.19889496266841888, 0.24161066114902496, 0.31081071496009827, 0.49999988079071045, 0.2944784462451935, 0.3121386468410492, 0.6063828468322754, 0.4777776598930359, 0.33121007680892944, 0.5333331823348999, 0.6282721161842346, 0.22134381532669067, 0.21834053099155426, 0.1891891211271286, 0.49729716777801514, 0.30409345030784607, 0.4046241343021393, 0.29629620909690857, 0.28440356254577637, 0.3083699643611908, 0.3565216362476349, 0.12173906713724136, 0.2931033670902252, 0.23788540065288544, 0.2514968812465668, 0.5024629235267639, 0.3443707227706909, 0.5846152901649475, 0.2683981955051422, 0.3157894015312195, 0.2025315761566162, 0.18032780289649963, 0.21118006110191345, 0.44357967376708984, 0.4834122061729431, 0.44976064562797546, 0.23696675896644592, 0.2871793806552887, 0.553571343421936, 0.5647058486938477, 0.5352111458778381, 0.08928567916154861, 0.5550238490104675, 0.3537413775920868, 0.32520318031311035, 0.4150942265987396, 0.753488302230835, 0.4293783903121948, 0.4780486822128296, 0.40659332275390625, 0.11881181597709656, 0.18309852480888367, 0.1229049563407898, 0.3435581922531128, 0.6833332180976868, 0.5847951769828796, 0.34848475456237793, 0.6021503806114197, 0.15999993681907654, 0.3069306015968323, 0.1645020991563797, 0.566523551940918, 0.6265058517456055, 0.15584410727024078, 0.27138638496398926, 0.3168315887451172, 0.11111106723546982, 0.2685184180736542, 0.6336632370948792, 0.3754788637161255, 0.2048192024230957, 0.39805811643600464, 0.4242422580718994, 0.3803679943084717, 0.17610056698322296, 0.3022221624851227, 0.17886172235012054, 0.4488188326358795, 0.17045453190803528, 0.18749994039535522, 0.5499998331069946, 0.46363624930381775, 0.32291656732559204, 0.33333325386047363, 0.12844032049179077, 0.3797467350959778 ], "time": 162.77957024704665, "param": [ { "p": 0.1133328229188919, "m": 1.0 }, { "p": 0.04588047042489052, "m": 1.0 }, { "p": 0.0952775776386261, "m": 1.0 }, { "p": 0.062404997646808624, "m": 1.0 }, { "p": 0.06381337344646454, "m": 1.0 }, { "p": 0.03180205821990967, "m": 1.0 }, { "p": 0.08026529848575592, "m": 1.0 }, { "p": 0.09295618534088135, "m": 1.0 }, { "p": 0.0747702345252037, "m": 1.0 }, { "p": 0.07284016162157059, "m": 1.0 }, { "p": 0.07412566989660263, "m": 1.0 }, { "p": 0.0907331183552742, "m": 1.0 }, { "p": 0.09426524490118027, "m": 1.0 }, { "p": 0.007532722316682339, "m": 1.0 } ] }, { "epoch": 61, "train_loss": 4.13634729385376, "val_loss": 2.8662374019622803, "acc": 35.46, "f1": [ 0.6478871703147888, 0.4484303891658783, 0.22748807072639465, 0.17834389209747314, 0.1282050907611847, 0.24299058318138123, 0.3744291365146637, 0.4046241343021393, 0.24637670814990997, 0.48888877034187317, 0.16216209530830383, 0.21965309977531433, 0.33451950550079346, 0.17112290859222412, 0.2584269046783447, 0.2010049670934677, 0.36046499013900757, 0.49756085872650146, 0.32584258913993835, 0.2188294678926468, 0.5254901647567749, 0.466666579246521, 0.33918121457099915, 0.4605261981487274, 0.6334840059280396, 0.24999991059303284, 0.22580638527870178, 0.24175815284252167, 0.3983050286769867, 0.2066420167684555, 0.3398057222366333, 0.23448269069194794, 0.3351350426673889, 0.3417084515094757, 0.3636362552642822, 0.1748633086681366, 0.2906976044178009, 0.21495321393013, 0.1717790812253952, 0.5128204226493835, 0.29885047674179077, 0.48837199807167053, 0.3026314675807953, 0.33333325386047363, 0.193548321723938, 0.20430098474025726, 0.26548662781715393, 0.4741378724575043, 0.45976996421813965, 0.45689642429351807, 0.20869559049606323, 0.33548372983932495, 0.5826086401939392, 0.6146340370178223, 0.5445543527603149, 0.12030069530010223, 0.5325441956520081, 0.30158719420433044, 0.3628690838813782, 0.30065348744392395, 0.7214610576629639, 0.4712642431259155, 0.4453124403953552, 0.37623751163482666, 0.10596020519733429, 0.22352932393550873, 0.14201176166534424, 0.32584258913993835, 0.6720646619796753, 0.5270757675170898, 0.44351452589035034, 0.6086955070495605, 0.13223135471343994, 0.3129250705242157, 0.17721512913703918, 0.5955554842948914, 0.7032965421676636, 0.13749992847442627, 0.28225794434547424, 0.2727271318435669, 0.13888882100582123, 0.2488478720188141, 0.7010307908058167, 0.34523800015449524, 0.20425525307655334, 0.4521738290786743, 0.4088396728038788, 0.41176459193229675, 0.2243901938199997, 0.39843741059303284, 0.3050846755504608, 0.46413490176200867, 0.09523804485797882, 0.2658958435058594, 0.5837836861610413, 0.44444432854652405, 0.2838708758354187, 0.36529669165611267, 0.08205122500658035, 0.2553190588951111 ], "time": 161.35705921519548, "param": [ { "p": 0.09900032728910446, "m": 1.0 }, { "p": 0.07295086979866028, "m": 1.0 }, { "p": 0.0994422510266304, "m": 1.0 }, { "p": 0.0333394929766655, "m": 1.0 }, { "p": 0.06576856970787048, "m": 1.0 }, { "p": 0.051385845988988876, "m": 1.0 }, { "p": 0.06527668237686157, "m": 1.0 }, { "p": 0.10056120902299881, "m": 1.0 }, { "p": 0.06749837100505829, "m": 1.0 }, { "p": 0.06743607670068741, "m": 1.0 }, { "p": 0.06771335005760193, "m": 1.0 }, { "p": 0.10297278314828873, "m": 1.0 }, { "p": 0.10492502152919769, "m": 1.0 }, { "p": 0.0017290741670876741, "m": 1.0 } ] }, { "epoch": 62, "train_loss": 4.129083156585693, "val_loss": 2.639664888381958, "acc": 34.78, "f1": [ 0.6903551816940308, 0.43720918893814087, 0.2420748621225357, 0.21527771651744843, 0.07575751841068268, 0.26315784454345703, 0.40394076704978943, 0.42857131361961365, 0.30526304244995117, 0.5050503611564636, 0.09599995613098145, 0.17272719740867615, 0.3720929026603699, 0.24875615537166595, 0.21649475395679474, 0.21854300796985626, 0.327868789434433, 0.4694834351539612, 0.3166666030883789, 0.3084576427936554, 0.5247523188591003, 0.4105958938598633, 0.31249991059303284, 0.5517240166664124, 0.6336632370948792, 0.23391805589199066, 0.2692306637763977, 0.21621613204479218, 0.4749998450279236, 0.32291656732559204, 0.32941165566444397, 0.31249991059303284, 0.33816415071487427, 0.35582810640335083, 0.32748526334762573, 0.10909084975719452, 0.3119265139102936, 0.2240663468837738, 0.2543351650238037, 0.4670657217502594, 0.31884047389030457, 0.6382977366447449, 0.25268810987472534, 0.2583979070186615, 0.22352932393550873, 0.18633535504341125, 0.1971830278635025, 0.5042015910148621, 0.5029938817024231, 0.387096643447876, 0.1754385232925415, 0.33333325386047363, 0.5328184366226196, 0.5470851063728333, 0.502923846244812, 0.18181811273097992, 0.5396823883056641, 0.33802807331085205, 0.3707864284515381, 0.280373752117157, 0.7017542123794556, 0.40764322876930237, 0.4588233530521393, 0.3786981403827667, 0.09160300344228745, 0.23529405891895294, 0.11594197899103165, 0.34177201986312866, 0.7177032232284546, 0.5244443416595459, 0.4931505620479584, 0.6063828468322754, 0.12676051259040833, 0.25675666332244873, 0.14981268346309662, 0.5907171964645386, 0.5925924181938171, 0.1626015603542328, 0.2208588421344757, 0.3487178385257721, 0.16243648529052734, 0.28846150636672974, 0.6698111891746521, 0.3277309536933899, 0.13008125126361847, 0.4331209361553192, 0.41284388303756714, 0.37962955236434937, 0.14285707473754883, 0.3842363655567169, 0.3018867075443268, 0.5111110210418701, 0.10447756201028824, 0.2473117560148239, 0.462633341550827, 0.436893105506897, 0.2649005651473999, 0.27681654691696167, 0.1445782631635666, 0.3855420649051666 ], "time": 160.51984350476414, "param": [ { "p": 0.09368337690830231, "m": 1.0 }, { "p": 0.04428252577781677, "m": 1.0 }, { "p": 0.08429065346717834, "m": 1.0 }, { "p": 0.06575950235128403, "m": 1.0 }, { "p": 0.05833715945482254, "m": 1.0 }, { "p": 0.06921840459108353, "m": 1.0 }, { "p": 0.07077542692422867, "m": 1.0 }, { "p": 0.08748197555541992, "m": 1.0 }, { "p": 0.07083037495613098, "m": 1.0 }, { "p": 0.07985158264636993, "m": 1.0 }, { "p": 0.06128707155585289, "m": 1.0 }, { "p": 0.07028018683195114, "m": 1.0 }, { "p": 0.10104916989803314, "m": 1.0 }, { "p": 0.042872536927461624, "m": 1.0 } ] }, { "epoch": 63, "train_loss": 4.233406066894531, "val_loss": 2.8287177085876465, "acc": 34.97, "f1": [ 0.5974025130271912, 0.42477864027023315, 0.22222214937210083, 0.19565211236476898, 0.10687018185853958, 0.33333322405815125, 0.38834938406944275, 0.3714284598827362, 0.3175964951515198, 0.4088887572288513, 0.13422814011573792, 0.22222216427326202, 0.39560428261756897, 0.2614377737045288, 0.21978014707565308, 0.22413785755634308, 0.2999999523162842, 0.4453440308570862, 0.35483863949775696, 0.223776176571846, 0.5544553399085999, 0.4744184911251068, 0.33502528071403503, 0.5454544425010681, 0.5999999046325684, 0.19867542386054993, 0.2616821527481079, 0.213483065366745, 0.46242761611938477, 0.3101603388786316, 0.41052618622779846, 0.3398057222366333, 0.3551400303840637, 0.3257328271865845, 0.3578946590423584, 0.177215114235878, 0.31404948234558105, 0.22950810194015503, 0.2333332747220993, 0.5432096719741821, 0.3584904372692108, 0.5825241804122925, 0.2886596620082855, 0.33823519945144653, 0.2470587193965912, 0.2127659022808075, 0.21705421805381775, 0.44444432854652405, 0.46082934737205505, 0.41666656732559204, 0.16666659712791443, 0.29032251238822937, 0.5303866267204285, 0.5744680166244507, 0.4936169385910034, 0.1754385381937027, 0.5425531268119812, 0.33497530221939087, 0.3675675094127655, 0.37499988079071045, 0.7290639281272888, 0.4222221076488495, 0.43362823128700256, 0.3489360511302948, 0.08333329111337662, 0.1916666179895401, 0.17164172232151031, 0.22399991750717163, 0.7115383744239807, 0.5168538689613342, 0.42639580368995667, 0.5957446098327637, 0.17391300201416016, 0.3354036211967468, 0.16842098534107208, 0.6341462135314941, 0.5448027849197388, 0.1029411256313324, 0.11842100322246552, 0.2909089922904968, 0.11872139573097229, 0.3091786503791809, 0.6914892196655273, 0.2695034444332123, 0.16149060428142548, 0.45121943950653076, 0.3894736170768738, 0.3999999463558197, 0.19999991357326508, 0.34615373611450195, 0.24460424482822418, 0.43749985098838806, 0.15053758025169373, 0.1951218843460083, 0.48854950070381165, 0.45405393838882446, 0.3171805441379547, 0.318471223115921, 0.11956514418125153, 0.34449753165245056 ], "time": 160.49148440454155, "param": [ { "p": 0.08716260641813278, "m": 1.0 }, { "p": 0.05210129916667938, "m": 1.0 }, { "p": 0.08717691898345947, "m": 1.0 }, { "p": 0.06354142725467682, "m": 1.0 }, { "p": 0.08082380890846252, "m": 1.0 }, { "p": 0.05877332761883736, "m": 1.0 }, { "p": 0.07086840271949768, "m": 1.0 }, { "p": 0.0872478187084198, "m": 1.0 }, { "p": 0.06300666183233261, "m": 1.0 }, { "p": 0.056806858628988266, "m": 1.0 }, { "p": 0.0844084694981575, "m": 1.0 }, { "p": 0.06929440796375275, "m": 1.0 }, { "p": 0.10764801502227783, "m": 1.0 }, { "p": 0.031139979138970375, "m": 1.0 } ] }, { "epoch": 64, "train_loss": 4.362213611602783, "val_loss": 2.557682514190674, "acc": 36.27, "f1": [ 0.6483515501022339, 0.3865545094013214, 0.29107969999313354, 0.22377613186836243, 0.13197962939739227, 0.3049326539039612, 0.3688523471355438, 0.3936169147491455, 0.3111110329627991, 0.4766837954521179, 0.14285707473754883, 0.2244897186756134, 0.35532984137535095, 0.20134222507476807, 0.244648277759552, 0.2837836742401123, 0.3720929026603699, 0.47311821579933167, 0.3626372814178467, 0.26086950302124023, 0.5486724376678467, 0.4872726500034332, 0.35897424817085266, 0.4999998211860657, 0.6175113916397095, 0.16774186491966248, 0.31818172335624695, 0.29268285632133484, 0.44725728034973145, 0.29787227511405945, 0.3885713219642639, 0.3880595862865448, 0.3837208151817322, 0.3542434275150299, 0.2934781610965729, 0.14598533511161804, 0.37499988079071045, 0.19999992847442627, 0.23387089371681213, 0.5054942965507507, 0.38834938406944275, 0.5381165146827698, 0.30409345030784607, 0.3389829695224762, 0.22535203397274017, 0.208791121840477, 0.2434781938791275, 0.45849794149398804, 0.47524741291999817, 0.4070795178413391, 0.19999994337558746, 0.35532984137535095, 0.5714284777641296, 0.5812807083129883, 0.5252523422241211, 0.15662643313407898, 0.4999999403953552, 0.3300969898700714, 0.3370785713195801, 0.31999990344047546, 0.7263157367706299, 0.4191615581512451, 0.4417177140712738, 0.3418802320957184, 0.07999993860721588, 0.18902435898780823, 0.1368420422077179, 0.3636362552642822, 0.6990289688110352, 0.5610858201980591, 0.39560431241989136, 0.5999999046325684, 0.13333328068256378, 0.3232322335243225, 0.19889496266841888, 0.5940592885017395, 0.6761903762817383, 0.11392398923635483, 0.23744283616542816, 0.29787224531173706, 0.11895906180143356, 0.29319363832473755, 0.735751211643219, 0.3510637581348419, 0.22352932393550873, 0.4111110270023346, 0.3831774890422821, 0.4081631302833557, 0.2434781938791275, 0.3495934009552002, 0.3135133981704712, 0.49214646220207214, 0.20576126873493195, 0.2588233947753906, 0.5294116139411926, 0.4640882611274719, 0.2972972095012665, 0.34579432010650635, 0.09160300344228745, 0.3402060866355896 ], "time": 158.06566444318742, "param": [ { "p": 0.09675347059965134, "m": 1.0 }, { "p": 0.04979293793439865, "m": 1.0 }, { "p": 0.07114209234714508, "m": 1.0 }, { "p": 0.07378748804330826, "m": 1.0 }, { "p": 0.07780224829912186, "m": 1.0 }, { "p": 0.06628897786140442, "m": 1.0 }, { "p": 0.0848410502076149, "m": 1.0 }, { "p": 0.08312992006540298, "m": 1.0 }, { "p": 0.057097092270851135, "m": 1.0 }, { "p": 0.059598665684461594, "m": 1.0 }, { "p": 0.05207923427224159, "m": 1.0 }, { "p": 0.08661068230867386, "m": 1.0 }, { "p": 0.09649080038070679, "m": 1.0 }, { "p": 0.04458538815379143, "m": 1.0 } ] }, { "epoch": 65, "train_loss": 4.398837566375732, "val_loss": 2.627676486968994, "acc": 35.57, "f1": [ 0.6055043935775757, 0.3800903856754303, 0.2674417495727539, 0.2127658873796463, 0.13513506948947906, 0.23188398778438568, 0.42857131361961365, 0.38341957330703735, 0.3287670612335205, 0.44808733463287354, 0.12765952944755554, 0.2212388664484024, 0.33502528071403503, 0.2288556545972824, 0.24999989569187164, 0.24460424482822418, 0.28235286474227905, 0.4837207794189453, 0.36842095851898193, 0.24096380174160004, 0.5116277933120728, 0.49107134342193604, 0.3199998736381531, 0.46636757254600525, 0.5714284777641296, 0.24291490018367767, 0.28846150636672974, 0.22522515058517456, 0.44444435834884644, 0.319248765707016, 0.4022345542907715, 0.3657141625881195, 0.3290042281150818, 0.36842095851898193, 0.3474177420139313, 0.21686740219593048, 0.29885047674179077, 0.18579228222370148, 0.19047614932060242, 0.4923075735569, 0.32804223895072937, 0.5977010130882263, 0.2891565263271332, 0.38427940011024475, 0.1965811401605606, 0.19230762124061584, 0.1749999076128006, 0.4316546320915222, 0.4491977095603943, 0.39784935116767883, 0.23076915740966797, 0.3050846457481384, 0.5523011684417725, 0.5862067937850952, 0.45132729411125183, 0.13872826099395752, 0.5348835587501526, 0.38848912715911865, 0.3478260338306427, 0.29268282651901245, 0.6063346862792969, 0.4823527932167053, 0.4245808720588684, 0.32799988985061646, 0.08771926164627075, 0.18045106530189514, 0.1576354056596756, 0.2838708758354187, 0.7058822512626648, 0.5428569912910461, 0.5023695826530457, 0.5032678842544556, 0.14184391498565674, 0.36641210317611694, 0.17252391576766968, 0.566929042339325, 0.6488887667655945, 0.13698624074459076, 0.25112098455429077, 0.32584258913993835, 0.16748763620853424, 0.30337071418762207, 0.6888887882232666, 0.3419688045978546, 0.22119809687137604, 0.36206886172294617, 0.3982299864292145, 0.3846152722835541, 0.10937494784593582, 0.39676105976104736, 0.3018867075443268, 0.49999988079071045, 0.13580238819122314, 0.17391297221183777, 0.5381165146827698, 0.4711109697818756, 0.35051536560058594, 0.3376622200012207, 0.12631572782993317, 0.3387977182865143 ], "time": 161.10581357590854, "param": [ { "p": 0.05937143787741661, "m": 1.0 }, { "p": 0.06173146143555641, "m": 1.0 }, { "p": 0.08807516098022461, "m": 1.0 }, { "p": 0.07575445622205734, "m": 1.0 }, { "p": 0.06842295825481415, "m": 1.0 }, { "p": 0.0442047193646431, "m": 1.0 }, { "p": 0.07466935366392136, "m": 1.0 }, { "p": 0.07897815108299255, "m": 1.0 }, { "p": 0.0769612118601799, "m": 1.0 }, { "p": 0.05896250903606415, "m": 1.0 }, { "p": 0.0823117345571518, "m": 1.0 }, { "p": 0.07240190356969833, "m": 1.0 }, { "p": 0.10835254192352295, "m": 1.0 }, { "p": 0.04980237036943436, "m": 1.0 } ] }, { "epoch": 66, "train_loss": 4.190578460693359, "val_loss": 2.623199939727783, "acc": 35.71, "f1": [ 0.627906858921051, 0.41666656732559204, 0.29702961444854736, 0.17857135832309723, 0.14084503054618835, 0.3152172863483429, 0.32124343514442444, 0.36686381697654724, 0.28699544072151184, 0.47715723514556885, 0.19047611951828003, 0.3304346799850464, 0.393063485622406, 0.2795697748661041, 0.2598869204521179, 0.2091502547264099, 0.32520318031311035, 0.5049503445625305, 0.3179915249347687, 0.29864245653152466, 0.635837972164154, 0.4959348142147064, 0.32222211360931396, 0.5549131631851196, 0.6521738171577454, 0.23318377137184143, 0.3087247312068939, 0.2366863340139389, 0.4812833070755005, 0.3170730471611023, 0.3757960796356201, 0.3064514994621277, 0.3367346227169037, 0.3194887638092041, 0.28571417927742004, 0.18867920339107513, 0.32704389095306396, 0.231511190533638, 0.23291133344173431, 0.5121949315071106, 0.36871495842933655, 0.5870645046234131, 0.26666656136512756, 0.2564101815223694, 0.2256409376859665, 0.16888882219791412, 0.20134222507476807, 0.4516127407550812, 0.49484527111053467, 0.47499990463256836, 0.19607838988304138, 0.3899998664855957, 0.5839415192604065, 0.6086955666542053, 0.5368419289588928, 0.1290321946144104, 0.45801523327827454, 0.3743841052055359, 0.3354838192462921, 0.3636362552642822, 0.738461434841156, 0.3999999463558197, 0.48275846242904663, 0.38636353611946106, 0.12716756761074066, 0.1931033730506897, 0.15909084677696228, 0.3552630543708801, 0.6382977366447449, 0.6145250201225281, 0.41269832849502563, 0.5798815488815308, 0.08633087575435638, 0.29896897077560425, 0.16455689072608948, 0.6211178302764893, 0.6808508634567261, 0.1438848376274109, 0.2621358335018158, 0.32835814356803894, 0.16874995827674866, 0.3203882575035095, 0.5460991859436035, 0.31730762124061584, 0.16176463663578033, 0.4310343861579895, 0.3703702688217163, 0.43636354804039, 0.19047613441944122, 0.35135123133659363, 0.18840573728084564, 0.43902426958084106, 0.2491348832845688, 0.17391295731067657, 0.561576247215271, 0.32911381125450134, 0.30275216698646545, 0.3314284682273865, 0.1126759946346283, 0.3832334280014038 ], "time": 163.68107194639742, "param": [ { "p": 0.08882567286491394, "m": 1.0 }, { "p": 0.05767448619008064, "m": 1.0 }, { "p": 0.08903426676988602, "m": 1.0 }, { "p": 0.05367226526141167, "m": 1.0 }, { "p": 0.06028128042817116, "m": 1.0 }, { "p": 0.05740843713283539, "m": 1.0 }, { "p": 0.0745927020907402, "m": 1.0 }, { "p": 0.07172048091888428, "m": 1.0 }, { "p": 0.07838675379753113, "m": 1.0 }, { "p": 0.07424576580524445, "m": 1.0 }, { "p": 0.07835058122873306, "m": 1.0 }, { "p": 0.09226062148809433, "m": 1.0 }, { "p": 0.08028463274240494, "m": 1.0 }, { "p": 0.043261945247650146, "m": 1.0 } ] }, { "epoch": 67, "train_loss": 3.953418254852295, "val_loss": 2.6624114513397217, "acc": 35.86, "f1": [ 0.6785712838172913, 0.43956032395362854, 0.2762430012226105, 0.17808210849761963, 0.17901231348514557, 0.31355923414230347, 0.362318754196167, 0.36065563559532166, 0.32558128237724304, 0.42780739068984985, 0.09999994188547134, 0.2386830598115921, 0.31451600790023804, 0.22666659951210022, 0.2888887822628021, 0.26136353611946106, 0.31999990344047546, 0.5192306637763977, 0.3493974804878235, 0.2656249403953552, 0.6632122993469238, 0.42724454402923584, 0.3152172863483429, 0.5360823273658752, 0.5688887238502502, 0.25870639085769653, 0.2524271011352539, 0.23589736223220825, 0.39330533146858215, 0.32214754819869995, 0.396624356508255, 0.3265305161476135, 0.3626372814178467, 0.30674833059310913, 0.3439999520778656, 0.09836061298847198, 0.2784809172153473, 0.15894033014774323, 0.23157887160778046, 0.5595237016677856, 0.22924895584583282, 0.4961830973625183, 0.21874991059303284, 0.3736262619495392, 0.2165604531764984, 0.2251655012369156, 0.239436537027359, 0.45414838194847107, 0.4595744013786316, 0.4651161730289459, 0.15384608507156372, 0.3117869794368744, 0.5674417018890381, 0.5800864696502686, 0.47004595398902893, 0.15068486332893372, 0.5145226716995239, 0.3975902497768402, 0.32941165566444397, 0.3275861144065857, 0.742267906665802, 0.4299064576625824, 0.40601494908332825, 0.38157883286476135, 0.05357140302658081, 0.22222214937210083, 0.1635219305753708, 0.3157893717288971, 0.7155961990356445, 0.48571425676345825, 0.41935470700263977, 0.5934958457946777, 0.12068961560726166, 0.3763065040111542, 0.17391295731067657, 0.5833331942558289, 0.6564101576805115, 0.17301031947135925, 0.23809517920017242, 0.3350784480571747, 0.2191779911518097, 0.26262614130973816, 0.728155255317688, 0.32142847776412964, 0.16560502350330353, 0.4507041275501251, 0.3505975306034088, 0.3763439953327179, 0.18713442981243134, 0.35359105467796326, 0.3076922297477722, 0.4907405972480774, 0.1481480747461319, 0.06504061073064804, 0.5445024967193604, 0.47540971636772156, 0.3363635540008545, 0.324607253074646, 0.14736837148666382, 0.3018867075443268 ], "time": 160.6525665493682, "param": [ { "p": 0.10323945432901382, "m": 1.0 }, { "p": 0.04894477501511574, "m": 1.0 }, { "p": 0.08991125971078873, "m": 1.0 }, { "p": 0.054736264050006866, "m": 1.0 }, { "p": 0.07012717425823212, "m": 1.0 }, { "p": 0.06421025842428207, "m": 1.0 }, { "p": 0.06521552056074142, "m": 1.0 }, { "p": 0.07467243075370789, "m": 1.0 }, { "p": 0.06543135643005371, "m": 1.0 }, { "p": 0.07829459011554718, "m": 1.0 }, { "p": 0.06882242113351822, "m": 1.0 }, { "p": 0.08565100282430649, "m": 1.0 }, { "p": 0.09693378955125809, "m": 1.0 }, { "p": 0.03380976989865303, "m": 1.0 } ] }, { "epoch": 68, "train_loss": 4.677456855773926, "val_loss": 2.9042892456054688, "acc": 35.86, "f1": [ 0.6735749840736389, 0.4608694612979889, 0.2644627094268799, 0.10714281350374222, 0.1647058129310608, 0.27118635177612305, 0.32214754819869995, 0.38709667325019836, 0.30864188075065613, 0.43678146600723267, 0.1675977110862732, 0.26573416590690613, 0.3555554449558258, 0.24580998718738556, 0.28571420907974243, 0.1935483068227768, 0.36123335361480713, 0.47257372736930847, 0.3295879364013672, 0.25373128056526184, 0.559321939945221, 0.4858298599720001, 0.34523800015449524, 0.5161289572715759, 0.6055043935775757, 0.21459220349788666, 0.24277448654174805, 0.22058817744255066, 0.4466018080711365, 0.3487178385257721, 0.4086019992828369, 0.3249998688697815, 0.3037973642349243, 0.3465345501899719, 0.34394893050193787, 0.24096378684043884, 0.32195112109184265, 0.2421524077653885, 0.24418595433235168, 0.5146197080612183, 0.2760942280292511, 0.5636362433433533, 0.3043477237224579, 0.3315507173538208, 0.1629629135131836, 0.2025315761566162, 0.18713442981243134, 0.4569287598133087, 0.4805193543434143, 0.4186045527458191, 0.19540224969387054, 0.32402223348617554, 0.5238093733787537, 0.6319998502731323, 0.5082871913909912, 0.14814810454845428, 0.47619035840034485, 0.3408070504665375, 0.3862067759037018, 0.3445377051830292, 0.7043477296829224, 0.43027880787849426, 0.37894731760025024, 0.41884803771972656, 0.13664589822292328, 0.2399999350309372, 0.15730330348014832, 0.3508770763874054, 0.666666567325592, 0.5918366312980652, 0.4380951225757599, 0.577946662902832, 0.11851847171783447, 0.3519999384880066, 0.16161610186100006, 0.5978259444236755, 0.6480445265769958, 0.1858406364917755, 0.25961530208587646, 0.3414633274078369, 0.2073170244693756, 0.28571420907974243, 0.6024095416069031, 0.3583814203739166, 0.17171710729599, 0.3846152722835541, 0.3981480300426483, 0.42708319425582886, 0.10884349048137665, 0.36749106645584106, 0.2944161295890808, 0.45595842599868774, 0.12765952944755554, 0.28571417927742004, 0.5429863333702087, 0.39735087752342224, 0.3186812400817871, 0.33333319425582886, 0.15810270607471466, 0.36158180236816406 ], "time": 161.78287712018937, "param": [ { "p": 0.0960189551115036, "m": 1.0 }, { "p": 0.04614189267158508, "m": 1.0 }, { "p": 0.09148077666759491, "m": 1.0 }, { "p": 0.06817992776632309, "m": 1.0 }, { "p": 0.06461944431066513, "m": 1.0 }, { "p": 0.067654088139534, "m": 1.0 }, { "p": 0.06724148243665695, "m": 1.0 }, { "p": 0.08626499027013779, "m": 1.0 }, { "p": 0.0710228681564331, "m": 1.0 }, { "p": 0.07379521429538727, "m": 1.0 }, { "p": 0.0676739364862442, "m": 1.0 }, { "p": 0.07966464757919312, "m": 1.0 }, { "p": 0.09014466404914856, "m": 1.0 }, { "p": 0.030097126960754395, "m": 1.0 } ] }, { "epoch": 69, "train_loss": 4.189776420593262, "val_loss": 2.896627426147461, "acc": 36.28, "f1": [ 0.6220094561576843, 0.4369746744632721, 0.2624998986721039, 0.24742262065410614, 0.1333332657814026, 0.2983424663543701, 0.34374991059303284, 0.37125736474990845, 0.31872501969337463, 0.3636362552642822, 0.2275448441505432, 0.2888887822628021, 0.38502663373947144, 0.19047611951828003, 0.23463678359985352, 0.2021275758743286, 0.36144572496414185, 0.5263156890869141, 0.3714284896850586, 0.2784809470176697, 0.5301203727722168, 0.4255318343639374, 0.3295453190803528, 0.56043940782547, 0.5781249403953552, 0.24154582619667053, 0.2456139624118805, 0.20270265638828278, 0.47846877574920654, 0.3084111213684082, 0.3373492956161499, 0.35483863949775696, 0.2531644403934479, 0.32456132769584656, 0.366812139749527, 0.21390368044376373, 0.28193822503089905, 0.2473117560148239, 0.231999933719635, 0.40590396523475647, 0.35602086782455444, 0.5773194432258606, 0.34615373611450195, 0.38139525055885315, 0.28947359323501587, 0.1612902730703354, 0.24719089269638062, 0.41333329677581787, 0.520408034324646, 0.4382021129131317, 0.17964066565036774, 0.3113771378993988, 0.4670049846172333, 0.6388887763023376, 0.5071768760681152, 0.16666659712791443, 0.5240640044212341, 0.3703702688217163, 0.3543306291103363, 0.3743841052055359, 0.6814157962799072, 0.43786972761154175, 0.43181803822517395, 0.34599146246910095, 0.09836061298847198, 0.19480513036251068, 0.18269222974777222, 0.32075464725494385, 0.6787328720092773, 0.5818180441856384, 0.40624991059303284, 0.5670101642608643, 0.1398600935935974, 0.3942306339740753, 0.1857142299413681, 0.5981307029724121, 0.6276149749755859, 0.14379078149795532, 0.22393816709518433, 0.364531934261322, 0.23188398778438568, 0.2931033670902252, 0.6633662581443787, 0.3399999141693115, 0.2621358335018158, 0.4146340489387512, 0.42790690064430237, 0.4210525453090668, 0.11249993741512299, 0.348314493894577, 0.3113206624984741, 0.5028570294380188, 0.1809954047203064, 0.26751580834388733, 0.4808361828327179, 0.3981899321079254, 0.2810809910297394, 0.33962252736091614, 0.14723920822143555, 0.33333322405815125 ], "time": 163.88448190689087, "param": [ { "p": 0.08278252184391022, "m": 1.0 }, { "p": 0.055924009531736374, "m": 1.0 }, { "p": 0.0922100692987442, "m": 1.0 }, { "p": 0.07201284170150757, "m": 1.0 }, { "p": 0.06879095733165741, "m": 1.0 }, { "p": 0.05359889939427376, "m": 1.0 }, { "p": 0.07770103216171265, "m": 1.0 }, { "p": 0.06471505761146545, "m": 1.0 }, { "p": 0.0727565661072731, "m": 1.0 }, { "p": 0.07391010224819183, "m": 1.0 }, { "p": 0.06657788902521133, "m": 1.0 }, { "p": 0.08407493680715561, "m": 1.0 }, { "p": 0.08836551755666733, "m": 1.0 }, { "p": 0.046579621732234955, "m": 1.0 } ] }, { "epoch": 70, "train_loss": 4.436099052429199, "val_loss": 2.675063371658325, "acc": 35.42, "f1": [ 0.5725805163383484, 0.45161277055740356, 0.2659573554992676, 0.20731700956821442, 0.11976040154695511, 0.30621999502182007, 0.3999999165534973, 0.39215680956840515, 0.30830031633377075, 0.42931926250457764, 0.14473678171634674, 0.17808210849761963, 0.35955044627189636, 0.23529404401779175, 0.2531644403934479, 0.2399999350309372, 0.31372541189193726, 0.4581817388534546, 0.2598869204521179, 0.2774565517902374, 0.6298341155052185, 0.47257372736930847, 0.31764698028564453, 0.5180721879005432, 0.6497460603713989, 0.1931033730506897, 0.3295453190803528, 0.239999920129776, 0.46280980110168457, 0.31730762124061584, 0.41414129734039307, 0.30701744556427, 0.31724128127098083, 0.26586097478866577, 0.366812139749527, 0.1775147169828415, 0.31355923414230347, 0.19393931329250336, 0.2572613060474396, 0.505154550075531, 0.3563217520713806, 0.5961536765098572, 0.30769219994544983, 0.33460068702697754, 0.22360241413116455, 0.1550387144088745, 0.2888887822628021, 0.4112148582935333, 0.502564013004303, 0.34013596177101135, 0.1556885540485382, 0.2977098226547241, 0.4790417551994324, 0.5643563270568848, 0.47963786125183105, 0.13157887756824493, 0.5228214263916016, 0.368663489818573, 0.3468207120895386, 0.3383083641529083, 0.7022221088409424, 0.4018263518810272, 0.45081958174705505, 0.3376622200012207, 0.11180117726325989, 0.210526242852211, 0.1398600935935974, 0.309278279542923, 0.6212764978408813, 0.5752211213111877, 0.40609124302864075, 0.5714284777641296, 0.18749994039535522, 0.26666659116744995, 0.15615610778331757, 0.595959484577179, 0.6203702688217163, 0.1898304522037506, 0.21590900421142578, 0.3720929026603699, 0.18279562890529633, 0.27199992537498474, 0.728155255317688, 0.33587780594825745, 0.17857135832309723, 0.4670049846172333, 0.3389829397201538, 0.3905324339866638, 0.10909084975719452, 0.34814804792404175, 0.2702701687812805, 0.4766353964805603, 0.1619046926498413, 0.2656249403953552, 0.5913977026939392, 0.351144939661026, 0.3022669851779938, 0.3225805461406708, 0.1279069036245346, 0.37158459424972534 ], "time": 158.9531422937289, "param": [ { "p": 0.0669015571475029, "m": 1.0 }, { "p": 0.05546509847044945, "m": 1.0 }, { "p": 0.09875661134719849, "m": 1.0 }, { "p": 0.05509592965245247, "m": 1.0 }, { "p": 0.07892962545156479, "m": 1.0 }, { "p": 0.053142208606004715, "m": 1.0 }, { "p": 0.05426168814301491, "m": 1.0 }, { "p": 0.08920703828334808, "m": 1.0 }, { "p": 0.07080627232789993, "m": 1.0 }, { "p": 0.07986312359571457, "m": 1.0 }, { "p": 0.08795161545276642, "m": 1.0 }, { "p": 0.07003118097782135, "m": 1.0 }, { "p": 0.09127490222454071, "m": 1.0 }, { "p": 0.048313044011592865, "m": 1.0 } ] }, { "epoch": 71, "train_loss": 3.6635916233062744, "val_loss": 2.8227033615112305, "acc": 36.04, "f1": [ 0.6448596715927124, 0.4311376214027405, 0.26548662781715393, 0.2127659022808075, 0.1156068742275238, 0.2812499403953552, 0.3453236222267151, 0.3694266378879547, 0.34482747316360474, 0.4670049846172333, 0.14765094220638275, 0.18497103452682495, 0.3314284682273865, 0.17307688295841217, 0.2992125153541565, 0.2692306935787201, 0.39999985694885254, 0.5106381177902222, 0.2999998927116394, 0.291139155626297, 0.5679998993873596, 0.4372989535331726, 0.34883710741996765, 0.4731181561946869, 0.6467660069465637, 0.2099446803331375, 0.2573528587818146, 0.19555547833442688, 0.4631577730178833, 0.32258057594299316, 0.40358731150627136, 0.33466124534606934, 0.2790696918964386, 0.34554967284202576, 0.36871495842933655, 0.1657457947731018, 0.3278687596321106, 0.19847320020198822, 0.22831043601036072, 0.49019595980644226, 0.3841058313846588, 0.633333146572113, 0.3290042281150818, 0.28915655612945557, 0.2696628272533417, 0.19811314344406128, 0.208791121840477, 0.5110130310058594, 0.4884791076183319, 0.4090908169746399, 0.16374263167381287, 0.3842363655567169, 0.5703123807907104, 0.6124400496482849, 0.45033106207847595, 0.1654134839773178, 0.5775399804115295, 0.3636362552642822, 0.3362830877304077, 0.3540668785572052, 0.707547128200531, 0.45398759841918945, 0.4222221076488495, 0.3508771061897278, 0.13541659712791443, 0.22047238051891327, 0.17004041373729706, 0.3465345501899719, 0.7128711342811584, 0.5728641748428345, 0.4259258210659027, 0.580357015132904, 0.17712169885635376, 0.35643553733825684, 0.14772720634937286, 0.6249998807907104, 0.6633164882659912, 0.14117640256881714, 0.20487797260284424, 0.31279608607292175, 0.13114748895168304, 0.27272722125053406, 0.7164177894592285, 0.27428561449050903, 0.22608689963817596, 0.38251355290412903, 0.3783782124519348, 0.3842363655567169, 0.17821775376796722, 0.43999987840652466, 0.3157893717288971, 0.46215128898620605, 0.2473117560148239, 0.2211054563522339, 0.5636362433433533, 0.3957218527793884, 0.2745096981525421, 0.3707316219806671, 0.11363628506660461, 0.3894736170768738 ], "time": 163.08397957216948, "param": [ { "p": 0.09265489876270294, "m": 1.0 }, { "p": 0.06396190077066422, "m": 1.0 }, { "p": 0.0937996655702591, "m": 1.0 }, { "p": 0.04191853851079941, "m": 1.0 }, { "p": 0.07729163020849228, "m": 1.0 }, { "p": 0.07101430743932724, "m": 1.0 }, { "p": 0.08227583020925522, "m": 1.0 }, { "p": 0.058170754462480545, "m": 1.0 }, { "p": 0.06960391998291016, "m": 1.0 }, { "p": 0.07199530303478241, "m": 1.0 }, { "p": 0.08771385997533798, "m": 1.0 }, { "p": 0.06685715168714523, "m": 1.0 }, { "p": 0.08766932785511017, "m": 1.0 }, { "p": 0.03507296368479729, "m": 1.0 } ] }, { "epoch": 72, "train_loss": 4.310801029205322, "val_loss": 2.705923318862915, "acc": 35.16, "f1": [ 0.6599999070167542, 0.39543718099594116, 0.31884050369262695, 0.2485205978155136, 0.13636356592178345, 0.28947362303733826, 0.329317182302475, 0.4044942855834961, 0.3058822751045227, 0.4507041275501251, 0.08139529079198837, 0.23529404401779175, 0.334545373916626, 0.1654134839773178, 0.2558138370513916, 0.21834053099155426, 0.3147207200527191, 0.5157893896102905, 0.33333322405815125, 0.2333332598209381, 0.5276594758033752, 0.4713374376296997, 0.31249991059303284, 0.5040649175643921, 0.5523011684417725, 0.16091948747634888, 0.28758159279823303, 0.23188398778438568, 0.44444435834884644, 0.3510637581348419, 0.3959389626979828, 0.31372541189193726, 0.32558128237724304, 0.31999990344047546, 0.27064216136932373, 0.1885245442390442, 0.3566878139972687, 0.19289332628250122, 0.18032778799533844, 0.487046480178833, 0.33333322405815125, 0.5462961196899414, 0.2727271616458893, 0.3431371748447418, 0.25396814942359924, 0.13017743825912476, 0.24742262065410614, 0.45197728276252747, 0.4594593644142151, 0.34013596177101135, 0.17266181111335754, 0.3414633274078369, 0.5575219988822937, 0.6018517017364502, 0.5517240166664124, 0.1395348161458969, 0.6063828468322754, 0.37914684414863586, 0.36607131361961365, 0.3300969898700714, 0.7117116451263428, 0.4730289578437805, 0.4491977095603943, 0.3053433895111084, 0.12222215533256531, 0.19289332628250122, 0.2127659022808075, 0.33333325386047363, 0.6548671722412109, 0.5407723784446716, 0.40490788221359253, 0.5513511896133423, 0.1445782482624054, 0.31325289607048035, 0.16049376130104065, 0.5652172565460205, 0.6951870322227478, 0.17610056698322296, 0.24050629138946533, 0.37426888942718506, 0.20588228106498718, 0.2470587193965912, 0.7010307908058167, 0.27338120341300964, 0.17112290859222412, 0.41666656732559204, 0.3976607024669647, 0.3831774890422821, 0.09271517395973206, 0.31067952513694763, 0.238805890083313, 0.4910178482532501, 0.22962957620620728, 0.20792071521282196, 0.5138338804244995, 0.4024389386177063, 0.34449753165245056, 0.30939218401908875, 0.15533974766731262, 0.35294109582901 ], "time": 163.7519977958873, "param": [ { "p": 0.08503986895084381, "m": 1.0 }, { "p": 0.05555148422718048, "m": 1.0 }, { "p": 0.09145207703113556, "m": 1.0 }, { "p": 0.07142140716314316, "m": 1.0 }, { "p": 0.07700922340154648, "m": 1.0 }, { "p": 0.06173493713140488, "m": 1.0 }, { "p": 0.052118416875600815, "m": 1.0 }, { "p": 0.07567480951547623, "m": 1.0 }, { "p": 0.0674939826130867, "m": 1.0 }, { "p": 0.07200586050748825, "m": 1.0 }, { "p": 0.07228045910596848, "m": 1.0 }, { "p": 0.0947113186120987, "m": 1.0 }, { "p": 0.10376220941543579, "m": 1.0 }, { "p": 0.0197439044713974, "m": 1.0 } ] }, { "epoch": 73, "train_loss": 4.262027740478516, "val_loss": 2.608680009841919, "acc": 36.01, "f1": [ 0.5872339010238647, 0.434782475233078, 0.2941175401210785, 0.19883033633232117, 0.13114748895168304, 0.3088802397251129, 0.39548009634017944, 0.36842095851898193, 0.3499998450279236, 0.4516127407550812, 0.12972965836524963, 0.27380943298339844, 0.334727942943573, 0.22935770452022552, 0.28048771619796753, 0.2340424805879593, 0.3278687596321106, 0.5118482112884521, 0.3493974804878235, 0.22907482087612152, 0.5477177500724792, 0.46082934737205505, 0.33502528071403503, 0.5120771527290344, 0.6009851098060608, 0.21301770210266113, 0.2784809172153473, 0.24489790201187134, 0.43749988079071045, 0.3350784480571747, 0.3842363655567169, 0.36190465092658997, 0.3576158285140991, 0.2953019440174103, 0.3183390200138092, 0.21198150515556335, 0.3369564116001129, 0.2072538137435913, 0.2573528587818146, 0.5624998211860657, 0.32911381125450134, 0.5545453429222107, 0.30487796664237976, 0.33333322405815125, 0.2909089922904968, 0.20382159948349, 0.22099439799785614, 0.4640882611274719, 0.4969695806503296, 0.43902426958084106, 0.19230762124061584, 0.3584904372692108, 0.5749999284744263, 0.6346153020858765, 0.5333331823348999, 0.1229049563407898, 0.5411763787269592, 0.35502949357032776, 0.3636362850666046, 0.3186812400817871, 0.7106597423553467, 0.4659089744091034, 0.49689429998397827, 0.3487178385257721, 0.17679551243782043, 0.13138681650161743, 0.18972326815128326, 0.25352105498313904, 0.6638653874397278, 0.5309733152389526, 0.39999985694885254, 0.5714284181594849, 0.13008125126361847, 0.2784809172153473, 0.16580304503440857, 0.5399238467216492, 0.6413500905036926, 0.140350803732872, 0.22891558706760406, 0.3502824008464813, 0.1422593742609024, 0.3251230716705322, 0.6903551816940308, 0.32335323095321655, 0.13664589822292328, 0.4299998879432678, 0.39495787024497986, 0.39215680956840515, 0.16999994218349457, 0.3586205542087555, 0.31914883852005005, 0.5164833664894104, 0.2288556545972824, 0.23396219313144684, 0.5517240166664124, 0.44642844796180725, 0.32835814356803894, 0.3555554449558258, 0.09756091237068176, 0.3666665554046631 ], "time": 160.7167803812772, "param": [ { "p": 0.08322476595640182, "m": 1.0 }, { "p": 0.061766885221004486, "m": 1.0 }, { "p": 0.08028755336999893, "m": 1.0 }, { "p": 0.06630028784275055, "m": 1.0 }, { "p": 0.07150424271821976, "m": 1.0 }, { "p": 0.06091516092419624, "m": 1.0 }, { "p": 0.08601553738117218, "m": 1.0 }, { "p": 0.06478611379861832, "m": 1.0 }, { "p": 0.08464813977479935, "m": 1.0 }, { "p": 0.07221803069114685, "m": 1.0 }, { "p": 0.06374432146549225, "m": 1.0 }, { "p": 0.06681405752897263, "m": 1.0 }, { "p": 0.10665670037269592, "m": 1.0 }, { "p": 0.03111816570162773, "m": 1.0 } ] }, { "epoch": 74, "train_loss": 4.024083614349365, "val_loss": 2.676544666290283, "acc": 35.34, "f1": [ 0.6473428606987, 0.4363635182380676, 0.2872926890850067, 0.19178076088428497, 0.1619046926498413, 0.2775118350982666, 0.43930622935295105, 0.3865545094013214, 0.3265305161476135, 0.4489794969558716, 0.12941168248653412, 0.23280414938926697, 0.3583814203739166, 0.21455931663513184, 0.2576685845851898, 0.2136751413345337, 0.3563217520713806, 0.4210525155067444, 0.3489360511302948, 0.25870639085769653, 0.5433069467544556, 0.505154550075531, 0.3179486393928528, 0.4785274565219879, 0.6082947254180908, 0.2488478720188141, 0.2602229714393616, 0.2212388664484024, 0.40718549489974976, 0.33333319425582886, 0.32467523217201233, 0.2999999225139618, 0.3097344636917114, 0.33333319425582886, 0.32258057594299316, 0.1754385381937027, 0.28947359323501587, 0.17333325743675232, 0.1951218843460083, 0.5497074723243713, 0.28461533784866333, 0.5084744691848755, 0.27338120341300964, 0.3508771061897278, 0.2749998867511749, 0.17105256021022797, 0.17021270096302032, 0.49411752820014954, 0.4640882611274719, 0.4059404730796814, 0.22459883987903595, 0.27777767181396484, 0.5714284181594849, 0.6255922317504883, 0.5089284181594849, 0.1219511553645134, 0.5038167238235474, 0.3874344527721405, 0.32160791754722595, 0.3295453190803528, 0.6772485375404358, 0.4183005392551422, 0.44239622354507446, 0.3402060866355896, 0.13496926426887512, 0.15384608507156372, 0.17171710729599, 0.3469386696815491, 0.7155961990356445, 0.4380951225757599, 0.4366810917854309, 0.5288134217262268, 0.1546391248703003, 0.37246954441070557, 0.15151509642601013, 0.5511810183525085, 0.6097559332847595, 0.14285707473754883, 0.27329182624816895, 0.1709401160478592, 0.2202642410993576, 0.27306264638900757, 0.7128711342811584, 0.2795697748661041, 0.22222214937210083, 0.3980098366737366, 0.3521125912666321, 0.419580340385437, 0.15189866721630096, 0.33333322405815125, 0.2690582275390625, 0.49261072278022766, 0.20338977873325348, 0.21686740219593048, 0.47999998927116394, 0.4191175699234009, 0.30487796664237976, 0.30541861057281494, 0.11650479584932327, 0.32584258913993835 ], "time": 161.25440330896527, "param": [ { "p": 0.09024269133806229, "m": 1.0 }, { "p": 0.06523189693689346, "m": 1.0 }, { "p": 0.10374720394611359, "m": 1.0 }, { "p": 0.07380679994821548, "m": 1.0 }, { "p": 0.06812319159507751, "m": 1.0 }, { "p": 0.06012723222374916, "m": 1.0 }, { "p": 0.07298166304826736, "m": 1.0 }, { "p": 0.08873004466295242, "m": 1.0 }, { "p": 0.06051000580191612, "m": 1.0 }, { "p": 0.038662541657686234, "m": 1.0 }, { "p": 0.06624303013086319, "m": 1.0 }, { "p": 0.08238440006971359, "m": 1.0 }, { "p": 0.09739430993795395, "m": 1.0 }, { "p": 0.03181493654847145, "m": 1.0 } ] }, { "epoch": 75, "train_loss": 4.112652778625488, "val_loss": 2.8064098358154297, "acc": 34.47, "f1": [ 0.6735749840736389, 0.4043714702129364, 0.2676055133342743, 0.19047611951828003, 0.13452909886837006, 0.23829780519008636, 0.36879420280456543, 0.3636362850666046, 0.3133639991283417, 0.47435885667800903, 0.14285707473754883, 0.24390234053134918, 0.35019445419311523, 0.23489925265312195, 0.19444438815116882, 0.19199992716312408, 0.37288129329681396, 0.4607328474521637, 0.319248765707016, 0.31092432141304016, 0.5566036701202393, 0.47236168384552, 0.3024389147758484, 0.4469272196292877, 0.6220094561576843, 0.21451100707054138, 0.3111110329627991, 0.16842098534107208, 0.4239630401134491, 0.31205663084983826, 0.3725489377975464, 0.24999992549419403, 0.30275216698646545, 0.32989683747291565, 0.33333325386047363, 0.24324318766593933, 0.30331745743751526, 0.19047613441944122, 0.2528735101222992, 0.5140186548233032, 0.2452315390110016, 0.5483869910240173, 0.28571420907974243, 0.3703702688217163, 0.21590900421142578, 0.1809523105621338, 0.19999994337558746, 0.47963786125183105, 0.46031734347343445, 0.4056938886642456, 0.2758619785308838, 0.3209875524044037, 0.5892114639282227, 0.5970147848129272, 0.4210525155067444, 0.15384609997272491, 0.5284972786903381, 0.3841058313846588, 0.3783782720565796, 0.3069306015968323, 0.6345380544662476, 0.4186045527458191, 0.38139525055885315, 0.3315507173538208, 0.07643306255340576, 0.18045106530189514, 0.01694912277162075, 0.3703702688217163, 0.644067645072937, 0.5818180441856384, 0.42857131361961365, 0.5046727657318115, 0.11570242792367935, 0.3096773326396942, 0.16216209530830383, 0.45487356185913086, 0.6163520216941833, 0.15789468586444855, 0.13333328068256378, 0.16806717216968536, 0.18502195179462433, 0.29861101508140564, 0.711340069770813, 0.31999990344047546, 0.15999993681907654, 0.3817426860332489, 0.33333322405815125, 0.43850257992744446, 0.2095237374305725, 0.3272726237773895, 0.28085100650787354, 0.3782050907611847, 0.13333328068256378, 0.2244897186756134, 0.6222221255302429, 0.4347825050354004, 0.2692306637763977, 0.34554967284202576, 0.13483139872550964, 0.2888887822628021 ], "time": 156.94749730918556, "param": [ { "p": 0.09762939810752869, "m": 1.0 }, { "p": 0.0640110969543457, "m": 1.0 }, { "p": 0.08887489885091782, "m": 1.0 }, { "p": 0.05012872442603111, "m": 1.0 }, { "p": 0.07425507158041, "m": 1.0 }, { "p": 0.07026727497577667, "m": 1.0 }, { "p": 0.07807218283414841, "m": 1.0 }, { "p": 0.06688304245471954, "m": 1.0 }, { "p": 0.07872935384511948, "m": 1.0 }, { "p": 0.08500560373067856, "m": 1.0 }, { "p": 0.057869765907526016, "m": 1.0 }, { "p": 0.07052551209926605, "m": 1.0 }, { "p": 0.07943366467952728, "m": 1.0 }, { "p": 0.0383143313229084, "m": 1.0 } ] }, { "epoch": 76, "train_loss": 4.3599419593811035, "val_loss": 2.549909830093384, "acc": 35.75, "f1": [ 0.6212764978408813, 0.45454534888267517, 0.26600977778434753, 0.22710618376731873, 0.145695298910141, 0.27530357241630554, 0.41379299759864807, 0.3670884966850281, 0.32258057594299316, 0.40358731150627136, 0.08955218642950058, 0.19323663413524628, 0.3186812400817871, 0.18181811273097992, 0.3018867075443268, 0.24999991059303284, 0.3314915895462036, 0.475806325674057, 0.35064926743507385, 0.3435581922531128, 0.4505118727684021, 0.4303796589374542, 0.3259258270263672, 0.4736841022968292, 0.6415093541145325, 0.24793381989002228, 0.2948717176914215, 0.24324318766593933, 0.4070795178413391, 0.32584258913993835, 0.42931926250457764, 0.2704625427722931, 0.32748526334762573, 0.33884286880493164, 0.40384599566459656, 0.14444437623023987, 0.30303019285202026, 0.2072538137435913, 0.24999991059303284, 0.4487178325653076, 0.33802807331085205, 0.5824174284934998, 0.31147530674934387, 0.3720929026603699, 0.1854303926229477, 0.18867920339107513, 0.22222214937210083, 0.436893105506897, 0.48333320021629333, 0.4153004288673401, 0.21390368044376373, 0.3465345501899719, 0.5844747424125671, 0.5384615063667297, 0.5094338655471802, 0.17948710918426514, 0.5418717861175537, 0.37305691838264465, 0.3578946590423584, 0.3533833622932434, 0.6562498807907104, 0.520408034324646, 0.4656083285808563, 0.3478260338306427, 0.15107905864715576, 0.22999992966651917, 0.13043473660945892, 0.28571420907974243, 0.6936934590339661, 0.5278809070587158, 0.38095226883888245, 0.5699998736381531, 0.13197962939739227, 0.3636362552642822, 0.13749992847442627, 0.5446807742118835, 0.6565654873847961, 0.19999992847442627, 0.22549012303352356, 0.36269423365592957, 0.20388342440128326, 0.34736835956573486, 0.6936414837837219, 0.33333322405815125, 0.21890540421009064, 0.4365480840206146, 0.387096643447876, 0.44791656732559204, 0.16901402175426483, 0.3425924777984619, 0.30208322405815125, 0.5240640044212341, 0.22857138514518738, 0.16176463663578033, 0.505263090133667, 0.436893105506897, 0.28415289521217346, 0.300884872674942, 0.15315312147140503, 0.29850736260414124 ], "time": 164.0861679725349, "param": [ { "p": 0.07890670001506805, "m": 1.0 }, { "p": 0.05815453827381134, "m": 1.0 }, { "p": 0.09555511176586151, "m": 1.0 }, { "p": 0.054140590131282806, "m": 1.0 }, { "p": 0.06743410229682922, "m": 1.0 }, { "p": 0.064543217420578, "m": 1.0 }, { "p": 0.06278963387012482, "m": 1.0 }, { "p": 0.07707171142101288, "m": 1.0 }, { "p": 0.062325652688741684, "m": 1.0 }, { "p": 0.08292578905820847, "m": 1.0 }, { "p": 0.07932573556900024, "m": 1.0 }, { "p": 0.0790938287973404, "m": 1.0 }, { "p": 0.10255894064903259, "m": 1.0 }, { "p": 0.035174474120140076, "m": 1.0 } ] }, { "epoch": 77, "train_loss": 4.2326860427856445, "val_loss": 2.5955400466918945, "acc": 36.24, "f1": [ 0.6604650020599365, 0.44827574491500854, 0.33333322405815125, 0.17266181111335754, 0.15384609997272491, 0.2871793806552887, 0.35135123133659363, 0.37373724579811096, 0.32335323095321655, 0.4277455508708954, 0.17757000029087067, 0.20512813329696655, 0.3583814203739166, 0.1898733526468277, 0.23923437297344208, 0.23364479839801788, 0.330826997756958, 0.49999988079071045, 0.34554967284202576, 0.30232545733451843, 0.580644965171814, 0.5150213837623596, 0.3091786503791809, 0.5238093733787537, 0.5829595327377319, 0.2193547636270523, 0.2948717176914215, 0.23566873371601105, 0.44943806529045105, 0.28054288029670715, 0.38497641682624817, 0.3272726535797119, 0.2736841142177582, 0.2967032194137573, 0.36082467436790466, 0.1612902730703354, 0.34482747316360474, 0.180851012468338, 0.23744283616542816, 0.5142855644226074, 0.3551400303840637, 0.5493561029434204, 0.33333322405815125, 0.33913031220436096, 0.30909082293510437, 0.213483065366745, 0.15714280307292938, 0.44670039415359497, 0.45161277055740356, 0.3837208151817322, 0.17857135832309723, 0.37777766585350037, 0.6261681318283081, 0.5773194432258606, 0.5064376592636108, 0.15444010496139526, 0.49811312556266785, 0.37908485531806946, 0.289308100938797, 0.28723397850990295, 0.7162789106369019, 0.4306218922138214, 0.4712642431259155, 0.3350784480571747, 0.14207643270492554, 0.22950810194015503, 0.11347512155771255, 0.3047617971897125, 0.7149757146835327, 0.5096524357795715, 0.4766353964805603, 0.5896413326263428, 0.10937494784593582, 0.25675666332244873, 0.18972326815128326, 0.5818180441856384, 0.7128711342811584, 0.18264833092689514, 0.2054053246974945, 0.3523808717727661, 0.2148759663105011, 0.26519328355789185, 0.7255812287330627, 0.32369929552078247, 0.20304562151432037, 0.4972374439239502, 0.4541061818599701, 0.44210511445999146, 0.193548321723938, 0.38674020767211914, 0.26519328355789185, 0.5263156890869141, 0.20930226147174835, 0.24844713509082794, 0.6046509742736816, 0.48401811718940735, 0.36792439222335815, 0.3024054169654846, 0.16666659712791443, 0.39784935116767883 ], "time": 161.91584443952888, "param": [ { "p": 0.08242518454790115, "m": 1.0 }, { "p": 0.06484606117010117, "m": 1.0 }, { "p": 0.07733993232250214, "m": 1.0 }, { "p": 0.08641200512647629, "m": 1.0 }, { "p": 0.06787488609552383, "m": 1.0 }, { "p": 0.05181491747498512, "m": 1.0 }, { "p": 0.07914014160633087, "m": 1.0 }, { "p": 0.07710563391447067, "m": 1.0 }, { "p": 0.07637683302164078, "m": 1.0 }, { "p": 0.08000487834215164, "m": 1.0 }, { "p": 0.04588952288031578, "m": 1.0 }, { "p": 0.08997639268636703, "m": 1.0 }, { "p": 0.09407556802034378, "m": 1.0 }, { "p": 0.02671811729669571, "m": 1.0 } ] }, { "epoch": 78, "train_loss": 3.877281427383423, "val_loss": 2.776962995529175, "acc": 35.89, "f1": [ 0.6407765746116638, 0.42790690064430237, 0.24719089269638062, 0.13636358082294464, 0.14201176166534424, 0.2904563546180725, 0.3586955666542053, 0.3693692684173584, 0.3046356737613678, 0.5060239434242249, 0.12738847732543945, 0.21428565680980682, 0.3628690838813782, 0.21256029605865479, 0.2399999350309372, 0.2124999314546585, 0.3756905198097229, 0.48854950070381165, 0.3496502637863159, 0.2782607972621918, 0.5714284181594849, 0.5185183882713318, 0.32116779685020447, 0.5497629642486572, 0.5917158722877502, 0.23398323357105255, 0.24675315618515015, 0.25316447019577026, 0.3999998867511749, 0.3376622200012207, 0.3502824008464813, 0.33962252736091614, 0.3091786503791809, 0.2843601107597351, 0.33333322405815125, 0.20202013850212097, 0.35294109582901, 0.1749999076128006, 0.25407156348228455, 0.49999988079071045, 0.31428563594818115, 0.5344128608703613, 0.2968749403953552, 0.30303019285202026, 0.23584897816181183, 0.21256029605865479, 0.23045262694358826, 0.48484835028648376, 0.4106462597846985, 0.5065500736236572, 0.22093015909194946, 0.39778995513916016, 0.5368419289588928, 0.5714284777641296, 0.4873095452785492, 0.16326524317264557, 0.49777767062187195, 0.3999999165534973, 0.3628690838813782, 0.3424123525619507, 0.7207205295562744, 0.36809808015823364, 0.43678146600723267, 0.33480167388916016, 0.10958898812532425, 0.22429899871349335, 0.2014387845993042, 0.32558128237724304, 0.6757989525794983, 0.5201792120933533, 0.43650785088539124, 0.5740739107131958, 0.08823523670434952, 0.3952568471431732, 0.14379078149795532, 0.5363634824752808, 0.6918917894363403, 0.1594202220439911, 0.2790696918964386, 0.3240739703178406, 0.1360543668270111, 0.26455017924308777, 0.7078649997711182, 0.37499991059303284, 0.20588228106498718, 0.46636757254600525, 0.3999998867511749, 0.36909863352775574, 0.18072283267974854, 0.3464565873146057, 0.2569831311702728, 0.5213268995285034, 0.16049376130104065, 0.22797919809818268, 0.5624998807907104, 0.4015443027019501, 0.31632643938064575, 0.3617020547389984, 0.07936502993106842, 0.2999998927116394 ], "time": 160.78313696663827, "param": [ { "p": 0.08730785548686981, "m": 1.0 }, { "p": 0.050531189888715744, "m": 1.0 }, { "p": 0.08176299929618835, "m": 1.0 }, { "p": 0.06947442144155502, "m": 1.0 }, { "p": 0.08032642304897308, "m": 1.0 }, { "p": 0.05747479200363159, "m": 1.0 }, { "p": 0.06985320150852203, "m": 1.0 }, { "p": 0.06965246051549911, "m": 1.0 }, { "p": 0.07969260215759277, "m": 1.0 }, { "p": 0.06828249245882034, "m": 1.0 }, { "p": 0.07837240397930145, "m": 1.0 }, { "p": 0.0696239247918129, "m": 1.0 }, { "p": 0.08275400847196579, "m": 1.0 }, { "p": 0.05489126220345497, "m": 1.0 } ] }, { "epoch": 79, "train_loss": 3.9755067825317383, "val_loss": 2.767599582672119, "acc": 36.12, "f1": [ 0.6115701198577881, 0.425531804561615, 0.2727271616458893, 0.2025315761566162, 0.12162157148122787, 0.22352932393550873, 0.3583814203739166, 0.36123335361480713, 0.31939154863357544, 0.43601882457733154, 0.13836471736431122, 0.23958325386047363, 0.3926939368247986, 0.22222216427326202, 0.2176164984703064, 0.21694909036159515, 0.326315701007843, 0.48559659719467163, 0.32911381125450134, 0.27667975425720215, 0.553571343421936, 0.4738674461841583, 0.29268282651901245, 0.5365852117538452, 0.6239315271377563, 0.20689651370048523, 0.2758619785308838, 0.24637670814990997, 0.37305691838264465, 0.28571417927742004, 0.38399991393089294, 0.33333325386047363, 0.36871495842933655, 0.31249991059303284, 0.34920626878738403, 0.13065321743488312, 0.30588221549987793, 0.22950810194015503, 0.19178076088428497, 0.4733726978302002, 0.3540668785572052, 0.5727698802947998, 0.2929935157299042, 0.35532984137535095, 0.22222214937210083, 0.15714280307292938, 0.2553190290927887, 0.4056938886642456, 0.4055943191051483, 0.4927534759044647, 0.210526242852211, 0.3523315489292145, 0.5247523188591003, 0.5747125148773193, 0.49999988079071045, 0.17142851650714874, 0.5779815316200256, 0.35748788714408875, 0.4044942855834961, 0.292035311460495, 0.6956520080566406, 0.4411763548851013, 0.4342104196548462, 0.34108519554138184, 0.15384607017040253, 0.2456139326095581, 0.14689259231090546, 0.3431371748447418, 0.698689877986908, 0.5573769211769104, 0.41628947854042053, 0.604255199432373, 0.1258740872144699, 0.3707316219806671, 0.16981124877929688, 0.6051281094551086, 0.642857015132904, 0.14689259231090546, 0.16774186491966248, 0.3771427571773529, 0.2333332598209381, 0.30456843972206116, 0.7058822512626648, 0.33333322405815125, 0.20233455300331116, 0.4489794969558716, 0.38961026072502136, 0.41052618622779846, 0.10071936994791031, 0.3771427571773529, 0.29107969999313354, 0.522612988948822, 0.10687018185853958, 0.17834389209747314, 0.5284551978111267, 0.4277455508708954, 0.3318776488304138, 0.31818169355392456, 0.18478251993656158, 0.29508185386657715 ], "time": 160.34647281561047, "param": [ { "p": 0.10190583765506744, "m": 1.0 }, { "p": 0.06408000737428665, "m": 1.0 }, { "p": 0.08445698022842407, "m": 1.0 }, { "p": 0.047430649399757385, "m": 1.0 }, { "p": 0.09798083454370499, "m": 1.0 }, { "p": 0.037198688834905624, "m": 1.0 }, { "p": 0.06380777060985565, "m": 1.0 }, { "p": 0.09210880100727081, "m": 1.0 }, { "p": 0.07062282413244247, "m": 1.0 }, { "p": 0.04731408506631851, "m": 1.0 }, { "p": 0.08026063442230225, "m": 1.0 }, { "p": 0.0634937509894371, "m": 1.0 }, { "p": 0.10460560023784637, "m": 1.0 }, { "p": 0.044733643531799316, "m": 1.0 } ] }, { "epoch": 80, "train_loss": 4.0972089767456055, "val_loss": 2.507779121398926, "acc": 35.78, "f1": [ 0.6702126860618591, 0.43518510460853577, 0.2457626312971115, 0.2117646485567093, 0.13259662687778473, 0.2798353135585785, 0.3487178385257721, 0.36633655428886414, 0.33476385474205017, 0.40718549489974976, 0.180851012468338, 0.2272726446390152, 0.34615373611450195, 0.17187494039535522, 0.2513660192489624, 0.17333325743675232, 0.3487178385257721, 0.4551723301410675, 0.3352600038051605, 0.2999999225139618, 0.5911328792572021, 0.48872166872024536, 0.3217390477657318, 0.5113635063171387, 0.6028706431388855, 0.18999992311000824, 0.2798353135585785, 0.19047613441944122, 0.4226802885532379, 0.26666659116744995, 0.3999998867511749, 0.3076922297477722, 0.3208555281162262, 0.3063828945159912, 0.32490962743759155, 0.10989003628492355, 0.3240739703178406, 0.19014079868793488, 0.26666656136512756, 0.5677418112754822, 0.3195265531539917, 0.6103284358978271, 0.3116881847381592, 0.37426888942718506, 0.2378377616405487, 0.2025315761566162, 0.2545453906059265, 0.4508668780326843, 0.446808397769928, 0.41249990463256836, 0.210526242852211, 0.34848475456237793, 0.5905510783195496, 0.6347824931144714, 0.49773746728897095, 0.19889496266841888, 0.5377357006072998, 0.3350784480571747, 0.34374991059303284, 0.3157894015312195, 0.7008545994758606, 0.4133332371711731, 0.43902432918548584, 0.3523315489292145, 0.11249993741512299, 0.2127659022808075, 0.1333332657814026, 0.26666659116744995, 0.6999998688697815, 0.5446807742118835, 0.3950616121292114, 0.6116504073143005, 0.1379309892654419, 0.36619704961776733, 0.15730330348014832, 0.6086955666542053, 0.6764704585075378, 0.20276491343975067, 0.2244897186756134, 0.362499862909317, 0.18348616361618042, 0.2843136191368103, 0.7040814757347107, 0.3318776488304138, 0.19875767827033997, 0.45631060004234314, 0.44578301906585693, 0.4034333825111389, 0.21395343542099, 0.39622631669044495, 0.27615058422088623, 0.505154550075531, 0.17142851650714874, 0.25688064098358154, 0.5583332777023315, 0.3974357545375824, 0.29787227511405945, 0.32432422041893005, 0.16666659712791443, 0.3037973642349243 ], "time": 159.19948706962168, "param": [ { "p": 0.09297438710927963, "m": 1.0 }, { "p": 0.05346725136041641, "m": 1.0 }, { "p": 0.08438166230916977, "m": 1.0 }, { "p": 0.061384934931993484, "m": 1.0 }, { "p": 0.0684858113527298, "m": 1.0 }, { "p": 0.07034400850534439, "m": 1.0 }, { "p": 0.06932645291090012, "m": 1.0 }, { "p": 0.0817648321390152, "m": 1.0 }, { "p": 0.08185535669326782, "m": 1.0 }, { "p": 0.07838131487369537, "m": 1.0 }, { "p": 0.07620259374380112, "m": 1.0 }, { "p": 0.04024044796824455, "m": 1.0 }, { "p": 0.10532622039318085, "m": 1.0 }, { "p": 0.03586477041244507, "m": 1.0 } ] }, { "epoch": 81, "train_loss": 4.23219633102417, "val_loss": 2.8033790588378906, "acc": 36.69, "f1": [ 0.6104415655136108, 0.4466018080711365, 0.32124343514442444, 0.20125779509544373, 0.14285708963871002, 0.2716048061847687, 0.3953487277030945, 0.4114284813404083, 0.2932329773902893, 0.39543718099594116, 0.1558440923690796, 0.2533332407474518, 0.38738730549812317, 0.2191779911518097, 0.24271836876869202, 0.21965309977531433, 0.3736262619495392, 0.48927029967308044, 0.336633563041687, 0.32142847776412964, 0.5469387173652649, 0.5294116139411926, 0.2820512056350708, 0.57297283411026, 0.5637064576148987, 0.27096763253211975, 0.3157893717288971, 0.23312875628471375, 0.44444432854652405, 0.36585354804992676, 0.37125736474990845, 0.30769217014312744, 0.35365843772888184, 0.3804876506328583, 0.30578503012657166, 0.1971830278635025, 0.34482747316360474, 0.281406968832016, 0.2723734676837921, 0.4918031394481659, 0.3874344527721405, 0.5754715800285339, 0.2658958435058594, 0.35964900255203247, 0.28688517212867737, 0.18055549263954163, 0.22421517968177795, 0.5444443225860596, 0.47222211956977844, 0.39548009634017944, 0.21468918025493622, 0.28571417927742004, 0.6027396321296692, 0.6261681318283081, 0.5348835587501526, 0.1682242453098297, 0.5688071846961975, 0.3436122238636017, 0.3771427571773529, 0.3587442934513092, 0.6633662581443787, 0.464419424533844, 0.43349742889404297, 0.36649200320243835, 0.09859149903059006, 0.2685184180736542, 0.0806451216340065, 0.34042540192604065, 0.7129628658294678, 0.5055760741233826, 0.3837208151817322, 0.6101694107055664, 0.14358967542648315, 0.30337071418762207, 0.15609751641750336, 0.5868262648582458, 0.6343611478805542, 0.17204295098781586, 0.22660093009471893, 0.31818172335624695, 0.18784524500370026, 0.3175964951515198, 0.679245114326477, 0.3184078335762024, 0.17834389209747314, 0.4411763548851013, 0.43749991059303284, 0.4195120930671692, 0.14222215116024017, 0.362790584564209, 0.23287664353847504, 0.5217389464378357, 0.22127652168273926, 0.22399993240833282, 0.5587043762207031, 0.4425530731678009, 0.24324317276477814, 0.2815883457660675, 0.10975604504346848, 0.382978618144989 ], "time": 164.7659320672974, "param": [ { "p": 0.07180295884609222, "m": 1.0 }, { "p": 0.06071169674396515, "m": 1.0 }, { "p": 0.08250278234481812, "m": 1.0 }, { "p": 0.06988643109798431, "m": 1.0 }, { "p": 0.0653550773859024, "m": 1.0 }, { "p": 0.0722033679485321, "m": 1.0 }, { "p": 0.08772757649421692, "m": 1.0 }, { "p": 0.07109084725379944, "m": 1.0 }, { "p": 0.05749524384737015, "m": 1.0 }, { "p": 0.06986654549837112, "m": 1.0 }, { "p": 0.06641021370887756, "m": 1.0 }, { "p": 0.08909165859222412, "m": 1.0 }, { "p": 0.08872473239898682, "m": 1.0 }, { "p": 0.04713091626763344, "m": 1.0 } ] }, { "epoch": 82, "train_loss": 3.763791561126709, "val_loss": 2.6633636951446533, "acc": 35.45, "f1": [ 0.6153844594955444, 0.4315788447856903, 0.2954544425010681, 0.24675315618515015, 0.194871723651886, 0.20238088071346283, 0.40935659408569336, 0.31451600790023804, 0.35532984137535095, 0.5212119817733765, 0.1528661698102951, 0.2276422381401062, 0.35897424817085266, 0.21830980479717255, 0.24999989569187164, 0.24096375703811646, 0.35714274644851685, 0.449799120426178, 0.3487178385257721, 0.3049326539039612, 0.5462183356285095, 0.5229355692863464, 0.32075464725494385, 0.45161277055740356, 0.5739129781723022, 0.2095237672328949, 0.29677411913871765, 0.21848732233047485, 0.4431816637516022, 0.33962252736091614, 0.40206170082092285, 0.3979056477546692, 0.24193543195724487, 0.30769219994544983, 0.33333322405815125, 0.17021268606185913, 0.2972972095012665, 0.18378373980522156, 0.2541435658931732, 0.3999999165534973, 0.36585354804992676, 0.49411752820014954, 0.35582810640335083, 0.37804868817329407, 0.2692306935787201, 0.1940297931432724, 0.18978095054626465, 0.4836064279079437, 0.47368407249450684, 0.33333325386047363, 0.18713442981243134, 0.32432422041893005, 0.5402842164039612, 0.6057690978050232, 0.5555554628372192, 0.13186809420585632, 0.5531913042068481, 0.34722214937210083, 0.3320462703704834, 0.32335323095321655, 0.6781114935874939, 0.45918354392051697, 0.4772725999355316, 0.32888880372047424, 0.11764701455831528, 0.18957340717315674, 0.1891890913248062, 0.3350784480571747, 0.6274508237838745, 0.5034012198448181, 0.45248857140541077, 0.5775861144065857, 0.13017743825912476, 0.32456132769584656, 0.1818181276321411, 0.5491801500320435, 0.6903551816940308, 0.16793887317180634, 0.2314814031124115, 0.335570365190506, 0.13675208389759064, 0.2888887822628021, 0.711340069770813, 0.31325289607048035, 0.1951218843460083, 0.4111110270023346, 0.3794870972633362, 0.3804876506328583, 0.2062779664993286, 0.3024389147758484, 0.29429423809051514, 0.5139663219451904, 0.251082181930542, 0.145695298910141, 0.5934064984321594, 0.4541061818599701, 0.28571420907974243, 0.3069306015968323, 0.08839772641658783, 0.348314493894577 ], "time": 160.10364686883986, "param": [ { "p": 0.10212767869234085, "m": 1.0 }, { "p": 0.06438902765512466, "m": 1.0 }, { "p": 0.08132173866033554, "m": 1.0 }, { "p": 0.05328146368265152, "m": 1.0 }, { "p": 0.08218630403280258, "m": 1.0 }, { "p": 0.04116245359182358, "m": 1.0 }, { "p": 0.045050427317619324, "m": 1.0 }, { "p": 0.08383963257074356, "m": 1.0 }, { "p": 0.07140018045902252, "m": 1.0 }, { "p": 0.08371660113334656, "m": 1.0 }, { "p": 0.05954883620142937, "m": 1.0 }, { "p": 0.10848021507263184, "m": 1.0 }, { "p": 0.08948881924152374, "m": 1.0 }, { "p": 0.034006692469120026, "m": 1.0 } ] }, { "epoch": 83, "train_loss": 3.785043716430664, "val_loss": 2.603273630142212, "acc": 35.59, "f1": [ 0.5950412750244141, 0.393063485622406, 0.2613064646720886, 0.23602473735809326, 0.15564197301864624, 0.2634730041027069, 0.3619908392429352, 0.4042551815509796, 0.3253587782382965, 0.4692735970020294, 0.14545448124408722, 0.20224714279174805, 0.3855420649051666, 0.2105262726545334, 0.2138364166021347, 0.21649475395679474, 0.3508771061897278, 0.43564343452453613, 0.27338120341300964, 0.26315781474113464, 0.5624998807907104, 0.48927029967308044, 0.33918121457099915, 0.5053762197494507, 0.5872339010238647, 0.20571422576904297, 0.299999862909317, 0.20809243619441986, 0.42477864027023315, 0.35616427659988403, 0.33333325386047363, 0.3842363655567169, 0.33333325386047363, 0.3727271258831024, 0.33497530221939087, 0.18181811273097992, 0.2424241602420807, 0.22881349921226501, 0.24580998718738556, 0.47572803497314453, 0.30630621314048767, 0.50862056016922, 0.3699999153614044, 0.32835814356803894, 0.2771083414554596, 0.16091948747634888, 0.20809243619441986, 0.4634144902229309, 0.4899998903274536, 0.43349742889404297, 0.23529404401779175, 0.3703702688217163, 0.5308055877685547, 0.5546217560768127, 0.5904760956764221, 0.20304562151432037, 0.5595853924751282, 0.3165466785430908, 0.36559128761291504, 0.24999989569187164, 0.6770831346511841, 0.47222211956977844, 0.44976064562797546, 0.33027511835098267, 0.14634139835834503, 0.22988496720790863, 0.15853650867938995, 0.262857049703598, 0.6960350871086121, 0.5688887238502502, 0.310077428817749, 0.5412540435791016, 0.1395348310470581, 0.3389829695224762, 0.12727266550064087, 0.6105261445045471, 0.697435736656189, 0.16091947257518768, 0.21590900421142578, 0.3431951701641083, 0.13888882100582123, 0.3157894015312195, 0.6607928276062012, 0.3135133981704712, 0.2037036269903183, 0.360248327255249, 0.396135151386261, 0.3937007188796997, 0.17441853880882263, 0.3013697862625122, 0.2782607972621918, 0.3826713562011719, 0.23175960779190063, 0.23364479839801788, 0.4980841875076294, 0.43902426958084106, 0.33128824830055237, 0.37333324551582336, 0.1604277491569519, 0.3316061198711395 ], "time": 164.4378116587177, "param": [ { "p": 0.07310318201780319, "m": 1.0 }, { "p": 0.06900078058242798, "m": 1.0 }, { "p": 0.08392700552940369, "m": 1.0 }, { "p": 0.061953119933605194, "m": 1.0 }, { "p": 0.08839219063520432, "m": 1.0 }, { "p": 0.05321324244141579, "m": 1.0 }, { "p": 0.06760281324386597, "m": 1.0 }, { "p": 0.08723312616348267, "m": 1.0 }, { "p": 0.06681215763092041, "m": 1.0 }, { "p": 0.06942323595285416, "m": 1.0 }, { "p": 0.06534989923238754, "m": 1.0 }, { "p": 0.08647620677947998, "m": 1.0 }, { "p": 0.09667516499757767, "m": 1.0 }, { "p": 0.030837729573249817, "m": 1.0 } ] }, { "epoch": 84, "train_loss": 3.636754035949707, "val_loss": 2.7191734313964844, "acc": 35.66, "f1": [ 0.6504853367805481, 0.38399991393089294, 0.2941175401210785, 0.18079088628292084, 0.13100433349609375, 0.2191779911518097, 0.32061058282852173, 0.39999985694885254, 0.31428563594818115, 0.4646463394165039, 0.1764705330133438, 0.20437948405742645, 0.38918909430503845, 0.19607838988304138, 0.2584269046783447, 0.20202013850212097, 0.3592231869697571, 0.4711109697818756, 0.3311257064342499, 0.3087247312068939, 0.5422221422195435, 0.4976075291633606, 0.3157893717288971, 0.5621620416641235, 0.6060605049133301, 0.23076915740966797, 0.29032251238822937, 0.12244893610477448, 0.46017688512802124, 0.2941175699234009, 0.38222211599349976, 0.300429105758667, 0.28855711221694946, 0.34999993443489075, 0.34745752811431885, 0.17272719740867615, 0.30036622285842896, 0.22966498136520386, 0.23225797712802887, 0.5030673146247864, 0.26086950302124023, 0.506122350692749, 0.2868216037750244, 0.32142847776412964, 0.23214277625083923, 0.19875767827033997, 0.2243901938199997, 0.44311365485191345, 0.45555540919303894, 0.40251561999320984, 0.1507537066936493, 0.341666579246521, 0.5685278177261353, 0.572916567325592, 0.5462961196899414, 0.18705029785633087, 0.6509432196617126, 0.3874344527721405, 0.3314915895462036, 0.35454532504081726, 0.732673168182373, 0.4692735970020294, 0.47120407223701477, 0.37288129329681396, 0.161971777677536, 0.27472516894340515, 0.1839762181043625, 0.3703702688217163, 0.7759560942649841, 0.5849055051803589, 0.40404030680656433, 0.57297283411026, 0.1449274718761444, 0.278787761926651, 0.1559632420539856, 0.5365853309631348, 0.6697246432304382, 0.18536579608917236, 0.21714277565479279, 0.3112839460372925, 0.12162157148122787, 0.2895926535129547, 0.7322402596473694, 0.3431951701641083, 0.2127658873796463, 0.39999985694885254, 0.40552979707717896, 0.42857131361961365, 0.18348616361618042, 0.3557046055793762, 0.2909089922904968, 0.510416567325592, 0.22702695429325104, 0.24175815284252167, 0.5321887135505676, 0.4230768084526062, 0.2682925760746002, 0.3175964951515198, 0.11764698475599289, 0.3878786563873291 ], "time": 162.41193677764386, "param": [ { "p": 0.07457157224416733, "m": 1.0 }, { "p": 0.05089640989899635, "m": 1.0 }, { "p": 0.08938941359519958, "m": 1.0 }, { "p": 0.07061129808425903, "m": 1.0 }, { "p": 0.06276301294565201, "m": 1.0 }, { "p": 0.07270734757184982, "m": 1.0 }, { "p": 0.08142483234405518, "m": 1.0 }, { "p": 0.08644942939281464, "m": 1.0 }, { "p": 0.060322701930999756, "m": 1.0 }, { "p": 0.07646103948354721, "m": 1.0 }, { "p": 0.07074131816625595, "m": 1.0 }, { "p": 0.0752858966588974, "m": 1.0 }, { "p": 0.08539214730262756, "m": 1.0 }, { "p": 0.042983539402484894, "m": 1.0 } ] }, { "epoch": 85, "train_loss": 3.8624908924102783, "val_loss": 2.7406914234161377, "acc": 35.85, "f1": [ 0.6203702688217163, 0.4339621663093567, 0.30046939849853516, 0.2065216600894928, 0.12834219634532928, 0.2580644190311432, 0.3999998867511749, 0.40476179122924805, 0.34394893050193787, 0.45569607615470886, 0.11042939126491547, 0.19318175315856934, 0.24460424482822418, 0.26160329580307007, 0.2824857831001282, 0.24505920708179474, 0.3855420649051666, 0.4927534759044647, 0.2929935157299042, 0.30046939849853516, 0.5596328973770142, 0.5050503611564636, 0.2887699604034424, 0.5073169469833374, 0.6272726058959961, 0.23175960779190063, 0.2934781610965729, 0.24509796500205994, 0.44444435834884644, 0.3387977182865143, 0.36842095851898193, 0.28571420907974243, 0.2745096981525421, 0.35467973351478577, 0.3179915249347687, 0.17964066565036774, 0.31746023893356323, 0.2062779664993286, 0.2071712464094162, 0.45569607615470886, 0.2803029716014862, 0.5504586100578308, 0.3348836302757263, 0.33333322405815125, 0.2403845638036728, 0.20437948405742645, 0.15476183593273163, 0.48484835028648376, 0.46632111072540283, 0.4596773386001587, 0.1774192750453949, 0.3411763310432434, 0.585152804851532, 0.5806450843811035, 0.5357141494750977, 0.13432830572128296, 0.6037734746932983, 0.39560428261756897, 0.3344946801662445, 0.3152708411216736, 0.6952788233757019, 0.4232803285121918, 0.4454975128173828, 0.3493974804878235, 0.15238089859485626, 0.2488478720188141, 0.12435225397348404, 0.36842095851898193, 0.693333089351654, 0.48580431938171387, 0.4725273549556732, 0.5892856121063232, 0.11594197899103165, 0.36431220173835754, 0.11965807527303696, 0.5469387173652649, 0.6704543232917786, 0.16149063408374786, 0.16774186491966248, 0.348314493894577, 0.18064509332180023, 0.28025469183921814, 0.727272629737854, 0.3276835083961487, 0.1556885540485382, 0.3575417995452881, 0.38709667325019836, 0.4343433380126953, 0.17391295731067657, 0.3859647810459137, 0.28272244334220886, 0.48809507489204407, 0.14705875515937805, 0.17266181111335754, 0.5700481534004211, 0.4301074147224426, 0.3362067937850952, 0.2803029716014862, 0.15862064063549042, 0.41711217164993286 ], "time": 162.14518212433904, "param": [ { "p": 0.07593586295843124, "m": 1.0 }, { "p": 0.06689607352018356, "m": 1.0 }, { "p": 0.10209015011787415, "m": 1.0 }, { "p": 0.06389036774635315, "m": 1.0 }, { "p": 0.03426041454076767, "m": 1.0 }, { "p": 0.07364166527986526, "m": 1.0 }, { "p": 0.0733298733830452, "m": 1.0 }, { "p": 0.08265514671802521, "m": 1.0 }, { "p": 0.0563383474946022, "m": 1.0 }, { "p": 0.06408482789993286, "m": 1.0 }, { "p": 0.07079628109931946, "m": 1.0 }, { "p": 0.10472564399242401, "m": 1.0 }, { "p": 0.08827479183673859, "m": 1.0 }, { "p": 0.04308056831359863, "m": 1.0 } ] }, { "epoch": 86, "train_loss": 3.9580729007720947, "val_loss": 2.818075180053711, "acc": 36.26, "f1": [ 0.6502462029457092, 0.432748407125473, 0.3151514232158661, 0.26190465688705444, 0.1626015603542328, 0.2938387989997864, 0.34343424439430237, 0.3755457401275635, 0.35643553733825684, 0.4255318343639374, 0.1654134839773178, 0.2374998927116394, 0.3666665554046631, 0.29850736260414124, 0.213483065366745, 0.23225797712802887, 0.32539674639701843, 0.5358850359916687, 0.32558128237724304, 0.2995593845844269, 0.5267488360404968, 0.4914284646511078, 0.33720916509628296, 0.5238093733787537, 0.6028706431388855, 0.17187494039535522, 0.2797926664352417, 0.2148759663105011, 0.45918354392051697, 0.36686381697654724, 0.3786981403827667, 0.3800903856754303, 0.34666651487350464, 0.37545114755630493, 0.30817604064941406, 0.1528661698102951, 0.31428563594818115, 0.2588233947753906, 0.21649475395679474, 0.4974091649055481, 0.33532923460006714, 0.47970473766326904, 0.26666656136512756, 0.36448585987091064, 0.24691346287727356, 0.19178076088428497, 0.22857138514518738, 0.4666665494441986, 0.4328356981277466, 0.43781083822250366, 0.15748025476932526, 0.2804877460002899, 0.5901638269424438, 0.5654449462890625, 0.5151513814926147, 0.15533974766731262, 0.5533979535102844, 0.38674020767211914, 0.39069753885269165, 0.3510637581348419, 0.7182319164276123, 0.474226713180542, 0.4823527932167053, 0.33333319425582886, 0.15609751641750336, 0.23958325386047363, 0.16494840383529663, 0.28402355313301086, 0.735751211643219, 0.5670101642608643, 0.4577113389968872, 0.6224488615989685, 0.14857135713100433, 0.31417617201805115, 0.19251330196857452, 0.5276594758033752, 0.6104415655136108, 0.17391298711299896, 0.17721512913703918, 0.34554967284202576, 0.17511513829231262, 0.2941175401210785, 0.6637166738510132, 0.3603602349758148, 0.1951218843460083, 0.42162150144577026, 0.4111110270023346, 0.43956032395362854, 0.14371250569820404, 0.35294109582901, 0.29508185386657715, 0.5274723768234253, 0.20320846140384674, 0.2541435658931732, 0.5645932555198669, 0.42063480615615845, 0.27999988198280334, 0.3211008310317993, 0.15503868460655212, 0.35051536560058594 ], "time": 160.07556930650026, "param": [ { "p": 0.09291951358318329, "m": 1.0 }, { "p": 0.050699710845947266, "m": 1.0 }, { "p": 0.07538868486881256, "m": 1.0 }, { "p": 0.07896610349416733, "m": 1.0 }, { "p": 0.06570135056972504, "m": 1.0 }, { "p": 0.0817197784781456, "m": 1.0 }, { "p": 0.06805748492479324, "m": 1.0 }, { "p": 0.08262401819229126, "m": 1.0 }, { "p": 0.06527748703956604, "m": 1.0 }, { "p": 0.06366682797670364, "m": 1.0 }, { "p": 0.06555796414613724, "m": 1.0 }, { "p": 0.07541922479867935, "m": 1.0 }, { "p": 0.08554260432720184, "m": 1.0 }, { "p": 0.04845929518342018, "m": 1.0 } ] }, { "epoch": 87, "train_loss": 4.269556522369385, "val_loss": 2.528456449508667, "acc": 35.8, "f1": [ 0.5833332538604736, 0.40350866317749023, 0.2702701687812805, 0.2193547636270523, 0.1604277491569519, 0.28571420907974243, 0.35156238079071045, 0.3636362552642822, 0.29951682686805725, 0.4086955785751343, 0.13333328068256378, 0.25570768117904663, 0.36206886172294617, 0.24060142040252686, 0.2545453906059265, 0.20817838609218597, 0.3065692186355591, 0.518518328666687, 0.34042540192604065, 0.28272244334220886, 0.5757573843002319, 0.4701491594314575, 0.30674833059310913, 0.535353422164917, 0.5941421389579773, 0.23863628506660461, 0.2366863340139389, 0.19047611951828003, 0.4495411515235901, 0.29126206040382385, 0.4260353744029999, 0.3489360511302948, 0.27118635177612305, 0.2999999225139618, 0.3487178385257721, 0.15238089859485626, 0.36686381697654724, 0.23312875628471375, 0.1951218843460083, 0.4840763211250305, 0.3122362196445465, 0.5686272978782654, 0.34482747316360474, 0.40540531277656555, 0.2659573554992676, 0.198198139667511, 0.15789468586444855, 0.42708319425582886, 0.47120407223701477, 0.4301074147224426, 0.20454540848731995, 0.3109539747238159, 0.5761315822601318, 0.5743588209152222, 0.5249999165534973, 0.13824880123138428, 0.5740739107131958, 0.32748526334762573, 0.30487796664237976, 0.35714277625083923, 0.7289717793464661, 0.4666665494441986, 0.44444429874420166, 0.3636362850666046, 0.16374263167381287, 0.239999920129776, 0.17827293276786804, 0.31746023893356323, 0.7264149188995361, 0.5083332657814026, 0.40170925855636597, 0.5795453190803528, 0.14184391498565674, 0.34029844403266907, 0.17616572976112366, 0.5072462558746338, 0.6703295111656189, 0.19087132811546326, 0.2525251507759094, 0.32624104619026184, 0.20472435653209686, 0.3135133981704712, 0.7263681292533875, 0.33789944648742676, 0.16853927075862885, 0.4301074147224426, 0.359550416469574, 0.4622640609741211, 0.14371250569820404, 0.38914018869400024, 0.3076922297477722, 0.48913031816482544, 0.2115383893251419, 0.19047611951828003, 0.5599998831748962, 0.43298953771591187, 0.3171805441379547, 0.29787224531173706, 0.16513754427433014, 0.3926379084587097 ], "time": 161.46332343295217, "param": [ { "p": 0.07918377965688705, "m": 1.0 }, { "p": 0.07086381316184998, "m": 1.0 }, { "p": 0.08201196789741516, "m": 1.0 }, { "p": 0.0684414952993393, "m": 1.0 }, { "p": 0.0776456743478775, "m": 1.0 }, { "p": 0.07185250520706177, "m": 1.0 }, { "p": 0.08099778741598129, "m": 1.0 }, { "p": 0.09053557366132736, "m": 1.0 }, { "p": 0.05843205377459526, "m": 1.0 }, { "p": 0.05529788136482239, "m": 1.0 }, { "p": 0.07359179109334946, "m": 1.0 }, { "p": 0.06462221592664719, "m": 1.0 }, { "p": 0.07393285632133484, "m": 1.0 }, { "p": 0.05259060114622116, "m": 1.0 } ] }, { "epoch": 88, "train_loss": 4.318635940551758, "val_loss": 2.584796667098999, "acc": 35.84, "f1": [ 0.5839999318122864, 0.4170615077018738, 0.2165604531764984, 0.18749992549419403, 0.15165871381759644, 0.2562277019023895, 0.41726604104042053, 0.38502663373947144, 0.3135133981704712, 0.45128190517425537, 0.21582727134227753, 0.23414628207683563, 0.32116779685020447, 0.2543351650238037, 0.25203242897987366, 0.1911262422800064, 0.3566878139972687, 0.5294116735458374, 0.3555554449558258, 0.24630534648895264, 0.5603863000869751, 0.5020574927330017, 0.36269423365592957, 0.5483869910240173, 0.6140349507331848, 0.220779150724411, 0.2700421214103699, 0.19889496266841888, 0.419999897480011, 0.28440356254577637, 0.3979056477546692, 0.3203882575035095, 0.2771083414554596, 0.3468207120895386, 0.32131141424179077, 0.1360543668270111, 0.29166656732559204, 0.22222216427326202, 0.21093745529651642, 0.5032256245613098, 0.3394494354724884, 0.562211811542511, 0.3018867075443268, 0.39583319425582886, 0.19999994337558746, 0.19696961343288422, 0.2577318847179413, 0.45248857140541077, 0.490322470664978, 0.45320188999176025, 0.20238088071346283, 0.36820071935653687, 0.5504586100578308, 0.6175113916397095, 0.5395347476005554, 0.13533830642700195, 0.49324315786361694, 0.3445377051830292, 0.3482586145401001, 0.3364485204219818, 0.7210299372673035, 0.38918909430503845, 0.44239622354507446, 0.3555554449558258, 0.12698405981063843, 0.20338977873325348, 0.09271517395973206, 0.2517482042312622, 0.6976742744445801, 0.5498006939888, 0.4685713052749634, 0.5784311890602112, 0.0806451216340065, 0.3234041631221771, 0.1558440923690796, 0.5775861144065857, 0.6212764978408813, 0.1682242453098297, 0.22916659712791443, 0.32369929552078247, 0.09333327412605286, 0.2673266530036926, 0.711340069770813, 0.38139525055885315, 0.1550387144088745, 0.36448585987091064, 0.42857131361961365, 0.442952960729599, 0.14285707473754883, 0.3537905216217041, 0.2955664098262787, 0.4463517963886261, 0.14723920822143555, 0.24999991059303284, 0.57297283411026, 0.4608694612979889, 0.3370785713195801, 0.2897526025772095, 0.14218004047870636, 0.4069766402244568 ], "time": 161.27879057079554, "param": [ { "p": 0.081085704267025, "m": 1.0 }, { "p": 0.052305255085229874, "m": 1.0 }, { "p": 0.06406575441360474, "m": 1.0 }, { "p": 0.07340764254331589, "m": 1.0 }, { "p": 0.07528194040060043, "m": 1.0 }, { "p": 0.06379624456167221, "m": 1.0 }, { "p": 0.06803379207849503, "m": 1.0 }, { "p": 0.07351763546466827, "m": 1.0 }, { "p": 0.07476183027029037, "m": 1.0 }, { "p": 0.08858166635036469, "m": 1.0 }, { "p": 0.06856599450111389, "m": 1.0 }, { "p": 0.07683421671390533, "m": 1.0 }, { "p": 0.08831977844238281, "m": 1.0 }, { "p": 0.051442500203847885, "m": 1.0 } ] }, { "epoch": 89, "train_loss": 3.872662305831909, "val_loss": 2.5980939865112305, "acc": 36.01, "f1": [ 0.6806281208992004, 0.43601882457733154, 0.29940110445022583, 0.24691346287727356, 0.12121206521987915, 0.2763635516166687, 0.43708598613739014, 0.37908485531806946, 0.3092104494571686, 0.45751625299453735, 0.14084501564502716, 0.24864855408668518, 0.3568074107170105, 0.259109228849411, 0.2674417495727539, 0.22935770452022552, 0.35483860969543457, 0.4982205331325531, 0.2758620083332062, 0.27329182624816895, 0.5603446960449219, 0.5147678852081299, 0.35185176134109497, 0.5333331823348999, 0.6243385076522827, 0.22680403292179108, 0.31404948234558105, 0.19047614932060242, 0.45405393838882446, 0.32941165566444397, 0.4607841968536377, 0.29813653230667114, 0.34449753165245056, 0.30604973435401917, 0.3311257064342499, 0.09374994784593582, 0.31355923414230347, 0.22499993443489075, 0.24817509949207306, 0.5076140761375427, 0.3678159713745117, 0.5936071872711182, 0.2966100871562958, 0.36018943786621094, 0.29875513911247253, 0.1989527940750122, 0.24324318766593933, 0.4688993990421295, 0.4818180501461029, 0.38596484065055847, 0.22950810194015503, 0.3417084515094757, 0.5422221422195435, 0.5812807083129883, 0.4670049846172333, 0.12307685613632202, 0.4907974302768707, 0.3626372814178467, 0.3542855978012085, 0.33928561210632324, 0.7128711342811584, 0.42528724670410156, 0.44198882579803467, 0.37499991059303284, 0.1307188868522644, 0.15204671025276184, 0.1912349909543991, 0.30555543303489685, 0.693333089351654, 0.5469387173652649, 0.43555545806884766, 0.6229507327079773, 0.1219511553645134, 0.35121941566467285, 0.1142856702208519, 0.5491801500320435, 0.6826921701431274, 0.12698407471179962, 0.26765793561935425, 0.3209875524044037, 0.16312050819396973, 0.28178685903549194, 0.7346937656402588, 0.34999990463256836, 0.22549012303352356, 0.4081631302833557, 0.3521125912666321, 0.3414632976055145, 0.22321420907974243, 0.34883710741996765, 0.2765956223011017, 0.5139663219451904, 0.12121206521987915, 0.20833326876163483, 0.5249999165534973, 0.3934425115585327, 0.32369929552078247, 0.28925609588623047, 0.13157887756824493, 0.29139062762260437 ], "time": 153.63361828122288, "param": [ { "p": 0.0965234786272049, "m": 1.0 }, { "p": 0.05878697708249092, "m": 1.0 }, { "p": 0.08904314041137695, "m": 1.0 }, { "p": 0.06621677428483963, "m": 1.0 }, { "p": 0.06370708346366882, "m": 1.0 }, { "p": 0.06981279700994492, "m": 1.0 }, { "p": 0.06618746370077133, "m": 1.0 }, { "p": 0.08021818101406097, "m": 1.0 }, { "p": 0.0675526112318039, "m": 1.0 }, { "p": 0.07378394156694412, "m": 1.0 }, { "p": 0.05787953361868858, "m": 1.0 }, { "p": 0.06897526979446411, "m": 1.0 }, { "p": 0.09705854952335358, "m": 1.0 }, { "p": 0.044254135340452194, "m": 1.0 } ] }, { "epoch": 90, "train_loss": 3.629798412322998, "val_loss": 2.7580461502075195, "acc": 36.67, "f1": [ 0.684491753578186, 0.41052618622779846, 0.29523801803588867, 0.2127659022808075, 0.1445782482624054, 0.30303022265434265, 0.41573023796081543, 0.31818172335624695, 0.3363635540008545, 0.4905658960342407, 0.13432830572128296, 0.2345678210258484, 0.3783782124519348, 0.2758619785308838, 0.2097901701927185, 0.24210518598556519, 0.38251355290412903, 0.4646463394165039, 0.34579432010650635, 0.2655600905418396, 0.6255922317504883, 0.42285704612731934, 0.3314284682273865, 0.522222101688385, 0.5700481534004211, 0.228571355342865, 0.29714274406433105, 0.20869559049606323, 0.49729716777801514, 0.33333325386047363, 0.3743841052055359, 0.3699999153614044, 0.3459458649158478, 0.38135582208633423, 0.324607253074646, 0.18064509332180023, 0.32352936267852783, 0.2683981955051422, 0.24031001329421997, 0.5747125148773193, 0.39520949125289917, 0.6136362552642822, 0.23229457437992096, 0.2987804114818573, 0.2987011969089508, 0.21978014707565308, 0.23423415422439575, 0.4947367310523987, 0.49107134342193604, 0.44444432854652405, 0.16049376130104065, 0.27083325386047363, 0.5957446098327637, 0.5925924181938171, 0.5172412991523743, 0.15189866721630096, 0.5344128608703613, 0.38144323229789734, 0.39090898633003235, 0.32183900475502014, 0.706976592540741, 0.4692735970020294, 0.47524741291999817, 0.3459458649158478, 0.11851847171783447, 0.2612611949443817, 0.1509433388710022, 0.2934781610965729, 0.735751211643219, 0.6069650650024414, 0.46540868282318115, 0.5781989693641663, 0.13333328068256378, 0.3578946590423584, 0.1855669468641281, 0.5493561029434204, 0.6278025507926941, 0.15277770161628723, 0.2714284658432007, 0.31034475564956665, 0.14545448124408722, 0.2830187678337097, 0.7199999094009399, 0.34224584698677063, 0.22916659712791443, 0.43850257992744446, 0.3999999165534973, 0.4056602716445923, 0.1648350954055786, 0.4170615077018738, 0.31999990344047546, 0.5252523422241211, 0.23853203654289246, 0.2117646485567093, 0.5307691097259521, 0.45814967155456543, 0.36792439222335815, 0.2739725410938263, 0.14084501564502716, 0.3473052978515625 ], "time": 162.13293892797083, "param": [ { "p": 0.07167869061231613, "m": 1.0 }, { "p": 0.04772258177399635, "m": 1.0 }, { "p": 0.08317552506923676, "m": 1.0 }, { "p": 0.07599686831235886, "m": 1.0 }, { "p": 0.0811440721154213, "m": 1.0 }, { "p": 0.06816767901182175, "m": 1.0 }, { "p": 0.060775160789489746, "m": 1.0 }, { "p": 0.08378463983535767, "m": 1.0 }, { "p": 0.07729654014110565, "m": 1.0 }, { "p": 0.05995279550552368, "m": 1.0 }, { "p": 0.046720441430807114, "m": 1.0 }, { "p": 0.08591368794441223, "m": 1.0 }, { "p": 0.10422923415899277, "m": 1.0 }, { "p": 0.05344199389219284, "m": 1.0 } ] }, { "epoch": 91, "train_loss": 4.286049842834473, "val_loss": 2.8652381896972656, "acc": 36.11, "f1": [ 0.6775954961776733, 0.43749988079071045, 0.3276835083961487, 0.2553190290927887, 0.11173177510499954, 0.28310492634773254, 0.438709557056427, 0.43216070532798767, 0.3363635540008545, 0.4678361415863037, 0.152671679854393, 0.20809243619441986, 0.33333322405815125, 0.24719089269638062, 0.2191779911518097, 0.2099446803331375, 0.3878786563873291, 0.5302324295043945, 0.32432422041893005, 0.236453115940094, 0.5344826579093933, 0.48437491059303284, 0.323809415102005, 0.5676854848861694, 0.6560845375061035, 0.208791121840477, 0.2797201871871948, 0.20491798222064972, 0.5044246912002563, 0.34042540192604065, 0.42857128381729126, 0.31372541189193726, 0.35918357968330383, 0.3022221326828003, 0.34812280535697937, 0.20202013850212097, 0.3157894015312195, 0.14173223078250885, 0.20359279215335846, 0.49746179580688477, 0.38251355290412903, 0.5865383148193359, 0.21890543401241302, 0.3535352647304535, 0.26244333386421204, 0.17117109894752502, 0.21621614694595337, 0.47826072573661804, 0.5074625611305237, 0.4931505620479584, 0.1499999463558197, 0.35467973351478577, 0.5857739448547363, 0.5714284181594849, 0.4939757287502289, 0.11023616790771484, 0.5393257141113281, 0.37333324551582336, 0.38251355290412903, 0.29940110445022583, 0.7022221088409424, 0.44578301906585693, 0.419999897480011, 0.3542855978012085, 0.18749994039535522, 0.13513506948947906, 0.1825094372034073, 0.32258057594299316, 0.7149757146835327, 0.5754715800285339, 0.39778995513916016, 0.5744680166244507, 0.1509433388710022, 0.33962252736091614, 0.20388342440128326, 0.5999999046325684, 0.6311109066009521, 0.1333332657814026, 0.2561982572078705, 0.3144652843475342, 0.1612902730703354, 0.2673266530036926, 0.6984125375747681, 0.3419688045978546, 0.2404370754957199, 0.3435581922531128, 0.36293426156044006, 0.41269823908805847, 0.16666659712791443, 0.38056668639183044, 0.2923975884914398, 0.5419353246688843, 0.23318377137184143, 0.2588233947753906, 0.49006620049476624, 0.4640882611274719, 0.3157893717288971, 0.3285022974014282, 0.1333332657814026, 0.39795905351638794 ], "time": 163.89287824649364, "param": [ { "p": 0.07826094329357147, "m": 1.0 }, { "p": 0.06078850477933884, "m": 1.0 }, { "p": 0.08359798789024353, "m": 1.0 }, { "p": 0.06995078921318054, "m": 1.0 }, { "p": 0.07832575589418411, "m": 1.0 }, { "p": 0.08036632835865021, "m": 1.0 }, { "p": 0.0690084770321846, "m": 1.0 }, { "p": 0.0689365342259407, "m": 1.0 }, { "p": 0.07067358493804932, "m": 1.0 }, { "p": 0.06911776214838028, "m": 1.0 }, { "p": 0.06307217478752136, "m": 1.0 }, { "p": 0.08479002863168716, "m": 1.0 }, { "p": 0.08654095977544785, "m": 1.0 }, { "p": 0.036570072174072266, "m": 1.0 } ] }, { "epoch": 92, "train_loss": 3.753424882888794, "val_loss": 2.691760540008545, "acc": 36.39, "f1": [ 0.6384975910186768, 0.4086019992828369, 0.29896897077560425, 0.16923071444034576, 0.13402055203914642, 0.27102795243263245, 0.39106133580207825, 0.33333325386047363, 0.299465149641037, 0.436893105506897, 0.14634139835834503, 0.23958325386047363, 0.32911381125450134, 0.22459883987903595, 0.2696628272533417, 0.20408158004283905, 0.3542855978012085, 0.4814814031124115, 0.37999987602233887, 0.2955664098262787, 0.5627704858779907, 0.5198236703872681, 0.3111110329627991, 0.5031445622444153, 0.6298341155052185, 0.17567561566829681, 0.2872926890850067, 0.24584710597991943, 0.4329003393650055, 0.3313608467578888, 0.40540531277656555, 0.34972667694091797, 0.3474177420139313, 0.34615376591682434, 0.33460068702697754, 0.188888818025589, 0.31297701597213745, 0.2736841142177582, 0.28571420907974243, 0.43165460228919983, 0.31067952513694763, 0.6113988757133484, 0.25396814942359924, 0.36842095851898193, 0.24691346287727356, 0.20645155012607574, 0.18749994039535522, 0.5079363584518433, 0.4824119210243225, 0.4549761712551117, 0.1735159158706665, 0.3247862458229065, 0.579591691493988, 0.5714284777641296, 0.5978259444236755, 0.15662643313407898, 0.6019416451454163, 0.32124343514442444, 0.3459458649158478, 0.35643553733825684, 0.6947367191314697, 0.45555540919303894, 0.45833322405815125, 0.2928570806980133, 0.13592226803302765, 0.18260863423347473, 0.2025315910577774, 0.32558128237724304, 0.6403160691261292, 0.5377357006072998, 0.5102038979530334, 0.591999888420105, 0.13245026767253876, 0.3370785713195801, 0.12080531567335129, 0.5576921701431274, 0.5527271628379822, 0.1497325599193573, 0.22619038820266724, 0.3508770763874054, 0.1507537066936493, 0.24793381989002228, 0.696132481098175, 0.2797201871871948, 0.23280414938926697, 0.4731181561946869, 0.3775099515914917, 0.41964274644851685, 0.193548321723938, 0.41592907905578613, 0.2971886694431305, 0.5360823273658752, 0.13533830642700195, 0.26666659116744995, 0.4929576814174652, 0.4684683382511139, 0.3351350426673889, 0.3406592309474945, 0.14634139835834503, 0.318471223115921 ], "time": 162.09091046638787, "param": [ { "p": 0.0953449085354805, "m": 1.0 }, { "p": 0.07154659181833267, "m": 1.0 }, { "p": 0.07040731608867645, "m": 1.0 }, { "p": 0.0703786239027977, "m": 1.0 }, { "p": 0.04904452711343765, "m": 1.0 }, { "p": 0.06978824734687805, "m": 1.0 }, { "p": 0.07887553423643112, "m": 1.0 }, { "p": 0.07918837666511536, "m": 1.0 }, { "p": 0.06469693779945374, "m": 1.0 }, { "p": 0.08719291538000107, "m": 1.0 }, { "p": 0.057922329753637314, "m": 1.0 }, { "p": 0.06771150231361389, "m": 1.0 }, { "p": 0.09760946035385132, "m": 1.0 }, { "p": 0.04029272496700287, "m": 1.0 } ] }, { "epoch": 93, "train_loss": 3.801426410675049, "val_loss": 2.7668609619140625, "acc": 36.86, "f1": [ 0.6666665077209473, 0.45887434482574463, 0.29787227511405945, 0.22935770452022552, 0.1481480896472931, 0.2843601107597351, 0.390243798494339, 0.3950616121292114, 0.27507156133651733, 0.4487178325653076, 0.12244893610477448, 0.2464454174041748, 0.41314542293548584, 0.239999920129776, 0.2421524077653885, 0.19417467713356018, 0.3699420988559723, 0.49999988079071045, 0.4066389203071594, 0.27705615758895874, 0.5899998545646667, 0.49350637197494507, 0.3157894015312195, 0.48809507489204407, 0.5887445211410522, 0.22727267444133759, 0.3352600038051605, 0.2524271011352539, 0.4780486822128296, 0.3522725999355316, 0.3542855978012085, 0.3239435851573944, 0.33532923460006714, 0.3559320867061615, 0.3775099515914917, 0.16666659712791443, 0.36956506967544556, 0.24509796500205994, 0.22352932393550873, 0.5031445622444153, 0.3793102502822876, 0.6179773807525635, 0.3152172863483429, 0.3225805461406708, 0.256410151720047, 0.21428564190864563, 0.210526242852211, 0.47619035840034485, 0.46728962659835815, 0.45454534888267517, 0.1960783749818802, 0.2723403573036194, 0.5067872405052185, 0.6124400496482849, 0.5229355692863464, 0.1754385232925415, 0.5381165146827698, 0.3706895411014557, 0.34234222769737244, 0.3575417995452881, 0.669999897480011, 0.45128190517425537, 0.45226117968559265, 0.34920623898506165, 0.16438350081443787, 0.2560974657535553, 0.16560502350330353, 0.23376615345478058, 0.6425701975822449, 0.5287355184555054, 0.49214646220207214, 0.5964910984039307, 0.15384609997272491, 0.283950537443161, 0.1777777075767517, 0.559054970741272, 0.6198345422744751, 0.16753920912742615, 0.2727271616458893, 0.329268217086792, 0.16326524317264557, 0.2624998986721039, 0.6829267144203186, 0.299999862909317, 0.22594137489795685, 0.4469272196292877, 0.4095236659049988, 0.42857131361961365, 0.19318175315856934, 0.4140968322753906, 0.274073988199234, 0.5492226481437683, 0.16666659712791443, 0.19867542386054993, 0.5378149747848511, 0.4576270282268524, 0.3421051502227783, 0.2901553809642792, 0.16049376130104065, 0.36144572496414185 ], "time": 162.78149001207203, "param": [ { "p": 0.09314706176519394, "m": 1.0 }, { "p": 0.04360046237707138, "m": 1.0 }, { "p": 0.08262526243925095, "m": 1.0 }, { "p": 0.07265986502170563, "m": 1.0 }, { "p": 0.061469048261642456, "m": 1.0 }, { "p": 0.06944286078214645, "m": 1.0 }, { "p": 0.07322149723768234, "m": 1.0 }, { "p": 0.07738681137561798, "m": 1.0 }, { "p": 0.08107726275920868, "m": 1.0 }, { "p": 0.08175314962863922, "m": 1.0 }, { "p": 0.0641828328371048, "m": 1.0 }, { "p": 0.06825569272041321, "m": 1.0 }, { "p": 0.08178222179412842, "m": 1.0 }, { "p": 0.04939602315425873, "m": 1.0 } ] }, { "epoch": 94, "train_loss": 3.9598987102508545, "val_loss": 2.791933298110962, "acc": 36.51, "f1": [ 0.6767675280570984, 0.4210525453090668, 0.24034328758716583, 0.2236841470003128, 0.08955218642950058, 0.29074883460998535, 0.4043714702129364, 0.348314493894577, 0.3259258270263672, 0.4729062616825104, 0.1722487509250641, 0.17142851650714874, 0.27999988198280334, 0.2580644488334656, 0.2658958435058594, 0.23232315480709076, 0.3409090042114258, 0.4502616822719574, 0.3289472758769989, 0.32352936267852783, 0.5870645046234131, 0.525345504283905, 0.3121950626373291, 0.5058822631835938, 0.5862067937850952, 0.21296289563179016, 0.25165554881095886, 0.2193547636270523, 0.4474884569644928, 0.3758388161659241, 0.3957218527793884, 0.34920626878738403, 0.39378228783607483, 0.393063485622406, 0.3775508999824524, 0.19444438815116882, 0.2741934657096863, 0.19999992847442627, 0.21097040176391602, 0.5333331823348999, 0.33103442192077637, 0.6153844594955444, 0.35602086782455444, 0.3803679943084717, 0.24489788711071014, 0.2191779911518097, 0.2636362612247467, 0.4918031394481659, 0.47513800859451294, 0.47715723514556885, 0.16513754427433014, 0.3398057222366333, 0.5756456255912781, 0.5756096839904785, 0.48559659719467163, 0.15789467096328735, 0.5841582417488098, 0.4052286446094513, 0.3827749788761139, 0.3363635540008545, 0.704545259475708, 0.4623654782772064, 0.47916653752326965, 0.3421051502227783, 0.13407814502716064, 0.1556885540485382, 0.1900825798511505, 0.4125559628009796, 0.6877826452255249, 0.5497629642486572, 0.43749991059303284, 0.5714284777641296, 0.15384609997272491, 0.3923443853855133, 0.1604277491569519, 0.5872339010238647, 0.6859902143478394, 0.18481841683387756, 0.26046502590179443, 0.32911381125450134, 0.15476183593273163, 0.3299999237060547, 0.6696427464485168, 0.32584258913993835, 0.24598921835422516, 0.46025097370147705, 0.42528724670410156, 0.37914684414863586, 0.1913042813539505, 0.3951611816883087, 0.2674417495727539, 0.4834122061729431, 0.20689648389816284, 0.2597401440143585, 0.5588234066963196, 0.4024389386177063, 0.2275448441505432, 0.35675665736198425, 0.16153839230537415, 0.3661970794200897 ], "time": 161.3566980464384, "param": [ { "p": 0.08403369784355164, "m": 1.0 }, { "p": 0.07533589750528336, "m": 1.0 }, { "p": 0.07876235991716385, "m": 1.0 }, { "p": 0.0503242090344429, "m": 1.0 }, { "p": 0.0813337117433548, "m": 1.0 }, { "p": 0.06992960721254349, "m": 1.0 }, { "p": 0.07917635142803192, "m": 1.0 }, { "p": 0.0924021527171135, "m": 1.0 }, { "p": 0.0854162722826004, "m": 1.0 }, { "p": 0.04172450304031372, "m": 1.0 }, { "p": 0.059547629207372665, "m": 1.0 }, { "p": 0.0681740939617157, "m": 1.0 }, { "p": 0.10152771323919296, "m": 1.0 }, { "p": 0.03231173753738403, "m": 1.0 } ] }, { "epoch": 95, "train_loss": 4.208400726318359, "val_loss": 2.656071424484253, "acc": 36.06, "f1": [ 0.6320753693580627, 0.4170615077018738, 0.29032251238822937, 0.24999991059303284, 0.13888882100582123, 0.2598424553871155, 0.4161849021911621, 0.36111101508140564, 0.35955044627189636, 0.48837196826934814, 0.1866665780544281, 0.2488888055086136, 0.34615376591682434, 0.23357655107975006, 0.2786884307861328, 0.16842098534107208, 0.3738316595554352, 0.4782607853412628, 0.31304338574409485, 0.25892847776412964, 0.5486724376678467, 0.4773661196231842, 0.3456788659095764, 0.5029938817024231, 0.653658390045166, 0.20382159948349, 0.2820512056350708, 0.22222216427326202, 0.4745761752128601, 0.30366483330726624, 0.3552630543708801, 0.2816900610923767, 0.35978829860687256, 0.35121941566467285, 0.37614670395851135, 0.15476183593273163, 0.3083699643611908, 0.21428564190864563, 0.24615375697612762, 0.507771909236908, 0.37305691838264465, 0.5882351994514465, 0.3043477535247803, 0.3400808572769165, 0.21301770210266113, 0.210526242852211, 0.24999991059303284, 0.48401811718940735, 0.525345504283905, 0.4596272110939026, 0.18840573728084564, 0.3529410660266876, 0.5485230684280396, 0.5627704858779907, 0.4736841022968292, 0.17112290859222412, 0.5906734466552734, 0.37125736474990845, 0.40476179122924805, 0.32835814356803894, 0.7354258298873901, 0.44444435834884644, 0.39416050910949707, 0.3351954519748688, 0.11976040154695511, 0.18309852480888367, 0.19801978766918182, 0.28571420907974243, 0.6886791586875916, 0.5479451417922974, 0.44559577107429504, 0.6376810669898987, 0.08759118616580963, 0.3697478175163269, 0.1164020448923111, 0.5957446098327637, 0.6355138421058655, 0.20600852370262146, 0.21596238017082214, 0.3599999248981476, 0.15384608507156372, 0.2871793806552887, 0.6514284610748291, 0.33802807331085205, 0.20111726224422455, 0.4142010807991028, 0.4292682111263275, 0.4052862524986267, 0.1758241057395935, 0.35294109582901, 0.29126206040382385, 0.48756206035614014, 0.1494252234697342, 0.19999994337558746, 0.5207546353340149, 0.41592907905578613, 0.27631568908691406, 0.3196346163749695, 0.1379309743642807, 0.33333319425582886 ], "time": 156.99531812872738, "param": [ { "p": 0.08967322111129761, "m": 1.0 }, { "p": 0.058191392570734024, "m": 1.0 }, { "p": 0.0757436528801918, "m": 1.0 }, { "p": 0.05327992886304855, "m": 1.0 }, { "p": 0.05743264779448509, "m": 1.0 }, { "p": 0.07066294550895691, "m": 1.0 }, { "p": 0.0654430165886879, "m": 1.0 }, { "p": 0.07807020843029022, "m": 1.0 }, { "p": 0.07736065238714218, "m": 1.0 }, { "p": 0.07917540520429611, "m": 1.0 }, { "p": 0.07943473756313324, "m": 1.0 }, { "p": 0.093814417719841, "m": 1.0 }, { "p": 0.07039319723844528, "m": 1.0 }, { "p": 0.05132453143596649, "m": 1.0 } ] }, { "epoch": 96, "train_loss": 4.203074932098389, "val_loss": 2.581843137741089, "acc": 36.87, "f1": [ 0.6212764978408813, 0.4085105359554291, 0.2762430012226105, 0.21468918025493622, 0.15116271376609802, 0.2999999225139618, 0.41975298523902893, 0.3899998664855957, 0.3076922297477722, 0.494381844997406, 0.15151509642601013, 0.18421046435832977, 0.36893191933631897, 0.2393161654472351, 0.24509796500205994, 0.21649475395679474, 0.37426888942718506, 0.45714277029037476, 0.3249998986721039, 0.26153838634490967, 0.6066349744796753, 0.47916653752326965, 0.3495144844055176, 0.5132741928100586, 0.5737703442573547, 0.1931033730506897, 0.2904563546180725, 0.23387089371681213, 0.40540531277656555, 0.3157894015312195, 0.3703702688217163, 0.35051536560058594, 0.3867923319339752, 0.35744670033454895, 0.3510637581348419, 0.16666659712791443, 0.31914883852005005, 0.16560502350330353, 0.23364479839801788, 0.5153372287750244, 0.3523808717727661, 0.5414846539497375, 0.35359105467796326, 0.34999990463256836, 0.24999991059303284, 0.1696968972682953, 0.2762430012226105, 0.5045044422149658, 0.46788978576660156, 0.4933919608592987, 0.18079088628292084, 0.3161763846874237, 0.5656563639640808, 0.6025103330612183, 0.5194804668426514, 0.14960624277591705, 0.5645932555198669, 0.36241599917411804, 0.3540668785572052, 0.3272726535797119, 0.72251296043396, 0.4509802758693695, 0.45714277029037476, 0.3083699643611908, 0.1734103411436081, 0.24390234053134918, 0.1405404806137085, 0.28971952199935913, 0.7022221088409424, 0.5493561029434204, 0.4408600926399231, 0.6111109852790833, 0.11666662245988846, 0.3584904372692108, 0.18652844429016113, 0.5943394899368286, 0.6602869629859924, 0.19631893932819366, 0.21301770210266113, 0.30303019285202026, 0.127999946475029, 0.3220337927341461, 0.6859902143478394, 0.3300969898700714, 0.18705029785633087, 0.43199992179870605, 0.40384599566459656, 0.42857128381729126, 0.2025315910577774, 0.3504272401332855, 0.29213473200798035, 0.4596773386001587, 0.21782170236110687, 0.2599999010562897, 0.5990337133407593, 0.4432988464832306, 0.3487178385257721, 0.31884050369262695, 0.19428564608097076, 0.3431951701641083 ], "time": 163.74522084277123, "param": [ { "p": 0.08517195284366608, "m": 1.0 }, { "p": 0.059416044503450394, "m": 1.0 }, { "p": 0.09212223440408707, "m": 1.0 }, { "p": 0.08206679672002792, "m": 1.0 }, { "p": 0.064311183989048, "m": 1.0 }, { "p": 0.06390123069286346, "m": 1.0 }, { "p": 0.07307567447423935, "m": 1.0 }, { "p": 0.08033297955989838, "m": 1.0 }, { "p": 0.05905592441558838, "m": 1.0 }, { "p": 0.06861836463212967, "m": 1.0 }, { "p": 0.06571962684392929, "m": 1.0 }, { "p": 0.08508704602718353, "m": 1.0 }, { "p": 0.08346838504076004, "m": 1.0 }, { "p": 0.03765248507261276, "m": 1.0 } ] }, { "epoch": 97, "train_loss": 3.4253318309783936, "val_loss": 2.57387375831604, "acc": 36.46, "f1": [ 0.6097559928894043, 0.4016735553741455, 0.3121386468410492, 0.21649475395679474, 0.17037031054496765, 0.21999992430210114, 0.40490788221359253, 0.3443707227706909, 0.38596484065055847, 0.49999988079071045, 0.208791121840477, 0.20571422576904297, 0.3797467052936554, 0.2488478720188141, 0.2769230008125305, 0.2357722967863083, 0.3625729978084564, 0.5479451417922974, 0.3374998867511749, 0.31489354372024536, 0.5185184478759766, 0.4579123854637146, 0.35897424817085266, 0.49746179580688477, 0.6048778891563416, 0.21590900421142578, 0.2944784462451935, 0.24719089269638062, 0.44444435834884644, 0.37426888942718506, 0.38271594047546387, 0.3516482412815094, 0.3402060866355896, 0.30952370166778564, 0.3707864284515381, 0.16877631843090057, 0.3231440484523773, 0.21468918025493622, 0.2613064646720886, 0.5586591362953186, 0.35897424817085266, 0.5911328792572021, 0.34920626878738403, 0.36134445667266846, 0.22666659951210022, 0.21590900421142578, 0.22463762760162354, 0.45263150334358215, 0.4509802758693695, 0.46874985098838806, 0.12578611075878143, 0.35714274644851685, 0.5494504570960999, 0.5819671154022217, 0.5154638290405273, 0.15111105144023895, 0.5673075914382935, 0.34782594442367554, 0.34024888277053833, 0.3113771378993988, 0.693333089351654, 0.4606059193611145, 0.3921567499637604, 0.3692306876182556, 0.12345672398805618, 0.19047611951828003, 0.13714279234409332, 0.3043477237224579, 0.680412232875824, 0.596684992313385, 0.46728962659835815, 0.540925145149231, 0.16560502350330353, 0.36018943786621094, 0.13017743825912476, 0.5765764713287354, 0.6432158946990967, 0.15757569670677185, 0.18779337406158447, 0.3409090042114258, 0.18181811273097992, 0.3043477237224579, 0.6896550059318542, 0.3428570628166199, 0.1945524662733078, 0.506912350654602, 0.39999985694885254, 0.38181808590888977, 0.19999994337558746, 0.38834938406944275, 0.2737641930580139, 0.5046727657318115, 0.15384609997272491, 0.24864855408668518, 0.5560536980628967, 0.48598119616508484, 0.3579765260219574, 0.3592813014984131, 0.12307685613632202, 0.34254133701324463 ], "time": 160.75864102784544, "param": [ { "p": 0.08226845413446426, "m": 1.0 }, { "p": 0.050059881061315536, "m": 1.0 }, { "p": 0.07655879110097885, "m": 1.0 }, { "p": 0.053664013743400574, "m": 1.0 }, { "p": 0.07181260734796524, "m": 1.0 }, { "p": 0.049428343772888184, "m": 1.0 }, { "p": 0.07006111741065979, "m": 1.0 }, { "p": 0.07467447966337204, "m": 1.0 }, { "p": 0.06717584282159805, "m": 1.0 }, { "p": 0.09095973521471024, "m": 1.0 }, { "p": 0.073773093521595, "m": 1.0 }, { "p": 0.07827676832675934, "m": 1.0 }, { "p": 0.09033509343862534, "m": 1.0 }, { "p": 0.07095184177160263, "m": 1.0 } ] }, { "epoch": 98, "train_loss": 3.2030162811279297, "val_loss": 2.8264882564544678, "acc": 36.0, "f1": [ 0.6930691599845886, 0.3936169147491455, 0.25961530208587646, 0.2658226788043976, 0.12121205776929855, 0.2621721923351288, 0.36144572496414185, 0.2773721516132355, 0.2972972095012665, 0.4840763211250305, 0.14965979754924774, 0.23280414938926697, 0.28749987483024597, 0.19101116061210632, 0.2784809172153473, 0.239999920129776, 0.38993698358535767, 0.4170211851596832, 0.34449753165245056, 0.3367346227169037, 0.6099998950958252, 0.49795907735824585, 0.319248765707016, 0.5388599634170532, 0.6140349507331848, 0.22222216427326202, 0.3101603388786316, 0.22160659730434418, 0.44339612126350403, 0.3625729978084564, 0.4262293577194214, 0.4081631302833557, 0.34736835956573486, 0.3287670314311981, 0.35627520084381104, 0.11320748925209045, 0.28464412689208984, 0.23770485818386078, 0.23963125050067902, 0.525139570236206, 0.30172407627105713, 0.6073297262191772, 0.32911381125450134, 0.378109335899353, 0.17910441756248474, 0.18055549263954163, 0.2529411017894745, 0.4957263767719269, 0.46242761611938477, 0.4615383446216583, 0.18181811273097992, 0.329317182302475, 0.5559844970703125, 0.5350316762924194, 0.4864863455295563, 0.1358489990234375, 0.5083332657814026, 0.38596484065055847, 0.358024537563324, 0.3220337927341461, 0.7272725701332092, 0.43930622935295105, 0.43749985098838806, 0.32291656732559204, 0.12060294300317764, 0.22330091893672943, 0.13245026767253876, 0.32820504903793335, 0.7155961990356445, 0.5953487157821655, 0.4878047704696655, 0.6040815114974976, 0.1052631139755249, 0.3678159713745117, 0.1642511636018753, 0.6009851098060608, 0.6739128828048706, 0.17021270096302032, 0.24390238523483276, 0.37373724579811096, 0.17910441756248474, 0.30722886323928833, 0.7208120226860046, 0.32748526334762573, 0.12765952944755554, 0.3716215491294861, 0.38674020767211914, 0.403755784034729, 0.1798941045999527, 0.4043320417404175, 0.24902716279029846, 0.474226713180542, 0.2025315761566162, 0.22485199570655823, 0.579439103603363, 0.4607841968536377, 0.3116881847381592, 0.2999999225139618, 0.07092193514108658, 0.19999992847442627 ], "time": 161.3912027720362, "param": [ { "p": 0.07292916625738144, "m": 1.0 }, { "p": 0.06672459095716476, "m": 1.0 }, { "p": 0.07849015295505524, "m": 1.0 }, { "p": 0.07294894009828568, "m": 1.0 }, { "p": 0.07627353072166443, "m": 1.0 }, { "p": 0.06964943557977676, "m": 1.0 }, { "p": 0.07400199770927429, "m": 1.0 }, { "p": 0.08822160959243774, "m": 1.0 }, { "p": 0.07310719788074493, "m": 1.0 }, { "p": 0.07062331587076187, "m": 1.0 }, { "p": 0.05931742489337921, "m": 1.0 }, { "p": 0.08372845500707626, "m": 1.0 }, { "p": 0.06853985786437988, "m": 1.0 }, { "p": 0.04544426500797272, "m": 1.0 } ] }, { "epoch": 99, "train_loss": 4.052474498748779, "val_loss": 2.741640329360962, "acc": 36.14, "f1": [ 0.6777776479721069, 0.4115522801876068, 0.24999991059303284, 0.11510787159204483, 0.14201176166534424, 0.3251230716705322, 0.39560428261756897, 0.38674020767211914, 0.32456132769584656, 0.49214646220207214, 0.15668198466300964, 0.25125616788864136, 0.3473052978515625, 0.2658226788043976, 0.2761903405189514, 0.23788540065288544, 0.34394893050193787, 0.5025123953819275, 0.35714274644851685, 0.2571427822113037, 0.5979380011558533, 0.48979586362838745, 0.3316061198711395, 0.5053762197494507, 0.6444442868232727, 0.21556879580020905, 0.256410151720047, 0.20930226147174835, 0.43049317598342896, 0.3314915895462036, 0.4257424473762512, 0.36158180236816406, 0.2745097279548645, 0.36046499013900757, 0.30065348744392395, 0.2100839763879776, 0.29585790634155273, 0.19251330196857452, 0.22352932393550873, 0.5263156294822693, 0.35365843772888184, 0.6091369390487671, 0.31901830434799194, 0.30526310205459595, 0.24580998718738556, 0.18461529910564423, 0.13333328068256378, 0.4923075735569, 0.4387753903865814, 0.4408600926399231, 0.16901402175426483, 0.3373492956161499, 0.5702809691429138, 0.6224488615989685, 0.5396823883056641, 0.13017743825912476, 0.5898616909980774, 0.40975597500801086, 0.32989683747291565, 0.327868789434433, 0.6734693050384521, 0.3783782720565796, 0.41269823908805847, 0.3657141625881195, 0.14448663592338562, 0.28571420907974243, 0.17142851650714874, 0.3626372814178467, 0.725490152835846, 0.5361700654029846, 0.44642844796180725, 0.5496181845664978, 0.1634240448474884, 0.18897630274295807, 0.18378373980522156, 0.579710066318512, 0.6160336136817932, 0.20077213644981384, 0.2775118350982666, 0.3594468832015991, 0.19047611951828003, 0.2421524077653885, 0.6880732178688049, 0.3369564116001129, 0.20765019953250885, 0.4210525155067444, 0.40692633390426636, 0.3580785095691681, 0.1379309892654419, 0.3939392864704132, 0.28225794434547424, 0.5136610269546509, 0.19736838340759277, 0.2635658085346222, 0.5786162614822388, 0.46096643805503845, 0.31999990344047546, 0.3515150547027588, 0.18390797078609467, 0.425531804561615 ], "time": 164.34686952084303, "param": [ { "p": 0.07493770122528076, "m": 1.0 }, { "p": 0.04919832572340965, "m": 1.0 }, { "p": 0.09346988797187805, "m": 1.0 }, { "p": 0.04789268597960472, "m": 1.0 }, { "p": 0.07181680202484131, "m": 1.0 }, { "p": 0.06632571667432785, "m": 1.0 }, { "p": 0.09175781905651093, "m": 1.0 }, { "p": 0.06879962235689163, "m": 1.0 }, { "p": 0.07696738839149475, "m": 1.0 }, { "p": 0.07691342383623123, "m": 1.0 }, { "p": 0.0493163987994194, "m": 1.0 }, { "p": 0.07944244146347046, "m": 1.0 }, { "p": 0.09413176774978638, "m": 1.0 }, { "p": 0.059029996395111084, "m": 1.0 } ] }, { "epoch": 100, "train_loss": 4.273733139038086, "val_loss": 2.6843552589416504, "acc": 36.21, "f1": [ 0.620320737361908, 0.452830046415329, 0.3069306015968323, 0.15384608507156372, 0.19277101755142212, 0.26315781474113464, 0.38356152176856995, 0.40178558230400085, 0.33962252736091614, 0.45901623368263245, 0.16867463290691376, 0.2333332598209381, 0.3855420649051666, 0.22988496720790863, 0.1857142299413681, 0.24598921835422516, 0.37735840678215027, 0.4639998972415924, 0.34905651211738586, 0.24358965456485748, 0.5038759112358093, 0.46280980110168457, 0.31901830434799194, 0.5227271318435669, 0.6570047736167908, 0.22093015909194946, 0.3411763310432434, 0.24489787220954895, 0.4599998891353607, 0.37158459424972534, 0.3950616121292114, 0.3465345501899719, 0.37349388003349304, 0.2944784462451935, 0.31730762124061584, 0.19251330196857452, 0.2683981955051422, 0.20125779509544373, 0.2736841142177582, 0.49999988079071045, 0.3510637581348419, 0.5140561461448669, 0.319248765707016, 0.3266931176185608, 0.24999992549419403, 0.1290321946144104, 0.22222216427326202, 0.4878047704696655, 0.4812833070755005, 0.4406778812408447, 0.18404902517795563, 0.32258057594299316, 0.5727270841598511, 0.5549736618995667, 0.42931926250457764, 0.1497325599193573, 0.5402842164039612, 0.362318754196167, 0.33939382433891296, 0.35675665736198425, 0.6969695687294006, 0.4918031394481659, 0.4115225076675415, 0.36111101508140564, 0.1379309892654419, 0.2751321792602539, 0.14371250569820404, 0.3096773326396942, 0.7452828288078308, 0.4927535057067871, 0.421052485704422, 0.6010361909866333, 0.15384608507156372, 0.3470318615436554, 0.11764700710773468, 0.5541123747825623, 0.5882351994514465, 0.1735159158706665, 0.2588234543800354, 0.30303019285202026, 0.1834060400724411, 0.2575756907463074, 0.6577776670455933, 0.3111110329627991, 0.15999992191791534, 0.4499998688697815, 0.3711339235305786, 0.4262293577194214, 0.18320603668689728, 0.370656281709671, 0.31538453698158264, 0.5357141494750977, 0.15873010456562042, 0.2647058069705963, 0.4646463692188263, 0.467661589384079, 0.3274020552635193, 0.3433475196361542, 0.18181811273097992, 0.26341456174850464 ], "time": 160.98636497650295, "param": [ { "p": 0.06198209151625633, "m": 1.0 }, { "p": 0.05304034426808357, "m": 1.0 }, { "p": 0.08788631856441498, "m": 1.0 }, { "p": 0.07984782755374908, "m": 1.0 }, { "p": 0.07659932971000671, "m": 1.0 }, { "p": 0.06015695258975029, "m": 1.0 }, { "p": 0.07973559945821762, "m": 1.0 }, { "p": 0.06977225095033646, "m": 1.0 }, { "p": 0.07544412463903427, "m": 1.0 }, { "p": 0.07874545454978943, "m": 1.0 }, { "p": 0.08030334860086441, "m": 1.0 }, { "p": 0.07033371180295944, "m": 1.0 }, { "p": 0.06448287516832352, "m": 1.0 }, { "p": 0.06166967377066612, "m": 1.0 } ] }, { "epoch": 101, "train_loss": 3.8361849784851074, "val_loss": 2.8448495864868164, "acc": 37.25, "f1": [ 0.6629211902618408, 0.4278606176376343, 0.2807016372680664, 0.23214277625083923, 0.14814810454845428, 0.29906532168388367, 0.4086019992828369, 0.37433144450187683, 0.3272726535797119, 0.4945053458213806, 0.16666659712791443, 0.24083760380744934, 0.39111098647117615, 0.25352105498313904, 0.24418595433235168, 0.21301770210266113, 0.3736262619495392, 0.5128204226493835, 0.3861384987831116, 0.29059821367263794, 0.6310158967971802, 0.44599294662475586, 0.32335323095321655, 0.5860464572906494, 0.5800864696502686, 0.23611101508140564, 0.2575756907463074, 0.21093745529651642, 0.42580634355545044, 0.3636362850666046, 0.41975298523902893, 0.35071080923080444, 0.33333325386047363, 0.3414633274078369, 0.3576641380786896, 0.17333325743675232, 0.3122362196445465, 0.20547938346862793, 0.23364479839801788, 0.5063289999961853, 0.3669723868370056, 0.6276593804359436, 0.303703635931015, 0.3521125912666321, 0.21714277565479279, 0.19047611951828003, 0.2572613060474396, 0.47560960054397583, 0.4705880880355835, 0.46391740441322327, 0.23129244148731232, 0.3454544246196747, 0.5862067937850952, 0.6368157267570496, 0.5317917466163635, 0.11688306927680969, 0.5990782380104065, 0.38983041048049927, 0.33333322405815125, 0.329670250415802, 0.7142855525016785, 0.49999988079071045, 0.4615383446216583, 0.32183900475502014, 0.1290321946144104, 0.2749998867511749, 0.13392852246761322, 0.33333319425582886, 0.6869564056396484, 0.5840706825256348, 0.45901623368263245, 0.6532661318778992, 0.10666660219430923, 0.3534882664680481, 0.18749994039535522, 0.5951218605041504, 0.6603772640228271, 0.22222213447093964, 0.24120594561100006, 0.4162435233592987, 0.1877022236585617, 0.29508185386657715, 0.7029701471328735, 0.2807016372680664, 0.21390368044376373, 0.4596272110939026, 0.366812139749527, 0.4161849021911621, 0.15300540626049042, 0.40637436509132385, 0.31884047389030457, 0.49999988079071045, 0.2061854749917984, 0.25510191917419434, 0.5989846587181091, 0.46551719307899475, 0.3414633274078369, 0.29824554920196533, 0.1307188868522644, 0.45348823070526123 ], "time": 163.15885100513697, "param": [ { "p": 0.06099485605955124, "m": 1.0 }, { "p": 0.06770701706409454, "m": 1.0 }, { "p": 0.06720923632383347, "m": 1.0 }, { "p": 0.05037425830960274, "m": 1.0 }, { "p": 0.06741936504840851, "m": 1.0 }, { "p": 0.0683012455701828, "m": 1.0 }, { "p": 0.07271530479192734, "m": 1.0 }, { "p": 0.07026547193527222, "m": 1.0 }, { "p": 0.08106107264757156, "m": 1.0 }, { "p": 0.07538628578186035, "m": 1.0 }, { "p": 0.07601386308670044, "m": 1.0 }, { "p": 0.07800225913524628, "m": 1.0 }, { "p": 0.09304981678724289, "m": 1.0 }, { "p": 0.07149997353553772, "m": 1.0 } ] }, { "epoch": 102, "train_loss": 3.774038314819336, "val_loss": 2.843991994857788, "acc": 36.12, "f1": [ 0.6228069067001343, 0.41474640369415283, 0.30065348744392395, 0.19753079116344452, 0.14130428433418274, 0.2537763714790344, 0.3904760777950287, 0.396135151386261, 0.3346938192844391, 0.48587560653686523, 0.16243648529052734, 0.239520862698555, 0.38144323229789734, 0.23589736223220825, 0.20408158004283905, 0.23376618325710297, 0.36180898547172546, 0.5120771527290344, 0.3923443853855133, 0.2340424805879593, 0.5786162614822388, 0.49549540877342224, 0.3265305161476135, 0.4927534759044647, 0.5749999284744263, 0.2138364166021347, 0.2941175401210785, 0.17766493558883667, 0.48453593254089355, 0.33918121457099915, 0.35483863949775696, 0.37185919284820557, 0.3196346163749695, 0.38541653752326965, 0.3483870029449463, 0.13836471736431122, 0.35483860969543457, 0.23529404401779175, 0.17218534648418427, 0.4999998211860657, 0.34972667694091797, 0.642857015132904, 0.3394494354724884, 0.3619908392429352, 0.20155030488967896, 0.21582727134227753, 0.23529404401779175, 0.44444432854652405, 0.4567900002002716, 0.4302324652671814, 0.2191779911518097, 0.32183897495269775, 0.5102038979530334, 0.5978259444236755, 0.5207098722457886, 0.154929518699646, 0.5631066560745239, 0.3943660855293274, 0.3237409293651581, 0.3440859317779541, 0.5901637673377991, 0.5045870542526245, 0.4545453190803528, 0.3383083641529083, 0.11320747435092926, 0.21590900421142578, 0.21857915818691254, 0.28112441301345825, 0.6240600347518921, 0.579710066318512, 0.4499998688697815, 0.5311474800109863, 0.1777777075767517, 0.35602086782455444, 0.11453738063573837, 0.6198828816413879, 0.6283184885978699, 0.1855669468641281, 0.2949307858943939, 0.331034392118454, 0.18292675912380219, 0.28181809186935425, 0.688171923160553, 0.2739725112915039, 0.19607838988304138, 0.45348823070526123, 0.3861384987831116, 0.42253509163856506, 0.21333326399326324, 0.39639630913734436, 0.31535258889198303, 0.5185183882713318, 0.2433861643075943, 0.2340424805879593, 0.5904760956764221, 0.45348823070526123, 0.30714282393455505, 0.35748788714408875, 0.15642453730106354, 0.33333325386047363 ], "time": 158.99603726156056, "param": [ { "p": 0.07091423869132996, "m": 1.0 }, { "p": 0.06793538480997086, "m": 1.0 }, { "p": 0.09064563363790512, "m": 1.0 }, { "p": 0.07150179892778397, "m": 1.0 }, { "p": 0.0512121208012104, "m": 1.0 }, { "p": 0.08116133511066437, "m": 1.0 }, { "p": 0.06606163829565048, "m": 1.0 }, { "p": 0.06256648898124695, "m": 1.0 }, { "p": 0.08422725647687912, "m": 1.0 }, { "p": 0.07506952434778214, "m": 1.0 }, { "p": 0.07102827727794647, "m": 1.0 }, { "p": 0.0653408020734787, "m": 1.0 }, { "p": 0.08747465163469315, "m": 1.0 }, { "p": 0.05486082285642624, "m": 1.0 } ] }, { "epoch": 103, "train_loss": 3.4267826080322266, "val_loss": 2.7867517471313477, "acc": 36.54, "f1": [ 0.666666567325592, 0.3795619308948517, 0.24418595433235168, 0.1896551102399826, 0.09395967423915863, 0.2553190588951111, 0.3431951701641083, 0.34736835956573486, 0.3636362552642822, 0.45976996421813965, 0.16666659712791443, 0.21459220349788666, 0.3515150547027588, 0.2751321792602539, 0.23788540065288544, 0.19531244039535522, 0.3832334280014038, 0.4596272110939026, 0.35714277625083923, 0.30851057171821594, 0.5624998807907104, 0.4357142150402069, 0.34177201986312866, 0.5429863333702087, 0.6138612627983093, 0.23391805589199066, 0.24418595433235168, 0.2297871857881546, 0.5221673846244812, 0.30046939849853516, 0.35483860969543457, 0.3196346163749695, 0.32330816984176636, 0.32911381125450134, 0.3647797703742981, 0.1773398518562317, 0.30952370166778564, 0.19428564608097076, 0.23469379544258118, 0.5049503445625305, 0.36269423365592957, 0.596684992313385, 0.32820504903793335, 0.30120471119880676, 0.21505369246006012, 0.24786315858364105, 0.19631893932819366, 0.526829183101654, 0.45320188999176025, 0.39603951573371887, 0.20634911954402924, 0.35820886492729187, 0.5999999046325684, 0.5816732048988342, 0.5089284181594849, 0.16107375919818878, 0.5214006900787354, 0.3636362850666046, 0.3820223808288574, 0.36666661500930786, 0.6914892196655273, 0.4705880880355835, 0.4311925768852234, 0.33057841658592224, 0.1360543668270111, 0.2115383893251419, 0.14906825125217438, 0.3084576427936554, 0.7512193918228149, 0.619999885559082, 0.47963786125183105, 0.5925925374031067, 0.1103447824716568, 0.36162352561950684, 0.12676051259040833, 0.5811964869499207, 0.6731706857681274, 0.1868131160736084, 0.2599999010562897, 0.3592231869697571, 0.21621613204479218, 0.30864188075065613, 0.679245114326477, 0.34343424439430237, 0.20814472436904907, 0.4296874403953552, 0.4495411515235901, 0.35978829860687256, 0.2634729743003845, 0.3779526650905609, 0.30303022265434265, 0.4159998893737793, 0.17266181111335754, 0.228260800242424, 0.5786800384521484, 0.44444432854652405, 0.2948717176914215, 0.3300969898700714, 0.12060294300317764, 0.2769230008125305 ], "time": 161.4116273112595, "param": [ { "p": 0.049560267478227615, "m": 1.0 }, { "p": 0.08679279685020447, "m": 1.0 }, { "p": 0.06091645732522011, "m": 1.0 }, { "p": 0.035299867391586304, "m": 1.0 }, { "p": 0.060264185070991516, "m": 1.0 }, { "p": 0.08376593887805939, "m": 1.0 }, { "p": 0.06940989196300507, "m": 1.0 }, { "p": 0.0867653489112854, "m": 1.0 }, { "p": 0.09883610159158707, "m": 1.0 }, { "p": 0.06981921195983887, "m": 1.0 }, { "p": 0.07175613194704056, "m": 1.0 }, { "p": 0.075109101831913, "m": 1.0 }, { "p": 0.10394500941038132, "m": 1.0 }, { "p": 0.047759760171175, "m": 1.0 } ] }, { "epoch": 104, "train_loss": 3.828958034515381, "val_loss": 2.8853423595428467, "acc": 35.14, "f1": [ 0.6871793866157532, 0.3677128851413727, 0.24999991059303284, 0.24390237033367157, 0.09302318841218948, 0.23999996483325958, 0.40552979707717896, 0.3313608467578888, 0.323809415102005, 0.4768211245536804, 0.16249993443489075, 0.20382159948349, 0.32142847776412964, 0.23157887160778046, 0.27999988198280334, 0.2091502547264099, 0.29787224531173706, 0.5029938817024231, 0.34482747316360474, 0.251428484916687, 0.6171427369117737, 0.48437491059303284, 0.35532984137535095, 0.4745761454105377, 0.5564514994621277, 0.2488888055086136, 0.29268282651901245, 0.1827160120010376, 0.4365480840206146, 0.3741934299468994, 0.37992820143699646, 0.2482757866382599, 0.38216549158096313, 0.29885047674179077, 0.31730762124061584, 0.16783210635185242, 0.3409090042114258, 0.12941168248653412, 0.2530611455440521, 0.4899998903274536, 0.2867382764816284, 0.5833332538604736, 0.3152708411216736, 0.34254133701324463, 0.228571355342865, 0.213483065366745, 0.23236507177352905, 0.4912279546260834, 0.42727261781692505, 0.4541061818599701, 0.26666656136512756, 0.36649200320243835, 0.5725489854812622, 0.5911328792572021, 0.49999988079071045, 0.1445782631635666, 0.5592415928840637, 0.28965505957603455, 0.3923443853855133, 0.3314915895462036, 0.6425701975822449, 0.40935659408569336, 0.452830046415329, 0.35582810640335083, 0.13836471736431122, 0.21333324909210205, 0.1290321946144104, 0.23188398778438568, 0.6125460267066956, 0.5899998545646667, 0.4824119210243225, 0.5486724376678467, 0.11347512155771255, 0.37246954441070557, 0.15609751641750336, 0.5092249512672424, 0.6627905368804932, 0.17573215067386627, 0.21428564190864563, 0.32298123836517334, 0.11612897366285324, 0.29319363832473755, 0.6806281208992004, 0.3431951701641083, 0.17266181111335754, 0.3481011688709259, 0.3979056477546692, 0.34586456418037415, 0.19753079116344452, 0.3313952684402466, 0.25721779465675354, 0.43373483419418335, 0.19867542386054993, 0.13043473660945892, 0.5748501420021057, 0.43781083822250366, 0.3060108423233032, 0.2957197427749634, 0.16666659712791443, 0.31279608607292175 ], "time": 163.92639735154808, "param": [ { "p": 0.05588754266500473, "m": 1.0 }, { "p": 0.07651449739933014, "m": 1.0 }, { "p": 0.0864512100815773, "m": 1.0 }, { "p": 0.07939185947179794, "m": 1.0 }, { "p": 0.07162932306528091, "m": 1.0 }, { "p": 0.0722295418381691, "m": 1.0 }, { "p": 0.07011926174163818, "m": 1.0 }, { "p": 0.0704975575208664, "m": 1.0 }, { "p": 0.06189099699258804, "m": 1.0 }, { "p": 0.07461404800415039, "m": 1.0 }, { "p": 0.056141454726457596, "m": 1.0 }, { "p": 0.08662527799606323, "m": 1.0 }, { "p": 0.08841245621442795, "m": 1.0 }, { "p": 0.04959492385387421, "m": 1.0 } ] }, { "epoch": 105, "train_loss": 3.949263334274292, "val_loss": 2.768106460571289, "acc": 36.22, "f1": [ 0.5925924181938171, 0.40677958726882935, 0.26666659116744995, 0.23611101508140564, 0.15013401210308075, 0.1985815018415451, 0.3999998867511749, 0.35772350430488586, 0.27863767743110657, 0.4550897181034088, 0.1675977110862732, 0.21698106825351715, 0.33333325386047363, 0.2298850268125534, 0.24120594561100006, 0.23529404401779175, 0.3394494354724884, 0.5024629235267639, 0.36585354804992676, 0.2624998986721039, 0.5583332777023315, 0.4824560582637787, 0.3350784480571747, 0.5113635063171387, 0.5938863754272461, 0.253807008266449, 0.3121386468410492, 0.21960778534412384, 0.45859864354133606, 0.362499862909317, 0.390243798494339, 0.3711339235305786, 0.29677411913871765, 0.38222211599349976, 0.35443025827407837, 0.21505369246006012, 0.28225794434547424, 0.24719089269638062, 0.19230762124061584, 0.5233643651008606, 0.3583814203739166, 0.6136362552642822, 0.3168315887451172, 0.3228345811367035, 0.27649760246276855, 0.19459453225135803, 0.21951214969158173, 0.4411763548851013, 0.4300340414047241, 0.47916653752326965, 0.21468918025493622, 0.32558128237724304, 0.549828052520752, 0.6538460850715637, 0.5527637004852295, 0.18181811273097992, 0.5234374403953552, 0.33576634526252747, 0.3515150547027588, 0.3208555281162262, 0.7407405376434326, 0.4466018080711365, 0.4574466943740845, 0.3426293730735779, 0.15702472627162933, 0.20202013850212097, 0.19631893932819366, 0.38251355290412903, 0.7142855525016785, 0.6041665077209473, 0.4341084659099579, 0.6236557960510254, 0.1989527940750122, 0.31999990344047546, 0.18884113430976868, 0.5940592885017395, 0.6746986508369446, 0.14906825125217438, 0.2446807622909546, 0.2901234030723572, 0.1747572273015976, 0.31034475564956665, 0.706976592540741, 0.36082467436790466, 0.19540224969387054, 0.4315788447856903, 0.4102562665939331, 0.4489794969558716, 0.17610056698322296, 0.3598325252532959, 0.2949307858943939, 0.5357141494750977, 0.21118006110191345, 0.2553190290927887, 0.5189871788024902, 0.4088396728038788, 0.2692306637763977, 0.3265305161476135, 0.11920525878667831, 0.35467973351478577 ], "time": 159.69076896179467, "param": [ { "p": 0.07283908873796463, "m": 1.0 }, { "p": 0.07209786027669907, "m": 1.0 }, { "p": 0.07626324892044067, "m": 1.0 }, { "p": 0.05175057798624039, "m": 1.0 }, { "p": 0.08424951136112213, "m": 1.0 }, { "p": 0.06726213544607162, "m": 1.0 }, { "p": 0.0660756304860115, "m": 1.0 }, { "p": 0.09302231669425964, "m": 1.0 }, { "p": 0.06259987503290176, "m": 1.0 }, { "p": 0.08347567170858383, "m": 1.0 }, { "p": 0.07085736840963364, "m": 1.0 }, { "p": 0.06811949610710144, "m": 1.0 }, { "p": 0.08470014482736588, "m": 1.0 }, { "p": 0.04668706655502319, "m": 1.0 } ] }, { "epoch": 106, "train_loss": 4.6113176345825195, "val_loss": 2.7590866088867188, "acc": 35.48, "f1": [ 0.6305417418479919, 0.38216549158096313, 0.26206886768341064, 0.24598921835422516, 0.13636358082294464, 0.29464277625083923, 0.4749998450279236, 0.35294109582901, 0.3039999008178711, 0.46540868282318115, 0.1445782482624054, 0.24999992549419403, 0.3121386468410492, 0.27199992537498474, 0.24324317276477814, 0.21126753091812134, 0.36815908551216125, 0.47393354773521423, 0.37349388003349304, 0.28048771619796753, 0.5882351994514465, 0.47407400608062744, 0.3203882575035095, 0.5303866267204285, 0.6113988757133484, 0.2658958435058594, 0.28244268894195557, 0.21126757562160492, 0.4827585518360138, 0.36601296067237854, 0.40358731150627136, 0.30366483330726624, 0.3699420988559723, 0.36123335361480713, 0.3356163799762726, 0.09790203720331192, 0.30909082293510437, 0.1938774734735489, 0.2545453608036041, 0.5113635063171387, 0.3468207120895386, 0.5739909410476685, 0.30769219994544983, 0.28211578726768494, 0.193548321723938, 0.22222214937210083, 0.2312137931585312, 0.4936169385910034, 0.4674328565597534, 0.35616427659988403, 0.14598533511161804, 0.31531521677970886, 0.5701355934143066, 0.5513511896133423, 0.4499998986721039, 0.18867918848991394, 0.5760868191719055, 0.3899998664855957, 0.4020099639892578, 0.34343424439430237, 0.7219511270523071, 0.360248327255249, 0.4210525155067444, 0.3793102502822876, 0.16080394387245178, 0.20105813443660736, 0.15573763847351074, 0.30769217014312744, 0.7264149188995361, 0.5209301114082336, 0.41640371084213257, 0.5316454172134399, 0.11111105233430862, 0.3684209883213043, 0.1818181276321411, 0.48837199807167053, 0.6936414837837219, 0.15384609997272491, 0.25179845094680786, 0.3502824008464813, 0.1612902730703354, 0.2736841142177582, 0.6810809373855591, 0.36529669165611267, 0.11864402145147324, 0.4425530731678009, 0.3630135953426361, 0.44047608971595764, 0.18811874091625214, 0.39166659116744995, 0.29508185386657715, 0.5086703896522522, 0.15714280307292938, 0.18934904038906097, 0.49372372031211853, 0.4204544126987457, 0.2550334632396698, 0.3084111213684082, 0.12121205031871796, 0.346666544675827 ], "time": 160.83959827013314, "param": [ { "p": 0.0683218464255333, "m": 1.0 }, { "p": 0.06103070080280304, "m": 1.0 }, { "p": 0.08567052334547043, "m": 1.0 }, { "p": 0.06112668290734291, "m": 1.0 }, { "p": 0.079414963722229, "m": 1.0 }, { "p": 0.050554223358631134, "m": 1.0 }, { "p": 0.07035327702760696, "m": 1.0 }, { "p": 0.09572197496891022, "m": 1.0 }, { "p": 0.07236149907112122, "m": 1.0 }, { "p": 0.05585120618343353, "m": 1.0 }, { "p": 0.06572110950946808, "m": 1.0 }, { "p": 0.08992016315460205, "m": 1.0 }, { "p": 0.08874557167291641, "m": 1.0 }, { "p": 0.0552063025534153, "m": 1.0 } ] }, { "epoch": 107, "train_loss": 3.868288278579712, "val_loss": 2.654104709625244, "acc": 36.43, "f1": [ 0.6445496082305908, 0.40191373229026794, 0.27218925952911377, 0.2208201140165329, 0.15068486332893372, 0.31818172335624695, 0.3846152722835541, 0.3775508999824524, 0.3356642425060272, 0.4774192273616791, 0.13664589822292328, 0.2243901938199997, 0.3299999237060547, 0.2790696918964386, 0.2513660192489624, 0.20987647771835327, 0.3152172863483429, 0.47499990463256836, 0.3592231869697571, 0.2962961792945862, 0.6067414879798889, 0.4787643849849701, 0.3271027207374573, 0.5699998736381531, 0.602620005607605, 0.22950810194015503, 0.227848082780838, 0.23350247740745544, 0.4685713052749634, 0.3583814203739166, 0.4046241343021393, 0.29931965470314026, 0.3169397711753845, 0.33976826071739197, 0.3519999384880066, 0.1675977110862732, 0.29213473200798035, 0.2686566412448883, 0.20270265638828278, 0.5108694434165955, 0.34666651487350464, 0.5806450843811035, 0.3020407259464264, 0.34977567195892334, 0.31645557284355164, 0.17142851650714874, 0.26666656136512756, 0.4485980272293091, 0.42735034227371216, 0.4198893904685974, 0.19528615474700928, 0.3150182366371155, 0.5671641230583191, 0.5699480772018433, 0.5158370137214661, 0.15384608507156372, 0.5638296604156494, 0.3999999165534973, 0.3524228036403656, 0.35582810640335083, 0.696078360080719, 0.40358731150627136, 0.46938762068748474, 0.3653844892978668, 0.12413787841796875, 0.19277101755142212, 0.1725887656211853, 0.3540668785572052, 0.7192116975784302, 0.5760868191719055, 0.4454147219657898, 0.5743588209152222, 0.1768706887960434, 0.3474177420139313, 0.1639343500137329, 0.6019416451454163, 0.5692882537841797, 0.14545448124408722, 0.2555064857006073, 0.35955044627189636, 0.21965309977531433, 0.26519328355789185, 0.6798028349876404, 0.3151514232158661, 0.2138364166021347, 0.38888877630233765, 0.4174756109714508, 0.4410255253314972, 0.1445782482624054, 0.38144323229789734, 0.28318578004837036, 0.5098037719726562, 0.21505369246006012, 0.20720712840557098, 0.5531913638114929, 0.39357417821884155, 0.33606547117233276, 0.3443707227706909, 0.08823523670434952, 0.3797467052936554 ], "time": 161.2613197537139, "param": [ { "p": 0.08065155893564224, "m": 1.0 }, { "p": 0.05447472259402275, "m": 1.0 }, { "p": 0.09105964004993439, "m": 1.0 }, { "p": 0.04731857404112816, "m": 1.0 }, { "p": 0.06724674999713898, "m": 1.0 }, { "p": 0.08353974670171738, "m": 1.0 }, { "p": 0.0768551379442215, "m": 1.0 }, { "p": 0.07351066917181015, "m": 1.0 }, { "p": 0.056893378496170044, "m": 1.0 }, { "p": 0.09442774206399918, "m": 1.0 }, { "p": 0.06813592463731766, "m": 1.0 }, { "p": 0.07657431066036224, "m": 1.0 }, { "p": 0.07470659166574478, "m": 1.0 }, { "p": 0.05460523068904877, "m": 1.0 } ] }, { "epoch": 108, "train_loss": 3.992274761199951, "val_loss": 2.6649351119995117, "acc": 35.88, "f1": [ 0.6330273747444153, 0.41739121079444885, 0.3088234066963196, 0.16666661202907562, 0.20350870490074158, 0.31088075041770935, 0.331707239151001, 0.37623751163482666, 0.31372541189193726, 0.4749998450279236, 0.15189866721630096, 0.2131146788597107, 0.32258057594299316, 0.26519328355789185, 0.26666659116744995, 0.19095470011234283, 0.31901830434799194, 0.5286343097686768, 0.30882343649864197, 0.24218744039535522, 0.6210525035858154, 0.46534639596939087, 0.27218925952911377, 0.5628740787506104, 0.587755024433136, 0.16326524317264557, 0.2871793806552887, 0.22727267444133759, 0.44725728034973145, 0.32160791754722595, 0.36082467436790466, 0.34234222769737244, 0.36111101508140564, 0.31874993443489075, 0.34579432010650635, 0.18181811273097992, 0.3097344636917114, 0.25945934653282166, 0.2389935851097107, 0.4545453190803528, 0.331034392118454, 0.5454544425010681, 0.35359105467796326, 0.3346938192844391, 0.2653060257434845, 0.18957340717315674, 0.12213735282421112, 0.42704617977142334, 0.5287355184555054, 0.44848471879959106, 0.18518511950969696, 0.30656924843788147, 0.5388126373291016, 0.5803107619285583, 0.5846152901649475, 0.1333332657814026, 0.49549540877342224, 0.3542855978012085, 0.2909089922904968, 0.3350784480571747, 0.7363182306289673, 0.44198882579803467, 0.44559577107429504, 0.314606636762619, 0.1333332657814026, 0.2745097279548645, 0.19157081842422485, 0.30232545733451843, 0.6956520080566406, 0.5589519143104553, 0.43902426958084106, 0.6153844594955444, 0.19459453225135803, 0.37681150436401367, 0.13824880123138428, 0.5784311890602112, 0.6521738171577454, 0.17021270096302032, 0.211055189371109, 0.36134445667266846, 0.14652009308338165, 0.27272719144821167, 0.7035174369812012, 0.3522011637687683, 0.1898733526468277, 0.4699452221393585, 0.37885454297065735, 0.40490788221359253, 0.15384608507156372, 0.3923443853855133, 0.3314915895462036, 0.5026736855506897, 0.23913034796714783, 0.1749999076128006, 0.49999988079071045, 0.4434387683868408, 0.3101603388786316, 0.2661289572715759, 0.15609751641750336, 0.3850930631160736 ], "time": 157.85436272621155, "param": [ { "p": 0.07235459983348846, "m": 1.0 }, { "p": 0.07179459184408188, "m": 1.0 }, { "p": 0.08940138667821884, "m": 1.0 }, { "p": 0.06289076060056686, "m": 1.0 }, { "p": 0.06823666393756866, "m": 1.0 }, { "p": 0.062079306691884995, "m": 1.0 }, { "p": 0.0750236064195633, "m": 1.0 }, { "p": 0.08930864930152893, "m": 1.0 }, { "p": 0.07697144895792007, "m": 1.0 }, { "p": 0.06033401936292648, "m": 1.0 }, { "p": 0.06745952367782593, "m": 1.0 }, { "p": 0.06709989905357361, "m": 1.0 }, { "p": 0.08349382132291794, "m": 1.0 }, { "p": 0.05355184152722359, "m": 1.0 } ] }, { "epoch": 109, "train_loss": 3.9574947357177734, "val_loss": 2.850515604019165, "acc": 36.48, "f1": [ 0.6470587849617004, 0.43902432918548584, 0.3139533996582031, 0.23423415422439575, 0.16170208156108856, 0.300429105758667, 0.4022345542907715, 0.3411763310432434, 0.3268481194972992, 0.4226802885532379, 0.19999992847442627, 0.24050623178482056, 0.3659573495388031, 0.2208588421344757, 0.24390237033367157, 0.19095470011234283, 0.33962252736091614, 0.4899998903274536, 0.31724128127098083, 0.25373125076293945, 0.5663716197013855, 0.4817517399787903, 0.299465149641037, 0.5258214473724365, 0.6633164882659912, 0.20408158004283905, 0.24291490018367767, 0.210526242852211, 0.4692735970020294, 0.345177561044693, 0.419999897480011, 0.29365071654319763, 0.31081071496009827, 0.35416656732559204, 0.3625729978084564, 0.18274106085300446, 0.34101372957229614, 0.22702695429325104, 0.21904754638671875, 0.518134593963623, 0.3708608150482178, 0.5446427464485168, 0.35714274644851685, 0.3574143946170807, 0.21556879580020905, 0.17391297221183777, 0.16455689072608948, 0.4541061818599701, 0.445652037858963, 0.415094256401062, 0.18404902517795563, 0.29885050654411316, 0.5657369494438171, 0.5957446098327637, 0.602040708065033, 0.12307687103748322, 0.5825241804122925, 0.323809415102005, 0.3463686406612396, 0.36111101508140564, 0.6721310019493103, 0.4108106791973114, 0.4408600926399231, 0.36129021644592285, 0.13095231354236603, 0.23255808651447296, 0.20657269656658173, 0.29268282651901245, 0.727272629737854, 0.5381165146827698, 0.4096384644508362, 0.596684992313385, 0.11428564786911011, 0.37999987602233887, 0.16883111000061035, 0.5904760956764221, 0.5976094603538513, 0.18999992311000824, 0.2681991159915924, 0.35964900255203247, 0.19767434895038605, 0.30541861057281494, 0.6480445265769958, 0.37668150663375854, 0.22360241413116455, 0.4622640609741211, 0.4115225076675415, 0.43902426958084106, 0.21890540421009064, 0.32234421372413635, 0.30270257592201233, 0.5074625611305237, 0.1862744390964508, 0.193548321723938, 0.5502182841300964, 0.44067782163619995, 0.31858399510383606, 0.335570365190506, 0.1556885540485382, 0.3905324339866638 ], "time": 161.5516362376511, "param": [ { "p": 0.08234439790248871, "m": 1.0 }, { "p": 0.060155630111694336, "m": 1.0 }, { "p": 0.09138622879981995, "m": 1.0 }, { "p": 0.06327072530984879, "m": 1.0 }, { "p": 0.06903323531150818, "m": 1.0 }, { "p": 0.06305666267871857, "m": 1.0 }, { "p": 0.06698433309793472, "m": 1.0 }, { "p": 0.07612928003072739, "m": 1.0 }, { "p": 0.06029076874256134, "m": 1.0 }, { "p": 0.07940317690372467, "m": 1.0 }, { "p": 0.06352449208498001, "m": 1.0 }, { "p": 0.07997585088014603, "m": 1.0 }, { "p": 0.08307919651269913, "m": 1.0 }, { "p": 0.06136604771018028, "m": 1.0 } ] }, { "epoch": 110, "train_loss": 4.116870880126953, "val_loss": 2.619163751602173, "acc": 36.05, "f1": [ 0.6696427464485168, 0.4046241343021393, 0.262857049703598, 0.20720712840557098, 0.17337457835674286, 0.26621150970458984, 0.3435581922531128, 0.3798881769180298, 0.31055888533592224, 0.4799998700618744, 0.17241372168064117, 0.2105262577533722, 0.38502663373947144, 0.18978095054626465, 0.21404676139354706, 0.2517482042312622, 0.3726707398891449, 0.4973543584346771, 0.35193121433258057, 0.2870369255542755, 0.5809522867202759, 0.4754716157913208, 0.3272726535797119, 0.5531913042068481, 0.6195651292800903, 0.2634729743003845, 0.3311257064342499, 0.238805890083313, 0.419999897480011, 0.32835814356803894, 0.3911438286304474, 0.33497530221939087, 0.38888877630233765, 0.32388654351234436, 0.34224584698677063, 0.18404902517795563, 0.3592813014984131, 0.23255808651447296, 0.25112098455429077, 0.4720495045185089, 0.31092432141304016, 0.5999999046325684, 0.26855117082595825, 0.32804223895072937, 0.2769230008125305, 0.22950810194015503, 0.17821775376796722, 0.45756447315216064, 0.5124998688697815, 0.4593299925327301, 0.15642453730106354, 0.33333322405815125, 0.5774056911468506, 0.62135910987854, 0.5203251242637634, 0.14843745529651642, 0.5485712885856628, 0.432748407125473, 0.3508770763874054, 0.35121941566467285, 0.624203622341156, 0.32558128237724304, 0.43930622935295105, 0.37179476022720337, 0.1327800303697586, 0.21468918025493622, 0.16216209530830383, 0.34558814764022827, 0.6926406025886536, 0.5234374403953552, 0.446808397769928, 0.5785122513771057, 0.14598533511161804, 0.3387977182865143, 0.17616572976112366, 0.5675674080848694, 0.6666665077209473, 0.16666661202907562, 0.2569831311702728, 0.25185176730155945, 0.1818181425333023, 0.2941175401210785, 0.6820275187492371, 0.3313608467578888, 0.22784805297851562, 0.422641396522522, 0.41441428661346436, 0.3940885663032532, 0.13496926426887512, 0.4120170772075653, 0.322274774312973, 0.510416567325592, 0.10526309907436371, 0.2598869204521179, 0.6066349744796753, 0.38216549158096313, 0.30232545733451843, 0.3151514232158661, 0.13664589822292328, 0.35616427659988403 ], "time": 162.78466498386115, "param": [ { "p": 0.08042250573635101, "m": 1.0 }, { "p": 0.06550581753253937, "m": 1.0 }, { "p": 0.07308439165353775, "m": 1.0 }, { "p": 0.07372982054948807, "m": 1.0 }, { "p": 0.08763406425714493, "m": 1.0 }, { "p": 0.06484045833349228, "m": 1.0 }, { "p": 0.06531821191310883, "m": 1.0 }, { "p": 0.0870017409324646, "m": 1.0 }, { "p": 0.07483700662851334, "m": 1.0 }, { "p": 0.07775041460990906, "m": 1.0 }, { "p": 0.06101124361157417, "m": 1.0 }, { "p": 0.06023227795958519, "m": 1.0 }, { "p": 0.07236908376216888, "m": 1.0 }, { "p": 0.05626295134425163, "m": 1.0 } ] }, { "epoch": 111, "train_loss": 4.297425746917725, "val_loss": 2.6223771572113037, "acc": 36.67, "f1": [ 0.6699506640434265, 0.3943660855293274, 0.2696628272533417, 0.212290421128273, 0.17391298711299896, 0.23321551084518433, 0.37563440203666687, 0.3592813014984131, 0.318471223115921, 0.4835163354873657, 0.1654134839773178, 0.22360241413116455, 0.3882351815700531, 0.2406638264656067, 0.20382159948349, 0.19999992847442627, 0.38461530208587646, 0.4672130346298218, 0.28571417927742004, 0.2699999213218689, 0.644067645072937, 0.5302324295043945, 0.32704389095306396, 0.5306121110916138, 0.6666664481163025, 0.21192045509815216, 0.3267972767353058, 0.23423415422439575, 0.4931505620479584, 0.3720929026603699, 0.40350866317749023, 0.35483863949775696, 0.3063828945159912, 0.3755101263523102, 0.3578946590423584, 0.1762113720178604, 0.3220972716808319, 0.16666661202907562, 0.22299645841121674, 0.5294116139411926, 0.3529410660266876, 0.5700481534004211, 0.37499991059303284, 0.3832334280014038, 0.2843601107597351, 0.21296289563179016, 0.2244897186756134, 0.46215128898620605, 0.4840763211250305, 0.49999988079071045, 0.16666659712791443, 0.3384614586830139, 0.4824901819229126, 0.579710066318512, 0.5236050486564636, 0.15730330348014832, 0.5400842428207397, 0.41884803771972656, 0.3879309296607971, 0.3677128851413727, 0.7346937656402588, 0.5073169469833374, 0.4646463394165039, 0.3134327232837677, 0.1556885540485382, 0.17708326876163483, 0.13157890737056732, 0.35121941566467285, 0.6880732178688049, 0.5699998736381531, 0.47004595398902893, 0.5725805163383484, 0.15116271376609802, 0.3493449091911316, 0.16049376130104065, 0.5714284777641296, 0.7253884673118591, 0.19095470011234283, 0.2524271011352539, 0.3456788659095764, 0.1452513188123703, 0.32835814356803894, 0.7083331942558289, 0.3121386468410492, 0.18947362899780273, 0.42801550030708313, 0.4432988464832306, 0.4083768427371979, 0.1194029375910759, 0.39004138112068176, 0.31372541189193726, 0.4596773386001587, 0.18390797078609467, 0.2234041839838028, 0.5786162614822388, 0.4198893904685974, 0.2589927613735199, 0.3020407259464264, 0.17204295098781586, 0.3654821515083313 ], "time": 163.22839591652155, "param": [ { "p": 0.09247726202011108, "m": 1.0 }, { "p": 0.06768683344125748, "m": 1.0 }, { "p": 0.07132554054260254, "m": 1.0 }, { "p": 0.05833766981959343, "m": 1.0 }, { "p": 0.06398135423660278, "m": 1.0 }, { "p": 0.05725507438182831, "m": 1.0 }, { "p": 0.06628067791461945, "m": 1.0 }, { "p": 0.07123032957315445, "m": 1.0 }, { "p": 0.06975626200437546, "m": 1.0 }, { "p": 0.08575654029846191, "m": 1.0 }, { "p": 0.07971979677677155, "m": 1.0 }, { "p": 0.07750224322080612, "m": 1.0 }, { "p": 0.08057928085327148, "m": 1.0 }, { "p": 0.058111194521188736, "m": 1.0 } ] }, { "epoch": 112, "train_loss": 4.179662227630615, "val_loss": 2.5195319652557373, "acc": 36.31, "f1": [ 0.5919281840324402, 0.4088887572288513, 0.3435581922531128, 0.1657457947731018, 0.1451612412929535, 0.26794248819351196, 0.3468207120895386, 0.37668150663375854, 0.304526686668396, 0.46511611342430115, 0.16853927075862885, 0.2576685845851898, 0.42452818155288696, 0.23636355996131897, 0.24418595433235168, 0.21965309977531433, 0.3974357545375824, 0.4811319410800934, 0.3319837152957916, 0.28571417927742004, 0.5701355934143066, 0.49070626497268677, 0.335570365190506, 0.5121949315071106, 0.6403939127922058, 0.19540224969387054, 0.22935770452022552, 0.1857142299413681, 0.47120407223701477, 0.31372541189193726, 0.41148313879966736, 0.3586955666542053, 0.3373492956161499, 0.3495144844055176, 0.340983510017395, 0.16267937421798706, 0.3370785713195801, 0.2116401493549347, 0.19480513036251068, 0.49664416909217834, 0.3675675094127655, 0.5754715800285339, 0.32456132769584656, 0.33333322405815125, 0.22916659712791443, 0.19209031760692596, 0.2376236915588379, 0.48205116391181946, 0.49999988079071045, 0.45226117968559265, 0.16161610186100006, 0.34814804792404175, 0.5957446098327637, 0.5925924181938171, 0.5052630305290222, 0.16853927075862885, 0.5207546353340149, 0.36871495842933655, 0.32128506898880005, 0.35582810640335083, 0.7186145782470703, 0.4083332419395447, 0.48421040177345276, 0.31067952513694763, 0.10909084975719452, 0.17333325743675232, 0.15873010456562042, 0.27999988198280334, 0.729999840259552, 0.5894736051559448, 0.3969464600086212, 0.6039602756500244, 0.18072283267974854, 0.3885713219642639, 0.09999993443489075, 0.5803107619285583, 0.7046630382537842, 0.17877088487148285, 0.2399999350309372, 0.32369929552078247, 0.20779214799404144, 0.24999988079071045, 0.6422017216682434, 0.32835814356803894, 0.19101116061210632, 0.3959389626979828, 0.4292236268520355, 0.43523305654525757, 0.2048192024230957, 0.37647050619125366, 0.2812499403953552, 0.5024629235267639, 0.18604646623134613, 0.27102795243263245, 0.5833332538604736, 0.42639580368995667, 0.3348836302757263, 0.2571427822113037, 0.06249995529651642, 0.38834938406944275 ], "time": 162.8989208796993, "param": [ { "p": 0.08085384219884872, "m": 1.0 }, { "p": 0.07580924779176712, "m": 1.0 }, { "p": 0.08166777342557907, "m": 1.0 }, { "p": 0.06957089155912399, "m": 1.0 }, { "p": 0.07798273861408234, "m": 1.0 }, { "p": 0.08126266300678253, "m": 1.0 }, { "p": 0.08163558691740036, "m": 1.0 }, { "p": 0.07455988973379135, "m": 1.0 }, { "p": 0.06889581680297852, "m": 1.0 }, { "p": 0.05626751855015755, "m": 1.0 }, { "p": 0.07595440745353699, "m": 1.0 }, { "p": 0.06684738397598267, "m": 1.0 }, { "p": 0.06731941550970078, "m": 1.0 }, { "p": 0.04137285426259041, "m": 1.0 } ] }, { "epoch": 113, "train_loss": 3.900501012802124, "val_loss": 2.746600866317749, "acc": 35.73, "f1": [ 0.666666567325592, 0.39153432846069336, 0.27737218141555786, 0.18719203770160675, 0.14912275969982147, 0.24539868533611298, 0.3924049437046051, 0.3463686406612396, 0.31428563594818115, 0.48809507489204407, 0.1509433388710022, 0.21582727134227753, 0.390243798494339, 0.24413138628005981, 0.2702701687812805, 0.20111726224422455, 0.2820512354373932, 0.49549540877342224, 0.3841806650161743, 0.2528734505176544, 0.5825241804122925, 0.4978164732456207, 0.31249991059303284, 0.5333331823348999, 0.5528453588485718, 0.25510191917419434, 0.2686566412448883, 0.2115383893251419, 0.4242422878742218, 0.35582810640335083, 0.38095226883888245, 0.2424241602420807, 0.3152172863483429, 0.32558128237724304, 0.3706895411014557, 0.1935483068227768, 0.3037973642349243, 0.23913034796714783, 0.1798941045999527, 0.5060239434242249, 0.3414633274078369, 0.47808754444122314, 0.2816900610923767, 0.3579765260219574, 0.22352932393550873, 0.2066115140914917, 0.17921142280101776, 0.4222221076488495, 0.4897957742214203, 0.43678146600723267, 0.2446807622909546, 0.37433144450187683, 0.5461845993995667, 0.6233765482902527, 0.5284972786903381, 0.15929198265075684, 0.5396823883056641, 0.45398759841918945, 0.37433144450187683, 0.3066665530204773, 0.6666665077209473, 0.44036686420440674, 0.43749991059303284, 0.362790584564209, 0.16806717216968536, 0.2297871857881546, 0.13872826099395752, 0.262857049703598, 0.732673168182373, 0.5274724960327148, 0.43027880787849426, 0.5772356390953064, 0.1258740872144699, 0.3744291365146637, 0.13065321743488312, 0.5101213455200195, 0.697435736656189, 0.17948710918426514, 0.25384610891342163, 0.3272726535797119, 0.1450776606798172, 0.30046939849853516, 0.7009344696998596, 0.319248765707016, 0.1898733526468277, 0.4145076870918274, 0.41441428661346436, 0.40540531277656555, 0.21951214969158173, 0.37209296226501465, 0.33035704493522644, 0.5291004180908203, 0.1379309892654419, 0.22831043601036072, 0.5649716258049011, 0.4023667275905609, 0.3290042281150818, 0.3313608467578888, 0.17431186139583588, 0.25373128056526184 ], "time": 160.11385053396225, "param": [ { "p": 0.07181679457426071, "m": 1.0 }, { "p": 0.07411296665668488, "m": 1.0 }, { "p": 0.08696445822715759, "m": 1.0 }, { "p": 0.08047587424516678, "m": 1.0 }, { "p": 0.07241784036159515, "m": 1.0 }, { "p": 0.06412055343389511, "m": 1.0 }, { "p": 0.05525631085038185, "m": 1.0 }, { "p": 0.08208232372999191, "m": 1.0 }, { "p": 0.07869359850883484, "m": 1.0 }, { "p": 0.060386959463357925, "m": 1.0 }, { "p": 0.04761999472975731, "m": 1.0 }, { "p": 0.08004944771528244, "m": 1.0 }, { "p": 0.08760429918766022, "m": 1.0 }, { "p": 0.05839855223894119, "m": 1.0 } ] }, { "epoch": 114, "train_loss": 4.041280746459961, "val_loss": 2.724520206451416, "acc": 36.94, "f1": [ 0.6077346205711365, 0.4432988464832306, 0.2890172600746155, 0.1777777075767517, 0.1556885540485382, 0.2930402159690857, 0.31627896428108215, 0.4153004288673401, 0.31372541189193726, 0.4969695806503296, 0.15999993681907654, 0.25104594230651855, 0.40217384696006775, 0.3068782389163971, 0.25112098455429077, 0.20087330043315887, 0.37288129329681396, 0.39688706398010254, 0.36018943786621094, 0.2559240758419037, 0.6185566186904907, 0.4615383744239807, 0.3394494354724884, 0.554216742515564, 0.583690881729126, 0.20571422576904297, 0.27218925952911377, 0.25490185618400574, 0.4698793888092041, 0.3285713195800781, 0.42580634355545044, 0.3551400303840637, 0.36809808015823364, 0.36792439222335815, 0.32704389095306396, 0.13245026767253876, 0.29885047674179077, 0.20338976383209229, 0.21256029605865479, 0.5555554628372192, 0.3487178385257721, 0.6054052114486694, 0.32888880372047424, 0.34504786133766174, 0.2585032880306244, 0.16666659712791443, 0.19459453225135803, 0.45414838194847107, 0.4905658960342407, 0.49261072278022766, 0.17721512913703918, 0.33333322405815125, 0.5428569912910461, 0.6310677528381348, 0.5118108987808228, 0.13846148550510406, 0.5454544425010681, 0.37499991059303284, 0.34999990463256836, 0.393063485622406, 0.7024388909339905, 0.42708319425582886, 0.44651150703430176, 0.3369564116001129, 0.1481480747461319, 0.2244897186756134, 0.18811874091625214, 0.31249991059303284, 0.689361572265625, 0.5764191746711731, 0.4454147219657898, 0.6244342923164368, 0.1544117033481598, 0.35051536560058594, 0.1450776606798172, 0.5849055051803589, 0.6699506640434265, 0.16113737225532532, 0.2694299519062042, 0.3809523284435272, 0.1734103411436081, 0.299465149641037, 0.6113206744194031, 0.31746023893356323, 0.228571355342865, 0.3853210210800171, 0.43093910813331604, 0.4307691156864166, 0.177215114235878, 0.3735406994819641, 0.24637670814990997, 0.5327101349830627, 0.14765094220638275, 0.2473117560148239, 0.5714284777641296, 0.48484838008880615, 0.3050846457481384, 0.3148147463798523, 0.15126045048236847, 0.4365480840206146 ], "time": 161.59403641428798, "param": [ { "p": 0.09652818739414215, "m": 1.0 }, { "p": 0.07960065454244614, "m": 1.0 }, { "p": 0.05122370272874832, "m": 1.0 }, { "p": 0.062247566878795624, "m": 1.0 }, { "p": 0.07309313863515854, "m": 1.0 }, { "p": 0.05617697164416313, "m": 1.0 }, { "p": 0.07274829596281052, "m": 1.0 }, { "p": 0.07543864101171494, "m": 1.0 }, { "p": 0.06215974688529968, "m": 1.0 }, { "p": 0.07882443070411682, "m": 1.0 }, { "p": 0.07448788732290268, "m": 1.0 }, { "p": 0.07415705174207687, "m": 1.0 }, { "p": 0.08706485480070114, "m": 1.0 }, { "p": 0.05624890327453613, "m": 1.0 } ] }, { "epoch": 115, "train_loss": 3.7896664142608643, "val_loss": 2.565840482711792, "acc": 36.23, "f1": [ 0.6602869629859924, 0.43999987840652466, 0.3265305161476135, 0.2389935851097107, 0.1390373706817627, 0.2719297707080841, 0.3599999248981476, 0.3151514232158661, 0.3441859781742096, 0.44444435834884644, 0.15384607017040253, 0.2790696918964386, 0.33128824830055237, 0.2673266530036926, 0.2412450611591339, 0.22772268950939178, 0.33720916509628296, 0.47916653752326965, 0.3024389147758484, 0.2545453608036041, 0.6122447848320007, 0.5033556222915649, 0.32298123836517334, 0.5348835587501526, 0.5185183882713318, 0.19318175315856934, 0.24615375697612762, 0.1951218843460083, 0.5048542022705078, 0.358024537563324, 0.40637436509132385, 0.3726707398891449, 0.31775689125061035, 0.35772350430488586, 0.389891654253006, 0.1675977110862732, 0.3300969898700714, 0.2275448441505432, 0.23463678359985352, 0.5100669860839844, 0.3444443643093109, 0.5727698802947998, 0.24929173290729523, 0.3304346799850464, 0.26395928859710693, 0.2018347978591919, 0.236453115940094, 0.49999988079071045, 0.4772725999355316, 0.44047608971595764, 0.154929518699646, 0.33333325386047363, 0.6030149459838867, 0.6072872877120972, 0.5340908169746399, 0.15999993681907654, 0.580357015132904, 0.3636362552642822, 0.3508770763874054, 0.3414633274078369, 0.6985644102096558, 0.47826072573661804, 0.4255318343639374, 0.36241599917411804, 0.13065321743488312, 0.22485199570655823, 0.19047614932060242, 0.35294109582901, 0.7093595266342163, 0.5565216541290283, 0.40975597500801086, 0.6200872659683228, 0.10232551395893097, 0.35602086782455444, 0.1576354056596756, 0.535519003868103, 0.657142698764801, 0.1290322095155716, 0.21917803585529327, 0.29245272278785706, 0.1694914698600769, 0.25668442249298096, 0.645502507686615, 0.31249991059303284, 0.24509796500205994, 0.4214874804019928, 0.41176459193229675, 0.4086955785751343, 0.18025743961334229, 0.3982299864292145, 0.2886596620082855, 0.49756085872650146, 0.21428564190864563, 0.21192045509815216, 0.5754715800285339, 0.43678146600723267, 0.3251230716705322, 0.30769217014312744, 0.15819202363491058, 0.4052286446094513 ], "time": 160.50662422832102, "param": [ { "p": 0.06957123428583145, "m": 1.0 }, { "p": 0.08153883367776871, "m": 1.0 }, { "p": 0.07203738391399384, "m": 1.0 }, { "p": 0.06876133382320404, "m": 1.0 }, { "p": 0.06892268359661102, "m": 1.0 }, { "p": 0.0751725360751152, "m": 1.0 }, { "p": 0.06110207736492157, "m": 1.0 }, { "p": 0.07023462653160095, "m": 1.0 }, { "p": 0.059942808002233505, "m": 1.0 }, { "p": 0.08563101291656494, "m": 1.0 }, { "p": 0.07288577407598495, "m": 1.0 }, { "p": 0.06944087147712708, "m": 1.0 }, { "p": 0.08150158077478409, "m": 1.0 }, { "p": 0.06325721740722656, "m": 1.0 } ] }, { "epoch": 116, "train_loss": 4.477030277252197, "val_loss": 2.577716827392578, "acc": 36.12, "f1": [ 0.642857015132904, 0.4324323236942291, 0.2749998867511749, 0.2025315761566162, 0.1877550482749939, 0.2446807622909546, 0.3832334280014038, 0.32075464725494385, 0.3364485204219818, 0.46376800537109375, 0.16216209530830383, 0.2482757866382599, 0.30952370166778564, 0.2464454174041748, 0.22499993443489075, 0.24844713509082794, 0.34920623898506165, 0.41592907905578613, 0.3084111213684082, 0.23188398778438568, 0.5344826579093933, 0.5286343097686768, 0.345177561044693, 0.47524741291999817, 0.5551019906997681, 0.24324317276477814, 0.30769219994544983, 0.16299556195735931, 0.42708319425582886, 0.3576158285140991, 0.4086019992828369, 0.3999998867511749, 0.3166666030883789, 0.3317534327507019, 0.385650098323822, 0.20689646899700165, 0.3169397711753845, 0.23529402911663055, 0.2415093332529068, 0.5287355184555054, 0.31627896428108215, 0.6091369390487671, 0.29885047674179077, 0.35714274644851685, 0.2127659022808075, 0.1951218843460083, 0.2617800235748291, 0.48799988627433777, 0.4748857021331787, 0.4142856299877167, 0.24999988079071045, 0.33755266666412354, 0.5570775270462036, 0.5932202339172363, 0.5030673146247864, 0.11518317461013794, 0.5603863000869751, 0.3647797703742981, 0.39560428261756897, 0.33333322405815125, 0.6999998688697815, 0.4162435233592987, 0.43749991059303284, 0.3440859317779541, 0.13414627313613892, 0.23107562959194183, 0.1556885540485382, 0.27777767181396484, 0.6851851344108582, 0.5070422291755676, 0.46586331725120544, 0.5596706867218018, 0.1528661698102951, 0.396624356508255, 0.14583328366279602, 0.5911328792572021, 0.6907215118408203, 0.1497325599193573, 0.2258063703775406, 0.34482747316360474, 0.18947362899780273, 0.2543351650238037, 0.7078649997711182, 0.22222214937210083, 0.16149060428142548, 0.4599998891353607, 0.3926939368247986, 0.45248857140541077, 0.16766461730003357, 0.3756905198097229, 0.28723397850990295, 0.48913031816482544, 0.20512813329696655, 0.251428484916687, 0.5636362433433533, 0.4574466943740845, 0.25165554881095886, 0.3414633274078369, 0.08333327621221542, 0.3522725999355316 ], "time": 164.60433368664235, "param": [ { "p": 0.07170762866735458, "m": 1.0 }, { "p": 0.06864845007658005, "m": 1.0 }, { "p": 0.08784337341785431, "m": 1.0 }, { "p": 0.059552036225795746, "m": 1.0 }, { "p": 0.05737762525677681, "m": 1.0 }, { "p": 0.08010469377040863, "m": 1.0 }, { "p": 0.0630597174167633, "m": 1.0 }, { "p": 0.07786722481250763, "m": 1.0 }, { "p": 0.06905259191989899, "m": 1.0 }, { "p": 0.07169659435749054, "m": 1.0 }, { "p": 0.06099078059196472, "m": 1.0 }, { "p": 0.06783905625343323, "m": 1.0 }, { "p": 0.09339185059070587, "m": 1.0 }, { "p": 0.07086839526891708, "m": 1.0 } ] }, { "epoch": 117, "train_loss": 3.6474058628082275, "val_loss": 2.678915500640869, "acc": 35.97, "f1": [ 0.6831682324409485, 0.39495787024497986, 0.30769217014312744, 0.18064509332180023, 0.10852707922458649, 0.2739725410938263, 0.3999998867511749, 0.3801651895046234, 0.3383083641529083, 0.47222211956977844, 0.1916166990995407, 0.251428484916687, 0.2843601107597351, 0.22660093009471893, 0.2643677294254303, 0.17543856799602509, 0.3522725999355316, 0.5071768760681152, 0.36051490902900696, 0.22222216427326202, 0.5876287817955017, 0.5101213455200195, 0.345177561044693, 0.5388599634170532, 0.6321242451667786, 0.193548321723938, 0.3003951609134674, 0.22619038820266724, 0.44444429874420166, 0.3351954519748688, 0.38775497674942017, 0.3170730471611023, 0.2834007143974304, 0.32579174637794495, 0.31535258889198303, 0.1899440735578537, 0.30051806569099426, 0.1307188868522644, 0.22222214937210083, 0.5113635063171387, 0.35051536560058594, 0.5971562266349792, 0.32352936267852783, 0.3400808572769165, 0.24999991059303284, 0.22093015909194946, 0.1639343500137329, 0.4867255389690399, 0.5217390656471252, 0.46445485949516296, 0.18947362899780273, 0.296103835105896, 0.5340908169746399, 0.619289219379425, 0.5327101349830627, 0.16363631188869476, 0.5464479923248291, 0.38709667325019836, 0.3406592309474945, 0.41711217164993286, 0.7437184453010559, 0.36809808015823364, 0.44578301906585693, 0.351351261138916, 0.1584157794713974, 0.18934904038906097, 0.1556885540485382, 0.34972667694091797, 0.7358488440513611, 0.5526314973831177, 0.45263150334358215, 0.6082947254180908, 0.14213192462921143, 0.3654821515083313, 0.1656804084777832, 0.5610858201980591, 0.6425337791442871, 0.17931029200553894, 0.22317588329315186, 0.346666544675827, 0.1891891211271286, 0.25080376863479614, 0.685082733631134, 0.3299999237060547, 0.1558440923690796, 0.4050631821155548, 0.40191373229026794, 0.43428558111190796, 0.15624994039535522, 0.28469744324684143, 0.3133639991283417, 0.5148513317108154, 0.2176164984703064, 0.17821775376796722, 0.575916051864624, 0.4541061818599701, 0.36180898547172546, 0.3102039694786072, 0.1717790812253952, 0.30769217014312744 ], "time": 160.84577655699104, "param": [ { "p": 0.07076580077409744, "m": 1.0 }, { "p": 0.07783225923776627, "m": 1.0 }, { "p": 0.07842343300580978, "m": 1.0 }, { "p": 0.06770829856395721, "m": 1.0 }, { "p": 0.0725724846124649, "m": 1.0 }, { "p": 0.07730003446340561, "m": 1.0 }, { "p": 0.08460931479930878, "m": 1.0 }, { "p": 0.057645514607429504, "m": 1.0 }, { "p": 0.07176004350185394, "m": 1.0 }, { "p": 0.06910571455955505, "m": 1.0 }, { "p": 0.07538624852895737, "m": 1.0 }, { "p": 0.060237836092710495, "m": 1.0 }, { "p": 0.07421612739562988, "m": 1.0 }, { "p": 0.062436867505311966, "m": 1.0 } ] }, { "epoch": 118, "train_loss": 3.9787073135375977, "val_loss": 2.6885669231414795, "acc": 36.28, "f1": [ 0.6454544067382812, 0.38251355290412903, 0.3144652843475342, 0.24418595433235168, 0.12451357394456863, 0.23107562959194183, 0.40740731358528137, 0.40999990701675415, 0.38596484065055847, 0.5303866267204285, 0.11199995130300522, 0.23529404401779175, 0.370656281709671, 0.20895515382289886, 0.26136353611946106, 0.2173912227153778, 0.2918148636817932, 0.5092591643333435, 0.3161763846874237, 0.2345276176929474, 0.602040708065033, 0.48854950070381165, 0.2931033670902252, 0.43902432918548584, 0.575999915599823, 0.24999991059303284, 0.28776970505714417, 0.22727267444133759, 0.3897057771682739, 0.32911381125450134, 0.3736262619495392, 0.30366483330726624, 0.3419688045978546, 0.3444443643093109, 0.3418802320957184, 0.14965979754924774, 0.3495144844055176, 0.2048192024230957, 0.26341456174850464, 0.4936707317829132, 0.3166666030883789, 0.5812807083129883, 0.29864245653152466, 0.34224584698677063, 0.2514968812465668, 0.1818181276321411, 0.188888818025589, 0.4684014320373535, 0.49999988079071045, 0.3285713195800781, 0.2251655012369156, 0.36842095851898193, 0.4999998211860657, 0.5919281840324402, 0.5393257141113281, 0.16806717216968536, 0.5469387173652649, 0.40251561999320984, 0.35064926743507385, 0.33064505457878113, 0.6991868615150452, 0.44444432854652405, 0.47398826479911804, 0.3267972767353058, 0.13749992847442627, 0.23826707899570465, 0.1558440923690796, 0.37209296226501465, 0.6869564056396484, 0.5198555588722229, 0.45810040831565857, 0.5904760956764221, 0.19047613441944122, 0.33962252736091614, 0.1422593742609024, 0.5440612435340881, 0.6635512709617615, 0.11851847171783447, 0.19607838988304138, 0.3771427571773529, 0.19847320020198822, 0.25961530208587646, 0.6969695687294006, 0.31067952513694763, 0.21428564190864563, 0.4854367673397064, 0.4059404730796814, 0.4307691156864166, 0.19289332628250122, 0.3534882664680481, 0.28260862827301025, 0.5136610269546509, 0.2127658873796463, 0.2696628272533417, 0.5471696853637695, 0.40350866317749023, 0.31818172335624695, 0.3692306876182556, 0.11594197899103165, 0.3636362552642822 ], "time": 162.51337204594165, "param": [ { "p": 0.08354183286428452, "m": 1.0 }, { "p": 0.07311969250440598, "m": 1.0 }, { "p": 0.07015812397003174, "m": 1.0 }, { "p": 0.07463759183883667, "m": 1.0 }, { "p": 0.07469784468412399, "m": 1.0 }, { "p": 0.06392223387956619, "m": 1.0 }, { "p": 0.07117706537246704, "m": 1.0 }, { "p": 0.08770193159580231, "m": 1.0 }, { "p": 0.05617446079850197, "m": 1.0 }, { "p": 0.049942269921302795, "m": 1.0 }, { "p": 0.07698535919189453, "m": 1.0 }, { "p": 0.07559560984373093, "m": 1.0 }, { "p": 0.0809086486697197, "m": 1.0 }, { "p": 0.06143723800778389, "m": 1.0 } ] }, { "epoch": 119, "train_loss": 3.9271044731140137, "val_loss": 2.603510856628418, "acc": 36.41, "f1": [ 0.6244724988937378, 0.4190475046634674, 0.292035311460495, 0.21428564190864563, 0.16071423888206482, 0.29959505796432495, 0.393063485622406, 0.3414633274078369, 0.3703702688217163, 0.491227924823761, 0.19827578961849213, 0.2543351650238037, 0.35467973351478577, 0.2673266530036926, 0.2124999314546585, 0.24277448654174805, 0.3666665554046631, 0.4694834351539612, 0.3285022974014282, 0.28571420907974243, 0.5529952645301819, 0.45637577772140503, 0.32214754819869995, 0.5084744095802307, 0.6203702688217163, 0.26244333386421204, 0.265060156583786, 0.1758241057395935, 0.47715723514556885, 0.255999892950058, 0.3523808717727661, 0.3441859781742096, 0.28947362303733826, 0.37446799874305725, 0.35616424679756165, 0.14857135713100433, 0.27777770161628723, 0.23280414938926697, 0.22797919809818268, 0.4967319071292877, 0.30999991297721863, 0.5979380011558533, 0.3096773326396942, 0.3833332657814026, 0.239520862698555, 0.2264150232076645, 0.20689649879932404, 0.42982450127601624, 0.4615383744239807, 0.4561401903629303, 0.28742504119873047, 0.28818437457084656, 0.5576207041740417, 0.5269460082054138, 0.5248867273330688, 0.1360543668270111, 0.5686272978782654, 0.3657141625881195, 0.3699999153614044, 0.38674020767211914, 0.7135677337646484, 0.41249990463256836, 0.4565216302871704, 0.331707239151001, 0.15894033014774323, 0.23770485818386078, 0.17391297221183777, 0.27118635177612305, 0.6723402738571167, 0.5510202646255493, 0.44791656732559204, 0.579591691493988, 0.16037730872631073, 0.31623923778533936, 0.13899610936641693, 0.5238094329833984, 0.6062990427017212, 0.16666659712791443, 0.25490185618400574, 0.3940885663032532, 0.18404902517795563, 0.2968197166919708, 0.6985644102096558, 0.34224584698677063, 0.20560741424560547, 0.45398759841918945, 0.43850257992744446, 0.486772358417511, 0.14965979754924774, 0.42051267623901367, 0.2922373414039612, 0.5052630305290222, 0.12949636578559875, 0.2054053246974945, 0.5313652157783508, 0.4453124403953552, 0.32748526334762573, 0.31249991059303284, 0.10370365530252457, 0.40579700469970703 ], "time": 163.01770575996488, "param": [ { "p": 0.09207718819379807, "m": 1.0 }, { "p": 0.07697417587041855, "m": 1.0 }, { "p": 0.06296856701374054, "m": 1.0 }, { "p": 0.07462193071842194, "m": 1.0 }, { "p": 0.08713191747665405, "m": 1.0 }, { "p": 0.09280326962471008, "m": 1.0 }, { "p": 0.06451869755983353, "m": 1.0 }, { "p": 0.07120281457901001, "m": 1.0 }, { "p": 0.07287082076072693, "m": 1.0 }, { "p": 0.07119055837392807, "m": 1.0 }, { "p": 0.055063337087631226, "m": 1.0 }, { "p": 0.06563463062047958, "m": 1.0 }, { "p": 0.0652964636683464, "m": 1.0 }, { "p": 0.04764574393630028, "m": 1.0 } ] }, { "epoch": 120, "train_loss": 3.73677659034729, "val_loss": 2.525350332260132, "acc": 36.31, "f1": [ 0.6187844276428223, 0.38144323229789734, 0.2695034444332123, 0.21694909036159515, 0.15172408521175385, 0.2731706500053406, 0.39106133580207825, 0.3444443643093109, 0.35675665736198425, 0.4577113389968872, 0.16438350081443787, 0.2622949779033661, 0.3299999237060547, 0.24999991059303284, 0.23204411566257477, 0.217391237616539, 0.3370785713195801, 0.5145629644393921, 0.3678159713745117, 0.21428567171096802, 0.5381165146827698, 0.48927029967308044, 0.32291656732559204, 0.5333331823348999, 0.598360538482666, 0.25396817922592163, 0.28571417927742004, 0.2571427524089813, 0.4770641028881073, 0.31999990344047546, 0.34449753165245056, 0.33333325386047363, 0.35897424817085266, 0.38095229864120483, 0.38862547278404236, 0.11180117726325989, 0.29508188366889954, 0.23469379544258118, 0.23236507177352905, 0.5249998569488525, 0.35582810640335083, 0.6009851098060608, 0.2820512056350708, 0.3617020547389984, 0.27722764015197754, 0.2095237374305725, 0.24390234053134918, 0.46586331725120544, 0.43835607171058655, 0.3087247312068939, 0.15748025476932526, 0.3260868787765503, 0.5333331823348999, 0.5688071846961975, 0.5280897617340088, 0.1481480747461319, 0.5333333015441895, 0.3694266378879547, 0.35714274644851685, 0.34177201986312866, 0.7280700206756592, 0.423912912607193, 0.44036686420440674, 0.3699999153614044, 0.10869558900594711, 0.2558138370513916, 0.13636356592178345, 0.327868789434433, 0.7087377309799194, 0.5525290966033936, 0.4022987186908722, 0.6067414879798889, 0.12765952944755554, 0.36909863352775574, 0.15204671025276184, 0.6183573603630066, 0.6334840059280396, 0.18285706639289856, 0.24598921835422516, 0.3555554449558258, 0.22598862648010254, 0.24358965456485748, 0.7053138613700867, 0.34024888277053833, 0.22222216427326202, 0.38993698358535767, 0.4077668786048889, 0.423912912607193, 0.20571422576904297, 0.35643553733825684, 0.29319363832473755, 0.49999988079071045, 0.21800939738750458, 0.29074883460998535, 0.5978259444236755, 0.4123710095882416, 0.2603549063205719, 0.36649200320243835, 0.20833326876163483, 0.3711339235305786 ], "time": 163.87031276058406, "param": [ { "p": 0.0799589455127716, "m": 1.0 }, { "p": 0.06156076863408089, "m": 1.0 }, { "p": 0.08595038950443268, "m": 1.0 }, { "p": 0.0685080885887146, "m": 1.0 }, { "p": 0.06881788372993469, "m": 1.0 }, { "p": 0.07472877204418182, "m": 1.0 }, { "p": 0.07160893082618713, "m": 1.0 }, { "p": 0.054850023239851, "m": 1.0 }, { "p": 0.07844589650630951, "m": 1.0 }, { "p": 0.06874329596757889, "m": 1.0 }, { "p": 0.07336322963237762, "m": 1.0 }, { "p": 0.07093366980552673, "m": 1.0 }, { "p": 0.07457730174064636, "m": 1.0 }, { "p": 0.06795281916856766, "m": 1.0 } ] }, { "epoch": 121, "train_loss": 3.617950916290283, "val_loss": 2.8576648235321045, "acc": 36.52, "f1": [ 0.6810809373855591, 0.38043469190597534, 0.3111110329627991, 0.23913034796714783, 0.1410255879163742, 0.27096763253211975, 0.37804868817329407, 0.36686381697654724, 0.3555554449558258, 0.4840763211250305, 0.18811874091625214, 0.2774565517902374, 0.3669723868370056, 0.208791121840477, 0.26395928859710693, 0.24271836876869202, 0.38043469190597534, 0.5196077227592468, 0.35602086782455444, 0.2211054563522339, 0.5821594595909119, 0.49372372031211853, 0.34254133701324463, 0.4787232577800751, 0.6086955070495605, 0.2054053246974945, 0.30270257592201233, 0.2347417026758194, 0.47808754444122314, 0.358024537563324, 0.3841806650161743, 0.32599109411239624, 0.323809415102005, 0.3636362552642822, 0.32291656732559204, 0.1629629135131836, 0.28897330164909363, 0.21834053099155426, 0.24806194007396698, 0.552941083908081, 0.2934781610965729, 0.5488370656967163, 0.27755096554756165, 0.3071894645690918, 0.31638407707214355, 0.19736838340759277, 0.24472565948963165, 0.4927534759044647, 0.46825385093688965, 0.40641695261001587, 0.21582727134227753, 0.3394494354724884, 0.5785122513771057, 0.6330273747444153, 0.4808742105960846, 0.16853927075862885, 0.5654449462890625, 0.3577980697154999, 0.3756905198097229, 0.3389829695224762, 0.742081344127655, 0.40789464116096497, 0.4578312039375305, 0.28688517212867737, 0.09756091237068176, 0.23841053247451782, 0.13999994099140167, 0.3352600038051605, 0.698689877986908, 0.5523011684417725, 0.44670039415359497, 0.579710066318512, 0.18439710140228271, 0.2959182858467102, 0.17021268606185913, 0.5934064984321594, 0.6734693050384521, 0.14857135713100433, 0.22535204887390137, 0.3384614586830139, 0.18705028295516968, 0.30158719420433044, 0.7005074620246887, 0.2553190588951111, 0.21395343542099, 0.4411763548851013, 0.4018690288066864, 0.4717947542667389, 0.15909084677696228, 0.4018263518810272, 0.2967032194137573, 0.4696355164051056, 0.14193542301654816, 0.22702695429325104, 0.5092249512672424, 0.48739489912986755, 0.33333322405815125, 0.28112441301345825, 0.14666660130023956, 0.37433144450187683 ], "time": 160.46509753074497, "param": [ { "p": 0.07661007344722748, "m": 1.0 }, { "p": 0.05433366820216179, "m": 1.0 }, { "p": 0.08533676713705063, "m": 1.0 }, { "p": 0.07313673198223114, "m": 1.0 }, { "p": 0.058134373277425766, "m": 1.0 }, { "p": 0.08520728349685669, "m": 1.0 }, { "p": 0.06778969615697861, "m": 1.0 }, { "p": 0.07044904679059982, "m": 1.0 }, { "p": 0.06873644143342972, "m": 1.0 }, { "p": 0.07955919951200485, "m": 1.0 }, { "p": 0.05398230254650116, "m": 1.0 }, { "p": 0.0848361924290657, "m": 1.0 }, { "p": 0.0757027342915535, "m": 1.0 }, { "p": 0.06618543714284897, "m": 1.0 } ] }, { "epoch": 122, "train_loss": 4.074292182922363, "val_loss": 2.617678165435791, "acc": 35.94, "f1": [ 0.6767675280570984, 0.41106709837913513, 0.31249991059303284, 0.19999994337558746, 0.13114747405052185, 0.2525251507759094, 0.3586955666542053, 0.3804876506328583, 0.3061223328113556, 0.43946176767349243, 0.16766461730003357, 0.22907482087612152, 0.333333283662796, 0.2230215221643448, 0.21428565680980682, 0.21259836852550507, 0.4186045527458191, 0.46351921558380127, 0.3354036211967468, 0.2314814031124115, 0.5610858201980591, 0.5045870542526245, 0.3586955666542053, 0.5294116735458374, 0.6146787405014038, 0.18390797078609467, 0.3251230716705322, 0.22641503810882568, 0.43564343452453613, 0.3253011107444763, 0.38095229864120483, 0.33918121457099915, 0.3096773326396942, 0.3267972767353058, 0.33757954835891724, 0.08510632067918777, 0.26724129915237427, 0.12949636578559875, 0.246575266122818, 0.5252523422241211, 0.38150280714035034, 0.6063828468322754, 0.3043477237224579, 0.3087247610092163, 0.2949307858943939, 0.22619038820266724, 0.15950913727283478, 0.5277776718139648, 0.4561402499675751, 0.3537413775920868, 0.18045106530189514, 0.3551400303840637, 0.5638765096664429, 0.5823754072189331, 0.5212765336036682, 0.14414407312870026, 0.5876287817955017, 0.3617020547389984, 0.3798881769180298, 0.40384599566459656, 0.7106597423553467, 0.4489794969558716, 0.4574466943740845, 0.36464083194732666, 0.11594196408987045, 0.22093015909194946, 0.12080531567335129, 0.326315701007843, 0.7263681292533875, 0.5320196151733398, 0.3308269679546356, 0.5841582417488098, 0.17877088487148285, 0.3495934009552002, 0.16279064118862152, 0.5206610560417175, 0.6521738171577454, 0.177215114235878, 0.2368420511484146, 0.3320753574371338, 0.19491519033908844, 0.3195875287055969, 0.6635512709617615, 0.3060108423233032, 0.17808210849761963, 0.37349388003349304, 0.39195966720581055, 0.43850257992744446, 0.15757569670677185, 0.35748788714408875, 0.2901553809642792, 0.5859870910644531, 0.21359217166900635, 0.21951214969158173, 0.5555554032325745, 0.4361701011657715, 0.2933332324028015, 0.3517586886882782, 0.21399171650409698, 0.32258057594299316 ], "time": 162.05068020429462, "param": [ { "p": 0.06727287918329239, "m": 1.0 }, { "p": 0.0673680379986763, "m": 1.0 }, { "p": 0.06600432842969894, "m": 1.0 }, { "p": 0.06866886466741562, "m": 1.0 }, { "p": 0.07632654160261154, "m": 1.0 }, { "p": 0.07122194021940231, "m": 1.0 }, { "p": 0.06330632418394089, "m": 1.0 }, { "p": 0.07743750512599945, "m": 1.0 }, { "p": 0.08166393637657166, "m": 1.0 }, { "p": 0.07277870178222656, "m": 1.0 }, { "p": 0.07041653245687485, "m": 1.0 }, { "p": 0.08389163762331009, "m": 1.0 }, { "p": 0.06981511414051056, "m": 1.0 }, { "p": 0.06382762640714645, "m": 1.0 } ] }, { "epoch": 123, "train_loss": 3.4906532764434814, "val_loss": 2.71155047416687, "acc": 36.45, "f1": [ 0.6464645266532898, 0.41095879673957825, 0.3376622200012207, 0.2206895798444748, 0.14583328366279602, 0.306122362613678, 0.3300969898700714, 0.40999990701675415, 0.3383083641529083, 0.42914968729019165, 0.17204295098781586, 0.2658958435058594, 0.38144323229789734, 0.26415085792541504, 0.24505920708179474, 0.2117646485567093, 0.37804868817329407, 0.5177663564682007, 0.3699999153614044, 0.23391805589199066, 0.5645932555198669, 0.4881354868412018, 0.2918148636817932, 0.48587560653686523, 0.5990337133407593, 0.22950810194015503, 0.32142847776412964, 0.216666579246521, 0.42241373658180237, 0.32432422041893005, 0.43999987840652466, 0.32369929552078247, 0.3414633274078369, 0.3566878139972687, 0.3195265829563141, 0.14666660130023956, 0.329670250415802, 0.2513660192489624, 0.20118334889411926, 0.5595237016677856, 0.26241129636764526, 0.5699998736381531, 0.2575756907463074, 0.3744291365146637, 0.22499993443489075, 0.20731700956821442, 0.24509796500205994, 0.4552844762802124, 0.488262802362442, 0.4615383446216583, 0.14705875515937805, 0.32799988985061646, 0.6178860664367676, 0.5934958457946777, 0.4805193543434143, 0.14925366640090942, 0.4999999403953552, 0.3703702688217163, 0.38271594047546387, 0.34905651211738586, 0.6914892196655273, 0.46610158681869507, 0.4772725999355316, 0.34389129281044006, 0.09836061298847198, 0.26415085792541504, 0.13888882100582123, 0.34123215079307556, 0.6638653874397278, 0.5350876450538635, 0.5052630305290222, 0.5700481534004211, 0.1650484949350357, 0.30409345030784607, 0.18439710140228271, 0.5803107619285583, 0.6548671722412109, 0.18285706639289856, 0.18633535504341125, 0.3272726535797119, 0.18784524500370026, 0.3248729705810547, 0.6798028349876404, 0.2888887822628021, 0.21513938903808594, 0.4432988464832306, 0.3981480300426483, 0.341666579246521, 0.11702121049165726, 0.35341355204582214, 0.26415085792541504, 0.47107425332069397, 0.17834389209747314, 0.24489790201187134, 0.5454544425010681, 0.4204544126987457, 0.31901830434799194, 0.3282441794872284, 0.12738847732543945, 0.39548009634017944 ], "time": 162.11612857319415, "param": [ { "p": 0.07091205567121506, "m": 1.0 }, { "p": 0.05940066650509834, "m": 1.0 }, { "p": 0.06387613713741302, "m": 1.0 }, { "p": 0.08146800845861435, "m": 1.0 }, { "p": 0.08777467906475067, "m": 1.0 }, { "p": 0.06127602979540825, "m": 1.0 }, { "p": 0.07977896928787231, "m": 1.0 }, { "p": 0.07651128619909286, "m": 1.0 }, { "p": 0.07215223461389542, "m": 1.0 }, { "p": 0.06172708049416542, "m": 1.0 }, { "p": 0.06800422072410583, "m": 1.0 }, { "p": 0.07741311937570572, "m": 1.0 }, { "p": 0.08863599598407745, "m": 1.0 }, { "p": 0.0510694682598114, "m": 1.0 } ] }, { "epoch": 124, "train_loss": 3.586080551147461, "val_loss": 2.6412618160247803, "acc": 36.53, "f1": [ 0.6124400496482849, 0.4434387683868408, 0.299465149641037, 0.23529404401779175, 0.1452513188123703, 0.2687745988368988, 0.3908045291900635, 0.3376622498035431, 0.3469386696815491, 0.4855490028858185, 0.16774186491966248, 0.2424241602420807, 0.3999998867511749, 0.23350247740745544, 0.24137921631336212, 0.2244897186756134, 0.3289472758769989, 0.466666579246521, 0.3786981403827667, 0.2191779911518097, 0.5150213837623596, 0.47747737169265747, 0.31818172335624695, 0.47513800859451294, 0.5990782380104065, 0.26728102564811707, 0.2612243890762329, 0.23616227507591248, 0.37894728779792786, 0.3316582143306732, 0.3636362552642822, 0.35918357968330383, 0.2873562276363373, 0.36686381697654724, 0.3720929026603699, 0.15384608507156372, 0.3316061198711395, 0.2694299519062042, 0.23893800377845764, 0.5388599634170532, 0.284671425819397, 0.5614033937454224, 0.320441871881485, 0.36448585987091064, 0.26785707473754883, 0.16666659712791443, 0.13664589822292328, 0.5174128413200378, 0.4819276034832001, 0.5140186548233032, 0.23170723021030426, 0.37696322798728943, 0.5728641748428345, 0.6372547745704651, 0.5263156890869141, 0.14906825125217438, 0.5742572546005249, 0.33027511835098267, 0.37999987602233887, 0.3504272401332855, 0.7281104326248169, 0.41717782616615295, 0.4230768084526062, 0.38461530208587646, 0.11518317461013794, 0.20118334889411926, 0.1896551102399826, 0.31999990344047546, 0.7058822512626648, 0.5844747424125671, 0.44036686420440674, 0.5610858201980591, 0.14285707473754883, 0.326315701007843, 0.180851012468338, 0.6118720173835754, 0.6770831346511841, 0.1658536046743393, 0.1970442682504654, 0.3578946590423584, 0.19209031760692596, 0.30701744556427, 0.6632122993469238, 0.3428570628166199, 0.2473117560148239, 0.4552844762802124, 0.4081631600856781, 0.40624988079071045, 0.22047238051891327, 0.36046499013900757, 0.2543351650238037, 0.44615375995635986, 0.15789468586444855, 0.2571427524089813, 0.5918366312980652, 0.4306218922138214, 0.30769217014312744, 0.3820223808288574, 0.18772555887699127, 0.3723403513431549 ], "time": 162.91411163751036, "param": [ { "p": 0.09069676697254181, "m": 1.0 }, { "p": 0.07267723232507706, "m": 1.0 }, { "p": 0.06911196559667587, "m": 1.0 }, { "p": 0.041653379797935486, "m": 1.0 }, { "p": 0.0727086141705513, "m": 1.0 }, { "p": 0.06917215138673782, "m": 1.0 }, { "p": 0.07581619173288345, "m": 1.0 }, { "p": 0.08157707750797272, "m": 1.0 }, { "p": 0.06099279969930649, "m": 1.0 }, { "p": 0.07047996670007706, "m": 1.0 }, { "p": 0.07367300242185593, "m": 1.0 }, { "p": 0.07069685310125351, "m": 1.0 }, { "p": 0.08690996468067169, "m": 1.0 }, { "p": 0.06383400410413742, "m": 1.0 } ] }, { "epoch": 125, "train_loss": 4.5020432472229, "val_loss": 2.6631412506103516, "acc": 36.2, "f1": [ 0.666666567325592, 0.4431816637516022, 0.3225805461406708, 0.23595495522022247, 0.1307188868522644, 0.28915655612945557, 0.390243798494339, 0.36190465092658997, 0.3523808717727661, 0.46829259395599365, 0.19108274579048157, 0.24999991059303284, 0.3692306876182556, 0.23188398778438568, 0.22222214937210083, 0.21857915818691254, 0.29370617866516113, 0.4639998972415924, 0.3253011107444763, 0.23376615345478058, 0.5363634824752808, 0.4657532870769501, 0.34736835956573486, 0.48958322405815125, 0.5798317790031433, 0.24999991059303284, 0.24454142153263092, 0.218844935297966, 0.47619032859802246, 0.390243798494339, 0.4044942855834961, 0.3287670314311981, 0.3048326075077057, 0.3319837152957916, 0.2649005651473999, 0.19999992847442627, 0.3090128004550934, 0.19230762124061584, 0.19999992847442627, 0.574585497379303, 0.36144572496414185, 0.6063828468322754, 0.2762430012226105, 0.3376622498035431, 0.30270257592201233, 0.21929818391799927, 0.251308798789978, 0.492890864610672, 0.4745761752128601, 0.3999999165534973, 0.18248169124126434, 0.3362830877304077, 0.5522387027740479, 0.5999999046325684, 0.5116277933120728, 0.1395348161458969, 0.526829183101654, 0.33576634526252747, 0.3555554449558258, 0.38636353611946106, 0.6979165077209473, 0.40624988079071045, 0.4052862524986267, 0.34920626878738403, 0.13483139872550964, 0.1647058129310608, 0.11042939126491547, 0.32432422041893005, 0.7363182306289673, 0.5775399804115295, 0.4550263583660126, 0.5837836861610413, 0.17679551243782043, 0.390243798494339, 0.17241372168064117, 0.5876776576042175, 0.6635069251060486, 0.16216209530830383, 0.19801974296569824, 0.32183900475502014, 0.220779150724411, 0.2783881723880768, 0.7314283847808838, 0.37864065170288086, 0.1768706887960434, 0.43786972761154175, 0.4083768427371979, 0.4491977095603943, 0.19491519033908844, 0.3355262577533722, 0.31088075041770935, 0.5544553399085999, 0.17964066565036774, 0.26794248819351196, 0.5786800384521484, 0.4705880880355835, 0.2838708758354187, 0.3002680540084839, 0.1454544961452484, 0.2647058069705963 ], "time": 161.99824154470116, "param": [ { "p": 0.08605495095252991, "m": 1.0 }, { "p": 0.054237887263298035, "m": 1.0 }, { "p": 0.07770761102437973, "m": 1.0 }, { "p": 0.08328299224376678, "m": 1.0 }, { "p": 0.07511042058467865, "m": 1.0 }, { "p": 0.06564492732286453, "m": 1.0 }, { "p": 0.06184997409582138, "m": 1.0 }, { "p": 0.07575760036706924, "m": 1.0 }, { "p": 0.0801076591014862, "m": 1.0 }, { "p": 0.059231072664260864, "m": 1.0 }, { "p": 0.07297899574041367, "m": 1.0 }, { "p": 0.0917484238743782, "m": 1.0 }, { "p": 0.06153320521116257, "m": 1.0 }, { "p": 0.05475425347685814, "m": 1.0 } ] }, { "epoch": 126, "train_loss": 3.545365810394287, "val_loss": 2.660423994064331, "acc": 36.06, "f1": [ 0.659340500831604, 0.40191373229026794, 0.2873562276363373, 0.20833326876163483, 0.16326527297496796, 0.2485874742269516, 0.44303786754608154, 0.3385826051235199, 0.3129251003265381, 0.49999985098838806, 0.19480513036251068, 0.24999989569187164, 0.3317534327507019, 0.18604643642902374, 0.2488037496805191, 0.21296289563179016, 0.3874998986721039, 0.4915253520011902, 0.23357655107975006, 0.251428484916687, 0.553672194480896, 0.488262802362442, 0.31638407707214355, 0.5049503445625305, 0.596858561038971, 0.24390234053134918, 0.28947362303733826, 0.2025315910577774, 0.4519229531288147, 0.33333322405815125, 0.43373486399650574, 0.3304346799850464, 0.329670250415802, 0.3714284896850586, 0.291139155626297, 0.11851847171783447, 0.36904752254486084, 0.18604643642902374, 0.24999994039535522, 0.4907974302768707, 0.390243798494339, 0.5816324949264526, 0.2696628272533417, 0.3436122238636017, 0.26027390360832214, 0.19730934500694275, 0.24580998718738556, 0.46215128898620605, 0.44670039415359497, 0.47169798612594604, 0.2528734505176544, 0.3167419731616974, 0.5650222897529602, 0.5975102186203003, 0.517646849155426, 0.12857137620449066, 0.5824174284934998, 0.3975153863430023, 0.37864065170288086, 0.32539674639701843, 0.6507935523986816, 0.4299998879432678, 0.4615383446216583, 0.320441871881485, 0.08805025368928909, 0.2333332598209381, 0.13756607472896576, 0.362790584564209, 0.7181816697120667, 0.603550136089325, 0.46636757254600525, 0.5674417018890381, 0.1156068742275238, 0.3771928548812866, 0.15300540626049042, 0.5375493168830872, 0.6930691599845886, 0.13422814011573792, 0.19417467713356018, 0.3113771378993988, 0.18834073841571808, 0.30769219994544983, 0.6636770367622375, 0.31404948234558105, 0.1989527940750122, 0.4176705777645111, 0.4108106791973114, 0.43946176767349243, 0.20069198310375214, 0.3508771061897278, 0.2933332622051239, 0.44725728034973145, 0.16184966266155243, 0.2937852144241333, 0.5978259444236755, 0.4242422580718994, 0.2923975884914398, 0.3316061198711395, 0.12716756761074066, 0.3846152722835541 ], "time": 160.7043681461364, "param": [ { "p": 0.07709989696741104, "m": 1.0 }, { "p": 0.07576671242713928, "m": 1.0 }, { "p": 0.07283911854028702, "m": 1.0 }, { "p": 0.07341470569372177, "m": 1.0 }, { "p": 0.07708398997783661, "m": 1.0 }, { "p": 0.07687458395957947, "m": 1.0 }, { "p": 0.07193370163440704, "m": 1.0 }, { "p": 0.07914847880601883, "m": 1.0 }, { "p": 0.0624956376850605, "m": 1.0 }, { "p": 0.0698569267988205, "m": 1.0 }, { "p": 0.0804164707660675, "m": 1.0 }, { "p": 0.06751102209091187, "m": 1.0 }, { "p": 0.05782473832368851, "m": 1.0 }, { "p": 0.05773388594388962, "m": 1.0 } ] }, { "epoch": 127, "train_loss": 3.935620069503784, "val_loss": 3.001617908477783, "acc": 36.82, "f1": [ 0.6666665077209473, 0.3977271616458893, 0.29268285632133484, 0.25274714827537537, 0.19587622582912445, 0.2378377616405487, 0.3841806650161743, 0.3743841052055359, 0.3599999248981476, 0.497175008058548, 0.16455689072608948, 0.253807008266449, 0.34129685163497925, 0.23232315480709076, 0.2659573554992676, 0.24186037480831146, 0.3272726535797119, 0.48888880014419556, 0.3387977182865143, 0.283950537443161, 0.4913494288921356, 0.4769873321056366, 0.2949307858943939, 0.49999988079071045, 0.5936071872711182, 0.25095051527023315, 0.32941165566444397, 0.1866666078567505, 0.4278606176376343, 0.32820504903793335, 0.3555554449558258, 0.3677128851413727, 0.28855711221694946, 0.34686335921287537, 0.38341957330703735, 0.11594197899103165, 0.31999990344047546, 0.22999992966651917, 0.213483065366745, 0.49999988079071045, 0.3037974238395691, 0.6082472205162048, 0.35102033615112305, 0.3578946590423584, 0.2525251507759094, 0.20512813329696655, 0.2099999338388443, 0.48192763328552246, 0.49411749839782715, 0.46938762068748474, 0.19548864662647247, 0.35294109582901, 0.5327510237693787, 0.6334840059280396, 0.482758492231369, 0.17105256021022797, 0.5398228764533997, 0.37179476022720337, 0.3289472758769989, 0.35454532504081726, 0.666666567325592, 0.4530385434627533, 0.46017688512802124, 0.3274335563182831, 0.11111104488372803, 0.21978014707565308, 0.1612902730703354, 0.290502667427063, 0.7117116451263428, 0.5224488377571106, 0.4954127371311188, 0.5798317790031433, 0.119999960064888, 0.31730762124061584, 0.13043473660945892, 0.5370368957519531, 0.6637553572654724, 0.21590900421142578, 0.2566370666027069, 0.3924049437046051, 0.19318175315856934, 0.3248729705810547, 0.6442306041717529, 0.30857133865356445, 0.2115383893251419, 0.4219408333301544, 0.39090898633003235, 0.4454544484615326, 0.13157887756824493, 0.43564343452453613, 0.3170730471611023, 0.47747737169265747, 0.1635219305753708, 0.22222216427326202, 0.49122798442840576, 0.44765332341194153, 0.28235283493995667, 0.3654821515083313, 0.18009470403194427, 0.36470577120780945 ], "time": 161.5891786944121, "param": [ { "p": 0.0727006196975708, "m": 1.0 }, { "p": 0.054451361298561096, "m": 1.0 }, { "p": 0.08501441776752472, "m": 1.0 }, { "p": 0.0666363313794136, "m": 1.0 }, { "p": 0.07140428572893143, "m": 1.0 }, { "p": 0.08568169921636581, "m": 1.0 }, { "p": 0.07197818905115128, "m": 1.0 }, { "p": 0.0612894706428051, "m": 1.0 }, { "p": 0.06381721794605255, "m": 1.0 }, { "p": 0.06997974961996078, "m": 1.0 }, { "p": 0.07569848001003265, "m": 1.0 }, { "p": 0.07937391847372055, "m": 1.0 }, { "p": 0.07340912520885468, "m": 1.0 }, { "p": 0.06856518983840942, "m": 1.0 } ] }, { "epoch": 128, "train_loss": 4.1407928466796875, "val_loss": 2.740342378616333, "acc": 35.45, "f1": [ 0.6445496082305908, 0.33333325386047363, 0.2096773386001587, 0.2256409376859665, 0.11827950179576874, 0.2837836742401123, 0.34306561946868896, 0.33333319425582886, 0.3421051502227783, 0.5168538093566895, 0.16901402175426483, 0.26395928859710693, 0.30857133865356445, 0.145695298910141, 0.2368420511484146, 0.2208588421344757, 0.3295453190803528, 0.47393354773521423, 0.3510637581348419, 0.2871793806552887, 0.6321242451667786, 0.448844850063324, 0.3406592309474945, 0.46835434436798096, 0.579439103603363, 0.23684203624725342, 0.32160791754722595, 0.14371250569820404, 0.4183005392551422, 0.3414633274078369, 0.35294109582901, 0.3112839460372925, 0.3975153863430023, 0.31046923995018005, 0.36501890420913696, 0.1844659447669983, 0.3617020547389984, 0.19689112901687622, 0.2175731509923935, 0.5189187526702881, 0.3678159713745117, 0.5429863333702087, 0.30172407627105713, 0.3763439953327179, 0.18181811273097992, 0.22009563446044922, 0.21917803585529327, 0.4837207794189453, 0.4415583610534668, 0.40251561999320984, 0.15827332437038422, 0.3744291365146637, 0.5363127589225769, 0.5576921701431274, 0.5714284777641296, 0.14285708963871002, 0.589371919631958, 0.336633563041687, 0.3185184597969055, 0.35748788714408875, 0.6477271318435669, 0.39999985694885254, 0.5048542022705078, 0.2764226496219635, 0.13559316098690033, 0.09859149903059006, 0.10612238943576813, 0.3565216362476349, 0.7136148810386658, 0.5767440795898438, 0.43925222754478455, 0.5619833469390869, 0.12765952944755554, 0.2528734505176544, 0.208791121840477, 0.5344128608703613, 0.6507176160812378, 0.16783210635185242, 0.27884605526924133, 0.34883710741996765, 0.16589856147766113, 0.2687745988368988, 0.6632122993469238, 0.30392149090766907, 0.22099439799785614, 0.3670884966850281, 0.4066389203071594, 0.45128190517425537, 0.18497103452682495, 0.36514514684677124, 0.2999999225139618, 0.49999988079071045, 0.1379309892654419, 0.239520862698555, 0.5858584046363831, 0.4410255253314972, 0.3586955666542053, 0.3743841052055359, 0.154545396566391, 0.29370617866516113 ], "time": 157.54006153997034, "param": [ { "p": 0.08402808010578156, "m": 1.0 }, { "p": 0.06886905431747437, "m": 1.0 }, { "p": 0.07719483226537704, "m": 1.0 }, { "p": 0.06608075648546219, "m": 1.0 }, { "p": 0.070819191634655, "m": 1.0 }, { "p": 0.07695933431386948, "m": 1.0 }, { "p": 0.07139534503221512, "m": 1.0 }, { "p": 0.07844498753547668, "m": 1.0 }, { "p": 0.07564101368188858, "m": 1.0 }, { "p": 0.06492729485034943, "m": 1.0 }, { "p": 0.06533454358577728, "m": 1.0 }, { "p": 0.07636912912130356, "m": 1.0 }, { "p": 0.05460600554943085, "m": 1.0 }, { "p": 0.06933044642210007, "m": 1.0 } ] }, { "epoch": 129, "train_loss": 3.95165753364563, "val_loss": 2.759263038635254, "acc": 36.24, "f1": [ 0.70588219165802, 0.40476179122924805, 0.2980768382549286, 0.16774186491966248, 0.15300540626049042, 0.3148147463798523, 0.3945577144622803, 0.3846152722835541, 0.31249991059303284, 0.4678361415863037, 0.1556885540485382, 0.21556879580020905, 0.3448275029659271, 0.1951218843460083, 0.25274714827537537, 0.22748807072639465, 0.3523315489292145, 0.4786323606967926, 0.3435581922531128, 0.23529402911663055, 0.5765764713287354, 0.5079363584518433, 0.3510637581348419, 0.4777776598930359, 0.6167399883270264, 0.2541435658931732, 0.3384614586830139, 0.21694909036159515, 0.4311925768852234, 0.324607253074646, 0.41176459193229675, 0.3112582266330719, 0.33057841658592224, 0.3775099515914917, 0.3387977182865143, 0.18064509332180023, 0.326315701007843, 0.18055549263954163, 0.24999991059303284, 0.5454544425010681, 0.31896543502807617, 0.5791853666305542, 0.3454544246196747, 0.3350784480571747, 0.2444443702697754, 0.19534875452518463, 0.2764226496219635, 0.4949493706226349, 0.46601933240890503, 0.3265305161476135, 0.2181817591190338, 0.3559320867061615, 0.5814977288246155, 0.603351891040802, 0.5648146867752075, 0.1524663120508194, 0.5462961196899414, 0.4081631600856781, 0.2941175699234009, 0.33720916509628296, 0.7115383744239807, 0.42372873425483704, 0.45238080620765686, 0.3975153863430023, 0.11398956924676895, 0.15853650867938995, 0.16806718707084656, 0.2972972095012665, 0.6835441589355469, 0.5499998927116394, 0.41884803771972656, 0.5846152901649475, 0.08510632067918777, 0.3543306291103363, 0.12499994784593582, 0.5258963108062744, 0.6770831346511841, 0.16766461730003357, 0.18784524500370026, 0.38775497674942017, 0.16888882219791412, 0.2959640622138977, 0.6824643611907959, 0.3444443643093109, 0.22988496720790863, 0.38610032200813293, 0.3837208151817322, 0.40552979707717896, 0.16494840383529663, 0.43601882457733154, 0.2807016670703888, 0.4357975721359253, 0.19480513036251068, 0.21794864535331726, 0.5726870894432068, 0.42477864027023315, 0.35359105467796326, 0.36190465092658997, 0.12765952944755554, 0.36809808015823364 ], "time": 162.7209923574701, "param": [ { "p": 0.07655013352632523, "m": 1.0 }, { "p": 0.08247695863246918, "m": 1.0 }, { "p": 0.08041702955961227, "m": 1.0 }, { "p": 0.059695128351449966, "m": 1.0 }, { "p": 0.0845852643251419, "m": 1.0 }, { "p": 0.08271683007478714, "m": 1.0 }, { "p": 0.05668576806783676, "m": 1.0 }, { "p": 0.07643740624189377, "m": 1.0 }, { "p": 0.07019498944282532, "m": 1.0 }, { "p": 0.05704440921545029, "m": 1.0 }, { "p": 0.07107622176408768, "m": 1.0 }, { "p": 0.06230740621685982, "m": 1.0 }, { "p": 0.07082518190145493, "m": 1.0 }, { "p": 0.06898731738328934, "m": 1.0 } ] }, { "epoch": 130, "train_loss": 3.7961442470550537, "val_loss": 2.936220407485962, "acc": 35.75, "f1": [ 0.6113536357879639, 0.4083768427371979, 0.280898779630661, 0.16793887317180634, 0.14371250569820404, 0.24203814566135406, 0.3516482412815094, 0.3428570628166199, 0.31932762265205383, 0.43153515458106995, 0.08955218642950058, 0.2569831311702728, 0.31284910440444946, 0.239520862698555, 0.2433861643075943, 0.19780214130878448, 0.35602086782455444, 0.48559659719467163, 0.3468207120895386, 0.22929932177066803, 0.5638765096664429, 0.47176072001457214, 0.30120471119880676, 0.5084744095802307, 0.631578803062439, 0.2269502729177475, 0.28742504119873047, 0.21301770210266113, 0.4242422580718994, 0.29850736260414124, 0.3874344527721405, 0.38490554690361023, 0.27177694439888, 0.34101372957229614, 0.3939392864704132, 0.15909084677696228, 0.2727271616458893, 0.20491798222064972, 0.25339359045028687, 0.5783131122589111, 0.3253011107444763, 0.5769229531288147, 0.3195265531539917, 0.3617020547389984, 0.21782170236110687, 0.18285706639289856, 0.23809517920017242, 0.4734298884868622, 0.4366810917854309, 0.42372873425483704, 0.16267937421798706, 0.33050838112831116, 0.5754715800285339, 0.5606693625450134, 0.5065500736236572, 0.13698624074459076, 0.5020919442176819, 0.3266931176185608, 0.3319147825241089, 0.3474177420139313, 0.7149757146835327, 0.4385963976383209, 0.3797467350959778, 0.35616424679756165, 0.14084503054618835, 0.21118006110191345, 0.07142851501703262, 0.30864188075065613, 0.7214610576629639, 0.5142856240272522, 0.39639636874198914, 0.5599998831748962, 0.12765952944755554, 0.30769219994544983, 0.14666660130023956, 0.5338981747627258, 0.6375544667243958, 0.17801040410995483, 0.19999992847442627, 0.39639630913734436, 0.14723920822143555, 0.28260859847068787, 0.6600984334945679, 0.31818172335624695, 0.25301194190979004, 0.45263150334358215, 0.42452818155288696, 0.41628947854042053, 0.15740735828876495, 0.3865545094013214, 0.21374039351940155, 0.4857141971588135, 0.19417467713356018, 0.21505369246006012, 0.5423727631568909, 0.4120170772075653, 0.27884605526924133, 0.31872501969337463, 0.11764701455831528, 0.2482757866382599 ], "time": 159.19402273744345, "param": [ { "p": 0.06898839771747589, "m": 1.0 }, { "p": 0.0671892985701561, "m": 1.0 }, { "p": 0.07473888993263245, "m": 1.0 }, { "p": 0.06506922096014023, "m": 1.0 }, { "p": 0.07308749854564667, "m": 1.0 }, { "p": 0.07303708791732788, "m": 1.0 }, { "p": 0.07095186412334442, "m": 1.0 }, { "p": 0.0734408050775528, "m": 1.0 }, { "p": 0.08376412838697433, "m": 1.0 }, { "p": 0.07118038088083267, "m": 1.0 }, { "p": 0.06692291796207428, "m": 1.0 }, { "p": 0.07102411985397339, "m": 1.0 }, { "p": 0.08054129034280777, "m": 1.0 }, { "p": 0.06006402522325516, "m": 1.0 } ] }, { "epoch": 131, "train_loss": 3.628596782684326, "val_loss": 2.6677095890045166, "acc": 36.22, "f1": [ 0.591999888420105, 0.382978618144989, 0.2754489779472351, 0.19444438815116882, 0.11612897366285324, 0.30555546283721924, 0.38834938406944275, 0.372548907995224, 0.3470318615436554, 0.43349742889404297, 0.20408155024051666, 0.2456139624118805, 0.32558128237724304, 0.18749994039535522, 0.20437948405742645, 0.19626161456108093, 0.3699420988559723, 0.5167463421821594, 0.29197070002555847, 0.21582727134227753, 0.5581393837928772, 0.5098037719726562, 0.2999999225139618, 0.5113635063171387, 0.6631014943122864, 0.2138364166021347, 0.2612243890762329, 0.22807011008262634, 0.48936155438423157, 0.29824554920196533, 0.4044942855834961, 0.36363622546195984, 0.3463686406612396, 0.3494423031806946, 0.35064926743507385, 0.20118334889411926, 0.2959640622138977, 0.23589736223220825, 0.213483065366745, 0.5357141494750977, 0.35714277625083923, 0.6073297262191772, 0.31535258889198303, 0.370656281709671, 0.23414628207683563, 0.17449656128883362, 0.14598533511161804, 0.49999988079071045, 0.504761815071106, 0.4502616822719574, 0.15999993681907654, 0.35532984137535095, 0.589371919631958, 0.5754715800285339, 0.5321099162101746, 0.12499994039535522, 0.5963301062583923, 0.35294109582901, 0.3516482412815094, 0.39252325892448425, 0.6949151158332825, 0.429447740316391, 0.43979042768478394, 0.3459458649158478, 0.2095237374305725, 0.24999991059303284, 0.15730330348014832, 0.3448275029659271, 0.7096772789955139, 0.5365853309631348, 0.4705881178379059, 0.5746267437934875, 0.13580238819122314, 0.3931623101234436, 0.13017743825912476, 0.6111109852790833, 0.6203702688217163, 0.19591830670833588, 0.21951214969158173, 0.3348836302757263, 0.15277770161628723, 0.25157222151756287, 0.6927372813224792, 0.26993855834007263, 0.20264311134815216, 0.4343433380126953, 0.4020099639892578, 0.43850257992744446, 0.1481480896472931, 0.3516482710838318, 0.2821575999259949, 0.4594593644142151, 0.15789467096328735, 0.19999994337558746, 0.509090781211853, 0.3841058313846588, 0.3267325758934021, 0.31531521677970886, 0.15740735828876495, 0.40217384696006775 ], "time": 161.0221892222762, "param": [ { "p": 0.07772199809551239, "m": 1.0 }, { "p": 0.07500136643648148, "m": 1.0 }, { "p": 0.08265545964241028, "m": 1.0 }, { "p": 0.06292113661766052, "m": 1.0 }, { "p": 0.08089572191238403, "m": 1.0 }, { "p": 0.06765260547399521, "m": 1.0 }, { "p": 0.06874550133943558, "m": 1.0 }, { "p": 0.07858198881149292, "m": 1.0 }, { "p": 0.06690537184476852, "m": 1.0 }, { "p": 0.08058132976293564, "m": 1.0 }, { "p": 0.06509244441986084, "m": 1.0 }, { "p": 0.07600318640470505, "m": 1.0 }, { "p": 0.06564780324697495, "m": 1.0 }, { "p": 0.05159414932131767, "m": 1.0 } ] }, { "epoch": 132, "train_loss": 3.152770519256592, "val_loss": 2.6133272647857666, "acc": 35.89, "f1": [ 0.6836733222007751, 0.4249998927116394, 0.27488142251968384, 0.24074065685272217, 0.1544117033481598, 0.22033889591693878, 0.40277767181396484, 0.3636362850666046, 0.35714277625083923, 0.5193368792533875, 0.20814472436904907, 0.22485199570655823, 0.34905651211738586, 0.16666659712791443, 0.2681563198566437, 0.22831043601036072, 0.36458322405815125, 0.48535552620887756, 0.33939382433891296, 0.22222214937210083, 0.5806450843811035, 0.4841269254684448, 0.3707864284515381, 0.5257730484008789, 0.5882351398468018, 0.23300965130329132, 0.300429105758667, 0.2371133416891098, 0.45555540919303894, 0.3068180978298187, 0.38022807240486145, 0.4148934781551361, 0.36649200320243835, 0.3043477535247803, 0.36792439222335815, 0.15642453730106354, 0.3018867075443268, 0.20512813329696655, 0.19565211236476898, 0.5569618940353394, 0.3563217520713806, 0.5656563639640808, 0.32124343514442444, 0.32490962743759155, 0.23863628506660461, 0.17647051811218262, 0.19047611951828003, 0.46215128898620605, 0.4541831612586975, 0.4731181561946869, 0.18536579608917236, 0.36123335361480713, 0.5371899604797363, 0.6050419211387634, 0.5578945875167847, 0.1244443878531456, 0.5514017343521118, 0.34722214937210083, 0.3599999248981476, 0.382978618144989, 0.6806721091270447, 0.43749985098838806, 0.497175008058548, 0.3383083641529083, 0.143540620803833, 0.14925366640090942, 0.15730330348014832, 0.2603549063205719, 0.6511626243591309, 0.5856351852416992, 0.46999987959861755, 0.5940592885017395, 0.1648350954055786, 0.30769219994544983, 0.1395348161458969, 0.5526314973831177, 0.669999897480011, 0.2046510875225067, 0.2065216600894928, 0.33333325386047363, 0.16666661202907562, 0.2421524077653885, 0.7046630382537842, 0.3370785713195801, 0.23115570843219757, 0.37815114855766296, 0.38626599311828613, 0.4148934781551361, 0.1911763846874237, 0.34999990463256836, 0.24324317276477814, 0.5325441956520081, 0.22797919809818268, 0.21301770210266113, 0.5977010130882263, 0.40999990701675415, 0.2886596620082855, 0.3253587782382965, 0.13821132481098175, 0.3199998736381531 ], "time": 158.12047680839896, "param": [ { "p": 0.07236611843109131, "m": 1.0 }, { "p": 0.07828375697135925, "m": 1.0 }, { "p": 0.07942715287208557, "m": 1.0 }, { "p": 0.0651787742972374, "m": 1.0 }, { "p": 0.06195685267448425, "m": 1.0 }, { "p": 0.0868634432554245, "m": 1.0 }, { "p": 0.0581841915845871, "m": 1.0 }, { "p": 0.0718330442905426, "m": 1.0 }, { "p": 0.05536331236362457, "m": 1.0 }, { "p": 0.06499358266592026, "m": 1.0 }, { "p": 0.06829267740249634, "m": 1.0 }, { "p": 0.07150289416313171, "m": 1.0 }, { "p": 0.09139677882194519, "m": 1.0 }, { "p": 0.07435743510723114, "m": 1.0 } ] }, { "epoch": 133, "train_loss": 3.6231791973114014, "val_loss": 2.6766200065612793, "acc": 36.02, "f1": [ 0.6338796615600586, 0.41568616032600403, 0.30270257592201233, 0.2584269046783447, 0.1357465535402298, 0.2378377616405487, 0.36734679341316223, 0.3468207120895386, 0.34246566891670227, 0.4729062616825104, 0.22009563446044922, 0.22222214937210083, 0.4088396728038788, 0.1379309892654419, 0.24761897325515747, 0.1798941045999527, 0.32291656732559204, 0.4954127371311188, 0.3823528587818146, 0.22222216427326202, 0.5961536765098572, 0.44537800550460815, 0.3414633274078369, 0.47619032859802246, 0.6066349744796753, 0.2634729743003845, 0.2873562276363373, 0.17073164880275726, 0.4044942855834961, 0.3563217520713806, 0.3592231869697571, 0.4095236659049988, 0.3060108423233032, 0.38862547278404236, 0.27469876408576965, 0.17948710918426514, 0.2616821527481079, 0.2488037496805191, 0.23913034796714783, 0.5660375952720642, 0.34224584698677063, 0.5699480772018433, 0.31404948234558105, 0.33333322405815125, 0.21118006110191345, 0.228571355342865, 0.18934904038906097, 0.5150213837623596, 0.5314008593559265, 0.4599998891353607, 0.19753079116344452, 0.3389829397201538, 0.5701355934143066, 0.5700481534004211, 0.5112780332565308, 0.12949636578559875, 0.5221238136291504, 0.35897424817085266, 0.3170730471611023, 0.31279608607292175, 0.7109003663063049, 0.4606740176677704, 0.44791656732559204, 0.36559128761291504, 0.13043473660945892, 0.19209031760692596, 0.16740082204341888, 0.33333325386047363, 0.7085200548171997, 0.5291478633880615, 0.45263150334358215, 0.5814977288246155, 0.1639343500137329, 0.31249991059303284, 0.1584157794713974, 0.5301203727722168, 0.7015705108642578, 0.1612902730703354, 0.23728805780410767, 0.37305691838264465, 0.1645020991563797, 0.24999991059303284, 0.6936414837837219, 0.326315701007843, 0.20388342440128326, 0.4236452281475067, 0.3765689730644226, 0.4158414602279663, 0.1762113720178604, 0.42639580368995667, 0.2751321792602539, 0.41635677218437195, 0.2415093332529068, 0.2403845638036728, 0.5779815316200256, 0.42639580368995667, 0.29139062762260437, 0.3365383446216583, 0.06611566245555878, 0.38596484065055847 ], "time": 160.51584891416132, "param": [ { "p": 0.07038360089063644, "m": 1.0 }, { "p": 0.07546517252922058, "m": 1.0 }, { "p": 0.07383541017770767, "m": 1.0 }, { "p": 0.06234634667634964, "m": 1.0 }, { "p": 0.06509923189878464, "m": 1.0 }, { "p": 0.07884287089109421, "m": 1.0 }, { "p": 0.07948578149080276, "m": 1.0 }, { "p": 0.08973337709903717, "m": 1.0 }, { "p": 0.06685665249824524, "m": 1.0 }, { "p": 0.056884802877902985, "m": 1.0 }, { "p": 0.06782446056604385, "m": 1.0 }, { "p": 0.0769226998090744, "m": 1.0 }, { "p": 0.07073234021663666, "m": 1.0 }, { "p": 0.06558734178543091, "m": 1.0 } ] }, { "epoch": 134, "train_loss": 3.872426748275757, "val_loss": 2.6576569080352783, "acc": 35.88, "f1": [ 0.6635943651199341, 0.42639580368995667, 0.31081071496009827, 0.21428564190864563, 0.1390373706817627, 0.239999920129776, 0.3369564116001129, 0.38626599311828613, 0.31034475564956665, 0.4717947542667389, 0.1438848376274109, 0.25570768117904663, 0.3609755337238312, 0.14906825125217438, 0.28571420907974243, 0.19047611951828003, 0.2843136191368103, 0.4651162028312683, 0.34374991059303284, 0.24083760380744934, 0.5409834980964661, 0.48559659719467163, 0.3482586145401001, 0.5268816351890564, 0.5981307029724121, 0.2234041839838028, 0.28999990224838257, 0.23272719979286194, 0.4474884569644928, 0.32558128237724304, 0.3924049437046051, 0.39378228783607483, 0.367346853017807, 0.3301886022090912, 0.38578668236732483, 0.17616572976112366, 0.3131312429904938, 0.20408156514167786, 0.2244897186756134, 0.5595237016677856, 0.3157894015312195, 0.49599987268447876, 0.3376622200012207, 0.362790584564209, 0.19696961343288422, 0.19672125577926636, 0.188888818025589, 0.48068660497665405, 0.47747737169265747, 0.4454147219657898, 0.16049376130104065, 0.3219813406467438, 0.5414846539497375, 0.6216214895248413, 0.45976996421813965, 0.15458931028842926, 0.5203251242637634, 0.3666665554046631, 0.3456788957118988, 0.3295453190803528, 0.7142855525016785, 0.4727271497249603, 0.3983401656150818, 0.3726707398891449, 0.13008125126361847, 0.16993455588817596, 0.1818181276321411, 0.2758620083332062, 0.7238093614578247, 0.5527637004852295, 0.39583325386047363, 0.5856351852416992, 0.16766461730003357, 0.37984487414360046, 0.1554403454065323, 0.5882351994514465, 0.6388887763023376, 0.20338977873325348, 0.20792071521282196, 0.34615373611450195, 0.15217386186122894, 0.23791813850402832, 0.653658390045166, 0.2550334632396698, 0.20689648389816284, 0.4662575423717499, 0.3940885663032532, 0.3984062969684601, 0.16279064118862152, 0.3524589240550995, 0.2741934657096863, 0.5073169469833374, 0.1126759946346283, 0.22222214937210083, 0.5816324949264526, 0.45405393838882446, 0.31638407707214355, 0.33502528071403503, 0.14201176166534424, 0.29197070002555847 ], "time": 158.71861725952476, "param": [ { "p": 0.08524554967880249, "m": 1.0 }, { "p": 0.07569045573472977, "m": 1.0 }, { "p": 0.063992440700531, "m": 1.0 }, { "p": 0.06731516122817993, "m": 1.0 }, { "p": 0.07529542595148087, "m": 1.0 }, { "p": 0.0834016278386116, "m": 1.0 }, { "p": 0.05431228503584862, "m": 1.0 }, { "p": 0.07037895172834396, "m": 1.0 }, { "p": 0.07499852776527405, "m": 1.0 }, { "p": 0.059443920850753784, "m": 1.0 }, { "p": 0.07394358515739441, "m": 1.0 }, { "p": 0.0776960477232933, "m": 1.0 }, { "p": 0.07223685830831528, "m": 1.0 }, { "p": 0.06604910641908646, "m": 1.0 } ] }, { "epoch": 135, "train_loss": 3.817634105682373, "val_loss": 2.4883873462677, "acc": 36.05, "f1": [ 0.6497460603713989, 0.419999897480011, 0.2784809172153473, 0.1777777075767517, 0.16744180023670197, 0.27380943298339844, 0.3838382363319397, 0.35616424679756165, 0.3885713219642639, 0.4969695806503296, 0.18009470403194427, 0.264317125082016, 0.36082467436790466, 0.22222214937210083, 0.2522521913051605, 0.22950810194015503, 0.3522011637687683, 0.5046727657318115, 0.3383083641529083, 0.24203814566135406, 0.5863873362541199, 0.4604315459728241, 0.3369564116001129, 0.5549736618995667, 0.6418603658676147, 0.2649005651473999, 0.259109228849411, 0.21993118524551392, 0.4090908467769623, 0.3084576427936554, 0.3975902497768402, 0.31999990344047546, 0.33480167388916016, 0.3879309296607971, 0.39999985694885254, 0.13157887756824493, 0.331707239151001, 0.15714280307292938, 0.17283941805362701, 0.5473682880401611, 0.3699999153614044, 0.574585497379303, 0.30208322405815125, 0.3258785307407379, 0.228571355342865, 0.2117646485567093, 0.14705875515937805, 0.49350637197494507, 0.4766837954521179, 0.4469272196292877, 0.18897631764411926, 0.3050846755504608, 0.5274723768234253, 0.5284280180931091, 0.5492226481437683, 0.11538457125425339, 0.5172412395477295, 0.37914684414863586, 0.3277309536933899, 0.3170730471611023, 0.7089946269989014, 0.4835163354873657, 0.43979042768478394, 0.3304346799850464, 0.06711404025554657, 0.22105254232883453, 0.09090903401374817, 0.38834938406944275, 0.7038625478744507, 0.5470084547996521, 0.46445485949516296, 0.6124400496482849, 0.11976040154695511, 0.3084576427936554, 0.1379309892654419, 0.5217390656471252, 0.6330273747444153, 0.1924685686826706, 0.210526242852211, 0.31788066029548645, 0.13008125126361847, 0.2116401493549347, 0.7014216780662537, 0.31390124559402466, 0.22784802317619324, 0.39160826802253723, 0.3560605049133301, 0.42512065172195435, 0.19607838988304138, 0.34013596177101135, 0.25203242897987366, 0.4669259786605835, 0.1818181276321411, 0.20689646899700165, 0.5684208869934082, 0.3999998867511749, 0.36018943786621094, 0.3727271258831024, 0.15079358220100403, 0.423912912607193 ], "time": 158.8770194221288, "param": [ { "p": 0.0724826380610466, "m": 1.0 }, { "p": 0.05898912250995636, "m": 1.0 }, { "p": 0.07400009036064148, "m": 1.0 }, { "p": 0.07760574668645859, "m": 1.0 }, { "p": 0.0741436555981636, "m": 1.0 }, { "p": 0.0896119475364685, "m": 1.0 }, { "p": 0.06928303837776184, "m": 1.0 }, { "p": 0.07739583402872086, "m": 1.0 }, { "p": 0.08147566765546799, "m": 1.0 }, { "p": 0.07019190490245819, "m": 1.0 }, { "p": 0.06853029876947403, "m": 1.0 }, { "p": 0.0761580541729927, "m": 1.0 }, { "p": 0.036061979830265045, "m": 1.0 }, { "p": 0.07406999915838242, "m": 1.0 } ] }, { "epoch": 136, "train_loss": 4.230958461761475, "val_loss": 2.8453333377838135, "acc": 36.51, "f1": [ 0.6733667254447937, 0.40975597500801086, 0.30588221549987793, 0.2553190290927887, 0.12186375260353088, 0.2898550033569336, 0.40796008706092834, 0.38043469190597534, 0.360248327255249, 0.45238080620765686, 0.19753079116344452, 0.2622949779033661, 0.3950616121292114, 0.15662643313407898, 0.20909084379673004, 0.2488478720188141, 0.3535352647304535, 0.4927534759044647, 0.360248327255249, 0.2891565263271332, 0.6036034822463989, 0.4580644369125366, 0.3249998688697815, 0.5123152136802673, 0.6141077876091003, 0.29189181327819824, 0.28712859749794006, 0.1985815167427063, 0.4415583610534668, 0.346666544675827, 0.4100417494773865, 0.3793102204799652, 0.33333325386047363, 0.40540531277656555, 0.36190465092658997, 0.15686267614364624, 0.32362452149391174, 0.1775147169828415, 0.20080316066741943, 0.5649716258049011, 0.3351350426673889, 0.5224488377571106, 0.30366483330726624, 0.34666651487350464, 0.22580640017986298, 0.17142851650714874, 0.220779150724411, 0.4951455295085907, 0.43902432918548584, 0.3924049437046051, 0.23188398778438568, 0.341666579246521, 0.585152804851532, 0.5668014883995056, 0.49999988079071045, 0.14634141325950623, 0.5434780716896057, 0.318471223115921, 0.3387977182865143, 0.31325289607048035, 0.6666665077209473, 0.432748407125473, 0.48837196826934814, 0.3679999113082886, 0.13043470680713654, 0.14754094183444977, 0.13407814502716064, 0.37288129329681396, 0.6893202662467957, 0.5791853666305542, 0.39160826802253723, 0.5836575031280518, 0.14184391498565674, 0.37450188398361206, 0.1818181276321411, 0.5502182841300964, 0.6756755113601685, 0.17391297221183777, 0.2412450611591339, 0.33720916509628296, 0.22666659951210022, 0.2749999165534973, 0.6499998569488525, 0.2754489779472351, 0.20105813443660736, 0.4302324652671814, 0.39252325892448425, 0.37125736474990845, 0.14598533511161804, 0.3703702688217163, 0.28352484107017517, 0.4854367673397064, 0.1818181276321411, 0.2716048061847687, 0.5942855477333069, 0.41758227348327637, 0.30769217014312744, 0.35714274644851685, 0.1629629135131836, 0.4186045527458191 ], "time": 161.00959812104702, "param": [ { "p": 0.07395924627780914, "m": 1.0 }, { "p": 0.07133230566978455, "m": 1.0 }, { "p": 0.06814055144786835, "m": 1.0 }, { "p": 0.0552699975669384, "m": 1.0 }, { "p": 0.07460802793502808, "m": 1.0 }, { "p": 0.08530815690755844, "m": 1.0 }, { "p": 0.07898998260498047, "m": 1.0 }, { "p": 0.07456013560295105, "m": 1.0 }, { "p": 0.055895522236824036, "m": 1.0 }, { "p": 0.06795404106378555, "m": 1.0 }, { "p": 0.0669931024312973, "m": 1.0 }, { "p": 0.06903935223817825, "m": 1.0 }, { "p": 0.08020751178264618, "m": 1.0 }, { "p": 0.07774210721254349, "m": 1.0 } ] }, { "epoch": 137, "train_loss": 3.4560728073120117, "val_loss": 2.755204677581787, "acc": 36.07, "f1": [ 0.6455695033073425, 0.4236452281475067, 0.3152708411216736, 0.24719089269638062, 0.17142851650714874, 0.281406968832016, 0.41573023796081543, 0.4096384644508362, 0.29677414894104004, 0.47619035840034485, 0.15525108575820923, 0.22127652168273926, 0.38524580001831055, 0.22907482087612152, 0.21794864535331726, 0.21198150515556335, 0.3515150547027588, 0.46391740441322327, 0.33962252736091614, 0.27999988198280334, 0.4944648742675781, 0.4552844762802124, 0.3318384885787964, 0.4918031394481659, 0.575107216835022, 0.25945934653282166, 0.29508185386657715, 0.2464454174041748, 0.434782475233078, 0.2991451919078827, 0.4046241343021393, 0.3744291365146637, 0.32369929552078247, 0.3448275029659271, 0.30555543303489685, 0.12987005710601807, 0.3209875524044037, 0.2127659022808075, 0.10370365530252457, 0.48979583382606506, 0.32599109411239624, 0.6214687824249268, 0.35416656732559204, 0.3313608467578888, 0.18867920339107513, 0.15873010456562042, 0.1836734265089035, 0.49565204977989197, 0.4942527115345001, 0.4401912987232208, 0.2371133416891098, 0.32704398036003113, 0.5887445211410522, 0.6018517017364502, 0.521008312702179, 0.1682242453098297, 0.49218741059303284, 0.346666544675827, 0.36633655428886414, 0.35573115944862366, 0.6827307939529419, 0.3529410660266876, 0.45360812544822693, 0.36649200320243835, 0.10218973457813263, 0.2571427524089813, 0.16748763620853424, 0.3592813014984131, 0.6759257912635803, 0.5654007196426392, 0.4541061818599701, 0.5531913042068481, 0.13846148550510406, 0.3510637581348419, 0.12844030559062958, 0.5899998545646667, 0.6730768084526062, 0.23728805780410767, 0.2330826371908188, 0.35294109582901, 0.20746882259845734, 0.26765793561935425, 0.6761903762817383, 0.29585790634155273, 0.26484012603759766, 0.4588233530521393, 0.39999985694885254, 0.4382021129131317, 0.20987647771835327, 0.40624988079071045, 0.26615965366363525, 0.49090901017189026, 0.16999994218349457, 0.21862342953681946, 0.5851062536239624, 0.38888877630233765, 0.2784809172153473, 0.34615373611450195, 0.18934904038906097, 0.3908045291900635 ], "time": 157.4897417500615, "param": [ { "p": 0.06575070321559906, "m": 1.0 }, { "p": 0.070270836353302, "m": 1.0 }, { "p": 0.08878686279058456, "m": 1.0 }, { "p": 0.07179813086986542, "m": 1.0 }, { "p": 0.054905280470848083, "m": 1.0 }, { "p": 0.07168199121952057, "m": 1.0 }, { "p": 0.07729024440050125, "m": 1.0 }, { "p": 0.07676921784877777, "m": 1.0 }, { "p": 0.07221109420061111, "m": 1.0 }, { "p": 0.06576254963874817, "m": 1.0 }, { "p": 0.05982393026351929, "m": 1.0 }, { "p": 0.08222031593322754, "m": 1.0 }, { "p": 0.07865822315216064, "m": 1.0 }, { "p": 0.06407054513692856, "m": 1.0 } ] }, { "epoch": 138, "train_loss": 3.678157329559326, "val_loss": 2.8086628913879395, "acc": 35.82, "f1": [ 0.6857141256332397, 0.39603951573371887, 0.22935770452022552, 0.1748633086681366, 0.18487389385700226, 0.2812499403953552, 0.39805811643600464, 0.3584904372692108, 0.31818172335624695, 0.4855490028858185, 0.19209031760692596, 0.20437948405742645, 0.37209296226501465, 0.17931029200553894, 0.220779150724411, 0.20527856051921844, 0.32467523217201233, 0.4950493574142456, 0.30952370166778564, 0.2592591643333435, 0.5800864696502686, 0.5156248807907104, 0.32402223348617554, 0.502923846244812, 0.554216742515564, 0.23255808651447296, 0.2598869204521179, 0.15384607017040253, 0.4596272110939026, 0.3314284682273865, 0.3880595862865448, 0.3459458649158478, 0.31249991059303284, 0.34710732102394104, 0.3157894015312195, 0.1499999314546585, 0.3068782389163971, 0.2025315761566162, 0.228260800242424, 0.4946235418319702, 0.3367346227169037, 0.5833332538604736, 0.32298123836517334, 0.26797381043434143, 0.2485874742269516, 0.19923365116119385, 0.17241372168064117, 0.4615383744239807, 0.5268816351890564, 0.4824119210243225, 0.2116401493549347, 0.3131312429904938, 0.5023695826530457, 0.5614033937454224, 0.5418717861175537, 0.15135130286216736, 0.5381165146827698, 0.34736835956573486, 0.3113771378993988, 0.32369929552078247, 0.7407405376434326, 0.4897957742214203, 0.4777776598930359, 0.3711339235305786, 0.04799995943903923, 0.2167486995458603, 0.13714279234409332, 0.3771427571773529, 0.7031961679458618, 0.5247147083282471, 0.4622640609741211, 0.5840706825256348, 0.18930034339427948, 0.34513264894485474, 0.13580238819122314, 0.5870645046234131, 0.6347824931144714, 0.1799999475479126, 0.24390234053134918, 0.39090898633003235, 0.16964279115200043, 0.24761897325515747, 0.704545259475708, 0.2967032194137573, 0.2105262726545334, 0.4248703718185425, 0.3586205542087555, 0.4088396728038788, 0.13533830642700195, 0.3809523284435272, 0.27272722125053406, 0.5418717861175537, 0.18604643642902374, 0.2116401493549347, 0.5185183882713318, 0.44444432854652405, 0.326315701007843, 0.3043477535247803, 0.18481841683387756, 0.37768232822418213 ], "time": 161.29809112288058, "param": [ { "p": 0.08549308776855469, "m": 1.0 }, { "p": 0.07177673280239105, "m": 1.0 }, { "p": 0.07371559739112854, "m": 1.0 }, { "p": 0.06424594670534134, "m": 1.0 }, { "p": 0.07783443480730057, "m": 1.0 }, { "p": 0.07028212398290634, "m": 1.0 }, { "p": 0.06009572371840477, "m": 1.0 }, { "p": 0.06534095108509064, "m": 1.0 }, { "p": 0.0691351443529129, "m": 1.0 }, { "p": 0.06876818835735321, "m": 1.0 }, { "p": 0.059552278369665146, "m": 1.0 }, { "p": 0.0889899954199791, "m": 1.0 }, { "p": 0.0753033235669136, "m": 1.0 }, { "p": 0.06946633011102676, "m": 1.0 } ] }, { "epoch": 139, "train_loss": 4.060184955596924, "val_loss": 3.0385735034942627, "acc": 36.06, "f1": [ 0.6140349507331848, 0.4108106791973114, 0.23076918721199036, 0.21621613204479218, 0.15023468434810638, 0.27777770161628723, 0.4191615581512451, 0.38356152176856995, 0.3529410660266876, 0.48958322405815125, 0.13084106147289276, 0.2514968812465668, 0.4041449725627899, 0.22499993443489075, 0.16867463290691376, 0.20792071521282196, 0.3350784480571747, 0.511415421962738, 0.39999985694885254, 0.292035311460495, 0.6063346862792969, 0.47572803497314453, 0.3516482412815094, 0.5094338655471802, 0.622641384601593, 0.22784802317619324, 0.23589736223220825, 0.23036640882492065, 0.41666656732559204, 0.33918121457099915, 0.3952568471431732, 0.3076922297477722, 0.34254133701324463, 0.34224584698677063, 0.30999991297721863, 0.1242937222123146, 0.3318776488304138, 0.21999992430210114, 0.18934904038906097, 0.5131577253341675, 0.3523315489292145, 0.5333331823348999, 0.367346853017807, 0.31802111864089966, 0.2482757866382599, 0.20689648389816284, 0.12307687103748322, 0.5054942965507507, 0.46938762068748474, 0.49773746728897095, 0.1395348310470581, 0.3175964951515198, 0.5460749864578247, 0.5819671154022217, 0.502282977104187, 0.12060294300317764, 0.5488370656967163, 0.35862061381340027, 0.3444443643093109, 0.3351350426673889, 0.7272725701332092, 0.4293783903121948, 0.4549761712551117, 0.32635971903800964, 0.12021850794553757, 0.2558138370513916, 0.14689259231090546, 0.33333322405815125, 0.6808509230613708, 0.580357015132904, 0.4950493574142456, 0.6116504073143005, 0.13502103090286255, 0.37185919284820557, 0.09929072856903076, 0.5576921701431274, 0.6044443249702454, 0.17004041373729706, 0.1854303926229477, 0.367346853017807, 0.1749999076128006, 0.26548662781715393, 0.6783624887466431, 0.29213473200798035, 0.16326524317264557, 0.44311365485191345, 0.4183672070503235, 0.40552979707717896, 0.1846153289079666, 0.3580785095691681, 0.30278873443603516, 0.48430484533309937, 0.12765952944755554, 0.2233501821756363, 0.6073297262191772, 0.4509802758693695, 0.30630621314048767, 0.3369564116001129, 0.1845017820596695, 0.3832334280014038 ], "time": 160.91316162236035, "param": [ { "p": 0.07639365643262863, "m": 1.0 }, { "p": 0.05483353137969971, "m": 1.0 }, { "p": 0.08065870404243469, "m": 1.0 }, { "p": 0.07808592170476913, "m": 1.0 }, { "p": 0.07718970626592636, "m": 1.0 }, { "p": 0.06540621817111969, "m": 1.0 }, { "p": 0.06289274245500565, "m": 1.0 }, { "p": 0.08108391612768173, "m": 1.0 }, { "p": 0.0670919269323349, "m": 1.0 }, { "p": 0.06176616623997688, "m": 1.0 }, { "p": 0.06512012332677841, "m": 1.0 }, { "p": 0.07932274043560028, "m": 1.0 }, { "p": 0.07136563956737518, "m": 1.0 }, { "p": 0.07878899574279785, "m": 1.0 } ] }, { "epoch": 140, "train_loss": 3.790764808654785, "val_loss": 2.592745065689087, "acc": 36.14, "f1": [ 0.7005074620246887, 0.4086019992828369, 0.29126206040382385, 0.2021275758743286, 0.13756607472896576, 0.2436974197626114, 0.39153432846069336, 0.4090908467769623, 0.284671425819397, 0.48888877034187317, 0.16149060428142548, 0.20689646899700165, 0.35294109582901, 0.2054053246974945, 0.21649475395679474, 0.18884113430976868, 0.3636362850666046, 0.49999988079071045, 0.34254133701324463, 0.2692306935787201, 0.5812807083129883, 0.47236168384552, 0.32402223348617554, 0.5189871788024902, 0.5787232518196106, 0.22058817744255066, 0.31249991059303284, 0.18652844429016113, 0.44578301906585693, 0.2976743280887604, 0.3923075795173645, 0.35772350430488586, 0.3414633274078369, 0.36893191933631897, 0.3362067937850952, 0.12807877361774445, 0.30331745743751526, 0.25233638286590576, 0.24999991059303284, 0.5123152136802673, 0.3272726535797119, 0.6086955666542053, 0.32941165566444397, 0.289940744638443, 0.2275448441505432, 0.21621613204479218, 0.14285707473754883, 0.4886362552642822, 0.45210719108581543, 0.38095223903656006, 0.19875767827033997, 0.30303022265434265, 0.6031744480133057, 0.5945944786071777, 0.5320196151733398, 0.16455689072608948, 0.5181816816329956, 0.3794870972633362, 0.3465345501899719, 0.3523315489292145, 0.6945605278015137, 0.38502663373947144, 0.5189187526702881, 0.39378228783607483, 0.11612897366285324, 0.246575266122818, 0.14736837148666382, 0.29940110445022583, 0.7319586277008057, 0.572916567325592, 0.4257424473762512, 0.6197181344032288, 0.15853650867938995, 0.30409345030784607, 0.15277770161628723, 0.558139443397522, 0.62135910987854, 0.2404370754957199, 0.23214277625083923, 0.3465345501899719, 0.16744180023670197, 0.2999999225139618, 0.7419353127479553, 0.3502824008464813, 0.18713442981243134, 0.3999998867511749, 0.41666656732559204, 0.4232803285121918, 0.20779214799404144, 0.3726235330104828, 0.294820636510849, 0.49999988079071045, 0.16666661202907562, 0.21874994039535522, 0.5697672963142395, 0.4259258210659027, 0.2976189851760864, 0.38216549158096313, 0.154545396566391, 0.38144323229789734 ], "time": 162.69271107949317, "param": [ { "p": 0.07859878242015839, "m": 1.0 }, { "p": 0.07149603962898254, "m": 1.0 }, { "p": 0.08844058215618134, "m": 1.0 }, { "p": 0.06293665617704391, "m": 1.0 }, { "p": 0.06126954033970833, "m": 1.0 }, { "p": 0.07283960282802582, "m": 1.0 }, { "p": 0.07833663374185562, "m": 1.0 }, { "p": 0.07426898181438446, "m": 1.0 }, { "p": 0.07864270359277725, "m": 1.0 }, { "p": 0.06063960865139961, "m": 1.0 }, { "p": 0.06939697265625, "m": 1.0 }, { "p": 0.06983713805675507, "m": 1.0 }, { "p": 0.08015663176774979, "m": 1.0 }, { "p": 0.05314012989401817, "m": 1.0 } ] }, { "epoch": 141, "train_loss": 3.597865104675293, "val_loss": 2.7849156856536865, "acc": 35.14, "f1": [ 0.5833332538604736, 0.4102562665939331, 0.2322096824645996, 0.1725887656211853, 0.16064251959323883, 0.2549799978733063, 0.3568074107170105, 0.36190465092658997, 0.3313608467578888, 0.4974091649055481, 0.1481480747461319, 0.21621613204479218, 0.32432422041893005, 0.228571355342865, 0.2371133416891098, 0.18536579608917236, 0.33939382433891296, 0.49261072278022766, 0.33333325386047363, 0.30172407627105713, 0.5951218605041504, 0.48803818225860596, 0.38834938406944275, 0.5384613871574402, 0.5690376162528992, 0.26455017924308777, 0.25555548071861267, 0.17142851650714874, 0.47398826479911804, 0.2972972095012665, 0.4021162986755371, 0.3516482412815094, 0.3711339235305786, 0.34482747316360474, 0.2891565263271332, 0.15547697246074677, 0.30057793855667114, 0.26160329580307007, 0.23963125050067902, 0.5499998331069946, 0.35454532504081726, 0.6021503806114197, 0.3098590672016144, 0.2888887822628021, 0.2424241602420807, 0.18260863423347473, 0.12080531567335129, 0.47619035840034485, 0.4454975128173828, 0.4734298884868622, 0.14473678171634674, 0.34343424439430237, 0.5409834980964661, 0.5257141590118408, 0.49777767062187195, 0.12413787841796875, 0.5098037719726562, 0.3265305161476135, 0.3603602349758148, 0.3278687596321106, 0.688171923160553, 0.4025973081588745, 0.446808397769928, 0.29787227511405945, 0.13043473660945892, 0.2525251507759094, 0.15757571160793304, 0.26751580834388733, 0.7393363118171692, 0.5671641230583191, 0.4516127407550812, 0.5714284777641296, 0.10322573781013489, 0.3875431716442108, 0.12698407471179962, 0.5490195155143738, 0.6592177152633667, 0.1809523105621338, 0.25490185618400574, 0.3118278682231903, 0.23111103475093842, 0.32222211360931396, 0.6947367191314697, 0.3157893717288971, 0.2138364166021347, 0.37333324551582336, 0.40540531277656555, 0.4137929677963257, 0.1704544872045517, 0.38983041048049927, 0.3021581768989563, 0.5376343131065369, 0.22545449435710907, 0.2436974197626114, 0.5617976188659668, 0.4086019992828369, 0.28048771619796753, 0.2807016372680664, 0.17391297221183777, 0.31884047389030457 ], "time": 157.25496705062687, "param": [ { "p": 0.06995901465415955, "m": 1.0 }, { "p": 0.06732966750860214, "m": 1.0 }, { "p": 0.07905551046133041, "m": 1.0 }, { "p": 0.06813189387321472, "m": 1.0 }, { "p": 0.06142258644104004, "m": 1.0 }, { "p": 0.06690454483032227, "m": 1.0 }, { "p": 0.07911856472492218, "m": 1.0 }, { "p": 0.09053943306207657, "m": 1.0 }, { "p": 0.07476840168237686, "m": 1.0 }, { "p": 0.07149223983287811, "m": 1.0 }, { "p": 0.07823031395673752, "m": 1.0 }, { "p": 0.06208963692188263, "m": 1.0 }, { "p": 0.0693557858467102, "m": 1.0 }, { "p": 0.06160233914852142, "m": 1.0 } ] }, { "epoch": 142, "train_loss": 3.518169403076172, "val_loss": 2.4831597805023193, "acc": 36.54, "f1": [ 0.6118720173835754, 0.39826828241348267, 0.265682578086853, 0.21999992430210114, 0.1379309892654419, 0.3117869794368744, 0.4191615581512451, 0.39325833320617676, 0.3448275029659271, 0.4733726978302002, 0.23463678359985352, 0.20454540848731995, 0.3946187198162079, 0.24034328758716583, 0.22950810194015503, 0.210526242852211, 0.35467973351478577, 0.4494381248950958, 0.34999990463256836, 0.24413138628005981, 0.5925924181938171, 0.4980543851852417, 0.32584258913993835, 0.5026736855506897, 0.5702809691429138, 0.26277366280555725, 0.28426387906074524, 0.2279411107301712, 0.43564343452453613, 0.36601296067237854, 0.4222221076488495, 0.37914684414863586, 0.3892616331577301, 0.37499985098838806, 0.30555546283721924, 0.14937752485275269, 0.32941165566444397, 0.2613064646720886, 0.22131142020225525, 0.5028570294380188, 0.3348836302757263, 0.517857015132904, 0.3265305161476135, 0.3636362552642822, 0.2519684433937073, 0.19811314344406128, 0.13698624074459076, 0.47008538246154785, 0.5027931928634644, 0.45197728276252747, 0.2345678210258484, 0.32432425022125244, 0.5624998807907104, 0.6188339591026306, 0.552941083908081, 0.12222215533256531, 0.5469387173652649, 0.33684200048446655, 0.4046241343021393, 0.3435581922531128, 0.6808508634567261, 0.43720918893814087, 0.5024629235267639, 0.31279608607292175, 0.14479632675647736, 0.22950810194015503, 0.09090903401374817, 0.26388877630233765, 0.7130433320999146, 0.579439103603363, 0.4688993990421295, 0.5657369494438171, 0.14193542301654816, 0.3398057222366333, 0.1438848376274109, 0.5851062536239624, 0.6442306041717529, 0.18652844429016113, 0.23728805780410767, 0.3892616331577301, 0.14678892493247986, 0.2775118350982666, 0.7064219117164612, 0.3516482412815094, 0.22222216427326202, 0.4415583312511444, 0.4086019992828369, 0.4232803285121918, 0.2048192024230957, 0.29714274406433105, 0.3414632976055145, 0.48430484533309937, 0.1558440923690796, 0.27433618903160095, 0.5445543527603149, 0.4248703718185425, 0.3251230716705322, 0.3101603388786316, 0.1729728877544403, 0.36809808015823364 ], "time": 160.1017436021939, "param": [ { "p": 0.0779939815402031, "m": 1.0 }, { "p": 0.06774114072322845, "m": 1.0 }, { "p": 0.06248496100306511, "m": 1.0 }, { "p": 0.052991319447755814, "m": 1.0 }, { "p": 0.07474035024642944, "m": 1.0 }, { "p": 0.09290286153554916, "m": 1.0 }, { "p": 0.07100459188222885, "m": 1.0 }, { "p": 0.08462827652692795, "m": 1.0 }, { "p": 0.08084572106599808, "m": 1.0 }, { "p": 0.07727937400341034, "m": 1.0 }, { "p": 0.06555071473121643, "m": 1.0 }, { "p": 0.06251930445432663, "m": 1.0 }, { "p": 0.0667494609951973, "m": 1.0 }, { "p": 0.06256791949272156, "m": 1.0 } ] }, { "epoch": 143, "train_loss": 3.5138590335845947, "val_loss": 2.508129119873047, "acc": 36.23, "f1": [ 0.7204300165176392, 0.3924049437046051, 0.28048771619796753, 0.22485199570655823, 0.12121205776929855, 0.2999999225139618, 0.3706895411014557, 0.44571414589881897, 0.32713744044303894, 0.4646463394165039, 0.13245026767253876, 0.23225797712802887, 0.37209296226501465, 0.23036640882492065, 0.27884605526924133, 0.2580644190311432, 0.33333322405815125, 0.44559577107429504, 0.3783782720565796, 0.29824554920196533, 0.587719202041626, 0.4936169385910034, 0.3169397711753845, 0.44311365485191345, 0.6407765746116638, 0.27428561449050903, 0.3101603388786316, 0.20863303542137146, 0.5189187526702881, 0.29268282651901245, 0.40384599566459656, 0.3823528587818146, 0.2928348183631897, 0.30392149090766907, 0.37499988079071045, 0.1758241057395935, 0.2842104732990265, 0.18867920339107513, 0.2348753958940506, 0.490322470664978, 0.33333325386047363, 0.5495494604110718, 0.32804223895072937, 0.35483860969543457, 0.2575756907463074, 0.27631568908691406, 0.2660549581050873, 0.4552844762802124, 0.4426228404045105, 0.4756755530834198, 0.21301770210266113, 0.3738316595554352, 0.5189187526702881, 0.590908944606781, 0.5106382369995117, 0.11180117726325989, 0.5179855227470398, 0.3522011637687683, 0.35877853631973267, 0.35064926743507385, 0.7109003663063049, 0.40641695261001587, 0.47953203320503235, 0.36464083194732666, 0.12435225397348404, 0.2585032880306244, 0.12345672398805618, 0.28368785977363586, 0.6890754699707031, 0.602620005607605, 0.387096643447876, 0.5948716402053833, 0.07633582502603531, 0.3919999301433563, 0.16279064118862152, 0.553571343421936, 0.6708073019981384, 0.22999992966651917, 0.24999991059303284, 0.3575417995452881, 0.16915416717529297, 0.24875615537166595, 0.7263157367706299, 0.27329182624816895, 0.15789467096328735, 0.42168664932250977, 0.4410255253314972, 0.45197728276252747, 0.14634139835834503, 0.3696681261062622, 0.25563904643058777, 0.44715434312820435, 0.21960778534412384, 0.19999994337558746, 0.596684992313385, 0.40975597500801086, 0.2955664098262787, 0.3304346799850464, 0.154545396566391, 0.35064926743507385 ], "time": 162.3349503055215, "param": [ { "p": 0.06717490404844284, "m": 1.0 }, { "p": 0.0692613273859024, "m": 1.0 }, { "p": 0.06930635124444962, "m": 1.0 }, { "p": 0.055861327797174454, "m": 1.0 }, { "p": 0.05484519526362419, "m": 1.0 }, { "p": 0.07952063530683517, "m": 1.0 }, { "p": 0.08129429817199707, "m": 1.0 }, { "p": 0.08686662465333939, "m": 1.0 }, { "p": 0.0659383237361908, "m": 1.0 }, { "p": 0.07808579504489899, "m": 1.0 }, { "p": 0.0679929181933403, "m": 1.0 }, { "p": 0.06333241611719131, "m": 1.0 }, { "p": 0.08239956200122833, "m": 1.0 }, { "p": 0.07812031358480453, "m": 1.0 } ] }, { "epoch": 144, "train_loss": 3.3156375885009766, "val_loss": 2.609936475753784, "acc": 36.52, "f1": [ 0.6859902143478394, 0.37777766585350037, 0.29629620909690857, 0.15602830052375793, 0.11059901863336563, 0.27819544076919556, 0.4489794969558716, 0.38367336988449097, 0.3171805441379547, 0.4731181561946869, 0.19999994337558746, 0.19230762124061584, 0.314606636762619, 0.2269502729177475, 0.2673266530036926, 0.2071712464094162, 0.3999998867511749, 0.5090908408164978, 0.3707864284515381, 0.2488037496805191, 0.6039602756500244, 0.45033109188079834, 0.33333322405815125, 0.5389220714569092, 0.5714285373687744, 0.2741115987300873, 0.3107568919658661, 0.24107137322425842, 0.4595744013786316, 0.31775689125061035, 0.4135020077228546, 0.36458322405815125, 0.35064926743507385, 0.29896897077560425, 0.3370785415172577, 0.1438848376274109, 0.29951682686805725, 0.26415085792541504, 0.21428564190864563, 0.5283017754554749, 0.34782594442367554, 0.5213673710823059, 0.3228698670864105, 0.3175964951515198, 0.20111726224422455, 0.20689648389816284, 0.22222214937210083, 0.4569287598133087, 0.47321414947509766, 0.4414413571357727, 0.19555547833442688, 0.36470577120780945, 0.49729716777801514, 0.6285713315010071, 0.5784311890602112, 0.13114747405052185, 0.5152837038040161, 0.33587777614593506, 0.35877853631973267, 0.3084111213684082, 0.633962094783783, 0.43298953771591187, 0.4678361415863037, 0.30541861057281494, 0.12080531567335129, 0.25675666332244873, 0.1641024947166443, 0.29931965470314026, 0.702702522277832, 0.6095237135887146, 0.45405393838882446, 0.561576247215271, 0.16748763620853424, 0.2749998867511749, 0.16438350081443787, 0.5806450843811035, 0.6631577014923096, 0.16666659712791443, 0.2673266530036926, 0.3311257064342499, 0.18064509332180023, 0.27343741059303284, 0.6666665077209473, 0.3121386468410492, 0.19101116061210632, 0.4347825348377228, 0.43349742889404297, 0.44791656732559204, 0.2117646485567093, 0.38961026072502136, 0.2312137931585312, 0.48034927248954773, 0.2256409376859665, 0.22222216427326202, 0.5934064984321594, 0.45685264468193054, 0.26136353611946106, 0.393063485622406, 0.1395348161458969, 0.41071420907974243 ], "time": 163.2314671613276, "param": [ { "p": 0.07787493616342545, "m": 1.0 }, { "p": 0.07106529176235199, "m": 1.0 }, { "p": 0.0698191300034523, "m": 1.0 }, { "p": 0.05242939293384552, "m": 1.0 }, { "p": 0.06785191595554352, "m": 1.0 }, { "p": 0.07518427819013596, "m": 1.0 }, { "p": 0.07934635877609253, "m": 1.0 }, { "p": 0.0738135576248169, "m": 1.0 }, { "p": 0.07733066380023956, "m": 1.0 }, { "p": 0.07287422567605972, "m": 1.0 }, { "p": 0.057866692543029785, "m": 1.0 }, { "p": 0.07924114912748337, "m": 1.0 }, { "p": 0.07113376259803772, "m": 1.0 }, { "p": 0.07416874170303345, "m": 1.0 } ] }, { "epoch": 145, "train_loss": 2.9079933166503906, "val_loss": 2.6485912799835205, "acc": 36.09, "f1": [ 0.7135677337646484, 0.40358731150627136, 0.32467523217201233, 0.19883033633232117, 0.08759118616580963, 0.28855711221694946, 0.3758388161659241, 0.36507928371429443, 0.2999999523162842, 0.42857131361961365, 0.1438848376274109, 0.22330091893672943, 0.3348415493965149, 0.22772268950939178, 0.21965309977531433, 0.1951218843460083, 0.32635971903800964, 0.43946176767349243, 0.3566878139972687, 0.25274714827537537, 0.5462183356285095, 0.49729716777801514, 0.3351350426673889, 0.48648640513420105, 0.6132074594497681, 0.2258063703775406, 0.2572613060474396, 0.21556879580020905, 0.4413144290447235, 0.3522011637687683, 0.4265401363372803, 0.348314493894577, 0.3428570628166199, 0.27819544076919556, 0.36893191933631897, 0.15384609997272491, 0.3261801600456238, 0.22317588329315186, 0.22115376591682434, 0.5357141494750977, 0.2837369441986084, 0.5922329425811768, 0.34449753165245056, 0.358024537563324, 0.2824857831001282, 0.1836734265089035, 0.145695298910141, 0.4694834351539612, 0.5502644181251526, 0.4765956401824951, 0.20192298293113708, 0.3644067049026489, 0.5806450843811035, 0.5714284777641296, 0.5378149747848511, 0.11173177510499954, 0.5137613415718079, 0.3783782720565796, 0.37433144450187683, 0.3240739703178406, 0.6810809373855591, 0.4951455295085907, 0.4635760486125946, 0.37575745582580566, 0.16806717216968536, 0.28220847249031067, 0.1612902730703354, 0.3118278682231903, 0.6948355436325073, 0.504132091999054, 0.4976075291633606, 0.5531913638114929, 0.10714280605316162, 0.36236923933029175, 0.1257142275571823, 0.5560536980628967, 0.5830256938934326, 0.19689112901687622, 0.2653060257434845, 0.335570365190506, 0.1899440735578537, 0.23841053247451782, 0.6919430494308472, 0.2976189851760864, 0.1764705330133438, 0.4414413571357727, 0.3555554449558258, 0.3716813027858734, 0.17857135832309723, 0.35344812273979187, 0.31249991059303284, 0.526829183101654, 0.18421046435832977, 0.17105256021022797, 0.5384615063667297, 0.43979042768478394, 0.3441859781742096, 0.2749999165534973, 0.15702472627162933, 0.3943661153316498 ], "time": 158.52649429440498, "param": [ { "p": 0.0728483572602272, "m": 1.0 }, { "p": 0.068147674202919, "m": 1.0 }, { "p": 0.08048218488693237, "m": 1.0 }, { "p": 0.07304645329713821, "m": 1.0 }, { "p": 0.062299925833940506, "m": 1.0 }, { "p": 0.07859104871749878, "m": 1.0 }, { "p": 0.07067868113517761, "m": 1.0 }, { "p": 0.08914948254823685, "m": 1.0 }, { "p": 0.06360325217247009, "m": 1.0 }, { "p": 0.06377255171537399, "m": 1.0 }, { "p": 0.06873247772455215, "m": 1.0 }, { "p": 0.07362930476665497, "m": 1.0 }, { "p": 0.05907325819134712, "m": 1.0 }, { "p": 0.0759454146027565, "m": 1.0 } ] }, { "epoch": 146, "train_loss": 3.562530279159546, "val_loss": 2.5262210369110107, "acc": 35.93, "f1": [ 0.7071821689605713, 0.39999985694885254, 0.26845628023147583, 0.24489790201187134, 0.1694914698600769, 0.29249006509780884, 0.39215680956840515, 0.3560605049133301, 0.32183900475502014, 0.432748407125473, 0.18518511950969696, 0.25668442249298096, 0.30857133865356445, 0.2173912674188614, 0.22797919809818268, 0.20408155024051666, 0.35714277625083923, 0.4811319410800934, 0.279411643743515, 0.2545453608036041, 0.6214687824249268, 0.5161288380622864, 0.34554967284202576, 0.5568180084228516, 0.5668014883995056, 0.22818784415721893, 0.265060156583786, 0.23391805589199066, 0.4358973205089569, 0.2804426848888397, 0.4090907871723175, 0.29824554920196533, 0.362790584564209, 0.3487178385257721, 0.3173430860042572, 0.23963125050067902, 0.3290042281150818, 0.21719448268413544, 0.23255810141563416, 0.5142855644226074, 0.3431951701641083, 0.6138612627983093, 0.29473677277565, 0.34482747316360474, 0.21965309977531433, 0.236453115940094, 0.22018341720104218, 0.4025973081588745, 0.5023695826530457, 0.41818171739578247, 0.20930227637290955, 0.3707316219806671, 0.5605095028877258, 0.6168223023414612, 0.5357142090797424, 0.11235948652029037, 0.49586769938468933, 0.40718549489974976, 0.31034475564956665, 0.2755904495716095, 0.7135133743286133, 0.4301074147224426, 0.413043349981308, 0.3654821515083313, 0.15517236292362213, 0.22818784415721893, 0.13065321743488312, 0.31638407707214355, 0.7379677891731262, 0.5752211213111877, 0.4615383446216583, 0.6220094561576843, 0.15662643313407898, 0.33497530221939087, 0.16494840383529663, 0.5399238467216492, 0.6802029013633728, 0.17708326876163483, 0.22748807072639465, 0.29197070002555847, 0.1899440735578537, 0.2561575770378113, 0.7093595266342163, 0.3319500982761383, 0.14634142816066742, 0.4203820824623108, 0.3778800964355469, 0.43523305654525757, 0.22360241413116455, 0.3102492690086365, 0.3168315887451172, 0.5181816816329956, 0.12857137620449066, 0.18999992311000824, 0.5443785786628723, 0.43298953771591187, 0.2767294645309448, 0.33333322405815125, 0.1452513188123703, 0.3708608150482178 ], "time": 162.0620881607756, "param": [ { "p": 0.06813729554414749, "m": 1.0 }, { "p": 0.07940040528774261, "m": 1.0 }, { "p": 0.0816149115562439, "m": 1.0 }, { "p": 0.08084674924612045, "m": 1.0 }, { "p": 0.058552321046590805, "m": 1.0 }, { "p": 0.0696563571691513, "m": 1.0 }, { "p": 0.08118496835231781, "m": 1.0 }, { "p": 0.07733986526727676, "m": 1.0 }, { "p": 0.06185080483555794, "m": 1.0 }, { "p": 0.07265067100524902, "m": 1.0 }, { "p": 0.0568946935236454, "m": 1.0 }, { "p": 0.06730647385120392, "m": 1.0 }, { "p": 0.07624419778585434, "m": 1.0 }, { "p": 0.06832026690244675, "m": 1.0 } ] }, { "epoch": 147, "train_loss": 3.7604100704193115, "val_loss": 2.5659215450286865, "acc": 36.16, "f1": [ 0.6798028349876404, 0.38914018869400024, 0.3199998736381531, 0.1916666179895401, 0.13636356592178345, 0.28225794434547424, 0.42168664932250977, 0.3786981403827667, 0.32124343514442444, 0.46808499097824097, 0.15384608507156372, 0.2584269046783447, 0.3738316595554352, 0.1798941045999527, 0.21621613204479218, 0.19801978766918182, 0.3260868787765503, 0.4608694612979889, 0.346666544675827, 0.2526314854621887, 0.6099998950958252, 0.49795907735824585, 0.36714968085289, 0.5537188649177551, 0.6238530874252319, 0.23204411566257477, 0.2980768382549286, 0.16666659712791443, 0.4973543584346771, 0.2999999523162842, 0.4255318343639374, 0.35384607315063477, 0.31538453698158264, 0.3301886022090912, 0.3096233606338501, 0.14545448124408722, 0.2937852144241333, 0.2121211439371109, 0.22053225338459015, 0.5350316762924194, 0.30097079277038574, 0.5169490575790405, 0.3157894015312195, 0.33497530221939087, 0.2272726446390152, 0.22988496720790863, 0.2404370754957199, 0.4651161730289459, 0.43601882457733154, 0.4574466943740845, 0.21118006110191345, 0.3071671426296234, 0.5692307353019714, 0.5858584046363831, 0.5170730352401733, 0.14606735110282898, 0.5130888819694519, 0.3515150547027588, 0.3384614586830139, 0.3362067937850952, 0.7589742541313171, 0.45901623368263245, 0.4223601520061493, 0.3399999141693115, 0.11976040154695511, 0.2433861643075943, 0.1835748255252838, 0.3365383446216583, 0.7333331108093262, 0.5514401793479919, 0.44210511445999146, 0.5534589886665344, 0.10227267444133759, 0.30065348744392395, 0.17085421085357666, 0.5599998831748962, 0.5823754072189331, 0.15476183593273163, 0.27555546164512634, 0.33962252736091614, 0.19753079116344452, 0.2985073924064636, 0.7135133743286133, 0.36871495842933655, 0.2211054563522339, 0.42682915925979614, 0.36575865745544434, 0.4162435233592987, 0.22222213447093964, 0.3367346227169037, 0.31788066029548645, 0.5578945875167847, 0.19631893932819366, 0.21428564190864563, 0.4834436774253845, 0.4090908467769623, 0.3271027207374573, 0.33333322405815125, 0.15384607017040253, 0.3597121238708496 ], "time": 161.57637241948396, "param": [ { "p": 0.07791497558355331, "m": 1.0 }, { "p": 0.07638482749462128, "m": 1.0 }, { "p": 0.07654746621847153, "m": 1.0 }, { "p": 0.07441569119691849, "m": 1.0 }, { "p": 0.05901002883911133, "m": 1.0 }, { "p": 0.07099814713001251, "m": 1.0 }, { "p": 0.07023553550243378, "m": 1.0 }, { "p": 0.08697083592414856, "m": 1.0 }, { "p": 0.0742599293589592, "m": 1.0 }, { "p": 0.062393516302108765, "m": 1.0 }, { "p": 0.06417524814605713, "m": 1.0 }, { "p": 0.06475289911031723, "m": 1.0 }, { "p": 0.06913430988788605, "m": 1.0 }, { "p": 0.07280656695365906, "m": 1.0 } ] }, { "epoch": 148, "train_loss": 4.181708335876465, "val_loss": 2.629403591156006, "acc": 36.2, "f1": [ 0.6576575636863708, 0.4158414602279663, 0.2571427524089813, 0.20270265638828278, 0.15999992191791534, 0.2830187678337097, 0.4335663616657257, 0.38766512274742126, 0.3743841052055359, 0.5026176571846008, 0.1655171811580658, 0.23115570843219757, 0.2891565263271332, 0.213483065366745, 0.21468918025493622, 0.2124999314546585, 0.2784809172153473, 0.4186045825481415, 0.3386242389678955, 0.2948717176914215, 0.6117644906044006, 0.5185184478759766, 0.34579432010650635, 0.5060239434242249, 0.6185566186904907, 0.2898549735546112, 0.3084576427936554, 0.18181811273097992, 0.491227924823761, 0.30526304244995117, 0.4016392230987549, 0.3582088351249695, 0.33939382433891296, 0.34972667694091797, 0.36792439222335815, 0.09599995613098145, 0.329670250415802, 0.22510816156864166, 0.22758615016937256, 0.5517240166664124, 0.38150280714035034, 0.5495494604110718, 0.3148147463798523, 0.33913031220436096, 0.21016943454742432, 0.21989519894123077, 0.23157887160778046, 0.4629628360271454, 0.49261072278022766, 0.4347825050354004, 0.17857135832309723, 0.4081631600856781, 0.5999999046325684, 0.6145831942558289, 0.5233643651008606, 0.12834219634532928, 0.4685313403606415, 0.31818172335624695, 0.32820504903793335, 0.320441871881485, 0.7155961990356445, 0.474226713180542, 0.447368323802948, 0.2941175699234009, 0.1333332657814026, 0.23770485818386078, 0.09580832719802856, 0.2745096981525421, 0.6948355436325073, 0.5365853309631348, 0.43086808919906616, 0.6009851098060608, 0.11695900559425354, 0.32222211360931396, 0.16049376130104065, 0.5114502906799316, 0.6504853367805481, 0.19540224969387054, 0.17948710918426514, 0.34905651211738586, 0.13207541406154633, 0.2838283181190491, 0.70588219165802, 0.2837836742401123, 0.23589736223220825, 0.4666665494441986, 0.42790690064430237, 0.45238080620765686, 0.1445782482624054, 0.3316061198711395, 0.29861101508140564, 0.5185183882713318, 0.21965309977531433, 0.18181811273097992, 0.5436891913414001, 0.45454537868499756, 0.24719089269638062, 0.29431429505348206, 0.14444437623023987, 0.3736262619495392 ], "time": 160.1933807162568, "param": [ { "p": 0.09365205466747284, "m": 1.0 }, { "p": 0.07225731015205383, "m": 1.0 }, { "p": 0.05046258121728897, "m": 1.0 }, { "p": 0.06564117223024368, "m": 1.0 }, { "p": 0.07861602306365967, "m": 1.0 }, { "p": 0.07031319290399551, "m": 1.0 }, { "p": 0.07027057558298111, "m": 1.0 }, { "p": 0.07831620424985886, "m": 1.0 }, { "p": 0.07420157641172409, "m": 1.0 }, { "p": 0.04603135958313942, "m": 1.0 }, { "p": 0.07350878417491913, "m": 1.0 }, { "p": 0.0660969614982605, "m": 1.0 }, { "p": 0.07350299507379532, "m": 1.0 }, { "p": 0.08712908625602722, "m": 1.0 } ] }, { "epoch": 149, "train_loss": 3.85247540473938, "val_loss": 2.4994499683380127, "acc": 36.26, "f1": [ 0.6625765562057495, 0.3599999248981476, 0.32258057594299316, 0.20125779509544373, 0.14718610048294067, 0.2760942280292511, 0.4382021129131317, 0.4142855703830719, 0.3350784480571747, 0.48717936873435974, 0.13496926426887512, 0.2580644190311432, 0.36018943786621094, 0.23809516429901123, 0.23204411566257477, 0.22935770452022552, 0.38888877630233765, 0.45631060004234314, 0.31034475564956665, 0.2524271011352539, 0.5446807742118835, 0.4705881178379059, 0.33333322405815125, 0.4508668780326843, 0.5859374403953552, 0.26315778493881226, 0.24545449018478394, 0.22459883987903595, 0.4186045527458191, 0.2935778796672821, 0.37398362159729004, 0.36111101508140564, 0.3758388161659241, 0.34042540192604065, 0.3406112492084503, 0.15999993681907654, 0.32941165566444397, 0.193548321723938, 0.1990049034357071, 0.5680471658706665, 0.29473677277565, 0.596684992313385, 0.30833324790000916, 0.3278687596321106, 0.2314814031124115, 0.2288556545972824, 0.16417904198169708, 0.4786323606967926, 0.5123152136802673, 0.446808397769928, 0.2251655012369156, 0.3522725999355316, 0.577777624130249, 0.590908944606781, 0.595959484577179, 0.13095231354236603, 0.49027228355407715, 0.32258057594299316, 0.3905324339866638, 0.34972667694091797, 0.6759257912635803, 0.43093910813331604, 0.46231144666671753, 0.3274335563182831, 0.14574894309043884, 0.24999991059303284, 0.17197448015213013, 0.30303022265434265, 0.6100385189056396, 0.5739909410476685, 0.49999988079071045, 0.6086955070495605, 0.09599995613098145, 0.28235283493995667, 0.14193542301654816, 0.49999988079071045, 0.6442306041717529, 0.20382159948349, 0.2513660192489624, 0.38461530208587646, 0.1746724247932434, 0.3261801600456238, 0.7135677337646484, 0.35602086782455444, 0.16842098534107208, 0.4297519624233246, 0.40350866317749023, 0.45360812544822693, 0.17142851650714874, 0.39805811643600464, 0.2553190588951111, 0.43445682525634766, 0.24580998718738556, 0.25339359045028687, 0.5560973882675171, 0.396135151386261, 0.3043477535247803, 0.30588221549987793, 0.1499999314546585, 0.4299064576625824 ], "time": 162.89497089758515, "param": [ { "p": 0.07871139794588089, "m": 1.0 }, { "p": 0.06242022663354874, "m": 1.0 }, { "p": 0.09072611480951309, "m": 1.0 }, { "p": 0.0846111923456192, "m": 1.0 }, { "p": 0.05466274544596672, "m": 1.0 }, { "p": 0.08496033400297165, "m": 1.0 }, { "p": 0.07261388748884201, "m": 1.0 }, { "p": 0.07021145522594452, "m": 1.0 }, { "p": 0.05110407620668411, "m": 1.0 }, { "p": 0.0625186488032341, "m": 1.0 }, { "p": 0.05188772454857826, "m": 1.0 }, { "p": 0.07965991646051407, "m": 1.0 }, { "p": 0.07750749588012695, "m": 1.0 }, { "p": 0.07840484380722046, "m": 1.0 } ] }, { "epoch": 150, "train_loss": 3.407005548477173, "val_loss": 2.8168976306915283, "acc": 36.52, "f1": [ 0.6799998879432678, 0.3259258270263672, 0.32222211360931396, 0.1481480896472931, 0.13698624074459076, 0.2456139624118805, 0.4046241343021393, 0.3984062969684601, 0.3555554449558258, 0.4632767140865326, 0.14012733101844788, 0.25352105498313904, 0.35714274644851685, 0.18713442981243134, 0.23312875628471375, 0.24899591505527496, 0.35185176134109497, 0.5098037719726562, 0.33333319425582886, 0.280898779630661, 0.6028706431388855, 0.47491633892059326, 0.3043477237224579, 0.528846025466919, 0.6176469922065735, 0.1985815018415451, 0.29629620909690857, 0.18181811273097992, 0.43216070532798767, 0.3387977182865143, 0.3696681261062622, 0.35616424679756165, 0.3285022974014282, 0.35897424817085266, 0.3417084515094757, 0.11042939126491547, 0.3179915249347687, 0.1734103411436081, 0.24175815284252167, 0.5743588209152222, 0.31390124559402466, 0.5979380011558533, 0.35532984137535095, 0.3274020552635193, 0.2426777482032776, 0.23834188282489777, 0.20338977873325348, 0.5076140761375427, 0.5106382369995117, 0.3924049437046051, 0.17004041373729706, 0.323809415102005, 0.6058090329170227, 0.6267279982566833, 0.5380709171295166, 0.16049376130104065, 0.5172412395477295, 0.37499985098838806, 0.35454532504081726, 0.37614670395851135, 0.7477476000785828, 0.3975902497768402, 0.4302324652671814, 0.3249998688697815, 0.12987005710601807, 0.1854303926229477, 0.1445782631635666, 0.3121386468410492, 0.7305934429168701, 0.6161136031150818, 0.4418603479862213, 0.5649716258049011, 0.12422355264425278, 0.3316061198711395, 0.17834389209747314, 0.5812807083129883, 0.6338796615600586, 0.1754385232925415, 0.22758615016937256, 0.33962252736091614, 0.18705029785633087, 0.31914886832237244, 0.7142855525016785, 0.3351954519748688, 0.20074345171451569, 0.3923443853855133, 0.40740731358528137, 0.43715834617614746, 0.21719448268413544, 0.3804876506328583, 0.30939218401908875, 0.48888880014419556, 0.21857915818691254, 0.2488888055086136, 0.5989303588867188, 0.3904760777950287, 0.2533332407474518, 0.30392149090766907, 0.2211054563522339, 0.38271594047546387 ], "time": 161.3305711336434, "param": [ { "p": 0.06912381947040558, "m": 1.0 }, { "p": 0.09117122739553452, "m": 1.0 }, { "p": 0.07030995935201645, "m": 1.0 }, { "p": 0.06057248264551163, "m": 1.0 }, { "p": 0.05752446874976158, "m": 1.0 }, { "p": 0.07604850083589554, "m": 1.0 }, { "p": 0.08673850446939468, "m": 1.0 }, { "p": 0.07211889326572418, "m": 1.0 }, { "p": 0.07757817208766937, "m": 1.0 }, { "p": 0.05213525891304016, "m": 1.0 }, { "p": 0.07516203075647354, "m": 1.0 }, { "p": 0.06795257329940796, "m": 1.0 }, { "p": 0.07965362817049026, "m": 1.0 }, { "p": 0.06391056627035141, "m": 1.0 } ] }, { "epoch": 151, "train_loss": 3.6440107822418213, "val_loss": 2.9008491039276123, "acc": 36.43, "f1": [ 0.7120417356491089, 0.37668150663375854, 0.2929935157299042, 0.22748807072639465, 0.1639343500137329, 0.2971886694431305, 0.43523305654525757, 0.38596484065055847, 0.33121007680892944, 0.4670657217502594, 0.18378373980522156, 0.24999991059303284, 0.3711339235305786, 0.23175960779190063, 0.22099439799785614, 0.19417467713356018, 0.35714277625083923, 0.47577083110809326, 0.32835814356803894, 0.27083325386047363, 0.6421051621437073, 0.488262802362442, 0.3351350426673889, 0.48809507489204407, 0.6249998807907104, 0.20689648389816284, 0.27272719144821167, 0.22857138514518738, 0.4545453190803528, 0.31999990344047546, 0.39655160903930664, 0.3248729705810547, 0.3018867075443268, 0.341666579246521, 0.3885713219642639, 0.1379309892654419, 0.320441871881485, 0.211055189371109, 0.21958452463150024, 0.5572138428688049, 0.3350784480571747, 0.6069650650024414, 0.3285022974014282, 0.34024888277053833, 0.21917803585529327, 0.22471901774406433, 0.282828152179718, 0.47169798612594604, 0.4923075735569, 0.4485980272293091, 0.15294109284877777, 0.3487178385257721, 0.5691698789596558, 0.6507176160812378, 0.5510202646255493, 0.11688306927680969, 0.5039369463920593, 0.33333322405815125, 0.33720916509628296, 0.2824857831001282, 0.7452828288078308, 0.4432430863380432, 0.43999987840652466, 0.36180898547172546, 0.11538457125425339, 0.18461529910564423, 0.20111726224422455, 0.27272719144821167, 0.7129628658294678, 0.5405404567718506, 0.48648640513420105, 0.6057690978050232, 0.12154688686132431, 0.33502528071403503, 0.14285707473754883, 0.5560536980628967, 0.6543208360671997, 0.17834389209747314, 0.26086950302124023, 0.30487796664237976, 0.19251330196857452, 0.29126206040382385, 0.7351350784301758, 0.36529669165611267, 0.2116401493549347, 0.40358731150627136, 0.42857128381729126, 0.4095236659049988, 0.17712169885635376, 0.3143811821937561, 0.27999991178512573, 0.48510628938674927, 0.1704544872045517, 0.2094240039587021, 0.5541123747825623, 0.4432988464832306, 0.30621999502182007, 0.3383083641529083, 0.13846148550510406, 0.29687491059303284 ], "time": 160.50350346136838, "param": [ { "p": 0.05876155197620392, "m": 1.0 }, { "p": 0.08332821726799011, "m": 1.0 }, { "p": 0.07519558072090149, "m": 1.0 }, { "p": 0.069341279566288, "m": 1.0 }, { "p": 0.06267407536506653, "m": 1.0 }, { "p": 0.07592390477657318, "m": 1.0 }, { "p": 0.07448086887598038, "m": 1.0 }, { "p": 0.0817847028374672, "m": 1.0 }, { "p": 0.06893813610076904, "m": 1.0 }, { "p": 0.07570076733827591, "m": 1.0 }, { "p": 0.06948582828044891, "m": 1.0 }, { "p": 0.06403850018978119, "m": 1.0 }, { "p": 0.0659000501036644, "m": 1.0 }, { "p": 0.07444656640291214, "m": 1.0 } ] }, { "epoch": 152, "train_loss": 2.5790016651153564, "val_loss": 2.673504114151001, "acc": 36.3, "f1": [ 0.6666665077209473, 0.38132283091545105, 0.26315781474113464, 0.18181811273097992, 0.16853927075862885, 0.2735848128795624, 0.413043349981308, 0.38181808590888977, 0.32799988985061646, 0.5026736855506897, 0.14965979754924774, 0.23478256165981293, 0.3474902808666229, 0.19444438815116882, 0.2371133416891098, 0.22463762760162354, 0.2933332324028015, 0.4599998891353607, 0.36046499013900757, 0.23976603150367737, 0.5673075914382935, 0.43650785088539124, 0.30864188075065613, 0.4622640609741211, 0.6325579881668091, 0.18181811273097992, 0.299465149641037, 0.19565211236476898, 0.46491214632987976, 0.3316061198711395, 0.40384599566459656, 0.3707316219806671, 0.2980768382549286, 0.33333325386047363, 0.3232322335243225, 0.13414627313613892, 0.3314284682273865, 0.1777777075767517, 0.23529405891895294, 0.4939757287502289, 0.36269423365592957, 0.6198828816413879, 0.3025209605693817, 0.3716813027858734, 0.19277101755142212, 0.20765019953250885, 0.22360241413116455, 0.47846877574920654, 0.48039206862449646, 0.436893105506897, 0.14173223078250885, 0.35294109582901, 0.573839545249939, 0.6547083854675293, 0.5054943561553955, 0.14117640256881714, 0.48535552620887756, 0.3921567499637604, 0.38251355290412903, 0.3959389626979828, 0.688372015953064, 0.39189180731773376, 0.4705881178379059, 0.3908045291900635, 0.0958903580904007, 0.23030294477939606, 0.21090902388095856, 0.30303019285202026, 0.6880732178688049, 0.5412842631340027, 0.44651150703430176, 0.5812807083129883, 0.15053758025169373, 0.3711339235305786, 0.1854303926229477, 0.5714284777641296, 0.6178860664367676, 0.18784524500370026, 0.22907482087612152, 0.32989683747291565, 0.16993455588817596, 0.3068782389163971, 0.732673168182373, 0.36180898547172546, 0.22471901774406433, 0.4242422580718994, 0.4070795178413391, 0.4278606176376343, 0.19580411911010742, 0.34726682305336, 0.3157894015312195, 0.5230767726898193, 0.21118006110191345, 0.26341456174850464, 0.5744680166244507, 0.4221104085445404, 0.2954544425010681, 0.29268282651901245, 0.19277101755142212, 0.29940110445022583 ], "time": 157.78278492204845, "param": [ { "p": 0.0646003782749176, "m": 1.0 }, { "p": 0.06174926459789276, "m": 1.0 }, { "p": 0.08703506737947464, "m": 1.0 }, { "p": 0.06763333082199097, "m": 1.0 }, { "p": 0.07984501123428345, "m": 1.0 }, { "p": 0.07518225163221359, "m": 1.0 }, { "p": 0.07858415693044662, "m": 1.0 }, { "p": 0.0850045457482338, "m": 1.0 }, { "p": 0.0672023594379425, "m": 1.0 }, { "p": 0.06512071192264557, "m": 1.0 }, { "p": 0.07193676382303238, "m": 1.0 }, { "p": 0.058075763285160065, "m": 1.0 }, { "p": 0.08182710409164429, "m": 1.0 }, { "p": 0.056203171610832214, "m": 1.0 } ] }, { "epoch": 153, "train_loss": 3.183016300201416, "val_loss": 2.866812229156494, "acc": 36.62, "f1": [ 0.6885244846343994, 0.4088887572288513, 0.3076922297477722, 0.23595495522022247, 0.15730330348014832, 0.3106059730052948, 0.4183005392551422, 0.37349388003349304, 0.3144652843475342, 0.45833322405815125, 0.18823520839214325, 0.23636355996131897, 0.3482586145401001, 0.24603168666362762, 0.27102795243263245, 0.1717790812253952, 0.32978713512420654, 0.46428558230400085, 0.3311257064342499, 0.2624998986721039, 0.5929647088050842, 0.5241934061050415, 0.3389829397201538, 0.5396823883056641, 0.624390184879303, 0.19999992847442627, 0.30120471119880676, 0.18978095054626465, 0.4923075735569, 0.3625729978084564, 0.4096384644508362, 0.31999990344047546, 0.36082467436790466, 0.31884047389030457, 0.321428507566452, 0.15476183593273163, 0.32599109411239624, 0.26881712675094604, 0.21192045509815216, 0.5030673146247864, 0.3318384885787964, 0.5918366312980652, 0.3351350426673889, 0.30420705676078796, 0.24844713509082794, 0.1971830427646637, 0.1921396702528, 0.5045870542526245, 0.4785274565219879, 0.4656083285808563, 0.18604643642902374, 0.3228069245815277, 0.5736433863639832, 0.6330273747444153, 0.5463413596153259, 0.14285707473754883, 0.5576921701431274, 0.4382021129131317, 0.34101372957229614, 0.3315507173538208, 0.6701569557189941, 0.4081631600856781, 0.48447185754776, 0.37499991059303284, 0.12435225397348404, 0.2368420511484146, 0.18518511950969696, 0.3113771378993988, 0.6940637826919556, 0.5258619785308838, 0.5125626921653748, 0.5714284181594849, 0.13131305575370789, 0.3800903856754303, 0.1764705330133438, 0.5769229531288147, 0.6554619669914246, 0.2010049670934677, 0.23015865683555603, 0.3666665554046631, 0.2064056247472763, 0.29074883460998535, 0.6927372813224792, 0.31325289607048035, 0.17142851650714874, 0.4024389386177063, 0.3636362552642822, 0.3615383505821228, 0.123287633061409, 0.34285709261894226, 0.31632643938064575, 0.535519003868103, 0.23041465878486633, 0.2702701687812805, 0.5210726857185364, 0.4469272196292877, 0.33532923460006714, 0.33128824830055237, 0.1672726720571518, 0.4324323236942291 ], "time": 161.02240642439574, "param": [ { "p": 0.07713542133569717, "m": 1.0 }, { "p": 0.08076515048742294, "m": 1.0 }, { "p": 0.06326009333133698, "m": 1.0 }, { "p": 0.05938476324081421, "m": 1.0 }, { "p": 0.06638889759778976, "m": 1.0 }, { "p": 0.06543803960084915, "m": 1.0 }, { "p": 0.06924339383840561, "m": 1.0 }, { "p": 0.08142482489347458, "m": 1.0 }, { "p": 0.08553580194711685, "m": 1.0 }, { "p": 0.07511734962463379, "m": 1.0 }, { "p": 0.06882710009813309, "m": 1.0 }, { "p": 0.0754377618432045, "m": 1.0 }, { "p": 0.07313767075538635, "m": 1.0 }, { "p": 0.05890369415283203, "m": 1.0 } ] }, { "epoch": 154, "train_loss": 3.286181688308716, "val_loss": 2.8038108348846436, "acc": 36.68, "f1": [ 0.7005648612976074, 0.43715834617614746, 0.33548372983932495, 0.1854303926229477, 0.1478598713874817, 0.2592591643333435, 0.34722214937210083, 0.3943660855293274, 0.3707316219806671, 0.44303786754608154, 0.18652844429016113, 0.2233501821756363, 0.32352936267852783, 0.16374263167381287, 0.2592591643333435, 0.2543351650238037, 0.37185919284820557, 0.4469272196292877, 0.289308100938797, 0.27722764015197754, 0.6477271318435669, 0.4980543851852417, 0.31081071496009827, 0.5487803816795349, 0.6407765746116638, 0.17449656128883362, 0.30337071418762207, 0.24324318766593933, 0.4734298884868622, 0.3267325758934021, 0.44705867767333984, 0.4042551815509796, 0.33333319425582886, 0.32539674639701843, 0.28244268894195557, 0.17283941805362701, 0.281406968832016, 0.23958325386047363, 0.20779214799404144, 0.6153845191001892, 0.3899998664855957, 0.5882351994514465, 0.29213473200798035, 0.3139534592628479, 0.17721512913703918, 0.21904754638671875, 0.20125779509544373, 0.49372372031211853, 0.44230756163597107, 0.474226713180542, 0.25730982422828674, 0.3165466785430908, 0.5757575035095215, 0.6044443249702454, 0.5207098722457886, 0.14285707473754883, 0.5358850359916687, 0.44827571511268616, 0.3626372814178467, 0.32635971903800964, 0.7111109495162964, 0.45714274048805237, 0.4699452221393585, 0.32989683747291565, 0.13907279074192047, 0.24390234053134918, 0.193548321723938, 0.3406112492084503, 0.6583332419395447, 0.6057141423225403, 0.45414838194847107, 0.5803107619285583, 0.09917350858449936, 0.4129553437232971, 0.18713442981243134, 0.5741626024246216, 0.6586824655532837, 0.16184966266155243, 0.29473677277565, 0.28571420907974243, 0.2100839763879776, 0.2960287928581238, 0.7246376276016235, 0.35643553733825684, 0.20168060064315796, 0.39215683937072754, 0.3740456998348236, 0.4249998927116394, 0.21118006110191345, 0.34383949637413025, 0.2783504128456116, 0.5068492293357849, 0.179775208234787, 0.2531644403934479, 0.5566036701202393, 0.4411763548851013, 0.24489788711071014, 0.3169397711753845, 0.1282050609588623, 0.42352932691574097 ], "time": 159.10742294974625, "param": [ { "p": 0.08257874846458435, "m": 1.0 }, { "p": 0.05303323268890381, "m": 1.0 }, { "p": 0.07901135832071304, "m": 1.0 }, { "p": 0.06429887562990189, "m": 1.0 }, { "p": 0.06587199121713638, "m": 1.0 }, { "p": 0.08784841746091843, "m": 1.0 }, { "p": 0.06825179606676102, "m": 1.0 }, { "p": 0.07345239073038101, "m": 1.0 }, { "p": 0.06627070158720016, "m": 1.0 }, { "p": 0.06444194912910461, "m": 1.0 }, { "p": 0.0811431035399437, "m": 1.0 }, { "p": 0.0731864720582962, "m": 1.0 }, { "p": 0.07019010931253433, "m": 1.0 }, { "p": 0.07042083144187927, "m": 1.0 } ] }, { "epoch": 155, "train_loss": 3.28912091255188, "val_loss": 2.6935861110687256, "acc": 36.33, "f1": [ 0.6320345401763916, 0.4050632119178772, 0.32911381125450134, 0.20289847254753113, 0.14545448124408722, 0.23280414938926697, 0.41717782616615295, 0.3469386696815491, 0.3119265139102936, 0.466666579246521, 0.1754385232925415, 0.23684203624725342, 0.33333319425582886, 0.20779213309288025, 0.23684203624725342, 0.2014387845993042, 0.38461530208587646, 0.47572803497314453, 0.279411643743515, 0.28272244334220886, 0.633165717124939, 0.49579817056655884, 0.3440859317779541, 0.4720495045185089, 0.6249998807907104, 0.24778753519058228, 0.27472516894340515, 0.20224712789058685, 0.4377357065677643, 0.29523801803588867, 0.40740731358528137, 0.33720916509628296, 0.3432835042476654, 0.3175964951515198, 0.3555554449558258, 0.16236156225204468, 0.3069306015968323, 0.22105254232883453, 0.13533830642700195, 0.5989303588867188, 0.28571420907974243, 0.5566036701202393, 0.3508770763874054, 0.3999998867511749, 0.25116273760795593, 0.24489787220954895, 0.251428484916687, 0.46931400895118713, 0.45128190517425537, 0.48275846242904663, 0.23204411566257477, 0.34163692593574524, 0.4951455295085907, 0.5814977288246155, 0.4916200041770935, 0.13173647224903107, 0.48888880014419556, 0.3832334280014038, 0.3697478175163269, 0.31067952513694763, 0.6406925916671753, 0.41573023796081543, 0.47398826479911804, 0.32558128237724304, 0.12087904661893845, 0.24390237033367157, 0.1729728877544403, 0.38888880610466003, 0.741463303565979, 0.5740739107131958, 0.4414413571357727, 0.5376343131065369, 0.11111105233430862, 0.4195120930671692, 0.14285707473754883, 0.541666567325592, 0.715908944606781, 0.194871723651886, 0.23430955410003662, 0.29931965470314026, 0.19811314344406128, 0.2913385033607483, 0.7231636643409729, 0.39548009634017944, 0.2099999338388443, 0.35768255591392517, 0.42162150144577026, 0.4114284813404083, 0.20430098474025726, 0.37558677792549133, 0.2716980576515198, 0.46586331725120544, 0.15686267614364624, 0.2347417026758194, 0.5844747424125671, 0.42790690064430237, 0.26519328355789185, 0.38961026072502136, 0.13580238819122314, 0.3999998867511749 ], "time": 163.19221123494208, "param": [ { "p": 0.06887517124414444, "m": 1.0 }, { "p": 0.06640196591615677, "m": 1.0 }, { "p": 0.08147896826267242, "m": 1.0 }, { "p": 0.07312930375337601, "m": 1.0 }, { "p": 0.07767076045274734, "m": 1.0 }, { "p": 0.07300084084272385, "m": 1.0 }, { "p": 0.06918539106845856, "m": 1.0 }, { "p": 0.07756552845239639, "m": 1.0 }, { "p": 0.0716315433382988, "m": 1.0 }, { "p": 0.0595383383333683, "m": 1.0 }, { "p": 0.06716763973236084, "m": 1.0 }, { "p": 0.06929793953895569, "m": 1.0 }, { "p": 0.07298766076564789, "m": 1.0 }, { "p": 0.07206889986991882, "m": 1.0 } ] }, { "epoch": 156, "train_loss": 3.2548398971557617, "val_loss": 2.8065953254699707, "acc": 36.05, "f1": [ 0.6739128828048706, 0.41758227348327637, 0.31818172335624695, 0.19108274579048157, 0.13978487253189087, 0.23728802800178528, 0.44311365485191345, 0.4186045527458191, 0.3208555281162262, 0.43749988079071045, 0.15999993681907654, 0.21686740219593048, 0.37004393339157104, 0.21989519894123077, 0.2571427822113037, 0.22608689963817596, 0.3367346227169037, 0.4545453190803528, 0.33684200048446655, 0.2374998927116394, 0.5814977288246155, 0.4976075291633606, 0.30075180530548096, 0.5232557058334351, 0.6098653674125671, 0.22222216427326202, 0.28571420907974243, 0.22471904754638672, 0.4454975128173828, 0.30057793855667114, 0.3703702688217163, 0.34126976132392883, 0.33333322405815125, 0.3534882664680481, 0.34579432010650635, 0.10778438299894333, 0.322274774312973, 0.21874994039535522, 0.2256409376859665, 0.5714284777641296, 0.36792439222335815, 0.6198828816413879, 0.3408070504665375, 0.35616424679756165, 0.24489788711071014, 0.18478251993656158, 0.09374994784593582, 0.5365853309631348, 0.5094338655471802, 0.4598929286003113, 0.213483065366745, 0.3348836302757263, 0.5991901755332947, 0.6399998664855957, 0.4233982264995575, 0.14678892493247986, 0.5090908408164978, 0.3251230716705322, 0.37125736474990845, 0.33128824830055237, 0.6820275187492371, 0.48076915740966797, 0.44559577107429504, 0.33816415071487427, 0.1255604773759842, 0.23589736223220825, 0.14285707473754883, 0.32835814356803894, 0.702702522277832, 0.5276594758033752, 0.432748407125473, 0.5961536765098572, 0.1438848376274109, 0.38524580001831055, 0.13065321743488312, 0.5619046092033386, 0.6999998688697815, 0.1844659447669983, 0.20353974401950836, 0.28124991059303284, 0.20731700956821442, 0.26966285705566406, 0.6818180680274963, 0.2909089922904968, 0.20731700956821442, 0.4090907871723175, 0.43438899517059326, 0.372413694858551, 0.14689259231090546, 0.36144569516181946, 0.30270257592201233, 0.46025097370147705, 0.145695298910141, 0.27322396636009216, 0.5435895919799805, 0.43269219994544983, 0.27631568908691406, 0.31818172335624695, 0.1931033879518509, 0.3636362552642822 ], "time": 163.40934045333415, "param": [ { "p": 0.07576575875282288, "m": 1.0 }, { "p": 0.08010999858379364, "m": 1.0 }, { "p": 0.07913068681955338, "m": 1.0 }, { "p": 0.07260330766439438, "m": 1.0 }, { "p": 0.07583413273096085, "m": 1.0 }, { "p": 0.06852850317955017, "m": 1.0 }, { "p": 0.07096614688634872, "m": 1.0 }, { "p": 0.0756201297044754, "m": 1.0 }, { "p": 0.07493811845779419, "m": 1.0 }, { "p": 0.057078346610069275, "m": 1.0 }, { "p": 0.05413522198796272, "m": 1.0 }, { "p": 0.07336803525686264, "m": 1.0 }, { "p": 0.07650090754032135, "m": 1.0 }, { "p": 0.06542076170444489, "m": 1.0 } ] }, { "epoch": 157, "train_loss": 3.865525722503662, "val_loss": 2.976638078689575, "acc": 35.67, "f1": [ 0.6989246010780334, 0.37333324551582336, 0.3057323694229126, 0.20111726224422455, 0.14084503054618835, 0.24031001329421997, 0.3999998867511749, 0.3529410660266876, 0.3568074107170105, 0.4745761454105377, 0.1683167666196823, 0.2624998986721039, 0.36065563559532166, 0.21097040176391602, 0.2424241602420807, 0.23225797712802887, 0.3409090042114258, 0.4886362552642822, 0.29714274406433105, 0.28571417927742004, 0.5217390656471252, 0.4919354021549225, 0.3013697862625122, 0.4878047704696655, 0.6384975910186768, 0.2384614795446396, 0.2941175401210785, 0.1914892941713333, 0.49999988079071045, 0.3139533996582031, 0.40384599566459656, 0.36470577120780945, 0.32804223895072937, 0.3107568919658661, 0.32234421372413635, 0.16143491864204407, 0.31901830434799194, 0.20833326876163483, 0.198198139667511, 0.5380709171295166, 0.34482747316360474, 0.5370368957519531, 0.3727271258831024, 0.35714274644851685, 0.20512813329696655, 0.220779150724411, 0.21621613204479218, 0.4081631302833557, 0.4972374439239502, 0.44444432854652405, 0.20359273254871368, 0.3203882575035095, 0.5094338655471802, 0.5925924181938171, 0.5425531268119812, 0.14468081295490265, 0.4622640609741211, 0.34482747316360474, 0.36180898547172546, 0.31050220131874084, 0.706976592540741, 0.4311376214027405, 0.45569607615470886, 0.35602086782455444, 0.10778438299894333, 0.21904754638671875, 0.17699109017848969, 0.3841806650161743, 0.6999998688697815, 0.5784311890602112, 0.4433496594429016, 0.5643152594566345, 0.12380944937467575, 0.29319363832473755, 0.17266181111335754, 0.4594593942165375, 0.6631014943122864, 0.13924044370651245, 0.18784524500370026, 0.3248729705810547, 0.19999992847442627, 0.294820636510849, 0.6984125375747681, 0.329670250415802, 0.18079088628292084, 0.4372468888759613, 0.38834938406944275, 0.376623272895813, 0.2404370754957199, 0.2900301516056061, 0.29059821367263794, 0.48927029967308044, 0.13496926426887512, 0.26455017924308777, 0.5545453429222107, 0.4362138509750366, 0.29694315791130066, 0.30409345030784607, 0.14012733101844788, 0.38461530208587646 ], "time": 162.88978128507733, "param": [ { "p": 0.06844980269670486, "m": 1.0 }, { "p": 0.06504101306200027, "m": 1.0 }, { "p": 0.06897307187318802, "m": 1.0 }, { "p": 0.07265108823776245, "m": 1.0 }, { "p": 0.06448514014482498, "m": 1.0 }, { "p": 0.09112885594367981, "m": 1.0 }, { "p": 0.06475355476140976, "m": 1.0 }, { "p": 0.08782663196325302, "m": 1.0 }, { "p": 0.06277786940336227, "m": 1.0 }, { "p": 0.07025012373924255, "m": 1.0 }, { "p": 0.07524174451828003, "m": 1.0 }, { "p": 0.07355692982673645, "m": 1.0 }, { "p": 0.06995178759098053, "m": 1.0 }, { "p": 0.06491236388683319, "m": 1.0 } ] }, { "epoch": 158, "train_loss": 4.184749603271484, "val_loss": 2.9605324268341064, "acc": 35.55, "f1": [ 0.715908944606781, 0.4022987186908722, 0.289308100938797, 0.23376618325710297, 0.1333332657814026, 0.25396817922592163, 0.2878786623477936, 0.3775508999824524, 0.320441871881485, 0.4805193543434143, 0.1548386514186859, 0.2553190290927887, 0.33333325386047363, 0.2072538137435913, 0.2268906980752945, 0.2207791656255722, 0.34449753165245056, 0.4509802758693695, 0.3510637581348419, 0.24701185524463654, 0.5636362433433533, 0.4810125529766083, 0.40624988079071045, 0.5060239434242249, 0.6338796615600586, 0.2251655012369156, 0.2891565263271332, 0.19889496266841888, 0.4886362552642822, 0.30051806569099426, 0.390243798494339, 0.3394494354724884, 0.3578946590423584, 0.3441859781742096, 0.2816900908946991, 0.1499999463558197, 0.30409345030784607, 0.26086944341659546, 0.23478256165981293, 0.5783131122589111, 0.34782594442367554, 0.5741626024246216, 0.27678564190864563, 0.34883710741996765, 0.22608689963817596, 0.228571355342865, 0.1696968972682953, 0.49999988079071045, 0.43097633123397827, 0.4102562963962555, 0.17272719740867615, 0.34101372957229614, 0.5833331942558289, 0.6306304931640625, 0.5408161878585815, 0.13043473660945892, 0.5589519143104553, 0.35454532504081726, 0.3617020547389984, 0.3419688045978546, 0.729999840259552, 0.43678146600723267, 0.4174756109714508, 0.3529410660266876, 0.1164020448923111, 0.22834637761116028, 0.18699179589748383, 0.2929935157299042, 0.7096772789955139, 0.5906734466552734, 0.38709667325019836, 0.6057690978050232, 0.13186806440353394, 0.3523808717727661, 0.15384609997272491, 0.5517240166664124, 0.6982247233390808, 0.2275448441505432, 0.23111103475093842, 0.32298123836517334, 0.14857135713100433, 0.25675666332244873, 0.6448085904121399, 0.262857049703598, 0.22115376591682434, 0.4502616822719574, 0.43269219994544983, 0.42201822996139526, 0.22222214937210083, 0.3168315887451172, 0.3568463623523712, 0.5581393837928772, 0.20320846140384674, 0.22346359491348267, 0.5444443225860596, 0.40540531277656555, 0.3195875287055969, 0.29787227511405945, 0.2173912227153778, 0.36585354804992676 ], "time": 159.90946668200195, "param": [ { "p": 0.07130233943462372, "m": 1.0 }, { "p": 0.07758838683366776, "m": 1.0 }, { "p": 0.07031785696744919, "m": 1.0 }, { "p": 0.078087717294693, "m": 1.0 }, { "p": 0.055819813162088394, "m": 1.0 }, { "p": 0.06610189378261566, "m": 1.0 }, { "p": 0.08309511840343475, "m": 1.0 }, { "p": 0.08233340084552765, "m": 1.0 }, { "p": 0.06270428001880646, "m": 1.0 }, { "p": 0.07123641669750214, "m": 1.0 }, { "p": 0.06630461663007736, "m": 1.0 }, { "p": 0.07094687223434448, "m": 1.0 }, { "p": 0.07502344995737076, "m": 1.0 }, { "p": 0.06913783401250839, "m": 1.0 } ] }, { "epoch": 159, "train_loss": 3.8702774047851562, "val_loss": 2.667051315307617, "acc": 36.7, "f1": [ 0.6989246010780334, 0.39285704493522644, 0.29677411913871765, 0.22429899871349335, 0.13541659712791443, 0.2430938482284546, 0.40251561999320984, 0.38596484065055847, 0.34482747316360474, 0.4640882611274719, 0.22222214937210083, 0.2697673439979553, 0.320441871881485, 0.21428564190864563, 0.2636362612247467, 0.2659573554992676, 0.321428507566452, 0.5024629235267639, 0.3583814203739166, 0.2842104732990265, 0.5858584046363831, 0.4905658960342407, 0.33333322405815125, 0.518134593963623, 0.6428569555282593, 0.2436974197626114, 0.29473677277565, 0.21301770210266113, 0.4236452281475067, 0.33720916509628296, 0.48484838008880615, 0.35365843772888184, 0.30120471119880676, 0.3575417995452881, 0.3555554449558258, 0.1899440735578537, 0.31325289607048035, 0.21428565680980682, 0.2545453608036041, 0.49999991059303284, 0.33962252736091614, 0.609625518321991, 0.32258057594299316, 0.32679733633995056, 0.1789472997188568, 0.20512813329696655, 0.22093015909194946, 0.4834122061729431, 0.4639998972415924, 0.45901623368263245, 0.19780214130878448, 0.3523315489292145, 0.558139443397522, 0.5650556087493896, 0.5393257141113281, 0.1559632420539856, 0.5189187526702881, 0.36190465092658997, 0.3352600038051605, 0.32352930307388306, 0.706976592540741, 0.44670039415359497, 0.4245808720588684, 0.4022987186908722, 0.06249995529651642, 0.27678564190864563, 0.19459453225135803, 0.39795905351638794, 0.6778241395950317, 0.562211811542511, 0.4595744013786316, 0.594594419002533, 0.06349202245473862, 0.3736262619495392, 0.16249993443489075, 0.5961536765098572, 0.6853931546211243, 0.1754385232925415, 0.29074883460998535, 0.3414633274078369, 0.21513938903808594, 0.3119265139102936, 0.6511626243591309, 0.364531934261322, 0.16835011541843414, 0.47321414947509766, 0.39603951573371887, 0.4170615077018738, 0.21596238017082214, 0.3731342554092407, 0.2999999225139618, 0.5352111458778381, 0.17391297221183777, 0.3050846755504608, 0.5818180441856384, 0.4504503309726715, 0.280898779630661, 0.2868216037750244, 0.18320603668689728, 0.38216549158096313 ], "time": 159.32220794260502, "param": [ { "p": 0.07312867045402527, "m": 1.0 }, { "p": 0.07363469898700714, "m": 1.0 }, { "p": 0.07709204405546188, "m": 1.0 }, { "p": 0.07510922849178314, "m": 1.0 }, { "p": 0.07360033690929413, "m": 1.0 }, { "p": 0.05400390923023224, "m": 1.0 }, { "p": 0.06866956502199173, "m": 1.0 }, { "p": 0.06975698471069336, "m": 1.0 }, { "p": 0.0684758797287941, "m": 1.0 }, { "p": 0.07892696559429169, "m": 1.0 }, { "p": 0.07591483741998672, "m": 1.0 }, { "p": 0.07832071930170059, "m": 1.0 }, { "p": 0.06455381959676743, "m": 1.0 }, { "p": 0.06881234794855118, "m": 1.0 } ] }, { "epoch": 160, "train_loss": 2.5725579261779785, "val_loss": 2.653390884399414, "acc": 36.75, "f1": [ 0.6923075318336487, 0.43298953771591187, 0.3208555281162262, 0.20338977873325348, 0.15322573482990265, 0.2583332359790802, 0.38596484065055847, 0.4081631302833557, 0.34123215079307556, 0.4914284646511078, 0.17142851650714874, 0.25101208686828613, 0.35616424679756165, 0.24291490018367767, 0.2598869204521179, 0.24210518598556519, 0.3417084515094757, 0.4301885962486267, 0.28368785977363586, 0.2741115987300873, 0.5948716402053833, 0.4978901743888855, 0.3157894015312195, 0.5360823273658752, 0.6055043935775757, 0.24120594561100006, 0.31914883852005005, 0.23076917231082916, 0.47747737169265747, 0.30487796664237976, 0.4236452281475067, 0.336633563041687, 0.38862547278404236, 0.346320241689682, 0.32214754819869995, 0.17573215067386627, 0.34123215079307556, 0.14598533511161804, 0.25095051527023315, 0.5454543828964233, 0.3106059730052948, 0.5806450843811035, 0.3014705181121826, 0.37499991059303284, 0.23225797712802887, 0.18478251993656158, 0.19875767827033997, 0.5454543828964233, 0.5167463421821594, 0.4454544484615326, 0.21839071810245514, 0.32432422041893005, 0.575999915599823, 0.6083332300186157, 0.5263156890869141, 0.11976040154695511, 0.4894513487815857, 0.346666544675827, 0.3350784480571747, 0.34042540192604065, 0.6703909635543823, 0.49214646220207214, 0.4561401903629303, 0.3363635540008545, 0.10884349048137665, 0.17721512913703918, 0.14349770545959473, 0.3021581470966339, 0.7281104326248169, 0.5428570508956909, 0.5560973882675171, 0.5652172565460205, 0.13095231354236603, 0.39111098647117615, 0.1748633086681366, 0.6060605049133301, 0.6931816935539246, 0.16774186491966248, 0.2521738111972809, 0.3499998450279236, 0.17877088487148285, 0.22988496720790863, 0.6796115040779114, 0.3707864284515381, 0.1843317300081253, 0.4424777626991272, 0.3974357545375824, 0.42253509163856506, 0.1914892941713333, 0.37004393339157104, 0.30275216698646545, 0.5368419289588928, 0.239520862698555, 0.2541435658931732, 0.5820105075836182, 0.45887434482574463, 0.3313608467578888, 0.26262620091438293, 0.12738847732543945, 0.33802807331085205 ], "time": 163.64329224918038, "param": [ { "p": 0.07810675352811813, "m": 1.0 }, { "p": 0.06324896961450577, "m": 1.0 }, { "p": 0.0642533078789711, "m": 1.0 }, { "p": 0.07517877221107483, "m": 1.0 }, { "p": 0.06200176849961281, "m": 1.0 }, { "p": 0.07873135805130005, "m": 1.0 }, { "p": 0.07244665175676346, "m": 1.0 }, { "p": 0.07118148356676102, "m": 1.0 }, { "p": 0.07481128722429276, "m": 1.0 }, { "p": 0.0741640105843544, "m": 1.0 }, { "p": 0.07123752683401108, "m": 1.0 }, { "p": 0.07763411104679108, "m": 1.0 }, { "p": 0.07752241939306259, "m": 1.0 }, { "p": 0.05948149412870407, "m": 1.0 } ] }, { "epoch": 161, "train_loss": 3.6755669116973877, "val_loss": 2.6544196605682373, "acc": 36.3, "f1": [ 0.6736840605735779, 0.44808733463287354, 0.29743579030036926, 0.22093015909194946, 0.12182734906673431, 0.30051806569099426, 0.38271594047546387, 0.40975597500801086, 0.33816415071487427, 0.47619035840034485, 0.18064509332180023, 0.28019312024116516, 0.3101603388786316, 0.16842098534107208, 0.22680403292179108, 0.2101166695356369, 0.362499862909317, 0.4851484000682831, 0.3957218527793884, 0.2555064857006073, 0.6170212030410767, 0.4585364758968353, 0.3583814203739166, 0.5520831942558289, 0.6224488615989685, 0.2749998867511749, 0.2524271011352539, 0.23255808651447296, 0.452830046415329, 0.31746023893356323, 0.4366810917854309, 0.32472315430641174, 0.29197070002555847, 0.38190943002700806, 0.31333327293395996, 0.1503758728504181, 0.3171805441379547, 0.22222214937210083, 0.22330091893672943, 0.616278886795044, 0.36986294388771057, 0.6276593804359436, 0.29074883460998535, 0.33720916509628296, 0.236453115940094, 0.22115376591682434, 0.154929518699646, 0.5517240166664124, 0.49999988079071045, 0.45348823070526123, 0.22099439799785614, 0.34821417927742004, 0.5821594595909119, 0.6095237135887146, 0.5428570508956909, 0.13023249804973602, 0.5471696853637695, 0.3979056477546692, 0.3173430860042572, 0.35051536560058594, 0.6914892196655273, 0.43930622935295105, 0.43216070532798767, 0.3894736170768738, 0.13043470680713654, 0.20408158004283905, 0.19999992847442627, 0.3209875524044037, 0.6952788233757019, 0.526717483997345, 0.44198882579803467, 0.5999999046325684, 0.148837149143219, 0.3999998867511749, 0.11842100322246552, 0.5726140141487122, 0.6781607270240784, 0.17872333526611328, 0.2572613060474396, 0.38647329807281494, 0.1357465535402298, 0.2765956223011017, 0.6380951404571533, 0.32911381125450134, 0.2105262726545334, 0.41269823908805847, 0.4158414602279663, 0.43349742889404297, 0.1983470320701599, 0.28648641705513, 0.29166656732559204, 0.4632767140865326, 0.2413792610168457, 0.26341456174850464, 0.5888887047767639, 0.4069766402244568, 0.29268282651901245, 0.3636362552642822, 0.1650484949350357, 0.4324323236942291 ], "time": 156.77230515144765, "param": [ { "p": 0.07057230919599533, "m": 1.0 }, { "p": 0.08290588855743408, "m": 1.0 }, { "p": 0.0718141421675682, "m": 1.0 }, { "p": 0.06719638407230377, "m": 1.0 }, { "p": 0.06280078738927841, "m": 1.0 }, { "p": 0.08323676884174347, "m": 1.0 }, { "p": 0.05954248458147049, "m": 1.0 }, { "p": 0.07790841162204742, "m": 1.0 }, { "p": 0.06459607183933258, "m": 1.0 }, { "p": 0.057184770703315735, "m": 1.0 }, { "p": 0.07166239619255066, "m": 1.0 }, { "p": 0.07571196556091309, "m": 1.0 }, { "p": 0.07838919758796692, "m": 1.0 }, { "p": 0.07647834718227386, "m": 1.0 } ] }, { "epoch": 162, "train_loss": 3.686650514602661, "val_loss": 2.8750576972961426, "acc": 35.87, "f1": [ 0.7118642330169678, 0.4433496594429016, 0.32941165566444397, 0.17647051811218262, 0.12727266550064087, 0.24875615537166595, 0.3885713219642639, 0.33720916509628296, 0.364531934261322, 0.4840763211250305, 0.1818181276321411, 0.2840908169746399, 0.35051536560058594, 0.19251330196857452, 0.2488037496805191, 0.24528296291828156, 0.35897424817085266, 0.44976064562797546, 0.3276835083961487, 0.213483065366745, 0.5674417018890381, 0.5132741928100586, 0.306122362613678, 0.5268816351890564, 0.6034481525421143, 0.23414628207683563, 0.27272719144821167, 0.2037036269903183, 0.46728962659835815, 0.27777767181396484, 0.4056602716445923, 0.3444443643093109, 0.329268217086792, 0.33027511835098267, 0.3626372814178467, 0.2071712464094162, 0.37962955236434937, 0.20512813329696655, 0.2348177433013916, 0.49999988079071045, 0.3295453190803528, 0.5865383148193359, 0.3122362196445465, 0.3523808717727661, 0.1729728877544403, 0.21978014707565308, 0.2256409376859665, 0.46636757254600525, 0.525139570236206, 0.4795917272567749, 0.16901402175426483, 0.33928561210632324, 0.5860464572906494, 0.583690881729126, 0.4275861084461212, 0.13888882100582123, 0.5135133862495422, 0.3487178385257721, 0.31372541189193726, 0.3113771378993988, 0.697435736656189, 0.42931926250457764, 0.4561401903629303, 0.30337071418762207, 0.10582003742456436, 0.20930226147174835, 0.13333329558372498, 0.31627896428108215, 0.7253884673118591, 0.5699998736381531, 0.47115376591682434, 0.5682655572891235, 0.1290321946144104, 0.3147207200527191, 0.13496926426887512, 0.558139443397522, 0.6542055010795593, 0.1759258508682251, 0.22115376591682434, 0.36686381697654724, 0.18181811273097992, 0.25339359045028687, 0.666666567325592, 0.3594468832015991, 0.20720712840557098, 0.44578301906585693, 0.4245808720588684, 0.46428558230400085, 0.22471901774406433, 0.32558128237724304, 0.3364485204219818, 0.5021275877952576, 0.20833326876163483, 0.24489790201187134, 0.5227271318435669, 0.403755784034729, 0.35344812273979187, 0.32388654351234436, 0.1452513188123703, 0.3999998867511749 ], "time": 161.49845358449966, "param": [ { "p": 0.06261808425188065, "m": 1.0 }, { "p": 0.06876300275325775, "m": 1.0 }, { "p": 0.06915204226970673, "m": 1.0 }, { "p": 0.06710479408502579, "m": 1.0 }, { "p": 0.0721578449010849, "m": 1.0 }, { "p": 0.07794936001300812, "m": 1.0 }, { "p": 0.07716893404722214, "m": 1.0 }, { "p": 0.08525040000677109, "m": 1.0 }, { "p": 0.04795212671160698, "m": 1.0 }, { "p": 0.07722731679677963, "m": 1.0 }, { "p": 0.07542165368795395, "m": 1.0 }, { "p": 0.0651191845536232, "m": 1.0 }, { "p": 0.08325332403182983, "m": 1.0 }, { "p": 0.07086198776960373, "m": 1.0 } ] }, { "epoch": 163, "train_loss": 3.7472755908966064, "val_loss": 2.6763970851898193, "acc": 36.81, "f1": [ 0.609053373336792, 0.40298497676849365, 0.326315701007843, 0.2762430012226105, 0.1494252234697342, 0.23255810141563416, 0.36144572496414185, 0.3723403513431549, 0.3489931523799896, 0.45833322405815125, 0.188888818025589, 0.2820512056350708, 0.32520318031311035, 0.23321551084518433, 0.2736841142177582, 0.24528293311595917, 0.3736262619495392, 0.44444432854652405, 0.3727271258831024, 0.2843601107597351, 0.5963301062583923, 0.49785396456718445, 0.33497530221939087, 0.5714284777641296, 0.6044443249702454, 0.2658958435058594, 0.28571417927742004, 0.23703695833683014, 0.48623839020729065, 0.262857049703598, 0.42682915925979614, 0.33333322405815125, 0.366812139749527, 0.3576158285140991, 0.34977567195892334, 0.17391295731067657, 0.32978713512420654, 0.22916659712791443, 0.19999994337558746, 0.535519003868103, 0.30208322405815125, 0.5743588209152222, 0.3196346163749695, 0.35687726736068726, 0.1965317279100418, 0.18823520839214325, 0.22222214937210083, 0.48510628938674927, 0.5303866267204285, 0.4699452221393585, 0.18957340717315674, 0.3408070504665375, 0.5769229531288147, 0.5970147848129272, 0.5402297377586365, 0.13265299797058105, 0.5202310085296631, 0.3619908392429352, 0.36904752254486084, 0.3493974804878235, 0.6831682324409485, 0.45263150334358215, 0.42452818155288696, 0.3319500982761383, 0.17857138812541962, 0.26086944341659546, 0.08571423590183258, 0.36842095851898193, 0.6899562478065491, 0.5517240166664124, 0.5136610269546509, 0.6030149459838867, 0.13559316098690033, 0.378378301858902, 0.13513506948947906, 0.587719202041626, 0.6907215118408203, 0.15873010456562042, 0.2243901938199997, 0.2999998927116394, 0.20289847254753113, 0.2659573554992676, 0.649214506149292, 0.3116881847381592, 0.2485205978155136, 0.4666665494441986, 0.41314542293548584, 0.4615383446216583, 0.2105262726545334, 0.2765956223011017, 0.3524228036403656, 0.5099998712539673, 0.22346359491348267, 0.2512076497077942, 0.5621620416641235, 0.44559577107429504, 0.36714968085289, 0.31858399510383606, 0.1554403454065323, 0.40404030680656433 ], "time": 161.25219787750393, "param": [ { "p": 0.06556268036365509, "m": 1.0 }, { "p": 0.07681436091661453, "m": 1.0 }, { "p": 0.0744335949420929, "m": 1.0 }, { "p": 0.05954863131046295, "m": 1.0 }, { "p": 0.07532770186662674, "m": 1.0 }, { "p": 0.07906941324472427, "m": 1.0 }, { "p": 0.06755352020263672, "m": 1.0 }, { "p": 0.07324863970279694, "m": 1.0 }, { "p": 0.07780054956674576, "m": 1.0 }, { "p": 0.06576252728700638, "m": 1.0 }, { "p": 0.07193838059902191, "m": 1.0 }, { "p": 0.06929909437894821, "m": 1.0 }, { "p": 0.07081691920757294, "m": 1.0 }, { "p": 0.0728239193558693, "m": 1.0 } ] }, { "epoch": 164, "train_loss": 3.481908082962036, "val_loss": 2.6720948219299316, "acc": 36.33, "f1": [ 0.666666567325592, 0.4299998879432678, 0.3101603388786316, 0.17931029200553894, 0.16161610186100006, 0.2524271011352539, 0.3936169147491455, 0.38139525055885315, 0.3168315887451172, 0.4808742105960846, 0.14965979754924774, 0.22929932177066803, 0.35443025827407837, 0.1891890913248062, 0.21649475395679474, 0.22459883987903595, 0.300429105758667, 0.4854367673397064, 0.3523808717727661, 0.2658226788043976, 0.575107216835022, 0.5128203630447388, 0.2999998927116394, 0.5165561437606812, 0.6009388566017151, 0.2456139326095581, 0.2944161295890808, 0.2477063536643982, 0.44444429874420166, 0.27615058422088623, 0.372548907995224, 0.3636362552642822, 0.36559128761291504, 0.3838382363319397, 0.3636362850666046, 0.119999960064888, 0.3267325758934021, 0.20588228106498718, 0.26244333386421204, 0.5324673652648926, 0.2644627094268799, 0.6217615604400635, 0.30697670578956604, 0.33823519945144653, 0.23134320974349976, 0.19767434895038605, 0.2302630990743637, 0.5045870542526245, 0.5229355692863464, 0.45054933428764343, 0.20388342440128326, 0.3370785713195801, 0.5974025130271912, 0.5962262749671936, 0.49999988079071045, 0.11688306927680969, 0.48535552620887756, 0.3523808717727661, 0.3975153863430023, 0.32989683747291565, 0.6730768084526062, 0.45263150334358215, 0.43243229389190674, 0.41610726714134216, 0.15686269104480743, 0.21686740219593048, 0.1650484949350357, 0.31325289607048035, 0.728155255317688, 0.5491801500320435, 0.46428558230400085, 0.5872339010238647, 0.09032251685857773, 0.2722512185573578, 0.13043473660945892, 0.5477177500724792, 0.6266093254089355, 0.17142851650714874, 0.19047611951828003, 0.360248327255249, 0.14659680426120758, 0.2833332419395447, 0.666666567325592, 0.3208555281162262, 0.20192298293113708, 0.42512065172195435, 0.40609124302864075, 0.41095879673957825, 0.16666659712791443, 0.39495787024497986, 0.2444443702697754, 0.4730289578437805, 0.1898733526468277, 0.23684203624725342, 0.5572138428688049, 0.41666656732559204, 0.33918121457099915, 0.321428507566452, 0.11428564786911011, 0.4615383446216583 ], "time": 161.29359507653862, "param": [ { "p": 0.08046663552522659, "m": 1.0 }, { "p": 0.06693848222494125, "m": 1.0 }, { "p": 0.07458023726940155, "m": 1.0 }, { "p": 0.07503707706928253, "m": 1.0 }, { "p": 0.07097718864679337, "m": 1.0 }, { "p": 0.08165407180786133, "m": 1.0 }, { "p": 0.07333481311798096, "m": 1.0 }, { "p": 0.0683402568101883, "m": 1.0 }, { "p": 0.07221324741840363, "m": 1.0 }, { "p": 0.07683049887418747, "m": 1.0 }, { "p": 0.06287363171577454, "m": 1.0 }, { "p": 0.07123835384845734, "m": 1.0 }, { "p": 0.059307027608156204, "m": 1.0 }, { "p": 0.06620847433805466, "m": 1.0 } ] }, { "epoch": 165, "train_loss": 3.8864173889160156, "val_loss": 2.665322780609131, "acc": 36.95, "f1": [ 0.697435736656189, 0.3295453190803528, 0.24761897325515747, 0.2485205978155136, 0.1126759946346283, 0.2543858587741852, 0.35582810640335083, 0.40999990701675415, 0.331707239151001, 0.4819276034832001, 0.1694914698600769, 0.24107137322425842, 0.36111101508140564, 0.24083760380744934, 0.26455017924308777, 0.23166018724441528, 0.35582810640335083, 0.4672130346298218, 0.37185919284820557, 0.29268282651901245, 0.6553670763969421, 0.5073169469833374, 0.3286384046077728, 0.487499862909317, 0.6229507327079773, 0.2702701687812805, 0.2792791724205017, 0.26341456174850464, 0.4377357065677643, 0.2954544425010681, 0.3354036211967468, 0.3157894015312195, 0.3301886022090912, 0.4170211851596832, 0.33333325386047363, 0.14965979754924774, 0.3247862458229065, 0.2444443702697754, 0.20720712840557098, 0.5360823273658752, 0.3285022974014282, 0.6627905368804932, 0.33333322405815125, 0.38135582208633423, 0.19230762124061584, 0.21428565680980682, 0.24175815284252167, 0.4792625606060028, 0.49999988079071045, 0.48535552620887756, 0.193548321723938, 0.3363635540008545, 0.5887445211410522, 0.5858584046363831, 0.5123152136802673, 0.1706160604953766, 0.5825241804122925, 0.4042551815509796, 0.36521732807159424, 0.37288129329681396, 0.6903551816940308, 0.41758227348327637, 0.45918354392051697, 0.30567678809165955, 0.16901402175426483, 0.2754489779472351, 0.20224712789058685, 0.329670250415802, 0.6550217270851135, 0.5140844583511353, 0.4780486822128296, 0.5565216541290283, 0.10666660219430923, 0.3421051502227783, 0.18264833092689514, 0.6153844594955444, 0.6597937345504761, 0.19459453225135803, 0.2234041839838028, 0.34554967284202576, 0.2062779664993286, 0.2127659022808075, 0.6666665077209473, 0.3555554449558258, 0.2173912227153778, 0.5060239434242249, 0.4086955785751343, 0.4487804174423218, 0.2275448441505432, 0.32061058282852173, 0.31999990344047546, 0.4978164732456207, 0.22966498136520386, 0.23966935276985168, 0.6103284358978271, 0.4651161730289459, 0.3068782389163971, 0.3248729705810547, 0.18292675912380219, 0.3934425115585327 ], "time": 159.7875828994438, "param": [ { "p": 0.06405916064977646, "m": 1.0 }, { "p": 0.06739090383052826, "m": 1.0 }, { "p": 0.07342291623353958, "m": 1.0 }, { "p": 0.07856875658035278, "m": 1.0 }, { "p": 0.06754240393638611, "m": 1.0 }, { "p": 0.0803321823477745, "m": 1.0 }, { "p": 0.08627242594957352, "m": 1.0 }, { "p": 0.05713016539812088, "m": 1.0 }, { "p": 0.07757925242185593, "m": 1.0 }, { "p": 0.0729696974158287, "m": 1.0 }, { "p": 0.05147721990942955, "m": 1.0 }, { "p": 0.0670086145401001, "m": 1.0 }, { "p": 0.08562295883893967, "m": 1.0 }, { "p": 0.07062334567308426, "m": 1.0 } ] }, { "epoch": 166, "train_loss": 3.754206657409668, "val_loss": 2.534968614578247, "acc": 36.05, "f1": [ 0.6448596715927124, 0.3999999165534973, 0.3199998736381531, 0.24734973907470703, 0.13999994099140167, 0.24299058318138123, 0.3468207120895386, 0.3861384987831116, 0.31818172335624695, 0.47474732995033264, 0.19101116061210632, 0.22292988002300262, 0.29268285632133484, 0.21428564190864563, 0.23529402911663055, 0.20175431668758392, 0.32402223348617554, 0.3999998867511749, 0.29677411913871765, 0.30909082293510437, 0.5999999046325684, 0.4626865088939667, 0.35502949357032776, 0.4772725999355316, 0.5951218605041504, 0.27777770161628723, 0.2686566412448883, 0.20437949895858765, 0.4499998688697815, 0.28440356254577637, 0.3697478175163269, 0.3529410660266876, 0.34224584698677063, 0.33480167388916016, 0.3166666030883789, 0.11538457125425339, 0.36065563559532166, 0.246575266122818, 0.1398600935935974, 0.5316454172134399, 0.3300969898700714, 0.5769229531288147, 0.3157894015312195, 0.3483870029449463, 0.23003189265727997, 0.22222214937210083, 0.24778753519058228, 0.48510628938674927, 0.5098037719726562, 0.4705881178379059, 0.22818784415721893, 0.2888887822628021, 0.5887848734855652, 0.6457397937774658, 0.5483869910240173, 0.14130428433418274, 0.5514017343521118, 0.37908485531806946, 0.390243798494339, 0.36956506967544556, 0.6878305077552795, 0.48387083411216736, 0.4299998879432678, 0.36065563559532166, 0.11920525878667831, 0.2091502547264099, 0.17910441756248474, 0.32820504903793335, 0.6779659986495972, 0.5092249512672424, 0.4788731336593628, 0.530201256275177, 0.07947013527154922, 0.3186812400817871, 0.10769226402044296, 0.595959484577179, 0.6565654873847961, 0.1734103411436081, 0.24630534648895264, 0.3764704465866089, 0.20134222507476807, 0.2288556545972824, 0.6956520080566406, 0.28235283493995667, 0.21794864535331726, 0.4018690288066864, 0.38974347710609436, 0.3797467052936554, 0.16867463290691376, 0.33003294467926025, 0.2838708758354187, 0.44827574491500854, 0.19230762124061584, 0.2512076497077942, 0.5851062536239624, 0.4122805893421173, 0.28187909722328186, 0.3314284682273865, 0.11851847171783447, 0.40384599566459656 ], "time": 163.71641481108963, "param": [ { "p": 0.061114419251680374, "m": 1.0 }, { "p": 0.06753546744585037, "m": 1.0 }, { "p": 0.07132178544998169, "m": 1.0 }, { "p": 0.07897696644067764, "m": 1.0 }, { "p": 0.0684811994433403, "m": 1.0 }, { "p": 0.07563243806362152, "m": 1.0 }, { "p": 0.08589860051870346, "m": 1.0 }, { "p": 0.0718577578663826, "m": 1.0 }, { "p": 0.07291693240404129, "m": 1.0 }, { "p": 0.06941952556371689, "m": 1.0 }, { "p": 0.0668572336435318, "m": 1.0 }, { "p": 0.05649413913488388, "m": 1.0 }, { "p": 0.07324861735105515, "m": 1.0 }, { "p": 0.08024492114782333, "m": 1.0 } ] }, { "epoch": 167, "train_loss": 4.283408164978027, "val_loss": 2.842046022415161, "acc": 35.81, "f1": [ 0.7199998497962952, 0.40350866317749023, 0.3199998736381531, 0.2566370666027069, 0.15172408521175385, 0.23107562959194183, 0.3529410660266876, 0.37499985098838806, 0.32402223348617554, 0.42352932691574097, 0.1194029375910759, 0.22330091893672943, 0.24539868533611298, 0.23376618325710297, 0.2583731412887573, 0.24999989569187164, 0.31155768036842346, 0.4903845191001892, 0.36458322405815125, 0.2807016372680664, 0.5674417018890381, 0.44198882579803467, 0.30857133865356445, 0.4774192273616791, 0.613065242767334, 0.23684203624725342, 0.2929935157299042, 0.1777777075767517, 0.46231144666671753, 0.31730762124061584, 0.3459458649158478, 0.3370785713195801, 0.3253011107444763, 0.3251230716705322, 0.32615378499031067, 0.18579228222370148, 0.3301886022090912, 0.21951214969158173, 0.2723734676837921, 0.556212842464447, 0.3152708411216736, 0.5754715800285339, 0.34224584698677063, 0.35135123133659363, 0.21893484890460968, 0.2181817591190338, 0.22950810194015503, 0.49765241146087646, 0.44670039415359497, 0.45581385493278503, 0.18823520839214325, 0.3431951701641083, 0.5972849726676941, 0.5957446098327637, 0.4919784665107727, 0.13445371389389038, 0.49549540877342224, 0.3793102204799652, 0.336633563041687, 0.3157894015312195, 0.7014216780662537, 0.43243229389190674, 0.4236452281475067, 0.3699420988559723, 0.12380944937467575, 0.2333332598209381, 0.1696968972682953, 0.3568074107170105, 0.6751053929328918, 0.5514401793479919, 0.43362823128700256, 0.5743588209152222, 0.056337978690862656, 0.2886596620082855, 0.16666661202907562, 0.5477177500724792, 0.6082947254180908, 0.11764698475599289, 0.2790696918964386, 0.36458322405815125, 0.18823520839214325, 0.21374039351940155, 0.6696831583976746, 0.2944161295890808, 0.2048192024230957, 0.3981480300426483, 0.38043469190597534, 0.4533332288265228, 0.18713442981243134, 0.36507928371429443, 0.32051271200180054, 0.5071768760681152, 0.15757569670677185, 0.23076915740966797, 0.5528453588485718, 0.38848912715911865, 0.2547769844532013, 0.29437223076820374, 0.1656804084777832, 0.37804868817329407 ], "time": 160.87460298184305, "param": [ { "p": 0.06583380699157715, "m": 1.0 }, { "p": 0.07152818143367767, "m": 1.0 }, { "p": 0.08358563482761383, "m": 1.0 }, { "p": 0.07017741352319717, "m": 1.0 }, { "p": 0.06545313447713852, "m": 1.0 }, { "p": 0.07115733623504639, "m": 1.0 }, { "p": 0.08956701308488846, "m": 1.0 }, { "p": 0.06278619915246964, "m": 1.0 }, { "p": 0.0746244490146637, "m": 1.0 }, { "p": 0.05327199026942253, "m": 1.0 }, { "p": 0.07211574912071228, "m": 1.0 }, { "p": 0.07463544607162476, "m": 1.0 }, { "p": 0.0704362541437149, "m": 1.0 }, { "p": 0.07482727617025375, "m": 1.0 } ] }, { "epoch": 168, "train_loss": 3.970227003097534, "val_loss": 2.5625381469726562, "acc": 35.44, "f1": [ 0.6701029539108276, 0.41474640369415283, 0.23204411566257477, 0.15555550158023834, 0.15894033014774323, 0.31390124559402466, 0.3575417995452881, 0.40206170082092285, 0.3362067937850952, 0.43835610151290894, 0.18604646623134613, 0.21568621695041656, 0.3351954519748688, 0.20930226147174835, 0.24390235543251038, 0.19209031760692596, 0.33918121457099915, 0.49999988079071045, 0.324607253074646, 0.27338123321533203, 0.5767440795898438, 0.447552353143692, 0.32231393456459045, 0.5027931928634644, 0.590908944606781, 0.24096375703811646, 0.335570365190506, 0.1909089982509613, 0.5023695826530457, 0.3440859317779541, 0.35714277625083923, 0.3470318615436554, 0.3209875524044037, 0.2965778410434723, 0.31034475564956665, 0.18587355315685272, 0.34523800015449524, 0.1818181276321411, 0.1777777075767517, 0.5135133862495422, 0.3272726535797119, 0.5686272978782654, 0.2976743280887604, 0.30331745743751526, 0.23684203624725342, 0.22222213447093964, 0.17708326876163483, 0.45581385493278503, 0.46009382605552673, 0.31081071496009827, 0.17829450964927673, 0.294820636510849, 0.5936071872711182, 0.5274723768234253, 0.5418717861175537, 0.15662643313407898, 0.48611101508140564, 0.38636353611946106, 0.30578503012657166, 0.28099164366722107, 0.7244896292686462, 0.37735840678215027, 0.4154588282108307, 0.3841058313846588, 0.10404618829488754, 0.2512076497077942, 0.16249993443489075, 0.3225805461406708, 0.6952788233757019, 0.5820105075836182, 0.4845814108848572, 0.5743588209152222, 0.1481480747461319, 0.33333325386047363, 0.13513506948947906, 0.587155818939209, 0.6407765746116638, 0.2094240039587021, 0.22619038820266724, 0.3850930631160736, 0.1843317300081253, 0.2525251507759094, 0.7227722406387329, 0.3286384046077728, 0.18181809782981873, 0.3892616331577301, 0.4299998879432678, 0.38095223903656006, 0.21004560589790344, 0.3269961178302765, 0.29437223076820374, 0.47257372736930847, 0.18604643642902374, 0.2403845638036728, 0.5198236703872681, 0.43518510460853577, 0.3316582143306732, 0.3555554449558258, 0.13872826099395752, 0.3924049437046051 ], "time": 160.70721310004592, "param": [ { "p": 0.08178338408470154, "m": 1.0 }, { "p": 0.06960669159889221, "m": 1.0 }, { "p": 0.07214934378862381, "m": 1.0 }, { "p": 0.07651738077402115, "m": 1.0 }, { "p": 0.0642792358994484, "m": 1.0 }, { "p": 0.07042574882507324, "m": 1.0 }, { "p": 0.05249695107340813, "m": 1.0 }, { "p": 0.0767463892698288, "m": 1.0 }, { "p": 0.05998930707573891, "m": 1.0 }, { "p": 0.067510686814785, "m": 1.0 }, { "p": 0.07883835583925247, "m": 1.0 }, { "p": 0.0802973285317421, "m": 1.0 }, { "p": 0.06509470194578171, "m": 1.0 }, { "p": 0.08426455408334732, "m": 1.0 } ] }, { "epoch": 169, "train_loss": 3.0331404209136963, "val_loss": 2.621802568435669, "acc": 35.78, "f1": [ 0.6927372813224792, 0.3867923319339752, 0.2694299519062042, 0.21468918025493622, 0.16814152896404266, 0.24137921631336212, 0.37499985098838806, 0.3765689730644226, 0.3111110329627991, 0.4311925768852234, 0.16455689072608948, 0.2433861643075943, 0.3516482412815094, 0.1734103411436081, 0.19626161456108093, 0.21989519894123077, 0.327868789434433, 0.4705881178379059, 0.34999990463256836, 0.2475246638059616, 0.6009388566017151, 0.46808499097824097, 0.3636362552642822, 0.48780474066734314, 0.6116504073143005, 0.210526242852211, 0.3131312429904938, 0.22950810194015503, 0.49999988079071045, 0.2842104732990265, 0.3999998867511749, 0.3738316595554352, 0.28571420907974243, 0.3277309536933899, 0.35051536560058594, 0.1395348161458969, 0.34254133701324463, 0.1916666179895401, 0.1657457947731018, 0.5227271318435669, 0.33720916509628296, 0.6288658380508423, 0.27338123321533203, 0.33333322405815125, 0.24175815284252167, 0.19791658222675323, 0.14173223078250885, 0.45551592111587524, 0.5230767726898193, 0.3694266378879547, 0.1898733526468277, 0.28275856375694275, 0.4864863455295563, 0.587155818939209, 0.5327867269515991, 0.12499994039535522, 0.5230768322944641, 0.3926379084587097, 0.3850930631160736, 0.3147207200527191, 0.6583332419395447, 0.4565216302871704, 0.43269219994544983, 0.35416656732559204, 0.13265299797058105, 0.2340424805879593, 0.1898733526468277, 0.3272726535797119, 0.7155961990356445, 0.5539904832839966, 0.4408600926399231, 0.5818180441856384, 0.11510787159204483, 0.31730762124061584, 0.16438350081443787, 0.5904760956764221, 0.6666665077209473, 0.22093015909194946, 0.2374998927116394, 0.34449753165245056, 0.20960691571235657, 0.2545453906059265, 0.6666665077209473, 0.2938774824142456, 0.19565211236476898, 0.4358973503112793, 0.3923443853855133, 0.4086955785751343, 0.19780214130878448, 0.3076922297477722, 0.2918148636817932, 0.5414363145828247, 0.10778438299894333, 0.253807008266449, 0.525345504283905, 0.40384599566459656, 0.2843601107597351, 0.31279608607292175, 0.20430098474025726, 0.4024389386177063 ], "time": 161.68859409261495, "param": [ { "p": 0.08054834604263306, "m": 1.0 }, { "p": 0.09108570963144302, "m": 1.0 }, { "p": 0.061700332909822464, "m": 1.0 }, { "p": 0.06109581142663956, "m": 1.0 }, { "p": 0.06283389031887054, "m": 1.0 }, { "p": 0.08241988718509674, "m": 1.0 }, { "p": 0.06986386328935623, "m": 1.0 }, { "p": 0.07394425570964813, "m": 1.0 }, { "p": 0.07398945093154907, "m": 1.0 }, { "p": 0.056130364537239075, "m": 1.0 }, { "p": 0.059263404458761215, "m": 1.0 }, { "p": 0.06346525251865387, "m": 1.0 }, { "p": 0.08164439350366592, "m": 1.0 }, { "p": 0.08201506733894348, "m": 1.0 } ] }, { "epoch": 170, "train_loss": 3.1351852416992188, "val_loss": 2.541759729385376, "acc": 36.01, "f1": [ 0.6631577014923096, 0.3999998867511749, 0.26666659116744995, 0.13836471736431122, 0.1576354056596756, 0.264406681060791, 0.35675665736198425, 0.3468207120895386, 0.33789944648742676, 0.4489794969558716, 0.19277101755142212, 0.22929932177066803, 0.33333322405815125, 0.22608689963817596, 0.24454142153263092, 0.208791121840477, 0.32558128237724304, 0.5296802520751953, 0.33548372983932495, 0.24786315858364105, 0.5714284777641296, 0.4319247901439667, 0.3414633274078369, 0.5189187526702881, 0.6448085904121399, 0.18461529910564423, 0.21453280746936798, 0.19101116061210632, 0.4401912987232208, 0.31999990344047546, 0.4338623583316803, 0.3853210210800171, 0.3171805441379547, 0.3251230716705322, 0.3431371748447418, 0.19636358320713043, 0.3352600038051605, 0.274914026260376, 0.22471901774406433, 0.5549131631851196, 0.36649200320243835, 0.5846152901649475, 0.3285022974014282, 0.31746023893356323, 0.22727267444133759, 0.2061854749917984, 0.20588228106498718, 0.4864863455295563, 0.535519003868103, 0.45263150334358215, 0.16560502350330353, 0.3058822751045227, 0.5775399804115295, 0.5948716402053833, 0.5479451417922974, 0.1229049563407898, 0.5247147083282471, 0.3247862458229065, 0.2941175401210785, 0.3586955666542053, 0.6931816935539246, 0.47393354773521423, 0.45197728276252747, 0.36046499013900757, 0.10687018185853958, 0.2138364166021347, 0.17610056698322296, 0.30952370166778564, 0.7512193918228149, 0.5865383148193359, 0.5111110210418701, 0.585152804851532, 0.15228420495986938, 0.28571417927742004, 0.13559316098690033, 0.5936071872711182, 0.6097559332847595, 0.16304342448711395, 0.15950913727283478, 0.3657141625881195, 0.16744180023670197, 0.2741115987300873, 0.6260868310928345, 0.34999990463256836, 0.17307688295841217, 0.4541061818599701, 0.39622631669044495, 0.40350866317749023, 0.18181811273097992, 0.35627520084381104, 0.29189181327819824, 0.5454543828964233, 0.21198150515556335, 0.25339359045028687, 0.5645932555198669, 0.4552844762802124, 0.3584904372692108, 0.30057793855667114, 0.1869158148765564, 0.39999985694885254 ], "time": 160.63825616426766, "param": [ { "p": 0.07088340818881989, "m": 1.0 }, { "p": 0.06235529109835625, "m": 1.0 }, { "p": 0.08705319464206696, "m": 1.0 }, { "p": 0.0762365460395813, "m": 1.0 }, { "p": 0.04367940500378609, "m": 1.0 }, { "p": 0.07034362107515335, "m": 1.0 }, { "p": 0.06385521590709686, "m": 1.0 }, { "p": 0.06991400569677353, "m": 1.0 }, { "p": 0.06730925291776657, "m": 1.0 }, { "p": 0.06785523891448975, "m": 1.0 }, { "p": 0.06951317191123962, "m": 1.0 }, { "p": 0.07964469492435455, "m": 1.0 }, { "p": 0.07864722609519958, "m": 1.0 }, { "p": 0.0927097275853157, "m": 1.0 } ] }, { "epoch": 171, "train_loss": 3.5556833744049072, "val_loss": 2.6287455558776855, "acc": 35.94, "f1": [ 0.7078649997711182, 0.4315788447856903, 0.29665064811706543, 0.19230762124061584, 0.14583328366279602, 0.2797926664352417, 0.3647797703742981, 0.3295453190803528, 0.36111101508140564, 0.46391740441322327, 0.1395348310470581, 0.20600852370262146, 0.3824700117111206, 0.20264311134815216, 0.2697673439979553, 0.20512813329696655, 0.39106133580207825, 0.4585364758968353, 0.37499991059303284, 0.25510191917419434, 0.6116504073143005, 0.4907405972480774, 0.34554967284202576, 0.5121949315071106, 0.5531913042068481, 0.23357655107975006, 0.2635658085346222, 0.18253962695598602, 0.5149698853492737, 0.3157894015312195, 0.3755101263523102, 0.4044942855834961, 0.3793102502822876, 0.38578668236732483, 0.3282441794872284, 0.14606735110282898, 0.2914571762084961, 0.22772268950939178, 0.21568621695041656, 0.5654449462890625, 0.35532984137535095, 0.6077346205711365, 0.335570365190506, 0.3171805441379547, 0.2658958435058594, 0.18309852480888367, 0.1843317300081253, 0.5076140761375427, 0.43438899517059326, 0.4410255253314972, 0.1818181276321411, 0.2957197427749634, 0.5726140141487122, 0.6060605049133301, 0.4566209018230438, 0.1454544961452484, 0.5119998455047607, 0.3516482412815094, 0.35294109582901, 0.3553718030452728, 0.689361572265625, 0.4692735970020294, 0.44311365485191345, 0.3625729978084564, 0.14977967739105225, 0.22325573861598969, 0.17796602845191956, 0.26666659116744995, 0.756756603717804, 0.5820105075836182, 0.4491977095603943, 0.5499998927116394, 0.10404618829488754, 0.34905651211738586, 0.1162789985537529, 0.5575219988822937, 0.6701029539108276, 0.2021275758743286, 0.3025209605693817, 0.35483860969543457, 0.194871723651886, 0.28099164366722107, 0.702702522277832, 0.3318384885787964, 0.20388342440128326, 0.44444429874420166, 0.3740456998348236, 0.40174663066864014, 0.21463409066200256, 0.31858402490615845, 0.3351954519748688, 0.5106382369995117, 0.16184966266155243, 0.2256409376859665, 0.5730992555618286, 0.4077668786048889, 0.24324317276477814, 0.32804223895072937, 0.18999992311000824, 0.390243798494339 ], "time": 160.5527892196551, "param": [ { "p": 0.0690235048532486, "m": 1.0 }, { "p": 0.07638970762491226, "m": 1.0 }, { "p": 0.0699656531214714, "m": 1.0 }, { "p": 0.07825031876564026, "m": 1.0 }, { "p": 0.06499877572059631, "m": 1.0 }, { "p": 0.06765031814575195, "m": 1.0 }, { "p": 0.07348894327878952, "m": 1.0 }, { "p": 0.0662071630358696, "m": 1.0 }, { "p": 0.08363918215036392, "m": 1.0 }, { "p": 0.0788627341389656, "m": 1.0 }, { "p": 0.07710523903369904, "m": 1.0 }, { "p": 0.050395820289850235, "m": 1.0 }, { "p": 0.06215071305632591, "m": 1.0 }, { "p": 0.08187191933393478, "m": 1.0 } ] }, { "epoch": 172, "train_loss": 3.722336769104004, "val_loss": 2.6484920978546143, "acc": 36.34, "f1": [ 0.6859902143478394, 0.419999897480011, 0.23170723021030426, 0.19277101755142212, 0.1792452037334442, 0.24999992549419403, 0.4226802885532379, 0.3443707227706909, 0.3798881769180298, 0.4415583312511444, 0.19230762124061584, 0.26728102564811707, 0.3111110329627991, 0.21714277565479279, 0.1654134839773178, 0.21839071810245514, 0.36046499013900757, 0.49999988079071045, 0.3409090042114258, 0.2605363130569458, 0.6403939127922058, 0.5066665410995483, 0.3196346163749695, 0.4949493706226349, 0.5999999046325684, 0.2622949779033661, 0.28220847249031067, 0.23134320974349976, 0.553672194480896, 0.36464083194732666, 0.4253392219543457, 0.3555554449558258, 0.34449753165245056, 0.3495934009552002, 0.3465345501899719, 0.16216209530830383, 0.29850736260414124, 0.10769226402044296, 0.246575266122818, 0.5269460082054138, 0.3551400303840637, 0.5579397678375244, 0.2967032194137573, 0.33108100295066833, 0.2620086967945099, 0.21186435222625732, 0.22093015909194946, 0.4402983784675598, 0.4598929286003113, 0.4974091649055481, 0.19672125577926636, 0.3469386696815491, 0.5140561461448669, 0.6010927557945251, 0.5176470279693604, 0.15151509642601013, 0.506122350692749, 0.3692306876182556, 0.3643723726272583, 0.3318776488304138, 0.6297871470451355, 0.4142010807991028, 0.43037962913513184, 0.35955044627189636, 0.1556885540485382, 0.2555064857006073, 0.14364632964134216, 0.24516120553016663, 0.7085200548171997, 0.5727698802947998, 0.45901623368263245, 0.5749999284744263, 0.11180117726325989, 0.38848912715911865, 0.16363631188869476, 0.5511109828948975, 0.653658390045166, 0.16774186491966248, 0.22105254232883453, 0.3315507173538208, 0.19298237562179565, 0.24528293311595917, 0.6728971004486084, 0.3699999153614044, 0.19883033633232117, 0.40926632285118103, 0.4324323236942291, 0.42051267623901367, 0.19047611951828003, 0.35573115944862366, 0.24390235543251038, 0.5242717266082764, 0.15384607017040253, 0.2288556545972824, 0.5658535361289978, 0.43678146600723267, 0.24999992549419403, 0.3068180978298187, 0.11764701455831528, 0.33823519945144653 ], "time": 162.6870937962085, "param": [ { "p": 0.06996053457260132, "m": 1.0 }, { "p": 0.07714078575372696, "m": 1.0 }, { "p": 0.07833492010831833, "m": 1.0 }, { "p": 0.05845055356621742, "m": 1.0 }, { "p": 0.07062117010354996, "m": 1.0 }, { "p": 0.07303910702466965, "m": 1.0 }, { "p": 0.07979422807693481, "m": 1.0 }, { "p": 0.0704277902841568, "m": 1.0 }, { "p": 0.06959840655326843, "m": 1.0 }, { "p": 0.07219123095273972, "m": 1.0 }, { "p": 0.06884370744228363, "m": 1.0 }, { "p": 0.06410578638315201, "m": 1.0 }, { "p": 0.07170417159795761, "m": 1.0 }, { "p": 0.07578762620687485, "m": 1.0 } ] }, { "epoch": 173, "train_loss": 3.158015727996826, "val_loss": 2.8949010372161865, "acc": 35.9, "f1": [ 0.6635069251060486, 0.3787877857685089, 0.2456139326095581, 0.20192298293113708, 0.15853650867938995, 0.23529404401779175, 0.4195120930671692, 0.3636362552642822, 0.3435581922531128, 0.4731181561946869, 0.22346359491348267, 0.2264150083065033, 0.3435581922531128, 0.23809517920017242, 0.24137921631336212, 0.22891558706760406, 0.36607131361961365, 0.4810125231742859, 0.35616424679756165, 0.2812499403953552, 0.636871337890625, 0.4428570568561554, 0.3096773326396942, 0.4720495045185089, 0.6054052114486694, 0.23414628207683563, 0.2393161654472351, 0.2121211439371109, 0.4855490028858185, 0.30097079277038574, 0.3456788659095764, 0.3409089744091034, 0.3196346163749695, 0.33333322405815125, 0.2891565263271332, 0.15384607017040253, 0.33548372983932495, 0.15116271376609802, 0.26666656136512756, 0.5730335712432861, 0.31050220131874084, 0.5302324295043945, 0.3249998986721039, 0.29677414894104004, 0.2677164673805237, 0.16267937421798706, 0.11678826063871384, 0.4557822048664093, 0.4835163354873657, 0.43846145272254944, 0.22099439799785614, 0.31410250067710876, 0.4508668780326843, 0.5643563270568848, 0.5446427464485168, 0.1481480747461319, 0.5730335712432861, 0.3487178385257721, 0.32116779685020447, 0.3399999141693115, 0.6702126860618591, 0.45714274048805237, 0.4123710095882416, 0.3627450466156006, 0.1558440923690796, 0.2258063703775406, 0.15172408521175385, 0.32335323095321655, 0.7117116451263428, 0.5638765096664429, 0.43902426958084106, 0.5244754552841187, 0.09459453821182251, 0.3442622125148773, 0.1395348310470581, 0.5769229531288147, 0.6532661318778992, 0.14965979754924774, 0.22459883987903595, 0.3703702688217163, 0.2456139326095581, 0.29523801803588867, 0.7064675688743591, 0.3414633274078369, 0.19883033633232117, 0.4352940320968628, 0.45128190517425537, 0.44559577107429504, 0.1126759946346283, 0.36714968085289, 0.28019312024116516, 0.47004595398902893, 0.14965979754924774, 0.23115570843219757, 0.5471696853637695, 0.4160583019256592, 0.3316582143306732, 0.3179915249347687, 0.14342623949050903, 0.4699452221393585 ], "time": 160.84369930066168, "param": [ { "p": 0.07319534569978714, "m": 1.0 }, { "p": 0.061259157955646515, "m": 1.0 }, { "p": 0.07352049648761749, "m": 1.0 }, { "p": 0.08147692680358887, "m": 1.0 }, { "p": 0.07232701778411865, "m": 1.0 }, { "p": 0.05921972170472145, "m": 1.0 }, { "p": 0.07685041427612305, "m": 1.0 }, { "p": 0.06480225920677185, "m": 1.0 }, { "p": 0.056879185140132904, "m": 1.0 }, { "p": 0.06863723695278168, "m": 1.0 }, { "p": 0.0728825032711029, "m": 1.0 }, { "p": 0.08319581300020218, "m": 1.0 }, { "p": 0.07621176540851593, "m": 1.0 }, { "p": 0.0795421376824379, "m": 1.0 } ] }, { "epoch": 174, "train_loss": 4.153709411621094, "val_loss": 2.717308759689331, "acc": 35.77, "f1": [ 0.6740330457687378, 0.37185919284820557, 0.24817509949207306, 0.15172408521175385, 0.16184966266155243, 0.25547438859939575, 0.37179476022720337, 0.3566878139972687, 0.32748526334762573, 0.4705880880355835, 0.18181811273097992, 0.21568621695041656, 0.37499985098838806, 0.23728805780410767, 0.23829780519008636, 0.20437948405742645, 0.3726707398891449, 0.5314008593559265, 0.37777766585350037, 0.22222214937210083, 0.553571343421936, 0.47787603735923767, 0.30588221549987793, 0.47619035840034485, 0.6320753693580627, 0.2727271616458893, 0.2340424805879593, 0.21100911498069763, 0.4899998903274536, 0.34615373611450195, 0.38709667325019836, 0.3495934009552002, 0.315112441778183, 0.3861384987831116, 0.3315507173538208, 0.14339616894721985, 0.33333322405815125, 0.17021268606185913, 0.2792791724205017, 0.5326085686683655, 0.3316061198711395, 0.5773194432258606, 0.320441871881485, 0.3478260338306427, 0.20833326876163483, 0.18987338244915009, 0.21118006110191345, 0.49999988079071045, 0.47190994024276733, 0.36046499013900757, 0.21556879580020905, 0.2857142388820648, 0.5928853154182434, 0.5714284777641296, 0.474226713180542, 0.12121205031871796, 0.5339804887771606, 0.38095223903656006, 0.30487796664237976, 0.3272726535797119, 0.6337447166442871, 0.4025973081588745, 0.425531804561615, 0.35643553733825684, 0.1398600935935974, 0.299465149641037, 0.14285710453987122, 0.3414633274078369, 0.6978722214698792, 0.5614033937454224, 0.492890864610672, 0.5714284777641296, 0.15189866721630096, 0.370656281709671, 0.1257142275571823, 0.5462183356285095, 0.6526314616203308, 0.10084028542041779, 0.22009563446044922, 0.30232545733451843, 0.17105256021022797, 0.25352105498313904, 0.6938773989677429, 0.29523801803588867, 0.2124999314546585, 0.4315788447856903, 0.4069766402244568, 0.45714274048805237, 0.22115376591682434, 0.3442622125148773, 0.2522521913051605, 0.48309168219566345, 0.17525766789913177, 0.1594202220439911, 0.5320196151733398, 0.3754788637161255, 0.2909089922904968, 0.3232322335243225, 0.15920390188694, 0.42639580368995667 ], "time": 157.77775366511196, "param": [ { "p": 0.08186188340187073, "m": 1.0 }, { "p": 0.07136857509613037, "m": 1.0 }, { "p": 0.08058008551597595, "m": 1.0 }, { "p": 0.0890689417719841, "m": 1.0 }, { "p": 0.06373830884695053, "m": 1.0 }, { "p": 0.07126986980438232, "m": 1.0 }, { "p": 0.06560473144054413, "m": 1.0 }, { "p": 0.0583764910697937, "m": 1.0 }, { "p": 0.07224877923727036, "m": 1.0 }, { "p": 0.0718403309583664, "m": 1.0 }, { "p": 0.065119668841362, "m": 1.0 }, { "p": 0.06400009989738464, "m": 1.0 }, { "p": 0.07361683994531631, "m": 1.0 }, { "p": 0.07130548357963562, "m": 1.0 } ] }, { "epoch": 175, "train_loss": 3.39941143989563, "val_loss": 2.6082770824432373, "acc": 35.9, "f1": [ 0.5781249403953552, 0.4155843257904053, 0.2741115987300873, 0.24999991059303284, 0.18309852480888367, 0.2580644190311432, 0.3999999463558197, 0.32978713512420654, 0.3414633274078369, 0.447368323802948, 0.15116271376609802, 0.21839071810245514, 0.34101372957229614, 0.23255807161331177, 0.26666656136512756, 0.21590900421142578, 0.336633563041687, 0.5053762197494507, 0.31055888533592224, 0.22360241413116455, 0.5904760956764221, 0.4924621880054474, 0.2965778410434723, 0.45405393838882446, 0.5333331823348999, 0.22222214937210083, 0.26027390360832214, 0.12307687103748322, 0.44444429874420166, 0.33333322405815125, 0.32804223895072937, 0.36158180236816406, 0.33103442192077637, 0.37804868817329407, 0.36529669165611267, 0.14184391498565674, 0.33913031220436096, 0.1379309892654419, 0.2333332598209381, 0.5555554628372192, 0.2706269919872284, 0.568720281124115, 0.2879999279975891, 0.3448275029659271, 0.2164178341627121, 0.17218534648418427, 0.24669595062732697, 0.5240174531936646, 0.527607262134552, 0.42448970675468445, 0.23376615345478058, 0.33699625730514526, 0.5825241804122925, 0.6083332300186157, 0.5140186548233032, 0.1307189017534256, 0.5294116139411926, 0.33816415071487427, 0.33333322405815125, 0.3563217520713806, 0.722222089767456, 0.4914284646511078, 0.4413144290447235, 0.3832334280014038, 0.12658220529556274, 0.2208588421344757, 0.18791939318180084, 0.19736838340759277, 0.6666666269302368, 0.5270757675170898, 0.40404030680656433, 0.5607475638389587, 0.13207541406154633, 0.3553718030452728, 0.16279064118862152, 0.5762710571289062, 0.6567163467407227, 0.18064509332180023, 0.20833326876163483, 0.28947359323501587, 0.16417904198169708, 0.23529404401779175, 0.6480445265769958, 0.3578946590423584, 0.19626161456108093, 0.3999999463558197, 0.39490434527397156, 0.39837390184402466, 0.18518511950969696, 0.34862375259399414, 0.2758619785308838, 0.46031734347343445, 0.08641968667507172, 0.251428484916687, 0.5258619785308838, 0.41964274644851685, 0.3068782389163971, 0.36111101508140564, 0.14723920822143555, 0.37446799874305725 ], "time": 165.10781846288592, "param": [ { "p": 0.06855406612157822, "m": 1.0 }, { "p": 0.06685622781515121, "m": 1.0 }, { "p": 0.09232569485902786, "m": 1.0 }, { "p": 0.058643367141485214, "m": 1.0 }, { "p": 0.05120055004954338, "m": 1.0 }, { "p": 0.08931136131286621, "m": 1.0 }, { "p": 0.07385779917240143, "m": 1.0 }, { "p": 0.06192419305443764, "m": 1.0 }, { "p": 0.07472553104162216, "m": 1.0 }, { "p": 0.07590065896511078, "m": 1.0 }, { "p": 0.06237487867474556, "m": 1.0 }, { "p": 0.07796219736337662, "m": 1.0 }, { "p": 0.05526408925652504, "m": 1.0 }, { "p": 0.09109940379858017, "m": 1.0 } ] }, { "epoch": 176, "train_loss": 3.664074182510376, "val_loss": 2.8393771648406982, "acc": 36.19, "f1": [ 0.7039104700088501, 0.4324323236942291, 0.2941175699234009, 0.23463678359985352, 0.18072283267974854, 0.2564101815223694, 0.35978829860687256, 0.39548009634017944, 0.3316061198711395, 0.4242422580718994, 0.2010049670934677, 0.24175815284252167, 0.34389129281044006, 0.2558138370513916, 0.24418595433235168, 0.20105813443660736, 0.36871495842933655, 0.44299668073654175, 0.3515150547027588, 0.24418595433235168, 0.5236363410949707, 0.43715834617614746, 0.3365383446216583, 0.49999988079071045, 0.5652172565460205, 0.27218925952911377, 0.3057323694229126, 0.19047614932060242, 0.47715723514556885, 0.3168315887451172, 0.3874998986721039, 0.3344946801662445, 0.33502528071403503, 0.34042540192604065, 0.28085100650787354, 0.13836471736431122, 0.3195875287055969, 0.16091948747634888, 0.22772268950939178, 0.46280980110168457, 0.30172407627105713, 0.6086955666542053, 0.3365383446216583, 0.3474902808666229, 0.22093015909194946, 0.23280414938926697, 0.23275858163833618, 0.5714284777641296, 0.44827574491500854, 0.43925222754478455, 0.1855669468641281, 0.31304338574409485, 0.609053373336792, 0.6051281094551086, 0.5740739107131958, 0.11244974285364151, 0.5081965923309326, 0.3422052562236786, 0.4041449725627899, 0.33962252736091614, 0.7004607319831848, 0.44705867767333984, 0.4299998879432678, 0.39106133580207825, 0.12658220529556274, 0.24615377187728882, 0.17964066565036774, 0.30588221549987793, 0.7022221088409424, 0.5855854153633118, 0.49999988079071045, 0.539215624332428, 0.1327800303697586, 0.299465149641037, 0.1556885540485382, 0.5752211213111877, 0.6007903814315796, 0.15384609997272491, 0.18749994039535522, 0.32704389095306396, 0.1546391248703003, 0.1768706887960434, 0.6699027419090271, 0.3575417995452881, 0.11188805103302002, 0.47826072573661804, 0.3999998867511749, 0.4411763548851013, 0.15204671025276184, 0.3917524814605713, 0.2775799632072449, 0.49586769938468933, 0.21390368044376373, 0.2173912227153778, 0.5470084547996521, 0.4313724637031555, 0.314606636762619, 0.31638407707214355, 0.1376146376132965, 0.3908045291900635 ], "time": 161.43404076155275, "param": [ { "p": 0.08807886391878128, "m": 1.0 }, { "p": 0.06401148438453674, "m": 1.0 }, { "p": 0.07813670486211777, "m": 1.0 }, { "p": 0.06412402540445328, "m": 1.0 }, { "p": 0.06695060431957245, "m": 1.0 }, { "p": 0.07178837805986404, "m": 1.0 }, { "p": 0.06431064754724503, "m": 1.0 }, { "p": 0.06229088082909584, "m": 1.0 }, { "p": 0.07499274611473083, "m": 1.0 }, { "p": 0.06162632256746292, "m": 1.0 }, { "p": 0.06403551995754242, "m": 1.0 }, { "p": 0.08128943294286728, "m": 1.0 }, { "p": 0.07935760915279388, "m": 1.0 }, { "p": 0.07900677621364594, "m": 1.0 } ] }, { "epoch": 177, "train_loss": 3.9596996307373047, "val_loss": 2.766583204269409, "acc": 35.73, "f1": [ 0.6785712838172913, 0.39655160903930664, 0.31914883852005005, 0.206060528755188, 0.12865489721298218, 0.2736841142177582, 0.36686381697654724, 0.28571420907974243, 0.28571417927742004, 0.4365480840206146, 0.18749994039535522, 0.2682925760746002, 0.29629620909690857, 0.19689112901687622, 0.26136353611946106, 0.24324318766593933, 0.39325833320617676, 0.528846025466919, 0.30769219994544983, 0.24892695248126984, 0.5919281840324402, 0.49350637197494507, 0.3431951701641083, 0.49746179580688477, 0.5662099123001099, 0.21568621695041656, 0.2999999225139618, 0.21138204634189606, 0.42735034227371216, 0.3091786503791809, 0.432748407125473, 0.35820886492729187, 0.34042540192604065, 0.32456132769584656, 0.3547168970108032, 0.19565211236476898, 0.3065692186355591, 0.23396219313144684, 0.24817509949207306, 0.5380709171295166, 0.32075464725494385, 0.6249998807907104, 0.2754489779472351, 0.2857142388820648, 0.24675315618515015, 0.2272726446390152, 0.2258063703775406, 0.44078946113586426, 0.49999988079071045, 0.40677958726882935, 0.1729728877544403, 0.3287670314311981, 0.494381844997406, 0.587719202041626, 0.5021644234657288, 0.17142851650714874, 0.5092591643333435, 0.35416656732559204, 0.314606636762619, 0.35658904910087585, 0.6763284206390381, 0.4845814108848572, 0.4561401903629303, 0.3444443643093109, 0.17105256021022797, 0.16666659712791443, 0.16243648529052734, 0.3047617971897125, 0.6968324184417725, 0.5988022685050964, 0.45714277029037476, 0.5822783708572388, 0.1558440923690796, 0.3523808717727661, 0.15894033014774323, 0.5915491580963135, 0.6666665077209473, 0.18439710140228271, 0.22831043601036072, 0.3648647665977478, 0.09302320331335068, 0.2622949779033661, 0.6265059113502502, 0.3217390477657318, 0.179775208234787, 0.44444435834884644, 0.4161849021911621, 0.41379299759864807, 0.21256029605865479, 0.3523315489292145, 0.2683981955051422, 0.4416665732860565, 0.15172408521175385, 0.22222214937210083, 0.5828570127487183, 0.3820223808288574, 0.2430938482284546, 0.3783782720565796, 0.08974353224039078, 0.3850930631160736 ], "time": 163.38047141768038, "param": [ { "p": 0.07074107229709625, "m": 1.0 }, { "p": 0.07568026334047318, "m": 1.0 }, { "p": 0.08338434249162674, "m": 1.0 }, { "p": 0.06405079364776611, "m": 1.0 }, { "p": 0.0516771636903286, "m": 1.0 }, { "p": 0.08580540120601654, "m": 1.0 }, { "p": 0.07632339745759964, "m": 1.0 }, { "p": 0.037590403109788895, "m": 1.0 }, { "p": 0.07961227744817734, "m": 1.0 }, { "p": 0.07434659451246262, "m": 1.0 }, { "p": 0.06296484172344208, "m": 1.0 }, { "p": 0.08461444824934006, "m": 1.0 }, { "p": 0.06066269055008888, "m": 1.0 }, { "p": 0.0925462543964386, "m": 1.0 } ] }, { "epoch": 178, "train_loss": 3.855924606323242, "val_loss": 2.7698705196380615, "acc": 36.29, "f1": [ 0.6592177152633667, 0.37426888942718506, 0.35602086782455444, 0.18274106085300446, 0.12454207986593246, 0.2989323139190674, 0.3563217520713806, 0.3636362552642822, 0.3644067049026489, 0.4835163354873657, 0.1866666078567505, 0.24390237033367157, 0.36158180236816406, 0.19428564608097076, 0.26341456174850464, 0.228260800242424, 0.32183900475502014, 0.5502644181251526, 0.3111110329627991, 0.299465149641037, 0.6183573603630066, 0.4769229590892792, 0.34972667694091797, 0.4942527115345001, 0.590908944606781, 0.17948710918426514, 0.28820955753326416, 0.18518513441085815, 0.507771909236908, 0.2972972095012665, 0.43999987840652466, 0.35398221015930176, 0.3141360282897949, 0.3675675094127655, 0.3367346227169037, 0.16071423888206482, 0.29523801803588867, 0.19108274579048157, 0.211055189371109, 0.49999988079071045, 0.3315507173538208, 0.6210525035858154, 0.35294109582901, 0.324607253074646, 0.2588233947753906, 0.22093015909194946, 0.14666660130023956, 0.4495411515235901, 0.48275846242904663, 0.4223601520061493, 0.2124999314546585, 0.2882882058620453, 0.5813148021697998, 0.6204079985618591, 0.4907974302768707, 0.1507537066936493, 0.47933873534202576, 0.3552630543708801, 0.33684200048446655, 0.34666651487350464, 0.7272725701332092, 0.48623839020729065, 0.43171796202659607, 0.35643553733825684, 0.14857135713100433, 0.21518979966640472, 0.1639343500137329, 0.299465149641037, 0.6829266548156738, 0.5887848734855652, 0.48453593254089355, 0.5972849726676941, 0.13452909886837006, 0.41666656732559204, 0.12565438449382782, 0.6108372807502747, 0.7115383744239807, 0.15277770161628723, 0.22064052522182465, 0.3493974804878235, 0.16267937421798706, 0.26666659116744995, 0.6732671856880188, 0.3319500982761383, 0.21518979966640472, 0.43564343452453613, 0.37499991059303284, 0.4380951225757599, 0.16216209530830383, 0.34385955333709717, 0.2519684433937073, 0.49999988079071045, 0.1379309892654419, 0.2072538137435913, 0.5572138428688049, 0.43781083822250366, 0.2771083414554596, 0.324607253074646, 0.21714277565479279, 0.43349742889404297 ], "time": 162.75684482231736, "param": [ { "p": 0.0690256804227829, "m": 1.0 }, { "p": 0.04850803688168526, "m": 1.0 }, { "p": 0.07824745029211044, "m": 1.0 }, { "p": 0.07724524289369583, "m": 1.0 }, { "p": 0.04124196991324425, "m": 1.0 }, { "p": 0.08523941040039062, "m": 1.0 }, { "p": 0.07471505552530289, "m": 1.0 }, { "p": 0.07734739780426025, "m": 1.0 }, { "p": 0.07531540095806122, "m": 1.0 }, { "p": 0.06023175269365311, "m": 1.0 }, { "p": 0.0702320784330368, "m": 1.0 }, { "p": 0.07592420279979706, "m": 1.0 }, { "p": 0.08119753003120422, "m": 1.0 }, { "p": 0.08552882820367813, "m": 1.0 } ] }, { "epoch": 179, "train_loss": 3.314300060272217, "val_loss": 2.7223634719848633, "acc": 36.52, "f1": [ 0.6574072241783142, 0.4502616822719574, 0.33333322405815125, 0.2193547636270523, 0.14184391498565674, 0.2765956521034241, 0.3720929026603699, 0.38647329807281494, 0.3179915249347687, 0.4670657217502594, 0.17391297221183777, 0.24418595433235168, 0.36458322405815125, 0.22702695429325104, 0.2371133416891098, 0.2592591643333435, 0.35955044627189636, 0.5544553399085999, 0.3542855978012085, 0.28019312024116516, 0.6176469922065735, 0.5071768760681152, 0.37373724579811096, 0.5096152424812317, 0.5634918808937073, 0.25892847776412964, 0.3144652843475342, 0.23584897816181183, 0.4271843731403351, 0.31775689125061035, 0.3678159713745117, 0.35820886492729187, 0.3583814203739166, 0.3503648638725281, 0.35146433115005493, 0.19496850669384003, 0.33720916509628296, 0.19591830670833588, 0.23655906319618225, 0.5868262648582458, 0.3363635540008545, 0.5698322653770447, 0.32142847776412964, 0.3389829695224762, 0.2644627094268799, 0.21800939738750458, 0.17721512913703918, 0.518134593963623, 0.4549761712551117, 0.4550263583660126, 0.19266046583652496, 0.33802807331085205, 0.6074764728546143, 0.5899998545646667, 0.5119045972824097, 0.15999992191791534, 0.5419846177101135, 0.3609755337238312, 0.33777767419815063, 0.38190943002700806, 0.7102801203727722, 0.4630540609359741, 0.4086019992828369, 0.372548907995224, 0.20105813443660736, 0.22727267444133759, 0.17460311949253082, 0.3121386468410492, 0.7246376276016235, 0.5198236703872681, 0.4495411515235901, 0.563535749912262, 0.1194029152393341, 0.37696322798728943, 0.1226993277668953, 0.5093631744384766, 0.7127658128738403, 0.17877088487148285, 0.20689646899700165, 0.2941175401210785, 0.11042939126491547, 0.33962252736091614, 0.6229506731033325, 0.3398057222366333, 0.17840369045734406, 0.4705881178379059, 0.3627450466156006, 0.39622631669044495, 0.1290322095155716, 0.372548907995224, 0.26484012603759766, 0.5384615063667297, 0.15686267614364624, 0.228260800242424, 0.5443785786628723, 0.42639580368995667, 0.290502667427063, 0.3107568919658661, 0.1648350954055786, 0.37777766585350037 ], "time": 158.2158401105553, "param": [ { "p": 0.0727248340845108, "m": 1.0 }, { "p": 0.07069601118564606, "m": 1.0 }, { "p": 0.0670337900519371, "m": 1.0 }, { "p": 0.06720781326293945, "m": 1.0 }, { "p": 0.055553823709487915, "m": 1.0 }, { "p": 0.0755777657032013, "m": 1.0 }, { "p": 0.0701189860701561, "m": 1.0 }, { "p": 0.07352164387702942, "m": 1.0 }, { "p": 0.08439461886882782, "m": 1.0 }, { "p": 0.05704976245760918, "m": 1.0 }, { "p": 0.06411326676607132, "m": 1.0 }, { "p": 0.07660643756389618, "m": 1.0 }, { "p": 0.08264239132404327, "m": 1.0 }, { "p": 0.0827588364481926, "m": 1.0 } ] }, { "epoch": 180, "train_loss": 3.8317317962646484, "val_loss": 2.761516809463501, "acc": 35.74, "f1": [ 0.6547083854675293, 0.4516127407550812, 0.3373492956161499, 0.24324318766593933, 0.1938774734735489, 0.20111726224422455, 0.40476179122924805, 0.3832334280014038, 0.336633563041687, 0.46835434436798096, 0.21621613204479218, 0.2536584436893463, 0.3454544246196747, 0.19444438815116882, 0.22222214937210083, 0.2048192024230957, 0.37179476022720337, 0.48484838008880615, 0.29508185386657715, 0.2577318847179413, 0.6018517017364502, 0.46923068165779114, 0.3409090042114258, 0.5531913042068481, 0.6666665077209473, 0.25945934653282166, 0.319248765707016, 0.19047611951828003, 0.5027931928634644, 0.2980768382549286, 0.33333322405815125, 0.3798881769180298, 0.3535352647304535, 0.33802807331085205, 0.33497530221939087, 0.22614836692810059, 0.31623923778533936, 0.19999992847442627, 0.2248995453119278, 0.5714284777641296, 0.3675675094127655, 0.5952380299568176, 0.27338123321533203, 0.2942778468132019, 0.24710416793823242, 0.23463678359985352, 0.1754385232925415, 0.4773661196231842, 0.44311365485191345, 0.467661589384079, 0.1866665780544281, 0.3170730471611023, 0.5229355692863464, 0.5624998807907104, 0.44444435834884644, 0.1365852952003479, 0.5092591643333435, 0.32452818751335144, 0.319248765707016, 0.36046499013900757, 0.6721990704536438, 0.43930622935295105, 0.43575406074523926, 0.3274335563182831, 0.07042248547077179, 0.2749998867511749, 0.14084503054618835, 0.30857133865356445, 0.6794257164001465, 0.5454544425010681, 0.4818180501461029, 0.5999999046325684, 0.08888883143663406, 0.3703702688217163, 0.15053758025169373, 0.594594419002533, 0.6572768688201904, 0.14117640256881714, 0.2574256360530853, 0.32804223895072937, 0.14207643270492554, 0.28965505957603455, 0.6748464703559875, 0.34883710741996765, 0.2297871857881546, 0.3875431716442108, 0.37735840678215027, 0.43093910813331604, 0.10144922137260437, 0.317689448595047, 0.2457626312971115, 0.5024153590202332, 0.23595495522022247, 0.21978014707565308, 0.5388599634170532, 0.42857128381729126, 0.32160791754722595, 0.3169397711753845, 0.1717790812253952, 0.39130425453186035 ], "time": 162.48854666668922, "param": [ { "p": 0.07553718984127045, "m": 1.0 }, { "p": 0.06411393731832504, "m": 1.0 }, { "p": 0.07870221883058548, "m": 1.0 }, { "p": 0.07476066797971725, "m": 1.0 }, { "p": 0.0772579088807106, "m": 1.0 }, { "p": 0.06949113309383392, "m": 1.0 }, { "p": 0.0631774365901947, "m": 1.0 }, { "p": 0.06649550795555115, "m": 1.0 }, { "p": 0.07050757855176926, "m": 1.0 }, { "p": 0.07707802206277847, "m": 1.0 }, { "p": 0.06692501157522202, "m": 1.0 }, { "p": 0.06816047430038452, "m": 1.0 }, { "p": 0.06902480125427246, "m": 1.0 }, { "p": 0.07876817137002945, "m": 1.0 } ] }, { "epoch": 181, "train_loss": 3.9577279090881348, "val_loss": 2.7603437900543213, "acc": 35.81, "f1": [ 0.702702522277832, 0.4306218922138214, 0.35359105467796326, 0.19323663413524628, 0.16312050819396973, 0.2269502729177475, 0.37426888942718506, 0.329670250415802, 0.3190660774707794, 0.524590015411377, 0.16766461730003357, 0.24999991059303284, 0.3727271258831024, 0.20512813329696655, 0.245353102684021, 0.2295081466436386, 0.329670250415802, 0.510416567325592, 0.32160791754722595, 0.21686740219593048, 0.5990337133407593, 0.45360812544822693, 0.37158459424972534, 0.5257141590118408, 0.6442306041717529, 0.22857138514518738, 0.24271836876869202, 0.18025743961334229, 0.5049503445625305, 0.32160791754722595, 0.3846152722835541, 0.37185919284820557, 0.3376622200012207, 0.3603602349758148, 0.34389129281044006, 0.19230763614177704, 0.28455275297164917, 0.17857135832309723, 0.15957440435886383, 0.5443785786628723, 0.3118278682231903, 0.5533979535102844, 0.2933332324028015, 0.366812139749527, 0.2944161295890808, 0.2488478720188141, 0.09599995613098145, 0.44642844796180725, 0.4366810917854309, 0.48803818225860596, 0.17391295731067657, 0.3386242389678955, 0.6165412068367004, 0.5991559624671936, 0.49765241146087646, 0.13664589822292328, 0.522222101688385, 0.39520949125289917, 0.34254133701324463, 0.36158180236816406, 0.696132481098175, 0.4269661605358124, 0.38914018869400024, 0.3493974804878235, 0.09459453821182251, 0.20833326876163483, 0.17948710918426514, 0.2658226788043976, 0.698689877986908, 0.5316454768180847, 0.4338623583316803, 0.5948716402053833, 0.10256403684616089, 0.3636362552642822, 0.11764700710773468, 0.5181816816329956, 0.7231636643409729, 0.1899440735578537, 0.21359217166900635, 0.2972972095012665, 0.17741930484771729, 0.2803029716014862, 0.727272629737854, 0.32911381125450134, 0.21319790184497833, 0.43575406074523926, 0.3999998867511749, 0.4299998879432678, 0.20382159948349, 0.34586456418037415, 0.2840908169746399, 0.4914284646511078, 0.2129276990890503, 0.22966498136520386, 0.5714284777641296, 0.4219408333301544, 0.30046939849853516, 0.2938387989997864, 0.17801040410995483, 0.38150280714035034 ], "time": 158.4027939941734, "param": [ { "p": 0.0679224357008934, "m": 1.0 }, { "p": 0.06836488097906113, "m": 1.0 }, { "p": 0.08440283685922623, "m": 1.0 }, { "p": 0.06317636370658875, "m": 1.0 }, { "p": 0.07021822780370712, "m": 1.0 }, { "p": 0.0719929039478302, "m": 1.0 }, { "p": 0.06655820459127426, "m": 1.0 }, { "p": 0.07456615567207336, "m": 1.0 }, { "p": 0.06988067179918289, "m": 1.0 }, { "p": 0.07151658087968826, "m": 1.0 }, { "p": 0.07424156367778778, "m": 1.0 }, { "p": 0.07344800978899002, "m": 1.0 }, { "p": 0.06999044120311737, "m": 1.0 }, { "p": 0.07372067868709564, "m": 1.0 } ] }, { "epoch": 182, "train_loss": 3.24410080909729, "val_loss": 2.8394246101379395, "acc": 35.81, "f1": [ 0.6306304931640625, 0.36158180236816406, 0.3119265139102936, 0.20809243619441986, 0.12972965836524963, 0.27611932158470154, 0.4083768427371979, 0.3599999248981476, 0.29803910851478577, 0.48421040177345276, 0.1764705330133438, 0.2244897186756134, 0.32388654351234436, 0.21582727134227753, 0.24175815284252167, 0.23636355996131897, 0.3707864284515381, 0.47321414947509766, 0.3953487277030945, 0.2541435658931732, 0.5837318897247314, 0.4777776598930359, 0.348314493894577, 0.5454544425010681, 0.6237622499465942, 0.24358965456485748, 0.26600977778434753, 0.1499999463558197, 0.5045044422149658, 0.34394893050193787, 0.42156851291656494, 0.35602086782455444, 0.30851057171821594, 0.3522725999355316, 0.3453814387321472, 0.16184966266155243, 0.30909082293510437, 0.21468918025493622, 0.22364212572574615, 0.5325441956520081, 0.31067952513694763, 0.5851062536239624, 0.2693876624107361, 0.3113771378993988, 0.2470587193965912, 0.20858889818191528, 0.24580998718738556, 0.49746179580688477, 0.43902426958084106, 0.4561402499675751, 0.1990949511528015, 0.3549782335758209, 0.5714284777641296, 0.579234778881073, 0.47761186957359314, 0.1576354056596756, 0.5621620416641235, 0.35344812273979187, 0.38043469190597534, 0.3409090042114258, 0.6635512709617615, 0.4418603479862213, 0.4195120930671692, 0.393063485622406, 0.15873010456562042, 0.16231881082057953, 0.10778438299894333, 0.2797201871871948, 0.7053138613700867, 0.5206610560417175, 0.43902426958084106, 0.6095237135887146, 0.13043470680713654, 0.38139525055885315, 0.13065321743488312, 0.5769229531288147, 0.6799998879432678, 0.1764705330133438, 0.21138204634189606, 0.34224584698677063, 0.13733899593353271, 0.22929932177066803, 0.6995072364807129, 0.299999862909317, 0.2048192024230957, 0.4382021129131317, 0.39999985694885254, 0.43373483419418335, 0.11678826063871384, 0.3568074107170105, 0.29885047674179077, 0.4666665494441986, 0.2545453906059265, 0.17567561566829681, 0.5479451417922974, 0.4339621663093567, 0.30392149090766907, 0.28813549876213074, 0.15757569670677185, 0.39999985694885254 ], "time": 160.75655586458743, "param": [ { "p": 0.07080748677253723, "m": 1.0 }, { "p": 0.07484999299049377, "m": 1.0 }, { "p": 0.07155705988407135, "m": 1.0 }, { "p": 0.07384249567985535, "m": 1.0 }, { "p": 0.062926284968853, "m": 1.0 }, { "p": 0.0761348232626915, "m": 1.0 }, { "p": 0.053985320031642914, "m": 1.0 }, { "p": 0.07859063893556595, "m": 1.0 }, { "p": 0.07477227598428726, "m": 1.0 }, { "p": 0.06568246334791183, "m": 1.0 }, { "p": 0.05841026455163956, "m": 1.0 }, { "p": 0.08633244782686234, "m": 1.0 }, { "p": 0.07379160076379776, "m": 1.0 }, { "p": 0.07831685990095139, "m": 1.0 } ] }, { "epoch": 183, "train_loss": 3.922624111175537, "val_loss": 2.669516086578369, "acc": 36.5, "f1": [ 0.735751211643219, 0.39778995513916016, 0.3351954519748688, 0.23076917231082916, 0.15053758025169373, 0.24460424482822418, 0.4133332371711731, 0.368663489818573, 0.3489931523799896, 0.48314592242240906, 0.2258063703775406, 0.23728805780410767, 0.368663489818573, 0.21428565680980682, 0.2765956223011017, 0.2560974657535553, 0.3515150547027588, 0.5213268995285034, 0.3398057222366333, 0.24999991059303284, 0.5773194432258606, 0.4307691156864166, 0.35051536560058594, 0.5443785786628723, 0.5982905030250549, 0.26415085792541504, 0.321428507566452, 0.21789877116680145, 0.45555540919303894, 0.3419688045978546, 0.3861384987831116, 0.3744291365146637, 0.3636362552642822, 0.3384614884853363, 0.3157894015312195, 0.20118334889411926, 0.35675665736198425, 0.21686740219593048, 0.29433953762054443, 0.5512819290161133, 0.3076922297477722, 0.5786800384521484, 0.3139533996582031, 0.3663002848625183, 0.2543351650238037, 0.18633535504341125, 0.23648642003536224, 0.5042015910148621, 0.4905658960342407, 0.46428558230400085, 0.1971830427646637, 0.3259258568286896, 0.5378149747848511, 0.5462183356285095, 0.5405403971672058, 0.13489732146263123, 0.4999998211860657, 0.3599999248981476, 0.358024537563324, 0.358024537563324, 0.6484373807907104, 0.4269661605358124, 0.4186045527458191, 0.36470577120780945, 0.1452513188123703, 0.18897630274295807, 0.17241373658180237, 0.26388877630233765, 0.6693875789642334, 0.6122447848320007, 0.45054933428764343, 0.6079294085502625, 0.07042248547077179, 0.3948496878147125, 0.17857135832309723, 0.6249998807907104, 0.696517288684845, 0.15384608507156372, 0.206060528755188, 0.367346853017807, 0.18181811273097992, 0.2138364166021347, 0.7234041690826416, 0.3195265531539917, 0.19999992847442627, 0.4292236268520355, 0.39805811643600464, 0.4242422580718994, 0.18497103452682495, 0.2888888418674469, 0.2585033178329468, 0.5125626921653748, 0.1916166990995407, 0.2713567018508911, 0.5894736051559448, 0.4227641224861145, 0.2649005651473999, 0.3225805461406708, 0.11764700710773468, 0.46739116311073303 ], "time": 158.37540203798562, "param": [ { "p": 0.06692864000797272, "m": 1.0 }, { "p": 0.0751463770866394, "m": 1.0 }, { "p": 0.05019767954945564, "m": 1.0 }, { "p": 0.06216686964035034, "m": 1.0 }, { "p": 0.06916094571352005, "m": 1.0 }, { "p": 0.07481488585472107, "m": 1.0 }, { "p": 0.06828975677490234, "m": 1.0 }, { "p": 0.07946686446666718, "m": 1.0 }, { "p": 0.08603853732347488, "m": 1.0 }, { "p": 0.062268126755952835, "m": 1.0 }, { "p": 0.06527172029018402, "m": 1.0 }, { "p": 0.07469604164361954, "m": 1.0 }, { "p": 0.07275758683681488, "m": 1.0 }, { "p": 0.0927959680557251, "m": 1.0 } ] }, { "epoch": 184, "train_loss": 3.7054126262664795, "val_loss": 2.705010175704956, "acc": 35.83, "f1": [ 0.6396394968032837, 0.4180789887905121, 0.35051536560058594, 0.22352932393550873, 0.15189866721630096, 0.24210518598556519, 0.41935470700263977, 0.30232545733451843, 0.36464083194732666, 0.4787232577800751, 0.1869158148765564, 0.21794864535331726, 0.34024888277053833, 0.22784802317619324, 0.2191780060529709, 0.2840908169746399, 0.330826997756958, 0.4626865088939667, 0.3068180978298187, 0.28571420907974243, 0.5849055051803589, 0.49214646220207214, 0.30456843972206116, 0.44444429874420166, 0.5821594595909119, 0.2634729743003845, 0.2795697748661041, 0.2048192024230957, 0.4615383446216583, 0.3678159713745117, 0.36158180236816406, 0.3575417995452881, 0.35121941566467285, 0.2585032880306244, 0.35071080923080444, 0.15469607710838318, 0.3251230716705322, 0.17964066565036774, 0.22222216427326202, 0.5454543828964233, 0.34389129281044006, 0.5989846587181091, 0.28699544072151184, 0.3521125912666321, 0.2485874742269516, 0.21359217166900635, 0.2564101815223694, 0.4525546431541443, 0.4972374439239502, 0.4632767140865326, 0.19883033633232117, 0.29885047674179077, 0.5866665840148926, 0.5972849726676941, 0.45414838194847107, 0.1445782631635666, 0.5263156890869141, 0.4077668786048889, 0.3318776488304138, 0.3409090042114258, 0.6790696382522583, 0.38461530208587646, 0.3884296715259552, 0.30303022265434265, 0.09195395559072495, 0.25301194190979004, 0.09271517395973206, 0.3508771061897278, 0.741783857345581, 0.5361700654029846, 0.43979042768478394, 0.624390184879303, 0.08484841883182526, 0.3619908392429352, 0.18181811273097992, 0.5517240166664124, 0.6701569557189941, 0.1777777075767517, 0.24892695248126984, 0.38541653752326965, 0.1361255943775177, 0.2983424663543701, 0.6506022810935974, 0.29885047674179077, 0.18848159909248352, 0.43362823128700256, 0.4145076870918274, 0.39325833320617676, 0.1748633086681366, 0.34449753165245056, 0.2883720099925995, 0.4634144902229309, 0.19266046583652496, 0.2443438321352005, 0.5371899604797363, 0.43428558111190796, 0.3113206624984741, 0.27777767181396484, 0.15277770161628723, 0.38993698358535767 ], "time": 154.43650359287858, "param": [ { "p": 0.06882686167955399, "m": 1.0 }, { "p": 0.07602263987064362, "m": 1.0 }, { "p": 0.05702410265803337, "m": 1.0 }, { "p": 0.05736686289310455, "m": 1.0 }, { "p": 0.0716581866145134, "m": 1.0 }, { "p": 0.07825051993131638, "m": 1.0 }, { "p": 0.07998622953891754, "m": 1.0 }, { "p": 0.07934035360813141, "m": 1.0 }, { "p": 0.0898701548576355, "m": 1.0 }, { "p": 0.054217394441366196, "m": 1.0 }, { "p": 0.06785012781620026, "m": 1.0 }, { "p": 0.07387453317642212, "m": 1.0 }, { "p": 0.06047258898615837, "m": 1.0 }, { "p": 0.08523949980735779, "m": 1.0 } ] }, { "epoch": 185, "train_loss": 3.344533681869507, "val_loss": 2.449125289916992, "acc": 36.53, "f1": [ 0.7282606959342957, 0.38524580001831055, 0.2558138370513916, 0.20408158004283905, 0.13978487253189087, 0.2883720099925995, 0.38135582208633423, 0.35294109582901, 0.3474177420139313, 0.4469272196292877, 0.18300646543502808, 0.2622949779033661, 0.31088075041770935, 0.14545448124408722, 0.22222214937210083, 0.2580644190311432, 0.36714968085289, 0.4884791076183319, 0.3489931523799896, 0.2658958435058594, 0.6195651292800903, 0.47058814764022827, 0.35483860969543457, 0.5082871913909912, 0.5378786325454712, 0.26415085792541504, 0.2475246638059616, 0.1747572273015976, 0.5084744095802307, 0.32558128237724304, 0.4162435233592987, 0.3846152722835541, 0.2771083414554596, 0.29577454924583435, 0.3445691764354706, 0.1279069036245346, 0.3296702206134796, 0.2167486995458603, 0.22499993443489075, 0.5149698853492737, 0.35532984137535095, 0.5686272978782654, 0.3111110329627991, 0.40394076704978943, 0.25730982422828674, 0.22352932393550873, 0.23628684878349304, 0.5145629644393921, 0.48076915740966797, 0.4923075735569, 0.20304562151432037, 0.36641210317611694, 0.6024095416069031, 0.5811964869499207, 0.4894513487815857, 0.16740082204341888, 0.4963502585887909, 0.3764704465866089, 0.3417084515094757, 0.3352600038051605, 0.6995072364807129, 0.37179476022720337, 0.37499985098838806, 0.31802111864089966, 0.16580304503440857, 0.21198150515556335, 0.17708326876163483, 0.326315701007843, 0.710526168346405, 0.5469387173652649, 0.4149376451969147, 0.6124400496482849, 0.07407402247190475, 0.37004393339157104, 0.15384609997272491, 0.5936071872711182, 0.7118642330169678, 0.17218534648418427, 0.17391297221183777, 0.3369564116001129, 0.16438350081443787, 0.2745097577571869, 0.6930691599845886, 0.35955044627189636, 0.2424241602420807, 0.4585364758968353, 0.4095236659049988, 0.46486473083496094, 0.2085307389497757, 0.382978618144989, 0.2972972095012665, 0.4615383744239807, 0.12499993294477463, 0.2629106938838959, 0.5647057294845581, 0.3942306339740753, 0.32978713512420654, 0.3529410660266876, 0.20487797260284424, 0.36986294388771057 ], "time": 161.34880237746984, "param": [ { "p": 0.07511486113071442, "m": 1.0 }, { "p": 0.07057918608188629, "m": 1.0 }, { "p": 0.07200019806623459, "m": 1.0 }, { "p": 0.06594758480787277, "m": 1.0 }, { "p": 0.07789073884487152, "m": 1.0 }, { "p": 0.08455398678779602, "m": 1.0 }, { "p": 0.06747233122587204, "m": 1.0 }, { "p": 0.06242618337273598, "m": 1.0 }, { "p": 0.07738754898309708, "m": 1.0 }, { "p": 0.06694144010543823, "m": 1.0 }, { "p": 0.07007111608982086, "m": 1.0 }, { "p": 0.06980147212743759, "m": 1.0 }, { "p": 0.0599648617208004, "m": 1.0 }, { "p": 0.07984849065542221, "m": 1.0 } ] }, { "epoch": 186, "train_loss": 4.426187038421631, "val_loss": 2.747189998626709, "acc": 36.24, "f1": [ 0.6697246432304382, 0.3999998867511749, 0.3184078335762024, 0.22018341720104218, 0.15384609997272491, 0.23834188282489777, 0.37735840678215027, 0.3565216362476349, 0.3444443643093109, 0.5030673146247864, 0.17525766789913177, 0.23463678359985352, 0.37914684414863586, 0.20833326876163483, 0.2622949779033661, 0.22666659951210022, 0.3557691276073456, 0.48305076360702515, 0.36065563559532166, 0.27777767181396484, 0.5972849726676941, 0.46808499097824097, 0.329670250415802, 0.5199998617172241, 0.5887445211410522, 0.2754489779472351, 0.24516120553016663, 0.16753920912742615, 0.4142010807991028, 0.32291656732559204, 0.41284388303756714, 0.3584904372692108, 0.32820504903793335, 0.36842095851898193, 0.32835814356803894, 0.21527771651744843, 0.27611932158470154, 0.19047613441944122, 0.23350247740745544, 0.5270268321037292, 0.362790584564209, 0.5471696853637695, 0.3121386468410492, 0.34246566891670227, 0.26666656136512756, 0.24999988079071045, 0.2258063703775406, 0.5463413596153259, 0.4919784665107727, 0.4598929286003113, 0.20600852370262146, 0.40796008706092834, 0.6034481525421143, 0.5617976784706116, 0.48809507489204407, 0.1673639565706253, 0.5517240166664124, 0.35675665736198425, 0.33333322405815125, 0.35071080923080444, 0.7079644799232483, 0.434782475233078, 0.45595842599868774, 0.3111110329627991, 0.12565438449382782, 0.2580644488334656, 0.15384609997272491, 0.32584258913993835, 0.7441859841346741, 0.5677964687347412, 0.49756085872650146, 0.5999999046325684, 0.08759118616580963, 0.321428507566452, 0.13402055203914642, 0.5844747424125671, 0.6476188898086548, 0.16239310801029205, 0.21857915818691254, 0.39778995513916016, 0.1818181276321411, 0.22999992966651917, 0.6577776670455933, 0.33333322405815125, 0.2208588421344757, 0.45238080620765686, 0.39252325892448425, 0.4432988464832306, 0.16149060428142548, 0.33918121457099915, 0.29665064811706543, 0.4675323963165283, 0.18285706639289856, 0.20192298293113708, 0.5524860620498657, 0.40206170082092285, 0.20289847254753113, 0.3208555281162262, 0.206060528755188, 0.4022987186908722 ], "time": 161.02184525690973, "param": [ { "p": 0.06420794129371643, "m": 1.0 }, { "p": 0.0778970792889595, "m": 1.0 }, { "p": 0.0632646307349205, "m": 1.0 }, { "p": 0.07415840774774551, "m": 1.0 }, { "p": 0.06931299716234207, "m": 1.0 }, { "p": 0.08310508728027344, "m": 1.0 }, { "p": 0.07776383310556412, "m": 1.0 }, { "p": 0.06363165378570557, "m": 1.0 }, { "p": 0.06840502470731735, "m": 1.0 }, { "p": 0.07273121923208237, "m": 1.0 }, { "p": 0.07361352443695068, "m": 1.0 }, { "p": 0.06966554373502731, "m": 1.0 }, { "p": 0.06264618039131165, "m": 1.0 }, { "p": 0.07959689199924469, "m": 1.0 } ] }, { "epoch": 187, "train_loss": 3.949028968811035, "val_loss": 2.735919952392578, "acc": 36.39, "f1": [ 0.6547083854675293, 0.3510637581348419, 0.2842104732990265, 0.20095685124397278, 0.13559316098690033, 0.23853203654289246, 0.4191615581512451, 0.35582810640335083, 0.31155768036842346, 0.5168538093566895, 0.19867542386054993, 0.23293164372444153, 0.3428570628166199, 0.15023468434810638, 0.22222214937210083, 0.23364479839801788, 0.3473052978515625, 0.51666659116745, 0.33333322405815125, 0.2526314854621887, 0.6169153451919556, 0.4519229531288147, 0.3269230127334595, 0.5120771527290344, 0.5872339010238647, 0.2873562276363373, 0.2694299519062042, 0.17266181111335754, 0.44444435834884644, 0.37426888942718506, 0.3711339235305786, 0.29139062762260437, 0.3150182366371155, 0.3653844892978668, 0.29245272278785706, 0.14583328366279602, 0.29714274406433105, 0.17142851650714874, 0.24054975807666779, 0.5649716258049011, 0.3157893717288971, 0.5603863000869751, 0.32195112109184265, 0.30678460001945496, 0.2580644488334656, 0.22222216427326202, 0.1481480747461319, 0.506122350692749, 0.5024629235267639, 0.40174663066864014, 0.25157222151756287, 0.39490434527397156, 0.5482232570648193, 0.5714285373687744, 0.5289854407310486, 0.1576354056596756, 0.5585584044456482, 0.3529410660266876, 0.3529410660266876, 0.3636362552642822, 0.6699027419090271, 0.4545453190803528, 0.4615383446216583, 0.38144323229789734, 0.12865489721298218, 0.20276491343975067, 0.1052631139755249, 0.2758619785308838, 0.7358488440513611, 0.5499998927116394, 0.49999988079071045, 0.5344826579093933, 0.10185178369283676, 0.37010666728019714, 0.18274106085300446, 0.563380241394043, 0.6368157267570496, 0.14925366640090942, 0.19883033633232117, 0.3899998664855957, 0.1594202220439911, 0.2525251507759094, 0.7314283847808838, 0.38341957330703735, 0.24691346287727356, 0.46808499097824097, 0.3977271616458893, 0.4382021129131317, 0.1957446187734604, 0.39357417821884155, 0.2887323200702667, 0.47058814764022827, 0.13432830572128296, 0.19999992847442627, 0.5809522867202759, 0.40972214937210083, 0.31034475564956665, 0.33333322405815125, 0.20689646899700165, 0.446808397769928 ], "time": 163.12245148606598, "param": [ { "p": 0.0699009895324707, "m": 1.0 }, { "p": 0.07670839130878448, "m": 1.0 }, { "p": 0.06189904734492302, "m": 1.0 }, { "p": 0.0730203241109848, "m": 1.0 }, { "p": 0.06616886705160141, "m": 1.0 }, { "p": 0.07252222299575806, "m": 1.0 }, { "p": 0.0726177990436554, "m": 1.0 }, { "p": 0.0669630765914917, "m": 1.0 }, { "p": 0.07027533650398254, "m": 1.0 }, { "p": 0.07135818898677826, "m": 1.0 }, { "p": 0.07206273078918457, "m": 1.0 }, { "p": 0.08056656271219254, "m": 1.0 }, { "p": 0.07157009094953537, "m": 1.0 }, { "p": 0.07436639070510864, "m": 1.0 } ] }, { "epoch": 188, "train_loss": 2.9382660388946533, "val_loss": 2.767411708831787, "acc": 36.28, "f1": [ 0.688171923160553, 0.4330707788467407, 0.3148147463798523, 0.19607838988304138, 0.14201176166534424, 0.2775118350982666, 0.3736262619495392, 0.3463686406612396, 0.38251355290412903, 0.4656083285808563, 0.18749992549419403, 0.2599999010562897, 0.38053086400032043, 0.17679551243782043, 0.22377613186836243, 0.27433618903160095, 0.3037973642349243, 0.5145629644393921, 0.3267325758934021, 0.23923437297344208, 0.6179773807525635, 0.4180789887905121, 0.30366483330726624, 0.510416567325592, 0.5862067937850952, 0.25339359045028687, 0.2434781938791275, 0.20444436371326447, 0.4787232577800751, 0.3468207120895386, 0.4277455508708954, 0.33928561210632324, 0.35532984137535095, 0.34024888277053833, 0.2941175401210785, 0.1559632420539856, 0.3315507173538208, 0.19459453225135803, 0.24324318766593933, 0.5306121110916138, 0.36649200320243835, 0.6117644906044006, 0.32335323095321655, 0.3694778084754944, 0.23589736223220825, 0.14666660130023956, 0.18181811273097992, 0.4178081452846527, 0.49999988079071045, 0.45599988102912903, 0.1658536046743393, 0.3599999248981476, 0.5258963108062744, 0.6133331656455994, 0.4046241343021393, 0.14606735110282898, 0.5258214473724365, 0.37349388003349304, 0.3350784480571747, 0.30555546283721924, 0.7024388909339905, 0.44848471879959106, 0.39130425453186035, 0.31632643938064575, 0.140350803732872, 0.23913034796714783, 0.13461533188819885, 0.3431951701641083, 0.6638653874397278, 0.5887848734855652, 0.4907405972480774, 0.6018517017364502, 0.12121205776929855, 0.4259258210659027, 0.13186806440353394, 0.5610858201980591, 0.6197181344032288, 0.1768706887960434, 0.238805890083313, 0.3211008310317993, 0.17567561566829681, 0.31050220131874084, 0.6770831346511841, 0.3101603388786316, 0.21645015478134155, 0.4499998688697815, 0.3763439953327179, 0.44943806529045105, 0.22797919809818268, 0.3783782124519348, 0.2765956223011017, 0.46825385093688965, 0.16666659712791443, 0.25203242897987366, 0.5523808598518372, 0.4598929286003113, 0.31067952513694763, 0.3076922297477722, 0.18713442981243134, 0.44444435834884644 ], "time": 162.92290661204606, "param": [ { "p": 0.07286246865987778, "m": 1.0 }, { "p": 0.07256849855184555, "m": 1.0 }, { "p": 0.06903457641601562, "m": 1.0 }, { "p": 0.06963407248258591, "m": 1.0 }, { "p": 0.06051434203982353, "m": 1.0 }, { "p": 0.08237243443727493, "m": 1.0 }, { "p": 0.07734200358390808, "m": 1.0 }, { "p": 0.08071523159742355, "m": 1.0 }, { "p": 0.06852196156978607, "m": 1.0 }, { "p": 0.06576346606016159, "m": 1.0 }, { "p": 0.053563956171274185, "m": 1.0 }, { "p": 0.06605024635791779, "m": 1.0 }, { "p": 0.0689924880862236, "m": 1.0 }, { "p": 0.09206429123878479, "m": 1.0 } ] }, { "epoch": 189, "train_loss": 3.6214780807495117, "val_loss": 2.6902315616607666, "acc": 35.47, "f1": [ 0.72251296043396, 0.40217384696006775, 0.3295453190803528, 0.21463409066200256, 0.1573033332824707, 0.3091786503791809, 0.3793102502822876, 0.34177201986312866, 0.28787872195243835, 0.491227924823761, 0.16883111000061035, 0.23589736223220825, 0.3278687596321106, 0.2105262726545334, 0.26785707473754883, 0.20689649879932404, 0.32258057594299316, 0.4593299925327301, 0.3037973642349243, 0.22818784415721893, 0.5899998545646667, 0.47115376591682434, 0.32558128237724304, 0.5555554628372192, 0.5739909410476685, 0.2580644488334656, 0.2695034444332123, 0.20634914934635162, 0.49999988079071045, 0.2844826877117157, 0.35294109582901, 0.3003951609134674, 0.3552630543708801, 0.3821137547492981, 0.29074883460998535, 0.10606056451797485, 0.329317182302475, 0.16931210458278656, 0.15624994039535522, 0.47963786125183105, 0.3417084515094757, 0.5876287817955017, 0.280373752117157, 0.3111110329627991, 0.18999992311000824, 0.2148759663105011, 0.24509796500205994, 0.46632111072540283, 0.45161277055740356, 0.44347813725471497, 0.23463678359985352, 0.3076922297477722, 0.5945944786071777, 0.6106193661689758, 0.559139609336853, 0.11904755234718323, 0.5399999022483826, 0.39795905351638794, 0.36065563559532166, 0.38427940011024475, 0.7083331942558289, 0.4914284646511078, 0.44067782163619995, 0.30769219994544983, 0.12565438449382782, 0.17266181111335754, 0.11688306927680969, 0.32978713512420654, 0.7123286128044128, 0.5499998927116394, 0.44554442167282104, 0.579234778881073, 0.1229049563407898, 0.3827749788761139, 0.1556885540485382, 0.5933012366294861, 0.6551722884178162, 0.15999992191791534, 0.2569831311702728, 0.348314493894577, 0.1635219305753708, 0.2436547577381134, 0.6451612114906311, 0.3406592309474945, 0.20408156514167786, 0.45348823070526123, 0.37614670395851135, 0.432748407125473, 0.17021270096302032, 0.35714274644851685, 0.28571417927742004, 0.5425531268119812, 0.11188805103302002, 0.2558138370513916, 0.5414363145828247, 0.43720918893814087, 0.2959640622138977, 0.2748090624809265, 0.17194563150405884, 0.44221094250679016 ], "time": 159.78485934063792, "param": [ { "p": 0.07731738686561584, "m": 1.0 }, { "p": 0.08005080372095108, "m": 1.0 }, { "p": 0.06482699513435364, "m": 1.0 }, { "p": 0.06893529742956161, "m": 1.0 }, { "p": 0.0766061395406723, "m": 1.0 }, { "p": 0.07034464180469513, "m": 1.0 }, { "p": 0.07322178781032562, "m": 1.0 }, { "p": 0.06995972245931625, "m": 1.0 }, { "p": 0.06452073901891708, "m": 1.0 }, { "p": 0.0606781430542469, "m": 1.0 }, { "p": 0.07586171478033066, "m": 1.0 }, { "p": 0.07775544375181198, "m": 1.0 }, { "p": 0.05788753926753998, "m": 1.0 }, { "p": 0.08203357458114624, "m": 1.0 } ] }, { "epoch": 190, "train_loss": 3.380945920944214, "val_loss": 2.7979507446289062, "acc": 36.11, "f1": [ 0.6699506640434265, 0.393063485622406, 0.3260868787765503, 0.15909084677696228, 0.15178565680980682, 0.2788843810558319, 0.34821417927742004, 0.36559128761291504, 0.31730762124061584, 0.4659089744091034, 0.17610056698322296, 0.25490185618400574, 0.32467523217201233, 0.18045106530189514, 0.2470587193965912, 0.26540276408195496, 0.393063485622406, 0.4823527932167053, 0.3253011107444763, 0.28571417927742004, 0.613756537437439, 0.4537035822868347, 0.3417084515094757, 0.5124998688697815, 0.6458331942558289, 0.23529404401779175, 0.2793295085430145, 0.21774189174175262, 0.5172412991523743, 0.3317534327507019, 0.39357417821884155, 0.31623923778533936, 0.3428570628166199, 0.36585354804992676, 0.31914886832237244, 0.1619046926498413, 0.2999999225139618, 0.2095237374305725, 0.27436816692352295, 0.5443036556243896, 0.3468207120895386, 0.603351891040802, 0.314606636762619, 0.30824363231658936, 0.2574256360530853, 0.24657529592514038, 0.13580238819122314, 0.5161289572715759, 0.4938269853591919, 0.47916653752326965, 0.2062779664993286, 0.3793102502822876, 0.619246780872345, 0.5945944786071777, 0.535353422164917, 0.13513506948947906, 0.5511109828948975, 0.39778995513916016, 0.35443025827407837, 0.3184078335762024, 0.693333089351654, 0.48913031816482544, 0.4324323236942291, 0.3428570628166199, 0.12345672398805618, 0.2634729743003845, 0.1900825798511505, 0.32402223348617554, 0.72251296043396, 0.5409834980964661, 0.475806325674057, 0.6095237135887146, 0.13100433349609375, 0.19867542386054993, 0.15827332437038422, 0.5446427464485168, 0.6699027419090271, 0.15294109284877777, 0.22508031129837036, 0.3463686406612396, 0.15384609997272491, 0.24489787220954895, 0.6731706857681274, 0.3113771378993988, 0.19999992847442627, 0.44976064562797546, 0.39560428261756897, 0.39639630913734436, 0.20930226147174835, 0.34576261043548584, 0.30769219994544983, 0.49746179580688477, 0.16867463290691376, 0.2371133416891098, 0.5904760956764221, 0.3953487277030945, 0.30526304244995117, 0.31034475564956665, 0.20233455300331116, 0.4043714702129364 ], "time": 160.6030945358798, "param": [ { "p": 0.07180042564868927, "m": 1.0 }, { "p": 0.0745772048830986, "m": 1.0 }, { "p": 0.07617851346731186, "m": 1.0 }, { "p": 0.060423556715250015, "m": 1.0 }, { "p": 0.06334390491247177, "m": 1.0 }, { "p": 0.07890092581510544, "m": 1.0 }, { "p": 0.0726480633020401, "m": 1.0 }, { "p": 0.07198348641395569, "m": 1.0 }, { "p": 0.0706237331032753, "m": 1.0 }, { "p": 0.07907012850046158, "m": 1.0 }, { "p": 0.07161489129066467, "m": 1.0 }, { "p": 0.06768336147069931, "m": 1.0 }, { "p": 0.07107967883348465, "m": 1.0 }, { "p": 0.07007211446762085, "m": 1.0 } ] }, { "epoch": 191, "train_loss": 3.3056085109710693, "val_loss": 2.5919764041900635, "acc": 35.97, "f1": [ 0.6956520080566406, 0.42639580368995667, 0.28571417927742004, 0.15950913727283478, 0.1554403454065323, 0.21505369246006012, 0.3678159713745117, 0.3314284682273865, 0.3265305161476135, 0.3970036506652832, 0.17449656128883362, 0.25165554881095886, 0.37563440203666687, 0.25157222151756287, 0.23595495522022247, 0.21022722125053406, 0.34224584698677063, 0.49765241146087646, 0.36633655428886414, 0.23437495529651642, 0.6249998807907104, 0.4814813435077667, 0.306122362613678, 0.5326085686683655, 0.587719202041626, 0.24999991059303284, 0.24271836876869202, 0.17721512913703918, 0.4688993990421295, 0.32432422041893005, 0.33939382433891296, 0.29951682686805725, 0.3485476076602936, 0.33992087841033936, 0.3384614586830139, 0.17391297221183777, 0.3351954519748688, 0.20134222507476807, 0.21960778534412384, 0.547770619392395, 0.3389829397201538, 0.5299144387245178, 0.33962252736091614, 0.3478259742259979, 0.27343741059303284, 0.20289847254753113, 0.19672125577926636, 0.48780474066734314, 0.4705880880355835, 0.396135151386261, 0.193548321723938, 0.3502824008464813, 0.5333331823348999, 0.6132074594497681, 0.5240640044212341, 0.15525108575820923, 0.549019455909729, 0.33913031220436096, 0.3389829695224762, 0.434782475233078, 0.710382342338562, 0.48421040177345276, 0.3999998867511749, 0.3636362850666046, 0.13245026767253876, 0.23788540065288544, 0.1639343500137329, 0.334727942943573, 0.7090908288955688, 0.570175290107727, 0.4469272196292877, 0.5677964687347412, 0.12206566333770752, 0.3804876506328583, 0.14634139835834503, 0.5520360469818115, 0.5703702569007874, 0.16877631843090057, 0.22680403292179108, 0.3387977182865143, 0.12162157148122787, 0.2470587193965912, 0.6735749840736389, 0.3510637581348419, 0.17840369045734406, 0.4578312039375305, 0.35964900255203247, 0.4186045527458191, 0.18604643642902374, 0.3636362552642822, 0.314606636762619, 0.5418717861175537, 0.13580238819122314, 0.16993455588817596, 0.5714284777641296, 0.4561402499675751, 0.24539868533611298, 0.3228698670864105, 0.1789882481098175, 0.45197728276252747 ], "time": 162.62685950938612, "param": [ { "p": 0.06843847781419754, "m": 1.0 }, { "p": 0.06474313139915466, "m": 1.0 }, { "p": 0.06217283755540848, "m": 1.0 }, { "p": 0.07068264484405518, "m": 1.0 }, { "p": 0.06589947640895844, "m": 1.0 }, { "p": 0.0836453065276146, "m": 1.0 }, { "p": 0.0711907148361206, "m": 1.0 }, { "p": 0.07091663777828217, "m": 1.0 }, { "p": 0.0718255564570427, "m": 1.0 }, { "p": 0.07212421298027039, "m": 1.0 }, { "p": 0.07271640002727509, "m": 1.0 }, { "p": 0.07866968959569931, "m": 1.0 }, { "p": 0.06184769421815872, "m": 1.0 }, { "p": 0.08512718230485916, "m": 1.0 } ] }, { "epoch": 192, "train_loss": 3.725015640258789, "val_loss": 2.756260395050049, "acc": 36.13, "f1": [ 0.6892654895782471, 0.4052862524986267, 0.2933332324028015, 0.17877088487148285, 0.12999993562698364, 0.33333322405815125, 0.37735840678215027, 0.39520949125289917, 0.34254133701324463, 0.4835163354873657, 0.1891891211271286, 0.3043477535247803, 0.3350784480571747, 0.21301770210266113, 0.2536584436893463, 0.23318377137184143, 0.2840908169746399, 0.4787232577800751, 0.34177201986312866, 0.22499993443489075, 0.644067645072937, 0.4593299925327301, 0.3627450466156006, 0.5164833664894104, 0.6278025507926941, 0.20224712789058685, 0.2769230008125305, 0.2399999350309372, 0.4699452221393585, 0.3248729705810547, 0.3576158285140991, 0.343283474445343, 0.3247862458229065, 0.3259258568286896, 0.3399999141693115, 0.19379839301109314, 0.3636362850666046, 0.19305014610290527, 0.18972326815128326, 0.5680471658706665, 0.35185176134109497, 0.5937498807907104, 0.3097344636917114, 0.3625729978084564, 0.2333332598209381, 0.23703694343566895, 0.18279562890529633, 0.4787232577800751, 0.48888877034187317, 0.4239999055862427, 0.22857137024402618, 0.34599146246910095, 0.5771142840385437, 0.6170212030410767, 0.5238093733787537, 0.11299428343772888, 0.5612244009971619, 0.3619908392429352, 0.31081071496009827, 0.38738730549812317, 0.6794257164001465, 0.4431816637516022, 0.42857131361961365, 0.3493449091911316, 0.16494840383529663, 0.20657269656658173, 0.1407034695148468, 0.33333322405815125, 0.7177032232284546, 0.5493561029434204, 0.46861910820007324, 0.5631066560745239, 0.09248548746109009, 0.32160791754722595, 0.16279064118862152, 0.579234778881073, 0.6728971004486084, 0.14062495529651642, 0.2446807622909546, 0.3905324339866638, 0.18264833092689514, 0.2931033670902252, 0.6628569960594177, 0.3473052978515625, 0.2173912227153778, 0.4406778812408447, 0.4086019992828369, 0.4239630401134491, 0.15204671025276184, 0.3957218527793884, 0.2592591643333435, 0.5074625611305237, 0.24271836876869202, 0.20444436371326447, 0.5302324295043945, 0.4369746744632721, 0.359712153673172, 0.28295814990997314, 0.19753079116344452, 0.4191615581512451 ], "time": 162.22690133471042, "param": [ { "p": 0.07472525537014008, "m": 1.0 }, { "p": 0.06960242986679077, "m": 1.0 }, { "p": 0.08613558858633041, "m": 1.0 }, { "p": 0.06894327700138092, "m": 1.0 }, { "p": 0.07025253772735596, "m": 1.0 }, { "p": 0.07969578355550766, "m": 1.0 }, { "p": 0.057805340737104416, "m": 1.0 }, { "p": 0.06908618658781052, "m": 1.0 }, { "p": 0.05969645082950592, "m": 1.0 }, { "p": 0.08357524871826172, "m": 1.0 }, { "p": 0.07013578712940216, "m": 1.0 }, { "p": 0.06481359153985977, "m": 1.0 }, { "p": 0.06131257861852646, "m": 1.0 }, { "p": 0.08421998471021652, "m": 1.0 } ] }, { "epoch": 193, "train_loss": 3.097867965698242, "val_loss": 2.627272129058838, "acc": 35.61, "f1": [ 0.5886791348457336, 0.4230768084526062, 0.2727271616458893, 0.19101116061210632, 0.17037031054496765, 0.26086944341659546, 0.36158180236816406, 0.3636362850666046, 0.37333324551582336, 0.47619032859802246, 0.1885245442390442, 0.2692306637763977, 0.34513264894485474, 0.24864855408668518, 0.2638297379016876, 0.27272719144821167, 0.3157894015312195, 0.4533332288265228, 0.3216782510280609, 0.2025315761566162, 0.5901637673377991, 0.4723246097564697, 0.32584258913993835, 0.4914284646511078, 0.587155818939209, 0.2771083414554596, 0.2561982572078705, 0.20388342440128326, 0.4093022048473358, 0.31730762124061584, 0.41052618622779846, 0.3301886022090912, 0.34042543172836304, 0.36842095851898193, 0.27678564190864563, 0.13664589822292328, 0.3578946590423584, 0.24277448654174805, 0.17877088487148285, 0.5624998211860657, 0.35294109582901, 0.5714284777641296, 0.2589927613735199, 0.3703702688217163, 0.23387089371681213, 0.20111726224422455, 0.1909089982509613, 0.49999988079071045, 0.5193368792533875, 0.4239999055862427, 0.24509796500205994, 0.28859052062034607, 0.5384615063667297, 0.5728641748428345, 0.4939757287502289, 0.11555548757314682, 0.5420559644699097, 0.3289472758769989, 0.29702961444854736, 0.33918121457099915, 0.6530610918998718, 0.40740731358528137, 0.491227924823761, 0.3771427571773529, 0.14563101530075073, 0.2580644488334656, 0.04545450210571289, 0.331034392118454, 0.7348835468292236, 0.5055760741233826, 0.49999988079071045, 0.5396824479103088, 0.1478598713874817, 0.32579174637794495, 0.12807877361774445, 0.5054150819778442, 0.6947367191314697, 0.1629629135131836, 0.18779337406158447, 0.3625729978084564, 0.14545448124408722, 0.2412450611591339, 0.7021275758743286, 0.32124343514442444, 0.2099446803331375, 0.43373486399650574, 0.4075828194618225, 0.4910178482532501, 0.14925366640090942, 0.3675675094127655, 0.2904563546180725, 0.47389549016952515, 0.26666656136512756, 0.2376236915588379, 0.5567008852958679, 0.4615383446216583, 0.3707316219806671, 0.3267325758934021, 0.19444438815116882, 0.4343433380126953 ], "time": 160.16612688917667, "param": [ { "p": 0.0625046119093895, "m": 1.0 }, { "p": 0.0835757777094841, "m": 1.0 }, { "p": 0.06246728077530861, "m": 1.0 }, { "p": 0.07510694861412048, "m": 1.0 }, { "p": 0.06376015394926071, "m": 1.0 }, { "p": 0.08086945116519928, "m": 1.0 }, { "p": 0.07300839573144913, "m": 1.0 }, { "p": 0.08115468174219131, "m": 1.0 }, { "p": 0.05974169820547104, "m": 1.0 }, { "p": 0.07080427557229996, "m": 1.0 }, { "p": 0.058924827724695206, "m": 1.0 }, { "p": 0.07959561794996262, "m": 1.0 }, { "p": 0.070848748087883, "m": 1.0 }, { "p": 0.07763759046792984, "m": 1.0 } ] }, { "epoch": 194, "train_loss": 3.4299988746643066, "val_loss": 2.7368431091308594, "acc": 36.21, "f1": [ 0.6842104196548462, 0.3882351815700531, 0.3084111213684082, 0.24154582619667053, 0.19791658222675323, 0.28947362303733826, 0.3878786563873291, 0.30107519030570984, 0.3228698670864105, 0.45348823070526123, 0.17877088487148285, 0.24896258115768433, 0.3575417995452881, 0.23318377137184143, 0.251428484916687, 0.22307686507701874, 0.35359105467796326, 0.510416567325592, 0.3508771061897278, 0.2436547577381134, 0.6060605049133301, 0.4694834351539612, 0.3386242389678955, 0.5445543527603149, 0.6519335508346558, 0.2843601107597351, 0.2727271616458893, 0.20746882259845734, 0.47963786125183105, 0.31818172335624695, 0.31999990344047546, 0.37433144450187683, 0.3285022974014282, 0.3771427571773529, 0.33333325386047363, 0.16149060428142548, 0.3253011107444763, 0.21599994599819183, 0.23966935276985168, 0.5033111572265625, 0.32183900475502014, 0.563535749912262, 0.30833324790000916, 0.393063485622406, 0.24050623178482056, 0.2456139624118805, 0.2786068916320801, 0.43382343649864197, 0.49999988079071045, 0.4276728630065918, 0.23636355996131897, 0.33333322405815125, 0.5204460024833679, 0.5744680166244507, 0.4927534759044647, 0.14583328366279602, 0.5526314973831177, 0.4046241343021393, 0.3522725999355316, 0.32467523217201233, 0.6979165077209473, 0.43850257992744446, 0.415094256401062, 0.2877192199230194, 0.13836471736431122, 0.216666579246521, 0.19999995827674866, 0.3037973642349243, 0.7281104326248169, 0.5980390906333923, 0.5073169469833374, 0.5896413326263428, 0.13207541406154633, 0.3707316219806671, 0.17808210849761963, 0.5862067937850952, 0.6772485375404358, 0.14285707473754883, 0.2124999314546585, 0.3699999153614044, 0.19875767827033997, 0.2882882058620453, 0.6666665077209473, 0.29629620909690857, 0.17931029200553894, 0.4152541756629944, 0.3804876506328583, 0.4186045527458191, 0.22330091893672943, 0.3831416666507721, 0.2962961792945862, 0.45887434482574463, 0.1503758728504181, 0.2434781938791275, 0.5882351398468018, 0.4192439019680023, 0.29213473200798035, 0.3409090042114258, 0.11111105233430862, 0.4042551815509796 ], "time": 161.1335829840973, "param": [ { "p": 0.060971327126026154, "m": 1.0 }, { "p": 0.06976830959320068, "m": 1.0 }, { "p": 0.07465888559818268, "m": 1.0 }, { "p": 0.0793975293636322, "m": 1.0 }, { "p": 0.05685897916555405, "m": 1.0 }, { "p": 0.08191535621881485, "m": 1.0 }, { "p": 0.06479472666978836, "m": 1.0 }, { "p": 0.07334578037261963, "m": 1.0 }, { "p": 0.07001679390668869, "m": 1.0 }, { "p": 0.07442489266395569, "m": 1.0 }, { "p": 0.06795421987771988, "m": 1.0 }, { "p": 0.06591524928808212, "m": 1.0 }, { "p": 0.0730450302362442, "m": 1.0 }, { "p": 0.08693283796310425, "m": 1.0 } ] }, { "epoch": 195, "train_loss": 2.819418430328369, "val_loss": 2.747753620147705, "acc": 36.38, "f1": [ 0.6599999070167542, 0.4226802885532379, 0.2938387989997864, 0.2099446803331375, 0.1647058129310608, 0.2578124403953552, 0.33333322405815125, 0.34710732102394104, 0.36649200320243835, 0.4502616822719574, 0.18811874091625214, 0.24675315618515015, 0.38144323229789734, 0.2378377616405487, 0.19289332628250122, 0.25870639085769653, 0.29508185386657715, 0.5191488265991211, 0.3170730471611023, 0.2526314854621887, 0.6022725701332092, 0.4837207794189453, 0.3699999153614044, 0.4910178482532501, 0.5955054759979248, 0.2569831311702728, 0.2792791724205017, 0.19847321510314941, 0.4670049846172333, 0.4055943191051483, 0.3951611816883087, 0.3428570628166199, 0.3195265531539917, 0.3823528587818146, 0.3058822751045227, 0.13259662687778473, 0.3228698670864105, 0.19875767827033997, 0.20125779509544373, 0.502564013004303, 0.32034626603126526, 0.596684992313385, 0.3070538640022278, 0.3428570628166199, 0.21319790184497833, 0.21929818391799927, 0.20118334889411926, 0.5018725991249084, 0.5434780716896057, 0.45887434482574463, 0.20408155024051666, 0.35748788714408875, 0.5860464572906494, 0.5863873362541199, 0.475806325674057, 0.17142851650714874, 0.5258214473724365, 0.34980979561805725, 0.3195875287055969, 0.36269423365592957, 0.6631577014923096, 0.4401912987232208, 0.4299998879432678, 0.30578503012657166, 0.13513506948947906, 0.22702695429325104, 0.12987005710601807, 0.3025209605693817, 0.6930691599845886, 0.5589519143104553, 0.4629628360271454, 0.5692882537841797, 0.10738249123096466, 0.37499991059303284, 0.19101116061210632, 0.5485230684280396, 0.6767675280570984, 0.19417467713356018, 0.2585032880306244, 0.38095223903656006, 0.20454540848731995, 0.2446807622909546, 0.669999897480011, 0.36111101508140564, 0.21714277565479279, 0.42780739068984985, 0.3983401656150818, 0.43850257992744446, 0.210526242852211, 0.38983041048049927, 0.30115818977355957, 0.5319147706031799, 0.1656804084777832, 0.2436547577381134, 0.5699480772018433, 0.4102562963962555, 0.329268217086792, 0.3179915249347687, 0.2018347978591919, 0.3149605393409729 ], "time": 161.90690983179957, "param": [ { "p": 0.07561911642551422, "m": 1.0 }, { "p": 0.07832746207714081, "m": 1.0 }, { "p": 0.06213383376598358, "m": 1.0 }, { "p": 0.07598177343606949, "m": 1.0 }, { "p": 0.061795737594366074, "m": 1.0 }, { "p": 0.0771292969584465, "m": 1.0 }, { "p": 0.07832354307174683, "m": 1.0 }, { "p": 0.06184830144047737, "m": 1.0 }, { "p": 0.06574485450983047, "m": 1.0 }, { "p": 0.07129306346178055, "m": 1.0 }, { "p": 0.07708590477705002, "m": 1.0 }, { "p": 0.058786459267139435, "m": 1.0 }, { "p": 0.06499999761581421, "m": 1.0 }, { "p": 0.09093072265386581, "m": 1.0 } ] }, { "epoch": 196, "train_loss": 4.06010627746582, "val_loss": 2.5715372562408447, "acc": 36.74, "f1": [ 0.6826921701431274, 0.4688993990421295, 0.30555546283721924, 0.16783210635185242, 0.14864858984947205, 0.3147207200527191, 0.35675665736198425, 0.3151514232158661, 0.3577980697154999, 0.4588233530521393, 0.18390797078609467, 0.23744283616542816, 0.3248729705810547, 0.1656804084777832, 0.23188398778438568, 0.24598921835422516, 0.3568074107170105, 0.4897957742214203, 0.3666665554046631, 0.2517482042312622, 0.6436780691146851, 0.5189187526702881, 0.3586955666542053, 0.5339804887771606, 0.6082947254180908, 0.2840908169746399, 0.3013697862625122, 0.2399999350309372, 0.5230767726898193, 0.36470577120780945, 0.3542855978012085, 0.3778800964355469, 0.33918121457099915, 0.38914018869400024, 0.31441038846969604, 0.1469387263059616, 0.3111110329627991, 0.20327864587306976, 0.22346359491348267, 0.5235601663589478, 0.29523801803588867, 0.5650222897529602, 0.34042540192604065, 0.34817805886268616, 0.2588234543800354, 0.2692306637763977, 0.2473117560148239, 0.4860556721687317, 0.5149698853492737, 0.4484303891658783, 0.2072538137435913, 0.3778800964355469, 0.5463413596153259, 0.645502507686615, 0.492537260055542, 0.10377352684736252, 0.5321887135505676, 0.39130425453186035, 0.2941175401210785, 0.35294109582901, 0.6816141605377197, 0.5108694434165955, 0.41269832849502563, 0.37349388003349304, 0.11976040154695511, 0.23595495522022247, 0.1846153289079666, 0.32835814356803894, 0.7058822512626648, 0.5432097911834717, 0.4861876964569092, 0.5714284777641296, 0.11822652816772461, 0.3823528587818146, 0.15384608507156372, 0.5614033937454224, 0.6421051621437073, 0.1748633086681366, 0.20535708963871002, 0.3874998986721039, 0.16993455588817596, 0.28855711221694946, 0.6590906977653503, 0.32142847776412964, 0.21428564190864563, 0.41717782616615295, 0.3733331859111786, 0.44578301906585693, 0.15999993681907654, 0.3692306578159332, 0.28820955753326416, 0.5025123953819275, 0.1799999475479126, 0.17948710918426514, 0.5439999103546143, 0.44852933287620544, 0.29885047674179077, 0.3832334280014038, 0.2105262726545334, 0.41379299759864807 ], "time": 162.66738040186465, "param": [ { "p": 0.05578149855136871, "m": 1.0 }, { "p": 0.06498529016971588, "m": 1.0 }, { "p": 0.07856182008981705, "m": 1.0 }, { "p": 0.0781790167093277, "m": 1.0 }, { "p": 0.06817349791526794, "m": 1.0 }, { "p": 0.08795370161533356, "m": 1.0 }, { "p": 0.07401443272829056, "m": 1.0 }, { "p": 0.07743316888809204, "m": 1.0 }, { "p": 0.06868298351764679, "m": 1.0 }, { "p": 0.062276653945446014, "m": 1.0 }, { "p": 0.0664721429347992, "m": 1.0 }, { "p": 0.06408113241195679, "m": 1.0 }, { "p": 0.0636429563164711, "m": 1.0 }, { "p": 0.08976174145936966, "m": 1.0 } ] }, { "epoch": 197, "train_loss": 3.6919312477111816, "val_loss": 2.5897469520568848, "acc": 35.48, "f1": [ 0.7135133743286133, 0.38095226883888245, 0.25906726717948914, 0.14814810454845428, 0.1442307084798813, 0.20833326876163483, 0.3798881769180298, 0.3206750154495239, 0.3089430034160614, 0.49689429998397827, 0.1971830427646637, 0.24210518598556519, 0.31872501969337463, 0.19251330196857452, 0.2722512185573578, 0.24413138628005981, 0.32222211360931396, 0.47747737169265747, 0.3249998986721039, 0.24277448654174805, 0.5244443416595459, 0.4432430863380432, 0.33333322405815125, 0.5297296643257141, 0.5217390656471252, 0.2824857831001282, 0.24460424482822418, 0.13235288858413696, 0.4577113389968872, 0.33333319425582886, 0.3459458649158478, 0.3308822214603424, 0.3111110329627991, 0.3827749788761139, 0.30630621314048767, 0.1809523105621338, 0.31372541189193726, 0.20746882259845734, 0.275229275226593, 0.5599998831748962, 0.3499998450279236, 0.5925924777984619, 0.31818172335624695, 0.28571420907974243, 0.27649760246276855, 0.21468918025493622, 0.20588228106498718, 0.48559659719467163, 0.4590162932872772, 0.4099377691745758, 0.1789472997188568, 0.3265305161476135, 0.5139663219451904, 0.5743588209152222, 0.5249999165534973, 0.14084503054618835, 0.5238093733787537, 0.38834938406944275, 0.3493449091911316, 0.3798881769180298, 0.7196259498596191, 0.5079363584518433, 0.4549761712551117, 0.3763439953327179, 0.10256403684616089, 0.21904754638671875, 0.1339712291955948, 0.28571417927742004, 0.7281104326248169, 0.6146340370178223, 0.4155843257904053, 0.5647057294845581, 0.13471496105194092, 0.3417084515094757, 0.1507537066936493, 0.6146340370178223, 0.6434781551361084, 0.20425525307655334, 0.22297292947769165, 0.3626372814178467, 0.14285708963871002, 0.25396814942359924, 0.6729856729507446, 0.30208322405815125, 0.23232315480709076, 0.43902426958084106, 0.3775099515914917, 0.46728962659835815, 0.22222216427326202, 0.37499988079071045, 0.28244268894195557, 0.5263156890869141, 0.1717790812253952, 0.206060528755188, 0.5921786427497864, 0.3760683238506317, 0.24489788711071014, 0.30864188075065613, 0.17605628073215485, 0.44444432854652405 ], "time": 163.97856132593006, "param": [ { "p": 0.07503674924373627, "m": 1.0 }, { "p": 0.06271764636039734, "m": 1.0 }, { "p": 0.06484661996364594, "m": 1.0 }, { "p": 0.07475999742746353, "m": 1.0 }, { "p": 0.06996852159500122, "m": 1.0 }, { "p": 0.07227787375450134, "m": 1.0 }, { "p": 0.07958070933818817, "m": 1.0 }, { "p": 0.07324554026126862, "m": 1.0 }, { "p": 0.0806068703532219, "m": 1.0 }, { "p": 0.06555129587650299, "m": 1.0 }, { "p": 0.07152193039655685, "m": 1.0 }, { "p": 0.06087242439389229, "m": 1.0 }, { "p": 0.06604813784360886, "m": 1.0 }, { "p": 0.0829656720161438, "m": 1.0 } ] }, { "epoch": 198, "train_loss": 3.2935738563537598, "val_loss": 2.621236562728882, "acc": 36.06, "f1": [ 0.6470587849617004, 0.41717782616615295, 0.303703635931015, 0.20858889818191528, 0.15555550158023834, 0.26666656136512756, 0.4081631600856781, 0.27272719144821167, 0.3425924777984619, 0.44067782163619995, 0.1854303926229477, 0.26666659116744995, 0.24999992549419403, 0.21890540421009064, 0.2424241602420807, 0.23696675896644592, 0.3402060866355896, 0.49586769938468933, 0.3999998867511749, 0.3135133981704712, 0.5922329425811768, 0.48936155438423157, 0.34862375259399414, 0.535519003868103, 0.5892856121063232, 0.2374998927116394, 0.28571417927742004, 0.185653954744339, 0.488262802362442, 0.30621999502182007, 0.37499988079071045, 0.3678159713745117, 0.3905324339866638, 0.3693692684173584, 0.3135133981704712, 0.15819202363491058, 0.27272719144821167, 0.20689646899700165, 0.23188398778438568, 0.4897957742214203, 0.3521125614643097, 0.6010361909866333, 0.32599109411239624, 0.3636362552642822, 0.1989527940750122, 0.20588228106498718, 0.22878222167491913, 0.47393354773521423, 0.5139663219451904, 0.4176705777645111, 0.19428564608097076, 0.34224584698677063, 0.5798317790031433, 0.6018517017364502, 0.5411763787269592, 0.19540224969387054, 0.5403225421905518, 0.3625729978084564, 0.35714274644851685, 0.3299999237060547, 0.6820275187492371, 0.4565216302871704, 0.45238080620765686, 0.26966285705566406, 0.12435225397348404, 0.21551716327667236, 0.13100433349609375, 0.3365383446216583, 0.658536434173584, 0.5488720536231995, 0.5050503611564636, 0.6086955070495605, 0.11320748925209045, 0.29213473200798035, 0.14130428433418274, 0.5714284777641296, 0.6666665077209473, 0.15662643313407898, 0.25185176730155945, 0.3435581922531128, 0.198198139667511, 0.2888887822628021, 0.6282050013542175, 0.30331745743751526, 0.1629629135131836, 0.41592907905578613, 0.3706895411014557, 0.41414129734039307, 0.1870967298746109, 0.3433475196361542, 0.28742504119873047, 0.5320196151733398, 0.154929518699646, 0.19999994337558746, 0.5811964869499207, 0.43298953771591187, 0.34821417927742004, 0.31872501969337463, 0.16593880951404572, 0.39160826802253723 ], "time": 162.36988600995392, "param": [ { "p": 0.05048346519470215, "m": 1.0 }, { "p": 0.07143949717283249, "m": 1.0 }, { "p": 0.0643165186047554, "m": 1.0 }, { "p": 0.08027471601963043, "m": 1.0 }, { "p": 0.07223587483167648, "m": 1.0 }, { "p": 0.08134856820106506, "m": 1.0 }, { "p": 0.0717991292476654, "m": 1.0 }, { "p": 0.06914833188056946, "m": 1.0 }, { "p": 0.07208903133869171, "m": 1.0 }, { "p": 0.07421347498893738, "m": 1.0 }, { "p": 0.06207104027271271, "m": 1.0 }, { "p": 0.07341830432415009, "m": 1.0 }, { "p": 0.06455570459365845, "m": 1.0 }, { "p": 0.09260634332895279, "m": 1.0 } ] }, { "epoch": 199, "train_loss": 3.785823345184326, "val_loss": 2.7371695041656494, "acc": 35.77, "f1": [ 0.6249998807907104, 0.4162435233592987, 0.30456843972206116, 0.18518511950969696, 0.1403508186340332, 0.22784802317619324, 0.3489360511302948, 0.29523801803588867, 0.34177201986312866, 0.47120407223701477, 0.12698407471179962, 0.2131146788597107, 0.3494423031806946, 0.2561575770378113, 0.2524271011352539, 0.23529405891895294, 0.3428570628166199, 0.44604307413101196, 0.3316061198711395, 0.23963125050067902, 0.5999999046325684, 0.4823527932167053, 0.3549782335758209, 0.4855490028858185, 0.5999999046325684, 0.23529404401779175, 0.2674417495727539, 0.19047613441944122, 0.4717947542667389, 0.32291656732559204, 0.4405285120010376, 0.3841806650161743, 0.2879376709461212, 0.3979056477546692, 0.29197070002555847, 0.14583328366279602, 0.2533332407474518, 0.17171710729599, 0.22471904754638672, 0.5267855525016785, 0.3469386696815491, 0.5882351994514465, 0.3493974804878235, 0.35627520084381104, 0.22222213447093964, 0.21857915818691254, 0.15384607017040253, 0.49999988079071045, 0.44444432854652405, 0.30555543303489685, 0.20740734040737152, 0.35483863949775696, 0.5555554628372192, 0.5757573843002319, 0.48387083411216736, 0.11458326876163483, 0.5221238136291504, 0.3522725999355316, 0.32160791754722595, 0.33606547117233276, 0.678413987159729, 0.48387083411216736, 0.3999999165534973, 0.37696322798728943, 0.10465110093355179, 0.24719089269638062, 0.16589856147766113, 0.30588221549987793, 0.7169809341430664, 0.6090908050537109, 0.4692735970020294, 0.5914396047592163, 0.06756751239299774, 0.3267325758934021, 0.18604643642902374, 0.579439103603363, 0.6969695687294006, 0.1509433388710022, 0.20202013850212097, 0.382978618144989, 0.13245026767253876, 0.2473117560148239, 0.6562498807907104, 0.31884050369262695, 0.22105254232883453, 0.47619032859802246, 0.38993698358535767, 0.46829259395599365, 0.18905465304851532, 0.35999995470046997, 0.2980768382549286, 0.5112106204032898, 0.2131146788597107, 0.2424241602420807, 0.5371427536010742, 0.419999897480011, 0.26751580834388733, 0.30275216698646545, 0.15300540626049042, 0.41441428661346436 ], "time": 160.92040870524943, "param": [ { "p": 0.06381869316101074, "m": 1.0 }, { "p": 0.06772221624851227, "m": 1.0 }, { "p": 0.08303821086883545, "m": 1.0 }, { "p": 0.06963849812746048, "m": 1.0 }, { "p": 0.05567641928792, "m": 1.0 }, { "p": 0.07444384694099426, "m": 1.0 }, { "p": 0.07598213106393814, "m": 1.0 }, { "p": 0.07167952507734299, "m": 1.0 }, { "p": 0.08223559707403183, "m": 1.0 }, { "p": 0.06270761787891388, "m": 1.0 }, { "p": 0.06642253696918488, "m": 1.0 }, { "p": 0.06974852830171585, "m": 1.0 }, { "p": 0.06970549374818802, "m": 1.0 }, { "p": 0.08718065917491913, "m": 1.0 } ] }, { "epoch": 200, "train_loss": 3.5732855796813965, "val_loss": 2.7356622219085693, "acc": 36.36, "f1": [ 0.6701569557189941, 0.43979042768478394, 0.3057323694229126, 0.13513506948947906, 0.18264833092689514, 0.2543351650238037, 0.38666656613349915, 0.3636362850666046, 0.3441859781742096, 0.47826072573661804, 0.14062495529651642, 0.21126757562160492, 0.39325833320617676, 0.17391300201416016, 0.2525251507759094, 0.21238930523395538, 0.3050846457481384, 0.5126049518585205, 0.2937852144241333, 0.2707422971725464, 0.5849055051803589, 0.46231144666671753, 0.3499998450279236, 0.5086703896522522, 0.6153844594955444, 0.25396814942359924, 0.256410151720047, 0.17948710918426514, 0.44578301906585693, 0.33532923460006714, 0.4210525155067444, 0.2888086140155792, 0.33027511835098267, 0.3560605049133301, 0.3190660774707794, 0.22018341720104218, 0.26190468668937683, 0.25112098455429077, 0.25490185618400574, 0.5798815488815308, 0.32558128237724304, 0.6243385076522827, 0.33333322405815125, 0.41379299759864807, 0.24999992549419403, 0.20338977873325348, 0.07751933485269547, 0.5158370137214661, 0.4914284646511078, 0.38271594047546387, 0.1965811401605606, 0.33112576603889465, 0.5250964164733887, 0.6168223023414612, 0.5242717266082764, 0.13496926426887512, 0.5479451417922974, 0.3976607024669647, 0.30621999502182007, 0.3493449091911316, 0.6638296246528625, 0.4919784665107727, 0.46511611342430115, 0.3113206624984741, 0.15827332437038422, 0.2062779664993286, 0.18840573728084564, 0.31764698028564453, 0.7238093614578247, 0.6111109852790833, 0.45643141865730286, 0.5862067937850952, 0.13664589822292328, 0.3940519392490387, 0.18518511950969696, 0.6095237135887146, 0.688171923160553, 0.14666660130023956, 0.25233638286590576, 0.26388877630233765, 0.18652844429016113, 0.2673795819282532, 0.7058822512626648, 0.36559128761291504, 0.21886786818504333, 0.40151503682136536, 0.4269661605358124, 0.44047608971595764, 0.2181817591190338, 0.37154141068458557, 0.2621358335018158, 0.542713463306427, 0.179775208234787, 0.21118006110191345, 0.5370368957519531, 0.4408600926399231, 0.31325289607048035, 0.32402223348617554, 0.14965979754924774, 0.43678146600723267 ], "time": 163.28776618279517, "param": [ { "p": 0.07218214869499207, "m": 1.0 }, { "p": 0.07249300181865692, "m": 1.0 }, { "p": 0.06815226376056671, "m": 1.0 }, { "p": 0.07306899130344391, "m": 1.0 }, { "p": 0.06927676498889923, "m": 1.0 }, { "p": 0.07704360038042068, "m": 1.0 }, { "p": 0.07039263099431992, "m": 1.0 }, { "p": 0.07568209618330002, "m": 1.0 }, { "p": 0.06855316460132599, "m": 1.0 }, { "p": 0.07088792324066162, "m": 1.0 }, { "p": 0.06602120399475098, "m": 1.0 }, { "p": 0.06131543219089508, "m": 1.0 }, { "p": 0.08156346529722214, "m": 1.0 }, { "p": 0.07336726039648056, "m": 1.0 } ] } ] }