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 17.14 45.5 19433.836 0.9483026912635915 0.005322591640807996 0.07790742518812803 272.4790344238281 11995.633 0.9636644910173855 0.002801820955107709 0.05905575559378567 276.5450439453125 True 0 100 29.73 27.73 2125.6885 0.9349835814480731 0.02564250493134688 0.11198574989965389 6.507546424865723 1499.3015 0.9558705478220481 0.015000044921011153 0.0533216483826551 5.699007034301758 True 0 200 29.23 255.8 1681.9377 0.9339099130142503 0.027408227564914938 0.12456579363023905 6.5619425773620605 1423.9042 0.9554918543133231 0.0157674374846134 0.06538555153927 5.704391002655029 True 1 300 32.77 27.94 1897.3451 0.9405369769176691 0.027040419719201216 0.11110579576371665 7.16671085357666 1527.9851 0.9587014881931726 0.016879913676895508 0.05143835728152295 6.2658772468566895 False 1 400 28.97 32.7 2167.1682 0.9443959198854185 0.025972992142639355 0.10808492841384743 6.510555744171143 1750.5928 0.9613936406600728 0.01596461275251274 0.05654130979774659 5.737870693206787 False 2 500 28.74 37.96 1511.3007 0.9289643509960217 0.04603996021095852 0.09924054980375864 6.598293781280518 1313.5415 0.95131144928376 0.03273098069560242 0.03617600805178936 5.862035274505615 True 2 600 29.35 30.31 1561.279 0.9322085482779313 0.04342708677403302 0.0884865315301401 6.600834846496582 1364.0526 0.9521955438551044 0.03286239552106328 0.019964970518218682 5.810610771179199 False 3 700 28.66 32.94 1437.5336 0.9242817493137481 0.06071973465116495 0.10837421338901274 6.535168170928955 1317.3843 0.9477232996710521 0.04359041499071091 0.04704939803804974 5.748826026916504 True 3 800 29.66 29.25 1563.2192 0.9302531983446471 0.04854589342021962 0.11769935536970652 6.590400695800781 1417.7996 0.951061872350225 0.0354943835388581 0.05757133704492456 5.7837700843811035 False 3 900 28.99 58.7 1374.4141 0.9230689395368255 0.06389581561304708 0.0939777611303447 6.5751566886901855 1303.9652 0.9467839279958653 0.04527730611249874 0.03972495124153446 5.7710862159729 True 4 1000 28.97 28.43 1304.2103 0.9220922535058648 0.06624652331656143 0.10675029641246912 6.507291316986084 1308.1035 0.9457296536781107 0.04964719524675661 0.05717761208032303 5.741902828216553 False 4 1100 28.83 30.12 1334.8582 0.9200475266321329 0.07056966682758016 0.09972095732869805 6.523903846740723 1313.2197 0.9440737277621298 0.053441852990130434 0.04916206483018787 5.772022724151611 False 5 1200 28.42 30.0 1256.5322 0.9190442521631401 0.0750385667507168 0.12087304228409328 6.498348712921143 1356.9679 0.9440792391084112 0.05463153573985713 0.08079042479739722 5.745296001434326 False 5 1300 29.11 44.83 1365.1146 0.9230264508630498 0.06782334506751289 0.1176418069152961 6.54374885559082 1260.7671 0.9468383519454582 0.049234503940959184 0.052664118166614274 5.745306491851807 True 6 1400 29.3 28.04 1213.9839 0.9202711934095164 0.07274028139583982 0.11849966178824443 6.511587142944336 1234.0844 0.9452888852338313 0.05168010439582488 0.05677960716428827 5.722963809967041 True 6 1500 29.08 35.23 1220.7186 0.9216579682480756 0.06426074116119135 0.15145355642565894 6.49570894241333 1456.6399 0.9469192551116943 0.042244605654808726 0.11386026745667886 5.77062463760376 False 6 1600 28.92 296.3 1101.1029 0.9123558059552382 0.09295552132954864 0.11412428279931455 6.491247177124023 1273.211 0.9403366873462118 0.06352110620378548 0.052021110120448515 5.752807140350342 False 7 1700 29.28 33.41 1135.5198 0.9155072021399462 0.08538477303063521 0.13253074173774865 6.515798091888428 1232.3236 0.9422939789687588 0.05758318695122301 0.06500455043039194 5.70841121673584 True 7 1800 29.04 37.22 1095.5845 0.913768076472199 0.08608121188919618 0.16494914061697044 6.418933868408203 1347.437 0.9423476728211404 0.05551282273463314 0.08778913692735953 5.697699069976807 False 8 1900 28.77 28.15 1058.3768 0.9129378422843663 0.0942507613376834 0.15038931855767101 6.434126377105713 1289.5826 0.9419062451972151 0.06119016017887864 0.08383555370450538 5.6881513595581055 False 8 2000 28.95 79.47 1025.1799 0.909847154339574 0.10281035230388133 0.16657531607445014 6.440186023712158 1240.1774 0.9403969844819746 0.06411931866764026 0.0880785645933671 5.664456844329834 False 9 2100 29.03 39.22 988.34326 0.9116927175951415 0.09520862070263461 0.1806525683929209 6.382438659667969 1278.8201 0.9418580484850341 0.06102068086999161 0.10454872272617437 5.644412994384766 False 9 2200 28.92 27.54 1086.0452 0.9141320785804434 0.08337463449369034 0.16470810075724338 6.427216053009033 1364.1232 0.9449907720173052 0.049061434510495994 0.10282257450177658 5.707797527313232 False 9 2300 29.03 114.9 892.0553 0.9019337844834504 0.12008781087278204 0.17710454236793488 6.37819242477417 1246.5948 0.9378657253492685 0.07153147969705263 0.09338098528454211 5.668216705322266 False 10 2400 28.98 28.24 877.28033 0.9025396102851659 0.12539134824830786 0.20557554008477913 6.591054439544678 1292.1516 0.938981437656258 0.07096762094362453 0.09913843321120297 6.029101371765137 False 10 2500 28.94 31.19 1041.8632 0.910777477389654 0.10022793344071415 0.18857423532920695 6.371706008911133 1354.2627 0.9439725653199504 0.054128574732436596 0.09816657344233513 5.652515411376953 False 11 2600 28.71 29.78 883.5188 0.9015829397276102 0.12421952722327026 0.19137416542621466 6.353801250457764 1302.854 0.9405868364877088 0.06461974536360043 0.1058594286127618 5.648659706115723 False 11 2700 29.0 43.82 889.35846 0.9007575217132995 0.12163978322016926 0.23800936966580355 6.409395694732666 1400.082 0.9400667443708641 0.06325884160551117 0.14485720511732095 5.609771251678467 False 12 2800 28.78 45.1 865.1347 0.8996812186227773 0.12700385197278702 0.22316297811119357 6.358509063720703 1365.8241 0.9392637466827447 0.06793322629160885 0.11275986223836035 5.631529808044434 False 12 2900 29.13 27.76 828.59906 0.8955757404700144 0.13806961860638634 0.217599609025223 6.387927055358887 1321.7898 0.9388771361895863 0.0697484349991354 0.11744146219532081 5.645776748657227 False 12 3000 29.02 46.93 790.67804 0.894079708102063 0.13869729480546286 0.21842187065814678 6.444941520690918 1363.3682 0.9401301916504615 0.06445819893221598 0.12438019330453322 5.8508148193359375 False 13 3100 28.64 126.8 752.6561 0.8921239764883327 0.1455985285044884 0.23193457511463808 6.289881229400635 1240.8031 0.9375335907685226 0.07200208447672188 0.14600692582957522 5.617743968963623 True 13 3200 30.18 238.6 735.4455 0.8845235844505882 0.16471907701990382 0.24165826475501875 6.285605430603027 1223.3927 0.9356541697793064 0.07870477170293788 0.14565844516622015 5.588335990905762 True 14 3300 30.06 36.1 755.59454 0.8835356267400344 0.16983706710238045 0.24834822181977426 6.622332572937012 1293.5319 0.9353762169292466 0.0795688239679548 0.15203291733242955 5.803107738494873 False 14 3400 28.96 27.83 733.06885 0.8818099393946511 0.17965282941951657 0.24254785874243512 6.30337381362915 1244.8958 0.9352245575737244 0.08203050067261498 0.1527041354835536 5.708895206451416 False 15 3500 28.72 27.93 761.2181 0.8910433367541643 0.1612026259522823 0.24163831418634976 6.248185157775879 1170.2583 0.9376930084628703 0.07541139634058201 0.15200966251996287 5.63905143737793 True 15 3600 29.42 53.26 1052.1937 0.9040825320397393 0.12249059210182205 0.2553659393465235 6.223272323608398 1462.4835 0.9440298464418703 0.057454498356187704 0.15619895615604923 5.567009925842285 False 15 3700 29.22 28.9 733.5237 0.8841293173128909 0.16929491472914385 0.24212238722715335 6.260746002197266 1309.4891 0.9370309817588653 0.07423364348555117 0.13215728564209342 5.6125946044921875 False 16 3800 29.0 29.79 756.20123 0.8872683728053129 0.15664639341825395 0.2537424439256238 6.19917631149292 1306.1755 0.9382132518317783 0.06952680056804694 0.14523355536555782 5.60066556930542 False 16 3900 28.89 188.6 760.54645 0.8834640135271757 0.16044581160265145 0.2521890459945043 6.235612869262695 1377.1558 0.9374473924634104 0.06914602988081679 0.14463261505706107 5.583342552185059 False 17 4000 28.88 27.75 704.35645 0.8758776913552865 0.18665194448824265 0.24847502953519274 6.3133320808410645 1285.5273 0.9337573560320789 0.08294365832136699 0.1538775823039012 5.75119686126709 False 17 4100 28.89 34.33 690.7023 0.8743764129847272 0.19556142562014583 0.2646099662047107 6.178802490234375 1269.7897 0.9344125165443018 0.08270872021402424 0.16529538677521735 5.561491012573242 False 18 4200 28.88 35.14 712.5728 0.8787945720428526 0.18672564297088545 0.26600221802184015 6.136935710906982 1329.0009 0.9367998170344435 0.0785207086454399 0.16386262527079296 5.57044792175293 False 18 4300 29.02 28.07 707.8455 0.8740171968412614 0.19057517334719554 0.262775993344466 6.124223232269287 1297.2518 0.9341409200766936 0.08036177760184604 0.14200405728444415 5.618805408477783 False 18 4400 28.84 155.3 721.58496 0.8833987701766032 0.17437318747931604 0.2745582664248816 6.122499942779541 1222.2927 0.9374486211663825 0.07423260928439585 0.17279407783086861 5.5323262214660645 False 19 4500 28.52 27.49 756.10077 0.8872391529025905 0.16357688812052293 0.2715259829053913 6.109648704528809 1277.0167 0.9396024707628348 0.06740873137302646 0.15668330826734833 5.577554225921631 False 19 4600 29.04 28.35 718.90375 0.8795470123025793 0.196113721719141 0.27038814377914694 6.3434157371521 1268.6765 0.9378372874968586 0.07709780243683752 0.17391981791182134 5.815258979797363 False 20 4700 28.36 28.33 722.8452 0.8727180760873008 0.20649776802063036 0.27554988824507903 6.174271583557129 1246.7704 0.9346176945376939 0.08494792674108732 0.17644569707676502 5.584414005279541 False 20 4800 28.81 38.85 680.70447 0.8703690568550594 0.20726615180013216 0.2803716857992535 6.120837211608887 1240.9669 0.9346621163127525 0.0838065253042799 0.16523883748040577 5.54932975769043 False 21 4900 28.68 39.74 709.0789 0.8722731651306508 0.2013353777229591 0.29227174237672904 6.038261413574219 1222.5297 0.9346338747907325 0.08172033848070068 0.17484738473351297 5.535004615783691 False 21 5000 29.28 30.82 680.83496 0.868545924877903 0.20889819280287827 0.3080342953364647 5.98483419418335 1325.3658 0.9349781042072787 0.08071114152734804 0.18436312801140897 5.519762992858887 False 21 5100 28.78 199.9 664.0073 0.8773208444998558 0.21463127510800295 0.29860777174933223 6.002303600311279 1182.2107 0.9374277282008407 0.08379753084686507 0.1747608542448067 5.5412983894348145 False 22 5200 29.96 178.1 622.97864 0.864162137083966 0.22823373378264467 0.2944726947340244 6.470787048339844 1285.0219 0.9346576429768869 0.08455758370994695 0.16647294860662648 6.009188175201416 False 22 5300 28.93 101.4 620.1067 0.862638227082664 0.23135537141912282 0.31690231890768666 6.127697467803955 1300.8573 0.9353775605696546 0.08102999425201036 0.1803820019708018 5.6336445808410645 False 23 5400 29.45 252.9 606.7825 0.8548692309940185 0.23681216400845667 0.31749148105100555 5.982669353485107 1249.5704 0.9331481449065059 0.0840817274915954 0.18907484702440058 5.535515785217285 False 23 5500 29.23 27.37 649.17804 0.8649847788491937 0.21200256847146184 0.33105477365736174 6.307958602905273 1339.7513 0.9361477864551719 0.074691143393516 0.19614357063994564 5.779723167419434 False 24 5600 28.6 126.9 629.8155 0.856397071926871 0.2409730101309462 0.33266392193975364 5.920994281768799 1247.5377 0.9329620659881176 0.08546990311567579 0.19387673220004695 5.493697166442871 False 24 5700 29.01 67.94 619.8244 0.8538926395065313 0.24285175573613738 0.31657271444812013 6.016357421875 1298.3695 0.9340534255924076 0.0811241419903012 0.16579898881745087 5.584928512573242 False 25 5800 29.74 30.07 603.3248 0.8578458903509002 0.24414681987655357 0.31770376459512906 5.928239345550537 1232.4468 0.9339272144511108 0.08506221990558877 0.16743688916428484 5.563316345214844 False