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 24.17 148.4 1015334.2 inf 0.009459858827902557 -0.25941095615576093 506.6549987792969 119901.59 0.9781204239892906 0.002788828840103435 -0.34487642815271746 510.8595886230469 True 0 100 34.0 242.4 60672.266 0.979174824536332 9.584704682859983e-05 -0.31207521959816187 30.66224479675293 59355.86 0.9779183499676176 0.007987495567515756 -0.38810900869234016 29.974382400512695 True 0 200 32.49 71.84 58043.832 0.9750232609650125 0.012841298167735297 -0.30014775533320154 21.678752899169922 47782.816 0.9778292117017177 0.0065208969902830795 -0.3718636726488594 21.183063507080078 True 0 300 34.11 137.5 33653.86 0.9701642464873923 0.026924839545420288 -0.37547233404476654 10.197989463806152 49903.332 0.971124137455593 0.025441534520369083 -0.4584304464946528 10.216436386108398 False 0 400 30.03 70.98 42422.113 0.985014629985143 -0.010790099422294194 0.3828966780486788 24.479177474975586 93488.484 0.9832523988663369 -0.0041508326003084775 0.42128125677513795 23.82067108154297 False 0 500 32.53 86.27 92211.5 0.9781474571358136 0.00019511444421445453 0.3736737108003087 17.339082717895508 53667.547 0.9805647946720399 -0.005865581022741993 0.4039625559698157 16.87275505065918 False 1 600 33.81 78.65 41879.254 0.9684877968862474 0.0422086908683577 -0.32702560372046974 12.578421592712402 44124.52 0.9707383734378185 0.034212887587153865 -0.4148330944099543 12.436113357543945 True 1 700 31.32 75.39 220059.92 0.9755280709570758 0.009887452283132425 0.34287080930909486 13.112872123718262 63051.05 0.9781660600698826 0.0030924325295475057 0.358029744641171 12.76555347442627 False 1 800 31.5 68.08 581992.75 inf 0.012476507710484967 0.37600622129173783 5.5219244956970215 94049.57 inf 0.006481198976311152 0.41105314088940903 5.347724914550781 False 1 900 32.15 95.37 36695.61 0.9783982117194047 -0.0011943665648379382 0.28752312938457975 8.915746688842773 49319.453 0.9809726192472124 -0.008643321369668415 0.2739240093534174 8.760497093200684 False 1 1000 32.14 73.72 42026.188 0.9674780253140495 0.03466119771157793 -0.3740751836114031 6.506828308105469 43246.21 0.9714511759104874 0.024718743841215328 -0.45799507510526377 7.191323280334473 True 2 1100 32.49 84.43 95044.87 0.9747446240693203 0.01237044377528131 -0.33473590685423416 17.352632522583008 52513.137 0.9775427945502688 0.004743934433714291 -0.4307525780300521 17.021133422851562 False 2 1200 32.32 74.41 32597.867 0.973378424766018 0.022032784995224763 -0.2206040121707322 9.670754432678223 49636.582 0.9745076925418791 0.01780271839517821 -0.31694879689914596 9.587865829467773 False 2 1300 32.54 116.4 48861.832 0.9696128012750386 0.028438529918460728 -0.38128311766086626 9.199189186096191 43062.21 0.9729635430392515 0.019065483055855183 -0.4645990314297179 9.422377586364746 False 2 1400 33.39 77.85 83414.016 0.9789396713334053 -0.0010834698858969995 0.37612707084574293 10.28589916229248 55119.023 0.9812396984108008 -0.006775436741155769 0.402525831097732 9.934476852416992 False 2 1500 30.44 104.0 47297.934 0.9816902557613327 0.0021473051908109794 0.37507187335720416 6.232964038848877 148615.38 0.9803086658030229 0.007164733408203235 0.4046739984192269 6.143514633178711 False 3 1600 32.75 93.89 32025.248 0.9743933824221179 0.01775805648252673 -0.37411580131824856 18.090370178222656 54182.387 0.9749738821846827 0.017365996717749892 -0.44575619006017153 17.7291202545166 False 3 1700 31.13 65.87 46809.38 0.973560693147491 0.016469924492563355 -0.026473375048536935 6.594666957855225 47917.844 inf 0.008329690103170128 -0.08139670278299836 6.687013149261475 False 3 1800 32.3 66.22 26421.65 0.9784262367828843 0.004879060177036615 -0.29058554410275855 12.489757537841797 66314.555 0.9777663297754469 0.00907449002942005 -0.38224580159440413 12.354236602783203 False 3 1900 29.83 63.52 28817.121 0.9680225040311462 0.03564512867846823 -0.3587792883385132 7.589845180511475 45391.086 0.9712038196230126 0.02702801621344963 -0.440511191266969 8.30994701385498 False 3 2000 29.3 69.54 43310.86 0.9833660522106465 -0.003591718451917084 0.354586626128778 4.995532989501953 107686.09 0.9816846856938228 0.002517762222000083 0.3648874928967491 5.051114082336426 False 4 2100 29.11 70.13 64362.902 0.9725989911316119 0.019437290718688313 -0.2729289299838757 5.600685119628906 50926.41 0.9744939041880405 0.012944431716108153 -0.29464640933966185 5.83998966217041 False 4 2200 30.96 67.26 69758.305 0.9746454835947265 0.01158903115732898 -0.2451041148110742 6.7645673751831055 50488.152 0.977173156276121 0.004556529496412171 -0.3038673306864734 6.874593734741211 False 4 2300 30.56 68.75 135135.11 0.9766603967619728 0.006445092776114727 0.34317751354997794 7.69442892074585 58938.074 0.9792535290107007 -0.0003035619071949722 0.3419595929812357 7.548566818237305 False 4 2400 31.16 64.73 275601.94 0.9791421626941677 8.328018341830374e-06 0.37378396351418675 4.758893013000488 70891.79 0.9815661394207474 -0.005922994303927319 0.40236093227998443 4.714788913726807 False 4 2500 29.44 62.74 26700.08 0.9723335556115114 0.02853777019948251 -0.3126067658551928 6.087193489074707 52731.83 0.9733827335297349 0.025826086111658906 -0.38847555761765584 6.377365589141846 False 5 2600 29.3 66.36 47320.6 0.9715088377846494 0.022317706833173367 -0.2901606504490751 6.9371795654296875 46545.656 0.9750338304192125 0.013036747953266032 -0.371242862530944 7.209193229675293 False 5 2700 30.82 67.89 41469.953 0.9758992993433828 0.0065056865413002036 0.32947202888083954 10.345653533935547 52757.363 0.9786603430970844 -0.0011846013463759715 0.3175545011382991 10.103699684143066 False 5 2800 30.57 62.98 24340.574 0.9742822710113409 0.015213772645875116 -0.23165518006568586 6.610355377197266 57961.297 0.9749746136141696 0.016014754079289 -0.30272766251815986 7.400901794433594 False 5 2900 29.66 67.41 24261.512 0.9676517226893709 0.040389511406529535 -0.35918863112642707 6.542618274688721 45802.156 0.9704852487699784 0.031931725050055135 -0.4383569846923511 7.146100044250488 False 5 3000 29.66 61.11 32501.31 0.9711121983380867 0.027562755048659033 -0.3234180483331654 6.839913845062256 49662.457 0.9726589213965408 0.024648067892746987 -0.4011467864038459 7.462030410766602 False 6 3100 29.3 64.18 35619.66 0.9803054706594714 0.007759765070817784 -0.019550902673981213 5.1630072593688965 95128.07 inf 0.010998047662582286 -0.08381599307280212 5.591989994049072 False 6 3200 29.45 63.31 33858.29 0.9687875833172177 0.029818883102106133 -0.3546510811279793 7.032583713531494 42650.05 0.9731501833498107 0.019123038424934017 -0.42678907243029307 7.439435005187988 True 6 3300 29.95 63.36 28009.26 0.9675930576069335 0.03456084037707889 -0.33853066767789924 6.3723649978637695 43924.5 0.9715474384015013 0.023343315432682074 -0.4110971806328416 7.110740661621094 False 6 3400 29.55 61.22 31619.068 0.9826156558918515 -0.0021876425649526546 0.35919988553154847 5.216259002685547 69698.64 0.9817477025647584 0.0024894878207125893 0.376896136676292 5.248140335083008 False 6 3500 29.56 82.76 26901.258 0.9732325210472736 0.020743208123955626 0.11728225057322726 8.465417861938477 50176.395 0.9752141655409353 0.01196168842210956 0.052132823600925624 8.379907608032227 False 7 3600 29.07 65.84 24817.643 0.9739056774463715 0.018108051544265397 -0.15538974440036143 6.810975551605225 53115.21 0.9749915177893267 0.017151851774230665 -0.2367083185199204 6.98967170715332 False 7 3700 30.2 81.78 26369.092 0.9786262764625993 0.007541448743975821 -0.10869905241999495 6.219644069671631 64750.355 0.9781340159201085 0.01073591627753357 -0.18916721941932335 6.391514778137207 False 7 3800 29.87 68.7 26539.883 0.9689871551123805 0.035710694462294364 -0.29588476792697954 6.567528247833252 46063.05 0.9719485128473893 0.027666250721758164 -0.3756242000157639 7.41957426071167 False 7 3900 30.78 97.95 19767.678 0.9730837066011812 0.021872563872574878 -0.26906488831695285 6.51389741897583 54392.45 0.9739524356311008 0.021079959422756363 -0.3512858033917612 6.835463523864746 False 7 4000 33.16 67.45 19505.305 0.9710226602398951 0.028163942612365264 -0.3332450545394589 5.9874725341796875 54023.895 0.9722189780903133 0.02631966226159771 -0.3977903270019565 6.5873122215271 False 8 4100 29.52 64.87 18929.738 0.9659297800836153 0.04933498624485189 -0.3523459571603986 5.844491481781006 44957.887 0.9687223762688708 0.04133511758744872 -0.421810411358638 6.354799747467041 False 8 4200 30.3 62.31 20999.12 0.9707646764551827 0.035921166385300636 0.20654460648512699 7.813988208770752 48745.938 0.9729470760273616 0.026726934882910478 0.14671647653018052 7.754620552062988 False 8 4300 30.03 64.16 28622.89 0.9802232745428007 0.008789877809200299 0.23336607695551614 4.902371883392334 67464.63 0.9799762361937308 0.011458342683233019 0.1994545574295767 5.190792083740234 False 8 4400 29.58 152.2 20888.896 0.9772298657532004 0.015895492598289283 0.0005285447931811041 5.224968433380127 67558.95 0.9773005199801985 0.016708122177887152 -0.0699970713369289 5.7046003341674805 False 8 4500 32.42 353.5 17059.26 0.9676447868833687 0.043737535957124984 -0.3128235128697935 6.653595924377441 45931.473 0.9704896286537907 0.03591421643204168 -0.3976389846472459 7.243083477020264 False 9 4600 30.85 71.66 18563.975 0.9728824991696932 0.02565342328027731 -0.36144732311791294 6.231496334075928 64632.203 0.9735812159790618 0.024225504755182106 -0.43462093517144185 6.839766979217529 False 9 4700 29.69 73.61 15188.996 0.9644612676249971 0.04784904213318364 -0.3791023761751917 7.433819770812988 43347.71 0.9679953308305322 0.04024570787499909 -0.4577921484420064 8.364198684692383 False 9 4800 31.9 68.96 15180.725 0.9649941483270154 0.050735716292260404 -0.28263136155827157 5.844473361968994 43454.582 0.9683087789873082 0.04273867659070202 -0.3427371582578532 6.34970235824585 False 9 4900 31.37 64.65 25108.996 0.9616934523835059 0.053721116189969706 -0.3378707299983657 6.514468193054199 36505.89 0.9665497678670248 0.042565444018632256 -0.4081801903657923 7.230033874511719 True 9 5000 30.85 65.79 30537.29 0.9716698617544244 0.023484943800630858 0.19417346092642254 5.916894912719727 45896.008 0.9754535919333167 0.013611524135901009 0.10167366162945726 6.06856107711792 False 10 5100 29.8 65.55 22734.795 0.9654162053782198 0.05106562415963597 -0.3516247586992623 6.207881450653076 41857.906 0.9684449647721339 0.042786486005389306 -0.43126898052884455 6.878728866577148 False 10 5200 29.83 71.45 23321.719 0.9677195391071286 0.04232283267748401 0.004242390084444386 5.072651386260986 42897.47 0.9706722596780344 0.03434515962760122 -0.06657150609629402 5.468225955963135 False 10 5300 30.6 83.28 20617.73 0.9657175630663569 0.04940108662553891 -0.2910093743371649 5.724172592163086 40919.617 0.9685335814844679 0.04274448533034101 -0.37016153620482467 6.187667369842529 False 10 5400 30.69 100.6 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4.219776630401611 18612.76 0.9512223159681454 0.08595582485997277 0.48074507956334467 4.310287952423096 False 33 17000 29.44 61.34 15384.011 0.9481789178865919 0.0775640720512213 0.4087575785580304 8.587244033813477 29225.717 0.9528901401760753 0.06554146726916688 0.45510580056691574 9.058234214782715 False 33 17100 29.9 60.62 11378.489 0.9385343222384491 0.09958678128533982 0.4361895658976914 4.151341915130615 13373.804 0.9487002388788782 0.08017674301621659 0.4863358579082777 4.074551582336426 True 33 17200 29.92 60.82 10396.788 0.9410158581627744 0.1058032563911165 0.4351336366773341 4.1974406242370605 18314.836 0.9506770833414089 0.08534040773767165 0.47754714845737717 4.236168384552002 False 33 17300 29.48 66.48 10227.875 0.929676590237989 0.11975640872554569 0.4433333920779903 4.0354743003845215 18303.055 0.9424885098735728 0.09449886689193242 0.48939487901417256 4.055804252624512 False 34 17400 30.18 68.11 21485.004 0.9344838708685407 0.1184861462170349 0.4445134536018499 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