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 16.7 60.38 10732.784 inf -0.004745234750792366 0.036603322982238846 370.2229309082031 10875.334 inf -0.004971314310875093 0.004980999836557246 363.8570556640625 True 0 100 29.69 41.48 927.06525 0.9538764492277009 0.022084937079448686 0.06454603741762513 5.357431888580322 987.0605 0.9575512071759886 0.018308749762254627 0.00926367408949388 4.983071804046631 True 0 200 29.37 40.09 836.33264 0.9484508922697709 0.040780384214824494 0.06304135137942919 5.330519199371338 894.1332 0.9526888081488403 0.0336230663438053 0.004981866014823872 4.990639686584473 True 0 300 29.51 45.4 809.6547 0.9474162396282962 0.04705696759033756 0.06747150857178805 5.406315326690674 870.4868 0.9518412580838386 0.038751665817698275 0.005929701428838601 5.019562721252441 True 1 400 39.77 43.73 766.6408 0.9451483986031788 0.05400629868336304 0.0690189252347381 5.37387228012085 858.0006 0.9501904675664391 0.044236697397265455 0.0036498054808556495 5.012801647186279 True 1 500 29.81 44.36 738.07385 0.9439387568622299 0.06080989030056995 0.07581285681967086 5.344079971313477 841.8402 0.9488651674445794 0.05255496932893751 0.01621224563612651 4.988009929656982 True 1 600 29.81 42.7 742.70575 0.9429914509181692 0.06263582830318644 0.07243178057103884 5.374200820922852 848.20557 0.9478680280761255 0.05445830707197502 0.020400736251604643 5.111942768096924 False 2 700 29.34 43.5 756.3995 0.9448487738307549 0.050815005642313754 0.0698341528392459 5.339512825012207 865.5554 0.9501118645673385 0.041866019906611505 0.017465053236506108 4.9765167236328125 False 2 800 29.36 45.99 718.86053 0.9407687426107499 0.0683805377437406 0.07589254135384232 5.336149215698242 830.9235 0.9462781938334128 0.058337922719533815 0.02592123100331629 4.97735071182251 True 2 900 29.76 40.91 714.7201 0.9413454515870885 0.06452186313816098 0.07636709622394543 5.358521938323975 853.42523 0.9467154726811943 0.05555436762874653 0.028524168747183585 5.087700843811035 False 3 1000 29.05 39.95 686.0432 0.9440964338089092 0.05717483544615828 0.07919911087864252 5.5037360191345215 848.2928 0.9492321770362134 0.047567748840653436 0.031076464627581887 5.062449932098389 False 3 1100 29.15 39.53 679.3085 0.9426500324360054 0.0599705699143934 0.08255520893342795 5.308236598968506 844.04553 0.9479608753465807 0.050478228473118975 0.03738607619942803 4.990376949310303 False 3 1200 29.59 40.29 647.2118 0.9401287908615958 0.0680359470086261 0.08907319740403431 5.312680721282959 813.0624 0.9461224455313766 0.057118892345366795 0.04577920074936781 5.011124134063721 True 3 1300 32.77 41.45 632.1599 0.9372215506396899 0.07983909724191161 0.07946572562682452 5.424600124359131 817.2989 0.9431605223940785 0.06942936326638062 0.03318704723257777 5.200309753417969 False 4 1400 29.38 40.32 631.889 0.9399783475051718 0.06641323528854007 0.06530812366431539 5.409280300140381 840.76404 0.9464956550113567 0.05468221738074322 0.033179200404826636 4.9971113204956055 False 4 1500 29.38 39.82 610.009 0.9373392954813873 0.08443862840815448 0.1039230042571849 5.308681964874268 825.85156 0.9444698204162644 0.06790145689955168 0.07973889975261023 4.946590900421143 False 4 1600 29.4 39.79 624.52 0.9399049571339484 0.07193455032625301 0.08943982484513179 5.386237144470215 825.14874 0.9464410408778163 0.05805363646971753 0.05514407189248129 5.1390604972839355 False 5 1700 29.06 39.31 601.9071 0.9369570694768959 0.08090367200422752 0.11784432902820823 5.304155349731445 824.1787 0.9443365916440097 0.06594010540864069 0.09446994637228293 4.9344162940979 False 5 1800 29.31 39.27 652.4298 0.9425922904941778 0.06024273994476328 0.13440708445989524 5.35524845123291 896.0083 0.9495434578576131 0.046352242096850814 0.1279343248190608 5.062192916870117 False 5 1900 29.17 45.69 598.5847 0.9370756988377262 0.07871670871611776 0.12003036125138773 5.308579921722412 812.1094 0.9445674961125807 0.06357558400672417 0.09006216462523674 5.020813941955566 False 6 2000 29.07 39.97 589.3256 0.9372424241337467 0.08503015981642181 0.1261222949506109 5.284124374389648 819.6066 0.9448917100362383 0.06695426702599747 0.10664352800825205 4.952925205230713 False 6 2100 29.15 40.66 591.5311 0.9370433870321214 0.08014272957533985 0.1269964960227166 5.286073684692383 831.1131 0.9449737309287416 0.06275698688478362 0.10088918158664309 4.92697811126709 False 6 2200 29.26 39.93 584.09436 0.9341748329499302 0.08947220279140977 0.14226388026570047 5.315863609313965 812.9069 0.9424041924188894 0.0713080970618852 0.12496787275474291 4.921591281890869 True 6 2300 29.98 39.0 564.8645 0.9322952861574676 0.09349820895601753 0.1123900059135266 5.285094261169434 784.57275 0.9413138275391861 0.07217255566949714 0.08421616366218622 4.9541473388671875 True 7 2400 29.78 41.94 558.4293 0.9332253808328085 0.08591798037740331 0.1441452969687547 5.306208610534668 795.7068 0.942740813956815 0.06614495824059542 0.13057798565666326 5.0038299560546875 False 7 2500 29.45 92.51 556.91125 0.9320145060050682 0.09575560303961994 0.14923488441456395 5.268373489379883 799.04755 0.9418673637629978 0.07310606732632635 0.13400201154816738 4.935507297515869 False 7 2600 29.19 49.82 538.43317 0.9307604931995341 0.10192032952055192 0.13559088637327998 5.278680801391602 787.3832 0.9413542104925222 0.07599493606602238 0.12699401790136958 4.941350936889648 False 8 2700 29.37 56.31 576.9486 0.9340477262543253 0.08937795144671691 0.10649414329800622 5.363622665405273 777.3255 0.9426278530213268 0.07003528077457587 0.08252083542701999 4.959015846252441 True 8 2800 29.83 104.0 543.7315 0.930238305167228 0.10498018460257504 0.12866096821247475 5.299648761749268 770.11554 0.9414765697696226 0.07696190135287274 0.11484345321113856 4.9959282875061035 True 8 2900 29.71 43.46 531.2008 0.92864646472287 0.11336955492143772 0.13875305247083983 5.276303291320801 787.5134 0.9398687203299332 0.08283898773096963 0.13608306935218598 4.931605815887451 False 9 3000 28.89 46.59 537.59033 0.9308555908905332 0.10764854707808268 0.12374719547679736 5.2782883644104 795.79236 0.9418071418369849 0.07628660243435016 0.10443953452794788 4.957870006561279 False 9 3100 29.19 49.19 516.1344 0.9273462819771344 0.11034308056392594 0.1549504502063495 5.288661956787109 782.21216 0.9405453973874645 0.07753020289826532 0.1519884216214936 4.896052360534668 False 9 3200 28.99 47.38 532.0737 0.9288064262506182 0.10121673527654033 0.14160254433614258 5.280873775482178 779.71515 0.940968310129083 0.07322452936895493 0.12530123341212196 4.973476886749268 False 10 3300 28.5 44.45 520.8143 0.9281630095768121 0.11730921519029563 0.14973877880146103 5.340511798858643 802.9411 0.9406293690875073 0.08206827394176772 0.14215830697640142 4.9249186515808105 False 10 3400 29.41 39.95 525.771 0.930201545477415 0.10414410577847004 0.14923827676276447 5.378471374511719 797.0302 0.9429361994068176 0.07076236941168014 0.14203616795723625 5.114212989807129 False 10 3500 29.29 40.86 519.0677 0.9263371094224936 0.11656864042017351 0.12598451419628556 5.266535758972168 769.2573 0.9394995594029849 0.08224469392769337 0.10320068417576593 4.935417652130127 True 10 3600 29.43 39.98 520.7432 0.9286457735571326 0.11214256207288364 0.1305024674725838 5.369842052459717 787.6772 0.9416086509978668 0.07683883092551524 0.12135671373013594 5.095156192779541 False 11 3700 28.85 40.34 530.149 0.9288708194308305 0.11099065157148102 0.12894434264914695 5.271111965179443 806.309 0.9422198255865476 0.07477306634744858 0.12037633599726161 4.925849437713623 False 11 3800 29.19 47.46 502.3474 0.9223089572061867 0.1333581966246071 0.13737917278275202 5.258441925048828 778.5072 0.9386581032438593 0.08779076420521055 0.11807861586004667 4.940249919891357 False 11 3900 29.19 40.12 505.84946 0.9245185028213907 0.12847618961515328 0.12709723867350395 5.305062770843506 755.30255 0.939782856852924 0.08663485481050874 0.12753447514124913 4.98655366897583 True 12 4000 29.61 40.64 889.61255 0.9425954346071632 0.07673589061219283 0.12275845865528252 5.3143630027771 1217.0815 0.9546030165810573 0.0463458265944282 0.12763760657592213 4.909296989440918 False 12 4100 29.7 40.21 500.3509 0.9210700748084799 0.13586940403580244 0.14042126759539428 5.282279968261719 787.0411 0.9381656577514331 0.0885020996029913 0.15202978801821432 4.890794277191162 False 12 4200 29.27 40.24 523.9154 0.9269786921340653 0.13054980485081488 0.12871326466648558 5.294854640960693 783.6783 0.9405701762959622 0.08748216178401257 0.13705065241743536 4.899967670440674 False 13 4300 29.32 48.13 495.95374 0.9147012989302201 0.15161899526165332 0.12856513441944656 5.264527320861816 762.62805 0.93532278448469 0.09614967026928493 0.12067374951460953 4.918397903442383 False 13 4400 29.46 39.82 491.224 0.917803364029599 0.14827506819394246 0.1180873021733867 5.339665412902832 808.5454 0.9372815855963957 0.09344742117923126 0.1140569225231402 4.930156707763672 False 13 4500 29.16 40.02 500.5965 0.9152711398042164 0.14925769669083624 0.13418646829587555 5.265145301818848 779.9208 0.9362173718225429 0.092197818325169 0.13461400141561666 4.925516605377197 False 13 4600 29.27 39.53 485.40503 0.9174618512852661 0.14577065785171364 0.14018635488621795 5.2778544425964355 766.03064 0.9378826627571547 0.08885305083652209 0.14486064617196517 4.886907577514648 False 14 4700 29.11 39.48 489.79898 0.9203147809143948 0.13726695488125382 0.13686412205380094 5.297069549560547 800.22614 0.9405388971030662 0.08179907696453198 0.13517181523879393 4.897091388702393 False 14 4800 29.44 39.68 486.4851 0.9186800775993961 0.13674679720133787 0.14625918751026554 5.3303327560424805 770.2918 0.9387584525489949 0.08362728363018941 0.14203509804991032 5.039722442626953 False 14 4900 29.67 40.37 480.40924 0.9186682643328289 0.14523176540742228 0.14080053480061905 5.26682186126709 796.4657 0.9403455757194644 0.08296706998030916 0.1324367641395142 4.88805627822876 False 15 5000 29.1 40.5 456.13922 0.909216168304122 0.1721887839400875 0.1467699235383021 5.511025428771973 777.3618 0.9356191996673695 0.09819175127529024 0.14774070250828272 5.041408061981201 False 15 5100 29.08 44.45 480.35397 0.9169645457570114 0.16249422126578603 0.1386835521021227 5.279428482055664 807.469 0.93875567188408 0.09473723495308002 0.1649091154391994 4.921645164489746 False 15 5200 29.16 40.14 486.34634 0.9172469077382093 0.148275128980865 0.14855025774578334 5.329176425933838 861.4881 0.9409343365622204 0.08017285217440641 0.14493582324174106 5.0501708984375 False 16 5300 29.46 39.51 474.20978 0.9111052608607823 0.16618949051972506 0.15851297302912723 5.301519393920898 790.94226 0.9381729291115625 0.08957899889198949 0.1647123957317744 4.994987964630127 False 16 5400 29.1 39.2 463.32544 0.9071240250325335 0.17788265887090998 0.1662411540465442 5.228651523590088 778.40045 0.9350634238260022 0.10129619248004867 0.16983865373093307 4.882284641265869 False 16 5500 29.21 39.19 449.37256 0.9046930529779289 0.18416085286059888 0.15650895116789187 5.262877941131592 779.9653 0.9355529504059636 0.09995925799088637 0.1638096610736657 4.862174034118652 False 16 5600 28.95 50.32 487.3466 0.9169353208246139 0.1516705477160616 0.12514118033966537 5.3219170570373535 791.8472 0.9383746984245044 0.08805185336034432 0.10693144052075737 4.932682991027832 False 17 5700 28.98 39.94 451.09906 0.9112505193197371 0.17843152746503319 0.15476036016761185 5.240616321563721 784.8917 0.9369489226123413 0.09952064938319573 0.1579679124167214 4.908699989318848 False 17 5800 29.4 39.64 461.5013 0.9048268669799429 0.1708406642504415 0.1738664826101646 5.570273399353027 822.121 0.9366710968385329 0.08980888964817549 0.18271515009412603 5.086806297302246 False 17 5900 29.47 39.69 434.16858 0.9037647380183476 0.193080568674572 0.16767965255841444 5.305189609527588 778.4479 0.9341183668293062 0.10585101071072142 0.19224314433271794 4.870450496673584 False 18 6000 29.14 38.95 431.32474 0.8991963400467271 0.20240240437134827 0.16219496260990698 5.237485408782959 768.8329 0.9340121200942858 0.10587631176191586 0.16750870305010498 4.899085998535156 False 18 6100 29.26 39.74 433.6073 0.90569418421401 0.19056223179003814 0.1565132345656621 5.306929588317871 777.9714 0.9332772222541208 0.10830726858672204 0.15336044502398705 5.009675025939941 False 18 6200 29.21 45.71 412.53366 0.9021538650790398 0.19626343549369032 0.16385565641957772 5.274274826049805 767.0799 0.9345492871110033 0.10502197777786125 0.18041870299920743 4.942587375640869 False 19 6300 28.96 41.29 421.2986 0.9018469852281021 0.2022629854663295 0.17675243286231918 5.2275776863098145 786.62494 0.9351236914055819 0.10611077387919958 0.18796063109577896 4.880009174346924 False 19 6400 29.18 40.4 413.8836 0.8991871275818258 0.1945968178168592 0.1689796094960857 5.269008159637451 778.9325 0.9337187634496023 0.10276191475680264 0.16680852959695777 4.8670654296875 False 19 6500 29.38 40.5 435.38895 0.8966671185654911 0.20064092350631912 0.1761326830405452 5.227810382843018 794.5411 0.9335905099511119 0.10278713156627796 0.179704411419998 4.835270404815674 False 20 6600 29.1 40.06 428.28357 0.9014431957511405 0.20647622694882745 0.18145014062223638 5.20446252822876 790.1429 0.9339979771611647 0.11210457487989822 0.19002098974986673 4.820399761199951 False 20 6700 29.39 81.34 424.07944 0.9021545484600125 0.197405957834678 0.1949401945870595 5.291833400726318 794.1244 0.9353607782590502 0.10326272384739892 0.1922658063836788 5.0028181076049805 False 20 6800 29.19 55.87 417.03156 0.8991988504514032 0.20898691200172884 0.19792761856216803 5.240086555480957 758.42786 0.9345757095437429 0.10762574231769399 0.20271496946231077 4.925257205963135 True 20 6900 29.7 43.57 414.78928 0.8910218139038572 0.22506599650027734 0.18352818850222954 5.198616027832031 798.4614 0.9319403525536847 0.11517282622754119 0.19908483109668781 4.823294639587402 False 21 7000 29.33 42.72 399.87714 0.8912255521243747 0.22542952364095822 0.20446149194049415 5.302091121673584 791.1179 0.9328882034966334 0.1120482434013184 0.21028033866567103 4.875898838043213 False 21 7100 29.37 50.9 395.89532 0.8905884800163857 0.22384592527417344 0.19288664393995067 5.285088539123535 807.23724 0.9338141728081523 0.10415752437307586 0.18549802944360788 5.009651184082031 False 21 7200 29.17 56.33 401.92468 0.8914750633216979 0.22334119782625722 0.17820385879970344 5.316251754760742 825.6943 0.9348083499843912 0.10046999063192397 0.16109007070932768 5.069052219390869 False 22 7300 29.4 39.77 398.0414 0.882830123341752 0.23226661410350766 0.20664516200921937 5.185243129730225 792.10736 0.9316178419916518 0.10526696570631881 0.20715553317215857 4.826877117156982 False 22 7400 29.06 52.6 414.2513 0.8907902972641107 0.2152640095075973 0.1876881706137832 5.19912052154541 783.70215 0.9353316403543576 0.09543841960917954 0.1685901856201208 4.922092437744141 False 22 7500 29.12 54.34 404.94122 0.8810218210553414 0.24550348675940223 0.19284706752270922 5.257245063781738 807.1045 0.9303202145015709 0.1167179408596335 0.20284484004463676 4.8428144454956055 False 23 7600 29.11 39.05 401.09393 0.8839462859193408 0.2406602288810924 0.20137312928133283 5.157635688781738 806.2134 0.932298488222523 0.1079078637616325 0.1820179300373594 4.842294692993164 False 23 7700 29.07 56.77 391.56277 0.8860292130049103 0.24092544149643425 0.20073468466205438 5.208710670471191 762.82043 0.9323904822259236 0.10987681268728251 0.2027179430826448 4.876837730407715 True 23 7800 29.67 54.59 395.38336 0.8866539570310186 0.24107241051420986 0.2146811761815653 5.309623718261719 796.3412 0.9342076980382115 0.10483888085332901 0.20150672144538098 5.033131122589111 False 23 7900 29.34 43.4 395.0915 0.8852872046495628 0.23659212632797846 0.18685732341422617 5.197404384613037 808.12775 0.9311369742858162 0.1103892315405202 0.16861061106458858 4.837305545806885 False 24 8000 29.26 42.73 398.09528 0.8814864812058505 0.2349712305309249 0.20625935305962811 5.192178726196289 823.5593 0.932233730282465 0.10544875374858217 0.20110442063548592 4.8745598793029785 False 24 8100 29.46 40.6 380.35187 0.8776700540695118 0.2584787202727946 0.22129106564826045 5.208006381988525 778.6826 0.930758674837506 0.11263468116978079 0.1940128551632798 4.838921546936035 False 24 8200 29.46 46.38 401.74832 0.8821438613803876 0.232346343065854 0.23602589897932616 5.126275062561035 778.6635 0.932916410386283 0.10001772575184516 0.2056749210993232 4.819737434387207 False 25 8300 29.21 45.06 401.6959 0.8837479473991079 0.24533740672339568 0.20499848946863294 5.176246643066406 822.1781 0.9337501634863845 0.10346623104377624 0.18559189549085345 4.88325309753418 False 25 8400 29.04 39.58 384.59424 0.8842943525261809 0.2500336759678075 0.24258521167657468 5.136631011962891 760.88116 0.9346798946415813 0.10226767129629347 0.23232139698539134 4.806732654571533 True 25 8500 29.6 40.19 392.76123 0.8799960389640998 0.255504184505271 0.23367064610401156 5.103727340698242 787.9363 0.9315233732954938 0.11600509744089244 0.21714783391931503 4.763722896575928 False 26 8600 29.28 39.11 375.97928 0.8708114284714195 0.2750351790629482 0.2519359051957303 5.459387302398682 782.4041 0.9276071826886493 0.12666522889918674 0.23779644510688555 5.035033226013184 False 26 8700 29.42 39.87 387.71167 0.8842895326488609 0.25070976772572134 0.22052914573833202 5.126890182495117 790.334 0.9334618267687756 0.10869510304158163 0.19806546358068589 4.79978084564209 False 26 8800 29.12 40.13 382.26593 0.8737668894126311 0.2636201532369678 0.22855171651304726 5.3288774490356445 826.34393 0.9313126464302931 0.10674147737214011 0.18617544384064838 5.147427558898926 False 26 8900 29.04 43.28 369.082 0.8695040539699743 0.2823467841795827 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