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 19.82 65.41 1254757.6 inf 0.015387635181693287 -0.4751441728016506 29.91170310974121 167856.94 inf 0.012786410729759152 -0.4674214460377313 29.246822357177734 True 0 100 29.95 51.73 64968.418 0.9720924059327609 0.014594151412576912 0.2853473177156246 32.75845718383789 45983.496 0.972336917572737 0.013432317759645533 0.2622710875488922 32.068016052246094 True 0 200 29.75 51.48 167958.95 0.9749238765658034 0.009227362101248365 0.30661643684176904 26.853538513183594 54935.285 0.975236618089286 0.007830682902739017 0.3103392996645966 26.222768783569336 False 0 300 29.33 50.97 50892.062 0.9716581893303405 0.021339687132445374 -0.44580396332121913 22.58949851989746 45849.992 0.9721638290979804 0.0195893722669478 -0.47058459864402 21.99028205871582 True 0 400 29.79 51.96 72667.08 0.9732200183094061 0.010029757081635508 0.3316557849039869 25.182106018066406 44407.348 0.9735044878024756 0.007724328651299161 0.30675927205076187 24.565519332885742 True 1 500 31.62 51.61 51231.33 0.9726830283863657 0.016400033018348435 -0.38363664515006535 21.119522094726562 49061.72 0.9734296539212498 0.014403459026793674 -0.40721376651665303 20.537708282470703 False 1 600 28.98 51.66 40647.53 0.9684920381872478 0.03336425384726937 -0.407335473672808 7.5524187088012695 48045.297 0.9700292117557777 0.029471985509418694 -0.4288124404358229 7.26072883605957 False 1 700 29.47 52.37 106327.52 0.9724830362237439 0.019621337168874677 -0.4296019624928853 18.608049392700195 46402.562 0.9730518314376702 0.016596129940953802 -0.4348725442718138 18.048648834228516 False 1 800 29.54 51.82 46598.76 0.973933079712221 0.017752826799167763 -0.4412390626043504 14.987256050109863 55529.027 0.9749185185920708 0.015799406093328527 -0.462040494510931 14.4984712600708 False 2 900 29.11 51.89 44712.285 0.9672374989732044 0.0466995168916749 -0.4010121165769627 12.749231338500977 39041.42 0.9682617007937401 0.041649849305125906 -0.415895875522363 12.298580169677734 True 2 1000 29.87 51.49 40385.91 0.9658430810064241 0.04826230723276835 -0.4603250478270886 15.363114356994629 40821.027 0.9673112146837071 0.04285436433037108 -0.45503046574243394 14.863700866699219 False 2 1100 29.3 51.53 37259.23 0.9626113071107892 0.049519690758790834 -0.4579898733736515 11.89845085144043 33876.547 0.9649664371438578 0.043396666652246535 -0.45242565009212626 11.536348342895508 True 2 1200 29.82 51.53 41822.64 0.9746238578665748 0.01309077668451697 0.3661855499925186 10.943772315979004 50200.06 0.975595041797193 0.01060445425623228 0.3405010337525838 10.537666320800781 False 3 1300 29.24 51.42 36413.703 0.9614145933347518 0.06122909261095101 -0.436491823593782 8.008843421936035 34673.49 0.9631671736632077 0.05544274290997346 -0.44829166893944067 7.786618709564209 False 3 1400 29.68 50.76 56211.777 0.9681630016090805 0.0305647789303491 -0.43174799800423364 11.489660263061523 35397.566 0.9693798482453476 0.02607659869975586 -0.4388271263107551 11.060332298278809 False 3 1500 30.01 51.79 43190.133 0.9660593453340943 0.039139061112883365 -0.24404985217938016 7.132457256317139 31633.373 0.9681768567098622 0.03223832864027744 -0.2521107794251872 6.896772861480713 True 3 1600 29.9 52.05 33896.84 0.9716619789378083 0.0222142212176375 0.2965269142104339 10.649126052856445 36972.387 0.9737866715812814 0.01746165560717483 0.2673462270832069 10.27313232421875 False 3 1700 29.51 51.64 32943.47 0.954927758253978 0.07005806018588802 -0.46417536697271383 10.115169525146484 30376.865 0.9587675095696909 0.06205050666616681 -0.4683058050271056 9.946770668029785 True 4 1800 29.47 51.53 36045.973 0.9595371892355353 0.05984110134044101 -0.4041875681096021 8.651639938354492 29907.527 0.963058185705385 0.05092823750018825 -0.4162367134044589 8.556808471679688 True 4 1900 29.66 51.19 38432.414 0.9639460413397227 0.046797996127817425 -0.30572996016718357 10.534265518188477 32437.98 0.9662664375107384 0.039766115277849595 -0.32697220105766256 10.136821746826172 False 4 2000 29.46 51.74 34811.62 0.9576493214929211 0.06355930473591691 -0.4211340386074083 8.544570922851562 27304.545 0.9612337500908759 0.05471382748245413 -0.43972674559950164 8.444745063781738 True 4 2100 29.82 51.84 48662.03 0.9752956907748036 0.018934800541025764 -0.21430082764130606 14.045822143554688 70072.484 0.97656930922146 0.016232615511385485 -0.22272692166161223 13.580699920654297 False 5 2200 29.15 51.45 302691.8 0.9686333465230805 0.0326497595763396 0.02338782427120678 7.2572526931762695 66338.805 inf 0.027535427525519653 -0.0011633679061089646 7.215595722198486 False 5 2300 29.21 51.46 31558.322 0.9633918081765409 0.05041320537351655 -0.4209000211917094 11.543392181396484 36004.36 0.9667631869319359 0.0420578104375395 -0.4136810924802593 11.119694709777832 False 5 2400 29.37 51.59 35579.53 0.9654638009249251 0.03931620349936108 -0.09429817947300091 11.169940948486328 32544.104 0.9682379450444646 0.031233170521443938 -0.10463066933689649 10.781314849853516 False 5 2500 29.46 51.05 48691.62 0.9727437529355771 0.013243903870927345 0.37233204517241547 16.740928649902344 42614.13 0.9735781261646067 0.00924914556184663 0.34759025556983913 16.25939178466797 False 6 2600 29.24 51.74 61001.36 0.9734701445680319 0.018520892494341086 0.2979408740297871 8.379669189453125 36248.184 0.9756492669655139 0.01176356389656173 0.2690774709865241 8.085379600524902 False 6 2700 29.48 51.42 35019.29 0.9659557780415573 0.03858806187827017 -0.4164700654007735 8.312885284423828 53456.203 0.9693362362043615 0.03205003254075838 -0.42674216028779993 8.240654945373535 False 6 2800 29.48 51.5 61246.945 0.9673543810597369 0.035419059915459884 0.17419092160674007 12.624176025390625 32913.465 0.9698666331019208 0.027867700797258005 0.15173924059345195 12.197683334350586 False 6 2900 29.48 51.73 29461.1 0.9535431912469641 0.07229056826743974 -0.32000238996152114 6.968976020812988 27301.508 0.9584538390824505 0.06113671380605948 -0.3206047482733172 6.779346942901611 True 6 3000 29.69 51.87 33471.59 0.9588181857238114 0.06121972464901929 -0.045772002080806375 8.993157386779785 27394.139 0.9625005997378855 0.05073745238925166 -0.09832797854322237 8.694185256958008 False 7 3100 29.23 51.89 27485.922 0.9605912711265051 0.05509379651352178 -0.20505910335128358 9.307205200195312 25836.533 0.9646279462638957 0.04416367016128715 -0.21045703047818054 8.94951343536377 True 7 3200 29.62 51.33 25631.297 0.9530378695328612 0.07155286168188194 -0.35254696718025874 7.1315717697143555 22715.188 0.9582511933861143 0.059130756238048594 -0.3469251667766835 6.911776542663574 True 7 3300 29.71 51.52 24465.125 0.9606849749418438 0.05473918234816665 0.048156651541478385 8.341217041015625 31247.285 0.9647787553382795 0.046179988787858305 0.003477674965069472 8.064085006713867 False 7 3400 29.52 51.61 23678.408 0.9532096055912831 0.07974394007365096 -0.26976744162607164 8.489182472229004 26204.04 0.9576269776574711 0.06913359522710816 -0.272519865871039 8.254036903381348 False 8 3500 29.21 51.34 72063.68 0.9654709681441958 0.039797460599322154 0.41138544559682017 11.238837242126465 31261.014 0.9680223805919976 0.03176061595524997 0.3988589388714852 10.806971549987793 False 8 3600 29.41 51.26 49393.375 0.9596018745456232 0.05942783538508353 -0.3091187457432041 6.98103666305542 29298.568 0.9638773429916442 0.04914349649783309 -0.3153065802618024 6.782553672790527 False 8 3700 29.44 51.68 60262.457 0.9607038926883771 0.046786797580661274 -0.38108620169957685 10.279173851013184 43133.86 0.9652434298747795 0.03840347898090512 -0.4144894093428508 10.368812561035156 False 8 3800 29.33 51.83 47753.594 0.9495282885665799 0.08156582988382548 -0.12474548370063951 6.443404674530029 26456.791 0.9553288003389606 0.06836732778586828 -0.16317609862872182 6.251943588256836 False 9 3900 29.2 51.3 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0.05733628312177277 0.23219627214549313 9.291956901550293 24056.26 0.9650320168199299 0.046835174563247144 0.16223382284325874 8.94151496887207 False 10 4500 29.28 50.88 20719.025 0.9484290379831098 0.08869248228809999 -0.17916539561995742 6.247102737426758 22247.309 0.9549744007814925 0.07381762898190763 -0.19936546090742732 6.092002868652344 True 10 4600 29.73 51.49 21969.912 0.9498494472323984 0.08592346279927998 0.11119263730867299 6.285740375518799 22245.812 0.9559804669745174 0.07087896239310187 0.06052924686710075 6.060080051422119 True 10 4700 29.67 51.19 20948.63 0.9480543774475969 0.08739519320923515 0.23193758053249486 5.729090690612793 22296.865 0.95453070289966 0.07205006737172294 0.16824736284370512 5.610385894775391 False 11 4800 29.23 51.32 27048.727 0.9480699729999705 0.08810273912647974 0.03270779309137448 6.548346042633057 21143.807 0.9543125600983772 0.07363451721671048 -0.009802941763766547 6.333715915679932 True 11 4900 29.73 50.8 23943.951 0.9565791976507636 0.055586523635743956 -0.10266277719990279 6.354437828063965 39643.59 0.9622278546219274 0.0447476094521006 -0.14918159352547972 6.153852462768555 False 11 5000 29.46 52.04 28066.54 0.9533916688692982 0.08638526544731041 0.16946673918522343 8.318795204162598 27436.69 0.9582068336868598 0.07260212946715418 0.12463751544203108 7.9816575050354 False 11 5100 29.1 52.06 27838.125 0.9517056801607322 0.07653633192091189 0.3252710416124519 6.5231170654296875 22788.76 0.9576990690738947 0.06260602370687135 0.2752067333953339 6.267828464508057 False 12 5200 28.74 51.78 27896.93 0.9439661813553709 0.09037374701787522 0.3279936789606414 5.499980449676514 21780.605 0.9510603260769089 0.07497637322975303 0.2806276949239006 5.382298946380615 False 12 5300 29.15 51.7 25551.797 0.9464490373040172 0.07710153587929083 0.20706175699876886 5.915330410003662 29965.695 0.9534684394330966 0.06383349044475836 0.1452331471250752 5.8347649574279785 False 12 5400 29.18 51.28 21103.666 0.950955642306362 0.07669081607923454 0.27674139647593765 6.87196683883667 23485.047 0.957625384742723 0.06245249909982184 0.2181281946030653 6.605565547943115 False 12 5500 29.39 51.41 23175.236 0.9602167322573205 0.06332103627470304 0.4256956079930851 6.596923351287842 29924.916 0.9641897670192131 0.05049710294178583 0.3915224890632264 6.312912464141846 False 12 5600 29.42 51.57 20272.566 0.9494942057150163 0.07916426259558046 0.15544844434700597 6.652645587921143 22545.623 0.955470449821175 0.06690180058688776 0.09501928108662061 6.607725143432617 False 13 5700 29.17 51.4 20730.432 0.9512345182661586 0.08647283624223098 0.1988632469612335 7.159224510192871 25484.547 0.9571325846837145 0.07173994660887645 0.14671580384037153 6.901124000549316 False 13 5800 28.63 51.54 29390.924 0.9415909659944804 0.08761690721480217 0.20809064131130817 5.785274982452393 18960.188 0.9500599583252415 0.07085537640890528 0.16030714065585522 5.683180809020996 True 13 5900 29.72 51.24 26512.535 0.950139134496381 0.08152132653522257 0.3390140782899925 6.250138759613037 23292.07 0.9567327393155836 0.06702905208524616 0.29567612558950723 6.020747184753418 False 13 6000 29.32 51.56 21049.125 0.9467438622620181 0.09028549571433911 0.1947779825017098 6.265505313873291 21432.65 0.9541100264932892 0.07343981528912212 0.13931711910301495 6.067635536193848 False 14 6100 29.19 51.39 34932.035 0.9454156742180377 0.08997979845264419 0.09426918375026047 6.207817077636719 24086.338 0.9521534146142823 0.07587685950929832 0.04102189752080298 6.017748832702637 False 14 6200 29.31 51.96 30299.088 0.9459994049980133 0.09399148275055358 0.28573178342860434 5.600549697875977 23226.18 0.9527388221045904 0.07837219999831195 0.23379601292606852 5.5001068115234375 False 14 6300 29.57 51.85 29205.709 0.9419476151399079 0.09592285269047848 0.29766377246430514 5.634101867675781 19602.22 0.9496535548653562 0.07980648601404651 0.24351786160351171 5.484379291534424 False 14 6400 29.45 51.08 18713.744 0.9430142530203266 0.09313634116860198 0.34926752028911145 5.518993854522705 19739.842 0.9511890777208468 0.0769070912520557 0.29791646511572634 5.404921054840088 False 15 6500 29.25 51.27 18087.072 0.9448443919531913 0.09413064865684632 0.3333380617503565 5.5812788009643555 20239.857 0.9527750058795935 0.07715554322589262 0.2772680153272969 5.426857948303223 False 15 6600 29.46 51.68 16952.854 0.9356089526216425 0.10721051177080483 0.3804301855362555 5.374107837677002 19148.504 0.9442936296130929 0.0907417623602529 0.33822330169535264 5.227628231048584 False 15 6700 29.4 51.69 24321.727 0.9411638795966343 0.10164419812227077 0.41587484225830557 5.351867198944092 21939.654 0.9492934330787801 0.08483973287597467 0.39240535206050203 5.148397445678711 False 15 6800 29.43 52.31 19693.31 0.9365420135778969 0.1025715289189128 0.40302082180789467 5.2290472984313965 19228.621 0.9457460821958719 0.08451299079552141 0.37028384275494475 5.097930431365967 False 15 6900 29.27 51.41 18582.07 0.9397978969350216 0.10282174651628764 0.4012548147972603 5.241123199462891 19889.174 0.948489651190482 0.08528380800240312 0.3643070971671764 5.099327564239502 False 16 7000 28.97 51.88 20448.488 0.9357385198813398 0.10321195429148702 0.3916389206944385 5.272426128387451 17787.252 0.944909746642165 0.08458515870355272 0.345653549919761 5.15220308303833 True 16 7100 29.87 51.89 23128.748 0.9325188913915347 0.10742368096227944 0.41598624997684236 5.127750396728516 20380.83 0.9423316178897698 0.08769817830704249 0.3788373477804745 5.011356353759766 False 16 7200 29.27 51.78 16905.436 0.9391368593209053 0.10704386211254689 0.4145027039652965 5.0596442222595215 19984.02 0.9478631146681002 0.08880357208926094 0.38131130234574295 4.952712535858154 False 16 7300 29.47 51.6 22113.525 0.9377099708673425 0.09444723131627467 0.42760936473488764 5.511715412139893 17719.629 0.9476880957392921 0.0751654064748049 0.4098128102792237 5.376672744750977 True 17 7400 29.51 51.76 21196.936 0.9311538834877698 0.10784132200282594 0.4425897574847695 4.963798522949219 17167.71 0.9414681362589379 0.0894376555942587 0.4236755760988365 4.868511199951172 True 17 7500 29.71 51.19 19606.447 0.934104478012975 0.11708075036274315 0.43239686696172047 5.010167121887207 19404.133 0.9431245284285856 0.09909138836025892 0.41271398499669804 4.871242523193359 False 17 7600 29.32 51.35 19470.322 0.9339065012466676 0.10629320130757443 0.43522245003970883 4.913233757019043 17193.662 0.9440828725093984 0.08727854796736821 0.40764621495610504 4.868109703063965 False 17 7700 29.27 51.1 17944.154 0.9310704170943194 0.11470530189292093 0.44032330568372613 4.909549236297607 17069.752 0.9417024144848104 0.09480411912394289 0.4188958689741089 4.789058208465576 True 18 7800 29.46 51.66 20135.877 0.9290465755359778 0.11936609639309596 0.45737866908138747 4.815877914428711 17103.732 0.9390261611916237 0.10046845133755326 0.44195424114803983 4.684573173522949 False 18 7900 29.25 51.8 19553.4 0.9465967283498575 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