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 10.27 398.9 328518.78 inf -0.015838957974865793 -0.03798763344775562 9.56668758392334 845888.06 inf 0.00030185551797130004 0.004590674554760419 10.480252265930176 True 0 100 27.31 34.51 99369.7 0.9692744773858841 0.01569585757373849 -0.11469711257047893 28.629911422729492 68853.29 0.9791991827131515 -0.0002407604549777299 -0.092594728083415 26.73137664794922 True 0 200 43.42 49.66 55166.805 0.9752426350009517 -0.0035868886284665413 -0.33716722117055237 16.627094268798828 71202.48 0.9758207597086234 0.010692193472742884 -0.43160647116732676 15.419424057006836 False 0 300 37.28 366.9 77047.24 0.9687817767058748 0.01648934767783476 -0.3307878137943425 23.457643508911133 62377.66 0.9784302077628639 0.0010083139936590331 -0.4243748072723008 21.853137969970703 True 0 400 20.06 122.3 86623.555 0.9656069702762339 0.028096333506306168 -0.324153509560119 10.609498023986816 56678.812 0.9761492634821929 0.012608890868511682 -0.420786755914832 10.225902557373047 True 1 500 21.89 64.85 57003.777 0.9770841079461271 0.0036119975005539564 -0.31502099109257853 11.042153358459473 78336.82 0.9756555394195874 0.018564238154985174 -0.4076669302593751 10.375529289245605 False 1 600 46.22 33.57 68625.6 0.9650826992410189 0.030699217624699345 -0.31816700935896386 21.33494758605957 55938.523 0.9751127762824815 0.011998724369002987 -0.41317278464575946 20.041400909423828 False 1 700 41.2 39.29 44245.605 0.97943088359428 -0.004165173261173272 0.18191649651360087 14.660848617553711 79173.54 0.9778079794799968 0.012345700930448346 0.22536062391916808 13.37346363067627 False 1 800 35.92 45.23 42899.734 0.9677284436376864 0.026505945495952428 0.17141224428005047 11.22111701965332 56692.89 0.9744832608834956 0.014467912450966363 0.23194199207646454 10.277641296386719 False 1 900 29.05 51.36 60525.97 0.9654961100084953 0.031114834550732426 0.09288275590626591 18.480140686035156 57553.773 0.9758706190584698 0.01215394685954138 0.12488420168666692 16.99376106262207 False 2 1000 26.73 41.42 59655.207 0.9615276439717216 0.041934763185788385 -0.30900866599180554 10.520113945007324 45967.547 0.97361298978904 0.022650145419037666 -0.4022422787037177 10.371957778930664 True 2 1100 36.06 33.72 48796.844 0.9593077046443472 0.04817643083117137 -0.3116117469459511 12.360445022583008 36334.203 0.9711826629606807 0.029854468731868224 -0.40592294624030867 11.87482738494873 True 2 1200 42.85 31.99 41846.15 0.9694638257859017 0.017828000410243548 0.29122547986321096 11.55638599395752 52630.51 0.9773397148086405 0.006628479416704994 0.37938333316944084 10.372933387756348 False 2 1300 43.23 33.45 37044.34 0.9646895513994256 0.04061446420762918 0.09321233276035708 16.273319244384766 45603.812 0.9721159659673922 0.0288465188865627 0.11072508699560701 14.902619361877441 False 2 1400 41.89 37.33 37194.734 0.9562855225307194 0.052106991689642806 -0.30580898302745363 8.383598327636719 33017.61 0.9674961301856296 0.03560859921425685 -0.40070957169101495 9.398097038269043 True 3 1500 36.59 39.72 31974.424 0.9669674634830835 0.03375548389222157 -0.28734937991661513 7.969215393066406 45481.883 0.9665425661891432 0.04175699843195251 -0.38124487597229156 8.111013412475586 False 3 1600 35.48 35.73 34827.312 0.9659298073741835 0.03598252070565241 0.24413633879698887 8.269062042236328 37127.15 0.968163121172442 0.041283926355436096 0.34921106883606595 7.558676719665527 False 3 1700 38.23 35.27 37792.57 0.9605506626512138 0.048737912380814714 -0.22198776127867795 11.496749877929688 40598.09 0.971003113046238 0.030199785814268115 -0.3078988548694665 10.664234161376953 False 3 1800 38.02 39.13 28541.365 0.9564726440882414 0.05703856908423257 -0.29554779481105947 10.626625061035156 30481.059 0.965692486923133 0.04408832396690985 -0.389326698489599 10.309267044067383 True 3 1900 37.44 39.41 25131.715 0.9578605214402406 0.05172021886014729 -0.2757746106466338 7.184420585632324 30176.12 0.9631843462939728 0.047959600311493746 -0.3624693215971698 7.515584945678711 True 4 2000 33.95 39.05 23500.977 0.9530503255500081 0.062398736547208365 -0.3120551578378586 7.665143966674805 25481.68 0.9590124799157462 0.05695743398621216 -0.4050536357737597 8.241751670837402 True 4 2100 34.89 38.38 22274.652 0.9561784634981811 0.06496441960115469 -0.31091350006248125 8.333985328674316 31085.99 0.9590135443447338 0.06707533012867224 -0.40466969686379156 8.3031005859375 False 4 2200 37.26 35.37 21616.516 0.954460865940006 0.06010360960434092 -0.27875911705652723 7.100471019744873 25946.105 0.9577750845821826 0.06110019630458883 -0.36824834354124997 7.276501655578613 False 4 2300 41.18 33.17 25393.252 0.9623794583886778 0.041017865624760924 0.26021055777232904 6.310583591461182 36539.535 0.9672637638277346 0.039264604008868643 0.33350726044810325 5.87381649017334 False 4 2400 42.09 35.39 32130.926 0.9559845276098281 0.050880291517571286 -0.17492954806358219 6.798288822174072 28625.307 0.967172368968438 0.035774290868297906 -0.2298953708424048 6.7044572830200195 False 5 2500 39.99 39.18 40386.02 0.9736563906960654 0.02347940786967193 0.2923053799706474 8.224761962890625 70308.734 0.971263719340374 0.03354701368888719 0.36756501620549953 7.394319534301758 False 5 2600 35.7 40.95 25910.963 0.9574152735125752 0.05523248026286899 -0.27370911334988896 7.575960636138916 32298.896 0.9606855884535151 0.05566983433685813 -0.370493158178308 8.421120643615723 False 5 2700 32.66 40.32 26759.07 0.9533076995825985 0.057948730675834184 -0.17975404186477578 9.25906753540039 25890.82 0.9623948655178883 0.04660228114376624 -0.25859066972521205 8.74140739440918 False 5 2800 33.07 38.6 47968.75 0.952205703227153 0.06612368393826971 -0.3154201865535593 9.700471878051758 31628.545 0.9654801029661824 0.04524598108014868 -0.41601794257762076 10.888031959533691 False 5 2900 38.38 34.64 26363.64 0.9674922631221295 0.03212585748607381 0.220049271538416 13.178641319274902 46353.934 0.9684167026619631 0.04081422081481558 0.2793272592604202 11.96972370147705 False 6 3000 39.14 25.11 49311.695 0.9574908159877571 0.05335594213152944 -0.3209934817935687 8.331703186035156 40404.992 0.9701548551842899 0.03405458753282991 -0.40059113879402364 9.254379272460938 False 6 3100 38.29 41.33 32170.64 0.9539751956730068 0.0709957256795583 -0.21191051920338594 9.716521263122559 30556.65 0.9623449008911666 0.060858705585045324 -0.2807829526432442 9.16503620147705 False 6 3200 32.69 45.34 30860.275 0.9539669049267984 0.079024348815903 -0.3129906227026647 8.266119003295898 31892.223 0.9609796745923525 0.07158439602581665 -0.41217456319914203 8.83505630493164 False 6 3300 28.5 48.72 24768.846 0.9615086903192771 0.049116477771343016 0.012529945572408685 7.1154890060424805 37578.664 0.9661732889343908 0.04933603017343139 -0.003471911719797442 6.802366256713867 False 6 3400 29.61 40.22 22536.086 0.9519051526139505 0.07316239330366713 -0.2824058345680608 7.276269435882568 29231.098 0.9588948781060207 0.06713660365998932 -0.36904764737248885 7.444972038269043 False 7 3500 36.82 31.76 28187.86 0.965068250641037 0.04450628272493194 0.10323203267718051 10.401750564575195 47112.117 0.9666985366250023 0.05286568306209453 0.12356235161642443 9.597236633300781 False 7 3600 44.95 30.32 24925.227 0.9532261247361637 0.0678950446624789 -0.29513517083757806 7.16047477722168 26076.63 0.9603482969150328 0.061135161983714534 -0.38343886477690636 7.162450313568115 False 7 3700 48.03 31.17 23265.129 0.9506568350402521 0.08525836328638496 -0.305208396764162 8.547791481018066 29982.166 0.9600170747763305 0.07084371466520728 -0.3981090658433214 8.632360458374023 False 7 3800 43.96 35.94 19651.432 0.9487692079728234 0.08357744069930816 -0.3064778949628178 7.218855381011963 25691.738 0.9570701017028505 0.07354604218245986 -0.397277991005136 7.565914630889893 False 7 3900 38.31 41.29 20608.06 0.946546881830099 0.08427615259500337 -0.31448182622967435 6.830420017242432 24561.695 0.9554955082605512 0.07217651924240406 -0.3923129565094101 7.223706245422363 True 8 4000 32.9 46.88 20214.887 0.9453043011041664 0.08267874164631618 -0.3232405839997915 6.690920352935791 23362.107 0.9533565396713997 0.07338510728771734 -0.40951654576982904 7.00861930847168 True 8 4100 27.38 46.48 19624.443 0.9417776624549503 0.09325513875928602 -0.32292738773328905 6.7609992027282715 22931.459 0.9529723173964129 0.07579452100289351 -0.40143275556554026 6.968303680419922 True 8 4200 18.86 94.21 29915.463 0.9491743125001854 0.0865237839099407 -0.12488139561449443 7.472551345825195 25414.98 0.9570026137733464 0.07664847443583322 -0.18091980969380372 7.144887447357178 False 8 4300 18.41 39.8 27925.303 0.9434129190631141 0.09123646319032576 -0.15593317118284106 6.256471157073975 23252.61 0.9515678567503466 0.08229157082559478 -0.2029863459724617 6.469542980194092 False 8 4400 14.18 73.17 23191.209 0.9447484904947868 0.08457400826067007 -0.16441645754732298 6.623944282531738 25063.883 0.9569759511068008 0.0649548439769785 -0.22391735389277836 6.727370738983154 False 9 4500 32.61 37.61 19106.836 0.942702588231363 0.08978734647179135 -0.16761248466271386 6.481203079223633 23191.086 0.9519765479999646 0.07807621585361962 -0.23038733159026367 6.832638740539551 False 9 4600 39.06 34.04 18424.344 0.9520748015142682 0.07018537546902691 0.16396471542614072 6.20871639251709 24226.947 0.9578427487910348 0.06701327490820863 0.17368460567518584 6.007697582244873 False 9 4700 42.34 32.71 17393.41 0.9427232999541327 0.09230420975607544 -0.010210295080210666 6.091404914855957 22574.791 0.9524230126525858 0.07956462839328442 -0.033553126510165655 6.349442958831787 True 9 4800 44.07 33.9 17179.371 0.9406244796702402 0.10027519568301642 0.05356120949483959 6.0053863525390625 26419.453 0.9502169970975287 0.08759631103747494 0.04645882450595215 6.0758376121521 False 9 4900 41.41 37.28 18250.236 0.9415302643223875 0.09913315569680148 0.18163513824786767 5.874763011932373 25218.816 0.9501706829196026 0.08902017433607325 0.20674940800966393 5.766388416290283 False 10 5000 34.68 42.76 17777.943 0.9459114097445925 0.09138720941444498 0.11339414447984479 7.158441543579102 26499.246 0.9539372601829522 0.08242139309458094 0.10572172393762676 6.767345428466797 False 10 5100 31.73 43.63 17697.123 0.9397549389988221 0.10482371675089484 -0.04822917269329956 6.1574273109436035 24274.02 0.9495648622891895 0.09108611777102162 -0.06980980991265234 6.327037334442139 False 10 5200 30.09 39.97 16947.7 0.9441550316264532 0.09190372625234701 0.12099287003448798 5.9055657386779785 25761.395 0.9513261314725753 0.08435244696615855 0.12736049506339628 6.031472206115723 False 10 5300 37.34 33.57 23443.266 0.9537868287418054 0.07815871138691798 0.3061319931354226 8.603134155273438 31240.318 0.9604815183776275 0.07168779737757966 0.3886570165086456 7.852143287658691 False 10 5400 42.22 34.0 23109.838 0.9414867645675354 0.08543426171206468 0.1696671681946019 6.1148905754089355 21711.182 0.9528181247550027 0.06970906571542812 0.2025792082736849 6.429759502410889 True 11 5500 46.17 30.38 20833.127 0.9411017233005179 0.09272162837735547 0.1590950696835051 5.857960224151611 21571.074 0.9506631894973341 0.08070971908300094 0.17528949653428913 5.837460517883301 True 11 5600 46.5 33.86 22244.557 0.9460458747995782 0.08344900864731163 0.11889913167508301 5.936837196350098 25150.004 0.9518616561692017 0.07914820060316183 0.1288001820066757 6.1396803855896 False 11 5700 40.92 126.7 21574.29 0.9354299162578729 0.10744163934732794 0.17197813263256292 5.7647223472595215 22496.33 0.9470840850147489 0.0904427023376564 0.20141616349800068 5.84649133682251 False 11 5800 27.46 29.03 19549.14 0.9442363081493373 0.09035394444663433 0.23490521031256578 5.657848834991455 25839.076 0.9545313313559254 0.07497752124062207 0.2766708899417036 5.548834323883057 False 11 5900 44.99 28.72 22265.705 0.9348665252546748 0.10497500941608985 0.24303485976237396 5.68696928024292 23809.969 0.9489702189150964 0.08287003866388779 0.28726998096201367 5.824408054351807 False 12 6000 46.85 32.6 22695.986 0.9500746721110582 0.06688615198209086 0.03129577150396005 6.360508441925049 34102.86 0.9541365465416044 0.06512751718241995 0.0212061787042396 6.256577968597412 False 12 6100 41.95 38.21 20067.062 0.9377544125186935 0.1004968265336705 0.1302652448142235 5.8586835861206055 24770.27 0.9478563100928314 0.08629050991517347 0.14369240666549812 6.025035858154297 False 12 6200 36.23 43.5 20021.205 0.938319295068947 0.10157915038765616 0.2423319869186482 5.690521240234375 23900.324 0.9491387115329588 0.08687987383223751 0.28821980223457944 5.593294143676758 False 12 6300 30.73 44.58 20538.424 0.9348285713048268 0.1088391082657188 0.23317284457753346 5.6200408935546875 23476.443 0.9465340738285974 0.09131399664929767 0.27623122286507557 5.5889739990234375 False 12 6400 29.33 40.74 16459.117 0.9358364459701504 0.10398774888442688 0.22277197322174241 5.652481555938721 23754.24 0.9458960193927459 0.08959222214949483 0.2680241495352037 5.667113304138184 False 13 6500 35.65 35.55 19021.83 0.9306274620248055 0.10691735485603845 0.16964492725137448 6.120388984680176 20286.629 0.9440804824368949 0.08870242376279133 0.1845081054665936 6.4783124923706055 True 13 6600 42.11 33.71 17139.201 0.9323209245381622 0.1149070921458747 0.21040597798182523 5.706592559814453 21807.79 0.9460255416110058 0.09363824655407223 0.23798706437787298 5.6680006980896 False 13 6700 39.99 35.67 17055.021 0.9298732601978204 0.11848437173519581 0.23791585091667575 5.60369873046875 20386.037 0.9446226255672884 0.09362101266674894 0.29174738683866136 5.5950469970703125 False 13 6800 39.29 37.61 17917.133 0.925998702306115 0.12501683796556315 0.21858084379243803 5.731072425842285 24724.664 0.9403754909774165 0.10196343332396081 0.2815078777709168 5.824483394622803 False 13 6900 36.57 38.13 22394.217 0.943477715472987 0.09426780489771173 0.09681625619205265 5.953202247619629 27304.375 0.9522113660969288 0.08347391772628844 0.09281050152534884 5.970846176147461 False 14 7000 37.39 34.39 20615.807 0.9528599274890527 0.07139090243634377 0.2575721222616971 6.156295299530029 29384.055 0.955815246004327 0.07215802202254179 0.3066115776276749 5.842149257659912 False 14 7100 40.68 35.47 19475.885 0.9353802150443525 0.1040186160536938 0.2470553932079165 5.611238956451416 21344.734 0.946681881671099 0.08815394592181174 0.2946275261988355 5.567265510559082 False 14 7200 38.43 38.73 19298.102 0.9294432392456657 0.11789583720849821 0.24651297444103126 5.575652122497559 20643.445 0.9420187430476727 0.09982227226008533 0.2952688384871339 5.5387492179870605 False 14 7300 36.1 40.62 19400.766 0.9402689496394148 0.09512835003654688 0.30153170783477323 5.541863918304443 20937.79 0.9505065845119145 0.08248908542485969 0.36884282912258703 5.598191261291504 False 14 7400 33.15 39.66 19079.164 0.9274701512832297 0.1161999749554869 0.2890171079582087 5.477935791015625 21595.781 0.9450168491448052 0.08807439195056131 0.35463684928041 5.438741207122803 False 15 7500 33.89 38.82 17417.53 0.9398086265467722 0.11154288864692727 0.2596322990109229 5.842242240905762 25951.469 0.9524601192469504 0.08965460026205936 0.30023452486036034 5.568704605102539 False 15 7600 36.5 36.65 16326.715 0.934130393717244 0.11603771735430042 0.10075616614397774 5.895135402679443 28870.268 0.9452272838728388 0.09975888677078891 0.09216312685116074 6.0581159591674805 False 15 7700 41.97 32.88 22411.184 0.9410692483461433 0.10844308152582438 -0.04960009631335309 6.396663188934326 30624.16 0.9513763797521638 0.09315920916657897 -0.09483024532697598 6.373748302459717 False 15 7800 42.1 43.5 18795.273 0.9334341439815417 0.11344756018902562 0.20168320390368688 5.698827266693115 26746.719 0.9446892325873041 0.09772271609529352 0.22479670651747474 5.732544422149658 False 15 7900 24.19 56.23 17975.871 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