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 16.98 55.16 26501.096 inf -0.005552293053487175 0.0354237985178483 556.4458618164062 27879.55 inf -0.004625971202784482 0.022113361909482838 553.3255615234375 True 0 100 29.46 40.33 1748.6683 0.946572254997189 0.038472812880234346 0.029278823752981308 6.506500720977783 1845.5242 0.9515295730793296 0.03308984781665456 0.017435903032850173 6.073764801025391 True 0 200 29.26 39.95 2685.468 0.9559369712789247 0.023897545378509983 0.024872783253590203 7.449260711669922 2822.6958 0.9599813583566652 0.02046513819037194 0.013955589849001145 7.077089786529541 False 0 300 29.07 39.72 1818.659 0.9479346232356174 0.03091917032548411 0.017020836922062587 6.452540874481201 1912.9851 0.9530893270534839 0.024891892754457953 0.0058239249637346245 6.040295124053955 False 1 400 37.39 40.2 1726.0624 0.9465331683734262 0.03510223697551537 0.024999187306126627 6.476024150848389 1836.9338 0.9518058964879725 0.028154383261876553 0.013321331463971783 6.046728134155273 True 1 500 29.11 39.84 1607.8538 0.9447048305359875 0.042925606798022826 0.01569563925718544 6.498601913452148 1814.7178 0.9504124961538966 0.0354191459747251 0.004055451319649469 6.094259738922119 True 1 600 29.26 40.07 1477.4868 0.9411363947523897 0.05693442510095992 0.02428963666247963 6.454694747924805 1730.5375 0.9471665408162915 0.04918815120645638 0.01219151013324881 6.036732196807861 True 2 700 28.89 39.6 1479.0839 0.9399938654782178 0.05909240497908998 0.059573991180839184 6.409036159515381 1797.0292 0.9466846027556595 0.050035592307758094 0.04576228985756633 5.991176128387451 False 2 800 28.53 39.63 1438.6024 0.9379733383185146 0.06523982837781282 0.062377085887312805 6.414908409118652 1813.538 0.9449455397739976 0.05561164308258483 0.056431939143900635 5.989716053009033 False 2 900 29.16 40.04 1470.6521 0.9400628846459619 0.054763742910078406 0.09692720717010771 6.403733730316162 1800.4353 0.9470233767958148 0.045072524225428366 0.0915501649957096 5.97780179977417 False 3 1000 28.71 39.92 1490.6151 0.9404389387244498 0.05160256896498782 0.09439589327356261 6.431981563568115 1863.9409 0.9475485385144601 0.04202210274814329 0.09194463425599002 6.000439643859863 False 3 1100 28.9 39.66 1421.4868 0.9368151546819593 0.06655440221475122 0.1290246505902837 6.385558128356934 1764.5948 0.9443319634104975 0.05505265648800527 0.12577363674937106 5.96949577331543 False 3 1200 28.94 40.25 1454.1927 0.9391911933117749 0.06133860099703982 0.05792321983877423 6.537475109100342 1772.1687 0.9455594289513167 0.0523875412372244 0.04599027267944182 6.140990734100342 False 3 1300 28.56 39.6 1342.1752 0.9348960695736785 0.0762946651713436 0.12283137631537618 6.3798322677612305 1692.842 0.9420588037055951 0.06449006552256864 0.12392994280568523 5.952853679656982 True 4 1400 28.85 39.87 1370.422 0.9410917707919959 0.055862914612558795 0.11303898054696451 6.45029354095459 1791.4545 0.9478175337042348 0.044766548703853326 0.11172824040586986 6.0388407707214355 False 4 1500 28.68 39.9 1273.3495 0.9348675124451306 0.0759571918719728 0.09785211631494439 6.380756378173828 1701.3226 0.9430067910251079 0.06107175608407786 0.09560421824073784 5.957582950592041 False 4 1600 28.73 40.83 1387.9989 0.9373577623229954 0.06661956483532543 0.10405741419066329 6.379136085510254 1780.1696 0.9450904437283766 0.05356383652269014 0.10646449574296529 5.954002857208252 False 5 1700 28.97 40.82 1319.5542 0.9369739511214725 0.0676172490105297 0.060450653224554396 6.481605529785156 1671.65 0.9446017288557973 0.05448121608379208 0.05507762454941449 6.070703983306885 True 5 1800 29.55 40.09 1342.5774 0.9360360082442517 0.06449235396968482 0.09813306671204515 6.393740653991699 1723.5521 0.9444605837733919 0.050110931131110696 0.10292106011388255 5.959807872772217 False 5 1900 29.15 40.31 1306.559 0.934678127289946 0.06947551648737313 0.1551879162172191 6.405218601226807 1670.0438 0.9435040494899049 0.05439702164076065 0.16020514231166416 5.987852573394775 True 6 2000 29.24 40.08 1413.1357 0.9413414250008568 0.056100569490885814 0.09709833006075322 7.777470111846924 1771.1235 0.9485518072694387 0.04360551478204352 0.10308510687370881 7.402218341827393 False 6 2100 29.37 40.78 1207.9689 0.9318599299317636 0.0807370897675593 0.13146148642414537 6.469433784484863 1673.6793 0.9417418813503806 0.061192930661333134 0.14598010050819543 6.022861480712891 False 6 2200 28.76 40.28 1152.7524 0.9294458024084472 0.08924610884506917 0.1489010213165296 6.529359817504883 1688.7119 0.940005243117386 0.06831368585707857 0.14912975143625248 6.102602958679199 False 6 2300 28.53 39.79 1141.2732 0.9295182695148168 0.09712458553953789 0.1530271713320516 6.524098873138428 1600.8038 0.9392192793813301 0.07668134246711905 0.15881284880879865 6.110333442687988 True 7 2400 29.05 40.31 1209.6335 0.9303853659220078 0.09330123276274856 0.1352880976654997 6.651401042938232 1610.4729 0.9400104396296992 0.07297114675828648 0.13701957783095628 6.240748882293701 False 7 2500 28.55 39.98 1162.7797 0.9269483459560675 0.09599317174225155 0.14170373197367556 6.389919757843018 1647.807 0.9382527029248571 0.07215991039027339 0.14468077120716144 5.958686351776123 False 7 2600 29.07 40.17 1172.4077 0.928765189902146 0.08937485381561312 0.1534122842782799 6.406504154205322 1723.5669 0.941113121033777 0.06367830282573826 0.1629778530239002 5.979794979095459 False 8 2700 28.98 40.16 1250.2864 0.9353518065692324 0.07319237118161732 0.07594544490869236 6.692038059234619 1877.2422 0.9459399525192183 0.05098239369031119 0.08186282024349288 6.262353897094727 False 8 2800 29.11 40.0 1158.9885 0.9301602020615796 0.08965538133096769 0.11806527763172225 6.644235134124756 1687.7416 0.941810502407767 0.06240002972760914 0.1215018052285278 6.227926731109619 False 8 2900 29.07 40.11 1116.8605 0.9261741145063765 0.09923876393557657 0.14899980204441066 6.35213041305542 1660.6078 0.939938315242984 0.06797523113103092 0.15448773202550167 5.9273786544799805 False 9 3000 29.02 40.03 1280.2999 0.9312581237356634 0.08138212613861523 0.1401961491072553 6.368467807769775 1874.4595 0.9445989344663874 0.05392612357218055 0.15412218604738584 5.935075759887695 False 9 3100 28.6 40.13 1061.461 0.9228798043943335 0.105949753466176 0.12317784884258412 6.448823928833008 1727.693 0.9385874567461859 0.07012996868079197 0.13845759304715874 6.017787456512451 False 9 3200 28.63 40.39 1006.2111 0.9182161570626104 0.124978218171918 0.13824888921446896 6.3681745529174805 1690.5243 0.9365338232513312 0.08028210541665308 0.1461278966902227 5.940431594848633 False 9 3300 28.57 39.9 1018.474 0.9199264670352737 0.11786306814224166 0.09901372884236014 6.38999080657959 1698.2252 0.937099132071567 0.07874012959952982 0.10085493880703214 5.962601184844971 False 10 3400 28.98 40.28 1015.2092 0.9211790691280576 0.11472263009216996 0.1624758653172741 6.329516887664795 1661.8636 0.9378488472320206 0.07526307754102177 0.16445120998338833 5.909336090087891 False 10 3500 29.15 39.88 971.0616 0.9149980195583987 0.12945830307208925 0.1529325960958815 6.330477237701416 1675.5249 0.9362031713484265 0.07917579085590894 0.16212301535294577 5.900351047515869 False 10 3600 29.02 39.73 1081.8987 0.9269285477028449 0.10007548604387463 0.12261070765049986 6.366917133331299 1741.4169 0.9393738712478239 0.06851244782906162 0.11618426340191919 5.946016311645508 False 11 3700 28.7 39.88 961.7051 0.9178565798526436 0.11962202965873958 0.17687409616389974 6.394011497497559 1734.7666 0.9365253416523492 0.07477712236816614 0.18428944063904096 5.964606761932373 False 11 3800 28.52 40.28 988.99005 0.9162864703599308 0.12653476669093944 0.17104990405568496 6.3452839851379395 1683.4191 0.936626660793541 0.07634798397302338 0.1803389024046313 5.915799617767334 False 11 3900 28.53 40.31 985.26215 0.9151949936482384 0.13029387025335679 0.17003414057975497 6.348305702209473 1796.5752 0.9354861480098644 0.08011025209575268 0.1589853227638998 5.932384490966797 False 12 4000 28.57 41.77 963.97705 0.9192080910511409 0.12807806034536517 0.13737480018380072 6.4343695640563965 1760.6532 0.937925141665185 0.07775873051905816 0.13947093976076455 6.014444828033447 False 12 4100 28.81 40.25 921.2916 0.9131299575417726 0.1405142752738655 0.14762111006942194 6.404296398162842 1863.8202 0.9366756910764364 0.08069933975516164 0.13836289481386688 5.990391254425049 False 12 4200 29.11 42.66 913.9748 0.9061653820006661 0.1510238359962793 0.15184688128150806 6.406125068664551 1881.91 0.9341240412215526 0.08284690303392929 0.1457678475026336 5.989546298980713 False 12 4300 28.8 41.82 918.1413 0.9085507900964357 0.1499230589480447 0.15999579809856887 6.402920246124268 1757.4666 0.9342188879118195 0.08450364493905894 0.1608343541055673 5.980959892272949 False 13 4400 28.6 41.19 907.55347 0.906204266078604 0.1582492076706437 0.16954438836489666 6.316811561584473 1851.0262 0.9350937135661165 0.08452052900406701 0.1645681236183391 5.898879051208496 False 13 4500 28.9 40.97 892.2273 0.9040437733778486 0.1607481207709264 0.1800307346291988 6.307115077972412 1812.1376 0.9333224823925593 0.08583616112511565 0.17267743336796487 5.8913655281066895 False 13 4600 29.16 40.34 884.4695 0.9072001337131805 0.15932975197066368 0.1809580862407908 6.312966823577881 1853.8519 0.9348862758921649 0.08494328724113422 0.17893158168039774 5.890307426452637 False 14 4700 29.21 39.86 830.1915 0.9026148632756495 0.17477802661910596 0.16488446439791865 6.46512508392334 1800.6185 0.9321585506206355 0.09384125148092443 0.1611949388667346 6.046294212341309 False 14 4800 29.27 41.2 954.25543 0.9168559484846045 0.1323824015513576 0.12109566049505881 6.765560150146484 1840.8887 0.9386185751261678 0.07299892172116312 0.10685604862094181 6.335693359375 False 14 4900 29.08 41.13 894.743 0.9101184759233948 0.14222892985268198 0.16937803304483906 6.31814432144165 1856.4058 0.9377228511755029 0.0732115409756046 0.16303956942580133 5.899981498718262 False 15 5000 28.95 40.93 809.3502 0.8974775055194723 0.18367385083548904 0.15128426059004918 6.3339738845825195 1861.3265 0.9316607997581692 0.09236156744058432 0.14620991062371946 5.916413307189941 False 15 5100 29.11 40.43 840.3821 0.9039405961804943 0.1735641430978128 0.14679638260771488 6.324126243591309 1817.381 0.9333943717286548 0.08888371144587671 0.13373456569886755 5.9145588874816895 False 15 5200 28.76 40.29 978.31854 0.9092423416701212 0.1382231338498397 0.16411675024234895 6.411741256713867 1865.9192 0.9391680438832294 0.06486437956036811 0.1556977174925881 5.996551990509033 False 16 5300 29.0 39.73 892.8001 0.9027653553726331 0.174320886731448 0.15012893132390623 6.355637073516846 1798.9498 0.9338384552056775 0.0874707349612596 0.1487253066072009 5.9340596199035645 False