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 6.248 367.6 786010.75 inf -0.0028801392305802813 0.12191830966019737 5.280991077423096 585701.56 inf -0.0037789240654269116 0.012495322649665441 4.345937728881836 True 0 100 11.11 49.85 70824.33 0.9296514043111183 0.04518593036422468 0.14246070772125155 45.297027587890625 50688.95 0.9270941344067911 0.04585973644854486 0.026224470455301335 45.47947692871094 True 0 200 9.648 20.47 65796.69 0.9287950080538997 0.046789188857987316 0.14375595361944477 27.364442825317383 49088.23 0.9259762404970285 0.046616053878923425 0.043868153388798556 27.30902671813965 True 0 300 9.364 21.95 60768.824 0.921155020555228 0.06611953466279487 0.024266233341184686 9.629556655883789 43869.113 0.9178225330898868 0.06711539853539554 -0.0419326569817639 9.230914115905762 True 0 400 9.788 33.58 58604.375 0.9220970409090461 0.06758968020075976 -0.0672640106246192 9.184525489807129 43949.086 0.9200679856173529 0.06719204999328147 -0.0282001957040385 8.685782432556152 False 0 500 10.8 20.92 106401.53 0.9387737403813846 0.044347722013265006 0.07686767959255231 14.948348045349121 83247.18 0.9374616532774651 0.040361869888193465 0.007044356366842327 14.836739540100098 False 1 600 12.87 20.07 47857.06 0.9112017224650883 0.091434379899557 -0.036767350984256084 4.8203816413879395 39194.28 0.9097470065842552 0.08679285780892776 -0.024237477277831692 4.148825645446777 True 1 700 12.28 23.02 45259.17 0.904537677231501 0.1066822638616955 -0.10084905137666034 4.69095516204834 36215.508 0.9027164933732057 0.10436347492059284 -0.043136581763689605 3.7317121028900146 True 1 800 9.45 201.9 41705.902 0.8957441275546574 0.12158202258398186 -0.04995036011499723 4.385688304901123 34190.883 0.8953327649901602 0.11587911270733398 -0.06114625102643443 3.7078354358673096 True 1 900 11.22 130.8 38711.875 0.8938889200404684 0.12342362637916128 -0.044283469902279736 5.313598155975342 34057.695 0.8939187496764391 0.11876931388545303 -0.015360865803197298 4.664825439453125 True 1 1000 10.67 74.0 48190.96 0.9132607436980836 0.09761936087096684 0.08244590331718898 17.385671615600586 40842.84 0.9118275682027418 0.09403461110608848 -0.015360397233888788 17.27203941345215 False 1 1100 9.548 40.36 39941.746 0.8909694593466836 0.12976617541244656 0.021000356183453747 3.7951838970184326 33860.855 0.8910429946309092 0.12295015270095454 -0.059308332399815714 3.052128314971924 True 2 1200 12.03 37.94 36153.594 0.8848922008598297 0.1423514990768641 -0.046907901490694986 3.8750243186950684 32181.652 0.884795089941595 0.1359301392380335 -0.10345207127265349 3.122586965560913 True 2 1300 10.36 22.18 44493.117 0.8922391816383333 0.12949801447626427 -0.049677770647441284 4.01221227645874 34801.426 0.8930381622920189 0.12350856061151985 -0.07748498792042582 3.151865005493164 False 2 1400 10.88 46.51 38327.73 0.8872155924426866 0.1396895065614435 -0.056294361872138335 4.124452590942383 32188.805 0.8876512158286357 0.13593659424690197 -0.04652752619939639 3.363248825073242 False 2 1500 9.277 22.12 35897.08 0.8823182416893413 0.14768526692689649 -0.04615771869168003 3.962101697921753 30784.428 0.8836973162163856 0.1395215865717243 -0.0387662985601631 3.117358684539795 True 2 1600 9.735 177.4 33520.188 0.8707768014422524 0.1732345972726026 -0.02684215893205246 3.890428304672241 28764.82 0.872961560190776 0.1643946640993115 -0.06972652980883914 3.0858352184295654 True 2 1700 10.31 22.24 33712.375 0.8730757611393372 0.17477684601204904 -0.018040819545228886 4.464333534240723 29861.984 0.8749131729589579 0.16628522158091202 -0.05953981547046662 3.8438310623168945 False 3 1800 10.46 23.92 34467.21 0.8753941529760154 0.1646765612331849 -0.009527366866888197 4.080322265625 31019.656 0.8781832617411995 0.15551434649982926 -0.06756397499034655 3.4243087768554688 False 3 1900 10.77 19.94 31648.885 0.8770588511778411 0.16674678872528886 -0.05139933678361512 3.9424688816070557 30235.191 0.8796082908294486 0.15545131700342188 -0.04743218522263335 3.1518073081970215 False 3 2000 9.553 29.52 30845.41 0.8756493169388025 0.17561098024977173 -0.052689250298341775 5.772205352783203 30545.627 0.8783516384721552 0.16526713369983692 -0.07034622464936029 5.253246784210205 False 3 2100 9.476 172.2 27858.29 0.8745108190836818 0.18656975022968542 -0.08638686450824108 5.007439613342285 30300.623 0.8776839140836044 0.1717997350193164 -0.03741792406184888 4.276470184326172 False 3 2200 8.383 19.82 28895.256 0.856371038648123 0.20418956566529606 -0.05890905526175809 3.880625009536743 27952.535 0.8609600711656231 0.1905187016483096 -0.09578070116587066 3.0996487140655518 True 3 2300 10.2 22.59 28612.99 0.8573940917763512 0.20764987989215308 0.008550662644846245 5.39888858795166 28082.824 0.8632220613516061 0.18914149024587903 -0.02681692120564377 4.861263751983643 False 4 2400 9.465 29.4 32541.322 0.865504110281768 0.18336185309915154 -0.06529640140308139 5.262811660766602 28906.744 0.8706235588111655 0.1680972972166904 -0.06431782379650448 4.210711479187012 False 4 2500 9.435 20.65 26208.668 0.860105151107516 0.1974938178334389 0.0005756762382483394 3.8902552127838135 28287.893 0.8652817266900524 0.1807463127728039 -0.019347458537278203 3.1445443630218506 False 4 2600 10.35 30.79 24218.516 0.8515804570039661 0.21136644072647484 -0.06378148000272071 3.9723827838897705 27021.21 0.8592375040992427 0.191168904699591 -0.06741704159771607 3.108912229537964 True 4 2700 9.909 38.03 24663.771 0.8492401360540639 0.22964645391990576 -0.04153119082756839 5.100355625152588 26849.85 0.8575236173780236 0.2058255413818433 -0.014728996300524428 4.474380016326904 True 4 2800 9.625 28.15 24746.174 0.8478963170832042 0.2229334852481624 0.011001935252552584 3.8573760986328125 26527.336 0.856882821178734 0.19723021127632084 0.015407009594867684 3.0564253330230713 True 4 2900 10.91 20.04 23818.184 0.8445039632640469 0.23313618074399545 -0.026121823802458637 3.928586959838867 26286.734 0.8541403053945663 0.20753588806349071 -0.03247520022044692 3.184680461883545 True 5 3000 9.784 67.94 23594.889 0.8367484831920552 0.23966062919203623 0.03695729269092716 3.888176679611206 25801.28 0.8482704606528944 0.210631446609246 -0.0319204768787517 3.215400218963623 True 5 3100 10.14 33.71 24103.412 0.8485654099215847 0.23162531221823368 0.0017743135650106006 6.496814727783203 26950.941 0.8580024342927433 0.20626022272869973 -0.03155219739113146 6.043763637542725 False 5 3200 9.528 58.21 22950.926 0.827317797481867 0.252339775377269 -0.007263316589513146 3.926193952560425 25515.25 0.8421845596608724 0.2192751303053089 -0.08356893518772363 3.113842010498047 True 5 3300 11.21 19.95 27486.02 0.8296653077509817 0.25240450856282365 0.013820860063110504 3.8052597045898438 25269.361 0.8434365778032776 0.21992730478421796 -0.031207962595789205 3.0621626377105713 True 5 3400 10.56 28.32 24520.602 0.8427353909373071 0.23368876350746928 -0.08478384125737405 4.116902828216553 25997.049 0.8537646090171268 0.2032472059572437 -0.07981783292916324 3.3711202144622803 False 6 3500 9.497 28.73 21958.498 0.8393851341965943 0.23974264631526476 -0.0545888264383529 4.112311840057373 25940.623 0.851238945262699 0.20846331641010685 -0.057178705334203814 3.2133448123931885 False 6 3600 10.36 24.68 20067.82 0.8297906031997097 0.25819080127245475 0.07382625493660849 4.320653915405273 24641.588 0.8438475429673383 0.22199835521082803 0.0387846912074229 3.704047679901123 True 6 3700 9.872 29.7 20544.164 0.8210308235094803 0.26206185095125895 0.062382428477281156 3.7540016174316406 24321.953 0.837466656315909 0.22399231007460021 0.008225102594653838 2.9877448081970215 True 6 3800 10.14 244.6 21973.602 0.8175958302533702 0.26606811114205614 0.09596926731016592 3.9658501148223877 25045.51 0.8359018207883085 0.22433688318773584 0.039497734151664465 3.129537582397461 False 6 3900 9.755 58.48 21729.45 0.8191057067298957 0.2625561029562233 0.0071411839834237415 3.962852954864502 24493.857 0.8375507824156937 0.21962317829108569 -0.019122368714913674 3.107208251953125 False 6 4000 9.692 53.02 20488.115 0.8211520635140425 0.26661664077487335 0.007200593253039234 3.7975869178771973 24328.578 0.8394255547953612 0.22409703841149947 -0.009794267312434072 3.0012238025665283 False 7 4100 11.24 39.4 20656.68 0.8263208872393346 0.26493677677859406 0.05032550407409305 4.2347941398620605 25011.764 0.8454248922760345 0.21915460070996032 0.05004336004921696 3.573160171508789 False 7 4200 9.58 21.53 20090.697 0.8264424384683599 0.2726276310409198 -0.0002903449102936972 4.731153964996338 24785.256 0.8448255666864626 0.22631481866553194 0.009581209376306505 4.107861518859863 False 7 4300 9.611 20.62 20097.64 0.8165323302177421 0.2832059596280652 0.04495296753007821 3.916746139526367 24338.76 0.837968216456966 0.2340248987158762 0.02618132722693436 3.2207069396972656 False 7 4400 11.61 24.07 19274.656 0.8133090778694886 0.2758431268097596 0.12357815805981862 3.6892988681793213 23815.582 0.834808466207788 0.226338349753032 0.07405088087241657 2.9566292762756348 True 7 4500 9.983 76.43 20293.352 0.8028516433241848 0.2997937667702965 0.1083969264961208 3.7021002769470215 23503.998 0.8282170521859871 0.24378002046258743 0.05006018557033717 2.9428722858428955 True 7 4600 9.795 29.63 21111.01 0.8013923663119482 0.2993363489142568 0.08084428563122972 3.9452500343322754 23351.627 0.8284596655989709 0.23998866165831828 0.04934150567088745 3.097792387008667 True 8 4700 10.45 133.2 18931.139 0.8204225322092173 0.27846372918681883 0.09390026120378593 4.296422958374023 25275.686 0.8417936910320962 0.22574871290158716 0.06652975763923862 3.684087038040161 False 8 4800 10.53 20.46 18614.94 0.8077564488224676 0.293313134501287 0.051766974387902676 3.739520311355591 23510.46 0.8313503571410263 0.23979698069185457 0.06074392286124707 2.944462299346924 False 8 4900 11.47 19.45 17813.338 0.8064146643312035 0.3026596648164258 0.08321849061717031 3.802075147628784 23983.445 0.8329322843490948 0.24320041353366031 0.07099961857989562 3.080453872680664 False 8 5000 11.66 20.3 18673.678 0.8114646160342013 0.2851459198254729 0.07044920620779507 3.765868663787842 24089.41 0.8334843474406948 0.23497196805534568 0.05782185397431056 3.0222105979919434 False 8 5100 9.128 67.67 16797.207 0.7907073378365571 0.31327065014045447 0.11050009511602185 4.041558265686035 23079.094 0.8205672999219245 0.2531283790821873 0.05053842807852293 3.192854642868042 True 8 5200 10.04 20.55 16191.384 0.791804716779323 0.3151078699055945 0.18334680020974398 3.6211295127868652 22916.984 0.8224811066733424 0.2519615363363153 0.16255351660032355 2.8889517784118652 True 9 5300 14.33 20.83 19066.021 0.802102009849023 0.2976685908698664 0.13035071024321818 3.7040233612060547 23570.748 0.8298676804772767 0.23742465553179276 0.08843386675167961 2.9204728603363037 False 9 5400 9.579 85.34 17201.451 0.790228633122852 0.31655709408956223 0.19447754346521626 3.6194047927856445 22888.92 0.821779852500672 0.25055934325610063 0.17385255971086394 2.8486576080322266 True 9 5500 10.16 20.58 15626.737 0.7891046932657525 0.3229297697508174 0.1368102334025045 3.684399366378784 22669.139 0.8227883249083898 0.2517182167907021 0.1169392120812682 2.894890785217285 True 9 5600 46.06 45.79 18654.146 0.7941286759133528 0.3249264420154993 0.14309961078644498 3.928867816925049 22828.365 0.8259173207900218 0.2545857407322852 0.12638943983267967 3.266035795211792 False 9 5700 9.594 71.47 18647.566 0.8001368181090844 0.32645269543007754 0.1233106002023976 5.426799297332764 23866.893 0.8298634538231803 0.2573417612229277 0.14252208587665557 4.897013187408447 False 9 5800 9.744 86.83 18073.723 0.8046410959645061 0.30618697219027574 0.20239461225030475 3.7666831016540527 24148.793 0.8339568165111009 0.23555048308896273 0.1835996250448979 3.0879926681518555 False 10 5900 11.75 54.34 17220.746 0.794579931702707 0.31461172312126723 0.1970351848630918 3.6012258529663086 23671.725 0.8282795495164996 0.24024297352632432 0.1943384270514575 2.8339576721191406 False 10 6000 10.99 20.04 16874.857 0.7876029902392008 0.3266711468962434 0.16497923264681924 3.671710252761841 22692.033 0.8234807060534579 0.2489265110820032 0.16686612102054496 2.932309150695801 False 10 6100 11.09 20.47 17871.18 0.7832928274123051 0.3289850727311879 0.22493168282834425 3.5789551734924316 22597.406 0.8201020340545512 0.24943149661626512 0.2033888216841566 2.819291830062866 True 10 6200 9.629 69.68 17827.904 0.7764978016057621 0.3381563988714313 0.20133948261544382 3.727264642715454 22432.877 0.8171219840088358 0.2546119147770108 0.1699019436367021 2.9196877479553223 True 10 6300 9.972 50.94 16041.69 0.7837847809833053 0.33420832139935625 0.14276266746248942 3.6744637489318848 22991.26 0.8215673262012849 0.2532993686137031 0.143544549582098 2.926691770553589 False 10 6400 10.01 30.24 18021.379 0.7738713739664228 0.3469457810259961 0.24419160853360047 3.605011463165283 22814.152 0.8173399177848791 0.2569793370868451 0.2200844256670035 2.8281545639038086 False 11 6500 9.873 19.71 18942.977 0.8081709849127353 0.3090609593592719 0.21945698126515037 4.413342475891113 23369.477 0.8366731048875176 0.2367869454712706 0.15729677368444925 3.880218505859375 False 11 6600 9.113 23.09 17504.955 0.7877998683012075 0.3246114025966195 0.1794567279512239 3.6771109104156494 22835.176 0.8252124928336926 0.24337745506282146 0.12754055348702342 2.9086341857910156 False 11 6700 9.555 20.51 18108.742 0.7801775598433469 0.33022397974133527 0.19675748766776552 3.853410482406616 22771.37 0.8193537812937235 0.24801915441315528 0.15502676480500258 3.0293655395507812 False 11 6800 11.19 19.85 16658.37 0.7755056306426118 0.34575817820148846 0.23458379662992604 3.5601351261138916 22136.172 0.8179660170822599 0.2575529984959209 0.1819626290359214 2.853666305541992 True 11 6900 9.937 46.63 17346.79 0.7726346511460156 0.34655301710304404 0.2675652775361403 3.6904022693634033 22005.074 0.8153751787016953 0.25844548028331393 0.24033578956766186 2.8904151916503906 True 12 7000 9.972 20.69 17161.584 0.7693261287992744 0.3599147510614901 0.21105286771805162 3.5915749073028564 22033.275 0.8134166671855407 0.26875394978031397 0.17586490093823798 2.8787243366241455 False 12 7100 10.34 20.33 15994.713 0.7696216849698173 0.35545241690625157 0.24027636781824224 3.6544954776763916 21471.06 0.8159447683634955 0.26217262144155473 0.23693099535181986 2.8452394008636475 True 12 7200 9.891 27.6 15876.055 0.7667442397907517 0.3643130963861707 0.22115649318391037 3.6606075763702393 21743.436 0.8141145026343513 0.26655912908451546 0.20512230027993994 2.9618029594421387 False 12 7300 9.57 20.09 16048.918 0.768517800104329 0.3611201443322137 0.13872279923011316 3.6668131351470947 22356.266 0.8165512603465083 0.26120527171884067 0.10934797478435195 2.8989551067352295 False 12 7400 10.09 22.06 15033.339 0.7696121358883984 0.35843456568531773 0.2915642833721754 3.5236153602600098 22494.273 0.817354712021595 0.25743733511221134 0.27548960895421576 2.8433687686920166 False 12 7500 9.562 198.1 15664.707 0.771916746789312 0.3441091977013001 0.23812150635918727 3.558579683303833 22937.406 0.8200430114096341 0.24380314312028495 0.22757980931317423 2.817121982574463 False 13 7600 10.94 20.15 15157.702 0.7696714791622791 0.35046615297584355 0.23910175839401102 3.5523178577423096 22258.844 0.8184267221831985 0.24981443380647578 0.24178561340073898 2.7814643383026123 False 13 7700 11.71 21.69 13863.779 0.7593579249315598 0.36544515131795957 0.29359577572948187 3.623063564300537 21385.885 0.8119299962616284 0.2595214922400429 0.29453524750132787 2.8120553493499756 True 13 7800 9.861 23.32 13658.288 0.7609770034573926 0.3636902537283406 0.21052183034265184 3.6907637119293213 21746.533 0.8135379630223498 0.2573802109098388 0.21412998931852856 2.8651087284088135 False 13 7900 9.565 22.54 13711.062 0.755130375135913 0.3751575893692043 0.286883751969464 3.502711296081543 21440.729 0.8084440235759438 0.2661334145022695 0.26633283841652644 2.7601377964019775 False 13 8000 10.78 23.5 14715.286 0.7580992657124139 0.3755885397479439 0.26877949261542283 3.576040506362915 21888.32 0.8142887799153723 0.2613343157266367 0.23095939773824797 2.910539388656616 False 13 8100 9.937 43.45 14769.83 0.755465853191177 0.37470105751753957 0.2983973533366144 4.0306854248046875 21807.111 0.8127000024033653 0.2588891272072757 0.2700803956528652 3.1853606700897217 False 14 8200 9.918 19.75 14960.334 0.7652619993288762 0.371662228716718 0.31315556325543253 3.705639600753784 21934.635 0.8171996630605002 0.2607365973168163 0.2900661524880566 3.0979347229003906 False 14 8300 9.583 21.96 14378.646 0.7618613453291321 0.3632151359604915 0.23822673630135208 3.649876356124878 22144.049 0.8120701878515547 0.2614130128796509 0.1851088141327286 2.8924520015716553 False 14 8400 8.794 24.3 13570.802 0.7516736452023447 0.3869576853360314 0.33743739527046174 3.544025421142578 20575.316 0.8072869454917458 0.27610409055113516 0.3147683300882131 2.909008502960205 True 14 8500 10.52 20.51 13647.521 0.7468444452662715 0.39231296955396716 0.3083191665694109 3.472412109375 21214.932 0.8061800211426864 0.2742247583330274 0.30595463848514864 2.714824914932251 False 14 8600 9.68 55.91 12955.099 0.74876028320325 0.39329690599025124 0.29522085504259865 3.486490249633789 21699.154 0.8067339942586614 0.2757176531543462 0.2701958566098279 2.783704996109009 False 14 8700 9.295 19.71 13586.232 0.7505739653076845 0.3969562096727332 0.30352311505423696 3.7066826820373535 21604.156 0.8088995581321139 0.27513896064543136 0.28346956173899845 3.080029010772705 False 15 8800 9.557 23.6 13449.352 0.7464627349986465 0.4006828043738269 0.2717494219279487 3.519360303878784 21242.377 0.8059674536223776 0.2798858497511133 0.2735671913737399 2.7727463245391846 False 15 8900 9.49 78.4 14157.856 0.7522363734963203 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0.40727626109282994 3.2618489265441895 21328.387 0.7955251075213738 0.29093301615678724 0.374815561657623 2.7131338119506836 False 28 16500 9.393 20.34 10888.839 0.6997496646849256 0.4911439305329236 0.4289129835243403 3.579702138900757 21268.445 0.8025374207570252 0.28150777544101124 0.4115524310874455 3.0543465614318848 False 28 16600 11.56 20.76 10736.202 0.6957151854372688 0.47948455559519515 0.4026162094626613 3.1436543464660645 21420.793 0.8038503818466622 0.2683628661925252 0.3718225967644769 2.554950714111328 False 28 16700 9.327 31.21 10319.198 0.681909374440047 0.5066170591973654 0.43635101770313744 3.2264633178710938 20966.445 0.7979519283894768 0.2839101521761626 0.42014311203057414 2.6661484241485596 False 28 16800 9.836 51.65 11192.427 0.6942315626239183 0.4679322722796226 0.3972411517267065 4.359117031097412 22372.533 0.8000865509503678 0.26817588887324284 0.38762886562489207 3.475998640060425 False 28 16900 9.997 19.56 10616.157 0.6853931370762335 0.49485263449880584 0.4118345948304019 3.1809706687927246 22093.453 0.7967876158261182 0.2812042398896488 0.39673863488680844 2.5188870429992676 False 29 17000 9.501 24.13 10060.602 0.6740189768522831 0.5135205477420324 0.43885188502648065 3.160922050476074 21793.482 0.7924069432542021 0.2934621229691902 0.4205141544119075 2.57375431060791 False 29 17100 8.153 67.49 10312.988 0.678397938426719 0.5139467966818331 0.4387482280881424 3.401761531829834 21573.865 0.7980512802051686 0.2883708717161818 0.41608838106583795 2.8716723918914795 False 29 17200 11.31 26.08 10412.934 0.6774090916136644 0.5086871888232223 0.4323382418120172 3.0926311016082764 21615.54 0.795383088051395 0.28428402819575943 0.4236544544507453 2.441943407058716 False 29 17300 9.855 19.9 9840.49 0.6842593482321739 0.5096332844613028 0.4339806156477584 3.089932918548584 21234.621 0.7957539780697223 0.2887749480338346 0.4137193477762377 2.5185647010803223 False 29 17400 9.664 24.95 9895.815 0.6742624991403835 0.5154068623789214 0.43516826983077395 3.0908215045928955 22204.877 0.7947000483831844 0.2875952499539925 0.415813080247445 2.492788791656494 False 30 17500 10.71 23.57 9909.188 0.6712250006946643 0.514196464605486 0.4384958916291236 3.064967632293701 21801.846 0.7954125424295596 0.28416342101592873 0.40555388572348045 2.4605886936187744 False