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 36.91 634.7 206620.08 0.9839614985059997 -0.019316265329584123 0.03593752007424361 150.7183837890625 207828.48 0.9850342927152448 -0.02089595594756231 0.03480887544494863 150.39352416992188 True 0 100 45.09 592.4 16357.157 0.9637146204742693 0.05977596944560015 0.08172482088515032 4.643627166748047 16976.62 0.9636992089002172 0.06125688916072968 0.08514958403127386 4.521580696105957 True 0 200 43.94 579.1 18184.441 0.9490436071567983 0.08953034924152285 0.2395964449383805 2.9021999835968018 19145.412 0.949402368310656 0.08843050057351905 0.2439066198556625 2.7622478008270264 False 1 300 70.2 568.9 12708.023 0.9013276559861424 0.19081358166791784 0.279579260600094 3.771561861038208 13774.784 0.9015399749510539 0.19120488820305523 0.2832221045306019 3.648585319519043 True 1 400 44.63 532.5 16037.854 0.894278840630236 0.19605808898553398 0.3119679578745668 2.7927253246307373 17351.578 0.8966605763007242 0.1883194435797388 0.3117573242416278 2.661158561706543 False 2 500 40.98 522.9 13438.837 0.8775541159198921 0.24064635327695122 0.32421114600049206 2.7720181941986084 14700.48 0.8790610757593049 0.23490620717023253 0.3248276995286893 2.6409671306610107 False 2 600 43.6 593.2 13173.621 0.8601195430261073 0.2613502893863925 0.32748515782303944 2.6978678703308105 14510.227 0.8610121723485091 0.2579154556694606 0.3268281246398013 2.5621049404144287 False 2 700 41.55 590.2 11404.384 0.8431487472794471 0.2802249079602576 0.32900943924644366 2.7214105129241943 12645.654 0.8428995716527325 0.28204246783822357 0.32578194770594526 2.5863499641418457 True 3 800 45.81 582.4 11383.998 0.8342083447652331 0.2954467790610778 0.3244288911506079 2.7060840129852295 12672.218 0.8348802369679311 0.2928172789618533 0.3244414393687409 2.570460557937622 False 3 900 43.88 573.6 12486.799 0.8410185945455099 0.2851435573126794 0.33354553231132217 2.697831869125366 13803.4375 0.8435728297001567 0.27601959813697097 0.3301844665367059 2.5639660358428955 False 4 1000 44.06 576.9 10675.31 0.8317068239965203 0.3162457037442205 0.3373799031923 2.773192882537842 11963.619 0.8337379034712412 0.3099446689090601 0.33455843772579147 2.657766103744507 True 4 1100 42.57 582.9 11912.928 0.8262731547929238 0.3133629417235243 0.335373974961096 2.6912434101104736 13601.005 0.8280852878093496 0.3077144248687562 0.3317262876364454 2.5757699012756348 False 5 1200 45.18 572.3 12753.7705 0.823839892073877 0.3112385331833234 0.34152967050740807 2.6510772705078125 14032.675 0.8288543060513934 0.2985716634267511 0.33969770805601773 2.5248019695281982 False 5 1300 44.32 578.9 12690.523 0.8243582434256853 0.3236650388843589 0.33966881081207767 2.625126600265503 14160.05 0.8283429874569811 0.31391179243009104 0.3375733846508472 2.500664710998535 False 5 1400 41.72 580.3 12363.444 0.8108834638650598 0.33376016648316326 0.3464150819957747 2.6108062267303467 13780.589 0.8152967362414372 0.32248673196560557 0.34271858319718407 2.4875481128692627 False 6 1500 43.91 582.7 11614.423 0.8028913143629789 0.35811461338313005 0.34230177553161195 2.634629726409912 13047.576 0.8066688746574917 0.34728695918677194 0.3398363710429302 2.514056921005249 False 6 1600 44.13 585.8 12765.125 0.8249434215499152 0.31498544963205566 0.3478213214563894 2.619032382965088 14118.8545 0.8302036291890004 0.3009470177273215 0.3454092667725266 2.4953153133392334 False 7 1700 41.02 579.0 10344.317 0.7927374350121726 0.36498332541989387 0.3492922036270612 2.643965482711792 11730.867 0.7980135388361644 0.34947549409754947 0.3463561738448015 2.52693510055542 True 7 1800 44.82 572.1 10772.419 0.7811229252249845 0.3778947083324437 0.3567645836792004 2.5902280807495117 12166.441 0.7872895436571695 0.363046074435677 0.35296536134337614 2.4704065322875977 False 7 1900 44.06 569.1 10670.22 0.7942840646848823 0.3617557220184277 0.3541039707746051 2.68733286857605 12157.402 0.7999340427266768 0.34952761152724293 0.3506534643315514 2.5560615062713623 False 8 2000 44.05 584.6 11139.186 0.7914879510643207 0.3689272810291551 0.36262724702232224 2.622995138168335 12338.23 0.7974654432893025 0.3543419391036218 0.3612970725177154 2.4893710613250732 False 8 2100 41.85 584.7 11458.515 0.7834781749861444 0.3766844811983436 0.36558867229930325 2.6216540336608887 12760.415 0.7917045213495675 0.35673896940825556 0.362877295810899 2.4920060634613037 False 9 2200 43.16 581.2 10328.821 0.7762553259102323 0.3812743886808003 0.36656752567585615 2.67228364944458 11654.066 0.785410451640731 0.35829095723406706 0.3626807476896334 2.5478885173797607 True 9 2300 43.42 583.0 10643.388 0.7695652046890535 0.40391162922023577 0.36894911151712606 2.5647687911987305 11950.891 0.776868430859069 0.38587032052887543 0.36558291003896987 2.449540853500366 False 10 2400 42.81 556.7 11510.183 0.7704852227722241 0.4049680238259291 0.37062324640688993 2.5552971363067627 12806.991 0.7791568333106312 0.3873007396642877 0.3670831272416683 2.4434101581573486 False 10 2500 43.79 577.4 12491.3125 0.7865442520488602 0.37461741777969226 0.3499208735366266 2.6548101902008057 13903.405 0.796330279487116 0.3550596506159593 0.3460688954062262 2.5249452590942383 False 10 2600 42.4 569.7 12173.025 0.7609518014739233 0.4088033166509755 0.3751100833418932 2.5644538402557373 13429.612 0.7727867176426694 0.38433063253557304 0.3695839042722023 2.447390079498291 False 11 2700 43.89 597.4 12991.445 0.7897466676397076 0.38691988048470866 0.3743224601742647 2.5762858390808105 14233.123 0.7992243062407574 0.36669164789907455 0.3685541569260409 2.459733724594116 False 11 2800 41.88 576.9 10463.848 0.7803055227667905 0.38591353434934084 0.37210299983447825 2.9090747833251953 11441.201 0.7903681448595627 0.3617384841361559 0.3660702425559154 2.7785933017730713 True 12 2900 40.96 504.8 12063.54 0.7676294678018817 0.4083284063928151 0.3770110545691117 2.5585460662841797 13301.824 0.7789928902125 0.38320088790980844 0.37185629911704216 2.4521288871765137 False 12 3000 40.71 573.8 10538.229 0.7718143491986252 0.41487809128685643 0.38314168140098864 2.532426357269287 11809.5625 0.7844334481481281 0.3892823476794674 0.3785846902216131 2.41642427444458 False 12 3100 43.37 574.9 9532.185 0.765421544215885 0.4081475087506089 0.3851714139509382 2.534810781478882 10773.956 0.7780952518606705 0.38163100768431846 0.3794383676921718 2.4187541007995605 True 13 3200 44.36 575.4 11123.722 0.7600015619664874 0.41367497646745793 0.38652596765049546 2.5246965885162354 12483.067 0.7746751887611439 0.3838907962415991 0.3798621644397001 2.416846513748169 False 13 3300 44.03 598.0 10145.975 0.7607456318169828 0.41673285901554735 0.39352638243556076 2.6333987712860107 11563.104 0.7757802828679929 0.38577228760318194 0.38726241681340295 2.5271260738372803 False 14 3400 42.73 594.3 10312.4795 0.7653918186661018 0.408512417116123 0.3887026215147156 2.525420904159546 11605.838 0.7789873916691297 0.3799879011629602 0.3825745751975272 2.410938262939453 False 14 3500 43.5 579.5 10861.385 0.7623963034776391 0.4141893377273912 0.39222994341681217 2.517150402069092 12214.6045 0.7777512996746027 0.3850936706968658 0.38663919262316654 2.402163028717041 False 15 3600 41.78 582.4 10485.869 0.7628471560661949 0.42671310318382155 0.39272561213105694 2.7037367820739746 11874.809 0.7787680072631847 0.39231828097968663 0.38456380835956455 2.610361337661743 False 15 3700 43.88 571.0 9487.935 0.7487057970669273 0.42623746363144827 0.39587211187222493 2.515129566192627 10919.514 0.7655271183698805 0.38990002039131544 0.38714414922595053 2.403416872024536 False 15 3800 43.6 565.5 9851.084 0.7551143054697509 0.42448842187588837 0.39913661861099603 2.6602272987365723 11195.577 0.7739624717670324 0.3872147250515988 0.39044282369176536 2.561375617980957 False 16 3900 43.09 584.7 10151.312 0.7501449532554421 0.44762270808708093 0.3993685377154084 2.56184720993042 11458.836 0.7678671872234608 0.41332947113949237 0.39159640665186723 2.4607903957366943 False 16 4000 41.73 580.0 10854.356 0.7479881458876844 0.4323981330929207 0.4003472619492655 2.4851551055908203 12134.7295 0.7675076541040784 0.3948485282668284 0.39143017967749616 2.383913040161133 False 17 4100 42.68 575.6 10718.623 0.7437343599122872 0.4462205535678104 0.40001960526988894 2.5292532444000244 12235.541 0.7630229897944074 0.41092182499045554 0.3915192062497662 2.432429313659668 False 17 4200 43.61 581.1 10414.029 0.7379348007191789 0.4490498874643137 0.4094009681315267 2.474083662033081 11769.692 0.7576001782159462 0.4140762361550059 0.3977781627104235 2.372643232345581 False 17 4300 42.22 561.8 10433.54 0.7440393577398858 0.44852325353518446 0.405200571090956 2.4737472534179688 11802.132 0.7632420490177033 0.4137233099009652 0.39664137189878096 2.378209114074707 False 18 4400 43.39 579.3 9578.392 0.7558844083290748 0.43296300552148265 0.41462924718847133 2.5470502376556396 11084.707 0.7765920781664027 0.39315821135989165 0.4042812526915019 2.444300651550293 False 18 4500 42.52 456.3 10812.174 0.7369878907135308 0.44963552278432567 0.4117670380558697 2.4816343784332275 12258.97 0.7563773503543406 0.4094053972494914 0.4023564834012761 2.3749382495880127 False 19 4600 41.25 537.6 11026.014 0.7343072888762444 0.45503543065800683 0.42399555390395127 2.500239610671997 12321.841 0.7566035473184991 0.4126842789741114 0.41143650430018475 2.386774778366089 False 19 4700 41.87 521.4 9416.901 0.7466074479652979 0.44981560108839375 0.4214838417689508 2.4918317794799805 10620.797 0.7671292776053281 0.40831528971125586 0.41000766361757074 2.3872148990631104 True 20 4800 43.03 519.4 9223.693 0.7385499424387629 0.4561250766789403 0.41763337114688504 2.447258472442627 10585.811 0.7595957453042262 0.41585405614633775 0.4052911809371566 2.365900993347168 True 20 4900 41.61 520.9 10200.406 0.7496202321340163 0.4342823501156889 0.42634832559717667 2.4703853130340576 11707.143 0.769953178693439 0.3963431029339464 0.41301389155845286 2.361661195755005 False 20 5000 42.64 705.5 10502.0 0.7331970423608013 0.4597471219874997 0.43257462515309136 2.527458429336548 11849.402 0.7557995224499083 0.41771652972161294 0.4151787927647218 2.4531631469726562 False 21 5100 44.54 753.6 10253.805 0.7325604678467618 0.4695209098437173 0.4190248205613977 2.4933807849884033 11593.876 0.7552369828934836 0.4291028863396576 0.40463423339463056 2.410505771636963 False 21 5200 46.02 750.1 9769.667 0.7306078509601623 0.4654329752064243 0.4271827635040296 2.4785196781158447 11300.299 0.7535239550320896 0.42165372275358537 0.4086369714830518 2.377485513687134 False 22 5300 45.59 654.8 10426.41 0.7378281732448795 0.4615716958242934 0.43583974361871836 2.4251816272735596 11927.374 0.7614675799854552 0.41892061242111517 0.4187417654784049 2.331324577331543 False 22 5400 42.0 696.5 10835.643 0.7307313086606473 0.46380964174077 0.4348274480469605 2.4131217002868652 12285.783 0.75537400357213 0.4150986103153713 0.4174549633414195 2.327430486679077 False 22 5500 45.33 752.5 9859.957 0.7196365558119542 0.4782701828175664 0.43833579590062693 2.414083480834961 11249.837 0.7459168012768769 0.42899111735609596 0.41885060106006494 2.3359508514404297 False 23 5600 45.92 750.2 9339.964 0.7147854797115063 0.48190600270753975 0.44922550665937755 2.4085540771484375 10752.176 0.741443936316161 0.43498166453198517 0.4296133271609527 2.3166799545288086 False 23 5700 45.46 746.7 9972.556 0.733943552632154 0.4691960742202207 0.43532151848238926 2.4018590450286865 11571.945 0.7590631506622565 0.4192163740585525 0.4168491425037163 2.3345186710357666 False 24 5800 45.05 739.9 8377.514 0.7329721340914884 0.4759888158965901 0.4417544706013147 2.4375011920928955 9881.475 0.7574829041174537 0.42895413114904724 0.4231980762594822 2.3418073654174805 True 24 5900 45.08 718.6 9278.284 0.721056196300324 0.4885031097598822 0.4434953172077044 2.3955421447753906 10599.837 0.7481800746845767 0.4392758352516206 0.4227731934169334 2.31807279586792 False 25 6000 45.25 733.7 9482.577 0.7127791479016141 0.4922312746087737 0.4511243287678121 2.4014930725097656 11016.634 0.7398207830007362 0.4457786229475917 0.4319792929396013 2.3196732997894287 False 25 6100 44.88 757.0 9520.1045 0.7193627217145623 0.49174215236339613 0.4536072175172797 2.396176338195801 11029.084 0.7480839109010077 0.44070849437813764 0.43071121112964267 2.331953525543213 False 25 6200 46.16 792.7 9901.054 0.7289388670462857 0.470749542178402 0.46291682567625014 2.4018664360046387 11443.768 0.7563523580475091 0.4212121646342307 0.43957474736978064 2.3135175704956055 False 26 6300 46.78 730.9 10296.798 0.7174307359022113 0.48913513758768745 0.45436669309618755 2.375781536102295 11644.91 0.7468091918813445 0.4372914616910661 0.43297028442330965 2.3118181228637695 False 26 6400 44.26 645.4 9587.086 0.7213280314275397 0.4950232214277343 0.4509965902178237 2.3641157150268555 10942.154 0.7505925197165606 0.440258613718587 0.4309591354013875 2.3218929767608643 False 27 6500 43.5 626.8 9578.43 0.71051683284796 0.4989939935043516 0.4767537978262674 2.4276177883148193 10876.207 0.739600583646974 0.4474196873024575 0.4464814438663568 2.34358286857605 False 27 6600 44.51 640.3 9491.712 0.7156257692937531 0.500546282110272 0.46193843924659 2.345919132232666 10657.644 0.745919797249852 0.44741479696150654 0.43848951097710664 2.289027452468872 False 27 6700 44.15 648.2 8654.947 0.7233058880704752 0.48857565841577844 0.4648137720325489 2.333573341369629 10067.169 0.7513134639476227 0.4358116271938735 0.43942387485245105 2.28973388671875 False 28 6800 44.04 608.5 9390.731 0.7189356252354263 0.49855717061945054 0.47723008954111096 2.285874843597412 10604.434 0.7504076415568445 0.441798444995828 0.45070163794593054 2.245976448059082 False 28 6900 40.16 466.0 9479.388 0.7155907949659245 0.4964075998974778 0.4842794621869926 2.2868916988372803 10719.071 0.7486386512810046 0.43718738255250655 0.4590414021907703 2.225260019302368 False 29 7000 39.54 503.2 11021.129 0.7278725561675977 0.48875125853794593 0.4815603589590954 2.330841302871704 12573.013 0.7582123992580325 0.4321375397132574 0.4559493805756398 2.2893564701080322 False 29 7100 40.04 508.5 10757.967 0.7199482633468538 0.484071053551975 0.4957560795536882 2.2880451679229736 12159.176 0.7528394250816917 0.4217311016298665 0.4641332827973277 2.2440977096557617 False 30 7200 39.9 505.6 14574.533 0.7214038766149025 0.48212123198484486 0.49168190730813294 2.2705371379852295 16358.875 0.7542011353262679 0.4208016027223708 0.46373652281102223 2.235295295715332 False 30 7300 40.78 536.1 10010.584 0.7013993035480042 0.5182021754602666 0.49501572991718784 2.2413885593414307 11308.509 0.7353506028324407 0.4585039849828187 0.4665969677668527 2.2183022499084473 False 30 7400 40.23 508.5 9167.201 0.7073293413700827 0.5128212021457721 0.5084121103686458 2.273582696914673 10593.319 0.7415515115964327 0.44998425053402424 0.4747541850021352 2.217434883117676 False 31 7500 40.0 563.4 9976.655 0.7106874569853681 0.5036615408440803 0.49389805575631257 2.2972538471221924 11254.382 0.7464407037512625 0.4395565564151685 0.4701532738740909 2.262413501739502 False 31 7600 41.99 570.6 9788.342 0.7192961748748476 0.4992992087395673 0.4997637832448264 2.2253477573394775 11285.759 0.7539071084340202 0.4323947038350239 0.47438948997853103 2.181368112564087 False 32 7700 42.09 563.1 9712.009 0.7079115764679013 0.5142201084926971 0.5194132127864665 2.279695749282837 11057.15 0.7426964207753186 0.451568857961815 0.4869624821809216 2.2305357456207275 False 32 7800 42.46 565.5 11292.632 0.7050858003947 0.5137717199871871 0.49968209459441765 2.237470865249634 12876.854 0.7417734079930162 0.4483799302863107 0.47308494975920046 2.2315726280212402 False 32 7900 41.97 580.9 10203.463 0.7084463630003398 0.5167875774073358 0.5072465661330624 2.2335257530212402 11401.143 0.7444684079556009 0.45178059586386815 0.4752096120238567 2.217942237854004 False 33 8000 42.28 573.4 12527.657 0.694180088334411 0.5239628518746492 0.5222683058963573 2.2083489894866943 14173.356 0.7327515457517485 0.4563693652685654 0.4864647716454257 2.1717753410339355 False 33 8100 41.73 564.9 10646.644 0.7025086230184968 0.5074407094891185 0.526248540994383 2.2802376747131348 11881.834 0.7398700127299634 0.4408326262271576 0.49059570449835643 2.2189149856567383 False 34 8200 42.28 568.1 9747.042 0.6971255589715686 0.5201784258097479 0.521626666670707 2.2027666568756104 11269.065 0.7344270328226999 0.4543285779406406 0.4886129931129283 2.165647029876709 False