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 17.63 27.57 59728.035 0.9929373377687065 0.00017587958599839202 -0.16705404775572444 176.67037963867188 21975.883 0.9941875202472488 0.001139193113620984 -0.28672331150495445 181.78115844726562 True 0 100 29.02 17.93 7281.0596 0.9847036498916615 0.05350115917908802 0.03423684435578751 19.008329391479492 3568.3772 0.9876171317393776 0.045081750100031404 0.029173423497858127 16.94234848022461 True 1 200 33.78 18.2 5873.8633 0.9772935451946715 0.06395850915636667 -0.2646072138354957 13.15105152130127 3180.0127 0.9808978113142689 0.05946548105531733 -0.35108797564764255 11.554975509643555 True 1 300 29.14 18.19 6748.891 0.9762143335873059 0.061500827690788004 -0.27721190381063526 9.884984016418457 3813.9355 0.9821269655574109 0.04874285809405566 -0.35466989081174094 8.74594497680664 False 2 400 28.34 18.03 5465.419 0.9730891546854037 0.08085793776543417 -0.24508152297816072 9.084437370300293 3332.1406 0.9796923901197444 0.0655672858739177 -0.337038646594895 8.147740364074707 True 3 500 28.74 17.87 5465.8403 0.9739625718537456 0.07721961883615745 -0.24716224612170423 9.562458038330078 3382.8765 0.9812464846384606 0.058258796414230825 -0.32885789291803286 8.485946655273438 False 3 600 28.79 18.13 5607.3735 0.9732416465486561 0.07549527116664151 -0.30096458121545505 8.976588249206543 3504.3884 0.9809044164088316 0.05646822563440065 -0.322977579788817 8.179156303405762 False 4 700 28.77 18.2 4731.8843 0.9703447264165913 0.0960566481500377 0.29029706565320595 8.74092960357666 3023.9036 0.978181220235653 0.07671945114814743 0.2965603344619351 7.8363165855407715 True 5 800 28.97 18.28 7232.082 0.9741458945221873 0.06836342684251566 0.20673271525218284 8.806523323059082 4347.995 0.9827481143400015 0.049523134444275065 0.21174054682452934 7.932745933532715 False 5 900 28.74 18.27 4973.5312 0.9704397798384198 0.08817795984215034 0.1694917187227936 8.53462028503418 3371.3228 0.9796671262818335 0.06486262813860413 0.1738540532510143 7.895980358123779 False 6 1000 28.45 18.2 4353.7256 0.9680111933462016 0.10452077661038324 0.2781902407793388 8.297505378723145 2942.0354 0.9771763814436819 0.08133499314102008 0.29502676988889853 7.556210517883301 True 6 1100 29.2 17.86 4178.056 0.9658705312117836 0.10062692870913194 0.26566601849612803 8.372307777404785 2903.704 0.976061818173715 0.07643679985333493 0.2845060383236479 7.627050876617432 True 7 1200 29.0 18.2 4239.0327 0.9650996610528185 0.1053621689272576 0.2755489158604228 8.5750732421875 3064.8218 0.976756392491642 0.07886314388068255 0.2923032913831921 7.654160022735596 False 8 1300 28.37 17.69 4254.2935 0.9658329127962942 0.10250731512307933 0.28046758323574683 8.249680519104004 3237.6147 0.9781824204158408 0.07374461084168636 0.2925896734213756 7.517714500427246 False 8 1400 28.17 17.77 4173.3286 0.963669360786591 0.11388815851448086 0.2933769928882061 8.151697158813477 3041.6414 0.9764172897204082 0.085581737174265 0.30968841714040785 7.5431928634643555 False 9 1500 28.53 17.91 4092.2861 0.964718028774718 0.1107391824692295 0.29170266901138464 8.037076950073242 2970.4456 0.9769005130672502 0.08084444009018159 0.3070837221331318 7.28794002532959 False 10 1600 28.45 18.11 4009.7463 0.9628867297481682 0.10514377313541327 0.30371108849614975 8.099164009094238 2938.3782 0.9762338226294737 0.07136410642408657 0.3177310038149157 7.302768230438232 False 10 1700 28.69 18.43 4416.014 0.9654688346241247 0.09756362292444604 0.29935901196228715 8.010774612426758 3442.3914 0.9798265161685372 0.06367400578003406 0.31413397346277555 7.226924419403076 False 11 1800 28.79 18.61 3755.2463 0.9614093893584574 0.12012118698106661 0.30201598941826935 8.057581901550293 3145.2683 0.9772421077754864 0.08143272003678641 0.3152209426952292 7.468015670776367 False 11 1900 28.96 18.23 3785.083 0.9598041890774467 0.1251326553268427 0.30598240836535273 7.916851997375488 2919.4055 0.975506026866565 0.08825609904119741 0.31916630398813234 7.220026969909668 True 12 2000 29.33 18.23 3529.1687 0.9556893394844785 0.12564086051088136 0.3150758132482452 7.891104221343994 2897.356 0.973666205950675 0.08210973207353503 0.32911108339615264 7.1277055740356445 True 13 2100 28.81 17.88 3794.8435 0.9582934943480311 0.12205228558919573 0.3166505543150465 7.856618404388428 3262.8938 0.977259400090856 0.07494357107540346 0.3298608989226048 7.125365734100342 False 13 2200 28.6 18.22 4244.9277 0.9664906127730729 0.1175641925797604 0.31802205497621283 7.880677223205566 3129.1533 0.979414491254166 0.0788759501007628 0.32799990019316944 7.1770195960998535 False 14 2300 28.36 18.17 3762.2256 0.9589130587719291 0.134521864901963 0.3210546744569329 7.8420891761779785 2969.881 0.9775071581103709 0.08600673808238837 0.3317756052329502 7.0853424072265625 False 15 2400 28.24 18.2 3619.5063 0.9495586178257048 0.14313248428160943 0.3379689641683754 7.811789512634277 2935.4836 0.9725960455052993 0.09326481745675362 0.3469571983669904 7.2196431159973145 False 15 2500 28.77 18.21 3748.5315 0.9588725614102062 0.12381455927406305 0.3468806293749973 7.727001667022705 2970.4817 0.9766305269793926 0.07943799777931697 0.35566460079737117 7.020446300506592 False 16 2600 28.3 18.26 3364.2761 0.9531130300806797 0.14166994225141635 0.35180164691904336 7.612196922302246 2943.6414 0.9750568927993253 0.08737407298757773 0.35943103148580835 6.949557781219482 False 16 2700 28.66 18.02 3391.0962 0.9494600148460894 0.15167852849117672 0.35933819895614777 7.625372409820557 2991.4346 0.9726886945839657 0.09476231658159086 0.3655288475768435 6.904404163360596 False 17 2800 28.39 18.05 3461.7632 0.9472514945555761 0.1494631764897739 0.36742435172757815 7.528753280639648 3072.0037 0.9729604665415493 0.09103369902782235 0.37459341895717496 6.888540267944336 False 18 2900 28.69 18.22 3668.4937 0.9461886725218802 0.14956453966289324 0.3888966426088287 7.493721961975098 2994.7703 0.9727696186809291 0.08904436722038779 0.39073837381043963 6.893755912780762 False 18 3000 28.49 17.73 3960.8916 0.9511246787210149 0.12943735078754048 0.39588177268550473 7.385561943054199 3436.5945 0.9745313398965059 0.0741010036380932 0.393612479630687 6.732316017150879 False 19 3100 28.3 17.74 3264.6719 0.9451239413575588 0.15902227400084132 0.4034521434307229 7.417574405670166 2830.948 0.9706051164781193 0.09944959336597149 0.40306490702137937 6.731096267700195 True 20 3200 29.18 17.69 3237.8762 0.949637010120214 0.15334605999993023 0.40678101938379363 7.282307147979736 2823.1404 0.9717986994928378 0.10104056492667132 0.4083574244158846 6.632999420166016 True 20 3300 29.33 17.8 3196.7014 0.9433443568801672 0.15898535737671193 0.41504984242241605 7.411767482757568 2894.5295 0.9707868409862866 0.09513305244590986 0.41916232145041704 6.870614528656006 False 21 3400 28.84 18.45 3373.879 0.9453561571449798 0.1641152791269699 0.42166021236445383 7.2023420333862305 2931.7202 0.9730513061940923 0.09682209645311493 0.4308039199036196 6.549034118652344 False 22 3500 28.45 18.49 3643.0735 0.9390604929447302 0.16207734102986657 0.4322276634254495 7.097315788269043 2891.0166 0.9688338223742397 0.09461595983608323 0.43759823360365385 6.492830276489258 False 22 3600 28.43 17.86 3555.872 0.9406867694372019 0.17508919603962736 0.4364996471525104 7.0523481369018555 2870.9094 0.970594398488456 0.10187530459224876 0.4340872973624563 6.466820240020752 False 23 3700 28.47 18.15 3211.4436 0.9392418632993009 0.17164892593253445 0.4447533890913666 7.131701469421387 2906.8245 0.9700603593396676 0.10338370489136577 0.4575091265763532 6.491017818450928 False 23 3800 28.53 18.23 3289.033 0.943802368006499 0.17172221434790705 0.45392047748464237 7.1741437911987305 2871.6519 0.9722420183233035 0.10035338123146516 0.4721070864873641 6.507512092590332 False 24 3900 28.49 17.86 3095.0647 0.9476817005749021 0.1647984451501544 0.4571132765171545 6.98618221282959 2866.144 0.974244042183442 0.09406929934488423 0.46667610907384405 6.2705397605896 False 25 4000 28.36 18.23 2957.7107 0.9430051890098717 0.18373211524752858 0.4599995985117262 6.9408674240112305 2915.0615 0.9741688425156576 0.10177664060276262 0.476484506773824 6.200186729431152 False 25 4100 28.45 18.29 2789.2527 0.9338930282727242 0.19259547791914028 0.4575828093290218 7.068087577819824 2805.8027 0.9688704062455129 0.11086493836692178 0.4653562104699974 6.356545925140381 True 26 4200 28.92 18.21 3301.889 0.9311344052900147 0.18578276202091035 0.47190452298330626 6.821230888366699 2847.9705 0.9674659889631798 0.10338218077900184 0.49496220551132497 6.049933910369873 False 27 4300 28.55 18.09 3059.442 0.9317855771309834 0.1906289452333908 0.4677482943020621 6.788051605224609 2946.7625 0.9694200203059334 0.10435605221929428 0.4827700100843426 6.105226039886475 False 27 4400 28.42 18.31 2848.9946 0.9291982563934009 0.19270005013506192 0.4714718307181722 6.8757405281066895 2899.8867 0.9694873856807196 0.099688319976078 0.48769524210871196 6.224218845367432 False 28 4500 28.34 18.25 2812.9407 0.9239622041044425 0.19604470331212173 0.4811182210439174 6.827848434448242 2809.6013 0.9655731943688008 0.10324183589741506 0.5015768833363573 6.128482341766357 True 28 4600 28.69 17.97 2972.0088 0.9273695041596854 0.1949559823496417 0.48344963867082863 6.779088497161865 2809.357 0.9686006087022301 0.09826442692788441 0.504785416940908 6.074545383453369 True 29 4700 28.17 17.93 2624.3347 0.9215044595079562 0.21234967569241064 0.48424440559447596 6.869785785675049 2799.9053 0.9670347556982879 0.10511324426058066 0.5067941777448768 6.165290832519531 True 30 4800 28.45 18.21 2754.7283 0.9205895319953327 0.21096760424141903 0.48280460517153767 6.695173740386963 2828.1135 0.9661709674653041 0.1065191396482184 0.5109553902260117 5.918549537658691 False 30 4900 28.46 18.2 2703.3384 0.9207814084157823 0.21607343959558695 0.4938529171623384 6.746067523956299 2904.2449 0.9694668796839941 0.09989967979305914 0.5206659488959353 5.978245258331299 False 31 5000 28.36 17.68 2712.3767 0.9131343255350851 0.21940469388025013 0.48976741590764233 6.699731826782227 2817.8547 0.9645517788214196 0.10458465107219535 0.5079988758462465 5.968241214752197 True 32 5100 28.59 18.19 2521.7036 0.9116604264819849 0.22729051256936866 0.49238709858225477 6.779841899871826 2828.445 0.9640114084781669 0.11032345509058927 0.5064260157417048 6.052906036376953 False 32 5200 28.6 18.2 3697.4587 0.9209144987783501 0.1857013746050315 0.498561051744846 6.923124313354492 3660.4592 0.9684881874526092 0.08302392987987446 0.515814595008791 6.120693206787109 False 33 5300 28.37 18.12 2721.3289 0.9053366827570449 0.22823816206652076 0.4956051477060652 6.56022834777832 2975.3604 0.962434835854546 0.10375029693968839 0.5175324193651323 5.867088794708252 False 33 5400 29.07 17.67 2532.295 0.907657368502026 0.22942577606073059 0.4955531293877051 6.598193168640137 2833.038 0.9639413337523263 0.10111335697521494 0.5116634698118121 5.993778228759766 False 34 5500 28.89 17.72 2652.746 0.9054511251998578 0.2413602122148236 0.5050574673599603 6.4890666007995605 2817.1587 0.9636336774293586 0.10810956905060122 0.5278069731307156 5.754859447479248 True 35 5600 29.25 17.85 2671.4746 0.8976848843531275 0.23444725721151768 0.507280646593031 6.535849094390869 2918.7395 0.9601425604029137 0.10398461839875517 0.5325094549068684 5.768697738647461 False 35 5700 28.78 17.86 2559.6238 0.8999165549455878 0.2455203684172729 0.5092548792293786 6.476201057434082 2892.0308 0.964481640121629 0.10209622501146584 0.5290586046377075 5.77495813369751 False 36 5800 28.67 17.85 2772.2224 0.9028103322794133 0.24097542243983802 0.5080538156902727 7.093449592590332 3057.6743 0.9651420522624264 0.10189178770401719 0.5276758872114827 6.266150951385498 False 37 5900 28.63 17.84 2386.7314 0.8998862963362816 0.25206386173399375 0.49843174676736945 6.761109352111816 2853.738 0.9647862477304627 0.1027307235967412 0.5138667516366477 6.087806224822998 False 37 6000 28.97 17.85 2315.4822 0.9048102603447322 0.26219663691119527 0.507374025023375 6.6355390548706055 2767.961 0.9651401634660626 0.1111855824558004 0.5285851000498951 5.933460712432861 True 38 6100 29.55 17.73 2653.6968 0.9119715641483325 0.25801694081722854 0.508086447233518 6.536904811859131 2828.6711 0.968441316366785 0.1087234098969821 0.5286468356825718 5.801562309265137 False 38 6200 28.25 17.58 2700.6055 0.8874124805284911 0.2659076285824452 0.5148548416243854 6.394762992858887 2934.367 0.9613174993195012 0.1035288669959115 0.5317013304792974 5.704598903656006 False 39 6300 28.34 17.67 2479.8904 0.8944706990579796 0.2743163252804142 0.5193204996847944 6.454036235809326 2933.433 0.9645470890757175 0.10764197630849168 0.533779048467829 5.753170967102051 False 40 6400 28.32 17.66 2427.3264 0.8873606414208618 0.28184635463912944 0.5139106261394413 6.534858226776123 2944.0 0.9629014139607925 0.10905882529513558 0.531359556754454 5.847326755523682 False 40 6500 28.39 17.66 2543.4326 0.8727393790431687 0.28096613752251337 0.5258568069344871 6.309996604919434 3042.8455 0.9581048585937955 0.10586281707680113 0.5427148234400478 5.616945266723633 False 41 6600 28.14 17.67 2278.9746 0.8726752697232315 0.3046955125191519 0.5271686742743641 6.312431335449219 2933.6409 0.9587044597453265 0.1162497084286408 0.5349863199770838 5.6962504386901855 False 42 6700 28.24 17.67 2489.5793 0.8859938304517534 0.28693251985379986 0.519724888789435 6.401792526245117 2842.2625 0.9605339884394487 0.10998388883401097 0.5314358614482332 5.768972396850586 False 42 6800 28.44 17.67 2417.633 0.861207117623889 0.3118235910974967 0.5192252243727764 6.473271369934082 3099.1462 0.9577761305169645 0.10891874304485223 0.5331685683987422 5.8075852394104 False 43 6900 28.21 17.67 2485.8213 0.8766833476448114 0.30265838684718005 0.5265262060130947 6.30790376663208 2883.9827 0.9609064702014742 0.10693692581086686 0.5405305315478618 5.660296440124512 False 44 7000 28.41 17.68 2188.1104 0.8786300336097455 0.30570509030368415 0.5272618480452292 6.527810096740723 2910.1797 0.9655666520153476 0.0977491813076816 0.5408755723523772 5.881499767303467 False 44 7100 28.29 17.67 2147.567 0.8729130662388204 0.3218121991613573 0.5253043491006135 6.3703742027282715 2898.913 0.9621763290970936 0.11116848906340183 0.5434050249726384 5.6964311599731445 False 45 7200 28.81 17.68 2113.1392 0.8735146277917847 0.34057765967874143 0.5290129459122297 6.283586502075195 2893.2603 0.9623140924403528 0.11654619835610988 0.5466292686984898 5.61118221282959 False 45 7300 28.74 17.66 2253.4558 0.8390985403745939 0.34768757817216034 0.5374381073181951 6.37053108215332 3202.3396 0.9581829108981887 0.1062259599387202 0.5301162606791725 5.9225897789001465 False 46 7400 28.72 17.68 2046.8127 0.8330650821905122 0.36305574359862486 0.5445863342328889 6.180552005767822 3172.1226 0.9575344243907432 0.10956393009682644 0.5445226363626848 5.673771858215332 False 47 7500 28.89 17.77 2049.8093 0.8272815822224486 0.37434313454601564 0.5462645409949668 6.107046604156494 3098.9631 0.9563105636013847 0.1107396236921522 0.5431977109230597 5.613011360168457 False