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 16.88 62.72 20100.014 inf 0.0011659503857885801 0.046389495763929034 578.7875366210938 13450.434 inf 0.0018091983473724584 0.025686610136410427 575.8591918945312 True 0 100 29.32 223.8 1306.4064 0.951237712115532 0.03550048953991272 0.043462945164300416 5.9018049240112305 944.35486 0.9553143489438314 0.031530039195697204 0.00998891294742466 5.556478977203369 True 0 200 30.92 51.41 1342.5756 0.9569107721263318 0.014642649938804058 0.0650933639233779 10.732675552368164 1027.0424 0.9610817293944146 0.01115666249352815 0.02591056794228728 10.470511436462402 False 0 300 29.02 47.08 1098.3921 0.9522884568149194 0.030143556451832414 0.019548139494986273 5.915016174316406 976.1093 0.9566293472637619 0.026635596531472155 -0.015193819892403376 5.618358612060547 False 1 400 39.16 52.95 1292.6498 0.9561377634797646 0.024869835879031577 0.018074999943180584 6.222102642059326 1063.5055 0.9596973829104601 0.02168818070597143 -0.02309066086000823 5.956785678863525 False 1 500 29.01 41.23 1027.7206 0.9470641386107236 0.050083088491608974 0.012454029280117117 5.881700038909912 919.8201 0.9521014084709075 0.04421213036142003 -0.029551818918890093 5.591614246368408 True 1 600 29.2 45.03 1059.6458 0.9486285883906571 0.04178024019632365 0.007858670645399886 5.822848796844482 954.70215 0.95357590481914 0.035555385761011866 -0.03194672593707027 5.510231971740723 False 2 700 29.0 43.05 1040.8479 0.9494968031336027 0.0382168457978655 -0.009029690652764332 5.8818840980529785 959.7195 0.9546556393743384 0.032104165165990385 -0.04847570971048031 5.585906982421875 False 2 800 29.5 44.73 1713.6246 0.9582546638069317 0.026191076920781056 0.016116247034563217 5.851891994476318 1297.971 0.9617155353629866 0.02248155405906601 -0.02817439279691637 5.566397190093994 False 2 900 28.63 41.0 1413.6086 0.9542479796053109 0.024304894984194112 -0.004361262765592949 5.907367706298828 986.81647 0.9579284717656369 0.021842985099804733 -0.050542631419746756 5.60146427154541 False 2 1000 29.09 43.91 1164.2375 0.9478648670017001 0.06190674500818683 -0.062153781467329236 5.863087177276611 893.2112 0.9526081582339437 0.05452229977274752 -0.09342040509287668 5.537659168243408 True 3 1100 29.51 59.08 2172.7695 0.9580259077198697 0.029492778504608 0.1568845568286685 6.250242233276367 1705.2388 0.9613774540106275 0.025902048138640537 0.12850627729917308 5.938148498535156 False 3 1200 28.7 48.21 1041.4313 0.9458081008690593 0.05914761183685762 0.011954216786693242 5.863302230834961 882.1909 0.9507808185356256 0.05114732847421802 -0.028220230845644973 5.54481840133667 True 3 1300 29.53 41.48 1455.7548 0.9553167637320997 0.03270743657539047 0.006412685812725765 6.977969646453857 1147.1184 0.9591883359561126 0.02804963345218456 -0.04599021493570418 6.753262996673584 False 4 1400 29.57 253.9 930.0577 0.9419115287343681 0.06345562819312107 0.0447418696916483 5.7963361740112305 863.7241 0.9470961450744504 0.05685654214459001 -0.0012047829877761614 5.484194278717041 True 4 1500 29.83 44.62 899.795 0.9445330742129417 0.057122072881934376 -0.01465027418671325 5.831186294555664 862.2711 0.9497701078402481 0.051442203310262856 -0.056416572667249774 5.510329723358154 False 4 1600 28.98 42.94 866.59503 0.9429163732176085 0.06154897964868384 -0.04389760067098766 6.055953502655029 866.62946 0.9484520302990289 0.05479656369260607 -0.07227417281696417 5.7286376953125 False 4 1700 28.83 41.29 855.08295 0.943496793660122 0.05984755639830947 0.06009227502894515 5.793856620788574 870.48193 0.9487190169001197 0.05319401338365086 0.019369130806344167 5.45864200592041 False 5 1800 28.95 65.58 879.0104 0.9446340153673617 0.054646116005743144 -0.020163511390896338 5.863502502441406 890.10236 0.9494347302602935 0.04881647997267157 -0.052730893763897106 5.521125316619873 False 5 1900 29.15 42.06 863.47815 0.9418394241951822 0.0625948446192983 0.004969527226501462 5.808724880218506 870.9182 0.9470765541213666 0.05524100922638441 -0.008170008415180915 5.464338779449463 False 5 2000 29.01 41.17 871.8954 0.9429988198777556 0.059208943942362494 0.056083639708071197 5.907855987548828 879.0891 0.9481221389387977 0.053635246514965124 0.011176249709140025 5.613042831420898 False 6 2100 29.05 89.82 1043.5929 0.9498207439959766 0.04316442431395079 0.08055110656747196 7.865058422088623 928.29706 0.9539176078936059 0.03781835766150028 0.06139632195020727 7.538563251495361 False 6 2200 28.91 46.98 844.4618 0.9413936873994138 0.07192114217658994 0.074820194818827 5.829010009765625 862.88763 0.947238624953448 0.06250782419913342 0.045195671954242865 5.486692428588867 True 6 2300 29.25 41.51 791.9657 0.9394796407691679 0.0727067776735181 0.10776466774131493 5.7856221199035645 850.8918 0.945912050488821 0.061745865301996924 0.055708719392229496 5.457036018371582 True 6 2400 29.26 41.9 779.66895 0.9395403409351062 0.0737680375509713 0.12507794463594504 5.7606401443481445 859.51996 0.9460415736282591 0.061899832300389535 0.08802951615805218 5.428091049194336 False 7 2500 28.9 44.75 764.14343 0.9400056063763876 0.07077267865104601 0.044639181243162136 5.802306175231934 902.09644 0.9471467166067096 0.05632809633477134 0.06166752516661554 5.448417663574219 False 7 2600 29.49 42.06 726.87866 0.9367539260989769 0.08299218491266976 0.05129053984846061 5.8037800788879395 861.0408 0.945007958629087 0.06494683467286756 0.04348889688205139 5.457640647888184 False 7 2700 29.28 60.64 742.9569 0.9360514145952753 0.08097635698781326 0.10347996761201096 5.820380210876465 848.32135 0.9442999709200909 0.06379899687053203 0.09360317232707768 5.480753421783447 True 8 2800 29.3 419.0 901.32806 0.9460250306725969 0.05664479630357461 0.04785804556989034 7.596751689910889 934.62726 0.9518243549738863 0.04531359281253365 0.0218895386711057 7.276163578033447 False 8 2900 29.25 44.37 708.0446 0.9347135258698197 0.0864501598397022 0.09555865074871916 5.831479072570801 867.88684 0.9442203979283847 0.06628815944218702 0.053792105005999714 5.4947052001953125 False 8 3000 28.71 41.52 678.8533 0.9334850711852042 0.09230713027996107 0.11732155232980895 5.895304203033447 853.67883 0.943916587968802 0.06846729104361968 0.11025589326368229 5.55016565322876 False 9 3100 28.79 68.69 671.0203 0.9323821233913487 0.09457560188979283 0.08098442654349257 5.799124717712402 871.4094 0.9441014598629588 0.06780330385244027 0.05482193521874173 5.460103511810303 False 9 3200 28.85 49.68 637.57904 0.9296247489129867 0.10502224213176106 0.0900000106994113 5.7869954109191895 855.03143 0.9422739232309957 0.07485958316777969 0.06088310123900201 5.449794292449951 False 9 3300 29.1 200.4 642.271 0.9287827080818715 0.10850112289022922 0.07055276974716042 5.798693656921387 856.61554 0.943023303323737 0.07262623065086342 0.0671448286533196 5.451272487640381 False 9 3400 29.44 40.82 732.21893 0.9320037629304733 0.09964413496360347 0.12400487092374134 5.778850078582764 840.81494 0.9428291577208483 0.0721523639381426 0.08925642842128634 5.442777156829834 True 10 3500 29.41 49.99 723.84174 0.9308380454238099 0.10073744499026505 0.14111698953365312 5.8130059242248535 857.06 0.9438907523200496 0.06794041016813583 0.08850497879754467 5.4855852127075195 False 10 3600 29.02 41.92 775.72644 0.9364509008399836 0.09224782628090217 0.071887457413344 5.803837299346924 863.80597 0.9452327700596386 0.06890411543394241 0.02065558156151578 5.481873512268066 False 10 3700 28.98 41.37 730.30853 0.9256817470066315 0.11406376821745202 0.08411241150617407 5.885543346405029 890.61053 0.9399843892391385 0.07865879429735106 0.057731354989974996 5.545212745666504 False 11 3800 29.04 126.3 693.965 0.9278744821557837 0.10563714893852125 0.12295147732627291 5.841248512268066 876.8369 0.942544202183688 0.06916723167083949 0.07534520071935827 5.508251190185547 False 11 3900 28.91 41.72 690.3511 0.9244313201215869 0.11281749565495075 0.11057888639231057 5.816745758056641 889.4701 0.9408560017330921 0.07380413052485647 0.059478124463431904 5.48429536819458 False 11 4000 28.79 42.88 880.139 0.9439117137751245 0.06291660003074184 0.06748808397521246 6.21136474609375 938.8416 0.9515470243914146 0.045305128601851714 -0.002538688416019726 5.897611141204834 False 11 4100 28.76 41.48 681.6585 0.931094611063955 0.10533957886375558 0.03571553753588712 5.865289211273193 878.29034 0.9434775456186721 0.07457682885624434 -0.033619638218018846 5.5371246337890625 False 12 4200 29.14 41.37 715.4601 0.9297008467357166 0.10866804439776137 0.08516554580631587 5.780636310577393 902.6662 0.9438221330004303 0.07175107228718017 0.009966245244440248 5.459382057189941 False 12 4300 29.09 42.67 698.32837 0.9309084343337798 0.09242815692405301 0.09430688031795972 5.949188709259033 940.808 0.9455463464136377 0.05834467919931989 0.03614584166537566 5.621888637542725 False 12 4400 28.8 123.0 628.4365 0.9254046181058158 0.1177399819629445 0.09465564672084555 5.783059597015381 926.0505 0.9429427003072702 0.07102952089031261 0.07418440828796807 5.443521022796631 False 13 4500 29.49 272.2 606.2894 0.9230511572027581 0.12275317705443732 0.1386470688127715 5.802323818206787 901.37866 0.9418863289144785 0.07426688187053729 0.0902574389494184 5.4718499183654785 False 13 4600 29.08 397.7 596.4029 0.9238905824912224 0.12546639579411661 0.10796173087087549 5.779527187347412 857.62695 0.9413292734467266 0.07784418371553288 0.053441663986420564 5.448986530303955 False 13 4700 29.04 165.9 598.8995 0.9219996442364131 0.1305349868827178 0.14226110758760435 5.76474142074585 880.5601 0.9414650276016711 0.07848906371111958 0.05169677514586407 5.4444804191589355 False 13 4800 28.59 107.3 601.6993 0.9172210517570499 0.1330025270177292 0.17108025431153062 5.791033744812012 902.39215 0.9392090141343045 0.07740133588078693 0.10691103159351276 5.46628999710083 False 14 4900 28.84 101.1 572.505 0.9148230509165302 0.1524919495953904 0.1303938518990858 5.76138162612915 890.97906 0.9391591790785029 0.08626941903930986 0.07266261947085766 5.434863090515137 False 14 5000 29.01 40.86 564.51404 0.9142502081174102 0.15094029835887018 0.16954665348644415 5.752307415008545 891.4395 0.9384983318149248 0.08476483492350555 0.0893078387442659 5.43333101272583 False 14 5100 28.94 40.81 572.4283 0.9162771273511076 0.14867068450892057 0.13495898302564002 5.764346122741699 887.2299 0.9396782220341353 0.08288743534495473 0.05983053567006896 5.44378662109375 False 15 5200 28.99 43.4 682.4052 0.9198349718551403 0.13664217123598382 0.1332102803416809 5.7524213790893555 901.0603 0.9417830221375978 0.07653369944223748 0.07775334347628234 5.432504653930664 False 15 5300 28.89 41.11 630.27234 0.9239975720594125 0.13249923853680662 0.0875945526868335 5.8538641929626465 925.85645 0.9425086546339363 0.07876046649559093 0.012099842959752713 5.550551891326904 False 15 5400 28.94 40.3 606.4267 0.9182057977495227 0.14345503637616205 0.15386335577839796 5.75598669052124 926.86365 0.941373875207045 0.07808045407054576 0.07937934596039617 5.43936824798584 False 16 5500 28.75 40.63 588.3605 0.9126214766246152 0.16140578219122526 0.160620946991568 5.757213115692139 919.66583 0.9397192490311581 0.08469392604766392 0.07870498812850452 5.44462251663208 False 16 5600 28.81 40.53 604.70386 0.9107270584135944 0.1613943652154331 0.11702602842141285 5.793575286865234 931.8988 0.9391291027742763 0.08259995668719908 0.05592001615141638 5.473719120025635 False 16 5700 29.04 40.5 612.88104 0.9091291980989666 0.16648618228737538 0.12231645123328329 5.755526065826416 937.13074 0.9389215035444088 0.08312266503216498 0.07830662857750101 5.429661273956299 False 16 5800 29.01 40.64 586.4445 0.9100007499798679 0.16876246383273055 0.16905339828162447 5.743723392486572 902.3846 0.9393083224000168 0.08485710224928426 0.10156347742476947 5.427272796630859 False 17 5900 29.05 40.98 624.2806 0.9152582280174764 0.15268156395259616 0.17241324887620185 5.805156230926514 901.2473 0.9404855404845961 0.08253627197865743 0.09333879230581055 5.493002891540527 False 17 6000 28.72 41.63 615.9017 0.9132883696453903 0.16585346515135993 0.11292647336121796 5.765383720397949 888.6974 0.9391653301258047 0.08866937362138906 0.059298226237187814 5.445537567138672 False 17 6100 28.63 40.28 609.7716 0.9103290440231939 0.1617077268609594 0.14671408138236713 5.744949817657471 929.988 0.9408848054090182 0.07718179631242182 0.08192485391612583 5.429495811462402 False 18 6200 28.97 40.77 596.5341 0.9124217547089488 0.1630654270746666 0.2112645555244109 5.723247528076172 905.08936 0.9412168718423042 0.08128009071778243 0.13698206924883058 5.410064220428467 False 18 6300 28.73 40.75 591.13464 0.912071551899885 0.15965002342037865 0.1618268250547234 5.758586883544922 922.5467 0.9405835448328184 0.07940928175236536 0.10020525569548948 5.444986343383789 False 18 6400 28.96 40.9 572.75793 0.9021615446664113 0.18542598718690104 0.19213229833125792 5.853738307952881 948.5059 0.9374827596603265 0.08890451933383374 0.13852748237797186 5.550052165985107 False 18 6500 28.78 40.3 561.19354 0.9014357783590685 0.18799147685945294 0.19445507941083487 5.724710464477539 921.9364 0.9383475181452684 0.08615093118447979 0.11327852903503417 5.419535160064697 False 19 6600 28.55 40.77 598.518 0.9166903462179307 0.15744200932200872 0.10287474876071605 5.961874485015869 899.7841 0.9403005137614915 0.08507544220742785 0.0335046511755747 5.643589496612549 False