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 5.4 24.03 275064.06 inf 0.014621787552705207 0.39467087790539146 210.97802734375 115466.86 inf 0.017249100783100643 0.3694829761948412 211.16165161132812 True 0 100 10.11 20.96 41859.777 0.9835170345757914 -0.002170873142847235 0.12758569767509514 28.84489631652832 50861.195 0.984571396436679 -0.004657256995039595 0.10954014585115511 29.03999137878418 True 0 200 10.03 20.83 20035.69 0.9740807419568553 0.03572975678795466 -0.400197070659896 28.766881942749023 20269.307 0.9739566425775352 0.0356303672157066 -0.38095670805289195 28.95864486694336 True 0 300 10.15 21.07 20875.607 0.9725576005114813 0.04073916793225709 -0.3960133752794938 25.939542770385742 20032.56 0.9722849301871948 0.04225427679485774 -0.385651140719814 26.129308700561523 True 0 400 10.09 20.79 37714.496 0.9751853879695439 0.02487153588979013 -0.3919653386691481 18.087329864501953 26486.61 0.9743669192538671 0.027178169311337284 -0.38054557214903756 18.270109176635742 False 0 500 9.607 20.71 17551.266 0.9714983020129672 0.05059178775762884 -0.3591008691887802 16.136260986328125 18979.896 0.9718138903385463 0.04852873531215826 -0.3610984647493853 16.3111572265625 True 0 600 10.35 20.89 20766.906 0.9744203295398219 0.027753010809884966 -0.38626332862491125 8.268694877624512 25594.74 0.9761020521689397 0.023786530993786133 -0.37675952418835296 8.584349632263184 False 1 700 11.32 20.68 21783.754 0.9790084335605407 0.013055400218123667 -0.3574322788848601 18.608598709106445 25882.8 0.9802143405448337 0.00905558844738681 -0.3652991740391775 18.788591384887695 False 1 800 9.888 20.79 17819.133 0.973732840773056 0.023142963050833496 -0.34508056470262055 10.327417373657227 20639.582 0.9746301469719598 0.02148565164734679 -0.33383822349944753 10.542000770568848 False 1 900 9.847 20.85 22855.143 0.9834589935087054 0.00392050248167602 0.3397463288271669 7.267475128173828 29544.799 0.9851085647516233 -0.000266350513697906 0.3010308931145402 7.582993984222412 False 1 1000 9.516 20.69 15560.504 0.9739722049587194 0.031882731602908075 -0.32568660578629516 18.538843154907227 19909.176 0.9749080800261465 0.02764096313651838 -0.3411809270529708 18.72691535949707 False 1 1100 9.998 20.76 19982.426 0.98033297550148 0.008055166407048897 -0.3327231603203895 20.5747127532959 27301.08 0.9816698128146985 0.004135439933925412 -0.34000922326909466 20.764583587646484 False 1 1200 9.873 20.79 14881.024 0.970471505157377 0.039162175042896145 -0.36760893567023856 7.255726337432861 17311.252 0.9712492132827955 0.03610832165890802 -0.35503643386248396 7.587576866149902 True 2 1300 10.32 20.59 15430.38 0.9658197606607132 0.04758373365005423 -0.3609925209085977 10.250954627990723 14396.655 0.9665035941665432 0.04683507179588834 -0.3583528120493796 10.640605926513672 True 2 1400 10.12 20.82 12974.908 0.9690456153956262 0.051913112302410365 -0.35345204074059594 6.524568557739258 16721.71 0.97008555601541 0.04945186588428362 -0.36225502637283546 6.793366432189941 False 2 1500 9.854 20.48 13459.425 0.9679335324670929 0.04795582199902618 -0.3520238864172341 7.953976631164551 17191.525 0.9698480953609595 0.042935064605791946 -0.36306920857567804 8.286687850952148 False 2 1600 9.926 20.8 17168.426 0.9675957471764295 0.04629563623012044 -0.36323671724962925 10.709729194641113 15413.206 0.9675365677326575 0.047156025612526 -0.3700142797758118 10.938139915466309 False 2 1700 9.949 20.64 12295.682 0.9648858715445447 0.06423977210372733 -0.35817595368832467 6.85175085067749 16072.009 0.9664208806064644 0.0603700172249604 -0.3656024221646782 7.182342052459717 False 2 1800 9.864 20.36 11886.778 0.9711693813092226 0.03663910073130247 -0.33624312841769555 9.53607177734375 18255.506 0.9730698418947821 0.03080850972902941 -0.34573460053061544 9.780824661254883 False 3 1900 9.788 20.57 15779.321 0.9779533698785041 0.01950335293351536 -0.30561619269739476 15.463164329528809 25835.363 0.9796603337846017 0.01477824025041274 -0.317711308562588 15.670637130737305 False 3 2000 9.856 20.67 12429.618 0.9737603559185791 0.028643132407046645 -0.010674300813408782 11.386360168457031 20104.713 0.9751992219343182 0.02340734996693433 -0.06010556185256108 11.631451606750488 False 3 2100 9.87 20.48 10524.441 0.9602196349198865 0.06489398190345884 -0.3336031338674142 6.220108985900879 13165.822 0.9614262145733412 0.06330410217055174 -0.34484340769847277 6.561963081359863 True 3 2200 10.24 20.84 10163.822 0.9579723813134511 0.06394588200724377 -0.25763750311870814 6.0808539390563965 12656.359 0.9603426742688226 0.05877648930099475 -0.29480355531168884 6.430572986602783 True 3 2300 10.08 20.65 14250.633 0.9673945130412435 0.04320841522178404 0.2567324069504665 4.6914381980896 15041.915 0.9683444966235737 0.04131190294691708 0.19952983935941987 5.04456090927124 False 3 2400 9.832 20.58 12632.633 0.9608600185083132 0.06126313126411349 0.15217318265189894 5.2076592445373535 13263.408 0.9620680974299926 0.05947572725572113 0.08524140722708093 5.509613513946533 False 3 2500 9.84 20.65 15052.971 0.9748554725099754 0.032980963808968936 0.2643552184060101 6.983393669128418 22922.512 0.9765782608660171 0.026436294019172243 0.1938790933989497 7.240853309631348 False 4 2600 9.809 20.7 10044.283 0.9575716278281283 0.0775437683955157 -0.19553447614457983 5.534775257110596 12543.474 0.9595332895882999 0.0734478084488583 -0.22732095408665262 5.898789405822754 True 4 2700 10.24 20.69 10898.144 0.9622956356381714 0.0656535122861195 0.030782841884863667 5.122424602508545 13856.811 0.9646014151060058 0.05936471969623016 -0.026406266213667515 5.406474590301514 False 4 2800 9.678 20.69 10792.275 0.9559079646471522 0.06985583718115342 -0.13079058549765965 5.282740116119385 11852.39 0.958975844415021 0.06301264690343981 -0.18412450573373285 5.58859395980835 True 4 2900 10.35 20.62 17082.951 0.9652978134302533 0.052677330663990406 -0.3337899349942034 8.921160697937012 15931.316 0.9656158418107283 0.052934049385201506 -0.3496810244240883 9.151244163513184 False 4 3000 9.84 20.55 9675.514 0.9597288525590939 0.06502609107288497 -0.33278899718554994 8.252523422241211 12800.302 0.9624334597632213 0.05923606365967474 -0.35164975607396143 8.48923397064209 False 4 3100 9.679 20.55 9983.827 0.9574867742452073 0.06925111723016167 -0.08333436800346046 5.952547073364258 12786.876 0.9592791239658078 0.0659515404502396 -0.13967602818400543 6.2249908447265625 False 5 3200 9.761 20.4 10058.152 0.963690911622721 0.06226117069208262 0.28866747368044965 6.028890132904053 14313.0625 0.966191562799984 0.05544704265660079 0.2322379225139344 6.292524814605713 False 5 3300 9.888 20.57 10624.956 0.9511653977600336 0.08916923099003735 -0.03142225859921485 5.423712730407715 12860.78 0.9548413275153367 0.08178446438551674 -0.10332011391485926 5.814348220825195 False 5 3400 9.253 20.55 10093.611 0.950034694233085 0.0904809957559087 0.17142333164015922 4.893871784210205 11877.078 0.9533477681692274 0.08305070647681415 0.10033659215575427 5.22094202041626 True 5 3500 10.26 20.76 9734.499 0.9557932668190435 0.093553271637019 0.24854794614978462 5.765695571899414 13981.94 0.9582905222346769 0.08645162835082036 0.1834000614397688 6.045304775238037 False 5 3600 9.23 20.55 11189.985 0.9522626155706448 0.07423612330814376 0.3150824888088885 4.622924327850342 12541.983 0.954953826848129 0.06969024861978491 0.26420268595844304 5.011444091796875 False 5 3700 9.661 20.59 14336.349 0.9706304541984608 0.04177472473842174 0.2889439332536475 5.7499518394470215 21792.814 0.9727726395347104 0.03504649433443953 0.23258840553377763 6.022352695465088 False 6 3800 9.748 20.92 11132.969 0.965746543058596 0.056269838522803546 0.25767792947102247 5.863195419311523 17653.139 0.9688432614005046 0.046269767600996235 0.2008219461210425 6.154948711395264 False 6 3900 9.816 20.74 10115.498 0.9562021118496582 0.07325314251907726 0.2779630152603342 4.6760334968566895 13079.684 0.9604518148429692 0.06377938257596047 0.2206072080896991 5.0262556076049805 False 6 4000 9.86 20.82 9728.501 0.947403562970407 0.09114600846319122 0.26355240771457183 4.728088855743408 11100.814 0.9519063069660078 0.08199776624763877 0.2029470460908731 5.079573154449463 True 6 4100 10.16 20.37 9928.106 0.9543147545807558 0.09192993043952369 0.3686103704876782 4.447927951812744 12150.317 0.95765724506107 0.08244447447315663 0.3339175281268043 4.75705623626709 False 6 4200 9.761 20.58 11957.747 0.9591876261162183 0.05717127366841931 0.3230648448271418 4.639655113220215 12008.065 0.9619272999862033 0.051293388015599226 0.2763358178185266 5.012915134429932 False 6 4300 9.714 20.72 11978.858 0.9676060856306626 0.03790763757024349 0.1866296689308956 5.062695503234863 18891.143 0.971727996411572 0.02980647386521878 0.13226012687327401 5.343733310699463 False 6 4400 9.733 20.5 9378.623 0.9546973379988388 0.09018704139249238 0.21865765950405344 5.14811372756958 11834.66 0.957826818549343 0.0822420237181689 0.15741127349345 5.473231792449951 False 7 4500 9.648 20.56 8897.505 0.9451338720840057 0.09823207276736381 0.20213928476631074 4.827105522155762 10953.014 0.9493260559461557 0.08971402281038432 0.13306026425211623 5.169679164886475 True 7 4600 10.33 20.81 8660.657 0.9475505403997175 0.09344932071984917 0.3039157511784632 4.582022190093994 11357.174 0.952309927176706 0.0826749484037724 0.24504350693997248 4.925262928009033 False 7 4700 9.514 20.54 10041.983 0.9515998060126304 0.08865340970975669 0.27908506266330585 5.305920600891113 12361.023 0.9546988706686915 0.08286515798832111 0.21824835762542072 5.614292621612549 False 7 4800 9.758 20.57 8512.514 0.9497461388055013 0.09090646379769136 0.19582178235774567 5.589497089385986 10885.583 0.9544431473345234 0.08088843348051976 0.13000184718173854 5.903668403625488 False 7 4900 9.488 20.95 9476.149 0.9536735695909154 0.1013158123579914 0.28898712873906285 5.184055328369141 12923.391 0.9567875467908391 0.09328972267440555 0.2356710557317467 5.4841389656066895 False 7 5000 9.824 20.62 8954.363 0.9425654159948074 0.10648050820005632 0.3218995340562618 4.505858898162842 11246.996 0.9481027906877617 0.09504772836897452 0.27000903610629245 4.875943660736084 False 8 5100 9.484 20.58 11276.743 0.9443679262766491 0.09235375451925674 0.29171338569886995 4.756417751312256 10406.237 0.9501453403194429 0.08044843478575621 0.23403310557695026 5.100226879119873 True 8 5200 10.19 20.57 8914.907 0.9517541914010886 0.08608868189305639 0.3450341334844146 4.447858810424805 11151.357 0.9558598621962513 0.0767235990800955 0.30389182313558283 4.778267860412598 False 8 5300 9.743 20.6 8521.66 0.9438969387456142 0.10198654127159487 0.33038293662894663 4.475820541381836 11393.655 0.9494224349918897 0.09148041763357082 0.28024306104911184 4.839252471923828 False 8 5400 8.448 20.81 9012.055 0.9510316590671425 0.07655332828940223 0.36163710900419954 4.369760036468506 12809.031 0.9575938314873469 0.06338259210932216 0.3228303188238912 4.697518825531006 False 8 5500 9.842 20.51 8137.194 0.9540935249662575 0.09419709231768993 0.36328701992771106 5.451005458831787 11905.588 0.9586531610441641 0.08211763222992355 0.3229429321665627 5.734884262084961 False 8 5600 9.825 20.58 7704.087 0.9459185766139941 0.08951080938979909 0.3653930480226786 4.575037002563477 10707.165 0.951122496619503 0.07965863324867235 0.32301261536185266 4.888700008392334 False 9 5700 9.715 20.87 7295.5786 0.9457333145097814 0.11014254597919435 0.36449095982091617 4.628140926361084 11312.453 0.9511810179004657 0.0960848892058931 0.32244711638850254 4.979289531707764 False 9 5800 9.79 20.56 7932.7554 0.9399604738320708 0.09738347491339187 0.34622789832439954 4.6680378913879395 11351.484 0.9476186070485787 0.08279849800360928 0.3002547677728929 5.039396286010742 False 9 5900 9.616 20.09 7848.7007 0.9513762637791091 0.09016217775899821 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12810.459 0.9530901376773243 0.08158502819629809 0.26515258565982763 5.518420696258545 False 11 7000 9.725 20.86 9771.741 0.9450851689283778 0.10271191417195552 0.31311154453403395 4.594330787658691 12390.495 0.9510820183498095 0.08738570465097958 0.25664097285764814 4.919605731964111 False 11 7100 9.808 20.4 8451.71 0.9482038692508377 0.11411562775816261 0.36897997036156466 4.435425758361816 12846.923 0.953520213990786 0.09878481304655043 0.3307170648364464 4.755029201507568 False 11 7200 9.799 20.52 8138.8403 0.9458535502812008 0.10129785896742365 0.3745026522291572 4.333009719848633 11843.763 0.9522204609550601 0.0862418998760543 0.34177120185109544 4.651987552642822 False 11 7300 9.845 20.56 9168.048 0.9439184914257914 0.08837954012052734 0.3323689819256498 4.602372169494629 12640.5 inf 0.07387413071402735 0.27811054203955804 4.907805442810059 False 11 7400 9.81 20.54 8210.033 0.9390547797512767 0.11067419786493882 0.372605463475294 4.355081558227539 11907.236 0.9476401079426027 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0.3177621287562317 4.775266170501709 False 12 8000 9.86 20.46 7503.8315 0.9411504367699784 0.11895189053046153 0.3823582572149411 4.53083610534668 11561.693 0.9486664532881989 0.10031408381444862 0.34969110894313876 4.841657638549805 False 12 8100 9.53 20.67 7762.8257 0.9466755956996683 0.09220236379366142 0.3731661406585179 4.348984718322754 12242.299 0.9548167223520674 0.07377547449542182 0.3364537490930274 4.692317485809326 False 12 8200 9.769 20.96 7214.241 0.9353563237251293 0.11598945445469992 0.37676269779137744 4.3197102546691895 10622.72 0.9438114963235 0.09863934830627763 0.34006318916347483 4.651291370391846 False 13 8300 9.746 20.56 6995.1465 0.9312935041735135 0.12533060954339306 0.38474451175017843 4.285366058349609 10451.159 0.9418069700035697 0.10354626852582965 0.35124968824990316 4.62033224105835 True 13 8400 10.07 20.56 7226.4316 0.9383891008574167 0.12600651430876264 0.38862920528794953 4.263617038726807 11091.751 0.9468163615631343 0.10434448273522767 0.3604117904940575 4.567816257476807 False 13 8500 9.439 21.09 8270.674 0.9494135745800403 0.10279505597590584 0.405114985702198 5.515757083892822 10737.722 0.9547813095131752 0.08882115661313143 0.3855464509135967 5.759671688079834 False 13 8600 9.791 20.58 7811.8623 0.9355949230632883 0.12334745640042458 0.39259589209446 4.2645182609558105 10741.402 0.944474304641981 0.10294569355687164 0.3601961199072636 4.5624003410339355 False 13 8700 9.811 20.78 7593.9194 0.9337668704684736 0.12316453089583627 0.39389274477322817 4.321842193603516 10154.75 0.9427284194927277 0.1039002584307115 0.36350079892900455 4.613162040710449 True 13 8800 10.19 20.69 7667.838 0.9362877252026162 0.12440909800421104 0.39075318514054885 4.312629699707031 11310.135 0.9453652005982629 0.10223518372007405 0.358711830806018 4.599887847900391 False 14 8900 9.676 20.65 8182.53 0.935027481070072 0.12318579938208822 0.39382290352775534 4.252830505371094 12120.882 0.9450148674892801 0.09960468952827321 0.3619562879266598 4.586890697479248 False 14 9000 9.686 20.61 9687.287 0.9433557179910326 0.10446669742655618 0.3871653729552203 4.710880756378174 11062.038 0.9498617883717269 0.08821133746520853 0.3532600128941636 5.047900676727295 False 14 9100 9.393 20.97 10156.756 0.9374574815908283 0.11326395833137819 0.38434973911071174 4.291986465454102 10347.972 0.9462436102559916 0.09463258275240356 0.3507800366900429 4.60156774520874 False 14 9200 9.948 20.75 8697.759 0.9417695677716535 0.1017613172234478 0.3829282610323371 4.326522350311279 10374.067 0.9482195610239431 0.08738538408146627 0.3569965755498221 4.595493316650391 False 14 9300 9.66 20.51 7917.1245 0.9366362998158382 0.12197019479720594 0.38909445241013485 4.277472972869873 9774.523 0.9452632582436223 0.10294809066062502 0.3636029345919588 4.55128288269043 True 14 9400 10.13 20.51 7626.27 0.93324604019592 0.12214262329364 0.3990796661870397 4.255238056182861 9547.363 0.9429280167918808 0.1018581323589578 0.37373533804727754 4.529504299163818 True 15 9500 10.1 20.53 7463.221 0.9306767793953612 0.12505584918878684 0.3921562927543145 4.266388893127441 9910.221 0.939773611020938 0.10676893205919423 0.3660765378606532 4.554315567016602 False 15 9600 9.77 20.89 6835.376 0.9354355379956412 0.12438215383360778 0.3956613383289993 4.278622627258301 10277.451 0.9446698408162361 0.10322942958134182 0.3712990176620441 4.548818111419678 False 15 9700 9.783 20.49 6433.469 0.935142108809105 0.12403812668398702 0.3997047737582937 4.27895975112915 10583.531 0.9448072854897162 0.10151965289581033 0.373593516372888 4.559800148010254 False 15 9800 9.819 20.49 6691.1133 0.9321030711535886 0.12923103513629677 0.4027455142592942 4.212502479553223 10356.715 0.9425529063873884 0.10657002221034309 0.3791630610889667 4.487831115722656 False 15 9900 9.832 20.74 7639.2275 0.9297413626293164 0.11848288147960817 0.3852430308161949 4.489556789398193 11852.988 0.9416802262988657 0.09366166398859439 0.35149645284280145 4.81350564956665 False 15 10000 9.778 20.58 7006.0303 0.9282977048007764 0.13382409173567208 0.399321267411173 4.221315860748291 9958.712 0.9400265846116523 0.10978807382146295 0.37167311890479127 4.517250061035156 False 15 10100 9.089 20.86 7261.484 0.9255582879245943 0.1332905668898785 0.40075509100314083 4.243601322174072 9981.978 0.938342409551593 0.10746087401871178 0.3734890459988748 4.553863048553467 False 16 10200 9.709 20.86 7292.4946 0.927334110062944 0.14105640022237892 0.400255305777496 4.22918176651001 10656.664 0.939018129019697 0.11507042261565782 0.37300220690466607 4.533274173736572 False 16 10300 9.762 20.77 6788.8506 0.9334576944480308 0.13174436020318964 0.40367303911570085 4.401931285858154 10768.646 0.9440764562749018 0.1077433005378913 0.37840139128939965 4.68216609954834 False 16 10400 9.764 20.68 6147.034 0.9314770840692362 0.12874465812632704 0.4034272859676738 4.204736232757568 10346.613 0.943661103678106 0.10132102091811689 0.37896501501477875 4.4930853843688965 False 16 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0.9062841566103964 0.17158084404633386 0.4328606678754795 4.080081939697266 10204.615 0.9315971644813514 0.11692313687699124 0.4146301713138848 4.3407368659973145 False 23 15100 9.592 20.94 5096.61 0.903278613118471 0.17273622240469608 0.43292166637330004 4.094213962554932 10129.408 0.9308323356996857 0.11608218235799982 0.41476586214899264 4.363672256469727 False 24 15200 9.714 20.53 4893.6675 0.9034575943889884 0.18032632240332572 0.43454196111637683 4.076993942260742 9689.597 0.9298863096549785 0.12291916314921986 0.4171245170002191 4.327974796295166 False 24 15300 9.935 20.61 5725.009 0.898869634911476 0.18335167474807285 0.4334157974744561 4.088095188140869 9381.3125 0.9268199480889967 0.12581055794462556 0.41610688677398766 4.334290981292725 False 24 15400 9.831 20.58 5135.958 0.9023512698150437 0.1852176021070663 0.43739353177865165 4.0936079025268555 9262.579 0.9289301981459701 0.12782388248325105 0.4222097576183946 4.325474739074707 False 24 15500 9.789 20.33 5373.575 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