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 1.921 22.3 137894.38 0.9788192872021456 0.0032246222215667536 -0.430500500345832 7.978605270385742 177006.5 0.9774887438455181 0.00773563487001541 -0.5020855092706671 7.940319061279297 True 0 100 10.15 20.1 17158.498 0.9759330073872279 0.013358455993828 -0.4032543505386331 10.925389289855957 20946.475 0.9743133023793237 0.01924893084599954 -0.4897800454288774 12.009153366088867 True 0 200 10.23 28.91 23777.17 0.974615567607912 0.021135161428273045 -0.4255910710220288 8.710491180419922 30802.549 0.9726266098466423 0.02836007637354439 -0.5096338930613143 9.659160614013672 False 0 300 13.18 37.35 16040.234 0.9760712825462636 0.020627324753807397 -0.4197001909528649 5.320319652557373 17209.213 0.976812607817297 0.01460504796842925 -0.5002143163634679 5.942722797393799 True 0 400 15.47 39.01 12892.324 0.9746002875334594 0.022880534994362333 -0.40873455393023667 7.4960713386535645 15006.631 0.9751477908158727 0.01728340041439834 -0.4908499574820295 8.346085548400879 True 0 500 15.91 40.28 9049.714 0.9662316832446227 0.04755076206910573 -0.4051915152492933 5.451899528503418 14523.028 0.9643296194114221 0.053276273019271604 -0.4903420100299305 6.066397666931152 True 1 600 17.46 42.55 7974.2295 0.9655480844389389 0.04746513672861053 -0.40038346451029166 7.067468643188477 12280.026 0.9653332181303351 0.045585836058733814 -0.48961645127159925 7.946816921234131 True 1 700 15.31 40.59 9369.887 0.9648290025640706 0.0453024093504458 -0.38782695270444717 5.531073093414307 15176.167 0.9622089519052324 0.0514048952805221 -0.4773024639001212 6.206613063812256 False 1 800 15.81 42.24 8010.5356 0.9651028877493029 0.045410492275038725 0.29503439796516817 4.441644668579102 11508.696 0.9650735180623417 0.04209447609258902 0.3729785286756109 4.628818035125732 True 1 900 14.75 44.34 7266.097 0.958449024221812 0.06496509002017649 0.2807756254457228 4.749189376831055 12153.776 0.9582206570485068 0.06273236985555254 0.34750004717907557 5.2047271728515625 False 1 1000 15.62 41.13 9089.442 0.963050367839922 0.04867332523797425 -0.24887422207701332 4.89237117767334 11848.233 0.9632237715891249 0.04532732948588675 -0.27953625258271325 5.353607654571533 False 1 1100 15.57 42.7 8143.8535 0.9564602831104444 0.06321559417318004 0.0715568762426835 4.762269020080566 12790.251 0.9552342583041452 0.06447441550517002 0.11078527678141983 5.018284320831299 False 2 1200 15.02 40.35 6650.0757 0.9558908388860513 0.06808016133728868 0.07891465126252899 4.881784439086914 12376.408 0.9548386550111746 0.06913753052807353 0.12082106846581665 5.384234428405762 False 2 1300 15.37 42.43 6184.08 0.9548883180921486 0.0760069037767986 0.37112667409923716 4.220300197601318 12196.861 0.9539395923962686 0.07689967366270248 0.466787307093062 4.467334747314453 False 2 1400 13.68 38.91 6200.8096 0.9513263995638773 0.08389644695660191 0.3801113838687784 4.41281795501709 11428.426 0.9507422561935451 0.083243184344523 0.47194543565926594 4.76747989654541 True 2 1500 16.89 41.07 5833.4775 0.9476541285119148 0.09643784785295566 0.3900672727374648 3.9090147018432617 10677.65 0.947562703194082 0.09346497208215122 0.48261960342106364 3.903087615966797 True 2 1600 15.5 43.75 5914.268 0.9522306574540409 0.08187629591518837 0.37659508188385815 3.982616901397705 10325.2705 0.9530668203456025 0.07550963774075564 0.4702051038751046 4.0578179359436035 True 2 1700 14.24 43.29 5684.4644 0.9498934670635271 0.10050647334982946 0.3912034269906944 4.079784870147705 11400.4 0.9502053577664066 0.096123440467908 0.4832562838233836 4.233010292053223 False 3 1800 14.35 44.16 6063.723 0.9479147984836112 0.08691152039971199 0.3907416410664258 3.9281463623046875 10370.575 0.9481013591304609 0.08396567533279566 0.47895217896134024 4.000720500946045 False 3 1900 14.71 43.98 7653.668 0.965634572394903 0.0425076551140085 0.4110878087128682 4.215267181396484 11686.022 0.9683512789312129 0.0331769541617184 0.48533336116583203 4.486884593963623 False 3 2000 14.22 43.44 5952.096 0.9466215118969513 0.09507327028116212 0.4119972771755031 3.9910881519317627 12285.282 0.9463857922550704 0.09370915041970976 0.48867328954199335 4.180319786071777 False 3 2100 14.66 42.75 6065.618 0.9453003072498595 0.08326700720136361 0.4172582599741047 3.8098056316375732 12518.661 0.9450656117886632 0.08140477119171588 0.49235946102560096 3.854811906814575 False 3 2200 13.53 44.03 5994.6455 0.9554375754500498 0.06680971191554284 0.415819232238725 3.912144899368286 10312.485 0.957714275372847 0.05757674556899092 0.4969832552454885 3.817164659500122 True 3 2300 16.77 41.09 5452.196 0.9398461795494009 0.1087299362974228 0.4123830456003791 3.824165105819702 10524.326 0.9410565663209389 0.10024674307960983 0.490796426476686 3.8326025009155273 False 4 2400 14.28 41.51 4601.409 0.9385370352915461 0.10635848057606202 0.4166126216344605 4.004154682159424 9948.293 0.9400366786798586 0.09907911314013079 0.493654808006346 3.8396031856536865 True 4 2500 15.68 42.14 5400.009 0.9503329776171806 0.0786769334333245 0.36865251550522243 5.754795551300049 9951.661 0.9529498430651955 0.06867541888828677 0.45066818024744715 6.323408126831055 False 4 2600 14.81 41.43 5458.1753 0.9416606754924305 0.10546319478597227 0.3874388324976077 3.987987518310547 12275.45 0.941789332259009 0.10293169983015854 0.4690363066095364 3.9419491291046143 False 4 2700 15.92 41.18 4891.4023 0.9409111303804591 0.11552419566863088 0.3962585340237893 3.900261640548706 10088.268 0.9420526268647282 0.1090140326980083 0.47023210871894733 3.9894838333129883 False 4 2800 17.18 43.44 5157.0103 0.9358659213855767 0.11983829985636198 0.4244212217749914 3.8018991947174072 9554.441 0.9376282893476516 0.11164565322443892 0.492541800722288 3.7951207160949707 True 5 2900 14.43 40.59 5552.394 0.9500784079477327 0.1093697350518326 0.4198854664382333 3.797407388687134 11580.975 0.9500774232741033 0.10507551608455297 0.5008171113167396 3.811938524246216 False 5 3000 16.34 43.71 5599.646 0.9444538728742606 0.10365013778088357 0.3879799080077206 4.062479496002197 9878.102 0.9450099910765764 0.09845098624346732 0.4676718846587778 4.1877288818359375 False 5 3100 16.46 40.74 6127.232 0.9396353753801223 0.10991564100822657 0.40672427419258245 4.17202091217041 10642.48 0.9401501890075951 0.10510111015557394 0.4760186878801375 4.395256996154785 False 5 3200 14.55 41.92 6360.818 0.9375062248458491 0.11501219085192536 0.4192847078699791 3.8472042083740234 9376.531 0.9383688847239369 0.10897822280068463 0.49415794821695336 3.8193483352661133 True 5 3300 16.06 43.28 6048.677 0.9326454868624542 0.12510259135318874 0.41740959592323656 3.9640142917633057 8853.139 0.9348537890365403 0.11531449060262865 0.4861088251260978 4.0979413986206055 True 5 3400 16.99 39.8 5862.1973 0.9356364344136416 0.10674792980446844 0.43349444727971737 4.59658670425415 8776.051 0.9381045692330933 0.09860033142549318 0.49233061464777733 4.426955223083496 True 6 3500 13.96 42.44 4960.1006 0.9378439089398696 0.11982410364225922 0.4106478379425935 3.8329432010650635 9918.714 0.938742953419876 0.11431026207152185 0.4854276022494886 3.857745885848999 False 6 3600 14.33 41.62 5153.751 0.9360903732651084 0.12124168335434368 0.43687154466851785 4.35476541519165 8557.698 0.9375184104377935 0.11441624803735338 0.49597161928442973 4.687973976135254 True 6 3700 15.27 40.42 5700.4395 0.9344770451296973 0.12968774103123754 0.4318304415313657 4.16450309753418 10411.487 0.9353383429443523 0.12318147879293227 0.5015972463020776 3.941535472869873 False 6 3800 16.07 42.7 5483.1504 0.9383126232148105 0.11669642981775831 0.40230865154207995 3.9410719871520996 10013.231 0.9391049391761715 0.11098997106250855 0.4809653665757333 3.953153610229492 False 6 3900 15.47 40.98 4663.44 0.9368039034620026 0.11874906214629474 0.4357355584102603 3.7346694469451904 9051.782 0.9392560775900103 0.1090852435719784 0.5039070147272255 3.748164415359497 False 6 4000 13.92 43.46 4596.2676 0.9387639655543815 0.1298982048134651 0.42969250393681135 3.7665600776672363 10334.886 0.939662352005787 0.12292316079757228 0.5012285581668553 3.7847230434417725 False 7 4100 25.33 58.59 4871.7163 0.9365517214939629 0.12526412591377645 0.42291955455824914 3.7847228050231934 9036.608 0.9388556216221388 0.11519787773059506 0.4967709355507309 3.8017516136169434 False 7 4200 30.52 59.1 5196.191 0.9261502337078099 0.13459428055614694 0.4340117974608099 3.795541763305664 8709.166 0.9286690490627365 0.124135843739267 0.5033237686001146 3.9134140014648438 False 7 4300 30.41 59.0 4587.1084 0.9339402144857745 0.12129620066759159 0.43297380298258237 3.775928258895874 9381.324 0.9363569119732704 0.11232090737228237 0.5058454563496485 3.739997386932373 False 7 4400 30.49 63.4 4262.185 0.9299493467647245 0.13492367454784898 0.4366625330217553 3.7700257301330566 8652.963 0.9326492570141797 0.12489152658767848 0.5106448933650867 3.70800518989563 True 7 4500 34.32 87.96 4340.267 0.9268972916810008 0.13613082074763327 0.4358484529113442 3.7357895374298096 8134.992 0.9297092964125636 0.12514474196709482 0.5059414407290915 3.7600274085998535 True 7 4600 37.02 90.74 5376.359 0.9245605224197462 0.1387294484767811 0.42946393421630036 3.881868600845337 8421.351 0.9276729317016068 0.12633409319507502 0.4943777683733409 4.087769508361816 False 8 4700 36.78 90.91 5273.905 0.9248516623908384 0.13396973561312275 0.4439901504034843 3.70418381690979 7939.534 0.9290773941090346 0.12078974390483121 0.5069166972527344 3.7502799034118652 True 8 4800 37.32 96.09 4991.653 0.9296872628095014 0.12374397716726104 0.4419196376471794 3.7294228076934814 8473.896 0.9324080619465637 0.11389222777833637 0.5063628849464729 3.8123929500579834 False 8 4900 38.6 88.7 4412.902 0.9304066194228446 0.133900226927017 0.45047191465620207 3.6967427730560303 8448.696 0.9336249303679595 0.12199948226360631 0.5139917981775319 3.7207865715026855 False 8 5000 37.52 92.74 4715.792 0.930723348334446 0.12601405607282248 0.45075346258622384 3.7091169357299805 10928.421 0.9328290372248363 0.11693323888176588 0.5061750021148342 3.7991998195648193 False 8 5100 38.29 89.91 4334.856 0.9278307175441672 0.1453245483728961 0.4476279594046399 3.982215404510498 8804.228 0.9316256892333867 0.13151459495114115 0.5117033178149567 4.226787567138672 False 9 5200 37.75 92.51 4024.9727 0.9236574457151392 0.15285585858029507 0.4481374264276804 3.6909701824188232 9318.934 0.9272560313418128 0.1387454525591541 0.5150317341178712 3.680222272872925 False 9 5300 37.89 87.46 3965.254 0.927245569387985 0.14745004299836603 0.44064214877439 3.905740976333618 9325.423 0.929434585704106 0.13877201758858013 0.5132296821117155 3.7733821868896484 False 9 5400 36.98 94.52 3984.9646 0.9213357759882455 0.1475972312872271 0.44900693725659446 3.716975450515747 8532.905 0.9251390165112582 0.13427723152797655 0.5090487633504228 3.8496034145355225 False 9 5500 37.48 93.23 4066.3718 0.922881661797153 0.1458032710929178 0.4609451806725632 3.633864164352417 8007.238 0.9273498587471831 0.13153753612166857 0.5217949402105905 3.657193422317505 False 9 5600 38.66 84.35 3880.924 0.9180639231058014 0.15177907118519723 0.45252767659970783 3.6867635250091553 8698.719 0.9231627093750254 0.13517005714466057 0.509382813896135 3.695296287536621 False 9 5700 36.4 86.93 4131.932 0.9298000643469673 0.13555931778704428 0.43627046658229707 4.370491981506348 8609.713 0.93398238803915 0.12052190268072109 0.45756963664013 4.8310465812683105 False 10 5800 36.09 89.74 4348.394 0.9224923003186205 0.14835645519885093 0.44950354648191915 3.6777665615081787 8744.31 0.9260795880531657 0.13368228238594795 0.5064094042785723 3.731212854385376 False 10 5900 38.65 88.0 4765.3374 0.9204926032494527 0.15356453295564698 0.46877711306044184 3.596923351287842 8166.725 0.9242556838714273 0.13842828915780236 0.5231974760325366 3.6687660217285156 False 10 6000 37.67 92.47 3902.9263 0.9188090268865324 0.15730847855615832 0.4653751240211846 3.6312413215637207 7916.582 0.9238670562843315 0.13913509207420283 0.5262766357162313 3.6725902557373047 True 10 6100 37.5 94.75 4091.1646 0.9173098075323298 0.147983265290526 0.4697246843911211 3.835552930831909 7888.11 0.9211852747676658 0.13317665111689064 0.5184887062197522 3.803905963897705 True 10 6200 37.54 98.14 4036.3171 0.9159650855247116 0.1557201215549701 0.450692546402265 3.680816173553467 8535.036 0.9211665512977458 0.13984389606585293 0.51502260533404 3.7503561973571777 False 10 6300 37.78 88.44 4063.0525 0.9312343713344267 0.13265813695180337 0.45247318977790113 3.8255577087402344 8319.459 0.9354924220494236 0.11807057210454878 0.50162020614877 4.047885417938232 False 11 6400 37.6 82.5 3811.322 0.9143252084308492 0.16309526335444025 0.47245491434107245 3.5963778495788574 8202.835 0.9201458864921356 0.1456259690621874 0.5235456883944117 3.668621301651001 False 11 6500 39.14 82.79 3811.6729 0.9117420329048093 0.1663777716503502 0.4796287136622353 3.5666139125823975 8204.869 0.9169771373649309 0.14866049173643378 0.5271152656674764 3.70419979095459 False 11 6600 31.93 77.22 4058.276 0.9203463562049106 0.15933660984676842 0.4822338268990525 3.583954095840454 8387.219 0.9246364025759719 0.1435625738233141 0.5318406512701628 3.731417417526245 False 11 6700 32.66 85.2 4075.3513 0.9194677463639267 0.16092817898049694 0.47861179633445444 4.110966682434082 8176.24 0.9254407327412703 0.14162068550450205 0.525817990804733 4.46195650100708 False 11 6800 36.8 86.96 3565.713 0.9121747365629641 0.17009148518737782 0.4684035713638695 3.7035980224609375 8443.904 0.9183077072829207 0.15057454611215562 0.5214067085996408 3.902764320373535 False 11 6900 36.63 83.25 3402.793 0.9100120085826676 0.16499125011623697 0.48445558937638333 3.873181104660034 8212.515 0.9167745158491166 0.1455427622647357 0.5333806812900828 3.734203815460205 False 12 7000 30.54 58.59 3187.6865 0.9092955214620021 0.16933915889808748 0.4937981276939354 3.499321222305298 8168.726 0.9164162760551323 0.14829981277852938 0.5370841308549542 3.589256525039673 False 12 7100 30.45 64.11 5070.976 0.9101377861615667 0.17405611927612463 0.48423887399210347 3.6109836101531982 9075.7 0.91653606249487 0.1541711651719505 0.5311411695766757 3.7883143424987793 False 12 7200 30.59 84.73 4398.971 0.9186944574485755 0.1774206607774069 0.4703420696591473 3.6042284965515137 9094.262 0.923560249555098 0.15851890990394882 0.5213992409405788 3.6929073333740234 False 12 7300 36.95 88.86 3578.5078 0.9132613373113926 0.16572741553408601 0.483225273104756 3.76004695892334 7662.1265 0.9204573451236783 0.1444082451769165 0.536328479824645 3.66113018989563 True 12 7400 36.34 91.27 4225.125 0.9120099154277411 0.14875390343169978 0.459915737329799 4.654006481170654 7771.3374 0.9188033273390492 0.13137742519975562 0.4918343607963762 4.62740421295166 False 12 7500 37.41 91.38 4119.6377 0.9247669723762575 0.156130567059155 0.44085154700150664 5.492195129394531 8651.41 0.9294843252102265 0.13913720851941327 0.4830172324878809 6.117140769958496 False 13 7600 37.76 92.01 3855.797 0.9084480201791089 0.17664397131423906 0.47766225458559497 3.6079368591308594 8349.379 0.9161644519274592 0.15535256503449973 0.5299625436133083 3.619619131088257 False 13 7700 37.54 92.96 3906.459 0.9124752235758181 0.17587867546800298 0.4779456240160255 3.754145383834839 8187.181 0.9202904762848996 0.1531259099954437 0.5302423772582454 3.999650716781616 False 13 7800 38.19 91.44 3815.2644 0.9114728940843067 0.17594397990025998 0.4832249205787569 3.5549161434173584 8024.9346 0.9186340087760894 0.1537802119237329 0.5335608591872174 3.624809503555298 False 13 7900 38.81 90.99 3594.2908 0.9041446227583573 0.1848060975914654 0.4842297408359612 3.5721559524536133 7774.97 0.9126483331007001 0.1612936891550159 0.5272531847494052 3.6180331707000732 False 13 8000 36.21 91.65 3559.2627 0.9050042333530017 0.1769107271410687 0.4851239736562899 3.8151328563690186 7511.282 0.9145677897274185 0.15033518823976022 0.530315082342124 3.7363741397857666 True 14 8100 37.6 94.3 3639.906 0.9029824299258685 0.17544671047891328 0.494308930907574 3.6837024688720703 7704.317 0.9126356623110918 0.15051106980781556 0.5401835587853921 3.630211353302002 False 14 8200 37.92 93.84 3586.375 0.9059130617184412 0.18894938380310447 0.48623715553011165 3.596750497817993 8343.208 0.9149977177957946 0.16204526531732336 0.5323918052875997 3.787536859512329 False 14 8300 37.87 91.06 3773.0806 0.8968482015305659 0.18751656251418636 0.4973417068767619 3.6093063354492188 8409.784 0.9081299200748818 0.1592178549779657 0.5384342758119971 3.648160219192505 False 14 8400 36.97 90.24 3465.7998 0.905718460453842 0.18825996678877552 0.4856426953806147 3.669081449508667 8643.808 0.9159743816177403 0.16013276413733307 0.5309483768747865 3.9042932987213135 False 14 8500 37.29 93.19 3123.1936 0.9036615229021138 0.1911134740574876 0.5000440372380347 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