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 16.93 43.26 61234.34 0.967960035929848 0.024407877744378435 0.2441529494866504 324.30206298828125 37115.023 0.971773396913284 0.020125709523521697 0.15192228172226008 329.93487548828125 True 0 100 29.47 28.94 32318.93 0.9781420673546004 0.014007786213905827 0.17470152533160424 11.020076751708984 6799.9883 0.9776290531860383 0.01536798165469025 0.03670822359575288 9.792773246765137 True 0 200 30.0 29.4 15097.35 0.9386590599209003 0.1295719682050819 0.24887029540926583 2.9741876125335693 3734.9685 0.9417166043062406 0.12011697419946551 0.04645319043736375 2.7604284286499023 True 1 300 33.57 28.73 15172.51 0.9075385580699253 0.16910874587650637 0.31718833947019875 2.9367263317108154 3289.0771 0.9143322087831898 0.15158644296284282 0.06301627189547233 2.746135950088501 True 1 400 29.02 111.5 19836.52 0.9169790840562977 0.1423192237071572 0.356131898054807 3.1896121501922607 3341.0305 0.920533964881024 0.1339133270899768 0.12708253755114282 2.844252824783325 False 2 500 34.07 400.9 14217.367 0.8727971211256343 0.22796718416074083 0.3533235488602781 2.782780170440674 2888.8179 0.8824818761373292 0.20690521179570337 0.1237559534597068 2.630183458328247 True 2 600 32.68 518.6 19180.3 0.874098394112229 0.22692219406831965 0.355788905746909 2.658473014831543 2777.1711 0.8813919109904327 0.2083316547621528 0.14580519666958155 2.6772332191467285 True 2 700 31.72 516.9 15340.679 0.8750444940590685 0.2253681803846095 0.3624500467746021 2.9325714111328125 2776.9712 0.8860712368619232 0.19684389694053425 0.1463287517068614 2.7261650562286377 False 3 800 31.29 524.3 16637.537 0.8601922293955393 0.24756928777078693 0.36293089208613133 2.707211971282959 2536.9434 0.8694736249216738 0.22607187733148762 0.14607942066471463 2.7489447593688965 True 3 900 32.36 509.5 14907.293 0.8393938751001301 0.29174974379029023 0.36163106439752973 2.72054123878479 2367.98 0.85184913011833 0.2639691993676808 0.14351301737303487 2.654843807220459 True 4 1000 31.54 507.4 12920.468 0.8277340039896673 0.3044743227070367 0.3605704914361437 2.615206718444824 2415.109 0.8423309239159078 0.27279544065584377 0.15611794002891766 2.6378557682037354 False 4 1100 30.59 512.9 12764.245 0.8277793508051636 0.30794461529223055 0.3640034418800899 2.597337007522583 2327.4204 0.8427019889713743 0.27415165710320544 0.15111616071959935 2.6652793884277344 True 4 1200 31.32 391.0 13523.669 0.8195553412815696 0.32185268338675577 0.36432262235694474 2.6385250091552734 2262.2598 0.836490094421901 0.2870159524534478 0.15837512019827238 2.778684616088867 True 5 1300 31.45 530.7 15912.836 0.8144355502592358 0.32928821278658826 0.36608763725298976 2.6200926303863525 2230.5542 0.832044432134504 0.2906221826694141 0.1588370943725458 2.71809458732605 True 5 1400 32.01 568.8 13398.498 0.7984507990403545 0.3458459878423677 0.3727722700101617 2.5832772254943848 2159.7498 0.8202082134324129 0.30527995568569805 0.16005820244945448 2.6434555053710938 True 6 1500 33.45 559.8 13463.19 0.7935531798657169 0.3666024347690477 0.3798459490829545 2.5629801750183105 2135.9114 0.8159857327516041 0.32367375986916713 0.15994242579852735 2.6477513313293457 True 6 1600 33.87 564.2 13872.276 0.8049386067544608 0.34065802680361496 0.3808366158798177 2.556962728500366 2297.1116 0.825082341557055 0.30045148777696545 0.1582496091350252 2.6673262119293213 False 6 1700 33.08 558.4 15783.951 0.8176870375598008 0.33028772242491017 0.3877729348559824 2.667637586593628 2200.703 0.8398560310823329 0.28374186149969793 0.16177525413132868 2.655057907104492 False 7 1800 29.82 416.9 14062.609 0.796466353508766 0.3622762692012594 0.3932502810139133 2.573408842086792 2138.038 0.8208015195120897 0.3129472841928522 0.16413764109738121 2.6310062408447266 False 7 1900 29.17 29.67 14463.511 0.79808271478327 0.3543810374194955 0.3921484018193192 2.629417657852173 2134.4019 0.822148469037822 0.30486237078263945 0.16335912987683468 2.852283000946045 False 8 2000 28.87 29.7 13100.527 0.800803702267255 0.3560043923640539 0.3886755385649796 2.6247963905334473 2143.9229 0.8256603315589572 0.30465425580039945 0.1623914843257207 2.6018290519714355 False 8 2100 28.97 30.18 12422.699 0.7756321666385383 0.3932356376427055 0.39039524028221334 2.5376572608947754 2072.9458 0.8035499844064506 0.3387675450978794 0.168788748320041 2.626746892929077 True 9 2200 29.79 282.2 13570.854 0.7955833782600124 0.3534890408062005 0.3957231185003166 2.5285019874572754 2114.974 0.8194867280987334 0.30475349741478286 0.16163711506046569 2.701054096221924 False 9 2300 29.54 32.92 13381.55 0.7832197198511716 0.38088369264934374 0.39392901527686824 2.709026336669922 2221.4702 0.8112642566623187 0.32297687062040986 0.14601876694347926 2.711627960205078 False 9 2400 29.53 32.89 13757.454 0.7812416221951692 0.3733420479489148 0.40488888144027024 2.5250229835510254 2008.246 0.8090512426106498 0.3181000020961475 0.16133222637116723 2.612534761428833 True 10 2500 29.54 79.12 12647.358 0.7758943424763464 0.3980586936994752 0.4037069225430086 2.4962615966796875 2019.0099 0.806172334645775 0.3386684509913879 0.1569327379300091 2.6500847339630127 False 10 2600 29.25 94.61 12145.927 0.7607732512465659 0.41872962644705225 0.40982132456090353 2.4821770191192627 1975.6613 0.7947397749801075 0.35270353696455714 0.16702118887790413 2.6323866844177246 True 11 2700 29.4 41.84 13369.266 0.7716592658272717 0.38525844157750244 0.40372822658974505 2.5440280437469482 2003.8832 0.804822675496057 0.3191480632121422 0.17811546747698911 2.7301127910614014 False 11 2800 29.05 29.69 16688.451 0.7720083709001541 0.38755718475191986 0.37949909631758316 2.6247565746307373 2152.297 0.8016486301935782 0.3295256975227908 0.13749749275120218 2.6204581260681152 False 11 2900 29.27 84.65 14097.961 0.7926587774111852 0.3626732248654001 0.4055652989693483 2.544490337371826 2122.4634 0.8214538697195123 0.30225432018687765 0.17733497560403622 2.735954523086548 False 12 3000 29.13 39.21 11379.681 0.7716554359930878 0.3986991833103609 0.41075340017074397 2.487903118133545 2013.2148 0.8064458505581394 0.3323586704724987 0.17434233011099487 2.6146068572998047 False 12 3100 29.32 42.96 10856.881 0.7626706074639655 0.42185060509735994 0.41593817036811487 2.567173957824707 1955.6542 0.7983075967257092 0.3547852972065612 0.17696500889111386 2.6521570682525635 True 13 3200 29.9 40.99 9766.451 0.7664865242428666 0.4148383179570528 0.4152815979473304 2.549379348754883 2048.5 0.8040755478044841 0.3420708038294419 0.17356275266122895 2.6033201217651367 False 13 3300 29.32 29.09 13312.058 0.7677949435366921 0.4141880329864249 0.4162373381001177 2.489826202392578 1973.9307 0.8023198782430225 0.34640489526374996 0.18435774317904777 2.587677478790283 False 13 3400 29.11 29.24 14047.928 0.7536849271514592 0.4217291417022566 0.4212097603807031 2.4620189666748047 1879.3873 0.7890509220376392 0.3554708401976765 0.1905056353885609 2.587686061859131 True 14 3500 29.42 29.09 13016.731 0.7552220180768942 0.42643151509811633 0.412762535520047 2.476963520050049 1854.1974 0.791358165496011 0.35834703313766736 0.17179359718459486 2.6039483547210693 True 14 3600 29.57 44.92 12991.448 0.7483792162152256 0.4371219535593345 0.42894580417849504 2.434077262878418 1848.1013 0.7875297886834461 0.3654925941709406 0.1895756783895811 2.588874101638794 True 15 3700 29.41 113.5 11862.145 0.7575241755842664 0.41770012715103705 0.4188699411615299 2.512007236480713 1944.3928 0.7968940584392609 0.34277117114099276 0.19820188625182325 2.6649346351623535 False 15 3800 29.28 46.44 10933.224 0.74626284042771 0.4413523452685452 0.429182299859607 2.441068410873413 1899.5121 0.789351515868192 0.36227490504412063 0.19769418038396036 2.58278751373291 False 16 3900 28.98 29.12 18877.508 0.7834055255159252 0.3759677167649683 0.4159740760320291 2.529322862625122 2216.098 0.8211123588202224 0.2984853166425896 0.19065129735954195 2.5921597480773926 False 16 4000 28.89 81.46 12034.963 0.7541841078133997 0.43859979413994415 0.4223945744855918 2.456516742706299 1850.0013 0.7949010404188328 0.3615198275627134 0.19191697426934967 2.6246469020843506 False 16 4100 29.06 29.74 10937.267 0.7411613694741519 0.45486006240930965 0.43026770937845926 2.4282262325286865 1799.6573 0.7851976715292373 0.37783009600721107 0.19344632872799647 2.585564374923706 True 17 4200 29.43 29.98 10928.055 0.7372368519291188 0.4558731414469429 0.42791410847013656 2.4771599769592285 1826.4974 0.7818006787410027 0.37782614040338863 0.21694687094741158 2.5582356452941895 False 17 4300 29.11 31.28 13421.074 0.7580657756186144 0.4271743523121649 0.43382568598081 2.447676181793213 1906.6843 0.799901253574359 0.34848515255013796 0.1992313731492257 2.564784288406372 False 18 4400 28.85 314.0 10876.142 0.7537478004256506 0.44813327293799937 0.4337358095697457 2.451868772506714 1807.9315 0.795460525522769 0.37471060655911753 0.21304280420748464 2.5474865436553955 False 18 4500 29.16 37.31 10346.108 0.7418039728374536 0.45182072835223497 0.43540178596433665 2.450460433959961 1851.2559 0.7870341498272893 0.36956753769061557 0.21781262523700462 2.5565555095672607 False 18 4600 28.98 29.61 11052.527 0.7361923012149894 0.4541062694416811 0.4429760416846268 2.397495985031128 1816.7395 0.7839758723295234 0.37030472857362157 0.22025323836412117 2.546797752380371 False 19 4700 28.97 28.97 12727.897 0.7459122660424491 0.4436276169799722 0.44934984841808057 2.450087547302246 1822.8286 0.7908165517379534 0.36278311417018827 0.23811881111040167 2.543823003768921 False 19 4800 28.95 29.27 11593.764 0.7394795770609219 0.46048971168132 0.4425489137328136 2.4254350662231445 1725.3538 0.7869161665065451 0.3782162086569432 0.20500444328735876 2.6004321575164795 True 20 4900 29.35 29.74 10700.502 0.7277550951470674 0.4736633170321801 0.44568953001759015 2.391258716583252 1791.7584 0.7761226368618326 0.3905356664676859 0.22166605547067217 2.554873466491699 False 20 5000 29.01 29.5 10289.617 0.7237752883319422 0.4754286191476711 0.45182273731798356 2.4927401542663574 1756.8292 0.7744350052583496 0.3896920330636048 0.23584500816547124 2.694880723953247 False 20 5100 29.1 271.6 11301.112 0.7313105949287907 0.4648009043316989 0.4509487253607886 2.389139175415039 1748.2007 0.7777629479685528 0.3872015570996987 0.2126595921220943 2.5923192501068115 False 21 5200 29.15 32.14 11280.486 0.7391270626854866 0.4608641993460124 0.45234475124275775 2.4815711975097656 1747.623 0.7852066193010379 0.381529747520465 0.22235341228441746 2.5920326709747314 False 21 5300 28.99 28.66 12466.926 0.7358390185607355 0.44956878741721557 0.44078411194242145 2.4589083194732666 1960.084 0.7792372817805073 0.37892872339098493 0.20851173533445705 2.5803136825561523 False 22 5400 28.72 29.23 10853.205 0.7301355395827687 0.4673633680968617 0.45815738893180075 2.409034013748169 1766.5133 0.78044788861879 0.3812031099614127 0.2451630378256091 2.511911153793335 False 22 5500 29.1 129.6 10300.686 0.7288672205039254 0.48026554993719045 0.45799962580712644 2.364104986190796 1710.437 0.7805810190831501 0.38819704527689386 0.23502156461056206 2.522379159927368 True 23 5600 29.25 29.44 9647.004 0.7203734887766915 0.49000348060784565 0.4730006148644675 2.4668853282928467 1706.4546 0.7738100998541043 0.4000774008449765 0.27141913058839695 2.5197854042053223 True 23 5700 29.44 29.6 11519.886 0.725623305044151 0.47221831243327855 0.471259463496065 2.3543717861175537 1785.731 0.7797814611169521 0.37663956902656487 0.24483719474152196 2.5621578693389893 False 23 5800 29.18 29.05 11450.729 0.7285711144914193 0.4746209917576361 0.46657708891805416 2.3447506427764893 1696.0348 0.7823844239564698 0.3795655996765538 0.21917432682346658 2.571208953857422 True 24 5900 29.53 236.8 11487.157 0.724462095145075 0.48581354152806916 0.4793733294289166 2.3831663131713867 1756.9681 0.7760183146303978 0.39740583550801617 0.28023645881281856 2.476611852645874 False 24 6000 28.9 32.55 11031.858 0.7207349569802347 0.49054120365233894 0.47869476693081053 2.326220989227295 1704.4846 0.774685117725233 0.3983376134740224 0.26115112648049643 2.5315210819244385 False 25 6100 28.65 28.66 10981.447 0.718209072220543 0.4968259521509871 0.4761588055145275 2.3112616539001465 1665.0835 0.7722234906996135 0.4046336771867366 0.24838314029281439 2.5035722255706787 True 25 6200 29.95 205.7 20608.037 0.7653935525844638 0.4106464284900337 0.49509765816674706 2.3418798446655273 1994.2866 0.8124264353056864 0.3205696706409503 0.29233098777487615 2.46897292137146 False 25 6300 29.16 35.24 11476.7 0.7246834447611452 0.49034321277992393 0.48406609143381457 2.2901108264923096 1684.3029 0.7779250522387802 0.3971032101813295 0.2528287902960672 2.5067172050476074 False 26 6400 28.91 33.1 10934.194 0.7240632047147454 0.49072712833550247 0.4889034943015745 2.336376905441284 1789.3932 0.7804982109667475 0.3899385627315013 0.2645494299515711 2.5794599056243896 False 26 6500 28.97 99.16 12813.068 0.7185150748319414 0.49313915206957415 0.48434861364053194 2.3069236278533936 1647.9762 0.7707897885796602 0.40374160214635046 0.2551401062520087 2.5395302772521973 True 27 6600 29.46 54.22 12799.616 0.7085723121021493 0.5040414519001557 0.4890075573434512 2.4065985679626465 1688.3595 0.766817879782852 0.4036192518500097 0.27283734468882986 2.644427537918091 False 27 6700 29.08 30.47 11932.464 0.7129187581730299 0.49750204748860005 0.49845322201752185 2.30849289894104 1664.1407 0.7698708523664873 0.4014258495904547 0.27724861917704363 2.4796817302703857 False 27 6800 28.51 29.55 14375.762 0.7108880326119652 0.49110600448056035 0.5019901268429479 2.3227574825286865 1740.0378 0.7689643737021281 0.39060551352377465 0.29358752107617064 2.5597126483917236 False 28 6900 28.92 29.18 15355.925 0.7165425876134224 0.4996821583676689 0.49519481007354305 2.2569708824157715 1651.5579 0.7733702545730432 0.40017050348151484 0.2763802915810144 2.4689793586730957 True 28 7000 29.66 39.43 12498.175 0.7057577867827902 0.5113253022687183 0.5087249212503367 2.2202742099761963 1624.5626 0.765479851397287 0.41010509403824796 0.29558698696908914 2.44356107711792 True 29 7100 29.13 50.55 14602.437 0.7066436741000502 0.5179032577500751 0.5028377601323806 2.232516288757324 1624.3705 0.7661862776294351 0.4169013835163272 0.27931864238094045 2.476346969604492 False 29 7200 28.7 33.16 12637.908 0.7103458145912148 0.5032678063777694 0.521804341024448 2.275891065597534 1619.2904 0.7697497968866022 0.40193143672502246 0.3243820414141832 2.4625444412231445 True 30 7300 29.56 29.6 15782.661 0.711898392595132 0.4996587912358986 0.5005946349361808 2.237771987915039 1677.3419 0.7723378895883319 0.39469876160777595 0.27787734003396103 2.463822841644287 False 30 7400 28.9 29.46 13550.0 0.707445991112988 0.5135057551108088 0.5219092217205186 2.2746665477752686 1616.4318 0.7707495872847825 0.40454013377666953 0.3236443082429442 2.4413681030273438 True 30 7500 29.59 28.77 11630.948 0.7082928720332855 0.5089017822606158 0.5213572314908039 2.2131025791168213 1721.5049 0.7704220164011208 0.4026113943053007 0.3116596224158464 2.443875312805176 False 31 7600 29.08 187.1 11428.097 0.7037158477340304 0.5134662500814576 0.5309442605669311 2.278348445892334 1685.2213 0.7671607779587798 0.4033985335761365 0.3279973293008025 2.448026657104492 False 31 7700 29.3 29.42 12325.3125 0.7116253805050013 0.5133842337967751 0.5192230561046431 2.205568552017212 1658.4922 0.7729291180162161 0.40390115941685045 0.3015637986418179 2.44378662109375 False 32 7800 29.12 33.67 15084.153 0.7261740688000778 0.4876845482594958 0.5251095880275686 2.1775107383728027 1765.2943 0.7871306030656314 0.37567528774907505 0.2896551002304551 2.4726548194885254 False 32 7900 29.45 29.31 14152.409 0.7036409992358165 0.5246346263957361 0.5292297636356214 2.188236951828003 1643.2524 0.7684561465238037 0.41191187257534834 0.31918279087659657 2.427964448928833 False 32 8000 29.33 314.4 12528.331 0.7012812139597937 0.521659383859699 0.5120032938507093 2.287618637084961 1614.1387 0.7669692086478562 0.4067238914737105 0.27470182064485227 2.507171869277954 False 33 8100 29.27 40.17 13037.585 0.7158481189580623 0.5094281171121331 0.5271294320985778 2.1848957538604736 1674.0615 0.7774802999857855 0.4000661719507406 0.30233802623833644 2.4426589012145996 False 33 8200 29.13 29.67 12296.405 0.6922667568774145 0.5334594606794648 0.5334541938268907 2.151991367340088 1602.3302 0.7598401061331128 0.41942459006217403 0.3260220834470905 2.424452066421509 True 34 8300 30.55 29.62 14778.259 0.7072674701913746 0.5096273317460102 0.5321708740456781 2.2275896072387695 1709.76 0.7735481806812207 0.3937630400051384 0.3143616325046772 2.458756685256958 False 34 8400 28.73 41.65 13863.208 0.7118830293695496 0.5182731399266632 0.5384918465725087 2.1794512271881104 1678.103 0.7764265669213866 0.403302032968914 0.33792413293527884 2.4033026695251465 False 34 8500 29.0 29.75 13689.581 0.7064620481383652 0.5232699917585706 0.5299162162361039 2.1701760292053223 1579.2343 0.7715996046225196 0.4085700360584611 0.3223191990032205 2.426121473312378 True 35 8600 29.19 28.65 12301.741 0.699023770570171 0.5291238595139655 0.5363639348367487 2.126619577407837 1651.1022 0.7671483050719105 0.41017530048674394 0.31728411699880815 2.4159095287323 False 35 8700 28.65 29.23 14474.483 0.6981086871319546 0.5364442339011573 0.5306697444791033 2.1814205646514893 1590.0325 0.764520780315088 0.41856438957771513 0.30499945328378825 2.447138547897339 False 36 8800 28.81 29.57 13251.242 0.6907237300849135 0.5368120737393447 0.5486856324598349 2.1057188510894775 1623.4668 0.7598933050239338 0.41486739328922595 0.3401024708068477 2.3976869583129883 False 36 8900 29.1 29.43 12292.632 0.6973536861864111 0.5303781518545896 0.5441966495397185 2.13619327545166 1684.3629 0.7672102451853597 0.4085114543623288 0.32667509321980087 2.447225570678711 False 37 9000 28.6 33.91 12987.57 0.683027256844023 0.5455514009218876 0.5657494001482217 2.194997787475586 1613.4803 0.7595798512681551 0.41322058096793546 0.3811943824978115 2.361537218093872 False 37 9100 28.67 337.6 11841.147 0.6826384933676725 0.5387230833251483 0.5669595687678052 2.096987247467041 1607.8397 0.7592049549128654 0.4062616632016788 0.3708463942333282 2.351182699203491 False 37 9200 29.08 37.52 12568.999 0.6974386661199088 0.5379747907446092 0.5625350228290842 2.1476027965545654 1599.4874 0.7676228764224646 0.41169355796996115 0.35961714970048997 2.3936824798583984 False 38 9300 28.86 29.1 12872.804 0.679194514261059 0.5520732914397984 0.553544770693542 2.247898817062378 1590.1711 0.7521624059676326 0.4273383332424798 0.34438723918951875 2.5579044818878174 False 38 9400 29.13 29.08 17664.89 0.7180204020707867 0.498102562255495 0.5578376514840471 2.3344690799713135 1771.2488 0.7841144046564006 0.37289855594864413 0.3656532425248714 2.3883204460144043 False 39 9500 29.1 29.78 12360.917 0.6815742050198599 0.5563660503469294 0.5657495724094472 2.07789945602417 1565.5759 0.7589232664355755 0.42644939714443414 0.35975450280127486 2.354877233505249 True 39 9600 29.42 29.66 12369.325 0.6841117845500797 0.5557151247702732 0.5626656345015818 2.0539610385894775 1601.5146 0.7630204096021821 0.4192003541803821 0.3471979448277853 2.3675646781921387 False 39 9700 29.01 29.68 13365.89 0.6967534483877338 0.5368211993816787 0.5762342285224556 2.091257095336914 1648.8398 0.7695625598091076 0.4064316351607928 0.3683797959101513 2.3592143058776855 False 40 9800 28.9 101.4 12480.497 0.7180408823951103 0.5098105286173723 0.5164151118802566 2.5966808795928955 1806.4747 0.7876265843574412 0.37987131730632195 0.2489248378417879 2.634197235107422 False 40 9900 29.16 29.13 11673.541 0.6830256664198665 0.5447929765943151 0.5748308470366619 2.083348035812378 1616.4504 0.7606861408930242 0.41005012012787073 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