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 18.85 678.7 58197.527 0.9653494635467114 0.024147334434128948 0.11224553531898297 79.96125793457031 42122.0 0.9673425204906124 0.02283849278598565 -0.04427219933482549 82.44908905029297 True 0 100 34.01 462.1 22370.89 0.9727465072764331 0.017171355688737493 -0.1351852166814268 5.028728008270264 7414.948 0.9715237446620173 0.018627094323393927 -0.16816606932353273 4.493676662445068 True 0 200 30.32 546.1 19378.66 0.9521294131202173 0.07296222090186177 -0.23031578668617056 2.7738916873931885 6115.9717 0.9521253373293576 0.06840752858293556 -0.19023988623005583 2.581387758255005 True 1 300 34.59 69.06 21354.879 0.9429134823540343 0.09029691989635054 -0.1106813292550297 4.1656365394592285 5840.807 0.9440553617706726 0.08391848936401308 -0.16913094634268291 3.7308337688446045 True 1 400 29.8 43.8 13380.997 0.8829330703045086 0.196538696562549 0.2326800951522646 2.594905376434326 4637.8384 0.8881984502213585 0.18394168353021953 0.026340728691678902 2.5415866374969482 True 1 500 29.82 35.89 14221.137 0.868232478607904 0.22395052193747209 0.23826814639199784 2.5646650791168213 4053.5647 0.8749398262233243 0.20748122116279208 0.036227026024697545 2.6320719718933105 True 2 600 30.09 36.29 15130.719 0.8741215560301454 0.19727567520322956 0.23520585443363737 3.765712261199951 6807.2686 0.8821315109430371 0.18047077021743133 0.05155253317000155 3.4696667194366455 False 2 700 29.29 42.67 14566.848 0.8473320747909009 0.2657714007879601 0.29414899802500916 2.4735376834869385 3755.2031 0.8548204063207304 0.24615135781003392 0.07594991329524753 2.642021417617798 True 2 800 29.68 100.3 29241.904 0.9321633600267538 0.10201740985272609 0.29214373030149166 2.841265916824341 6272.9263 0.9320869541517814 0.09863272322744598 0.08169229494991934 2.8088619709014893 False 3 900 29.37 35.67 11919.579 0.8347538319931731 0.2986124970884404 0.2581966928576859 2.576089382171631 3536.6262 0.8453000262644814 0.27347957834460274 0.08054206093487318 2.552983045578003 True 3 1000 29.86 35.01 21116.984 0.8750009560737652 0.20535493833284463 0.23502006729340721 2.7699549198150635 4556.0894 0.8828400462231641 0.18522816453150348 0.041434812647237876 2.702561378479004 False 3 1100 29.23 35.15 14448.499 0.835332581536226 0.28154485434067905 0.3064655486888261 2.4210522174835205 3722.8853 0.8474290061450734 0.25225824568525806 0.1084286636055186 2.5248465538024902 False 4 1200 29.0 35.3 15413.674 0.8301791124498089 0.29259956411544236 0.3251768579414054 2.375619649887085 3505.8496 0.8422216035928767 0.2640339686668853 0.11781268504245061 2.567511796951294 True 4 1300 29.33 35.38 13511.183 0.8167978891641605 0.31863590636892347 0.3371684834705531 2.3435471057891846 3410.7087 0.8315727209552107 0.2855247538473443 0.13646177741121196 2.5893731117248535 True 4 1400 29.41 50.19 14889.184 0.8154841639704077 0.32805827803861165 0.3247859494008766 2.497378349304199 3359.7876 0.8298864384702861 0.29580112198023334 0.12671271019549749 2.5502920150756836 True 5 1500 29.28 35.99 12795.948 0.7939706060687434 0.3500249594419242 0.3310975987801423 2.462535858154297 3334.7488 0.8119756337980053 0.31293650443941484 0.13812314181295124 2.5775694847106934 True 5 1600 29.79 35.94 11369.936 0.8095083516042308 0.3124429107377511 0.2800168260842666 2.4769136905670166 3867.016 0.8323475911477103 0.26810629108481476 0.07644889140911168 2.703955888748169 False 5 1700 29.14 36.05 11345.189 0.786553155998878 0.3602983503110748 0.339282962948498 2.3743081092834473 3317.89 0.8084688448659364 0.3167053173602949 0.13903549165422416 2.65399432182312 True 6 1800 29.44 286.3 11726.918 0.7994887375837167 0.3566741399712371 0.3501363787051546 2.329655170440674 3272.461 0.8173889211994855 0.3206886415898417 0.14423080186672702 2.558121919631958 True 6 1900 29.45 49.85 11124.13 0.7891380251450582 0.3679650317855655 0.34593115796539603 2.343601703643799 3196.577 0.8111657022167529 0.3248281639318583 0.1375573641950491 2.530843734741211 True 6 2000 29.6 35.88 12479.576 0.7740385642488387 0.38028884776389626 0.34151742179168293 2.3388168811798096 3148.6787 0.7988076845767884 0.33216393702259495 0.1336227979575953 2.563911199569702 True 7 2100 29.5 35.67 11875.774 0.7791737603586745 0.384949401926289 0.35185401483802214 2.3252885341644287 3035.688 0.8022028048509692 0.33841157766972113 0.14920547944458756 2.544191598892212 True 7 2200 29.54 66.85 12088.168 0.7960942507285005 0.35593415972854764 0.34646538500073204 2.332780122756958 3172.978 0.8182443467474609 0.3067363153178922 0.1443595399776511 2.5548956394195557 False 7 2300 29.07 34.8 15356.41 0.7755728885630087 0.37706443840368026 0.35215202568123083 2.3676629066467285 3096.0674 0.7990760200856906 0.32848979376159015 0.15694008655791147 2.654223918914795 False 8 2400 29.13 34.79 10212.396 0.7734593411858516 0.38928181403877843 0.34165839978750256 2.339393138885498 2959.829 0.8010067103310893 0.33518791668158854 0.12717491971105474 2.5614407062530518 True 8 2500 29.29 62.03 11413.921 0.7932338163048752 0.367067995170774 0.3629223872209572 2.337862014770508 2941.993 0.8159809171225201 0.32005918960248403 0.1464984934858714 2.5148708820343018 True 8 2600 29.71 39.33 13008.9795 0.7789180299750461 0.3761531428281413 0.35984647986285684 2.325826406478882 2975.4272 0.8053379153869815 0.3277136836828026 0.14599620261391724 2.6553120613098145 False 9 2700 28.95 36.19 10318.81 0.7633956269054071 0.4039633255954402 0.3642778225522206 2.308356761932373 2936.8628 0.792056505534785 0.34696821106094083 0.15775032176961493 2.5228774547576904 True 9 2800 29.38 111.4 9990.34 0.7591977756203083 0.4085050042847677 0.36302040635130683 2.372420072555542 2999.3296 0.7889785832898427 0.35316688734371293 0.1618346153306747 2.5312678813934326 False 9 2900 29.68 36.0 9962.898 0.7650568493030053 0.4047613972190481 0.37223691436684314 2.2930285930633545 2874.762 0.7933327043802403 0.34903908045763743 0.16367142346688596 2.582170009613037 True 10 3000 29.56 35.36 9683.446 0.7606902611112082 0.40695609922560205 0.3709204876948916 2.2860605716705322 2908.06 0.7903379738687293 0.3497346152867826 0.15914718846741988 2.5877411365509033 False 10 3100 28.99 35.15 9402.45 0.7589713920558293 0.41006466626786947 0.37337535343317446 2.284327745437622 2864.1145 0.7895518301774812 0.3495591754288444 0.15628284578604987 2.513657331466675 True 10 3200 68.8 44.92 8856.47 0.7818768197341198 0.37758299102760945 0.3614085240522364 2.30460524559021 3588.2605 0.8104863194206969 0.3220018154291034 0.1559475672227701 2.575559139251709 False 11 3300 29.07 35.55 10125.262 0.7511707879005481 0.4256407269974271 0.3761113498501683 2.270223617553711 2768.6558 0.7823638600948926 0.3681602557383841 0.16619540926620216 2.529858350753784 True 11 3400 69.58 36.78 10574.33 0.747564366943079 0.43291633391996964 0.3755659475233742 2.333007335662842 2682.3003 0.7801822235801102 0.37302657971406844 0.175594415171332 2.5018150806427 True 11 3500 29.46 183.1 13575.174 0.7676696509604533 0.3966448241332424 0.37366549993250353 2.276660203933716 2819.7322 0.7963983650549549 0.33987073201459994 0.16061165128314459 2.5644710063934326 False 12 3600 28.91 49.16 12243.271 0.7579566565916774 0.4203494629775789 0.36514768800685826 2.3049795627593994 2780.0076 0.7881732892236026 0.359442024652778 0.14337860779310732 2.5377933979034424 False 12 3700 29.07 40.63 9976.503 0.742090509969814 0.43567625819405104 0.38186686306765905 2.260201930999756 2677.9312 0.7752755343402609 0.37534864884280406 0.17949453572539092 2.5084683895111084 True 12 3800 29.47 91.72 11391.774 0.7501101861552056 0.4147062434981639 0.38518173877879713 2.2859256267547607 2700.7454 0.78570839244134 0.35073987725334926 0.1725089656918654 2.5023691654205322 False 13 3900 29.49 146.5 9409.693 0.7524732466601235 0.4294789081043551 0.37172635214931044 2.279061794281006 2754.1033 0.7849536601501187 0.3693722744600576 0.15383416192086205 2.5332858562469482 False 13 4000 29.26 36.06 13063.51 0.7722020442029178 0.3993112310524558 0.3851128182162964 2.2594404220581055 2892.2324 0.802166978114696 0.341045931129064 0.1732672614103069 2.5645008087158203 False 13 4100 29.19 57.47 9624.834 0.7555478902562713 0.4305634309916365 0.38973635056740374 2.2858726978302 2745.0056 0.7891936616377128 0.36594538563457335 0.17931281673367808 2.457219123840332 False 14 4200 29.12 153.4 10938.726 0.7635389288955048 0.41600657998285656 0.38742072154969054 2.277150869369507 2744.044 0.7944496567705275 0.3526887258377802 0.1790557751538354 2.474808931350708 False 14 4300 29.07 44.05 10027.988 0.73832280321631 0.4414285733696351 0.39202965162317555 2.351672887802124 2536.118 0.7747551791838052 0.3756237704764739 0.1668911137252672 2.7064552307128906 True 15 4400 29.33 40.66 10879.594 0.7542310474662768 0.4371755990846377 0.3915223881613707 2.2389674186706543 2610.0332 0.7866107268674618 0.37335634983920196 0.1660461906204229 2.519334554672241 False 15 4500 29.22 61.68 10307.916 0.7428353277778539 0.4526279903517084 0.3938236226223602 2.2938196659088135 2601.2305 0.7778866434460899 0.38551165314688607 0.17878057772527958 2.4831504821777344 False 15 4600 29.54 36.53 10632.21 0.7365581738179446 0.4515055670898319 0.4019653653423694 2.240377187728882 2518.3955 0.7724539685729647 0.38297135372580404 0.1912878651678495 2.450432062149048 True 16 4700 29.33 36.69 11462.1 0.735789669822493 0.44664070309743326 0.4031483558104878 2.2379398345947266 2643.375 0.7749945801390055 0.37439205689219107 0.2035911409173085 2.432445526123047 False 16 4800 29.05 329.6 9479.126 0.7436972228332744 0.44202637740738027 0.39484005980616954 2.24869966506958 2646.2346 0.7792979260213121 0.3776540780824491 0.19107612487878153 2.5007805824279785 False 16 4900 30.68 35.98 9395.882 0.7385053255761347 0.4540288566160237 0.4031359382287491 2.2563884258270264 2626.874 0.7756675113169605 0.3826629471448922 0.2027552212322874 2.427694797515869 False 17 5000 29.05 35.89 10765.867 0.7383075732519306 0.4410830738470591 0.41115506172310023 2.2860631942749023 2494.025 0.775664976921 0.37142035457048017 0.20419155933184824 2.4620912075042725 True 17 5100 29.44 34.96 10298.43 0.7274055815866646 0.45792575734067603 0.40944787552183276 2.2047417163848877 2416.1765 0.7675624666358744 0.3840343243439399 0.2063818538038169 2.441265344619751 True 17 5200 29.53 259.4 10760.622 0.7322839569054527 0.4553101909659029 0.4071780089516742 2.2145349979400635 2487.444 0.7708409640616197 0.38099107192477 0.20278988244186633 2.478468418121338 False 18 5300 29.16 36.13 10317.506 0.7265979929915192 0.4625417078679523 0.41974926234117105 2.2306971549987793 2515.5183 0.7683437536388484 0.38613447045133636 0.22714144449876067 2.474398374557495 False 18 5400 29.14 35.32 9963.64 0.7265987085063799 0.46385722198241497 0.41854655611527924 2.2642695903778076 2456.5002 0.7671494712291765 0.3891028016507521 0.21912784074855812 2.432757616043091 False 18 5500 29.27 38.35 10327.634 0.7291469354100159 0.4641670136380953 0.4195016891176487 2.2416954040527344 2517.2095 0.7703152325041662 0.3841521145323539 0.22453471497714803 2.520432233810425 False 19 5600 28.95 36.03 9783.066 0.7295648639906495 0.4668396129857705 0.4183703301530006 2.313121795654297 2449.6162 0.7711682487967866 0.38758881011616836 0.22231966785338506 2.4347915649414062 False 19 5700 29.2 36.13 8997.094 0.730831088895713 0.4726763817581193 0.41936635445291337 2.2631359100341797 2436.369 0.7710175235483281 0.3952210960727576 0.21478308445069721 2.4442033767700195 False 19 5800 29.26 34.85 11223.975 0.726165855504061 0.4591764387003696 0.42686362723195637 2.3546063899993896 2523.2273 0.7717604298532694 0.3746432184497237 0.253521936962453 2.4327659606933594 False 20 5900 29.02 331.9 10808.678 0.7225432172048833 0.47546674337076456 0.4196199399753657 2.2567124366760254 2386.9153 0.7659637024035786 0.39598833017304713 0.22507543562817353 2.529905080795288 True 20 6000 29.61 42.87 11779.02 0.7344758621868297 0.45942400505373215 0.4287612056676108 2.195937395095825 2541.7368 0.7739633485525242 0.3786991805969059 0.25362917841027965 2.3857333660125732 False 20 6100 29.22 35.51 9785.529 0.7291937626074095 0.47166774517634574 0.43066473399821714 2.2184112071990967 2623.2024 0.7715300133877114 0.3891052530027493 0.2602374951841928 2.369387149810791 False 21 6200 29.15 40.47 10303.95 0.7239080878787241 0.4822025322831244 0.4331116852849135 2.242285966873169 2405.4216 0.7673679472675475 0.39947933604973634 0.22218636676067458 2.5430190563201904 False 21 6300 28.93 64.05 10174.944 0.7160325493870565 0.4766852223148898 0.43793841062163646 2.1392266750335693 2344.8179 0.7602176382810584 0.39578747855487745 0.24284331421273125 2.3941190242767334 True 21 6400 29.75 35.65 8625.22 0.7220992512248866 0.486148753367764 0.4354181444303858 2.397176504135132 2345.9995 0.7659931939646785 0.4029613635402504 0.2410824267923856 2.5086333751678467 False 22 6500 28.88 35.19 9014.137 0.7275151642555828 0.48272050726640026 0.42387989100375134 2.1756680011749268 2379.8125 0.7702109274922644 0.40293380158956493 0.21513145821867397 2.4492440223693848 False 22 6600 29.25 371.0 10350.721 0.7208224777329261 0.4751280880500459 0.4432863487242525 2.1731717586517334 2442.5505 0.7680049804370668 0.38676779017488944 0.2513522226399233 2.3682796955108643 False 22 6700 29.24 45.07 9074.901 0.7174038840567913 0.48707617990274865 0.435846351914455 2.1982038021087646 2438.6658 0.7613405650006126 0.4045125456410193 0.25254888623567373 2.4623963832855225 False 23 6800 28.98 36.16 9037.832 0.7111074266419075 0.4942953163807841 0.43866496136141847 2.193657398223877 2405.11 0.7569644759538211 0.40940508887353566 0.25114702677008244 2.4676718711853027 False 23 6900 29.19 211.1 9221.048 0.7238960563832856 0.48868724740429936 0.45019959345573723 2.5525853633880615 2470.2793 0.7678899794297851 0.4022212545650779 0.2763703709857793 2.599545955657959 False 23 7000 29.04 35.63 9982.669 0.7124785881225817 0.48459074141938446 0.4498617853837749 2.173114538192749 2441.0227 0.7620360510195869 0.3933216885084262 0.27430394134939323 2.400614023208618 False 24 7100 28.91 34.96 9374.13 0.7074342709834679 0.49002451192932217 0.4578131509537455 2.157824993133545 2343.1567 0.7553804075828431 0.40210463364888555 0.28722210068069687 2.3375377655029297 True 24 7200 29.42 35.66 10079.112 0.71219970526751 0.48766142133836926 0.45436293935913785 2.179025650024414 2463.7124 0.761977392186402 0.3935147421292828 0.2676787134610358 2.354065179824829 False 24 7300 28.96 196.8 8672.107 0.7216029634077176 0.4786557334290087 0.4489527316481584 2.198979616165161 2838.1948 0.7664163777779479 0.3973974762101462 0.28280938140378853 2.344682216644287 False 25 7400 28.77 35.94 10505.238 0.7155346514157703 0.49330599665318314 0.44453118256595836 2.130195379257202 2369.6206 0.7621971409395176 0.40672606557945185 0.2500997531697259 2.3959426879882812 False 25 7500 29.21 35.1 10251.784 0.7115957498839262 0.49003124634513495 0.45788322860619524 2.1617393493652344 2406.8552 0.7611296402551583 0.3979433795162261 0.29410188892183914 2.361097574234009 False 25 7600 29.16 299.7 9912.437 0.7080817480683367 0.5034256610715317 0.4670704721299164 2.2307240962982178 2326.6143 0.7589084583958741 0.40728650110813214 0.2985304798298803 2.380026340484619 True 26 7700 29.82 37.16 9659.046 0.7136252334356146 0.4966690203902542 0.45724958943515026 2.09977126121521 2404.0886 0.7640939781346784 0.3996155637779457 0.2637353155640614 2.353785514831543 False 26 7800 28.89 34.72 9967.185 0.7023567990790152 0.5054222841856159 0.46838166371364987 2.075860023498535 2316.0437 0.756694048409476 0.40657537624515944 0.26891295540896104 2.3463680744171143 True 26 7900 29.54 380.8 9725.811 0.7061969015664517 0.49913390305859695 0.47006724043759895 2.1475415229797363 2323.3335 0.7595464429145475 0.3996588122953355 0.28113853024163277 2.3533246517181396 False 27 8000 29.07 50.79 10776.569 0.7099287485200332 0.4893462448913145 0.46807077700742517 2.0757126808166504 2394.4658 0.7632480507439757 0.3926039635817765 0.2720421893727463 2.337526321411133 False 27 8100 28.88 46.73 10559.097 0.7066824102618704 0.4956374529113103 0.47658420328280116 2.084615707397461 2388.9001 0.7586577690430791 0.3985036178419532 0.28492137283506275 2.3259973526000977 False 27 8200 29.02 73.61 10327.607 0.6988486011800797 0.5072559909232853 0.4802326287713778 2.0912506580352783 2369.301 0.7530418543488474 0.4092738162907586 0.28249772901624265 2.329618215560913 False 28 8300 28.92 36.44 9498.793 0.7012871687914329 0.5106549867097736 0.47831998061433073 2.039971113204956 2346.9744 0.7552462904591052 0.40984994609580017 0.265699653303966 2.3515098094940186 False 28 8400 29.33 50.95 10760.972 0.7023429338291315 0.507434709688985 0.48558620983551026 2.0264639854431152 2377.0566 0.7578849741930042 0.40258235173719836 0.27901363220852343 2.33414626121521 False 29 8500 28.85 89.53 10157.183 0.72819009201677 0.48551718907837954 0.49807171148331497 2.1521008014678955 2602.6462 0.7782684772242863 0.3850478546757273 0.3138069748490893 2.3944077491760254 False 29 8600 29.29 35.03 11355.7295 0.7013907684479778 0.5079979530516231 0.5062577393910431 2.104179620742798 2429.8728 0.7556075735444108 0.40395892402461175 0.31007669738941035 2.326211452484131 False 29 8700 28.69 34.9 11310.82 0.7008152394975177 0.5140568740789856 0.4982825317448556 2.121077299118042 2372.6428 0.7570126632845564 0.40770180953512697 0.29373915857142324 2.3790061473846436 False 30 8800 28.73 360.3 10574.226 0.7039891768709816 0.5164822654856169 0.4810428365059461 2.0541234016418457 2334.5593 0.7588542639376794 0.4122231313278779 0.26126996187137813 2.360151767730713 False 30 8900 29.24 35.95 11147.316 0.6881731013612886 0.531006732307661 0.5115849455766818 1.998153805732727 2310.7837 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0.4283540986039908 0.4571399168548199 2.099879264831543 False 58 17000 28.97 34.23 10687.907 0.6389529830998395 0.6159111384442894 0.6905657144828915 1.424998164176941 2184.2324 0.7406387606338959 0.43090514388084467 0.43590255315445475 2.071831464767456 False 58 17100 29.16 59.58 10864.898 0.6436754653974399 0.6115237995262822 0.6925623523043075 1.4280400276184082 2204.3958 0.7454092702367173 0.4257252796728724 0.43684810051078654 2.0754435062408447 False 58 17200 29.01 34.39 11576.255 0.6363162907031521 0.6156716640607628 0.7054819479013855 1.496321678161621 2244.2803 0.7437135718077788 0.4214301902085886 0.44292595466538576 2.1565940380096436 False 59 17300 28.84 34.56 10817.996 0.6524173688080666 0.607628938782022 0.6904724215868917 1.4176390171051025 2257.4224 0.753556329788786 0.4163875780785158 0.4164344868055842 2.1393702030181885 False 59 17400 28.61 72.69 10368.609 0.6447376419827935 0.616880685552694 0.7074008085946644 1.3768566846847534 2205.6453 0.743272393851619 0.4313393889507762 0.4158443521425095 2.091001272201538 False 59 17500 28.88 34.3 11299.794 0.6435855627572795 0.6130119889816058 0.6999515251394773 1.365486979484558 2223.7148 0.746002995084676 0.424515508387271 0.4310204160427182 2.0971641540527344 False 60 17600 28.89 34.69 9936.052 0.6458522495843773 0.6148663315964593 0.72583313081085 1.316563367843628 2292.5518 0.7523325447665814 0.41657229179054 0.4489653541771443 2.0429961681365967 False