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 5.823 25.86 160257.39 0.9756917876457322 0.014508368034186989 0.3721248269139813 487.2808837890625 82843.26 0.9764861141179801 0.010922854938054552 0.4070314151855792 487.6845397949219 True 0 100 10.25 23.33 21495.348 0.9733125316452882 0.026498035301697608 -0.40886857826826867 27.10873794555664 30643.31 0.9726473365675044 0.029742180224148294 -0.4300191132267714 27.003326416015625 True 0 200 10.18 23.41 16492.273 0.9797378636874926 0.00919756147600266 0.2370694458270886 23.055194854736328 37359.64 0.9791952882909508 0.01033688926080523 0.25138196866436135 22.97184944152832 False 0 300 9.712 31.16 14775.056 0.969814933335161 0.033312783650952534 -0.4307015714233365 9.182039260864258 23797.729 0.9707488051158799 0.030472417286269912 -0.46073888075404734 9.173318862915039 True 0 400 12.98 45.29 82903.75 0.9847315289763421 0.002118000865430736 0.3884817618015584 4.190065383911133 62477.95 0.9849456664809385 0.0009427735881885602 0.41070691865982445 4.176684379577637 False 0 500 13.28 52.66 21206.535 0.9791832579435652 0.012876538456557497 -0.384420788303224 8.553485870361328 60525.062 0.9782364218877977 0.015207768006761399 -0.4316176365032799 8.560674667358398 False 0 600 17.22 47.86 22876.912 0.9734652451910493 0.02335978591988682 -0.3452261984567514 5.088950157165527 29470.064 0.9743532547453508 0.01960072197141921 -0.39225140428891037 5.200303554534912 False 1 700 27.4 45.98 15283.131 0.9687958212820156 0.04332592080960162 -0.33082806368155593 7.729518890380859 26616.86 0.9690435564566331 0.04043682300234816 -0.37151654328599004 7.723146438598633 False 1 800 16.7 47.69 17654.594 0.9747627524643656 0.021464926225859722 -0.4042775063947411 7.713331699371338 39972.406 0.9738329853959127 0.024413777726308136 -0.44404742643538936 7.764240264892578 False 1 900 16.2 49.2 18421.93 0.9771316822728785 0.0020935525745789667 0.3830411522021183 19.65582275390625 31544.258 0.9774033717506693 -4.768051739345263e-05 0.4044898798375323 19.59308624267578 False 1 1000 16.67 46.69 20037.629 0.9721416722233412 0.02534589399260261 -0.4124780389330237 7.31105375289917 32247.314 0.9714673321488361 0.027762909103177597 -0.4455717913810164 7.3810858726501465 False 1 1100 16.65 49.05 15901.244 0.9775233036185155 0.005637790835793204 0.39382889645011054 8.641575813293457 32973.47 0.9773263623535083 0.0060320323602266425 0.4188379652955326 8.62720012664795 False 1 1200 16.04 47.33 17150.766 0.9719469897974953 0.0310991258897923 -0.21775335231983303 6.0488996505737305 27880.428 0.9721812678044206 0.02797484858773168 -0.26952932202512747 6.075809955596924 False 1 1300 16.42 48.12 34794.72 0.9747264837616365 0.020348673099032395 0.014248144949299876 7.344674587249756 34182.438 0.9754961318072087 0.01680607005277351 -0.030501757820375668 7.346212387084961 False 2 1400 15.44 47.41 16643.398 0.9684334355850912 0.04929664493604717 -0.36069259654777286 5.903895378112793 25426.742 0.9686555775161109 0.04615520395789501 -0.4102559458270951 6.053214073181152 False 2 1500 16.8 46.0 32545.703 0.9811640180344914 0.006661791258040297 0.37069781706500377 4.1185808181762695 82012.08 0.9805499325918442 0.008125626140278518 0.39262658399427236 4.0894036293029785 False 2 1600 15.85 50.44 16015.889 0.9815326594259014 0.0036991298330969133 0.3953080099892421 5.050588607788086 42462.992 0.9810744533875033 0.004645223388616776 0.41688090379332376 5.045401573181152 False 2 1700 15.56 47.54 11434.928 0.9680818427416994 0.044002586561960884 -0.19797246332019897 5.215559959411621 28009.775 0.9685060305781716 0.04047026282185258 -0.2604282266754057 5.387514591217041 False 2 1800 16.06 48.09 28384.404 0.9764884164262886 0.01452848757624568 0.3719636840093911 6.0216522216796875 35464.062 0.9771472725908507 0.011447301081027208 0.38980664239024887 6.029979705810547 False 2 1900 16.57 48.43 12183.898 0.9731057492681762 0.02843588988979394 0.3405615094403304 6.512115478515625 28900.889 0.9734230539572774 0.025852814738233126 0.35481286955163893 6.509636878967285 False 2 2000 16.33 45.32 26726.973 0.9670470640599532 0.04270346187453846 -0.42192592531210954 12.599844932556152 29488.629 0.9685998660922984 0.03727363523157893 -0.45675772692992306 13.261474609375 False 3 2100 14.56 49.6 10493.571 0.9633019511534955 0.052998197725206156 -0.3633132233995696 5.476198673248291 22723.322 0.9648088558384814 0.046970805203190136 -0.41102364791005186 5.687952995300293 True 3 2200 18.5 50.21 16971.076 0.9654404694840153 0.047084135023892734 -0.3165633822705166 5.29779052734375 22525.068 0.9671440332236956 0.0405510170717227 -0.3701303780689446 5.408117294311523 True 3 2300 16.13 49.29 10704.865 0.9625086548573905 0.055222901805578 -0.41329072179018406 5.3481831550598145 22752.354 0.9630774661896965 0.05279521746850855 -0.4520481804027511 5.508783340454102 False 3 2400 15.76 47.0 10263.765 0.9572290486682687 0.06484054829102533 -0.3192661892613622 5.101924419403076 18042.805 0.9600590739006872 0.05637240823669241 -0.35525670746595006 5.212828636169434 True 3 2500 16.88 49.62 13031.224 0.9747132168882272 0.017438118230529008 0.3780774742996879 12.061091423034668 28259.328 0.9752602025297642 0.014003611722170722 0.40644454290924975 12.038762092590332 False 3 2600 16.94 48.02 10250.874 0.9646628253444264 0.057131058708666624 -0.4324107650202808 5.564393997192383 22046.389 0.9657106433076923 0.05193566143166817 -0.4717898649937729 5.704463481903076 False 3 2700 17.63 45.79 12290.913 0.975476642889593 0.022272476018128026 -0.09351284979026278 10.434785842895508 33679.996 0.9749175726651111 0.023832996377271556 -0.1311285970818862 10.418747901916504 False 4 2800 16.29 49.93 9235.116 0.9602319165021601 0.05933375413420002 -0.41039886520184693 5.770203113555908 18333.44 0.9621197035832311 0.05332009545342317 -0.44589236606264543 5.919962406158447 False 4 2900 15.57 49.13 11067.702 0.9642195141153065 0.04779303031554837 -0.2794442245343983 5.25805139541626 18622.906 0.9667289326155012 0.040728963896180144 -0.3337180380027722 5.362299919128418 False 4 3000 15.79 45.93 13507.773 0.9659809733351932 0.04377071096668414 -0.32358885233112444 5.963056564331055 16765.7 0.9678083710327775 0.03697321089249735 -0.35856174027221177 6.029440879821777 True 4 3100 15.68 49.6 12340.413 0.9764622746501569 0.01776673105354621 0.3392883508806044 5.874916076660156 26210.914 0.9768762023649894 0.01584010182255773 0.3604571966710273 5.867915630340576 False 4 3200 15.19 47.86 9323.024 0.9687454291570915 0.04039024977768145 -0.136547967040708 5.012385368347168 19729.213 0.9688897838717667 0.03976635271151831 -0.17979035711864305 5.122500896453857 False 4 3300 16.4 49.78 9028.536 0.9569755067141233 0.06329511032886176 -0.12501131897568216 4.975636959075928 13613.502 0.9603240833254121 0.054242419234037526 -0.16547029214783407 5.055572032928467 True 4 3400 17.99 47.66 15709.012 0.9742978059607214 0.029600486418054912 0.09853086382392028 4.746641159057617 42768.85 0.9733869275420033 0.03214992797051638 0.09164001253852837 4.807925224304199 False 5 3500 16.09 46.39 10325.126 0.9564674776383453 0.06200645703116115 -0.37956780713117927 6.2649970054626465 15050.787 0.9598616019602833 0.0522122387452904 -0.41544324522959614 6.513035297393799 False 5 3600 16.25 45.53 9263.463 0.9584353393234984 0.0656660681833609 -0.3717687937658348 5.296989440917969 15660.511 0.9602855799226993 0.0594595338960862 -0.40485797763995623 5.456480979919434 False 5 3700 17.18 50.96 9064.24 0.9542921039792149 0.07309784823583028 -0.16675433792599345 5.097158432006836 15071.148 0.9576060808121402 0.06400486345691979 -0.1938275156264181 5.158522129058838 False 5 3800 17.36 46.68 9131.67 0.9561312073871459 0.06562597300911185 0.09914313317812817 4.729287624359131 16709.11 0.959023932189427 0.05867442385441641 0.09032197133768094 4.7913360595703125 False 5 3900 16.14 48.26 8152.3257 0.9564892953512533 0.07085338663265481 -0.27641479801837454 5.008519172668457 13318.344 0.9595140142492172 0.06030247670646191 -0.3021315312790553 5.103736400604248 True 5 4000 17.94 47.36 16880.18 0.9762426175068212 0.024122888200972647 0.34776087109183346 6.023753643035889 49532.61 0.9756391155367796 0.02484053530402195 0.3742540588241366 6.022957801818848 False 5 4100 15.63 48.46 7866.6904 0.9564847851817253 0.07062201802405126 -0.38004734121668404 5.191583156585693 19243.594 0.9590483607775374 0.06346357656735516 -0.41911316278935723 5.322533130645752 False 6 4200 16.13 50.11 7503.07 0.9539276639485335 0.0730763420463648 0.08857959451309427 4.7324910163879395 20227.766 0.9568481573511015 0.06630217462959932 0.11386805340100778 4.773599624633789 False 6 4300 14.82 48.74 9390.417 0.9532477823432278 0.06785794970988716 0.07001408795320312 8.592910766601562 17227.15 0.9571182291743492 0.05941082066035388 0.07681259967983514 8.708907127380371 False 6 4400 16.84 47.74 8898.125 0.9673677829094648 0.04654760306357185 0.35630243729551603 6.398905277252197 17390.959 0.9685947097359603 0.04114919767984299 0.37626648097599247 6.399874687194824 False 6 4500 16.36 49.88 10497.241 0.9654360526900609 0.04534134096505924 0.32130175847299414 5.269189834594727 16604.596 0.9680285609984931 0.03826137736141962 0.3269516113853844 5.287505626678467 False 6 4600 16.06 45.92 7393.584 0.9544777455678007 0.07492784080067125 0.30403159447024997 4.519747734069824 18131.92 0.9580582304909491 0.06540885687638581 0.3150589405555481 4.543654441833496 False 6 4700 15.79 47.06 6995.4175 0.9511337413952448 0.0762899101007358 0.3187523901743545 4.4440178871154785 17836.957 0.9545810702609288 0.06921687929424332 0.3451642884745407 4.441474914550781 False 6 4800 17.85 48.52 8038.5703 0.948125725418371 0.08488894447861779 0.3724392327872628 4.164674282073975 15971.087 0.9521978129129959 0.075667408414812 0.4017006160381299 4.12959623336792 False 7 4900 17.56 49.21 8827.119 0.9481345224219311 0.07204351640839035 0.36669710342175194 4.176634788513184 13764.75 0.9545327399546535 0.0597793634745088 0.3976240915261657 4.132251739501953 False 7 5000 16.79 49.96 7766.012 0.9612456003656488 0.056004325678784925 0.3636322972475243 4.47796630859375 13605.288 0.9643154919773763 0.04804177536024921 0.37755631030951364 4.492457866668701 False 7 5100 13.45 48.13 8584.858 0.9608195389221967 0.06613444002707533 0.3620430823882276 4.927511692047119 15864.553 0.9635578926499088 0.05671822958676448 0.3809137250713947 4.937449932098389 False 7 5200 16.66 47.22 9289.893 0.9484816571069783 0.09091096199440453 0.3421007667892829 4.371905326843262 12951.023 0.9525623679392475 0.08057287295726631 0.3653212991018313 4.375306606292725 True 7 5300 17.13 47.12 8599.192 0.9613371242742279 0.0633144404750579 0.04547093685749918 4.909172534942627 15582.768 0.9636121519371552 0.056074775735205265 0.041845437396298514 4.95112419128418 False 7 5400 16.66 49.24 8835.874 0.9592879381080506 0.07008720427752806 0.07887964310103002 5.245641708374023 14777.761 0.96183896863987 0.06109545890326472 0.05533233380978509 5.289837837219238 False 7 5500 17.17 48.35 8249.108 0.9528863021391415 0.07938969407438386 0.05586002007579333 5.184851169586182 13028.245 0.9570151501475664 0.06714461336314173 0.06123138865248759 5.216432094573975 False 8 5600 17.81 47.15 6958.4316 0.9509005761855832 0.08205084450857827 0.2615728845665666 4.621906280517578 15808.478 0.9550706006999048 0.07264152314949811 0.2924524018996698 4.6323370933532715 False 8 5700 17.09 49.44 6863.1177 0.9461825842272635 0.09126614002611519 0.2965930388425969 4.445984840393066 13607.926 0.9515538762807669 0.0783627802753058 0.32127893751152264 4.4556989669799805 False 8 5800 14.93 47.79 9220.28 0.9494114012473889 0.08090558775906873 0.23571915424513779 4.644071102142334 11901.288 0.953840455533362 0.07099330467039933 0.25906496046311894 4.666175842285156 True 8 5900 18.86 48.22 9043.771 0.9569461000871309 0.06772515850265098 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0.09009225934809287 0.42520653777414413 4.029274940490723 False 12 8500 16.75 47.69 9320.061 0.9365225189546525 0.10250952821885873 0.4078463423029277 4.045960903167725 12284.573 0.9449064155438146 0.0848821866246343 0.43716694354731767 3.9937827587127686 False 12 8600 16.46 44.6 7671.1055 0.9451093599890703 0.10114253604622438 0.007201012691937625 4.813624858856201 12783.812 0.9504824579172265 0.08643620290683736 0.006246743000363918 4.880137920379639 False 12 8700 16.05 43.02 6518.4375 0.950366709962561 0.0854230614950705 0.3582059613483323 4.292938709259033 13755.189 0.9546759193473198 0.07265862467441461 0.3835252441878983 4.286726474761963 False 12 8800 14.97 45.32 7602.6777 0.9338156024772858 0.10783106359548465 0.4001395227647157 4.026793003082275 11762.942 0.9431769935539038 0.08750137594644573 0.42886866192900336 3.97172474861145 False 12 8900 13.94 47.37 6080.683 0.9456001409574702 0.10834752147357556 0.40284385675503076 5.315633773803711 14344.314 0.9511040911405042 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