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 2.246 12.03 349392.9 0.9820925040682856 -0.018733492260404605 -0.2536049431806841 35.46324157714844 87991.62 0.980366223215653 -0.01657508558939347 -0.11620530303945932 36.95132064819336 True 0 100 9.979 10.4 15020.576 0.9563620880968945 0.07967227836626727 -0.16158818404222897 2.7307634353637695 6144.7915 0.9577457007939224 0.07427994010250275 -0.19743923645559208 2.7057578563690186 True 0 200 9.816 10.4 16607.787 0.9428056947077414 0.09975843510405498 -0.0800429293190333 2.6727564334869385 5569.467 0.9437839714388708 0.09459929691414819 -0.1951198671379164 2.619400978088379 True 1 300 10.3 10.48 13561.502 0.9189884529589996 0.1357021161198776 0.0782729153994334 9.71126937866211 5980.6655 0.9241577885305756 0.12460334882332748 -0.1254839029699032 8.90112590789795 False 1 400 9.488 10.64 13019.442 0.8810943752921355 0.2011595997174494 0.1625598960204983 2.6442694664001465 4436.47 0.8892059326077795 0.181522411752069 -0.0640695604464268 2.5867409706115723 True 1 500 10.29 16.15 12752.488 0.874865328493205 0.2138615325668775 0.27328970436695005 2.530348062515259 4439.4434 0.8842740559707629 0.19088680364261812 0.020508341776875067 2.542823076248169 True 2 600 17.98 29.56 14082.261 0.8692111450794878 0.23701562001544083 0.307102126525965 2.5023562908172607 4029.2173 0.8763722976316324 0.21613169661753656 0.06603189201895888 2.521984100341797 True 2 700 28.17 30.22 12501.309 0.8521381278018593 0.24965498459214333 0.299536598159036 2.4430959224700928 3959.5574 0.8615421673913097 0.2276867063562304 0.061868421070076736 2.563127279281616 True 2 800 30.89 30.33 13908.402 0.8442846658412225 0.26854688583373976 0.30195863638247267 2.4694926738739014 3780.5615 0.8538414805781912 0.24529623444801624 0.07719034968705515 2.5410642623901367 True 3 900 30.71 29.77 11567.434 0.838369225860676 0.27841585673066743 0.31606835369906683 2.4255144596099854 3784.2402 0.8509275960538067 0.2505504504967066 0.09291512564436885 2.5515730381011963 False 3 1000 30.54 29.8 11238.557 0.8491891175249277 0.25809593229161193 0.3250878787872309 2.59077525138855 4275.125 0.8626066883147258 0.23099981318306995 0.10521793157317 2.6064093112945557 False 3 1100 30.42 30.26 11750.16 0.8282619119992156 0.29295644762723155 0.33152194459563006 2.407252311706543 3502.2473 0.8414973584057629 0.26439496705736826 0.11750227775220866 2.5363197326660156 True 4 1200 32.24 47.55 18587.127 0.8672546792859885 0.21799870554892734 0.33396000824156563 2.6196751594543457 4346.726 0.8770110711618553 0.19265702683497127 0.09362115695429922 2.6722776889801025 False 4 1300 39.12 49.67 12130.364 0.8106334453153586 0.31723037158548106 0.33614482150088726 2.4572064876556396 3327.6902 0.8252926411269145 0.28775661142837033 0.10635152861933642 2.7218992710113525 True 4 1400 39.28 49.57 11776.153 0.8240267307561119 0.318258038842876 0.34133895822245575 2.3732423782348633 3459.7375 0.8377651689794398 0.28629198842855424 0.13692022713846716 2.5623679161071777 False 5 1500 39.75 50.45 13647.027 0.8191801286104997 0.3036935052013859 0.34541459558286397 2.437511920928955 3482.5247 0.8340006823742783 0.27145443757916066 0.13200635017522191 2.7205963134765625 False 5 1600 40.1 50.76 16092.694 0.836042561154596 0.2810475159500995 0.3442574503437922 2.332183361053467 3650.8398 0.8501680703957925 0.24916628337862223 0.139514368731928 2.6148269176483154 False 5 1700 40.15 51.02 11061.795 0.7980483620003002 0.3450287011277028 0.35030424901880686 2.339599132537842 3269.5857 0.8157531674722469 0.3114331054984434 0.14518748053225403 2.5798120498657227 True 6 1800 39.87 50.94 16110.932 0.8102614899376832 0.32163830095305307 0.3584371057662272 2.3513450622558594 3443.8228 0.8277548929654669 0.28637650038968737 0.13702721518119462 2.5137181282043457 False 6 1900 40.2 51.14 11329.648 0.7876523116222633 0.37124886748686886 0.3612280281961866 2.3742892742156982 3147.969 0.8089192538044091 0.32703592578688123 0.14110512468190647 2.519484758377075 True 6 2000 40.52 50.73 12218.773 0.7893740688682493 0.3613370889632926 0.34053143442931677 2.3539929389953613 3207.8555 0.8113169612646155 0.3187283902384527 0.13498756654986765 2.5238759517669678 False 7 2100 40.51 51.17 11018.351 0.7870340740072125 0.3606874206810693 0.35684027614130476 2.317885160446167 3188.1116 0.8104427820248166 0.31577495856831744 0.15667655237053088 2.5548200607299805 False 7 2200 40.59 51.26 10849.178 0.788612825339089 0.36042412209426383 0.3522311415065506 2.3220624923706055 3254.4753 0.8108266164488452 0.31494587222838505 0.1524316443140522 2.5804405212402344 False 7 2300 41.16 51.82 12146.426 0.7822820109443606 0.3724982462329193 0.3644934139412251 2.325382709503174 3005.3535 0.8042408058390491 0.327807989119312 0.16065932321844742 2.499601364135742 True 8 2400 41.32 52.04 16187.711 0.8042074238323162 0.322501826256019 0.3764358788736416 2.3148128986358643 3368.1104 0.8265698141375669 0.27840862451159154 0.13741047241337873 2.512960910797119 False 8 2500 41.21 50.39 10558.171 0.7710807271855858 0.3899707713681567 0.37362832655612743 2.2834365367889404 2941.6443 0.7983672012563915 0.33717460514614866 0.148175926506203 2.5383529663085938 True 8 2600 40.09 50.77 11346.588 0.764530698206905 0.4001151818362793 0.37803044161962107 2.2682738304138184 2846.873 0.7921754231261515 0.3457975230301623 0.15138132433016768 2.544074535369873 True 9 2700 39.47 49.98 12176.24 0.7724392057688666 0.3855876284740324 0.37865264525215175 2.270103693008423 2885.6501 0.7993868624495069 0.3340102664846755 0.15967184800157125 2.5289697647094727 False 9 2800 39.88 49.5 11212.025 0.7667580352875499 0.3860808070519623 0.36860430300843217 2.291649341583252 2950.6414 0.7962450584846675 0.3279183976383102 0.16503898141709256 2.576227903366089 False 9 2900 40.43 50.77 14224.354 0.7730154103537196 0.38298932407398684 0.3755661620746879 2.283700466156006 2957.7395 0.7992390270800686 0.32947083743639966 0.14981520348625493 2.5176100730895996 False 10 3000 40.42 51.33 11324.727 0.7632497751564283 0.4030416243427797 0.3731169349606852 2.290741205215454 2877.1729 0.7911381761824815 0.3469445234705159 0.17364006533932433 2.4756200313568115 False 10 3100 40.88 50.31 10575.206 0.7663070588327674 0.39792179474846856 0.3839076505732187 2.2651991844177246 2878.8582 0.7957154109117792 0.3462196186988177 0.1688007111374677 2.516195297241211 False 10 3200 40.08 50.48 12524.374 0.7767428349202821 0.38104336526065596 0.38811202806912676 2.2503621578216553 2867.4795 0.8038532524596073 0.32988172464143256 0.17215641486437555 2.497448205947876 False 11 3300 39.9 49.27 10275.954 0.7678699181131124 0.412997186209246 0.384879031368331 2.3466949462890625 2778.3547 0.7958931362286947 0.35653828013545846 0.18709911085478886 2.5524308681488037 True 11 3400 39.52 49.64 10693.737 0.7525190661946158 0.41172793923173157 0.3957901645620308 2.2547473907470703 2881.1465 0.7848525442893315 0.35092104286472936 0.18060185029687795 2.461199998855591 False 11 3500 39.24 49.15 10426.348 0.7590963704656934 0.4028883910100376 0.3917255024615848 2.281113386154175 2777.3135 0.78988820883017 0.3444971125578343 0.1703554167027225 2.48539400100708 True 12 3600 39.15 49.92 10454.914 0.7513919627478524 0.4199840047036063 0.39676945254871293 2.2938027381896973 2737.0312 0.7838992982907407 0.35793037537864375 0.1986012670274178 2.499927043914795 True 12 3700 39.81 49.72 11273.6455 0.7542724667235315 0.4009354171979442 0.3914860962999092 2.339801073074341 2811.6646 0.785772696947402 0.34411168939797515 0.16924586665088467 2.7205874919891357 False 12 3800 40.17 50.58 11110.706 0.7564472876392152 0.4186395543461169 0.39091261110390013 2.2446131706237793 2710.2754 0.788065059865624 0.3570473928289352 0.1649036969117107 2.5681569576263428 True 13 3900 39.35 50.26 10955.11 0.7639209778281517 0.4089206905270788 0.40122003096541353 2.24969220161438 2721.0024 0.7958204098804506 0.3450894604746697 0.18528777628383916 2.453644275665283 True 13 4000 40.07 50.45 11780.944 0.752493059540231 0.4135459215428275 0.39909588216764746 2.2567501068115234 2753.8782 0.7853528240089055 0.35083079981445137 0.1811600238231439 2.591740369796753 False 13 4100 40.57 49.87 11973.557 0.7627329256252118 0.4038258558565555 0.41403106538140905 2.334268093109131 2789.2732 0.793406232553187 0.3438631846586393 0.2285597715971947 2.5007200241088867 False 14 4200 39.3 49.42 10487.728 0.7467533986685607 0.4246874162247713 0.4037856218128503 2.2219560146331787 2663.521 0.7785518506744906 0.36591525057295066 0.19317093197514748 2.4839651584625244 True 14 4300 39.26 49.17 11575.425 0.766928056298258 0.40796365374432125 0.4108058068511091 2.2205076217651367 2874.1223 0.7979060481265989 0.34440132310766564 0.2085714999378117 2.4503774642944336 False 15 4400 39.16 49.32 11523.142 0.7603580564828342 0.41616906930114217 0.4047629523417853 2.2315094470977783 2743.9673 0.7889556972363995 0.35792750616508395 0.18678747006159904 2.4990274906158447 False 15 4500 39.04 49.1 10984.858 0.7423962208241071 0.44451114905694816 0.4180774687032421 2.4883041381835938 2580.7695 0.7775864231014572 0.3758673835154572 0.23039179648049254 2.5277175903320312 True 15 4600 39.76 51.0 10286.295 0.7429977056324311 0.4374781517948251 0.41681357591464935 2.209439516067505 2592.6406 0.7767293150331752 0.3733301569563577 0.2090498926710317 2.425210475921631 False 16 4700 40.17 50.04 10383.019 0.7277762580590148 0.4575500201922733 0.4174665896299369 2.2063963413238525 2476.5012 0.7630200728744511 0.3944941957899032 0.21710535021589603 2.4819211959838867 True 16 4800 40.85 51.12 11052.796 0.7375515582442972 0.44346193666948786 0.4157695507212751 2.2060375213623047 2538.2224 0.7721030664886982 0.37802214115145694 0.19418036291755433 2.454693555831909 False 16 4900 41.01 51.16 11258.772 0.733073796532772 0.44303452969063956 0.4295734373518314 2.3659701347351074 2638.7188 0.7714847372769207 0.37231729554935994 0.2224271696902753 2.489344596862793 False 17 5000 40.68 51.04 9337.104 0.7512309733024923 0.44211100631160627 0.42035632559907193 2.190322160720825 2613.0813 0.7832522616294598 0.37908577789390124 0.20520448034508298 2.4366419315338135 False 17 5100 40.33 49.95 10212.704 0.7354331577306376 0.4518098618612619 0.42794703618620744 2.2146623134613037 2476.7898 0.771258597626414 0.38238852982750976 0.22546895651052273 2.400658130645752 True 17 5200 39.21 49.22 10608.573 0.7324284248353077 0.4554013009930386 0.4241802871776528 2.176521062850952 2507.1829 0.7696351544810232 0.3825151346790276 0.22068682160953043 2.426835775375366 False 18 5300 38.94 47.9 9260.665 0.7347942727693022 0.4470064012331121 0.4287385285730971 2.229034185409546 2467.7698 0.7711274795220135 0.37695343350554383 0.21959317460623964 2.4085896015167236 True 18 5400 38.88 49.25 11850.854 0.7484678837240473 0.42629865473351725 0.4397874031412239 2.29024600982666 2698.0916 0.7866090227262531 0.3497585506336577 0.2466391598926204 2.5494394302368164 False 18 5500 39.22 48.97 9348.419 0.7311412136143698 0.45955572589116866 0.43005397712716925 2.199188709259033 2423.827 0.7688279356205403 0.3887893587925398 0.24714185080725803 2.394254446029663 True 19 5600 38.66 48.62 10734.579 0.7331387481426224 0.4560940278978058 0.42853709202259777 2.3796985149383545 2397.3188 0.7692028948831201 0.3862460706181472 0.26002668994458966 2.595339059829712 True 19 5700 39.18 48.4 12039.812 0.7358493289815493 0.44996270229978474 0.43153590885472776 2.1610214710235596 2495.1003 0.7748367887635847 0.372302427425228 0.23802751134693198 2.396104097366333 False 19 5800 39.02 49.18 11162.488 0.7273886312644481 0.4670049958483059 0.4366237377449074 2.1604509353637695 2473.0347 0.7668491398346337 0.390020973855525 0.24147598593754202 2.3799171447753906 False 20 5900 39.8 49.83 9940.121 0.7289307348442446 0.46586347398346495 0.4255975854255129 2.181032657623291 2412.8726 0.7674880331361618 0.39200094871855923 0.21771475341690777 2.4297685623168945 True 20 6000 39.94 49.5 11312.228 0.7354641040664889 0.459227375714161 0.4446696748795949 2.189758539199829 2495.1953 0.7741254293953028 0.38236662250510406 0.27162253249872687 2.3649022579193115 False 20 6100 40.27 50.03 11131.164 0.7343263778856594 0.45683046533712024 0.43821263978691555 2.1613683700561523 2493.396 0.7736707631197441 0.3803458283597042 0.24467568264244638 2.400911569595337 False 21 6200 39.29 49.19 10991.793 0.732911553443974 0.47573674750640055 0.4278185212905994 2.223313808441162 2436.3503 0.7725145352876851 0.3947877043859455 0.22082100991880466 2.449817419052124 False 21 6300 39.09 48.73 9791.246 0.7199444212055053 0.4777970665199562 0.44241156063120674 2.146179676055908 2417.6755 0.7626191034376254 0.394820146008605 0.24963403080142493 2.3715217113494873 True 21 6400 38.62 48.49 9340.234 0.7233349785634041 0.4692834470722169 0.4423765282375437 2.1642792224884033 2525.232 0.7671096037873089 0.3839363796893412 0.26120122097530224 2.353649854660034 False 22 6500 38.93 48.63 9837.455 0.7301803513629019 0.46720340803958044 0.44060663762216495 2.149134874343872 2549.126 0.7685072172814555 0.395208508747882 0.2711227096292595 2.351752519607544 False 22 6600 38.6 48.27 10596.903 0.719180304212394 0.4816307063259023 0.4487102841681907 2.147517681121826 2384.4153 0.7607869022893671 0.4029641179384529 0.26464535947095164 2.3491108417510986 True 22 6700 38.06 48.58 9805.019 0.7213936133901411 0.4745022256973899 0.4495219777341552 2.158123254776001 2363.737 0.7654711893726344 0.38931618790362255 0.25763157625228483 2.367532730102539 True 23 6800 38.88 48.59 9841.357 0.7285927829705428 0.4694326429551321 0.4358696185009994 2.1723697185516357 2493.8894 0.769429309768083 0.3906560114875751 0.2340933694490983 2.463831663131714 False 23 6900 39.49 48.7 11215.767 0.7174204486675431 0.47733534848186776 0.44546677980348204 2.125842332839966 2401.6 0.7600452022468217 0.39690454593998054 0.24578193301831222 2.391759157180786 False 23 7000 39.52 49.55 12385.548 0.7420851490520173 0.4441243269880027 0.4513275613264923 2.221069097518921 2563.6433 0.7824782016738001 0.3630408844993844 0.2541002602950103 2.397207260131836 False 24 7100 39.09 49.07 10229.272 0.7142235735744211 0.4867036500887881 0.45672876400650475 2.1328136920928955 2363.6592 0.7585761468510621 0.4044614488346458 0.2841814064600043 2.3624637126922607 True 24 7200 38.23 48.3 10208.876 0.7147939359924366 0.4839971809963573 0.4482130593223749 2.203165054321289 2352.83 0.7603027532059781 0.3990047419886534 0.2644856476644592 2.4863648414611816 False 24 7300 39.42 49.4 10346.215 0.7119557473649831 0.48549550022906957 0.45580278945670777 2.1666784286499023 2398.3196 0.7598912287152065 0.39634929784983947 0.28441625900729417 2.411322832107544 False 25 7400 39.17 47.54 11213.66 0.7141288551397396 0.4847988659587612 0.45481868879487103 2.119352340698242 2330.415 0.7616731631077236 0.39500083233174466 0.2691278104850479 2.341809034347534 True 25 7500 38.26 47.37 10199.444 0.7142080968961994 0.4894768488809237 0.4518430985938936 2.1400187015533447 2403.1191 0.7636105795544622 0.3922365807957094 0.2652114105259522 2.362462043762207 False 25 7600 38.26 47.73 10781.525 0.7163226201501938 0.4917575649865133 0.45413409618180595 2.1074397563934326 2388.1162 0.7613563651920979 0.40344007777461 0.2660481200947249 2.3488316535949707 False 26 7700 38.62 48.71 9359.691 0.7123321518224977 0.49061408601286544 0.445599764809057 2.120049476623535 2349.9749 0.7583307805317383 0.399963343304361 0.24162994266977986 2.3906898498535156 False 26 7800 39.43 49.07 9294.035 0.7152404975643296 0.48646285504282627 0.46194594558785873 2.122313976287842 2328.175 0.764029758203292 0.39407200393446706 0.28289144289154394 2.3891687393188477 False 26 7900 39.59 49.23 9450.655 0.7086710026684099 0.4988858537833831 0.4794303178981533 2.1829276084899902 2344.8728 0.7582316137689946 0.4055355629985934 0.32153145495106217 2.378894567489624 False 27 8000 39.0 48.88 11611.18 0.7207230869728841 0.4767641563904202 0.4596394915700359 2.0993082523345947 2410.6782 0.7646914697674219 0.3863718198604763 0.2601733957902033 2.383408308029175 False 27 8100 39.83 49.29 10739.92 0.6999462774709004 0.5100872464195618 0.4719438866529801 2.070021390914917 2251.0127 0.7503152244325244 0.41591922689309513 0.2853466099207959 2.353501796722412 True 27 8200 39.29 49.29 10055.84 0.7013134679586783 0.5037560897294975 0.46615444803047007 2.079763412475586 2393.367 0.7526780455010778 0.4055042743192015 0.28000286385687 2.351138114929199 False 28 8300 38.81 46.81 10603.027 0.6992953564763503 0.5072821659245959 0.47332648818387546 2.0782063007354736 2327.6514 0.7499392271332495 0.4111221411980352 0.28401388609173145 2.345010280609131 False 28 8400 36.93 45.93 9687.465 0.7019304278660968 0.5079855436816795 0.47542115883868014 2.0977444648742676 2299.8206 0.7535264694376477 0.4109283152483932 0.2755678356772357 2.3335185050964355 False 29 8500 37.01 45.47 9624.4795 0.6985766776022388 0.5175272374744552 0.4752456441482168 2.0623574256896973 2298.9148 0.7519105377787291 0.4174394653717298 0.2818256768328635 2.324664831161499 False 29 8600 35.72 44.22 11673.3125 0.7011218567081932 0.5102203499518162 0.4778758496818281 2.044853687286377 2366.1882 0.755744505483653 0.40399790073927316 0.28447638293458044 2.3204917907714844 False 29 8700 35.96 43.88 9847.849 0.7094611629553761 0.5052207061205424 0.465970444717489 2.0748584270477295 2376.8015 0.7615777502637171 0.4022475493109056 0.2712066913918873 2.3464179039001465 False 30 8800 35.23 43.76 10012.128 0.695437113709952 0.5110522445984736 0.4792848857048757 2.066532611846924 2335.104 0.7518165698791399 0.4072647590815434 0.2835754369382527 2.3750112056732178 False 30 8900 35.4 43.46 10622.842 0.6971350504775875 0.5161380896584908 0.48539203641910494 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