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 16.94 61.41 5014.6904 0.9692446390646511 0.005530006492350778 0.03940681521111789 222.52146911621094 5369.408 0.9688664308280936 0.005824192595821536 0.026857406288554677 219.91566467285156 True 0 100 29.46 43.89 1224.4459 0.957010538500976 0.05639352756643215 0.013246106687724673 5.81212043762207 1347.8756 0.9568269480156173 0.053008638892469345 0.004183287340685498 5.833523273468018 True 0 200 29.21 41.42 1187.1487 0.9549699375881466 0.05047766032043946 0.05909427714206273 5.793680667877197 1338.9098 0.955096980702589 0.04635001811264583 0.03191040574146141 5.738070487976074 True 0 300 29.34 49.89 1234.2865 0.9563159441356052 0.04193003901631963 0.021087388232143064 6.486008167266846 1438.3953 0.9571276585777025 0.036852748762174585 -0.0020422603744065194 6.586616039276123 False 1 400 35.28 43.47 1102.9889 0.9515233632029321 0.06084310714252515 0.015770451636638313 5.7202839851379395 1310.3856 0.952075878428345 0.05467013275096875 -0.006300662729430456 5.710195064544678 True 1 500 29.37 42.42 1136.5079 0.954255568229178 0.046640270277225095 0.06175991691004301 5.774297714233398 1362.9631 0.9549503083483631 0.039817280191630194 0.03494801713276021 5.790431022644043 False 1 600 28.74 47.27 1055.2634 0.9525007269093075 0.057874453996831325 0.024122986044191785 5.76254940032959 1291.8671 0.9531797077338495 0.05034846602126748 0.0055334782337603085 5.770824909210205 True 2 700 28.96 49.37 1068.1771 0.9539021942607375 0.04955486925973394 0.06886495314132875 5.703391075134277 1313.5559 0.9546283975319377 0.04203636057677766 0.04036847719075152 5.700863361358643 False 2 800 28.81 42.39 1028.864 0.9509811001812555 0.0620208512936544 0.0703072431920503 5.81908655166626 1289.3292 0.9519161615240106 0.054221031751674975 0.04274214189941912 5.768779754638672 True 2 900 29.34 43.95 1032.1486 0.9508387645734104 0.05496082139761438 0.07165251889767832 5.684040069580078 1330.7493 0.9524832424108753 0.045522756748137716 0.04452526593390786 5.665914535522461 False 2 1000 29.06 45.07 933.5862 0.9419225162559832 0.08096563326581836 0.0607625152949872 5.692633628845215 1208.7224 0.9446242966008117 0.0702040735710103 0.03383865910934085 5.682084560394287 True 3 1100 29.09 42.52 922.5806 0.9438846143624058 0.07693013567648144 -0.024431742288439418 5.747591972351074 1187.4984 0.9456231345280046 0.06923991391528443 -0.05480591188053009 5.722559928894043 True 3 1200 29.3 44.8 904.70636 0.9440826486867582 0.06783094229751852 0.034195049083123374 5.710262775421143 1234.9652 0.9469265156265969 0.05813550499244743 0.0062886795789013124 5.683391094207764 False 3 1300 28.96 43.14 837.2623 0.9441196609979237 0.07895219800277302 0.06396299249494183 5.689732551574707 1198.7524 0.946980523404728 0.06840185056880055 0.029149438897350003 5.679421424865723 False 4 1400 28.72 43.75 837.35803 0.9443831558343918 0.07300999313188287 0.07524439482607213 5.732718467712402 1201.4799 0.9474561132868815 0.060817089727168774 0.04167292410262594 5.745087146759033 False 4 1500 28.96 42.55 829.7292 0.9444055742852449 0.0732027191396222 0.07009906869519629 5.765711784362793 1214.0156 0.9475690358153941 0.06074130651541393 0.038751375616217436 5.732463836669922 False 4 1600 29.04 44.58 900.7443 0.9470847940989899 0.07004011317577978 0.022319942415979153 5.730807781219482 1270.2272 0.9499669729692832 0.057380521615048974 -0.0037231168260590296 5.726003646850586 False 4 1700 28.83 42.1 850.7034 0.9422789123869166 0.08288789930506078 0.06309705632248412 5.722322940826416 1202.491 0.9456114672113125 0.0691556271030888 0.03341276660775722 5.724806308746338 False 5 1800 28.8 42.53 849.8413 0.9448844802106876 0.07174367090110133 0.0450631460055446 5.816738605499268 1210.3691 0.9484253094367907 0.05772519424711843 0.012888121388153704 5.805476665496826 False 5 1900 29.11 45.18 984.51184 0.9499243481008364 0.0675170921676141 0.0881983293250748 7.414822101593018 1347.5417 0.9522830184221 0.05655596600344739 0.06279630702233645 7.543984889984131 False 5 2000 29.21 46.61 778.65753 0.93788886347861 0.09288321051950303 0.07025126756849742 5.881974220275879 1177.7568 0.9440340086835616 0.0727828932496269 0.04499447700166948 5.827726364135742 False 6 2100 28.85 42.64 732.95105 0.9351788220405531 0.10342436541154347 0.10319189908882302 5.6791253089904785 1154.5931 0.942063304857058 0.07942483553792064 0.0763926306953276 5.676175594329834 True 6 2200 29.33 42.94 734.3393 0.9378108169303923 0.09535564457949645 0.11340015805296477 5.675400733947754 1143.5813 0.944660071249475 0.07417372574345046 0.0876098388638023 5.678681373596191 True 6 2300 29.14 46.75 706.5543 0.9324073006510835 0.11084455614546371 0.10249678607991043 5.693777561187744 1140.0554 0.940274988275545 0.08618561591031741 0.07461102936276282 5.656562328338623 True 6 2400 29.42 42.17 746.6351 0.9405208997127653 0.09720641918338335 0.07340378609702063 5.689508438110352 1201.0142 0.9467729081743075 0.0741236414191584 0.04396696284934865 5.667367935180664 False 7 2500 28.47 41.93 785.1322 0.9431843279327451 0.07574379244061429 0.09943860821427747 6.044166564941406 1203.1294 0.9490456133212752 0.05678126009013063 0.07013717989029722 5.990509986877441 False 7 2600 28.98 48.25 723.3059 0.9376046873044811 0.0972963418302151 0.09914115470930346 5.678477764129639 1203.1166 0.9458375004309418 0.07016615750965645 0.07004884371214153 5.678983688354492 False 7 2700 28.83 43.45 709.7751 0.9362781273328399 0.09707283868112955 0.10555999161246911 5.728697776794434 1228.0155 0.9460396623919104 0.06588009821344927 0.07434739568047347 5.741323947906494 False 8 2800 28.76 42.91 743.0851 0.9418845222305468 0.09221542738178803 0.10793115590091201 5.793054580688477 1217.9236 0.9488552099803351 0.0660595570947552 0.06803427378510252 5.821230888366699 False 8 2900 28.89 49.26 748.12427 0.9392272392900869 0.09133861982767225 0.15018253340851073 5.798215866088867 1246.2529 0.9474011573859593 0.06384514691314892 0.1086275707253141 5.745527744293213 False 8 3000 29.12 42.05 664.32965 0.9312803578665139 0.11360070483980939 0.14766187844243508 5.626550674438477 1178.0228 0.9425693127712765 0.07960319462710964 0.11183976532261596 5.6237688064575195 False 8 3100 28.65 57.54 678.4119 0.9353098919891552 0.10581668292956668 0.12838774943525252 5.670319557189941 1192.1989 0.9453557295307347 0.07150938206670948 0.09754466183774768 5.675210475921631 False 9 3200 28.72 47.93 634.20874 0.9285367299101771 0.12740743651726202 0.12573696089400765 5.664258003234863 1180.7527 0.9412525748040178 0.08642462322595793 0.09311930633884287 5.669572353363037 False 9 3300 28.98 333.4 660.22076 0.929920204436358 0.11119122005239407 0.09669744091109257 5.667041778564453 1180.1875 0.9436521985797764 0.0718675388214341 0.061509200108104775 5.667115688323975 False 9 3400 29.28 41.7 697.0974 0.9304741363474434 0.11498463576990729 0.12928511782898788 5.723759174346924 1161.1589 0.9420917378892673 0.079180774162135 0.09329505091491329 5.6996564865112305 False 10 3500 29.0 53.31 705.8671 0.9302108786943915 0.11416393868145375 0.10569312739195118 5.650063991546631 1221.0343 0.9428965258894577 0.07616487239678704 0.06941670277645667 5.653954029083252 False 10 3600 28.94 41.84 629.60333 0.9244721111104756 0.14125341001275724 0.12022298988605837 5.696897983551025 1168.7217 0.9406582443546722 0.09029952063584118 0.08199375248630597 5.714632987976074 False 10 3700 28.59 43.53 726.3167 0.9356865943992142 0.10658418253850688 0.090709874080536 5.6664299964904785 1190.3788 0.9454391104874568 0.07148864064494183 0.059160570509669254 5.6643290519714355 False 10 3800 28.99 42.58 642.3928 0.9274847157776638 0.12841114957537428 0.13505434061668783 5.6364054679870605 1151.5032 0.9432297072136888 0.08004761600861 0.10133970335818032 5.623878479003906 False 11 3900 28.63 41.65 680.9007 0.9322927887166674 0.1154915036156932 0.11825911343085857 5.659724712371826 1162.463 0.9446193260499226 0.07470536558967972 0.08419441150501207 5.666098117828369 False 11 4000 28.88 41.31 617.7647 0.9235840213492601 0.14463548199152784 0.13122895864549416 5.626952171325684 1137.3271 0.9404944929440164 0.09071360076157217 0.09675946502116872 5.6225457191467285 True 11 4100 29.18 42.58 688.53503 0.931604345192541 0.1302146769006439 0.10509074976022893 5.776066303253174 1211.1394 0.9441846037972337 0.08345578301306193 0.0666720950805265 5.799707412719727 False 12 4200 28.71 42.31 654.4601 0.9276813362251481 0.13285746015902916 0.11941028873429306 5.649822235107422 1168.8395 0.9427238106633569 0.0839055589006732 0.07552766778892776 5.657045364379883 False 12 4300 29.0 42.79 652.69226 0.9205046778104884 0.14950363480940657 0.1598274252263984 5.621456623077393 1201.2192 0.9404394539206704 0.08840721104121406 0.11489812236828899 5.616602420806885 False 12 4400 29.06 42.18 622.058 0.9179834361426515 0.15630091334789775 0.15079380412555607 5.615824222564697 1178.1926 0.9390865824590197 0.09294841450218908 0.10641156390342929 5.61762809753418 False 12 4500 28.66 43.76 624.5968 0.9208901481527468 0.1508216760613072 0.128815845392536 5.628632068634033 1142.8037 0.9394767378050611 0.09250331162038668 0.08965530492762361 5.630808353424072 False 13 4600 28.85 42.62 611.2573 0.9210938757149363 0.15259744813873977 0.14483624504294812 5.645322799682617 1151.0333 0.9396548931816695 0.0944355422579424 0.10519846672468348 5.628660202026367 False 13 4700 29.0 46.28 607.36945 0.9208178016559065 0.15252493005276063 0.12904639704067442 5.662583827972412 1205.6484 0.9407776341899519 0.08970052608991162 0.08537379146228691 5.672621726989746 False 13 4800 28.86 45.73 600.99725 0.9129438055552906 0.1718266099199227 0.15776523601789424 5.611631870269775 1145.2219 0.9356040544629004 0.10458589619179524 0.11579108282530994 5.607757568359375 False 14 4900 28.48 45.16 648.80396 0.9236574604877875 0.13763379307568538 0.1633906919996602 5.605399131774902 1185.8165 0.9426962560870058 0.0806770949767567 0.11675063054962806 5.6063714027404785 False 14 5000 28.56 42.59 647.01746 0.9268483035657995 0.1528071787718326 0.15064560513559122 5.873226642608643 1201.7466 0.942365315851551 0.09427912592517022 0.10224706529138763 5.91562032699585 False 14 5100 29.29 47.47 690.7129 0.9305645216810523 0.12867373915619604 0.11958015748400908 5.677432537078857 1188.2183 0.9427531107869421 0.08243419124512841 0.07828284565092287 5.6630167961120605 False 14 5200 28.46 44.69 584.53156 0.9121236253800917 0.17103846080666388 0.1528441398537566 5.602342128753662 1167.9039 0.9361283407013297 0.10022576770451284 0.11549718858129027 5.606590747833252 False 15 5300 28.72 42.57 604.0782 0.9131837790364686 0.164807975596464 0.17933525737062245 5.626477241516113 1139.0844 0.9369708529603852 0.09626320603814675 0.13951286021412557 5.639034748077393 False 15 5400 28.99 51.8 606.51013 0.9193904013329064 0.16298783552334403 0.13043364898432017 5.682849407196045 1171.1252 0.9399789320887711 0.09396993622331846 0.0879494388103653 5.694684982299805 False 15 5500 29.5 41.6 598.32544 0.9186350508291498 0.15850104003005167 0.11089251246550924 5.714661121368408 1159.4965 0.9398086450801374 0.09052946861733265 0.07338930784827277 5.733912944793701 False 16 5600 28.88 41.77 552.3648 0.9054767174317749 0.1927889865866259 0.13408494239257795 5.635875225067139 1148.733 0.9348650643142074 0.10846702677885275 0.09416687223673156 5.650994777679443 False 16 5700 29.42 42.27 534.0798 0.902572218736702 0.1967099480409411 0.15290635456502577 5.61146354675293 1144.4358 0.9340203628753592 0.10819930504708303 0.10542574348409504 5.621128082275391 False 16 5800 29.04 41.48 561.6717 0.9088846684273734 0.1775930439267438 0.14484438590854742 5.614429950714111 1189.8269 0.9386333084077128 0.09324579391651161 0.10025699180368801 5.621814250946045 False 16 5900 28.96 42.3 545.45526 0.9017485940494798 0.19754247402959324 0.15715234947055595 5.603185653686523 1169.3651 0.934919032020955 0.10523271032674472 0.11061729804249568 5.609622955322266 False 17 6000 28.47 42.27 538.16644 0.9088883090945337 0.18212728993477972 0.15280866193336606 5.611164093017578 1189.0941 0.939303694492124 0.09316687406882791 0.10434015193015188 5.6225738525390625 False 17 6100 28.92 41.61 562.1657 0.9064952980417625 0.18525858347428534 0.12670922349931454 5.6797285079956055 1158.7034 0.9368095204208026 0.09859883206241862 0.08435923226030273 5.6862287521362305 False 17 6200 29.08 41.81 561.03284 0.9035110993327937 0.1973246596713218 0.13617367591292587 5.633049488067627 1179.7426 0.9371229326042047 0.09964170802583121 0.0897541632647595 5.652135848999023 False 18 6300 28.92 42.11 530.0273 0.9066271078967119 0.19109897100623324 0.1485776002554384 5.615206718444824 1151.2241 0.938247255965102 0.0984094219027543 0.10365441569762185 5.619114875793457 False 18 6400 28.97 42.19 551.4497 0.9032032427625594 0.19798115588527507 0.17270147669677346 5.588519096374512 1165.1804 0.9347194587123419 0.10775798513533735 0.12509322213494087 5.59954833984375 False 18 6500 28.85 41.95 615.98773 0.9152179777740123 0.16456409381253462 0.19246010917567752 5.65260124206543 1237.3353 0.9407250955712967 0.08803462227378273 0.1432712377343008 5.67897891998291 False 18 6600 28.8 42.34 507.66183 0.8988311125412507 0.20438412808474324 0.21359784252660818 5.648298740386963 1136.4922 0.9346836767170038 0.10616052936706345 0.16634388616452075 5.6331095695495605 False 19 6700 28.36 43.55 494.4998 0.9052738704967684 0.19747046557375186 0.18268068422258246 5.734013080596924 1150.4824 0.9381689347623489 0.09750359222070965 0.13930020559716588 5.76920747756958 False 19 6800 28.79 42.72 515.89575 0.896610372225884 0.21328345805293691 0.18099596850848462 5.623288631439209 1183.6671 0.9361060723487494 0.10473769163987907 0.13427653229278474 5.621696472167969 False 19 6900 28.63 41.48 506.50604 0.8921083768178791 0.22023474767158907 0.16927272311989558 5.593404293060303 1149.2384 0.9336984608684249 0.10844705016838878 0.11534188522594008 5.604234218597412 False 20 7000 28.74 42.86 534.905 0.9040098221427139 0.19821177638725737 0.18042566864290652 5.600473403930664 1153.2408 0.936641284538585 0.1041667015116578 0.13211114299773302 5.600247859954834 False 20 7100 29.07 41.54 523.4666 0.8961577538022477 0.21247420391791125 0.1573567021262427 5.671609878540039 1153.6056 0.9350890788751988 0.10472490841503349 0.10415679163840098 5.7024126052856445 False 20 7200 29.05 41.73 516.7161 0.8965783205426521 0.21794517831043167 0.15610847485235455 5.597590923309326 1202.5685 0.9373127698675973 0.10312933150364441 0.10431220033105956 5.615686416625977 False 20 7300 29.02 41.53 508.0478 0.8915503177297257 0.22444057304435686 0.1925364700127567 5.553227424621582 1140.0557 0.9333892620095535 0.10904008951558834 0.13765721546120205 5.576281547546387 True 21 7400 29.21 42.11 493.06458 0.8968909417741914 0.22009880821757033 0.17573085317218462 5.663886547088623 1152.199 0.9344228579010297 0.11008550354256535 0.12780536974368567 5.700932502746582 False 21 7500 28.56 41.23 490.4061 0.8905040649041961 0.22708413070785136 0.19192368836882664 5.57681131362915 1128.6499 0.9328257410848391 0.11050790494391274 0.14055599510723804 5.604168891906738 True 21 7600 29.01 41.65 491.86337 0.8917081539039265 0.22574790996589583 0.20435617247717555 5.546473026275635 1171.9714 0.9360679951315494 0.10165578296764652 0.1457457604873659 5.571066379547119 False 22 7700 28.68 41.62 504.7053 0.8955024972256868 0.22048557682355466 0.16949471411979086 5.58072566986084 1154.277 0.9364302038103447 0.10161175133771692 0.1119477693413442 5.604547500610352 False 22 7800 28.94 41.94 471.88757 0.8865144792234675 0.23999975126145714 0.15901407447926993 5.584441184997559 1157.9758 0.9324229776721641 0.11400809801285218 0.10003798677023086 5.618308067321777 False 22 7900 28.91 41.35 475.73996 0.88274128373701 0.2401003644006858 0.17241637734113355 5.689309597015381 1205.8188 0.9336224472725644 0.10805958922623726 0.10939903626055984 5.713821887969971 False 22 8000 28.78 41.52 464.7435 0.8835668899615763 0.24493506790070863 0.16740860443761274 5.5812530517578125 1144.289 0.9318370252047092 0.11396558372785852 0.10373225242238458 5.614626407623291 False 23 8100 28.29 41.51 467.36633 0.8778712180509195 0.2536159619423686 0.20854053349556162 5.676888942718506 1144.1378 0.9298406493802076 0.11905814891048719 0.14043407497492721 5.685438632965088 False 23 8200 28.89 41.37 476.21216 0.8913236738880926 0.23617228269191157 0.16035562615454033 5.603512763977051 1162.1605 0.9329243267966574 0.11474558688555367 0.10171406959917519 5.649132251739502 False 23 8300 29.03 42.29 480.94772 0.8902247067106788 0.23658404851781575 0.15528129591167394 5.658468723297119 1159.2032 0.9324312227308139 0.11413646740138982 0.09219862730307166 5.714433670043945 False 24 8400 28.85 41.43 477.2375 0.8864964429771836 0.23968634349410547 0.16798608680904178 5.568727970123291 1155.8846 0.9332873763974013 0.11130495520223209 0.1050916711307316 5.619543552398682 False 24 8500 29.07 41.62 454.52246 0.8815314420229909 0.2516661485072986 0.22030993088268874 5.542954921722412 1163.589 0.9322733920376901 0.11749380575517042 0.15374168124342735 5.5950798988342285 False 24 8600 28.56 41.41 470.27505 0.8807543955130891 0.2386810768689422 0.21940783513124767 5.595009803771973 1208.9386 0.9328067108995208 0.10419282793209779 0.15185327147174918 5.637672424316406 False 24 8700 28.39 41.82 456.13144 0.8819599247388151 0.2503052653240325 0.19344485509555742 5.537350177764893 1172.656 0.932989722161729 0.11301275185890491 0.12489811959288424 5.601475238800049 False 25 8800 28.34 41.6 441.31625 0.8757814245624367 0.25970553057513696 0.20319766497863925 5.5431671142578125 1138.2168 0.9311330017071393 0.11550112374675774 0.12383176214447263 5.609226703643799 False 25 8900 28.67 41.68 459.0071 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