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 17.47 41.63 13319.449 0.9704654569076256 0.006848538546833757 0.042856119041856926 435.44989013671875 13720.991 0.9731914829635481 0.005361807934819945 0.023282635932400212 430.7315979003906 True 0 100 29.65 29.8 1206.8649 0.9585718868225145 0.04875444698602028 0.02612098222107623 6.190304756164551 1259.2634 0.9626215884748093 0.040331205733760735 -0.017672263035253453 5.8917646408081055 True 0 200 29.66 30.0 1086.5952 0.9518833422541355 0.06656803611613052 0.01349866151956859 6.235339641571045 1223.0887 0.9576340335446241 0.0517954337585653 -0.031251462688669636 6.004014015197754 True 1 300 31.87 30.05 1013.51215 0.9491738860285369 0.07268959739004381 0.02241360339490191 6.19557523727417 1202.4376 0.9556885176722966 0.05633108551955152 -0.020939475579382145 5.900584697723389 True 1 400 29.35 29.6 1054.7655 0.9483080500214592 0.07388420409185677 0.0005590373497516235 6.2262983322143555 1161.7749 0.9551054998558949 0.057619319857470666 -0.03827230746796114 5.969248294830322 True 2 500 29.0 29.33 924.68304 0.9441321989536178 0.08706159999767352 -0.003456711698748733 6.25141716003418 1115.6396 0.9517551599257357 0.06856450474438681 -0.039837866358582136 6.012186527252197 True 2 600 29.43 29.69 920.90765 0.9462393066290999 0.07905745161606996 -0.009809308198447083 6.4051079750061035 1152.5328 0.9542534280460951 0.05958660838901366 -0.04054801502034631 6.007228851318359 False 2 700 28.88 29.55 1002.2958 0.9481505766392594 0.06855376297378052 0.02171363833994427 6.430789947509766 1229.448 0.9562135627383846 0.04951424268696705 0.01052284907434269 6.229732513427734 False 3 800 28.6 29.43 847.2303 0.9438009182334817 0.0810162322725399 0.06972582108818241 6.175877094268799 1165.5931 0.9524404873931065 0.060119693681683836 0.05347820696744617 5.9078874588012695 False 3 900 28.76 29.35 927.3705 0.9497303112773111 0.0655679951112804 0.02330737282126972 6.498424053192139 1176.3513 0.9564156962793479 0.04999717240241292 -0.01123647799957202 6.360188007354736 False 4 1000 28.84 29.44 885.91815 0.9477027930602652 0.06637252300068548 0.00883331682100274 6.372898578643799 1150.7946 0.9551863222311006 0.05005644360511986 -0.025885122096595964 6.178114891052246 False 4 1100 29.01 29.76 890.57574 0.9498086948859301 0.06018228923288637 0.0695799243472043 6.158989429473877 1237.7871 0.9574390403273781 0.04371894066178092 0.03952193826750715 5.8697710037231445 False 4 1200 28.96 28.99 792.49133 0.943161543618166 0.08579920353862425 0.059826311090036534 6.29378080368042 1123.8381 0.9526760602800317 0.06386020780958741 0.04292360430833082 5.9137115478515625 True 5 1300 29.19 29.02 738.1817 0.936074761806856 0.11194824760524937 0.05820270978588551 6.172436714172363 1053.9263 0.947363799277109 0.0825923328699155 0.024511035804445146 5.864213466644287 True 5 1400 29.26 29.53 709.1447 0.9337296795533342 0.10883407713837315 0.03241546767228089 6.198564052581787 1030.9023 0.946819861639262 0.07747069088020471 0.004925276699932026 5.925667762756348 True 6 1500 29.34 29.21 692.4569 0.9348063860443518 0.1019048505644571 0.07767369249926705 6.159411907196045 1090.6781 0.948477369910797 0.07219701963477489 0.07856669612697507 5.83339262008667 False 6 1600 28.83 29.08 678.998 0.9345763228840848 0.105730590524833 0.07947622903337227 6.223293781280518 1074.5675 0.9481295980808355 0.07288789541182483 0.06690464488159927 5.962521076202393 False 6 1700 28.96 29.68 656.3437 0.9326813698941777 0.11036609250351576 0.0716988848040393 6.165792465209961 1064.2324 0.9476302648279463 0.07491193871731773 0.08019324358209987 5.835952281951904 False 7 1800 28.38 28.9 685.20496 0.9317999978795197 0.11912444701511467 0.12466173644938869 6.167243003845215 1062.5015 0.9468730033542162 0.08012549655085764 0.13454031984828224 5.867037773132324 False 7 1900 28.73 28.99 995.5039 0.9440345186395204 0.08744694968461905 0.04129696911893783 6.194303035736084 1389.6427 0.9560277416027954 0.05744510607714533 0.04425905098627361 5.89749002456665 False 8 2000 28.62 29.46 669.6294 0.9320959672880159 0.11066802952297182 0.0856769341357299 6.603592395782471 1124.376 0.9482460406902024 0.07037062714997608 0.058298888906489314 6.166013240814209 False 8 2100 28.94 28.99 760.51416 0.9381837821220766 0.09575515972077796 0.10122843587124669 6.156397342681885 1178.3358 0.9525357036191725 0.061115975785666715 0.08500112163087502 5.8747076988220215 False 8 2200 29.05 28.91 599.83746 0.9245616250435565 0.13418547588807414 0.07912976386376605 6.166018009185791 1031.5134 0.9443799664356954 0.08569886524810924 0.06470904392940571 5.884254455566406 True 9 2300 28.88 29.16 594.4305 0.9278490798384462 0.12730947647263324 0.09197282328146653 6.200098991394043 1095.14 0.9465253430750221 0.0801151749780614 0.08377103725380199 5.93621301651001 False 9 2400 28.99 29.12 606.9357 0.9238351126208395 0.1308429178902312 0.04035482195531776 6.243959903717041 1081.5417 0.944467182407768 0.08402170292918267 0.03910814439765717 5.875786304473877 False 10 2500 28.57 29.02 715.8137 0.9358353306011559 0.09709077533908722 0.10620502658513141 6.1663737297058105 1249.818 0.9536826523563288 0.057166109137082914 0.10812785493575933 5.882101058959961 False 10 2600 28.6 29.08 714.4819 0.9360480334915009 0.09990210265731958 0.09625185495828135 6.152089595794678 1273.6305 0.95383069088942 0.05741494092771978 0.07703747121170122 5.8647871017456055 False 10 2700 28.63 29.7 558.7367 0.9233660789535731 0.13932353566344555 0.11470759133121233 6.136618614196777 1080.4324 0.9463504772223489 0.08038350144452186 0.09412877269150505 5.829179763793945 False 11 2800 28.82 29.97 619.50446 0.9223700954682414 0.13837736185645527 0.11151336419005839 6.230052471160889 1081.2662 0.9446492930625322 0.08273199112533518 0.10945531104178478 5.965540885925293 False 11 2900 28.63 29.73 613.013 0.9206626193116464 0.1368262866959518 0.11779793580279269 6.319762706756592 1100.1534 0.9456988094938714 0.07794114483383832 0.12056263156118838 6.073395252227783 False 12 3000 28.49 29.53 538.3041 0.9199701077153332 0.1496140357706172 0.09991202772113716 6.153457164764404 1101.6691 0.9461122737815356 0.08352724152815535 0.08500784816986594 5.823429107666016 False 12 3100 29.33 29.53 563.55225 0.9170641943248404 0.14565082963456472 0.14218347701148307 6.232481479644775 1117.9222 0.9439276025466954 0.0835914805285945 0.14000253875948904 5.851891040802002 False 13 3200 28.9 29.2 516.3021 0.9167951496835647 0.1557971756781847 0.11062264049136344 6.190618515014648 1086.9281 0.943429296711158 0.09091563059709676 0.10476950870104461 5.912167072296143 False 13 3300 28.86 29.14 505.61102 0.9161670489401037 0.16281114564444357 0.13041145902900964 6.19074821472168 1053.3107 0.9431528710057615 0.0938888194652375 0.11803328165378553 5.925666809082031 False 13 3400 28.71 29.65 490.602 0.9125924662731937 0.16723852178599555 0.11693592890889881 6.2256646156311035 1061.3997 0.9430969323874809 0.09076265694596013 0.10792093808065686 5.972318172454834 False 14 3500 28.82 29.78 503.2152 0.9128485131224737 0.15622362338725104 0.1403872430812574 6.139467239379883 1124.3441 0.9456763018605439 0.07861649609393023 0.12807556130284944 5.8476762771606445 False 14 3600 28.61 29.73 479.70862 0.9083306903692064 0.17069998040774298 0.11868550783702067 6.127005100250244 1065.0897 0.9414261218772328 0.09344299351666131 0.10523315317791475 5.816761016845703 False 15 3700 28.39 29.63 594.51044 0.9181611597117072 0.1364111921600585 0.14376933607425166 6.125918388366699 1232.9225 0.9498300885536337 0.06507336720105755 0.14011073765241294 5.8104753494262695 False 15 3800 28.54 29.79 469.46835 0.9053826674327926 0.1853004745017338 0.12026248627822198 6.156481742858887 1037.2347 0.9412377823932916 0.09634568739325813 0.10271114895984915 5.876946926116943 False 15 3900 28.33 29.72 512.9104 0.9005216773717629 0.1898695924461634 0.12876045533679653 6.132424831390381 1077.6166 0.9391975552632378 0.09810985616170488 0.12759994834580288 5.822770118713379 False 16 4000 28.49 29.21 553.70276 0.9170216360782294 0.16705265582693982 0.15639091779943054 6.123831748962402 1101.2368 0.9457942464663374 0.08539429658541216 0.1493469182336393 5.816708087921143 False 16 4100 28.52 28.9 551.7395 0.9050253232726843 0.18822084482578103 0.15028588558509004 6.277249813079834 1128.8458 0.9453256696809121 0.08598587047857409 0.1458687143791918 6.023631572723389 False 17 4200 28.33 28.86 494.96704 0.9094434568890442 0.17517494176625326 0.12878821629235146 6.147791385650635 1093.2731 0.9466643579867113 0.07915970947923834 0.10255088505848449 5.866776943206787 False 17 4300 28.55 28.89 498.17612 0.9030845877441556 0.18091412955055947 0.13397343634547196 6.1305413246154785 1116.9951 0.9447774121776614 0.08017670512911704 0.10856512406332067 5.84138822555542 False 17 4400 28.74 29.09 477.19052 0.8983617549598956 0.21219760052691022 0.1519993294068209 6.124995231628418 1047.5167 0.939293319360514 0.10241119632845103 0.14248401343695175 5.831908226013184 False 18 4500 28.68 29.95 509.089 0.9033426481366186 0.20461382428918762 0.13735511607630166 6.125069618225098 1098.8705 0.943531795147589 0.0962096783745781 0.1185430962801656 5.807619094848633 False