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 39.68 734.2 73062.83 0.9695910549418042 0.014232358580697633 -0.07961778485450252 312.7901306152344 77663.79 0.9697875680430371 0.014554446759585232 -0.09897360557621782 312.3608703613281 True 0 100 44.22 661.4 10925.412 0.952026550142373 0.08227265214776995 -0.14328157956527435 10.296850204467773 13313.106 0.9526747462727185 0.08101586198062133 -0.17233978623578866 10.644137382507324 True 0 200 46.0 671.9 14570.812 0.9615594029303487 0.051894910698411505 -0.15655219815163857 2.7339842319488525 17693.576 0.9634193454596502 0.04791129262415689 -0.17194309999912355 2.9878225326538086 False 1 300 66.08 666.9 10302.404 0.9163220622790641 0.14546422646476417 -0.12759075330760467 2.7289626598358154 12651.537 0.9184761647820181 0.14152083151254563 -0.1340527799883077 2.975527286529541 True 1 400 44.4 670.1 9078.937 0.8907713247090235 0.19257259109613847 0.008876100055851096 2.7052829265594482 11300.35 0.8944287196677633 0.188010380067411 0.031006854154659844 2.947298765182495 True 1 500 43.93 670.4 10393.279 0.8889538731967553 0.19942804893218108 0.13510084797575603 2.675290822982788 12905.134 0.8938718984386058 0.1921530701079731 0.16270823529276476 2.9106297492980957 False 2 600 42.61 676.5 9210.507 0.8705480644919695 0.23492390266854488 0.24592144081261158 2.5752806663513184 11783.091 0.8756465301233927 0.22920915375113415 0.26485795690669806 2.7916676998138428 False 2 700 44.11 665.1 13668.448 0.8989179863581165 0.17848681351827242 0.2881193030052866 2.5040483474731445 17007.582 0.9034293309397795 0.17204755486405748 0.29598522222045526 2.726850748062134 False 2 800 44.37 663.8 9615.404 0.8504033390957384 0.2725024511962456 0.26539727613598774 3.0796875953674316 12192.156 0.8544842380505572 0.27103016637163635 0.27949051358438515 3.3248114585876465 False 3 900 41.44 675.9 11023.695 0.8535345385294425 0.26135473426098454 0.2780815729371813 2.520745277404785 14054.809 0.858811397422512 0.25664609050791415 0.2869121285486511 2.743476390838623 False 3 1000 43.94 667.0 8335.082 0.8330390724048515 0.2928109737316167 0.27019874715943637 2.5496749877929688 10933.431 0.8381131361860573 0.28665437907190483 0.2769138931712712 2.779811382293701 True 3 1100 43.44 666.7 8165.563 0.8290875475064176 0.2957408089051446 0.2923254480968008 2.4863765239715576 10761.647 0.8351141978118248 0.2883294192064889 0.29661737267992616 2.7104291915893555 True 4 1200 44.03 624.0 8771.324 0.828367995270097 0.2957253145779375 0.2985039579319682 2.462294101715088 11518.512 0.8360458549636016 0.28151453236987023 0.30284661001081076 2.679438352584839 False 4 1300 41.66 556.2 8894.752 0.8196396039178143 0.31999403274212324 0.3079451662290808 2.4687774181365967 11618.52 0.8261439549452025 0.308621485234753 0.30971005476359365 2.6863009929656982 False 5 1400 40.12 552.8 10786.2705 0.8264730481977333 0.30530356470061293 0.3047861838091366 2.645479440689087 13826.886 0.8322935772444822 0.29730199857460143 0.3059962517646076 2.8821587562561035 False 5 1500 40.55 561.1 11604.384 0.8490724861394517 0.2617317326901766 0.3082403075223678 2.4565114974975586 14690.19 0.8541402828038333 0.25238573795883507 0.3095306429235598 2.6764450073242188 False 5 1600 40.87 566.0 8625.42 0.8056134512224905 0.337067930149414 0.3107124222038846 2.444718360900879 11339.913 0.8127856004020733 0.3257114773097773 0.31713681013645656 2.658466339111328 False 6 1700 40.68 566.6 8749.947 0.8059619236989024 0.34485433306658514 0.31721267476310805 2.6135518550872803 11557.311 0.812505994625989 0.3341534633762151 0.31883622604485296 2.8455491065979004 False 6 1800 41.51 574.8 9106.243 0.8046731698746346 0.3429467763919656 0.31821764847299133 2.507502794265747 12008.8125 0.8112307013534338 0.33092729441492086 0.320408693237203 2.7303988933563232 False 6 1900 40.83 564.1 8159.3394 0.7959385328700587 0.36176168637079725 0.3225513300337016 2.4551453590393066 10797.066 0.8038686510583073 0.34806239692626945 0.32433398152690546 2.6788668632507324 False 7 2000 40.47 553.7 10108.197 0.7891379445753199 0.3547905396260978 0.3178786842380297 2.4452548027038574 13271.47 0.7969510015282545 0.34407314503058667 0.3211560245457009 2.660647392272949 False 7 2100 40.38 587.7 9438.694 0.7926494056393572 0.36406837312714235 0.32702655935507396 2.434321403503418 12283.356 0.8019834068531779 0.3498679248563714 0.3293715268451225 2.6546268463134766 False 7 2200 41.57 586.5 8128.8457 0.7821102730211389 0.3690982929465612 0.32321207018147213 2.4238855838775635 10973.622 0.7920759473125888 0.35381239237739764 0.3267863021410376 2.6402170658111572 False 8 2300 41.97 596.4 8768.121 0.8214608230383421 0.3162482400319028 0.3245971496727543 2.4313201904296875 11616.746 0.8314868398807188 0.2972756553776266 0.3271314966775255 2.6500961780548096 False 8 2400 41.99 775.6 7520.272 0.7850497595558612 0.36191477843938896 0.3255204958747118 2.496040105819702 10167.303 0.7953767068258416 0.34340500257305534 0.32938211725790834 2.7157034873962402 True 9 2500 43.81 610.8 8863.58 0.7897634441690967 0.36679947413690356 0.3293876761885607 2.6295008659362793 11714.026 0.7996702992613702 0.35140099922566886 0.33037796269795877 2.8384249210357666 False 9 2600 41.91 621.0 7965.933 0.7727206483908344 0.39223670918239023 0.33407512437749565 2.436166524887085 10727.643 0.7840175592565743 0.37456708619075224 0.3365778307146632 2.646883249282837 False 9 2700 42.58 599.4 7380.3853 0.7843002677998031 0.3717067037056875 0.32821750720559134 2.4320404529571533 10147.092 0.7957008669634824 0.3502406827535797 0.33453701970602956 2.645169496536255 True 10 2800 42.39 589.1 7944.148 0.7871192076503747 0.37558106328830965 0.335224878191223 2.4356281757354736 10733.155 0.7979617368232743 0.35424712803046543 0.339181714268876 2.6520578861236572 False 10 2900 42.38 614.1 7102.1245 0.7858437556778523 0.3821752674426796 0.3372911296434982 2.390127658843994 9782.076 0.796753106576785 0.3615217939134837 0.3398153589059683 2.60371470451355 True 10 3000 41.61 598.0 8677.655 0.8204537001620559 0.31813678458631667 0.3324842494630911 2.4360525608062744 11488.8 0.8303550452116438 0.2976517386100869 0.3341403708076273 2.655402183532715 False 11 3100 41.99 669.3 8801.957 0.7829061056503201 0.3757303092372239 0.34514892521471585 2.402466058731079 11602.352 0.7935897467932622 0.3565298323607537 0.3482015107260239 2.613783597946167 False 11 3200 42.27 596.9 8277.315 0.7768135394727771 0.3935849026015486 0.3485886705047251 2.3771157264709473 11065.823 0.7887442651974113 0.3697781031685815 0.35202061664385736 2.587466239929199 False 11 3300 40.7 592.1 7705.9814 0.755703461879323 0.4183839267902064 0.34329304099400654 2.4102251529693604 10298.688 0.7692784613410082 0.3948657606889994 0.34457812967236734 2.621068000793457 False 12 3400 42.2 615.4 8173.2944 0.7827189817296852 0.38063734900066154 0.33451266589884654 2.6032443046569824 10879.372 0.7937827105507868 0.3558747504071156 0.33995408749513306 2.807680368423462 False 12 3500 42.7 602.2 8583.19 0.7690196702631567 0.39832868418476647 0.35278357813927835 2.3653202056884766 11470.821 0.7809305334281113 0.374248049945417 0.35232273828381455 2.582179069519043 False 13 3600 40.72 583.8 8046.481 0.7659288322826763 0.4068956463206727 0.3488839688366942 2.3712925910949707 10775.045 0.7779416694865107 0.3829216449554767 0.3494475772071364 2.5856833457946777 False 13 3700 43.23 582.3 9686.23 0.7698431213305116 0.39455950237120774 0.35393494173577433 2.387676954269409 12852.279 0.7826524191052264 0.37041546791130425 0.3560467088386846 2.5990047454833984 False 13 3800 41.33 535.2 8400.708 0.7596901507614796 0.40919459231078575 0.3539469694791881 2.360771894454956 11283.279 0.7739422991254613 0.3798912949741748 0.35639133272505985 2.571444034576416 False 14 3900 40.55 550.0 8508.894 0.7522615406885681 0.4245374235719933 0.350537529891436 2.4073503017425537 11329.014 0.7664881953162312 0.397903833377781 0.35733408164321256 2.615267753601074 False 14 4000 42.5 583.4 7651.2827 0.7440892804040482 0.43229258584637664 0.36710986498118403 2.3739302158355713 10324.928 0.7583272248224082 0.40652116623431783 0.37071414973236183 2.580214262008667 False 14 4100 41.02 575.3 7229.565 0.7490678408944629 0.4329751455049558 0.3594686374244793 2.351686716079712 9650.219 0.7638737676272376 0.4034538654924793 0.3595782842744553 2.5665009021759033 True 15 4200 43.36 572.3 9246.957 0.7632229376672315 0.41071507151287096 0.366675462897192 2.33650803565979 12222.787 0.7784304953275659 0.37775883087355044 0.36568688380764813 2.5515329837799072 False 15 4300 44.28 580.5 7219.3975 0.750491029257868 0.4410625884738075 0.3726365274156627 2.5016322135925293 9833.853 0.7652765548161329 0.41292849377016716 0.3731737223206348 2.721398115158081 False 15 4400 40.91 543.0 7739.838 0.735656666916024 0.4493840803309132 0.3676764044716159 2.3769543170928955 10541.322 0.7520773586299364 0.4186167509033932 0.369498967995861 2.5887722969055176 False 16 4500 41.6 607.7 7697.059 0.7411019432888918 0.44650587954081283 0.36694388756344276 2.3442137241363525 10411.514 0.7575076783519791 0.41462504377391163 0.3662292602634681 2.557694435119629 False 16 4600 42.34 556.3 8876.552 0.7601141075432974 0.4128461607391258 0.3729558916818448 2.3828418254852295 11802.6455 0.7757622847161758 0.38035925465758086 0.3725314350921747 2.598073959350586 False 17 4700 42.93 564.6 8091.5967 0.7469303238382414 0.43251509114885156 0.3782862529085815 2.3926475048065186 10835.662 0.7639403950793954 0.3989341041566751 0.3780225967015432 2.6066887378692627 False 17 4800 41.79 549.5 8452.985 0.7577525505860375 0.43181859580136595 0.3706145047215449 2.3305389881134033 11246.979 0.7736503383638532 0.3979214348707493 0.37250270675319175 2.539576768875122 False 17 4900 42.6 579.1 7463.277 0.7502880743515199 0.44506561785212057 0.37468523839866924 2.351702928543091 10151.493 0.7664540843764005 0.40868293091181024 0.37335717689937636 2.5644874572753906 False 18 5000 42.95 592.4 7875.152 0.7444411253218445 0.44462404149722207 0.3767328619944186 2.315242052078247 10669.268 0.7627378551229647 0.4052401608679414 0.37676238586074445 2.526968240737915 False 18 5100 43.67 658.4 7931.235 0.7546677962134726 0.4313937126827741 0.3861464356104472 2.320951461791992 10715.11 0.7716084567333503 0.3953508774648218 0.38350885513653676 2.5357627868652344 False 18 5200 42.05 685.1 8040.2705 0.7526265641357417 0.42345376867446377 0.38460161555875616 2.3456053733825684 10715.154 0.7695004107808983 0.38620787891567565 0.38650279701769896 2.55783748626709 False 19 5300 43.5 679.7 7211.176 0.7457162714048409 0.4524872032330345 0.3871737439462206 2.366060495376587 9816.949 0.7626847372982524 0.41737367844411916 0.3827562168689015 2.589895725250244 False 19 5400 43.87 678.4 8543.361 0.7457190650148554 0.4400688269117014 0.38745680037979174 2.3494908809661865 11622.656 0.7649995221789647 0.40213193293593325 0.3860523887562365 2.5662381649017334 False 19 5500 44.27 659.1 6627.856 0.737724759213244 0.4590679810356482 0.37782616666056096 2.319746732711792 9132.111 0.7582942730968707 0.41653032882086355 0.37608137887247634 2.534043550491333 True 20 5600 41.5 586.5 7207.006 0.7401896238491102 0.45359309264114306 0.40040638752926627 2.3013389110565186 9839.9375 0.7596798055550148 0.4096721702351307 0.39969118462671216 2.50995135307312 False 20 5700 40.93 575.0 7526.1704 0.7314194292415692 0.4632863125029951 0.3948089075872553 2.289713144302368 10182.84 0.750669332678877 0.4238682841307731 0.38916499003186217 2.5076489448547363 False 21 5800 41.62 689.2 7186.925 0.7254851501769527 0.4755438751935385 0.3882518166202565 2.321420907974243 9853.421 0.7439595431703376 0.4395582490288488 0.38728694376951495 2.5311155319213867 False 21 5900 42.75 660.8 7779.2354 0.7290349413868733 0.46217707746189546 0.3907232875138248 2.292198419570923 10790.7295 0.7502941448306675 0.41845953722879237 0.3901947354486605 2.5006263256073 False 21 6000 43.8 685.5 7538.2705 0.7237199419987876 0.4719900298944348 0.4044224891345299 2.3061206340789795 10260.818 0.7461091439537606 0.42796546371115834 0.40042352261585107 2.5165207386016846 False 22 6100 44.42 678.5 7856.981 0.738812450418484 0.4533838024215938 0.39978440046178887 2.306011915206909 10685.4 0.7591870333357043 0.40965973287381213 0.39174454632566674 2.530594825744629 False 22 6200 40.82 630.5 7916.7056 0.7241628549841592 0.4695069711373514 0.4116692869290053 2.3651530742645264 10669.306 0.7446100507754385 0.42928177925427763 0.40659055756054824 2.582811117172241 False 22 6300 41.19 603.7 7333.07 0.7215714095954985 0.481306273439343 0.4101143438257172 2.259416103363037 9911.025 0.74474603488786 0.4346204885640557 0.4043647322786718 2.47452974319458 False 23 6400 41.98 686.5 7137.259 0.7372673598923352 0.4704956275446813 0.4089720945775164 2.288684129714966 9820.493 0.75702856052824 0.42633573508949213 0.4024900761427679 2.5043036937713623 False 23 6500 44.11 686.1 7045.371 0.712739682346143 0.48916040161978797 0.4095280040429265 2.246936082839966 9680.965 0.7364688573648027 0.44158443240398876 0.4034750437234494 2.465571165084839 False 23 6600 41.22 689.0 13501.774 0.8043576889425961 0.3548638939393562 0.4101287370255756 2.2631478309631348 17445.36 0.8237681602889603 0.3093979878000055 0.40489052383753515 2.476597309112549 False 24 6700 42.14 685.7 6902.7695 0.725286725267198 0.48213687726625015 0.4107099817742892 2.2766029834747314 9617.703 0.7486249516753702 0.43307677776996734 0.40525824189537973 2.491069793701172 False 24 6800 43.44 683.8 6852.2227 0.738514768402724 0.46707851601605793 0.3930944980020316 2.2946033477783203 9619.575 0.7596376243371035 0.4219188390029271 0.39002743599155154 2.5086052417755127 False 25 6900 43.44 670.0 7078.8896 0.7238869149307229 0.4883320147670041 0.42367013860724745 2.442589044570923 9681.633 0.7464321045313006 0.4380400782870933 0.4178728060257327 2.6614835262298584 False 25 7000 41.49 690.3 6724.2583 0.7099713748681863 0.5015079775175597 0.4229990281053408 2.27734637260437 9325.589 0.7347451232709676 0.4502701553209139 0.41712148216784734 2.4925100803375244 False 25 7100 43.49 679.9 7533.932 0.7121665554287578 0.4924601404272658 0.41731986270732724 2.3167855739593506 10208.465 0.7393437973918409 0.4374877849190941 0.4084519912770853 2.535489320755005 False 26 7200 43.73 682.2 6205.2163 0.725153121563804 0.4748896162078345 0.4222510606109262 2.267627239227295 8660.036 0.7491967517876593 0.4246578381223917 0.4132370598840992 2.4845566749572754 True 26 7300 43.51 673.3 7388.129 0.7173338525724424 0.48581530898102965 0.4340378302716142 2.388331174850464 9997.256 0.7410109757870381 0.434642480276447 0.4240222941124282 2.5994861125946045 False 26 7400 43.89 685.4 6975.263 0.7177427212853367 0.4818455623721186 0.417450756891274 2.2266550064086914 9646.614 0.7426624247331194 0.42898882226777 0.40988939044685324 2.449204921722412 False 27 7500 43.98 686.1 7825.275 0.7293066473722117 0.4867220006727244 0.41536910807150335 2.326437473297119 10669.098 0.7530618153853941 0.43356503904745775 0.40818530763858474 2.5462419986724854 False 27 7600 43.17 687.2 7455.8804 0.7153180332509554 0.48984476463985027 0.4335131210362292 2.28204345703125 10315.907 0.7418095525796846 0.43628399939549517 0.4207872313363298 2.507214307785034 False 27 7700 42.83 666.1 7185.2007 0.7134822200348786 0.5023648844084375 0.4299533264858543 2.2298715114593506 10059.164 0.7403741257554507 0.4454497206027397 0.42220256301953357 2.444272041320801 False 28 7800 44.43 687.2 7256.759 0.7197382178070589 0.4942434649283236 0.4379745419964375 2.479969024658203 10128.334 0.7455079870012865 0.43973821663547413 0.4284072401098895 2.706951141357422 False 28 7900 42.33 648.1 7453.7827 0.7147078800548201 0.49603633178474277 0.4327473856928705 2.201312780380249 10347.904 0.7411297507598668 0.43768703525697844 0.4273950038072585 2.413034439086914 False 28 8000 44.19 671.2 6780.2036 0.7113403150409714 0.49326084715547663 0.43792160200796365 2.2125933170318604 9481.795 0.7406868663805743 0.43391870121397513 0.4298513457075653 2.4255106449127197 False 29 8100 43.91 668.9 6773.1206 0.7055274390381673 0.4987113835584386 0.44245386979124046 2.243119716644287 9361.485 0.7342340828227539 0.43990622712437005 0.43277689418715615 2.4540321826934814 False 29 8200 44.38 675.8 7753.8965 0.717880384030982 0.49920255206713526 0.4336033116611157 2.2503881454467773 10607.141 0.7433527886740824 0.4399419314779699 0.4337277406185433 2.4502549171447754 False 30 8300 40.91 583.2 7912.374 0.7094559391233926 0.49752563415721746 0.4444133010404096 2.184135675430298 10940.11 0.7380658921481933 0.4345978447250361 0.4378683301764493 2.3969600200653076 False 30 8400 41.78 661.2 6596.9243 0.7084454871404001 0.5003974857598769 0.43797725083527206 2.185821294784546 9309.669 0.7362495058276599 0.44163723126487164 0.4281595587409608 2.4064180850982666 False 30 8500 41.47 666.7 6909.786 0.7069707698765899 0.5115613704058201 0.4449870286260049 2.204373836517334 9617.649 0.7372218155464063 0.4496831919990318 0.43154572916611345 2.4268529415130615 False 31 8600 43.95 682.2 7083.6465 0.7112166034958822 0.5029846425464889 0.43144559678988986 2.534287214279175 9710.428 0.7414501875634035 0.4376247180481559 0.42157418737100527 2.7640326023101807 False 31 8700 44.17 684.9 7141.906 0.706772555950776 0.5048071468285426 0.44407781181253125 2.191725254058838 9894.857 0.7378655348934705 0.4392811778345635 0.4369783391059201 2.403717517852783 False 31 8800 43.16 672.2 8148.918 0.7129346526744751 0.4930277492049085 0.4458981221756837 2.1756796836853027 11078.71 0.7442048438717956 0.42615570883036563 0.4372882542001364 2.3931844234466553 False 32 8900 43.67 656.2 7855.0547 0.7155510664024111 0.469902961714961 0.44460621260267896 2.4534382820129395 10878.596 0.7473323904061674 0.40821293240835305 0.433269485194609 2.675750970840454 False 32 9000 43.87 676.7 7568.742 0.7102635745590287 0.49321551571331196 0.4408314505605574 2.180213451385498 10544.332 0.7427241996556612 0.42603543350751666 0.4303027096220555 2.413159132003784 False 32 9100 44.26 674.5 7201.21 0.7056919779603825 0.517415660070603 0.44977085896933794 2.2022616863250732 10111.218 0.7387763610751663 0.4481725038817 0.4373610057931929 2.4284536838531494 False 33 9200 44.77 682.5 7743.186 0.7119968948544649 0.5088060333481798 0.457093248323806 2.1690590381622314 10592.392 0.7433095955688692 0.44086264450686474 0.44784287186840627 2.3814573287963867 False 33 9300 42.37 695.5 7832.6753 0.6942654772172041 0.5150475564338245 0.4601849767246682 2.1699025630950928 10727.497 0.7270715150542119 0.44925676947375254 0.4439538907670986 2.39461088180542 False 34 9400 41.69 594.7 6897.8027 0.7170257952955588 0.5094911700157254 0.4672936050871932 2.265606641769409 9678.5205 0.7476816027931349 0.4410515918313066 0.45509105845677933 2.486800193786621 False 34 9500 40.55 588.0 7937.92 0.6978100482258814 0.5115616430174006 0.46858217427032606 2.138636589050293 11031.678 0.7309902456190122 0.44505399701035486 0.4520276337163767 2.366482973098755 False 34 9600 42.69 592.8 7117.042 0.709610174399065 0.5138211520034153 0.444790943475095 2.3045520782470703 10016.714 0.7404171736699351 0.4463063248122077 0.4345181028951518 2.5428626537323 False 35 9700 42.0 603.0 9709.856 0.7304295542630999 0.48255579735084264 0.489228742999043 2.181868553161621 13105.945 0.7620318896393403 0.41265448032542734 0.47433310856282657 2.398989200592041 False 35 9800 42.12 593.7 7813.673 0.7103362251029196 0.5090410972769935 0.4466130059765006 2.169883966445923 10807.092 0.7441657933019559 0.43842976626893326 0.44138082189706246 2.3789045810699463 False 35 9900 42.03 604.9 6952.0205 0.6970353705097262 0.5306383213019098 0.4717544955789191 2.1595358848571777 9723.057 0.733275412638227 0.45541215956130926 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