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 17.37 47.92 12432.236 inf 0.003351814027957094 0.05405277851236793 878.9443969726562 8592.123 inf 0.002638960352724497 0.019817700911100515 871.453125 True 0 100 29.52 38.33 908.4755 0.9762970315660923 0.020130221196008827 0.07223538465288672 4.963686943054199 696.55865 0.976224821299772 0.017538526831199518 0.03665221798336294 4.913847923278809 True 0 200 29.09 38.75 724.6279 0.9710926947976702 0.039790254918177365 0.06161025639740769 4.929572105407715 617.9652 0.9719374909220065 0.03184607505082657 0.019021629165872005 4.8618035316467285 True 0 300 28.93 45.12 672.1772 0.967875073545672 0.052357073360207396 0.03765422737782572 4.95418119430542 580.42224 0.9688892694941883 0.04317148751399245 -0.011212584469064875 4.824679851531982 True 1 400 34.21 40.69 629.8245 0.9667812384497173 0.04458574714132391 0.07264570004123998 4.9382100105285645 591.6622 0.9700901809094463 0.03297060021359089 0.026602927207931202 4.878798961639404 False 1 500 28.83 38.76 644.2708 0.9686434828198731 0.04054525373650275 0.06713516401837971 5.1189069747924805 619.27 0.9714833019998662 0.02978513327303819 0.02601703383379523 4.926147937774658 False 1 600 29.16 38.35 671.03467 0.9696442924791911 0.03898381291522985 0.08266626612469047 4.965160369873047 622.6145 0.9716203947383465 0.030832666247166816 0.03706191441639991 4.920390605926514 False 2 700 28.63 38.26 785.8531 0.9697130836927464 0.03816430343943209 0.0696659663840004 5.26223087310791 733.0585 0.9727729544012849 0.029638453838438383 0.018666703136043065 5.304070472717285 False 2 800 28.71 38.12 589.9278 0.9664953867855257 0.046314009906163536 0.06765330195428595 5.002552509307861 583.40826 0.9690655068871737 0.03790325603993838 0.01617161557839065 4.981315612792969 False 2 900 28.75 40.34 786.7522 0.9686734755788323 0.04186851511236289 0.1106312810812212 5.039069652557373 723.5413 0.9718670935672346 0.03246081132648853 0.05357997507643487 5.025157928466797 False 3 1000 28.64 38.63 719.1173 0.9665225754482799 0.0478887363914252 0.13294067997752343 5.010562419891357 700.82477 0.9700488662786825 0.03669914891505414 0.08436045254698832 4.982639312744141 False 3 1100 28.84 38.19 893.11816 0.9687532585476296 0.047980456631582374 0.05326940309907913 5.199178218841553 828.6219 0.9712796989558847 0.037307247207688424 -0.00708956911181702 5.24794340133667 False 3 1200 28.79 38.57 512.09735 0.960147771125399 0.06891303617402662 0.06492510459400941 4.937515735626221 556.35144 0.9643348402569484 0.056741030167686106 0.001956099560564117 4.8899383544921875 True 3 1300 28.99 37.98 570.88116 0.9642295223653454 0.04883978415162246 0.13441820772030866 4.9091572761535645 612.7204 0.9687594985444716 0.03663360842271061 0.07233136697084036 4.836507320404053 False 4 1400 29.08 38.67 559.1551 0.9630725357172591 0.057909925238697764 0.07383281785727067 4.9153876304626465 608.22955 0.9676952188793324 0.043852092059341645 0.00935702828933859 4.815108299255371 False 4 1500 28.71 43.63 469.59705 0.9583926829330283 0.07095592342995452 0.1331686141085416 5.15192174911499 552.2037 0.9634969243026187 0.05776979812997081 0.06889561496766866 5.161434650421143 False 4 1600 29.07 38.13 455.2333 0.9568434364614039 0.07840762202448068 0.1265471235744587 4.906522750854492 556.80945 0.9626910877464877 0.06239164003102255 0.08158505086679975 4.812785625457764 True 5 1700 29.15 38.67 443.72064 0.9548410985358451 0.07981546517368218 0.1574504782461236 4.900460243225098 536.7266 0.9613452217556845 0.06292663351625467 0.10309566848105842 4.809023857116699 True 5 1800 29.23 38.13 429.64404 0.9564074847891403 0.0773681944713532 0.1609273839441207 4.911705017089844 541.6466 0.9633181578487534 0.058556652736966336 0.10923002264045577 4.83572244644165 False 5 1900 28.89 38.69 466.34964 0.9587956278043224 0.0663111558102197 0.130952196762686 4.912074089050293 582.45166 0.965297140044264 0.048663047922525696 0.12557073524933265 4.780038833618164 False 6 2000 28.78 37.98 467.38654 0.9579404133470913 0.08179187714414006 0.09713691414976522 4.978652000427246 536.03156 0.9624808581837627 0.06676490266110097 0.053963257538357165 4.942444801330566 False 6 2100 29.02 40.43 505.77075 0.9609283882413103 0.06125863795084602 0.15883128081796216 4.956563949584961 593.145 0.966023408529074 0.046917784648435046 0.13925812805102283 4.897956371307373 False 6 2200 28.92 38.14 447.79214 0.9587938917206383 0.07071392590728401 0.14416105221687456 4.936978816986084 554.93335 0.9649525980403991 0.05166196925264786 0.1039129271482934 4.8737382888793945 False 7 2300 28.97 38.49 421.1788 0.954552661157675 0.08762458818743986 0.11596896309591342 4.91364049911499 534.258 0.9614089468704142 0.06590545528537448 0.09821243230325453 4.818659782409668 True 7 2400 29.19 38.45 413.81042 0.9541912334359052 0.08850079459949262 0.078971124677316 4.92260217666626 531.6905 0.9615425063816117 0.06750167558832161 0.05390972904063344 4.833775043487549 True 7 2500 29.49 38.29 444.89124 0.9557097132363903 0.07980058357577849 0.04816229530401437 4.962169170379639 560.3171 0.9622018757017673 0.059970010068519944 0.06697163355114831 4.889516830444336 False 7 2600 28.89 38.67 394.53564 0.9520826149626191 0.09073443721041458 0.07662641681266694 4.914403438568115 549.6825 0.9606205255816374 0.06577767979016752 0.09636953536371026 4.801567554473877 False 8 2700 28.87 39.04 396.05212 0.9527377487592247 0.09237222794414873 0.09071581031330987 4.914827346801758 538.7884 0.9614410114168858 0.06727813139533467 0.04902620765266798 4.819583415985107 False 8 2800 29.17 38.45 395.21906 0.954422006611626 0.09369552781180199 0.06286489924076712 4.954623222351074 534.81366 0.9617115029012295 0.07264500492663187 0.08676192644937457 4.882232189178467 False 8 2900 29.0 38.51 400.80798 0.9537498291117795 0.09005378461752943 0.14470935011847905 4.919681072235107 567.6674 0.9623290829021751 0.06692666799199125 0.1616734669443666 4.831052303314209 False 9 3000 28.93 38.68 374.78293 0.9518613748820104 0.09045461366867723 0.09712158861123231 5.00663948059082 551.1471 0.9620114031124789 0.06349404202429063 0.12065397417682013 4.956168174743652 False 9 3100 28.94 38.29 395.26022 0.949531424459212 0.09502131878231274 0.07888726224160775 4.918124198913574 570.6795 0.9610758575108068 0.06754976670371317 0.11150138356874581 4.779339790344238 False 9 3200 29.12 38.41 406.3899 0.9533530472127433 0.08298310572643215 0.09629710288398591 4.905447959899902 581.32135 0.9646077368328053 0.05305979155805728 0.13227574995864214 4.795581817626953 False 10 3300 28.94 38.5 374.00876 0.9463335857095435 0.10776961779688973 0.07826423139959864 4.958855628967285 539.09814 0.9577812126768367 0.0773786025063278 0.10430189138228171 4.802938938140869 False 10 3400 28.93 39.31 377.98615 0.9437715835647101 0.1092971233818985 0.10287108196607926 4.905553817749023 551.3861 0.9576853019105671 0.07505828558261651 0.12613099621106286 4.784379959106445 False 10 3500 29.11 38.52 391.30762 0.9509449370324518 0.10307040688658894 0.09778718442905328 4.909152984619141 537.01215 0.961036146004315 0.07164994399042535 0.1389253184669635 4.77222204208374 True 11 3600 29.31 38.3 394.7174 0.9515157668407862 0.09711684273430574 0.1340070048620404 4.950821876525879 535.3803 0.9611274725629725 0.06832110006880315 0.09311801056558339 4.890667915344238 False 11 3700 28.99 38.22 409.73532 0.9530283626627423 0.09265074713134135 0.12815208830882038 4.924006938934326 570.8044 0.9627850229476812 0.061930149034953176 0.1294819490293129 4.7821736335754395 False 11 3800 29.14 39.16 373.95914 0.9462279823148215 0.10784139492066508 0.13529771056972772 4.914029121398926 526.0463 0.9578293474352919 0.07409749026379028 0.10454698657886564 4.7914533615112305 True 11 3900 29.24 38.4 346.61502 0.9455191915058548 0.11410751159751502 0.08743131572142783 4.913048267364502 531.2466 0.9588796245656687 0.07670268805474703 0.04203500710116551 4.811743259429932 False 12 4000 28.49 38.47 470.76706 0.9574480842596017 0.0733270836988908 0.03471536990358752 5.113729476928711 589.1202 0.9661081681930653 0.049627230426973236 -0.027527240745503972 4.927281856536865 False 12 4100 29.02 38.17 347.45688 0.9448694841881891 0.11456230324652056 0.06461401063168903 4.910740375518799 537.1381 0.959470239687308 0.07618843066993577 0.07758929591358536 4.794713497161865 False 12 4200 28.58 38.05 351.09402 0.9447110962943295 0.11430951155967811 0.1382002096254792 4.905195236206055 525.9375 0.9585982223631208 0.07649066197019377 0.08147174231764868 4.804134845733643 False 13 4300 28.4 38.07 361.5741 0.947394367086252 0.10759835669869597 0.09768847989536376 4.907145023345947 546.23303 0.9603926184258315 0.07209412693693353 0.0918477225230783 4.813615798950195 False 13 4400 28.44 37.68 339.89914 0.9452438004934832 0.11402450273887771 0.0991621361849957 4.917635440826416 535.0107 0.9598729233260067 0.07234924872740295 0.08566094803802705 4.790547847747803 False 13 4500 28.87 38.06 508.0351 0.9519473882825359 0.08873537109546151 0.060579113541935785 4.9149017333984375 629.32635 0.9627197217397597 0.05903736432428396 0.07514260687696948 4.809351444244385 False 14 4600 28.68 38.09 347.0298 0.9454081522518702 0.11736775196505428 0.13561946392229737 4.893764019012451 541.7164 0.961441695003209 0.07158855246315482 0.11390051484192378 4.787539958953857 False 14 4700 28.6 37.68 359.70676 0.9427302844220898 0.12112382738550807 0.12000837016216152 4.915456295013428 515.3686 0.9574581713803959 0.07793258175709891 0.059715033448046455 4.833621501922607 True 14 4800 29.02 38.22 357.84518 0.9479285687873039 0.11786432531594411 0.1443102249755155 4.900579929351807 534.149 0.9607628883271381 0.07721880152524013 0.09507391965629514 4.810003757476807 False 14 4900 29.21 38.64 352.42703 0.9399807949145271 0.12422214512176434 0.13897933482337568 4.928489685058594 538.3907 0.9546864427082896 0.08359524235716508 0.13663788688367268 4.78076171875 False 15 5000 28.92 37.73 350.31616 0.9428627251106559 0.13014906691298436 0.16541864458170194 4.8941330909729 521.99994 0.9566932515631137 0.08785234862239227 0.13856833121784293 4.80233907699585 False 15 5100 28.95 38.16 303.30045 0.9385150357335316 0.13103329187929907 0.11231872361359779 4.9639434814453125 525.5365 0.9576720239338516 0.07974794128737099 0.12426840294903949 4.895144939422607 False 15 5200 29.02 38.83 371.33035 0.9403004047452896 0.13525641474708852 0.18994780390493762 4.91431999206543 550.9051 0.957983835093825 0.08480679156771967 0.1578539232089297 4.775276184082031 False 16 5300 28.6 37.88 342.08447 0.9427768311501051 0.13095911715608338 0.1288824125301088 4.891681671142578 523.8131 0.9581862580324845 0.0847005207819034 0.13675975251771397 4.786842346191406 False 16 5400 28.38 38.28 371.0503 0.9419956847397489 0.13256385610128285 0.21350583859875039 4.928030014038086 517.6418 0.9570604433999532 0.08658837401328652 0.15133674034196937 4.871538162231445 False 16 5500 29.12 38.23 375.308 0.9500772251041886 0.11528129108828564 0.13111488029751547 4.991757869720459 538.0985 0.9624740885439099 0.07014596219018486 0.12709225019356576 4.943096160888672 False 17 5600 28.64 41.22 324.6675 0.9399610487133804 0.14081162312520243 0.11958102352160732 4.930669784545898 515.8719 0.9572611351898305 0.08712279035375341 0.07235512284813475 4.800776481628418 True 17 5700 29.23 38.75 365.5174 0.9411258641226775 0.12061524204114839 0.14114515704263855 4.906369686126709 547.1882 0.9588863152488476 0.07218099939635973 0.11479215383963555 4.824949264526367 False 17 5800 29.06 38.42 364.6881 0.9379928110365607 0.14134719393123 0.18445312176850953 4.903237819671631 524.32666 0.9567978165077788 0.08726452710575755 0.12536280314266413 4.782684326171875 False 18 5900 29.05 38.63 396.77103 0.9495109998538124 0.11618547315938643 0.0780503211881141 4.940156936645508 520.90063 0.9607635164517653 0.07507008034878121 0.10190355200702561 4.84920072555542 False 18 6000 28.61 38.55 349.9471 0.9370391918969055 0.14993683105874944 0.17606328572273752 4.887423038482666 508.96832 0.9559049711912609 0.09314982436490338 0.11033058357406157 4.798766613006592 True 18 6100 29.01 38.31 325.19858 0.9374759631218311 0.1474924446343202 0.13769163205889468 4.9017462730407715 511.40652 0.9550944126262663 0.0942855958766761 0.12104417773911547 4.821312427520752 False 18 6200 28.54 40.4 291.5809 0.9314864259396827 0.15521739889643774 0.13893141897257544 4.911362648010254 513.6665 0.9544864449174385 0.09107252870909088 0.115331563674073 4.838356018066406 False 19 6300 28.95 38.61 290.83392 0.9339693554037569 0.15655093883247964 0.15572090872304636 4.926714897155762 512.0423 0.9553680426555925 0.09370249321152473 0.10684031247038367 4.865979194641113 False 19 6400 28.74 38.43 284.68817 0.9261899289036024 0.16179567823258162 0.12427033751997554 4.93226957321167 521.89685 0.9530207247813131 0.09393813711526613 0.09770380984295166 4.7975287437438965 False 19 6500 28.93 37.86 276.9224 0.9310538786350359 0.15926551251955146 0.11968033675516854 4.888064861297607 521.5203 0.9549455605748721 0.09400173935542115 0.09304506161088749 4.7804412841796875 False 20 6600 28.68 38.01 279.46857 0.9339458647831507 0.17115434062808835 0.11084643432302976 5.060307502746582 508.81674 0.9545186464563375 0.10501147589743684 0.08552580685383725 5.032817363739014 False 20 6700 29.4 38.3 283.56396 0.9304785657618758 0.17049444774202713 0.08091985963187572 4.907925605773926 511.03995 0.9542001290555993 0.10162076071353815 0.05361535818115338 4.823474407196045 False 20 6800 29.22 38.9 295.97125 0.9243610271290764 0.17179863381260432 0.1265468719067259 4.95421838760376 531.27374 0.9525231698209321 0.09741483782454936 0.02071933429854964 4.831458568572998 False 21 6900 29.0 38.09 289.94412 0.9272703520907091 0.1688111244430832 0.11036794473292241 4.892008304595947 515.24646 0.953427689642938 0.09576680809855959 0.08473246482801926 4.8048553466796875 False 21 7000 29.05 38.18 314.99356 0.9313660826711032 0.16299888948911864 0.15104885568754647 4.9536051750183105 506.97675 0.9560926038741971 0.09117974280586373 0.0965725684365738 4.913061141967773 False 21 7100 29.22 38.23 322.80484 0.9251463278387623 0.18071960260091638 0.15575785919542304 4.8852314949035645 511.58444 0.9508353503779473 0.10624580756281422 0.10908220993283109 4.776373863220215 False 22 7200 29.01 38.65 290.85324 0.9268412188984926 0.1649696968761783 0.09838282828572507 4.927975654602051 530.99524 0.9557102243413215 0.08515033174492934 0.10625592236850817 4.841696262359619 False 22 7300 29.16 37.94 278.1262 0.9189416023575082 0.18699862424210617 0.13091969680573304 4.88974142074585 512.56256 0.9504321920171772 0.10241147577670376 0.10970982898032372 4.772182941436768 False 22 7400 29.19 39.31 288.39465 0.9268670704027678 0.1863001473859586 0.13715586542824149 4.876303672790527 517.9916 0.9544064702124082 0.1031196360060044 0.12341720323526327 4.787613391876221 False 22 7500 29.1 38.24 330.2231 0.9363097025182845 0.15057661413209616 0.1744556885326292 4.956056594848633 538.44794 0.9576433723906838 0.08339318765596906 0.14074318361849095 4.913332462310791 False 23 7600 28.94 37.73 261.199 0.9145849578375893 0.1968557892693668 0.14771875331644185 4.861931324005127 526.7722 0.9510521680740992 0.10268139679949213 0.12683221768581054 4.763115406036377 False 23 7700 28.86 37.91 267.23532 0.917244753502249 0.19898185491780143 0.15917270286053894 4.9189300537109375 517.3394 0.9480710995006814 0.11415504488359553 0.10144688099059343 4.793843746185303 False 23 7800 29.17 38.62 284.61002 0.91687287094802 0.19326305044848277 0.1440739385337923 4.8991498947143555 526.94354 0.9494868765991397 0.1045910523496274 0.06252639281979248 4.796701908111572 False 24 7900 28.95 38.82 262.2981 0.910765079328817 0.20501167572369589 0.1915333304360357 4.861183166503906 512.3799 0.9489417529546463 0.10873056144549777 0.12249623911036538 4.771868705749512 False 24 8000 29.22 38.96 274.78528 0.9129600070534806 0.21154946700179214 0.148498039190208 4.8624796867370605 519.7602 0.950813413702413 0.11150206123363116 0.13721371387877512 4.77803373336792 False 24 8100 29.14 38.38 283.4578 0.9205058169785011 0.19771061939005888 0.18656213097333188 4.836746692657471 520.8929 0.9513055787920306 0.10825544592647224 0.18002987412194485 4.731392860412598 False 25 8200 29.08 38.25 280.37213 0.9109853944782297 0.21142364754665638 0.21275936462518566 4.819536209106445 518.44464 0.947994169962254 0.11410445960506528 0.18946337466245144 4.734585762023926 False 25 8300 29.02 38.05 301.43216 0.9145532592596425 0.1980586567311741 0.1733177423530604 4.873809337615967 498.8048 0.9482830485362292 0.10890637598758976 0.1734064951409796 4.744363307952881 True 25 8400 29.44 37.92 261.55884 0.9099155877891817 0.21402885617164863 0.17552067722821438 4.837931156158447 505.25302 0.9485975689700995 0.1136546654695298 0.1718086942090726 4.724146366119385 False 25 8500 28.96 38.59 252.19748 0.9068186957121023 0.21988341157804808 0.20418949140007245 4.812342643737793 511.25415 0.9482053126690937 0.11395597505486843 0.1947325498371842 4.719167232513428 False 26 8600 29.11 39.8 255.0135 0.9110446199510434 0.22329184784003006 0.1833134987007974 4.81401252746582 495.05188 0.9487601218247416 0.12065062143328724 0.18323474455105784 4.712152481079102 True 26 8700 29.27 38.36 267.41095 0.9121782409457672 0.21419245298160416 0.17490606493501845 4.862380504608154 518.2849 0.9510704854190971 0.10840136592300034 0.15972205804353323 4.811500549316406 False 26 8800 28.96 38.08 276.26312 0.9061027057382358 0.22876990131748903 0.18047377880084553 4.841038703918457 514.6199 0.9463863692790445 0.12184110890335152 0.13003489653448533 4.763615608215332 False 27 8900 28.91 38.63 285.2873 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