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 17.67 228.1 25847824.0 inf 0.0380531892469405 0.20783305430276527 64.20315551757812 12629502.0 0.8864453371201058 0.03582169058540228 0.2002486494574513 63.43445587158203 True 0 100 29.52 219.3 1065033.5 0.8662508487283385 0.012069661623096313 0.12269914554550389 80.50902557373047 614274.4 0.8702942789869919 0.01953821635510204 0.09052944881143456 79.68122100830078 True 0 200 28.81 215.8 1153603.9 0.8637007431569763 0.04150705671442819 -0.11940989408234949 79.75294494628906 625856.9 0.8699140982679948 0.037446214509715206 -0.18495557436655474 78.9178237915039 False 0 300 28.52 680.6 1034209.06 0.8564031748534991 0.07448916708165045 -0.24976316863528805 76.34658813476562 578507.3 0.8621432677501671 0.07242612362344471 -0.285083951340596 75.50300598144531 True 0 400 29.13 231.2 1157763.5 0.8768879589184196 -0.005021782561565661 -0.3108083856030977 71.63966369628906 683894.4 0.8805399492158079 -9.413264822099023e-05 -0.3289859783554345 70.71807098388672 False 0 500 28.98 547.6 1026576.44 0.8581133064609929 0.09908546848432824 0.2924075193114078 74.54785919189453 577950.4 0.8635865416303641 0.09661004662904071 0.26572296174586024 73.80995178222656 True 0 600 28.9 220.0 1013269.6 0.8575307140286633 0.12561539997625193 0.0778547824203724 75.34022521972656 582680.7 0.8622062543980691 0.13502133752965295 0.023822340758886784 74.53607177734375 False 0 700 28.4 532.7 979214.1 0.8496493800413893 0.12275451633894256 -0.32541555901451236 67.91160583496094 559077.1 0.854382095294295 0.12421263097960318 -0.3256832201347374 66.44332885742188 True 0 800 28.95 257.2 980579.06 0.8522946899566953 0.14873475300174618 -0.31129574381254366 70.82184600830078 562007.56 0.856521205680076 0.15654674304889818 -0.30543624730692337 69.68233489990234 False 0 900 29.11 266.0 982695.2 0.8488944484240311 0.10875351775025333 -0.32337025638091493 58.796321868896484 581501.4 0.8517717016104714 0.1142541087029053 -0.3289745802118185 56.75284194946289 False 0 1000 28.76 394.8 1137931.0 0.8515240314562701 0.09972437366203107 -0.3395664391174485 26.192811965942383 676733.7 0.854849650253887 0.10081188807407244 -0.33478139125445444 24.331985473632812 False 0 1100 29.17 232.7 1604584.0 0.8646064748838846 0.07014438523317762 0.0558015678725714 61.23521423339844 825539.44 0.8682974444967124 0.07204451764296853 0.00569487610037803 60.60018539428711 False 0 1200 28.84 396.0 893458.9 0.8332063200502366 0.1495542333393386 -0.3251781354390327 33.13332748413086 531705.8 0.8360926504519955 0.1518582129898938 -0.3162994738021214 30.845487594604492 True 0 1300 29.85 232.0 831136.4 0.8398776701656797 0.1359431713272294 -0.3151728274548342 35.52464294433594 523267.6 0.8424740039095893 0.14224721089451806 -0.2982755722198356 33.41807556152344 True 0 1400 29.35 423.9 954622.94 0.8479447269620961 0.13243489528160704 -0.26717603285950997 56.53180694580078 540270.44 0.853766847092342 0.13165835433392165 -0.2947592263194648 55.62867736816406 False 0 1500 29.32 221.1 1022233.9 0.852755965171167 0.0972656054022092 -0.2522661687216467 35.660274505615234 626777.5 0.8560227167975948 0.09971610550087152 -0.2873486747142344 34.50871276855469 False 0 1600 28.75 231.4 916361.94 0.8389574120925946 0.12627766551522276 -0.307091968583927 43.90250015258789 564966.44 0.8419346041713762 0.129298248499803 -0.3251625832759268 42.4762077331543 False 0 1700 29.56 216.9 972184.6 0.8552419993842447 0.09847372135449588 -0.3393964451707601 22.242395401000977 622893.7 0.8602950878034009 0.09465560311050866 -0.33980751606904436 21.00188636779785 False 0 1800 29.16 216.2 845789.5 0.8389896847226316 0.13228733523190359 -0.31203897537918424 19.113933563232422 542868.4 0.8438739464404506 0.13072461414045086 -0.2948518890797161 18.020954132080078 False 1 1900 31.96 217.8 971056.4 0.8583727574680701 0.07953291573929 -0.33138950804792777 34.76725769042969 676731.1 0.8605199627426753 0.08223240046395322 -0.33296169902371286 33.195735931396484 False 1 2000 29.39 221.9 766303.25 0.8353993152081468 0.15822997169212258 -0.327244918791972 44.15581130981445 506196.22 0.8406614108757384 0.15671419176881723 -0.32701419485798 42.73900604248047 True 1 2100 29.48 219.6 750924.6 0.8371790075699286 0.14336985740723268 -0.315262746883604 38.38328170776367 517487.5 0.8429549038632251 0.1401797774069529 -0.30598118272033037 37.257381439208984 False 1 2200 29.12 239.7 694675.2 0.8302735473054462 0.17084654824707243 -0.32565562019959815 40.59868621826172 496686.34 0.8357232582657802 0.16873440051510508 -0.3293995676168433 39.247798919677734 True 1 2300 31.13 216.9 698322.5 0.8329867474179496 0.17855029057005878 -0.34096845873105264 27.78126335144043 496689.53 0.838465724497365 0.17538053631715028 -0.32898154495062304 26.52586555480957 True 1 2400 29.47 249.1 744269.0 0.8302285165772572 0.15729849406959018 -0.3494831709335525 37.15329360961914 524574.2 0.8364481851269833 0.15315140671552907 -0.35354333454373127 35.90401840209961 False 1 2500 29.09 215.1 690977.56 0.8362187224160151 0.15079046139843785 -0.35805464859463976 24.90263557434082 512830.2 0.8417806962712047 0.1488883736757686 -0.36209640197423654 23.790876388549805 False 1 2600 29.07 580.5 768191.4 0.8364744664561641 0.13285148255173243 -0.28610217266957766 41.62051773071289 543366.06 0.8399124580145017 0.13720335495166794 -0.2834516302347924 40.48786163330078 False 1 2700 28.75 216.6 680416.3 0.8275562294968613 0.1791780942648357 -0.3566368292577286 32.84501647949219 491727.34 0.8328561068019054 0.1778833139864189 -0.35003895346897 31.363252639770508 True 1 2800 29.73 250.3 687075.7 0.8347572388897962 0.1408261226211965 -0.3446992361696939 19.988168716430664 562958.06 0.8394463971994062 0.138919508932216 -0.32965307024889073 18.653636932373047 False 1 2900 29.0 222.1 781658.0 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0.8250269004480827 0.1701981879211474 -0.39462913108653647 14.559990882873535 509168.7 0.8330643835488741 0.16442522945026017 -0.4088203744504604 13.925487518310547 False 2 4000 29.07 232.5 571565.44 0.8205163764538232 0.197970833459473 -0.35513998493081206 32.708595275878906 470610.78 0.827117189575488 0.19319647409100174 -0.3659838734945726 31.673337936401367 True 2 4100 29.36 218.2 561722.4 0.8204599166965053 0.18477976932158566 -0.35260243208905334 22.467485427856445 490634.22 0.826088646369687 0.18268776480789678 -0.34309544273350795 21.22096061706543 False 2 4200 28.59 224.7 494395.16 0.8184518639053133 0.1937070249669605 -0.38148912688398684 18.262229919433594 483800.53 0.824481693859891 0.1920509890257349 -0.3786128665230111 17.275117874145508 False 2 4300 28.97 227.7 484393.84 0.8166495170214519 0.19128366395957322 -0.37417059211649906 17.31024742126465 486490.25 0.8236218587632353 0.186914784534013 -0.36762819491862714 16.40561294555664 False 2 4400 28.78 223.6 485371.66 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