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 5.332 25.46 542137.56 0.9531237904962018 -0.0022038961334774 0.09224373331480128 29.224140167236328 441732.34 0.9537830993063168 -9.896184788330098e-05 0.09809144556961642 28.28268814086914 True 0 100 10.12 23.25 58176.0 0.9331352350998762 0.03578433218531912 0.09630323219862692 46.39231872558594 52722.906 0.9355113594865018 0.0355496706261319 0.09038985305058643 45.2379150390625 True 0 200 10.18 21.21 53806.816 0.9290258488225808 0.05014866073235957 0.08873972941221037 16.061094284057617 49319.266 0.9307811798056977 0.052082665955383335 0.09074709434512508 15.354789733886719 True 0 300 9.543 29.93 45452.957 0.9186083958917877 0.0791135605735706 0.08263434763334908 12.443647384643555 42017.652 0.9188741959698122 0.08118413424773036 0.10305914424927536 11.820762634277344 True 0 400 12.64 101.7 42094.418 0.9133639445396605 0.08790087180621017 0.07900724044769435 4.241125106811523 40769.496 0.9133066208939028 0.09086429156636051 0.10313022742115045 3.9589245319366455 True 0 500 10.05 28.4 46548.766 0.928250517110963 0.06223067876790611 0.05429445348348666 3.6701505184173584 46586.38 0.9283346503318388 0.0635424646004756 0.09563408786884349 3.4490909576416016 False 0 600 10.21 24.44 40406.74 0.91036993316229 0.0967081248398819 0.0705932613062988 4.2823052406311035 41244.324 0.9107893540944111 0.09890599902660346 0.09889121366517117 3.99751615524292 False 1 700 15.07 21.41 43819.227 0.9217406010443705 0.08005744296436398 0.06152946987751193 7.499477386474609 46922.297 0.9228468767529181 0.08040111661376668 0.10333802900305059 7.032505989074707 False 1 800 10.46 79.07 38449.77 0.9071042706698624 0.1046461024542172 0.07582182190998671 3.5384864807128906 43202.902 0.9082020222066229 0.1021720092122214 0.09633873305326345 3.38700532913208 False 1 900 12.17 193.6 33437.4 0.8956486859750935 0.13068022767730542 0.06948296574998133 4.890933036804199 36835.348 0.8972056939886449 0.12796475993129766 0.08357239870368022 4.521912574768066 True 1 1000 13.73 25.57 31957.367 0.8909958779187565 0.13294649996352054 0.05283240979209763 3.7284047603607178 35976.414 0.8924911649119907 0.1303414665602711 0.08032614929265086 3.5019383430480957 True 1 1100 12.0 21.52 31137.023 0.8903806285067755 0.13527181742481348 0.0455718258767607 3.4760327339172363 35545.156 0.892935907278305 0.12973059130891784 0.08122444342352195 3.323178768157959 True 1 1200 11.97 58.56 29649.285 0.8824506743569219 0.1553787328034029 0.03577625297461364 3.510233163833618 36274.734 0.886776994372478 0.14641662233855218 0.056068955101724424 3.4171853065490723 False 2 1300 10.83 34.82 27650.027 0.8743084794110991 0.16710403367013213 0.05881865399527927 3.492544412612915 34411.934 0.8799034222342825 0.1548716952234101 0.08185638808248036 3.362699031829834 True 2 1400 11.68 96.17 28227.123 0.884287001239413 0.1638411566149272 0.008777930746562773 3.9752113819122314 35653.03 0.8884887417104911 0.1534628035410311 0.05215414153743969 3.7409117221832275 False 2 1500 11.12 184.2 27218.752 0.8736596217248201 0.1744806444702882 0.04565099397291367 3.71001935005188 34873.855 0.8805040617459019 0.1575094282789223 0.0756758786507216 3.670351982116699 False 2 1600 12.45 107.3 25054.49 0.8677358929238241 0.18743611032769839 0.009381476965263546 3.5919508934020996 32848.402 0.8756287851606823 0.16893073316928234 0.0304517563041549 3.522437334060669 True 2 1700 10.98 65.64 24030.379 0.8610542061165728 0.19801333739763508 0.033945557234179316 3.4938905239105225 32336.322 0.8709555299225875 0.17481713705694743 0.0511322710781494 3.4147582054138184 True 2 1800 11.55 35.31 25246.76 0.8637807120013593 0.19688081359320442 0.008702879359246546 3.5862364768981934 31761.727 0.8720800699702818 0.17592733917556772 0.04146490781495255 3.4859731197357178 True 3 1900 12.63 161.7 23958.205 0.856467160662916 0.20303152791374027 0.016299067922441877 3.469853162765503 31456.867 0.8669640951191028 0.17823197723856196 0.03700687777006628 3.3479371070861816 True 3 2000 11.43 114.8 26581.94 0.8738595272880832 0.17321012162153804 0.01038830034962825 3.5143160820007324 34350.582 0.8832920344910515 0.14907421679640706 0.026498372319078495 3.386242151260376 False 3 2100 9.065 26.87 21847.82 0.8511878596208076 0.2173753325744616 0.005815549783381275 3.4857418537139893 31726.635 0.8648358247040036 0.1873240704845022 0.03032729413191774 3.3574373722076416 False 3 2200 9.544 21.52 21494.967 0.8470029860728108 0.22476395164083918 0.01107610525535446 3.596170663833618 30584.479 0.8612667441960595 0.1924421552728472 0.02266350104854651 3.554819345474243 True 3 2300 9.594 21.44 21223.1 0.8477230720925031 0.22779859337011454 0.007359964059327043 3.4595279693603516 31675.97 0.8638196516668908 0.19143873398153655 0.030357722170820795 3.351440191268921 False 3 2400 9.551 24.82 21785.3 0.8493108997530661 0.23755683962292978 0.04266222839529132 5.598015785217285 31030.709 0.8626069955014871 0.20309986111810474 0.07479641271268511 5.261080265045166 False 4 2500 9.363 59.05 20942.41 0.8352877039304808 0.24372353729680946 0.021131091234859078 3.6970274448394775 29687.77 0.8543280795420558 0.20328856787447613 0.0540738914748942 3.62813138961792 True 4 2600 10.2 24.41 20529.648 0.837254996287635 0.24304612185007232 0.008257948120634531 3.4696788787841797 28855.467 0.8550721981623117 0.20363724526376423 0.03637133421334209 3.367249011993408 True 4 2700 11.63 21.03 19578.535 0.8354367169191128 0.2446887014516274 0.010807532628228698 3.4811453819274902 29438.236 0.8553452288451466 0.20071416988130802 0.03855431929992845 3.3407790660858154 False 4 2800 10.5 21.89 19375.943 0.8347361454493071 0.2457563877228093 0.01908786839782801 3.482576608657837 29390.45 0.8576565642965251 0.1953217860847685 0.04827766834457738 3.336195707321167 False 4 2900 9.634 21.96 19409.797 0.8332701006905218 0.2459971650474662 0.030304348807598757 3.5231564044952393 29325.305 0.8554983835633809 0.1967579883157619 0.06345180352762354 3.4587488174438477 False 4 3000 10.75 38.28 18071.469 0.8292380884848809 0.26024314312007135 0.03050956977778624 3.5043671131134033 29357.127 0.852618987472292 0.2061919041387799 0.05797136537547045 3.3493893146514893 False 5 3100 15.58 162.3 17383.867 0.8203128333077779 0.2775999003722006 0.01951499767081513 3.4397425651550293 28681.625 0.8448071207506522 0.22549052498073882 0.04628809580802267 3.3135759830474854 True 5 3200 10.34 21.88 16923.316 0.8194409399572066 0.27557703713669096 0.02134937261249847 3.4276604652404785 27982.098 0.844168027401627 0.21983884229216394 0.027919611153726057 3.3519160747528076 True 5 3300 10.92 21.98 16066.929 0.8118332329209287 0.2847608935707148 0.06210644590972752 3.4229753017425537 27661.799 0.8426764937769069 0.21949447972562472 0.08726053214687066 3.2846202850341797 True 5 3400 10.76 21.4 16793.545 0.8094442853834842 0.29419542356157263 0.0570500610924762 3.3818418979644775 28282.281 0.8396794230084091 0.22898930175188817 0.07788736442400791 3.281702995300293 False 5 3500 10.69 21.8 16318.491 0.808571149026838 0.3047755803180837 0.08690449025749322 3.770397901535034 27051.861 0.8394287891407908 0.23715645721076192 0.10180220289444747 3.5675697326660156 True 5 3600 9.119 76.43 17512.916 0.8139521193132027 0.28413585567031496 0.08317411902667611 3.4598727226257324 27705.807 0.8412259647269985 0.22315472870496272 0.10816244398136572 3.3028578758239746 False 6 3700 9.617 20.66 15434.818 0.8041345964038121 0.30770820644121927 0.0821545262908417 3.54567289352417 27063.807 0.8337944553416188 0.2415960074802174 0.09546555544695201 3.3791182041168213 True 6 3800 11.46 21.4 15116.351 0.7990431152559546 0.3074888953788386 0.10234608576718243 3.586108684539795 27331.898 0.8325136287533372 0.23593314717894923 0.11462858313634432 3.415117025375366 False 6 3900 11.17 20.6 16300.287 0.8076734121972279 0.2949277104542533 0.06970842917107817 3.45064115524292 28872.06 0.8398018967325697 0.22378844093418018 0.08084231290761204 3.4121062755584717 False 6 4000 9.397 21.68 15419.544 0.8128061512829061 0.29689068090776216 0.1161808555713015 4.374762535095215 28565.52 0.844813300168386 0.22439632004199325 0.1381063536837341 4.12813138961792 False 6 4100 9.637 21.72 14744.581 0.7949265428633793 0.3189866403740537 0.06585088449112196 3.3749682903289795 26827.893 0.8332722545738163 0.23683558937342822 0.08176550442659193 3.2867672443389893 True 6 4200 9.849 22.16 18077.72 0.83094989827003 0.2716987555043393 0.06628988288633435 3.989131450653076 28297.26 0.8582027801862656 0.20168223214754868 0.09767334624414717 3.7621092796325684 False 7 4300 9.823 21.22 15368.02 0.8064217571053938 0.2984657779553449 0.09416030070789577 3.9051647186279297 26564.957 0.838904165673747 0.2271399308096989 0.10694680207580227 3.6817123889923096 True 7 4400 12.76 66.94 13866.169 0.7884448934506127 0.3323152297554188 0.0812238018712791 3.3621861934661865 25867.893 0.8281707553032658 0.24884826438759286 0.09708036909787679 3.278428554534912 True 7 4500 11.4 21.9 14200.487 0.7922053932910882 0.3198367291935475 0.08025530650055178 3.3781323432922363 27576.365 0.8332079899738871 0.23304772510774002 0.09383649036412163 3.3108696937561035 False 7 4600 11.05 21.85 14374.741 0.7863394145026872 0.3312328871963513 0.10807266323186134 3.7673211097717285 27011.248 0.8299217492661151 0.23997005522173998 0.1273319600431539 3.7684571743011475 False 7 4700 10.67 21.02 15372.312 0.8042760318568415 0.31076322680033014 0.14012278628217623 3.6650986671447754 28920.893 0.8402303885791325 0.22822698000362418 0.1332593587560986 3.48697829246521 False 7 4800 9.55 22.24 13707.155 0.7792168299548592 0.3429788831461159 0.11799933862456057 3.3296802043914795 26111.277 0.8265575536993205 0.24716304756629678 0.12765953212891723 3.2301621437072754 False 8 4900 9.606 21.37 13742.63 0.787838779517717 0.33547866471752136 0.10509510610013291 3.590228319168091 26421.162 0.8314463805763581 0.24166449280485508 0.1186621894898488 3.4179818630218506 False 8 5000 9.563 524.9 12736.577 0.7734280022136129 0.3580234812277587 0.09405885713045636 3.3949196338653564 25637.357 0.8236634469450879 0.2567010556871045 0.09600872133529621 3.3570685386657715 True 8 5100 10.01 21.23 13036.347 0.7748669562175721 0.3505567014602498 0.14672574389955842 3.2937021255493164 24644.65 0.8230869648809279 0.2518670016663494 0.1465485830901218 3.214702606201172 True 8 5200 11.39 20.88 13616.097 0.7904398633091363 0.32964624437503 0.1318582550284229 3.309006690979004 26420.838 0.8295784529618803 0.24363971240112262 0.12961235976550417 3.2291531562805176 False 8 5300 11.28 20.51 12490.024 0.7725253631900431 0.35319364654870045 0.13869460906416917 3.301539421081543 25351.598 0.8230385152356579 0.25211263177874255 0.14353135338019726 3.230545997619629 False 8 5400 9.591 23.77 12976.03 0.7684664330139762 0.3670830949548666 0.15352431429599153 3.4840567111968994 24254.305 0.8206859863504905 0.2614316206676177 0.1570298749075261 3.327068567276001 True 9 5500 12.51 72.62 12881.147 0.7724440093440673 0.363941250767159 0.11060167277235385 3.336395025253296 25658.547 0.8231838105289053 0.25750210834370424 0.1218508338267189 3.2368338108062744 False 9 5600 9.388 30.23 14525.681 0.7906080897427515 0.3290688128724096 0.15998327935411358 3.4394006729125977 26038.188 0.8334775589641151 0.2313832369864443 0.15185058755797826 3.2960968017578125 False 9 5700 9.812 21.34 13445.952 0.770082629329513 0.36143072440533613 0.13404311773151467 3.3079428672790527 25294.258 0.8250517963483878 0.24923834678785795 0.14954623856259003 3.2277932167053223 False 9 5800 11.66 21.41 13773.094 0.7672213236147821 0.3551055831861464 0.17243537360930367 3.42738938331604 24423.783 0.821778134288338 0.2452372271368933 0.17249626448480473 3.4361774921417236 False 9 5900 9.739 21.92 12757.563 0.7616172782750674 0.3752752492450687 0.16045095493144843 3.279841423034668 25724.246 0.8200542987428553 0.2560113180453405 0.1571835636258812 3.2043533325195312 False 9 6000 9.233 21.59 17600.615 0.8180410769523537 0.28952967177168265 0.13374489047810195 3.9976630210876465 28888.283 0.8563401186576132 0.19636631548921818 0.1293403193431512 3.7479214668273926 False 10 6100 10.47 61.69 12563.308 0.7673962121974858 0.3646264369138858 0.16968438665790778 3.271235227584839 25296.246 0.8210080670897314 0.25197243310090006 0.15715168443576907 3.2033743858337402 False 10 6200 9.641 23.69 12034.664 0.7614181869914863 0.3728520338480265 0.1738279501830657 3.2976086139678955 24820.63 0.8197015874668647 0.25397236399180173 0.17029917434638833 3.2538347244262695 False 10 6300 10.13 24.8 12315.348 0.7688001895028747 0.37752115070859904 0.19298612832561346 3.526754379272461 24613.234 0.8237692240697096 0.25951850202784155 0.19981415324083865 3.3694522380828857 False 10 6400 14.93 25.51 14282.001 0.7918405833324456 0.3384510697118193 0.17185381606691563 4.072319984436035 26807.756 0.8360578842913595 0.23177828321437655 0.15385581107124263 3.826094627380371 False 10 6500 14.39 30.96 12761.946 0.7661098561869566 0.3676591484690663 0.1900783870180247 3.3202831745147705 25455.67 0.8228268958232094 0.24850421799389827 0.17440996039713003 3.2133240699768066 False 10 6600 9.68 28.45 12587.217 0.7662146853421541 0.37192583864466944 0.17316922922441008 3.368537664413452 24622.805 0.8222602162627246 0.25464169712434437 0.16509365424576736 3.2420613765716553 False 11 6700 9.908 20.96 13318.672 0.7726902008117097 0.343441600592989 0.18568669668966364 3.502000331878662 26318.377 0.8282559357170888 0.22923694727772737 0.1842336504891027 3.5377416610717773 False 11 6800 11.75 21.59 12187.902 0.7579897753528185 0.3777806088938399 0.20737831154974076 3.2416701316833496 23993.213 0.8170702530128441 0.2564939301251122 0.19775501132946635 3.160404682159424 True 11 6900 11.37 21.39 11625.286 0.7486944421674877 0.38944718402894524 0.215647190405217 3.2536191940307617 24719.973 0.8138574255487554 0.2595181135250802 0.21057659828067643 3.2162024974823 False 11 7000 9.612 21.61 11821.896 0.7470326068492513 0.396584366109231 0.18006665968426758 3.321713924407959 23581.928 0.8114171384484651 0.2681484022796327 0.1824201526321072 3.2879910469055176 True 11 7100 9.899 21.87 11967.995 0.7620650302537652 0.38239056668041194 0.2226212418976749 3.2343127727508545 25190.121 0.822558661916334 0.2559713961126527 0.2064833544814944 3.153264045715332 False 11 7200 10.62 25.77 11133.519 0.7514516330189723 0.39109155779123783 0.16341770000888098 3.3835437297821045 24024.436 0.8148141206643397 0.26215910373244966 0.14424654199244694 3.384145498275757 False 12 7300 10.21 24.0 11030.511 0.7567025744850243 0.39246718447313883 0.25770308376945866 3.6450541019439697 24592.877 0.8189915530444399 0.26183993737139727 0.23525561594714384 3.4820759296417236 False 12 7400 9.723 21.05 11239.663 0.7457209904782792 0.3986233144500875 0.22037620539594516 3.2594382762908936 24749.299 0.8136215098987226 0.2623589802234039 0.2038695913825354 3.23655366897583 False 12 7500 11.35 21.46 11364.026 0.7560851852166206 0.3894852992915568 0.272376997492085 3.5704164505004883 24714.756 0.8178815736133541 0.2584556975273419 0.23943322371306477 3.4193522930145264 False 12 7600 10.23 21.79 10778.598 0.7403285394118452 0.4078211248400921 0.24006259649842893 3.1937434673309326 23383.492 0.8110037845305076 0.26630054143078175 0.2239749808442716 3.1370081901550293 True 12 7700 9.915 22.78 10825.686 0.7364544294253973 0.4081385868055462 0.2797680451133911 3.1710522174835205 23730.318 0.8095021654352023 0.2664973856049443 0.2527931341435888 3.1509552001953125 False 12 7800 11.45 21.4 11338.069 0.7406787716847059 0.411097189622074 0.25922554110779833 3.1746816635131836 23148.268 0.8095627737911615 0.2735011727620583 0.2390388638673535 3.1101412773132324 True 13 7900 9.943 31.9 11417.153 0.7561129541066457 0.3912737391648358 0.25037487616237014 3.208660125732422 23749.818 0.8217678537395283 0.2521466440306269 0.2270875453138257 3.1307499408721924 False 13 8000 9.497 68.0 11448.537 0.7378954488870708 0.40861357069825943 0.24388919523385336 3.3255090713500977 23838.574 0.8113045997278244 0.26494443673720874 0.2170216561919195 3.349867105484009 False 13 8100 9.349 24.75 11479.83 0.7417432999503031 0.4110055837126724 0.27591824230195294 3.153857707977295 23271.947 0.8139584853145571 0.2648201834613509 0.24842643660329766 3.0982744693756104 False 13 8200 9.543 233.6 12721.547 0.7654194981703999 0.36857307850657833 0.2779846219911282 3.1785359382629395 25365.75 0.8301110550956509 0.23303049081784472 0.24862798196019878 3.1580355167388916 False 13 8300 10.42 69.93 12053.612 0.7612952725583401 0.37398488465881874 0.27324809129558963 3.2017078399658203 26480.385 0.8283824432554662 0.2360593832680312 0.2496017030859366 3.199834108352661 False 13 8400 11.46 25.81 10649.387 0.7342294161115709 0.4167700734112501 0.2879855987364078 3.202575922012329 23584.22 0.8102860792867577 0.2645150429769117 0.24934094424791878 3.224872589111328 False 14 8500 9.816 21.76 11421.084 0.7572314199898441 0.3956579756907351 0.260723385928818 3.217386484146118 25474.809 0.8245089149294994 0.25267558407661556 0.23161696018970815 3.136110544204712 False 14 8600 9.197 234.7 10837.504 0.7429017504862214 0.4032416965215472 0.23570713021154774 3.2885611057281494 24210.363 0.8165186794695103 0.2545799029254222 0.20756651748380686 3.3093292713165283 False 14 8700 15.55 423.0 11370.565 0.7421731376604934 0.39918734365177666 0.2423698201976734 3.1927475929260254 25318.912 0.8177581372013478 0.24755273412400833 0.219819318077958 3.1604952812194824 False 14 8800 13.34 364.7 10987.628 0.7330083950251866 0.41375464953209157 0.3090614690924623 3.459224224090576 23939.916 0.8111954494051052 0.26096210519415425 0.27030101478055935 3.5489072799682617 False 14 8900 9.404 26.93 10978.92 0.7394791712406515 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0.5108851596278641 0.46585817988967704 2.7557365894317627 21675.469 0.7993367548292901 0.2775812373852769 0.3993361554958844 2.846700429916382 False 28 17000 10.33 20.92 7657.403 0.6881784369716392 0.5126667002026426 0.48528680671364127 2.688319206237793 22163.867 0.8053360252506676 0.2798795870699927 0.41408891338520304 2.7759697437286377 False 28 17100 10.94 22.53 7325.677 0.6805870776067903 0.5167231365746668 0.48047420591965556 2.725306510925293 21840.842 0.7999329195589395 0.2850249112873093 0.4057787967524864 2.7967541217803955 False 28 17200 9.575 61.03 7793.3267 0.6752441175446965 0.5175425126521478 0.4799870891000005 2.7216145992279053 21727.266 0.7968206812474684 0.2853113214561888 0.4110330677225979 2.8184762001037598 False 28 17300 12.11 25.72 7864.7534 0.6834225376912212 0.5115869451831466 0.46199444114074684 2.7114601135253906 22696.115 0.8029436706515072 0.2794509346090008 0.40132912635920887 2.7868618965148926 False 28 17400 14.66 50.37 8223.037 0.6836367279903073 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