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 39.33 826.5 63207.527 inf 0.006704445921728555 -0.14936798169408577 364.9120178222656 59732.18 inf 0.007823531752395734 -0.14746964133537221 364.5675964355469 True 0 100 42.92 759.2 12561.654 0.9524338079559078 0.09300163917461289 -0.11152520379696416 7.812162399291992 13204.873 0.9521647685241104 0.09319584893235201 -0.11078301126582285 7.702989101409912 True 0 200 43.77 541.7 15175.316 0.9479187221852607 0.10073419692438264 -0.06332871125724726 3.221954345703125 16026.699 0.9475416958637738 0.10116490339096558 -0.06262617893946101 3.085303544998169 False 1 300 65.45 739.9 14582.046 0.9303942909637425 0.152922322347732 0.10623842557571372 3.620753526687622 15501.048 0.930059493389713 0.15236164533646546 0.10816067203483931 3.491056203842163 False 1 400 45.28 746.3 16384.79 0.9189897511788899 0.15866962023802428 0.31417203787860465 2.8553826808929443 17449.115 0.9196076265545333 0.15391032920297162 0.3130005158307478 2.7185635566711426 False 2 500 46.6 759.7 15577.341 0.901033488614741 0.17816279942495758 0.32069921710068355 2.8146862983703613 16788.877 0.9027872335359906 0.17026995196245184 0.32324486392992746 2.6792023181915283 False 2 600 45.72 754.0 13666.919 0.8715758265963928 0.23558842382896442 0.3302968833449301 2.7165675163269043 14979.199 0.8731181846725797 0.23084186732771053 0.3290926891906132 2.5857486724853516 False 2 700 45.62 745.7 19413.588 0.9004999305679191 0.1709678337324442 0.325557442556057 2.710714101791382 20961.54 0.9023089117933794 0.16627778418476413 0.32548516045066217 2.573671817779541 False 3 800 47.01 771.4 14245.237 0.8749293565676809 0.22569574069246748 0.3233959692817903 2.7184879779815674 15675.576 0.8767229172452827 0.22099084111590267 0.322518524072611 2.593885898590088 False 3 900 46.58 721.7 16609.656 0.8808278325751459 0.19984118226900194 0.3290898604581652 2.716735601425171 18264.764 0.8836754397764628 0.19340067262206728 0.32755929519265337 2.5809667110443115 False 4 1000 47.26 756.2 14832.34 0.8500166162615215 0.26567137736081264 0.33227834419876606 2.6718199253082275 16200.4375 0.8526099083938964 0.26006195219788253 0.3326553647846484 2.5430049896240234 False 4 1100 45.78 758.4 12792.709 0.8288931714995649 0.30807955897350997 0.336813546038943 2.6973965167999268 14284.107 0.8303074132053568 0.3042994972184389 0.33558053083766015 2.562056064605713 False 5 1200 45.44 753.3 15088.962 0.8537596660681835 0.26843166191657414 0.33465087880278266 2.679320812225342 16673.754 0.8569153256174639 0.26364036832470517 0.333233050482261 2.5607845783233643 False 5 1300 47.33 720.3 11406.037 0.8102547618829639 0.3310052322642023 0.3358492635988234 2.6590685844421387 13024.489 0.8148500569474695 0.31796439097759877 0.3348877324501827 2.5373167991638184 True 5 1400 42.44 638.8 10975.05 0.8042159893052707 0.3489062919641943 0.3343116727542799 2.6458022594451904 12545.386 0.807416164541847 0.3386497851606693 0.3332957766062525 2.5216376781463623 True 6 1500 43.87 752.5 11622.07 0.8058580296414966 0.3397478386072764 0.3388299848704688 2.6362338066101074 13380.831 0.8105740234749866 0.32686568779228714 0.33902445854634516 2.5110106468200684 False 6 1600 45.57 742.0 14257.419 0.8068929484642731 0.32134534261094466 0.33412772595806595 2.6926629543304443 15846.846 0.8123479704504736 0.31195013286831447 0.33400119499846814 2.5572404861450195 False 7 1700 47.84 742.3 10568.2 0.7989101450550108 0.3546323021039696 0.3477929034016543 2.6461899280548096 12072.585 0.8042735566578997 0.3430744314903344 0.34759205867314674 2.511944532394409 True 7 1800 48.59 732.7 10709.033 0.7969345303620397 0.36119136159540394 0.35051832394207805 2.607455015182495 12202.097 0.8044305101146237 0.3438897192131419 0.34856462251278864 2.4835643768310547 False 7 1900 46.86 640.3 14099.845 0.8237822764257229 0.32725518545990095 0.35386989046728773 2.7443764209747314 15586.003 0.8310954541203968 0.30971771458090724 0.35300683304775915 2.627075672149658 False 8 2000 46.4 637.0 11487.482 0.7863654076434919 0.382974986830854 0.3554335458846015 2.5892999172210693 13183.065 0.7919578094912924 0.36931889859748174 0.35357169382462733 2.46683669090271 False 8 2100 43.44 636.8 10352.275 0.7780858642408482 0.3753049559001407 0.3546290339185525 2.690782308578491 12051.429 0.785689462306149 0.3586663236649906 0.35286649146307514 2.5572423934936523 True 9 2200 46.22 637.3 10916.508 0.790484783458735 0.3701434029503306 0.3538262091139324 2.6187987327575684 12416.008 0.7985160462672938 0.3488994824360809 0.35181781846030746 2.497065782546997 False 9 2300 46.0 639.9 10761.193 0.7828450692935278 0.37790804427992775 0.3607609610234879 2.602954387664795 12168.435 0.7933169568519667 0.35416519152155723 0.35829097714583813 2.4759023189544678 False 10 2400 45.55 724.6 11852.835 0.7897752067665591 0.3722233910880129 0.36258889539617933 2.5992660522460938 13294.299 0.8002173847504154 0.3503858918284309 0.35931755601683574 2.483738422393799 False 10 2500 44.04 609.0 9937.377 0.7827757320258952 0.38244514645943933 0.36034428016829173 2.6071789264678955 11484.436 0.7932410735756863 0.3612650840544122 0.3576265855435575 2.4908251762390137 True 10 2600 43.59 593.9 12038.944 0.7777891473209096 0.3880864322342267 0.36543801534018105 2.5981028079986572 13506.624 0.7885329418541359 0.3635239446174832 0.3622676223016256 2.4790098667144775 False 11 2700 42.53 597.4 10159.939 0.7872289210813724 0.3875865745559597 0.3683857460595794 2.6082162857055664 11689.184 0.7969807822775401 0.36314883215256843 0.36491796954006317 2.4961111545562744 False 11 2800 43.07 597.6 9475.303 0.7676182465270759 0.40057306223561656 0.36714347769962835 2.583712577819824 11097.595 0.7782421612918943 0.3789778972261016 0.3630459182451988 2.462676525115967 True 12 2900 42.9 572.0 11992.165 0.768722246935904 0.395089245753384 0.370702018624413 2.788756847381592 13515.836 0.7824330006873352 0.36519902414713695 0.36632543390222705 2.6551339626312256 False 12 3000 40.92 512.6 10437.47 0.7716291469953662 0.3891193306266654 0.3525921735188092 2.633864164352417 11846.422 0.7837294276816049 0.3617540025182952 0.3467599535585082 2.507689952850342 False 12 3100 41.54 505.0 13451.098 0.7759492579583729 0.3893891288109447 0.37141218801347303 2.5603585243225098 15178.863 0.7889451588165353 0.36229016687817905 0.3666199927318452 2.4456658363342285 False 13 3200 41.65 572.6 9692.994 0.7817123763665339 0.39306500312650844 0.37209749993521346 2.5549638271331787 11487.137 0.7936584240429516 0.3666931869008144 0.3668255620410009 2.4446587562561035 False 13 3300 42.16 573.3 10652.944 0.7552363387286751 0.4179551159534885 0.37726996774864574 2.6030619144439697 12268.119 0.7692044740697694 0.38988072678672 0.3717908778869864 2.488090753555298 False 14 3400 42.09 605.0 10185.387 0.758659687572653 0.4243885585770317 0.37651991428344944 2.543283462524414 11755.273 0.7731179897762734 0.3943568080559129 0.3699650022305212 2.4403607845306396 False 14 3500 42.91 596.4 10697.849 0.7542704007586585 0.4245052506269099 0.3816559547813282 2.5330562591552734 12344.95 0.769312247671902 0.3936537009487429 0.3767017165121711 2.4167940616607666 False 15 3600 43.12 567.6 10924.87 0.7692592491114634 0.4073217018864589 0.37890167273890174 2.5797176361083984 12411.953 0.7843829354996259 0.3751029174122222 0.37402249773408625 2.474591016769409 False 15 3700 42.7 542.4 10484.798 0.7532127271622748 0.42901450123716234 0.3871592952466107 2.535644769668579 11989.251 0.7696821097589986 0.39710671260477204 0.3797212454533761 2.4218454360961914 False 15 3800 41.1 525.1 12973.751 0.776811231962639 0.3997214304390428 0.38827870209064425 2.5345380306243896 14860.345 0.7919938297957296 0.37042664793678887 0.3791085071527628 2.4254226684570312 False 16 3900 42.57 592.0 10397.043 0.7437350186320872 0.4521715029147847 0.390829999566565 2.6261630058288574 12024.37 0.7584631642385818 0.42414091996179115 0.38210456877634924 2.537004232406616 False 16 4000 41.88 598.5 10431.026 0.745745652661694 0.43913817366548247 0.39031500333005076 2.58178973197937 12015.064 0.7631308074862785 0.4066455199813758 0.3825116753845969 2.471141815185547 False 17 4100 42.3 571.5 10212.901 0.7574594437822826 0.4388623151345161 0.3944055118102242 2.5621225833892822 11794.261 0.7750017839325132 0.40552340311235446 0.3845369322861522 2.4640934467315674 False 17 4200 42.64 593.9 9630.773 0.7404810461129374 0.4532812224073061 0.39197266371466855 2.5071568489074707 11159.336 0.7593202094770353 0.4175789549949269 0.38380914958136975 2.409400463104248 False 17 4300 42.85 599.3 10222.043 0.7494761538134166 0.4492395644278146 0.4029828304606007 2.5546419620513916 11673.199 0.7668666594997318 0.4139782982638401 0.3910491353914656 2.4367568492889404 False 18 4400 42.84 593.8 9223.064 0.7470918498846799 0.4487401365146989 0.3922053089780097 2.5450100898742676 10842.43 0.7650962944172296 0.413882049661145 0.3817922232668954 2.4473989009857178 True 18 4500 46.8 578.1 9595.392 0.7524294661176347 0.44882288062151765 0.39987722487267524 2.566115140914917 11130.887 0.7733298304982037 0.40855783408088925 0.39074432882329213 2.464690923690796 False 19 4600 41.7 594.8 12098.791 0.7606602528852506 0.4254619084735356 0.39953442317269067 2.4953505992889404 13865.358 0.7773603121182973 0.389739517101918 0.38695692390331593 2.395954132080078 False 19 4700 42.52 600.2 10150.895 0.737305545175307 0.4581257092155166 0.40326583771722124 2.7330565452575684 11526.283 0.7599306911283332 0.4160760502671079 0.3924704408437783 2.6323845386505127 False 20 4800 42.09 593.4 11113.329 0.7491261161967652 0.4382185630947153 0.40780499902095996 2.51458740234375 12710.533 0.7697247162593034 0.39942724185707873 0.3928708069120426 2.407499313354492 False 20 4900 42.44 588.9 10054.438 0.7619003191464656 0.4383975340339338 0.3984912805576598 2.490553855895996 11642.081 0.7825716450651605 0.3986767234307698 0.38913480146594503 2.392624616622925 False 20 5000 42.49 588.4 10643.174 0.7362263569598723 0.4548118954720319 0.41003696304065984 2.5344748497009277 12235.977 0.7580769112320414 0.41418696755507906 0.3960511417122389 2.4301207065582275 False 21 5100 42.6 598.9 11779.025 0.7403051492693353 0.4460927530458408 0.410157797104731 2.5026116371154785 13340.292 0.7599351528975591 0.4118044520850794 0.39666013435225383 2.398258924484253 False 21 5200 42.36 590.1 10181.601 0.7291072898519133 0.4710441961095184 0.412990242258929 2.515065908432007 11877.477 0.7528742041041805 0.4285087053054718 0.3979208689659305 2.428523540496826 False 22 5300 42.51 594.1 11110.014 0.7278169713582321 0.4706731994022309 0.42096960907298153 2.4831607341766357 12691.555 0.7523471084019216 0.4267264839195995 0.4042206019308482 2.3884644508361816 False 22 5400 42.42 574.6 12658.688 0.7487710038151859 0.45003982343805093 0.4036125475611291 2.498441219329834 14528.364 0.7676424118788496 0.4119401565440702 0.3865051902586802 2.4000253677368164 False 22 5500 42.2 602.7 11546.026 0.7406947596889927 0.454017830297746 0.4183738077190064 2.4559428691864014 13274.369 0.7641161411564035 0.41222906528362907 0.40124417488368974 2.3645260334014893 False 23 5600 42.56 572.6 11085.503 0.7238734896965795 0.47990213889993444 0.4232152097822424 2.4342055320739746 12849.292 0.7493263399414224 0.4337972667512217 0.4046691432048362 2.358426094055176 False 23 5700 43.11 591.4 10707.552 0.73146409290782 0.45980239809140444 0.41876113277420246 2.541311740875244 12584.707 0.7553188704742784 0.4150273015557135 0.39435909156152416 2.4513039588928223 False 24 5800 42.47 590.2 10335.604 0.7321120344508417 0.4689708912364482 0.42539055881117577 2.473381519317627 12125.036 0.7586623933257298 0.42295797688408104 0.4084909031180812 2.372673988342285 False 24 5900 42.37 582.7 10145.321 0.7297012111042629 0.4672500691168732 0.433500623178906 2.448945999145508 11830.905 0.753940600737264 0.4217169250214653 0.41269845968431124 2.3631515502929688 False 25 6000 42.12 565.5 11335.402 0.7299795180689503 0.46491624432606543 0.429968268102389 2.4468135833740234 13025.705 0.7568510210781646 0.41431741481181616 0.41161485781091084 2.3647146224975586 False 25 6100 41.93 509.5 11956.519 0.7220008910035853 0.47441724909091126 0.43336607775967106 2.450887441635132 13647.4375 0.7501755800242937 0.4245342019775908 0.41191919001305033 2.379154920578003 False 25 6200 40.8 580.5 10344.861 0.7156579645111566 0.49698717489875743 0.43375762250446365 2.4088962078094482 12066.91 0.7437511147353716 0.4468139215239919 0.4129715285193099 2.334989547729492 False 26 6300 42.18 575.8 11280.025 0.7261095059649301 0.4814933493488108 0.4354157695196066 2.4812450408935547 12976.927 0.7540482479747479 0.42876813169591754 0.41274116942069733 2.426243305206299 False 26 6400 42.2 601.3 9098.237 0.7211203802657739 0.4774063234831123 0.44722785621275335 2.5116372108459473 10792.428 0.7474709421468413 0.43055120358800836 0.4212559924286547 2.4212465286254883 True 27 6500 44.61 599.7 10037.736 0.7221573973575994 0.49309760315811646 0.43751465067267303 2.393512487411499 11796.048 0.7496595446391151 0.441783232512607 0.41374838247248213 2.348813772201538 False 27 6600 42.41 594.3 12836.133 0.7519240129509106 0.45455493231819777 0.44293076287147215 2.4025206565856934 14633.615 0.7775553621910563 0.4090670550812216 0.4176319424688142 2.3424487113952637 False 27 6700 42.49 593.8 11407.098 0.7206615320211082 0.49447537893446647 0.44836018814021256 2.4629504680633545 13168.496 0.750556800037231 0.44194576899993304 0.42295345979939253 2.406574249267578 False 28 6800 42.04 577.9 10270.47 0.7263959447602256 0.48616142326494044 0.4443384189461586 2.3802878856658936 11976.1875 0.7549381738102792 0.4326319164154205 0.4202131613868065 2.322262763977051 False 28 6900 42.3 594.9 9469.18 0.714797256401938 0.5020030361798921 0.45690089627240227 2.352761745452881 11113.646 0.7433134109410129 0.4491835690932666 0.42966698351174154 2.29520583152771 False 29 7000 44.11 577.3 9804.973 0.721024152233554 0.5040267933912874 0.45759356890005864 2.3831441402435303 11508.073 0.750834936924241 0.4502383494085182 0.4304120112102806 2.305795192718506 False 29 7100 45.34 590.1 10337.162 0.7207721742248644 0.5002530648493356 0.45737341153361244 2.3610682487487793 11978.074 0.7508971412568272 0.4466196593560575 0.4305823132687085 2.2999744415283203 False 30 7200 42.12 625.3 11035.452 0.7128433100436445 0.5040938063784427 0.4736718270076911 2.447742223739624 12602.704 0.7449418136788016 0.448573579239204 0.4407546423602945 2.3874659538269043 False 30 7300 43.22 742.4 10579.029 0.7016785306418151 0.5130799630679331 0.4615105998877913 2.381561279296875 11958.335 0.733855446393704 0.45664502122804257 0.4338802085061529 2.3412904739379883 False 30 7400 44.69 759.2 11182.568 0.713180690493761 0.5072930439842528 0.46922106684657 2.338106393814087 12786.983 0.743929102294776 0.45355485434169535 0.4396867089575483 2.2933385372161865 False 31 7500 47.45 761.6 10955.898 0.7149486308244857 0.497847023267112 0.47535730506666035 2.430922031402588 12337.01 0.745592619546606 0.44165846964014704 0.4439734779442471 2.3930485248565674 False 31 7600 45.95 757.6 11857.2705 0.7161465020433274 0.48712662023672054 0.3484722870799479 2.753944158554077 13321.204 0.744066823634721 0.437099696142719 0.332789963630865 2.6401708126068115 False 32 7700 46.22 726.0 10318.148 0.7148645565675337 0.499777061682453 0.3972506085052844 2.623490571975708 12030.14 0.7440673604400775 0.44582061513134164 0.37377080330808715 2.533381938934326 False 32 7800 44.85 737.0 12076.509 0.7188196110703678 0.5043721363667097 0.40892117949795165 2.498319149017334 13791.852 0.7497485285808505 0.4491843702238612 0.3867163050402373 2.421234130859375 False 32 7900 43.46 558.4 10975.391 0.7087051319422859 0.5029805964785898 0.4329004236086811 2.520068883895874 12616.5625 0.741852654429248 0.4453427050961595 0.40813266123701225 2.4396088123321533 False 33 8000 42.04 544.0 9383.812 0.7112892512581197 0.5071590713613807 0.44695410753452997 2.4498040676116943 11013.371 0.7424314996095853 0.4514980734405828 0.4218736425138545 2.367849111557007 False 33 8100 42.59 556.9 10427.354 0.7123783365217705 0.5107485744186362 0.46818966674567036 2.3798112869262695 11964.455 0.7477164896024264 0.44681731263066854 0.43980815681310303 2.3039395809173584 False 34 8200 43.42 686.7 10628.246 0.7098245083391612 0.5063921486848827 0.4803607971734013 2.3536040782928467 12366.603 0.7441965014893185 0.4442464980302614 0.4477917475362992 2.29353928565979 False 34 8300 43.36 751.8 10066.159 0.7122094779562664 0.5117767651187026 0.47484068282155084 2.369293212890625 11875.569 0.7468436620605495 0.4476140255503894 0.4422172339998238 2.330305337905884 False 35 8400 43.0 540.2 11514.814 0.7159363951645333 0.5042359361955256 0.4771754428766904 2.2871029376983643 13389.246 0.7492716147324051 0.4431046688126604 0.44666888209516786 2.2579195499420166 False 35 8500 40.89 494.7 11198.887 0.6981143300569506 0.5276206660271301 0.48741721584808034 2.299955129623413 12943.677 0.7333757248944809 0.46594584768514996 0.45657779906218904 2.258716583251953 False 35 8600 42.55 539.3 10407.416 0.7109047785758622 0.516716907899553 0.48663746714842954 2.275402545928955 12116.276 0.7461291656189593 0.4510820858545226 0.45412255331585744 2.2356274127960205 False 36 8700 40.79 605.2 10209.338 0.7032672281501013 0.5237131951389816 0.4802792591824479 2.298468589782715 11796.182 0.7385952698570696 0.4607670421206732 0.45008201685379295 2.291968822479248 False