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 20.47 101.9 245711.44 inf -0.005990529027088884 -0.3686732401575319 19.694461822509766 1989537.4 0.9794514421316017 -0.0062890417355821356 -0.33144570148756414 19.812685012817383 True 0 100 30.03 88.89 41624.11 0.9751385727850702 0.011845778425911002 -0.5002821630839951 35.005577087402344 260352.92 0.9758914172589462 0.011308440394881304 -0.477390392443359 35.1849365234375 True 0 200 29.79 91.51 25494.832 0.9657456768898373 0.045631221717412164 -0.47920939338593765 33.06095504760742 120062.67 0.9657687958480097 0.044641661868332926 -0.46467782035743893 33.208168029785156 True 0 300 30.17 92.32 30949.434 0.9719606976830771 0.018028908446732293 -0.47514380025875974 14.858476638793945 207659.61 0.9728282879161074 0.017109807428811134 -0.4579514214707026 14.922929763793945 False 0 400 30.71 94.4 28160.36 0.9555892423251544 0.06929127242510931 -0.48174072383093836 8.3217134475708 110293.49 0.956329787740703 0.06635145585092313 -0.4682402459601443 8.58191967010498 True 0 500 30.23 89.24 27386.492 0.9645715278457317 0.03926206363100739 -0.412089402926011 21.92564582824707 116291.164 0.964387465352866 0.0384282098337699 -0.3919875237048554 22.0513973236084 False 0 600 29.51 99.62 30623.717 0.9629133143175862 0.03764177858579662 -0.44838587341484804 10.830682754516602 111993.11 0.9624737557480377 0.03723219618146968 -0.4376930055790116 10.957005500793457 False 0 700 29.94 91.52 26926.947 0.9701365452403582 0.010827273618522022 0.46517687801084534 29.48002052307129 131512.17 0.970077299614067 0.01052907434830739 0.44972594659400955 29.721027374267578 False 1 800 35.33 88.75 32430.635 0.9690634740058435 0.013890757948464613 0.4001458320489471 24.43661117553711 121020.875 0.9686595803948868 0.014014384260399589 0.39510054438606995 24.649585723876953 False 1 900 29.69 93.73 26733.375 0.9683750181016086 0.024866064592870815 0.4698399983649562 27.140790939331055 127346.945 0.9683309048755413 0.024572113282619955 0.44888816670764414 27.372291564941406 False 1 1000 30.16 117.4 41755.87 0.9693296640465527 0.01940847796892014 0.35018886964536833 16.876081466674805 118310.64 0.9688184976479605 0.019247563317658783 0.34331604340590066 17.075096130371094 False 1 1100 30.27 102.6 33587.746 0.9677927538741643 0.022580031714343116 -0.1948095114870448 14.536210060119629 114102.25 0.9673907390461626 0.022253625484697486 -0.2231657453081384 14.701838493347168 False 1 1200 30.57 97.35 28252.791 0.9673282079816562 0.023475803590992498 0.34626747275794 14.492483139038086 114778.29 0.9670226543253629 0.02366423199017229 0.3141554076909696 14.711684226989746 False 1 1300 29.76 94.91 25567.646 0.9660720642175822 0.03150350651460899 -0.08692857388309204 20.373092651367188 116475.38 0.9659616164691904 0.031090691829956857 -0.11959196776658722 20.552865982055664 False 1 1400 29.8 96.01 23976.26 0.9615920655821925 0.06316241571359962 -0.3386348190883123 5.977517127990723 118826.7 0.9620367429761073 0.06085844159342696 -0.327344562975213 6.135634422302246 False 2 1500 29.45 102.3 24404.68 0.9650797226603305 0.04171347070179724 0.45247191320636765 5.037238597869873 116557.67 0.9650785553773471 0.0407248509804021 0.42916364996038725 5.2205376625061035 False 2 1600 29.66 88.13 23696.963 0.9662063268926147 0.04187642160270608 0.4238409384655574 11.0894193649292 124991.92 0.9664532166503025 0.040461368711631564 0.4034662367954315 11.331731796264648 False 2 1700 29.35 88.2 23542.027 0.9658371581216182 0.0430357610943307 0.1537272932732396 14.057981491088867 122157.51 0.9660910164935773 0.0417569216908923 0.12085255614883497 14.275886535644531 False 2 1800 29.34 88.16 30160.275 0.967033154979804 0.02530499866652573 0.380363124913508 18.22815704345703 116295.78 0.966715604174862 0.025217950169581987 0.3540865385828792 18.4685115814209 False 2 1900 29.46 88.23 39701.816 0.9607253990115714 0.042777042889742885 -0.424010492752792 10.027400970458984 102398.37 0.9604583040157897 0.042180896631639306 -0.4184619298759163 10.48336124420166 True 2 2000 29.53 88.55 23893.92 0.967888035709452 0.02836932766978326 0.41489138121349783 12.136524200439453 124074.78 0.9682022088173493 0.027212946570659223 0.395592863336309 12.420541763305664 False 2 2100 28.9 88.35 22193.793 0.9587367473902884 0.06432078581947877 -0.3899445790437033 6.540185451507568 113450.52 0.9594245509086439 0.06125459719012502 -0.38340878816975643 6.75425910949707 False 2 2200 29.34 87.96 21698.676 0.9577807400187714 0.06265849216071473 -0.35667263818237316 7.518324851989746 104253.93 0.9586467174384182 0.05923338700297995 -0.36595975650347984 7.732936859130859 False 3 2300 29.32 88.39 43738.207 0.9680704561676121 0.026764526867783786 0.39022553306732943 5.454827308654785 98173.25 0.9673662402232236 0.02661501426765467 0.36441479882600863 5.669877052307129 True 3 2400 29.61 88.27 21737.9 0.9555444289436541 0.06491136700894518 -0.32927813202392536 7.067314624786377 88955.18 0.9557008555902398 0.06342381603031604 -0.3292606163013585 7.307094573974609 True 3 2500 29.76 89.15 31213.678 0.967029407619736 0.02708207389515153 0.40755778894527145 15.190947532653809 99493.67 0.966555555275754 0.026693476426818706 0.3897926936032155 15.438383102416992 False 3 2600 28.81 88.53 21325.225 0.9548432816706722 0.07295210790734356 -0.43135826693454954 7.213749408721924 80449.27 0.9551962967404662 0.07065703600004154 -0.413085057137274 7.462754726409912 True 3 2700 29.66 88.44 22782.727 0.9554022704264225 0.0681408429010739 -0.4009493751943819 10.243680953979492 77312.73 0.9555706848983905 0.0662943802140881 -0.4121685153696416 10.427699089050293 True 3 2800 30.01 88.36 22231.6 0.9609884187974733 0.05058221464381105 0.3686242468714801 8.94283390045166 87182.516 0.9610583843834561 0.04962818255305019 0.3325244563879855 9.177536964416504 False 3 2900 29.44 88.58 19711.9 0.9474144205579247 0.0756832141174274 -0.39665003467216486 6.951196193695068 51542.09 0.9482096300683397 0.07321149906753793 -0.3983115714721802 7.248837471008301 True 4 3000 29.47 88.49 37953.42 0.9592713583603331 0.050605365325114914 -0.1667349401729746 6.075399875640869 79707.44 0.9589858873994881 0.049682237214168465 -0.19991249604323033 6.3482160568237305 False 4 3100 29.27 88.94 18621.02 0.9486137108529034 0.08440387279748295 -0.3933345663227646 7.014010429382324 82305.914 0.950322214266559 0.07900119370508567 -0.408135385222989 7.317594528198242 False 4 3200 29.47 93.56 17756.697 0.9448746034187473 0.08304661574356728 -0.11335713377731171 6.019111156463623 39714.062 0.9464895223496748 0.07761120009055537 -0.13795035988940724 6.221541404724121 True 4 3300 29.72 89.36 18566.049 0.9558643482579068 0.07124868642589484 0.2948907009904726 9.233316421508789 75665.59 0.9568301822753742 0.0671739459839561 0.2617967860329989 9.452248573303223 False 4 3400 29.36 91.22 19002.666 0.9492442638564311 0.06987016175189176 0.15134273708774024 5.435756683349609 43181.53 0.9507087843139556 0.06603441758694166 0.12157553372297399 5.656243324279785 False 4 3500 29.66 90.82 20184.506 0.9503770782175889 0.07845114994541014 0.27197763126681074 5.204235553741455 53267.07 0.9518050478692277 0.07333203923519188 0.24686445651857056 5.377472877502441 False 4 3600 29.47 92.5 18363.26 0.9417737069815062 0.09054012065484854 0.32196647674542095 4.987613677978516 49826.28 0.9437921106358736 0.08384768157831309 0.29682260794288795 5.185204029083252 False 5 3700 29.4 103.2 17846.564 0.9373297518534416 0.10265278699425555 0.4106013025500891 4.61660623550415 46510.703 0.9395837693656988 0.09474360550076988 0.3919163113473618 4.8034138679504395 False 5 3800 29.42 106.0 18579.715 0.9435251371533677 0.09309556029259249 -0.022886947489012915 5.901504993438721 70998.64 0.9453470184141132 0.0865556704628023 -0.04854482843984092 6.128638744354248 False 5 3900 29.47 92.36 18317.822 0.9416496678994847 0.08876150327055757 0.4531129295841556 4.517177104949951 51920.293 0.943778548693242 0.08274612462553263 0.43768310065917315 4.70740270614624 False 5 4000 29.55 93.02 18518.012 0.9327551249614086 0.09621808972557747 0.2973375773520504 5.099768161773682 35874.363 0.9355777366847342 0.08924953725936051 0.2708204573225778 5.304834365844727 True 5 4100 30.52 92.54 17074.416 0.9374166465833168 0.09951855022824432 0.3355717057409686 4.9711408615112305 37978.992 0.9403930362858876 0.09241571915442907 0.3205213854790637 5.135994911193848 False 5 4200 29.65 95.38 19370.084 0.9387776639984413 0.09187474447715616 0.3537866532515191 4.8518171310424805 31947.09 0.9403561190297656 0.08551517201946376 0.3387379882077883 5.027290344238281 True 5 4300 30.19 91.42 17151.97 0.9425109597490611 0.08859961790058024 0.4061602646756923 4.687536239624023 60318.168 0.9452206772689798 0.08163784616057 0.38503839326472783 4.891103267669678 False 5 4400 29.46 92.58 17821.049 0.9449590997628066 0.0857106112140349 0.4146254529747201 5.058264255523682 39089.707 0.9459848665709979 0.08144335318051181 0.3961955460138996 5.264654636383057 False 6 4500 29.5 103.2 15605.029 0.9308878464217907 0.10899764086850595 0.4336864382036844 4.561220645904541 35863.9 0.9346182375135308 0.10006154375135742 0.42016248858144106 4.742642402648926 False 6 4600 29.53 88.76 21462.936 0.9510760711732033 0.0843748094436691 0.4385005812059883 6.096595287322998 79643.51 0.9518540647872794 0.08144389155073008 0.4204504629365509 6.311577320098877 False 6 4700 29.76 88.67 17279.12 0.9382961654786209 0.09235155988545496 0.26263603892512216 6.305124282836914 33669.035 0.9404281018547064 0.08582401866771401 0.22547176954031967 6.564708232879639 False 6 4800 29.47 88.75 17093.58 0.9394779576315245 0.09747798903069509 0.40381593448392433 5.05436897277832 32811.953 0.9417075659525938 0.09095632623795077 0.3800818208517493 5.321788311004639 False 6 4900 29.6 90.23 15793.6045 0.9298498860719653 0.11922872835272824 0.44445661798639186 4.8006367683410645 35551.9 0.9335911550525414 0.10912902025720371 0.4277342031117942 5.058324337005615 False 6 5000 29.66 107.7 16329.051 0.9240862785211792 0.11852670643823922 0.46090852820811623 4.363654613494873 24795.97 0.9289622271670558 0.10613161609591244 0.4474913862565975 4.567251682281494 True 6 5100 29.82 93.31 17721.5 0.9467128148690405 0.08938843043230266 0.47868003701462514 4.560585021972656 38687.934 0.9483907474123242 0.08393864836109101 0.4635647123029105 4.697709560394287 False 7 5200 29.48 88.83 16196.833 0.939787727450087 0.09520741769342365 0.4071481929000929 4.640517711639404 36923.992 0.9417240102951883 0.09011724076517573 0.38149925517355976 4.851536750793457 False 7 5300 29.16 88.91 14917.117 0.9328468752551824 0.10995211577036787 0.39471240533136887 4.757287502288818 39674.367 0.9354367262535408 0.10214884589544954 0.3692276229453194 4.974883079528809 False 7 5400 29.82 87.71 14497.768 0.9278739496254859 0.12038954541187004 0.4392887800892321 4.497441291809082 44088.74 0.9313142900932032 0.1106117626058651 0.4223948382413321 4.692911148071289 False 7 5500 29.68 88.05 16674.418 0.9316528747738072 0.11068771919947779 0.4402258456989127 4.494192123413086 43826.594 0.9353904400866135 0.10188638934137954 0.42458231228313503 4.702066898345947 False 7 5600 29.17 88.66 16698.936 0.9199881374304149 0.124667363793191 0.46892627364245215 4.338067054748535 42567.73 0.9256016775751759 0.11151099841776306 0.45600480895475953 4.530161380767822 False 7 5700 29.54 88.06 19001.771 0.9516908868567169 0.08816017938652936 0.432781838156041 5.11639928817749 71817.195 0.9525762310388906 0.08396082453697358 0.40810104353980936 5.314492225646973 False 7 5800 29.06 88.25 16260.596 0.9379852902352946 0.10226665844003596 0.3680537259253407 5.30149507522583 33988.137 0.9408039693938318 0.09514221325995749 0.34847178095097314 5.44732666015625 False 8 5900 29.2 88.38 19387.701 0.9271982199229715 0.11981924240906369 0.4077122713545699 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0.9297463406026476 0.11284023271515914 0.45811570778691557 4.573987007141113 False 9 7000 29.6 88.71 12678.54 0.9197656308123561 0.1356277322354093 0.48002022189340204 4.3330535888671875 33479.754 0.9253746215629465 0.12217662154351384 0.46935406416722775 4.516820907592773 False 9 7100 29.57 88.29 13279.68 0.9224168936314115 0.13180161486229 0.4979046521160432 4.208977222442627 32665.596 0.9276280884824979 0.11742361881409684 0.487051276156197 4.358656406402588 False 9 7200 29.19 88.46 12990.735 0.9147991311729747 0.14075161977489897 0.4950285991696878 4.166298866271973 43719.41 0.9224232983669709 0.12385562804824746 0.4809882717630135 4.3629069328308105 False 9 7300 29.32 88.82 12696.565 0.9120750660250573 0.14722756749434515 0.5017004768431517 4.154040336608887 43318.69 0.9191989965536204 0.1306209554538146 0.48745669791961393 4.380331993103027 False 10 7400 28.87 88.36 12830.337 0.9148010590205182 0.1369483601301925 0.5040647195151168 4.121032238006592 36590.9 0.9218195207421439 0.12071020443301746 0.48718498273291005 4.3386430740356445 False 10 7500 29.43 88.84 12654.403 0.9237236489001389 0.14394012864028485 0.5085749861232755 4.327353000640869 42870.844 0.9293530078013194 0.12858614557551915 0.4980927076214504 4.5633344650268555 False 10 7600 29.14 88.75 13095.435 0.9116355662156372 0.1434659376831851 0.5174545831213436 4.126742362976074 28423.955 0.91958660454278 0.12498989159087 0.5017781599806239 4.304574489593506 False 10 7700 28.85 88.56 12989.887 0.9078772667145906 0.15782292999697012 0.5212303706761412 4.108325958251953 31897.068 0.9164374174460455 0.13710841987042263 0.5037284320496066 4.372531414031982 False 10 7800 29.92 88.42 12979.854 0.9028720897314985 0.16045311678564655 0.527956622491788 4.000482082366943 27579.174 0.912214663137883 0.1396241520369302 0.5125217704885404 4.233302593231201 False 10 7900 29.0 88.39 15062.556 0.9027887981627049 0.16198639498729236 0.5192758953354693 4.026767730712891 26299.941 0.9123239222081235 0.1408408081564634 0.5032037263379715 4.238895893096924 False 10 8000 29.2 88.32 11715.092 0.9096525562389617 0.15177227457522152 0.512026052958687 4.115689754486084 27999.727 0.9184557401648075 0.12965696099121765 0.5001127335437753 4.299086093902588 False 10 8100 28.95 88.55 14526.04 0.924755556552063 0.13906144631918052 0.4987902569245971 4.971266746520996 40216.05 0.9302397208187306 0.12337370022555119 0.493046541156954 5.1668806076049805 False 11 8200 29.04 88.38 13558.4375 0.9041502628260961 0.158067283271181 0.5260669669891932 3.9922103881835938 25672.543 0.9139779811182022 0.13583484087462028 0.5117849817795892 4.198856830596924 False 11 8300 29.13 88.36 13554.842 0.9188343584136838 0.13556274175191568 0.5041147449694752 4.122782230377197 33155.086 0.925952555362677 0.11777950898485487 0.48735160594823146 4.347469329833984 False 11 8400 29.18 88.57 13694.102 0.913370122872158 0.1395029472818501 0.5005551834861618 4.330757141113281 39148.152 0.9206364895253962 0.12222355994627553 0.478206431021654 4.498288154602051 False 11 8500 29.05 88.52 12875.233 0.9106233331289768 0.15187107168151534 0.5001615628595646 4.17833948135376 30401.709 0.919268605198876 0.13158915538606542 0.48625120746659584 4.391143798828125 False 11 8600 29.26 92.86 12807.508 0.9020741755608137 0.16427722978076406 0.5127116001988555 4.065926551818848 27011.096 0.9122243626513858 0.14116115964462744 0.5012248857260486 4.242997169494629 False 11 8700 29.63 90.28 15697.868 0.9375374121485208 0.09144600673053768 0.5163678824214663 4.173026084899902 33123.4 0.9427576435552465 0.07955852014401053 0.5071285431156126 4.3854827880859375 False 11 8800 29.09 88.41 12547.362 0.912189123658298 0.15318403600878389 0.5053724772607385 4.269283294677734 28895.475 0.9205615876731919 0.13076297230750458 0.49469712461987464 4.440248966217041 False 12 8900 29.08 89.05 13352.575 0.928209743463129 0.13299262268497106 0.47865987587629166 4.326269149780273 37966.37 0.9325021050554205 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0.13566665265153643 0.5149725417467934 4.260641574859619 False 12 9500 29.53 88.93 13473.209 0.927046099299403 0.13890218491078726 0.47764478145063244 4.505252838134766 21414.92 0.9322453564646757 0.12211442008905239 0.46534957263487264 4.670629501342773 True 13 9600 29.05 88.68 12071.027 0.9070363896736511 0.15318478811706637 0.4916026348907297 4.239368438720703 19470.664 0.9171212650230482 0.12909874038793945 0.4858439350263384 4.351415157318115 True 13 9700 29.73 88.24 11176.561 0.9034935201271165 0.1655917848651623 0.5140692396348402 4.13562536239624 18670.805 0.914104109921112 0.14059945183498537 0.501935719206984 4.356127738952637 True 13 9800 29.64 88.85 12446.127 0.9031514980227571 0.15673730032250063 0.5062581053539258 4.116683006286621 25605.486 0.9137443060400983 0.1334103838725726 0.487655528985479 4.368529796600342 False 13 9900 28.96 88.31 13278.436 0.9331735392605751 0.14737299769463544 0.4867245281379901 5.339423179626465 48341.297 0.9372232077929946 0.12995528671900816 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