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 8.083 24.47 1473544.2 inf -0.0020253667652169543 -0.47794173331124196 9.98678970336914 282185.97 inf -0.0029230609218354013 -0.30538283180251885 9.37243938446045 True 0 100 27.32 21.8 63389.766 0.9786737749371632 0.006053090435770797 -0.4836210607921668 13.572137832641602 384444.4 0.974878528986967 0.008106901390093716 -0.330354578337736 14.653545379638672 False 0 200 26.4 24.79 57542.043 0.9682187458415623 0.03076231063708105 -0.4279061641690438 5.758561134338379 135879.4 0.9648806137791656 0.028367989710035145 -0.3362811820702715 5.8392791748046875 True 0 300 25.2 24.34 204936.0 0.9758414095205218 0.005243893836425364 0.4278772416114857 15.052324295043945 151884.75 0.9732751098363212 0.0034753900113568504 0.3302739596781924 16.398271560668945 False 0 400 20.21 38.07 53648.39 0.9774618710683407 -0.0030266816917186097 0.4301227373702447 19.603015899658203 175358.69 0.973314511939213 -0.00040304235380677944 0.324536200343497 21.187149047851562 False 1 500 21.74 28.6 182413.66 0.9706955136751494 0.021697697071640203 -0.4296907966430152 11.338987350463867 135098.22 0.9688836225763345 0.01787250389790705 -0.3477998893187999 12.121299743652344 True 1 600 20.74 29.51 89312.96 0.9777659532689449 0.007957549237942776 0.4116709054941468 8.86856746673584 852062.56 0.9740901160720614 0.0099446888962352 0.30660436072980085 9.973440170288086 False 1 700 19.6 22.7 42052.04 0.9741645635495086 0.0043218195576252725 0.3247384660944003 5.665501594543457 160067.2 0.9707726805937904 0.006159506863597743 0.24046606951543067 6.18813419342041 False 1 800 23.9 24.64 46536.688 0.9812283264427448 -0.004260055024631894 0.421515164407897 8.771827697753906 244098.75 0.9774461976792665 -0.0018107707196429901 0.309549421258138 9.95438289642334 False 2 900 27.52 21.07 68452.086 0.9782335805489686 -0.005309598344726743 0.4075504190977965 18.527708053588867 190454.19 0.9742687778981884 -0.0026890022225822168 0.2637425786859009 20.009496688842773 False 2 1000 25.34 24.15 56886.957 0.9748715749167715 -0.004425089380882879 0.3212209578879688 5.429515361785889 148733.52 0.971156832035755 -0.004021959979541506 0.20102712961537997 6.050846576690674 False 2 1100 21.53 26.78 40981.52 0.9819360805384421 -0.004661472166625548 0.3990457023507811 4.62425422668457 221575.47 0.9781712816381269 -0.002952517036604676 0.27927045379148896 5.288415908813477 False 2 1200 19.34 26.47 41042.87 0.9766799877934774 0.00016243438012184826 0.3030300255105674 5.6968302726745605 167480.67 0.9726666464921765 0.0017419737711895378 0.17518732611385504 6.426262855529785 False 3 1300 20.15 20.81 362766.9 inf -0.009960228041342492 0.3517037790198514 6.5616326332092285 176773.39 0.977858049862724 -0.008441722598403109 0.22775135659817203 6.467248439788818 False 3 1400 25.96 24.91 44896.81 0.9801751771707223 -0.001652399007743619 0.3663462077607793 7.006247520446777 397025.25 0.9767659758716467 9.329311805023165e-05 0.2412170722586919 8.014646530151367 False 3 1500 28.26 46.92 68441.945 0.9749990653966457 0.004785515653668871 0.12147510390244488 8.321063995361328 144388.45 0.9722045119848127 0.002902915431529465 0.025905197520880982 9.315632820129395 False 3 1600 17.02 21.29 31611.115 0.9766155435429101 0.005810615288111946 -0.04825927072677928 5.5094122886657715 193199.47 0.9736984293900939 0.005791726941919527 -0.1195061100277074 6.037492275238037 False 4 1700 24.53 21.44 54657.234 0.9704476918190039 0.02143636595829322 -0.12306975673354835 5.139744281768799 139361.92 0.9677678494821924 0.016034149908468794 -0.16601935957851988 5.466748237609863 False 4 1800 27.57 23.64 48314.805 0.980237096456631 -0.002770875450806565 0.3219495384920014 7.329647064208984 421355.66 0.9769033479520519 -0.0012114264265484422 0.1944554821527573 8.362741470336914 False 4 1900 25.71 23.95 30120.713 0.9765550604201191 0.0010443202638609698 0.1249859823809025 6.360019207000732 185537.48 0.973096421244806 0.002024212887931897 0.014341397701186033 7.042886257171631 False 4 2000 22.51 28.76 30496.584 0.9783113708816112 -0.0034104151933580843 0.32152283253334657 7.185486793518066 181084.14 0.9745710290604706 -0.002348771580561939 0.197143722477487 8.1758451461792 False 5 2100 11.79 17.97 71510.64 0.9729969149860763 0.013826473627121407 -0.3158154994290478 5.847243309020996 146896.81 0.9707331004412062 0.010012811424759146 -0.2906964274502342 6.337817668914795 False 5 2200 9.514 13.93 27392.463 0.9741664757262388 0.005077991841886417 0.306325389248322 5.013258457183838 151017.38 0.9708781217543834 0.002094811901645022 0.17790309602028184 5.687465190887451 False 5 2300 9.539 13.97 36266.418 0.969741863856571 0.032226527484342335 -0.27391430465619554 5.420742988586426 150497.97 0.9669086451645279 0.027060100221829447 -0.28075223957722173 5.655940532684326 False 5 2400 9.418 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9.96 14.29 23149.662 0.9645456383163303 0.047738031493916935 -0.1848299975849538 5.398221492767334 137767.86 0.9644604270287988 0.03917326653768021 -0.20433845276130144 5.727256774902344 False 10 4500 9.549 22.73 27544.275 0.9690196741233421 0.03206395258299771 0.25935022099251787 4.612741470336914 144924.23 0.9680556783753708 0.026105624782035017 0.14609388357834135 4.924685478210449 False 11 4600 10.11 16.05 25731.305 0.9648732034160536 0.04563339286891943 -0.25781607920979843 5.380871772766113 146779.34 0.9647998998506064 0.037444312197125046 -0.24905271257065084 5.576240062713623 False 11 4700 11.19 28.64 21987.898 0.9640748789472174 0.0511842576711143 -0.16501955607900035 6.011829853057861 132684.42 0.9639495951688243 0.039806716325706024 -0.19627134160017742 6.524219036102295 True 11 4800 15.38 79.3 19051.184 0.9628990397005884 0.050442121472951684 -0.014544960343195171 5.34911584854126 142595.7 0.9638046614349973 0.04010619286134793 -0.07364208242652182 5.418152332305908 False 11 4900 12.21 18.61 37789.652 0.964518109328359 0.05200842259308793 0.2978257303753653 6.0398945808410645 142523.02 0.9644001220951645 0.04147283617107883 0.21205684477881037 6.693554401397705 False 12 5000 12.3 21.25 32968.812 0.9606669869606668 0.05406097302588276 -0.3145497292246814 5.784348487854004 138744.62 0.9622352517681142 0.04242295623803711 -0.30580728661641565 5.8703694343566895 False 12 5100 12.53 163.8 64810.7 inf 0.019604056690061992 0.14126178049430455 7.5750651359558105 714914.44 inf 0.018359145586651998 0.05967283491858325 7.5079498291015625 False 12 5200 11.2 16.43 21943.027 0.9692033416383173 0.02497955152428392 -0.1807294421857894 5.847192287445068 165775.03 0.9668441839739824 0.022557844867287718 -0.15826691817949076 6.377143383026123 False 12 5300 10.95 18.59 37090.07 0.9690506225708082 0.026017403699953853 -0.18236688441775917 6.084094047546387 132098.97 0.9679757569788178 0.020670210767647138 -0.18822468000254536 6.65779447555542 True 13 5400 12.93 27.82 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3.977423667907715 150267.53 0.9593525698043628 0.050100924429541734 0.375184792759818 4.364180088043213 False 21 9000 9.542 13.84 27698.445 0.9517370556864619 0.069687228647271 0.47667731494009613 3.8316650390625 129991.54 0.9574465983782081 0.049152765831899474 0.35815680125701954 4.434652805328369 True 22 9100 9.861 14.2 28825.904 0.9505164255906002 0.07025168920384788 0.47799708677785363 3.8091540336608887 134368.88 0.9567976236274992 0.05040813952463306 0.36923852191902307 4.582529544830322 False 22 9200 9.619 14.0 15311.438 0.9566945973263152 0.06694949305193724 0.43885656337680723 4.148458003997803 130505.234 0.9600745227292778 0.05038499279704009 0.35278501795263445 4.443126678466797 False 22 9300 9.507 14.08 16469.295 0.9546130601059634 0.06763424734824248 0.46860701895615425 3.989441394805908 126849.77 0.9596565584273042 0.04685890788975948 0.374271052654626 4.592343330383301 True 22 9400 9.919 13.89 17542.219 0.9539799444208122 0.0725318506584921 0.4688694755379037 4.079729080200195 128861.85 0.9588139438373355 0.05109985856428229 0.38281204529609086 4.685976982116699 False 23 9500 9.441 14.24 17701.084 0.951219433735572 0.07483794762685039 0.47028930719771805 3.905808210372925 129725.836 0.9574159244506696 0.05264921607751167 0.37593739368701123 4.5248308181762695 False 23 9600 9.505 14.19 14526.831 0.9514100377036595 0.07448501930933782 0.4708556400728501 3.8189785480499268 126052.22 0.9572602537046154 0.05289960912202145 0.38372898131455163 4.311154365539551 True 23 9700 9.937 14.21 16992.86 0.9529876219413316 0.07182088825515798 0.4685151063022247 3.948681592941284 136445.75 0.958286185155781 0.05036483221938888 0.3777874066794837 4.376620292663574 False 23 9800 9.477 14.2 16254.033 0.9567445802492143 0.0696609153476954 0.4325073779453609 4.920263767242432 135191.75 0.9602053461247483 0.0511254204391854 0.34890482136218676 4.926791191101074 False 24 9900 9.451 14.21 15659.546 0.9520276946867225 0.07343418494850243 0.4811103733100953 3.892988443374634 134463.27 0.9574117177553383 0.05260227619642856 0.3916464130636109 4.429510116577148 False 24 10000 9.511 14.14 23140.936 0.9484511941657856 0.07007964111248292 0.4705445260426947 4.012844085693359 131236.98 0.9561095189289144 0.050027043028568585 0.358079455250001 4.522239685058594 False 24 10100 9.501 14.19 18037.508 0.9515605231319362 0.07233250969698449 0.4757531592268228 3.9055817127227783 140172.52 0.9575720309504988 0.05182327057958084 0.3786895670247642 4.519825458526611 False 24 10200 9.506 14.25 28453.783 0.9471706610326727 0.0760519512780168 0.4878169374739394 3.741633415222168 139968.56 0.9548665254531272 0.054744621696889345 0.3843312364406611 4.44297981262207 False 25 10300 9.473 14.19 18802.3 0.9505330723184476 0.07658156551415585 0.4822151574774408 4.243075847625732 125274.46 0.9567352056192627 0.05407052421024494 0.391186641435976 5.100363731384277 True 25 10400 9.853 14.25 15109.904 0.9506428818092134 0.07458068219246013 0.48590007240463173 3.895307779312134 129747.88 0.9566703215643563 0.05387271985167679 0.3966607719931492 4.605156421661377 False 25 10500 9.599 15.01 15076.2 0.9482289415539434 0.08272616851261164 0.4924467051806152 3.9126081466674805 117333.9 0.9553785794885323 0.0581456348562421 0.3957206246541159 4.683099269866943 True 25 10600 29.91 20.5 18019.637 0.9473031868565054 0.07826330735117223 0.4777549895799257 3.8958117961883545 109982.984 0.9560020508916416 0.0514734203416932 0.3874932389761817 4.27855920791626 True 25 10700 24.51 24.84 25135.16 0.9487188555692379 0.07423193901503135 0.47426701161312734 3.8411784172058105 115517.13 0.9552866849601458 0.0530176908787886 0.38054421506875286 4.54713249206543 False 26 10800 19.7 28.81 19862.623 0.9541615469232405 0.0746331626366092 0.4586363881016671 4.03275203704834 114664.75 0.9587367313858008 0.0522026089269992 0.382603685395741 4.450295925140381 False 26 10900 19.12 25.62 19680.25 0.9490232001131621 0.08143658735415707 0.4786373007323816 3.8904244899749756 122559.19 0.9552952906070162 0.05852695076960427 0.3901490460742307 4.538571357727051 False 26 11000 20.54 21.14 19340.916 0.9428073715349761 0.08688334952355069 0.47261890267488443 3.974194049835205 112444.234 0.9527898991671149 0.05889948908961781 0.3720412188303867 4.382989883422852 False 26 11100 24.91 23.74 15181.746 0.9587326134051215 0.07534270463571562 0.4614027695703544 4.319240093231201 126401.66 0.9610076103483718 0.05541276971031466 0.39234909643453114 4.72486686706543 False 27 11200 27.76 49.69 16529.572 0.9440697320773642 0.08629588370763688 0.491597373402321 3.7413370609283447 99638.79 0.9536121508723655 0.05816419194448123 0.39130729510982154 4.2677903175354 True 27 11300 19.27 25.59 15049.765 0.9485258502928043 0.08613568407865844 0.4857145006884574 4.177189350128174 109881.555 0.9558312744832153 0.05826092947002599 0.40062497337581043 4.9477434158325195 False 27 11400 20.75 21.76 14716.225 0.9448106682454483 0.08935238589912727 0.484185061217067 3.8699958324432373 109119.58 0.9528018686344643 0.0637077456329828 0.39106372333363815 4.655926704406738 False 27 11500 25.65 20.72 15594.261 0.9571340891511327 0.06782063665840546 0.4076826423983812 5.575157165527344 120384.38 0.9608500562478557 0.04782767113638835 0.3257434604629682 5.478758335113525 False 28 11600 27.74 21.3 16225.805 0.9433399082885406 0.09156371489578548 0.47867142741143504 3.833192825317383 98492.56 0.9524015359534219 0.06366680824030467 0.3814905740020565 4.288479328155518 True 28 11700 26.14 25.53 17604.055 0.945311656563202 0.09147269063155272 0.48755858054178647 3.8263399600982666 101555.33 0.9532392572376202 0.06407556107673743 0.3810312575148298 4.354578495025635 False 28 11800 24.78 37.19 29253.617 0.9590381990175372 0.05181865303123794 0.4671184203311817 4.722653388977051 120546.125 0.9618527705432685 0.03771131159675201 0.39195422553275683 5.365464687347412 False 28 11900 19.05 33.06 15568.133 0.9474043707901686 0.07723086309447925 0.47184767870143574 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4.176375865936279 97560.836 0.9519497336192466 0.0638281936843053 0.3905362031986246 4.935321807861328 False 31 13000 27.69 21.06 11860.578 0.9371589182772194 0.09971170877381906 0.47180475312372017 3.8317975997924805 86012.67 0.9518243831700103 0.06037510327858073 0.3781136259374276 4.401484489440918 True 31 13100 27.09 22.43 11723.164 0.9315801193902431 0.10978555068250008 0.4856925578598453 3.8484201431274414 81165.94 0.9497536557150994 0.06413101431753823 0.38625179634310963 4.625443458557129 True 32 13200 25.11 24.65 13056.283 0.929036186074676 0.11372978319823614 0.4827906724262752 3.7705917358398438 79437.695 0.9491011232879344 0.06497934702339152 0.37764122163007113 4.457959175109863 True 32 13300 24.32 25.26 15057.126 0.9576780965912551 0.06972378503749524 0.4564586011359389 4.242928504943848 110515.69 0.9613772457917285 0.045968893142137084 0.36389957527154027 4.500022888183594 False 32 13400 20.84 28.2 14004.737 0.9412457205843644 0.1034753529747728 0.4706846801799398 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4.205683708190918 104138.25 0.9609286476045138 0.0390251392194906 0.3708848477888058 4.729983806610107 False 36 15000 25.51 23.69 17138.42 0.9291158852437995 0.10678506523322939 0.4900655377395097 5.9560747146606445 79001.23 0.9510451038174877 0.05880809504661322 0.3906331223742 7.399839878082275 False 36 15100 23.4 24.58 21444.527 0.9235350178383095 0.1274419725368761 0.48242821338940617 4.017634868621826 78462.28 0.9461746529098739 0.07208049996011316 0.38183671131370256 4.386977672576904 False 36 15200 19.65 28.52 17866.193 0.9201782001212251 0.13869412964966968 0.4905595069166269 3.822505235671997 53339.74 0.944618282773166 0.07744522812012106 0.3832275358382274 4.614343643188477 True 37 15300 18.17 23.86 17088.547 0.9156485135410881 0.14113503445108325 0.49667154562198085 3.779059410095215 49428.9 0.9438438895304371 0.0756305477398814 0.39232599627829196 4.421049118041992 True 37 15400 21.71 27.06 14596.967 0.9401244202576677 0.11522614417526972 0.48128799279170686 3.998598337173462 83922.09 0.9526886519679958 0.06853582638300813 0.39607767789185644 4.362435340881348 False 37 15500 23.35 36.98 13316.482 0.9168276821156238 0.13827356448745215 0.49318457060477905 3.741619110107422 59591.105 0.945643679027749 0.07121838102758564 0.3892048260586734 4.285184860229492 False 37 15600 21.94 26.63 14517.887 0.9311541156829733 0.13059695785826905 0.4863174499502874 4.235082149505615 72471.99 0.9505292556392847 0.07056117448530748 0.3873878724870541 4.438615798950195 False 38 15700 24.02 22.14 14566.715 0.9326438835977438 0.12149452433049417 0.4770451651306158 3.912529706954956 86705.72 0.9497974828778282 0.06941319917062032 0.38973219630317535 4.461740493774414 False 38 15800 26.94 23.17 15067.628 0.9153019846130015 0.1413015177218858 0.4948883958261922 3.701706647872925 60713.04 0.9451684832710485 0.07257228313193505 0.3821109498449267 4.3750834465026855 False 38 15900 27.79 26.7 13341.294 0.9163919624699668 0.14701548894989527 0.4831945542833367 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