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 20.19 103.6 175643.0 0.9770730801274996 0.00851771576105341 0.3519668512131875 153.56124877929688 91962.516 0.9777324589065178 0.005347030744601384 0.36216544576708803 153.9760284423828 True 0 100 30.11 83.49 23011.744 0.971606476920693 0.03266131760735431 -0.40624303392838107 26.972673416137695 30412.775 0.9720733210392176 0.029215810654931916 -0.4346838239428246 26.866947174072266 True 0 200 29.89 83.61 21168.732 0.9675117846381148 0.05866594092619807 -0.427553625938595 10.298020362854004 26890.217 0.9673949252234082 0.0585815296103427 -0.45630613066065234 10.271039009094238 True 0 300 30.07 83.44 20909.977 0.9675389838030355 0.04388552870890413 -0.4258769436658728 6.289201259613037 21156.992 0.967097369573228 0.04525624228989157 -0.4565022313883134 6.329564571380615 True 0 400 29.98 83.36 17235.709 0.9644198545943116 0.0626135289958865 -0.39998728994645494 8.595060348510742 23281.09 0.9650649390495585 0.05967594552331528 -0.4396149043936413 8.594216346740723 False 0 500 29.58 83.39 16953.943 0.9810705507464845 -0.0018014948787294137 0.3437085637026105 22.854293823242188 38645.785 0.9804601447826629 0.00013108841488367523 0.35089185509539844 22.755285263061523 False 0 600 29.42 83.41 16299.317 0.9733281967203472 0.024063401093953458 -0.2805843550525774 17.19219207763672 29745.271 0.973685556206347 0.02007639977732267 -0.3341225690967213 17.103296279907227 False 1 700 44.65 83.27 21952.943 0.9792069804460998 0.0031744589236320227 0.3514901378192464 12.777950286865234 34509.38 0.9797493967230007 0.0004047480747509752 0.3611420701486302 12.710192680358887 False 1 800 29.51 83.69 12730.039 0.9714647601481584 0.02818437036071365 -0.41411003824214676 6.901358604431152 32922.785 0.9712386590208244 0.028396172585546192 -0.44386683370210894 7.196406364440918 False 1 900 29.43 82.46 12988.657 0.9771943152130189 0.010241888995402251 0.20191126838267054 6.754644870758057 30468.076 0.977440090691852 0.00760747281351508 0.17463916741900457 6.746294021606445 False 1 1000 29.62 83.24 13366.947 0.9805722421838996 -0.001419783901443263 0.34145970542673265 5.710999965667725 32538.385 0.9805511486536936 -0.0018776228945928395 0.354430358696588 5.689302921295166 False 1 1100 29.45 83.14 19061.514 0.9824000535719072 0.0016971265877089795 0.3835165491517537 8.85456371307373 48663.926 0.981901157323956 0.002845536450555699 0.4021250456140993 8.82412338256836 False 1 1200 29.44 83.51 13828.481 0.9740458499830944 0.023116768518801505 -0.347379128296687 11.913625717163086 32773.2 0.9737151774291648 0.024316638439080752 -0.39344313719776086 11.857948303222656 False 1 1300 29.56 82.7 15555.664 0.972396957782359 0.026540224631611407 -0.3374029102148221 11.706954002380371 29340.264 0.9729774354943734 0.022313748989869417 -0.38473230630039096 11.648903846740723 False 2 1400 29.44 83.27 15569.679 0.979531004950959 0.006574278579484345 -0.31205267926950203 12.479284286499023 44644.246 0.9788349093593668 0.008965170536179368 -0.36406153789646106 12.4093656539917 False 2 1500 29.5 83.25 11687.957 0.9671805754904904 0.048004723453545284 -0.32907474543421505 5.7135539054870605 25386.545 0.9679822250024659 0.043035847922630405 -0.3752941429733289 5.950639247894287 False 2 1600 29.3 83.41 19275.68 0.9751169202308027 0.017535008807475664 -0.0912398244157573 9.722816467285156 29819.719 0.9758694770920162 0.013547704051309402 -0.14970362598654893 9.688997268676758 False 2 1700 29.43 84.01 10509.903 0.966118926703507 0.05245194151317652 -0.3465447675812759 6.1983442306518555 24349.695 0.9669537622613665 0.047451129565279235 -0.39500321282338163 6.5140557289123535 False 2 1800 29.33 83.37 10107.172 0.9620122500927086 0.051144859175890324 -0.39067771410432695 6.3407111167907715 17652.602 0.9638389486301119 0.04525253413886433 -0.4237147126781227 6.584753513336182 True 2 1900 29.94 83.45 14039.498 0.9686758071652967 0.0429191274568483 -0.3574423417970641 7.509228706359863 25817.352 0.9696219020279425 0.037484793320683545 -0.40251874774050833 7.527159690856934 False 2 2000 29.54 82.65 32732.238 0.9770104528597839 0.014516653699952966 0.3406996862750699 4.726909637451172 37188.023 0.9777553108945204 0.010864633936196782 0.34921846982022636 4.739176273345947 False 3 2100 29.28 83.28 11560.202 0.9714721765519038 0.03137652001481815 -0.3958123691880794 6.126152992248535 33568.414 0.9710341178101621 0.030885083954571124 -0.4354015102583021 6.354849338531494 False 3 2200 29.6 83.18 23028.936 0.9712607404739562 0.03303169155043041 -0.2769634496425463 9.393186569213867 25026.607 0.9722796062523035 0.027174392383885543 -0.32957043271117725 9.373037338256836 False 3 2300 29.59 84.5 20235.418 0.976419952055593 0.018713877024629427 -0.20854781213410178 6.665658473968506 34528.406 0.9763449588338614 0.017616418270724684 -0.2540132850344679 6.688405990600586 False 3 2400 30.6 86.57 19837.799 0.9682045799581026 0.037803519796709296 -0.2940304692763749 7.761402606964111 17869.918 0.9702847039605549 0.03129544128130928 -0.3431098245243508 7.783120632171631 False 3 2500 29.79 83.23 14211.102 0.9644973108691861 0.052430304594077784 0.04932100768452482 4.954684734344482 26941.756 0.9659355703442962 0.04570435338862352 0.012663439104447035 5.019899845123291 False 3 2600 29.4 82.63 16384.092 0.9586227728325354 0.05775850071468072 -0.3897511642127938 5.692873477935791 16712.277 0.9621665529344091 0.04833581639748533 -0.4259556724138662 5.923148155212402 True 3 2700 29.97 83.32 16524.242 0.9571495290498513 0.0664317199213295 0.20021142742162737 4.8310465812683105 18031.166 0.9605498468014304 0.05600439181261655 0.22236360590670198 4.859421730041504 False 4 2800 29.4 81.92 32414.262 0.9798715333693615 0.013625923223394985 0.37102500773877284 4.671126842498779 86059.81 0.9795289527873536 0.013827271165028347 0.3886906338523384 4.657853126525879 False 4 2900 29.08 83.52 11483.495 0.9693292971867357 0.04558772553865564 -0.11496041164716635 5.828392505645752 22306.4 0.969262307167303 0.044015156930079666 -0.1704181793233631 5.871943473815918 False 4 3000 29.0 83.25 11223.824 0.9738097063701927 0.027722731108089475 0.3818549472492056 6.630786895751953 25569.582 0.9740982312256031 0.025330547554003012 0.40305680291591395 6.619403839111328 False 4 3100 28.89 83.08 9613.763 0.9623186206382554 0.06488211738916426 -0.2935276739805534 5.245830059051514 23747.225 0.9638583497675314 0.057793521274392 -0.34313404908118234 5.353714466094971 False 4 3200 29.24 83.46 12454.191 0.978143415269138 0.014428526809890511 0.33319683226563335 8.245924949645996 32020.008 0.9778896881868749 0.013752048934726646 0.34294827313866355 8.220043182373047 False 4 3300 29.04 84.1 10258.913 0.9660364379028441 0.04113589563480221 -0.32180852394721654 5.282106876373291 26752.15 0.9670961909218434 0.03711457296603824 -0.37029624623517404 5.455533981323242 False 4 3400 29.19 83.37 9088.382 0.9588053619063726 0.0618191683225038 -0.2096029215511108 4.96052885055542 21504.316 0.9611991852678542 0.05482028581185696 -0.2570084209603081 5.060122013092041 False 5 3500 29.04 82.73 9186.399 0.9546387807271173 0.07591830613851923 0.156896958895367 4.739627361297607 19375.725 0.9576180093736313 0.06724633008296514 0.17586821701775437 4.790031909942627 False 5 3600 29.08 83.14 15274.379 0.9647230885080171 0.05343276703860079 -0.3877702028268785 6.175099849700928 24294.846 0.9646543663724132 0.05163789963982837 -0.4326525427018585 6.277760982513428 False 5 3700 29.06 83.15 18591.53 0.9680965234902814 0.037640963320507 0.35282944006152495 5.134546756744385 24372.604 0.9707203154814605 0.0316259012954887 0.36933564164633836 5.131840705871582 False 5 3800 28.65 82.1 8243.75 0.9546051483273033 0.0602571601914724 -0.2056351239538235 4.990671157836914 17217.16 0.959644028163656 0.04964007263065308 -0.2507002059388774 5.10666561126709 False 5 3900 29.38 82.65 7607.2354 0.9585730258200981 0.06249519299206439 0.3473735344799857 4.420461654663086 18144.08 0.9621391433451921 0.05274063039245673 0.36657871040397494 4.414411544799805 False 5 4000 28.94 82.93 7265.098 0.9535055965428235 0.08126567074140055 0.29430214836038365 4.528393268585205 18256.154 0.9566774625474499 0.07027904489273916 0.29816516284389694 4.56430721282959 False 5 4100 28.94 82.28 7889.081 0.9582893277527605 0.06333152501252298 0.30777961887107214 4.444133758544922 19121.754 0.9608560467095166 0.05671677319746521 0.32959244433025153 4.461251258850098 False 6 4200 30.29 84.6 7452.8213 0.9466896672184919 0.08675800694474745 0.3338407545799166 4.299496650695801 17025.309 0.9515794969935667 0.07499128414260993 0.35643670374188496 4.292390823364258 False 6 4300 29.68 83.04 10572.033 0.9631219568415458 0.051514412031190546 0.2623855204919208 4.950301647186279 17556.13 0.9645971353030698 0.04742781581684411 0.26659819376838223 4.978160381317139 False 6 4400 29.2 84.15 9973.866 0.9509932996544488 0.07850421251372373 0.344943069926026 4.327107906341553 16424.295 0.9548578734601891 0.06979537500805796 0.36292887265598844 4.333121299743652 True 6 4500 29.7 83.17 9694.409 0.9475003561267081 0.09102075608482411 0.3584358795840364 4.175752639770508 18090.111 0.9515810432241246 0.07969615194527943 0.37262950791590543 4.1765456199646 False 6 4600 29.08 83.19 10033.995 0.9451976500479913 0.09001166082827121 0.37479102671814435 4.108438491821289 15235.279 0.9501629889814953 0.07821640688203033 0.39873900491224273 4.076602458953857 True 6 4700 29.38 83.14 9161.166 0.9568023735154372 0.08735264267664322 0.26444046279178657 7.326196670532227 20772.236 0.9585856232570888 0.07863774053185528 0.2836016216967832 7.309686183929443 False 6 4800 29.09 83.23 10726.808 0.9508046875628327 0.07331432569370337 0.34117193352419956 4.242027282714844 14414.441 0.9568646692475838 0.05972768773261462 0.37299548030186014 4.202445983886719 True 7 4900 29.75 83.17 20386.318 inf 0.03466023089319892 0.3099391104974652 8.602477073669434 27858.844 0.9719577200360967 0.028604779352098084 0.3242257359353864 8.639200210571289 False 7 5000 29.1 83.21 8351.79 0.9540223235627666 0.06920676130459062 0.290739496181863 4.629371166229248 15392.829 0.9580939848910363 0.060906120738469766 0.31199188509889897 4.637816905975342 False 7 5100 29.25 83.15 11723.013 0.9598668992835528 0.08023966966924756 0.36268665697983465 8.068047523498535 16885.244 0.9620020314606664 0.07084251440214547 0.3898958569385427 8.059922218322754 False 7 5200 29.31 83.17 8726.909 0.9505207223550131 0.07985106078129732 0.3633309764284037 4.206795692443848 13625.138 0.9551469169588901 0.06889199154462923 0.3843563119352037 4.18105936050415 True 7 5300 29.36 83.2 8340.685 0.9441225304666774 0.09348190592088979 0.37007533003143633 4.123746871948242 13573.47 0.9495923185675237 0.08023839221080116 0.39422445546778595 4.092828273773193 True 7 5400 29.63 82.68 10814.432 0.9481873409681894 0.07796378612476414 0.3596345613062367 4.250227451324463 15366.063 0.9541272384724566 0.06436674475878638 0.37921756618849944 4.244873523712158 False 7 5500 29.07 83.49 8232.171 0.9524254375884704 0.07652670517370659 0.3115919219304684 4.378433704376221 20351.99 0.9559771452130145 0.06737214291478613 0.32030106168417716 4.402715682983398 False 8 5600 28.99 83.2 7930.1226 0.9514416918889247 0.08561371943297735 0.36928310299352024 4.147444248199463 16775.133 0.9558393571355487 0.07359208083073089 0.3939651527244996 4.116514205932617 False 8 5700 29.02 84.31 8210.906 0.9405232440877977 0.09998171133620323 0.366998320944952 4.133239269256592 14420.9795 0.9472648677073624 0.08406129331017745 0.3853791186825626 4.12017822265625 False 8 5800 29.53 86.84 7892.3335 0.9424546756119829 0.10121558265642565 0.3816138217343966 4.109883785247803 16617.81 0.9487435010538722 0.08514544615593013 0.40389025206278234 4.08534574508667 False 8 5900 29.68 83.63 9372.969 0.968464392972621 0.047240662202256214 0.36205251755632467 5.717906951904297 22899.473 0.9690394144680455 0.04266599250181466 0.38034297432016306 5.718120098114014 False 8 6000 29.25 83.67 9450.349 0.9630703921780439 0.04905719281394404 0.32249857477977084 4.482913494110107 21425.262 0.9644112545194028 0.0458906997778904 0.35585078138331944 4.48086404800415 False 8 6100 34.56 95.23 9265.737 0.9561586506743562 0.06112563836646207 0.35285330321246655 4.714010715484619 12621.795 0.9611206886180481 0.050236199154239936 0.3815468370766334 4.707503318786621 True 8 6200 33.83 93.94 6533.8584 0.9425958639376467 0.09578829689074995 0.37770112249327126 4.279001712799072 13020.282 0.9489420609257105 0.0815327266522828 0.40723495949428923 4.247922897338867 False 9 6300 31.86 90.61 7704.6797 0.9549299069576828 0.09750235899251065 0.3660357531184787 7.703776836395264 20227.178 0.9577136673358755 0.08528196204995249 0.38096487854719824 7.701530933380127 False 9 6400 33.48 199.7 8326.024 0.9609011197622458 0.052211305103474936 0.35648683303776224 4.252594947814941 21101.98 0.9635379529861666 0.046948199843963305 0.37282145285401114 4.259575843811035 False 9 6500 57.96 87.31 7113.5723 0.9434847412328453 0.09616644178563573 0.38202499727558953 4.173681735992432 16177.905 0.9497116937455854 0.08158434274567883 0.40409607654741536 4.1518425941467285 False 9 6600 29.59 82.75 7033.732 0.9384453156049994 0.10309936305319987 0.37343909326789704 4.138460159301758 14787.3 0.9458219873379891 0.08596486454890001 0.39393186761359295 4.123489856719971 False 9 6700 28.9 82.58 9679.498 0.9536525748681901 0.07882725035710571 0.3650093894460122 4.251922607421875 21927.307 0.9572620843494715 0.06879503404805785 0.3939543473064431 4.234163284301758 False 9 6800 29.45 83.39 7752.595 0.9437876901508279 0.09738421383907488 0.38796498702683474 4.353724956512451 15792.079 0.9505923312291742 0.08073295518274481 0.40869022640463154 4.345285415649414 False 9 6900 29.16 83.26 7555.621 0.9447169773017768 0.11146570805815838 0.38439582881665735 4.207767486572266 17920.844 0.9499518757715724 0.0965103515982662 0.41221972339186247 4.18062686920166 False 10 7000 29.42 83.3 6871.133 0.9397064859564025 0.11066394900657646 0.3935930462389784 4.07114315032959 13209.177 0.9467606343897302 0.09326289133906032 0.41495862263635763 4.050730228424072 False 10 7100 29.01 81.77 9318.783 0.9363769053660067 0.10541972248903074 0.40569108098894713 4.005816459655762 13297.17 0.9432182128685899 0.08897710649371231 0.42139148360017664 3.9896399974823 False 10 7200 29.33 83.46 8740.959 0.9367951849530367 0.1088984591501738 0.41435477218550937 3.967850685119629 11725.783 0.9450418350946835 0.09003217874515859 0.43684141772251817 3.9323055744171143 True 10 7300 29.77 83.13 8385.108 0.9379815766181122 0.10689447392894623 0.4090474549345927 3.987535238265991 14027.084 0.9451222150414287 0.09004455539916002 0.42869273714109984 3.9632952213287354 False 10 7400 29.16 83.5 7528.761 0.941953919189027 0.10442705965357724 0.3783581313757594 4.349843502044678 11809.704 0.9484515079075077 0.08946647028386862 0.3994133197933058 4.320550918579102 False 10 7500 29.38 83.4 7396.092 0.9320538558174699 0.11542355731868681 0.3999957941958549 4.043126583099365 10798.099 0.9408257522143154 0.09672449646577347 0.4144639302604841 4.038140296936035 True 10 7600 29.79 82.99 8047.5923 0.9456999026292695 0.10186679890273474 0.38671139467200677 4.070419788360596 18946.219 0.9496800387136282 0.08736799993848844 0.41005414968875775 4.031119346618652 False 11 7700 28.87 82.87 7149.0757 0.9490802403416605 0.09463990785215631 0.4016519133024399 4.272765636444092 14250.001 0.9542001751287807 0.0788947946245451 0.42051600029555464 4.266199588775635 False 11 7800 29.19 83.28 8887.006 0.9393226801627165 0.0970502893572603 0.4110554960616702 3.9628896713256836 12996.908 0.9474126060982802 0.07938136734551823 0.43251286829554636 3.9246320724487305 False 11 7900 29.25 82.63 8352.676 0.9430090020889312 0.09902683529544616 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