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 2.411 19.56 973879.6 inf -0.0021214635386855403 -0.2536961367634376 39.455299377441406 724776.06 inf -0.007786771948979674 -0.28072906703668055 36.91875457763672 True 0 100 8.74 16.74 68050.45 0.9141274769550326 0.0902351854894914 -0.21993508195509573 46.87065505981445 54403.16 0.9201421378125875 0.08013113044028597 -0.2735547620817115 44.117591857910156 True 0 200 10.81 21.09 58195.37 0.8910044150291886 0.14357215999242423 -0.21927105644762765 23.567325592041016 47471.96 0.8964098122672088 0.13557061319014174 -0.2751412650828073 21.601913452148438 True 0 300 12.26 30.45 54641.926 0.885325802140886 0.15810120969149466 -0.23135142529902306 23.520795822143555 47453.125 0.89048034988537 0.14795862279124627 -0.28347907495417746 21.566211700439453 True 0 400 18.37 42.11 50914.094 0.8744548019853624 0.17001367309357585 -0.2348104261507296 10.261002540588379 45496.348 0.8796775677452815 0.15786899688256617 -0.2862002184713577 9.073798179626465 True 1 500 23.13 42.96 48517.723 0.8661460409495351 0.184545693532847 -0.23575211173697594 6.887682914733887 45862.176 0.8737099800774477 0.16589364185214284 -0.28143157475852215 6.111681938171387 False 1 600 21.51 42.95 47107.492 0.8603812313904706 0.20155880535314372 -0.23548044203522897 5.376455783843994 42879.598 0.8700676290981225 0.1812269254216384 -0.28308337978668907 5.035665988922119 True 1 700 20.53 56.6 47679.293 0.8607770269688354 0.19479169391624743 -0.23892593993427239 5.786660671234131 44264.52 0.8721889346709918 0.17148216033761954 -0.28642672566335736 5.1598944664001465 False 1 800 22.1 141.7 45694.754 0.8584878009920925 0.19790469940222882 -0.24286895060174118 5.508596420288086 43116.926 0.8698992564622042 0.17358539807562742 -0.29002493144628544 5.008318901062012 False 2 900 13.16 44.12 42172.16 0.8555812684047597 0.22118578624958504 -0.23942154683369307 6.544257164001465 42879.207 0.8636704104486441 0.19971924668589555 -0.27732724941710823 5.75278377532959 False 2 1000 27.76 45.02 40893.746 0.8457460346243897 0.22449602501254468 -0.24723663828100237 4.970694065093994 41065.42 0.8591810985515146 0.19560418014936176 -0.29083855023182187 4.722817420959473 True 2 1100 27.5 42.05 38404.785 0.8428913127760312 0.24430134245625118 -0.23997917715488448 5.03738260269165 39378.242 0.8565853170327092 0.21245596104486805 -0.2833184532298259 4.523959159851074 True 2 1200 27.8 42.13 37552.12 0.8413026070160189 0.2431135656920038 -0.24009950640358366 5.100593566894531 40748.41 0.8559581192588207 0.20922234955985186 -0.2769834618974048 4.540492057800293 False 3 1300 25.76 47.13 37332.08 0.8448417566949602 0.22568728026973736 -0.24411823501038496 4.521728515625 43195.312 0.8568650037830372 0.19292974943350416 -0.27915628120036623 4.072305679321289 False 3 1400 22.85 57.5 33562.016 0.8236226497716662 0.27310996099065954 -0.23406787369638968 4.260076999664307 38799.67 0.8428979976666142 0.22935986874530245 -0.26592631369160585 4.057368755340576 True 3 1500 22.98 161.6 32810.348 0.8263161341933287 0.2649404658688291 -0.22057043956983283 4.139941692352295 37650.13 0.8445476483945223 0.22413115279952073 -0.23118877426434123 3.7740883827209473 True 3 1600 12.7 38.14 34687.902 0.8330438223838219 0.24202976058765613 -0.20641100013111527 4.599931716918945 40478.965 0.8542180244852048 0.19565836396419248 -0.20886936622863086 4.036374092102051 False 4 1700 28.32 42.52 29076.941 0.8133793841766307 0.29342520774701786 -0.19852535347466518 4.092249870300293 35828.426 0.8342391579434567 0.24504942889835163 -0.196042943562326 3.689204216003418 True 4 1800 28.9 42.99 29152.377 0.8160534118551733 0.27733717777148775 -0.16330126304253936 3.9853241443634033 37419.85 0.8362596799168599 0.23117410573029637 -0.15734162993629125 3.678056478500366 False 4 1900 23.26 43.37 26488.871 0.8058038217979148 0.3091840832643758 0.0324975712990525 3.7794692516326904 35545.316 0.8292171744953917 0.2571206510242006 0.10009509696716756 3.389510154724121 True 4 2000 20.32 38.63 28229.477 0.8079483775475615 0.2963860103867214 0.01746670708639101 3.925234317779541 38101.965 0.8347295854176523 0.23257348514897003 0.055577137005007125 3.4540820121765137 False 4 2100 27.02 42.75 26110.982 0.797857378110942 0.3210095123871947 0.030144983408765636 3.861851930618286 34250.344 0.8228525174870416 0.261456764898585 0.09361573543393353 3.3877387046813965 True 5 2200 25.55 43.79 27792.879 0.7978106821605118 0.2974848382887006 -0.06214163933269584 3.916072130203247 37943.5 0.8245348645392704 0.23755184212596786 -0.01903676616847189 3.626722574234009 False 5 2300 20.82 51.86 25829.008 0.7997350966491258 0.3311693576046206 0.03481851193366563 4.066987991333008 33968.42 0.8246899654606972 0.27150542338207073 0.09497203980153887 3.518897294998169 True 5 2400 21.69 41.67 27840.676 0.7991412873533552 0.3034065101703146 0.1704794943477931 3.710024118423462 36931.832 0.8288601108897629 0.23644336329497964 0.24107580979627208 3.371551275253296 False 5 2500 24.1 42.09 23639.281 0.7928304106358615 0.33634614941129665 0.1582837752881116 3.674065113067627 32822.37 0.8211985367913347 0.270145165420516 0.24627585160247173 3.1964852809906006 True 6 2600 25.85 42.07 24647.613 0.7967387219499401 0.32395301167553825 0.19999092298843865 3.840437173843384 35735.43 0.8262618887042956 0.2530590734815565 0.28829490240792394 3.244770050048828 False 6 2700 22.31 42.65 23415.129 0.7885658977374531 0.33185684339418015 0.11322507886568266 3.691500663757324 33521.43 0.818367141660691 0.26159096580870056 0.22720612064586593 3.289480447769165 False 6 2800 21.18 57.78 23000.154 0.7898402837034714 0.33938112288847583 0.10108921598140645 3.984541893005371 31880.174 0.8173401319138964 0.27198263348853213 0.23416772384243692 3.354404926300049 True 6 2900 16.65 41.2 21024.902 0.7733921249643384 0.36022737719336956 0.1424118452393953 3.693959951400757 31606.932 0.808570174166969 0.28018012836902206 0.2440375805704712 3.32859206199646 True 7 3000 25.94 44.09 21119.584 0.7754090355097266 0.3565868337521301 0.053649879185751904 3.8244898319244385 31771.69 0.8094567494004711 0.2786209505430625 0.1754573723169762 3.48490571975708 False 7 3100 23.03 47.65 22501.775 0.7818260635089299 0.34375273825185565 0.17319348918002384 3.653477430343628 33435.51 0.8143129491797396 0.26534630299783035 0.3165241779878523 3.0975589752197266 False 7 3200 19.57 41.85 20613.975 0.7723666330197514 0.36514717193366303 0.21819247239572076 3.6696488857269287 31765.04 0.8080826491596425 0.2843519152281732 0.33677020739310426 3.078298330307007 False 7 3300 20.71 40.39 22105.512 0.7831186403806829 0.3421489263586445 0.23227651930493923 3.658794641494751 32091.328 0.817447152366442 0.2638864892581409 0.34729356740904677 3.2635581493377686 False 8 3400 21.12 37.44 20230.77 0.7686283506530465 0.37411323369029925 0.11339919773107197 3.7837769985198975 30595.537 0.8053617997396079 0.29150841608184075 0.1985975737256907 3.286106824874878 True 8 3500 22.57 38.94 21241.736 0.7818608608467064 0.35077909689513637 0.16535622720025026 3.6290671825408936 32448.746 0.8174689029878206 0.26724382754706 0.2820204109322089 3.1654341220855713 False 8 3600 18.2 37.72 19539.98 0.7611304579110282 0.37709736452517084 0.21093097774280883 3.704451560974121 30738.574 0.801473592013646 0.2884210479123142 0.324941634181968 3.344911813735962 False 8 3700 20.78 39.32 23590.172 0.7858890656245282 0.3371960875525713 0.20907789634463475 3.847957134246826 34208.91 0.8239844524044757 0.25070512106889653 0.31815521372793715 3.2136855125427246 False 9 3800 21.8 40.98 19532.773 0.768355380295424 0.3669961326606036 0.20656012462170167 3.572103977203369 30230.904 0.8078335872795197 0.27873274338108495 0.31259648257341266 3.1188156604766846 True 9 3900 21.83 39.06 20244.865 0.7677992329037558 0.3702673749466763 0.20650567052300658 3.5721535682678223 30206.182 0.8081081497918066 0.279752026483635 0.33003825713704327 3.104222536087036 True 9 4000 23.0 42.62 19048.621 0.764818900299119 0.3865122743490067 0.24104549640613573 3.670867919921875 30560.836 0.8076131907666243 0.2888676983418557 0.3521927614944884 3.088233470916748 False 9 4100 16.41 36.07 21597.668 0.7751766266135689 0.35308670240585105 0.16136277586129763 4.057052135467529 33329.812 0.8142241249947684 0.26006263345861463 0.27558052116771525 3.407289505004883 False 9 4200 17.76 33.24 21568.29 0.7680185608767175 0.3725804058267589 0.2477882365235141 3.5164124965667725 31117.97 0.8069448176354574 0.2851626014332947 0.3461703852285849 3.0829663276672363 False 10 4300 22.11 59.63 19771.926 0.7680263353765524 0.37829073228253185 0.211940774728866 3.583763599395752 31569.771 0.8089619981239715 0.28379251261125377 0.34280841689510655 3.0599138736724854 False 10 4400 15.97 65.09 19459.35 0.7573464926493514 0.391771315687894 0.24908841282725597 3.52034330368042 30394.996 0.8012121885999536 0.2949909587878223 0.353484531776249 3.093777894973755 False 10 4500 25.23 42.36 20078.43 0.7568940264188642 0.3810079344864331 0.22786812776401832 3.615034341812134 31275.332 0.801329093720091 0.2861163043664483 0.34321593847946746 3.241246223449707 False 10 4600 27.35 43.48 18924.844 0.7489790548690758 0.39736409791455146 0.21072289712051792 3.663086414337158 29468.914 0.7949660385080641 0.29994021380139385 0.3266733536980296 3.3053622245788574 True 11 4700 22.36 38.54 18265.602 0.7518500645171046 0.3996501619690328 0.12824324453390842 3.672257661819458 29714.021 0.7969904484084951 0.29842906547554854 0.2914525829154129 3.2301928997039795 False 11 4800 24.4 39.0 18573.242 0.7571720519797694 0.3954400781862975 0.2675973341024184 3.5292184352874756 31008.256 0.802352280472382 0.29238844743346254 0.38940304096252093 2.9602553844451904 False 11 4900 22.82 42.28 21041.19 0.7666713987502728 0.3782872547447279 0.2759898169670025 3.5328407287597656 32420.336 0.8099371909242801 0.27850834799578145 0.37906754304064333 2.9911608695983887 False 11 5000 23.75 41.54 18465.965 0.7530400869159233 0.39045802136264074 0.2425878628214992 3.5326600074768066 30219.746 0.8000475075277143 0.2864148946046098 0.3571366677998068 3.1023590564727783 False 12 5100 26.41 37.99 17525.453 0.7492495398118514 0.40288659785645253 0.27764761629667534 3.450507879257202 30470.021 0.7968554869564722 0.2993205013145189 0.38699891079495974 2.9803354740142822 False 12 5200 21.87 40.35 17887.799 0.7554123436197142 0.40623980184775593 0.2907535092084281 3.4377996921539307 29662.604 0.8025271354220279 0.3015924712181824 0.3914995529565888 2.9171957969665527 False 12 5300 18.46 38.23 17995.37 0.7426547073686428 0.4081866737721073 0.2580455683622115 3.5319125652313232 32097.818 0.7957113767506802 0.29344429375547626 0.3679550314747651 3.1346356868743896 False 12 5400 22.29 38.61 17608.232 0.740249485100068 0.4158258170095041 0.2520939145220762 3.5259902477264404 30018.318 0.7928712826505102 0.30439300449038753 0.3599965938505448 3.0636279582977295 False 13 5500 18.79 43.05 17468.42 0.7460645337126018 0.41366927304669243 0.271169416582634 3.740717649459839 31343.795 0.7989815343133125 0.29680499131474614 0.37836781667857144 3.1235504150390625 False 13 5600 20.85 42.38 18586.293 0.7511511193317995 0.40168420937179933 0.2706929075907105 3.482966423034668 29733.562 0.8019024316019339 0.28975251338301217 0.3768207040603018 2.9694464206695557 False 13 5700 24.06 40.44 16827.574 0.7482046029523848 0.4158067226695064 0.2625039178827785 3.6876633167266846 29905.4 0.7993018341685643 0.30081419238142376 0.369173748213501 3.102769136428833 False 13 5800 21.12 39.3 16789.955 0.7433950266063499 0.4242548207947617 0.2854291447378355 3.598555088043213 29553.324 0.7973243359576961 0.30482344702806485 0.38683614838298436 2.9782559871673584 False 13 5900 17.88 39.04 16320.149 0.7337725968222033 0.4311381763838387 0.28380247742987735 3.4682581424713135 29617.967 0.7911732460216913 0.3096162706279618 0.3869990854684406 3.051459312438965 False 14 6000 22.84 38.41 18748.31 0.7452874158852724 0.41226108511879866 0.2795587322925745 3.5960471630096436 30268.162 0.8000607340103969 0.2925086423854472 0.384034477509334 3.008835792541504 False 14 6100 20.39 41.43 17761.36 0.7381112092247225 0.42197907642102456 0.26336464781887375 3.4780702590942383 29620.086 0.7949829809932499 0.2983505967795046 0.345231404972306 3.0516252517700195 False 14 6200 24.76 41.58 17662.283 0.7405022827398191 0.4243053534686478 0.27428273555859856 3.474867105484009 29791.531 0.796654566615264 0.3021048853909273 0.3843219933895396 3.008061647415161 False 14 6300 22.61 37.49 16101.44 0.73418029146462 0.4312908508339794 0.27500380837779076 3.467519998550415 29211.914 0.7925962779589818 0.3061399537853681 0.3764338163876405 3.023908853530884 True 15 6400 21.67 39.11 17033.797 0.7347385407449322 0.42849735065228517 0.2796976522252999 3.500495195388794 30706.668 0.7937617864981106 0.30305082212750206 0.36875781453440104 3.1328318119049072 False 15 6500 21.17 38.94 16152.539 0.7409623123702676 0.4359986796084831 0.28924412690345036 3.520199775695801 29525.951 0.796600508327531 0.3135328508040973 0.38851695336393727 2.97019624710083 False 15 6600 24.03 37.97 16051.168 0.7350176327293505 0.43089543628170257 0.2901399218324481 3.4365193843841553 29310.639 0.7947699905012258 0.30024483535392316 0.38282710098150907 2.9466235637664795 False 15 6700 20.15 40.57 16804.902 0.7439457809425748 0.41630346850297634 0.2851061773746286 3.5473194122314453 30533.422 0.800698969247713 0.28957615147689364 0.37325773090004416 3.0069353580474854 False 16 6800 21.84 38.11 15924.701 0.7237259833263454 0.44137549700993467 0.2880455660044603 3.466068983078003 29244.822 0.7864557571946347 0.3114320253337106 0.3863845078254826 3.05879282951355 False 16 6900 20.85 39.58 15983.994 0.7344405642856988 0.4295760798260886 0.29928879887494964 3.440913677215576 30150.154 0.7939871987161564 0.3044454764516536 0.4050033679562593 3.002918004989624 False 16 7000 20.8 42.46 15807.922 0.733736277709216 0.42909091606358113 0.2931040194363918 3.43088436126709 29952.89 0.7935764491213574 0.30208884753267795 0.3914222529773913 2.9990735054016113 False 16 7100 20.69 41.22 14744.438 0.7293391418611457 0.4464525178316552 0.29629632373073933 3.474496364593506 29227.117 0.7920774717415907 0.3117156329706747 0.388456926619387 2.9242093563079834 False 17 7200 22.58 41.94 14816.47 0.7313753526142677 0.44086834957423265 0.30672977981680394 3.526120662689209 30778.312 0.7967133380963675 0.29937989498616246 0.39213278589266193 2.9637339115142822 False 17 7300 22.57 39.93 16656.57 0.7442704900824664 0.41730180051196714 0.28824998061434404 3.5023934841156006 31911.111 0.8086046070995202 0.2751539431346844 0.37244694130824596 2.964900493621826 False 17 7400 25.72 40.39 14952.786 0.719921701738611 0.4515171691235934 0.30471794736166363 3.4262630939483643 29351.525 0.7873605987202865 0.3115290125411461 0.4012254281625768 2.996584177017212 False 17 7500 19.9 43.0 17371.607 0.7531360337867739 0.4309681780707918 0.30525597813826594 3.6503114700317383 30873.414 0.8079653619238315 0.30271884967024926 0.38684537581988476 3.029409646987915 False 18 7600 22.0 41.01 15950.24 0.7303060580260092 0.43863102033435486 0.3046884749619745 3.4177680015563965 31359.447 0.797204166372334 0.29413416631597 0.39257769123163944 3.010467767715454 False 18 7700 24.37 40.01 14880.362 0.7258429816069293 0.45144614245712344 0.3174481287395334 3.419748544692993 30444.312 0.7912707415730117 0.31080522744435257 0.41000182423245035 2.9167656898498535 False 18 7800 23.77 38.84 15046.516 0.7192158631391607 0.4532604657653975 0.3106732666664046 3.427252769470215 30313.967 0.7887396601681269 0.3086438279538376 0.39913757933149896 3.0427637100219727 False 18 7900 21.99 38.71 15262.651 0.7264785317728342 0.4460600033754607 0.30597751018008024 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