Epoch Iteration Training Time Validation Time Train MNLL Train JSD Train Profile Pearson Train Count Pearson Train Count log1pMSE Val MNLL Val JSD Val Profile Pearson Val Count Pearson Val Count log1pMSE Saved? 0 0 20.45 110.3 831043.75 0.9578707396638008 -0.001594686992353471 0.060360115453536575 40.61823272705078 751317.3 0.961690886861191 -0.004402234606486594 -0.05053880852195427 43.230709075927734 True 0 100 29.69 90.68 86072.78 0.9431456679206701 0.030038542405651382 0.012515004425961792 53.6287841796875 82687.266 0.9468990988321765 0.02945128364576852 -0.026856935482476293 52.17301559448242 True 0 200 29.36 87.88 78414.336 0.9402285948856761 0.04688592371313746 0.004837173945303111 36.78717803955078 76464.04 0.943754062136444 0.04589396841229745 0.009892397015708834 35.72050094604492 True 0 300 29.52 88.18 74980.61 0.936382141543295 0.056007966928528184 0.002188540209428288 33.50465393066406 74802.69 0.9397114480975989 0.05327613053297199 0.005592183968829428 32.54411697387695 True 0 400 29.57 87.85 68862.266 0.9313723133239395 0.07268589211101326 0.0017716230196671613 26.28989028930664 68871.41 0.9346044958668513 0.07016581524077369 0.025300298808295176 25.53474235534668 True 0 500 29.28 88.25 62626.965 0.9216760925850379 0.09260089627936997 0.013244843267765354 13.501317977905273 62010.75 0.92454837314825 0.09309681064242734 0.051265082690811696 13.279266357421875 True 0 600 29.3 88.85 58385.36 0.9184464474316559 0.09679972648469931 -0.02278473623149319 5.507832050323486 61339.46 0.9221188274217381 0.09369050598178852 0.017580511724308107 5.925004482269287 True 1 700 41.51 90.8 56215.13 0.9147253559309725 0.10685603628175064 -0.02267572537653576 6.538361072540283 59951.56 0.9196457936168091 0.09981677710109371 0.030358503052373743 6.790919780731201 True 1 800 29.57 90.84 53364.95 0.9123661816886838 0.11382403725010651 -0.03729242035854146 8.657511711120605 56754.504 0.9170929555867026 0.10699903893227926 -0.005805271018772308 8.680902481079102 True 1 900 30.09 104.4 49131.816 0.9012490518507233 0.13194971804606387 -0.015301244918068373 4.980515003204346 51761.562 0.906306240173065 0.12420983717744487 0.05462366966143772 5.517914772033691 True 1 1000 29.85 88.03 51741.344 0.9134375757468038 0.11029560185690171 0.006927988303133305 6.826493263244629 57022.305 0.9190709790213367 0.10063055495440675 0.08090970048849395 7.082918167114258 False 1 1100 29.26 91.9 42955.87 0.8923361485374585 0.15356814541204494 -0.036994339039313665 4.99627161026001 49542.785 0.9014747261818516 0.13858175524087585 0.032611818521100525 5.535691738128662 True 1 1200 30.19 89.44 39802.066 0.8861701394182263 0.16744045863293167 -0.02704722859356673 4.917582988739014 47350.633 0.8961435438656858 0.15258437162053756 0.04681650282499407 5.497893810272217 True 1 1300 29.78 89.44 40162.457 0.8866925757280846 0.16617498922144427 -0.016849517336539686 5.4863152503967285 46988.492 0.8957740300633449 0.15292022720668833 0.07282615804775174 5.877536773681641 True 2 1400 29.6 88.78 37752.332 0.8779824801383265 0.1834515096064809 -0.04510286203754333 5.363506317138672 46386.508 0.8902677145913485 0.1646955941988435 0.012830722332693039 5.783552646636963 True 2 1500 29.7 90.87 36352.098 0.8753294357261773 0.18252050429371483 -0.04475935362754127 5.795547008514404 46040.945 0.8879469662322517 0.1627631386714074 0.04236756761223645 6.674142837524414 True 2 1600 29.73 89.22 36294.906 0.8734289328782211 0.18173687880628722 -0.03148539778222101 4.911834239959717 46128.875 0.8867034997207085 0.15988205957338217 0.03901961189467541 5.577553749084473 True 2 1700 29.95 88.41 36242.184 0.877966551398325 0.17875266407009482 -0.040932054594748704 4.9167656898498535 47058.42 0.8927721966768315 0.15456487915010977 0.022034673719233462 5.539905071258545 False 2 1800 29.13 87.87 33320.9 0.8640930608765515 0.20528157752597995 -0.04845849889515301 4.924877166748047 42997.434 0.8816040596833478 0.17600977232576775 -0.0005087622631210368 5.59896993637085 True 2 1900 29.77 90.77 32253.502 0.8606321054957996 0.21123406210213908 -0.050658394448280505 5.106492519378662 43159.895 0.87887215039459 0.18163343378521585 0.023170825666063263 5.875146389007568 False 2 2000 29.04 89.68 34486.215 0.860202888688164 0.2044147840289419 -0.044532666773107465 5.417423248291016 43354.004 0.8788628858423551 0.17710544265024708 0.031980383230747964 6.235798358917236 False 3 2100 28.76 92.54 34179.49 0.8638812153694595 0.20515075407829428 -0.02576718848532296 4.947916507720947 44603.457 0.8823930323287899 0.17669057182884343 0.03612605032489647 5.517053604125977 False 3 2200 28.86 102.5 31017.186 0.8498969544021036 0.22554031547660733 -0.027967339663208204 4.950846195220947 41655.42 0.8712985240048415 0.19263124366407763 0.038217193234304926 5.5138750076293945 True 3 2300 29.66 92.43 29606.709 0.8477064995252659 0.2396881425458493 -0.039470388827820724 5.838865756988525 40667.473 0.8696831707159243 0.20290098088375205 0.025498287799572333 6.173390865325928 True 3 2400 29.26 90.08 42566.254 0.8930294062038189 0.1578934223800017 -0.007211615419601414 6.389656066894531 57314.47 0.9073784588689732 0.1284826021706414 0.0431710330025976 6.716142654418945 False 3 2500 29.24 92.67 29002.629 0.8462592432069198 0.24060802640008488 -0.060045439922897376 4.902131080627441 41612.094 0.8703410010878966 0.19918668202411574 -0.0018786247350872447 5.557149887084961 False 3 2600 29.29 90.71 27637.797 0.8354355699806608 0.2642008537645719 -0.03473768831280068 4.884943962097168 39761.883 0.8622336153338688 0.21811773747139016 0.011242633366754276 5.5362629890441895 True 3 2700 30.25 89.44 27886.51 0.8337284061734631 0.2577048891102971 -0.032467658105139074 5.016913414001465 41582.445 0.862912361910815 0.20778667267087975 0.017692897791845078 5.795761585235596 False 4 2800 29.38 90.35 28948.967 0.8470479163468392 0.23726282550696864 -0.02556031731654152 5.439228057861328 41156.285 0.8725264081367159 0.1882252520832448 0.012318832999701854 5.885392665863037 False 4 2900 29.34 89.46 28194.492 0.8350951142749715 0.26201733551650463 -0.044254617651878145 4.978442668914795 40003.758 0.861862869820917 0.21321648497137335 0.00956240007848533 5.72939395904541 False 4 3000 29.84 87.98 26839.412 0.8241193994572489 0.2765536401239142 -0.023307497815292403 4.94146203994751 39506.688 0.8556070875303227 0.21969304190117106 0.04033621767735245 5.508894443511963 True 4 3100 29.8 89.97 25498.422 0.8269936291778743 0.27941241211522566 -0.009768169538344317 4.862278461456299 40300.137 0.8578861874232556 0.22447298450195016 0.029671668224144524 5.577459335327148 False 4 3200 28.8 87.79 26106.836 0.8277154135969328 0.27406601172189704 -0.03754761657649066 4.864500045776367 39514.17 0.8627887332029732 0.21266852779593162 0.01179727883358501 5.55150842666626 False 4 3300 29.19 88.29 27768.521 0.8251370002963283 0.2775584608160007 -0.005672486478310236 4.902530670166016 38823.54 0.8575630817093057 0.22150069480331977 0.05196981760541929 5.4922566413879395 True 4 3400 29.49 91.03 25099.41 0.8092321605479249 0.29964040547068865 -0.03466657188079638 4.884632110595703 36629.824 0.8477254857155614 0.23381459198238666 0.023095825374404813 5.521281719207764 True 5 3500 28.79 101.6 26623.39 0.8150950634465435 0.2831419637693767 -0.025963205351820125 5.0084052085876465 38182.39 0.8535712148539439 0.21710412192649972 0.03687366229730071 5.78452730178833 False 5 3600 28.98 89.51 27171.316 0.821896343952159 0.2872376705985702 -0.05641682175349619 4.910168170928955 38655.984 0.8581772592606018 0.22205289337357542 0.015200604184211632 5.632997989654541 False 5 3700 28.58 104.2 27766.285 0.8349752299516753 0.2637532948509909 -0.033553522576009846 5.848198413848877 39110.14 0.8647565462145395 0.20866251609214861 0.019060173567868457 6.18027925491333 False 5 3800 29.27 89.98 24972.889 0.8211378565666945 0.2886032138620427 -0.02397377483011806 4.9930739402771 37942.31 0.857125883021428 0.22107731917960272 0.02005979125250629 5.556649208068848 False 5 3900 28.94 92.47 23811.412 0.8086235604629933 0.3010756764930123 -0.03724671346917885 5.032671928405762 36790.496 0.8473163562570719 0.23306414456552044 0.02618960713550564 5.812001705169678 False 5 4000 28.86 89.7 24255.566 0.8140067926698679 0.29600891556356734 -0.022905385100846765 4.869600296020508 39215.33 0.8538660409663714 0.22633734134488684 0.046064498954674946 5.551257610321045 False 5 4100 29.13 89.32 22720.717 0.808654759875801 0.3030552834864093 -0.006369164859023141 4.888950347900391 37056.426 0.8492510209193954 0.232691248907452 0.03463807650684016 5.4994378089904785 False 6 4200 28.66 88.65 22281.408 0.8017247396762401 0.3173690000313491 -0.0028357280752329883 4.846487522125244 36005.61 0.8450387004877582 0.24014412479913913 0.04758020359170242 5.548992156982422 True 6 4300 29.49 88.55 22567.125 0.8020333700481662 0.316853880449472 -0.01801137185766275 4.934582233428955 35876.156 0.8458527386788186 0.23869069483099645 0.020655283227807766 5.71135950088501 True 6 4400 28.98 87.89 21897.838 0.7990297901795185 0.3307622116843946 -0.017136898333229553 4.987667560577393 35734.547 0.8445620621921445 0.24932162686902984 0.05015978954058463 5.5369367599487305 True 6 4500 29.31 87.86 23441.336 0.8016384227104667 0.3104270917175313 -0.016542936523902804 4.871150016784668 36495.08 0.844529504614424 0.23129249903308954 0.014216170161157952 5.518462181091309 False 6 4600 29.15 90.43 23021.426 0.7957931405562524 0.3242505211062952 0.01647056356999472 4.907984733581543 35268.992 0.8407593950729402 0.24378097928461429 0.05003129002118478 5.50458288192749 True 6 4700 29.64 88.99 24057.008 0.8051445795219647 0.31122994466434745 -0.011633899657605666 5.0863847732543945 36152.6 0.8478867052770226 0.23167621092496019 0.0226046523142323 5.621713638305664 False 6 4800 29.08 88.47 23196.08 0.7958984067946112 0.32695888319274885 -0.03308410699387237 4.884594917297363 35589.97 0.8419178956899225 0.24592327967968713 0.006033876965177501 5.531060695648193 False 7 4900 28.89 88.59 22836.008 0.7967594502917367 0.33086819913921767 0.02433555731075674 4.918323040008545 36414.047 0.8444635424231064 0.24314386726921633 0.042468509361255805 5.521319389343262 False 7 5000 29.03 90.22 22993.117 0.7938819422057802 0.32791756256323806 0.028404918720296296 4.8969597816467285 36222.773 0.8414280668107527 0.24374040496924992 0.0613686173430759 5.665119647979736 False 7 5100 29.15 89.92 22574.514 0.7876025780621472 0.34140267495665994 0.052367388693427885 4.819095134735107 35722.457 0.8368139027204259 0.2534592799409678 0.09427160904328104 5.444305419921875 False 7 5200 29.03 94.78 21531.748 0.797369216809038 0.32877629647391493 0.05341263989472482 4.8340020179748535 37219.996 0.8454322306159872 0.23938413196091693 0.08796805956811653 5.453361988067627 False 7 5300 29.05 103.0 21024.238 0.7948487812363276 0.3418933812765776 0.03322309488460699 5.238990306854248 36913.285 0.8439195311817661 0.24835639035334414 0.05151080272138204 5.736044883728027 False 7 5400 29.06 88.76 20363.166 0.7852806790839211 0.3439366271293322 0.027665093931548597 4.85422945022583 35198.297 0.8369673690887321 0.25147863694045947 0.060939282527698264 5.476545810699463 True 7 5500 29.57 92.68 21585.957 0.7972236567011791 0.32392615257649376 -0.014943422749304738 5.074279308319092 36598.48 0.8450009164053269 0.23812430960320102 0.0035541264674428218 5.8872904777526855 False 8 5600 28.76 90.68 20339.945 0.7876530104942789 0.34657683118254723 0.005531921011473706 5.009605407714844 35317.71 0.8397375136531351 0.25252660629961654 0.02445469067582658 5.577718734741211 False 8 5700 29.02 88.99 21236.678 0.7873476764882115 0.33927582270929124 0.03528110529235432 4.806010723114014 34961.137 0.83898931169434 0.24802999665672507 0.07650369494761083 5.4811320304870605 True 8 5800 29.35 88.61 22905.258 0.7944606459919591 0.3351914845266563 0.05428440551411359 4.790157794952393 35601.883 0.8428947275499475 0.24425277349547062 0.08734377759471035 5.454137802124023 False 8 5900 29.39 87.9 21945.598 0.7795422388344966 0.3513917708240682 0.04217883210462624 4.801399230957031 34974.46 0.8355556224411382 0.25281575180519344 0.08242848392783596 5.514991760253906 False 8 6000 29.19 90.6 21491.979 0.7843377301271073 0.3430205981516497 0.03211821724525937 4.830387115478516 36222.67 0.8419355182577027 0.23856711549783877 0.07350492871652393 5.558053016662598 False 8 6100 29.14 89.29 20807.422 0.773172034227987 0.35886415931317395 0.07283611102272035 4.797287464141846 34735.473 0.8340619883565299 0.2503903803639675 0.1148884023206149 5.525834560394287 True 8 6200 29.54 88.14 21730.19 0.7898672557681289 0.34795619355008656 0.05788978038024257 4.975278854370117 36596.918 0.8418702870548782 0.24913270310024901 0.07523599905094006 5.544161796569824 False 9 6300 29.07 87.83 21051.283 0.7846566809374566 0.3502387697569286 0.09837862884185597 4.846989631652832 34636.074 0.8399101117660751 0.24555168378427752 0.11951723838441031 5.454363822937012 True 9 6400 29.2 88.56 20699.525 0.7826042005137726 0.3556723569813813 0.08272724777251501 5.044309616088867 35407.73 0.8386465778469927 0.2526373017524366 0.1208775616639015 5.571436405181885 False 9 6500 29.13 90.55 19481.168 0.7693038311316176 0.37204903271938955 0.052729724682571553 4.785227298736572 33904.883 0.8290000962485918 0.2639549603877651 0.08444874612187525 5.472246170043945 True 9 6600 29.82 88.03 20648.207 0.7869804905573272 0.35301451021272495 0.05719060106276967 4.7999372482299805 37281.816 0.8431872468904691 0.24614005535561959 0.11448952872659073 5.431336402893066 False 9 6700 29.45 91.14 20627.227 0.7853739803610533 0.35495572308120155 0.12492075624265475 4.930742263793945 35985.684 0.8385627294703207 0.25292440790990384 0.17888104730824714 5.472945690155029 False 9 6800 29.06 102.5 19661.145 0.775006946880131 0.3694887055747584 0.09709485697772721 4.799500942230225 34233.062 0.8317182085941588 0.26690258937997435 0.14728333040023991 5.403957843780518 False 9 6900 29.01 89.22 20064.652 0.7671145176977774 0.38366862858707734 0.06184789601400848 4.779613494873047 34364.582 0.8278432115024803 0.27394087206135526 0.10661916370136858 5.448402404785156 False 10 7000 28.59 93.59 21148.836 0.7841614400230258 0.36517889383614544 0.10468942428832544 5.35499382019043 35595.527 0.838958067261691 0.2595546670159038 0.12731778467931196 5.8234381675720215 False 10 7100 29.09 90.65 20208.334 0.7708713756129086 0.37057136866156654 0.1580829625853717 4.854751110076904 35051.11 0.8318391273860899 0.2592438566839315 0.18332805339353334 5.440422058105469 False 10 7200 28.85 88.78 20300.85 0.7812040875627293 0.3699042490166073 0.14795158839684636 5.0825982093811035 36273.926 0.837231950019632 0.2601081216713079 0.1711098437686661 5.618236064910889 False 10 7300 29.28 88.58 19472.908 0.7718124495992251 0.37003751203451196 0.1356829159083847 4.724699020385742 34310.758 0.8321112488209399 0.26081015437977156 0.15811956027740048 5.399937629699707 False 10 7400 28.86 88.27 19488.277 0.76407815910834 0.3860051989700359 0.13946426929574018 4.719478607177734 34362.78 0.8282786125390951 0.2679271374007091 0.1879851986432378 5.377443790435791 False 10 7500 29.27 87.97 18937.67 0.7599749466973413 0.3817168531595191 0.13830819334136119 4.722105026245117 33230.36 0.8265721773612691 0.2610348725249727 0.17452284434500476 5.433865547180176 True 10 7600 29.2 87.98 19544.6 0.7769512040843465 0.36590675467611583 0.09282615683225307 4.798461437225342 35662.742 0.8373645428757863 0.2523528672730624 0.14058429823453572 5.410451889038086 False 11 7700 28.73 88.16 18719.129 0.7731228967151144 0.3764220689861181 0.14006378503908884 5.349153995513916 34625.19 0.8336831193507681 0.26353942765491684 0.14512067447440122 5.828255653381348 False 11 7800 28.91 88.18 18722.855 0.7673328597999194 0.37308930730914863 0.13666976915205273 4.848417282104492 34613.492 0.8325859248145362 0.25434535822914006 0.1704206114267309 5.635207176208496 False 11 7900 28.74 87.87 18761.068 0.7693193459139946 0.36883610561088576 0.1473269378752046 4.799100399017334 35425.12 0.8340470976095619 0.2513541182274985 0.1889823538184221 5.403938293457031 False 11 8000 29.13 88.24 19058.865 0.7689238792041229 0.37660576121248507 0.16562985162208088 4.925521373748779 34546.418 0.833833218080761 0.259090865452798 0.20719067539397193 5.4819722175598145 False 11 8100 29.12 95.52 19688.594 0.7777065186964682 0.36478646869241976 0.10369686281836452 4.959085464477539 35978.977 0.8404080402158314 0.24651167092841555 0.14882583605317878 5.493083953857422 False 11 8200 29.25 90.11 19329.727 0.7685859808455536 0.36805156562927316 0.11295152635972648 4.756543159484863 33606.03 0.8317119392642084 0.25481953465657187 0.19077883795862247 5.448160648345947 False 11 8300 29.06 104.3 18342.672 0.7567125421203522 0.3933100200652083 0.15739389360418912 4.716876983642578 32804.383 0.826429918540471 0.27128339988247835 0.23766471223150265 5.336084365844727 True 12 8400 29.23 92.67 18338.938 0.7514883774735118 0.40287320581298486 0.15459311604979536 4.702890396118164 32780.91 0.8237698052129793 0.27444579803151004 0.2156465446753972 5.378841876983643 True 12 8500 29.22 90.37 18002.26 0.754162910785646 0.3954819218512841 0.11350727549571028 4.823291778564453 34014.766 0.8259547365301433 0.2687110382914713 0.1633877479571485 5.564067840576172 False 12 8600 28.81 89.22 18184.47 0.7769209630037472 0.37676784452368633 0.2049125830499399 4.886256217956543 35048.586 0.8407800675956218 0.25171421820705836 0.25425860027458963 5.433922290802002 False 12 8700 28.69 88.67 17432.586 0.7593537227604256 0.39348918887579454 0.19036658320850955 4.889398574829102 33063.047 0.8268961798267104 0.27044007695085914 0.25420412469788506 5.4243879318237305 False 12 8800 28.7 89.1 16965.475 0.7479421875102686 0.4047934988783369 0.2053424563187659 4.644705295562744 32889.156 0.8215282701801577 0.27389671062227516 0.2509282543884988 5.2987189292907715 False 12 8900 28.72 87.84 17594.889 0.7547014153225872 0.4071420792750657 0.24763093087659266 4.637622833251953 34254.074 0.8282032636326022 0.27241409549730417 0.29054728600900415 5.254873275756836 False 12 9000 29.2 88.17 17851.09 0.7451840596761313 0.41136823478975215 0.18068683676696928 4.722835540771484 33320.742 0.8196288896011186 0.2799339110083411 0.22738133094486732 5.44004487991333 False 13 9100 28.7 87.93 17996.88 0.74635001436788 0.40049250050231133 0.1315599279720229 5.784079551696777 33526.676 0.8231235298104531 0.2635091347902954 0.17470926646849796 6.696743011474609 False 13 9200 28.76 87.88 17162.943 0.7447207602533218 0.41819184451170044 0.16070936959118645 4.710955619812012 32896.363 0.8225601211204133 0.27873069344631307 0.20517253857171508 5.326867580413818 False 13 9300 28.76 87.77 17136.256 0.743204472243187 0.4185810466128336 0.1741259976772394 4.840869903564453 33334.266 0.820027400322446 0.28439426281096664 0.20942791495093507 5.407985687255859 False 13 9400 28.84 87.87 17081.83 0.7517833633306872 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0.4773469409448934 0.30203354072731503 4.5180840492248535 31468.3 0.8106006566430196 0.2894084954991554 0.3029029204884299 5.264914512634277 False 22 15500 29.36 103.8 15363.598 0.7121449062740217 0.4616419974133371 0.2901129196340369 4.513188362121582 32166.309 0.8124135932559954 0.2837618426838105 0.30180189075702274 5.211843490600586 False 22 15600 29.27 93.38 15013.666 0.7110701309849996 0.47090608082609237 0.2972987249031633 4.484720706939697 31862.324 0.8140685634907037 0.282845773789095 0.3302224477945161 5.148680686950684 False 22 15700 29.32 93.39 15670.38 0.7131346317054529 0.4639425908352849 0.28197917322715854 4.5158514976501465 31864.441 0.813535335890977 0.2795506277011033 0.31542832181460606 5.204451560974121 False 22 15800 29.29 90.85 14801.437 0.7076415440694831 0.47488801405308445 0.3101003422905925 4.471861362457275 32340.91 0.8155212045827811 0.2831367964359345 0.3212343794125752 5.142271995544434 False 22 15900 29.78 90.01 14401.516 0.7190012396103097 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