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 2.308 10.99 64235.484 inf 0.026105210181523775 0.13833636295719276 447.21856689453125 60407.305 inf 0.027284182754494575 0.13241068724281138 446.6277770996094 True 0 100 9.885 8.485 13059.559 0.9556591773687944 0.08394310925785964 0.07728559270067728 15.141350746154785 13419.288 0.9552773271120968 0.08552775322350041 0.0767836273015021 15.058058738708496 True 0 200 10.94 9.906 13701.983 0.9440585892725522 0.10668335318363996 0.07259031655645477 6.6352105140686035 14237.378 0.9432827780177412 0.10792531965421752 0.07479501498981604 6.525107383728027 True 1 300 10.95 8.695 15873.252 0.9363936940246006 0.13319903894219542 0.22905872450280274 2.9911627769470215 16794.79 0.9368619431980089 0.1289519176778004 0.22900401642051832 2.8531570434570312 False 1 400 9.436 9.622 13490.831 0.9026002092751811 0.1839881318394331 0.2979104018322075 2.8771421909332275 14372.877 0.9024275548249006 0.18347731026082428 0.2946501816043577 2.7383010387420654 True 2 500 10.2 8.594 14657.369 0.8949270622226059 0.20693234414593725 0.30908858578960335 2.8122286796569824 15768.209 0.8962377022970787 0.2014466401854388 0.3068908960966197 2.675658702850342 False 2 600 9.497 8.604 14257.283 0.8794650158319 0.22497790071551463 0.31788414400773385 2.753511905670166 15443.263 0.8804759687958573 0.22044954973177233 0.3179414529376357 2.6179442405700684 False 2 700 10.42 8.659 13012.674 0.8705642907858482 0.2346416792531363 0.32224793194977913 2.7121241092681885 14275.358 0.8708359227494394 0.23349833883991583 0.3213197355708837 2.5797293186187744 True 3 800 10.24 8.639 13543.808 0.8727371016675126 0.21373128266283528 0.3116570620675657 2.7227418422698975 14838.552 0.8744408418061328 0.21106451959835523 0.31090739931819333 2.5866057872772217 False 3 900 9.725 8.398 12345.341 0.8476409012093566 0.2709249784055614 0.3227140203415638 2.672102212905884 13724.154 0.8470659864422441 0.27201463670839704 0.32036059039404896 2.5449187755584717 True 4 1000 9.952 8.83 19788.482 0.8990130431374982 0.17058051438891672 0.3230856997807922 2.7017745971679688 21487.387 0.9004182960002065 0.16704595923666093 0.3212917074669591 2.5775363445281982 False 4 1100 9.458 8.346 13547.913 0.8312215366299559 0.30029201025514 0.30247346931258723 2.7441177368164062 15173.568 0.8318897981061929 0.2972398007665943 0.3030999962815279 2.6056480407714844 False 5 1200 9.395 11.12 11809.592 0.8188271761446356 0.32114624738509 0.31913517650456835 2.66668438911438 13295.611 0.8197188606378517 0.3178544940820195 0.3172621929305545 2.5375382900238037 True 5 1300 9.742 8.521 13807.635 0.8289040721653524 0.30262203653217823 0.32871682303112615 2.6438724994659424 15158.338 0.8302799040884279 0.29844145838613745 0.325731077991667 2.5208427906036377 False 5 1400 9.355 8.539 11334.464 0.8135141850723848 0.3331859131258177 0.328395991360951 2.699381113052368 12734.047 0.8153935224260079 0.32739792992551464 0.325668759934064 2.576523780822754 True 6 1500 9.792 9.049 12143.024 0.806736997516587 0.3362831070126479 0.33193509367110147 2.6404645442962646 13585.15 0.8097117949371498 0.3278449735651797 0.330144504129656 2.513305425643921 False 6 1600 9.96 8.493 12715.91 0.8071482643116481 0.3439881463581701 0.33214258325740026 2.680201292037964 14041.349 0.8095130758299172 0.3354695495826464 0.33003719416872 2.5495541095733643 False 7 1700 9.423 8.528 11251.486 0.8041783518428768 0.34419032784713116 0.3371791074403154 2.702765941619873 12642.625 0.8071811168035568 0.33342468726240143 0.3345524367474109 2.581315279006958 True 7 1800 10.17 9.065 13925.338 0.8121369792039246 0.32939066747716 0.34039954618434676 2.762800693511963 15467.079 0.8167782317313733 0.31706452691841125 0.33788889910036035 2.646257162094116 False 7 1900 9.472 8.576 11213.201 0.8060240507941093 0.34969092312939587 0.3441273929863297 2.686485528945923 12677.752 0.8114569592076845 0.3328379357802854 0.3412068943508928 2.5723700523376465 False 8 2000 9.45 11.42 11755.832 0.7954134868840131 0.3473908517906138 0.3417492361400154 2.6404616832733154 13365.333 0.7996394396682784 0.3358287521955178 0.33939252557962013 2.510699987411499 False 8 2100 9.523 9.189 13786.44 0.8019848671681494 0.35488594621179953 0.35087110126240256 2.630370616912842 15423.258 0.8081818610749524 0.3412405520481522 0.34683311083948 2.514749526977539 False 9 2200 9.607 8.417 11301.297 0.7770074722299718 0.38852652257858183 0.3537405000705138 2.611379623413086 12999.426 0.7838736551543313 0.3701229356511098 0.3497498881879951 2.4978015422821045 False 9 2300 9.48 8.574 10564.939 0.7840635421002446 0.3793793704389522 0.35204282698664446 2.6183807849884033 12027.775 0.791964803426298 0.3591787287414842 0.3484455426323947 2.495242118835449 True 10 2400 10.23 8.567 10980.333 0.7837630681145447 0.3782440202144211 0.3571462968851696 2.599752187728882 12335.38 0.7927746238202065 0.35899432441219387 0.3541732431221237 2.475388288497925 False 10 2500 9.497 8.645 11134.577 0.7946936829476636 0.36560666013964765 0.3607027447933134 2.6826512813568115 12746.613 0.8025260010535481 0.3475428285051398 0.357310094969169 2.5726914405822754 False 10 2600 10.22 9.806 11624.086 0.779126619053536 0.3776477598502058 0.3583019774826728 2.597929000854492 13143.467 0.7878940325659994 0.3563294615952544 0.3560236929403426 2.471006393432617 False 11 2700 9.4 8.569 14748.32 0.7929482878550582 0.35838502390357296 0.36282386899089825 2.5743422508239746 16413.758 0.8025897962270755 0.3367604676384621 0.3595599907550973 2.452709913253784 False 11 2800 9.479 11.58 10201.051 0.7667418887371766 0.404348924375287 0.36399000570678686 2.643044948577881 11804.917 0.7771206029301422 0.3819696198426193 0.3608018738814704 2.5101261138916016 True 12 2900 9.929 8.948 12096.152 0.7741343739266692 0.3962219425129308 0.3688558649808986 2.5581040382385254 13687.539 0.7842471584214246 0.3778609081557662 0.36408937949212195 2.443063974380493 False 12 3000 9.364 8.466 11403.029 0.7624546714924632 0.4147583200717006 0.37230918967076704 2.554196357727051 12935.397 0.7753005022707725 0.3905019246516125 0.3676808507914018 2.4395556449890137 False 12 3100 9.673 8.674 13039.386 0.7947196430335823 0.3731503315444077 0.36851221085320585 2.5758743286132812 14491.332 0.8061974370413112 0.3476390950299429 0.36464933282215883 2.459224224090576 False 13 3200 9.664 8.517 10988.312 0.768582815939784 0.4053102554497735 0.37630686614309145 2.5986268520355225 12603.591 0.7802223904603531 0.37942637331007467 0.37181138127883007 2.4873836040496826 False 13 3300 9.447 8.527 10605.792 0.7727141241324039 0.4007947153097725 0.37359716275576477 2.576113700866699 12101.795 0.7840477669381115 0.37738022600301113 0.3674532003818484 2.472107410430908 False 14 3400 9.214 10.35 11227.036 0.762002754134089 0.4061047393740129 0.38475899659102336 2.544468879699707 12805.119 0.7764366770160388 0.3751850794383963 0.3777663845932122 2.4277782440185547 False 14 3500 9.659 8.583 11223.041 0.75925704959758 0.41942033434279735 0.3846180742151816 2.5347213745117188 12791.662 0.7727690692697289 0.39060146939529794 0.37857837871360217 2.423637866973877 False 15 3600 9.436 23.28 10849.68 0.7631926490296961 0.40877428050997433 0.38611299707522645 2.522543430328369 12326.997 0.777078007316804 0.3789554218655858 0.3795381315619668 2.4106669425964355 False 15 3700 9.821 8.425 9879.991 0.766228897705052 0.41142866758904706 0.3819380531514698 2.543525218963623 11414.427 0.7800391743896844 0.38280957139842514 0.37684584324848863 2.432896852493286 True 15 3800 9.831 8.629 9864.464 0.7474513445657055 0.43503040976880747 0.39077981075886437 2.5101170539855957 11368.462 0.7643173924034092 0.40217652778970103 0.3842752342981035 2.402642250061035 True 16 3900 10.89 8.738 10407.506 0.7563158639663747 0.42229370311623277 0.3945500338181475 2.548109531402588 12042.104 0.7727286453971582 0.39026789924887373 0.3870227158633812 2.444791316986084 False 16 4000 9.859 8.589 10726.124 0.7500317796389494 0.4418724190974807 0.39490185860585125 2.5414698123931885 12284.024 0.7659751154749763 0.41008815109269386 0.38742881272195684 2.441311836242676 False 17 4100 9.453 8.425 9913.362 0.7520660830453993 0.43489635381154396 0.3949811196302326 2.5105645656585693 11349.496 0.7704373907584666 0.39875215965606653 0.3896291168664631 2.399787664413452 True 17 4200 9.945 8.584 9541.736 0.743897542912854 0.42571209968146817 0.3941735477866025 2.5449962615966797 11016.119 0.7616157456860911 0.39295459455645 0.3852907762159915 2.439286947250366 True 17 4300 9.861 8.537 10356.171 0.7423219358844277 0.44397950786423795 0.39744208585201385 2.491974115371704 11789.935 0.7616330853193974 0.4059782349697118 0.3884927510826764 2.390437602996826 False 18 4400 9.327 9.276 9735.3545 0.7678052142622839 0.4321559889813034 0.3980955627714914 2.5092225074768066 11141.463 0.7851838169315966 0.3957473441001099 0.38893481676960145 2.416107416152954 False 18 4500 9.609 8.526 9628.872 0.749811780165875 0.44715298166616146 0.40757853836503244 2.4955201148986816 11008.438 0.769288267985818 0.4093552910616609 0.39689904197202336 2.397728443145752 True 19 4600 9.879 8.543 9960.05 0.7525705012779752 0.4408601940551648 0.4061487292490583 2.4737751483917236 11423.428 0.772425897343958 0.4004555231302656 0.3942508558672329 2.377382516860962 False 19 4700 9.372 9.024 10408.168 0.7599450130592879 0.43131500083028007 0.40543770269907375 2.4835052490234375 12087.972 0.7777931737171621 0.396669350522631 0.3938147794099103 2.3881752490997314 False 20 4800 9.85 8.526 10533.609 0.7427958235841348 0.43629337809472213 0.4043559109323288 2.4904909133911133 12323.849 0.7637932268038333 0.3922743380549869 0.3948601080044458 2.395780563354492 False 20 4900 9.393 8.365 11399.103 0.7536606752853734 0.4349182117651599 0.4189279197858348 2.520145893096924 12970.831 0.7754254016839768 0.3920453786342972 0.4084550592174297 2.4015731811523438 False 20 5000 10.61 8.694 10049.91 0.7434360294088243 0.44439341577771374 0.4186442039349227 2.454990863800049 11552.839 0.7650285518538699 0.40273766851565845 0.4053422835495954 2.3566606044769287 False 21 5100 9.465 9.627 15679.664 0.7692580276720675 0.4198646909036421 0.41860107653450945 2.5564892292022705 17792.727 0.7854647494803776 0.38514319170959926 0.40305726239610234 2.4506349563598633 False 21 5200 9.53 10.79 10799.516 0.7445526613408565 0.4464872408103187 0.41844213921496665 2.541809558868408 12453.015 0.7661743893563506 0.40446752934562574 0.40334933432264225 2.4491920471191406 False 22 5300 9.376 8.723 10406.033 0.7403248157311567 0.4537134658446017 0.41790834004704497 2.5179929733276367 12025.409 0.7630778313411377 0.41048811723700507 0.4026005418707322 2.4352872371673584 False 22 5400 9.486 8.535 11073.723 0.7228308278596716 0.4716392089772719 0.4192966070349909 2.463650703430176 12659.413 0.7469831139771506 0.429198125571988 0.4050928185218531 2.3831045627593994 False 22 5500 9.536 8.683 9584.426 0.7405096784602336 0.45152990042746544 0.4234964294825624 2.475673198699951 11185.251 0.7635489479703162 0.4084906914598951 0.4067750663591375 2.3747622966766357 False 23 5600 9.79 8.515 9608.791 0.7343620426115565 0.4648577036227638 0.4250749330824445 2.4323668479919434 11128.738 0.758659228269897 0.41882321378537135 0.40860022281618036 2.3525521755218506 False 23 5700 9.463 8.535 10372.128 0.7440603203694135 0.4539319683709525 0.41641592842967046 2.4810101985931396 12136.987 0.7673195589768699 0.4085665996884621 0.3988948347378988 2.410675525665283 False 24 5800 10.81 8.438 9328.617 0.7389207652474997 0.45486722960133963 0.42250752128503194 2.4671669006347656 10782.407 0.7621645993731538 0.4130053301919562 0.4053107887670483 2.3771579265594482 True 24 5900 9.929 8.524 10215.462 0.7322154218705864 0.46250734113790887 0.4231393335071749 2.526765823364258 11762.571 0.7555730746972553 0.41937015852382487 0.4076472100594402 2.439396381378174 False 25 6000 9.525 12.51 10917.054 0.7258080806159891 0.4781913333361999 0.4286291114216214 2.4693849086761475 12329.908 0.7509543647289718 0.4344098639223397 0.40819813589254766 2.404238700866699 False 25 6100 9.435 8.648 11603.219 0.7329812986819332 0.47009976770567796 0.4276721081509747 2.4495882987976074 13284.536 0.7585504595354026 0.4219106010535686 0.4096837041704241 2.386432647705078 False 25 6200 9.473 8.351 10175.182 0.7299236128265877 0.47155493061374043 0.43153572479242847 2.462714433670044 11846.937 0.7573223324506977 0.42416425204247904 0.41003550497713825 2.370540142059326 False 26 6300 9.868 8.567 10274.399 0.7357348556486737 0.4631664340404272 0.42501592753792217 2.4348623752593994 11682.329 0.7599961465887618 0.41786114634808535 0.40442033862732957 2.3837239742279053 False 26 6400 9.629 8.363 11113.297 0.7246701667668956 0.4746797454271196 0.45026960554641804 2.4300038814544678 12705.803 0.7513204795215415 0.4276380548860053 0.42487002345354313 2.343649387359619 False 27 6500 9.525 8.534 10452.571 0.7172502520365034 0.48141324030914967 0.4421963785236763 2.4135451316833496 11933.7 0.7462058296300773 0.42976203178098676 0.41899843751354765 2.3405492305755615 False 27 6600 9.507 8.84 12446.469 0.730064639330976 0.4729447764918241 0.45297196726912153 2.5073604583740234 14109.209 0.7585020288970071 0.4215064639679416 0.42404138688547355 2.420187473297119 False 27 6700 9.62 8.468 9684.09 0.7184112265359048 0.49357995253691767 0.4361615274378576 2.4118173122406006 11294.632 0.7477803805785096 0.4409950392240088 0.4142317084405837 2.3691160678863525 False 28 6800 9.392 16.63 10183.613 0.7289537228935319 0.4848451142054319 0.4448898585837615 2.5048115253448486 11812.647 0.7560029961715411 0.43320409854368513 0.4181558897067017 2.4294004440307617 False 28 6900 9.886 8.9 9615.485 0.7135424268219427 0.49384542524871783 0.4612403260055863 2.4601662158966064 11203.81 0.7413489514953145 0.44388575048128237 0.4355209840776367 2.3746697902679443 False 29 7000 9.433 8.789 10394.082 0.7229775612735074 0.4846703855837346 0.44962874491355986 2.41961932182312 12058.111 0.7533099528893494 0.42767313709526256 0.42415412316184925 2.3842251300811768 False 29 7100 9.454 9.06 9857.936 0.7169954415400759 0.49064836010834445 0.45065645545328004 2.4313058853149414 11502.105 0.7444709557677491 0.4391223062700645 0.42461603607664244 2.394656181335449 False 30 7200 9.231 8.606 10484.492 0.7235855298359893 0.49115595939337225 0.4607207207717372 2.552130699157715 12080.58 0.7524131238298104 0.43843093876527733 0.4340603299278296 2.4580862522125244 False 30 7300 9.52 8.498 9698.736 0.7234061371152669 0.47648884157888916 0.4657771055354013 2.397181987762451 11204.97 0.752664308923691 0.4203710751747676 0.4372951880248683 2.3153297901153564 False 30 7400 9.403 8.996 9273.74 0.7113503136878071 0.5006060089674208 0.45767417778534764 2.3610117435455322 10727.078 0.7432095911278132 0.4431450206449339 0.42929247234741286 2.3087518215179443 True 31 7500 9.982 8.505 11647.56 0.7159218725692803 0.49043538344096294 0.4628030715542796 2.3474185466766357 13222.469 0.745072698286214 0.43781634467810565 0.4320661878543466 2.3215746879577637 False 31 7600 9.415 8.488 9028.477 0.7144881281591144 0.5012299167216583 0.4733111145971683 2.335343837738037 10596.894 0.7437205585725717 0.4469982295641518 0.4446363876311009 2.2726755142211914 True 32 7700 11.29 8.517 10122.164 0.6978280360595697 0.5096670673773053 0.4791168801947172 2.344231605529785 11797.17 0.7331432185174201 0.4483877912871737 0.4436175115793885 2.2895543575286865 False 32 7800 9.525 8.58 14306.2 0.7621105954048354 0.42427534697828373 0.46915075689894514 2.371140718460083 16475.031 0.7888787897248991 0.37106120746901367 0.4325618241425673 2.319262742996216 False 32 7900 9.464 10.38 9937.682 0.7178094916724754 0.5036397890170532 0.4756361752544595 2.3873586654663086 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0.7427086004895014 0.44891510459444556 0.4592660006277357 2.229982376098633 False 35 8500 9.667 9.207 9714.841 0.7136191780018559 0.5116562615544934 0.48779210420211916 2.264122247695923 11489.044 0.74631358726272 0.4521768695495981 0.45439410430983646 2.2361652851104736 False 35 8600 9.359 8.537 10751.438 0.7001242401904724 0.5249816560368772 0.5010347180651998 2.2298834323883057 12655.7 0.7376365651966501 0.45869832873503014 0.4633033077886827 2.2144603729248047 False 36 8700 9.391 14.54 12487.868 0.6937859872480114 0.5219766393513836 0.5110444676488215 2.2655129432678223 14404.583 0.7344410365659242 0.4507397384165133 0.46818181692293837 2.2453560829162598 False 36 8800 10.28 8.563 10675.358 0.7071789283221371 0.5214393561515807 0.4936070514559491 2.248661756515503 12157.007 0.744862018173133 0.4529632463132756 0.45567927142323916 2.276968002319336 False 37 8900 9.395 8.483 13582.037 0.7139370075549475 0.5032722223440168 0.5076566435827754 2.2336413860321045 15495.494 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