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 2.15 26.32 112946.58 inf -0.009584281832046484 -0.2918910563334312 262.3656311035156 122957.85 0.9848268435119435 -0.010505247644563632 -0.3703556757276168 261.91680908203125 True 0 100 9.644 24.27 12228.207 0.9765508554582913 0.0213033759129696 -0.40891016742696906 22.916067123413086 11754.078 0.9772439299996293 0.020488431490268844 -0.4976407397479797 23.191089630126953 True 0 200 10.94 24.14 8803.08 0.963686483590535 0.05621818883931331 -0.42807781868672096 5.977035045623779 7492.386 0.9622856144335807 0.05915577241858362 -0.5207156528287409 6.224626541137695 True 0 300 9.978 24.25 7981.6445 0.9610165848860815 0.07343410334858932 -0.40578584298009374 5.9965596199035645 6988.2446 0.9597591655215848 0.07680246748198 -0.49076754383227456 6.2351202964782715 True 0 400 10.27 23.6 10046.6 0.972241813329831 0.03162510502798876 -0.4294580160824664 11.328113555908203 9586.823 0.9728097041035205 0.031114629427635522 -0.5256851927581652 11.514763832092285 False 0 500 9.474 24.7 8026.2695 0.961864750548226 0.0662460486148618 -0.4278405214300529 6.499697208404541 6993.453 0.9607724721267832 0.07020749411895964 -0.5223558969998509 6.823919773101807 False 0 600 8.315 24.45 7419.548 0.9604529098221669 0.0676151884985483 -0.4335180484178722 9.74206256866455 6756.2314 0.9596140049773979 0.0711488036948073 -0.5285359661553016 9.941393852233887 False 0 700 9.322 25.53 7079.508 0.9592994602993945 0.0697025954696813 -0.4488614447100496 6.008819103240967 6494.814 0.95888250020945 0.07282332602620398 -0.5435241032594239 6.207375526428223 True 1 800 11.39 23.94 6851.935 0.9549224751646478 0.0843198599709485 0.15874833087893625 4.724746227264404 6327.825 0.9544217131439703 0.0859970302740569 0.21510457870102634 4.74721097946167 True 1 900 9.798 26.12 7774.5435 0.9541519980918084 0.06593536846576574 -0.4291257896304867 8.922751426696777 6530.2056 0.95258989594865 0.06737264216651455 -0.5202254824843753 9.1065034866333 False 1 1000 9.568 24.01 6839.131 0.9542959610216953 0.08296553382826334 0.3527888504651127 4.404403209686279 6530.6143 0.9535858647783535 0.0844804893356324 0.44744148771045605 4.3335442543029785 False 1 1100 9.464 24.08 10480.676 0.9578836772073922 0.06597173876908505 -0.015933029124250382 5.67499303817749 8180.6504 0.9564178675442981 0.06856055510685678 -0.012027629433236256 5.775462627410889 False 1 1200 9.674 24.1 7967.5874 0.9509653839924276 0.07802813201537176 -0.44889560275674767 5.880833625793457 6380.8267 0.9492148020285874 0.08109297365725641 -0.5413494650687757 6.133635520935059 False 1 1300 9.607 24.44 7414.4463 0.9510815376620715 0.08434554854904863 0.2761259618593022 4.573831081390381 6426.3203 0.95101373136368 0.08218680170355425 0.37135698506474485 4.543716907501221 False 1 1400 9.762 24.33 6970.489 0.9534635068777456 0.07199051131877758 0.19610899795467523 8.410348892211914 6179.546 0.9518238514983706 0.07545990591677045 0.26607400999142033 8.550724029541016 False 2 1500 9.559 24.29 6893.4263 0.9535572349376581 0.0743643935670777 0.37576051808336414 4.157595634460449 6354.8267 0.9538713852666943 0.0734027053038769 0.47228175132193656 3.9081296920776367 True 2 1600 9.908 23.92 6390.5293 0.9557223207221517 0.09026762443337892 0.2329196757126668 5.09672737121582 6261.753 0.9554053332063136 0.09185843313788353 0.3193701687148344 5.138854026794434 False 2 1700 9.629 23.82 6377.2666 0.9521817880902544 0.09174320845529368 0.3912929851516519 4.445835113525391 6030.677 0.9518832253909884 0.09210510032888607 0.48676911121153005 4.334223747253418 True 2 1800 9.709 23.85 5699.606 0.9440826036668714 0.10257840517041239 0.39161480621754313 4.042430400848389 5560.8447 0.9438413784513847 0.10465933766803415 0.48789460664059764 3.727720022201538 True 2 1900 10.11 26.8 6433.2485 0.9438748794594681 0.0944265328669348 0.3922948012681492 4.162033557891846 5737.7163 0.9444129224126538 0.09365734879467862 0.4828341704222341 3.985222578048706 False 2 2000 9.678 24.81 6206.356 0.9423147911993912 0.10856461801838563 0.4027366397783467 3.9862730503082275 5547.6523 0.942699748662125 0.10603534484761028 0.4948890101642183 3.7149877548217773 True 2 2100 9.98 24.04 5915.8823 0.9386644261711784 0.1105985977730557 0.39937761899650803 3.9907686710357666 5438.3345 0.9391459655431461 0.10841537287499353 0.494872087965838 3.67765474319458 True 3 2200 9.878 26.66 5779.3687 0.9389398623797471 0.11655822053773786 0.36595479034527223 4.264498233795166 5393.5254 0.9391124371043457 0.11482644830924262 0.46511534924275255 4.104977607727051 True 3 2300 11.56 24.11 5573.934 0.9355320289779726 0.12087360446612509 0.40637339706651104 3.994978904724121 5169.585 0.9361991220792532 0.11659400213839527 0.4943013745339277 3.7235546112060547 True 3 2400 10.02 28.11 5300.847 0.9402836781129253 0.11589163439726131 0.3954431344036775 4.063113689422607 5298.3696 0.9398376288440692 0.11430001195414 0.48790658423707534 3.8536436557769775 False 3 2500 10.24 24.46 5819.127 0.932505513800775 0.12113307953118603 0.4049110421750893 3.9851233959198 5194.3813 0.9330852996718857 0.11837669515182489 0.4937762255757461 3.616751194000244 False 3 2600 9.558 25.58 5458.9946 0.9299209708017089 0.13021316377377254 0.4080552439434544 3.9585797786712646 5008.663 0.9308256684099248 0.12564082148368727 0.4994780336348016 3.616584062576294 True 3 2700 9.12 23.8 6349.9854 0.9352700247039694 0.11085649844906759 0.4161512768300364 3.9344701766967773 5277.233 0.9367044219347058 0.10725769114738885 0.5093150449154177 3.6459474563598633 False 3 2800 9.76 25.81 7917.0654 0.9552716312122813 0.0585036013176267 0.41805745003508454 4.052367687225342 7384.643 0.9581495752757405 0.052832576190855116 0.49891103672562837 3.6253645420074463 False 4 2900 10.78 25.07 5975.0127 0.9373484756866357 0.10202341727442038 0.4181215855563474 3.9209036827087402 5519.263 0.9389086299007118 0.09877328393926828 0.500915535394524 3.6537373065948486 False 4 3000 9.638 23.32 5197.129 0.9341021893458098 0.12613119281407595 0.43157035863746435 4.546502113342285 5249.311 0.9364877103777661 0.1184455829236167 0.5171218265725945 4.470034599304199 False 4 3100 9.588 24.54 4671.708 0.9293253070427769 0.1373955403445246 0.4266720655641639 4.719094276428223 4907.2095 0.9301851069409878 0.13326889953812052 0.5157231424896624 4.1318135261535645 True 4 3200 9.957 24.06 5251.5684 0.9297393543227789 0.12734872852936305 0.4230639552675142 3.8984246253967285 5303.375 0.9314849387196787 0.12321504142475152 0.5065689496938794 3.6220638751983643 False 4 3300 9.628 31.68 5089.9985 0.9351678295319514 0.12948142646954858 0.430742205886635 4.952007293701172 5190.6133 0.9363297893527213 0.12338643726219072 0.522285477399993 4.919214248657227 False 4 3400 9.305 24.35 5203.8926 0.9325957719336209 0.13030394179028099 0.40686890090787814 4.182059288024902 5147.907 0.934235114977389 0.12441065255726802 0.5098722978339194 3.7315359115600586 False 4 3500 9.684 24.85 5330.4062 0.9243475010302377 0.14210083258845646 0.4331028479676991 3.8934168815612793 4809.897 0.926113722809374 0.13692512651122782 0.5224628434640463 3.635585308074951 True 5 3600 9.988 24.09 5464.7217 0.9370472822084317 0.11048745042572491 0.42000295488218553 3.9247095584869385 5429.2295 0.9375576098783021 0.10901420966314555 0.5063589901028026 3.5911498069763184 False 5 3700 9.594 28.84 4886.539 0.9196516698364487 0.14005649040632398 0.4487915481282695 3.788937568664551 4683.521 0.9220276753579393 0.1336458201382635 0.5317276694685321 3.4714114665985107 True 5 3800 10.36 24.49 5434.3022 0.926770307539019 0.13969544180126225 0.4431777360855759 3.886199474334717 5080.7773 0.9295431068006811 0.1290027034227088 0.5283185101037536 3.6367008686065674 False 5 3900 9.515 25.52 4646.395 0.9226654440765728 0.1388004972055591 0.4155555474801948 3.9435932636260986 4929.595 0.9248705255339179 0.13093341224649785 0.5113016677008916 3.6611320972442627 False 5 4000 9.996 24.76 4530.608 0.924743193068692 0.13649860323759297 0.45364012984720126 3.8174169063568115 4965.7783 0.9275210828714092 0.12709900376580086 0.5340387263198532 3.579596757888794 False 5 4100 9.712 23.98 4043.5046 0.9115119889853585 0.1586895725934135 0.4637825347193718 3.788806438446045 4533.9683 0.915883616999417 0.14672624055450886 0.5404249256670428 3.3975484371185303 True 5 4200 10.25 24.24 4224.448 0.9191949301030234 0.14888200881197225 0.4634701013883394 3.7363498210906982 4693.799 0.922074215501831 0.1399800388816311 0.5367907114182421 3.446329355239868 False 6 4300 9.733 24.2 4117.0283 0.9135487878632798 0.15304326772748109 0.4748036598673045 3.694967746734619 4579.2817 0.9185625083267344 0.13976523433595522 0.5436627428098673 3.443880796432495 False 6 4400 9.558 24.31 4647.9507 0.9192376522984115 0.15321213611840653 0.44890339702126536 3.789782762527466 4798.88 0.9237176515087144 0.1396703168125473 0.5332230491538571 3.466176748275757 False 6 4500 9.831 26.22 4370.6543 0.928974056392063 0.13662458491763263 0.44009326358298223 3.8773226737976074 5108.5986 0.9330470729463282 0.12389564302420134 0.531955120773944 3.620328187942505 False 6 4600 9.668 25.31 4739.2183 0.9108894927247784 0.15919726015795713 0.460897472485027 3.7468318939208984 4670.9917 0.9171803406151297 0.14261769814797315 0.5410868763627918 3.4615659713745117 False 6 4700 9.805 24.4 4137.6973 0.9152649188262607 0.16403707524040304 0.45510264463380334 3.8000996112823486 4706.01 0.9201188150934368 0.14877601321537748 0.5381973078536603 3.5424814224243164 False 6 4800 9.551 24.31 4082.802 0.9170639675342033 0.1704523632046302 0.4654716254078879 4.8552775382995605 4727.7246 0.9225209018821812 0.15157602889310437 0.5502992883646919 4.815151691436768 False 6 4900 9.71 24.0 3825.672 0.910166373317006 0.15814387412569916 0.4922979148147099 3.630269765853882 4636.4873 0.9173511128916914 0.1413628311839842 0.560202638551712 3.304107904434204 False 7 5000 9.576 28.95 3979.4324 0.916165683690563 0.1687186466947373 0.46087125731038503 3.787384033203125 4619.274 0.9216114749481394 0.15079867310210449 0.5497252798989595 3.464137554168701 False 7 5100 9.708 23.78 3547.7502 0.9060602368889066 0.1769489078842571 0.48864695434035404 3.6627516746520996 4414.79 0.9134259874336461 0.15726183018039128 0.5643228090936598 3.30108642578125 True 7 5200 9.988 25.47 3386.0354 0.9033329838514097 0.18265833834516848 0.5027943974374459 3.566473960876465 4381.943 0.912746767316154 0.1587237717627506 0.5701409338115013 3.3128693103790283 True 7 5300 10.14 24.21 3641.1672 0.9034433060747465 0.17509376931578602 0.5051951248994486 3.5473365783691406 4483.8394 0.9138472802570927 0.15066193052425716 0.5727676211735521 3.2385597229003906 False 7 5400 9.685 26.92 3668.1418 0.9003615603454683 0.18581037022367125 0.5200540537653606 3.509641647338867 4377.7563 0.9101134890137584 0.1605029266820324 0.5850442046349893 3.2119851112365723 True 7 5500 11.04 24.22 3653.3933 0.9017121016613698 0.1769845766152768 0.4978748108520737 3.5781614780426025 4423.9966 0.9104140170867818 0.15489047675112183 0.5645684883069929 3.2900898456573486 False 7 5600 9.592 26.29 3324.7605 0.8990715400586616 0.1869345088466351 0.5151777106648903 3.5317752361297607 4243.9883 0.9093352924927007 0.16154205181295875 0.5840475906631896 3.2236130237579346 True 8 5700 11.08 24.75 3307.3115 0.8991300236499288 0.1862325964919519 0.5183837224766048 3.4746696949005127 4286.523 0.9093878859678556 0.16064103915919062 0.5844839198485088 3.155369281768799 False 8 5800 9.561 24.37 3707.028 0.9094089318257123 0.1648262965680171 0.4724176883214507 4.032851219177246 4456.21 0.9181365355254434 0.1427047716176128 0.5517854953749421 3.55680251121521 False 8 5900 9.927 26.73 3217.2031 0.898242191692403 0.18499466653770674 0.4960931960555322 3.5960469245910645 4468.193 0.9108123071381363 0.1553515219562889 0.5652561066414029 3.293898820877075 False 8 6000 9.633 24.07 3408.6724 0.9146929187791137 0.17500103551893167 0.4850752884849995 3.7695562839508057 4508.749 0.9217802771963107 0.1542130439285599 0.5559039858673055 3.5858356952667236 False 8 6100 9.633 30.45 3057.6238 0.894134118135718 0.19273399648601286 0.5125694020492385 3.5122487545013428 4306.182 0.9066746859642716 0.1633296714256294 0.5737178615297578 3.2757177352905273 False 8 6200 9.633 23.66 3073.618 0.8938494100565384 0.19915014953221213 0.5253391834149251 3.541677951812744 4256.436 0.9087119022803645 0.16475852275384553 0.5904600886922207 3.3351738452911377 False 8 6300 9.457 23.98 3163.3123 0.8878030067089603 0.20543579233400375 0.529311736351071 3.4372057914733887 4148.586 0.9033889531401227 0.1699890541643058 0.5899068122672759 3.198979377746582 True 9 6400 10.12 24.65 3532.9456 0.8949484863306149 0.19913924754980664 0.5225522671056367 3.4750661849975586 4235.8037 0.9082807925095477 0.16647434705423034 0.5862790006835497 3.132962942123413 False 9 6500 9.377 23.77 3203.486 0.8906062558278679 0.1966365034234515 0.5350954319169962 3.387052536010742 4240.7627 0.90597341046563 0.16285344707830574 0.5922138389510203 3.133812665939331 False 9 6600 10.01 24.64 3504.5122 0.8873890901822388 0.20490562455544045 0.5238991419987807 3.453780174255371 4149.189 0.9020565623798351 0.17193675440984268 0.5835105564928601 3.177955150604248 True 9 6700 9.572 23.02 3271.6924 0.889573749452914 0.20628183752862467 0.5453105885897815 3.4140329360961914 4062.44 0.9047574090805579 0.16964987298722514 0.6024708625592946 3.1314351558685303 True 9 6800 10.63 28.37 3274.176 0.8828561483064435 0.21361347766723282 0.5425969805700603 3.4538943767547607 4037.3193 0.9003380786354906 0.173866869423227 0.599302536335302 3.114406108856201 True 9 6900 9.859 27.0 3631.3743 0.8914372802223139 0.20886537739160033 0.5351311795539405 3.6050586700439453 4159.6416 0.9062512276367091 0.17438459639058168 0.5915389014436415 3.2428953647613525 False 9 7000 10.52 26.76 3420.8113 0.8863863579402818 0.21474780262543136 0.5418625345406258 3.477501153945923 4072.1045 0.9034139225984505 0.17571943035100135 0.5940022313474956 3.3157200813293457 False 10 7100 9.58 27.92 5362.758 0.8874841170635595 0.21060244058642735 0.5548427425885122 3.298125743865967 4114.337 0.904327051108223 0.17157484490661234 0.6079574687117991 3.072723150253296 False 10 7200 9.578 26.29 4210.708 0.9084415442223548 0.18607482192551994 0.531864145539342 3.4283320903778076 4312.414 0.9184874213346612 0.15837064166092185 0.5889603002058449 3.2130112648010254 False 10 7300 9.576 23.6 3411.335 0.8936785815404638 0.19679867104193371 0.5400798701760156 3.437709331512451 4366.946 0.9088633017639609 0.16184575665013343 0.6019785916692534 3.1600501537323 False 10 7400 9.931 25.48 3346.698 0.8998414207908227 0.20300928123761786 0.5097058193994126 4.409328937530518 4484.8667 0.9122807519675382 0.16963049782017653 0.5799999548007309 4.355398178100586 False 10 7500 9.626 23.84 3233.9126 0.8886603270604553 0.21520140001673435 0.5274697113834166 3.5076069831848145 4144.876 0.9058695623243983 0.17420663797504424 0.5913771441913883 3.310056447982788 False 10 7600 9.446 28.69 3181.6233 0.8834373266543522 0.21506964760532432 0.5469659011201975 3.506842851638794 4114.402 0.9031990213427669 0.17174784201936374 0.606551820457008 3.141343593597412 False 10 7700 9.636 23.75 3381.5037 0.8906643570269338 0.20569450827743602 0.5334577526576565 3.418349504470825 4331.523 0.906688225525911 0.1666041550068015 0.590868134981646 3.109783172607422 False 11 7800 9.238 25.7 3228.653 0.8805968009023247 0.223639815210682 0.5461432904603124 3.3406732082366943 4089.8296 0.9009868883886857 0.17760487904263075 0.6041261519479248 3.0946543216705322 False 11 7900 9.772 23.62 3046.2207 0.887275590173396 0.22757070732411633 0.5401042680148778 3.43617582321167 4103.0493 0.905796850094209 0.18156896542285988 0.5996967531645119 3.236467123031616 False 11 8000 9.377 24.04 3777.6128 0.8966027061489235 0.19413892237883823 0.5485018121610143 3.510741710662842 4532.8774 0.9137295948912819 0.1517680276072987 0.5992471880330508 3.3774514198303223 False 11 8100 10.04 24.27 3216.4907 0.8827651766555931 0.2183271026391981 0.5596574360138407 3.39361572265625 4162.9536 0.9025838819229302 0.17391905041544367 0.6110500603730145 3.089691638946533 False 11 8200 9.359 24.95 2959.7688 0.892343668709533 0.23085216035296333 0.5634432658338595 3.694535493850708 4284.826 0.9102841123364558 0.1840885626025703 0.6156647841399303 3.615352153778076 False 11 8300 9.612 24.04 3127.687 0.8966486482442692 0.2137159981160112 0.5453315217817428 3.5172479152679443 4307.457 0.914729130026952 0.16909515850350723 0.6035272016773554 3.1812000274658203 False 11 8400 9.45 36.96 2825.9937 0.878919878393951 0.2316403514827851 0.555411184175133 3.358778238296509 3984.565 0.9002242882267604 0.18337378982468966 0.6110589875799826 3.149402618408203 True 12 8500 10.66 27.16 2884.3354 0.8910458045805676 0.2260385798394838 0.5574401416532871 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