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 19.94 65.36 1203731.4 inf -0.00610449878878382 -0.42976320042083893 293.4078674316406 168208.08 inf -0.006278602271511456 -0.4077965882444343 294.6278076171875 True 0 100 29.71 51.54 74389.3 0.9806748271381628 -0.0026035007630916557 0.36881561194492135 31.870847702026367 91099.44 0.9812854664387187 -0.0027165559973371524 0.38143918115217573 31.19074058532715 True 0 200 29.67 51.81 89413.62 0.9737390962019461 0.011689692898544856 -0.3827693918595758 33.37810134887695 43178.562 0.9741309982546913 0.009314734526680081 -0.37368526461478596 32.681304931640625 True 0 300 29.9 52.03 70800.2 0.9775312122451703 0.0007815102182581516 0.26882512716923956 20.13432502746582 42035.332 0.9778176982827076 -0.0006889035942295312 0.23366695078477795 19.57478904724121 True 0 400 29.84 51.84 73618.9 0.972681567031034 0.021977746032413665 -0.4618977099291632 9.260452270507812 75786.836 0.9740750927191888 0.02103283285742784 -0.4689030489419051 8.891660690307617 False 1 500 31.27 52.99 49421.895 0.9729749336710285 0.01648889886447279 -0.4473321837708162 29.256324768066406 51646.758 0.9738481466465868 0.015532386112451698 -0.45452042726828 28.591690063476562 False 1 600 29.57 53.92 45066.59 0.9689648201255601 0.02648024640309178 -0.4639629080899373 12.79398250579834 49478.03 0.9706698179270931 0.023894349971742106 -0.4737370696354747 12.374580383300781 False 1 700 30.2 51.87 78198.234 0.9771917604898387 0.011066307132477448 -0.43880175093036616 25.132856369018555 112443.516 0.9779132510994304 0.010730409553771846 -0.4399669944827941 24.505226135253906 False 1 800 29.21 51.96 81539.445 0.9718975819839544 0.019278470327508786 -0.4091379185875142 20.320640563964844 40412.734 0.9724112516477844 0.016033217771674522 -0.417653451255219 19.75475311279297 True 2 900 29.57 51.55 45068.652 0.9738725786054009 0.014586927928524673 -0.2524293837878586 20.679969787597656 50991.43 0.974759542317184 0.013258716019400098 -0.27864449817789483 20.115339279174805 False 2 1000 29.28 51.71 43005.28 0.9720444197206285 0.0201774239722557 -0.33687728254730254 19.88896942138672 46225.074 0.973394651245125 0.01804791172996542 -0.36435602337219414 19.323806762695312 False 2 1100 29.72 52.01 44853.63 0.9704716465982757 0.023597407837925168 -0.19681884987611162 9.875312805175781 33938.684 0.9717232979271114 0.01883516546063809 -0.23540638904630323 9.524237632751465 True 2 1200 29.98 51.79 127655.766 0.9828778857987427 -0.0022759153955141005 0.3581840980283548 8.412379264831543 50995.438 inf -0.00487688108569418 0.3259198689736822 8.258503913879395 False 3 1300 29.07 51.95 54004.49 0.9699007502433398 0.02993280235247517 -0.41637915562461925 14.70866870880127 48563.63 0.9720301801253655 0.02618566889804951 -0.4224377720902572 14.954608917236328 False 3 1400 29.21 52.25 64150.63 0.974054272294422 0.010286662279938555 0.3386648104751984 21.69181251525879 40829.86 0.9746404799040204 0.007480943983883028 0.29599012638318817 21.13395118713379 False 3 1500 29.33 51.67 45820.242 0.9649772647101754 0.03547182253496114 -0.43310875942977917 11.267263412475586 26908.719 0.9675519750900785 0.03012953484649883 -0.43018039081884224 10.98040771484375 True 3 1600 29.21 51.55 33434.254 0.9597408495718807 0.0539013183499769 -0.418749846575286 11.87516975402832 26198.484 0.9627967697255797 0.04660589890533617 -0.42012567215868907 11.478095054626465 True 3 1700 29.66 50.9 45456.367 0.9718072980098913 0.018822255869337418 0.35973816355061744 18.89338493347168 37895.18 0.9730309693228957 0.014059328548499861 0.3071488364447127 18.368837356567383 False 4 1800 29.16 51.64 31823.135 0.9660074132355138 0.04096364783496435 -0.23756024087202532 15.387516021728516 32555.834 0.9685492744678974 0.03461507363136823 -0.2396059546052264 14.899503707885742 False 4 1900 29.05 51.76 35957.78 0.9694884026483426 0.02799788343689284 0.2939088352835003 17.479598999023438 34529.59 0.9713357373737148 0.02178823352839061 0.23674474972542014 16.96442413330078 False 4 2000 29.17 51.62 33738.668 0.9703023229295277 0.028372967665399856 0.21711680570540057 13.712356567382812 40532.58 0.9721659477031361 0.023900697740361087 0.1534795600166425 13.285581588745117 False 4 2100 29.25 51.67 32500.252 0.9596663730326987 0.062310176383579566 -0.4082620574836009 7.6843767166137695 29561.738 0.9630494458954648 0.054355595856156 -0.40919645166397783 7.491666793823242 False 5 2200 28.8 51.56 85678.33 0.9820337927518836 0.005788658094076612 0.3484019804981396 7.422152996063232 42640.254 inf 0.0014183758001624974 0.3175870822036184 7.45767879486084 False 5 2300 29.06 52.03 33019.527 0.962394616852334 0.05252605960186483 -0.43386050841891965 8.374640464782715 33776.035 0.9649976701350715 0.04603661112098571 -0.4340941266684575 8.058255195617676 False 5 2400 29.44 51.6 78163.125 0.9720838115737657 0.02115747601508301 0.32490044000327445 12.387022972106934 35265.21 0.9740494552282206 0.015916226292430617 0.30049244893839666 11.994767189025879 False 5 2500 29.33 51.61 55829.08 0.9681778012087618 0.03058660107062894 -0.21615436099670207 10.160333633422852 28521.613 0.9707037728097343 0.02423600098099371 -0.2368862177923719 9.811450004577637 False 6 2600 29.55 52.0 30003.205 0.9539747802205499 0.060535856725357697 -0.4263942216198873 7.651569366455078 21677.352 0.9586209684965126 0.051386174829371654 -0.45388736604558044 7.550522804260254 True 6 2700 29.72 52.0 29345.723 0.95345877224021 0.06384399773979887 -0.46735795945839964 8.023407936096191 25599.938 0.9580429003118954 0.05515375047405875 -0.496994799385439 7.958083629608154 False 6 2800 29.22 51.7 26441.979 0.9659151574218876 0.03970439703612546 -0.18902577345008287 8.849717140197754 37863.875 0.9692358873589321 0.033249783688636694 -0.2110451708415696 8.522025108337402 False 6 2900 29.34 51.81 27141.018 0.9638333007251607 0.04356249181056607 -0.4426610160859168 7.715688228607178 37792.273 0.9672429945769759 0.03690427059371161 -0.44759337733183013 7.476507186889648 False 6 3000 28.87 51.91 36854.55 0.962755075763386 0.049247858332369186 -0.3624922939034155 14.961172103881836 25964.791 0.9657133141584908 0.039539910131107636 -0.38575579116375414 14.466197967529297 False 7 3100 29.0 51.14 33640.95 0.9568253594446456 0.053974836486543415 -0.41493519718922633 7.934812545776367 22624.322 0.9620419112253709 0.042860150101417006 -0.4281760498895388 7.704312801361084 False 7 3200 29.08 52.19 27119.94 0.9576607384518296 0.06762150051640996 -0.3985194414841716 13.467132568359375 25345.727 0.9618467114517093 0.05615923557662051 -0.41664613734119094 13.012007713317871 False 7 3300 29.1 51.81 26721.0 0.9584592801819801 0.052591109103488964 -0.40684116794372227 8.317399978637695 31496.98 0.9631914305027888 0.043468847775284196 -0.4292829362054702 8.109073638916016 False 7 3400 29.16 51.6 38054.17 0.9528135382992168 0.06665049229514712 -0.41756796385893796 8.0852632522583 22613.871 0.9580213091860535 0.05420265869714554 -0.4298091509144549 7.960737705230713 False 8 3500 28.93 52.33 31016.441 0.9541475337918326 0.0679116830666466 -0.4306454634009902 7.229557514190674 24410.648 0.9590714079515664 0.05765328034439821 -0.43984772381566417 7.028454780578613 False 8 3600 29.23 51.67 33201.414 0.9572758791015956 0.05354071586690893 -0.32173575916861474 7.5725884437561035 25368.018 0.9622514488057291 0.042727689681154445 -0.33742063794565824 7.346900939941406 False 8 3700 29.16 51.76 26098.258 0.9560462890670384 0.0653913860138795 -0.43136611271594955 8.705459594726562 36002.016 0.9605561726395314 0.05591197723971903 -0.4571623808164807 8.524798393249512 False 8 3800 29.4 51.92 27159.666 0.9562095997151724 0.06809198690779633 -0.2561586492789912 7.301003932952881 27341.355 0.961038898816855 0.057333594429110506 -0.2580960926349218 7.038432598114014 False 9 3900 29.13 51.03 27898.182 0.9516166138246676 0.07958738396922169 -0.4170559061130739 8.134354591369629 28633.373 0.9571381111468866 0.0675502511462564 -0.42485050075173797 7.985252380371094 False 9 4000 29.27 51.6 22923.613 0.9534242287282274 0.07327556227814373 -0.3459211974947833 7.046602249145508 24879.969 0.9584517939694065 0.06268916148150411 -0.37471619059954797 6.87540340423584 False 9 4100 29.17 51.69 23872.662 0.9518517677888441 0.08139785647782266 -0.40765164535432785 7.9080095291137695 27262.932 0.9571419734645458 0.06784266874177358 -0.4342127431108197 7.720147609710693 False 9 4200 29.05 52.08 27536.416 0.9464340927743116 0.08558326125170611 -0.21173486447106296 6.4976091384887695 24111.562 0.9527061213328766 0.07238467867877288 -0.2401384542764658 6.396133899688721 False 9 4300 28.38 51.8 22018.465 0.953062439179362 0.07373584358521905 -0.13963566512155604 6.707179069519043 26830.963 0.9580254682596189 0.0632360464354863 -0.15832907856201098 6.462937831878662 False 10 4400 29.14 51.8 30855.436 0.9491670984287102 0.06736139564190378 -0.4124674283489768 7.4705657958984375 20222.408 0.9559780837303451 0.053457892088632164 -0.4410054570752776 7.3402228355407715 True 10 4500 29.64 51.48 23560.852 0.9463076848099207 0.08001910101481502 -0.12323175090706404 7.714415073394775 21657.29 0.952443520583616 0.06912234777968282 -0.17340633961428503 7.773243427276611 False 10 4600 29.16 51.68 28469.748 0.9527650776724347 0.0678149333910279 -0.21462606392996003 7.316564559936523 24536.299 0.9585319913062568 0.056320918837321626 -0.21968043199411405 7.089685440063477 False 10 4700 29.11 51.37 33809.336 0.9477278722582249 0.08790360958979601 -0.32656934909287466 8.707884788513184 22436.889 0.9534001967511214 0.0742714674331071 -0.3393731206532064 8.407177925109863 False 11 4800 28.91 51.91 27858.893 0.939052118425926 0.08947269296070744 -0.4141557122951022 7.276564121246338 19279.105 0.9469156431163643 0.07593172916359778 -0.4343203807283483 7.1963582038879395 True 11 4900 29.81 53.49 25716.496 0.9478609415876886 0.08058012557008866 0.1297210086411416 5.920680522918701 22872.146 0.9545346082443411 0.06842643874337692 0.07936033519331886 5.83159875869751 False 11 5000 29.39 55.18 22251.1 0.9470032564144809 0.08950992563828196 -0.2897045898072624 8.9212646484375 23151.404 0.9536029526254485 0.07455284128142123 -0.31146156581192097 8.584249496459961 False 11 5100 29.45 52.03 19804.652 0.9564334498886747 0.060340565028665034 0.15050238692776266 7.844943046569824 28333.07 0.9619675769371053 0.04875352185345893 0.10886771335938955 7.560928821563721 False 12 5200 29.02 51.39 20611.559 0.9360734923892077 0.10561102093759782 0.012259757384164802 6.121942520141602 20278.42 0.9441715874871621 0.09080568884941916 -0.027815115588408372 6.00095796585083 False 12 5300 29.31 52.4 20301.861 0.9386875895263781 0.1048741755611562 0.10657096124700173 6.002976417541504 21986.512 0.9466932244059274 0.08948475113163362 0.07188193175566936 5.8796186447143555 False 12 5400 29.51 51.68 21874.896 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0.18234244367484578 0.5035208476032643 4.579710960388184 24020.215 0.9242066932735185 0.1176070055045725 0.5007356622924064 4.458377361297607 False 36 16000 29.63 51.62 14473.619 0.8920140566884269 0.2077879108883966 0.5097540140942964 4.600559234619141 19104.32 0.9241587568295282 0.13520830648899881 0.4997879292109674 4.433626651763916 False 37 16100 28.64 51.67 11861.935 0.878459188881392 0.20877721627492812 0.5006428819128451 4.508181095123291 19315.822 0.9194876711616601 0.12821534424606928 0.48953466903024506 4.416233539581299 False 37 16200 29.16 51.63 12442.599 0.8912071620170677 0.19847682968735028 0.5160836995270451 4.53198766708374 16444.32 0.9247824337313814 0.1260334594164186 0.5070494972354396 4.374661445617676 False 37 16300 29.44 51.74 17185.89 0.8881434772542172 0.1872232935272352 0.5010970559620515 4.671258449554443 18120.463 0.9231269650442064 0.11751215629457809 0.5005196201625856 4.4980082511901855 False 37 16400 28.73 51.55 13049.025 0.8885538324340696 0.1954135976445501 0.5031896826830743 4.503864288330078 20606.688 0.9245001533191104 0.12188510196868332 0.5022570213023673 4.328883171081543 False 38 16500 28.83 51.68 15162.963 0.8770865800851554 0.20719564813740712 0.5096874766072707 4.444365978240967 18769.084 0.9177410416918339 0.12851686623062777 0.5039100070140922 4.321413993835449 False 38 16600 29.24 51.61 13420.977 0.877121767349281 0.21191065057837002 0.5227697257546575 4.357522487640381 19362.373 0.9192734305364884 0.12773337461267106 0.5199270258080999 4.2089457511901855 False 38 16700 29.04 50.89 14348.674 0.8807750783381048 0.2060929388200862 0.5226012831254674 4.500340938568115 18413.004 0.9242003959418791 0.11885081192772509 0.5136568962980527 4.377921104431152 False 38 16800 29.48 51.74 9834.966 0.8801822827574767 0.22299577389863184 0.5216346472104861 4.661714553833008 18369.545 0.921736334862234 0.13259330034865888 0.5122537938506492 4.5012993812561035 False 39 16900 28.41 52.35 10766.379 0.8689669313229891 0.22657997741155958 0.5207600153482943 4.384504795074463 17809.5 0.9187664355354735 0.12694399131581674 0.5110819206361836 4.274395942687988 False 39 17000 29.32 51.39 10348.405 0.8766071760335945 0.22148108291900412 0.5151166140019824 4.432408809661865 18345.064 0.9184853798171357 0.13300674058347992 0.5080524876716335 4.2864766120910645 False 39 17100 29.46 51.69 10279.118 0.8628922372258745 0.2372635981498565 0.5269606765416338 4.333048343658447 20288.754 0.9141984007383694 0.1361705820498181 0.5181220334665696 4.2174458503723145 False 39 17200 29.22 51.9 10391.733 0.8687544043784449 0.23219140573601887 0.5271190243919265 4.423617839813232 18954.076 0.9178066389371929 0.13257413602158435 0.5198275872458552 4.294575214385986 False 39 17300 29.23 51.16 10279.6 0.8575602971190873 0.2387180892411534 0.5339409257595713 4.5829081535339355 16972.98 0.9121108182555935 0.1353760922293894 0.5286233054068784 4.471827983856201 False 40 17400 29.17 52.07 10035.303 0.8588546968770658 0.23617483289081445 0.5277439526404978 4.332851409912109 18903.865 0.9123696018674046 0.13634154237969284 0.5210636810140605 4.22299861907959 False 40 17500 29.36 51.63 9594.861 0.8782153544085987 0.23586015561252638 0.5280852580366205 4.644420146942139 17399.062 0.9206187293732225 0.14207618477386963 0.5161079384693285 4.474844932556152 False 40 17600 29.08 51.54 11342.352 0.8602342260389915 0.2383061480514186 0.5293458547345097 4.3775315284729 15766.501 0.9126587968528382 0.13665308252191533 0.5203486649939701 4.2610764503479 False 40 17700 29.53 51.64 14388.659 0.8650566375706885 0.23388863913128652 0.522066782442695 4.381302356719971 16209.278 0.9149577171553586 0.13486104515614208 0.5144578101478555 4.252136707305908 False 41 17800 29.11 51.44 10813.024 0.8655731463873874 0.2409934408946776 0.5298109850656333 4.369547367095947 20346.514 0.9188771645470363 0.13255278169873694 0.519163079447846 4.256769180297852 False 41 17900 29.5 51.88 13915.916 0.884815622518905 0.20583221648830433 0.5353095772742513 4.6613593101501465 21761.049 0.9256166535263174 0.11704894321175137 0.5332352710646582 4.468858242034912 False 41 18000 29.46 51.56 12555.965 0.886859521875839 0.22751125532964545 0.5281744380371238 4.877335071563721 18694.209 0.9243948118451495 0.1377439663721234 0.5185893288283036 4.676341533660889 False 41 18100 29.11 50.98 14986.178 0.8783928617158213 0.20962371455838688 0.5039825856573366 5.434360504150391 17533.646 0.920338564534928 0.12262589417841567 0.49475274157419574 5.289900779724121 False 42 18200 29.31 51.92 12838.479 0.8715807195230656 0.2218885625649289 0.5235121685293166 4.356222629547119 28244.592 0.9236653194654599 0.11754113730315346 0.5154705415786396 4.236804962158203 False