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 17.44 36.43 100137.9 0.9945158862331243 -0.0032899496125673865 -0.3046973281345806 94.47140502929688 45884.7 0.9945885208438311 -0.001294041280878906 -0.3750745550716582 93.20496368408203 True 0 100 29.1 20.1 8293.042 0.9879818908418483 0.04040824241301674 -0.27233373436597325 17.794076919555664 4247.983 0.9893944241131816 0.0370927528732467 -0.35422701055750155 17.24930763244629 True 1 200 37.2 20.12 11546.978 0.9867689101952377 0.0292373709876712 -0.3331540852908226 10.679788589477539 6116.3164 0.9883020186142804 0.023131885167061928 -0.3778216034997126 10.014141082763672 False 1 300 28.88 19.67 6713.3877 0.9821328686775719 0.05241918741438865 -0.31509548631163053 9.982683181762695 3925.2163 0.9841806990056398 0.04603976957479156 -0.35904089300390907 9.30516242980957 True 2 400 28.89 19.57 5958.1133 0.9822163849580497 0.052490664217036236 -0.3351643483427498 13.105810165405273 3981.5603 0.9854830948772606 0.04528230338736219 -0.3783105617456523 12.473393440246582 False 2 500 28.87 19.44 5637.8135 0.9810971288661595 0.05846825623930624 -0.3178895593502241 9.964683532714844 3915.7385 0.9844999103936639 0.04992075171615145 -0.37104536787124476 9.281673431396484 True 3 600 29.03 19.91 5301.1445 0.9784311275620933 0.05644493236581495 -0.2048102115767631 8.35219955444336 3861.059 0.9823094339570901 0.050191862085647056 -0.23890761377226097 7.606103420257568 True 4 700 28.84 19.68 5345.1543 0.9787735198048678 0.060166241849555505 -0.31739071878067193 8.631118774414062 3809.718 0.9822662032177536 0.05137984177609339 -0.36540014976675395 7.912384510040283 True 4 800 29.3 19.72 5360.3784 0.9789309446902069 0.05861611321761389 -0.291788327239184 9.081877708435059 3885.1833 0.9835324017337183 0.04799696889270147 -0.3473434242473469 8.380467414855957 False 5 900 28.65 19.79 6557.672 0.9804665779735772 0.052248488675441816 -0.059538663845873065 8.242839813232422 4372.5195 0.9852635446999247 0.04242830683229327 -0.038730951571578714 7.474170684814453 False 5 1000 29.19 19.48 4774.4414 0.9753701980968006 0.07567724249477248 0.04565536467574454 8.685504913330078 3590.439 0.9803155910969005 0.06201660550842893 0.07182082887692838 7.968024730682373 True 6 1100 29.25 19.97 4927.3525 0.9762432096420143 0.0638082422442164 0.26197501613128493 8.365752220153809 4065.2363 0.9814133820139316 0.04679376486759067 0.35125556705787475 7.620052814483643 False 6 1200 29.11 19.88 4967.3843 0.9784231459461114 0.06121736673072467 0.0791455725009018 9.726988792419434 3918.4473 0.9837634133120401 0.049430415119174974 0.17388550811777626 9.032609939575195 False 7 1300 28.54 20.39 4112.0566 0.9734175301655159 0.07447154170952543 0.2912282635239634 7.773619174957275 3739.0989 0.9794451021645859 0.058528989946922155 0.3479431993426555 6.94441556930542 False 8 1400 28.79 20.08 4319.7466 0.9734409578452051 0.07528576680299566 0.32509779235661984 7.655943393707275 3763.311 0.9802526948620162 0.056414735363639196 0.3763459906268432 6.853260040283203 False 8 1500 28.71 19.72 4096.9517 0.9723208246948967 0.07807304625937325 0.3209699207313819 7.457562446594238 3898.4543 0.9793608391646191 0.05846326419353466 0.3761467250407357 6.5864691734313965 False 9 1600 28.47 19.87 4148.9478 0.9703375621895913 0.08426850607724364 0.33009054121183895 7.335529327392578 3853.7202 0.9789299260492565 0.06091349978437027 0.3792406461306547 6.332729816436768 False 9 1700 29.06 20.05 4382.55 0.9730348375274408 0.08458193100627358 0.3270405488779981 7.559999465942383 3782.0728 0.9798163746285746 0.06398391347926322 0.39150696945130764 6.695713996887207 False 10 1800 28.89 19.97 4526.467 0.9657701411511799 0.07959860602611293 0.3353085095999056 7.365769386291504 4194.9644 0.9766816386240894 0.052470440307380184 0.3940218642891523 6.4761247634887695 False 10 1900 28.82 19.64 3723.671 0.9718949930524267 0.09281691150240037 0.3364547893436889 7.468297958374023 3642.8599 0.9794337565180823 0.06986688063219457 0.3924838393730107 6.631444931030273 True 11 2000 28.97 20.12 3556.9958 0.9675483717879242 0.0958109976869991 0.33173901197003325 7.256743907928467 3839.6223 0.9778127941997912 0.06737489048587317 0.38118035124666827 6.290229797363281 False 12 2100 28.67 20.11 3674.6702 0.9663814340331264 0.0976433993859926 0.33534720261405576 7.9046549797058105 3740.5115 0.9772004007453157 0.06709548541247504 0.3874100770319101 7.157232284545898 False 12 2200 29.08 19.57 4290.072 0.9698500689118712 0.07647869270337383 0.3428993020509126 7.201288223266602 3995.3638 0.9806298675881621 0.05072904865298523 0.3926803204818244 6.314784526824951 False 13 2300 28.89 19.57 3790.3413 0.962497111058086 0.10041022463664753 0.3403606626150865 7.422885417938232 3735.5664 0.9755819612184867 0.06617669500717073 0.39501152072885587 6.386532306671143 False 13 2400 29.11 19.64 3370.9973 0.9615269320706286 0.11051006291523816 0.34395014746495955 7.209773063659668 3701.5693 0.9745811013335844 0.0776261687116603 0.39487832404581497 6.216038227081299 False 14 2500 28.66 20.11 3226.067 0.9586837690161762 0.11561896941947665 0.3494899256870265 7.209142684936523 3869.0452 0.9746449764147092 0.07531029656146758 0.40060061167092803 6.3466291427612305 False 14 2600 28.32 20.07 3163.4612 0.9584426137655377 0.11711664019546704 0.35159891984418323 7.418386936187744 3671.402 0.9731154441178457 0.08238097039424361 0.40495969327447096 6.613601207733154 False 15 2700 28.85 20.27 3229.131 0.9541269350671633 0.12105245831091159 0.35313123412712066 7.179605960845947 3801.5 0.9717174854705759 0.08152083338272118 0.4043052514257861 6.158494472503662 False 16 2800 29.03 19.41 3153.4412 0.9581054555427505 0.11386498517982238 0.3518781938916731 7.364857196807861 3811.2234 0.9734219610887234 0.07480442645124144 0.40347365565223625 6.554135322570801 False 16 2900 29.14 19.67 3626.5154 0.959622115010792 0.11753184773415085 0.3553733780801709 7.533409118652344 3602.1406 0.9736231237007871 0.07995881050220478 0.403727550557338 6.783246040344238 True 17 3000 29.08 20.08 3436.0544 0.9566451501240535 0.11784824724344853 0.35750870650071576 7.261852741241455 3782.1973 0.972867854788451 0.07599402897115798 0.40447218958792164 6.243758201599121 False 17 3100 29.08 19.73 2972.1592 0.9541839629100168 0.12498410111047757 0.35686790277675534 7.139346122741699 3738.4368 0.9724984633756981 0.08076954780242167 0.40686130506258883 6.171468734741211 False 18 3200 28.97 19.42 3002.3027 0.9550929506672055 0.11931515086590805 0.36016039388036913 7.083625316619873 3843.4724 0.9745157872593705 0.0703217693952443 0.4104501297744137 6.136788845062256 False 18 3300 28.97 19.7 2947.8347 0.9511556558318325 0.1332619807856174 0.36569448948677796 7.0527472496032715 3639.0972 0.9703408751572863 0.08596853604394174 0.4154138460051092 6.150139808654785 True 19 3400 29.29 20.15 2934.9246 0.9488078720791567 0.13631344831240164 0.3654724956321537 7.135017395019531 3701.7417 0.9699362674693784 0.08327216148506165 0.41512208675286333 6.2902350425720215 False 20 3500 28.34 19.88 2972.3916 0.9491065216099238 0.14433115130468002 0.36309053506284955 7.091980457305908 3573.6313 0.9702077088849888 0.09153883806366854 0.40812485961446787 6.138316631317139 True 20 3600 29.9 20.97 2867.2947 0.9491655643294845 0.14224726497172535 0.37619219766225254 7.019248008728027 3672.848 0.9705856008425457 0.08943942216941551 0.4234862659029646 6.034906387329102 False 21 3700 28.92 19.57 2855.0886 0.9498677716758767 0.14151085837693317 0.37504895458037263 6.998433589935303 3645.9443 0.9715538155970712 0.08476252017777111 0.4228841030572861 6.0978007316589355 False 21 3800 28.72 20.16 2993.37 0.9451797819362591 0.13695380380122066 0.3793322768793835 6.995560646057129 3898.3103 0.9681772754963222 0.08106659439364244 0.42722122244744437 6.0749382972717285 False 22 3900 28.9 19.79 2496.618 0.9427354920067668 0.15371805713919548 0.3822004730288414 6.958158493041992 3536.0579 0.9681304275706792 0.09365413662068849 0.4293824739596998 6.0068464279174805 True 22 4000 29.83 20.21 2747.4746 0.9508442652228425 0.15222592710702382 0.3827495085069629 6.96433687210083 3588.1868 0.9729825126167875 0.08991220696689406 0.4280699940486726 6.085672855377197 False 23 4100 28.94 19.63 2799.593 0.9383512610427689 0.150075634061607 0.3831577310335027 6.947020053863525 4047.8608 0.9677635326621233 0.0823963177705247 0.4286760565068326 5.9996819496154785 False 24 4200 28.98 19.78 2566.498 0.943301872985819 0.16615437969637858 0.393604969738518 7.05735445022583 3573.4956 0.9703243375904539 0.09456952241675061 0.44050774353972083 6.2445807456970215 False 24 4300 28.73 19.66 2407.2595 0.9451056367965354 0.16713026799522385 0.39870008088114123 6.956045150756836 3649.7017 0.9710222473727474 0.09555908826163353 0.44267052884192637 6.105307579040527 False 25 4400 29.03 20.14 2819.8499 0.9378502018595941 0.168391144601885 0.38568770655645335 6.9999680519104 3606.4097 0.9682156804261218 0.09321853545755593 0.42755279589804096 6.200464248657227 False 25 4500 28.64 20.1 2781.071 0.9318666732195438 0.17254979911169804 0.40436731535003195 7.016300678253174 3535.334 0.966475126427455 0.08899048478820003 0.44686078788912004 6.006009101867676 True 26 4600 28.85 19.76 2500.707 0.9411826234005023 0.17058028782502216 0.4036694247921508 6.911391258239746 3886.4207 0.9710095572668349 0.089592711889156 0.4431095119560447 6.117747783660889 False 26 4700 28.94 19.48 2607.2427 0.9290820692840975 0.18285943458578988 0.40014935452264033 6.964291095733643 3620.7268 0.9655201672425119 0.09514160913444479 0.44133796683584664 6.192564964294434 False 27 4800 28.63 20.12 2477.7258 0.943829706886732 0.16242714882456005 0.4087875203074518 6.790532112121582 3781.374 0.9748618732506535 0.07633841065740862 0.4624461782256778 5.84185266494751 False 28 4900 28.95 19.96 2686.6628 0.9377102652602337 0.1700862411096814 0.4072974843433916 6.844459533691406 3539.4304 0.9701391750938777 0.08346734050130744 0.45162664498933414 6.006110191345215 False 28 5000 29.07 21.2 2202.8367 0.9299878029254048 0.19165319654252166 0.41714431270072716 6.745426177978516 3679.2239 0.9675995807617236 0.0939999340807613 0.4564922842509397 5.8243408203125 False 29 5100 29.01 19.99 2336.634 0.9349683189820781 0.18639431616171995 0.4191343927505364 6.740394115447998 3687.2502 0.970535970824826 0.08757899551855931 0.4542660993215296 5.906430244445801 False 29 5200 29.01 20.06 2280.072 0.9325270564927509 0.1912473941004753 0.41398977217798005 6.760908126831055 3591.4648 0.9678260542193138 0.09521764773822149 0.4529095629921343 5.946444034576416 False 30 5300 28.43 20.1 2531.5603 0.9296227825859867 0.18628307484186102 0.4205579341315081 6.993074893951416 4075.1807 0.9700422861077979 0.08024725862579493 0.46203031784769 5.959103584289551 False 30 5400 28.69 20.37 2432.6836 0.9197021354102362 0.1992685924268405 0.4346781252161508 6.655077934265137 3673.357 0.9661543000264345 0.08671241920372375 0.47828116799283593 5.749948024749756 False 31 5500 28.75 19.79 2288.5088 0.9122072336034941 0.2159569941859956 0.43141594085536344 6.720367431640625 3663.805 0.9635460079580401 0.09494280174566536 0.4652667290285413 5.787074089050293 False 32 5600 28.66 20.05 2304.2542 0.9183979967057199 0.2026437653453533 0.42963432564855336 6.761626720428467 3812.8877 0.9645454696430393 0.08974495742112866 0.4700164820245029 5.9778361320495605 False 32 5700 28.66 19.92 2108.2573 0.9114264064518606 0.21392405732245462 0.43679058578845475 6.796477317810059 3868.5964 0.9635025128311144 0.0917587746254332 0.4691892311737403 6.075898170471191 False 33 5800 28.53 19.99 2170.9822 0.9067357769720858 0.21217934927412552 0.4351590915047987 6.636765480041504 4025.1453 0.9643654843347969 0.08068803149269958 0.4711879784420665 5.851767063140869 False 33 5900 28.97 20.22 2049.8604 0.9135861129320959 0.23388290520860855 0.45079836833265274 6.81841516494751 3675.8186 0.9673482147147648 0.09192255367915741 0.48152179314490995 5.855027198791504 False 34 6000 28.8 20.03 2174.7327 0.9255634098788907 0.21541731488309313 0.43156562144752814 6.78323221206665 3563.5427 0.9686070897484733 0.09166699481823665 0.4666396805259425 6.067764759063721 False 34 6100 28.92 20.04 2338.051 0.9101952560698264 0.2349099713516895 0.44402472760341855 6.844064712524414 3728.9343 0.9654482169744124 0.0937539994143214 0.4674318652328283 6.190038681030273 False 35 6200 28.45 20.14 2488.0415 0.9211252477089324 0.22083324790462114 0.4377709777565533 7.110384464263916 3578.2178 0.9676563293840793 0.09108590336398723 0.4713599857737076 6.46016263961792 False