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 17.56 51.02 43573.79 inf -0.003431770197284922 0.002392327517178136 528.2484741210938 46286.465 inf -0.0034938428490715622 -0.017286037307685628 519.380859375 True 0 100 29.71 39.19 3088.9275 0.9450527754847292 0.018699436032163112 -0.05192788005069698 7.607264041900635 3401.7432 0.9435644171778341 0.0167206161534054 -0.0709717432445928 7.679055213928223 True 0 200 29.53 39.02 2821.7393 0.9413787273691085 0.028926255446551103 -0.039132424065239174 7.384371757507324 3174.6685 0.93998161502363 0.02492613817032523 -0.059185205679730395 7.369974136352539 True 0 300 29.44 38.47 2458.5352 0.9375195218338818 0.0457969712672737 -0.047102183293765865 7.364903450012207 3066.1892 0.936255555609373 0.04249585749165091 -0.06520844503944764 7.163304328918457 True 1 400 37.89 38.25 2554.0862 0.9381091305537718 0.04346106617111893 -0.08245597056909497 7.3480544090271 3183.3545 0.9371721158299389 0.03900065257906846 -0.10994404674396278 7.204569339752197 False 1 500 28.49 38.68 2428.586 0.9350779725369377 0.04945292524566523 -0.04394396625475203 7.338414669036865 3191.2727 0.9339032858319528 0.04617056265355319 -0.06075348614639292 7.2784743309021 False 1 600 28.84 39.27 2528.3518 0.9376270657124588 0.04549664714848413 -0.021407310965242368 7.782311916351318 3086.4265 0.9364613629885266 0.0413983028051602 -0.03460520922637727 7.937766075134277 False 2 700 29.18 38.77 2366.6038 0.9328839247161703 0.062214170512549884 -0.02449440403290861 7.335495471954346 2996.3071 0.931562114402766 0.05883527686369638 -0.042107060505017835 7.228292465209961 True 2 800 30.03 39.42 2499.832 0.9361734896557353 0.04822747249587747 0.15690589341627154 7.2976274490356445 3228.2449 0.935070777334812 0.04337744800534134 0.16028589364234816 7.265326023101807 False 2 900 29.24 39.0 2298.4253 0.9346933052683263 0.055268749023246584 0.051489954857204964 9.951931953430176 3018.1196 0.933183773673932 0.053190730884469344 0.056112310322318865 10.417799949645996 False 3 1000 28.93 38.67 2015.8694 0.9279556194094657 0.06933026062424019 0.039045607639263416 7.310773849487305 2750.8103 0.9271749853754327 0.066032442038702 0.03538904536669696 7.082638263702393 True 3 1100 29.69 38.81 2092.542 0.9306804896146963 0.06352136340046212 0.046535223052290534 7.259129524230957 2996.93 0.9297042878551596 0.06013752372719624 0.05841655048040823 7.135440349578857 False 3 1200 29.08 38.26 1897.2933 0.9264554814620557 0.07540288923508463 0.04575802754823277 7.261805057525635 2754.8523 0.9262779393962185 0.06940410964238325 0.04418670856724912 7.1652302742004395 False 4 1300 29.17 38.49 1828.2302 0.9235932654627845 0.08554846604255743 0.044883442127152194 7.246200084686279 2800.7764 0.9243944391054435 0.07901233213324399 0.03334876691733299 7.087843894958496 False 4 1400 28.97 39.75 1975.683 0.9297942397859414 0.06645821608934893 0.050954269829046064 7.348926067352295 2865.388 0.9297481420606549 0.06076110206563123 0.034586697298975067 7.100891590118408 False 4 1500 28.91 39.12 2167.7532 0.9333432563844896 0.0624912754185413 -0.05531760104928458 8.367582321166992 2914.1648 0.9325158308393053 0.05828579514617099 -0.07627386003217496 8.625144958496094 False 5 1600 28.88 38.84 1813.0057 0.9256286559519622 0.08259891393407787 0.012967888106543674 7.264829635620117 2789.7134 0.9261742186130718 0.07327043786155771 -0.0003196210636086558 7.108123302459717 False 5 1700 29.25 39.36 1819.3483 0.9263082445702757 0.08067878028276204 0.09256987556786568 7.236216068267822 2737.0112 0.9270929162772641 0.07305389318551342 0.07293139931276955 7.0598249435424805 True 5 1800 29.3 39.19 1779.7046 0.9228543093072248 0.08369307275531676 0.019844825960251063 7.347039222717285 2734.3533 0.9240367022378686 0.07533889865187623 -0.0027227219115621144 7.117861270904541 False 5 1900 29.02 38.38 1835.6421 0.9275146754093049 0.07660145352778597 0.13499150628306822 7.230456829071045 2998.9397 0.9289022696259946 0.06669199522461555 0.11516966078974773 7.020748138427734 False 6 2000 29.02 38.76 1850.2063 0.9273538203974827 0.08319192888796895 0.07568854654394777 9.155927658081055 2859.8667 0.9287050803253466 0.07292395884998167 0.0686606513310288 9.460606575012207 False 6 2100 29.25 38.49 1556.8229 0.9184690453884589 0.10031752346335128 0.053567163000902814 7.242257118225098 2708.6582 0.922312363490753 0.08624158425629938 0.04531155355552194 7.077789306640625 True 6 2200 29.62 38.97 1539.2804 0.9191282557671272 0.10347174052497614 0.09431087669005768 7.213892459869385 2852.4443 0.9234354696611524 0.08707858404637335 0.07520702252936959 7.063076972961426 False 7 2300 28.87 39.44 2122.389 0.9357534597418249 0.06785616569982142 0.04195626429475683 7.871401309967041 3454.1558 0.9387247036135122 0.05559873285724721 0.028934405796644906 7.966750144958496 False 7 2400 29.14 38.67 1517.5618 0.9191071335745521 0.09933938540044432 -0.01146613557854582 7.288671016693115 2773.2637 0.9240938685768767 0.08154105474494455 -0.032008288567450374 7.185053825378418 False 7 2500 29.13 38.34 1481.4064 0.9168740615853873 0.09957127858276886 0.026828540254161693 7.277180194854736 2775.8635 0.9237165192453876 0.07818729866796405 -0.00690154133752324 7.195940971374512 False 8 2600 28.82 39.36 1473.1245 0.9165083936233067 0.10178357181776701 0.0777394888326418 7.248468399047852 2892.2312 0.9244229597073771 0.07775267386380245 0.0482553905149969 7.067275524139404 False 8 2700 29.07 38.23 1518.2057 0.9197073252372051 0.10883451834938218 0.004517815284819531 7.4833221435546875 2784.8147 0.9241093201458389 0.08874129769747678 -0.017309044583067958 7.498199939727783 False 8 2800 29.03 39.35 1661.5889 0.9247542062845799 0.08700643041355724 0.07502579891697668 7.498869895935059 3008.6548 0.9301517718162234 0.06545256975794093 0.053018723461368045 7.537783145904541 False 9 2900 29.16 38.6 1661.4734 0.9168617917203252 0.10191087045565245 0.15631225537233887 7.203463554382324 2866.9868 0.9256148947775247 0.07540453733530936 0.1341501681709462 7.002474784851074 False 9 3000 29.03 38.78 1508.4352 0.9148582573129204 0.1121144943440097 0.10836022555609671 7.206708908081055 2957.2002 0.9252226262029263 0.07862324666508028 0.07628046891917158 7.087392330169678 False 9 3100 28.93 38.24 1712.1239 0.9265243969344226 0.079448593074503 0.011984857326536527 7.2662882804870605 2995.877 0.9312052007236071 0.060793852850266006 -0.003917097971111512 7.125173568725586 False 10 3200 28.88 38.29 1415.945 0.9107930915139331 0.11877516141810807 0.0816621556465094 7.22584867477417 2682.8054 0.9198381050203079 0.09176437976069814 0.05380872314855242 7.101219654083252 True 10 3300 29.47 38.26 1344.56 0.9108740473520285 0.12676695127914753 0.10324587126680856 7.412409782409668 2690.8535 0.9209037856583068 0.09357474170448248 0.06885762800929736 7.410953044891357 False 10 3400 29.16 38.16 1457.7343 0.9177426703788698 0.11967812553367518 0.04193253716977937 7.791696548461914 2751.177 0.9239145239659053 0.09148824193226654 0.010538838296045142 7.9015607833862305 False 10 3500 29.16 38.13 1417.784 0.9155765849727032 0.11075772374677319 0.027514412959980337 7.52492618560791 2858.297 0.9237439689747515 0.08085463278706696 0.004582196780920124 7.555988788604736 False 11 3600 29.2 39.39 1372.734 0.9119604235683182 0.11838571470745778 0.07700509439783954 7.41007137298584 2757.9583 0.9221025246310605 0.08728587838580396 0.04188805094456302 7.4246907234191895 False 11 3700 28.89 38.19 1292.631 0.9045757236770545 0.14029997351408402 0.07124675734999028 7.233536720275879 2727.2117 0.9183407288543673 0.09972530549258184 0.0319200516244124 7.082550525665283 False 11 3800 29.0 38.17 1326.5996 0.9045937861962028 0.1375214159984114 0.09934660753070838 7.218048095703125 2825.3315 0.9188673447287437 0.09504561016319377 0.06327066846698619 7.056208610534668 False 12 3900 28.83 38.24 1347.9911 0.9031803258596838 0.13880835297767724 0.10196242093031918 7.244011878967285 2746.4907 0.9187027770825397 0.09503842072156361 0.05756502365949576 7.174253463745117 False 12 4000 28.97 38.72 1334.6788 0.9060119300419703 0.13517735449865043 0.0622628389904 7.2322893142700195 2821.4172 0.9197074388351122 0.09428387213811582 0.01580926152609398 7.106677532196045 False 12 4100 29.05 40.16 1312.023 0.9001755670578869 0.15621420524049057 0.10120022585112534 7.202144145965576 2872.1196 0.9184062733026241 0.10092614721338304 0.06562337506032068 7.062917232513428 False 13 4200 29.0 38.59 1412.022 0.9104743516757379 0.12764713420072007 0.10485279804893216 7.825949192047119 2721.2192 0.9220245926457572 0.08867118029911014 0.06512472008523199 7.947803497314453 False 13 4300 29.04 38.27 1330.1628 0.9007450451827326 0.15050754861922744 0.09174439610577302 7.213808059692383 2868.0854 0.9198582939333202 0.09506798727262873 0.049100690250065325 7.079492568969727 False 13 4400 28.94 38.16 1295.7068 0.9003604447469119 0.15872906137021564 0.133875154028153 7.19646692276001 2678.2837 0.9172717660685085 0.1048937177242301 0.08943631978724657 7.108449459075928 True 14 4500 29.0 38.23 1250.1116 0.8962590412887731 0.16534247803916968 0.09035244343712501 7.209839820861816 2729.6584 0.9152739611370991 0.10819163578061342 0.052919676825073536 7.0770263671875 False 14 4600 28.84 38.22 1187.9464 0.8990429645105086 0.1577970754356382 0.14377854208765167 7.273625373840332 2745.9658 0.9185871892960022 0.09910369146382499 0.10599789517272826 7.235604286193848 False 14 4700 29.02 38.26 1202.7246 0.8996968568309233 0.15420650307579858 0.12456549158045074 7.2249674797058105 2840.9587 0.9215279650612034 0.08879727869020436 0.08623573596846472 7.153706073760986 False 15 4800 28.86 38.32 1337.894 0.8981441677979051 0.1473056389885256 0.1442722012549927 7.791385650634766 2874.358 0.91715067585089 0.09701601548859758 0.10886618471692908 7.885219573974609 False 15 4900 29.01 38.26 1301.4666 0.9009959979931011 0.15139017774915875 0.17393575195219974 7.17882776260376 2805.0974 0.9203413611485899 0.09185897045926249 0.1278025043729552 7.093957424163818 False 15 5000 29.08 38.24 1266.9084 0.8976584453518286 0.15555084696431315 0.13750065959943308 7.18621301651001 2904.929 0.9205093865110919 0.09050744646959352 0.08785098514422053 7.0887651443481445 False 15 5100 29.07 38.29 1258.3237 0.8899559454119788 0.1756803662477232 0.16853709883368925 7.218340873718262 2848.43 0.9165484408226379 0.10146139997310105 0.11808801877765057 7.020387172698975 False 16 5200 28.97 39.39 1287.6542 0.8973631498592174 0.1550448692395453 0.13157715174005694 7.206119060516357 2819.3599 0.9204316979424971 0.08853698054068793 0.07702370592216513 7.134218692779541 False 16 5300 29.24 38.85 1252.1119 0.8961832590163197 0.174059350513554 0.10953842640620522 7.608865737915039 2824.7334 0.9194809930585529 0.09895342612373985 0.059200864083938924 7.301811695098877 False 16 5400 29.48 38.41 1130.6613 0.8866622578467298 0.18616159119269002 0.1018683882307826 7.206943511962891 2831.2305 0.9162601614327183 0.1017976600404318 0.047825107799999045 7.120514869689941 False 17 5500 29.04 38.21 1248.994 0.8991284689031849 0.14900417499910013 0.11635528502163879 7.241784572601318 2861.5562 0.9225815089729353 0.08336078779760925 0.06098982995800057 7.193824768066406 False 17 5600 29.06 39.31 1101.6602 0.8824346625799244 0.19450259718835472 0.13883993178509554 7.221626281738281 2791.8247 0.9134953158882484 0.1087078633590092 0.09200952664688725 7.037554740905762 False 17 5700 28.92 38.84 1117.9993 0.8852956813276255 0.19168397918440636 0.14340950230711483 7.1779046058654785 2833.074 0.916537048001665 0.1010128741878535 0.0926703344102365 7.095596790313721 False 18 5800 29.02 38.35 1164.6322 0.8823064035352498 0.19666968940713017 0.1374142453401525 7.2503180503845215 2825.9043 0.9153103825812062 0.10178527977940241 0.08077224207206299 7.05907678604126 False 18 5900 29.14 38.42 1207.1482 0.8936676069272357 0.16631428173384932 0.06980898958397419 7.262360572814941 2874.6807 0.9196264536037837 0.09211705120014085 0.012189922280826689 7.103402137756348 False 18 6000 29.09 39.4 1118.902 0.8837538832032762 0.19932092908841065 0.09046254396775442 7.209251403808594 2855.6438 0.9165917721493937 0.10364824065443373 0.029388311834983003 7.125712871551514 False 19 6100 28.88 40.09 1088.3246 0.8850215834830111 0.1943518379195048 0.1413992775275711 7.175293445587158 2820.368 0.916859763417427 0.10023955242219895 0.07858680311727063 7.098627090454102 False 19 6200 29.07 38.6 1119.7444 0.8833672546228954 0.1961334529478515 0.11338207603168733 7.184332847595215 3007.916 0.918403910012171 0.09651376882990363 0.04891172086302825 7.079474449157715 False 19 6300 28.89 38.19 1124.2795 0.8851477678850104 0.1959371175716452 0.12290821552463435 7.192818641662598 2837.6465 0.9145763873881162 0.10908972365564283 0.0632372579367515 7.125930309295654 False 20 6400 28.76 39.36 1127.3904 0.8869798743233324 0.20099494394317563 0.12821282464300257 7.1782755851745605 2692.7612 0.9137767097303944 0.11490701335033501 0.052571584120826714 7.105765342712402 False 20 6500 28.94 38.36 1147.6791 0.8772513768735051 0.2097829947225883 0.13714017250663632 7.193263053894043 2981.0364 0.914238762694187 0.10947769478945943 0.07159535863138614 7.046709060668945 False 20 6600 29.01 39.22 1070.7356 0.8758802957021018 0.21928262131270715 0.15077394174237746 7.322864532470703 2793.5308 0.9139979426134777 0.11011070600940111 0.08811705947115164 7.335063934326172 False 21 6700 28.64 38.6 1055.6879 0.8735879691108729 0.22177583356828137 0.1540139491936058 7.179111480712891 3040.4143 0.9146109709361177 0.1081984831757333 0.07678006369201913 7.041713237762451 False 21 6800 29.17 38.67 1014.299 0.8800044298706979 0.211556522556496 0.11749773184380417 7.1793670654296875 2800.2112 0.9155480823342036 0.10768284493442659 0.04673252102739613 7.113437175750732 False 21 6900 28.94 38.15 1081.8376 0.87821035539099 0.21849154286848677 0.16791943221078678 7.181314945220947 3009.816 0.915026580852383 0.10824162014694691 0.0926663628185053 7.0308942794799805 False 21 7000 28.89 39.44 1039.4524 0.8762024065255062 0.21687973213727466 0.1421988365724869 7.170000076293945 3007.3633 0.9174680847421771 0.09952520706214037 0.06578401790938603 7.1038818359375 False 22 7100 29.22 39.44 1049.1198 0.8774494397249589 0.20911872556990482 0.15962177574711733 7.1517534255981445 2822.569 0.9170288214647667 0.09874575390836056 0.08043146882640251 7.104190349578857 False 22 7200 29.27 39.79 1011.2678 0.8757682575166659 0.2164194048803836 0.1436579981623516 7.183910369873047 3051.4248 0.9195064656281565 0.09151775087909558 0.05660738873643671 7.157453536987305 False 22 7300 28.87 38.5 1289.0945 0.8937245413445485 0.17823138565024588 0.19508900195675788 8.043207168579102 3057.79 0.922491596352311 0.09240554299409803 0.12982678527465852 8.21275520324707 False 23 7400 28.91 38.48 998.097 0.8766795072345517 0.20881976800329624 0.1767684962378169 7.368237018585205 2968.1912 0.918350124012117 0.09348716974066962 0.11041532594470466 7.41376256942749 False