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 17.42 63.7 1001.5343 0.9927365778595891 0.0011387494403292335 0.11128150485437659 533.9561767578125 1102.7574 0.9915241255802499 0.007114378738935809 0.09562795948561596 534.5617065429688 True 0 100 28.43 49.37 316.59485 0.9886161555175186 0.026498957038504217 0.10452255655750269 1.8664456605911255 385.63263 0.9899872540906984 0.019670231281541592 0.08166133086662912 2.1309521198272705 True 0 200 28.43 49.24 250.66594 0.985576965739509 0.03540386338059405 0.10567027630178606 1.8895797729492188 319.7088 0.9877040660097314 0.027106604194732365 0.08356252881270224 2.1522815227508545 True 0 300 29.18 49.25 156.21037 0.9822496780591029 0.05570444584185101 0.10869082693427932 1.8487577438354492 195.87267 0.9826227577206187 0.052742283018488836 0.08749360130046491 2.1124892234802246 True 0 400 29.23 49.22 184.67055 0.9827527915711641 0.03961709246296251 0.11201122936815786 1.856430172920227 232.49901 0.9851294843385592 0.031135647731944924 0.09333142511974658 2.1192610263824463 False 1 500 31.81 49.12 151.12529 0.9795407805659341 0.05691108129452143 0.10924611935140562 1.851996660232544 192.80334 0.9809765135071837 0.05029565250811042 0.08608656392520049 2.1162614822387695 True 1 600 29.31 49.29 151.33261 0.9777384952152531 0.0563627982203206 0.10763046764936325 1.8554974794387817 201.1434 0.9807560452601722 0.044984036488123214 0.07778296757286252 2.120223045349121 False 1 700 29.25 49.46 166.91684 0.9802109526293808 0.04681426268749413 0.11269242034958482 1.8477039337158203 223.92705 0.9833847829705904 0.03652261019748705 0.08770253562862844 2.1122360229492188 False 1 800 28.57 49.17 169.85738 0.9789080916081403 0.050898911999221565 0.11689895568178679 1.8713496923446655 222.42355 0.9779024259060752 0.05389474327839418 0.09291152916021249 2.136445999145508 False 2 900 28.8 49.13 134.5434 0.9752784498663604 0.06521403137747281 0.11807000422361139 1.8460488319396973 187.33073 0.9773964887281771 0.057162348640809796 0.0903845946485111 2.1110613346099854 True 2 1000 29.39 49.14 140.72604 0.9766040530033725 0.05393667232444589 0.13447507088314317 1.8444039821624756 193.99239 0.9794861549678722 0.04334578717289826 0.13124874564347086 2.1048378944396973 False 2 1100 29.06 49.22 190.98445 0.9788754959493842 0.04197625222796109 0.13818840539446492 1.8427705764770508 257.60825 0.982290796849258 0.03389321835398789 0.12480569489753766 2.105177164077759 False 2 1200 28.73 49.14 132.42537 0.9726204190786237 0.07770686021097944 0.13999406548338766 1.8445348739624023 180.51477 0.973341074522695 0.07420991090848311 0.12420903201551997 2.107982635498047 True 3 1300 28.91 49.33 123.41082 0.9694879798882585 0.08403553146952476 0.13033430118211864 1.8428963422775269 175.43076 0.9712156128856604 0.0781389088014092 0.0995370448207376 2.1090145111083984 True 3 1400 29.37 49.1 121.79278 0.968900112998953 0.0868568497212356 0.12720487340499959 1.850024700164795 177.68196 0.9711682998825617 0.07875602122852182 0.09064218796990352 2.1166117191314697 False 3 1500 28.43 49.71 114.89609 0.9646271405904111 0.09805867708074603 0.1490515483108382 1.8483545780181885 169.8149 0.9683739721198957 0.0872153174100325 0.14097598434882735 2.1104660034179688 True 3 1600 29.73 49.54 181.13704 0.9739219483057246 0.062493360414631396 0.1462942956831995 1.8901593685150146 261.35806 0.97866397309161 0.0511806743742833 0.11753108449980786 2.1541481018066406 False 4 1700 29.17 49.51 121.82085 0.9667333736722208 0.08286736185903186 0.15556659479779478 1.8376686573028564 183.46407 0.971630738747723 0.06988602947148635 0.1356581295571475 2.1015870571136475 False 4 1800 29.38 49.93 117.82007 0.9642368251581942 0.09275043052621905 0.15772778495399922 1.8352497816085815 182.22551 0.9696919360331661 0.07859677980406352 0.13131014619259865 2.1006531715393066 False 4 1900 29.38 49.94 104.429596 0.9585025173384425 0.11722769468112779 0.16875694090386956 1.8586020469665527 163.29057 0.9630997760996838 0.10434916868639063 0.14735494982595213 2.1201303005218506 True 4 2000 29.38 49.0 106.6834 0.9591051563471431 0.10993293948870017 0.17101051380885124 1.8381378650665283 162.3681 0.962974578806827 0.09784621238682994 0.1469824360439599 2.1034934520721436 True 4 2100 29.38 49.23 102.90553 0.95656403653254 0.11650413749727782 0.17922513292296854 1.8414735794067383 164.68102 0.9623282439708382 0.09954855316866326 0.16268000921356926 2.1052589416503906 False 5 2200 28.81 48.99 114.1829 0.9606699426454728 0.09386293003175138 0.17702447083283093 1.8308290243148804 175.71696 0.9641289400077341 0.08252875109229682 0.15316267053405397 2.095947265625 False 5 2300 28.43 49.01 97.56011 0.9529480973554416 0.13016516563000513 0.1845645975103967 1.839727759361267 159.63121 0.9602422039147461 0.10950353764679538 0.17111715890365362 2.102020025253296 True 5 2400 28.71 49.04 99.22315 0.9565838946835459 0.12730482051814226 0.1888963536289906 1.8440393209457397 160.04614 0.9624627898211121 0.11148175352171151 0.16117867584518591 2.108808755874634 False 5 2500 28.36 49.31 96.59491 0.951879060234307 0.12917852178907907 0.19745877345744808 1.8693602085113525 159.53085 0.9588014038414874 0.11224847561549432 0.1707627864994872 2.131462335586548 False 6 2600 28.23 49.02 106.09894 0.951460546657174 0.11286422149759479 0.20322974524070436 1.840654730796814 179.9317 0.959533340542102 0.09574653146378358 0.17434095475055347 2.103841543197632 False 6 2700 28.67 49.19 90.64673 0.944321158967564 0.1421877554102196 0.20250351866921593 1.8263503313064575 153.949 0.9522859518108219 0.12449755263956304 0.1883465446381016 2.087397336959839 True 6 2800 28.91 49.16 93.87073 0.9471111369072904 0.13408810872547575 0.2150761211742857 1.8257662057876587 159.62657 0.9545352150101097 0.11563659579396027 0.19193960255839637 2.0869476795196533 False 6 2900 28.62 49.04 100.90969 0.954045534274356 0.11460313116156813 0.22838017450910966 1.862791657447815 175.09369 0.9623950216541527 0.09286661683405475 0.20858426944317776 2.122896194458008 False 7 3000 28.79 49.05 86.899956 0.9402177800760982 0.15098831686840766 0.23380167354651527 1.8169076442718506 152.77846 0.9504832888028294 0.1274340515557796 0.2182291923806025 2.079488515853882 True 7 3100 29.4 49.29 86.31096 0.9397833818430514 0.15231830258567836 0.22925138527553152 1.8148311376571655 154.37251 0.9489444478513724 0.13171369809837927 0.21291522501251356 2.073291301727295 False 7 3200 28.94 49.01 106.247574 0.9490098306820547 0.11755474175412334 0.24401083674524784 1.8253633975982666 183.35902 0.9545423363294953 0.10256788215842016 0.22226641850280565 2.08750581741333 False 7 3300 28.65 49.29 79.64226 0.9334191911016217 0.17333285745920962 0.2548651118964464 1.8197898864746094 149.08748 0.9442961639011849 0.15082772518760706 0.2336369373257498 2.081509828567505 True 8 3400 28.63 49.04 80.46099 0.9365007283721479 0.16604393218144897 0.26229387180578084 1.8895606994628906 150.79427 0.9467787983526654 0.14334319159727751 0.2451773970207041 2.1475472450256348 False 8 3500 28.49 49.05 80.81612 0.9336902711536708 0.1651804799728116 0.26521655151883566 1.8205238580703735 152.8686 0.9443635689994033 0.14138976409209336 0.25433911661012154 2.0771055221557617 False 8 3600 28.79 49.03 77.10827 0.9288351349703239 0.17772672912694476 0.2723786189146641 1.7909218072891235 151.66496 0.9411688518702037 0.1504531160855071 0.26315516488717355 2.0499634742736816 True 8 3700 29.13 49.06 79.66643 0.9332293884603395 0.17078464103872593 0.2682490930323805 1.7893091440200806 151.71767 0.9448896447839562 0.14140168526101687 0.2557333354269372 2.0486130714416504 True 9 3800 28.97 48.98 84.961395 0.9283223598259073 0.16588830474113894 0.27402171063962855 1.803287386894226 158.7104 0.9411871912818135 0.137946102750243 0.2629369217482721 2.064650774002075 False 9 3900 28.66 49.01 77.71569 0.9271482104513595 0.18337183159782744 0.2833437365175796 1.8128060102462769 149.66315 0.9416118278845985 0.14886758624337987 0.2742169295662945 2.068128824234009 True 9 4000 28.86 48.98 76.5091 0.9243653987423643 0.19059414681540196 0.28129655386822 1.7762067317962646 142.67929 0.9380610113915997 0.1571384439225193 0.273018977445615 2.0305967330932617 True 9 4100 29.22 48.99 75.41794 0.9186246042197601 0.19597722187544586 0.2895800803308924 1.7705025672912598 142.50607 0.9331659234181695 0.16480345659106302 0.28064586064690894 2.025029182434082 True 9 4200 29.3 48.99 74.74916 0.9212977024335829 0.1974391973660579 0.30449968969936697 1.7723710536956787 138.97897 0.9348533586703452 0.16559693670194356 0.30016510426925025 2.0242223739624023 True 10 4300 29.13 48.99 75.8401 0.9221086881352806 0.19328094026568546 0.2998592345145145 1.780377984046936 144.78378 0.9361413359238654 0.15932755630770995 0.29217047982603755 2.0359270572662354 False 10 4400 29.0 49.01 74.97704 0.9194112587585895 0.19303691489937053 0.3117710709525173 1.7569955587387085 147.10289 0.9350567789627633 0.15768256746231793 0.3162456235322879 2.0087766647338867 False 10 4500 28.93 48.99 71.87729 0.9170340231330797 0.20308010537588225 0.3100657657946321 1.7817071676254272 140.27913 0.9331163810123454 0.16495118887077215 0.3095478985618791 2.029757499694824 False 10 4600 28.44 49.05 74.32322 0.9157119586077107 0.19265930541743354 0.3092572212390211 1.768743634223938 147.62726 0.9335591173140674 0.15221443326130865 0.31485175514464325 2.0162336826324463 False 11 4700 28.25 49.39 75.01898 0.9204891542736127 0.1947463559644258 0.3091462032441087 1.7492821216583252 142.6607 0.9373032145886031 0.15204598744907746 0.3123092206501613 1.9944288730621338 False 11 4800 28.53 49.07 72.31799 0.9097676260895148 0.20748199677125445 0.31677545449458716 1.7559411525726318 144.3882 0.9284462301869334 0.16609565244048252 0.32047310498191406 2.0078811645507812 False 11 4900 28.61 49.09 69.72245 0.9105520934170658 0.21556265159712415 0.32005107900765706 1.7839785814285278 138.93034 0.9291795171880946 0.17183529969986644 0.3356546581291096 2.025312900543213 False 11 5000 28.6 49.33 114.56488 0.9452359048285227 0.1278112402046616 0.3001941158606389 1.7357831001281738 195.20547 0.952746947364954 0.10396906149745815 0.29812987857526124 1.9871644973754883 False 12 5100 28.22 49.1 71.72436 0.9141495280634183 0.21017602731910748 0.31368546752916004 1.7599135637283325 139.73296 0.9311576251616174 0.16604606151437146 0.32003650399542743 1.9986084699630737 True 12 5200 28.85 49.21 68.93365 0.9053916407777107 0.22539464727021813 0.32224247917731935 1.7019610404968262 135.8295 0.9255989068937085 0.17939258069696723 0.33569951482283494 1.9372979402542114 True 12 5300 28.83 49.03 68.01577 0.9078083653323289 0.22972117181307095 0.3231367486745759 1.7990195751190186 135.63658 0.9271699476557621 0.18412281676627654 0.33212488366618126 2.036839246749878 False 12 5400 28.42 49.06 71.494934 0.908869543438505 0.20647808247522914 0.3270916830593626 1.7294707298278809 138.94763 0.9283478606819628 0.15798746471586644 0.3368818252127781 1.9768903255462646 False 13 5500 28.22 49.34 70.3243 0.9073658198959332 0.2147270790559125 0.32333528684492985 1.7240626811981201 142.60306 0.9263577261421627 0.17167458673169622 0.3296964517705076 1.9687405824661255 False 13 5600 28.52 49.21 65.832886 0.902947817644959 0.2330401185022206 0.32865283539849277 1.7727385759353638 131.78838 0.924708293989835 0.18119043280802954 0.33767410632623235 2.0037643909454346 False 13 5700 28.5 49.16 64.92218 0.9073637532652447 0.23154050921007058 0.32980630951668777 1.7049469947814941 134.868 0.927648512316894 0.1821793153186794 0.3403165515373498 1.9387871026992798 True 13 5800 29.07 49.35 63.52809 0.8979041442927694 0.24003703092229672 0.3337135298415013 1.711881399154663 133.09158 0.920194488777199 0.18773760107789128 0.3446056381422982 1.9534940719604492 True 14 5900 28.72 49.95 62.836002 0.896763278535731 0.24236439087196082 0.33512104734388565 1.6769399642944336 132.47525 0.9212953808634218 0.1850107570621267 0.34514006405717623 1.9149410724639893 True 14 6000 29.56 49.55 64.05232 0.8937970253731867 0.24745634440817826 0.3368337852546256 1.7404274940490723 131.7214 0.91941534575038 0.1882720500246111 0.34741423147382455 1.9818447828292847 False 14 6100 28.87 49.56 67.46022 0.8942523680175579 0.2408639079289998 0.3387616171937464 1.6738362312316895 134.76044 0.9198633120156116 0.18185856550525586 0.34639752850520966 1.9120087623596191 False 14 6200 29.02 49.54 72.08145 0.9033855942842239 0.22443019567766617 0.33589624135113544 1.7169296741485596 137.3928 0.9262381646191902 0.16909686009611405 0.34647654752986357 1.9610649347305298 False 14 6300 29.01 49.18 69.91604 0.9016930799346203 0.23191781240828582 0.33754039037439715 1.761609673500061 135.77791 0.9237187364625113 0.17742354273254002 0.3482698682100329 2.0078957080841064 False 15 6400 28.22 49.32 66.90691 0.8989021334454704 0.2400004112450607 0.3432819512168966 1.664538025856018 132.17166 0.9227301532143231 0.18220495501198034 0.3504337977217201 1.9039124250411987 True 15 6500 28.74 49.05 64.06659 0.8987023650374971 0.2482370183822895 0.345878438677908 1.6637085676193237 130.70717 0.9227524648925463 0.18907782638452295 0.3542062503025694 1.893044352531433 True 15 6600 28.8 49.05 67.7359 0.9034109881363622 0.22977910174905217 0.343982900025027 1.7110072374343872 136.78273 0.9273479492198922 0.1717173717057943 0.3546618699906859 1.9488749504089355 False 15 6700 28.39 49.03 64.5381 0.8992671796909489 0.24237209877673443 0.35094246630789233 1.675682544708252 133.73996 0.9226014756686494 0.18667414945683006 0.3594139980304871 1.9064725637435913 False 16 6800 28.25 49.64 64.48393 0.8953456746675279 0.2429531719905666 0.3447513542901181 1.6608572006225586 131.63696 0.9201454709014978 0.18297484205098036 0.34759916967684873 1.9052517414093018 False 16 6900 28.39 49.07 64.167206 0.8941313089623141 0.24528680641527725 0.3373687405350126 1.7302380800247192 129.90295 0.9188414066723255 0.18709629393833413 0.3302453572517899 1.9925782680511475 False 16 7000 28.8 49.01 71.449974 0.9037864308746171 0.21989102897971993 0.35260937357953664 1.6659897565841675 141.06038 0.9258255299487889 0.16363901645482298 0.35166989051740016 1.9090580940246582 False 16 7100 28.82 49.03 61.20829 0.8889800409747785 0.25870942809457775 0.3541207892569737 1.667398452758789 122.4604 0.9171985553336351 0.19444754404702266 0.3487710003031386 1.9129563570022583 True 17 7200 28.53 49.04 61.367992 0.8910154500949138 0.26016498525042153 0.3535868797777107 1.6892497539520264 124.20152 0.9184339360231046 0.193893926460991 0.3585254183124785 1.9313528537750244 False 17 7300 28.39 49.05 63.582294 0.8926611785561568 0.25196898743754625 0.3613852691983284 1.650574803352356 133.81538 0.9198331784591921 0.18539968455491168 0.3589798860160542 1.8845027685165405 False 17 7400 28.4 49.02 60.789215 0.8931031463523218 0.26126884858982014 0.3567678497782889 1.6727995872497559 128.42746 0.9196483532886932 0.19463824664843096 0.3460443634803511 1.922776699066162 False 17 7500 28.76 49.02 59.63952 0.8853120560198166 0.2595913782729653 0.3659488356698861 1.64662766456604 124.251755 0.9147708687367593 0.19019699479820001 0.3611968354880408 1.897222638130188 False 18 7600 28.48 49.04 60.349033 0.8892622603206007 0.269515123667106 0.3625295898466052 1.6756879091262817 125.10014 0.9167681031811473 0.20062662591442448 0.35443627434689057 1.9183682203292847 False 18 7700 28.35 49.02 62.713684 0.8858282833334375 0.26321669350429827 0.3728393535945933 1.7571325302124023 123.40536 0.9146131786279929 0.19405886223174426 0.3687785541343377 2.013049364089966 False 18 7800 28.38 49.03 61.54568 0.8912841766133807 0.2616348189204631 0.373773677406803 1.9162406921386719 123.230896 0.920318239727065 0.19093881829544068 0.36349304670065113 2.1544885635375977 False 18 7900 29.02 49.35 63.138897 0.8827988282570773 0.2679272706246908 0.37647833338611414 1.6272379159927368 125.106 0.9142246242698511 0.19460771644640487 0.3662702863916247 1.8822273015975952 True 19 8000 29.58 49.59 63.553204 0.8952149263296418 0.26183635868832533 0.37237647226026643 1.6586523056030273 128.98395 0.9223558975725751 0.19276488379494594 0.35922719760512434 1.9061942100524902 False 19 8100 28.96 49.02 61.63679 0.8877552227367189 0.2629618044180113 0.382063597843511 1.6111582517623901 132.22365 0.9166236506228329 0.1945913976403999 0.3683130772127831 1.8679845333099365 False 19 8200 28.95 49.03 61.495197 0.8891704512464853 0.27125924833878884 0.387095071536012 1.6869733333587646 127.145256 0.9181289436781557 0.1994698685034068 0.37279392699137354 1.92946195602417 False 19 8300 28.48 49.03 60.63575 0.8810517984243165 0.2763313510305967 0.3929860240110167 1.6069010496139526 123.02845 0.9131302746498936 0.20093992401242639 0.37628345415392084 1.86128568649292 True 19 8400 28.88 49.07 61.940464 0.8811014223351292 0.2754149860489216 0.40011489739572864 1.6084901094436646 122.82937 0.9147369592162197 0.19615194843065636 0.3810280631959645 1.860701084136963 True 20 8500 28.91 48.99 62.39442 0.8894537520577814 0.27573035728800654 0.39385952821618486 1.6106700897216797 129.60701 0.9195080014611674 0.19893368677218065 0.3641120960057719 1.8745964765548706 False 20 8600 28.47 49.29 61.765106 0.8825490892032629 0.27103172333626546 0.4007226814984065 1.592319130897522 126.779755 0.9150548984663092 0.19286523750041762 0.3811548252975922 1.8561688661575317 False 20 8700 28.91 50.55 61.60838 0.8804021707638667 0.2750183637597838 0.41316922940660794 1.5691685676574707 126.365005 0.9136046846139717 0.19570834701706663 0.379129635767958 1.8429210186004639 False 20 8800 28.99 49.03 59.431004 0.8794621066822189 0.28685138454398296 0.41142074684031543 1.576673984527588 122.31666 0.9146496730575835 0.20114499850145137 0.37809509894099064 1.854472279548645 True 21 8900 28.58 49.04 61.01431 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0.8809365402861388 0.2873161022913771 0.5054363637733413 1.4119020700454712 125.80865 0.9164592962209251 0.20152306456350152 0.41504145745223586 1.7726281881332397 True 23 10000 28.77 49.06 57.68855 0.8747534786231331 0.29395278638997296 0.5140487775148154 1.403494119644165 123.81552 0.9131955551123097 0.2029929087526639 0.4043209288980709 1.7924144268035889 True 23 10100 28.75 49.28 57.26731 0.8651330906324277 0.30222086298637363 0.53450586097093 1.4543333053588867 123.2819 0.9073000177173924 0.20538710512509528 0.4096249503136266 1.8784077167510986 False 24 10200 28.18 49.04 58.70837 0.8808193526407625 0.2900942697082163 0.5403904699611749 1.3708298206329346 127.18121 0.9159116276597664 0.204289815543895 0.4029087645448662 1.794592261314392 False 24 10300 28.76 49.02 58.906094 0.8760006125044767 0.28643940171591953 0.5718821032529837 1.2723965644836426 131.10535 0.915010973431705 0.19546619687577532 0.4140271245872489 1.7600789070129395 False 24 10400 28.99 49.05 60.95153 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