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 5.806 18.07 346368.75 inf -0.011701734025981193 0.25231176912652076 287.62139892578125 887601.0 0.9794878029206048 0.004443534603271455 0.34334243396611014 294.7743225097656 True 0 100 10.18 16.56 78015.95 0.9645119832278003 0.032882552006321 -0.33794277394387495 33.70559310913086 48743.133 0.9748853595969827 0.018785477105881316 -0.4176195601116171 31.60095977783203 True 0 200 10.16 16.83 70880.91 0.9760456238087603 0.01757813993864642 -0.32864161807549386 30.95928382873535 129239.12 0.9734582173268352 0.02706596999259452 -0.4253146406830482 28.985916137695312 False 0 300 10.57 24.7 78203.19 0.9690122662785996 0.021272830771502934 -0.1995588035170478 28.637826919555664 60377.88 0.9790313350048779 0.005400503642678236 -0.2564047173247742 26.72080421447754 False 0 400 15.0 34.44 36806.637 0.9731327136794591 0.013208616561381779 0.2629572425315818 22.92862892150879 61260.594 0.9739661610244886 0.024040608488506688 0.337475780563885 21.192943572998047 False 1 500 17.18 35.71 43742.848 0.9612703718668544 0.054681148606372874 -0.3107371473692711 20.286766052246094 45175.63 0.9652963093892624 0.05404678728380529 -0.4096434658346211 19.23491096496582 True 1 600 18.02 34.29 66855.19 0.9582217452709711 0.04787052607794478 -0.32518007066482396 11.911368370056152 44899.066 0.9696791185175122 0.029850842375340404 -0.4177593424208996 11.538114547729492 True 1 700 17.01 32.99 46730.84 0.9682799240806177 0.027929666644381665 0.07329255590641039 30.10158348083496 56702.45 0.9747999031096294 0.014613710050049387 0.0826884845559338 28.0611572265625 False 1 800 16.56 33.52 42921.203 0.9744701906800151 0.010478518990654329 -0.2611685100826296 26.191661834716797 67171.06 0.9737644138694689 0.024551595847160285 -0.35990836798169035 24.436567306518555 False 1 900 19.03 34.46 45762.06 0.9764355714741422 0.007727216934593415 -0.2745798078459177 25.429311752319336 76218.37 0.9744987200081259 0.022291021947095806 -0.3802049896345442 23.797605514526367 False 2 1000 16.67 34.29 39644.004 0.9714600400231255 0.015435812629309644 0.2966298683713545 18.99980354309082 56752.33 0.9755429033484154 0.01717972005869751 0.3879320111794973 17.340633392333984 False 2 1100 17.35 32.91 52026.695 0.978568313066218 0.012097441569124387 0.2544897725466143 7.450692176818848 103976.586 0.9761500212411951 0.024762540652262573 0.3440665487550767 6.820687770843506 False 2 1200 16.6 33.28 31452.867 0.9657304592633265 0.03605642825343049 -0.3001158886854747 11.256175994873047 36954.395 0.9668616238757072 0.040500547515122665 -0.38034703301043005 10.855940818786621 True 2 1300 17.84 33.37 30285.342 0.9608918059406714 0.053673800264115445 -0.1442177310981845 12.09610366821289 37038.234 0.9683951850824328 0.04268639770867969 -0.18216897432264173 11.15333080291748 False 2 1400 17.4 35.0 38655.43 0.9655069311675493 0.03452737294099909 -0.28725807468533815 8.994303703308105 37264.566 0.9670449439298507 0.03930859011042849 -0.35152583247763364 8.5720796585083 False 3 1500 16.47 33.62 32270.777 0.9683517603827567 0.02830879914416257 0.3029474768668931 10.98905086517334 51656.613 0.9739581152412272 0.023040913561420902 0.3943520782066309 9.757171630859375 False 3 1600 18.5 34.05 27021.406 0.9618620516303072 0.04284929242764761 -0.16674796555081692 8.090869903564453 38376.58 0.9671330244033642 0.04109446058706118 -0.21511809156743647 7.63096284866333 False 3 1700 17.23 35.9 24501.521 0.9556344269704986 0.05620738832190298 -0.3174514430652258 7.773074626922607 26810.725 0.96149398020253 0.05204619386912904 -0.40717506906799233 8.336138725280762 True 3 1800 17.03 35.59 23267.104 0.9552809935160091 0.06466812996146812 -0.32297168065507553 8.797126770019531 29513.531 0.9609295732410784 0.0603115945573111 -0.41962233139241517 9.588269233703613 False 3 1900 16.61 35.5 66213.37 0.9568286032727017 0.053232161463757165 -0.23626944327214636 7.34784460067749 34103.63 0.9699120034200616 0.03493477057630114 -0.31897980449836655 7.824626445770264 False 4 2000 15.61 34.31 58285.797 0.9671416354270997 0.028527643871532428 -0.2894052140150798 8.976044654846191 31398.602 0.9750109941996907 0.02188807870066206 -0.376206561666917 8.925909996032715 False 4 2100 17.67 34.36 33428.5 0.9618024322968713 0.041735078349263016 0.2562700273697155 8.326617240905762 35225.043 0.9715322627229656 0.027569275251364357 0.30685758547172987 7.5865797996521 False 4 2200 17.62 33.47 25668.113 0.9610365099892756 0.05029588645897906 0.05647889913984153 5.956555366516113 30990.988 0.9653102032118772 0.04899744649321928 0.05605431509630692 6.084432125091553 False 4 2300 17.28 35.13 23855.28 0.9503396298754679 0.06884595841718576 -0.07801571835922201 7.32571268081665 21835.307 0.9567082628811576 0.06208585054363221 -0.12694843795620753 7.020496368408203 True 4 2400 16.31 36.52 23574.625 0.9483686934843986 0.06572260161599346 -0.3042435724739212 7.7176642417907715 20192.916 0.9558266099438576 0.056409909787189995 -0.40300667019119335 8.383825302124023 True 5 2500 17.63 34.47 22674.299 0.9473495759859754 0.07419946291326389 -0.28571412678096275 7.171542644500732 23958.268 0.9584503802113564 0.05674075474066415 -0.3806012169577024 7.478872299194336 False 5 2600 18.04 34.14 27523.322 0.9548467576588872 0.06026144730508538 -0.023477849525861294 9.524200439453125 28248.658 0.9651145652585669 0.0435843550964517 -0.05597517028301721 8.82575798034668 False 5 2700 17.45 35.86 21751.0 0.949729321308796 0.07418478136335048 -0.1629499921471321 6.369599342346191 26479.795 0.9545759954906603 0.07009496054096023 -0.21829674013180655 6.732398986816406 False 5 2800 15.72 37.64 20401.771 0.9535594025954961 0.06303711432905007 -0.28809189295988097 6.9924187660217285 25350.096 0.9572713545135433 0.06212291649210892 -0.38051273561602494 7.572448253631592 False 5 2900 17.47 35.94 20649.432 0.9418681237430637 0.08304574393902929 -0.2930875454211002 6.742247104644775 19027.436 0.9534068705123937 0.06561526569095692 -0.3733293966427723 7.207160472869873 True 6 3000 16.47 35.29 28453.438 0.9567776576846884 0.07060803843044625 0.06905420839690968 13.16472053527832 35941.855 0.9668814993052378 0.04853170072866304 0.06341276184793179 12.06160831451416 False 6 3100 17.02 36.07 20022.326 0.9471962444416044 0.08525752703721552 -0.252737609647841 9.47765064239502 23583.23 0.9577185146281856 0.06785668433174091 -0.33543308899405405 9.127376556396484 False 6 3200 17.17 34.6 23052.225 0.9499718343343996 0.066260068413121 -0.29444795728689205 12.95824146270752 21603.219 0.9613504567818628 0.04881978199363272 -0.38262871508789376 12.166509628295898 False 6 3300 17.2 34.5 19860.08 0.9448467880492074 0.08248777738192672 -0.2782864988804118 6.791402816772461 20889.896 0.9549942858658887 0.06783130700054175 -0.35491029870043395 7.169536113739014 False 6 3400 16.62 36.63 20219.21 0.9549286935633323 0.061273244673280526 -0.10019360775736008 8.716994285583496 25963.055 0.9585651479267604 0.06171022826027013 -0.12752521647420614 8.176145553588867 False 7 3500 15.99 34.59 27288.633 0.94709726806524 0.06750430067299824 -0.27764318075694755 8.220361709594727 24198.738 0.9617042669283417 0.04682064475736244 -0.3476870669810157 8.462444305419922 False 7 3600 17.48 33.8 19763.896 0.9432746276959633 0.0900978301922004 -0.34022959829573635 7.580472946166992 24764.965 0.9530482986078292 0.07644463175936038 -0.43816124712324067 8.090523719787598 False 7 3700 17.7 34.61 20100.723 0.9424950099872478 0.08504547121817904 -0.3053145612254818 7.084314823150635 21153.062 0.9521847010203015 0.07327215423634698 -0.39544492460459163 7.325057029724121 False 7 3800 17.3 33.53 22403.285 0.9429320740777107 0.08775297575748935 -0.3068509098486408 7.782285213470459 23711.85 0.956638083037181 0.06479040389828314 -0.3940943467324442 7.778048515319824 False 7 3900 16.62 36.65 25272.482 0.9479527243184139 0.08742658021536505 -0.22781396213122962 10.624494552612305 26898.4 0.9590346505165668 0.06849445878790296 -0.2805938219213323 9.968559265136719 False 8 4000 15.49 35.58 23644.795 0.9448029440331486 0.08718249643656625 -0.3103925984271129 6.976463794708252 28787.566 0.9510421480269013 0.08264628682071821 -0.38997346183443105 7.5287251472473145 False 8 4100 17.65 33.58 22828.033 0.9424642449331039 0.08973087659126885 -0.2533672160368382 6.85432243347168 23493.402 0.9511792478401447 0.07983044415030288 -0.32009822432977686 7.241278171539307 False 8 4200 17.84 35.17 23341.506 0.9569834636328176 0.057323483649051814 -0.027938530156143542 6.062289237976074 37028.203 0.9586425467271593 0.0620635771532012 -0.04107807361747805 6.254880905151367 False 8 4300 15.74 33.26 25767.24 0.9422347377719186 0.09117410806408371 -0.13068916770915948 6.448725700378418 25521.773 0.9497235121813834 0.08393601656436725 -0.1661602817544461 6.462086200714111 False 8 4400 16.28 34.14 22824.389 0.9374832494609792 0.10002391318577733 -0.14621921075560654 6.384596824645996 22284.705 0.9461210477925878 0.09096489582223535 -0.18853826978939686 6.642052173614502 False 9 4500 15.57 34.89 19863.154 0.9420930150700129 0.09165707424471622 -0.24398907847862458 7.170913219451904 24304.176 0.9516666918185357 0.07981338795443302 -0.31348037610636426 7.625123023986816 False 9 4600 15.2 31.16 18843.957 0.9430497001009407 0.09525102111077037 -0.03081631913239483 6.862800121307373 24715.756 0.9515839049011477 0.08583626845346036 -0.04729905997581045 6.657888412475586 False 9 4700 17.94 33.66 18060.95 0.9344242959185699 0.1098426268244244 -0.1774275470918632 6.365816116333008 18142.74 0.9461505912312737 0.09252975378518687 -0.20832594373441216 6.528679370880127 True 9 4800 17.35 34.33 25966.412 0.9689279526567705 0.03349989764883155 0.22691839034323222 8.8080472946167 62455.875 0.967339952311626 0.042918563177352126 0.25452467586393207 8.03955364227295 False 9 4900 17.86 33.05 19833.46 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0.9308446835832711 0.11477074989304174 0.2286630127969805 5.749013423919678 19836.303 0.94811053582024 0.08447994872820387 0.29771902500019254 5.689499855041504 False 18 9000 17.24 36.13 17297.768 0.9303061595794714 0.12144246450161018 0.2560515940643553 5.682968616485596 21732.5 0.9462776015021356 0.0940055959246887 0.3377861453926413 5.54944372177124 False 18 9100 17.79 34.15 17331.893 0.9383808418000438 0.09617278730309539 0.2589344673001236 5.7913899421691895 23517.674 0.9478241962011786 0.08365285436080873 0.3316083817378514 5.576642036437988 False 18 9200 18.44 36.14 14655.818 0.9407079523634001 0.10470910780472756 0.2939377824141548 7.222050189971924 29813.877 0.9512516373823132 0.08771321654850908 0.37188901060088536 6.588651657104492 False 18 9300 17.67 34.67 13918.652 0.9370275973365239 0.10601750505559873 0.2735868331644049 5.605977535247803 27726.229 0.9473260089588399 0.08998980209745323 0.3441747576211531 5.384532451629639 False 18 9400 15.29 38.4 16786.162 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0.9372554106432838 0.11508820737045851 0.19133290423160693 6.040578842163086 23093.842 0.9484470450802066 0.09642931138232902 0.23655365768432104 5.868157386779785 False 21 10500 14.87 33.7 19351.924 0.9324711039084416 0.10470279874623716 0.2617762149682894 5.7698493003845215 14361.182 0.9470334363243039 0.07770948737116903 0.3186664342632832 5.930147171020508 True 21 10600 17.41 37.0 13337.997 0.928839223862433 0.12563878790407876 0.22306732910762486 5.696933746337891 19017.363 0.9428720761464626 0.10139201144955277 0.26329616622835106 5.6673455238342285 False 21 10700 17.16 34.35 13004.082 0.9165195111227914 0.14444389530283447 0.28622673434692153 5.494074821472168 18031.51 0.9383377154891576 0.10483450413708245 0.36195340235849605 5.460687637329102 False 21 10800 16.41 36.87 13538.624 0.9193211083835622 0.1435379854953039 0.28996566822071895 5.4544243812561035 19815.773 0.9385265690864734 0.10861346120688473 0.37009596704365905 5.356267929077148 False 21 10900 15.84 34.84 14743.432 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0.9024455601059378 0.17301460490796783 0.3320697767886086 5.300148010253906 18642.008 0.9327569679639823 0.11525458019416333 0.4168495618843447 5.0430908203125 False 27 13500 18.23 35.47 17851.291 0.9084839005819022 0.15749315571675898 0.3288315515157477 5.306702613830566 18797.705 0.9363334382802648 0.10523633994010574 0.41857207608805586 4.987330436706543 False 27 13600 17.43 35.9 13874.276 0.9131006841610412 0.15045991071449022 0.3201498969631698 5.329404354095459 21062.154 0.9360954874738183 0.10736278980382395 0.39859946188098483 5.131256103515625 False 27 13700 17.48 35.13 14128.375 0.9051767650369041 0.1640231137565788 0.32800407364439055 5.307274341583252 19139.55 0.9343329858330324 0.10896221426928066 0.4216933061621067 5.073457717895508 False 27 13800 15.65 35.12 13308.497 0.9159191468206164 0.16156839286919086 0.32401849082000206 5.3794660568237305 21244.146 0.9398291282013915 0.11232086426995941 0.40602221006912 5.29124116897583 False 28 13900 19.41 38.09 11429.226 0.9103189793346008 0.16733778696433244 0.33150318249598987 5.3525800704956055 21443.918 0.936719006010083 0.11326861524119192 0.41441744282791515 5.08717679977417 False 28 14000 15.61 34.65 12512.669 0.9055315037419858 0.16842594075611816 0.3250302975221785 5.389853477478027 20259.404 0.9333874275530841 0.1134054911137073 0.4111310915306917 5.0169782638549805 False 28 14100 18.15 35.95 12846.567 0.9103198512395297 0.16824978510530836 0.3211646537593337 5.340773105621338 22400.426 0.9367175752913056 0.11343052431434508 0.4046034955990759 5.104483127593994 False 28 14200 15.06 32.09 17458.857 0.9020278052308277 0.1713596299672702 0.3305508285815853 5.291711807250977 20347.201 0.9332427238835223 0.11049313933363536 0.41750964466246077 5.083708763122559 False 28 14300 18.13 37.63 15337.424 0.9059829818760095 0.16774830940047922 0.3331751318117903 5.310286998748779 20889.826 0.9342724745476868 0.11218571107645012 0.42104551680617025 5.154422283172607 False 29 14400 16.84 34.22 14078.884 0.9188483789979182 0.16351308714536558 0.3256984441992944 5.840206146240234 22769.732 0.9407485435650029 0.11498443934555776 0.4098973290562205 5.459022045135498 False 29 14500 14.84 34.34 17687.56 0.8989171363804735 0.16817446252391277 0.3353629051034628 5.295534133911133 23688.248 0.9320227202021776 0.10668224733755449 0.4239619547693998 5.119048595428467 False 29 14600 18.55 36.85 15337.398 0.8986000260293681 0.17236083105200076 0.33984289104951715 5.273436069488525 19659.54 0.9298305679111704 0.11436572743792765 0.4270072914093942 5.097536087036133 False 29 14700 15.4 34.96 13227.372 0.9090612816370865 0.17109932245879375 0.34324361042636997 5.394525051116943 24461.709 0.9382547223113298 0.1116681554525431 0.42928568672632056 5.1242876052856445 False 29 14800 16.75 34.82 11649.676 0.9052411935942014 0.17776698205061964 0.3396727021874716 5.461675643920898 23461.18 0.9349112547151581 0.11821869537506997 0.4258264467716461 5.119710922241211 False 30 14900 18.23 32.53 12291.637 0.9064156690073025 0.1598154109507332 0.33926017282596416 5.257485866546631 20747.035 0.9362835939055553 0.10342743007595741 0.42659166102960516 4.994204044342041 False 30 15000 14.46 33.22 12387.286 0.8930298390546836 0.1916400504073908 0.3401104797656709 5.290980339050293 19281.428 0.9296240438968476 0.12124886049307533 0.4238251384903782 5.149341106414795 False 30 15100 16.65 35.78 10901.029 0.8950120376773367 0.18537505024336373 0.340597235855958 5.2510294914245605 20661.225 0.9308850992456347 0.11743337708257619 0.42641432606393376 5.0293707847595215 False 30 15200 15.04 33.24 14501.939 0.9033252702342104 0.1599876142226737 0.3382726810697301 6.585275650024414 19039.361 0.937209669621716 0.09670823325242446 0.42508230463020663 6.773452281951904 False 30 15300 14.81 32.54 11030.551 0.9121884077542083 0.1672799252173375 0.33974752066653935 5.454963684082031 22480.25 0.938636742524452 0.11222256972206865 0.4220133229285303 5.159064769744873 False 31 15400 16.13 33.45 14949.556 0.911458236726504 0.1588573817547527 0.33849408984994533 5.449373722076416 17515.61 0.9360161536012778 0.11053461191665169 0.4228139057836827 5.069199562072754 False