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 20.51 70.3 1087410.4 0.972706227685817 0.014758197968050087 0.44376946581845667 172.0401611328125 149747.94 0.9729941972110148 0.013244178321273739 0.4564841289138513 172.86187744140625 True 0 100 30.28 57.93 73211.695 0.9689582286352869 0.031921487045889145 -0.3399467486946011 34.504005432128906 44581.43 0.969856725099366 0.029320912793398334 -0.31773479912310815 33.797027587890625 True 0 200 30.31 52.48 109134.31 0.9811632669372033 -0.0031056043745330596 0.40991536085078856 28.06906509399414 122197.92 0.9816819065292748 -0.0028041462735431586 0.38993352040751933 27.429533004760742 False 0 300 29.18 60.03 66882.695 0.9786277202767464 0.006120536265530962 0.3597460797669624 32.46537780761719 83066.2 0.9794253790829434 0.0054088511147580036 0.32539108587486687 31.781192779541016 False 0 400 30.36 53.51 48504.855 0.9668638055055417 0.039270348815976276 -0.46566474007854 28.379785537719727 38674.02 0.9677298415343513 0.03445553237693451 -0.48636265023949643 27.725086212158203 True 1 500 31.44 54.93 163526.52 0.9664611998691756 0.030621250473936962 -0.4203589022715809 14.382731437683105 40327.477 0.9694551039513011 0.025922858131474203 -0.425713848650773 13.978075981140137 False 1 600 29.5 56.19 37550.902 0.9677711935343789 0.03414814378701197 -0.44765767498431497 22.947877883911133 45605.23 0.9695999341137443 0.02994471520356699 -0.4640747470731667 22.34906005859375 False 1 700 29.54 54.9 34017.973 0.9697140614293881 0.03105929369226941 0.04595215345901044 15.749674797058105 42038.918 0.9708499792479824 0.02720787239719453 -0.006725758964526479 15.275978088378906 False 1 800 29.55 54.06 42409.99 0.9775053550732228 0.006613866445548483 0.3061312450445351 18.164806365966797 43125.027 0.9782402261602222 0.0025688805322560586 0.27682846213712403 17.676109313964844 False 2 900 29.48 57.07 51101.35 0.9762130283803603 0.01595779282060874 0.023004263073805875 24.172216415405273 76069.7 0.9771650761666388 0.014382153087040966 -0.02654479265045255 23.572214126586914 False 2 1000 29.77 63.24 71055.94 0.9750726782270601 0.02130787342813496 0.28896882293386855 16.847761154174805 100056.84 0.9760590977847087 0.019654043240717994 0.24851375564942485 16.35584259033203 False 2 1100 29.77 59.93 35676.723 0.9661740659988118 0.042318065503993536 -0.33491676271023973 19.010478973388672 35013.75 0.9678798071520601 0.03664222455677881 -0.3403806864103072 18.474308013916016 True 2 1200 30.97 54.23 42847.473 0.9740548436250376 0.02213443306137135 -0.24456114204515286 22.183250427246094 59038.89 0.9752864797912303 0.019147200184290284 -0.2762039614201758 21.59488868713379 False 3 1300 29.56 57.36 76660.91 0.9736035343879874 0.013141316907280345 0.3992084315631183 23.664587020874023 43840.777 0.9741438480572807 0.010406754778580957 0.3663517038201807 23.06635284423828 False 3 1400 29.86 53.47 77726.06 0.976519619023023 0.0057845464293133884 0.3885148518064379 17.30174446105957 45442.402 0.9768067680628596 0.0035759919339991867 0.3690227548124046 16.812807083129883 False 3 1500 30.11 53.19 40652.26 0.9716174593515261 0.031115198301677367 -0.3894508286969874 8.416242599487305 63035.44 0.973452733199903 0.026619077181334973 -0.39873441552875394 8.092336654663086 False 3 1600 29.19 53.17 87446.125 0.9738986611854827 0.017193915059504836 0.33376886591183524 13.814057350158691 40132.74 0.9747324825910997 0.014026268234292306 0.2971648770590274 13.377233505249023 False 3 1700 29.73 52.31 31954.824 0.967956642729793 0.03338013202631909 0.0759530257551694 15.644535064697266 31083.744 0.9704622684369564 0.027075984841176844 0.06674121459556429 15.141703605651855 True 4 1800 29.69 56.41 32847.62 0.9599559100270941 0.061550344983418964 -0.2738042044041391 9.684640884399414 30071.902 0.9633536718358314 0.05303470981812511 -0.2761379090414482 9.328974723815918 True 4 1900 30.3 54.85 33677.387 0.9538073058267111 0.07510284819779486 -0.4551059688757472 9.835707664489746 26696.934 inf 0.06585428236631159 -0.45269282158129287 9.52961540222168 True 4 2000 30.95 64.31 37489.715 0.9519772821572724 0.07182400169511792 -0.47050572912577715 8.382094383239746 26351.703 0.9567886520872869 0.062005600847548435 -0.4774301097875024 8.218032836914062 True 4 2100 30.48 51.92 36482.266 0.9700235402128244 0.02668957414232047 0.04719668196520399 9.771183967590332 42460.152 0.9730608473317749 0.020949729352111302 0.013940859816175525 9.394543647766113 False 5 2200 28.94 52.31 40710.105 0.9570813081221244 0.06993991969640079 -0.4388426487729546 11.765351295471191 24963.316 0.9604709287093492 0.061264918456299264 -0.44911625573997555 11.445114135742188 True 5 2300 30.06 53.13 36307.14 0.9528120216066308 0.0711512617381229 -0.4538556189656167 9.064334869384766 22821.494 inf 0.0622619689858218 -0.46022923700210977 8.947784423828125 True 5 2400 30.25 53.13 33943.797 0.9625643629556632 0.04979030758988792 -0.3740203914161291 13.355552673339844 30644.422 0.9651861766691768 0.04233683564030204 -0.37984634334545314 12.893559455871582 False 5 2500 30.08 53.29 41955.926 0.9646265807375755 0.04007921829069516 -0.35723121025602106 14.379817962646484 28661.857 0.9672295159134219 0.033434082670483235 -0.3579093128467311 13.906045913696289 False 6 2600 29.76 54.21 37504.133 0.9580923003283386 0.051947741335877706 -0.42058891313845226 9.782962799072266 23311.186 inf 0.042817168140220276 -0.42978056237504103 9.721333503723145 False 6 2700 30.03 52.59 26360.984 0.9604571845753097 0.05482841776453893 -0.07119215531732896 9.443140029907227 28366.707 inf 0.045150099469870975 -0.09196665631877911 9.142803192138672 False 6 2800 29.61 52.58 27721.613 0.9601939525019444 0.060134183420868605 -0.35490788899482056 11.085602760314941 29300.055 0.9639045322765388 0.0509823601124884 -0.35553645378584814 10.6888427734375 False 6 2900 29.63 52.52 26821.676 0.9521312712803846 0.06569583012631831 -0.4234957801122667 7.556328773498535 22205.447 0.9566786942688822 0.0548954729350376 -0.4321904850719449 7.413259506225586 True 6 3000 29.73 54.21 23140.979 0.9486729921499668 0.08561138758949052 -0.4730934430396862 7.927593231201172 26647.895 0.9534429034403222 0.0742595891800198 -0.49123428013237214 7.79908561706543 False 7 3100 29.42 52.58 29531.158 0.9572550123780516 0.05770990993385571 -0.15825499800742668 8.961233139038086 25989.51 0.9611553753395955 0.04724270065965972 -0.16798833636179308 8.668094635009766 False 7 3200 29.6 54.0 20713.541 0.9473503272497328 0.08370122833390316 -0.40411652525455727 7.415147304534912 25756.703 0.9529306876951184 0.07135868094660938 -0.40125537916925275 7.326111793518066 False 7 3300 29.6 55.68 22914.477 0.9507757718379314 0.07673848822065762 -0.40778161596378854 7.531732559204102 25324.908 0.9558544863792303 0.06373263479881942 -0.42170439477316957 7.3344526290893555 False 7 3400 29.87 54.0 24233.467 0.9511421162877299 0.0711651966952257 -0.4023994011705289 7.596103668212891 29441.393 0.9565270901993437 0.05901864154732264 -0.4226082945178898 7.523626327514648 False 8 3500 29.93 55.03 33275.555 0.9533237744508328 0.06750306431406206 -0.4032803480621936 11.37243366241455 23112.566 0.9586449432817511 0.05281202852843735 -0.3955006079888506 10.955167770385742 False 8 3600 29.71 53.2 21641.182 0.9487712194068577 0.07943720631364592 -0.4228091656957969 7.722362518310547 26867.348 0.9540070167816009 0.06806644176988942 -0.446427898711103 7.674291610717773 False 8 3700 29.71 58.31 27050.89 0.9514239918099135 0.067138979773874 -0.18146798692707322 6.457180023193359 21133.385 0.9578219906851415 0.05275585715669298 -0.2021813730228043 6.27471923828125 True 8 3800 30.48 52.98 26137.582 0.9450393109303662 0.0846203165606542 -0.38383873383976935 7.321281433105469 22336.416 0.9512889051245419 0.07089003669110477 -0.38883780309170884 7.239935874938965 False 9 3900 32.05 65.02 24776.836 0.9470445807105288 0.08591353726511831 -0.39200372769095565 7.282589912414551 22482.727 0.9532545264120807 0.0710923516575616 -0.3984250761711994 7.1522698402404785 False 9 4000 37.78 63.91 24845.129 0.9442109834142969 0.09696653399619931 -0.43775531336539525 7.633848190307617 25875.893 0.9501622782059481 0.08334565595105285 -0.4380249258654552 7.497511386871338 False 9 4100 38.34 64.4 25126.393 0.9574041383879782 0.05858354141266336 0.025036348230960143 7.190040111541748 28924.6 0.9621725616752822 0.04755131685855878 -0.00813188187191078 6.905371189117432 False 9 4200 35.04 67.63 20738.555 0.9503832057451936 0.08959091545305671 -0.3801806188152746 8.311391830444336 27117.775 0.955473515023369 0.0760753599701542 -0.3712621849326724 8.015775680541992 False 9 4300 37.71 65.5 19377.502 0.9431425558713895 0.09263051296715502 -0.4406381709407941 7.296636581420898 23797.598 0.9499032644783364 0.07836306263833201 -0.4385897050886946 7.136440277099609 False 10 4400 37.63 71.36 18966.953 0.9434935455228256 0.09314378367913555 -0.3256568251579248 7.030691146850586 23107.264 0.9503462498613847 0.0780348740751572 -0.31599850061636586 6.885566234588623 False 10 4500 35.55 68.88 20438.65 0.9460256683170992 0.09796144585545821 -0.46410008502664596 8.856927871704102 23192.55 0.9521993422761962 0.08310870558492589 -0.46900635433586685 8.558842658996582 False 10 4600 37.64 69.42 19633.803 0.9400215378852929 0.10054289114148936 -0.35317558154263545 6.714603424072266 22270.531 0.9472869861244213 0.08473768193341412 -0.3328340634261495 6.522593021392822 False 10 4700 37.96 72.12 28952.424 0.946718949478444 0.0740044384537984 -0.44197652107301894 7.216666221618652 25028.135 0.9542156299414772 0.05694105907399531 -0.4400593034989294 7.090281963348389 False 11 4800 35.31 79.45 20542.865 0.9534957138108104 0.06995066403261921 -0.08546539084989672 6.998685836791992 26801.734 0.9592760604418307 0.05783195353104756 -0.11192475248102687 6.777433395385742 False 11 4900 37.98 62.7 17371.352 0.9442617172036288 0.09871378434987912 -0.373759349105294 7.437939167022705 21862.623 0.950947355007126 0.08308413465897728 -0.38642799694022756 7.277890205383301 False 11 5000 37.99 63.26 19760.809 0.940290428027394 0.09718970325872127 -0.3443714292768823 6.9053239822387695 21004.062 0.947553834766209 0.08138174954347557 -0.3463702484335652 6.8325419425964355 True 11 5100 38.0 66.09 19642.752 0.9353432721412565 0.10609021455044687 -0.3730950368709005 6.973356246948242 20308.463 0.9429422505313951 0.08999982594821901 -0.36834612321140003 6.887665271759033 True 12 5200 35.81 68.8 26359.338 0.9366081691792119 0.09487575953743999 -0.30586335067940085 6.913527965545654 21032.652 0.9448708275031887 0.07752929372320723 -0.31221898292167705 6.81582498550415 False 12 5300 37.88 63.23 21041.44 0.9382709067002059 0.10388574245794696 -0.3531073418339364 6.715448379516602 21282.139 0.9456843142831287 0.0877652252418153 -0.33627353515689695 6.545276641845703 False 12 5400 38.16 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36.82 65.82 20848.717 0.9365338671674668 0.1012461730244698 -0.20377461913033795 6.431922435760498 19860.16 0.9450978382490843 0.08409820768799064 -0.25192884538650007 6.2872419357299805 True 13 6000 38.05 64.0 20722.242 0.9442732028627664 0.10333720714919921 0.17300597579785892 7.901035308837891 22450.123 0.9512961449364224 0.08696401240640973 0.1463088476467035 7.584598541259766 False 14 6100 37.7 63.69 19799.566 0.9318386460720157 0.10906367050240624 0.03604858677059693 6.027489185333252 19393.154 0.9420327917316024 0.08784936866324224 0.019436441156569555 5.836279392242432 True 14 6200 38.49 66.11 21502.455 0.947511244583313 0.09838699653588029 0.10811229570249233 8.695173263549805 25855.52 0.9534461460540861 0.08402206893732714 0.07963249097497087 8.326183319091797 False 14 6300 35.4 67.03 22338.885 0.9351025753279484 0.10418505517212762 0.3010174343055226 5.593082427978516 19194.018 0.944380861012252 0.08644717111383882 0.2764685822732319 5.397984027862549 True 14 6400 38.1 63.06 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0.9481886383232654 0.08931227802501213 0.1997319946118274 7.47373104095459 31909.977 0.9549970790684402 0.07342891426910207 0.1333123802512251 7.199599266052246 False 16 7000 35.27 66.02 20125.549 0.9286643546024961 0.11292001463677252 0.16021824553675046 6.023700714111328 18106.559 0.9397852107183656 0.09102815320099288 0.12443658335570856 5.874062538146973 True 16 7100 38.26 62.69 17218.088 0.93336160928118 0.11473254972020748 0.3155662595874645 5.501137733459473 20298.836 0.9434549395674984 0.09390153694110147 0.2776035756241927 5.377640247344971 False 16 7200 38.09 64.67 22081.105 0.9427909802408282 0.08364607360270349 0.3769828271955537 5.248538494110107 21464.123 0.9512880985231811 0.06780600430815742 0.3434154632136609 5.108785152435303 False 16 7300 37.76 65.8 20328.09 0.9315217722249459 0.1089892142880632 0.3202909295072173 5.483388423919678 20239.271 0.9410018601673407 0.09020788472854235 0.25987927995659116 5.38377571105957 False 17 7400 35.56 65.15 22018.564 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