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 17.09 34.48 28408.5 0.9693045860004538 0.0015693327691414555 0.04646378330434777 280.42950439453125 16910.541 0.9722907484506276 0.0016053014236577746 0.051504058555209654 277.6689758300781 True 0 100 29.24 19.89 3258.4397 0.9667547482563692 0.009990220414897003 0.04590545059652805 6.80532169342041 2204.8435 0.9705185880071533 0.006217219817521824 0.04239277118516639 5.90101957321167 True 1 200 38.81 46.37 2258.285 0.9597985443164012 0.023364598162475454 0.028631412370660993 10.721479415893555 1817.6519 0.9653378213782783 0.01500369878711176 0.022510357231134932 10.02723503112793 False 1 300 29.17 19.88 2023.6141 0.959953435712223 0.02460587779886651 0.036139873217487614 7.827709674835205 1773.247 0.9659151981517424 0.014561461537461313 0.027334334115962422 7.052350997924805 True 2 400 29.15 19.78 2161.6492 0.9606994689244621 0.024967803441229855 0.03062927294676779 8.240564346313477 1870.3818 0.9663697877855274 0.01627172107960089 0.02299508114516987 7.478765964508057 False 3 500 28.78 40.25 2947.2314 0.9660578597732354 0.018895228987665127 0.012231808509406509 7.511267185211182 2321.5898 0.9706383236756959 0.011377848153151706 -0.00887457263385552 6.733490943908691 False 3 600 28.97 19.49 1740.8564 0.9546605548574881 0.04176428687000176 0.0110312406188542 7.263772964477539 1663.5302 0.9618275952321289 0.028801029314464308 -0.020972801476863836 6.487172603607178 True 4 700 29.14 20.71 1528.9473 0.9464971199975752 0.06160896522089946 0.011345173993942345 6.953674793243408 1713.0631 0.9573518491090341 0.04213589507887368 -0.018834941636790926 6.047220230102539 False 4 800 28.75 52.39 1659.3127 0.9498368997424175 0.05857345024515655 0.022972397374882637 6.815667629241943 1631.087 0.9582040873777363 0.04190235722028689 -0.011771471521906485 5.958691120147705 True 5 900 30.19 19.66 1537.0684 0.9459802531102122 0.062305579065720394 0.0391058687275621 6.909492492675781 1663.1202 0.9564562358338509 0.04335754117155889 0.02818980642394456 6.068233013153076 False 6 1000 28.76 21.15 1507.7957 0.947923689361709 0.06324661908460134 0.009579554936937592 6.836389064788818 1567.4794 0.957687411692928 0.04287358921843231 -0.021610911542276942 5.988981246948242 True 6 1100 29.41 20.67 1337.0405 0.9424151082792859 0.07439283360795078 -0.006314234728996515 6.826319217681885 1537.5685 0.953531233589298 0.05582497825718395 -0.03629826566215589 5.961595058441162 True 7 1200 29.32 45.46 1320.7404 0.9386993403306393 0.07211901950025354 0.04748096471194053 6.778379917144775 1539.3456 0.9537466852323854 0.05032995675310304 0.01931144281003722 5.905716896057129 True 7 1300 29.48 21.13 1473.941 0.9460308891253164 0.06128085933372745 0.056389513106677655 7.033370494842529 1650.4658 0.957339183066889 0.04176465754116102 -0.00950578124389246 6.2263689041137695 False 8 1400 28.92 21.23 1271.5161 0.9379124943291602 0.07911893462207535 -0.030455241614299453 6.831760406494141 1611.7106 0.951405273000694 0.05615620017086795 -0.07789846141346853 5.954042911529541 False 9 1500 28.8 19.89 1387.5052 0.9446888420868821 0.06773098381896395 0.027121526077132488 6.860182762145996 1812.9143 0.9572111461670346 0.04338964209359534 0.006746227864133412 6.01755952835083 False 9 1600 29.05 24.27 1379.0596 0.9432866160382631 0.0699080487509607 0.08257830439124188 7.300960540771484 1666.4084 0.9576199076779345 0.044299539324513006 0.014013616161184001 6.500767230987549 False 10 1700 28.73 19.57 1012.7506 0.931271781627924 0.09016531034503915 0.06926449191786066 6.766917705535889 1663.2454 0.9524915010974351 0.055062141101772835 0.034958511495481195 5.894189357757568 False 11 1800 28.65 19.53 926.8116 0.9259547962665823 0.10309322717705806 0.13714989363739077 6.798454284667969 1646.5643 0.9501046170147642 0.06385780947551664 0.10723729149633504 5.938589572906494 False 11 1900 28.84 19.66 896.5408 0.9265157843443872 0.10413238993410354 0.11951010517614799 6.801506519317627 1612.01 0.9519084231959813 0.06006842397787883 0.07556858042959286 5.91801118850708 False 12 2000 28.8 20.7 842.5816 0.9232589533766139 0.10830858033749205 0.12919875519086135 6.733310222625732 1551.6505 0.9504175328499594 0.06260879190536017 0.06962680932373856 5.874972820281982 False 12 2100 28.93 148.7 890.4738 0.9185685042543988 0.11706279948387618 0.09999999080230461 6.856424331665039 1710.7899 0.9494691417663225 0.06505574376617036 0.04461402594678512 5.969307899475098 False 13 2200 29.77 192.1 764.93024 0.9190149869617794 0.1195460772465318 0.07114378704520917 6.814449787139893 1651.2118 0.9499692876491372 0.06382048325374153 -0.0023783242668118315 5.977108001708984 False 14 2300 28.64 21.54 796.18146 0.9173942259380473 0.12440237732636375 0.1406896374891222 6.751469135284424 1623.0228 0.9494126629830382 0.06594881785761368 0.06452741345509524 5.885010242462158 False 14 2400 28.69 23.74 813.7719 0.9206684921443099 0.1197563404644217 0.13669620105676064 6.85286283493042 1518.7709 0.9495876115697387 0.06368382940435507 0.04653675584773612 6.034971714019775 True 15 2500 29.36 27.93 788.1224 0.9112782258591687 0.13353638636120455 0.12433344367916026 6.761841773986816 1793.0074 0.9492361401842112 0.06590687390973363 0.06637824304617067 5.8878607749938965 False 15 2600 28.98 20.23 749.6968 0.9128745146419165 0.133183196525425 0.08572471924356855 6.793487071990967 1595.4481 0.949037284220138 0.06460296595980165 0.014471789876314084 5.9284186363220215 False 16 2700 28.88 29.18 786.8883 0.9182672978783234 0.1377676434189209 0.16766233207290598 6.732008457183838 1562.9292 0.9506027889756545 0.06832442816455145 0.055071795547424876 5.88691520690918 False 17 2800 28.7 19.96 770.7321 0.9096734518772174 0.1462455615175344 0.1529794666982281 6.727785587310791 1716.8873 0.9498360054921868 0.06714357306687244 0.051711796926533826 5.889825344085693 False 17 2900 28.89 19.6 700.13086 0.9079857475419943 0.1488042151329599 0.10289643005905125 6.747684955596924 1590.2338 0.9479344777430371 0.06976554603765489 0.023574379250831803 5.900770664215088 False 18 3000 29.15 23.24 705.924 0.9046698387489722 0.1564973053926784 0.17744039282080087 6.722004413604736 1612.3397 0.9470990522157902 0.07384223054927265 0.06259658579363188 5.882362365722656 False 19 3100 28.72 78.62 694.5596 0.9072998549714609 0.15231389095173442 0.1406480259712117 6.7346320152282715 1637.7316 0.9471582521193764 0.07255165404874948 0.024501178139285727 5.897308349609375 False 19 3200 29.7 222.8 655.1532 0.9049536478513978 0.1593012152728022 0.12825948484538507 6.722921848297119 1571.9025 0.948234490379145 0.0701737603853264 0.056212737096261026 5.896700382232666 False 20 3300 29.42 124.3 740.3412 0.9136114529157072 0.14434809207448338 0.2245296745221556 6.91054105758667 1693.926 0.9516870483905185 0.06311025975789603 0.12076098858792528 6.100318431854248 False 20 3400 29.0 20.9 603.8027 0.8976479527869743 0.1760827124451326 0.20662462184056232 6.707389831542969 1700.6692 0.9475264730023656 0.0746943462491057 0.11272268720427561 5.858836650848389 False 21 3500 28.8 21.7 636.8208 0.9030436659999329 0.16105323011637832 0.20517553939997596 6.823184013366699 1708.8816 0.9497337306904158 0.06587090812805921 0.10738917636702731 6.0138678550720215 False 22 3600 28.82 21.75 581.36237 0.8946572772805257 0.17943161919439377 0.1851803629391634 6.718283653259277 1516.3253 0.9455570964672034 0.0762927431133551 0.05578978795648337 5.891127586364746 True 22 3700 29.07 19.59 581.1197 0.8906445003291211 0.18629837388807935 0.20814282262246026 6.692852973937988 1648.6891 0.9467419351899814 0.0722195931255064 0.09470777649658317 5.864333152770996 False 23 3800 28.64 19.4 647.6237 0.89426532248287 0.17346298130642968 0.15959443888251962 6.725257873535156 1676.1125 0.94680433751838 0.07017345534360372 0.04444070418162173 5.889745712280273 False 23 3900 28.86 19.76 622.90985 0.8905205701892466 0.18933648520347865 0.19855377121711515 6.784536838531494 1555.3029 0.9459470514424921 0.07462756731746155 0.06133442413699419 5.982076168060303 False 24 4000 28.8 19.78 676.83594 0.8965646415175194 0.1818458209855295 0.1747767876172536 6.707663536071777 1789.787 0.9490003830799679 0.07027992573287184 0.069873642327161 5.884759426116943 False 25 4100 29.02 21.55 592.3067 0.8890880089170061 0.19812581095925944 0.186847510048528 6.824597358703613 1889.8048 0.9484918353898193 0.07220349246214365 0.07619365922405705 5.979822158813477 False 25 4200 28.74 19.75 647.275 0.9041483984763625 0.1727026182013433 0.20089784193678115 7.009487152099609 1622.4138 0.9508202806566911 0.066313216234577 0.10013681557452822 6.216161251068115 False 26 4300 28.57 27.41 551.4065 0.8850992696314968 0.19666408621080533 0.1416200305409659 6.784265518188477 1768.7081 0.9464154913006497 0.07133853389622408 0.07155322392051604 5.948856353759766 False 26 4400 28.7 22.65 573.9119 0.8894451984498496 0.19589140877712305 0.21004712386695956 6.658116340637207 1755.457 0.949709725634499 0.06726277686252388 0.11922840984805397 5.845849514007568 False 27 4500 28.9 19.83 565.2825 0.8821103515432651 0.20233238105939003 0.16944848301875323 6.719232082366943 1708.5428 0.9464785334703009 0.07154358452613764 0.0716941751490258 5.918519020080566 False 28 4600 28.7 19.87 546.9018 0.878552204977729 0.22133261130746937 0.19650273037961224 6.664592742919922 1645.2274 0.9445717254826259 0.08036814207540155 0.07270258070621004 5.887271881103516 False 28 4700 28.8 19.62 522.3126 0.87510571154957 0.23308527811462879 0.24788829094571466 6.654883861541748 1674.9122 0.9463319447118153 0.07943157503678198 0.10858170384765131 5.850559234619141 False 29 4800 28.77 22.87 518.10846 0.874721770737118 0.23245372029965194 0.23996134918704806 6.699992656707764 1569.8931 0.9459390134315341 0.07666987109298562 0.0991963553127745 5.931999683380127 False 30 4900 29.37 21.08 524.4557 0.8646215015056689 0.24035166767954294 0.24019570710149823 6.626874923706055 1762.4622 0.9444914679109235 0.07744765174722641 0.11729772589792203 5.836517810821533 False 30 5000 29.28 19.4 566.1754 0.8720040528527201 0.24057628117082566 0.2576477121522639 6.598825931549072 1778.0745 0.949006656349658 0.06930288415958176 0.15203399552121655 5.804903984069824 False 31 5100 29.03 21.47 516.28827 0.8677437229014276 0.24580800999079988 0.2748393791616609 6.586503028869629 1574.6857 0.9453831677178393 0.07721041786771125 0.14482006442054882 5.829933166503906 False 31 5200 28.96 19.37 567.0464 0.8701490624184788 0.2280767333949694 0.23063587521166498 6.638964653015137 1798.2902 0.9444970761830817 0.07501064290758892 0.11364960776473185 5.874128818511963 False 32 5300 28.86 21.12 569.20935 0.8703868039710827 0.23063141105844853 0.2707009503651815 6.638051509857178 1589.6215 0.945852928647902 0.07058392854816523 0.14434038928716364 5.87902307510376 False