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 21.23 46.49 19358.383 0.9936384898008335 0.0005144521031248524 -0.2980435886606766 357.7438659667969 18303.438 0.9936439950572397 0.0016701966711272541 -0.3856246782922202 358.28271484375 True 0 100 29.89 351.7 6106.7812 0.9894408652821507 0.030414741543414857 -0.3546394245870703 17.94256591796875 4892.2393 0.9903094501248545 0.02996921838800436 -0.4359414284928618 17.710826873779297 True 0 200 31.5 40.34 7686.751 0.9877480377545668 0.030926106737424307 -0.35423302087656605 15.492593765258789 7095.6636 0.9882140518693076 0.02957662015821554 -0.4331607856177389 15.261825561523438 False 1 300 34.87 373.9 5751.5225 0.9867263880937084 0.036894473885027514 -0.3538731013193399 11.095239639282227 4817.2417 0.9878091638079313 0.035948664849739506 -0.4306142167305648 10.900806427001953 True 1 400 29.56 33.9 8881.459 0.9877925225172439 0.033413228587168047 -0.33728049139001953 13.985231399536133 8846.696 0.9883513565712688 0.03224410507800135 -0.40605612755314313 13.75499439239502 False 1 500 29.13 266.4 5040.117 0.9866870127790152 0.03953161760275147 -0.2700822415038739 8.268691062927246 4771.1294 0.9882539367725535 0.03724584912026523 -0.3139311931144187 8.070600509643555 True 2 600 30.52 230.2 4504.885 0.9810709466915475 0.061110337613189174 -0.3504520865965174 8.237262725830078 4642.983 0.9833402120618004 0.05611004406635754 -0.40060188791339907 8.14676284790039 True 2 700 30.59 36.6 4780.9673 0.9836500816593304 0.04101519650108956 -0.23614627241405117 8.029641151428223 5577.3115 0.9861196352738331 0.03561003032128937 -0.2326674954037351 7.794638156890869 False 3 800 29.28 104.4 4126.2373 0.9799090732263812 0.06000076919760263 -0.3345785336271341 8.317545890808105 4578.5356 0.9828807183612812 0.05418121715714629 -0.35490212069789107 8.108349800109863 True 3 900 30.64 35.71 3915.006 0.9784640649522427 0.0749429143521497 -0.2780418037096832 7.675140857696533 4498.671 0.9819072150058817 0.06626499474349518 -0.26305347580787736 7.433189392089844 True 3 1000 39.27 51.8 3683.4685 0.973918980812732 0.07803363840783355 0.07152922696788855 7.343270301818848 4700.315 0.9792424715834319 0.065216932464779 0.17544253753502811 7.043693542480469 False 4 1100 29.01 284.0 3806.4263 0.9767664418100857 0.06308704884157067 0.26587516602008904 7.020341873168945 4672.9443 0.9822542201050645 0.05057458622216604 0.36789234924072767 6.634432792663574 False 4 1200 44.22 122.2 4317.481 0.9807175503414435 0.04892962019272029 0.09918444781410297 8.530077934265137 4798.104 0.9847156877736953 0.03872682297944502 0.20386567906566605 8.269750595092773 False 5 1300 31.05 408.1 3485.368 0.9759083853740629 0.07763210741140722 0.30748461427691376 7.4273271560668945 4420.818 0.9811909941031705 0.061911573976593984 0.4084505068179181 7.0748419761657715 True 5 1400 30.73 46.7 3650.688 0.9764401863542618 0.07320646015768784 0.2821309571486933 6.923389911651611 4717.5327 0.9819024649661636 0.05873025185218363 0.3761080360327861 6.420211315155029 False 5 1500 29.29 30.82 3307.0708 0.9708756192280713 0.08648878664173294 0.2945335183124114 8.009343147277832 4611.001 0.97817179999578 0.06617999943798183 0.4026871549028029 7.6869215965271 False 6 1600 29.03 30.25 3527.208 0.9712016020044658 0.08126538097490646 0.33221398470560926 6.752083778381348 5076.4062 0.9799409526747118 0.056558582848744744 0.4257491174910377 6.219660758972168 False 6 1700 28.97 30.03 3500.6362 0.9712757254493783 0.07606268255622235 0.31103322058841465 6.806041240692139 4430.6265 0.9793046862642557 0.057883733003049054 0.4072689113227988 6.269646167755127 True 6 1800 28.67 145.3 2986.706 0.9681513633649215 0.1034476486636033 0.32059853330450855 7.273699760437012 4497.7695 0.9775954997476601 0.07658215425248315 0.41051589813394657 6.866957664489746 False 7 1900 30.41 318.5 3302.7097 0.9671645771747676 0.10046202537749309 0.32716422379344395 6.629404067993164 4340.2676 0.9770910708687386 0.07378391566209973 0.4174965670480917 6.0900726318359375 True 7 2000 29.5 35.19 3091.8572 0.9671314231141139 0.09875827762424173 0.3119990239977997 6.695154666900635 4703.0986 0.9770285459389321 0.0702914563206646 0.40270237429949896 6.1293840408325195 False 8 2100 29.46 341.7 2922.1458 0.962018473768089 0.10263554066496657 0.32710882974017064 6.612904071807861 4390.822 0.9745941155130652 0.07070568683945362 0.4165835753199184 6.055291175842285 False 8 2200 31.12 41.83 2836.463 0.9599744475829867 0.11424825357071158 0.3332864370154356 6.586696147918701 4499.878 0.9733097678853282 0.08172579609726803 0.41851904518003363 6.01934289932251 False 8 2300 29.22 306.4 2680.3352 0.9580818049439469 0.12204645903000445 0.34509545730593805 6.526662349700928 4322.521 0.973451666709337 0.08365343774509328 0.4286242945728549 5.912962436676025 True 9 2400 32.51 147.6 2895.5518 0.9582504491918871 0.11838845578392226 0.34944281294443924 6.55941104888916 4511.8203 0.9730537004180542 0.07913732871185994 0.43156695897775627 5.994461536407471 False 9 2500 30.26 66.33 3139.1643 0.9701820021358669 0.10313452529098602 0.34790370421817585 6.6785664558410645 4615.8115 0.9786215654209466 0.07243998877591762 0.4282132225261712 6.224905014038086 False 10 2600 30.77 372.1 2730.3628 0.9583117120073341 0.12087193717550848 0.35337262104853534 6.475335597991943 4320.5083 0.9736374403798516 0.081171468629785 0.43318638981134633 5.919029235839844 True 10 2700 30.43 35.33 2634.8337 0.9564590651259588 0.1237923558800506 0.36767658941206155 6.450708866119385 4319.623 0.9730868468671334 0.07964685758843416 0.44904218330420714 5.893364429473877 True 10 2800 29.79 346.7 2555.9128 0.9536186448321841 0.12990925870710673 0.3699818261383791 6.371391296386719 4237.552 0.9716297428072317 0.08511946481700057 0.44749910226144485 5.763269901275635 True 11 2900 29.51 29.81 2677.0503 0.9498408106365704 0.13947454694856026 0.3857081959486276 6.3097429275512695 4401.379 0.9697505336937837 0.08985405883477827 0.4607687146469156 5.70968770980835 False 11 3000 29.07 32.63 2603.3245 0.9565073591895563 0.1309537946939712 0.3826107965783952 6.316493988037109 4218.7554 0.9741055935301168 0.08280909790058552 0.458242990092994 5.748029708862305 True 12 3100 29.22 35.77 2534.8096 0.9515918062364779 0.13593072821765093 0.3897250427006597 6.273653030395508 4111.9277 0.9710226078638656 0.08735122099843079 0.4670031416626092 5.667731761932373 True 12 3200 29.48 29.89 2873.558 0.9518696378635426 0.13689117748084287 0.40234320780871086 6.292450428009033 4217.6123 0.9728309084795241 0.08342915838821921 0.47379837479383113 5.782439231872559 False 12 3300 28.95 36.14 2843.8608 0.949027574123143 0.14598453215399873 0.4004924985262023 6.276143550872803 4295.4453 0.9700004709013832 0.09286616538373939 0.4695810817015198 5.7650370597839355 False 13 3400 28.74 29.67 2820.442 0.9549189457971147 0.14332696119859156 0.41445954765893867 6.2443766593933105 4349.3364 0.9728812881815888 0.09059064118671442 0.47961909569407285 5.753015041351318 False 13 3500 28.96 30.78 2620.3018 0.9492042513864979 0.152492246993179 0.4182368082366369 6.147377967834473 4057.4758 0.9700431186126883 0.09693292724326487 0.4774135396376067 5.657845973968506 True 13 3600 29.43 29.69 3810.1558 0.9612210325026996 0.10241181447315637 0.426466511487314 6.19841194152832 6486.9766 0.9765949422045868 0.0635921076387586 0.49101857054799075 5.730627059936523 False 14 3700 28.88 29.95 2563.354 0.9425368055302117 0.14699546199423483 0.41595715185621285 6.142316818237305 4491.757 0.9674939520597883 0.08835803888835966 0.48217478780046036 5.5364155769348145 False 14 3800 28.24 31.09 2384.4832 0.9550421769950862 0.14985890366828797 0.42764895126654323 6.171289443969727 4197.6973 0.9738942889451875 0.09164696671764544 0.4914244592183172 5.693728446960449 False 15 3900 28.73 103.6 2205.5645 0.9431363506095349 0.1605344775347083 0.44146811525737506 6.014332294464111 4017.685 0.96887713021308 0.09510347483461204 0.5034158833691941 5.512284278869629 True 15 4000 29.21 29.67 2112.2642 0.9396399394664949 0.164475393165529 0.4522162682455761 6.030898094177246 4083.8948 0.9670594917283274 0.09848181912656465 0.510403493853977 5.437607765197754 False 15 4100 29.19 30.61 2069.2598 0.935752388664572 0.16643973064986323 0.44859296019449335 5.913764476776123 4057.216 0.9645387475640996 0.09896736997820028 0.5065186618789129 5.395257472991943 False 16 4200 29.3 56.29 2124.2312 0.9397141479534953 0.16546054936548124 0.4534230880533534 6.122664928436279 4114.813 0.9682667516468413 0.09157471167656445 0.5079858256974422 5.715869903564453 False 16 4300 29.07 29.81 2125.9043 0.9393673042118559 0.16876436200184464 0.45329267701874176 6.102968215942383 4103.7817 0.9676235142844855 0.09487301462134441 0.5161940120735895 5.441542148590088 False 17 4400 28.81 34.33 2165.53 0.9344343551687402 0.16241607996361737 0.44800638175780433 5.941844940185547 4288.056 0.9673219050462694 0.08497091524267368 0.49785158762623666 5.487396717071533 False 17 4500 28.9 33.22 2020.3016 0.9429886376794893 0.16824604564783185 0.46383066136080103 5.890878677368164 4168.417 0.9707847690991059 0.0909457000250469 0.510198983173097 5.43442964553833 False 17 4600 29.05 30.27 2033.8256 0.9381257977445784 0.17106293945273732 0.4756424101508143 5.998652935028076 4108.09 0.9683551474830207 0.0921364235343173 0.5193920056683338 5.504973888397217 False 18 4700 29.03 29.97 2060.3127 0.9343973477918972 0.18156603360663762 0.4735503786823415 5.837044715881348 4156.7866 0.9677107709053498 0.09332259600749969 0.531255829365012 5.365019798278809 False 18 4800 29.22 30.02 2076.8333 0.9312588307746207 0.18313857739688044 0.46545916717118513 6.184110641479492 4132.339 0.9651749702593017 0.10040309323259726 0.5090016464037965 5.569932460784912 False 18 4900 28.3 31.29 2104.5488 0.9363320761114894 0.15834921492550044 0.4699368705885932 5.768558979034424 4358.4756 0.9708673651222873 0.07561656760311604 0.5147888472424463 5.317847728729248 False 19 5000 28.77 214.2 1915.2478 0.9325558696201468 0.17737411511845 0.4782107848000136 5.718557834625244 4162.291 0.9676596373206201 0.08951801236589522 0.52006326056875 5.277760028839111 False 19 5100 28.93 29.88 2068.619 0.9272505728047222 0.18422600750235402 0.46384371101027483 5.980269908905029 4124.028 0.9670650646992341 0.08869395657360034 0.5100432577540575 5.600411415100098 False 20 5200 28.82 30.37 1900.1456 0.9240035275856683 0.20456363857017362 0.4852576141101562 5.820785045623779 3969.953 0.9645737944030945 0.10303057804128575 0.5246390114392334 5.2976908683776855 True 20 5300 29.47 30.34 2035.2228 0.9315809115405027 0.19419805637748128 0.47589371039991535 5.723874568939209 4146.7217 0.967749642666994 0.09724481677015781 0.5211644556374221 5.276922702789307 False 20 5400 29.08 42.65 2094.0852 0.9308101100478806 0.19803625605623917 0.4776954500585043 5.777176856994629 4113.5127 0.9675440312152342 0.09915466509531169 0.5137797512010949 5.327304840087891 False 21 5500 28.83 29.55 2186.728 0.9208538088164612 0.20728825459403144 0.4877802895388973 5.8043999671936035 4010.1953 0.9639854187330497 0.09999496947560285 0.5253074052882758 5.279160499572754 False 21 5600 28.99 30.65 2232.1165 0.9402220522335767 0.19099288715836962 0.48762688945174454 5.70920467376709 4092.6868 0.9708666887881757 0.0952975962727252 0.5332402585707308 5.270052909851074 False 22 5700 28.84 37.43 2115.1248 0.9193842128573516 0.20047873036714983 0.4881207556771158 5.883053302764893 4168.7373 0.964057010204858 0.0923614426786277 0.5146654294048999 5.628942489624023 False 22 5800 29.09 79.5 1968.3955 0.9198072548027573 0.21246268461743287 0.4906731976932362 6.145817279815674 4163.5728 0.9664162924349099 0.09427487146490186 0.5195799392000873 5.9316229820251465 False 22 5900 28.97 30.36 2298.6125 0.9153388532679113 0.20602185617945118 0.4810486098587808 5.683614253997803 4384.596 0.9622152823047151 0.09446114289331708 0.517063093198713 5.297728061676025 False 23 6000 28.93 31.77 1956.2837 0.9275167928507393 0.2085152866976303 0.4790404862809942 5.736518383026123 4031.9634 0.9682442175337059 0.09534884323922295 0.5130080399096164 5.392313003540039 False 23 6100 28.99 29.79 1877.6603 0.9370983570561183 0.20794077029310576 0.4901945649816991 5.720650672912598 3932.5557 0.972244240414801 0.09488336295103478 0.5312818679752146 5.278445243835449 True 24 6200 28.89 31.85 1780.1481 0.9137943947280088 0.2273200632632582 0.4998058502801048 5.648883819580078 4165.982 0.964556880569671 0.09618047246399097 0.5341800473783653 5.237182140350342 False 24 6300 28.86 31.94 1880.2703 0.915638554495334 0.21392306047318377 0.5022226050780308 5.572481155395508 4202.417 0.9672657488690201 0.08347861722689391 0.5331066474020973 5.217329502105713 False 24 6400 28.67 34.49 1824.496 0.923976769792542 0.22361373199234005 0.48789795002018527 5.6366424560546875 4193.284 0.9703210589628622 0.09076191587764967 0.5255974729113202 5.182437419891357 False 25 6500 28.66 44.09 1879.0453 0.9225264083932404 0.222299799896747 0.49276156950593614 5.590733051300049 3930.322 0.9673038800216375 0.09670786123617271 0.5211394957018449 5.2227582931518555 True 25 6600 31.08 31.35 1971.131 0.9192075106850585 0.20535122776788076 0.48162296765192797 6.582474231719971 4588.934 0.967072813530361 0.0828232715600559 0.515030477551587 6.423951148986816 False 25 6700 28.97 30.41 1874.011 0.9159079395627989 0.23248506781851047 0.4936511450917521 5.655605792999268 4080.2114 0.9662705927501923 0.09731747830117127 0.5172978931943196 5.3563055992126465 False 26 6800 28.8 30.34 1935.8639 0.9088408283231318 0.23389868564610614 0.4967701483195037 5.741063117980957 4135.2544 0.9639454106170835 0.09407749866920917 0.5236263372983562 5.488492965698242 False 26 6900 28.94 29.71 1962.3438 0.912820270882422 0.22944292283000647 0.5021197200407179 6.104674816131592 4369.887 0.9655980890954583 0.09330839543428333 0.5164382529842962 5.684162139892578 False 27 7000 28.93 29.8 1844.7164 0.9052721967636657 0.24492359230592553 0.5060200008973822 5.702937126159668 4120.0464 0.9653839631802713 0.09341300857008757 0.5230848384959792 5.325657844543457 False 27 7100 28.89 32.32 1890.4196 0.9198977481153501 0.22448202651077095 0.5091009755460861 5.7410359382629395 4413.327 0.9675653220671409 0.09088200472026448 0.5208294271090487 5.526335716247559 False 27 7200 28.6 65.16 1816.736 0.9202965224128117 0.22675265568910855 0.5043930881936245 5.994852066040039 4259.816 0.9691256421974282 0.08625201603508911 0.5269123597951888 5.803343772888184 False 28 7300 28.59 30.22 1669.8865 0.9002833688652035 0.2551132359007708 0.5111231552796155 5.67587947845459 4156.439 0.9637689210029902 0.09654953283201208 0.5210048194439045 5.333786964416504 False 28 7400 29.19 31.62 1621.3182 0.9018161531709673 0.2613176994698141 0.5112061389048443 5.479189395904541 4172.2607 0.9656033404419242 0.09356351120792632 0.5279686533781615 5.205596923828125 False 29 7500 28.82 29.21 1659.1053 0.906647488723734 0.2613663389208953 0.518011752042009 5.5041608810424805 3959.5842 0.9664390513002117 0.09609724389007077 0.5235588719072259 5.305178642272949 False 29 7600 29.05 31.32 1652.658 0.9009680877493258 0.2638690459700523 0.5158527227268436 5.541619300842285 4094.1555 0.9651379193691308 0.09475712442554259 0.5350265410946884 5.153004169464111 False 29 7700 28.84 40.32 1811.1174 0.8951682246667192 0.2654746537301543 0.5097010054063652 5.499284744262695 4141.7583 0.9652114741442926 0.08762638908456731 0.5235986868624433 5.234655380249023 False 30 7800 28.8 30.71 1724.3018 0.8861351198989893 0.27845217623801394 0.5146623393922719 5.654289722442627 4339.07 0.9654455430086885 0.08687882075469386 0.516920187409899 5.534772872924805 False 30 7900 28.84 29.27 1734.6094 0.8956567369610184 0.27830184221648135 0.5215066126277861 5.4189066886901855 4090.8606 0.9656347122965674 0.09419705175470612 0.5290519561860488 5.209692001342773 False 31 8000 28.73 30.64 1914.502 0.8821978954289007 0.2595068650469878 0.5128386589418894 5.496765613555908 4467.8354 0.9611442909044888 0.08241405589447397 0.5244098218910481 5.333840847015381 False 31 8100 28.48 43.49 1659.0425 0.8893411037467968 0.28022394305709175 0.5202625673926787 5.450300693511963 4245.9297 0.9644117635894731 0.08955409325592258 0.5332226581929961 5.15269660949707 False 31 8200 28.97 29.27 1506.6841 0.881366804662845 0.2933269122476147 0.5168171063935297 5.659682750701904 4180.709 0.9640910772338114 0.088861784728515 0.5362360023835652 5.470846652984619 False 32 8300 28.83 29.48 1589.5807 0.8799084046895551 0.29574640833436383 0.5249845847944972 5.4176201820373535 4360.4014 0.963203014316274 0.09145783396708919 0.5281317824479852 5.200505256652832 False 32 8400 28.63 34.72 1669.3594 0.8729340367319169 0.2998229063004552 0.5298994093716443 5.403730869293213 4337.4385 0.9629181541582067 0.08791420520148725 0.5416042230420994 5.229400157928467 False 32 8500 28.87 38.6 1837.1466 0.8865620284123293 0.30011865049345815 0.5182877916572438 5.725783824920654 4092.3638 0.9653845351478779 0.08981908507435829 0.5288261285052952 5.351548194885254 False 33 8600 28.62 29.98 1575.3091 0.8816555555109786 0.30067243957751466 0.5329246721494999 5.551503658294678 4180.66 0.9669221376465547 0.08231663886516455 0.5305621447336564 5.288273811340332 False 33 8700 28.9 29.84 1482.9548 0.8950738935948216 0.2907824733692547 0.5303773965147128 5.612995147705078 4272.871 0.9658374663753492 0.0913250063925348 0.5322790737157751 5.575956344604492 False 34 8800 28.76 31.63 1502.0945 0.8806983285603373 0.2931680672133328 0.5103764407013174 5.494739532470703 4283.588 0.9631433988974167 0.08740813451394475 0.5132385161255598 5.2925004959106445 False 34 8900 29.11 80.47 1518.0762 0.8822415358816356 0.3022364322118894 0.5195090510112268 5.459251403808594 4388.1333 0.9671459000491494 0.08171573046525718 0.5232727537436974 5.31610631942749 False 34 9000 29.02 28.84 1451.8362 0.8634330899448527 0.3210551093742646 0.5287550655281713 5.639964580535889 4339.2485 0.9658078537086819 0.08066238761525184 0.5228206216935596 5.392595291137695 False 35 9100 28.91 33.28 1453.8602 0.8534334897531778 0.3397448250913422 0.5437904140342902 5.376158714294434 4707.4717 0.9645655978787315 0.08163830084890794 0.528995043447245 5.414521217346191 False