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 2.307 10.82 56114.77 0.9684010160687435 0.023696479846006674 0.16396489721577645 173.33355712890625 53036.285 0.9682303746445944 0.024693517575771932 0.15241465632935022 172.97341918945312 True 0 100 9.335 9.006 14223.889 0.9633658350183946 0.06316348321314211 -0.13171415054521668 10.840310096740723 14834.314 0.9633705429946847 0.06432085565804495 -0.1366891980434882 10.743011474609375 True 0 200 9.809 8.55 12942.956 0.9392600921696213 0.12012693997715473 0.013263964777269089 3.039529800415039 13571.019 0.9383289587868238 0.12249637478208998 0.009067427109427805 2.9013044834136963 True 1 300 10.8 11.84 21734.344 0.9599995571009137 0.056500978684744095 0.15666742148168883 4.120876789093018 22694.727 0.961152249221855 0.052747698607274095 0.15291946786574892 3.9967315196990967 False 1 400 9.586 8.587 13011.217 0.9028050885039429 0.18110545571711556 0.12499204209705266 3.263105630874634 13968.761 0.9030041428311061 0.17968766513714618 0.1275733667243764 3.129229784011841 False 2 500 9.427 8.4 16372.569 0.9041738491052904 0.18340135366092608 0.17576430852892239 2.9043562412261963 17544.19 0.9052121860457394 0.17766199026071 0.1815158725189189 2.7609548568725586 False 2 600 9.373 8.281 13195.146 0.8783478213939147 0.24173937984790575 0.23416598103139363 3.1775457859039307 14443.864 0.8786384158014885 0.23818180404418862 0.2393562173122025 3.0453457832336426 False 2 700 9.421 8.524 15784.785 0.875981569495683 0.23016183613352503 0.24986970021956725 2.979010820388794 17163.28 0.8768633529693514 0.2254016233023858 0.25429225863262717 2.8444316387176514 False 3 800 9.571 8.62 14998.228 0.8716443690499444 0.23529162162675135 0.2944147760572541 2.794266700744629 16266.54 0.8729794602153276 0.23022047315521135 0.2963787624888619 2.6536035537719727 False 3 900 9.618 9.325 13015.558 0.8509796079272585 0.27386492459855666 0.3019155583109881 2.758136749267578 14322.056 0.8524052202689526 0.26819000517702024 0.3036177147322429 2.6185202598571777 False 4 1000 9.588 8.395 16999.682 0.8816358722229262 0.2125650920377779 0.30868226875864957 2.792890787124634 18344.686 0.8839309230492515 0.20623828387635154 0.3090695607678892 2.6656408309936523 False 4 1100 9.328 8.952 12379.953 0.839699577967994 0.2760736007842686 0.31571778474108697 2.703244924545288 13617.628 0.8413975964043914 0.27037356602028917 0.3151799876739313 2.569894790649414 False 5 1200 9.04 8.358 11648.087 0.8364433283084194 0.28343882280965904 0.3144925080751148 2.6973536014556885 13149.828 0.8365376020934413 0.2798938533082047 0.3149047988616292 2.5655272006988525 True 5 1300 9.784 8.602 13288.212 0.8208531290805916 0.3131783930733395 0.319261348352597 2.698831081390381 14571.119 0.8227618588035154 0.3056116776432447 0.31834479996787995 2.5640130043029785 False 5 1400 9.311 8.526 13982.497 0.8385345891101496 0.29621862636415597 0.3113147488940039 2.720515489578247 15469.627 0.840895409368724 0.290255955499585 0.3095875896720344 2.585944890975952 False 6 1500 9.53 8.676 15375.027 0.8394277047826975 0.2856393731214319 0.32833887050131866 2.657341241836548 16803.965 0.8429140558541429 0.27505271904760503 0.3257262239490751 2.5285325050354004 False 6 1600 9.467 8.498 12332.44 0.8037733831156899 0.34329226419541764 0.32961134096882083 2.6478514671325684 13885.071 0.8071906972018599 0.33098088576899487 0.32797769102409646 2.52107310295105 False 7 1700 9.075 8.553 11776.371 0.8003816936449905 0.34167274738184794 0.33074450429469543 2.688758134841919 13256.451 0.8049349292864586 0.32707060274822813 0.3295249301431566 2.554658889770508 False 7 1800 9.448 8.543 11797.276 0.8044776064238017 0.3361257654023277 0.33622372033950204 2.634338140487671 13281.834 0.808958778228549 0.3210126399108313 0.33466938363204646 2.5068576335906982 False 7 1900 9.664 12.83 10716.202 0.7937118278543274 0.3561789702031125 0.3439281838392962 2.62282395362854 12371.764 0.7988139124832375 0.33969114507079906 0.340665092669628 2.497037887573242 True 8 2000 10.08 8.632 11326.688 0.7847026008448319 0.3745805702997107 0.34111575234768504 2.669335126876831 12886.848 0.7898875743261731 0.3598647723419876 0.3395031209274041 2.5359537601470947 False 8 2100 9.502 8.497 11691.637 0.7932728952529112 0.3682373180120625 0.34502905879686313 2.608107089996338 13183.915 0.8001114638092551 0.34939436085715686 0.34229033880268356 2.4891738891601562 False 9 2200 9.287 8.326 11354.204 0.793391929522712 0.36548427623412216 0.3488790329293137 2.608181953430176 12880.0625 0.8026255911394041 0.34147764515732654 0.34676028633255995 2.482520341873169 False 9 2300 9.394 8.542 12925.247 0.7925595278198332 0.3654813755862078 0.3526393024438779 2.595911741256714 14402.788 0.8024703186381336 0.34257915007454354 0.3500685190434953 2.4720447063446045 False 10 2400 9.569 8.487 12713.197 0.7948671214158352 0.3626969414968475 0.35542004572761365 2.755253314971924 14108.58 0.8023740818116721 0.34187471721388885 0.35314459377673035 2.642965078353882 False 10 2500 9.294 8.915 11648.422 0.7870357266814972 0.3702479179373665 0.3525837276811899 2.688607931137085 13100.112 0.7954076105520115 0.34869864595431554 0.3506649010161003 2.5572903156280518 False 10 2600 9.745 8.339 12324.278 0.7779705454036758 0.3926646251132519 0.358726615604196 2.6087074279785156 13932.116 0.7869032213409997 0.37109933168413256 0.3558467179009975 2.4904956817626953 False 11 2700 9.497 13.29 11585.613 0.7721657529154281 0.3972882501228194 0.36063437625582584 2.589008331298828 13042.784 0.7822007671786938 0.3764012959150632 0.358044482666225 2.4738192558288574 False 11 2800 9.319 9.289 11561.197 0.7870243695757959 0.37232019659821813 0.36643193629392296 2.619528293609619 13000.493 0.7984570713572264 0.34447428766269145 0.36234306975280556 2.4938857555389404 False 12 2900 9.414 8.526 11447.121 0.7726653407038062 0.40019866288239564 0.3666707671035266 2.577270746231079 12834.718 0.7836395254713374 0.3746451399239542 0.36190155920976547 2.4624524116516113 False 12 3000 9.516 8.529 10324.227 0.7708676189796408 0.3990841408727728 0.36575791124828266 2.6624832153320312 11668.997 0.7830275488613678 0.3733065254307384 0.3610414639924708 2.5414676666259766 True 12 3100 9.848 8.402 13710.792 0.7940725415049245 0.36340742808760196 0.36583512655303513 2.58994197845459 15274.986 0.8055387686911647 0.3391215748798525 0.36224371636417774 2.465791702270508 False 13 3200 9.476 8.463 11737.605 0.7671649453374634 0.40447390718076026 0.3702833757542189 2.564664363861084 13358.445 0.7799649951604477 0.3763792916155353 0.36570419204729415 2.453002452850342 False 13 3300 9.307 11.34 10927.086 0.7727701958575669 0.39457756883249795 0.373654062462865 2.550359010696411 12471.479 0.7870639708032741 0.3648140507065591 0.36976129671305996 2.4334189891815186 False 14 3400 9.75 8.599 10520.742 0.7663777056808343 0.41165706634516763 0.37588680276111636 2.5492899417877197 12023.255 0.7811440432246671 0.3816003677164672 0.3699417671987548 2.4386086463928223 False 14 3500 8.885 10.02 9939.99 0.7640986273443703 0.411945744374214 0.37656581654131116 2.5390865802764893 11498.174 0.7790175968563743 0.37909677390127106 0.3713834112969395 2.4282991886138916 True 15 3600 10.02 8.948 10829.288 0.7751190286114686 0.3976170985024003 0.38604393470577436 2.5991811752319336 12472.509 0.7903685841986732 0.36396135835973054 0.37939402532202493 2.4791159629821777 False 15 3700 9.553 8.479 12271.831 0.7804936955842312 0.3988775989535917 0.3784002473943472 2.5405993461608887 13743.649 0.7953959416461387 0.36693282381168396 0.3699738882732739 2.4369113445281982 False 15 3800 9.299 11.62 13639.339 0.7669774378152057 0.40688364363491825 0.386444964773824 2.5179667472839355 15196.962 0.7842161940684835 0.3723238926975414 0.3785679417416 2.413435459136963 False 16 3900 9.522 8.592 10988.407 0.7670079010764611 0.40801406730599576 0.3867038008157123 2.51863694190979 12432.234 0.7832275904747907 0.3730781331444175 0.37851508172513726 2.420398473739624 False 16 4000 8.346 8.39 11078.881 0.7594570765367209 0.42481341550442614 0.3874714116643927 2.569125175476074 12625.688 0.7762723213286878 0.39034714815167576 0.37923180506392934 2.4728844165802 False 17 4100 9.274 8.787 11312.503 0.760449897688885 0.4185957814686931 0.3918271701800977 2.5398952960968018 13060.341 0.7779440076950218 0.382301353048019 0.3832487983817013 2.423374652862549 False 17 4200 9.557 8.562 10503.111 0.7605448816278894 0.41567501115077876 0.39334217530012067 2.5144121646881104 12019.285 0.7779900959870176 0.37998839312601623 0.38471511364586314 2.4034311771392822 False 17 4300 9.552 13.56 11137.434 0.7581659145188709 0.42101267685680166 0.39593616322025194 2.5359954833984375 12592.931 0.7766598071475318 0.3855405122970473 0.3862998279747453 2.4272351264953613 False 18 4400 9.523 8.492 9719.508 0.7555843234569359 0.43525274833763744 0.3855923495993233 2.521568536758423 11150.556 0.7744101885277388 0.3975526513240681 0.3775066639336231 2.421710252761841 True 18 4500 9.928 8.442 12726.247 0.7611515521911649 0.42257492617640213 0.39953590770807257 2.52649188041687 14405.587 0.7789511860559221 0.3838386932118621 0.3888499780496137 2.4205539226531982 False 19 4600 9.622 9.472 11641.713 0.7502752817241236 0.43740888079114176 0.4002230353022974 2.5428826808929443 13204.308 0.7677642550904161 0.3992810202848429 0.3882327325422259 2.4317541122436523 False 19 4700 9.493 8.446 9128.426 0.7561255342232156 0.4455613008846983 0.39849514508339196 2.580947160720825 10581.023 0.7735947973021191 0.41102553019447163 0.38769986663240913 2.460400104522705 True 20 4800 9.581 8.607 10514.897 0.7432459160817972 0.43899493027250863 0.40114782616554423 2.506072998046875 12048.967 0.7639694031388486 0.40083163558002827 0.3890632933787414 2.4063971042633057 False 20 4900 9.93 8.683 10626.141 0.7515835145287834 0.44245860921383995 0.39931867218801326 2.5032055377960205 12097.328 0.7727530795042342 0.40011869940708156 0.3882129924987086 2.415045976638794 False 20 5000 9.473 8.28 11685.037 0.7402807825572585 0.44034321615251437 0.40397844616916884 2.494727373123169 13540.897 0.761559572433007 0.3967090727378856 0.39208782610985243 2.3923561573028564 False 21 5100 9.393 13.59 10304.574 0.7436210704536094 0.44184243588038424 0.40703898397910154 2.4764697551727295 11905.152 0.7655225008472608 0.40047562446977447 0.39338783189904336 2.3803277015686035 False 21 5200 9.643 8.626 8757.235 0.7391872066670351 0.4599340870138006 0.4109008433664716 2.4898056983947754 10209.002 0.7607296256811443 0.41820110097698593 0.39600955949786104 2.386608123779297 True 22 5300 9.961 8.356 9348.493 0.7383171842689142 0.4596875681862925 0.41237464728562434 2.482057809829712 10888.232 0.7620190832588674 0.413667329048036 0.39857142943919505 2.3805031776428223 False 22 5400 9.382 11.19 11804.314 0.7363106150254272 0.4598549342720774 0.4132821074375384 2.5392065048217773 13498.079 0.7596732435136151 0.41431789745783576 0.3968033546330112 2.4248547554016113 False 22 5500 9.773 8.556 12898.741 0.7419976768569131 0.4505719383450582 0.4105270587348083 2.4947152137756348 14691.744 0.7660492976078693 0.401706959702395 0.39666338966051795 2.398470878601074 False 23 5600 8.893 10.75 12064.823 0.7533612365391118 0.43925649014439694 0.4137912349893157 2.4729669094085693 13751.216 0.7763062593401081 0.39149988173318395 0.39686993615308425 2.3843066692352295 False 23 5700 9.852 8.709 9528.505 0.7468130735150885 0.44957473459523917 0.4141569673781356 2.479611396789551 11070.85 0.7706416802252027 0.40082250698787547 0.4002784691348727 2.3935208320617676 False 24 5800 9.495 8.435 9109.762 0.7247295887639378 0.4744196085305853 0.4284463033635841 2.5054078102111816 10599.118 0.7491899079007446 0.42610123113837495 0.4091277542920052 2.401529550552368 False 24 5900 9.291 9.877 10259.592 0.7338633476265566 0.46724163822750525 0.41796802533502564 2.4798531532287598 11686.616 0.7588217779737689 0.4175532855954054 0.39927508043597826 2.407158374786377 False 25 6000 9.544 8.596 9860.793 0.7378538930263521 0.47034764193926665 0.41808720100254676 2.4485251903533936 11260.857 0.7630621776608435 0.4220368793198097 0.4013556280654308 2.375025749206543 False 25 6100 9.568 8.457 10804.992 0.7280106785963827 0.4630646632815281 0.4221832278210665 2.4352025985717773 12428.158 0.7544600850272833 0.4138059664374328 0.40406504254900244 2.3665382862091064 False 25 6200 9.802 8.727 9882.789 0.7301365965762364 0.47551435335549347 0.4251850589256188 2.4252190589904785 11462.137 0.7574511655618056 0.42575675585870154 0.4067704190571822 2.3512284755706787 False 26 6300 9.341 8.544 10816.519 0.7282945771379769 0.4760501443223723 0.4281573641712531 2.4208643436431885 12404.684 0.7558786123647165 0.4254143123427788 0.408281024999885 2.347994804382324 False 26 6400 9.408 12.21 9763.44 0.7125956661366805 0.4932686012527208 0.43376066592826446 2.5644757747650146 11480.7 0.7424266380282831 0.4400507906652022 0.41285656618358724 2.4696271419525146 False 27 6500 9.376 8.897 11119.414 0.7397314515317048 0.4680575950807254 0.42903082506018253 2.464449882507324 12913.217 0.7672314203789286 0.41608202915488796 0.4072644484322879 2.4184913635253906 False 27 6600 9.566 8.493 9561.029 0.7257674866817949 0.4808059801734796 0.4264786979039568 2.4620883464813232 11021.596 0.7540805797017778 0.4272846071026482 0.40741895454864446 2.4164230823516846 False 27 6700 9.635 8.726 9294.502 0.7154300971144496 0.49681947362176004 0.4339759581653842 2.404191493988037 10770.116 0.7456124912995541 0.44097049321690646 0.4130394158040789 2.3352556228637695 False 28 6800 9.551 8.369 8994.781 0.7192006518589925 0.48751133554692655 0.4381088976620371 2.412649154663086 10509.773 0.7482734801496226 0.4351776229521694 0.41655362897062237 2.3314526081085205 False 28 6900 9.548 8.55 9562.953 0.7187156631861502 0.47990554751890385 0.4402307686643994 2.4580607414245605 11192.42 0.7482750983999072 0.42546024973516006 0.4180929443758893 2.36594820022583 False 29 7000 9.256 8.654 9543.856 0.7146965240709059 0.49669215051643395 0.4430815664217359 2.3983078002929688 11045.729 0.7463202361773945 0.43879759880860875 0.42017505721749543 2.33866286277771 False 29 7100 9.579 8.542 9345.073 0.723104546997099 0.49061429736739304 0.4416922037048735 2.4039039611816406 10700.981 0.7524872614759842 0.4357901926814985 0.4168228986720035 2.3442986011505127 False 30 7200 9.523 14.25 11969.243 0.7276883474889267 0.48221031439586376 0.4327413096155293 2.4073281288146973 13533.639 0.7572243632760841 0.4237663398186876 0.4113575320889138 2.349376678466797 False 30 7300 9.6 8.313 9849.171 0.7160251352609652 0.49775171326043616 0.44700610747088926 2.437283515930176 11194.304 0.7456920028287043 0.44309510714222594 0.42190730742685795 2.38299560546875 False 30 7400 9.532 8.397 9474.577 0.7071930997856477 0.507238750742903 0.4521372371107536 2.4461936950683594 10996.737 0.7391776216761848 0.4476631526046421 0.4266353018316221 2.3728387355804443 False 31 7500 9.412 8.428 10109.981 0.715458279576049 0.49418615405229793 0.45346912145750984 2.359636068344116 11671.956 0.7463441548232304 0.4348167195355559 0.4252328282315016 2.318751811981201 False