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 37.42 691.5 181921.34 0.9820706514582314 -0.017192909672548877 0.23725815354176696 182.7025909423828 215677.45 0.9824726989516059 -0.018009923117932144 0.21552407512205174 182.41700744628906 True 0 100 45.1 674.7 13251.266 0.9631563751210044 0.049486376193761235 -0.12239020074695522 2.7106525897979736 16082.865 0.9643455832102915 0.04646776622510315 -0.0800307069131051 2.9538261890411377 True 0 200 50.51 684.2 12147.68 0.9378445532683514 0.10918008101193905 -0.19198359703820933 3.707409620285034 14798.643 0.9405278489973633 0.10428401494672686 -0.1611236385801217 3.981412649154663 True 1 300 69.83 666.6 9880.263 0.9080957233234226 0.18717909286170875 0.23080782026487418 3.1963813304901123 12372.326 0.9124328699978529 0.17943393006105 0.25028908220897617 3.45149564743042 True 1 400 42.96 610.1 11693.542 0.9139259558467177 0.135627634039484 0.17351694235785092 2.652123212814331 14477.108 0.9177836591461035 0.12975940842822978 0.1863349712771889 2.889880418777466 False 1 500 45.19 680.0 10205.223 0.879798873416314 0.21579119295216243 0.26389770523299627 2.622393846511841 12802.019 0.8847336341819783 0.20886666902892967 0.27562118704401806 2.851240873336792 False 2 600 45.17 674.4 9962.073 0.8715224222656044 0.22507273130342303 0.26932784195337395 2.5241611003875732 12658.66 0.8760640626407238 0.22199214439139836 0.279460867981874 2.7469775676727295 False 2 700 42.25 682.7 8719.951 0.8470950186160413 0.26229725763381645 0.2659865480060959 2.5945966243743896 11274.5205 0.8523222438120602 0.2563241386915508 0.27018885462757003 2.8291945457458496 True 2 800 44.06 687.9 8947.715 0.8414102557088424 0.27041249591248306 0.2865282931755114 2.520526647567749 11564.358 0.8465077324992093 0.2655864965146942 0.29073158081301625 2.732970952987671 False 3 900 44.5 672.0 8976.883 0.8326924613047132 0.2932275048294692 0.2975415058603666 2.4761719703674316 11765.563 0.8377645124874321 0.28679493023023667 0.2967711589696582 2.697108507156372 False 3 1000 45.25 693.7 11385.424 0.8553783390957536 0.24796730382689838 0.292649514881285 2.4891507625579834 14506.237 0.8607321515989725 0.23952694091387403 0.29606162195331936 2.7152390480041504 False 3 1100 44.15 691.3 9615.471 0.8338392337194291 0.2915146528719005 0.2797541305303502 2.5920283794403076 12585.183 0.8399404147643996 0.28148564945164284 0.27448220227143805 2.82002329826355 False 4 1200 45.63 683.5 10077.39 0.823791778718654 0.3106300072550497 0.3038193462795945 2.4760847091674805 13097.594 0.8298098231888488 0.3028917095754049 0.3009566791075401 2.7093453407287598 False 4 1300 43.75 682.2 9213.471 0.8138701812270177 0.32072034997444293 0.30734357437452353 2.456146478652954 12227.844 0.8212694487566239 0.3089789315750214 0.3036893698199627 2.686544179916382 False 5 1400 45.15 677.2 8926.96 0.8023374920532722 0.34227496076804703 0.30794468456230456 2.508990526199341 11866.296 0.810786285262044 0.32743261075121544 0.30533441487454355 2.7280869483947754 False 5 1500 45.65 688.8 7810.3228 0.792529007295331 0.3611503396875913 0.313305555810784 2.453160524368286 10339.972 0.801079655539674 0.34743568237630174 0.3124424957550047 2.6811397075653076 True 5 1600 44.45 689.1 8204.549 0.8077058541245851 0.3415893427010242 0.3206880490165629 2.4284839630126953 10760.812 0.8163597044968817 0.3272055837052983 0.31879040985224083 2.6511001586914062 False 6 1700 44.53 683.5 8401.004 0.7899336827764524 0.3676036593515538 0.3264512771245802 2.4253761768341064 10940.882 0.7995374373502961 0.3475129528652009 0.3231953166771285 2.6535019874572754 False 6 1800 43.84 684.8 8649.654 0.7965372272614295 0.3651953922421822 0.33193522196073766 2.4222116470336914 11295.526 0.8063001663387092 0.34355085668235164 0.3302383823673946 2.642134666442871 False 6 1900 45.03 679.5 9303.659 0.7986777020191963 0.3491659896850102 0.33170302453939915 2.436283826828003 12023.119 0.8064790125766608 0.3332621888892335 0.32608371213282317 2.6716864109039307 False 7 2000 43.52 666.9 7290.679 0.7922316428826722 0.36437639660138116 0.32761262753044557 2.7417197227478027 9658.176 0.8022918152218385 0.3465411136391345 0.32606711667543214 2.9876229763031006 True 7 2100 45.75 667.0 9084.431 0.7765540558715326 0.3878833689067749 0.33845604527785067 2.404486894607544 11988.917 0.787235117590536 0.36762108947167443 0.33883528877695224 2.6257920265197754 False 7 2200 45.68 680.4 8112.665 0.7866276111844994 0.37246692466417636 0.33851674406074855 2.4117648601531982 10865.385 0.7968527440202401 0.3548767307190809 0.338023815689212 2.6283395290374756 False 8 2300 45.18 677.0 9010.08 0.7775541367232177 0.3829869647019743 0.34137312038480394 2.415942430496216 11887.786 0.789161472474262 0.36101254719844267 0.34090513750743906 2.6324808597564697 False 8 2400 42.36 653.3 8205.746 0.7937657013634302 0.37764446241722466 0.3343936979555753 2.4067046642303467 10930.48 0.8041044208529541 0.354706176189618 0.33739690103568093 2.621548891067505 False 9 2500 41.22 601.8 7597.287 0.7768680427576897 0.3881986511066462 0.33199789112606337 2.4112958908081055 10273.782 0.7882824347107806 0.3665761466958859 0.33674097972510636 2.6234450340270996 False 9 2600 45.43 686.4 8876.096 0.7950589867791464 0.3703816867161611 0.3354645160158158 2.4877769947052 11694.985 0.8053806961961428 0.3516743367426674 0.34056781119953333 2.69197416305542 False 9 2700 45.09 680.2 8508.929 0.7704888467087104 0.3960689643571517 0.3532544765032095 2.365394115447998 11350.315 0.782408285172174 0.3745767837323227 0.3556397569617343 2.576969623565674 False 10 2800 42.51 685.5 7937.4546 0.7617331082437163 0.409877133171438 0.3526333871529254 2.418433427810669 10683.898 0.774242836723655 0.3861015952067437 0.3548402559893454 2.6330032348632812 False 10 2900 44.06 679.5 8071.1597 0.7765603194395299 0.3923756457900942 0.3620507661834976 2.348728895187378 10736.401 0.7882074265434629 0.37068695981731664 0.36152538735702916 2.5624489784240723 False 10 3000 44.43 678.9 7719.226 0.7599255997665224 0.404551015461933 0.36018879124202574 2.354661464691162 10354.488 0.7731241314487022 0.3808576660414546 0.3622957314483286 2.565459966659546 False 11 3100 42.63 682.9 7918.4976 0.759656441993605 0.41401889941465964 0.363081719006098 2.3923258781433105 10688.078 0.77298478332739 0.3907095383382752 0.3625350592789695 2.6125693321228027 False 11 3200 44.76 696.3 7660.546 0.7604388462167992 0.4070022318381293 0.3684167677874404 2.3404717445373535 10281.238 0.7755761421039992 0.37782091766084885 0.36764155631752915 2.5553321838378906 False 11 3300 45.38 670.4 7407.3887 0.7581172321949851 0.4207805825806493 0.3671836567300495 2.3979852199554443 10099.475 0.7727809323488908 0.3942379677783886 0.36587244675183905 2.6132216453552246 False 12 3400 45.68 683.2 7819.6704 0.7493211462397764 0.43151792397569255 0.370042851620973 2.654839515686035 10639.71 0.7649967974934024 0.40083598949718463 0.3691038359122486 2.8794405460357666 False 12 3500 43.94 671.4 8111.209 0.7495931090294417 0.4306089367932905 0.375477174957532 2.3510591983795166 11005.499 0.7650693591098563 0.40058840173096094 0.3757912438171836 2.563842535018921 False 13 3600 45.09 685.6 7646.486 0.7711821594915734 0.40250900055766425 0.37003721599251344 2.328652858734131 10176.929 0.7836295025128526 0.37713030067862163 0.36701208127336227 2.5473885536193848 False 13 3700 42.82 693.6 7862.7607 0.7468142400473309 0.43588065755597444 0.38166736006881535 2.360638380050659 10667.625 0.76166080492487 0.4072487492863443 0.381700939728266 2.5757381916046143 False 13 3800 43.57 743.5 7208.9937 0.7510485273010433 0.4307124091505465 0.3866085469482922 2.3214409351348877 9832.742 0.7665455125286713 0.39948548906411874 0.3836922770342022 2.5386135578155518 False 14 3900 45.97 869.3 7686.8774 0.7451899030014548 0.436609477794721 0.377409043941429 2.3175222873687744 10392.621 0.7613493639046564 0.40204013204052197 0.3744974329180561 2.5350406169891357 False 14 4000 46.76 871.7 7753.903 0.7402498290572069 0.4462346427806256 0.3857898162154427 2.3162691593170166 10455.211 0.7568364471099477 0.4095118664695537 0.3819651542913623 2.530517339706421 False 14 4100 46.42 857.3 7267.962 0.7538563304339723 0.4265644855366586 0.385552065901228 2.3027706146240234 9826.54 0.7713866562361559 0.38878214188967586 0.3776741745849529 2.5314316749572754 False 15 4200 46.55 849.0 7470.9653 0.7539267660652915 0.4297891378656172 0.3951473151611781 2.333594799041748 10018.647 0.7689794896065718 0.39758736272324097 0.38944716501653825 2.5566394329071045 False 15 4300 46.31 874.7 7574.977 0.7456640886004664 0.44851149942874885 0.38712202863006673 2.3372228145599365 10285.797 0.7615322346615477 0.41509539265828405 0.3851859729678402 2.553287982940674 False 15 4400 46.2 798.3 6760.592 0.7346129020503447 0.44966356546285857 0.4004588266591878 2.2996842861175537 9261.085 0.7526986135812461 0.41578918969622564 0.3962386462617701 2.516044855117798 True 16 4500 42.88 794.8 7009.008 0.7326886971230617 0.45477098818800726 0.4163093259939514 2.335723876953125 9616.53 0.751730311833821 0.41787936062383846 0.41998855215790276 2.542414665222168 False 16 4600 46.66 870.8 8386.461 0.7385302860613243 0.4527941027360298 0.39314089993675627 2.334089517593384 11305.136 0.7552916212063704 0.4173695376473888 0.3868184758637122 2.562164068222046 False 17 4700 46.41 863.6 8242.661 0.7389899698496605 0.4565263490288987 0.4045474336456817 2.35019588470459 11087.478 0.7572197156676682 0.4195924287197424 0.3971797408630724 2.56358003616333 False 17 4800 45.34 871.4 6688.906 0.7353147644238645 0.4697587011602956 0.4159549449205146 2.275970220565796 9307.15 0.7540095713216896 0.43171902474817697 0.4100251180322725 2.48996639251709 False 17 4900 45.94 840.4 7914.654 0.7321204950185818 0.45669153599257334 0.4138970385256013 2.260655164718628 10892.035 0.7526412117059065 0.4136804774850669 0.4092758486606093 2.4719533920288086 False 18 5000 45.39 848.2 8529.108 0.7356998127203358 0.45016353793576536 0.40342654986702736 2.268354654312134 11489.929 0.7533169820725701 0.4146128589188068 0.3970291468692989 2.4901061058044434 False 18 5100 45.96 879.2 8507.739 0.7453038590385274 0.4371652895224054 0.41720969553069104 2.2950241565704346 11520.811 0.7639407578508557 0.39689191280269787 0.411235603650723 2.5059595108032227 False 18 5200 45.39 911.5 8370.45 0.7287479032592188 0.46530752580566903 0.4096968032150537 2.2460665702819824 11412.768 0.7501212628304937 0.42036196529935127 0.4035981284385605 2.4684839248657227 False 19 5300 42.86 823.0 7018.726 0.734698002360523 0.4603658373804298 0.41690211457858267 2.2550666332244873 9771.83 0.7527230914290217 0.42160782651490847 0.4110722657151373 2.4706053733825684 False 19 5400 44.89 747.9 7921.4326 0.728836810448114 0.4705110834439274 0.42546589908519444 2.296309471130371 10687.998 0.747856368681946 0.43142684041027834 0.4175868143832332 2.509345054626465 False 19 5500 45.85 703.9 7951.5483 0.7303107653405091 0.4668834602538568 0.4218953540216858 2.228817939758301 10753.763 0.7505260606173675 0.4236630885018041 0.4120464434364268 2.4524781703948975 False 20 5600 42.66 634.6 7211.936 0.7327381407771025 0.46914803458304677 0.4286438385655667 2.26538348197937 9909.829 0.7541032744061945 0.4227002252247639 0.419901660925758 2.4874167442321777 False 20 5700 41.7 727.6 7442.952 0.743904544269865 0.4541930336960706 0.4233252893626237 2.2336647510528564 10169.373 0.7660211041258916 0.4057607532087929 0.4160030820923288 2.447434186935425 False 21 5800 42.5 611.1 7240.8926 0.7463905210707639 0.43860410660091426 0.36933446516563556 2.3581395149230957 10157.146 0.7657850354389991 0.39931779489729574 0.37620678997566814 2.560912609100342 False 21 5900 41.0 536.0 7176.5024 0.7355022929736396 0.4681293828938427 0.40015822453864025 2.3649115562438965 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0.7580498676823905 0.42925889231995645 0.42642921754550656 2.427358388900757 False 23 6500 42.52 674.4 7066.5913 0.7168208910207036 0.48522900005686115 0.44334144757953653 2.1810271739959717 9878.503 0.7433761726261706 0.4311757680686928 0.4321639790694921 2.4012575149536133 False 23 6600 42.56 679.6 6596.228 0.7164722910430134 0.49038813591829444 0.44432125476262085 2.1776723861694336 9203.909 0.7403551456768332 0.4401169822284728 0.43290420182737077 2.4000539779663086 True 24 6700 42.93 666.8 6483.542 0.7196888903832093 0.5002277707614382 0.4464067722199997 2.261030435562134 9104.454 0.7451081622596875 0.4463083631698773 0.4376439086319325 2.4792535305023193 True 24 6800 42.52 669.2 6836.656 0.7090843464191011 0.4953692299475576 0.4598570516625147 2.202436685562134 9508.224 0.7365634177238707 0.4374452870028816 0.4508099873085933 2.4155468940734863 False 25 6900 42.3 681.4 7053.9507 0.7029546871130156 0.5020713476671932 0.4587497502918234 2.250607490539551 9766.343 0.7310041959987814 0.4465772315435829 0.44662646963955327 2.4602630138397217 False 25 7000 42.92 621.9 6818.174 0.7069606889138965 0.5027898102263675 0.4607451965739552 2.1843409538269043 9474.017 0.7352992770619907 0.4469405907405782 0.4489649901166473 2.395324468612671 False 25 7100 41.47 569.7 7363.5576 0.7136657838186858 0.4804220376081632 0.46256993324307505 2.328235149383545 10159.467 0.7400649226072523 0.4295408531367388 0.4452942411878795 2.54313588142395 False 26 7200 41.62 561.8 6804.681 0.7449938134951516 0.4696146096524844 0.46606345660028736 2.323937177658081 9514.677 0.7684622797891906 0.4160753811474471 0.45247052459794623 2.5452983379364014 False 26 7300 41.18 572.4 6383.4697 0.714789407871424 0.505316463160567 0.45240747403501635 2.321246862411499 8972.861 0.7403604647158152 0.4532509075932073 0.441674903791339 2.537916421890259 True 26 7400 42.66 572.7 6813.712 0.7064830687913153 0.5091558427640009 0.46757717558258993 2.1367039680480957 9512.502 0.7337057446280727 0.45504247444903667 0.4549537147889915 2.357434034347534 False 27 7500 41.65 572.2 7023.061 0.7059179981220123 0.5062558291373109 0.46110764483663513 2.1492438316345215 9815.296 0.7350249412431666 0.4482255309298362 0.4433149089095739 2.394808053970337 False 27 7600 42.6 572.5 6939.181 0.7228915821669314 0.49078285911861225 0.47967299921184137 2.1854970455169678 9781.81 0.7514890964251593 0.42898123963049484 0.46520239258788204 2.3996407985687256 False 27 7700 42.02 573.9 7059.2417 0.7129763740259933 0.5009691056856582 0.46447393286631894 2.152278423309326 9939.811 0.743056937083552 0.43843782176751567 0.4470424598577275 2.3911185264587402 False 28 7800 40.83 580.0 7979.327 0.7023098599726875 0.5120824421326088 0.4877573310970237 2.2420883178710938 10994.217 0.7343950132459811 0.44541717403400904 0.46787642902972515 2.4725570678710938 False 28 7900 42.02 539.2 7080.5054 0.7032449448949559 0.5056488597016902 0.49663005944156874 2.14613938331604 9889.61 0.7342923916133061 0.4428933440686782 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