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 17.39 42.78 97597.06 inf -0.0007469010765163398 -0.25428772572143876 627.3760986328125 58610.227 0.9942350498902891 -5.741800502798602e-05 -0.2607306583451486 632.4485473632812 True 0 100 29.24 28.01 12796.506 0.9887170696301782 0.03243136030023384 -0.2802934062040631 16.173046112060547 7367.779 0.9895410472072428 0.03546858837820414 -0.3529745959928541 15.270194053649902 True 0 200 29.45 27.66 5462.702 0.9811356335856044 0.06525903646373214 -0.31578971197630756 10.4367094039917 3838.689 0.9829368721279325 0.06292908298795312 -0.3852403624030837 9.771841049194336 True 1 300 30.54 27.72 5299.882 0.981612132768262 0.059634504668518745 -0.30148150591913225 11.150796890258789 3617.1372 0.9824532292134425 0.06220126989139766 -0.3028735647844795 10.434294700622559 True 1 400 29.06 27.86 5391.2656 0.9807022509068025 0.054930080650177515 -0.3184082848396935 7.591883182525635 3729.8247 0.9817389694278564 0.058406425162466816 -0.32737335654466887 7.176342487335205 True 2 500 30.58 27.37 4354.195 0.974413750227444 0.08693686725285824 -0.2935769919805365 7.377676486968994 3369.1973 0.9762797154796894 0.0879385447477638 -0.2835196092924495 7.030516624450684 True 2 600 28.98 27.45 4818.54 0.9776877887621175 0.07470609946865532 -0.29305461459209614 7.335596561431885 3768.997 0.9803865440505921 0.06769802809297358 -0.29450962026589533 6.98267126083374 False 2 700 28.57 27.78 4826.686 0.9777017491292685 0.06641555862700467 0.17222008403018474 8.01863956451416 3993.8606 0.9811838096112975 0.05819475065415161 0.15497598793656597 7.528203010559082 False 3 800 28.56 27.11 3837.0405 0.9718698007384525 0.08765900749142333 0.2997467300522156 7.037955284118652 3274.7769 0.974807000897577 0.08625614279870625 0.29732654530956676 6.663591384887695 True 3 900 28.92 27.07 4052.6682 0.972048826506239 0.08628986714686923 0.3076956092487185 6.796586513519287 3731.421 0.9766907349250313 0.07543529768522389 0.31405526974482134 6.4798054695129395 False 4 1000 28.4 27.08 5002.8984 0.9737535290671289 0.07024305302901104 0.326141362440942 6.527617454528809 4337.4053 0.9789255824804202 0.057545296477665556 0.34456233293166083 6.183775424957275 False 4 1100 29.01 27.04 3949.5518 0.9760494884664367 0.07028967913788427 0.312210850017869 6.574354648590088 3499.9592 0.9796592769925119 0.0674112386366835 0.3151585681951472 6.249885082244873 False 4 1200 28.72 27.03 3649.4465 0.9684490854267711 0.091825691434296 0.3151122815899407 6.521842002868652 3352.1462 0.9736149502383752 0.09025278510706772 0.3177174446397747 6.221090316772461 False 5 1300 28.23 27.09 3492.5068 0.9664249374822373 0.09495164627871808 0.3226181310433967 6.461818218231201 3501.9514 0.9733242432839975 0.08726409605169894 0.33310556459873164 6.133183479309082 False 5 1400 28.45 27.05 3126.207 0.9642565555809453 0.10129423670469907 0.3216220587060529 6.471736907958984 3343.4558 0.9715425699153888 0.092651130826552 0.33377450325385266 6.132875442504883 False 6 1500 28.2 27.05 3453.285 0.9660717676607247 0.10210740093312688 0.32066728561144386 6.488639831542969 3605.7288 0.9740677240715199 0.08676023954385502 0.32902974445674155 6.148338794708252 False 6 1600 29.04 27.03 3256.8555 0.9655260208712372 0.10199426265218958 0.32342851244969695 6.556945323944092 3448.9749 0.9736651051393255 0.09025150167327935 0.330287179439826 6.213323593139648 False 7 1700 28.71 27.35 3277.6995 0.9630290301492973 0.10692746376235619 0.3252792955714074 6.494516849517822 3495.8718 0.9716109760603855 0.09430458865552453 0.343507566906466 6.118463516235352 False 7 1800 28.68 27.04 3221.7754 0.9640652352251224 0.10918661237691997 0.3233889791896126 6.526714324951172 3463.4358 0.9734257993742358 0.09060321144726634 0.33263611756658085 6.177026271820068 False 7 1900 28.75 27.04 3294.8284 0.9642488969585794 0.11319407760592495 0.3294958956569656 6.395823001861572 3440.1687 0.9731624298437255 0.09265852508450075 0.33911302233275104 6.060899257659912 False 8 2000 28.67 27.04 3134.9688 0.9632015229716259 0.10726718976584484 0.3325553862681576 6.420886516571045 3520.1206 0.9726199442576683 0.09017520674939167 0.3509488477330972 6.038417339324951 False 8 2100 29.12 27.09 3034.493 0.9609977212303784 0.11150869061077247 0.32914427708489513 6.393842697143555 3256.8413 0.9702292250005754 0.09896426276523854 0.3421907756579545 6.045231342315674 True 9 2200 30.9 27.06 3137.038 0.9619851245616778 0.11195546791297997 0.32963184005751356 6.429012298583984 3490.2627 0.9719920137449922 0.09049578628055113 0.3468041171539599 6.0538554191589355 False 9 2300 29.46 27.05 3068.4915 0.9580551294726454 0.11944819417106728 0.3281747463601825 6.485973358154297 3319.7495 0.9697697752468932 0.1000804420290492 0.3406555495652303 6.125733375549316 False 9 2400 29.46 27.03 2912.481 0.9604796472723345 0.12708976457738227 0.33111555318665126 6.3976664543151855 3295.1838 0.9714717792939653 0.10547989467624527 0.3428124220385181 6.0466532707214355 False 10 2500 29.19 27.08 2837.5542 0.9602155108938151 0.1257414070839969 0.3311986988678924 6.621982574462891 3208.5 0.9711680295654962 0.1022973802541671 0.34445955899381203 6.29815149307251 True 10 2600 29.79 27.07 2754.976 0.9601813576951734 0.1287325965129504 0.334900210114366 6.623811721801758 3313.4478 0.9722022773044375 0.10298606828521904 0.3473201002356425 6.2547478675842285 False 11 2700 28.64 27.05 2595.8901 0.9560229143158055 0.12341698303945982 0.3338787927122155 6.372548580169678 3267.4556 0.9695405063799704 0.09938722600800362 0.3450293176929472 6.030604362487793 False 11 2800 28.52 27.04 2642.9568 0.9555474764627134 0.1308215101350803 0.33932896193267537 6.392439842224121 3317.2686 0.9689980962686486 0.10132669374718865 0.3556406009669612 6.022037029266357 False 11 2900 29.22 27.15 2712.6733 0.9537991354472842 0.13496948438261677 0.3368944798320769 6.394566059112549 3272.257 0.9681986793886682 0.10387911085875248 0.3509795286037217 6.0340962409973145 False 12 3000 28.72 27.04 2502.6519 0.9530189670188621 0.1374203262076024 0.34030621921482385 6.357789993286133 3364.2278 0.968777044125333 0.10217108844617635 0.3541396967810203 5.995931148529053 False 12 3100 28.72 27.11 2605.6846 0.9505348105373536 0.13210805143396195 0.33539293556303834 6.438338279724121 3439.723 0.9671877419854351 0.09353996964220736 0.3503128165957305 6.072224140167236 False 13 3200 28.43 27.01 2617.6758 0.9536410100459733 0.13607140507630675 0.3339389922557842 6.4017181396484375 3334.343 0.9691566812803856 0.09527238140778839 0.34389358490170874 6.064927577972412 False 13 3300 28.68 27.13 2768.2349 0.956647659961743 0.14035983212835376 0.3492458230845333 6.307255744934082 3232.4553 0.9707527651444687 0.10935942923908569 0.35999167681393324 5.971161365509033 True 14 3400 28.7 27.12 2385.489 0.9499373708034835 0.14364161053328264 0.3440908192378447 6.318089485168457 3185.653 0.9665118785982866 0.10809853663216551 0.3581700815761087 5.959274768829346 True 14 3500 28.91 27.1 2357.0664 0.9473967303811129 0.14472375075513222 0.3456348995874052 6.329380035400391 3266.3406 0.9660190745562588 0.10407253817732286 0.3566865752031959 5.983037948608398 False 14 3600 28.53 27.02 2217.4985 0.9458145144806002 0.1531843422645706 0.35553853264012447 6.298701286315918 3132.3308 0.9659106611087664 0.11109996303646115 0.36613123177777523 5.961652755737305 True 15 3700 28.64 27.02 2613.0593 0.9511100842999953 0.15426541152230458 0.3635647966955643 6.311809062957764 3207.2131 0.9691920939633843 0.10640063625951009 0.374701449401306 5.968288898468018 False 15 3800 28.57 27.1 2675.5662 0.9398218729743952 0.15711609461235063 0.3495232958847643 6.304069519042969 3148.2517 0.9617154438872121 0.11063952370456678 0.35510805396791745 5.992056846618652 False 16 3900 28.27 27.04 2624.1233 0.9449546758945536 0.1545269432590819 0.3518836820471005 6.494338035583496 3228.026 0.9654953452901647 0.11280002260211165 0.35997115604825775 6.193005084991455 False 16 4000 28.44 27.06 2277.3118 0.9409905807773471 0.1582441212513761 0.352073665143391 6.280692100524902 3236.0776 0.9632916940319203 0.10860325345911478 0.3575729950750545 5.965417385101318 False 16 4100 28.43 27.04 2699.8062 0.9515585423507726 0.15372444708852004 0.35442170625360686 6.500272274017334 3143.6152 0.9701648425237284 0.10741929551368315 0.3526291211439877 6.20419979095459 False 17 4200 28.22 27.11 2561.2148 0.9449781953791823 0.14883201381214328 0.35906878682008747 6.243616104125977 3181.8132 0.9659621594776504 0.10276020198314688 0.3584695481478044 5.960921764373779 False 17 4300 28.45 27.04 2462.521 0.9521963796342442 0.1569111544100506 0.36301049100745714 6.308948040008545 3217.1758 0.9705600910108202 0.10640358156937718 0.3633901971765519 6.004154682159424 False 18 4400 28.23 27.01 2409.1167 0.9472168590685948 0.1640565889399533 0.3664366910575871 6.373112678527832 3169.6013 0.9669569866640871 0.11191656065802189 0.3705899002396241 6.049779415130615 False 18 4500 28.75 27.02 2445.3787 0.9374475655215146 0.17002832558482872 0.3749089728103448 6.193082332611084 3207.2463 0.9636930194252181 0.11098594772444186 0.373533308161194 5.9222636222839355 False 19 4600 28.38 27.01 2338.7031 0.9435498700881497 0.16544171816911787 0.37646522010425665 6.3448166847229 3127.3103 0.9667698629601702 0.11255077491868384 0.37008825613390645 6.042918682098389 False 19 4700 28.57 27.02 2152.6714 0.9402650888724364 0.16850474602891363 0.3687200499488766 6.316346645355225 3224.2473 0.9651747580520946 0.10740051501276004 0.3622871207828791 6.083973407745361 False 19 4800 29.32 27.01 2167.03 0.9376031601402353 0.17437619280888508 0.3809391128729524 6.244427680969238 3101.9138 0.9648930775101802 0.110086997065592 0.36933330408283355 6.016769886016846 True 20 4900 30.78 27.07 2112.4211 0.9303526543971808 0.1830265982395303 0.3872464485042881 6.194991588592529 3103.527 0.9612662921027209 0.11249554404953115 0.3791804053290469 5.960753440856934 True 20 5000 29.21 27.08 2362.8958 0.9334236447844269 0.18024946249916282 0.396896369386115 6.071610927581787 3251.527 0.9628467204027527 0.11020102911955322 0.38934205522693927 5.826231002807617 False 21 5100 28.81 27.02 2094.176 0.9348628026775485 0.17939717774391709 0.39481798641371685 6.131734848022461 3048.2942 0.9638528268997966 0.11049971880260219 0.3819793183725438 5.8911027908325195 True 21 5200 28.96 27.02 2480.7183 0.9555809534687081 0.15639908372148278 0.3896457727877838 6.339177131652832 3201.5425 0.9734764637347824 0.10235263563285305 0.37422404176261137 6.196060657501221 False 21 5300 28.6 27.13 1985.2319 0.9278816082867685 0.1887520091632945 0.39735455404356745 6.054408550262451 3100.8494 0.9606485864459914 0.11614565665935592 0.3845321257474014 5.844201564788818 False 22 5400 28.44 27.15 2272.7288 0.9302309401456389 0.19425116061627665 0.41027640218180134 5.964229583740234 3076.9124 0.9631917837533335 0.1150080359292135 0.3968484013920269 5.776318550109863 False 22 5500 28.52 27.05 2166.1743 0.9223967660788346 0.17831249749771447 0.4114976109050832 5.955532550811768 3284.1877 0.9572718544529127 0.10399202915292391 0.39539662966308664 5.768528938293457 False 23 5600 28.57 27.27 2030.2452 0.9216786695220952 0.19555249270277 0.4105204560512151 5.962042331695557 3141.082 0.958215530774861 0.11485977568226638 0.38716510125769865 5.813112258911133 False 23 5700 28.71 27.04 2053.4668 0.9331261435426672 0.1926848639082317 0.418881159302158 6.048017978668213 3046.763 0.9646499421604195 0.11510088063751889 0.3961153069827474 5.874264717102051 True 23 5800 28.82 27.05 2049.1143 0.9286903285974231 0.1875322377897136 0.41755955121327193 6.042303085327148 3012.1824 0.9607432174647296 0.11203698337417003 0.3859726253880276 5.903781414031982 True 24 5900 28.62 27.0 1944.4923 0.9177377292286627 0.20520043059025242 0.42461954938969754 5.8838629722595215 3075.573 0.9581767910152325 0.11685025141961926 0.39928457135731416 5.774242877960205 False 24 6000 28.6 27.01 2038.1609 0.9329233527775123 0.19778386514368812 0.4255713923856755 6.181187152862549 3005.8386 0.9648503611627123 0.11867496046480086 0.39400412120368417 6.11435079574585 False 25 6100 28.22 27.09 1946.1348 0.9249648262526843 0.20126781779926559 0.4322849525081793 5.893024444580078 2983.6436 0.9611723543532288 0.11854975035285158 0.3962823295808484 5.775664806365967 True 25 6200 28.94 27.03 1918.8447 0.9257843428975903 0.20362762101818116 0.42286890437847396 5.917022228240967 2955.1653 0.9605353463537314 0.12024301207180663 0.381714021914307 5.847517013549805 True 26 6300 28.89 27.9 2001.0209 0.9240631903029852 0.20894499852217907 0.43203160837653626 6.190315246582031 3098.6082 0.9607373419576611 0.11694855565503073 0.404440123319191 6.04019021987915 False 26 6400 28.72 27.06 2027.5778 0.9208947792631288 0.20537838143076537 0.4330888874691276 6.387013912200928 3001.8079 0.9584699962634069 0.11764572912719924 0.4015112797310343 6.202874660491943 False 26 6500 29.35 27.0 1876.115 0.9230403616316156 0.21770320150919217 0.43758047295743074 5.863630294799805 3029.8481 0.9618261732672514 0.12269939449810542 0.40312402736744407 5.746919631958008 False 27 6600 29.16 27.0 1898.9178 0.9195226495017179 0.21702367742783546 0.4412555167010438 5.937048435211182 3026.407 0.9604233019961157 0.11554250507023343 0.4076444112886175 5.876287937164307 False 27 6700 29.3 27.01 1826.4192 0.9043713513102237 0.223282653444359 0.4377291097826549 5.79994010925293 3115.4822 0.9547547607270763 0.11477274106667595 0.4072009286989377 5.731929302215576 False 28 6800 28.73 27.0 1882.9272 0.9165270386589052 0.2291150424255053 0.4412243751077755 5.799097061157227 2959.7412 0.9614584157286065 0.11792876397417636 0.4107756757266836 5.731490135192871 True 28 6900 29.35 27.16 2027.1151 0.9128636014070792 0.22165344427406256 0.43085166630086524 6.692033767700195 3173.9902 0.958986347027741 0.11228773339052117 0.3960547931678932 6.520288944244385 False 28 7000 28.99 27.1 1771.0942 0.9134612188692768 0.23401750919722503 0.438929968666289 5.879526615142822 2974.3892 0.9599908312277077 0.12122328497048322 0.4023880534396095 5.845274925231934 False 29 7100 28.63 27.68 1844.659 0.917102628061355 0.23804555204255579 0.4383596108566566 5.810136318206787 3034.7258 0.9634032413408732 0.11841898090481713 0.400846178680382 5.778144836425781 False 29 7200 28.92 27.35 1698.3304 0.9049799574651647 0.24495141106044774 0.4350369439087246 5.875043869018555 3045.989 0.9584126930339355 0.11879283202377176 0.3956073952502023 5.785935878753662 False 30 7300 28.8 27.04 1733.8223 0.905951989087458 0.2345939521690104 0.4375737723026287 5.83447265625 3113.9417 0.957530137603673 0.11546837942851482 0.3991263720187488 5.805505752563477 False 30 7400 28.88 27.03 1929.1216 0.9326785828662251 0.22537249203861037 0.4342496398900832 6.071603775024414 2985.2075 0.9671888756585675 0.11839137904576923 0.3961657217603623 6.000088214874268 False 30 7500 28.93 27.01 1577.5486 0.906848435336138 0.25597829607465417 0.44749882842283073 5.802205562591553 2978.1196 0.9601903863545104 0.12110686431205271 0.40016300254850273 5.776333332061768 False 31 7600 29.0 27.14 1696.727 0.8938312836629208 0.26880219494879215 0.4423897003328351 5.882387161254883 3124.4302 0.9566742761590633 0.12118978823858617 0.4049835102521207 5.870232105255127 False 31 7700 29.19 53.07 1641.1318 0.9035486564145443 0.24925249453410692 0.44673428465876214 5.764043807983398 3294.1423 0.9609497925204226 0.10816526012894506 0.4061041095888409 5.7657551765441895 False 32 7800 28.76 29.0 1593.4092 0.8935397046747573 0.26675172847847367 0.4534131929606873 6.005003452301025 3123.3093 0.9585486626238595 0.11322887842001879 0.40418707310016727 5.950430870056152 False 32 7900 28.68 27.12 1624.2678 0.8971442098240765 0.2674107519427556 0.45088547055374134 5.8582353591918945 3033.3987 0.9584307937953529 0.11786370001124152 0.40600268125352645 5.887592315673828 False 33 8000 28.52 29.15 1664.2297 0.8917319653681737 0.26190146792009567 0.4461325568379266 5.754572868347168 3361.8723 0.9560872133089026 0.11165639575372094 0.404475875149015 5.791962623596191 False 33 8100 29.05 27.37 1562.281 0.8909178356045493 0.2837895842331238 0.46315966005790354 5.708216667175293 3092.3171 0.9582583694694008 0.1207101368504047 0.40997278032189427 5.699059963226318 False 33 8200 28.9 28.2 1596.172 0.8805485185030972 0.2884818726870862 0.4697879399235913 5.6823506355285645 3263.7734 0.9562660393874031 0.10972590654227242 0.4252206765873161 5.634176254272461 False 34 8300 28.5 27.52 1479.8309 0.8746528813373426 0.30071189917482594 0.46564410139351037 5.677980899810791 3094.4785 0.9551047535897718 0.11576495218223862 0.4092164764477363 5.700788497924805 False 34 8400 28.99 29.95 1575.4498 0.8712512638059439 0.30445605436708056 0.4639872706982734 5.725622177124023 3204.7356 0.9559397320167072 0.11259855434489971 0.41442406525428277 5.7590484619140625 False 35 8500 28.76 27.73 1500.8856 0.8724756276160034 0.2906415673381227 0.46892199170877497 5.655074596405029 3255.8835 0.9549643758557226 0.10289114569063651 0.413143564660975 5.676368713378906 False 35 8600 28.87 28.8 1551.824 inf 0.2810035204520951 0.46194277534944167 5.784019470214844 3103.2354 0.9594851227433717 0.10436359856534226 0.41720036161297597 5.769056797027588 False 35 8700 28.89 71.34 1488.8401 0.880968771672491 0.31158238350732254 0.4700324802835863 5.7029290199279785 3059.6206 0.9574899594868431 0.11712206701696742 0.4211346647145086 5.706240177154541 False 36 8800 29.12 27.5 1482.9283 0.8762971017975795 0.31398706972339574 0.46052490488758063 5.6535234451293945 3259.4207 0.9575964494152975 0.11114825794315816 0.40800199485564037 5.706503868103027 False 36 8900 29.23 117.5 1477.167 0.8675142244350773 0.313751018476075 0.47089218941907096 5.660612106323242 3309.427 0.9587637596231416 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