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 17.33 58.88 3317.3306 inf -0.0065949483402191825 0.019177384251775807 530.4452514648438 3244.7131 inf -0.004847139214299958 0.0006162919530570605 524.0285034179688 True 0 100 30.07 42.24 586.4904 0.9808766646544654 -0.0021131537561846505 0.00794496530300196 4.855374813079834 567.12305 0.9816529222548008 -0.0017244161205988338 -0.03374869652946938 4.938632011413574 True 0 200 29.76 41.94 281.09448 0.9749827875194335 0.006410575399682294 0.020345354206830913 3.4963865280151367 270.5095 0.9762836099647321 0.005425324288603192 -0.01610984752693092 3.5033833980560303 True 0 300 29.5 42.18 291.09433 0.9752490404482732 0.00821063582605692 0.024871547824930063 3.4963579177856445 278.2543 0.9764927986515306 0.006874530128990569 -0.010179247524836094 3.502495765686035 False 1 400 35.06 41.52 223.48218 0.9725195793334672 0.021026091375606015 0.02925526736025725 3.488454818725586 246.34685 0.9742211328308994 0.018940905167991285 -0.006093749685547165 3.489548444747925 True 1 500 29.43 41.47 218.56589 0.9705956587926846 0.032275771172652686 0.0266404195534551 3.489370584487915 240.52731 0.9720024744555772 0.03178806567343905 -0.005930976952037662 3.4884018898010254 True 1 600 31.01 41.46 311.92126 0.9754275885047685 0.01777978147727316 0.01831579471155267 3.512925863265991 336.84375 0.9764342509097905 0.017382930407935034 -0.013900694807213978 3.5206387042999268 False 1 700 29.07 41.49 222.87169 0.9714889928560773 0.026022801098507423 0.008124821705850991 3.5614984035491943 252.20793 0.9730803616866089 0.02401256108528815 -0.02609410173475156 3.535064697265625 False 2 800 28.92 42.13 217.8315 0.9714891583258486 0.025946390654100124 0.012699364912017282 3.4974570274353027 246.45563 0.9727143352281121 0.02601731562158747 -0.02485023290251398 3.504471778869629 False 2 900 29.33 41.67 263.34827 0.9697687348671614 0.03454891221140037 0.01645535206759672 3.4920918941497803 241.41414 0.9712993770717071 0.03335902019946813 -0.017741361839671725 3.4904513359069824 False 2 1000 29.34 42.06 251.78957 0.9687207070392879 0.04466512582451031 0.009569847583790203 3.496598720550537 239.68062 0.9702080053710702 0.04313420036383553 -0.021074783180510336 3.4976632595062256 False 3 1100 29.09 42.06 1180.1484 0.9743275052137789 0.02417942801734892 0.037440843867762 3.5251145362854004 1194.6997 0.9756860586010513 0.021891266095409475 0.0038560476670120346 3.503674268722534 False 3 1200 29.22 42.1 235.87532 0.9709083475667195 0.03262330531502345 0.019630043810277907 3.497589349746704 255.26205 0.9725883941004657 0.029785865857872445 -0.024850364642246953 3.5076229572296143 False 3 1300 29.48 42.18 248.8004 0.9727956505864925 0.025221605677750326 0.023535173314751863 3.499023675918579 279.3024 0.9741857395505441 0.023295784853929434 -0.019655362184777675 3.4952497482299805 False 3 1400 29.24 41.88 210.47888 0.9695429525835826 0.04835860078445049 0.02994197636232364 3.4881820678710938 245.31824 0.9711645588109775 0.04624169666031126 -0.014988783930808405 3.489901304244995 False 4 1500 29.18 42.11 205.92555 0.9673959086491748 0.05726107465799612 0.019400593889688435 3.507852077484131 239.93127 0.9692022560071833 0.05485587842973227 -0.025808377096943932 3.5016517639160156 False 4 1600 29.3 42.7 199.21596 0.9675017281111787 0.04717225366985938 0.012417453389513432 3.5440151691436768 241.40544 0.9693299480643025 0.04492428049930219 -0.03239810950263494 3.5242156982421875 False 4 1700 29.57 42.03 200.1241 0.9666165042078106 0.05569875089848375 -0.03241588838264658 3.499817132949829 246.42592 0.9685296724368199 0.052064125868838435 -0.07434177201693379 3.494807720184326 False 5 1800 29.59 42.0 214.68631 0.9675824090138185 0.04090101592888973 0.06534345693777142 3.503310203552246 251.18994 0.9694376352571282 0.03803130154316511 0.0675436850077798 3.4807472229003906 False 5 1900 29.48 42.27 232.15433 0.9678586758877776 0.04439025028142603 0.05661844600218199 3.495144844055176 250.18356 0.9695583149012555 0.04215494020718359 0.015027737395902166 3.501615524291992 False 5 2000 29.42 42.0 215.60521 0.9675432639896996 0.05332717174228481 0.03204674241139593 3.515958309173584 245.8209 0.9691850942125317 0.050988768390122986 -0.013289198167455149 3.5337631702423096 False 5 2100 29.81 42.25 222.02429 0.9707927861264 0.03447817319885928 0.03322413929364926 3.5738847255706787 256.73965 0.972229916566951 0.03253225020533089 -0.011991160147149621 3.615004777908325 False 6 2200 29.26 42.47 215.22334 0.9688166078637894 0.0499777368041461 0.021511262850196944 3.501250982284546 249.48756 0.970140898138302 0.049051608028019014 -0.03215435402141973 3.500239610671997 False 6 2300 29.22 42.41 213.71758 0.9677120255715365 0.04106323841019173 0.020197595093084716 3.504641056060791 266.31845 0.9690639186872565 0.03942084008283155 -0.03722948639123614 3.497483253479004 False 6 2400 29.12 42.39 193.72328 0.9662274769029434 0.049701377871196904 0.08461487292851308 3.5063493251800537 245.22832 0.9677681303835334 0.047686633801045084 0.043014669337179665 3.4881768226623535 False 6 2500 28.65 42.07 188.90184 0.9644023145581855 0.05973134106101779 0.036195738536055476 3.487675666809082 240.75294 0.9668257665535896 0.054886750574587514 -0.0077604948197741086 3.481055498123169 True 7 2600 28.94 42.46 326.493 0.9728347933824405 0.030755032984420515 0.039281022032135134 3.742723226547241 370.0349 0.9746063350342622 0.026544987054754554 -0.011503661206882801 3.7819790840148926 False 7 2700 28.98 42.43 189.1168 0.9657758308177049 0.05790638363452178 0.017445924865997452 3.5050556659698486 245.51122 0.9679334550426226 0.05310260629105767 -0.03205340750631305 3.4950437545776367 False 7 2800 28.99 42.43 181.66052 0.9637327493678282 0.0632036051037881 0.06291869444140395 3.4818506240844727 241.81651 0.9660995222840392 0.05920841495038302 0.015152628582378884 3.486067056655884 False 8 2900 28.84 41.57 195.88219 0.9654922143394111 0.04929430336663249 0.11016459666579556 3.4774725437164307 264.02716 0.9677012178280537 0.04434963402582694 0.08650191236549107 3.46494722366333 False 8 3000 28.94 41.77 174.12683 0.9621139986277459 0.06284791544374585 0.09602331868127678 3.480883836746216 238.76729 0.965322710180269 0.05549313324880029 0.04747777296879026 3.479630708694458 True 8 3100 29.61 42.36 182.4767 0.9631946391889067 0.05872835851497751 0.05046421543938199 3.5018069744110107 243.28607 0.9662923841961139 0.051012305510215725 0.013168866313821529 3.5011887550354004 False 8 3200 29.33 41.92 173.11365 0.9627643293562337 0.06798722476691163 0.06722241983015376 3.4830310344696045 233.67242 0.9660546404759146 0.06085769688853572 0.020867936193628447 3.4876925945281982 True 9 3300 29.44 42.14 169.46 0.9611840649087428 0.07090016093701004 0.09171388415673754 3.477123498916626 238.78537 0.9651764721661747 0.06133032786430375 0.04958334325905792 3.469036102294922 False 9 3400 28.98 42.61 171.58669 0.9609063811785553 0.07176747274595355 0.0832927604622928 3.490138292312622 242.37772 0.9651666687267375 0.061188430007407535 0.03279441641632561 3.494108200073242 False 9 3500 29.04 44.03 164.69131 0.9576309047457287 0.07953817401992472 0.07167743315238317 3.484711170196533 229.98985 0.9630903027065599 0.06704247809615164 0.018915546222925586 3.4907214641571045 True 10 3600 29.19 41.78 181.40034 0.9652584990023165 0.06335759746675691 0.039691957079032524 3.5158004760742188 239.46916 0.9680723064550897 0.056130002776621404 -0.007175477611663224 3.5075888633728027 False 10 3700 29.28 42.75 160.85703 0.9613260094548 0.06691708855594215 0.08403490911017567 3.529503107070923 236.29651 0.9658763174156302 0.056842257036558715 0.03379150854924273 3.5420072078704834 False 10 3800 29.03 46.8 180.71614 0.9626236936350652 0.07060327365855665 0.07293260646950779 3.4910542964935303 240.31674 0.9663814134851396 0.06088125855423784 0.020955932122510772 3.480666399002075 False 10 3900 29.01 42.92 174.00514 0.9601582631210683 0.07310046607553364 0.06248185121088803 3.496105670928955 239.71802 0.9645973926052765 0.06225707563068454 0.009398563836193941 3.4900527000427246 False 11 4000 28.94 42.04 168.2312 0.959331112705071 0.08009827593131019 0.08988477351873962 3.4899215698242188 238.53258 0.9647299972925234 0.06524121329708053 0.036209606806294245 3.5003819465637207 False 11 4100 29.06 43.35 216.05919 0.9649300898338617 0.049350525742787435 0.11805822194743221 3.471494436264038 284.89395 0.9693265812935957 0.038638009745543635 0.07449417288461842 3.4716289043426514 False 11 4200 28.99 42.53 160.26 0.9582686907668773 0.07320051513823707 0.06317664118159456 3.5067317485809326 245.52942 0.9652949215532532 0.05574297985399914 0.011226065070892868 3.4978151321411133 False 12 4300 28.8 42.14 152.17021 0.9567064395925902 0.08754740981541463 0.095024690060722 3.4988255500793457 237.30423 0.9636447143577198 0.0679833290809584 0.04944256069853937 3.5052552223205566 False 12 4400 29.14 42.51 151.7805 0.956298217917119 0.0852254473897664 0.08756783889008338 3.4711952209472656 234.35121 0.9631734889450948 0.06660212259377422 0.043560821788178515 3.4745757579803467 False 12 4500 29.02 42.49 156.46255 0.9549587860317801 0.08502621054378541 0.0942318490573659 3.47061824798584 239.84444 0.963204032384369 0.06340712275098341 0.050472534694221624 3.467510461807251 False 12 4600 29.11 42.43 162.53867 0.9587692230127128 0.08758587858479239 0.054383800889261945 3.4847521781921387 233.52975 0.9648979165433703 0.06840185685965117 0.004736440417663854 3.497532844543457 False 13 4700 28.82 41.99 158.46584 0.9537643209205696 0.09460118878256396 0.0990681052829991 3.4713008403778076 236.09047 0.9635034326793395 0.0652651205524969 0.052516765748896 3.4677305221557617 False 13 4800 29.18 41.98 188.04294 0.9566217606211875 0.07413303833449227 0.10039690394727446 3.5175423622131348 251.0937 0.9640259149239391 0.0570013773593603 0.05047381906479224 3.5404281616210938 False 13 4900 29.11 42.4 174.03224 0.95482281359485 0.08819600504732357 0.10923327074205896 3.475325107574463 249.09816 0.9632838205230393 0.06432513492167574 0.05201683487434947 3.484323740005493 False 13 5000 29.12 42.05 175.24748 0.9585237919812503 0.08194773354489125 0.14581333304895489 3.4558045864105225 242.19841 0.9644190469320385 0.06395296166367438 0.09597514041080035 3.4548940658569336 False 14 5100 28.81 42.0 165.14502 0.954475676080908 0.091884318053456 0.15705394686080343 3.4557108879089355 239.09933 0.9634889577229319 0.06570688135090685 0.11271214924886407 3.4595630168914795 False 14 5200 28.88 42.45 157.38478 0.9525686363443696 0.09565651585074571 0.1484174642026217 3.463109016418457 231.99506 0.9625093113666318 0.0688701368405878 0.10148643895008568 3.456958293914795 True 14 5300 29.06 41.93 162.92584 0.9536331325248547 0.0945427079482265 0.12921994692350103 3.4884579181671143 243.92471 0.9638305447424776 0.06422474328255065 0.0819713361609049 3.49540638923645 False 15 5400 28.89 42.09 187.18185 0.9627864375138969 0.07086600573748343 0.053439224288840924 3.481673002243042 253.41856 0.9676440190189957 0.0540071913310904 -0.005548395073602858 3.497795343399048 False 15 5500 29.11 42.44 156.42073 0.9553192388174241 0.08650301680880317 0.08375218221001768 3.4786694049835205 238.00902 0.9637996174529304 0.06299825615605883 0.024555130743976018 3.487363338470459 False 15 5600 29.07 43.56 160.91754 0.9537876908970558 0.08419694148597653 0.08263312204775855 3.474336624145508 241.62543 0.9635255933182004 0.059372305558480706 0.028495264144050177 3.4745969772338867 False 15 5700 29.05 42.49 171.48137 0.962397271571397 0.08018753877162921 0.09111030553043213 3.474571943283081 240.84093 0.9678017586623701 0.057686914723749615 0.04665280934559264 3.47113037109375 False 16 5800 29.09 44.5 167.28194 0.9583675169498765 0.07763915624734406 0.09952665058913152 3.49251651763916 252.88995 0.9663858658099529 0.05339575676856351 0.04703727476968508 3.5077080726623535 False 16 5900 29.07 44.5 142.85922 0.9516955207813531 0.10068361876499482 0.10492609131818131 3.4849636554718018 240.36266 0.96313532650469 0.06642845891282514 0.047865796722664736 3.4801204204559326 False 16 6000 29.03 43.27 144.84393 0.9496285449982158 0.10786663231110095 0.11563936734551383 3.4964001178741455 240.15372 0.9630629336504488 0.06711319087277777 0.05519941625609508 3.51422119140625 False 17 6100 28.95 42.58 141.29659 0.9491604143341613 0.1119844350247958 0.11599105356984861 3.461688280105591 234.75389 0.9625403898233397 0.07018426304224558 0.06831667014325438 3.462155342102051 False 17 6200 29.13 42.0 139.27484 0.9476164285123648 0.11483732258870562 0.12372825237747322 3.462639331817627 240.10251 0.9620861961404792 0.07138548754765064 0.07435434197170813 3.467111110687256 False 17 6300 29.11 42.1 138.11589 0.946898468973054 0.11891744221446539 0.12136249724074098 3.4650118350982666 239.10822 0.9619230175473277 0.07200578590507206 0.06797543606816567 3.4726297855377197 False 17 6400 28.92 42.62 153.55644 0.9458631874286235 0.12365523607737405 0.14770173336783854 3.4480063915252686 246.7811 0.9612112219927988 0.07549715609355212 0.10214426473524521 3.448901891708374 False 18 6500 28.6 42.47 153.91757 0.9442432919059461 0.11846193152423955 0.12414416998206938 3.4671943187713623 248.00842 0.9608458368349678 0.07054027862009259 0.07209635989220654 3.4686644077301025 False 18 6600 29.0 42.0 171.08488 0.9472494635015454 0.0989239606959615 0.12300280939398735 3.645829439163208 265.76828 0.9608289942646326 0.06249074372808236 0.08118606710696434 3.631739616394043 False 18 6700 28.92 42.48 169.87851 0.948487379396976 0.10827953482012431 0.12851574557613182 3.457153558731079 240.02118 0.9615892637714252 0.06854443619614194 0.07548268798535572 3.4649715423583984 False 18 6800 29.01 41.67 172.28435 0.9468619069220181 0.10986734335545557 0.1266444111504741 3.479759693145752 252.89352 0.9618555814514264 0.06604742863254949 0.08181358462945355 3.473952054977417 False 19 6900 28.89 41.67 151.18811 0.9486328533797227 0.10881593251121632 0.11597307582465771 3.4582955837249756 241.15584 0.9626288267627855 0.06590593385508672 0.06998270351991803 3.461280584335327 False 19 7000 28.83 42.29 151.83865 0.94541145171701 0.12237323493689507 0.15743451066821726 3.464233636856079 246.9523 0.9619873759937912 0.0696035787188488 0.11346727003731169 3.4728684425354004 False 19 7100 28.44 41.71 138.56311 0.9467192268459009 0.10973321056779535 0.16829264182803738 3.445652484893799 239.02716 0.9626095802913085 0.06310740610299173 0.13413334489014908 3.4438483715057373 False 20 7200 28.73 41.63 146.04597 0.9441392369745825 0.12430511374980502 0.15563338173150743 3.4360265731811523 241.3242 0.9612919135504003 0.07123382712334976 0.10678703575765083 3.4426918029785156 False 20 7300 29.08 41.66 138.06148 0.9466526969366877 0.12559526511406818 0.13224065488518147 3.4689276218414307 236.51965 0.9621215103177092 0.07356307826372249 0.07921119970451973 3.4815409183502197 False 20 7400 28.86 42.39 148.5793 0.9460496868779685 0.12350542972210656 0.1327107083130241 3.4505021572113037 249.10538 0.9626212927075624 0.06961381047717041 0.07898501806098446 3.457707643508911 False 20 7500 29.3 43.05 151.8219 0.9439807675459458 0.12010392044816202 0.1655553265475273 3.439075469970703 259.869 0.9626878252956623 0.06389491867272168 0.11928807720591444 3.440779209136963 False 21 7600 28.53 42.33 145.14812 0.9417760182667945 0.13369792808164077 0.14170332694312127 3.4409265518188477 247.02203 0.9612534480101518 0.07253053707580974 0.08368172001324602 3.452852487564087 False 21 7700 28.54 42.07 143.65234 0.9414120410481013 0.13456038641626913 0.15835357609192902 3.4365646839141846 254.0407 0.9618967025164379 0.070589399873396 0.09732791234308694 3.4491429328918457 False 21 7800 28.67 42.03 141.21854 0.9423361020131642 0.13171418134952348 0.1602374494952409 3.428706407546997 235.50253 0.9605964793700816 0.07504594590014725 0.11844113024824925 3.434652805328369 False 22 7900 28.18 41.52 142.22104 0.9403391263424244 0.13866331165359294 0.15618145956236257 3.4300308227539062 244.67603 0.9604036028221927 0.0758288430074404 0.10976734216802853 3.43853759765625 False 22 8000 28.42 41.46 141.57025 0.9399241061829124 0.1341674318687995 0.15268314516589732 3.712996006011963 246.92577 0.9604470819542655 0.07247971700453068 0.09637196629789957 3.7135589122772217 False 22 8100 28.49 41.51 141.60071 0.9369191189899018 0.14550964646918996 0.15842982486550286 3.431471347808838 249.61333 0.9599143218478848 0.07568063196752832 0.09627053357559642 3.4475669860839844 False 22 8200 28.72 41.58 148.40916 0.939932709373834 0.14085527319946017 0.18304247571714596 3.4610843658447266 255.65492 0.960266855826202 0.0782423939459359 0.11486734656889701 3.4792985916137695 False 23 8300 28.38 42.53 144.04546 0.9417080416731689 0.14323724190128176 0.1688938269173014 3.4423978328704834 244.00345 0.9612571341268483 0.07821541749045062 0.1073230820744118 3.462416172027588 False 23 8400 28.84 41.84 148.00684 0.9361996405722116 0.14416902942370421 0.2004589926930506 3.4595768451690674 259.70682 0.9597830084872873 0.07375569925645316 0.14740917747721388 3.4665699005126953 False 23 8500 28.91 42.32 168.42389 0.9438562135032457 0.11338938985661681 0.15910775506664024 3.466024398803711 268.87848 0.9606488254460248 0.06587035486551368 0.09653423921168666 3.4889655113220215 False 24 8600 28.49 41.53 163.05014 0.9433490190696786 0.12955220351828337 0.16752310823533395 3.463681936264038 258.2551 0.9609774902361876 0.07263505698068003 0.10425877228193524 3.4839112758636475 False