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 2.875 22.6 160227.64 0.9784983594049158 0.0017999051163738674 -0.023549187707306157 110.50408935546875 124407.58 0.9850191303115743 -0.007491120160579752 0.02707013522401041 114.22875213623047 True 0 100 10.38 19.04 14409.414 0.9699031919715846 0.028074790338475753 -0.3290070195062787 21.335241317749023 58806.4 0.9704099281650979 0.03625837880638377 -0.4849745978649869 20.638198852539062 True 0 200 10.02 19.47 17426.045 0.9708085182130507 0.030487645499143005 -0.3460167230213934 20.639596939086914 83099.16 0.9689286797513514 0.03925149427607829 -0.49978919836871816 20.026552200317383 False 0 300 9.64 13.52 12135.624 0.9676422692129643 0.038942366115925865 -0.33685329995631186 14.792332649230957 60804.492 0.9657868119310521 0.05037973663286268 -0.49154902555576013 14.594161033630371 False 1 400 11.25 13.49 9809.034 0.9644479231366586 0.054254857328115455 -0.34059407482626675 8.207677841186523 53224.44 0.9641339284841758 0.06423050388956364 -0.4967193219623458 8.65993595123291 True 1 500 9.904 14.47 11236.59 0.9691818485220662 0.02962227910383241 -0.3666430453669096 7.676111698150635 42006.684 0.9765363402323951 0.02257811063947462 -0.5166582285070649 8.55344295501709 True 1 600 10.37 13.48 7757.107 0.9564106341448216 0.06769895729286263 -0.387852505000644 6.697135925292969 36947.37 0.9590886160232984 0.07053100493605614 -0.5325316315527384 7.487328052520752 True 1 700 10.1 16.26 8263.655 0.9587592439963616 0.06339108030156182 -0.33306086930920326 6.83079719543457 48800.168 0.9588976522511113 0.07088212413798183 -0.48530041672405927 7.572526454925537 False 2 800 9.638 13.49 7417.569 0.9560260051324516 0.06845851240049579 -0.32894381990082905 6.829221725463867 45942.96 0.9591104491040986 0.07057878639734617 -0.4795691479668638 7.393771171569824 False 2 900 9.551 14.23 8917.362 0.9556196374698037 0.06883063662647884 -0.38047216554105406 6.624125003814697 50448.633 0.9539094094082824 0.07663857938658737 -0.5259385657733707 7.158960342407227 False 2 1000 9.916 13.76 7469.279 0.9504279611373281 0.08079575947472943 -0.09377295658034254 6.109536170959473 39318.297 0.9518379650521811 0.0863060510497449 -0.0794646501085554 6.4340643882751465 False 2 1100 9.772 14.05 11418.595 0.9669453972987134 0.03934310216491004 -0.3516937048445085 7.360339641571045 45086.676 0.9756431644308952 0.028074713966717214 -0.4995435130455875 7.782113552093506 False 3 1200 9.635 13.62 7097.916 0.9539045560650152 0.06725949750743043 -0.3099004847718946 6.149001121520996 40341.29 0.9605802180621483 0.0624425774699797 -0.4144542220698345 6.714473724365234 False 3 1300 9.736 13.64 6567.7124 0.9462427415270116 0.0907075409635447 -0.36250149997796755 6.203451633453369 36594.28 0.9513503056707475 0.08889033404825926 -0.43709949635659845 6.783628463745117 True 3 1400 10.39 13.81 7501.432 0.9497372956685801 0.07990082577443183 -0.28872304026219214 6.078700065612793 47959.684 0.9495315214466494 0.08411448919062099 -0.33403784849332063 6.514281749725342 False 3 1500 9.763 14.0 8113.87 0.9497814373374409 0.08216617311738081 0.20161875147896874 5.89231538772583 47556.31 0.9532565736890416 0.08216148035993265 0.34950327992884156 6.052013397216797 False 4 1600 9.861 13.4 6701.579 0.9472106332372552 0.08208769309933721 0.15481824438755365 5.807945251464844 45769.355 0.9517838508485827 0.08243222993341302 0.2711661977195981 6.174739360809326 False 4 1700 9.675 14.14 6979.1646 0.954921235456273 0.08249590549639818 0.24904406429347412 5.675838470458984 47831.71 0.9560783499153328 0.08666295064651058 0.3941399220869468 5.897220134735107 False 4 1800 9.939 13.31 6836.839 0.95413721699234 0.07103058634557216 0.2661837755512039 5.674628257751465 49349.25 0.9558419500982236 0.07266237742547735 0.4182676430678091 5.622596263885498 False 4 1900 9.766 14.01 5297.915 0.9404535605601785 0.10040763012886003 0.2545929351727049 5.555108547210693 34179.78 0.9452388922815271 0.10137141505717273 0.4100402799356056 5.663910865783691 True 5 2000 10.77 13.46 5454.53 0.9487744614839403 0.08905623637484991 0.2779141332308665 6.3687214851379395 35455.387 0.9551807280626649 0.08364044385520704 0.4259749671685201 6.247862815856934 False 5 2100 9.704 16.45 6542.9272 0.942654398184238 0.09988452493605905 0.23946051597916934 5.6159491539001465 43395.938 0.9482853848233377 0.09651122914495171 0.38773016851613096 5.80333137512207 False 5 2200 9.751 14.8 7121.416 0.9439183198223812 0.09799186162315043 0.25037691598237866 5.7058868408203125 41749.11 0.9503860154688692 0.09239441406283637 0.3990312977943501 6.026464462280273 False 5 2300 9.559 14.86 5942.1826 0.9437194602236648 0.09559949452412099 0.2827657008976994 5.797741413116455 40102.266 0.9505169767109748 0.09208889711455773 0.4360477820586306 5.733292579650879 False 6 2400 9.683 13.57 5637.812 0.9401561595845299 0.0994835006949618 0.29203713418156535 5.453991413116455 35854.113 0.946541696938035 0.09765214263798569 0.4454277096118421 5.457940578460693 False 6 2500 9.784 14.41 4938.8535 0.9387843504722471 0.11489783600793323 0.2855974344588711 5.668190002441406 38352.367 0.9462619156471029 0.10835854128233305 0.4415943933973878 5.568552494049072 False 6 2600 9.731 13.42 5606.995 0.9367702680138487 0.1118708109463943 0.3022148817432629 5.419627666473389 36989.992 0.9438900328707568 0.10716203561255788 0.4524026925056609 5.473178863525391 False 6 2700 9.618 14.64 5930.53 0.9499871125118498 0.10536227438778044 0.3102265403939963 6.682394981384277 39019.2 0.9545437106968532 0.1031108070170737 0.4481023881243213 6.5941338539123535 False 7 2800 9.331 13.6 5344.699 0.9377403060825339 0.10750615120084585 0.31632430400954226 5.5492658615112305 30405.309 0.9463615329741396 0.0991239182429366 0.463686899998613 5.291546821594238 True 7 2900 10.15 13.99 4683.007 0.937836833494787 0.10877364290418337 0.3126824287738186 5.3340935707092285 31816.752 0.9452765708339406 0.1022186101097084 0.46083774794825816 5.23673677444458 False 7 3000 9.738 13.48 4900.877 0.9338159553228071 0.1143844992465018 0.3080255888999279 5.410946369171143 33433.297 0.9408881655055249 0.1084380675951381 0.45982135984552797 5.336074352264404 False 7 3100 9.834 13.86 5984.7056 0.9368858306286546 0.10710715776158003 0.31155620992818683 5.622752666473389 34444.906 0.9455776341207857 0.09770417764427254 0.4653240874186431 5.274768829345703 False 8 3200 9.713 13.42 5783.335 0.9507724636193815 0.1059481126613579 0.2723356276330815 5.768974781036377 39287.168 0.9579397766377821 0.09579582596979923 0.42363960284142244 5.891582489013672 False 8 3300 10.14 13.99 5190.886 0.9420321188474663 0.09945936378551151 0.30509965649075144 5.375415802001953 34668.87 0.9529416947772943 0.0814061454209597 0.46455988528034403 5.192556858062744 False 8 3400 9.829 13.3 4677.279 0.9317036874850274 0.12625209961861017 0.30187533083759255 5.390469551086426 36866.254 0.9391768928271468 0.11827743884469247 0.45649167310216787 5.359482288360596 False 8 3500 9.872 13.74 5155.227 0.928283835742429 0.12738439070300334 0.3060088011892514 5.4527201652526855 32860.312 0.936747276466288 0.11860563076241977 0.46526840588923507 5.284468650817871 False 9 3600 9.677 13.32 4893.367 0.9265418670684656 0.14242043150805037 0.29743481801088567 5.517834186553955 33680.1 0.9355371226793684 0.13122288629035675 0.4581165343156375 5.266017913818359 False 9 3700 9.782 13.66 5308.702 0.9377095884774928 0.11151585650623082 0.2927578750777877 5.4241814613342285 27634.242 0.9471648998095941 0.10020226974506179 0.44883441084519105 5.389473915100098 True 9 3800 10.35 13.38 4595.2896 0.9285830712182517 0.12427006646977379 0.3122413847676461 5.353116035461426 25523.016 0.9390901871724113 0.11315531494319993 0.46906842053754977 5.237938404083252 True 9 3900 10.03 13.74 4098.013 0.9259805568511812 0.14074561483738554 0.31700283819519176 5.78761100769043 27795.533 0.9346965585948631 0.1316757934924717 0.474434064766676 5.398569583892822 False 10 4000 9.209 13.39 4224.6875 0.9228807129666589 0.13556948637085567 0.32424491158351954 5.435569763183594 28871.27 0.9353797309887635 0.12005789409827139 0.4778267722802067 5.195102691650391 False 10 4100 9.627 14.04 3894.0554 0.9177682026489205 0.15234527409449422 0.3294783163643258 5.383294582366943 30384.178 0.9297012899176729 0.13775967556952579 0.48259673561855176 5.097123146057129 False 10 4200 9.646 13.42 4851.4556 0.9308283119015441 0.12049928374994401 0.31419094021081856 5.345852375030518 38828.293 0.9373429444500968 0.11233498389095038 0.4736880283398866 5.210366725921631 False 10 4300 9.898 14.04 4238.268 0.9217967928162426 0.15022249820676142 0.3171942387668745 5.780313014984131 32586.771 0.9320859490576698 0.13625060421131324 0.4738511685178385 5.495431423187256 False 11 4400 9.56 13.47 4644.127 0.9243604818996389 0.14403574154439366 0.31792525744506234 5.36203670501709 33232.44 0.9346671707484334 0.1311763049794781 0.4780578341534409 5.224249362945557 False 11 4500 9.753 13.91 4579.8457 0.9163853329001006 0.15123101321978488 0.3235221580606269 5.293318748474121 30494.912 0.9289089655427037 0.1339379249470465 0.4813742907642911 5.129323959350586 False 11 4600 9.74 13.32 4728.966 0.9167800233571199 0.1535729801049305 0.3376099030069824 5.358064651489258 31400.852 0.9303245049099462 0.13531935997051883 0.493319407283557 5.0558953285217285 False 11 4700 9.656 14.64 5102.887 0.9283721418317391 0.12347550633011635 0.3154233624624749 5.63070821762085 34299.066 0.9328630489000386 0.11899369606958289 0.4678811673988183 5.385307788848877 False 12 4800 9.465 13.24 4474.393 0.9214297560151833 0.1480868189818259 0.30785434346117513 5.381964683532715 28483.879 0.9297535692826401 0.13962027498934793 0.4677443087987974 5.311310291290283 False 12 4900 9.389 14.23 4787.244 0.9343094477591042 0.1434670277479737 0.32319938122229436 6.889899253845215 34799.207 0.941205085974934 0.134254119597617 0.48128626594887797 6.149378299713135 False 12 5000 9.571 13.59 4316.9287 0.9243421394828784 0.15853428076774276 0.32346710377334764 5.620243549346924 34829.582 0.9327841080702203 0.14733518005280077 0.4772586793300024 5.409239768981934 False 12 5100 9.82 14.3 4016.7808 0.9175610485289187 0.14853664652197582 0.3305616857744397 5.276282787322998 26696.256 0.9267149933951754 0.1405226126241591 0.4826892466832791 5.045943737030029 False 13 5200 8.67 13.26 4116.9106 0.9213784493343807 0.1455443075123498 0.33015701155368743 5.425303936004639 25677.213 0.934151982889587 0.12862845599925432 0.4813569887961077 5.441407680511475 False 13 5300 9.708 14.66 3835.7136 0.9137397140953245 0.1614648534179393 0.34844537172188095 5.389549732208252 32884.875 0.9270130244161912 0.1441000918563497 0.4908580684233692 5.158348083496094 False 13 5400 9.564 13.3 4027.653 0.9218697549167939 0.15291076615210875 0.3432077847203355 5.47896671295166 31000.145 0.9325996054122122 0.14015478990374128 0.4945434032825928 5.500645160675049 False 13 5500 9.485 13.78 3869.4543 0.916413699928871 0.1645259946631286 0.3509845809822706 5.277178764343262 28405.393 0.9268716440181182 0.15257990557031617 0.49833860871554364 5.282593727111816 False 14 5600 9.589 13.04 4666.304 0.9165494159332224 0.15949694920673974 0.32312041817260434 5.485553741455078 33849.38 0.9298259106954594 0.1367029885890137 0.4731481758003359 5.330589294433594 False 14 5700 10.09 14.33 4289.55 0.9171943992976055 0.15827480938452895 0.3541102910974209 5.6736578941345215 36620.42 0.930238571262 0.1401354249461125 0.5015345094128006 5.513291358947754 False 14 5800 9.675 13.6 3679.8574 0.9127039961012398 0.1582372558061436 0.3311725934873054 6.050594806671143 32400.27 0.9273797383522319 0.1380794781392556 0.4802373961805669 6.256324768066406 False 14 5900 10.2 14.87 3587.195 0.9090602870884102 0.16486053355046157 0.349230101767011 5.185530662536621 29097.518 0.9270007267361481 0.1396190344128494 0.49529258644756385 4.9921488761901855 False 15 6000 9.583 13.16 4127.2764 0.9245871597659032 0.13182794985613314 0.33639224354648656 5.453124523162842 38519.348 0.93645960698192 0.11458739852224825 0.48307193720806124 5.407449245452881 False 15 6100 9.315 18.1 3601.4236 0.9173213370098882 0.16374164758905393 0.3365703047277049 5.659716606140137 28988.154 0.9320653797316454 0.14154558752603025 0.47186224650797415 5.695033550262451 False 15 6200 9.501 16.86 3434.5938 0.9109761849902298 0.17253064685219924 0.35605860212410273 5.337454319000244 33608.652 0.9241282609862665 0.15458244732731727 0.500728389719005 5.112660884857178 False 15 6300 9.901 13.18 3114.495 0.9051620620696982 0.1738764008670547 0.3505168094759962 5.1955742835998535 29810.2 0.9221834676630835 0.1493719012122715 0.500138507181732 4.994302272796631 False 16 6400 9.531 13.65 3140.0022 0.9078441219274903 0.17719997899543857 0.357098828178749 5.170570373535156 33165.703 0.9268812967783411 0.1445451394028489 0.5034743821082381 4.945414066314697 False 16 6500 9.634 14.42 3463.9163 0.902259942893009 0.18304942204574337 0.37284863026175497 5.139283657073975 35666.207 0.919174162066144 0.15645744098061082 0.5132557042418534 4.929630756378174 False 16 6600 9.682 22.33 2990.5024 0.8933895419973259 0.19390609226825872 0.36737214473777585 5.12262487411499 29280.605 0.9154985015222257 0.1577358370050151 0.5079938028940276 4.959722518920898 False 17 6700 10.01 13.38 4867.1377 0.898299869339855 0.1873410946304134 0.3556865829264437 5.246347904205322 28431.23 0.9165921345802354 0.1623741264941214 0.5016990609237767 5.046380996704102 False 17 6800 9.625 14.38 3884.9639 0.9063097189380036 0.18403954091909433 0.37901670697827566 5.425558567047119 30659.06 0.9259105526852137 0.1531063078509318 0.5146029523171272 5.29235315322876 False 17 6900 10.15 13.55 3991.6985 0.9025241378252821 0.17618851036400193 0.3745596483469362 5.20674467086792 30530.213 0.919500879255676 0.15049373684696907 0.5089643499286494 5.235411167144775 False 17 7000 9.637 13.08 3679.8955 0.9157880346750626 0.17284308647216562 0.34544372983098476 5.208969593048096 37558.28 0.9318067352973638 0.14463698842018688 0.4921044315005424 5.06065034866333 False 18 7100 10.14 13.35 3543.616 0.9016245938857155 0.18210454474959178 0.35235730926149317 5.21226167678833 34968.246 0.9211567592049862 0.15205578971899364 0.5000140108651231 4.997189044952393 False 18 7200 9.638 14.1 4033.4631 0.901810270837738 0.19244732968089784 0.3592850107008131 5.161938190460205 30333.596 0.9180197572097527 0.1686313512285308 0.5068499286136464 4.87099027633667 False 18 7300 9.611 13.42 3938.4358 0.8991203523995347 0.19890224884242974 0.3663641353924506 5.140428066253662 31811.232 0.9177843243434093 0.1668410339771595 0.5098455193827302 4.95692777633667 False 18 7400 9.743 14.38 3921.7979 0.8922370372214201 0.20628476667966156 0.3719052739272874 5.251077175140381 29033.82 0.9136086272231888 0.17085512174363646 0.5129718205997532 4.929033279418945 False 19 7500 9.773 13.2 3380.4194 0.9000455184104783 0.18888809327234937 0.3728751017230678 5.146061420440674 35847.992 0.920489676387069 0.15353917967580324 0.5157196660472696 5.089621543884277 False