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 1.964 53.45 244710.62 inf 0.007340799635377612 -0.12379290934997006 4.2131667137146 248688.69 inf 0.011792665599451984 -0.09253575195938402 7.856978416442871 True 0 100 10.44 52.47 15932.504 0.8759948438716378 0.12142310400209085 -0.05193312200555654 22.696548461914062 16427.023 0.8834346814364717 0.11048979314963892 -0.057368503980032556 21.264076232910156 True 0 200 9.82 53.12 17867.049 0.8751085002142501 0.10659038676276703 -0.058501180459005646 3.443767786026001 18575.361 0.8841920512749909 0.09546239400974517 -0.062414609642860025 4.567281246185303 False 0 300 9.27 85.23 14368.817 0.8508971143273519 0.16648384625202417 -0.0649291559535502 4.085970878601074 15134.214 0.8586732135606221 0.1572703977036977 -0.054912501153887475 5.047207832336426 True 0 400 9.727 51.26 12691.511 0.8280528276166036 0.23320633591766837 -0.08116110518920512 1.4217063188552856 13392.343 0.8387006907764344 0.21739381778200664 -0.039438686109727894 3.5480144023895264 True 0 500 9.766 54.12 12377.528 0.8178507671869739 0.2383532932671252 -0.07479787844755234 1.6633867025375366 13217.795 0.8303012953268417 0.21959120029250423 -0.028187037616587012 3.5554137229919434 True 0 600 10.04 48.19 12670.427 0.819097080746448 0.22040091535141013 -0.0758667789693378 1.5861972570419312 13389.923 0.8323397835547179 0.20071192756727468 -0.023941133990566944 3.545158624649048 False 0 700 9.456 48.42 12020.44 0.8105680372856748 0.2451134872263275 -0.0845344592082475 1.5619981288909912 12586.189 0.8233907401967929 0.22671135788831392 -0.025955927637672863 3.5911898612976074 True 0 800 9.553 49.03 11702.319 0.801782842849177 0.253659683066523 -0.10003737807621604 1.5660051107406616 12336.7705 0.8152330781913502 0.2353737334088687 -0.03488189092463744 3.8390696048736572 True 0 900 9.908 132.6 12697.196 0.8174437512934339 0.21458797006431224 -0.11996972403168836 1.9383076429367065 13539.651 0.830506374226425 0.19600086185724183 -0.026593417807631876 3.6204426288604736 False 0 1000 9.355 50.26 11336.53 0.795463085267957 0.26711014368251085 -0.11853422414171333 1.693150520324707 12117.458 0.8100210841433159 0.24540293400404467 -0.01986961928509676 3.5763330459594727 True 0 1100 10.63 66.96 10955.839 0.7896870241817245 0.2796262958015779 -0.09597709192058256 1.6110365390777588 11691.689 0.8040803912658723 0.2595382262510476 -0.00033420505469615973 3.8752551078796387 True 0 1200 11.58 56.51 10865.9 0.7894340856683444 0.28097581134463756 -0.10950274420825941 1.4670590162277222 11676.45 0.8040568620236767 0.2597169078417957 0.04700852102007516 3.5657684803009033 True 0 1300 10.98 51.92 11450.161 0.7953288299425159 0.2638771782292803 -0.11770470807624404 1.689731240272522 12348.459 0.8108710595854561 0.23916414543298906 0.028503900679083167 3.497126340866089 False 0 1400 9.312 47.86 11962.689 0.8028681229578557 0.25072663277178653 -0.14551082515206304 1.5876680612564087 12804.243 0.8179069259250981 0.22655219827747655 0.0165309716297904 3.5708653926849365 False 1 1500 9.942 51.96 10301.317 0.7770898619664589 0.30165102818860884 -0.1156135466890268 1.5526576042175293 11270.784 0.7926021620090614 0.2786428651831493 0.05460032434955353 3.503162145614624 True 1 1600 10.36 48.96 10170.905 0.7743159603798253 0.31034309885657846 -0.1161973265340443 1.4655691385269165 11072.764 0.7899427098926222 0.2871778195905815 0.0766783141327414 3.5500898361206055 True 1 1700 9.706 57.32 10059.633 0.7741114650862723 0.3152878498922301 -0.10596327190156932 1.5614293813705444 10921.6455 0.7901634666656372 0.2907780093804522 0.0806048541398467 3.415119171142578 True 1 1800 9.931 48.93 10427.565 0.7812070851275744 0.2931812850966299 -0.05646699355631518 1.501899242401123 11548.5 0.7969738973770008 0.26808084896070733 0.07975169573450423 3.7171590328216553 False 1 1900 9.114 53.05 10007.7295 0.7666768639747418 0.3100616014666436 -0.10037033522780706 1.4976423978805542 10951.852 0.7835305510777866 0.28490822308995734 0.09566369226112281 3.7192254066467285 False 1 2000 9.275 48.39 9991.379 0.7729335416395743 0.31805300974245826 -0.1261101573261406 1.7030999660491943 10891.117 0.7897045957139089 0.2904199905036994 0.06319600849237758 3.466766595840454 True 1 2100 10.21 49.71 9752.849 0.7685750112532882 0.32232639391916246 -0.04106091218340706 1.5759221315383911 10727.948 0.785602069237092 0.2946552300598877 0.11417527081215016 3.3771162033081055 True 1 2200 9.756 48.16 9640.322 0.7623560979652317 0.33042207721475214 -0.07248997342933174 1.4368630647659302 10551.402 0.7798002689635025 0.301487297008095 0.13550142612626281 3.5132863521575928 True 1 2300 9.692 53.22 10356.064 0.7793385697039442 0.29925241453194257 -0.079324932988404 1.7137750387191772 11514.014 0.7966642906352122 0.2692140739580795 0.1038132946175804 3.4105095863342285 False 1 2400 9.654 53.22 9479.358 0.7611616680443715 0.33270253637486336 0.03943295642239232 1.400750756263733 10816.517 0.7793277132170127 0.3023885570692048 0.17495728746771927 3.3493387699127197 False 1 2500 9.473 50.75 9871.568 0.7727337343295078 0.31334729207193085 -0.023923906194424444 1.76707124710083 10868.125 0.7904679832743006 0.28203282011972636 0.14893207288630386 3.3877615928649902 False 1 2600 9.546 49.57 9167.147 0.7540610055211501 0.3476622126754466 0.1221074719507488 1.2866638898849487 10335.647 0.7722959380270178 0.3165052210045077 0.2721213333982164 3.3058063983917236 True 1 2700 10.57 54.25 9162.388 0.7544158224652574 0.3416957299263767 0.026056456889788512 1.3827546834945679 10141.667 0.7729772975389244 0.31082708608335946 0.17499360549033843 3.371798515319824 True 1 2800 10.27 48.9 9005.052 0.7469080744047846 0.34816239755298073 0.11768132414953102 1.3208459615707397 9951.405 0.766150335080682 0.3166781680402722 0.25924620862275344 3.500290632247925 True 2 2900 10.06 49.23 8961.196 0.7516332068716207 0.3479861698158995 0.19895885335274813 1.2720268964767456 10118.92 0.770750806941697 0.31500704314446565 0.2972874771837249 3.225229024887085 False 2 3000 9.902 48.85 8727.799 0.7440048347430969 0.357271984147531 0.2311130353259567 1.2216602563858032 9920.277 0.7642684577270591 0.3231465020218016 0.3109497859124355 3.270357370376587 True 2 3100 10.67 52.8 9607.746 0.7671378566298157 0.3233678414424154 0.08956067168567976 1.3532543182373047 10684.814 0.7860759588850217 0.2887689642502158 0.20227318535287067 3.532595157623291 False 2 3200 9.68 118.5 8574.236 0.7424143035663945 0.36546500701028806 0.22518749544187378 1.2297240495681763 9849.071 0.762526102257328 0.3303564830695165 0.3122436462841387 3.371614694595337 True 2 3300 9.244 50.49 8530.447 0.7422522264491199 0.3750661133093224 0.2787426799971959 1.1989995241165161 9668.856 0.7627514844691291 0.33729312775401754 0.3388193606393831 3.358198881149292 True 2 3400 9.884 52.74 8930.361 0.7537902966698593 0.35337945948976307 0.285643555760459 1.188712477684021 10157.08 0.7742829139565369 0.31473611384809225 0.31431013155900356 3.242851734161377 False 2 3500 8.969 53.96 8365.85 0.7391261797876322 0.3726441861511307 0.28511095261912406 1.1964737176895142 9710.616 0.7604817711377705 0.3329957078033793 0.3324930288340261 3.2009074687957764 False 2 3600 9.329 109.9 9610.747 0.7713349489690834 0.32703036064707236 0.2114557317099784 1.9132120609283447 10940.762 0.7917958904887611 0.2852534074535566 0.2842076610715344 3.3947484493255615 False 2 3700 8.77 47.39 8196.855 0.7355144947883889 0.380413531946695 0.30238577348859674 1.1747071743011475 9566.023 0.7576183288339794 0.33837216936831044 0.34084122508745596 3.209925413131714 True 2 3800 10.76 50.78 8366.149 0.7419659068654729 0.36931915069761717 0.3249558478725466 1.1700371503829956 9832.825 0.764457080323593 0.3268866308391569 0.349370943886464 3.1606643199920654 False 2 3900 9.578 51.11 8075.2715 0.7317285486938355 0.3871888941911331 0.3412322886709935 1.146159291267395 9464.81 0.7547855887882136 0.3441502699497245 0.3496317856523526 3.192941904067993 True 2 4000 9.731 54.46 8379.671 0.7434923691976526 0.36798076108469946 0.3050128020709769 1.244317889213562 9659.124 0.7651262089037867 0.32689806994285703 0.33732312336231524 3.5241897106170654 False 2 4100 9.552 56.51 7905.9204 0.7301282016952042 0.3920892500520527 0.35124315627831654 1.1339616775512695 9350.275 0.7536454538487977 0.3455754164224892 0.3479664727024695 3.2341725826263428 True 2 4200 10.13 48.08 8243.345 0.7345490664975569 0.36892525157786304 0.3234309263121452 1.224707841873169 9729.585 0.7581166274429043 0.3249947989007611 0.32680780125942244 3.1229031085968018 False 2 4300 9.132 48.74 7859.607 0.7274627939060017 0.39731391700898405 0.35943714146481054 1.12627112865448 9311.085 0.7513597352339393 0.35015056342303963 0.3505751360536268 3.2600903511047363 True 3 4400 10.3 50.68 7814.983 0.7277208722903619 0.39720792809964833 0.32228100519708364 1.3239761590957642 9229.954 0.7516885733494244 0.35121314700693534 0.35995967306882154 3.107213258743286 True 3 4500 10.45 66.88 7877.697 0.7260748820000242 0.3835687889988019 0.33924541409224246 1.1769105195999146 9290.183 0.7505852316680698 0.337786058872251 0.35564260370472933 3.113633394241333 False 3 4600 10.29 50.34 7640.703 0.7212674304958946 0.4080066887212804 0.367474628644255 1.1686913967132568 9080.769 0.7463792174215192 0.35986636925964743 0.3506879409264722 3.4083003997802734 True 3 4700 10.39 49.37 7640.8335 0.7229419598291276 0.41029316629829893 0.34395149306727474 1.2016922235488892 9096.77 0.747695880830493 0.36230212154879765 0.33574941602014213 3.115670680999756 True 3 4800 9.931 49.08 7918.6733 0.7259007324076653 0.391121828024617 0.3595003136001321 1.2102954387664795 9620.851 0.7509277627597197 0.3432636390477538 0.3557134216466502 3.093433141708374 False 3 4900 9.574 175.6 7925.1064 0.7327254866221842 0.3862777992214949 0.34926333516311714 1.2698215246200562 9443.179 0.7567852246892636 0.3383833910580276 0.32511344993357927 3.668619394302368 False 3 5000 8.158 48.16 7839.4683 0.7284759353826016 0.4015115917893201 0.34244792148575454 1.1417121887207031 9426.158 0.7532005907517365 0.3514225521450557 0.34074337668095395 3.191967487335205 False 3 5100 8.898 57.85 7651.1313 0.7225027715345848 0.4033281916334808 0.35434839115534883 1.1443523168563843 9100.535 0.7482300794511638 0.3520855397838231 0.3642737945810043 3.3021984100341797 False 3 5200 9.597 49.77 7558.2886 0.7199249340296846 0.40350930562708515 0.36676428648991133 1.1180692911148071 9097.088 0.7463544988849333 0.3515876752668936 0.36938169842894797 3.1536905765533447 False 3 5300 9.453 194.1 7489.1567 0.7183285969626207 0.40901631087923257 0.33420628601133906 1.1667168140411377 9049.422 0.745034780078973 0.3560894084097967 0.3642555790360365 3.2945945262908936 True 3 5400 10.22 49.31 7365.69 0.7109799258385046 0.4201634748583687 0.33228361856612276 1.1546627283096313 8944.469 0.7390400963605221 0.3643350177066873 0.3476912734385665 3.137381076812744 True 3 5500 11.36 50.52 7537.9785 0.7136976883932293 0.4248883778080061 0.35645257630548116 1.1675682067871094 8923.151 0.7408912508724336 0.36930407730417597 0.35394717654315005 3.0843942165374756 True 3 5600 10.22 48.93 7606.879 0.7205173806660352 0.39639695458312485 0.35913515671575846 1.1831014156341553 9100.024 0.7468663080596599 0.3440717453754513 0.38155223940210353 3.036093235015869 False 3 5700 9.599 71.41 7481.9487 0.7152590003462287 0.41169653891025604 0.35479075425647316 1.1327604055404663 9249.584 0.7424932430012511 0.35736925725602936 0.35266348319627694 3.1557912826538086 False 4 5800 9.325 53.56 7347.082 0.7171621487143318 0.4138156691356181 0.34524785402268937 1.1371538639068604 8920.123 0.7448357645398916 0.3572350341521823 0.34526830372855366 3.250397205352783 False 4 5900 9.524 66.07 7404.898 0.71300344343868 0.4138557844787916 0.3468994513971097 1.241835117340088 8911.337 0.7407838683689167 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0.3575089089120562 3.1785898208618164 False 4 6500 8.422 53.63 6974.342 0.7056968840275741 0.4428851339202653 0.35692167587356877 1.1291567087173462 8710.565 0.7353927892109909 0.3803158759247009 0.36987766693903923 3.1289076805114746 True 4 6600 9.941 50.01 7263.077 0.7126378126398194 0.4155968541218846 0.36808140636509784 1.1138790845870972 9213.4 0.7443583500566329 0.3496390899336547 0.38444777887190035 3.1464645862579346 False 4 6700 9.56 72.66 7539.1147 0.7188233909455541 0.4038312750165093 0.3591404993608569 1.2060425281524658 9289.762 0.7471087931659348 0.34507109825092086 0.3875515587044256 3.03951096534729 False 4 6800 10.15 281.4 7653.2734 0.7106877791983921 0.42280136061838797 0.3652215688871889 1.120118498802185 8772.843 0.7400935439175071 0.3610135125806292 0.3702901857650735 3.1113760471343994 False 4 6900 9.506 51.53 7168.4014 0.7062010419380672 0.4231230514095686 0.33876835260664834 1.1431646347045898 8724.993 0.7361088526467252 0.36150517921448067 0.36050861498333325 3.2159674167633057 False 4 7000 8.778 55.75 7242.888 0.703773711184458 0.4191660593828665 0.3125865069935356 1.2430833578109741 9031.074 0.7354452487778799 0.35569328824169 0.34832442471252173 3.0676095485687256 False 4 7100 9.476 47.36 7932.2266 0.7283759406155699 0.39623399518067204 0.283734157665688 1.2057311534881592 9537.871 0.7561262291358807 0.3378579664635637 0.3448186801179186 3.3471486568450928 False 4 7200 8.909 87.8 7114.14 0.7071742493294796 0.43018122539827947 0.3700908848845574 1.113065481185913 8763.404 0.7381489374409705 0.3657138198164302 0.38556724836570583 3.116004228591919 False 5 7300 9.434 49.01 7135.6587 0.7072649863348367 0.4287272974023749 0.34708652339733054 1.1641725301742554 8887.792 0.7369224735687837 0.36671356329887467 0.357214740227846 3.0810818672180176 False 5 7400 9.465 55.45 6874.7896 0.6987753344803527 0.44385928612550135 0.35901945634948446 1.122719407081604 8498.764 0.7313095483716339 0.3761364942086983 0.38185215564281916 3.138453245162964 True 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