[ { "epoch": 1, "train": 0.9950610284621899, "val": 1.0467334389686584 }, { "epoch": 2, "train": 1.0130228010507731, "val": 0.9384584256580898 }, { "epoch": 3, "train": 0.974460278566067, "val": 0.8366101895059858 }, { "epoch": 4, "train": 0.9708898801069993, "val": 0.9460206627845764 }, { "epoch": 5, "train": 0.9513656336527604, "val": 0.915183791092464 }, { "epoch": 6, "train": 0.9480870113922999, "val": 0.9121852602277484 }, { "epoch": 7, "train": 0.9130108333550967, "val": 0.8703540563583374 }, { "epoch": 8, "train": 0.8685689637294183, "val": 0.9233866248811994 }, { "epoch": 9, "train": 0.8118167863442347, "val": 0.7646707892417908 }, { "epoch": 10, "train": 0.7206284747673914, "val": 0.6139161331312997 }, { "epoch": 11, "train": 0.6741494146677164, "val": 0.6199659620012555 }, { "epoch": 12, "train": 0.5991332485125616, "val": 0.5826418910707746 }, { "epoch": 13, "train": 0.5935260470096881, "val": 0.530895105430058 }, { "epoch": 14, "train": 0.5101002202584193, "val": 0.44263699650764465 }, { "epoch": 15, "train": 0.4796362060766954, "val": 0.5119314619473049 }, { "epoch": 16, "train": 0.4966974820082004, "val": 0.40171786717006136 }, { "epoch": 17, "train": 0.48147371182074916, "val": 0.41151049733161926 }, { "epoch": 18, "train": 0.4289484058435147, "val": 0.4569952189922333 }, { "epoch": 19, "train": 0.4089103811062299, "val": 0.40766101649829317 }, { "epoch": 20, "train": 0.39207859566578496, "val": 0.35002330371311735 }, { "epoch": 21, "train": 0.40654908693753755, "val": 0.30153195347104755 }, { "epoch": 22, "train": 0.39606780214951587, "val": 0.5070625415870121 }, { "epoch": 23, "train": 0.4224559309390875, "val": 0.2628391172204699 }, { "epoch": 24, "train": 0.36822309173070467, "val": 0.36970938955034527 }, { "epoch": 25, "train": 0.38915651176984495, "val": 0.34745033723967417 }, { "epoch": 26, "train": 0.3449372517374846, "val": 0.33178586619240896 }, { "epoch": 27, "train": 0.3644201297026414, "val": 0.28426232082503183 }, { "epoch": 28, "train": 0.33453474251123577, "val": 0.23816447811467306 }, { "epoch": 29, "train": 0.33377924446876234, "val": 0.3003753274679184 }, { "epoch": 30, "train": 0.30259981522193324, "val": 0.3846536491598402 }, { "epoch": 31, "train": 0.3392748196537678, "val": 0.307769102709634 }, { "epoch": 32, "train": 0.31821766381080335, "val": 0.29864118354661123 }, { "epoch": 33, "train": 0.3330039210044421, "val": 0.26626532844134737 }, { "epoch": 34, "train": 0.3411374418781354, "val": 0.3712268386568342 }, { "epoch": 35, "train": 0.28225678549363065, "val": 0.32617407185690744 }, { "epoch": 36, "train": 0.3191072212962004, "val": 0.2686809386525835 }, { "epoch": 37, "train": 0.3159910274239687, "val": 0.26686129186834606 }, { "epoch": 38, "train": 0.2902464121580124, "val": 0.25865129274981363 }, { "epoch": 39, "train": 0.29056846980865186, "val": 0.22903333817209517 }, { "epoch": 40, "train": 0.30859845876693726, "val": 0.2716240733861923 }, { "epoch": 41, "train": 0.28949990008886045, "val": 0.2971522424902235 }, { "epoch": 42, "train": 0.2948286751141915, "val": 0.26449982821941376 }, { "epoch": 43, "train": 0.29681805865122723, "val": 0.2902566577707018 }, { "epoch": 44, "train": 0.274256968154357, "val": 0.22121324709483556 }, { "epoch": 45, "train": 0.3111241746407289, "val": 0.2801117960895811 }, { "epoch": 46, "train": 0.3199637709901883, "val": 0.2892391298498426 }, { "epoch": 47, "train": 0.28159833069031054, "val": 0.2501942238637379 }, { "epoch": 48, "train": 0.2867596401618077, "val": 0.27019683378083365 }, { "epoch": 49, "train": 0.25768423538941604, "val": 0.24617624282836914 }, { "epoch": 50, "train": 0.3176943762944295, "val": 0.2713533363171986 }, { "epoch": 51, "train": 0.2525303587317467, "val": 0.21920402135167802 }, { "epoch": 52, "train": 0.2694887094772779, "val": 0.24254282883235387 }, { "epoch": 53, "train": 0.26767612993717194, "val": 0.2407186265502657 }, { "epoch": 54, "train": 0.24582270475534293, "val": 0.308153646332877 }, { "epoch": 55, "train": 0.23682146748671165, "val": 0.23239874414035253 }, { "epoch": 56, "train": 0.26718729447859985, "val": 0.23120873527867453 }, { "epoch": 57, "train": 0.28992326901509213, "val": 0.20658676326274872 }, { "epoch": 58, "train": 0.23924145446373865, "val": 0.20454344898462296 }, { "epoch": 59, "train": 0.24680336851340073, "val": 0.23216267568724497 }, { "epoch": 60, "train": 0.25030460495215195, "val": 0.2865384838410786 }, { "epoch": 61, "train": 0.24708311259746552, "val": 0.24820644302027567 }, { "epoch": 62, "train": 0.26164648223381776, "val": 0.23583975008555821 }, { "epoch": 63, "train": 0.27686075751598066, "val": 0.2770846017769405 }, { "epoch": 64, "train": 0.25062267023783463, "val": 0.2680005899497441 }, { "epoch": 65, "train": 0.24895909428596497, "val": 0.2529001832008362 }, { "epoch": 66, "train": 0.21974064180484185, "val": 0.3092710056475231 }, { "epoch": 67, "train": 0.2363164281615844, "val": 0.21343061115060533 }, { "epoch": 68, "train": 0.27856233085577303, "val": 0.23623663665992872 }, { "epoch": 69, "train": 0.22724869961921984, "val": 0.20951830063547408 }, { "epoch": 70, "train": 0.2451989295390936, "val": 0.23129828061376298 }, { "epoch": 71, "train": 0.2499094932125165, "val": 0.21516154280730657 }, { "epoch": 72, "train": 0.2409303910457171, "val": 0.23992568041597093 }, { "epoch": 73, "train": 0.2324432564469484, "val": 0.2216653898358345 }, { "epoch": 74, "train": 0.24996287490312868, "val": 0.2702012083360127 }, { "epoch": 75, "train": 0.25211996929003644, "val": 0.21175282554967062 }, { "epoch": 76, "train": 0.27393488643261105, "val": 0.2302744196993964 }, { "epoch": 77, "train": 0.2552001705536476, "val": 0.22121787603412355 }, { "epoch": 78, "train": 0.2139138407432116, "val": 0.21421018349272863 }, { "epoch": 79, "train": 0.2583648126858931, "val": 0.19724991491862706 }, { "epoch": 80, "train": 0.22526762835108316, "val": 0.27923358763967243 }, { "epoch": 81, "train": 0.22177244522250616, "val": 0.15849028953484126 }, { "epoch": 82, "train": 0.23286472375576311, "val": 0.2146664900439126 }, { "epoch": 83, "train": 0.24893994228197977, "val": 0.21888202641691482 }, { "epoch": 84, "train": 0.2378677072433325, "val": 0.19565149077347346 }, { "epoch": 85, "train": 0.2096547194971488, "val": 0.17752241236822947 }, { "epoch": 86, "train": 0.22006919149022836, "val": 0.19771049597433635 }, { "epoch": 87, "train": 0.22465318326766676, "val": 0.20354669647557394 }, { "epoch": 88, "train": 0.2288838281081273, "val": 0.17580751010349818 }, { "epoch": 89, "train": 0.23728913412644312, "val": 0.23322261550596782 }, { "epoch": 90, "train": 0.22448947366613609, "val": 0.2083460795027869 }, { "epoch": 91, "train": 0.24408321713025755, "val": 0.24551160633563995 }, { "epoch": 92, "train": 0.22161436539429885, "val": 0.24718521322522843 }, { "epoch": 93, "train": 0.19784358602303725, "val": 0.2324173812355314 }, { "epoch": 94, "train": 0.22418673823659235, "val": 0.23399619119507925 }, { "epoch": 95, "train": 0.20882567333487365, "val": 0.17543819333825791 }, { "epoch": 96, "train": 0.22486870334698603, "val": 0.1866202780178615 }, { "epoch": 97, "train": 0.2005178088752123, "val": 0.17626741847821645 }, { "epoch": 98, "train": 0.19162003151499307, "val": 0.18348498536007746 }, { "epoch": 99, "train": 0.21426792786671564, "val": 0.2185903319290706 }, { "epoch": 100, "train": 0.21394402247208816, "val": 0.21161837024348124 }, { "epoch": 101, "train": 0.2134685401733105, "val": 0.24364574466432845 }, { "epoch": 102, "train": 0.2310784006348023, "val": 0.19147669949701854 }, { "epoch": 103, "train": 0.18209024690664732, "val": 0.2164136724812644 }, { "epoch": 104, "train": 0.21723033487796783, "val": 0.1991571464708873 }, { "epoch": 105, "train": 0.22220899336613142, "val": 0.21125943958759308 }, { "epoch": 106, "train": 0.21760074335795182, "val": 0.1842943493809019 }, { "epoch": 107, "train": 0.19669216785293359, "val": 0.2341409879071372 }, { "epoch": 108, "train": 0.21493830589147714, "val": 0.25023377367428373 }, { "epoch": 109, "train": 0.19662185615071884, "val": 0.1853536537715367 }, { "epoch": 110, "train": 0.1982035834628802, "val": 0.16380382861409867 }, { "epoch": 111, "train": 0.20884448748368484, "val": 0.17083659023046494 }, { "epoch": 112, "train": 0.23552284991511932, "val": 0.1559685617685318 }, { "epoch": 113, "train": 0.20473543267983657, "val": 0.19667389456714904 }, { "epoch": 114, "train": 0.21394133653778297, "val": 0.21236499079636165 }, { "epoch": 115, "train": 0.2311824061549627, "val": 0.21203622221946716 }, { "epoch": 116, "train": 0.181523844313163, "val": 0.18274652851479395 }, { "epoch": 117, "train": 0.18703610450029373, "val": 0.19778273361069815 }, { "epoch": 118, "train": 0.20927677332208708, "val": 0.1872676983475685 }, { "epoch": 119, "train": 0.1974566040130762, "val": 0.21698454661028727 }, { "epoch": 120, "train": 0.209786784190398, "val": 0.21470402287585394 }, { "epoch": 121, "train": 0.18255207171806923, "val": 0.1724087085042681 }, { "epoch": 122, "train": 0.19402196143682188, "val": 0.28354813371385845 }, { "epoch": 123, "train": 0.1984967953310563, "val": 0.16703786488090241 }, { "epoch": 124, "train": 0.19762940905415094, "val": 0.20172697518553054 }, { "epoch": 125, "train": 0.19956879432384783, "val": 0.18388512517724717 }, { "epoch": 126, "train": 0.19374745511091673, "val": 0.1954519216503416 }, { "epoch": 127, "train": 0.22482895736510938, "val": 0.1868099985378129 }, { "epoch": 128, "train": 0.2017660946227037, "val": 0.17010869085788727 }, { "epoch": 129, "train": 0.17089115226498017, "val": 0.19867855523313796 }, { "epoch": 130, "train": 0.213442950294568, "val": 0.20057569231305802 }, { "epoch": 131, "train": 0.16627697417369255, "val": 0.15557881338255747 }, { "epoch": 132, "train": 0.1767520600786576, "val": 0.18551812320947647 }, { "epoch": 133, "train": 0.2334829090306392, "val": 0.154706743146692 }, { "epoch": 134, "train": 0.18509761358682925, "val": 0.18629211613110133 }, { "epoch": 135, "train": 0.22741403029515192, "val": 0.13578430403556144 }, { "epoch": 136, "train": 0.21281853690743446, "val": 0.2061444776398795 }, { "epoch": 137, "train": 0.1874810101894232, "val": 0.2036247519510133 }, { "epoch": 138, "train": 0.20832443008056054, "val": 0.18417780314173018 }, { "epoch": 139, "train": 0.1785223177419259, "val": 0.15782659075089864 }, { "epoch": 140, "train": 0.19717930200008246, "val": 0.203851580619812 }, { "epoch": 141, "train": 0.18274083045812753, "val": 0.2071042007633618 }, { "epoch": 142, "train": 0.18196446935717875, "val": 0.1469881986933095 }, { "epoch": 143, "train": 0.1876901714847638, "val": 0.14975084683724812 }, { "epoch": 144, "train": 0.16394873364613607, "val": 0.2122471300618989 }, { "epoch": 145, "train": 0.18325771362735674, "val": 0.1796621765409197 }, { "epoch": 146, "train": 0.1800489485836946, "val": 0.17573874124458858 }, { "epoch": 147, "train": 0.1888635797569385, "val": 0.15434237463133677 }, { "epoch": 148, "train": 0.17883032617660669, "val": 0.23191313445568085 }, { "epoch": 149, "train": 0.18263731753596893, "val": 0.12872692942619324 }, { "epoch": 150, "train": 0.1833447260925403, "val": 0.17076279169746808 }, { "epoch": 151, "train": 0.20052141667558596, "val": 0.20536002942493983 }, { "epoch": 152, "train": 0.1887770160459555, "val": 0.15994402979101455 }, { "epoch": 153, "train": 0.20051955718260545, "val": 0.25536447763442993 }, { "epoch": 154, "train": 0.17458766440932566, "val": 0.1569093433873994 }, { "epoch": 155, "train": 0.1843589277794728, "val": 0.17847750868116105 }, { "epoch": 156, "train": 0.18219215308244413, "val": 0.18941635744912283 }, { "epoch": 157, "train": 0.16874272404954985, "val": 0.17501154329095567 }, { "epoch": 158, "train": 0.18250398595745748, "val": 0.16808384976216725 }, { "epoch": 159, "train": 0.15250577920904526, "val": 0.15959118200199945 }, { "epoch": 160, "train": 0.19671138261373228, "val": 0.16520148888230324 }, { "epoch": 161, "train": 0.16635241044255403, "val": 0.13783248513936996 }, { "epoch": 162, "train": 0.1733340066499435, "val": 0.14331929704972676 }, { "epoch": 163, "train": 0.19637804105877876, "val": 0.13571448304823466 }, { "epoch": 164, "train": 0.19214242009016183, "val": 0.17275173855679377 }, { "epoch": 165, "train": 0.17352593031067115, "val": 0.1788648654307638 }, { "epoch": 166, "train": 0.16411877480837014, "val": 0.2036123424768448 }, { "epoch": 167, "train": 0.1673879589025791, "val": 0.19063824840954371 }, { "epoch": 168, "train": 0.17381929806791818, "val": 0.1463316615138735 }, { "epoch": 169, "train": 0.1737231331375929, "val": 0.17614154198340007 }, { "epoch": 170, "train": 0.19030387298418924, "val": 0.19800040338720595 }, { "epoch": 171, "train": 0.19727055757091597, "val": 0.16705135894673212 }, { "epoch": 172, "train": 0.16842783672305253, "val": 0.1844954714179039 }, { "epoch": 173, "train": 0.17469667958525512, "val": 0.1884933454649789 }, { "epoch": 174, "train": 0.15943508996413305, "val": 0.15245542249509267 }, { "epoch": 175, "train": 0.1798043202322263, "val": 0.16328484352145875 }, { "epoch": 176, "train": 0.15640525720440424, "val": 0.1658345072397164 }, { "epoch": 177, "train": 0.17727234930946276, "val": 0.1734363862446376 }, { "epoch": 178, "train": 0.17850391222880438, "val": 0.19171432192836488 }, { "epoch": 179, "train": 0.17037266292251074, "val": 0.1306998176234109 }, { "epoch": 180, "train": 0.1656851822940203, "val": 0.2046368888446263 }, { "epoch": 181, "train": 0.17675054245270216, "val": 0.16974034692559922 }, { "epoch": 182, "train": 0.19808489026931617, "val": 0.14949852866785868 }, { "epoch": 183, "train": 0.1762814215169503, "val": 0.16545273097498076 }, { "epoch": 184, "train": 0.13261170198137945, "val": 0.13923567586711474 }, { "epoch": 185, "train": 0.16373137871806437, "val": 0.15798775106668472 }, { "epoch": 186, "train": 0.1678468627998462, "val": 0.1784623329128538 }, { "epoch": 187, "train": 0.15399883085718521, "val": 0.15460532371486937 }, { "epoch": 188, "train": 0.1752208611713006, "val": 0.15591056219169072 }, { "epoch": 189, "train": 0.16805817530705378, "val": 0.13404340403420584 }, { "epoch": 190, "train": 0.17450495150226814, "val": 0.13216059229203633 }, { "epoch": 191, "train": 0.19743144426208276, "val": 0.15967816646609986 }, { "epoch": 192, "train": 0.15752000275712746, "val": 0.1227801154766764 }, { "epoch": 193, "train": 0.15466742504101533, "val": 0.1350798952792372 }, { "epoch": 194, "train": 0.168078397329037, "val": 0.1503408466066633 }, { "epoch": 195, "train": 0.1694223961004844, "val": 0.1803355844957488 }, { "epoch": 196, "train": 0.15692511945962906, "val": 0.16494980667318618 }, { "epoch": 197, "train": 0.17928666793383086, "val": 0.14581750971930368 }, { "epoch": 198, "train": 0.14735795127657744, "val": 0.16886713675090245 }, { "epoch": 199, "train": 0.16489591965308556, "val": 0.17429667285510472 }, { "epoch": 200, "train": 0.13611794435060942, "val": 0.11393921502998897 }, { "epoch": 201, "train": 0.1596332209614607, "val": 0.1369996081505503 }, { "epoch": 202, "train": 0.17467685788869858, "val": 0.13443684897252492 }, { "epoch": 203, "train": 0.15405114424916413, "val": 0.13240753007786615 }, { "epoch": 204, "train": 0.15553755771655303, "val": 0.14809381536075047 }, { "epoch": 205, "train": 0.16684063036854452, "val": 0.18335016071796417 }, { "epoch": 206, "train": 0.15974157418196017, "val": 0.17756923820291245 }, { "epoch": 207, "train": 0.1629103718755337, "val": 0.16095171868801117 }, { "epoch": 208, "train": 0.14796429958481055, "val": 0.14048631648932183 }, { "epoch": 209, "train": 0.16585766696012938, "val": 0.14142258784600667 }, { "epoch": 210, "train": 0.15439749938937333, "val": 0.17865966153996332 }, { "epoch": 211, "train": 0.18050925662884346, "val": 0.11962151633841651 }, { "epoch": 212, "train": 0.17414365536891496, "val": 0.16473231783935002 }, { "epoch": 213, "train": 0.15663115307688713, "val": 0.16215684158461435 }, { "epoch": 214, "train": 0.1718903834430071, "val": 0.16114295486892974 }, { "epoch": 215, "train": 0.15487723854871896, "val": 0.1454633974603244 }, { "epoch": 216, "train": 0.1586180180311203, "val": 0.14708741967167174 }, { "epoch": 217, "train": 0.17294638947798655, "val": 0.17071075524602616 }, { "epoch": 218, "train": 0.1489260268325989, "val": 0.15339972185237066 }, { "epoch": 219, "train": 0.17749558819028047, "val": 0.12213688024452754 }, { "epoch": 220, "train": 0.15698685554357675, "val": 0.16852205246686935 }, { "epoch": 221, "train": 0.1533977221697569, "val": 0.16791067804609025 }, { "epoch": 222, "train": 0.15439261839939997, "val": 0.1665687199149813 }, { "epoch": 223, "train": 0.17997683527377936, "val": 0.15891351657254355 }, { "epoch": 224, "train": 0.16363256653914085, "val": 0.14304639771580696 }, { "epoch": 225, "train": 0.15079912543296814, "val": 0.14794548920222692 }, { "epoch": 226, "train": 0.15566714509175375, "val": 0.11138618418148585 }, { "epoch": 227, "train": 0.16182242677761957, "val": 0.13972092685954912 }, { "epoch": 228, "train": 0.15013570395799783, "val": 0.1280425882765225 }, { "epoch": 229, "train": 0.15870622717417204, "val": 0.1567917764186859 }, { "epoch": 230, "train": 0.14893974019930914, "val": 0.1246351855141776 }, { "epoch": 231, "train": 0.16182323889090464, "val": 0.12129329038517815 }, { "epoch": 232, "train": 0.14279116661502764, "val": 0.1474996336868831 }, { "epoch": 233, "train": 0.1444155341730668, "val": 0.13878971764019557 }, { "epoch": 234, "train": 0.1732097136286589, "val": 0.1253667904862336 }, { "epoch": 235, "train": 0.14653214497061876, "val": 0.14145508302109583 }, { "epoch": 236, "train": 0.1654996735831866, "val": 0.12242875886814934 }, { "epoch": 237, "train": 0.16330572504263657, "val": 0.12092714756727219 }, { "epoch": 238, "train": 0.1731593136030894, "val": 0.17296932371599333 }, { "epoch": 239, "train": 0.15609990432858467, "val": 0.17329020159585135 }, { "epoch": 240, "train": 0.14893851429224014, "val": 0.13203771625246322 }, { "epoch": 241, "train": 0.14800521989281362, "val": 0.1164909154176712 }, { "epoch": 242, "train": 0.14695991661686164, "val": 0.1679553719503539 }, { "epoch": 243, "train": 0.15557584825616616, "val": 0.16672415073428834 }, { "epoch": 244, "train": 0.15043310448527336, "val": 0.11838279025895256 }, { "epoch": 245, "train": 0.14800186226001152, "val": 0.13131963461637497 }, { "epoch": 246, "train": 0.13899013457389978, "val": 0.14546438945191248 }, { "epoch": 247, "train": 0.15272067114710808, "val": 0.1913224756717682 }, { "epoch": 248, "train": 0.14412377860683662, "val": 0.10999781478728567 }, { "epoch": 249, "train": 0.1541464993586907, "val": 0.15905059448310307 }, { "epoch": 250, "train": 0.14306081315645805, "val": 0.10583753138780594 }, { "epoch": 251, "train": 0.16878674881389508, "val": 0.17509180839572633 }, { "epoch": 252, "train": 0.1486771138241658, "val": 0.1408422738313675 }, { "epoch": 253, "train": 0.16193068084808496, "val": 0.12309548790965762 }, { "epoch": 254, "train": 0.1660692554253798, "val": 0.12330773206693786 }, { "epoch": 255, "train": 0.1454248487089689, "val": 0.16436043913875306 }, { "epoch": 256, "train": 0.1486507668518103, "val": 0.13868262618780136 }, { "epoch": 257, "train": 0.15682905912399292, "val": 0.1346707439848355 }, { "epoch": 258, "train": 0.1476782328234269, "val": 0.15924698965890066 }, { "epoch": 259, "train": 0.14797165115865377, "val": 0.1651587880083493 }, { "epoch": 260, "train": 0.1686866621558483, "val": 0.11467847653797694 }, { "epoch": 261, "train": 0.13643632213083598, "val": 0.14466699212789536 }, { "epoch": 262, "train": 0.13355284055265096, "val": 0.1525803240282195 }, { "epoch": 263, "train": 0.14178059593989298, "val": 0.11768778253878866 }, { "epoch": 264, "train": 0.15171278483019426, "val": 0.12480539136699267 }, { "epoch": 265, "train": 0.14700390541782746, "val": 0.14324658789805003 }, { "epoch": 266, "train": 0.14756024342316848, "val": 0.13161164841481618 }, { "epoch": 267, "train": 0.15053216912425482, "val": 0.13005171077592032 }, { "epoch": 268, "train": 0.16349831853921598, "val": 0.14464751950332097 }, { "epoch": 269, "train": 0.14142198115587234, "val": 0.1374283762914794 }, { "epoch": 270, "train": 0.1431094425228926, "val": 0.13328995342765534 }, { "epoch": 271, "train": 0.131337523030547, "val": 0.15125018890414918 }, { "epoch": 272, "train": 0.1465398331101124, "val": 0.17690867611340114 }, { "epoch": 273, "train": 0.13570320119078344, "val": 0.14273564517498016 }, { "epoch": 274, "train": 0.15768244747932142, "val": 0.11981645226478577 }, { "epoch": 275, "train": 0.15449347203740707, "val": 0.12772381412131445 }, { "epoch": 276, "train": 0.1542525517825897, "val": 0.13230221824986593 }, { "epoch": 277, "train": 0.1527014641234508, "val": 0.14234546891280583 }, { "epoch": 278, "train": 0.14911254366429952, "val": 0.11245018243789673 }, { "epoch": 279, "train": 0.1310569106672819, "val": 0.14224781202418463 }, { "epoch": 280, "train": 0.12456438776392204, "val": 0.14812486618757248 }, { "epoch": 281, "train": 0.1475449546885032, "val": 0.13305989439998353 }, { "epoch": 282, "train": 0.1592422961615599, "val": 0.10546472136463438 }, { "epoch": 283, "train": 0.13577329797240403, "val": 0.12902746722102165 }, { "epoch": 284, "train": 0.14210296938052544, "val": 0.12400540177311216 }, { "epoch": 285, "train": 0.156250710814045, "val": 0.08960495303784098 }, { "epoch": 286, "train": 0.1422614770439955, "val": 0.13214696943759918 }, { "epoch": 287, "train": 0.1531417346917666, "val": 0.1081394510609763 }, { "epoch": 288, "train": 0.1330321588768409, "val": 0.1277074952210699 }, { "epoch": 289, "train": 0.1516792937540091, "val": 0.1448273935488292 }, { "epoch": 290, "train": 0.1280309483408928, "val": 0.14182206988334656 }, { "epoch": 291, "train": 0.1444617100059986, "val": 0.121864700956004 }, { "epoch": 292, "train": 0.14818802934426528, "val": 0.12987436460597174 }, { "epoch": 293, "train": 0.1409008990113552, "val": 0.13300687979374612 }, { "epoch": 294, "train": 0.14688594524676984, "val": 0.1730075180530548 }, { "epoch": 295, "train": 0.14392200943369132, "val": 0.09908408778054374 }, { "epoch": 296, "train": 0.13141586488256088, "val": 0.12705383423183644 }, { "epoch": 297, "train": 0.14763911011127326, "val": 0.10343269418392863 }, { "epoch": 298, "train": 0.12307572737336159, "val": 0.1177579015493393 }, { "epoch": 299, "train": 0.13765688054263592, "val": 0.13963394558855466 }, { "epoch": 300, "train": 0.1267005613503548, "val": 0.14565702634198324 }, { "epoch": 301, "train": 0.13622766417952684, "val": 0.11055001722914833 }, { "epoch": 302, "train": 0.16217326974639526, "val": 0.11722024104424886 }, { "epoch": 303, "train": 0.14044283645657393, "val": 0.12010868479098592 }, { "epoch": 304, "train": 0.1389649468832291, "val": 0.13224642085177557 }, { "epoch": 305, "train": 0.15828428431772268, "val": 0.1270828949553626 }, { "epoch": 306, "train": 0.14258109462948945, "val": 0.12134885575090136 }, { "epoch": 307, "train": 0.1313283138263684, "val": 0.12649698395814216 }, { "epoch": 308, "train": 0.15309511669553244, "val": 0.1425290842141424 }, { "epoch": 309, "train": 0.13719927433591622, "val": 0.14600904285907745 }, { "epoch": 310, "train": 0.1486466512657129, "val": 0.13128463072436197 }, { "epoch": 311, "train": 0.1449612039499558, "val": 0.13287992775440216 }, { "epoch": 312, "train": 0.15394372779589433, "val": 0.12481329377208437 }, { "epoch": 313, "train": 0.14092163970837226, "val": 0.12851192163569586 }, { "epoch": 314, "train": 0.13368068363230962, "val": 0.13239600296531404 }, { "epoch": 315, "train": 0.12650003083623373, "val": 0.13813888494457519 }, { "epoch": 316, "train": 0.14912550867750093, "val": 0.1365000605583191 }, { "epoch": 317, "train": 0.14983721679219833, "val": 0.13229304711733544 }, { "epoch": 318, "train": 0.1533494103126801, "val": 0.12166120750563485 }, { "epoch": 319, "train": 0.13486270133692485, "val": 0.14103129878640175 }, { "epoch": 320, "train": 0.13456686672109824, "val": 0.10484737583569118 }, { "epoch": 321, "train": 0.13626888967477357, "val": 0.15306101739406586 }, { "epoch": 322, "train": 0.13218596921517298, "val": 0.12189865112304688 }, { "epoch": 323, "train": 0.13449886663315389, "val": 0.1343561283179692 }, { "epoch": 324, "train": 0.13606734244296184, "val": 0.12970774727208273 }, { "epoch": 325, "train": 0.14750040838351616, "val": 0.11052227020263672 }, { "epoch": 326, "train": 0.13070410432723853, "val": 0.09806547580020768 }, { "epoch": 327, "train": 0.13355949148535728, "val": 0.1192539855837822 }, { "epoch": 328, "train": 0.15947938337922096, "val": 0.12889149146420614 }, { "epoch": 329, "train": 0.13664869663233942, "val": 0.12473274980272565 }, { "epoch": 330, "train": 0.153806619059581, "val": 0.15154530533722468 }, { "epoch": 331, "train": 0.12396083256373039, "val": 0.12341566703149251 }, { "epoch": 332, "train": 0.13399668009235308, "val": 0.15766450337001256 }, { "epoch": 333, "train": 0.12724879355384752, "val": 0.11262513643928937 }, { "epoch": 334, "train": 0.12939210408009016, "val": 0.09484477873359408 }, { "epoch": 335, "train": 0.14661425366424596, "val": 0.1719687855137246 }, { "epoch": 336, "train": 0.13258613760654742, "val": 0.1670226412160056 }, { "epoch": 337, "train": 0.12733391013282996, "val": 0.10243825614452362 }, { "epoch": 338, "train": 0.13355163456155703, "val": 0.08118738074387823 }, { "epoch": 339, "train": 0.1363950606722098, "val": 0.13741439368043626 }, { "epoch": 340, "train": 0.11299283702213031, "val": 0.1264069867985589 }, { "epoch": 341, "train": 0.11915007405556165, "val": 0.09854128637484141 }, { "epoch": 342, "train": 0.12140454366230048, "val": 0.11207139917782374 }, { "epoch": 343, "train": 0.13864436888924012, "val": 0.13966432160564832 }, { "epoch": 344, "train": 0.13994617831821626, "val": 0.11244941822120122 }, { "epoch": 345, "train": 0.15013043066629997, "val": 0.13838771837098257 }, { "epoch": 346, "train": 0.1353995603724168, "val": 0.1437976700919015 }, { "epoch": 347, "train": 0.13112952030048922, "val": 0.14949967499290193 }, { "epoch": 348, "train": 0.13188581670132968, "val": 0.1178468678678785 }, { "epoch": 349, "train": 0.13185910737285247, "val": 0.11863244005611964 }, { "epoch": 350, "train": 0.1267567900224374, "val": 0.12211423846227783 }, { "epoch": 351, "train": 0.14281382268437973, "val": 0.13423976195710047 }, { "epoch": 352, "train": 0.12465049039859039, "val": 0.15493980582271302 }, { "epoch": 353, "train": 0.12329270547399154, "val": 0.10873217454978398 }, { "epoch": 354, "train": 0.13081431188262427, "val": 0.11670071950980596 }, { "epoch": 355, "train": 0.1323445147046676, "val": 0.1357723123260907 }, { "epoch": 356, "train": 0.11322836133723076, "val": 0.1015906131693295 }, { "epoch": 357, "train": 0.12714480723326022, "val": 0.10273416925753866 }, { "epoch": 358, "train": 0.13033720664680004, "val": 0.09366988231028829 }, { "epoch": 359, "train": 0.11656747486155766, "val": 0.10899640060961246 }, { "epoch": 360, "train": 0.13989009263996893, "val": 0.1011680465723787 }, { "epoch": 361, "train": 0.13750981625456077, "val": 0.11856563176427569 }, { "epoch": 362, "train": 0.12359624570952012, "val": 0.1293805784412793 }, { "epoch": 363, "train": 0.12729337811470032, "val": 0.1447341266487326 }, { "epoch": 364, "train": 0.1294283760854831, "val": 0.09495632031134196 }, { "epoch": 365, "train": 0.11680080455083114, "val": 0.13090750042881286 }, { "epoch": 366, "train": 0.127699437049719, "val": 0.1286253279873303 }, { "epoch": 367, "train": 0.12660691973108512, "val": 0.14210521110466548 }, { "epoch": 368, "train": 0.11487066889038453, "val": 0.14842802924769266 }, { "epoch": 369, "train": 0.1257026225615006, "val": 0.11296070047787257 }, { "epoch": 370, "train": 0.13310713621859366, "val": 0.12142807777438845 }, { "epoch": 371, "train": 0.12305460010583584, "val": 0.13343274806227004 }, { "epoch": 372, "train": 0.1324760761971657, "val": 0.10756771053586688 }, { "epoch": 373, "train": 0.10534138332765836, "val": 0.0955829279763358 }, { "epoch": 374, "train": 0.11714220963991605, "val": 0.11998776559318815 }, { "epoch": 375, "train": 0.12141190927762252, "val": 0.11064006813934871 }, { "epoch": 376, "train": 0.13545375847472593, "val": 0.13754383900335856 }, { "epoch": 377, "train": 0.13456259983090255, "val": 0.12759340554475784 }, { "epoch": 378, "train": 0.11604670549814518, "val": 0.11729063572628158 }, { "epoch": 379, "train": 0.1395063461879125, "val": 0.12555518639939173 }, { "epoch": 380, "train": 0.14072936715988013, "val": 0.10151584127119609 }, { "epoch": 381, "train": 0.12838625363432443, "val": 0.13254390444074357 }, { "epoch": 382, "train": 0.12763942104692644, "val": 0.13694808312824794 }, { "epoch": 383, "train": 0.1204071446106984, "val": 0.14054875395127706 }, { "epoch": 384, "train": 0.10888295348447102, "val": 0.12982613486903055 }, { "epoch": 385, "train": 0.1103806747840001, "val": 0.1215410168681826 }, { "epoch": 386, "train": 0.12116715011115257, "val": 0.13057266175746918 }, { "epoch": 387, "train": 0.12074920090918358, "val": 0.097701545804739 }, { "epoch": 388, "train": 0.14426715757984382, "val": 0.09698475471564702 }, { "epoch": 389, "train": 0.12854492664337158, "val": 0.1162726240498679 }, { "epoch": 390, "train": 0.14794728303184876, "val": 0.07297503628901073 }, { "epoch": 391, "train": 0.11578238576364058, "val": 0.10475243840898786 }, { "epoch": 392, "train": 0.1336152361562619, "val": 0.11427479875939232 }, { "epoch": 393, "train": 0.11002310300962283, "val": 0.1048049053975514 }, { "epoch": 394, "train": 0.12514957756950304, "val": 0.11248748829322201 }, { "epoch": 395, "train": 0.12716520405732668, "val": 0.1268876109804426 }, { "epoch": 396, "train": 0.12696686057517162, "val": 0.15204780868121556 }, { "epoch": 397, "train": 0.12625895985043967, "val": 0.1393597743340901 }, { "epoch": 398, "train": 0.10784317681995723, "val": 0.11267352050968579 }, { "epoch": 399, "train": 0.12653416223250902, "val": 0.13991588141236985 }, { "epoch": 400, "train": 0.12979228207125112, "val": 0.12555417099169322 }, { "epoch": 401, "train": 0.12439245673326346, "val": 0.13173021535788262 }, { "epoch": 402, "train": 0.1423659109725402, "val": 0.11003686913422175 }, { "epoch": 403, "train": 0.11883749110767475, "val": 0.10840298341853279 }, { "epoch": 404, "train": 0.12594458317527404, "val": 0.13434010318347386 }, { "epoch": 405, "train": 0.134593760738006, "val": 0.09891619692955698 }, { "epoch": 406, "train": 0.11619224299031955, "val": 0.12089195741074425 }, { "epoch": 407, "train": 0.11107415233093959, "val": 0.16089758489813125 }, { "epoch": 408, "train": 0.1171083298440163, "val": 0.11974711024335452 }, { "epoch": 409, "train": 0.13060685963584825, "val": 0.114817741726126 }, { "epoch": 410, "train": 0.12267238245560573, "val": 0.1323891973921231 }, { "epoch": 411, "train": 0.1337923095203363, "val": 0.14455723656075342 }, { "epoch": 412, "train": 0.12083546029260525, "val": 0.09550805336662702 }, { "epoch": 413, "train": 0.11154326008489499, "val": 0.14035703880446299 }, { "epoch": 414, "train": 0.12546764156566217, "val": 0.0911126434803009 }, { "epoch": 415, "train": 0.1433870167686389, "val": 0.12876670914036886 }, { "epoch": 416, "train": 0.1317927950563339, "val": 0.11030604264565877 }, { "epoch": 417, "train": 0.12674022924441558, "val": 0.10434830880590848 }, { "epoch": 418, "train": 0.11367614911152767, "val": 0.08814873067396027 }, { "epoch": 419, "train": 0.13461947899598342, "val": 0.12176490681512016 }, { "epoch": 420, "train": 0.12743699135115513, "val": 0.12414847926369735 }, { "epoch": 421, "train": 0.11778198598096004, "val": 0.1499531109418188 }, { "epoch": 422, "train": 0.12999194803146216, "val": 0.11800197618348258 }, { "epoch": 423, "train": 0.11819445943603149, "val": 0.12387544821415629 }, { "epoch": 424, "train": 0.12715961168018672, "val": 0.15380609674113138 }, { "epoch": 425, "train": 0.10869451597906075, "val": 0.12666976345436914 }, { "epoch": 426, "train": 0.1323395176575734, "val": 0.12324417595352445 }, { "epoch": 427, "train": 0.10821503257522216, "val": 0.10593733830111367 }, { "epoch": 428, "train": 0.12463864626792762, "val": 0.13193246509347642 }, { "epoch": 429, "train": 0.10358605404885915, "val": 0.09502343939883369 }, { "epoch": 430, "train": 0.10707911691413476, "val": 0.11867721910987582 }, { "epoch": 431, "train": 0.1252599977529966, "val": 0.13116959695305144 }, { "epoch": 432, "train": 0.11652576737105846, "val": 0.14449429937771388 }, { "epoch": 433, "train": 0.10457491416197556, "val": 0.1299120629472392 }, { "epoch": 434, "train": 0.12586812689327276, "val": 0.11578837409615517 }, { "epoch": 435, "train": 0.13544816753038993, "val": 0.09401849816952433 }, { "epoch": 436, "train": 0.1406500729230734, "val": 0.130836121737957 }, { "epoch": 437, "train": 0.12128830615144509, "val": 0.1336664892733097 }, { "epoch": 438, "train": 0.12144923367752479, "val": 0.10236006336552757 }, { "epoch": 439, "train": 0.11006094500995599, "val": 0.1280373153941972 }, { "epoch": 440, "train": 0.11857879878236698, "val": 0.10822943704468864 }, { "epoch": 441, "train": 0.1202670057805685, "val": 0.12892281796251023 }, { "epoch": 442, "train": 0.1357707278086589, "val": 0.09588328802159854 }, { "epoch": 443, "train": 0.12493097882431287, "val": 0.12700950247900827 }, { "epoch": 444, "train": 0.13833700034480828, "val": 0.12306703520672661 }, { "epoch": 445, "train": 0.11539490549610211, "val": 0.12016572962914195 }, { "epoch": 446, "train": 0.13212815987376067, "val": 0.12130963722509998 }, { "epoch": 447, "train": 0.09685015520797326, "val": 0.12038828751870564 }, { "epoch": 448, "train": 0.13272200238246185, "val": 0.11372749241335052 }, { "epoch": 449, "train": 0.12209997712992705, "val": 0.12869268230029515 }, { "epoch": 450, "train": 0.12961009660592446, "val": 0.08198643262897219 }, { "epoch": 451, "train": 0.13462807101985583, "val": 0.12218217232397624 }, { "epoch": 452, "train": 0.12355874593441303, "val": 0.10592994200331825 }, { "epoch": 453, "train": 0.11369469876472767, "val": 0.13087668269872665 }, { "epoch": 454, "train": 0.13022038541161096, "val": 0.10181192202227456 }, { "epoch": 455, "train": 0.13748339363015616, "val": 0.10307188332080841 }, { "epoch": 456, "train": 0.11708748469559047, "val": 0.08925057468669755 }, { "epoch": 457, "train": 0.1200607343075367, "val": 0.11714821149195943 }, { "epoch": 458, "train": 0.118828896433115, "val": 0.09359950040067945 }, { "epoch": 459, "train": 0.13757879158052114, "val": 0.10449375504893917 }, { "epoch": 460, "train": 0.1102744246331545, "val": 0.15570164365427835 }, { "epoch": 461, "train": 0.1369860630768996, "val": 0.11163622566631862 }, { "epoch": 462, "train": 0.12286126040495358, "val": 0.08293591865471431 }, { "epoch": 463, "train": 0.13046543987897727, "val": 0.13263138490063803 }, { "epoch": 464, "train": 0.1276596079652126, "val": 0.13704394815223558 }, { "epoch": 465, "train": 0.11361174285411835, "val": 0.11122602969408035 }, { "epoch": 466, "train": 0.11868483086044972, "val": 0.11574817129543849 }, { "epoch": 467, "train": 0.12853623439486211, "val": 0.12008675400699888 }, { "epoch": 468, "train": 0.11367981436734016, "val": 0.1297614159328597 }, { "epoch": 469, "train": 0.11351624876260757, "val": 0.12161525445325035 }, { "epoch": 470, "train": 0.13088349969341204, "val": 0.17482521278517588 }, { "epoch": 471, "train": 0.11373551161243366, "val": 0.1313365793653897 }, { "epoch": 472, "train": 0.11231834663508031, "val": 0.1301095448434353 }, { "epoch": 473, "train": 0.11947797754636177, "val": 0.10524494999221393 }, { "epoch": 474, "train": 0.11199788978466621, "val": 0.10272400400468282 }, { "epoch": 475, "train": 0.1375715837169152, "val": 0.10936680968318667 }, { "epoch": 476, "train": 0.11727561687047665, "val": 0.10668204299041203 }, { "epoch": 477, "train": 0.11237447981077892, "val": 0.12288226187229156 }, { "epoch": 478, "train": 0.1309385084762023, "val": 0.1448014500950064 }, { "epoch": 479, "train": 0.1359721810485308, "val": 0.12456870611224856 }, { "epoch": 480, "train": 0.09587710522688352, "val": 0.12640116257326944 }, { "epoch": 481, "train": 0.11058957172700992, "val": 0.11714159590857369 }, { "epoch": 482, "train": 0.11618369703109448, "val": 0.11380082315632276 }, { "epoch": 483, "train": 0.12316847048126735, "val": 0.13354011518614634 }, { "epoch": 484, "train": 0.11470632656262471, "val": 0.11460579825299126 }, { "epoch": 485, "train": 0.1342166528965418, "val": 0.11786840323890958 }, { "epoch": 486, "train": 0.11804409840932259, "val": 0.12926294122423446 }, { "epoch": 487, "train": 0.1072579428840142, "val": 0.10918912823711123 }, { "epoch": 488, "train": 0.12476403867969146, "val": 0.09666210040450096 }, { "epoch": 489, "train": 0.1057084182707163, "val": 0.11239855310746602 }, { "epoch": 490, "train": 0.1223456087307288, "val": 0.1292987476502146 }, { "epoch": 491, "train": 0.11773059359536721, "val": 0.07813023669379097 }, { "epoch": 492, "train": 0.12548554344819143, "val": 0.1149154252239636 }, { "epoch": 493, "train": 0.12832861064145198, "val": 0.12501436791249684 }, { "epoch": 494, "train": 0.11976618591982585, "val": 0.11522264565740313 }, { "epoch": 495, "train": 0.122897544875741, "val": 0.08706817882401603 }, { "epoch": 496, "train": 0.11749393482191059, "val": 0.10845339298248291 }, { "epoch": 497, "train": 0.12239502169764958, "val": 0.11510485517127174 }, { "epoch": 498, "train": 0.1131553198569096, "val": 0.12349066723670278 }, { "epoch": 499, "train": 0.12522603915287897, "val": 0.07889868744782039 }, { "epoch": 500, "train": 0.12149724607857373, "val": 0.09338189821158137 } ]