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 2.183 22.57 74264.08 0.9667252773484482 0.020393518918544434 0.02757663276242111 38.88005447387695 61148.453 0.9668032049465536 0.019468365200985327 0.03623679286187841 39.1565055847168 True 0 100 9.495 10.33 13531.735 0.9549694260151251 0.06647057684472411 -0.2685749848781755 4.675012588500977 13839.448 0.9556185276816086 0.06307789280263174 -0.28145989677427075 4.720100402832031 True 0 200 9.399 10.08 12347.088 0.9410007690555574 0.10838974033811546 -0.10079128632150766 4.456384658813477 12964.526 0.9422789139957897 0.1011743455675727 -0.10186525636983951 4.5023980140686035 True 1 300 11.7 10.35 12746.135 0.9319697688899263 0.12414843475048168 -0.1975271892318204 7.013218879699707 13407.388 0.9330888886667195 0.1167776816824981 -0.21392662197947382 7.038783073425293 False 1 400 10.12 10.26 13330.853 0.9035907100295988 0.1740315276300502 0.036343770448951485 2.626100540161133 14470.066 0.9048826686048367 0.16698785020718124 0.031847622857310146 2.721336603164673 False 1 500 9.453 11.34 13723.783 0.8958583293841949 0.19021223313438768 0.17889246769485412 2.5503313541412354 15045.298 0.8972107527660528 0.183263068978008 0.16302651142405047 2.6436479091644287 False 2 600 9.374 10.32 12990.782 0.8825694815869443 0.20013100306329643 0.16958262149016087 2.5799620151519775 14302.654 0.8849981533039994 0.19246006139726363 0.14877277656297244 2.682389974594116 False 2 700 9.544 10.09 11709.693 0.8752424774810366 0.2024811468472264 0.17941892233241205 2.586073398590088 12879.649 0.877917608473333 0.19525185752893132 0.15955324468684046 2.6751935482025146 True 2 800 9.551 10.41 11961.986 0.8655285377248849 0.23555303514302223 0.20128712978397498 2.599935531616211 13411.631 0.8708442961364302 0.22067374051641397 0.18149837367392974 2.707824945449829 False 3 900 9.587 10.27 14127.27 0.8708996622825274 0.22269271721413222 0.28167946638928193 2.489119052886963 15896.046 0.877085647410946 0.20490678609374388 0.2610795589453229 2.6012563705444336 False 3 1000 9.442 13.71 12876.3955 0.8477228838878097 0.27290485382314006 0.2807702809472654 2.4635021686553955 14599.804 0.8552542754474957 0.2553052921036993 0.25708764113197213 2.5727932453155518 False 3 1100 9.622 10.57 12396.94 0.8390108529265908 0.28317712368114195 0.2805478014553283 2.416461229324341 14106.614 0.8476752862464498 0.2639998152709123 0.2683480063466541 2.515937566757202 False 4 1200 9.624 10.18 10914.599 0.820429841110412 0.31521680288265724 0.2863572884154698 2.439115524291992 12528.649 0.8271212676658342 0.3014809016819481 0.27857974276715114 2.5253429412841797 True 4 1300 9.845 10.8 10386.965 0.8286126607864792 0.2936247048814927 0.2527021284765731 2.6694395542144775 11954.087 0.834547638921824 0.28019976841062916 0.22713955019454463 2.7870216369628906 True 4 1400 10.08 10.05 12049.792 0.8245879763108244 0.3078781605210307 0.2861264842245209 2.446298360824585 13724.689 0.8314856007957063 0.29303945530596853 0.2698132421702755 2.5477209091186523 False 5 1500 9.515 12.64 12746.4795 0.8225618324906164 0.30360250782997905 0.2888714619464362 2.4146311283111572 14416.888 0.830855773495912 0.2871835146680857 0.28409377704067673 2.504547119140625 False 5 1600 9.636 10.12 10772.426 0.8132149042421088 0.315864122888504 0.28947238480218046 2.534851312637329 12333.358 0.8201697364008023 0.29924479498839524 0.2873520436306221 2.6309449672698975 False 5 1700 9.569 10.32 11968.592 0.8051758721929444 0.32593044586128955 0.3084928376492452 2.382859468460083 13674.598 0.8130410103878837 0.3073437915373741 0.30330261189612734 2.4691390991210938 False 6 1800 9.539 10.58 12448.022 0.8030608143283896 0.3383804711187302 0.29977596952393293 2.4906065464019775 14383.663 0.8114073569248886 0.319002166672794 0.2980135133157074 2.566317558288574 False 6 1900 9.629 10.32 14504.449 0.8148863783536344 0.32661233933428957 0.3128887542354736 2.4230189323425293 16523.697 0.8223929526519261 0.30833626552169996 0.3118163147747625 2.4975738525390625 False 6 2000 9.456 13.02 14636.268 0.8154073733227231 0.3095631191002044 0.3250721475989779 2.415249824523926 16568.635 0.8240668815454929 0.2890564012422174 0.3209257786576662 2.507652997970581 False 7 2100 9.689 10.41 11224.101 0.79839427069563 0.34866296364427274 0.32208283010372973 2.3490357398986816 12905.615 0.8069030438550918 0.3253755661200423 0.32040955794218556 2.4318020343780518 False 7 2200 9.474 10.29 12692.672 0.8038845972795737 0.34076856343042894 0.3320699469604836 2.3501434326171875 14207.326 0.8115523702180729 0.3216555376499736 0.329318643091752 2.4337031841278076 False 7 2300 9.221 10.68 11134.751 0.7854040894629265 0.36754780313636165 0.3288885503389067 2.3551597595214844 12598.997 0.7939643072808538 0.34575007202356556 0.3275619747240657 2.4366374015808105 False 8 2400 9.452 10.31 11694.44 0.790734281825502 0.34874849526317125 0.32936527106314206 2.387003183364868 13393.149 0.7995002759196776 0.32719223430691746 0.33917552852181243 2.4598515033721924 False 8 2500 9.554 13.14 12303.205 0.7991174430962141 0.34148768583974104 0.3358143024936853 2.4160778522491455 14287.484 0.8073576149317657 0.3203113381995423 0.32918523703967395 2.5181844234466553 False 9 2600 10.1 10.42 11742.835 0.7874165008309638 0.36797365749055483 0.3394814159908081 2.3866584300994873 13476.404 0.7965730098708451 0.3430657435111258 0.3376872660992633 2.462415933609009 False 9 2700 9.416 10.37 10548.47 0.7681852549488425 0.3880294904734735 0.34875582745259487 2.3076982498168945 12118.688 0.7805486014318762 0.3587742652214857 0.34555746548746785 2.393308162689209 False 9 2800 9.59 10.48 10755.659 0.7694604277103012 0.3883339328159403 0.3523184869547173 2.3194997310638428 12366.73 0.7816500247716951 0.3602843347171265 0.34806955242799253 2.406062364578247 False 10 2900 10.1 10.41 11254.43 0.776165973060448 0.3941471022232107 0.35007070193983525 2.319161891937256 12712.28 0.7877124586518449 0.36535097810045897 0.344091124999268 2.4016854763031006 False 10 3000 9.433 13.88 10848.215 0.7735591941061352 0.3966676400382084 0.35209878225692687 2.2980639934539795 12375.593 0.7855257396522379 0.36675761504942794 0.34838494743635445 2.3791778087615967 False 10 3100 9.816 10.38 10747.984 0.7743811883034704 0.37913860084818957 0.35719071896488863 2.3375227451324463 12270.703 0.7870729078030089 0.35146765179104905 0.3555833201701888 2.4141721725463867 False 11 3200 9.462 11.58 9438.143 0.7764075571157573 0.40226771908698644 0.3534505121750836 2.5085904598236084 10882.389 0.788557369466014 0.37203182790555533 0.34881239047949264 2.575516939163208 True 11 3300 10.82 10.57 10493.084 0.7657386861692943 0.40556941086639775 0.36320879935442557 2.299572706222534 12142.236 0.7780058492942091 0.3750599866446799 0.36058758048511697 2.3837218284606934 False 11 3400 9.217 11.66 9839.65 0.7615733512196469 0.4174214976930485 0.36104787137769445 2.3035695552825928 11378.664 0.775298640011946 0.3842295311647127 0.3596793089319056 2.3772621154785156 False 12 3500 9.548 9.982 10380.151 0.75924403902676 0.4067131516482548 0.3639526595941821 2.2745590209960938 11977.308 0.7726513049535938 0.37361117947304984 0.36420988257981524 2.3532795906066895 False 12 3600 9.436 10.29 9722.643 0.7634481034362074 0.40879917159232837 0.3677839940035614 2.2832672595977783 11133.963 0.7777863704586799 0.3730768560309185 0.3661017966686139 2.359246253967285 False 12 3700 9.507 10.32 9315.036 0.764846887736898 0.4087189410650932 0.36521810269298277 2.2735607624053955 10672.367 0.7782371488014687 0.3760746131956661 0.3640297365580748 2.352836847305298 True 13 3800 10.01 10.49 9874.123 0.752649886970633 0.41723229732377115 0.3769963469913064 2.2996490001678467 11400.954 0.7683317787392188 0.3805036384970632 0.3759125677848103 2.3716800212860107 False 13 3900 9.45 10.28 9952.921 0.7587489716269459 0.4107405915487507 0.37323927358734427 2.3284990787506104 11603.595 0.773328526918471 0.37377880545066844 0.37258067144983736 2.395794153213501 False 13 4000 9.472 10.58 9733.774 0.7659012002421486 0.4005215038423673 0.37972777151374987 2.352443218231201 11293.833 0.7800466213188477 0.3660139287704737 0.37820452330070436 2.419189214706421 False 14 4100 9.691 10.3 10036.739 0.7639276632656803 0.3989554193957888 0.3579415529441639 2.3172554969787598 11570.143 0.7779902631850708 0.36369575262115816 0.3514885077025363 2.418632984161377 False 14 4200 9.457 12.33 8596.655 0.7510365869338801 0.424675244392247 0.38234810483238174 2.282066583633423 9969.239 0.7671633092467385 0.38556128374605647 0.3859798801905856 2.349351644515991 True 14 4300 10.88 10.31 9781.666 0.7476999412902173 0.4294093118347794 0.3793774726708056 2.2451391220092773 11259.55 0.76319859770285 0.3938656643092566 0.3775874425919796 2.32814621925354 False 15 4400 9.435 10.13 8672.333 0.7806127001529152 0.3930604894244331 0.3772452310070528 2.84918475151062 10098.376 0.7952970558350083 0.3563009850875846 0.3849979416359315 2.8960511684417725 False 15 4500 10.16 10.31 9199.369 0.7523717635942972 0.4345784525916211 0.3747628118648604 2.310788631439209 10633.884 0.7678407744936468 0.39558045424635574 0.37332544625011405 2.399871349334717 False 15 4600 9.48 10.15 8663.023 0.7562878664828181 0.4143999397951012 0.36866826198923597 2.264932632446289 10136.183 0.7728381333968647 0.3736671081636448 0.36780314088470123 2.345827341079712 False 16 4700 9.487 13.21 9178.577 0.7460283245175313 0.4442056994962874 0.3813270945431123 2.3153953552246094 10724.912 0.764046062412436 0.3992726925175454 0.38317994995724225 2.397608757019043 False 16 4800 9.569 10.25 9344.948 0.7493746038779779 0.42814957695019146 0.3897197169166954 2.244152784347534 10857.511 0.7665601517426597 0.38661746576880907 0.39057835537997493 2.3143413066864014 False 17 4900 9.493 9.971 9320.663 0.7424054983752311 0.4288610003450413 0.3982293951498052 2.219184637069702 10806.228 0.7607949728887168 0.3858508481944516 0.3999611013375345 2.29008412361145 False 17 5000 9.221 10.94 9438.466 0.7519625656222378 0.4218427873762684 0.3883645123713853 2.288290023803711 11026.71 0.7697834116938832 0.3792496011040977 0.38469825364797366 2.3834497928619385 False 17 5100 9.606 10.33 8604.878 0.7309830615778942 0.45414064792366166 0.39575885145768575 2.254319906234741 10115.282 0.7512882405335071 0.40810475886937103 0.3924386185523613 2.327908754348755 False 18 5200 9.64 13.41 9848.945 0.7487450207630149 0.43243189507237245 0.40646951344731347 2.2680277824401855 11480.03 0.7675715689498342 0.38820417402592433 0.4043420525504092 2.3413455486297607 False 18 5300 9.717 10.02 9414.802 0.7339485218782831 0.4495151506253897 0.40437750373103293 2.2145512104034424 10933.485 0.7544649822946188 0.4018954311355549 0.40242861561937 2.290508985519409 False 18 5400 9.597 10.22 8417.809 0.7399962001470504 0.4443339947767118 0.3932317904084662 2.2785117626190186 9915.366 0.7590635013398562 0.3977991831278165 0.4013153315777546 2.3458597660064697 True 19 5500 9.993 10.34 8933.324 0.7293788499129001 0.45551020523796515 0.4078905159996957 2.2546520233154297 10467.735 0.7525537057630366 0.40431367259000284 0.4082360776859371 2.3351480960845947 False 19 5600 9.464 10.23 8493.685 0.7277878293600148 0.4595122100433473 0.3990541648452791 2.210502862930298 10000.754 0.7495292368854425 0.4114174610338962 0.39778559249854606 2.292104959487915 False 19 5700 9.603 10.36 9015.238 0.7242022838713309 0.4645701112092146 0.39938059250292895 2.200709581375122 10607.322 0.7466828940329636 0.4145296178648693 0.3965103958636221 2.278951644897461 False 20 5800 9.926 10.14 10046.702 0.739710878169105 0.4391493520183335 0.40827242741659353 2.2108139991760254 11715.385 0.7603474161392024 0.39070381061292275 0.40677565155025114 2.286419153213501 False 20 5900 9.486 10.28 9148.65 0.7281118087268408 0.4612207196257126 0.4095943964800028 2.2188010215759277 10645.873 0.7503111512305778 0.40946800516243115 0.4151777627314606 2.2809605598449707 False 20 6000 8.869 12.51 8837.685 0.7299841122719827 0.4553596701270459 0.4106093341750876 2.2437853813171387 10405.3955 0.7513014815217289 0.40506699794717826 0.41418930307804963 2.305104970932007 False 21 6100 9.638 10.05 9038.398 0.7368098439359813 0.4472006686584716 0.40059551018278283 2.2287380695343018 10683.217 0.7592009929931691 0.3956758506834959 0.3972940639691057 2.3035991191864014 False 21 6200 9.568 12.63 8122.2993 0.7260864534014022 0.46596233609490745 0.4122568435053866 2.2484779357910156 9682.897 0.7502548298725678 0.4121051588187785 0.40975159558688323 2.3146536350250244 True 21 6300 9.646 10.46 9670.573 0.7270143345696017 0.46416677425252073 0.4132497050834047 2.205465793609619 11405.952 0.751548343892515 0.40986198395283907 0.41173386503248527 2.276240110397339 False 22 6400 9.536 10.25 8608.173 0.7232300184831963 0.4667677581060772 0.4081282126156582 2.2888433933258057 10237.013 0.7485283896297668 0.4115979071758873 0.40522398032910845 2.3555421829223633 False 22 6500 8.881 10.23 10102.73 0.7267316400409617 0.46855032296046345 0.42161048199164153 2.1966309547424316 11986.417 0.7503299894231048 0.4161432142825221 0.42265955669023375 2.268721342086792 False 22 6600 9.705 10.4 8600.414 0.7132157656701476 0.4727515709093038 0.41420273208552505 2.1970252990722656 10201.247 0.7391647690948092 0.41823633652271547 0.41029007926836913 2.286755323410034 False 23 6700 9.596 17.93 8664.645 0.7190037429228314 0.485037439979681 0.4034916265310079 2.2109479904174805 10238.444 0.7439085833282414 0.4310055236069678 0.3985947823617271 2.29712176322937 False 23 6800 9.681 10.17 8348.065 0.7167919985526416 0.4772116939609448 0.42526482749481576 2.2158355712890625 9903.283 0.7437858381502734 0.4209532268351504 0.42836061150929333 2.2874884605407715 False 23 6900 9.655 10.22 8341.636 0.7140564108703076 0.4839676588804626 0.4262135711456594 2.2457144260406494 9870.183 0.7397789661041814 0.4295104387943824 0.42600836177499785 2.3100013732910156 False 24 7000 10.16 10.28 10131.178 0.7254256459397935 0.47059799234691274 0.42013257373370383 2.1722967624664307 11899.945 0.7505392096463335 0.4145340841033287 0.4153465820386701 2.254744529724121 False 24 7100 9.66 10.23 8380.708 0.7150518418616463 0.48781114908718126 0.4308449109581863 2.187919855117798 9872.06 0.742523887544837 0.42747978719735996 0.4329359285008444 2.253493070602417 False 25 7200 9.522 11.93 9016.273 0.7158800646352499 0.48424700723009473 0.4254708306152502 2.2661635875701904 10631.146 0.7420066576947393 0.42590347049547916 0.42267902811703945 2.358844757080078 False 25 7300 9.593 10.21 9224.419 0.7124964808554901 0.4864876185401785 0.428548745906266 2.151275873184204 10948.826 0.740478461924545 0.42385354878888293 0.4250335034711104 2.2306270599365234 False 25 7400 9.566 10.12 9240.935 0.7276670488915141 0.4734245613932648 0.4172962389661474 2.1881701946258545 10921.216 0.7523701541180706 0.41651015811732933 0.41894245260571084 2.2512223720550537 False 26 7500 9.4 11.04 8715.321 0.7223111973456345 0.4686465915946706 0.41672281865177174 2.2172043323516846 10359.391 0.7470289451643379 0.41265878996504396 0.41849865464487485 2.276402711868286 False 26 7600 9.686 10.12 9765.468 0.7145662517445561 0.48678178631889274 0.4265586847282508 2.155632257461548 11304.031 0.7424336607335106 0.4246582353557134 0.4241868783729328 2.235901117324829 False 26 7700 9.439 13.86 9727.808 0.7179157202879083 0.4785614585162416 0.43801889216088985 2.1498358249664307 11216.495 0.7459836879911272 0.4149818379308363 0.43552337170971483 2.223093271255493 False 27 7800 9.685 10.02 12930.694 0.7617894300173691 0.4155441562410277 0.4119172396045089 2.193096160888672 15040.527 0.7860308891244525 0.3620768430451612 0.41126765587987724 2.2681660652160645 False 27 7900 9.594 10.06 8330.033 0.7095767703048828 0.5004279713643572 0.4225160280633282 2.1473400592803955 9857.288 0.7384087670856959 0.43938117686129663 0.421270371836851 2.222593307495117 False 27 8000 9.835 10.48 8943.241 0.7065697529701774 0.49539931925945135 0.4384501439369051 2.2793872356414795 10544.418 0.7369740041655994 0.43232619083877505 0.4346214515394481 2.3710362911224365 False 28 8100 9.58 10.34 8431.715 0.7051211694858706 0.5014451918620006 0.4352069005387858 2.1470117568969727 10076.195 0.735184982398119 0.43689891280440357 0.4373015420498301 2.213864326477051 False 28 8200 9.546 11.1 8755.148 0.7208196388557964 0.48976462485223315 0.4244879990607087 2.1427297592163086 10393.535 0.7482895902520599 0.4273711197657174 0.4232333636794251 2.2201926708221436 False 28 8300 9.644 10.22 8750.946 0.7133747189172306 0.490898169809206 0.4235733219310401 2.2179887294769287 10425.58 0.7443693510540996 0.42354337385839685 0.4174417750588404 2.321235418319702 False 29 8400 9.52 10.32 8694.629 0.7117928416884691 0.493483475858944 0.45050379553666586 2.2767159938812256 10366.919 0.7429087344760341 0.4267999954036985 0.44562807040572017 2.3363919258117676 False 29 8500 9.4 10.9 8711.344 0.7074951555625981 0.49511109778560136 0.4504885082734719 2.166546106338501 10313.799 0.738570104425048 0.4294840589839533 0.449648348670999 2.2263031005859375 False 29 8600 9.667 10.07 9384.013 0.7045083672501798 0.5090721606645513 0.43916059249403705 2.1283435821533203 11094.316 0.7348774748405027 0.44597442472475496 0.43603660794830496 2.200817108154297 False 30 8700 9.637 12.04 9059.998 0.7076420743893452 0.4955201915025052 0.4358939735214576 2.1693685054779053 10677.935 0.738637714762365 0.42662473259771516 0.43362811930330486 2.235417366027832 False 30 8800 9.691 10.19 8432.542 0.7016911237126126 0.513503967309255 0.4540584360127135 2.125816583633423 10072.524 0.7331456333472816 0.44526776094292136 0.4510993984858548 2.197152614593506 False 30 8900 9.513 10.24 9122.487 0.6979736397314087 0.5043375296944589 0.45656296002969293 2.134579658508301 10665.28 0.7310088935533096 0.43570407800749344 0.4545459410189052 2.2060892581939697 False 31 9000 9.871 10.04 11935.842 0.6994944859095418 0.5033655540677721 0.4466728041885727 2.245617389678955 13543.903 0.7336252251771929 0.4335856315656007 0.4486181628497469 2.309746503829956 False