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 17.35 32.43 68715.72 0.9917703310218645 0.01246412099295008 0.22612416109271471 178.13059997558594 42862.67 0.9925888178682464 0.0129937462252546 0.279969694188304 177.51416015625 True 0 100 29.48 20.13 5197.7646 0.9800673529364143 0.08842006737594621 0.09020446340596337 17.099279403686523 3566.7495 0.9819029674649475 0.08732296269125277 0.11031334031080847 16.088237762451172 True 1 200 32.58 20.15 9353.898 0.9733230887024562 0.07367582748635033 0.26990008120482906 7.976614952087402 6496.3716 0.9766856718453566 0.06605554057930435 0.2968211135060515 7.092731475830078 False 1 300 29.22 20.26 4387.1655 0.9671904293057014 0.11165930729628884 0.2511729892090183 10.70297908782959 3217.4106 0.9705809662290741 0.10868478589937945 0.26936732427163657 9.771401405334473 True 2 400 29.53 20.2 5315.5503 0.9690366915009082 0.09021313910659337 0.10319548955158196 9.003621101379395 4094.643 0.9746371411139721 0.0747224814950495 0.10358267847314352 8.105851173400879 False 2 500 29.35 20.18 4096.3306 0.9627571668270025 0.10043960390926152 0.24941412755569745 7.126858234405518 3184.4434 0.9668869162534404 0.09799159435011678 0.2741131983652394 6.283427715301514 True 3 600 29.31 20.4 4058.6018 0.9584354751287611 0.11552233947643828 0.23386137507164423 7.1810302734375 3349.2236 0.9650960297700616 0.10221461843177887 0.26002083181834484 6.325235366821289 False 4 700 28.75 19.08 3957.5012 0.9549771573212973 0.12925788172401614 0.2828288814137143 6.677072525024414 3486.912 0.9626620804343217 0.11372853481234782 0.3183018714762673 5.801601409912109 False 4 800 28.88 19.87 3565.2153 0.9532925926384704 0.13466324227357737 0.279551095397188 6.700871467590332 3232.89 0.9618787074874068 0.11977409487517174 0.31615871054745087 5.823277473449707 False 5 900 29.05 19.86 4240.509 0.9645965843262794 0.09344634152529911 0.2798714769173881 6.650073051452637 3483.4106 0.969611456230269 0.09020853413360297 0.3182871570603451 5.761620998382568 False 5 1000 29.4 20.17 3651.591 0.9611510734163942 0.12248232392486963 0.28494121690566593 6.887998580932617 3209.3213 0.9686082238415463 0.1072017337824657 0.3190263744729585 6.023107051849365 True 6 1100 29.28 19.91 3262.7622 0.9506401134527571 0.14860522314090616 0.2833436914841882 6.6128106117248535 3206.8757 0.9609061838411692 0.13096140884069857 0.319068645914242 5.726333141326904 True 7 1200 29.16 20.07 4005.448 0.9551336225223808 0.13110928992508783 0.2826913612654797 6.6320109367370605 3772.6416 0.9645848465971204 0.10723031773622214 0.32049833631775443 5.742906093597412 False 7 1300 29.06 19.91 3714.3271 0.9591757760432608 0.10808830311228292 0.27647466520177594 6.667251110076904 3443.1958 0.9683447556560184 0.09013936127138195 0.31666852325808503 5.773774147033691 False 8 1400 28.91 19.79 3185.3875 0.9549577039794513 0.13537220650882464 0.27501352858142886 6.67415189743042 3244.4062 0.9658137227969452 0.11326985690844531 0.3143430761044712 5.787156105041504 False 8 1500 28.17 19.68 2990.3235 0.9415911130300806 0.16519041372803883 0.28267496096836675 6.616257190704346 3248.2698 0.9565503353301451 0.13078730662499774 0.32127773718547453 5.723655700683594 False 9 1600 28.91 20.08 3325.2122 0.9475026933906484 0.15059894216685057 0.2802782522402634 6.827327728271484 3646.8135 0.9607268487921219 0.11970621174766187 0.32391121632283987 5.941050052642822 False 10 1700 28.95 19.79 3382.6611 0.9465709789982895 0.16219547932100709 0.28503098485106554 6.605285167694092 3202.3494 0.9610433040367184 0.12821132314793166 0.3237147367192267 5.6951518058776855 True 10 1800 29.64 19.88 3120.911 0.946981454501428 0.16361529442143968 0.2754246388152204 6.6962361335754395 3408.893 0.9617229024122701 0.12832434733509132 0.3178601389631916 5.73584508895874 False 11 1900 29.03 19.8 3191.8147 0.9389602948541108 0.17323776525831042 0.2856973001742396 6.652843475341797 3244.5151 0.955967969865732 0.1357360521361911 0.32569935345528434 5.765622615814209 False 11 2000 29.24 19.82 3426.5725 0.952082243709341 0.12875104639695323 0.2828693804819875 6.6940507888793945 3207.4055 0.9642326435089639 0.10016696426831634 0.3246203381774572 5.806554317474365 False 12 2100 28.98 19.69 2858.7612 0.9406341102061907 0.17734999548415017 0.285064292521358 6.603383541107178 3173.5923 0.9581600050809972 0.13452441855070704 0.32518610421075345 5.705137252807617 True 13 2200 30.91 19.79 2904.799 0.9438782535974003 0.16138634294209042 0.2794032625363622 6.627651214599609 3147.096 0.9598279297006417 0.12170224756535959 0.31829737829107957 5.7361016273498535 True 13 2300 29.61 19.36 3217.1367 0.9454555351533551 0.1556815951333963 0.28133419021512784 6.627743721008301 3166.9448 0.9600691766557018 0.1183902133256604 0.32131249018774466 5.730264663696289 False 14 2400 28.83 20.03 3078.6711 0.95261155534486 0.15873761948267745 0.2853070288227408 6.6909871101379395 3195.9822 0.9666399773262532 0.11680708212529477 0.32895246207372053 5.78024435043335 False 14 2500 29.12 19.95 3134.3027 0.9355835660343443 0.18464663575615178 0.2879285190093667 6.576422691345215 3144.7893 0.9562610061810418 0.13582555948906316 0.3308143758978781 5.656660556793213 True 15 2600 29.41 20.2 2822.0933 0.9344195306477403 0.1820195555342436 0.28826146902949873 6.581786155700684 3125.828 0.9556348615037682 0.12903914098308103 0.32955616329852766 5.6736273765563965 True 15 2700 29.49 20.13 2704.5798 0.9307182161414944 0.19230739666799032 0.28566058112509224 6.607947826385498 3097.5244 0.952790260051246 0.13903266090497904 0.32953277424868427 5.672581672668457 True 16 2800 29.25 20.55 3185.6318 0.9344572496177717 0.17371708943004288 0.2891084943246141 6.566992282867432 3210.237 0.9549671381677306 0.12395310535142616 0.3325135974357885 5.6346211433410645 False 17 2900 28.68 20.66 2697.0354 0.9328226186148251 0.19122111769428182 0.28818633652455683 6.607088088989258 3066.944 0.954864957757863 0.13532946920140942 0.3286621835911267 5.711817264556885 True 17 3000 29.45 19.43 2609.4856 0.9373944835309413 0.19050437584581906 0.29219785816023786 6.561770915985107 3443.0845 0.9592320869283262 0.13378101840114867 0.3396132246330104 5.611351013183594 False 18 3100 28.78 20.22 2423.7212 0.9284829142748063 0.19741189804706633 0.28997337003182416 6.568459987640381 3083.2644 0.95299553378025 0.13386081436649525 0.3340966877802286 5.641709327697754 False 18 3200 29.05 19.93 2478.8804 0.9341333876077563 0.20392853291203944 0.3007488188404407 6.579898834228516 3096.6292 0.9578855277169921 0.13790353812109946 0.3445756059811028 5.67940616607666 False 19 3300 28.96 20.33 2523.8132 0.9303213516977294 0.19454409256343724 0.2969475147629135 6.713818073272705 3060.8342 0.9555350073199561 0.12984115845556243 0.3417490189700829 5.8216471672058105 False 20 3400 28.83 19.81 2425.931 0.9247671342878153 0.20694401538317703 0.2935981997161815 6.740625381469727 3319.7957 0.9537508408367332 0.1368455435430482 0.3392608743598495 5.841645240783691 False 20 3500 29.06 20.18 2259.8503 0.9242032415483473 0.21644211792493784 0.2973435503432276 6.536952018737793 3184.2742 0.9541919135787165 0.1417219609704088 0.34209279622872385 5.609177589416504 False 21 3600 28.93 19.9 2260.4336 0.9295773329447433 0.21542800491661512 0.29543984946929747 6.825801849365234 3012.556 0.9564298998184514 0.1383463662449188 0.3393098778437989 5.944265842437744 True 21 3700 29.49 19.21 2314.287 0.9206586334888484 0.2245255601282644 0.30387841545917293 6.544114589691162 3097.191 0.9526098687013133 0.1433435901104161 0.355555986842222 5.592988014221191 False 22 3800 28.52 20.13 2469.7903 0.9125825100930489 0.2249673799239966 0.3060071258835953 6.5233235359191895 3059.4995 0.947389595456824 0.14112703108391506 0.35623858045095264 5.563774108886719 False 23 3900 28.93 20.57 2422.4392 0.9116637814994158 0.230578184225254 0.3008201294469989 6.542059898376465 3144.873 0.9489790817747112 0.14283019497984564 0.34654795433437197 5.614627361297607 False 23 4000 29.2 20.17 2202.7695 0.9109832481250832 0.23323020956936621 0.3034956080882265 6.532677173614502 3198.3843 0.9495134083308095 0.143407575378943 0.356535589121179 5.530474662780762 False 24 4100 28.92 20.18 2160.7668 0.9131572370673793 0.23337652831764155 0.30914244863967105 6.608850955963135 3043.542 0.9512474130818283 0.14117400033493321 0.3593333002614685 5.694641590118408 False 24 4200 29.15 20.23 2183.6501 0.9210347699559513 0.23792010971938374 0.3129727212516874 6.609559059143066 2959.0513 0.9568853057505002 0.1391166215270798 0.36591206907213963 5.69093656539917 True 25 4300 29.37 20.06 2141.7988 0.9012518449859476 0.24362970891760521 0.30879117021167213 6.4836626052856445 3096.0437 0.9459607269444071 0.14434815468900813 0.3589547654919739 5.524170875549316 False 26 4400 28.98 19.41 2186.6775 0.9081261203280655 0.2344560817691078 0.31302877085349207 6.475169658660889 3030.275 0.9496740399550969 0.13253269588825148 0.3654541259896151 5.525271415710449 False 26 4500 28.69 20.09 2244.1714 0.9117727180521235 0.23726836394687875 0.3129511749596473 6.47260046005249 3025.097 0.9511635238424986 0.1353890565205028 0.3639978227289669 5.512879848480225 False 27 4600 28.85 20.27 2190.734 0.8996403526006256 0.2524879344430921 0.31114525052615133 6.570155620574951 3059.27 0.9461845318767925 0.1472477658574824 0.35941218176499745 5.581488132476807 False 27 4700 29.04 21.51 2455.9126 0.9161641407725146 0.230153224723298 0.3284140372466584 6.437682628631592 3452.078 0.9562511405685556 0.12870282104318453 0.37902349983289113 5.4902729988098145 False 28 4800 28.98 19.96 1942.3304 0.8968265303081521 0.26142365037012355 0.3065447696649068 6.517940998077393 3062.059 0.9463916683440338 0.14901299476754767 0.3553654014009297 5.578185558319092 False 28 4900 28.97 19.74 2067.0251 0.8947496667783172 0.2550008440683997 0.31691772428218357 6.579978942871094 3130.5957 0.9467962465049768 0.134127114758255 0.36687551514354944 5.673705577850342 False 29 5000 29.27 21.06 1890.2285 0.8932143195267622 0.2615250223950054 0.3196618372399618 6.512052536010742 3151.393 0.948922482792537 0.13530187972340146 0.3692126271938534 5.516969680786133 False 30 5100 28.81 19.36 2045.8099 0.9025337558339763 0.262368820967219 0.3260723864868616 6.406032562255859 3017.522 0.9524884966349288 0.13409881754498454 0.3752508601238055 5.458519458770752 False 30 5200 29.13 20.63 1941.4579 0.891836363547256 0.2714979203919752 0.3196120515919032 6.482051849365234 3045.7659 0.9481386276749417 0.1419836432817423 0.3725423370887664 5.504616737365723 False 31 5300 28.88 20.54 1905.5164 0.9081373643887081 0.2753985979615151 0.32131979042636244 6.433437824249268 3198.9365 0.9549283457748392 0.15344586486551182 0.37351581518765536 5.479970932006836 False 31 5400 29.17 21.68 1859.7421 0.8893776483246701 0.28081955659778496 0.3209722130265652 6.427048683166504 3214.2935 0.9472348092189099 0.14353056908279527 0.3732098642111534 5.453268527984619 False 32 5500 29.06 21.27 1965.2797 0.8837104500203588 0.2722949370426444 0.33071284787463023 6.386257171630859 3286.7566 0.9434593464164318 0.14267635210696744 0.37871146780118553 5.439419269561768 False 33 5600 28.95 20.47 1853.9358 0.8965515091118297 0.2807872926565823 0.34463064965072354 6.414129257202148 3269.7478 0.9511327518201992 0.1516456918433125 0.3988694650695625 5.416526794433594 False 33 5700 29.06 19.22 1753.4935 0.8835579918094877 0.3004535815964342 0.3442182433050843 6.443431377410889 3039.1545 0.9480889014284115 0.14727655089457967 0.39379299004628576 5.455810546875 False 34 5800 28.89 20.94 1859.1243 0.8862687111941239 0.2853559161796135 0.33522132111566033 6.524927139282227 2959.9167 0.9454651460470309 0.14161996196203888 0.3815633557324194 5.629760265350342 True 34 5900 29.46 20.07 2105.5852 0.8744349249378122 0.30010800437666074 0.3524143506286494 6.409157752990723 3143.2102 0.9467918082215842 0.13695532258141807 0.39985816252892226 5.454781532287598 False 35 6000 28.9 20.34 1652.7853 0.8802386182096441 0.3166229113156286 0.3627991783817592 6.321873188018799 3059.5063 0.9482545001005249 0.15028897509569547 0.4105627461620165 5.4002685546875 False 36 6100 28.82 20.36 1797.6755 0.8606002213898287 0.30989030412224144 0.35281663305148303 6.330112934112549 3335.0422 0.9420918195172607 0.1359863413755042 0.39921516388456163 5.384483814239502 False 36 6200 29.11 20.13 1703.7134 0.8624327536526066 0.32455368548528196 0.35144141762872866 7.00332498550415 2937.241 0.9434287263675769 0.145343312341754 0.399335747537269 5.991130828857422 False 37 6300 29.04 20.49 1669.9312 0.8500130577797532 0.3321138098507701 0.3608715310543616 6.261931896209717 3095.704 0.941225018013766 0.14144389094946916 0.4052426524357255 5.324056625366211 False 37 6400 28.94 19.52 1580.1375 0.8624743267874123 0.3342438462334814 0.3537332979073508 6.276759147644043 3017.3965 0.9437259679681362 0.14929982414546533 0.3967153963903853 5.362310886383057 False 38 6500 28.61 20.15 1616.3605 0.8422831370422142 0.3413171485096516 0.3658341436113554 6.558495044708252 3003.4873 0.9422258348079513 0.13088870191215682 0.40083618255122055 5.734776496887207 False 39 6600 28.93 20.53 1660.8535 0.8525182766140176 0.3225327514156156 0.3657718628150109 6.4405741691589355 3171.9124 0.940896587593831 0.13345783363512323 0.4083054474865563 5.563753604888916 False 39 6700 28.88 20.5 1783.5033 0.8653573078097159 0.3426111836986829 0.3548641750690242 6.3568806648254395 3078.526 0.9479789481985532 0.14041433578922957 0.3949922253051169 5.444981575012207 False 40 6800 28.84 20.42 1718.5184 0.8399515640961243 0.34532108677213014 0.3515910918235612 6.280980110168457 3055.1992 0.9391343326464074 0.14106664158103635 0.38850270481461757 5.385072708129883 False 40 6900 29.16 20.3 1498.6987 0.8435028775887794 0.36271187416078593 0.374349846996425 6.187374591827393 3030.8545 0.9420810216628112 0.1442869302421919 0.4101355453870168 5.305944919586182 False 41 7000 28.97 19.87 1514.9244 0.8353308031685337 0.3645628490765511 0.38393406132040325 6.180740833282471 3220.7202 0.9421986207047597 0.14012243998351337 0.41884966593750594 5.28268575668335 False 42 7100 28.66 20.64 1607.1881 0.8299797817100757 0.3591277431427185 0.3727040316320227 6.2022247314453125 3047.241 0.9417730086173202 0.125627615247653 0.40658331376496903 5.332314968109131 False 42 7200 29.04 20.32 1531.4042 0.8324370544842549 0.3747355628921646 0.3810078244450129 6.213168621063232 3080.2476 0.942638343547294 0.13344184558726244 0.41397517025323943 5.346192359924316 False 43 7300 28.91 20.42 1403.6497 0.8235172592484667 0.3947842088644288 0.42067718564837797 6.155754566192627 3027.0332 0.9432013781208914 0.13991573981816766 0.4370034005312532 5.327035427093506 False 43 7400 29.16 20.62 1452.8849 0.8454915860134042 0.3792507557318709 0.37941977494710427 6.445112228393555 3217.3958 0.9488460574757068 0.13826336063352734 0.40679745542122814 5.5752410888671875 False 44 7500 29.02 20.32 1369.849 0.8118042986865344 0.4105893683823745 0.3917529329008168 6.179442405700684 2928.1274 0.9422636577650216 0.1385255173217893 0.4165426853011758 5.326463222503662 True 44 7600 29.38 20.21 1390.9113 0.8216451804555447 0.4092109021206569 0.39385367823796674 6.4692158699035645 2977.6414 0.9461186656296464 0.13448721784925277 0.4127060080209124 5.776545524597168 False 45 7700 28.7 20.02 1324.1691 0.7894177570811425 0.4282472179896068 0.4080854802884697 5.973730564117432 3073.8735 0.9412116865755821 0.12811889522114095 0.41903659305921437 5.221891403198242 False 46 7800 28.85 20.48 1378.413 0.80302766645266 0.42808163258650983 0.42632806001027435 5.914735794067383 3020.9487 0.9464648706157794 0.12425748650686165 0.4311181220695735 5.226269721984863 False 46 7900 28.98 20.39 1672.4629 0.7866336237686501 0.4224201952740876 0.4058118090142745 6.146365165710449 3274.6821 0.9412463836648907 0.12460637569470684 0.421227590871516 5.333723545074463 False 47 8000 28.81 20.33 1476.1947 0.7623039146331556 0.45234095667384683 0.426235402367349 6.132272720336914 3261.0994 0.9442102028266403 0.11194453211973146 0.43042218991983505 5.345808029174805 False 47 8100 29.03 19.77 1446.2036 0.7818023319662045 0.45273474376198036 0.4623205015712911 6.013696670532227 3180.5278 0.9481150041622679 0.11380375682288098 0.4452353469622369 5.32301139831543 False 48 8200 28.78 20.15 1491.6106 0.7690919021933593 0.4728661628246855 0.4523709665594621 5.871901035308838 3093.2861 0.9428318443958061 0.12990453254905018 0.4464890514399196 5.174652099609375 False 49 8300 28.76 20.27 2118.1438 0.7845309694049523 0.41811503676695105 0.4362519346536316 6.117646217346191 3754.4087 0.9479120922155472 0.09963139515157189 0.4334499200096145 5.370344638824463 False 49 8400 29.02 20.24 1339.7936 0.7700776559147597 0.4458810587491732 0.4145225237327101 6.032250881195068 3284.0166 0.9395294018638956 0.12012236734143072 0.424031054176768 5.239567279815674 False 50 8500 28.85 20.98 1321.9132 0.747041405793779 0.47796591862330734 0.4622227877253462 5.6628289222717285 3504.047 0.9444464613021206 0.11028729763888906 0.43988609186736066 5.1240153312683105 False 50 8600 28.98 20.24 1134.9442 0.7441724466375443 0.5025167676485806 0.4651830474457238 5.730380058288574 3201.125 0.9463082665767613 0.11612718491788519 0.44011466422144496 5.151620864868164 False 51 8700 28.91 20.19 1121.8232 0.7720401320922119 0.5010705342916275 0.49611000793199717 6.111113548278809 3109.963 0.9471580182066534 0.129074280573724 0.4579800200857998 5.525575637817383 False 52 8800 29.1 21.32 1468.0149 0.742929315154839 0.49432760251575464 0.44036856688813913 6.120733737945557 3300.8435 0.9442711386477391 0.1133243183485509 0.4278535477546383 5.411195278167725 False 52 8900 29.13 20.3 1389.4423 0.728573438176061 0.5091782729719095 0.468426714183786 5.79117488861084 3637.755 0.9469412227454033 0.10648452265635278 0.4434168856989283 5.237942695617676 False 53 9000 28.87 20.32 1356.0248 0.7180259842837934 0.5269947861621096 0.47567306059700387 5.65607213973999 3417.213 0.9462822513230766 0.10904604383277369 0.4431315830613631 5.120209693908691 False 53 9100 29.21 20.52 1225.8235 0.7076111762451952 0.5311034416200052 0.48724009768909915 5.6777215003967285 3519.5598 0.9459351531385537 0.10577620082167849 0.44552811346378296 5.188473701477051 False 54 9200 29.04 19.97 1149.8441 0.7272404779226787 0.5289496484426126 0.5384073596631123 5.362364292144775 3453.9993 0.9529559654430706 0.09485467111123286 0.46214575072757175 5.049683570861816 False