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 20.56 107.5 357594.62 0.9660930209508384 -0.0054588969332783005 0.04207803500954231 214.63516235351562 314805.97 0.9681757367074707 0.0005741779427948537 0.07198046721403001 272.0706481933594 True 0 100 30.07 95.28 28395.973 0.9461833487889446 0.06089888015629858 0.04151210492407281 42.093841552734375 81529.2 0.9570155318729885 0.044943389233082734 0.05296804021530134 30.203197479248047 True 0 200 29.73 88.84 27432.336 0.9477794678095133 0.04501259092187992 0.019297313446185887 28.313034057617188 80562.875 0.9572480345843498 0.03329884295111647 0.14445553241566397 20.576744079589844 True 0 300 29.59 87.13 25912.244 0.9409762318877752 0.06635341600666163 -0.033458707082455734 17.467836380004883 79372.01 0.9525217024701977 0.048098668747622204 0.2728721213775951 13.86662769317627 True 0 400 29.39 86.35 23807.348 0.9378457162835513 0.07554316717669324 -0.0785750323124988 8.89572811126709 99227.99 0.95292564127142 0.05236545223323585 0.37203427570234143 9.703454971313477 False 0 500 29.51 84.17 25788.422 0.9419126153636509 0.06823504244250407 -0.0701956591574249 6.509276390075684 83100.83 0.9533668837220383 0.04848845058857147 0.36372340624916955 9.06113338470459 False 0 600 29.1 84.69 21650.387 0.930557824388294 0.10613145403268454 -0.0857236913690349 3.1783931255340576 89197.65 0.947146278519167 0.07389651378295903 0.40672554910376973 9.619034767150879 False 1 700 30.73 85.32 20453.373 0.9270525846940626 0.11136475305305787 -0.10414061599349136 2.8246262073516846 102918.13 0.9464581875472801 0.07551397965766246 0.47372548783009855 10.239623069763184 False 1 800 29.23 89.27 17658.293 0.9173571824977897 0.13896712641068026 -0.08376204437088512 4.989209175109863 103713.25 0.9395286486593359 0.09483682484844683 0.42607826964101037 8.73957347869873 False 1 900 29.25 87.15 21283.582 0.9318536906916822 0.09869242553940831 -0.09826478848228633 2.8912830352783203 92968.31 0.9476068478661758 0.06816164857395521 0.4901458417437023 9.785032272338867 False 1 1000 28.38 98.46 17790.79 0.9187515072727359 0.14517701100736083 -0.053931077634523296 5.604377269744873 96007.77 0.939954933186957 0.0964178307351481 0.48710355685232626 8.640414237976074 False 1 1100 29.18 88.21 17569.53 0.9210688390234713 0.14032633175362497 -0.054776885641563314 2.922895669937134 102090.21 0.9423742520628238 0.09424319501961506 0.47731684159761256 9.926290512084961 False 1 1200 29.37 86.58 17980.637 0.9143622801097553 0.1513282178590595 0.0020084683499646417 7.362614154815674 102186.61 0.9378637378088197 0.09817945824658536 0.47099731532088673 9.052371978759766 False 2 1300 29.05 86.93 19662.51 0.9239985442595671 0.12799392553156622 -0.062085951332852295 5.893393516540527 109883.695 0.9450045060134946 0.08627029765800298 0.48155335787705705 8.629363059997559 False 2 1400 29.34 83.97 16907.955 0.9121409511487022 0.15989138371219538 -0.05098728823867548 6.0221662521362305 97774.83 0.9367099053587045 0.10360328570084709 0.49629497349560364 8.719255447387695 False 2 1500 29.43 84.15 17908.46 0.9179266969674538 0.13830164944560722 -0.04450534743240102 2.9057295322418213 92883.09 0.9407962317920541 0.08925620072287901 0.5106948067358013 9.69008731842041 False 2 1600 28.96 84.05 17171.2 0.910970737125145 0.15451752402091604 -0.04199581915600944 2.869034767150879 101788.32 0.9371442216564186 0.09855730542004343 0.5178327961714204 9.751705169677734 False 2 1700 29.16 97.52 16110.665 0.9106109552068962 0.1561635910580849 -0.013743365974741389 2.7847201824188232 101807.64 0.93620058901361 0.09917555458847312 0.39631668439700785 10.84322738647461 False 2 1800 28.83 85.36 15860.024 0.9083285977249451 0.15997487214721567 -0.05348114124310765 3.122532606124878 99341.67 0.9357212360460712 0.10164214514565306 0.47233556573486846 11.6737060546875 False 3 1900 28.85 97.98 15009.821 0.9158216981233243 0.15315425489732803 -0.03682617426377711 3.5459976196289062 95119.33 0.9401541933430408 0.09933676684993056 0.46181453155272895 9.087639808654785 False 3 2000 29.15 87.31 13574.447 0.9059859663059457 0.17201814363720977 -0.07150354501295014 2.875641107559204 104398.055 0.9347099212458297 0.1090656929225594 0.4973331187061774 9.940133094787598 False 3 2100 29.02 86.47 15959.439 0.9154987281694781 0.14507179808348655 -0.051888141989925134 3.0883724689483643 98145.42 0.9396782425293356 0.0931057822585608 0.5044725378006546 9.117340087890625 False 3 2200 28.95 85.63 19536.252 0.9144051354074455 0.14168944896796531 0.08298157125013327 4.14955997467041 172325.31 0.941088666591845 0.09484748876625215 0.06859057535862012 9.48482894897461 False 3 2300 28.81 84.24 13742.865 0.9015900479688729 0.17398980047474227 -0.004961647604596818 2.8108367919921875 109012.4 0.9318505453593137 0.109023901960055 0.4310769728876406 10.484347343444824 False 3 2400 29.26 84.03 13685.3125 0.9071628710601917 0.18569254125692197 -0.034515641467036284 4.648817539215088 95164.6 0.934283256385954 0.11747180569774371 0.4206857915208768 8.689957618713379 False 4 2500 29.06 84.56 13000.733 0.8977141768749403 0.18571054932987455 -0.05704837291352309 2.8283534049987793 106285.91 0.9298113321205109 0.11884632961857954 0.4629603345493404 10.482683181762695 False 4 2600 29.22 84.26 12804.057 0.8997912066406002 0.18097865139549776 -0.07735303014233284 2.941420316696167 102824.586 0.9317462962734789 0.11293327462422562 0.4394773556091364 10.540136337280273 False 4 2700 29.02 93.24 15137.08 0.9126079631414002 0.14406053721478213 -0.020693715866516086 2.8043320178985596 100379.69 0.9393930133899817 0.08828439581151053 0.3633421700978236 11.461992263793945 False 4 2800 29.6 85.93 14905.582 0.9198571051497315 0.16152044866540488 0.06610160504344459 6.807502269744873 79365.01 0.942155659907817 0.100432952864739 0.32346531831958636 9.148629188537598 True 4 2900 28.9 98.39 12199.129 0.8972698625791938 0.1948954578355682 -0.016454448552320738 2.81831693649292 101058.29 0.92992021443655 0.11941413142488623 0.45436147832495305 10.56104850769043 False 4 3000 29.36 85.99 13020.48 0.896418400685302 0.1960012233323487 -0.030692880786263484 2.8724184036254883 99578.76 0.9299710349668687 0.120330317088321 0.40294359415499226 10.289048194885254 False 5 3100 29.18 85.31 14194.106 0.911411865025146 0.1658446924606926 -0.022171679358932505 4.9147467613220215 88146.13 0.9378805915669279 0.10213210275502108 0.35076864819896797 8.858108520507812 False 5 3200 29.32 86.39 13974.002 0.9051698624440527 0.17775464213065129 0.01002269890449426 4.605368614196777 108900.39 0.9361170796559481 0.1074613007755726 0.3581351530919145 8.873268127441406 False 5 3300 29.07 84.57 13561.424 0.9080768910509351 0.17151020336755715 -0.011664380025693161 3.342278242111206 86680.2 0.9361872320902715 0.10423374628331072 0.4287048281083297 9.260619163513184 False 5 3400 29.09 84.9 13121.375 0.9055977116344209 0.17562206736325167 -0.017215150332219823 3.1231698989868164 104067.734 0.936457528477174 0.10265879143488092 0.406608685296728 9.651168823242188 False 5 3500 29.35 84.29 12263.859 0.9078435203025907 0.18413781442906718 -0.04981140492840893 4.099472999572754 93002.516 0.936704688196368 0.10998185502434883 0.41287798494863576 8.849828720092773 False 5 3600 29.54 84.34 11951.463 0.8934012793609122 0.2020462611327837 0.00295109899520791 2.813369035720825 97298.195 0.9291431091359609 0.11889251101779355 0.330896823652024 10.778657913208008 False 6 3700 29.01 92.49 11834.929 0.8899761310711034 0.20271122488420532 0.03320045360371279 2.7599587440490723 110322.695 0.9281752765646475 0.11876592308399363 0.14395064161451113 11.901926040649414 False 6 3800 28.91 89.16 12007.933 0.890052826793164 0.20091216969659711 0.03173648922852387 2.7759242057800293 104028.53 0.9277950330108191 0.11793638227579745 0.3293123823397713 11.875717163085938 False 6 3900 29.24 88.54 14617.158 0.9080081919742213 0.17004961021585127 0.007138387648035847 3.5584685802459717 113165.33 0.9386454435452302 0.10341721242491594 0.2418003570735769 9.494580268859863 False 6 4000 28.76 86.27 11635.104 0.8895545162231244 0.21207132249287616 0.07764714506673505 2.773494243621826 99605.23 0.9261960023509438 0.12871599212410215 0.008823018887095276 11.385311126708984 False 6 4100 28.8 86.4 10913.807 0.8852271257984626 0.21734018128280286 0.030693921147429967 2.775263547897339 102867.875 0.9248103385343507 0.12849652564779698 0.32198464903739077 11.682013511657715 False 6 4200 28.72 85.43 10403.59 0.8847216705302401 0.21839580421743188 0.060110412916383735 2.923198699951172 102628.83 0.9245567795790738 0.12912851474196818 0.0910500612060638 10.672173500061035 False 7 4300 28.87 83.91 11545.11 0.8835464193649435 0.22300899862294873 0.08206073999863983 2.8869094848632812 104982.63 0.9240764729621902 0.1327009529246241 0.13159158080221198 10.71488094329834 False 7 4400 28.74 84.34 10482.661 0.8813497041456501 0.22202477921443953 0.021833825603288403 2.740196466445923 95542.34 0.9232724582221052 0.12856983593999077 0.3675205441442767 11.446596145629883 False 7 4500 28.87 85.44 13631.692 0.902509745267136 0.20135923293547542 0.1896446287396925 6.59284782409668 88060.1 0.9329221775412265 0.12221095348339829 -0.18169187154135905 9.681539535522461 False 7 4600 29.06 84.74 15123.408 0.8928591683345681 0.19553409612705955 0.05779221564315189 2.727769136428833 119752.89 0.9312679649154789 0.11368086786904903 0.2649566484219189 11.297628402709961 False 7 4700 29.3 84.18 12445.196 0.8869319350671543 0.22453738802277415 0.13315121988856787 2.670334577560425 102302.71 0.9263122493064807 0.12972008710047878 0.025369123450779376 12.29735279083252 False 7 4800 29.4 97.6 12260.051 0.8850996296567373 0.21208663732451563 0.12075140174494084 2.6790807247161865 102590.42 0.926663605539976 0.12062535831675687 0.03771378981985474 12.514080047607422 False 8 4900 29.15 86.58 48887.973 0.9396989828190068 0.0760373664918869 -0.00728772099920827 5.077986717224121 122266.19 0.9572821874773276 0.04437595104320319 0.47303213438936864 16.6330509185791 False 8 5000 28.89 86.27 15740.423 0.9135697550070387 0.14683421071861608 0.11105502365645947 5.981224060058594 94580.24 0.941452649843472 0.08601177334150471 0.029623375907777413 9.293540954589844 False 8 5100 29.27 86.82 13432.933 0.8971965867263277 0.20118355114815695 0.028569727187004026 3.068967819213867 95688.93 0.9320429124565618 0.11758770564403838 0.2890022840881404 10.06201171875 False 8 5200 29.24 85.41 13204.495 0.8894289778200307 0.21082309025705784 -0.00805953100217906 2.7832870483398438 99214.375 0.928074571254116 0.12093639787817971 0.38704158008530043 10.962528228759766 False 8 5300 29.23 84.87 12257.908 0.8931527434163734 0.19439382745594452 -0.08118271820705629 2.920870304107666 94799.07 0.9291205229589664 0.11229590475717754 0.49367538053161913 9.71881103515625 False 8 5400 28.92 85.35 11880.38 0.8826402540640531 0.21911811251179997 -0.00419651665295326 2.7830538749694824 100635.04 0.9242170075749854 0.12435173966154145 0.44423174568857304 10.664889335632324 False 8 5500 29.31 86.89 11364.553 0.8797533074365546 0.22328129245919498 -0.029803927081318873 2.9227826595306396 104440.01 0.9229420649853824 0.12703457752972705 0.43614027358570945 12.022608757019043 False 9 5600 28.96 89.95 11687.523 0.8946543050117105 0.1914242736117874 0.08222517733390156 2.926567792892456 98600.79 0.9317655463970895 0.10931638137221461 0.2349238390278099 10.420472145080566 False 9 5700 29.15 87.3 10309.993 0.878579039134538 0.22679642256027094 -0.03552138227881131 2.870803117752075 96250.375 0.9231444114178848 0.12712443788576377 0.41486515079079433 12.065472602844238 False 9 5800 29.29 98.15 9543.773 0.8787211198175495 0.23915352772362622 0.055038220303509536 2.729990005493164 98431.32 0.9233469004423758 0.13371813530300528 0.35328855751154414 11.386245727539062 False 9 5900 29.07 93.71 9249.435 0.8796507436427643 0.231590348897431 0.005843014201132886 2.81355881690979 98158.0 0.9238161405916391 0.1287977128784529 0.45335370430846444 11.262214660644531 False 9 6000 28.79 86.17 9588.829 0.880119238162133 0.2345958327300361 0.055514113163965935 2.7993645668029785 104549.23 0.9244249331260648 0.13155052077572058 0.2778504121688062 10.79681396484375 False 9 6100 28.74 84.09 8798.257 0.8744070326849415 0.24424063475839936 0.038038035700000854 2.7375476360321045 102705.25 0.9214293481479864 0.13521128150991096 0.38373889757142016 11.283138275146484 False 10 6200 28.52 83.92 8829.6 0.8720978858729247 0.23953859037199407 0.007865343073212619 2.811795234680176 96582.12 0.9199871777843237 0.1343078817808582 0.4187666172103851 11.842771530151367 False 10 6300 29.28 84.68 9945.133 0.8810329517695366 0.23866282157843205 0.08121703431303899 3.626354694366455 95344.87 0.9235913337295071 0.13686668913813144 0.1715015978008226 9.615046501159668 False 10 6400 29.06 83.89 10283.374 0.883760134988358 0.2363481905469169 0.07573866480861176 2.9447519779205322 106125.74 0.9257108335440053 0.1358676863993172 0.307885902499959 10.204651832580566 False 10 6500 29.0 88.98 9451.335 0.8718157838194981 0.2450491295359312 0.002745036151936889 2.7799434661865234 95414.04 0.920275752311231 0.13639894536377303 0.40479219108533515 11.324213027954102 False 10 6600 28.92 85.25 9667.725 0.8749497197607559 0.2446442372652688 0.0688516052211782 2.9224112033843994 93334.375 0.921501820333967 0.13648342119664034 0.23511100978294336 10.443516731262207 False 10 6700 29.1 95.99 9124.136 0.8699698890589634 0.2541857964860207 0.04795562208929673 2.7641873359680176 94201.9 0.9198746905959859 0.13917327048268846 0.29169599304802163 10.956331253051758 False 11 6800 28.66 90.92 9795.244 0.8686502946382654 0.2561381080729438 0.10288500696503469 2.721877336502075 99954.75 0.9190380175763277 0.14090805113346075 0.16395078329521595 11.319087028503418 False 11 6900 29.35 84.86 9931.185 0.8701019006346232 0.24979382733486707 0.0328374613380286 2.7311298847198486 98348.04 0.9194818158157345 0.13770443796837792 0.3308353944459785 11.402536392211914 False 11 7000 28.77 84.29 9756.212 0.8667490365151286 0.25106131440894924 0.08262135171144559 2.7648138999938965 102708.42 0.9173627192607423 0.13937720779942017 0.11742578465394879 11.244224548339844 False 11 7100 28.87 85.17 9389.763 0.8732087900877803 0.25498762198928254 0.06505817348436732 2.7963640689849854 92034.6 0.9223238238235691 0.13632525054736386 0.3494983850678983 10.601428031921387 False 11 7200 29.3 83.9 9295.195 0.868430677658372 0.2472295061940531 0.07924786005475519 2.7179927825927734 94428.85 0.9205101393701984 0.132578367199129 0.2928911304968677 11.992392539978027 False 11 7300 28.92 84.98 8604.973 0.8764014844969634 0.24105387608436307 0.06736584332400605 2.7191474437713623 97088.35 0.9250670168033246 0.1285002153197412 0.17628605716614934 11.540115356445312 False 12 7400 28.76 96.07 9145.376 0.8647581895976937 0.2653438889553469 0.05935848008905772 2.7273409366607666 99278.586 0.9186420075875507 0.1423028239458472 0.23627477352349488 12.179933547973633 False 12 7500 28.8 86.57 8475.741 0.8716945880546794 0.26309233572295326 0.06995671257175137 3.0904195308685303 91485.805 0.9209744305919918 0.14295942157450314 0.23446440778003977 10.122139930725098 False 12 7600 29.0 99.64 8190.2124 0.8738408856489984 0.2663806858568734 0.13298026027121665 3.331700563430786 90347.836 0.9226311300586076 0.14316001061715977 0.13921595503657397 9.92060661315918 False 12 7700 28.99 86.31 7909.495 0.8601316331410832 0.27112499620677233 0.10487331420566504 2.713378429412842 98123.54 0.9171898844131877 0.14290095924595073 0.13109380258299394 12.656632423400879 False 12 7800 29.36 85.34 9298.786 0.8791483391232786 0.2416656171087984 0.13543443014541542 2.6683826446533203 110239.57 0.9275323452300467 0.12652369798397073 0.19888496822550242 12.019485473632812 False 12 7900 28.9 84.31 8383.997 0.8627517307106672 0.2730538451763285 0.10339397469769052 2.687361240386963 100492.65 0.9178815610045835 0.14452793580754317 0.14676248508749185 11.748085021972656 False 13 8000 29.12 83.93 8338.595 0.8568824995769253 0.27200056038993486 0.0717085460555959 2.8474154472351074 100281.15 0.9150854497519596 0.1428821587025111 0.26064505972075835 13.080137252807617 False 13 8100 29.13 84.26 8876.768 0.8592449302910541 0.2637365932090959 0.09941404124001042 2.839587926864624 97089.03 0.9173465582381205 0.1366982499871322 0.1385825949062704 13.49592113494873 False 13 8200 29.21 83.95 9159.489 0.8615287984205878 0.2723954836259863 0.13039316961122271 2.667119026184082 98975.234 0.9189655218903887 0.14057630395530019 0.012674959618407412 12.09265422821045 False 13 8300 29.07 89.8 8310.511 0.8626620393229532 0.27441160279270066 0.11138954278724159 3.09458327293396 92991.75 0.9172528656129055 0.14581457417582996 0.10899655888563863 10.284076690673828 False 13 8400 29.13 84.17 8740.059 0.8835744383109251 0.2658323811632026 0.1410604362678713 3.1872849464416504 85993.22 0.9272999178017955 0.14228156715060097 0.25856968832530636 9.838089942932129 False 13 8500 28.87 97.55 7723.2036 0.8572741350491928 0.28586634146626266 0.14358573185540924 2.692789077758789 95133.47 0.9163893286640894 0.14699904417075932 0.1009274288587722 11.491859436035156 False 14 8600 29.06 85.44 7571.1294 0.859061388810417 0.27364581103251434 0.11678550340107549 2.7909951210021973 87074.82 0.91720480236409 0.14067655879475693 0.15610712795397252 13.237300872802734 False