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 2.364 23.9 680265.06 inf -0.0070982049459974795 -0.5059605218089394 9.140646934509277 230219.6 inf -0.009821248389454121 -0.5585131952334318 8.735708236694336 True 0 100 9.912 20.81 45024.23 0.9725516654001183 0.021964486503793144 -0.47876359376144234 29.45949363708496 17836.877 0.9715437098722682 0.025062791402938902 -0.5496306227614679 29.214664459228516 True 0 200 9.887 21.8 42761.84 0.9704659540504396 0.033029877538978625 -0.5028525638117134 14.097989082336426 17373.402 0.9692913388254127 0.036555741744204326 -0.5641874325812889 13.726249694824219 True 0 300 9.927 21.35 32212.48 0.9603306940785451 0.04869424322553068 -0.5010855772985187 7.352051258087158 15550.804 0.9594623821596516 0.050121396540911856 -0.5577306421137673 6.955455303192139 True 0 400 9.691 21.39 44044.09 0.9714837921146497 0.03097376234364063 -0.35030083904944853 7.5448126792907715 26507.701 0.969816954951012 0.03421368682243952 -0.42165875728143193 7.136050701141357 False 0 500 9.851 21.86 27136.342 0.9665122731739642 0.0400536197829694 -0.5031052730661449 7.295604228973389 15913.334 0.964717346344436 0.04355784540514864 -0.5788652133811653 6.920707702636719 False 0 600 9.524 20.73 25018.406 0.9600434048887297 0.06025221059873372 -0.4808980522403754 7.048191547393799 14649.474 0.9590578735740652 0.06323376422774844 -0.5579410280257976 6.664960861206055 True 1 700 10.31 21.92 23506.43 0.9625552913054775 0.05575223511884906 -0.3058417125711149 6.255985736846924 15145.199 0.9621898202140201 0.05726763292766981 -0.40930038076249997 5.8839430809021 False 1 800 9.632 21.29 23378.959 0.9648650192410084 0.04531939099949475 -0.30727000769060053 7.404681205749512 15162.304 0.9634646550883541 0.04825892911506884 -0.41208081688054526 7.067033767700195 False 1 900 9.621 21.11 21201.375 0.9623147307709711 0.05597496021598899 0.15400446947065022 5.939367771148682 14407.391 0.9610528842632603 0.05953468139298264 0.13807133564516472 5.549502849578857 True 1 1000 9.897 21.19 28945.41 0.9671466930360914 0.037962891835303506 -0.4542300584815303 7.029273986816406 16624.904 0.9680945145386236 0.03545087072670202 -0.5499531895461233 6.711523532867432 False 1 1100 8.389 20.96 22362.951 0.9619058719924511 0.0542914677604503 -0.3313522779184681 5.634081840515137 14712.997 0.9601133865265676 0.05816631286251411 -0.44455398382296607 5.233977794647217 False 1 1200 9.57 22.29 24805.69 0.9662296701134856 0.04578674962654492 0.39302065004647013 7.260800838470459 16974.06 0.9647681178671661 0.04899334153243564 0.4474418139530022 6.934535026550293 False 2 1300 9.539 21.28 19761.992 0.9522917552270237 0.0765668750391017 -0.45204515205863854 5.811802387237549 12839.582 0.9527879801313226 0.07538267003323933 -0.5482663504683764 5.351880073547363 True 2 1400 9.976 20.76 19788.268 0.9495478566700093 0.08787755168754534 -0.23151049027736065 5.5261759757995605 12346.083 0.9494299031970075 0.08834998297172662 -0.3092613896296429 5.0548624992370605 True 2 1500 10.51 21.49 39449.29 0.9748724584865521 0.02599123284102246 0.4259354529546089 11.038204193115234 22109.375 0.9760541871505328 0.022353058017377646 0.4625893304484902 10.81290340423584 False 2 1600 9.69 21.47 35687.51 0.9721387883523149 0.028505156716630738 0.21046116863309539 5.670035362243652 21406.982 0.9733941488899612 0.025170592156584834 0.18617234727910675 5.277600288391113 False 2 1700 9.631 22.35 21682.03 0.9600741627233527 0.055903457921151437 0.035527378695956235 5.41465425491333 13543.616 0.9602554654020569 0.055548769778434585 0.021004917510660952 4.962325572967529 False 2 1800 9.687 20.97 23542.254 0.963526014870749 0.0433331844846956 0.2627459281988101 5.240805149078369 14679.864 0.9646158590947357 0.04133620917466214 0.281519098058544 4.834042549133301 False 3 1900 9.247 21.3 18792.514 0.9488010335461037 0.08276645475995341 -0.0023107718942171006 5.463177680969238 11642.585 0.948927806871858 0.08356140064520677 -0.031080322955335467 5.0150837898254395 True 3 2000 9.954 20.94 27833.424 0.9672759331926652 0.03883467788017968 0.25824066043660954 5.58430814743042 16815.84 0.9690604172774212 0.03431341988573802 0.26532342908608664 5.2254815101623535 False 3 2100 9.449 21.57 18274.613 0.945820806426627 0.08901124035951294 -0.2554555313507664 5.593905448913574 10964.603 0.9463817764312673 0.0900965257988695 -0.3812187275227182 5.153937816619873 True 3 2200 10.07 21.1 18070.201 0.9446717175013805 0.10082707900261621 0.3717168710024938 5.298521041870117 10600.596 0.9449194384623211 0.10184713916329455 0.4364789235883355 4.893678665161133 True 3 2300 10.22 22.4 21510.732 0.9566218777592008 0.05703839712244725 0.4623016097766305 4.536707401275635 12461.709 0.9561030339461611 0.059496823431807955 0.5130458280581143 4.052302837371826 False 3 2400 9.733 21.26 19301.98 0.9536612245517313 0.07876261586184394 0.4252908111695983 6.486591815948486 12452.167 0.9535471858428404 0.07953015197716608 0.47431734261894365 6.124918460845947 False 4 2500 9.461 22.27 18880.691 0.9493395947811674 0.08092613979612202 0.41943160934030094 5.715195655822754 10842.289 0.9491663077663011 0.08259544638876562 0.4789055874670264 5.329472541809082 False 4 2600 9.553 21.33 18743.766 0.9531175393878356 0.0869437996151988 0.0779568716901726 5.174363136291504 12373.131 0.9535604858430345 0.08703810733925064 0.03638132940291189 4.744539737701416 False 4 2700 9.474 21.3 16815.55 0.9438465768886726 0.09533555346728616 0.24192490374001516 4.917166233062744 10484.355 0.9439696816995357 0.09660800064404117 0.325321586403088 4.390040397644043 True 4 2800 9.947 20.65 19021.176 0.949993736026973 0.07580903178670567 0.2920701323784227 4.972270965576172 11273.058 0.9512788263814836 0.07424143975805486 0.33510672026416866 4.526866436004639 False 4 2900 10.11 21.12 17616.965 0.9403840668432362 0.10066076225068386 0.318635694555342 4.743140697479248 10131.121 0.9421702526593266 0.09826326084935405 0.3780575718998234 4.208265781402588 True 4 3000 9.913 21.04 18331.502 0.9421671427980606 0.09638116038505545 0.4411565069645941 4.240301132202148 10398.311 0.9448040041639636 0.09162027066081224 0.49472556715345894 3.6797983646392822 False 4 3100 9.566 21.97 16378.804 0.9467383970678389 0.09553450596544551 0.4106930854761937 4.977942943572998 10593.379 0.946852464155186 0.09704298341758004 0.474499095619683 4.538064479827881 False 5 3200 9.452 21.2 20358.332 0.9485409274262064 0.08487237551459778 0.4069410356600121 4.955962181091309 10523.207 0.9504312190202905 0.0818508858621176 0.4524206806183177 4.536423206329346 False 5 3300 9.426 22.53 17456.465 0.945684480574814 0.09717684487941654 0.35606183381821993 5.253904342651367 10352.208 0.9454749940259692 0.09768610212623628 0.433307073950914 4.823549270629883 False 5 3400 9.664 21.38 15730.704 0.9415617506386876 0.10527584272455244 0.25086781862352503 4.874517917633057 10312.263 0.9423940190016598 0.10460440343844983 0.27568438624912606 4.3961358070373535 False 5 3500 9.491 21.33 15416.72 0.9361725948122874 0.11019257091608643 0.3009889128828205 5.5219879150390625 10026.005 0.9385460209684519 0.10592369563460569 0.3838022599671627 4.817719459533691 True 5 3600 10.15 23.9 17894.305 0.943790665372034 0.08541197666138545 0.45657511334854817 4.149198532104492 10290.472 0.947233782876536 0.07859544434689145 0.5149006289564354 3.52105450630188 False 5 3700 9.568 20.77 15716.486 0.9392895576782598 0.11522314670753528 0.39554218483619175 4.607016086578369 9948.944 0.940999980035754 0.1119520431457416 0.44937850552284586 4.12814474105835 True 6 3800 9.416 21.04 16848.793 0.9360575832954647 0.11530537597240134 0.41102396969027716 4.4358744621276855 9545.936 0.9387925175473422 0.10925980600663546 0.4746078484224899 3.8975162506103516 True 6 3900 10.04 21.4 16656.297 0.9445453883836948 0.11570682876349091 0.4777768955354997 4.27198600769043 10522.525 0.946041300971931 0.11167287853442891 0.544648116822992 3.7283902168273926 False 6 4000 8.944 21.42 23246.814 0.9556069603729606 0.05894495943258484 0.4589214265421518 4.416849136352539 13159.081 0.9583245972334303 0.05312766391184462 0.5359315906436029 3.880828380584717 False 6 4100 9.412 25.97 18424.791 0.9404306195495264 0.10414756451683663 0.4844953557447795 4.4058613777160645 10209.729 0.9432349515882194 0.09809606446087911 0.5496892701025339 3.879298448562622 False 6 4200 9.518 21.13 17077.383 0.932698057253837 0.11579166643794991 0.47326261031477956 4.089694976806641 9370.34 0.9351817003987782 0.11067495891597129 0.5404154493282886 3.4970059394836426 True 6 4300 9.861 21.14 18216.412 0.9484273362308858 0.09225705998527677 0.456400455511808 4.77346658706665 11579.114 0.9480448706917773 0.0914995672020469 0.5114258694219346 4.31154727935791 False 7 4400 9.342 25.46 21090.672 0.956099639918173 0.06320126435590583 0.4670061994178126 4.086687088012695 12068.927 0.9568850998734768 0.060739190217429934 0.5072435121398916 3.574347496032715 False 7 4500 9.324 21.31 17463.137 0.954588808927916 0.07160088241770264 0.47359919559117664 4.311533451080322 11430.862 0.9554751092242658 0.06895278658962546 0.5150248065457076 3.85111403465271 False 7 4600 9.493 21.11 16495.81 0.9452158671743686 0.08901387927619078 0.4166445831918088 4.459136962890625 10654.424 0.9470242683872494 0.08430329010332671 0.4925568096701279 3.9012060165405273 False 7 4700 9.75 22.31 16301.426 0.9480980531859088 0.08412526552397137 0.4865264763730159 4.011054992675781 11078.917 0.9494468135267445 0.08083231296088786 0.5388227288376531 3.323662042617798 False 7 4800 9.682 21.23 14682.346 0.9393141435328604 0.10706882904054343 0.48154591254125056 4.029847145080566 10242.864 0.9405148674476532 0.10227885150199909 0.5339851215920248 3.4570395946502686 False 7 4900 9.553 21.66 19452.725 0.9551297185673715 0.06804974174494458 0.3666109291590137 7.584752082824707 12782.288 0.9572554387439408 0.062494754126329655 0.4061230395891701 7.304950714111328 False 8 5000 9.516 21.07 14858.135 0.9351192921874777 0.11351495936161929 0.4139040260191687 4.387979030609131 9777.498 0.9376307800403173 0.10808252995814978 0.4793095737434337 3.8117971420288086 False 8 5100 9.484 21.12 15790.685 0.9318907096850871 0.11940201443090134 0.40360407409826204 4.50067138671875 9480.618 0.9337687062334507 0.1156092570935053 0.4690276022289189 3.9679722785949707 False 8 5200 9.562 22.25 16190.085 0.9338327932452413 0.12310929776382121 0.395391234304041 4.437180995941162 9935.179 0.9353778239009147 0.11824379485146629 0.4785181315811144 3.837195634841919 False 8 5300 9.465 21.37 17742.04 0.9495375507024072 0.10596678184002684 0.4578431537573661 4.252692222595215 10860.197 0.9506521289933646 0.10253767513623849 0.5130143493077074 3.7342123985290527 False 8 5400 9.504 20.57 16126.441 0.9343109237129008 0.12219555979555685 0.414181271546991 4.43073034286499 9629.426 0.9366819884747376 0.1146571751915934 0.5043330570447501 3.7392525672912598 False 8 5500 9.708 22.99 15140.613 0.939025335796209 0.11147762024043131 0.4389265987285933 4.527416229248047 9843.124 0.9408300903363593 0.10783904855315932 0.5001901233848588 4.0300421714782715 False 9 5600 9.653 21.38 14181.952 0.9290802429031468 0.12839712677704182 0.4731443650379113 4.11150598526001 9114.551 0.9327346570820647 0.12072021988815312 0.537830726369952 3.5308237075805664 True 9 5700 10.05 21.55 15270.637 0.9355497396403272 0.12702923746933703 0.4082728826495417 4.761612415313721 9725.347 0.9377925544764638 0.11987776220846534 0.4635376049805492 4.324855804443359 False 9 5800 9.894 21.4 19732.516 0.9314306873008733 0.12153917512863732 0.4536768647603552 4.131356716156006 9465.862 0.9356843109127104 0.11139163315552036 0.5144571434611585 3.5352656841278076 False 9 5900 9.392 20.97 15537.351 0.9307008387160847 0.12559588329442065 0.4719801052456069 4.388050556182861 9139.589 0.933804190661793 0.11858388680821273 0.5332917516312067 3.6307058334350586 False 9 6000 9.529 28.29 13792.499 0.9260624781750932 0.13017698699724867 0.48113828558530786 4.0406904220581055 9165.208 0.9293165885309663 0.1225645616265316 0.5310674717494946 3.5089478492736816 False 9 6100 9.863 20.79 15251.046 0.9375815901946949 0.13362615214698517 0.4386869343428839 5.692689895629883 9698.384 0.9395496950094608 0.12759192960531704 0.4883954464469558 5.333387851715088 False 9 6200 9.528 20.62 14649.013 0.9254885849528691 0.132790420790596 0.4857530691434325 3.9560742378234863 9018.117 0.9303566652558651 0.12335890665370136 0.5342332071738254 3.3994407653808594 True 10 6300 9.942 21.85 14270.336 0.9213597047016743 0.13980396524042643 0.4972362247171985 3.8809168338775635 8762.281 0.928130733305759 0.12611868186935377 0.5456756464541911 3.271577835083008 True 10 6400 10.48 21.2 13776.198 0.9335549296539869 0.11448178839853836 0.49524608860816915 4.0711989402771 10050.855 0.9353284748061383 0.11007377504477966 0.5419934602153336 3.5519955158233643 False 10 6500 9.41 22.23 15166.587 0.9293377046120012 0.12002512561190888 0.5038190542660019 3.859952211380005 9492.484 0.9331326987649787 0.11098712471086092 0.5541299271946508 3.2281484603881836 False 10 6600 9.545 21.14 18135.455 0.9458189996174513 0.07522791852690837 0.4967837811338873 3.8872182369232178 11053.254 0.9503656261423935 0.06690632265667631 0.5403915187109899 3.2953109741210938 False 10 6700 9.386 20.94 13935.665 0.9266441483808967 0.12425392943687619 0.5071913396396988 4.522956848144531 9336.815 0.9315501525536448 0.1139508623016404 0.558976738457774 3.751983880996704 False 10 6800 9.545 29.67 16874.969 0.9249010232958504 0.12098172354858835 0.5042619312330894 3.846468210220337 9214.372 0.9303587003698313 0.11060079531151897 0.5575050464703092 3.228440523147583 False 11 6900 9.473 20.78 17015.926 0.9303138863821127 0.11017476897006401 0.5002007546046717 3.8530967235565186 9583.01 0.9363456566921763 0.09982238691106803 0.5483823383712227 3.252129077911377 False 11 7000 9.156 20.91 15622.689 0.92354826337841 0.13169350404048102 0.5027861921147242 3.8860597610473633 9020.049 0.9285411435664949 0.12091578366959485 0.5607272438022145 3.284013032913208 False 11 7100 9.71 23.8 19861.803 0.9366636678607163 0.09580416321591369 0.49332228611201084 4.064836502075195 10524.587 0.9416423394502935 0.08459005007053703 0.5357996940735608 3.579019069671631 False 11 7200 9.569 21.1 14611.474 0.9262613382837355 0.13635120104760226 0.4758198102163016 4.301244735717773 9219.495 0.9291748410235035 0.12931679477223967 0.5251211558912549 3.7195303440093994 False 11 7300 9.573 21.13 15596.747 0.9210735358965494 0.13876623597961432 0.5009403324197771 3.868168354034424 8941.229 0.9265150562543748 0.12749712591276802 0.5552423414924661 3.254854440689087 False 11 7400 9.54 21.07 14409.529 0.9296337285670199 0.12709207960193972 0.4811574551191342 4.347377300262451 9454.362 0.9351167237044892 0.11622968361891234 0.527733224408983 3.69891095161438 False 12 7500 9.578 20.84 13006.397 0.929370671755672 0.13961753126052498 0.4925150546698916 4.88115119934082 9439.399 0.9326499821646181 0.12986316295592104 0.5480586383959876 4.450743198394775 False 12 7600 9.503 31.55 16258.215 0.9350652778526919 0.10895251832707051 0.4932599795281272 3.9186010360717773 9875.231 0.9413038796757411 0.09483761521047837 0.5425824376531027 3.349667549133301 False 12 7700 9.559 20.56 14364.506 0.9174160471311913 0.14688615425225346 0.5052538942119266 3.8467025756835938 8683.497 0.9247240707663794 0.12979510836392694 0.5601847598025715 3.2311904430389404 True 12 7800 9.678 21.15 13087.066 0.9238665261297144 0.14269032557741787 0.5015940369336765 3.9002346992492676 8603.358 0.929151870195936 0.1307421896909503 0.5492459458908705 3.3525991439819336 True 12 7900 9.999 28.93 12627.677 0.9215914464265781 0.1513793584766624 0.5011791599959284 3.8829665184020996 8714.979 0.9272024143503025 0.13762043935012175 0.5478909900960629 3.32627010345459 False 12 8000 9.545 20.56 12689.897 0.9176793187026825 0.14877183698706728 0.5120493382118366 3.7993004322052 8841.457 0.9249487609798763 0.13130702876039038 0.5596342991042883 3.2153239250183105 False 13 8100 9.492 22.05 12512.826 0.9164232448642774 0.15308507502098853 0.5158414386464971 3.7763314247131348 8526.535 0.9235318617161047 0.13706977255151087 0.5655506842894774 3.151456594467163 True 13 8200 9.978 21.1 15479.21 0.933426669134127 0.12786651157258322 0.49560118203994374 4.0472917556762695 9405.126 0.9384290318243814 0.11484395794626505 0.5399722529579655 3.560837984085083 False 13 8300 9.601 20.88 14719.042 0.9177935839219239 0.1473223387143825 0.5162962561227071 3.793590545654297 8619.52 0.9256254582240415 0.1302354163864456 0.553163208863584 3.281170606613159 False 13 8400 9.314 21.09 15073.149 0.9190910840758895 0.14648673018739009 0.5238387990590144 3.81465744972229 9070.719 0.9272421975950765 0.12798426933217685 0.5690064431471659 3.282273530960083 False 13 8500 9.449 21.14 13812.702 0.9072272636977086 0.16199274369166403 0.5290806025912695 3.7586731910705566 8671.136 0.9172090377164775 0.14001495228707309 0.570519815347648 3.1853718757629395 False 13 8600 9.33 20.75 13879.118 0.9281583363792679 0.13300214367865418 0.5014450463282861 3.849494218826294 9174.933 0.935660135789468 0.11360946342761272 0.5436038180059337 3.2696473598480225 False 13 8700 9.462 21.15 13043.042 0.928431616604452 0.14758462435633077 0.49718328994603556 4.267068862915039 9017.797 0.9339098306041163 0.13187996312952585 0.5325857913941044 3.831246852874756 False 14 8800 9.389 21.11 13338.451 0.91766594067227 0.14920677812383784 0.5120184873641684 3.7951996326446533 8716.22 0.9269977487216681 0.12868231078136683 0.5513167337911398 3.2437405586242676 False 14 8900 9.512 20.56 12477.472 0.9137702325831856 0.16077180690904863 0.5194485574539982 3.753307819366455 8653.762 0.9221694587451557 0.1411199805799405 0.566633406174537 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