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 7.514 140.0 215450.39 inf 0.0006129709383533356 -0.06108913929774864 70.3565902709961 235918.7 inf 0.00012609539697890911 -0.08821887409107981 73.3383560180664 True 0 100 30.29 144.7 13414.65 0.9159377545551806 0.13550853374744068 -0.12505772940325802 39.802146911621094 13533.157 0.9182799650506818 0.13086900422388273 -0.13751506278546927 38.79771423339844 True 0 200 12.3 108.1 12442.79 0.9064534520480415 0.16269817130757033 -0.09286053758530127 21.6135196685791 12824.79 0.9087767902156456 0.15816733902795269 -0.1167410123507849 21.06528091430664 True 0 300 20.58 117.7 12593.102 0.8966093020356478 0.14390048244570888 -0.09511332605600756 1.8152813911437988 13284.907 0.8993751154115693 0.1394763662405239 -0.1171637217945267 2.49292254447937 True 0 400 16.75 119.5 14334.834 0.9011791998302431 0.13089831982012148 -0.0986010525297815 1.9114638566970825 15680.522 0.9038934474488681 0.1266736360848874 -0.11721353623135651 2.586505651473999 False 0 500 17.83 114.3 10475.676 0.8685066309884821 0.21947038251752912 -0.11304292994259292 1.9280271530151367 11252.606 0.8732406941652696 0.21094347966413798 -0.1229069935511168 2.5648953914642334 True 0 600 19.24 139.8 10842.461 0.8653526140928015 0.20227869861861908 -0.12456882790981104 1.9377121925354004 11982.029 0.869808973644559 0.1940425442202543 -0.12407921523084248 2.5519330501556396 False 0 700 17.51 114.6 11152.826 0.869299710489507 0.2024468106987114 -0.13893272745363985 3.072763442993164 12147.705 0.8743929512714911 0.1937863939944309 -0.12175650805853408 3.457109212875366 False 0 800 20.1 114.6 9457.998 0.8479798407931471 0.27236447279878623 -0.13744712276003457 1.8199619054794312 10566.2295 0.8530541747570691 0.2616367876207988 -0.12620445319153498 2.483924150466919 True 0 900 19.0 123.0 9364.531 0.8444924890883545 0.270724880916379 -0.13457226126719835 1.8404370546340942 10338.237 0.8498467765803442 0.2604115343110241 -0.13071748094347693 2.572394371032715 True 0 1000 16.6 115.3 9176.197 0.8408981894998767 0.2787653238225743 -0.15371828383094052 1.7910279035568237 10421.509 0.8461497465000247 0.26889071383865537 -0.12074204946882754 2.413635015487671 False 0 1100 17.03 121.6 9122.593 0.8369655869210124 0.2720095653746487 -0.14546159133610517 1.7943171262741089 10278.191 0.8432929395460864 0.2599048365312212 -0.12129691394113494 2.4412312507629395 True 0 1200 20.33 150.3 8622.414 0.8283842136428603 0.3079144275347885 -0.15290703701689265 1.7763243913650513 9779.897 0.8350929030800702 0.2932448824737274 -0.11357724655022705 2.4299864768981934 True 1 1300 14.69 123.5 8679.894 0.8305079465212504 0.28601695121662163 -0.1302270734229219 1.7565633058547974 9915.7295 0.8368744216941882 0.27356359524991014 -0.07507128353242556 2.3912343978881836 False 1 1400 20.17 121.0 8631.832 0.8251545733231402 0.29863458480133215 -0.1321195096417704 1.7950831651687622 9824.1875 0.8323352874355849 0.2845097301835962 -0.1024552790942772 2.4733569622039795 False 1 1500 16.78 253.6 8221.064 0.8206765572442928 0.31731857750600106 -0.10952081921556875 1.735413670539856 9445.951 0.8274454116671746 0.30293104722760517 -0.053704962317799636 2.3828284740448 True 1 1600 11.35 122.0 18290.205 0.8861627130623146 0.16770256588280413 -0.1136206572500797 3.067577838897705 19189.744 0.8908871083241221 0.16070156155633197 -0.09252790898398248 3.4615843296051025 False 1 1700 18.01 126.4 8326.451 0.8249920459572427 0.29615690768671915 -0.10881041975012935 1.8005083799362183 9735.019 0.8324619318408448 0.2801805840914108 -0.06837089172545756 2.448655605316162 False 1 1800 17.02 115.1 8035.0483 0.8180873567272112 0.32234347418701115 -0.061806812094537276 1.7677778005599976 9345.673 0.8259305649790238 0.30472581713523667 -0.015436834484224312 2.377068281173706 True 1 1900 18.52 121.5 7746.3296 0.8099081837427649 0.32745913491955914 -0.041463450928692164 1.7053934335708618 9200.316 0.818341330612695 0.3084976698828555 0.005299291815212333 2.3760406970977783 True 1 2000 20.94 129.2 7623.4194 0.809019877274204 0.3309520067548913 0.03292555864912441 1.680803894996643 8984.945 0.8177325951747955 0.3116740035316559 0.07146626283215679 2.300783634185791 True 1 2100 16.86 112.7 7675.82 0.8080410381856693 0.332541444990978 -0.07894609160703071 1.7976820468902588 9237.726 0.8169659925706702 0.3109995169370955 -0.077113050252533 2.4606308937072754 False 1 2200 19.57 127.8 7517.446 0.8039634513326902 0.3376487754285714 0.04665795268411522 1.6425403356552124 8856.415 0.8130132462370363 0.31740561591369815 0.08247937850440741 2.2777886390686035 True 1 2300 19.96 124.1 7297.6377 0.7969000091815515 0.3512856411286822 0.02857113918058633 1.6413661241531372 8679.888 0.8065416614600295 0.3283648422412413 0.05011858718024841 2.293203115463257 True 1 2400 19.18 264.8 7233.2446 0.7988354368475873 0.34426746571637085 0.01466565138774071 1.6541696786880493 8694.522 0.8087430044258113 0.32116303107409844 0.032902376863736545 2.307530403137207 False 1 2500 10.79 120.3 7510.8647 0.804866682080614 0.32945296328631474 0.008277643239167704 1.7733956575393677 9090.948 0.814795643739759 0.3065273877792635 0.00994502524396009 2.5284388065338135 False 2 2600 20.59 119.7 7200.873 0.7969878703010772 0.34248634849633575 0.101776733674242 1.6606961488723755 8819.173 0.8077752453371957 0.31922322327421776 0.10560933423301652 2.278663158416748 False 2 2700 19.02 183.2 7037.2637 0.7923106638544641 0.3636306519587015 0.11319108968797355 1.5996307134628296 8515.695 0.803711595926921 0.3375327355567546 0.12290001684925415 2.2812306880950928 True 2 2800 11.57 117.5 6959.626 0.7923785204686371 0.3690451157842676 0.13217426197035737 1.585229516029358 8378.416 0.8032619695099643 0.342433553817333 0.1462728827973598 2.2511379718780518 True 2 2900 16.71 182.8 7073.025 0.7954711578054111 0.3432697490365343 0.14222515279489595 1.5773775577545166 8504.768 0.8064720473688961 0.31839819840650513 0.1448804924746027 2.241689920425415 False 2 3000 11.96 121.4 6699.9414 0.7835566606578463 0.3747705294392781 0.15136634836259089 1.5742547512054443 8332.246 0.7961339161498585 0.34578615401306917 0.15317080076687037 2.260524034500122 True 2 3100 18.23 117.0 6935.4214 0.7880709095312668 0.36185623841502784 0.21502549066893614 1.5813515186309814 8606.7705 0.8002855725754127 0.3346668210831031 0.2013760608804375 2.2077624797821045 False 2 3200 19.52 123.8 6615.071 0.7840041341978712 0.377934233680581 0.205423247514801 1.6493611335754395 8222.722 0.7968235393447944 0.34695556494512897 0.19903799559515187 2.240957260131836 True 2 3300 16.46 114.3 6518.727 0.7806804028645575 0.3859290035001306 0.21397702349204126 1.74167001247406 8068.346 0.7938686305601852 0.355605408235315 0.20157291651852938 2.5255327224731445 True 2 3400 19.35 108.2 6770.47 0.7846720497936817 0.3750019049207685 0.12344466156400855 1.5910767316818237 8283.512 0.7978118431947581 0.3439712673034345 0.1223636755030362 2.269404172897339 False 2 3500 16.8 107.4 6485.0063 0.7780310155709969 0.3842998032403031 0.2052072630517334 1.6013370752334595 8054.6035 0.791478919654417 0.3540098260505562 0.1912256154940424 2.3390681743621826 True 2 3600 18.48 118.3 6502.837 0.7774958186520068 0.3741318946149644 0.18872709908757362 1.627278208732605 8022.849 0.790648817285759 0.34368989942721573 0.15965967880009443 2.24934458732605 True 2 3700 14.86 104.2 6559.648 0.7787686930879539 0.38056303950278114 0.2357818067895024 1.5231521129608154 8331.377 0.7932673528427179 0.348690985559773 0.20944862467433903 2.2223122119903564 False 2 3800 16.29 125.6 6271.702 0.7750363573656792 0.39991226380477607 0.22142857729582718 1.5315895080566406 7901.0557 0.7890465946099653 0.36614510579202303 0.18981073395510512 2.2318673133850098 True 3 3900 13.79 121.1 6776.271 0.7805787088221083 0.3693122575280567 0.25232535736220363 1.5062193870544434 8202.39 0.7945933155577479 0.33835439488676744 0.21480397180355904 2.1880698204040527 False 3 4000 15.58 117.8 6340.461 0.7698134946821378 0.3849197385569451 0.2414634012979581 1.5272588729858398 8074.5117 0.7858290662840861 0.3492548488626336 0.19927578580694943 2.247145652770996 False 3 4100 15.93 120.7 6288.12 0.7740882353901551 0.39356161599129513 0.2570171528975463 1.512864589691162 7886.1787 0.7890149075769604 0.3573175842573697 0.23134723421287082 2.1741416454315186 True 3 4200 17.78 114.2 6465.718 0.775395902617088 0.3988756672679139 0.2648323657075375 1.520646572113037 7913.334 0.7902530902071851 0.3623995306905082 0.23366727750661928 2.243288516998291 False 3 4300 18.36 117.6 6255.683 0.7659818753693373 0.414172794654293 0.2736157035570557 1.5070537328720093 7612.773 0.7821333487353287 0.37576330494698584 0.22162757822974866 2.2381958961486816 True 3 4400 16.51 137.0 6435.7036 0.7706105156354844 0.39848748936532163 0.245245164252747 1.5365145206451416 7849.6265 0.7862463928701457 0.36209077920238236 0.22118776338617757 2.181854486465454 False 3 4500 18.38 114.0 6352.295 0.7718069253219639 0.3936218510829833 0.23001135416527677 1.5982273817062378 7887.629 0.788030154004815 0.3554769650150462 0.21024187300657057 2.2089083194732666 False 3 4600 17.4 116.7 6391.581 0.7718324416015062 0.378816648550009 0.26099736651128047 1.513684630393982 7972.8867 0.788256898697992 0.3412515068195971 0.22854169645278646 2.2288529872894287 False 3 4700 17.99 146.9 6190.132 0.7671179247298605 0.40740610649811837 0.26038310161238803 1.5014469623565674 7751.0312 0.7840920944486722 0.36863352237732294 0.2316800325771801 2.1810100078582764 False 3 4800 13.16 116.9 6231.4565 0.7722234327201304 0.39066032933088896 0.29964378862938157 1.4825046062469482 7837.9414 0.7887722787562531 0.3527247580696205 0.24572591220431633 2.198483943939209 False 3 4900 20.94 123.2 6291.551 0.7718567569193115 0.3953479605625874 0.3055713749407833 1.5116655826568604 7890.881 0.7892598929138119 0.35572709820060744 0.25347848459969446 2.261336088180542 False 3 5000 19.41 175.3 5884.841 0.7588315798479066 0.41938113252751685 0.3032170236513482 1.465193748474121 7516.3335 0.7777579988850581 0.3746077017929218 0.2632047402760447 2.161242961883545 True 3 5100 12.41 113.3 6093.9443 0.7643473427401436 0.4149487108825885 0.29814976066597104 1.4843192100524902 7716.734 0.781995889626086 0.3737622073417078 0.23686469515532732 2.213291645050049 False 4 5200 20.67 122.2 6031.3364 0.7666920739023605 0.39861352142259143 0.2995446677640686 1.4813923835754395 7680.812 0.7850228341684504 0.35401051623606644 0.25496409315666907 2.150259494781494 False 4 5300 14.38 111.0 6058.265 0.7560173637490327 0.41728937870567495 0.29330346246117667 1.4946646690368652 7596.916 0.7765930763348912 0.3694716491669838 0.2513767307942007 2.2222344875335693 False 4 5400 17.56 121.9 5975.7114 0.7535214943149257 0.42119401604949697 0.297628520185971 1.4753930568695068 7754.6997 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0.2821607526674381 2.1449332237243652 False 5 7000 17.58 105.6 5781.2617 0.758100227357838 0.42386463188054435 0.29892535518124336 1.4706556797027588 7622.9624 0.7824636189087962 0.36255316456300896 0.25793399940064965 2.1743967533111572 False 5 7100 18.67 115.6 5453.276 0.7418537855680126 0.44592661400924405 0.32763200913185514 1.4396355152130127 7249.0693 0.7656310340564645 0.3900884423473524 0.2770776060306237 2.134456157684326 True 5 7200 20.45 115.1 5437.853 0.7484367366238336 0.4421495288853162 0.3393801361454016 1.524253487586975 7421.4634 0.7717827227504439 0.3866811491641654 0.29816771214599896 2.129237174987793 False 5 7300 17.98 109.1 5412.3193 0.7518513593891404 0.4453702216169929 0.33519719640899037 1.4349818229675293 7303.6377 0.7757219464483943 0.3859167953526052 0.2921314251314578 2.1082828044891357 False 5 7400 19.97 118.0 5279.9272 0.7375090270024195 0.4461634083910023 0.32928800902074673 1.4509267807006836 7324.332 0.7650338880975959 0.38144160356092577 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