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 21.35 189.1 79741.26 0.9824627495038488 -0.0041010093645348295 0.07563184251727356 334.1658630371094 225202.48 0.9815698306057039 -0.0009985518976818885 0.06587831185354304 334.8349914550781 True 0 100 31.69 110.4 19264.676 0.974338656140493 0.026068448974138025 -0.2023691970163449 29.67106056213379 31183.049 0.9740588741741507 0.027772976648479244 -0.2326201133235831 29.560508728027344 True 0 200 31.09 127.4 26803.994 0.9693606457364525 0.03433165376453462 -0.417560182851826 9.54339599609375 28943.977 0.9708086260594675 0.028684208665114907 -0.44143125933863214 9.542311668395996 True 0 300 31.55 303.4 17361.61 0.9682291307975537 0.04395987777947187 -0.3545665930658991 8.30632209777832 28758.514 0.9684350677847404 0.04218945119857239 -0.3984773932347629 8.380536079406738 True 0 400 31.41 150.7 17683.904 0.9661339746385831 0.04547913725071019 -0.4252723442271008 6.042360305786133 26772.482 0.9669070381258907 0.041376454520924304 -0.4564153066632443 6.2841620445251465 True 0 500 31.5 99.57 21694.057 0.9668616915242824 0.040670407680174846 -0.3861837656697629 7.736793041229248 27210.818 0.967822986979581 0.03688918274693021 -0.422924998507682 8.049878120422363 False 0 600 31.48 90.34 24625.238 0.96949720570597 0.034755343904773965 -0.4041338933126255 6.777801513671875 28405.297 0.9706300334199714 0.03039313378949776 -0.4381657514870702 6.981009006500244 False 1 700 45.78 97.46 18021.69 0.9758362824809285 0.010697093156315863 0.2082576936365178 12.164823532104492 30855.45 0.9764210712377179 0.007217057553122653 0.16988585157249544 12.118314743041992 False 1 800 30.12 99.45 17882.31 0.9815184665429406 -0.0005716525499347474 0.2350020210201004 19.725730895996094 45042.7 0.980802067201603 0.0016427057249250516 0.21766583275957446 19.635902404785156 False 1 900 31.43 90.19 13392.884 0.9712156123896956 0.030319397916099538 -0.36211185961083125 5.940178394317627 32991.42 0.9709690298293516 0.03084005497626474 -0.4033313253008208 6.194481372833252 False 1 1000 29.76 506.7 27952.58 0.9651848137771659 0.045942324202381896 -0.39520240796619516 7.705369472503662 25435.416 0.9653466562274414 0.04461729943648458 -0.42657962327134563 8.18602466583252 True 1 1100 36.27 260.8 22674.578 0.9736031087917144 0.02471810439489648 -0.40909088464956633 7.981527328491211 42378.684 0.9726869742631118 0.026958873772813398 -0.44854145450105504 8.221710205078125 False 1 1200 30.17 91.09 14522.094 0.9700016843954047 0.03516362071238144 -0.3502229299087525 6.019192218780518 31315.922 0.9697542722757501 0.0352163795667503 -0.3923013142091338 6.260771751403809 False 1 1300 30.65 103.3 18058.48 0.9685768259237026 0.03877921212395476 -0.29784256168776874 5.744731903076172 24921.404 0.9698539195243581 0.03367429549343255 -0.34386677047386327 5.86111307144165 True 2 1400 30.72 90.9 11789.547 0.9717017842036599 0.0323405539898109 -0.252431453618557 8.322857856750488 31307.97 0.971692114971907 0.03202910617885242 -0.3106764028469648 8.343624114990234 False 2 1500 35.18 500.3 11740.7 0.9641694082484189 0.05368799140650621 -0.3488500009941817 5.674251556396484 25590.38 0.964952945267569 0.04951754756968374 -0.38870800969753655 5.878741264343262 False 2 1600 34.2 98.17 10903.645 0.9607190522611962 0.059841170253656345 -0.3958950192919333 5.519017219543457 21782.178 0.9620421172593898 0.05538372803301265 -0.43043493009660005 5.613909721374512 True 2 1700 30.05 290.3 12661.219 0.9755213005897881 0.0183103236543025 0.40223727960347466 12.181391716003418 29528.031 0.9753451946914143 0.017673188321342796 0.42055107411433135 12.138130187988281 False 2 1800 30.9 258.7 13594.337 0.9685030263626169 0.04406035908196818 -0.38672068896240736 7.446962833404541 24829.088 0.96936127524528 0.039040112059284635 -0.4204062293571344 7.467469215393066 False 2 1900 29.68 93.5 14014.413 0.9726778067544527 0.026985857426148414 0.20351701173765044 13.41453742980957 26859.9 0.973663067752529 0.022267255903506526 0.16361197105554176 13.371957778930664 False 2 2000 29.46 93.86 12657.244 0.9763511560380388 0.015224763639269175 -0.030824193818239965 12.806324005126953 29997.637 0.9766968409561464 0.013157505085612864 -0.08415774682664492 12.745911598205566 False 3 2100 29.68 89.7 10795.023 0.9672114235071778 0.04130717506809784 -0.2872159450645411 5.282865047454834 25951.895 0.96826888849888 0.03634447142287929 -0.3373980474706008 5.439503192901611 False 3 2200 30.14 88.92 17311.625 0.9733644424635808 0.026189907806330678 0.1527436341417414 4.882645130157471 26481.201 0.9745064549276714 0.023103337207257556 0.11669570391294527 4.97367525100708 False 3 2300 29.59 89.23 11551.163 inf 0.025702775192296416 0.052304057751727764 4.943685054779053 31845.441 inf 0.02455132862167226 0.010680394680570741 5.037214756011963 False 3 2400 31.22 101.7 11076.653 0.969198336667988 0.043959945635889265 -0.026432837561202828 7.558145999908447 24636.37 0.969661922529469 0.039953267650150774 -0.07560357987419915 7.571121692657471 False 3 2500 30.51 97.88 10077.701 0.9645039195551124 0.05017099662616718 0.013826607353009276 5.314180374145508 20877.691 0.9662659887666881 0.04337054690018008 -0.030101959060722095 5.393648147583008 True 3 2600 31.87 91.45 9757.078 0.968528539259284 0.03353959803555385 -0.0460013204606353 5.704143047332764 25983.596 0.9696453512556891 0.0296303068488097 -0.08614915748153662 5.766429901123047 False 3 2700 29.86 441.2 9477.503 0.9540212240099919 0.06801484155197093 -0.17322909143509418 5.4167704582214355 18352.186 0.957264876521879 0.05940225821899777 -0.17629652987127578 5.551047325134277 True 4 2800 30.84 125.0 9695.866 0.9629206993474911 0.051427457294156195 0.25354285049925845 5.392167568206787 18404.145 0.9656376204859984 0.04299535532362239 0.24001097945303174 5.421362400054932 False 4 2900 29.88 92.6 10822.456 0.9531143631904526 0.07416449078730697 -0.38432454397321514 5.622992038726807 17323.014 0.9564248110988369 0.06517872375921548 -0.4255529531808622 5.810422897338867 True 4 3000 30.03 636.2 10204.2705 0.9638110121332236 0.07157013698846322 -0.357956921686274 5.5584516525268555 22473.676 0.9643885278090105 0.06614784788700291 -0.39855050339872927 5.688763618469238 False 4 3100 33.6 496.8 8627.256 0.9600662873251469 0.061874248355984124 -0.36645250683668223 5.90618896484375 20734.258 0.9616191446964427 0.05687624891495239 -0.4109201640275981 6.179767608642578 False 4 3200 35.12 1.185e+03 7932.1777 0.9543587674568131 0.07743316308193254 -0.00032246108681461443 4.912412166595459 15758.939 0.9572543162911633 0.0685464980666097 -0.04371976146612497 5.015421390533447 True 4 3300 38.93 179.1 7954.1035 0.9501633074899054 0.07833559220912464 0.2862377565540206 4.4347734451293945 16389.822 0.9544592719618842 0.06734404585972781 0.2900505648193164 4.472781181335449 False 4 3400 34.18 532.5 9025.156 0.9617927733549996 0.04715459465514862 0.23214091957389718 4.595659255981445 18649.863 0.9644357609212539 0.041079496336607235 0.21367909236560398 4.679338455200195 False 5 3500 35.21 124.0 14567.597 0.9670324160656987 0.044497574363392856 0.13626097837369935 4.690629482269287 34018.625 0.9671557109280141 0.04243419355508057 0.11914900172160463 4.776880264282227 False 5 3600 30.66 94.1 8757.464 0.9603504827831174 0.053961883489317616 0.062474558399302604 4.782161235809326 24836.244 0.9619412785239717 0.049704985660561245 0.043464868615077694 4.873382091522217 False 5 3700 30.02 211.5 8363.127 0.9468800623954583 0.08372621636961616 0.29352575239341744 4.705322742462158 15107.407 0.951828619724698 0.07164728736050875 0.3015494802556212 4.730419158935547 True 5 3800 34.41 568.4 9124.226 0.9630593322998402 0.053941756443809295 0.3342706435647915 4.3326616287231445 21456.848 0.964691347523177 0.04821116231861273 0.344293999458934 4.35445499420166 False 5 3900 33.3 183.8 20269.22 inf 0.0164701744557763 0.3395057552517541 5.16558837890625 30821.639 inf 0.012405757171266558 0.34696208293985414 5.195638656616211 False 5 4000 35.81 347.7 9107.635 0.9474198934918291 0.08241138829414066 0.19974838570805695 4.712142467498779 14823.866 0.9519575577938871 0.07190476655060342 0.19152711843870918 4.765376567840576 True 5 4100 35.38 198.1 7123.484 0.9490381062331434 0.08123401815931763 0.3184326446974842 4.373790740966797 14629.13 0.9537165624407853 0.0694790776576404 0.3315908761832711 4.390499114990234 True 6 4200 33.16 153.8 6802.2915 0.9464401440466529 0.09133003000490741 0.3574024276446602 4.229526519775391 14559.971 0.9505901672939291 0.08090587149558184 0.3775237361367984 4.222327709197998 True 6 4300 30.31 91.81 15211.873 0.9451516979257996 0.09160683504310922 0.3613810067359946 4.200552940368652 14086.429 0.9494743792820746 0.08076063491968355 0.385234270931053 4.174532890319824 True 6 4400 29.72 86.05 9959.116 0.9671997977516713 0.04001099911080397 0.34412473167650764 11.13534927368164 26066.734 0.9683508774955151 0.03588427652873637 0.3413277711954008 11.103294372558594 False 6 4500 29.64 87.01 8363.989 0.9530273316431248 0.07823650107953227 -0.32738258614975924 5.4990057945251465 17367.49 0.9566502330264324 0.0686260862762694 -0.3643180871869161 5.595532417297363 False 6 4600 29.61 638.0 8347.164 0.9490699020301663 0.08441605395892607 0.2304054030799762 4.628485202789307 15745.261 0.9530570271672563 0.07510761538335614 0.23851697205283034 4.674901962280273 False 6 4700 31.7 111.2 7914.7593 0.9510806519775606 0.08467334226115737 0.09530295975995308 7.75989294052124 15926.032 0.9548455755097295 0.07507885679465127 0.06351720425414245 7.750992774963379 False 6 4800 30.24 115.5 7691.3965 0.9519295825763261 0.08720822429661797 0.08213216543228948 5.310941219329834 15076.909 0.9553768076966694 0.07624462306250103 0.05762389109378028 5.367258071899414 False 7 4900 30.71 118.0 9796.461 0.9712838547001846 0.034658964739093336 0.3783644363249577 4.629269123077393 27600.535 0.9711792725472703 0.03290768305634594 0.3896100121831325 4.649276256561279 False 7 5000 33.83 390.7 8466.755 0.9562628935008931 0.07632571821018147 -0.14876472366753574 5.235049724578857 14565.854 0.9587687145025278 0.06847331842708093 -0.19562465093316464 5.3181304931640625 False 7 5100 35.71 205.2 8087.6665 0.9587268339429524 0.0713938546673242 0.3019423827724826 4.634475231170654 16305.621 0.9610955929266835 0.06375462400981484 0.30332669526429396 4.668217658996582 False 7 5200 33.01 804.9 7512.335 0.9475165132710146 0.09110454110657912 0.1932131054442974 4.624621868133545 14753.49 0.9509313004408073 0.08243201598860148 0.18827558096983227 4.685100555419922 False 7 5300 36.23 244.4 7573.3745 0.9443707695197697 0.09207915492057292 0.2922181340169485 4.414773464202881 12718.8125 0.9492336811754575 0.08094638742684057 0.30631557969443296 4.434793949127197 True 7 5400 30.05 97.73 7650.365 0.9424156994073077 0.09857161454573059 0.36187926278712546 4.275094032287598 12426.64 0.9476677002274638 0.08559109779487349 0.3825948011768346 4.26548957824707 True 7 5500 31.01 84.04 8251.373 0.9479379563980964 0.08605746685157509 0.36266649455846256 4.220676898956299 12647.596 0.9531285515227833 0.07262898271312686 0.3745549815551251 4.234213352203369 False 8 5600 30.01 111.8 7601.587 0.948726147094995 0.09412715312082431 0.3610123456191526 4.352399826049805 13290.261 0.95281628135211 0.08095337449008363 0.3794722729268556 4.359263896942139 False 8 5700 30.11 91.44 9980.651 0.9609961999866085 0.07264211049751054 0.33236224687701926 4.332220077514648 19249.367 0.9628119789635557 0.06476233031770927 0.3476926040404338 4.342832088470459 False 8 5800 29.61 94.04 16500.15 0.9646113763925033 0.04278956449172272 0.34112813101161027 7.646117210388184 20666.264 0.9689978644528013 0.034354577795793664 0.35953552626976343 7.602965831756592 False 8 5900 29.2 88.45 7128.2407 0.9538839507412183 0.07117271817959742 0.319170439719231 4.391822338104248 16736.148 0.9570125729486848 0.0642074936787672 0.33016167382502326 4.41686487197876 False 8 6000 29.88 88.46 6437.3755 0.9449555407033382 0.09552291367877297 0.3495484976771685 4.367884159088135 12144.743 0.9498469173390923 0.08347019203041348 0.3685723203834796 4.376971244812012 True 8 6100 29.96 90.2 6305.717 0.9409973871314568 0.09731880282445803 0.3624611056768135 4.223216533660889 10465.042 0.9474548145857428 0.0828103541297219 0.3805642689169921 4.221644878387451 True 8 6200 32.14 105.2 8121.198 0.9552912331562573 0.0894951778357468 0.387411756381506 5.189001560211182 15986.895 0.9586502335352878 0.07710508741064034 0.41401651681024454 5.182246208190918 False 9 6300 29.82 88.77 7512.76 0.9458441083010032 0.09150376357057032 0.37907403963844116 4.154292106628418 11421.4795 0.9512335289907129 0.0784063662402604 0.41309236050545106 4.0968804359436035 False 9 6400 30.48 88.77 13154.988 0.9496317883286939 0.07642407340114693 0.40664040606698126 4.126058578491211 12640.101 0.9556271919932496 0.06292245433474451 0.42810580283894134 4.105907440185547 False 9 6500 30.0 98.72 8338.692 0.9378177395004371 0.10693322988683078 0.3810682253060661 4.1169610023498535 11565.872 0.9443532067929101 0.09196757991018713 0.4046526179942755 4.082603454589844 False 9 6600 31.21 102.3 7879.9033 0.9411151272504075 0.10394892363210956 0.40501364230886383 4.0194926261901855 11788.255 0.9471478308354578 0.08922975362453502 0.4302535365821583 3.9797754287719727 False 9 6700 29.57 141.7 9903.625 0.9504825999354913 0.08263611735707001 0.39668463258265496 4.10673713684082 13522.614 0.9550111933873462 0.07065052595399629 0.4143908614889195 4.097099781036377 False 9 6800 29.86 85.76 9939.257 0.9448842266513602 0.08842738364420624 0.3840613342296273 4.128093242645264 14215.132 0.9494321537714931 0.0765526266734367 0.3999213951621539 4.121665000915527 False 9 6900 29.63 96.49 7898.492 0.9608020745501178 0.05083198243032631 0.36018926692285785 4.629271984100342 17913.012 0.9640828769386613 0.04390964550437893 0.38150054845214043 4.631809711456299 False 10 7000 29.49 93.47 6132.1562 0.9394899860795607 0.10320002793627368 0.3641381098610765 4.167852401733398 11209.674 0.9460599546701285 0.08777256770496901 0.3863145690173107 4.145595550537109 False 10 7100 30.42 245.8 7812.343 0.9521973282071248 0.0631388109444875 0.3861275880398988 4.3291096687316895 18054.326 0.9572818777294144 0.053045095007977404 0.3973878322061767 4.33868408203125 False 10 7200 43.28 929.1 7589.2837 0.9426270801455147 0.10444742820949751 0.38842526985527953 4.118644714355469 12911.98 0.9480264463574435 0.08973264358815675 0.4143150531514441 4.084885597229004 False 10 7300 34.12 551.3 8330.36 0.9485729152614907 0.07895175685635954 0.373245132923105 4.469677925109863 12191.234 0.9547166611563309 0.06478021131284407 0.3911924590305432 4.471186637878418 False 10 7400 34.68 800.2 11027.011 0.9432865124043308 0.08311741828098239 0.3988372921979264 4.276871681213379 13749.766 0.9483019119953666 0.06985580759636892 0.40860179170324357 4.290552616119385 False 10 7500 37.38 242.2 11119.81 0.9381835283784908 0.09678386228962396 0.40012317966359645 4.074647903442383 12789.746 0.9445119118549546 0.08124731729576481 0.4193002836190879 4.0574798583984375 False 10 7600 33.8 106.1 9321.794 0.9553865742792771 0.06373270577255156 0.39493786711065604 4.692612171173096 15804.522 0.9595767239035379 0.0533257138906382 0.4131145319630538 4.689996242523193 False 11 7700 31.14 107.6 7608.651 0.9576160940587088 0.07837382817032007 0.394332261221907 4.714279651641846 17309.68 0.9603302858358156 0.06898777999939151 0.4133516010516353 4.713951587677002 False 11 7800 29.98 98.24 8694.174 0.9521222734678585 0.08545655684727065 0.34005648540946704 4.733453273773193 18701.08 0.9536725168502868 0.07732708571403232 0.3371881625789354 4.76561164855957 False 11 7900 30.67 153.4 8806.224 0.9455653528223128 0.093726837410687 0.3735393746616255 4.181064605712891 15740.033 0.949860558235578 0.08059313283942907 0.3916951766158718 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False 12 8500 29.87 213.2 7881.202 0.9416147121354962 0.10821726490377617 0.41209207067599907 4.052914619445801 11866.451 0.9484283734014736 0.09026503949375654 0.43729938885688807 4.019266128540039 False 12 8600 31.09 171.4 8122.5996 0.9336754996596879 0.11638009067050904 0.4191725445298631 3.94523024559021 10817.488 0.9411284779088867 0.098273343242023 0.44508004689247543 3.89156174659729 False 12 8700 30.32 96.87 8321.962 0.9301359009373573 0.1193506851274366 0.42626138378750433 3.924684524536133 10764.834 0.9395463377340052 0.09737157154932392 0.45009538804687177 3.882016181945801 False 12 8800 30.49 201.6 8912.884 0.9503342606680436 0.08545669254854749 0.19854323856134562 4.709029197692871 13219.876 0.9541064385708328 0.07387251385015282 0.17475852841743283 4.789132118225098 False 12 8900 29.78 104.0 7498.838 0.9515994077729731 0.09260691393659377 0.38640650181092573 4.554988861083984 14222.534 0.955140273133713 0.07931578544138694 0.4014287533014941 4.57924222946167 False 12 9000 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