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 5.564 29.06 229638.8 0.9651640142011189 0.01712413979303815 0.20011840858866067 46.739768981933594 176418.77 0.964609517680908 0.017959562693567716 0.1950100478463121 46.14170455932617 True 0 100 9.83 28.11 42382.824 0.9490625319649332 0.06760356688669765 -0.4490043031044402 8.590744972229004 95281.625 0.9484799847865489 0.06789889818170364 -0.44049939173462477 9.068408012390137 True 0 200 9.965 27.21 46240.574 0.9652778959446294 0.02837550746709289 -0.08958685960135071 37.31544876098633 151600.98 0.9648025659057827 0.02825530311599121 -0.18546447862805635 38.398353576660156 False 0 300 9.476 26.8 37593.324 0.9492575488031229 0.0791020082037515 -0.44299030174203297 28.752931594848633 99209.164 0.9486228974161817 0.07927579829343939 -0.4489488211852105 29.58091163635254 False 0 400 9.434 27.52 42813.78 0.9753452830518804 0.0024293332347570563 0.44978259936478154 20.635881423950195 197668.23 0.9751402458316164 0.0011092800874506576 0.4264704808974483 21.617151260375977 False 0 500 9.485 26.75 74057.7 0.962425453903181 0.028228083799103472 0.3138565471171737 29.163755416870117 115482.61 0.9618157839946637 0.029404185487657365 0.271111987130319 30.19060707092285 False 0 600 9.504 27.22 36281.414 0.954370014965709 0.04624490252083179 -0.4420590359439588 18.78620147705078 115665.18 0.9539581946962064 0.04578085959466016 -0.4484733701825248 19.38410186767578 False 0 700 9.461 27.14 31105.225 0.9504844711016917 0.05920378876109112 -0.48297970628991665 7.915907382965088 104301.65 0.9503731754305111 0.05815943921296142 -0.4764095537091943 8.412166595458984 False 0 800 9.502 27.06 35920.75 0.969014098567403 0.0038320083455418642 0.20327351393559107 31.62152671813965 139661.6 0.9685311248430656 0.003026692218708408 0.13678421970532573 32.656158447265625 False 1 900 10.79 26.98 32444.076 0.9671682415356447 -0.004374594807699675 0.36961812567490554 26.652149200439453 118776.28 0.9663794139895377 -0.003786168221883723 0.3268874375781644 27.679676055908203 False 1 1000 9.478 27.19 38133.69 0.9679163320303628 0.016109656881480545 -0.44501169631799975 8.115132331848145 226337.31 0.967665826722287 0.014998538326310318 -0.4513626141143606 8.650711059570312 False 1 1100 9.464 27.15 29011.963 0.9533515770826572 0.056994626313157305 -0.4578694284112537 8.786676406860352 121841.03 0.9528259842928569 0.05712353957895736 -0.46376875377326027 9.39586353302002 False 1 1200 9.503 27.57 30424.586 0.9483489415891814 0.06269024734638375 -0.5219525646342907 7.411056041717529 93947.766 0.9478980071559936 0.06319344976236141 -0.5266243977550281 7.818851947784424 True 1 1300 10.03 27.18 26581.973 0.9457089162686951 0.08037317548190055 -0.511398425820349 6.953027248382568 96255.195 0.9454244531060672 0.08012245457542279 -0.5306006722195822 7.373011112213135 False 1 1400 9.47 27.13 34875.02 0.9633879826967893 0.01455097430492399 0.3542350983767481 18.718624114990234 111729.53 0.9626578269461721 0.015466364485488214 0.3109166065209284 19.565086364746094 False 1 1500 9.442 27.18 27048.371 0.9570258039160197 0.05086769731608272 -0.4055037950517346 7.026312351226807 115061.414 0.9566975507713722 0.0495192769101494 -0.4113903537089171 7.47244119644165 False 1 1600 9.199 27.16 96461.93 0.9638630076791925 0.023264249242320907 -0.05660523183295585 7.34044075012207 122439.77 0.9629588131303398 0.025402984848631797 -0.10707006146186268 7.929384708404541 False 2 1700 9.491 27.31 29328.898 0.9474754209520968 0.07218666653919652 -0.45379702672656413 8.627030372619629 95467.56 0.9471776212630606 0.07238503721957797 -0.45312773406943696 9.18771743774414 False 2 1800 9.503 27.12 48095.18 0.9685490300783325 0.0199143208892136 -0.359399794111514 7.591516971588135 277737.28 0.968348280303783 0.01834759151011262 -0.3900080086035959 8.090208053588867 False 2 1900 9.434 27.09 29255.568 0.9652442022687046 0.013725042012032224 0.2566806065810551 18.41994857788086 125813.55 0.9648288265386369 0.012171277334886148 0.21302272620679796 19.305143356323242 False 2 2000 9.615 27.29 37109.938 0.9588120241842748 0.03420303131034069 -0.34239619517475217 10.320687294006348 99028.234 0.9578867719665437 0.03607446567282769 -0.3767182315600384 10.997745513916016 False 2 2100 9.529 27.14 24589.94 0.9456129111936012 0.0725880161296947 -0.5094485126605591 8.207558631896973 97043.15 0.9453692179281457 0.07187603427808288 -0.5246647669583551 8.646991729736328 False 2 2200 9.596 27.8 35205.484 0.9679703536958135 0.023583331622811787 0.2377686729023943 6.751903533935547 149035.42 0.9679552855909358 0.02160747939853635 0.1810859185113844 7.500632286071777 False 2 2300 9.47 26.7 26618.43 0.9491462367031306 0.06569041579747194 -0.442538423251137 7.0768938064575195 92108.86 0.9485885797031801 0.06657001755520221 -0.4471029069131981 7.5485944747924805 True 2 2400 9.828 27.11 23150.168 0.9419659290582313 0.08620962721671077 -0.49407425813619144 7.051562786102295 79307.69 0.9419255486918519 0.08542257621106498 -0.5035286358009489 7.497354030609131 True 2 2500 9.875 27.37 23039.514 0.9421659550480075 0.08141501068125755 -0.2675236371647064 5.692736625671387 82586.21 0.941710635333023 0.0808964296481613 -0.3086257583622794 6.094816207885742 False 3 2600 9.435 26.79 38076.76 0.9569649547875152 0.04519737283070887 0.27103833078355233 7.154516696929932 88670.84 0.9559771144674708 0.04691151858472688 0.21718895618373657 7.8128156661987305 False 3 2700 9.46 26.69 22891.867 0.9430011567199794 0.08828801111374057 -0.404572038741968 6.414219379425049 85798.04 0.9431964470645833 0.08607145508263749 -0.4201152234584231 6.889799118041992 False 3 2800 9.511 27.23 28626.97 0.9598174721906774 0.039950817707681364 0.15256677661985024 6.5083465576171875 105260.83 0.9596224497501206 0.03754945359153491 0.08255932435494806 7.112414360046387 False 3 2900 9.316 27.35 26334.025 0.939134559809191 0.08596009242280868 -0.4396512742770206 6.240999221801758 73919.32 0.938963649070498 0.08600246965542882 -0.47485038189164047 6.681267738342285 True 3 3000 9.891 27.24 25003.012 0.9445918405661055 0.08556854845187488 -0.24943146968479282 5.937817573547363 81331.17 0.9446346391453773 0.08203477682995206 -0.28882193083883984 6.396428108215332 False 3 3100 9.452 27.54 27470.955 0.9618345403303393 0.025093269240889688 0.3888002485306252 7.726033687591553 101353.61 0.9610935515630894 0.02567040204749423 0.34241263759351703 8.373812675476074 False 3 3200 9.501 27.11 23078.424 0.9408057835233825 0.0906641504475725 -0.3723761358489366 6.476669788360596 76506.46 0.9403739226783128 0.09059376201047749 -0.39261657820101464 6.9695024490356445 False 3 3300 9.491 27.07 21249.814 0.9383423416580996 0.09714904793080986 0.1395777846878173 5.161767482757568 73963.62 0.938703073908041 0.09322077565445412 0.09501060807253005 5.5597662925720215 True 4 3400 9.748 27.37 22098.674 0.9304747916319258 0.10446885737467064 -0.2744715723652487 6.856573104858398 68978.57 0.9318506177098123 0.09920386515943908 -0.31177982681280425 7.1499342918396 True 4 3500 9.908 27.12 20065.43 0.9367653182036959 0.09973663677395712 -0.02697851664594243 5.424885272979736 83377.375 0.9375682406215728 0.094978500170239 -0.06915190230978485 5.824759483337402 False 4 3600 9.505 27.55 20723.582 0.9302479649622 0.10476418044094084 0.28083010862958857 4.871158599853516 64986.215 0.9318013210614463 0.09841795417093664 0.24316833237079186 5.231983184814453 True 4 3700 9.932 27.2 20679.4 0.9292930804242013 0.11607579642811375 0.32710628035840017 6.375812530517578 68133.85 0.9303802437188164 0.11055604910911655 0.287226739562029 6.926911354064941 False 4 3800 9.456 27.09 28628.195 0.9604700493588156 0.0305508824616756 0.35088550179295014 5.700788974761963 93001.414 0.9597658211182726 0.03087459620582391 0.3132025025034333 6.214089870452881 False 4 3900 9.508 27.08 49553.793 0.9589520316587242 0.04237223340556832 0.18330146167246966 5.141111373901367 95178.68 0.9581625296951488 0.04375171430311829 0.1466662994043397 5.552757740020752 False 4 4000 8.682 27.09 21988.566 0.9443426128073501 0.09136307507963648 -0.21370459185908558 6.405483245849609 78387.52 0.9438978982334862 0.09005096291798152 -0.27060940359856367 6.920489311218262 False 4 4100 9.517 27.09 28319.291 0.9615746184623969 0.03689973049898001 0.25860948160205943 8.385727882385254 121017.016 0.9614363336143784 0.03433145291597381 0.208896052225744 9.063421249389648 False 4 4200 9.437 27.39 26994.008 0.9464709637662874 0.062400335423857735 -0.17575050472753073 5.521659851074219 91790.33 0.9478123039863119 0.05733391214705338 -0.20794330060146005 5.827907085418701 False 5 4300 9.424 27.06 22816.4 0.9410784564402488 0.09025673645418376 0.10438289111708114 8.0095853805542 77529.914 0.9415890633650441 0.08519078140377896 0.06484634772032398 8.581841468811035 False 5 4400 9.593 27.29 22578.938 0.9263298852015179 0.10982326014634074 0.39072134164641714 4.498237133026123 54238.465 0.9268864659933735 0.10663005440188644 0.36279686800112637 4.879813194274902 True 5 4500 10.12 26.93 31957.422 0.9368055202768969 0.10106678687323785 -0.08409746909853173 10.554166793823242 73780.41 0.9370293187113093 0.09846187448714336 -0.12965443702021 11.18430233001709 False 5 4600 9.481 27.28 34938.367 0.9326691830496774 0.10663337118139102 0.070213970267737 5.350481986999512 53508.89 0.9330979450087311 0.10300285977165458 0.04331846242154007 5.729506015777588 True 5 4700 9.851 27.13 22782.691 0.9497656983512163 0.0819225052446477 -0.24367000940804073 6.952243804931641 95327.22 0.9493634306517044 0.07915039902213339 -0.25977563514951263 7.40221643447876 False 5 4800 9.38 27.17 21117.922 0.9451739805679629 0.07657249809478371 -0.17087152621869817 7.2486042976379395 84069.53 0.945002690587279 0.07320793371736696 -0.22403017674490144 7.781091213226318 False 5 4900 9.372 27.18 23678.658 0.9573620806653301 0.04825002397808405 0.22906255420606822 11.02614688873291 107882.734 0.9573152973301803 0.04517653911371037 0.1611295605025558 11.728501319885254 False 5 5000 9.307 27.18 19720.373 0.9325734027678388 0.09896865394408565 -0.145225145478514 6.234365940093994 59102.78 0.932555570681068 0.0965343891947125 -0.20164419844816114 6.750083923339844 False 6 5100 9.345 27.08 23938.947 0.9523626007844784 0.05519066098757877 0.37506041710143456 6.111055850982666 72751.6 0.9519072673439238 0.05444821029984118 0.33693956310037393 6.693848609924316 False 6 5200 9.52 27.29 18560.307 0.9255840281013958 0.11191530094407383 0.35955509232378463 4.63451623916626 59095.69 0.9263232470173317 0.10723757974792827 0.31481220572510493 5.027769088745117 False 6 5300 9.687 27.26 21831.36 0.9388022859557305 0.09802669597625235 0.3443705537280871 6.037180423736572 77279.83 0.938853665256459 0.0956575628936592 0.29292320798539356 6.562527656555176 False 6 5400 9.472 27.38 37624.543 0.9602772038982581 0.04472976593337482 0.3852127209425452 4.652429103851318 155232.6 0.9605523093529981 0.04074443197950877 0.34145857993877615 5.0168256759643555 False 6 5500 9.42 27.35 21535.715 0.9341443771215249 0.10972655969419277 -0.2390434759951236 6.903956890106201 75788.055 0.9345131504054042 0.10427223397435989 -0.28918427562428917 7.4418768882751465 False 6 5600 9.423 27.25 23688.3 0.9470233045418406 0.08751740988456704 0.37489008887981107 5.886427879333496 74725.82 0.9464669945816925 0.08608352236053961 0.3252811086525392 6.417846202850342 False 6 5700 9.456 27.27 21533.094 0.9391054232692865 0.08729257587766684 -0.04369327069386038 5.662339687347412 72453.3 0.9397986090716993 0.08164478376296397 -0.09537270932615775 6.128167152404785 False 6 5800 9.435 27.07 34216.918 0.955304391328851 0.055069275129154195 0.35406860801936846 5.279012680053711 147557.92 inf 0.0504463227096469 0.3011695438275253 5.830521106719971 False 6 5900 9.489 27.19 26545.729 0.9525563054275853 0.06242430471298913 0.3582626409968937 6.124682903289795 118912.14 0.9528098076202002 0.05823191082572731 0.2994401926692079 6.657070159912109 False 7 6000 9.448 27.44 19032.055 0.9233865241734127 0.12513396301280658 0.368617140377372 4.667311191558838 55246.05 0.9249634104277189 0.11806936307476891 0.3302454053758245 5.007383823394775 False 7 6100 9.507 27.11 19067.03 0.9246056466027027 0.11773567929408567 0.3096886160395714 4.8618879318237305 58188.58 0.9263222191196206 0.1107158126674274 0.27136935802132883 5.191475868225098 False 7 6200 9.465 27.08 19279.709 0.919946746420045 0.12877259435130745 0.4184804150103225 4.395402431488037 57951.688 0.9213984106707828 0.12263614428320782 0.3953887660768507 4.70241641998291 False 7 6300 9.469 27.09 19301.305 0.919609615260201 0.11937985521887463 0.4082486274713364 4.4864349365234375 48875.188 0.921585024113216 0.11357993117437275 0.3862912999583797 4.769403457641602 True 7 6400 9.083 26.95 16506.82 0.9179769682832541 0.13170685861130882 0.4200753828245062 4.427236557006836 56338.926 0.9202927464355695 0.12375111198948782 0.3987729429582067 4.706957817077637 False 7 6500 9.716 27.59 17096.37 0.9163994440997169 0.13779945527215579 0.4455536478417063 4.243821144104004 55590.78 0.918934672923466 0.12895918737962833 0.43344895551325757 4.5232720375061035 False 7 6600 9.54 27.29 20746.02 0.9366905201013185 0.09200548645300223 0.398935561168696 4.558378219604492 104406.03 0.9376737963544218 0.0862074534554712 0.3685890730305999 4.933963775634766 False 7 6700 9.586 27.08 19734.195 0.921665127071006 0.12537474191600517 0.41926715587130226 4.425870895385742 58563.047 0.9238530007937864 0.11639627821121885 0.39156572599629924 4.855518341064453 False 8 6800 8.894 27.68 19839.73 0.9184912951655911 0.14104104004855714 0.4301875856787484 4.494837760925293 57363.555 0.920778579043415 0.13126009482712397 0.40233489465394934 4.901825904846191 False 8 6900 9.433 27.3 19628.23 0.912361991711565 0.14209380353846038 0.4405777615856939 4.314862251281738 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0.9285226995073211 0.12620348306008414 0.43614801790800617 9.30152416229248 False 8 7500 9.456 27.15 50695.582 0.9683548917448167 0.02852499257116515 0.3665674433656343 21.660049438476562 199472.03 inf 0.02482888422935908 0.31972695013076363 21.268455505371094 False 9 7600 9.524 27.21 21493.818 0.9228286485976109 0.12557562218986665 0.3899663615320305 4.641427993774414 52194.625 0.9252383562719185 0.11723390532633919 0.3475083420038823 5.054257869720459 False 9 7700 9.505 27.31 22879.732 0.9364470036657164 0.09724743345190162 0.42938937539963545 4.746109485626221 79300.22 0.9375271591434513 0.09050604366399295 0.40119608908210186 5.076099395751953 False 9 7800 9.483 27.4 17378.209 0.919171440520246 0.1292235008479831 0.39226788319220135 4.498225688934326 55724.05 0.9214815878137035 0.12160829174756625 0.35705897478142146 4.837023735046387 False 9 7900 9.44 27.56 21954.63 0.9303157788936581 0.10655361874064267 0.30613974250941145 4.9973039627075195 54586.812 0.9320765032559527 0.09896423553937649 0.2667562153749142 5.377106189727783 False 9 8000 9.672 27.33 26121.955 0.9443920139226141 0.07212621300287199 0.42069237830346806 9.555994987487793 78827.47 0.945885794013824 0.06507869659491533 0.40149733652210573 9.309693336486816 False 9 8100 10.94 27.61 24784.387 0.9127262761912024 0.13215604618216373 0.4516412651521128 4.174690246582031 52115.09 0.9160741988089619 0.12151783313108715 0.43326999511154435 4.514544486999512 False 9 8200 9.512 27.59 22980.096 0.9097421077343428 0.14400696298121626 0.4524460805141174 4.180189609527588 43530.746 0.9129109935055376 0.1331436681305575 0.43022895066049976 4.512842178344727 True 9 8300 10.05 27.38 23379.566 0.9068003380585761 0.14593335015401016 0.4659620835817314 4.117739677429199 46440.59 0.9106020353041645 0.1340877231700316 0.4477947567193742 4.47684907913208 False 9 8400 9.596 27.29 21095.467 0.9192505268157025 0.1371058927711748 0.4469344348381192 4.392561912536621 54191.344 0.9217028481417031 0.1272918041903698 0.4246894823222646 4.768860816955566 False 10 8500 9.323 27.27 16991.322 0.9249751078003104 0.12263666244199656 0.47187270679425447 4.276832580566406 64553.37 0.9276560343846342 0.11230366579062982 0.44915985277939824 4.594868183135986 False 10 8600 9.437 27.34 15560.968 0.9126143912383063 0.14587840285665685 0.4736127666396909 4.108883380889893 52436.22 0.9162576862311219 0.13412004950320455 0.4504188592791708 4.485848426818848 False 10 8700 9.592 27.43 15265.317 0.9059074675771228 0.15277863386039225 0.47299112556396455 4.086202621459961 55210.996 0.9110579367542385 0.1381392188818075 0.4513806425526501 4.468728542327881 False 10 8800 9.54 27.35 19019.451 0.9376630884356085 0.11026643671759699 0.43076927559429934 5.233859062194824 58821.793 0.93872569009144 0.10338025115008949 0.3912456728517582 5.697164535522461 False 10 8900 9.563 27.78 18177.45 0.9219507050385718 0.12826092252203675 0.2940162236777288 4.984221458435059 46826.094 0.9232579096672991 0.12270816788327148 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