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 2.17 14.53 2613.043 0.9943786188544929 -0.0034863423132905644 -0.40340348802464604 530.4946899414062 2779.5317 0.9950052936010277 -0.0045660731307104315 -0.4978913028571405 533.7678833007812 True 0 100 9.714 13.58 1836.3704 0.9858544728516396 0.0358564670776925 0.40845495991947073 4.2004241943359375 922.68475 0.9851542083378411 0.03933445689800055 0.519238334382869 4.087469100952148 True 0 200 9.691 17.39 925.68665 0.9856469023600741 0.03809832705546612 0.3728607152202513 3.9112186431884766 662.547 0.9854210012589965 0.04045459182787614 0.4791212419588558 3.838210344314575 True 0 300 9.966 13.96 992.48346 0.9916345456974022 0.0113376526604793 0.3421308077980366 3.4364678859710693 880.84644 0.9923348711246265 0.010196265212126836 0.45457402225238447 3.398888111114502 False 0 400 9.514 13.76 1697.331 0.9911041203551914 0.013410283611298313 0.3934474358228773 3.174710988998413 2038.4329 0.992098533957993 0.012205204536180545 0.5032191543642471 3.0364015102386475 False 1 500 9.558 13.7 770.018 0.9863359201427675 0.035156105950812123 0.3987162542189585 3.1065008640289307 700.50244 0.9868406480012153 0.03462429861191508 0.5087006371025259 2.932962417602539 True 1 600 9.739 13.68 707.59814 0.9827981451170631 0.05042596531447168 0.40201315542788824 2.9958608150482178 609.45593 0.9836210744721031 0.04704167107872248 0.5114973460812244 2.7614407539367676 True 1 700 9.784 13.76 720.7564 0.9838658569523263 0.04208251522377212 0.40806317772128176 3.0620028972625732 672.8633 0.9842755838765227 0.04113748344129857 0.5124589508757229 2.8711414337158203 False 1 800 10.32 15.35 701.12244 0.9802923212845991 0.054005263924917876 0.4093529581517428 2.947126626968384 607.1008 0.9806226074523007 0.052437943292461535 0.5162652453002146 2.685347080230713 True 2 900 10.04 15.08 799.6753 0.9883326006259627 0.023755853844447575 0.4078858502710926 2.954535722732544 772.5151 0.9893085016984654 0.020694445214907944 0.5152955380000938 2.6944329738616943 False 2 1000 9.663 14.9 756.6933 0.9766249372975203 0.056338993561554175 0.4097892767606299 2.9240925312042236 604.901 0.977363261106985 0.05228040561517705 0.5153441410451757 2.6320698261260986 True 2 1100 9.989 15.27 672.3872 0.9816983251403134 0.04644984158604267 0.4106361207111074 2.921022891998291 633.0249 0.982499173048624 0.043829969523780106 0.516913550407849 2.62886118888855 False 2 1200 9.167 13.29 627.9487 0.9772537288619003 0.06131124133662284 0.4132070532202296 2.9089064598083496 578.762 0.9781620297483286 0.058035955608082085 0.5166261604917499 2.6087095737457275 True 3 1300 10.26 13.79 625.14343 0.9744102696899816 0.06587696355527667 0.41677719660017043 2.9253196716308594 537.25415 0.9757008385664855 0.06006273005479752 0.5199254472341566 2.5868663787841797 True 3 1400 10.71 13.56 577.0747 0.9702180906387526 0.0769100449935729 0.4205084926564874 2.932304859161377 520.31165 0.9708342716382079 0.07437798762390334 0.5222592667669242 2.593543767929077 True 3 1500 9.86 13.48 548.57324 0.9697778010162115 0.07874426073015943 0.42645063103782005 2.8868212699890137 507.6808 0.9712943306047073 0.07337178423579255 0.5242201208811406 2.596799373626709 True 3 1600 9.288 20.07 567.039 0.9775346760488662 0.06265029396728118 0.41211064663801805 2.9786481857299805 595.63104 0.977848873083578 0.06209715867519751 0.5169394349816284 2.7403392791748047 False 4 1700 10.42 13.87 517.3883 0.9738698287781626 0.07320132937964173 0.4193392624890982 2.901934862136841 541.529 0.9741503732839959 0.07232845095310714 0.5207828114772717 2.553623676300049 False 4 1800 9.635 13.62 722.69684 0.9840062711958134 0.025747496410437273 0.44032139360052236 2.894376277923584 835.7891 0.9858721385377263 0.022927870317740257 0.525011404633844 2.682515859603882 False 4 1900 9.356 13.42 568.45013 0.967421347928673 0.08009146228796311 0.45151447768127057 2.8127474784851074 510.0053 0.9685773208851658 0.07624915495628855 0.539739995378885 2.51615834236145 True 4 2000 10.03 14.47 549.31104 0.9736807121724691 0.07221958626265165 0.4685755893206859 2.7643239498138428 564.3471 0.9752325646793871 0.0673653364142686 0.5455846874916559 2.5081002712249756 False 5 2100 9.69 14.01 561.3707 0.9765190195668757 0.056578944936476507 0.5023218585191915 2.7840194702148438 595.69086 0.9792411526204013 0.04920415623215995 0.5635213605387098 2.6062562465667725 False 5 2200 9.607 13.43 486.24203 0.9744283233988673 0.07918723767925855 0.46692620728659723 2.7666420936584473 538.3829 0.9756809054346111 0.07418631225630033 0.5471706688611049 2.5225632190704346 False 5 2300 9.382 13.7 471.6003 0.9719151459991741 0.07781755454744599 0.487140678356865 2.8429207801818848 528.2132 0.9726340211892686 0.07599408689124472 0.5548131314182837 2.5671334266662598 False 5 2400 9.871 15.74 491.48108 0.9742551168649924 0.07093405738688546 0.5157190704066431 2.8148999214172363 568.5146 0.9756673424865627 0.06665880628767447 0.5694869965709852 2.5917515754699707 False 6 2500 9.568 14.96 461.61908 0.9670490135744676 0.08870463336001623 0.510979983572421 2.6791908740997314 513.96326 0.9690132411231074 0.08467664512627504 0.5692700569097437 2.4504129886627197 True 6 2600 10.04 15.68 822.04285 0.9721801820122655 0.07783252291508327 0.4945554794325903 4.4207377433776855 646.7607 0.972801739952859 0.07436046370640509 0.5554217748639303 4.268102645874023 False 6 2700 9.482 13.8 488.11945 0.9725947030709139 0.06700602224905708 0.47534666950801796 2.7443034648895264 560.22375 0.9748318473867235 0.06236150460032436 0.5455654312589845 2.5265414714813232 False 6 2800 10.15 13.74 441.4148 0.9651538441414035 0.09325619745666736 0.5230616508612904 2.6805455684661865 508.76373 0.9671580221253522 0.08748900344208803 0.5749311565363913 2.5049564838409424 False 7 2900 9.721 13.67 428.85797 0.9633214651708759 0.09607651805179417 0.5254018121302714 2.543361186981201 485.71194 0.9660947153883095 0.0881223874487003 0.5769117584028935 2.3441505432128906 True 7 3000 10.61 15.87 433.67358 0.9593010371778483 0.09974144754208361 0.5351308014642225 2.5198709964752197 467.82632 0.9624096074632755 0.09137514855101 0.5806559332656483 2.3437600135803223 True 7 3100 10.32 13.71 436.42462 0.9594858983840857 0.09798200006734196 0.5599062945705021 2.949227809906006 473.54803 0.9634380648930976 0.08852902256280605 0.5949033165406269 2.7654619216918945 False 7 3200 9.681 13.62 406.3443 0.9614840732698184 0.10307409952065938 0.5507029820428255 2.4791314601898193 480.7018 0.9652944824528152 0.09255588589558264 0.5919927280197191 2.321983814239502 False 8 3300 9.385 19.87 403.40753 0.960658329879652 0.0959762566374595 0.5515175105474028 2.4874279499053955 505.7217 0.9640452015472811 0.08666424359503647 0.5929577564754577 2.3243916034698486 False 8 3400 10.03 13.72 399.52637 0.9563265696900041 0.10299881674782964 0.5530410322241985 2.433621883392334 469.17755 0.9605952664204689 0.091778841882148 0.5941113912177464 2.264167308807373 True 8 3500 10.07 13.36 618.72345 0.9607770747760588 0.10519483791497206 0.5554489278217107 2.7169547080993652 470.34952 0.9639844615148545 0.0940874192477017 0.5968399621319715 2.5776689052581787 False 8 3600 9.375 13.48 521.8895 0.9757191801130973 0.09075341495137638 0.5039147053410542 3.0069363117218018 552.44 0.9761262462528325 0.0865157742638237 0.5742419149830551 2.7644801139831543 False 9 3700 9.576 14.44 447.68768 0.9652142773543314 0.09378668647086369 0.5458419991520782 2.5125837326049805 495.88632 0.9669105435023297 0.08723007459555067 0.5927454424945923 2.3406381607055664 False 9 3800 9.785 14.39 449.0211 0.9618553192775536 0.10769702039574548 0.5223281421966322 3.486639976501465 474.36984 0.9646260170906525 0.09837205737795499 0.5772365019059544 3.321233034133911 False 9 3900 9.469 13.99 379.98468 0.9563015977533257 0.10620883550318969 0.5439782742818396 2.487516403198242 440.27307 0.9603704525078667 0.09407020073415401 0.5918171516181142 2.286001682281494 True 9 4000 9.571 21.13 361.9287 0.9519514521176492 0.11515866179552713 0.5591831662635094 2.4774835109710693 433.8846 0.9564051357197161 0.10309541572583672 0.5988873392368155 2.3040502071380615 True 10 4100 10.1 13.79 347.72772 0.9497945912272204 0.11936192103662352 0.5697151038077891 2.503732442855835 422.92972 0.9551934701440342 0.10464401268241363 0.6049657950191182 2.3401246070861816 True 10 4200 10.08 13.92 369.56827 0.9565680420575429 0.10397208709345468 0.5672723029558357 2.4920289516448975 455.6546 0.9619980382867405 0.08943124227033515 0.6056912215595285 2.3157660961151123 False 10 4300 9.632 17.51 442.01447 0.968072432536309 0.07157658298665208 0.5703000023805073 2.7162654399871826 570.5069 0.9726270998123857 0.06018233605642029 0.6004693855409482 2.6040899753570557 False 10 4400 9.769 17.35 414.0595 0.9681266268231633 0.0967173792607361 0.5632790939110961 2.4517781734466553 519.03235 0.9688571186657678 0.09056792597582804 0.6094994815078686 2.25667142868042 False 11 4500 9.749 15.8 354.18094 0.9570955598120774 0.10762989625682884 0.5793157289403211 2.3747634887695312 470.2248 0.9606944466644357 0.09688138033297648 0.6144843996469608 2.228178024291992 False 11 4600 9.415 14.35 346.05704 0.9601021253440063 0.11330100109392507 0.5692530002254949 2.604936122894287 447.7083 0.9636654646521294 0.1022450784431761 0.6080889852336951 2.419428586959839 False 11 4700 9.9 13.62 364.65976 0.9546112521865944 0.10910088358913775 0.5729301664502133 2.5119564533233643 438.75983 0.960079060680311 0.09615560673510652 0.6111583220142335 2.338792324066162 False 11 4800 10.07 13.43 431.14987 0.9510486845293905 0.12261518898423829 0.5820765049564827 2.334986925125122 424.6925 0.9566189044626615 0.10921550188581174 0.6140799355941304 2.202094554901123 True 12 4900 10.02 15.23 415.01337 0.9500920198994255 0.11930901206947465 0.5837314844891157 2.3211112022399902 420.32727 0.9569588394866664 0.1026364239903206 0.6137375227000444 2.1930692195892334 True 12 5000 10.41 14.1 399.38138 0.9442705111880376 0.13033245080096914 0.5939506246573467 2.340299129486084 414.0052 0.9527566455837303 0.11016398376698124 0.6235195544291912 2.2038075923919678 True 12 5100 10.01 13.76 346.77716 0.9506280287155536 0.11558750474315903 0.523035200519394 2.666039228439331 465.78387 0.9570043911243594 0.09901569237856807 0.5820781514584389 2.4810333251953125 False 12 5200 9.544 13.7 332.97015 0.9413927787469598 0.12675285096115738 0.5654663473384758 2.397831439971924 426.01126 0.9497988157375705 0.10647243139259915 0.6027254265025985 2.245661973953247 False 13 5300 9.595 20.67 363.67395 0.952945436585088 0.11655708173501007 0.5805549717070277 2.639606237411499 447.1214 0.9587141559883028 0.09872605528220992 0.6149942218534195 2.4631452560424805 False 13 5400 9.825 14.64 473.6869 0.947856718993366 0.1278365329104128 0.5713443026388116 2.379706859588623 436.0688 0.9546728786034804 0.1091278788402763 0.6084725022174415 2.224609851837158 False 13 5500 9.258 13.69 456.83194 0.9550720792871408 0.1107998896275751 0.5842747304709319 2.5929858684539795 470.79425 0.9630141499765201 0.08820120832304172 0.6170249903173324 2.4689042568206787 False 13 5600 9.473 15.45 438.3312 0.942484878971389 0.1360009784992342 0.5833777852767957 2.319204568862915 413.61105 0.9518786185075118 0.11169832523859752 0.6170144424433905 2.175316572189331 True 14 5700 10.73 14.36 383.84103 0.9502907556805814 0.13004714519060961 0.5560410421323174 2.4283766746520996 428.19467 0.9576869961147317 0.1087666956206122 0.6068217044457264 2.2210958003997803 False 14 5800 9.63 13.67 384.6616 0.9524169648376194 0.13218658342286663 0.5811506734697852 2.345871925354004 439.02512 0.959188514910844 0.11062227966114978 0.612049108370605 2.221416711807251 False 14 5900 9.3 13.85 357.7022 0.9445828565642157 0.13828471509603688 0.5870972103253395 2.2994494438171387 421.7093 0.9538204945696849 0.11413427143148523 0.6181580214773513 2.1667354106903076 False 14 6000 9.57 23.07 345.25366 0.9422067723769341 0.13790452349102808 0.5973621483665111 2.3875770568847656 418.91345 0.9530795859205657 0.11128282057513252 0.6237609440947687 2.261199712753296 False 15 6100 9.338 16.58 344.8386 0.9554406204212657 0.13291927798081063 0.5782957358286037 2.344895839691162 447.22726 0.9615043496375419 0.11005538346624835 0.6208550216855562 2.166747808456421 False 15 6200 9.462 20.44 321.17996 0.9404831677839447 0.14173964801785224 0.5904007490670181 2.4356956481933594 422.5175 0.9516914091690609 0.1138102221989614 0.6200410559784147 2.3194074630737305 False 15 6300 9.579 13.73 305.13638 0.9429834984984113 0.14678666738389584 0.6027034570088401 2.810086488723755 423.83026 0.9547918618599828 0.11614691050282445 0.6259262611554226 2.7183163166046143 False 15 6400 9.552 13.53 300.32437 0.937438171043162 0.13860738190018682 0.5952376484446362 2.3215413093566895 439.35565 0.9501410891645238 0.10916749775266625 0.6242768706774509 2.2080345153808594 False 16 6500 9.568 18.83 483.4663 0.9528373409669417 0.10783930314727617 0.5918003076999357 2.696599006652832 474.46695 0.9609840784376461 0.0868166709892337 0.6245227336142745 2.5287790298461914 False 16 6600 9.53 27.93 462.84607 0.9706488436974339 0.07022682105528151 0.541141487890747 2.4816553592681885 624.67896 0.9752222500086694 0.05723456859658625 0.5946168296627025 2.266195297241211 False 16 6700 9.817 14.86 344.72827 0.9464926858217809 0.1287233728441289 0.5780642267286433 2.374586582183838 449.21158 0.9559059084285441 0.10524172220994107 0.6161163063310053 2.2045254707336426 False 16 6800 9.554 16.23 342.50497 0.9400514852515416 0.14394020734155158 0.5945375410317417 2.2974607944488525 438.2185 0.951555489585912 0.11416849179974513 0.6216450283211763 2.1850457191467285 False 17 6900 9.563 13.8 372.67648 0.9388837620258437 0.1460391842755167 0.599057061091547 2.2705674171447754 427.43335 0.9511669094973688 0.11457687987972191 0.6239593406274456 2.164815664291382 False 17 7000 9.824 13.57 355.25055 0.9377147124066069 0.15131158704056302 0.5960042092904874 2.4153640270233154 428.41934 0.951067004987006 0.11768153452796641 0.6225538057841259 2.3110318183898926 False 17 7100 9.537 14.1 330.16324 0.9367296563758096 0.1511035875447746 0.5877046468952127 2.4200832843780518 423.32886 0.9491805341911427 0.11980079325877757 0.622430510599398 2.297767162322998 False 17 7200 9.421 13.49 343.38556 0.9325657105279427 0.15159651228018192 0.5978606056636897 2.3772952556610107 420.8832 0.9481000241286708 0.11580491833774745 0.6244692516709667 2.2369000911712646 False 18 7300 9.506 13.94 354.56207 0.9504994307600702 0.13908235723359635 0.6021161826294157 2.3138859272003174 457.15665 0.9615161775525031 0.10618772672122022 0.6305414686034032 2.208343267440796 False 18 7400 9.868 15.21 340.18967 0.9372867490371538 0.15017786538536265 0.6075605241370772 2.4020791053771973 443.50177 0.952226985107436 0.11388993132506535 0.6277729683216297 2.331117630004883 False 18 7500 9.7 14.08 348.63223 0.9380602229045485 0.1486947186395403 0.5906207301752815 2.303729772567749 429.25183 0.9504725868076332 0.11703929646922692 0.6207536983245803 2.1827588081359863 False 18 7600 9.79 13.39 360.34244 0.9329918303684517 0.1527599461396535 0.6027292029941289 2.3549444675445557 427.86194 0.9485491409806929 0.1158662866487235 0.630442767510681 2.211676597595215 False 19 7700 9.359 13.67 401.04205 0.9480244972298111 0.12098859967347698 0.5924559700154937 2.59870982170105 476.1016 0.9610158742879287 0.08957679407331105 0.6031873552915735 2.5618669986724854 False 19 7800 9.855 13.38 357.89545 0.9554751182145519 0.13552490859139854 0.596934464515768 2.333317279815674 472.51947 0.9628974893919979 0.10815391258862536 0.6292260140950273 2.2107763290405273 False 19 7900 9.694 13.24 366.43002 0.9414147382642988 0.14670704770970708 0.601881571261212 2.3090639114379883 436.88968 0.9544016183945011 0.11233071247917996 0.626499864971445 2.2115542888641357 False 19 8000 9.419 13.54 355.67538 0.935966610508363 0.15230701056668267 0.6055057624242243 2.224419355392456 441.7117 0.9513840421098694 0.11480649696544282 0.631384561380789 2.1069462299346924 False 20 8100 9.981 13.79 350.53836 0.9308433139745438 0.16200159937236883 0.6015841308570191 2.2682223320007324 424.39188 0.9477863210910183 0.12288576000540678 0.6284441848102476 2.1555681228637695 False 20 8200 9.582 13.38 361.74423 0.9430547202371866 0.15338051776029815 0.6040132275368836 2.3891897201538086 444.11328 0.9550450993239638 0.11784215158427436 0.629525813996627 2.2928619384765625 False 20 8300 9.495 17.67 348.89658 0.9330783785799999 0.160954744175213 0.6160159300878963 2.2132580280303955 437.50754 0.9484588324455563 0.12204512009193962 0.6319262145018149 2.14686918258667 False 20 8400 9.673 13.95 379.95383 0.9263211810082591 0.1602534943644468 0.6040985294223326 2.2558062076568604 426.64124 0.9433738175818626 0.12266839809000968 0.6272752966538263 2.156604290008545 False 21 8500 8.988 13.5 393.98383 0.9311306189203976 0.1628334298424633 0.5976970411990812 2.264197587966919 425.8904 0.9476084012366243 0.12296861221633307 0.62733802737929 2.1368281841278076 False 21 8600 9.393 13.32 358.78613 0.9323909823289421 0.1637925317722354 0.6068357867221787 2.2190191745758057 428.47934 0.9497243427109099 0.12074939319610119 0.6303534508146265 2.1103975772857666 False 21 8700 9.382 16.38 328.933 0.9388571008615956 0.15552492359432415 0.6066927664232479 2.2366044521331787 447.03653 0.9516755340035977 0.11680453550031668 0.6302515270038426 2.136704921722412 False 21 8800 9.633 13.7 405.16806 0.9304122567224618 0.14254278321217784 0.5912651982457111 2.502415657043457 458.05963 0.9469334256195228 0.10769517843184036 0.6202760614053536 2.385737657546997 False 22 8900 9.142 14.13 391.0933 0.9297873035905315 0.1569630854968004 0.6038693435679001 2.229102611541748 437.3734 0.94847863708094 0.11422803206614371 0.628388112762858 2.11997652053833 False 22 9000 9.627 14.15 352.4855 0.956753183376441 0.1434557031270828 0.5839342128529635 2.986726999282837 466.54565 0.9645322569229003 0.11119946272118403 0.6184333576803303 2.8268816471099854 False 22 9100 9.914 14.62 306.8378 0.9451429178468702 0.15323584775259377 0.6034831274235155 2.4248902797698975 442.4918 0.9571328998232499 0.11695151876258705 0.6309107569517577 2.321619987487793 False 22 9200 9.701 13.27 306.34015 0.9385514426055982 0.14756304346734972 0.6022279460383787 2.403116464614868 434.72534 0.9529702720232599 0.11212996854095826 0.6283528739946225 2.2720696926116943 False 23 9300 9.494 13.7 289.88132 0.927280908902547 0.16770992492264183 0.6108122625770503 2.2517619132995605 423.61572 0.9466117365487422 0.12236130828867532 0.6354009135541515 2.128394365310669 False