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 2.089 33.18 10116.644 inf -0.0050042516188980425 0.13705907771612832 94.43655395507812 6861.661 0.9885671916430442 -0.00976415869820094 0.16775074054138767 93.37320709228516 True 0 100 9.992 13.42 1106.4636 0.9815742806499014 0.019899563639312886 0.1647336535260295 3.4076101779937744 738.8682 0.9812924227678197 0.016856973477755402 0.19877039521309509 2.9895780086517334 True 0 200 9.956 13.41 997.99713 0.9705733607577841 0.06970048584143942 0.17303861683157212 3.253413200378418 670.3091 0.9697177821417653 0.07069546648030893 0.21160494650334324 2.7923898696899414 True 0 300 9.79 13.27 828.25946 0.9597308315000873 0.10544523046954457 0.1758957479767389 3.20611572265625 615.8426 0.9577784274585697 0.11081766337802332 0.21475884923738164 2.75935959815979 True 1 400 10.32 13.18 825.4714 0.9601627417565981 0.1045056577326217 0.16536987662918431 3.2335240840911865 611.3821 0.9580220382678999 0.11024983950916031 0.18810476038662113 2.789712905883789 True 1 500 9.835 13.08 765.6016 0.9456506895520296 0.12011682815165868 0.17899015904419258 3.2394232749938965 580.9279 0.9432361685723064 0.1273345613868405 0.22069105211149992 2.8043949604034424 True 1 600 9.741 13.83 740.7678 0.9324795657626448 0.1369493938920446 0.18638859986639794 3.1700758934020996 561.96826 0.9293341605596372 0.14365458830897845 0.22812179453061526 2.7040233612060547 True 1 700 9.757 13.09 676.97034 0.9313357750422463 0.1540177158719182 0.19272136613787444 3.1906421184539795 539.12103 0.9298529216428731 0.15691123573176513 0.2294079130520323 2.74947452545166 True 2 800 10.15 13.91 815.8883 0.9221165389186179 0.1487048725420784 0.2061922074983691 3.163630723953247 610.02606 0.9208040914388765 0.15088192963817998 0.23613354489384059 2.713466167449951 False 2 900 9.341 13.41 668.49475 0.9236097562204728 0.16201949767959145 0.2108338524112943 3.1585142612457275 520.05365 0.9219704237546303 0.1677449820951041 0.23920660703260727 2.719722270965576 True 2 1000 10.18 13.24 681.8768 0.9212945026134753 0.1606177957081905 0.22116863181113666 3.1484453678131104 520.84894 0.9193017125278473 0.16423264984237052 0.24386771359629508 2.7006380558013916 True 2 1100 9.775 13.34 651.9952 0.9182538502336387 0.17754647506039226 0.22088374768678418 3.1695117950439453 513.2308 0.917150175702733 0.17856025760113778 0.2463496908339826 2.737211227416992 True 3 1200 9.78 13.13 607.1732 0.9139735261453045 0.18672065943768956 0.23096765637897398 3.1938042640686035 496.7085 0.9139796433856573 0.18644481448491668 0.2544461107285806 2.7672672271728516 True 3 1300 9.802 14.02 611.95044 0.9109222114732444 0.19444636050972985 0.24159791279755713 3.1080009937286377 490.67917 0.9108210474137498 0.19292833999000544 0.26053353466778284 2.6739845275878906 True 3 1400 9.913 13.45 585.9537 0.9064928655874327 0.1987119219568991 0.24634745365639793 3.0822465419769287 490.4881 0.9068847506308275 0.19714375173599838 0.26004264091236506 2.6474313735961914 True 3 1500 10.16 14.61 596.2956 0.9017591456012414 0.19696625098347476 0.25570307487315685 3.124654769897461 497.6897 0.9017872703755458 0.19696767914047325 0.2707920592546189 2.6839377880096436 False 4 1600 9.057 13.06 580.5657 0.9185286869091082 0.18632549711678995 0.2731235149720942 3.089195728302002 507.35748 0.9199527149419932 0.18266415813926054 0.28174334497337994 2.667323350906372 False 4 1700 9.662 13.81 582.975 0.9035259410393119 0.2035564576021859 0.27344137734207785 3.0593788623809814 500.17502 0.9055068039928819 0.20169313129740746 0.2844006788104849 2.634953260421753 False 4 1800 9.325 14.16 595.41223 0.906977088347728 0.19501503832773412 0.28935890887836946 3.0581371784210205 509.81732 0.908026782362446 0.19330484580128515 0.2988266144050286 2.638718605041504 False 4 1900 9.387 12.87 558.9193 0.9089065740630327 0.195513784002447 0.2972010103593549 3.1063616275787354 495.84665 0.9113797955923922 0.18900329759968731 0.30343178292886674 2.6906425952911377 False 5 2000 9.276 13.68 563.0252 0.9062361795678858 0.20353386786749764 0.2974168263417402 2.997994899749756 488.01328 0.9085181816128728 0.19775884091453785 0.30090687126676163 2.5884594917297363 True 5 2100 9.829 13.01 571.6757 0.9016161614178965 0.1971413791479772 0.29523399968308855 3.0455567836761475 512.96606 0.9019192775091306 0.19609976200941004 0.29938383172819094 2.6433510780334473 False 5 2200 9.285 13.68 540.3635 0.904170543587069 0.20914486526777024 0.3098260177025338 3.1624650955200195 487.65057 0.9063573180795061 0.20438813963412972 0.3180795501565503 2.7416131496429443 False 5 2300 9.309 13.08 526.1349 0.9013840247212299 0.21218389451498454 0.30903800263705944 2.984532594680786 480.8733 0.904842148484108 0.20428947941981307 0.3128524418471653 2.579820394515991 True 6 2400 9.811 13.53 533.3468 0.8945481543496353 0.2205564515604056 0.322353618668722 2.96440052986145 479.9043 0.8979681486805019 0.21443155320954652 0.3254447595211489 2.559141159057617 True 6 2500 9.761 14.82 553.08563 0.8982928939120348 0.21366960863744425 0.32955614729620075 2.9457292556762695 490.2326 0.9020635333943291 0.20698434037234603 0.33173980526385516 2.5468571186065674 False 6 2600 9.573 13.27 548.6961 0.9022119403487611 0.20496838664177555 0.32793533771732647 2.974154472351074 502.95203 0.9053743557677134 0.19625432568568002 0.32763517693241967 2.5718185901641846 False 6 2700 9.393 14.57 527.95886 0.8940119990482497 0.21587008128895205 0.3333142143989801 2.9193077087402344 500.51147 0.898765671120009 0.2048700200790498 0.3408180834859917 2.5153565406799316 False 7 2800 9.241 13.11 525.623 0.8982548236646063 0.2162935093864471 0.3371579890330958 3.1464462280273438 476.66626 0.9031016949031362 0.2045079297578181 0.35357904793872 2.7134616374969482 False 7 2900 9.336 13.58 522.14716 0.8989528576380266 0.2093628136490519 0.3362704518068923 3.0714077949523926 489.793 0.9030067802461152 0.20221811700181944 0.3501177929645538 2.6402153968811035 False 7 3000 9.386 13.2 500.85083 0.8944020231513676 0.22135455526582726 0.3477467976992715 2.8992302417755127 487.55807 0.9002774543856478 0.20860627402153328 0.3580933858926217 2.503038167953491 False 7 3100 9.41 14.32 488.45038 0.8884186879923059 0.23486638363543225 0.3467306784233098 3.035050392150879 475.12042 0.8955154281331418 0.218525690317275 0.35331976476597166 2.6121816635131836 False 8 3200 9.547 13.12 531.58344 0.8981728993731717 0.214353138681671 0.34724707273401056 2.909942388534546 491.2375 0.9033933402037867 0.19999382417374176 0.3500795308126448 2.508300304412842 False 8 3300 9.392 13.89 489.4672 0.8922069103918887 0.23122190044674193 0.349869722441529 2.891258955001831 476.43576 0.899581597263969 0.21311096174020144 0.3599098540777339 2.480919361114502 True 8 3400 9.663 13.13 505.30432 0.894362135021556 0.22953629471779732 0.35455636221658965 2.893165111541748 473.99973 0.9003748164449487 0.2154642535589629 0.3582523158560246 2.491297960281372 True 8 3500 10.3 12.9 489.8856 0.8916678286938567 0.23180030933237405 0.35648666954884006 3.0694580078125 461.81165 0.8973916252269197 0.2199342315668928 0.36593052455063046 2.640406608581543 False 9 3600 9.425 15.46 482.69968 0.8949492111393801 0.23095024174465517 0.3575438016071622 2.882939577102661 477.9572 0.902198017997889 0.21603024645749355 0.3688640184700543 2.468130111694336 False 9 3700 9.433 13.01 518.61084 0.8934305913479147 0.21662731482116784 0.35521534567345914 2.891479015350342 493.21826 0.8982977241690865 0.20405715084595955 0.3629709641555662 2.5061519145965576 False 9 3800 9.038 16.71 513.90326 0.8825911718749965 0.23851086010671937 0.35963467778503655 2.8629231452941895 464.46866 0.8887971301285753 0.22338274729459537 0.37043219509220693 2.46553897857666 True 9 3900 9.984 13.41 481.2945 0.8887226623229416 0.2359046702937777 0.36610837359693876 2.8643548488616943 476.44595 0.8973162407903633 0.21880817295956928 0.37816537762714886 2.4605343341827393 False 10 4000 9.425 18.0 487.83228 0.878626343318833 0.2534916366939576 0.36537319172784793 2.851640224456787 467.48862 0.8868653256647399 0.23600049750349944 0.3777796334586281 2.4459588527679443 False 10 4100 9.508 37.77 486.863 0.8931821158986689 0.2504692631116275 0.3631088587157289 2.851987600326538 456.19907 0.90129761658887 0.23169931436738012 0.3773240350940829 2.440458297729492 True 10 4200 9.679 13.63 493.18884 0.8901719503516597 0.24786060217975736 0.35700151086871906 2.9097039699554443 469.1348 0.8974282734182072 0.23247660321060104 0.37775250181595676 2.520228862762451 False 10 4300 9.705 16.71 509.76334 0.8866303766754734 0.23515554962356752 0.3561558799272436 2.8585352897644043 482.5848 0.8959198894917756 0.21534042350575253 0.364475608445651 2.4622037410736084 False 11 4400 9.351 38.53 487.35175 0.8856316345818845 0.25279808994780484 0.3728873425687053 2.8746237754821777 463.47357 0.8940253131811875 0.2342764037128743 0.386235504964686 2.4557411670684814 False 11 4500 9.47 13.08 478.9576 0.8856877960226397 0.249327558673417 0.3749464698566174 2.88275408744812 468.27927 0.8944535635447726 0.2329987094874365 0.3812188805745978 2.518876791000366 False 11 4600 9.759 20.25 466.80783 0.8803676211307081 0.26527141526924325 0.381267351013551 2.8823564052581787 456.89474 0.889360710103802 0.2481870486219648 0.387377231611571 2.4733262062072754 False 11 4700 9.441 12.89 450.92288 0.8778351702094447 0.26699084110827687 0.373539720505617 2.8445932865142822 447.3982 0.8884995894367066 0.2466755102402908 0.37832043834360807 2.47953200340271 True 12 4800 9.272 14.66 446.1823 0.878277202817244 0.2682627858202287 0.38090895251355633 2.9129977226257324 456.0092 0.8893800362336063 0.247907720791532 0.3848265554471095 2.5027410984039307 False 12 4900 9.843 13.28 448.97696 0.8734521071000303 0.2591887270211836 0.3843076944549778 2.802262306213379 462.4833 0.8855068976000561 0.2351453380249482 0.38397729081933074 2.434156894683838 False 12 5000 9.739 13.72 461.77182 0.8741139956331262 0.2710173176223414 0.3780951083681604 2.821800708770752 458.39337 0.8852690652339449 0.24977978086192046 0.37765988173870146 2.4641242027282715 False 13 5100 9.5 13.26 464.30307 0.8669539809146908 0.27937023638565167 0.3922155206738306 2.802535057067871 460.84943 0.8791288063760578 0.2583814765270072 0.38481839020492353 2.4300756454467773 False 13 5200 9.614 13.5 483.26895 0.8738873961204365 0.24948146143142944 0.38678392350446844 2.8931660652160645 468.33432 0.8868390291692516 0.22431996463754536 0.389913913467372 2.5559606552124023 False 13 5300 9.678 24.26 475.90436 0.8719788190285918 0.2645148740568914 0.39105748146363445 2.8033933639526367 451.37543 0.884772661632629 0.2396764468700117 0.3930912520187687 2.4414358139038086 False 13 5400 10.26 15.32 466.556 0.8786747467629805 0.26487877595536474 0.392313567720321 2.793968439102173 475.34976 0.8901584258817172 0.24089552245980178 0.38491932145677743 2.4272520542144775 False 14 5500 9.156 14.49 483.3877 0.8796350109532588 0.2747833086461759 0.39761311414610706 2.8454973697662354 444.11508 0.8896051842383239 0.25338871414813297 0.3890962952875474 2.504326343536377 True 14 5600 11.03 13.06 451.58914 0.8738760856154731 0.27782370003174517 0.3932425231466218 2.8047800064086914 445.8945 0.8848377933031956 0.2554081796519217 0.3884323168152926 2.425760507583618 True 14 5700 9.952 14.43 473.35294 0.8695963806247522 0.279286566083251 0.4018205080634943 2.762519121170044 435.7571 0.8813103282776955 0.2546887355187954 0.3949783707739143 2.4225871562957764 True 14 5800 10.78 13.53 446.0173 0.8613968664804688 0.29271786193041516 0.4087727134120368 2.8268096446990967 440.59503 0.8751350338441396 0.2648072494768068 0.40144893361264516 2.442120313644409 False 15 5900 9.91 13.86 437.6026 0.8604733989257105 0.2927483988886681 0.3981582953500621 2.789802312850952 445.2282 0.8743308672559094 0.26433727231342974 0.39516755053076885 2.4589555263519287 False 15 6000 9.926 16.89 452.97922 0.8789084159011997 0.2779660817476422 0.39892939762294355 2.766855001449585 442.043 0.8889370234152559 0.25600988950462544 0.3915150323371974 2.42712140083313 False 15 6100 10.37 15.86 442.27444 0.8630083497876485 0.2916445506171917 0.4092260225920528 2.8243932723999023 433.29968 0.8762875587876242 0.2660127445019803 0.3919086062089088 2.522578716278076 False 15 6200 8.833 13.25 428.11414 0.8607006135312814 0.29957024102974356 0.41297977838937616 2.7811594009399414 431.81998 0.8755234991706903 0.27205545200243575 0.3964450170910445 2.4721856117248535 False 16 6300 9.109 16.13 425.47794 0.8649317470815098 0.2866725543887882 0.40873236222309384 2.7508208751678467 455.42764 0.8780345042450194 0.2594526333935448 0.4005957492386896 2.4222023487091064 False 16 6400 9.553 13.07 415.92422 0.8535932743236069 0.3067724819816065 0.4112778101252237 2.778900623321533 438.04312 0.8695365085053722 0.27650342162859465 0.3948446639796158 2.4788053035736084 False 16 6500 10.44 14.2 433.84613 0.8582459651828341 0.2984385117910725 0.41466406472539036 2.7386386394500732 440.06125 0.8740655833586528 0.26612899162700476 0.3932424395923719 2.4037845134735107 False 16 6600 9.532 17.76 455.64633 0.864454108843106 0.3012281776655155 0.404158279775925 2.7472476959228516 425.26382 0.8785951917813243 0.27103629464734713 0.39597098840787814 2.3941564559936523 True 17 6700 9.766 14.03 443.011 0.8551327479778905 0.30253403300918424 0.41496614478885274 2.7704215049743652 429.84103 0.866611229394596 0.2778971763934728 0.40215903144305254 2.4776294231414795 False 17 6800 9.598 33.11 437.59903 0.8551945737647865 0.31376816191467394 0.42981561544043734 2.7779855728149414 427.65347 0.8715716043154755 0.28024098759746 0.4064099142007751 2.4309322834014893 False 17 6900 9.383 16.27 460.50787 0.8695719930691437 0.29700156586316345 0.41771311467950173 2.7758734226226807 444.84476 0.8829928431335085 0.26482670715217754 0.3946487069569409 2.438143253326416 False 17 7000 9.98 15.02 443.9752 0.8496462128284124 0.31493847257472074 0.42751315700735487 2.787792682647705 421.75073 0.867292338845095 0.2787039229212472 0.40834018256149385 2.4299156665802 False 18 7100 9.373 15.42 452.70782 0.8484692314976531 0.3053991252905013 0.4249184152744963 2.6989927291870117 416.42905 0.8644421635732974 0.27179374192507894 0.4021172433280484 2.3852319717407227 True 18 7200 10.6 13.45 448.76004 0.8616752895152796 0.29314581380312066 0.41151569857523457 2.875185012817383 419.5665 0.8746686229957351 0.2677519656271522 0.388332016204601 2.515862226486206 False 18 7300 9.158 14.73 419.74307 0.8521965580968186 0.3121541818594191 0.43249986145878955 2.76900053024292 418.06607 0.8675904350705566 0.28058244911926644 0.41037804524186616 2.50512433052063 False 18 7400 9.99 13.87 422.86716 0.8558943956949867 0.30494866120390934 0.43416643982288877 2.7016708850860596 446.21494 0.8754669880363897 0.2656034029382809 0.40928216957012775 2.430828094482422 False 19 7500 9.55 19.36 424.27344 0.8560484560266067 0.3095436420426991 0.4357910283915308 2.675994396209717 420.97656 0.874201446116382 0.27032491122770974 0.401918951058794 2.3837838172912598 False 19 7600 9.733 14.86 413.19913 0.8540969905842158 0.3106627155288332 0.43877046277491233 2.713956594467163 429.23868 0.873924334128462 0.2696699036923773 0.40755633971753796 2.3960132598876953 False 19 7700 9.695 22.14 406.29837 0.8549662079766871 0.3068404372773753 0.4389129849738721 2.6763155460357666 426.7991 0.873664476149185 0.2676400444504352 0.40773279807698964 2.4056341648101807 False 19 7800 9.635 12.9 406.86575 0.843297345604586 0.3235767685147411 0.44227930140306715 2.6535351276397705 417.68857 0.8624270884442075 0.2832468922149866 0.4112474166794975 2.3902552127838135 False 20 7900 9.334 26.96 411.4683 0.8390699910237799 0.33165262160148895 0.44452061004921106 2.665116786956787 413.08063 0.8604001445525191 0.28831847863140464 0.4085550298871216 2.371966600418091 True 20 8000 10.41 22.49 398.1653 0.8375881157023201 0.33998576011738296 0.45287013713320573 2.672978162765503 413.1641 0.8576723734996138 0.2975796372751594 0.4094968303773388 2.433812379837036 False 20 8100 10.6 20.5 438.27917 0.8517821508205369 0.3005234468151328 0.4301624003759947 2.7856078147888184 432.7758 0.8689659429791464 0.26482868293077233 0.40707875506175567 2.526524782180786 False 20 8200 9.393 31.0 427.6291 0.8455643427543175 0.31816371698018325 0.4416012329825946 2.6819229125976562 415.0602 0.866603129731379 0.2748665611523485 0.41222421500619616 2.3719475269317627 False 21 8300 9.369 36.07 410.87094 0.8572594981202998 0.3210386949303684 0.44000154784740936 2.710033655166626 419.58356 0.8736209619029689 0.283862185434602 0.41101451884804757 2.3867321014404297 False 21 8400 9.494 14.87 403.50418 0.8444708425708117 0.33103836086013605 0.4497029484006512 2.7361977100372314 413.05093 0.8663824500813896 0.2850002019800455 0.417641445788418 2.4142086505889893 False 21 8500 9.394 43.42 398.46655 0.848170043357656 0.32782571396561244 0.4538155984930989 2.6390843391418457 416.37012 0.871519999514634 0.2777748935600704 0.4108331962248208 2.3657290935516357 False 21 8600 9.509 18.16 408.38055 0.840655899281184 0.3272726282439996 0.46612361491536053 2.6869587898254395 431.31076 0.8654662170454794 0.27874088098061445 0.41632653450691703 2.489269733428955 False 22 8700 9.968 12.75 399.7455 0.8381910347834012 0.33618257547252217 0.4607754107049215 2.598623037338257 421.29678 0.8611941502589756 0.2898248948269535 0.4140317607054173 2.3510489463806152 False 22 8800 9.354 18.71 402.17923 0.8417463630952032 0.3249005708687229 0.45246607992367693 2.6222052574157715 421.99088 0.8636474147174528 0.2800506082526925 0.41367635096309924 2.3567919731140137 False 22 8900 9.951 13.33 410.42493 0.8411181265973627 0.3329115974261663 0.46229654317091856 2.832080602645874 413.29285 0.8639112045657129 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