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 16.94 71.26 482695.53 inf -0.012645419552652432 -0.30886264742399405 259.02685546875 82912.06 inf -0.011672133738627749 -0.4833399931742672 264.3590087890625 True 0 100 29.8 37.18 26906.709 0.9716759594831686 0.05040336470678391 0.37463561783210386 28.14341926574707 6298.7 0.9738703528260088 0.0463687918065618 0.505108714955646 26.11933708190918 True 0 200 29.43 45.74 19461.957 0.9660940637452307 0.04314516134519684 -0.47819260363499655 20.95057487487793 6372.4346 0.9691514259155397 0.04039681301534368 -0.6380297438546415 19.289554595947266 True 0 300 29.53 35.54 37825.777 0.9813430058737437 0.015375680287678621 -0.4859794793067166 18.809459686279297 11510.671 0.9832611841334902 0.012346102602772717 -0.6383089585325518 17.333515167236328 False 1 400 35.79 39.53 21111.959 0.979126347484854 0.01837518521533345 0.3997225517863588 11.217270851135254 7884.3457 0.9818026507703458 0.013618669812702676 0.4754666997806982 10.050065040588379 False 1 500 29.03 53.38 15153.616 0.9625265963993817 0.060024445065517754 -0.2030789400756996 12.045135498046875 6063.2188 0.9656161580058041 0.05715518823128715 -0.3461536525574158 10.96841049194336 True 1 600 29.42 37.18 15400.002 0.9589977525408978 0.06339804700151933 -0.48272561753288634 11.541444778442383 6009.02 0.9616522473455489 0.06101050034342333 -0.6430463188774885 10.715168952941895 True 2 700 29.22 38.53 12797.782 0.9629387206047813 0.06112431412839147 -0.3942225449302271 13.93362045288086 5887.7656 0.967154683300617 0.054484299050873555 -0.5610508192889396 12.802080154418945 False 2 800 28.86 109.0 11909.72 0.9586302779809259 0.06829018676214432 -0.1758031085932344 11.465325355529785 5936.1094 0.9624713397712074 0.06364529601868733 -0.3080223365125745 10.454453468322754 True 2 900 29.41 36.27 11919.829 0.9582413482552351 0.06746294217679111 -0.17425710096420058 7.028245449066162 6287.7227 0.962411243456786 0.06323750501618378 -0.31543547517896564 6.791302680969238 True 3 1000 28.99 43.77 10809.037 0.9590556440224502 0.07087170918052274 -0.46978909166607674 8.789806365966797 5470.7695 0.963241000446484 0.06575081282756744 -0.6319981608140035 8.332795143127441 True 3 1100 29.3 121.6 11007.976 0.9613032312029721 0.06136068176537374 -0.005328865602871072 6.868180751800537 5622.4395 0.9660533364121412 0.054903822981377935 -0.03924568533138652 6.476431369781494 True 3 1200 29.44 35.89 11512.065 0.9599703262507058 0.05846825752575875 -0.23009343684159445 8.95240306854248 5685.573 0.9641870109026959 0.054073386543941254 -0.39312643146304915 8.277989387512207 False 4 1300 28.87 39.22 11017.277 0.955442347987728 0.06388837477919188 0.28172783184698363 6.4315314292907715 5653.095 0.960106245885411 0.05939781894010972 0.35783372736793906 6.006242752075195 True 4 1400 29.08 59.55 9493.289 0.9514653069474811 0.0840072174864799 0.12164139827621269 6.856283664703369 5373.5205 0.9556965867778318 0.07913272478721589 0.15537948984089145 6.571874618530273 True 4 1500 29.43 36.79 9487.169 0.9539000814607062 0.08717957143997046 0.05258220945252086 7.392129421234131 5199.8447 0.9590295773489738 0.07973186883818745 0.058737609417261104 6.764649868011475 True 4 1600 29.25 36.88 11273.966 0.9515399798081745 0.08444074599357129 0.14130050805678238 6.771590232849121 5259.8555 0.9568601749254365 0.07901115031601941 0.2070958927633171 6.450917720794678 False 5 1700 29.21 155.8 10135.873 0.9487825489387703 0.09136024256179398 0.15915655037391255 6.743389129638672 5322.8955 0.9542465488098819 0.08515055506376162 0.2032705951581273 6.258062362670898 False 5 1800 29.17 38.19 9751.255 0.9478997726749276 0.10099495516735142 0.009596151079375094 7.7314581871032715 5016.033 0.9532902688721675 0.09437871718922822 -0.003737542562759961 7.065443515777588 True 5 1900 29.17 45.13 12308.506 0.9636074873555286 0.049912311760894376 0.3545778916878144 6.0961833000183105 6141.746 0.9695201872960475 0.04178817280866547 0.4733515360820933 5.484506130218506 False 6 2000 28.77 37.49 10692.172 0.9525062640091477 0.08005124716421519 0.4207344857104648 6.538055896759033 5931.9033 0.9572141201398966 0.07468363584459263 0.5502546177508397 6.082066059112549 False 6 2100 29.02 287.7 9196.161 0.9532225188104267 0.09997613949589926 0.4253565161647734 11.357626914978027 5214.275 0.958416650055359 0.09154439975675657 0.5434839453841094 10.049878120422363 False 6 2200 29.1 36.92 11390.035 0.9618964990856892 0.05244717400424908 0.41526351218986246 5.979470729827881 5872.6426 0.9676407169592673 0.04593370042588824 0.5438454830399135 5.2718095779418945 False 7 2300 28.6 36.64 9389.316 0.946389575578968 0.09338724866630305 0.3973323760756769 6.043084621429443 5082.7534 0.9535106680808723 0.08436679508111361 0.5216565938447947 5.2021989822387695 True 7 2400 29.49 47.99 8211.791 0.939879206004388 0.10698754751434346 0.3920847905878494 6.130777835845947 4808.7236 0.947000003129222 0.09811528385473442 0.5297318455773284 5.359484672546387 True 7 2500 29.64 36.47 11744.805 0.9576064410843135 0.07109260255441263 -0.048318734708248115 7.610064506530762 5485.2896 0.962933717778925 0.06292061838711757 -0.06452073597258326 6.978259563446045 False 8 2600 29.19 38.14 7775.803 0.9400367713476103 0.11194275604945361 0.43153416173442355 5.7746968269348145 4916.012 0.9479320612398044 0.09929419406979603 0.5649857777668449 4.903909683227539 False 8 2700 28.96 42.17 7930.5264 0.9376415048483475 0.1204849441783779 0.4277951136765478 5.65580940246582 4851.2617 0.9458471297177188 0.10808090942567634 0.5602313726798506 4.805805683135986 True 8 2800 29.26 36.35 8827.65 0.9451259027356884 0.0947818423907573 0.44987626414870835 5.5394816398620605 5155.5557 0.9526079968716819 0.08651750501180198 0.5743301928559539 4.729812145233154 False 9 2900 28.51 37.02 7943.141 0.9326564475521464 0.1299511517747748 0.43895005717569424 5.603203296661377 4688.9243 0.9421084093847563 0.11457808350462613 0.5726073872229663 4.796241283416748 True 9 3000 29.15 48.99 7752.3833 0.9400314732241078 0.12110562543356074 0.4601072865108656 5.551783084869385 5085.2603 0.948377099171445 0.10605288019539404 0.5904292344805114 4.407055854797363 False 9 3100 28.98 74.05 7016.34 0.9360605917422737 0.12281829298299657 0.4473015031058822 5.478282928466797 4804.1934 0.945589502061072 0.10860578385963382 0.5808781933529339 4.541215896606445 False 9 3200 29.04 35.79 7482.0244 0.9377097205438593 0.12835916362423597 0.44161678264456944 6.225614070892334 4766.272 0.9461866827108184 0.11327493455603439 0.5766078292103046 5.114938735961914 False 10 3300 28.67 37.17 12035.181 0.9635114672728189 0.04722866194311327 0.44498019059706423 5.594698905944824 6511.2026 0.9710685279506565 0.03610216850585098 0.5689087644322445 4.725079536437988 False 10 3400 28.11 47.47 8367.166 0.9393270538882766 0.13239432555328118 0.4422334662460964 5.79880952835083 4807.108 0.9482861516297036 0.11380835803585364 0.5750732420369151 4.847414970397949 False 10 3500 29.03 36.82 7709.6606 0.928774825715373 0.1408522578967515 0.4560273767826483 5.71721887588501 4639.0737 0.9402092467917158 0.1206762353266612 0.585589282216086 4.688256740570068 True 11 3600 29.21 36.83 7508.0264 0.9324705294011015 0.14146043466109814 0.4521493789815503 6.477028846740723 4633.0483 0.9432947505094978 0.11968222918447148 0.5856874111950003 5.315006732940674 False 11 3700 28.83 89.78 6763.7812 0.9306345803288132 0.13509345286982075 0.4492510258370909 5.621034622192383 4652.1577 0.941311695889809 0.11588488144418149 0.583175864601385 4.77099609375 False 11 3800 28.83 38.85 6426.326 0.9305815799736074 0.13610254400339072 0.47079829771741705 5.509427070617676 4596.6816 0.9410529328817702 0.11897720093838111 0.603685835912643 4.473330020904541 True 12 3900 29.15 35.75 7250.6987 0.9296524864338402 0.13837193374039114 0.47547330952607153 5.32795524597168 4440.088 0.9405718782045555 0.11950939348883538 0.6038760075568781 4.368120193481445 True 12 4000 29.23 36.84 6818.2827 0.9209387678883718 0.1513362539608005 0.4653092769745529 5.591984272003174 4543.8726 0.933363074007805 0.12915915927043528 0.59007796647035 4.848931789398193 False 12 4100 28.85 37.96 7356.2993 0.9217373851060545 0.15208403952742333 0.4853720621964426 5.318082332611084 4359.88 0.9346870108452395 0.12915743332067603 0.6027521360574513 4.183871746063232 True 13 4200 29.34 36.67 7066.6567 0.9265524202849763 0.1462456251674593 0.47142753802755216 5.942252159118652 4522.9507 0.9387351747769758 0.12540816568830393 0.5942647913144447 4.826600074768066 False 13 4300 28.88 38.58 7109.886 0.9266287016269787 0.159749652614022 0.48232580906898204 5.498416900634766 4674.57 0.9379128464421949 0.13863052108622534 0.610479420999205 4.3854899406433105 False 13 4400 29.12 36.16 7982.456 0.9398135601299109 0.12772710027875456 0.48168050157875547 5.565627574920654 4768.9536 0.950224281474568 0.10865665015645369 0.6025381034008886 4.503845691680908 False 13 4500 29.4 36.08 8159.0005 0.916112289963679 0.16283810757018596 0.46602905744130974 5.914267539978027 4465.238 0.9303785709863819 0.13749900650896105 0.5790408158614683 4.871181488037109 False 14 4600 28.82 36.28 7479.7007 0.9249487089761126 0.15183540024558745 0.48293977768391305 5.4516282081604 4546.136 0.938393165255333 0.12852360584559444 0.5939392913534531 4.451642036437988 False 14 4700 28.94 46.21 7088.7256 0.9331750442962923 0.1270697019589473 0.48060919089738385 5.277882099151611 4535.4443 0.9451941195700857 0.10848168056395749 0.6057322438581454 4.356307029724121 False 14 4800 28.89 87.53 6470.2676 0.9107300674601823 0.17280041889075667 0.4912939339943389 5.444849967956543 4380.3535 0.9264578034695753 0.14548803822045472 0.605722623196177 4.150545120239258 False 15 4900 29.8 38.13 7082.5527 0.9137510349205576 0.170263392036476 0.4949168738974392 5.3947038650512695 4199.9316 0.9299042067886516 0.13925110094063853 0.6044608983627155 4.392081260681152 True 15 5000 29.97 36.15 8071.8467 0.9345496947333842 0.1319071410656583 0.493393345910841 5.730967998504639 4737.6733 0.9471606122966216 0.10746342541450457 0.6080050552919094 4.886143684387207 False 15 5100 28.75 50.55 7573.193 0.928233961756227 0.1453583108223269 0.4775010528086383 5.404640197753906 4548.973 0.9400921657065892 0.12192302770228358 0.5945195498777716 4.566600799560547 False 16 5200 29.15 38.03 8879.374 0.9240072237933303 0.1439502948746406 0.4793455392392535 5.408012866973877 4734.8604 0.9378437063873138 0.11830660799809006 0.612359377228043 4.490601062774658 False 16 5300 29.16 37.38 9678.576 0.9437873711865059 0.0898416250848442 0.5014633660391624 5.280874252319336 4935.3228 0.9524246886948156 0.07771822530817513 0.6182598528794887 4.482197284698486 False 16 5400 28.76 420.1 8741.955 0.9228822125145152 0.13243262021160507 0.49298480768938957 5.641879081726074 4535.833 0.9350676341739543 0.11287312291060413 0.6129913164982683 4.462522983551025 False 17 5500 28.99 111.3 7973.189 0.9179485230283783 0.15155829461890705 0.4895146452132304 5.303234577178955 4600.359 0.9327853554240518 0.12319108648151618 0.6117807749048266 4.441647052764893 False 17 5600 28.9 427.8 8364.09 0.9233382028569079 0.14189521020639212 0.4948736173658033 5.366542816162109 4520.8237 0.9378934501485838 0.1181890572236723 0.6103502967640906 4.297659873962402 False 17 5700 29.84 147.6 6983.8022 0.9182620687641928 0.16074203169233353 0.48267558983417763 5.402522087097168 4417.5703 0.9337386911262037 0.13349826242790855 0.6088630665012411 4.6134724617004395 False 18 5800 28.79 53.27 6243.946 0.9116977420646062 0.17186115587832962 0.4921703940477641 5.2294440269470215 4379.3057 0.9285768363928176 0.14041680232797768 0.6139420884964555 4.343903064727783 False 18 5900 29.31 38.34 6448.4995 0.9146013915449596 0.17593618218418172 0.5030462384839651 5.094295978546143 4255.693 0.9308686472564164 0.14340793227834256 0.6209871322965375 4.086121559143066 False 18 6000 28.86 85.74 6309.7305 0.9039138262243096 0.18042202768130655 0.497673782360366 5.133402347564697 4290.213 0.9223249966124629 0.14802692861453368 0.6110084423781097 4.1124677658081055 False 18 6100 28.68 38.06 6099.932 0.9225926055178254 0.16818969987361548 0.5010057028788631 6.123429298400879 4350.7803 0.9379803767085916 0.13826545986887204 0.6200583966996515 4.895641803741455 False 19 6200 28.88 43.18 6062.276 0.9057166576907201 0.18578518561090754 0.503331886618277 5.142523288726807 4314.2153 0.9248647797783647 0.14849149470350237 0.6199336993992046 4.031116962432861 False 19 6300 29.19 392.4 6001.5234 0.9092649123412417 0.17007742369240406 0.4817782544139915 5.453193187713623 4563.3364 0.9283802064032793 0.13155284642710402 0.6003351581364847 4.581087589263916 False 19 6400 29.98 430.3 6593.659 0.9037820341920139 0.17785064867280415 0.507420867279169 5.1193952560424805 4203.707 0.9239485568177456 0.1430647084726524 0.6222329288409844 4.159763336181641 True 20 6500 29.43 132.2 5678.315 0.9027325731761012 0.1947314841795168 0.5181531494274847 5.837230682373047 4219.144 0.9222193680250322 0.15459373310947686 0.629953108058399 4.592136383056641 False 20 6600 29.19 37.02 6230.7886 0.9081113599289737 0.17802422810663493 0.5110015456594583 5.380928039550781 4330.042 0.9277794333569578 0.14108243996368713 0.6264606743325561 4.547133445739746 False 20 6700 28.89 36.31 6052.986 0.8936783201388729 0.19427726336908432 0.5139534552637687 5.0291523933410645 4197.4766 0.9166933760202443 0.15216313197773576 0.6252811389608067 4.019684791564941 True 21 6800 29.39 127.7 9702.441 0.9252477807583249 0.14767424864866055 0.48861035523924373 5.254237651824951 4572.7363 0.939182578085389 0.11769776762739564 0.6102234710209136 4.282387733459473 False 21 6900 28.88 81.04 6682.1055 0.9219581362255597 0.16857847383142885 0.49099462799097293 5.447979927062988 4555.075 0.9373673644723314 0.13574126860255756 0.6194025998159506 4.428897857666016 False 21 7000 30.11 444.7 6838.6343 0.9105431995514207 0.17975579668894517 0.5132730252584375 5.28994607925415 4478.957 0.9287677525990132 0.14403769955285556 0.6316872051449502 4.1110005378723145 False 22 7100 29.48 39.97 7052.08 0.905831577142477 0.18146316807162988 0.5168528172720581 5.054287433624268 4214.326 0.9257099457543563 0.14353234803383524 0.6358876136922653 3.9682953357696533 False 22 7200 28.56 99.42 6294.047 0.9111207483280566 0.18200294142299123 0.5055679318811848 5.351551532745361 4333.031 0.929607894589327 0.1450757120102315 0.6252763734267385 4.12960958480835 False 22 7300 29.04 150.3 6309.137 0.9032961058035708 0.19357475350757664 0.509444257029994 5.217874050140381 4278.918 0.924315264511458 0.15091319024890576 0.6304613213581007 4.42335319519043 False 22 7400 28.87 58.75 6999.44 0.9112098241563436 0.17072421438608468 0.5110847650869893 5.116037845611572 4458.0234 0.931689595203465 0.13324500889708213 0.6256606557250665 4.2051472663879395 False 23 7500 28.89 48.72 6068.7095 0.8992568342255182 0.2000041249450649 0.5175490709163592 5.021547794342041 4193.81 0.9222164520241192 0.15598667791184892 0.6314872458456365 4.098452568054199 False 23 7600 28.87 202.0 5950.406 0.892442580983955 0.20753446270911408 0.5219630345468381 5.007589340209961 4042.1694 0.9160015182037037 0.16205310958303368 0.6365824087258285 3.891082525253296 True 23 7700 29.65 104.9 6390.757 0.8897670334734791 0.1978128108971435 0.5184018002847207 5.005966663360596 4008.0632 0.9131646672146618 0.15627046554775512 0.6330689131627313 3.9496524333953857 True 24 7800 29.77 46.73 6341.526 0.8933285582874987 0.19840772753297042 0.5199182151893098 5.017488956451416 4013.215 0.9176539659424848 0.1541927807343154 0.6387293068064346 3.986611843109131 False 24 7900 29.17 37.5 7015.3154 0.9100246063087017 0.17502577027000626 0.5214583997980311 5.017974376678467 4345.687 0.9303130426122465 0.1362900172040326 0.6347329072358918 4.1299309730529785 False 24 8000 29.14 380.8 5685.5786 0.9023761754078112 0.19972414397302368 0.5236559149589567 4.97910737991333 4169.685 0.924363975895273 0.15420663539713467 0.6374289889092297 3.990410089492798 False 25 8100 29.09 37.78 5818.327 0.8893093359388855 0.2037183009377221 0.519559746006765 5.02268123626709 4194.7485 0.914500577067955 0.15605820991478303 0.6250755495954364 3.9228289127349854 False 25 8200 28.83 54.55 5063.752 0.8895568282886163 0.21300354264456195 0.5333016008728985 4.89577054977417 4254.309 0.9153130970977815 0.15918857329610103 0.6451563248227125 3.950084686279297 False 25 8300 28.96 314.3 4842.204 0.8921143649874805 0.21500950633237784 0.5319882173209379 5.008718013763428 4160.1655 0.9158385779549693 0.1674079318534 0.6414177470992469 3.876715898513794 False 26 8400 29.42 472.3 4997.7964 0.8893795306635313 0.2220822041783477 0.5220643667694759 4.984273433685303 3967.416 0.915546146459599 0.16720820790467214 0.6346367879704885 4.05887508392334 True 26 8500 30.39 124.5 4597.6055 0.883576168823241 0.22728389956815656 0.5300068377968068 4.903387546539307 4177.1167 0.9106914148631611 0.17224199301536489 0.6374489785250685 3.8830928802490234 False 26 8600 28.89 331.0 5130.9854 0.8813663143004219 0.22295796349311264 0.5316533928002466 4.891319751739502 4009.2732 0.9100309910907302 0.16781044218800956 0.6361723011115967 3.9025516510009766 False 27 8700 30.44 541.2 5336.6465 0.8887294961053848 0.22446087711204202 0.5354734690242938 5.160610675811768 3985.9546 0.9151291033507828 0.1699297508811878 0.6417802328755244 4.031915664672852 False 27 8800 37.33 639.5 5914.38 0.9039290578335613 0.20035213629935275 0.5120738987372442 5.291430473327637 4212.7114 0.926054459300214 0.15312414654943043 0.6250856378900452 4.572840213775635 False 27 8900 36.39 629.3 6279.7666 0.8867365943925405 0.21520605080018718 0.5237980111656508 5.1797871589660645 4054.4045 0.913784512192379 0.16232942443265186 0.6389746648936111 3.940892457962036 False 27 9000 35.49 641.5 7540.707 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