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 16.97 55.51 14459.119 inf -0.0015261808649203647 0.04233141351349898 425.797607421875 14893.272 inf -0.0014599491898724265 0.029478303413636737 419.63934326171875 True 0 100 29.56 43.68 1136.5742 0.9532158364098352 0.039219853569521755 0.05717560953271819 5.705684185028076 1132.147 0.9515596137324666 0.03818536179548501 0.043688154282472566 5.421525001525879 True 0 200 29.92 44.74 1147.7062 0.9531652997730055 0.03158860995455701 0.04418988889927036 5.711469650268555 1136.4009 0.951667433883225 0.031187575866419633 0.02356932663022143 5.42741584777832 False 0 300 29.64 44.85 1348.3204 0.9591428250824158 0.02228480454759918 0.048641064157419645 5.737471580505371 1349.1631 0.9582146203782511 0.020487445221589847 0.03332551195297397 5.504227638244629 False 1 400 29.21 44.25 1039.702 0.951801086118086 0.03684930144247757 0.02292439605419218 5.78969669342041 1108.6909 0.9507895738393838 0.03400745130039485 -0.007692658203338691 5.602906703948975 True 1 500 29.69 43.39 1012.7162 0.9496637061398614 0.04366368408051458 0.028760581627956174 5.806482791900635 1095.3646 0.9486665167655822 0.0411342120531102 -0.0002480297475229022 5.465110778808594 True 1 600 29.87 44.0 974.031 0.9502020145494613 0.043441132837657354 0.034889405314007665 5.717013359069824 1093.4707 0.9495325436247649 0.04084242818679325 0.02547355167123205 5.422015190124512 True 1 700 29.57 42.93 965.36224 0.9489855887472451 0.048185875174914544 0.038537321654974706 5.744894504547119 1092.5236 0.9482536149384959 0.04583021848144491 0.024315307819081096 5.515113353729248 False 2 800 29.36 43.28 954.0312 0.9515101504071249 0.03590638657201438 0.08826770687513662 5.7857537269592285 1140.5026 0.9511248033415391 0.03357323583989863 0.07478167529018864 5.593984127044678 False 2 900 29.33 43.22 921.3784 0.9444941837362121 0.062328014139195705 0.0939600404543071 5.729248523712158 1047.5228 0.9432763391716504 0.0626386690479283 0.09368009322959868 5.390109539031982 True 2 1000 29.6 43.7 909.7879 0.947317960609095 0.054204326379786824 0.061781560373266355 5.704563617706299 1092.453 0.9476293586956599 0.04888865162002587 0.07475254088608675 5.4094719886779785 False 3 1100 29.04 42.99 934.12897 0.9487751958384127 0.05046583670902688 0.07959532985183476 5.702824115753174 1097.3317 0.9488572384338166 0.042752462452795625 0.07697724240468404 5.394699573516846 False 3 1200 29.16 42.97 892.82935 0.9441746952378253 0.06608304644440798 0.08781251411223533 5.690225124359131 1071.7734 0.9442671568121951 0.06038065008782467 0.08698801038579562 5.425134181976318 False 3 1300 29.09 42.98 917.8615 0.9506130756068222 0.04205789550593768 0.11765305765825067 5.682633876800537 1102.9567 0.9507698682665655 0.035571001744938116 0.12604963139314773 5.380934238433838 False 3 1400 28.88 43.11 927.88837 0.949041797052156 0.048251940152328164 0.06152635455045415 5.704866409301758 1099.3512 0.9495951430075144 0.04187605843434139 0.05549434421273782 5.443548202514648 False 4 1500 29.09 42.97 817.57056 0.9411105981840894 0.07268767073741927 0.08782829449591768 5.798149108886719 1005.90234 0.9427093888035845 0.06252217883957156 0.09391157624268821 5.593246936798096 True 4 1600 29.49 42.91 992.1959 0.9518682997769617 0.04723570551675731 0.09495078571341285 6.070671081542969 1195.6306 0.9521619192683133 0.040355208319330316 0.09876541040764567 5.949693202972412 False 4 1700 29.06 42.96 796.48395 0.9415963441487243 0.08174402471170221 0.08956258565148772 6.026130676269531 1007.243 0.9433402947169629 0.06810403413439167 0.0994813773546708 5.882829189300537 False 5 1800 29.11 42.79 807.95557 0.9423373384579653 0.07194634974033315 0.07500086134572297 5.746568202972412 1010.61194 0.9441736631602278 0.05986270847469152 0.07356148142233856 5.525418281555176 True 5 1900 29.44 43.98 798.6705 0.9404800100913779 0.07675531905749473 0.1125074097733146 5.686008930206299 1023.6165 0.9429443396085103 0.06253106179349638 0.12649562310268153 5.370342254638672 True 5 2000 29.44 42.92 783.06433 0.9396206802528403 0.07983907004403439 0.06908362801083183 5.7500762939453125 1011.8427 0.9418534589569696 0.0667381197587465 0.06950142240106132 5.403106689453125 True 5 2100 29.48 43.21 770.4762 0.9411113965033403 0.0744526869080612 0.08638098323202574 5.752816677093506 1010.6813 0.9438928499080226 0.058317557680238094 0.08658432077136949 5.532055854797363 False 6 2200 29.18 43.23 836.2774 0.9450412407134366 0.0631174262949582 0.08647098395791536 6.1565046310424805 1102.7695 0.947908921072163 0.04877594068876153 0.09247388280444419 6.040011882781982 False 6 2300 29.0 42.88 755.99536 0.9388077896898457 0.09213498534646515 0.09566363164927849 5.68723201751709 1033.7876 0.9424858137833425 0.0716444504471104 0.09560850236186648 5.379667282104492 False 6 2400 29.08 43.96 779.71295 0.937835903371851 0.0880547196449037 0.08107004568886333 5.688960552215576 1011.4059 0.9420798852054799 0.06724053876532793 0.08449865142919952 5.398742198944092 True 7 2500 29.48 43.44 773.9626 0.9398775365570347 0.07744026857723373 0.11194598040304236 5.676219940185547 1053.0992 0.9441171963112079 0.05912050272200511 0.11767603025591149 5.39594030380249 False 7 2600 29.08 42.96 733.9074 0.9373750202242118 0.08921718602136149 0.08692922330498391 5.709298133850098 1031.6653 0.9425924062176098 0.06648016457649665 0.07794627237396584 5.462228775024414 False 7 2700 29.11 43.17 727.2908 0.936585493240001 0.0910722269919287 0.08192161291535219 5.777289390563965 1057.9214 0.9431560691489388 0.06428103547425348 0.06713141232663036 5.425084590911865 False 7 2800 28.99 43.12 763.82513 0.9390030850187037 0.07813563195334514 0.07680645858621779 5.700733184814453 1074.1862 0.9450897013734041 0.05510637818473156 0.07240292052439976 5.437874794006348 False 8 2900 29.08 43.67 704.3387 0.9338510447639812 0.10060475136613915 0.07383316611418914 5.695525646209717 1023.854 0.9406133123651494 0.07323417435571102 0.06371163414610367 5.433985710144043 False 8 3000 28.98 42.87 703.42535 0.9336889347389673 0.0950768005673932 0.0854795263052023 5.865756988525391 1046.0394 0.9412359901124513 0.06767343494047748 0.08350805170390771 5.477309703826904 False 8 3100 28.86 42.86 675.82684 0.9323553488242019 0.11017008048695602 0.10411539780769719 5.679393768310547 1014.05383 0.9408446317768077 0.07477732862963644 0.11437212412195047 5.3837571144104 False 8 3200 29.08 42.96 656.91895 0.9316320918502777 0.11164250391609008 0.08936123908907875 5.930017948150635 1011.20526 0.9408891346295417 0.07345638346051304 0.10554045913080261 5.746730804443359 False 9 3300 28.82 43.37 652.9308 0.9280051255172213 0.11861702572112347 0.08738611309333326 5.68513298034668 1009.02 0.9388289902160263 0.07985586262931545 0.08777714427721543 5.392606258392334 True 9 3400 29.32 43.21 661.7121 0.9290809493620157 0.11800329856269137 0.1005823029605897 5.71945858001709 1034.2795 0.9402987954659865 0.07545031528119432 0.09359134542591109 5.386322975158691 False 9 3500 28.77 43.28 689.11664 0.9332257236042691 0.09650232322884306 0.014473556386739911 5.77762508392334 1011.06635 0.9413875521043107 0.06591858808444383 0.017361261683408794 5.545003414154053 False 10 3600 28.05 42.8 630.26984 0.9261924163845392 0.1239937116094933 0.09786911949138836 5.686216354370117 1030.1475 0.9393507017944998 0.07697617570216393 0.10345607922917968 5.386725902557373 False 10 3700 28.66 42.87 641.214 0.9269034350743388 0.11098242244468778 0.12487570614572191 5.681797027587891 1032.7003 0.9412156515038583 0.06651565232102459 0.1236285574742046 5.369529724121094 False 10 3800 28.74 43.3 626.4879 0.921013173033325 0.13953030429927651 0.12574930579154667 5.6858649253845215 1056.3463 0.936604077266181 0.08757751380590723 0.12445430312966624 5.36771297454834 False 10 3900 28.65 42.9 636.8277 0.9274578855656485 0.111626690096838 0.12031138402192366 5.690811634063721 1010.07965 0.9386180246936353 0.07392150914094252 0.11210265242811494 5.4539031982421875 False 11 4000 28.63 42.79 707.21094 0.9374512241705637 0.09039630516957962 0.09591199178139063 5.689783096313477 1179.5159 0.9492279752381152 0.04839666252190212 0.10253282817116599 5.409096717834473 False 11 4100 29.06 43.5 633.86597 0.9263805518875526 0.1251007621364844 0.1114257522892734 5.716597080230713 1038.386 0.9392830915547076 0.07993159930139936 0.10270864681784508 5.487574577331543 False 11 4200 29.3 43.3 667.8842 0.9267960326921493 0.11088240631568179 0.11576690141367163 5.6933979988098145 1088.653 0.9421326231922622 0.06515571273286114 0.11029166626392199 5.372414588928223 False 12 4300 29.45 43.18 593.0413 0.9177349582448457 0.15180674846286674 0.13936117976577608 5.669376850128174 1040.5581 0.9378587512792376 0.08799315343990871 0.13595218861188715 5.401810169219971 False 12 4400 29.12 43.12 1014.7867 0.9396148150695566 0.102126004383275 0.17068180428665752 5.810428142547607 1437.42 0.9489576313135544 0.06537159773412986 0.17105941913058068 5.4264655113220215 False 12 4500 28.74 42.83 609.2316 0.9169934805899305 0.14504480013547388 0.15968995530321659 5.676449298858643 1006.23444 0.9362727420147685 0.08686830834580914 0.15533698805131643 5.427367210388184 False 12 4600 28.67 42.88 699.8608 0.9262907883536867 0.13373602229004308 0.10081433992879901 5.71021032333374 1092.5913 0.9382341820438791 0.08583005568136173 0.08561509006053351 5.385986804962158 False 13 4700 29.09 43.44 640.6193 0.9209393024262078 0.13641892349275755 0.11946585256328598 5.853273391723633 1043.9698 0.9385719426741974 0.0784483548626713 0.10605145479998632 5.679253578186035 False 13 4800 29.06 43.0 659.20483 0.9116887460902761 0.1615403936856977 0.11177770233365422 5.919978141784668 1087.1112 0.9345243599985389 0.09353472084293665 0.10327071963597617 5.516607761383057 False 13 4900 28.95 42.77 620.56134 0.917326202889142 0.1569107110092476 0.07601700583046518 5.772737979888916 1104.9232 0.9370472246926641 0.09036208132867235 0.058406920087561334 5.570211887359619 False 14 5000 28.67 42.77 646.1997 0.921333664427182 0.1356376473674936 0.08836937296294331 5.721626281738281 1119.1752 0.9384389272306703 0.08084703744872652 0.0695569390168943 5.399029731750488 False 14 5100 29.05 42.99 586.5351 0.9149235748886538 0.16192389376575406 0.1352832997958417 5.6702470779418945 1068.4385 0.9359389949648353 0.09243567240689998 0.11748432755491538 5.362747669219971 False 14 5200 29.12 43.3 592.7515 0.9104625343801831 0.15885550056982367 0.12244520541075074 5.667297840118408 1101.2743 0.9366042629542093 0.08339325955503699 0.10779855458643904 5.392435073852539 False 14 5300 28.88 45.52 550.5879 0.9097850358941141 0.1678360023015978 0.1335200840151041 5.669466018676758 1063.0764 0.936332631350806 0.0863950352217627 0.12177707651381181 5.361515522003174 False 15 5400 29.07 45.04 590.635 0.9075992123598684 0.17513332096295775 0.11310021155751944 5.675584316253662 1081.246 0.9347715604673201 0.09226649664417189 0.09952295361431632 5.373900413513184 False 15 5500 29.15 42.98 564.01196 0.9107279961738555 0.17809117225529447 0.10125466448492987 5.679231643676758 1033.5184 0.9343424437201626 0.09774588851210889 0.08046172791714401 5.421782970428467 False 15 5600 28.97 49.21 568.38794 0.9125989433731375 0.17173607461584126 0.10908016139559819 5.689092636108398 1042.0494 0.9352101274657751 0.09518375009712493 0.09111007461555158 5.446171283721924 False 16 5700 28.85 49.17 581.71173 0.9084311751895975 0.17663882894178431 0.10983998818690574 5.731400966644287 1057.6029 0.9358922788968335 0.09032314205239624 0.0914983696279079 5.514715671539307 False 16 5800 29.13 49.76 554.37384 0.9006422260297551 0.20174206556514684 0.14633795160939564 5.677287578582764 1053.544 0.9333808680633813 0.10143286417258651 0.137090597467546 5.4295196533203125 False 16 5900 29.01 47.02 591.6804 0.9165296584506984 0.1564316310432107 0.1390483538912092 5.696559429168701 1055.6304 0.9382222450606839 0.08381291245866254 0.13676654706962993 5.461366176605225 False 16 6000 29.08 43.29 543.3726 0.9020191151814407 0.19379228221433445 0.1470177705186699 5.670917510986328 1028.4369 0.9330865228884804 0.10112995966315885 0.13635114408437843 5.353714942932129 False 17 6100 28.93 43.25 542.60925 0.9026860878242347 0.20253593046457855 0.14329347914034865 5.705719947814941 1043.2926 0.9330719012199562 0.1054967289479023 0.12694262687393598 5.477097988128662 False 17 6200 29.45 43.81 659.7758 0.9255015066342257 0.12935084012135348 0.11594913707360975 6.196276664733887 1126.4935 0.9443906908939601 0.06401925262051006 0.10150812338975139 6.100191116333008 False 17 6300 28.94 44.34 542.778 0.8995186023166509 0.20312428756999987 0.10296549741329085 5.670472621917725 1068.3104 0.9315182287575487 0.10556565389489594 0.0799566223748951 5.387941837310791 False 17 6400 29.0 47.06 525.05255 0.9052918075919157 0.1836022819108219 0.10983256535170217 5.670958995819092 1037.9247 0.9360486139338666 0.08880443407610991 0.09295436133479343 5.383873462677002 False 18 6500 29.23 45.87 501.39685 0.896280097311919 0.21569163123326457 0.12685391401083795 5.659398555755615 1040.536 0.9314871922090384 0.1092260169191506 0.1097279205920624 5.368284225463867 False 18 6600 28.95 47.2 524.3243 0.8994405565335462 0.21154878114250267 0.13369350604928595 5.670312881469727 1070.3208 0.9326162763183695 0.10815630159042987 0.11131896151979193 5.431844234466553 False 18 6700 29.16 42.93 507.2636 0.8964228432098001 0.21112417125033922 0.13887337908821318 5.654840469360352 1055.8969 0.9319972256389049 0.1041718769771571 0.1136071466019752 5.387722969055176 False 19 6800 28.99 43.48 489.87418 0.8931073795009543 0.22239926872235516 0.13338987295236104 5.75242805480957 1008.15936 0.932335001704997 0.1057484255352026 0.1128413507454112 5.546885967254639 False