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 2.161 17.63 127813.055 inf 0.006601091541880921 -0.31393394979815 265.3121643066406 58599.887 0.9771451723815135 0.009071545942971613 -0.35079858367130884 266.8145751953125 True 0 100 10.68 15.2 25131.979 0.9755200370250361 0.018117660960467824 0.5192211525377752 27.928939819335938 6952.21 0.9763767646539371 0.016015438331135858 0.570122900420189 27.002849578857422 True 0 200 10.92 16.24 23448.828 0.9749239987284483 0.020205994419534586 0.3255567994889713 23.797842025756836 7361.108 0.976057029266413 0.019184839448924833 0.35596999770580073 22.918216705322266 False 0 300 10.37 15.31 18414.496 0.9637129697210273 0.0575023516297104 -0.42221829449599574 14.890267372131348 7282.955 0.9631209892140556 0.058290249336819984 -0.49393642050236997 14.142087936401367 True 0 400 9.916 15.23 30532.963 0.9768036979411231 0.02204074222192481 -0.47581005543990085 11.021218299865723 9293.448 0.9783616643493673 0.020050566697344306 -0.5355595796447898 10.396288871765137 False 1 500 9.995 14.98 14455.292 0.9600211958404037 0.07493264539710637 -0.43178255452073 10.885653495788574 5947.3384 0.960286862348516 0.07439178639920595 -0.5067524364025645 10.244123458862305 True 1 600 10.02 14.88 12179.956 0.9514683044135493 0.08798740509987074 -0.49804707835745726 6.897006988525391 5545.913 0.9515617825277682 0.08821990188030344 -0.5570715624693283 6.583399295806885 True 1 700 9.51 15.91 12287.957 0.9491750209523584 0.0890307998749336 -0.46255109424671476 7.698411464691162 5575.2935 0.9496438027256566 0.08763331140331929 -0.5296837866201295 7.249899864196777 False 1 800 9.457 15.3 14445.729 0.959768654350253 0.0742074787273427 -0.47088107668679763 10.448741912841797 5734.887 0.961037297347781 0.0711236867461379 -0.5632872139593237 9.870817184448242 False 1 900 9.372 15.34 13277.588 0.9535646778016434 0.07876504361854329 -0.4739183106845908 7.150468826293945 5553.235 0.9541230906834877 0.07897407635728991 -0.5492155289757745 6.885265350341797 False 2 1000 9.382 15.4 13978.258 0.9536523637114652 0.07219547844916362 -0.4968008513296748 7.17444372177124 5603.406 0.9543962220896971 0.07164147270593692 -0.5662257095292628 6.9054694175720215 False 2 1100 9.368 16.43 12407.433 0.9508093780393219 0.08643894505147537 -0.22290689709589792 6.735398769378662 5478.323 0.9516867265286761 0.08466589352766254 -0.3599452951573745 6.284295082092285 True 2 1200 10.04 15.4 17828.25 0.9684758803471131 0.03960568476208217 -0.11899548229489891 8.02437973022461 6772.2773 0.970457891141558 0.03517790659580612 -0.2251004013165538 7.540465354919434 False 2 1300 9.378 17.58 12354.918 0.951007565201908 0.08692383025489754 0.3381216201894786 5.7871198654174805 5514.478 0.9513711967127237 0.0873513519277711 0.4246184562604381 5.2617268562316895 True 3 1400 10.05 16.48 12101.028 0.9490742631772318 0.08334396910287269 0.3948081372869975 5.157622337341309 5568.1846 0.9506242141312586 0.07867049807323388 0.4796705419647863 4.52631950378418 True 3 1500 10.33 20.03 11873.009 0.9454813629964927 0.09592085398585583 0.26684211226824706 5.7203898429870605 5186.4956 0.9470944712808498 0.09358148449054814 0.3644728585015459 5.199584484100342 True 3 1600 10.06 17.23 10036.224 0.9547195113515686 0.07225519793154193 -0.4364268592815842 7.884967803955078 5729.0015 0.9568083338136116 0.06845008999242504 -0.5165467424989371 7.462160587310791 False 3 1700 9.556 16.63 8657.28 0.9416491144849793 0.09560036599317645 -0.4399619054650547 6.728621959686279 5368.989 0.9435255527141752 0.08938485647437994 -0.575852626859146 6.347351551055908 False 3 1800 9.555 16.29 8711.172 0.9431245425286313 0.09270380119056179 -0.42817254969742896 6.865549564361572 5132.743 0.9457197688696545 0.08719119181492566 -0.537513738753882 6.500494480133057 False 4 1900 9.412 17.68 7423.488 0.944428177324988 0.10650726779481576 0.15482136967059087 5.918454647064209 5034.1606 0.9461920161940746 0.10196379293739075 0.21083702656427186 5.454011917114258 True 4 2000 9.987 15.25 7792.7163 0.9400714358961282 0.10631466378929844 -0.3481821444665817 6.496051788330078 4928.985 0.9423762423138438 0.10173773906952888 -0.5064286363844295 6.104598522186279 True 4 2100 9.906 14.75 12049.679 0.938960536564329 0.1022708777287158 0.2647673807351983 5.735098361968994 4897.4604 0.9411129721684397 0.09941598555540966 0.358409760483422 5.245078086853027 True 4 2200 9.624 15.3 9479.816 0.94010269820609 0.11081734279187674 0.2879832358818401 5.672401428222656 4916.929 0.9424730519030099 0.1044204652267008 0.40494056634941844 5.1050591468811035 False 5 2300 9.265 15.2 7124.7266 0.9370921268489161 0.11615475737267181 0.4253611686428939 5.553783416748047 4954.6763 0.9388922871117681 0.11122193443897975 0.4899566586047477 5.004179954528809 False 5 2400 9.655 15.34 7756.212 0.9413561824139344 0.1086066712028059 0.39627927840175864 5.539385795593262 4937.2617 0.9432013332899759 0.10392856447286196 0.4989608971992954 4.959553241729736 False 5 2500 9.536 15.04 7347.837 0.9400132799649564 0.0965058802620919 0.3910902350867975 5.279190540313721 4941.2495 0.943931842544567 0.08908899187863091 0.48277430995485526 4.698506832122803 True 5 2600 10.21 15.52 6882.9795 0.9298036142838333 0.1295963681721032 0.44332704725911026 5.138204097747803 4836.559 0.9321481662915355 0.12256383132184927 0.521391249150103 4.549287796020508 True 5 2700 10.08 15.06 6925.9536 0.932708761508678 0.12101083217464194 0.40220436155114986 5.224420547485352 4687.92 0.9363518552258827 0.11293151843589937 0.496408406087846 4.6305742263793945 True 6 2800 9.988 15.33 6717.651 0.9294300425361213 0.12922535579479735 0.4678827807569865 4.7803425788879395 4774.596 0.9333402238644628 0.1188825653790474 0.537301771180281 4.122375011444092 False 6 2900 9.436 15.32 6691.6724 0.926754969943218 0.1374414576475072 0.4491801607300955 4.92190408706665 4616.5537 0.9306912467224365 0.12795784942249536 0.5243880297154622 4.291895866394043 True 6 3000 9.94 15.55 6731.0264 0.9291721169857473 0.13136406809657722 0.45754935876122477 5.094417572021484 4606.878 0.9334567050922133 0.12172840704423299 0.5185979105715646 4.50443696975708 False 6 3100 9.56 15.08 6543.2896 0.9234962150477315 0.13621350655168565 0.4368900750806826 4.931518077850342 4520.6855 0.9284849357907784 0.12497421793001273 0.5037027445820875 4.289003849029541 True 7 3200 9.92 16.08 6437.6387 0.9251106489638896 0.13426222356986858 0.4391082511407773 4.959699630737305 4626.9473 0.9297822947165008 0.12460762884334069 0.5115125108030842 4.352311134338379 False 7 3300 9.697 15.78 6417.7466 0.9252223472478704 0.13896013500949386 0.4468554815803875 4.890164852142334 4613.7905 0.931050301809617 0.1261836639618894 0.5216907940633474 4.252185821533203 False 7 3400 9.275 16.19 6489.038 0.9192828699656206 0.1460819403816296 0.48337003546877333 4.665278434753418 4355.9443 0.9250904087455497 0.1339903177181601 0.5348851488086814 4.025010585784912 True 7 3500 9.957 16.29 7539.0073 0.9231170360279493 0.15386815271676488 0.47294921316803124 4.720144271850586 4479.896 0.9286582078047908 0.14096286017310367 0.5404478312607354 4.074428558349609 False 7 3600 9.856 16.27 6100.9297 0.9220631281850157 0.1441988854723925 0.47524293537579115 4.71296501159668 4466.9326 0.928398740762697 0.13281100683195787 0.5296088138806891 4.112878322601318 False 8 3700 9.478 17.53 6489.192 0.918732781337559 0.13995292739628318 0.482784758185464 4.77264404296875 4505.0854 0.9248041587841083 0.127200588157856 0.5399139987293633 4.183899879455566 False 8 3800 9.738 15.37 5973.6777 0.9213021496553814 0.14724875563716244 0.4814117976608944 4.683815002441406 4479.1226 0.9262644439111279 0.1344166106574621 0.5439631031424416 4.052061080932617 False 8 3900 9.501 15.21 6206.859 0.9203728916233148 0.14635944136958012 0.48620357079318105 4.770391464233398 4416.0703 0.926081755402308 0.13332969518088544 0.5382235001170764 4.201207637786865 False 8 4000 9.33 15.21 5593.161 0.9185223863437803 0.15451326804597826 0.4875747697124509 4.661036014556885 4340.041 0.9253978998877865 0.13927173704206594 0.5409585279815581 4.074449062347412 True 8 4100 9.902 15.22 6150.577 0.9251093499811669 0.13757652962179126 0.4857642341806806 4.678795337677002 4528.477 0.9328771638749779 0.12093509837159558 0.5401041154752673 4.090152740478516 False 9 4200 9.337 15.13 6653.974 0.9198095215188569 0.14077342355151165 0.501653680971073 4.526061058044434 4521.356 0.9267854039352177 0.12726171028300184 0.5523579469048021 3.9161789417266846 False 9 4300 9.55 14.75 5550.497 0.9153744642616225 0.15725781887497917 0.4970682034103937 4.636543273925781 4326.9272 0.9228623663307263 0.14225459871479165 0.5552821124293769 3.934610605239868 True 9 4400 9.964 15.55 5661.939 0.9123638499100867 0.16039798103151948 0.5020801032340662 4.55501127243042 4238.074 0.9209579220759065 0.14270745855280934 0.558065393846994 3.907806634902954 True 9 4500 10.35 15.26 6806.2915 0.9099627574092561 0.17501995417911725 0.5107185370344232 4.664263725280762 4154.321 0.9187341580805527 0.1556441573820513 0.5564713420290224 4.109925270080566 True 10 4600 9.856 15.38 7777.238 0.9396049621394734 0.10818903150886122 0.32149909501885215 5.562922954559326 5079.918 0.945209260253503 0.094653932723401 0.3785840241071284 5.042508602142334 False 10 4700 9.446 15.19 6477.7627 0.9209413617104246 0.1594642202553169 0.4942720423156335 5.3481340408325195 4375.4395 0.9293306756443634 0.14081049810030052 0.54319758585126 4.841153144836426 False 10 4800 9.297 15.64 7417.1045 0.9220027588990093 0.1296199479325769 0.49220560406429187 4.589465141296387 4741.4263 0.9306410969589171 0.11236012591786812 0.5389755232648815 4.006058692932129 False 10 4900 9.458 14.92 6191.236 0.9181635713508696 0.1642654980654265 0.4854676536280936 4.6552653312683105 4416.037 0.926066566308583 0.14319384956448722 0.5433531694838283 4.034642219543457 False 10 5000 9.429 16.23 6365.35 0.922493950466901 0.15918045858913538 0.5013975010575517 4.832104206085205 4379.288 0.9298433775469708 0.1407433729300391 0.5500974237695091 4.279747009277344 False 11 5100 9.417 15.53 6221.352 0.9207950681369357 0.14419783796905636 0.4725815836919562 4.756543159484863 4984.6323 0.9271977523750774 0.12707980995890902 0.5358041431297393 4.148660182952881 False 11 5200 9.503 16.74 5332.457 0.9095383932621371 0.17367194812535783 0.495963485530062 4.620046138763428 4191.758 0.9188438868398362 0.15339415985845384 0.5403003462424237 4.073060512542725 False 11 5300 9.624 15.29 6492.082 0.9097792083165126 0.16977046014745187 0.5048206827866485 4.502689838409424 4331.8486 0.9195600977508587 0.14696142305444423 0.5517638822000398 3.913770914077759 False 11 5400 9.235 17.08 6473.1875 0.9007549935174438 0.1817991774922914 0.5124869020890052 4.492453575134277 4199.112 0.9121133332560507 0.15672557398204864 0.558728554102203 3.8920183181762695 False 12 5500 10.15 14.89 6436.494 0.8978499616278623 0.18554648086971473 0.5199493146236439 4.412484169006348 4127.2085 0.9098360357963189 0.1597609394922719 0.5612467556441095 3.8490664958953857 True 12 5600 9.88 15.7 9848.659 0.9123190357488858 0.18553646725092474 0.529420711680242 4.995190620422363 4118.222 0.9216900107690019 0.16379874074092157 0.5655259893869312 4.496857166290283 False 12 5700 10.06 14.83 6675.282 0.9036143566847528 0.17678092969510678 0.5214111856023239 4.469914436340332 4121.41 0.9139873528410292 0.15677100528013194 0.5574418397830084 3.941624402999878 False 12 5800 9.448 15.78 9334.569 0.9543586378616143 0.06684081458018604 0.5051516102469825 13.535282135009766 6206.826 0.959534254612734 0.05409276351331305 0.5456307885331 12.84721565246582 False 12 5900 10.32 15.11 6503.038 0.9135228014438216 0.1570139462473008 0.512217367949223 4.508571624755859 4422.9546 0.9214080950554481 0.13798748450998713 0.5567164900827621 3.9378409385681152 False 13 6000 9.356 15.04 5861.501 0.9065031183913972 0.17129954720160634 0.5205022376266811 4.47158670425415 4161.482 0.9160628480312034 0.15168042162197945 0.5580027426419318 3.938878297805786 False 13 6100 9.52 15.4 5569.241 0.9107106531260782 0.16662106622810005 0.5215947121971785 4.460423946380615 4368.0015 0.9202782781461706 0.14741760408788454 0.5610468109520538 3.918928861618042 False 13 6200 9.415 15.13 5970.629 0.9008561871802973 0.18060154140545256 0.5266226954681075 4.367495536804199 4146.095 0.9119106910143787 0.15811987038658065 0.5698929109897121 3.7941694259643555 False 13 6300 9.588 15.6 6119.2344 0.9052800211203039 0.15792004374827956 0.5239899372417257 4.415065288543701 4294.2515 0.9150778364684456 0.14118600921886362 0.561556206258813 3.8771135807037354 False 14 6400 9.376 15.15 6697.415 0.9049063541968869 0.1680278813740994 0.515278451787725 4.437650680541992 4272.7485 0.9151892189234837 0.14389968234603173 0.5571893935752763 3.8750970363616943 False 14 6500 9.718 15.35 5948.0264 0.9056874151928057 0.17020527626291065 0.5255557235216478 4.39654016494751 4155.6187 0.9170012681924576 0.14890241400035736 0.5623890967157161 3.868929386138916 False 14 6600 9.452 15.12 7200.326 0.9253128842520655 0.12602697055852022 0.5209877555180376 4.585347652435303 4768.8833 0.9345198747873893 0.10625413938796746 0.5634541884960336 4.028219699859619 False 14 6700 9.468 15.92 5415.3667 0.9051064358890347 0.16816406253971797 0.5204946935855076 4.538227081298828 4569.6934 0.9147475801057512 0.14650041672546918 0.5629751449733219 3.984052896499634 False 14 6800 9.467 15.0 5278.045 0.9095631083847366 0.17494143535680612 0.5229119996870446 4.4524383544921875 4216.255 0.9207468255503235 0.15210236516386846 0.5726007538741998 3.863182306289673 False 15 6900 9.699 16.69 4877.929 0.8983354388762707 0.19096354580542033 0.5355599056504943 4.402888298034668 4015.5867 0.9112530858944503 0.16429736881253668 0.5748683702173806 3.861177444458008 True 15 7000 9.377 15.02 5477.9653 0.9123606444609518 0.18281329240729977 0.5376990792537031 4.777882099151611 4167.544 0.9229760018149045 0.1593630706419077 0.5740852640798864 4.251493453979492 False 15 7100 9.765 14.86 7033.973 0.9055635222438454 0.15532800805500344 0.5432107891079186 4.282196521759033 4509.82 0.9152492572070304 0.13623223722056954 0.5813456478717244 3.7443971633911133 False 15 7200 10.13 15.16 6367.6655 0.8926693749386778 0.17784240365358975 0.5311635750993083 4.394670009613037 4191.0693 0.9052795883669932 0.1532790135971322 0.5740852584331708 3.815155029296875 False 15 7300 9.339 15.11 7159.317 0.9015241685742477 0.17396329071804195 0.5288125895203624 4.393082141876221 4197.5513 0.9135063244590238 0.14945577189042114 0.5716301403850393 3.819793939590454 False 16 7400 9.962 15.03 5636.89 0.8993815278701734 0.179711873384005 0.5435200532352087 4.285398006439209 4170.121 0.9124649011767529 0.1534310117648257 0.5808034710583124 3.748570203781128 False 16 7500 9.441 15.13 5110.882 0.9104296150787046 0.190416261604106 0.5353767962843413 5.114484786987305 4144.972 0.9214403101611751 0.16264205040780572 0.5786823011628996 4.564460754394531 False 16 7600 9.573 14.95 6623.9 0.9017529798096529 0.1574706686917833 0.5311330303695868 4.6197333335876465 4340.3047 0.9128625402310561 0.13835113139349792 0.5617644723737241 4.129603385925293 False 16 7700 9.21 15.69 5942.715 0.8924749384824412 0.17882186853761042 0.5379442695473435 4.30452823638916 4053.644 0.906555431978051 0.15365166826791046 0.5714937053668874 3.8011066913604736 False 17 7800 9.011 15.34 5584.6895 0.8948494451153539 0.18205449597656748 0.5388074413526179 4.290998935699463 3968.606 0.9088771440483956 0.1563279522883068 0.574766426101743 3.76845383644104 True 17 7900 9.241 15.82 5026.914 0.8886590549763284 0.1923201558336372 0.5381144664835101 4.303922653198242 3945.721 0.9033353891428738 0.16363722742196704 0.5733415233216667 3.7900443077087402 True 17 8000 9.905 15.12 5685.1094 0.891928443922029 0.19596100076890557 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