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 16.58 61.61 1161.2456 0.9867124463217304 -0.008453225435393324 0.023433837146580073 274.3365478515625 1300.5139 0.9866745218230355 -0.00849695148832922 0.045377452048247634 274.4085998535156 True 0 100 29.12 48.32 1074.2621 0.9846165624279113 -0.008313243859681328 0.09160443893058226 3.6474359035491943 1223.085 0.9844908833537683 -0.008326393953141742 0.09540572817911748 3.6880626678466797 True 0 200 29.14 47.17 1074.428 0.9846300356070494 -0.008380378470843153 0.1050325690343011 3.6525065898895264 1223.2668 0.984505757680879 -0.008386070050204777 0.1115617170556496 3.6913986206054688 False 0 300 28.7 47.19 1076.1218 0.9847076299056913 -0.008518853145468498 0.12605991986037574 3.6456892490386963 1224.5999 0.984587220588646 -0.008531504889216784 0.13391964296812675 3.6846306324005127 False 0 400 28.63 47.2 1074.8976 0.9846547970136984 -0.00852632436743634 0.11767214671267848 3.6301000118255615 1223.7551 0.9845334320925537 -0.008531620915827726 0.12439813699608647 3.6668639183044434 True 1 500 37.59 47.23 1075.6975 0.9846869236936577 -0.008509187323671112 0.13778295735689064 3.6013994216918945 1224.3907 0.9845671506016753 -0.008515629053381948 0.14526000743099063 3.6385915279388428 True 1 600 28.97 47.21 1074.9415 0.9846494404463824 -0.008441350480697484 0.165409545210705 3.5944771766662598 1223.8425 0.9845283971455435 -0.00844462616129771 0.17191863041433825 3.6322646141052246 True 1 700 28.79 47.19 1074.9523 0.9846454557073707 -0.008514291552136517 0.16145548200932391 3.5760650634765625 1224.0789 0.9845250359218345 -0.00850971120446395 0.16902116804121636 3.6117806434631348 True 1 800 28.89 47.17 1074.4968 0.9846393244371127 -0.008683684453482672 0.20574535557499962 3.56758975982666 1223.7434 0.984517506547836 -0.008679788919208628 0.21639852788525094 3.6020548343658447 True 2 900 29.0 47.25 1073.188 0.9845810670946609 -0.00872636104366716 0.24466197124083627 3.653224229812622 1222.8705 0.9844575647295449 -0.008745055544520573 0.2555892140774004 3.6862633228302 False 2 1000 28.26 47.23 1074.8005 0.9846775680465408 -0.009321417759079409 0.2606286920600847 3.496443510055542 1224.6416 0.9845584674228834 -0.00935469031216789 0.2748691969146219 3.524066686630249 True 2 1100 29.14 47.18 1076.74 0.9847796489370593 -0.009643054804280776 0.30600105264085947 3.4664788246154785 1226.8191 0.9846646853794233 -0.009686599820847996 0.3217885291649456 3.489354372024536 True 2 1200 29.17 47.16 1077.0193 0.9847881198172093 -0.010063983160756365 0.3213637307870488 3.3096189498901367 1227.7858 0.9846769139380612 -0.010157230421625165 0.3349890379992205 3.324585199356079 True 3 1300 29.09 47.19 1075.9961 0.9847590547774319 -0.009855239293967347 0.36456115278423223 3.269078254699707 1226.8778 0.9846440173980645 -0.009898920503664508 0.3785592156967111 3.2842230796813965 True 3 1400 29.21 47.15 1077.0167 0.9847931581424654 -0.009627335635503761 0.3700217416690856 3.4044132232666016 1227.2983 0.9846818635795184 -0.009696926467709224 0.38154725421425645 3.4264886379241943 False 3 1500 28.78 47.14 1076.4634 0.9847888285077928 -0.010438065391780209 0.36680597627541867 3.2145817279815674 1228.0906 0.984677919344197 -0.01055799275816172 0.379783871674867 3.225478410720825 True 3 1600 29.16 47.14 1082.5309 0.9850611317874944 -0.011639270527973523 0.381517279952665 3.242636203765869 1235.0532 0.9849675288563243 -0.011864385079888773 0.39258603012089827 3.2525599002838135 False 4 1700 28.58 47.12 1075.7595 0.9847374666077643 -0.010423181294239796 0.39050261578623907 3.2671360969543457 1228.4113 0.9846255724247576 -0.010582564903325398 0.3970902122751321 3.286019802093506 False 4 1800 28.74 47.14 1080.1643 0.9849370857895178 -0.011062096778167833 0.38337165232992493 3.1407053470611572 1233.1893 0.9848402576365953 -0.011262207477050144 0.39075167627752405 3.1580302715301514 True 4 1900 29.06 47.16 1084.5353 0.9851623132229217 -0.012087053194585536 0.3980870299938967 3.280869960784912 1237.7595 0.9850744101948792 -0.012325173343747092 0.4053996940469659 3.3020987510681152 False 4 2000 28.71 47.17 1084.4104 0.9851586176643793 -0.012367588574467557 0.39885171539047404 3.215344190597534 1238.1472 0.9850733949632696 -0.012649279886985259 0.4060169865189686 3.2359507083892822 False 5 2100 28.67 47.15 1077.1622 0.9848208923960179 -0.011834861275320888 0.399089484403722 3.2993576526641846 1230.4199 0.9847138614635947 -0.012037568350298858 0.40432468197568644 3.318464994430542 False 5 2200 28.75 47.16 1082.0747 0.9850231993829754 -0.0126322782099532 0.40007286835025585 3.0769193172454834 1236.3502 0.984935503136552 -0.012934745958117258 0.40333139256224615 3.1016407012939453 True 5 2300 28.81 47.21 1078.9866 0.9848914236951686 -0.012412540065518531 0.3984422352585083 3.2154979705810547 1232.4385 0.9847911369835521 -0.012594898357014323 0.40288227087422623 3.2340469360351562 False 5 2400 28.31 47.15 1085.4374 0.9851854048395867 -0.013421552136010768 0.40382088297051644 3.0655934810638428 1240.2654 0.9851037453662786 -0.013679449589296958 0.40572289243614673 3.095925807952881 False 6 2500 28.16 47.15 1085.0339 0.985167630732252 -0.013841434243478489 0.4077588400297608 3.072972536087036 1239.927 0.9850829686438561 -0.014087364185917967 0.4115066429138162 3.0938878059387207 False 6 2600 28.4 47.13 1081.9149 0.9850370416579793 -0.013871638544652615 0.4092895744906594 3.137192487716675 1237.0817 0.9849390175447528 -0.01400116123832108 0.4107094421421279 3.161282777786255 False 6 2700 28.47 47.15 1084.6008 0.9851456139029736 -0.014182696923281293 0.4127261765871053 3.0587141513824463 1239.1106 0.9850553411240459 -0.01431712766317844 0.415124920087335 3.083435297012329 False 6 2800 28.51 47.17 1089.0409 0.9853773709717017 -0.015250688619691569 0.4173207810440759 3.0689539909362793 1244.8889 0.9852956918577801 -0.015409249114425152 0.4208305009294914 3.0970473289489746 False 7 2900 28.15 47.13 1089.6655 0.9853519676720901 -0.014828349063578676 0.4126008976272059 3.0586423873901367 1244.2179 0.9852735798792511 -0.014971291764742328 0.4157704553785769 3.087282180786133 False 7 3000 28.45 47.27 1089.1365 0.9853718057216547 -0.015662837608219533 0.41976508329955026 3.0176773071289062 1244.5413 0.9852818051309394 -0.01566730476565821 0.423854942710582 3.0407450199127197 False 7 3100 28.33 47.15 1089.2523 0.985389111187198 -0.01593961209574686 0.42092173653988174 3.0220861434936523 1244.598 0.98529557187641 -0.01587629234565218 0.426035449837422 3.0425500869750977 False 7 3200 28.51 47.22 1088.3524 0.9853011987018194 -0.015669774209086527 0.4212843794542414 3.0160717964172363 1243.519 0.9852096578607097 -0.01568837794467784 0.4234619367413358 3.041522741317749 False 8 3300 28.32 47.15 1084.5802 0.9851286261448661 -0.016490812842394134 0.4218190153591502 3.438920259475708 1240.9183 0.9850204835448135 -0.016437449004446877 0.4254265982065695 3.4475698471069336 False 8 3400 28.44 47.13 1089.2711 0.9853125705804107 -0.0156575383724813 0.422245168205203 3.0078728199005127 1245.4052 0.9852239719225427 -0.0157147204440589 0.421850949090981 3.04380464553833 False 8 3500 28.16 47.13 1087.562 0.9852344139368152 -0.015411809874728616 0.42253687258925615 3.018099069595337 1242.5494 0.9851425849812713 -0.015426197213946691 0.42394196396665385 3.0452044010162354 False 8 3600 28.27 47.12 1089.7544 0.9853108917834709 -0.015201761286269868 0.4237171339594244 3.0919625759124756 1244.6836 0.9852223257092396 -0.015191130584757474 0.4231458500020775 3.1335608959198 False 9 3700 28.45 47.12 1090.3704 0.9853799012286116 -0.01648141507970806 0.42595449960402815 3.1132869720458984 1245.7968 0.9852788475602088 -0.016342234106819165 0.4275432129011697 3.1494226455688477 False 9 3800 28.17 47.15 1087.5743 0.9852611335867942 -0.017127592683242186 0.429491960386323 3.0326428413391113 1243.5674 0.9851614196882358 -0.017126096450442288 0.4317972164945473 3.053090810775757 False 9 3900 28.29 47.16 1084.727 0.9851047576637633 -0.01639068959947413 0.4265451090121569 3.3249456882476807 1240.0579 0.984997099881377 -0.016335208243573183 0.4263933927018064 3.3460357189178467 False 9 4000 28.23 47.12 1088.5717 0.9852825353975725 -0.016322363466205143 0.4309688289996609 2.994915008544922 1244.0338 0.9851833993194327 -0.016283516356698686 0.4321366037137851 3.026996374130249 False 10 4100 28.29 47.41 1089.371 0.9853033763062915 -0.016531569780389544 0.4314621283722991 2.974950075149536 1245.2992 0.9852032823793456 -0.01649606749891873 0.43331575663236915 3.0032832622528076 True 10 4200 29.27 47.39 1084.9629 0.9851011169203744 -0.016390553659656706 0.4347769052265868 3.1744682788848877 1239.9987 0.9849827134010073 -0.016134491451480097 0.436238467365533 3.193944215774536 False 10 4300 28.78 47.13 1091.6405 0.9854433386337588 -0.017565327810729347 0.4340375629070765 3.0568509101867676 1246.9287 0.985340292849298 -0.017376055926420646 0.43743602353072186 3.0867667198181152 False 10 4400 28.77 47.15 1087.6428 0.9852531075198016 -0.017277590447501403 0.44028072823920456 2.9892640113830566 1243.5459 0.9851389958091278 -0.01702264201352816 0.44236717530806485 3.010619878768921 True 11 4500 29.09 47.17 1084.2263 0.9850854544604508 -0.01717918115104586 0.43857188688884824 3.174586534500122 1240.0879 0.9849606104930831 -0.016859388740400476 0.44131456688262427 3.1893625259399414 False 11 4600 28.77 47.16 1086.469 0.9851481150366893 -0.016148861176517072 0.43606156102263266 2.9591543674468994 1241.8707 0.9850329546945685 -0.015990596317698055 0.43437133284640306 2.9976818561553955 True 11 4700 29.11 47.17 1090.0023 0.9853247297099468 -0.01741828283123226 0.4446281000496799 2.977030038833618 1246.994 0.9852206442257947 -0.01728787025702477 0.44400515303741966 3.0186002254486084 False 11 4800 28.73 47.14 1086.0348 0.9851542604262399 -0.01719233018361224 0.4495275260211043 2.952495574951172 1242.0431 0.9850428930675696 -0.017029673372379785 0.4495425466492319 2.9806840419769287 True 12 4900 29.01 47.17 1087.6351 0.9852398920777772 -0.017293826450919328 0.45199756469020136 2.9273972511291504 1243.1198 0.985126387131413 -0.017058959156301606 0.4527126965606647 2.9543254375457764 True 12 5000 28.86 47.14 1085.2876 0.9850263471039749 -0.017182672834579228 0.44933416457611386 2.914292573928833 1242.3558 0.9849128648582894 -0.01724979959710241 0.4474979716643906 2.9525322914123535 True 12 5100 30.17 47.12 1086.4932 0.9850772423489185 -0.016412536433185937 0.44636191755388765 3.0205588340759277 1242.8037 0.9849631251831241 -0.016305736877126744 0.44610861902905574 3.0618698596954346 False 12 5200 28.77 47.15 1089.8489 0.9853169484613767 -0.018829553144435917 0.45635644927741276 2.9387686252593994 1247.0057 0.9852242604233921 -0.018929122187103863 0.45502368997950726 2.9834697246551514 False 13 5300 28.7 47.07 1084.5704 0.9850503834709551 -0.017742386443007498 0.4588797869757125 2.9925358295440674 1240.7446 0.9849386825767904 -0.017664094489271094 0.45735440166555374 3.0212039947509766 False 13 5400 28.75 47.06 1085.0342 0.9850426063850002 -0.01780483795260163 0.45614919049395075 2.9379208087921143 1241.6951 0.9849341094411058 -0.01783886914811961 0.4546467911299892 2.969721555709839 False 13 5500 28.74 47.1 1092.1272 0.9854425379275482 -0.0188100827029014 0.4602300241919808 3.213247060775757 1247.724 0.985349136250141 -0.018654819111032044 0.4606961391479157 3.2632031440734863 False 13 5600 28.5 47.17 1091.4333 0.9853202160101994 -0.017300772281198393 0.46352406457409373 3.001936197280884 1247.776 0.98523460723028 -0.017262733259387795 0.4606737344022704 3.0566482543945312 False 14 5700 28.5 47.12 1087.3374 0.9851264239164655 -0.016637629220041687 0.47063428483302694 2.8791728019714355 1242.9001 0.9850323944853333 -0.016590676554089172 0.4633989939045132 2.940408229827881 True 14 5800 30.12 47.13 1089.7258 0.9851892685612096 -0.01708261973688128 0.47205076964736875 2.841416358947754 1245.9368 0.9851019362503162 -0.01692818464134981 0.4662493080243163 2.894758462905884 True 14 5900 29.11 47.12 1085.7322 0.9850083283658045 -0.016932321338311847 0.4787703846545766 2.9212419986724854 1241.259 0.9849079426980132 -0.01674401484088022 0.4690578998928804 2.9722347259521484 False 14 6000 28.55 47.09 1087.517 0.9851157199382321 -0.01800311884809576 0.47946348450084564 2.8655428886413574 1243.0404 0.9850269296762194 -0.017993677927700066 0.47002843595955957 2.9182097911834717 True 15 6100 29.08 47.05 1090.54 0.9852824499712205 -0.019171840447586016 0.48279129742536825 2.8017613887786865 1246.7805 0.9851947424505606 -0.019077762605869332 0.47817817340995605 2.8481154441833496 True 15 6200 29.18 47.12 1086.1531 0.9849483756833995 -0.01640502455144445 0.48896438527601854 2.8050804138183594 1241.1185 0.9848482247577678 -0.016148742222962646 0.4791620793014211 2.8650717735290527 True 15 6300 29.17 47.33 1086.9729 0.9850144120083865 -0.01739083732786097 0.49595954238318585 2.9422085285186768 1243.2129 0.9849189602828862 -0.017239592939922593 0.48299546844824215 2.9965591430664062 False 15 6400 28.27 47.17 1087.9 0.9850391631333136 -0.016850044778899252 0.493685712793963 2.8286030292510986 1244.1748 0.9849485698355979 -0.016831552443407703 0.4802423985314717 2.8925483226776123 False 16 6500 28.16 47.07 1088.8918 0.9850907379037578 -0.0175734191177011 0.4997036082442012 2.7573723793029785 1245.0768 0.9850040128821556 -0.01740050753891537 0.4883690447185209 2.8244268894195557 True 16 6600 28.6 47.44 1091.0963 0.9851294155663646 -0.01713962446479719 0.512328157006641 2.790656805038452 1244.7397 0.9850406382383532 -0.0169350367756972 0.4952294334163084 2.8906664848327637 False 16 6700 28.74 47.15 1088.1174 0.9850304735120884 -0.01742222454567053 0.49856103133244467 2.770967960357666 1244.1755 0.9849419579903035 -0.017316329206272633 0.474887532081798 2.8807437419891357 False 16 6800 28.43 48.16 1094.2511 0.9853383823016897 -0.020663347203685546 0.5230872743419065 2.6670944690704346 1249.6921 0.9852711525121163 -0.020770042021446354 0.4969340095026334 2.7926995754241943 False 17 6900 28.19 47.13 1098.0923 0.9854870116606518 -0.019115473540798473 0.5322170055016949 2.993095874786377 1254.5193 0.9854277982688497 -0.019093948392436798 0.5107854843702404 3.1260197162628174 False 17 7000 28.33 47.39 1092.4338 0.9852743073976834 -0.020072127723434544 0.5255227104577357 2.7060129642486572 1249.3665 0.9852022173614602 -0.019936720867896246 0.501921209905844 2.804887294769287 False 17 7100 28.32 47.31 1089.7135 0.985092967345543 -0.018566649308506412 0.5441583625563894 2.5944223403930664 1244.4135 0.9850090164998221 -0.01856695210802952 0.5177656156309184 2.7130422592163086 True 17 7200 28.8 47.07 1091.5872 0.9851984037744997 -0.019725628871521638 0.5515081678012633 2.544282913208008 1247.345 0.9851280694058706 -0.01977730111537613 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