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 2.379 14.97 437089.56 inf 0.015027000603439622 -0.07857809219622497 223.99411010742188 123021.99 inf 0.012988366270902198 -0.021382124889839735 223.90771484375 True 0 100 9.883 12.56 94816.42 0.9824488555044922 0.006760409301121625 -0.31100557108748217 30.12062644958496 29651.943 0.980078532973369 0.008790629235464436 -0.2687380069462206 29.51298713684082 True 0 200 9.928 12.71 56194.953 0.9659772815640421 0.04559111750015842 -0.3969501329892204 14.957947731018066 17415.24 0.9665956923167349 0.04512095448729674 -0.34379668382311307 14.215059280395508 True 0 300 9.561 12.67 47112.965 0.9671777073970456 0.04770682053712209 -0.4106351607899951 16.77643585205078 17727.625 0.9681804647642751 0.04472432307913823 -0.38724944874647554 16.03461265563965 False 1 400 10.8 13.01 72053.67 0.9681046747206197 0.03690710637359878 -0.4168936498372923 14.796916961669922 25194.176 0.9672692726873505 0.03781568343960833 -0.3704872501235127 14.694116592407227 False 1 500 9.976 12.4 49094.82 0.9677689386637947 0.04830617526065999 -0.3646119685438068 18.197998046875 17901.74 0.9692636867104952 0.04448479578778995 -0.34465797433540135 17.43900489807129 False 1 600 9.444 12.66 119080.68 0.980925857384877 0.013695599405501782 -0.09699608608727078 16.668842315673828 40427.83 0.978898858418557 0.013516807521045325 -0.16063217055616397 16.08586883544922 False 1 700 9.437 13.4 34099.16 0.9697930992357244 0.04742772753639453 -0.36463131372013496 18.119930267333984 16622.494 0.971785604494575 0.04154825473911165 -0.34720428956598737 17.196393966674805 True 2 800 9.783 12.75 35025.113 0.9707780962674203 0.04096233539471939 -0.3289603512612461 20.920833587646484 17067.37 0.9728097521710649 0.036913496753442465 -0.33407372647746697 20.223854064941406 False 2 900 9.62 12.4 32300.488 0.9715756623677492 0.0346681866235055 -0.3222566504258012 14.562509536743164 17302.188 0.971581083512362 0.031482081433185434 -0.3289871896222018 13.866436958312988 False 2 1000 9.353 12.61 26504.223 0.9631137984575067 0.05943358025265947 -0.35584582299050216 11.104726791381836 13936.879 0.9661263238321248 0.05311135616475231 -0.3541479321286312 10.410547256469727 True 2 1100 9.875 13.2 25201.84 0.9590800059387535 0.07152020076290275 -0.39398788588481326 9.238075256347656 14045.016 0.9597331753925137 0.0667116497005262 -0.3780426419323439 8.652058601379395 True 3 1200 10.08 12.55 21972.322 0.9662133717461302 0.04724020234157592 -0.3043818229332286 9.651025772094727 14224.987 0.9669152965840437 0.043161204409327344 -0.3345948536536594 9.095561981201172 False 3 1300 9.227 12.85 18479.295 0.9547129649523335 0.07626010873793396 -0.38644622047589217 8.760024070739746 12722.139 0.9578290525065785 0.07003865837287485 -0.3948310471082671 8.254161834716797 True 3 1400 9.72 12.81 18963.7 0.9552255879226463 0.06829792867655779 -0.19347479352610214 7.587874412536621 12172.341 0.9581215972636585 0.060387232391320905 -0.26902956014102497 7.105775833129883 True 4 1500 10.02 12.37 19447.709 0.9531534778966336 0.07669107033176405 -0.3524642459946359 7.714884281158447 13143.796 0.9557989166172693 0.06784802077733186 -0.43729468903635926 7.30759334564209 False 4 1600 9.502 12.56 18883.951 0.9493881851919083 0.08325999815540452 -0.22848390818191083 7.294167995452881 11532.148 0.9541463634943788 0.07175804504019398 -0.29702521466002735 6.837345600128174 True 4 1700 9.963 12.74 16504.156 0.9460645443543425 0.08807740092588418 -0.2557046067236889 7.542724132537842 10850.56 0.9501497344689821 0.07979238575542506 -0.3062171531968676 7.029541969299316 True 4 1800 9.866 13.7 15638.565 0.953930814892712 0.07778690189376376 -0.21223829556361873 7.435495853424072 12412.053 0.9574775970331549 0.06833469563108495 -0.3130668092332662 6.975574016571045 False 5 1900 9.509 12.74 13528.01 0.9450734797135043 0.09440652068658015 0.07259356262252713 6.635261058807373 11133.718 0.9499855653882422 0.08478344531010015 0.052445423287057584 6.104659080505371 False 5 2000 9.359 12.69 13827.724 0.9484325450469193 0.08845881236924139 0.12140158187811201 6.99403190612793 11392.51 0.9543399487670633 0.0769015557616372 0.06643304905934068 6.551235198974609 False 5 2100 9.429 13.32 16892.904 0.954107609575618 0.07527438508057877 -0.2636355302939499 7.13520622253418 13094.899 0.9572174890181164 0.06686316613758693 -0.38446193530900974 6.659900665283203 False 5 2200 9.652 13.39 14552.399 0.9411970260816235 0.10525315078492192 0.1561724021731628 6.449038028717041 11418.357 0.9469644016912173 0.09264347653841153 0.11813053882171808 5.990744590759277 False 6 2300 9.641 12.78 14634.263 0.937570758591492 0.11107957358597184 0.250007537645181 6.225831031799316 10925.935 0.9450391390645078 0.09511760522356665 0.24918081272464232 5.744805812835693 True 6 2400 10.18 12.59 14647.862 0.9421322609941726 0.1045117276138027 -0.2542629240786118 7.477182865142822 10721.588 0.9481030235586652 0.09137774573515653 -0.32062140275616646 6.965044975280762 True 6 2500 9.826 13.55 12733.057 0.947851980109742 0.10175652363142607 0.15928052069221912 7.340819835662842 11748.744 0.9536850927333393 0.08758323339862846 0.13126593387757243 6.915280818939209 False 6 2600 9.553 12.64 13602.1875 0.9365903226402784 0.11399416453736609 0.2717537557815484 6.179666519165039 10929.07 0.9438551815838887 0.09812118620675682 0.2672012930991398 5.697648525238037 False 7 2700 9.155 13.71 15122.691 0.9370105289365841 0.1009264873819639 0.019936040361195544 6.941818714141846 10012.884 0.9437318051426026 0.09034614628685446 -0.06586365997916793 6.439572811126709 True 7 2800 10.18 12.72 14897.523 0.9399498693166207 0.11007333015197578 0.12309796450379941 6.651912689208984 11601.664 0.9457349057761225 0.09521188738229634 0.09725831761085345 6.187556266784668 False 7 2900 9.454 14.14 15136.968 0.939956478750538 0.11806180558916894 0.21625946565272308 6.54925537109375 11991.313 0.9466726339333101 0.10382236900892064 0.22193617443680386 6.095462322235107 False 8 3000 9.688 12.54 14972.698 0.9318445725149489 0.12105690666444162 0.21974105595142873 6.32550573348999 10102.648 0.9401714025753436 0.10461204887795282 0.2020522361651631 5.8783040046691895 False 8 3100 9.598 12.7 14289.527 0.9486774530238327 0.0898690052101025 0.3094107952853611 6.2687087059021 12980.859 0.9545251716952358 0.07284066469358604 0.27376962339209526 5.9525556564331055 False 8 3200 9.558 13.17 13691.31 0.9372320493309069 0.11698836454494822 0.2890131301258072 6.125405311584473 10477.906 0.9447913040351111 0.10032648697178642 0.25309962034602346 5.755363941192627 False 8 3300 9.537 13.96 12905.658 0.9384383529314704 0.11325009256250759 0.37673209750540304 5.851190567016602 11629.753 0.9469584113528261 0.0934084880152054 0.34215136959619497 5.490628242492676 False 9 3400 9.867 12.81 12714.036 0.9326574352913508 0.12650005275494622 0.30491215186597215 6.046126365661621 11700.581 0.9409297527462154 0.10931193149452129 0.27387353785296886 5.648773193359375 False 9 3500 10.05 12.49 12647.407 0.9313422703574579 0.12898206015026573 0.3632790708842492 5.763168811798096 10993.632 0.93934583874014 0.11255088080730122 0.3310988385526751 5.448947429656982 False 9 3600 9.5 13.68 13483.672 0.9301336406506923 0.12846098104379844 0.35066706024503963 5.8340840339660645 10009.724 0.9378746558124342 0.11317903848289082 0.3275837074130846 5.430693626403809 True 9 3700 9.918 13.62 12427.919 0.9301178992179324 0.12730285107119968 0.37242316692945987 5.818192481994629 10389.133 0.9408860751508403 0.10453157600550991 0.3311305228455243 5.460087299346924 False 10 3800 9.563 12.61 11526.015 0.9291479258803189 0.13273012818829952 0.36390787617793613 5.7549638748168945 10582.489 0.9394754337821992 0.11211182137174486 0.3287044625474848 5.4195332527160645 False 10 3900 10.0 12.65 12518.922 0.9174702231991592 0.14238962265312033 0.38810100444977663 5.719997882843018 10006.947 0.9302599124529577 0.11959731523277266 0.3462823955206958 5.423450946807861 True 10 4000 9.805 12.36 11831.183 0.9296290677069707 0.13688963593042927 0.39650492267436105 6.490557670593262 10567.853 0.9391821439900712 0.11604549057982269 0.37351387318328827 6.211160182952881 False 10 4100 10.14 12.5 12328.843 0.940769841395876 0.10237144963118518 0.3787854628250725 5.897946357727051 12667.35 0.9488394033086196 0.08193872902775162 0.33273307252347667 5.750425815582275 False 11 4200 9.538 12.29 12465.205 0.9321442801409187 0.13606592515825913 0.4019445580164085 6.467788219451904 11233.396 0.9422233308427774 0.11184179688664558 0.3616372914497488 6.279567241668701 False 11 4300 9.445 12.83 11553.601 0.9316756336196524 0.12543825996958474 0.40245160755887255 5.634362697601318 12183.942 0.9425887428162861 0.09959261105458425 0.36472702003425667 5.3945746421813965 False 11 4400 9.464 13.52 10816.675 0.9279789622338765 0.1488068781332066 0.4071097597445681 5.739344120025635 11526.256 0.9388919523341702 0.12377711363470263 0.38422554099730166 5.433679103851318 False 12 4500 9.563 12.36 10419.243 0.9227043349939519 0.1458395703080283 0.403841326906982 5.580908298492432 10435.631 0.93368951039138 0.1239455391846537 0.3660762116681162 5.377803325653076 False 12 4600 9.528 12.58 12866.409 0.93821065831238 0.13620504972606454 0.39358538999173914 8.074132919311523 11155.237 0.946037264088973 0.11298923695018316 0.3500952381478285 7.847904682159424 False 12 4700 9.426 13.5 13660.948 0.9156521409494713 0.1481587675775708 0.40918947094926456 5.5076093673706055 10026.874 0.9293842966353663 0.12076309453837485 0.36357035056997433 5.345752716064453 False 12 4800 9.579 12.56 14588.6455 0.9405673342926708 0.09052311408502631 0.40728420149637296 5.643837928771973 11976.589 0.9503603624968797 0.06872103447538444 0.36529524666906443 5.305943965911865 False 13 4900 9.38 13.45 11267.503 0.918026254341321 0.15352177972897818 0.3927688788996338 5.7013444900512695 11169.41 0.9314670407044434 0.1236063396419465 0.3552007545339197 5.380838871002197 False 13 5000 9.496 12.64 10806.5625 0.9274713319329326 0.14334465537864838 0.42128802164788914 5.699526309967041 11268.123 0.9396789096143979 0.11725905211993705 0.3867328220902835 5.458144187927246 False 13 5100 9.497 15.87 12316.278 0.93430515248045 0.14586688849865173 0.4181191313922494 6.732882976531982 11713.044 0.9432761786384216 0.1222410646424548 0.38157126533051244 6.5298075675964355 False 13 5200 9.692 12.54 12273.069 0.9134914184330185 0.14923122210016543 0.35447330178734426 5.923114776611328 9853.761 0.9271697140933659 0.12180599198459316 0.3175072499310731 5.5383076667785645 True 14 5300 9.262 12.57 17499.58 0.9561581364929169 0.06875813611202439 0.3799966449397708 5.684159278869629 16830.594 0.9644198936733709 0.04481653719603247 0.3216919247412064 5.575143337249756 False 14 5400 9.458 12.89 10482.396 0.9076510677776521 0.16182328936735416 0.4042495666052455 5.583127021789551 10062.303 0.9244042886945517 0.13066844649863055 0.3589627270270342 5.308158874511719 False 14 5500 9.537 12.67 10692.899 0.9339558572562774 0.12230694148730145 0.38745176784291385 5.68452787399292 11666.873 0.9451233230166745 0.09639263521712502 0.330943445876828 5.550926685333252 False 14 5600 9.572 12.6 9962.869 0.9175353632888473 0.14946711776749833 0.3920421604981328 5.600594997406006 10163.202 0.9319683781055927 0.12058041412830336 0.33923547120661274 5.388851642608643 False 15 5700 9.699 12.75 11049.025 0.9265984738999535 0.15825784702329987 0.40791431012231133 6.989559173583984 11391.641 0.9388729872133728 0.13006882586042418 0.35247544329699726 6.848422527313232 False 15 5800 9.451 17.64 10091.578 0.9071613629435762 0.16618903891494693 0.4188068863583756 5.631189346313477 9720.501 0.9237576943990056 0.13597961331055594 0.3657432215290399 5.433850288391113 True 15 5900 10.01 12.29 11839.162 0.9258969001018911 0.15934326390100312 0.4107602839618823 6.1347150802612305 11044.763 0.9379350033467879 0.12973486408379023 0.35501211528185983 5.9956135749816895 False 16 6000 9.431 14.07 10833.459 0.920442544085807 0.16171616596288313 0.4172143552308772 5.590540885925293 11562.894 0.9348748007495298 0.1280683373226056 0.36601133644815487 5.475282669067383 False 16 6100 9.522 12.65 10303.254 0.910081932282702 0.15786214168787385 0.417865963561576 5.561283111572266 9984.885 0.9264010375174719 0.12709012633029965 0.36459000334363384 5.37711238861084 False 16 6200 9.442 19.44 12191.07 0.9153099154890317 0.1640215965415826 0.41926361333534073 5.646525859832764 10954.33 0.9317975009657372 0.12885229502280474 0.3633705533398912 5.508068561553955 False 16 6300 9.466 12.58 9392.708 0.9043972741967443 0.17231646988938856 0.4181630829125373 5.483160018920898 10391.509 0.9232124088783425 0.13373967769687095 0.36584024495637574 5.3293657302856445 False 17 6400 9.615 12.56 11282.488 0.9357376106380844 0.1310770821872456 0.4303215324276189 5.652187824249268 12879.506 0.946725170119685 0.10031883125912842 0.38156434559045865 5.560511589050293 False 17 6500 9.594 12.78 9682.933 0.9076307967682584 0.15729458584431089 0.4235497348325416 5.426567554473877 11407.31 0.9265813056478567 0.11961253774943076 0.36807271182897694 5.3494391441345215 False 17 6600 9.428 14.09 10150.832 0.9127328664976962 0.16413792258038806 0.4009628940538262 5.611555576324463 11150.155 0.9300287593779704 0.12722722440923598 0.34181425183082176 5.364269733428955 False 17 6700 10.08 12.32 9856.435 0.9028993782569504 0.17354622638770426 0.4075578325009066 5.516900539398193 10226.625 0.9216939449548102 0.13835524802182014 0.35172444372878814 5.394787311553955 False 18 6800 9.429 12.64 9254.643 0.909703589021901 0.1715439055733204 0.41795287869217557 5.525817394256592 10781.345 0.9294879653223989 0.13029629113641433 0.36095572513855034 5.316779613494873 False 18 6900 9.302 13.3 9464.819 0.896987168020548 0.18443282914904235 0.42648842873221143 5.411314010620117 11689.326 0.9188535251973893 0.14028621973566816 0.3719602765438638 5.287211894989014 False 18 7000 9.504 12.63 8613.812 0.9045633281345418 0.18757540611783016 0.4370831231924736 5.646437168121338 11301.278 0.9245309791722978 0.14548155854710268 0.3847600900493793 5.515908241271973 False 18 7100 9.458 12.36 9769.943 0.9246223715952323 0.16443347544402367 0.4155162890144786 5.704412937164307 12762.18 0.9389037823216284 0.12636391692134952 0.35751231238065734 5.6815009117126465 False 19 7200 9.468 12.69 8752.325 0.8966799881141729 0.1907579920932147 0.41969800538987945 5.4434614181518555 11056.818 0.9195805173143405 0.14444993230496014 0.357057672191378 5.3575263023376465 False 19 7300 9.44 15.49 9098.71 0.9029860127516746 0.17548222272483094 0.4173947898566733 5.4871110916137695 11321.159 0.925145411685846 0.13208879661226886 0.36119523435067785 5.408092498779297 False 19 7400 9.864 12.62 8524.313 0.9014526385406096 0.1872310377606364 0.4311318795066957 5.40345573425293 11661.66 0.922721670285401 0.14178519755420163 0.3757078140415104 5.293251991271973 False 20 7500 9.525 12.34 11262.262 0.906024956504177 0.17835936617311896 0.4212657258630255 5.462567329406738 9967.67 0.9240636005258452 0.14135626737338366 0.3657336577635371 5.414794921875 False 20 7600 9.345 12.95 12703.203 0.9098072832017737 0.14909777980260416 0.42331205835228997 5.449952602386475 11462.202 0.9293466812715423 0.10918841096260816 0.36990475200933237 5.2578959465026855 False 20 7700 9.413 14.31 12453.64 0.9189101049049986 0.1556612072859509 0.44352051809307114 5.4828572273254395 10537.891 0.9350178249998028 0.11851959750318354 0.39317077903502207 5.323760986328125 False 20 7800 9.775 12.6 10666.784 0.9093626459508168 0.17114323880346186 0.4299618857095327 5.597263336181641 10570.969 0.92715584358203 0.13208365845219072 0.3751254054432688 5.419068813323975 False 21 7900 9.591 12.55 9016.25 0.898007485052222 0.18606091497950697 0.4323252861391539 5.380028247833252 10061.447 0.9207745551239936 0.14048925115939784 0.3769390151660628 5.2715864181518555 False 21 8000 9.316 13.53 10313.294 0.890284701202542 0.18684321524951403 0.44060099501869293 5.410354137420654 9707.701 0.9146591167433189 0.1411521421723709 0.3867768799917478 5.225396633148193 True 21 8100 9.845 12.54 9507.615 0.9089986844763949 0.18376746427180185 0.44227566260786033 5.329269886016846 10566.641 0.9260855689737955 0.14482218931929547 0.3918292666105929 5.2761406898498535 False 21 8200 9.534 12.51 9073.642 0.8977561086340096 0.191502025700093 0.435728668660204 5.546604156494141 10977.222 0.9211800206142232 0.14434647537158907 0.3842441857001032 5.235176086425781 False 22 8300 9.543 12.55 12449.253 0.8923827822834035 0.19542806027580656 0.4443644324758514 5.321646213531494 10592.109 0.9179900996860971 0.14304551004547728 0.3880161930823277 5.212814807891846 False 22 8400 9.431 22.62 10442.28 0.9300330842287218 0.16171798102865184 0.4060115769498706 5.745498180389404 11135.139 0.9416968818947733 0.12725480088220884 0.34145126138978665 5.4342122077941895 False 22 8500 9.618 12.34 9291.172 0.9022076531793658 0.1777349450495901 0.4379097376987632 5.4756550788879395 10519.731 0.9242833323648771 0.13150618591403385 0.38217053609724805 5.217495918273926 False 22 8600 9.531 12.15 9528.348 0.9003630918739063 0.1938277563127395 0.43640151955309797 5.384670734405518 10823.641 0.9235927280533904 0.1433355826276602 0.37740830298891137 5.21528959274292 False 23 8700 9.161 12.77 9754.733 0.9068695873597955 0.1821457618350157 0.44389771854770116 6.342337131500244 11595.826 0.9287470398992154 0.13178044214279377 0.3860466125837056 6.246956825256348 False 23 8800 9.485 13.9 13822.63 0.9054761123777814 0.17545402344225516 0.42900006113797867 5.3970513343811035 9748.634 0.9234857166763379 0.137561593998246 0.3746709817084288 5.304891586303711 False 23 8900 10.31 12.55 10553.183 0.8924441996484336 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