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 17.49 34.96 92114.34 0.9922772073116453 0.006695284419131728 0.313742930173618 100.84581756591797 28176.99 0.9938623921138943 0.004793705893866757 0.2990545200636823 100.74811553955078 True 0 100 29.02 15.32 9339.765 0.9863218811520789 0.040727517579693596 0.29246038293648413 21.0168514251709 4553.231 0.9886553731856215 0.03793270538739677 0.41466630416339567 19.54691505432129 True 1 200 36.08 15.04 8603.485 0.981521679658044 0.05972534445718638 -0.30259960875273306 13.403518676757812 4306.7065 0.9844450928957673 0.05317631842751693 -0.28446047612775666 12.059447288513184 True 2 300 28.6 15.03 9588.238 0.9833142197450353 0.05284051557907626 -0.32618531796152167 14.418295860290527 4252.6426 0.9856390378147025 0.050420253202060145 -0.324521568336262 13.051453590393066 False 2 400 28.63 15.32 7945.6167 0.980520433743411 0.07132024802496795 0.24099704404513358 12.869451522827148 4403.0796 0.9834189511757764 0.06488342744561543 0.2827893293835595 11.562119483947754 False 3 500 29.27 15.08 10458.636 0.9826812495575674 0.05756644590102475 -0.23625799925309945 13.226546287536621 5328.3105 0.9855512125814376 0.04848835871833935 -0.2035017006843625 11.865487098693848 False 4 600 28.87 15.07 9321.335 0.9823973553558273 0.05844813245028274 0.16780551974791943 14.68203353881836 5415.416 0.9855480366248431 0.047578103989081334 0.1716562713609289 13.326739311218262 False 5 700 28.9 15.06 7306.5093 0.9822342811663678 0.07186555354909169 -0.3041239218582739 14.845304489135742 4246.6797 0.9858328893426652 0.06033151621600271 -0.3455470555514828 13.431307792663574 False 5 800 29.06 15.05 7383.584 0.9801761124979259 0.06920947780983329 0.28544310155110303 13.519431114196777 4634.1396 0.9846518888030599 0.054776851752085146 0.2860120791596378 12.202301025390625 False 6 900 28.8 15.03 7405.7964 0.9822238020470482 0.06055956100903413 0.28435877064118104 13.62060832977295 4325.0903 0.9863048353977417 0.0484662298432381 0.2685282445871694 12.318557739257812 False 7 1000 28.39 15.04 6232.785 0.9740441328772591 0.08150021363118515 0.336012207641785 8.743768692016602 4416.5957 0.9810881618296541 0.06315496070377769 0.3384314679923657 7.698659896850586 True 8 1100 28.95 15.07 6366.668 0.9779597537135941 0.08885766555654337 0.036694968494247825 11.708962440490723 4186.0234 0.9833846288327761 0.07150456017137685 0.05782964315355335 10.396120071411133 False 8 1200 28.99 15.02 7032.2554 0.9733891357659161 0.08447974826197326 0.3124735118542758 8.643402099609375 4353.675 0.980866290570652 0.0654331734531833 0.316795764965954 7.632101058959961 True 9 1300 29.21 15.07 6061.8794 0.9743837386116816 0.08589885758208986 0.3259260803680432 9.886786460876465 4489.7026 0.981931626959041 0.06362124324014139 0.3347005976686694 8.730849266052246 False 10 1400 28.83 15.05 5290.861 0.968157743781319 0.09255630007873526 0.33484648131824996 8.494169235229492 4013.2905 0.9785752039957687 0.06724957323270496 0.3391883339836852 7.520430088043213 True 11 1500 29.26 15.03 5756.7627 0.9735007533721389 0.08612509991177661 0.33140717747151466 8.435039520263672 4277.531 0.9829820082099485 0.05857620154468593 0.3498905455065952 7.332671165466309 False 11 1600 28.76 15.03 5862.46 0.9668639097889471 0.10340840438158394 0.3503579826266463 8.324047088623047 4218.505 0.9780962849515876 0.07481018913461705 0.3613393792456039 7.30419921875 False 12 1700 28.86 15.04 5373.383 0.9686391676571297 0.10565418315551349 0.3392367269544794 8.963354110717773 4247.4575 0.9797045617149924 0.0756554000934141 0.34224063526192644 7.903234958648682 False 13 1800 28.3 15.04 5279.1436 0.9665216167310418 0.10340519124492499 0.348658043948939 8.318127632141113 4160.8994 0.9799791379268713 0.06869307832139876 0.3592882611355608 7.28639030456543 False 14 1900 28.51 15.02 5295.545 0.9705956342856967 0.1085773517693989 0.350034189854353 9.18789005279541 4036.3594 0.9809482050994471 0.07688853331242644 0.3567196546775818 8.127750396728516 False 14 2000 28.51 15.05 5134.044 0.9651530629889414 0.11555084868162313 0.3528699415354273 8.424023628234863 4163.066 0.9790162335390195 0.07803336942383376 0.36233576309984855 7.3759379386901855 False 15 2100 28.49 15.4 4491.611 0.960675170025239 0.12161885163505233 0.3577149036523652 8.250615119934082 4165.075 0.9775129031709889 0.07816042693683503 0.3682952473010485 7.230988025665283 False 16 2200 28.64 15.02 4252.906 0.9584184301190234 0.1286039764500798 0.3672065568065618 8.242647171020508 4105.5864 0.976845390070209 0.08127018287135705 0.37564597692238627 7.241976737976074 False 17 2300 28.51 15.03 5249.119 0.958258559049938 0.1263437022539807 0.36534343386701185 8.488008499145508 4365.1543 0.9767448308304527 0.07723062895092739 0.3756341543539827 7.450732707977295 False 17 2400 28.54 15.25 4595.137 0.9524212917563256 0.13245842800339147 0.3746122836670995 8.127190589904785 4283.9614 0.9748156922138818 0.07760246312524369 0.38734626477850104 7.104059219360352 False 18 2500 28.32 15.05 4992.263 0.9532852705748026 0.1267818133553929 0.3802857610395741 8.091029167175293 4547.775 0.974669701132129 0.0707170554609146 0.388456721777721 7.150050163269043 False 19 2600 28.3 15.18 4692.7935 0.9542966761707873 0.14094416558970238 0.3827424709884078 8.241833686828613 4002.7324 0.9752364712960547 0.08309380109890412 0.39151412521579065 7.230144023895264 True 20 2700 31.01 15.08 4315.845 0.9492662117033278 0.1484932731307044 0.38466820879289043 8.185513496398926 4149.164 0.9757498708177734 0.07615318143424649 0.39740445344200054 7.151569366455078 False 20 2800 28.82 15.07 4360.2207 0.9434260620419626 0.15576860661783143 0.3810408254539555 8.135488510131836 4128.998 0.9725765328527991 0.07894131833601185 0.39683611221641707 7.067625045776367 False 21 2900 28.9 15.03 4210.116 0.9525088474152558 0.15775913284703946 0.38979515710018053 8.102301597595215 4036.801 0.9761396072840095 0.0852637281694081 0.39529342831757813 7.1406378746032715 False 22 3000 28.9 15.05 3747.2305 0.9406983997215005 0.1672716686169229 0.3912332414121983 8.070993423461914 3970.8325 0.9721519347325851 0.0823048590547988 0.39976006525570895 7.09326696395874 True 23 3100 29.29 15.04 3917.2927 0.9409247822256284 0.1759829665261617 0.3992026354007003 7.932261943817139 4079.9343 0.9742802626251532 0.08283754908668926 0.40579855577039603 6.970590114593506 False 23 3200 28.29 15.03 4217.999 0.9443426953096287 0.1577774991712379 0.4051204018964505 8.405558586120605 4800.4795 0.9729987109168184 0.07943205570499234 0.41144830739752114 7.416172504425049 False 24 3300 28.33 15.07 3458.9673 0.9414612504886604 0.18395880605701145 0.41256291252900673 8.063474655151367 4082.8704 0.9750236595511586 0.08550363039325841 0.4199768723203521 7.082536697387695 False 25 3400 28.39 15.09 3556.5188 0.9485914308746086 0.18084537446188914 0.41823792431911866 8.22962760925293 3987.5256 0.9776078621730259 0.08387868792090826 0.42579534422289217 7.276518821716309 False 26 3500 28.26 15.04 3399.1409 0.9281698621866803 0.19429558880268488 0.42284801629316066 7.77702522277832 3995.6033 0.9718980628897169 0.07962282718913198 0.43392944824990387 6.85989236831665 False 26 3600 29.15 15.25 3458.448 0.9149413922805298 0.21621329324115307 0.44302127420821896 7.688369274139404 4339.782 0.9662825006842838 0.09170655071430957 0.4544882620716666 6.660865783691406 False 27 3700 28.56 15.05 3066.8206 0.9173309818213634 0.23062070170611215 0.4442375861556632 7.670890808105469 4199.0547 0.9690958616439682 0.09477611352533208 0.45736550099802054 6.685232162475586 False 28 3800 28.61 15.27 3237.636 0.9175620131149131 0.22865098758504981 0.437559814817214 7.639111518859863 4272.582 0.9701095669300186 0.09110432523411138 0.4476012566616752 6.666678428649902 False 29 3900 29.15 15.43 3145.1575 0.9195563006392796 0.22778970462171402 0.4425305126109748 7.670218467712402 4039.5767 0.9694775121144754 0.09481802773933347 0.45265113934286105 6.757695198059082 False 29 4000 28.86 15.24 3282.11 0.9149263808882989 0.23094536653781475 0.4513283097850327 7.625420570373535 4168.3477 0.9699223091507996 0.08569703123448187 0.4665585891805567 6.615909576416016 False 30 4100 28.77 15.13 3257.1726 0.9038250945130211 0.25029853919662504 0.4536334022981211 7.555302143096924 4448.1675 0.9680687613127605 0.09178327224671351 0.46292604990766584 6.648634910583496 False 31 4200 29.06 15.23 3459.9978 0.8978949139389613 0.2629996606065992 0.4649549139132445 7.4375739097595215 4230.3867 0.9667458402781574 0.09280980259853584 0.47374204659646185 6.470335960388184 False 32 4300 28.88 15.45 3164.2385 0.8936803018974597 0.2716766499117904 0.46833031635509637 7.63020133972168 4123.5186 0.9669670028360371 0.09038720818970541 0.48280006285450494 6.654345512390137 False