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 2.373 26.33 98965.52 0.9705247567386195 0.006788559910124793 -0.0754243253953564 481.9496765136719 80192.125 0.9705750336135973 0.006059188813091148 -0.10758512304776914 482.6706237792969 True 0 100 9.84 10.47 13201.61 0.9539628906889017 0.08665409867537002 -0.26501306171157274 10.458979606628418 13694.084 0.9544384080354549 0.08238921645499307 -0.2838201489375701 10.463675498962402 True 0 200 9.814 10.46 22621.416 0.9676495253980354 0.03780135461242144 -0.24748868593315015 2.687258005142212 24339.547 0.968194814690888 0.03426488615760411 -0.2746317357567761 2.7791588306427 False 1 300 11.38 11.01 13985.634 0.932321656816558 0.1385113719166854 -0.25275746623557344 3.7189247608184814 15144.668 0.9341174584711317 0.13067282496737154 -0.27992685622684915 3.7862942218780518 False 1 400 9.215 10.33 12875.37 0.9059869574279639 0.1687966317461035 -0.2341234746312706 2.827916145324707 14097.397 0.9078994446508194 0.16424575531242522 -0.2578231263059387 2.918463945388794 True 1 500 9.931 10.76 12808.264 0.8788015702748359 0.2137192619390567 -0.07778568053478467 2.7124946117401123 14281.106 0.8815857717665491 0.2033690246673904 -0.10179526623756983 2.804213047027588 False 2 600 9.416 11.37 13297.461 0.8676048166420989 0.23054693790823266 0.21152635460740576 2.534219741821289 14948.284 0.8723960439842499 0.21604930204041914 0.18697084363526115 2.6368417739868164 False 2 700 10.39 16.51 12476.478 0.876359580636951 0.19928535270268607 0.12296440337347728 3.805584669113159 14183.98 0.8802075535064563 0.18937102895435465 0.11067420364666629 3.8575050830841064 False 2 800 12.04 19.59 12590.159 0.8506656117561495 0.2666328769496052 0.1549823298142328 2.56655216217041 14306.392 0.8574358120195408 0.2517554215790415 0.1408113940460598 2.6572070121765137 False 3 900 13.62 20.64 12669.593 0.8420350030195901 0.27860279558814277 0.27758562634355505 2.4402246475219727 14449.472 0.849972339217117 0.2641919986408566 0.2602686353776787 2.54270601272583 False 3 1000 15.13 23.85 11127.05 0.8338561653640932 0.2993697538634824 0.2981551568021754 2.4761483669281006 12747.738 0.8417455674238193 0.2845645423253995 0.2810793161376293 2.5876028537750244 True 3 1100 16.84 20.82 12111.338 0.8258960888296012 0.3047669538882863 0.29212071150177277 2.403024435043335 13957.964 0.8335432727291014 0.2891561655878311 0.27912230355509043 2.4992611408233643 False 4 1200 15.93 22.6 13761.372 0.8273936243793287 0.2896561615538545 0.29366200377313234 2.416045665740967 15651.074 0.8340031797890325 0.2758196086179014 0.27782534590095415 2.5132551193237305 False 4 1300 15.99 23.85 14598.665 0.8323611009324203 0.28271479743658917 0.2952588186743935 2.424919605255127 16498.023 0.8409916489828094 0.2648798889993457 0.28341268762631433 2.5257465839385986 False 4 1400 17.27 22.9 13334.177 0.8108115875245011 0.3151503726443069 0.31035276723725735 2.4050018787384033 14953.21 0.8202075679602053 0.29491727859583267 0.29475340916834397 2.50929856300354 False 5 1500 17.52 28.4 13094.968 0.819229678399302 0.3166611507720265 0.30535331833787815 2.3783085346221924 14608.787 0.8273554270715298 0.29913279056523956 0.2945820756912689 2.4753875732421875 False 5 1600 14.67 23.15 12706.162 0.8212226698071183 0.3151442293818036 0.31692572911979605 2.353027105331421 14305.647 0.827887383399462 0.29874922636372836 0.3051801507111146 2.450488567352295 False 5 1700 16.46 23.6 11835.241 0.802138949532527 0.33979810107542874 0.3194815534412088 2.361906051635742 13283.515 0.8123656663345442 0.31854138527233666 0.3048467670032382 2.466146945953369 False 6 1800 18.28 22.92 10819.313 0.8120244036458328 0.33675766573870886 0.31783786459432317 2.677212715148926 12045.681 0.8190829348084033 0.3202037612413765 0.3077165407346229 2.7515761852264404 True 6 1900 18.91 21.84 10903.569 0.8003971975610754 0.3393737489564165 0.32313260055747844 2.4016478061676025 12243.74 0.810157683149998 0.3168400302499585 0.3125471036418149 2.488987445831299 False 6 2000 14.83 24.26 9319.032 0.7908488851726918 0.35648001927157386 0.3261205782448587 2.5628342628479004 10597.231 0.7992501306544373 0.33549458088000783 0.3186174211670599 2.6365292072296143 True 7 2100 16.46 23.88 9988.297 0.7865902374955221 0.3625471051811434 0.3259529096639225 2.3562560081481934 11190.167 0.7956956238410114 0.3399979495283166 0.3185542739521395 2.4450035095214844 False 7 2200 16.7 20.24 10891.15 0.7935752729686669 0.35590491505457317 0.3287117174347691 2.337017059326172 12393.8 0.8044956602678521 0.3310684818109418 0.32109552202090547 2.42667555809021 False 7 2300 17.09 23.18 11055.081 0.7862373240596877 0.37078669138489584 0.3269530301696911 2.3474764823913574 12451.514 0.7960202562254435 0.3485257441958459 0.3195156570270785 2.4424095153808594 False 8 2400 16.52 24.44 10386.767 0.774189694772088 0.3916565805731486 0.3289441986449327 2.4184439182281494 11903.935 0.7854410254455023 0.36680785135593835 0.3197581897127123 2.5012192726135254 False 8 2500 16.49 22.34 8910.688 0.7717094992211238 0.3956036676022747 0.3360510382200137 2.3434205055236816 10190.149 0.785152636313017 0.3671484132508184 0.3251843084229668 2.4340717792510986 True 9 2600 16.1 24.34 10583.861 0.7676827533963956 0.39382442021804476 0.33851491083405433 2.3192858695983887 11971.183 0.7795471507435796 0.3649652472394708 0.32817005324858595 2.4155337810516357 False 9 2700 16.18 21.92 10640.351 0.7744078766980784 0.3879452613568205 0.3349598029406252 2.3260934352874756 12041.03 0.7863443720701524 0.35838509867311646 0.3253729745888023 2.4193930625915527 False 9 2800 17.88 23.42 14748.863 0.8097282124532962 0.3253013626556523 0.3323029420903717 2.35093355178833 16663.334 0.8202614729653763 0.2988306683200933 0.32375717572088875 2.4384496212005615 False 10 2900 17.24 22.52 8809.826 0.7703585797286808 0.40430132823975956 0.3354586164627179 2.3506107330322266 10153.182 0.7832488878024438 0.3747568680666294 0.3266400460697143 2.4370980262756348 True 10 3000 16.24 23.43 8701.284 0.7790351143338838 0.37372026945628256 0.33327741759618207 2.382530927658081 9863.605 0.7906429180482863 0.3500840270011069 0.3254287921101519 2.4647443294525146 True 10 3100 15.84 22.0 10778.129 0.7663918385371518 0.39732930627054647 0.34071917587983586 2.3134090900421143 12340.868 0.7796722697339673 0.36715501484423724 0.33329414941858654 2.4030938148498535 False 11 3200 18.69 21.99 10048.973 0.7620410419588542 0.4096033593956137 0.3445375382325418 2.3382182121276855 11573.458 0.776166102759826 0.3764119571525899 0.33767120590586885 2.4300315380096436 False 11 3300 17.14 23.32 9791.393 0.7669011509225983 0.39612144910429 0.3462460779642034 2.345224142074585 11337.171 0.7805800747344492 0.36559672484346273 0.33896544835544895 2.4282069206237793 False 11 3400 16.82 24.32 9607.187 0.7750592085397157 0.3904288686275737 0.343379019392804 2.3332104682922363 10827.253 0.7878320534991593 0.36044384722450146 0.3356094945084506 2.4184114933013916 False 12 3500 16.31 21.58 9957.067 0.771977372036176 0.3946871082759383 0.3402964352824544 2.3221333026885986 11300.54 0.7854804354135572 0.3606869703916781 0.32948283926831423 2.4147567749023438 False 12 3600 17.45 23.77 10794.608 0.7652736495460757 0.39574601447582075 0.3483027723023123 2.2988121509552 12075.984 0.7792027780999985 0.3621438853820474 0.3382114888194843 2.394029378890991 False 12 3700 17.87 21.7 9970.015 0.7586958041948464 0.42067890977684974 0.349573752279363 2.3783397674560547 11276.997 0.7732851245958419 0.3851371003893598 0.34090841507896413 2.459317922592163 False 13 3800 15.59 26.51 8566.774 0.7471025769235855 0.43424420475933373 0.35183718085942156 2.2953832149505615 9932.14 0.7633543908193918 0.3936222758692596 0.3459818151052403 2.3840532302856445 False 13 3900 15.87 21.91 9443.399 0.752439291331764 0.41958452907906657 0.34991507285744533 2.300504684448242 10910.178 0.7689124419596409 0.3777585058015867 0.34594664304811823 2.3877274990081787 False 13 4000 15.84 21.49 10018.856 0.7525039237266123 0.42555430829483193 0.35199764651207366 2.289608955383301 11453.328 0.7694618760252097 0.38386001023770083 0.3425019931001281 2.3848683834075928 False 14 4100 17.08 21.98 8245.603 0.7540780076628516 0.4199325029461332 0.3587679142253358 2.3059144020080566 9441.352 0.7712784248593301 0.3770333017479121 0.34995488569637756 2.392085075378418 True 14 4200 17.48 24.1 9290.4795 0.7493824891716131 0.4262738386521617 0.3610695648964952 2.3082079887390137 10448.072 0.7677780174266707 0.3829610184640624 0.35178700512116223 2.4046192169189453 False 14 4300 17.59 30.11 8324.13 0.7637440094079023 0.4011497945023306 0.35579584537509745 2.288804292678833 9400.098 0.778318983453626 0.3649974586756267 0.34827853852610535 2.380563259124756 True 15 4400 13.02 21.03 8581.895 0.7592827278311363 0.4257780480920093 0.35715826003353957 2.2878003120422363 9960.826 0.775556030038687 0.3866261882830742 0.3486207060151897 2.3834121227264404 False 15 4500 15.72 21.11 8616.564 0.7389332433374981 0.44727507432536945 0.36796698173356535 2.2885262966156006 9825.734 0.7570879943457758 0.4034102993654475 0.3612515537285586 2.3711841106414795 False 15 4600 17.4 23.07 13269.438 0.7826049447053424 0.3690842494158517 0.3704362760702884 2.2760798931121826 15166.182 0.8001159591011335 0.32479655237274196 0.36244537539354593 2.363375663757324 False 16 4700 19.71 22.07 9261.871 0.7415212560991968 0.43782940851963964 0.36760648421622827 2.2671561241149902 10732.076 0.7608080360761654 0.3950381649252618 0.36104911553261376 2.3595917224884033 False 16 4800 16.19 25.59 9406.072 0.7487215759898457 0.42984731214202304 0.37013492168775747 2.275341749191284 10747.369 0.7684315646810719 0.384312303247739 0.36558636012704915 2.3560569286346436 False 17 4900 14.09 24.11 9020.814 0.7429447987266476 0.4410254784993379 0.3671962268771661 2.3155083656311035 10369.63 0.7606622160876566 0.3990133623734723 0.3618435551994296 2.3936831951141357 False 17 5000 17.98 20.8 8825.015 0.7476770122997817 0.4459778803539429 0.3730702086911442 2.2996954917907715 10114.703 0.7660586927655291 0.4025730318144513 0.3648806024583091 2.3986563682556152 False 17 5100 17.14 20.93 8982.257 0.7401272729508207 0.4499167542493747 0.36891628772999796 2.259761333465576 10399.404 0.7614469771966436 0.40198171027456747 0.3591217083121642 2.3586297035217285 False 18 5200 16.73 20.55 7635.2686 0.7407218097663262 0.4605889796938914 0.3744829356349743 2.4379541873931885 8891.014 0.7596427376730329 0.41149198174379126 0.3650500156347524 2.5150539875030518 True 18 5300 16.83 22.51 9475.999 0.7355067170991482 0.44228476826231927 0.381527897566832 2.3613359928131104 10925.546 0.7575121857899851 0.3916962492105556 0.37249705526137694 2.4404847621917725 False 18 5400 15.43 22.08 8156.381 0.7280218371341232 0.45973669194833405 0.37979214804734834 2.25278639793396 9500.222 0.7520774588050689 0.40457940609593906 0.3733384439918653 2.337568998336792 False 19 5500 15.71 23.09 9358.747 0.7320312356350389 0.4586521352821498 0.3821877449669177 2.322810411453247 10810.931 0.754368836314282 0.4042184935238031 0.3718216369836561 2.4054276943206787 False 19 5600 17.5 20.55 10865.656 0.7409033009671899 0.4389710804662473 0.3888905159053173 2.2521798610687256 12446.997 0.7626136955385135 0.38895927308583395 0.38051111080818295 2.338958740234375 False 19 5700 16.71 23.11 9943.101 0.7414489826477512 0.4537412249432701 0.37861199670416823 2.286749839782715 11393.434 0.7636428823434483 0.40030293675535555 0.37009752087138104 2.384364128112793 False 20 5800 16.64 21.34 8810.173 0.7296711353537495 0.4640181674806428 0.3857142244135214 2.2610208988189697 10208.612 0.7517434713166267 0.40992966131833003 0.37706251484259096 2.345461130142212 False 20 5900 17.07 20.65 9297.532 0.7221721152881005 0.4646673766078351 0.38872728305111914 2.2294771671295166 10745.122 0.7471422260860434 0.40918220326239685 0.3827350921862675 2.3153417110443115 False 20 6000 16.94 22.85 8128.6636 0.735921808328055 0.4593345370378512 0.3894714091960433 2.2310996055603027 9450.474 0.7598993665735433 0.4048788430625732 0.3817115648783909 2.3176255226135254 False 21 6100 15.79 22.28 10002.834 0.7420560663703486 0.43875730600396223 0.3924346175787298 2.2308967113494873 11523.55 0.7657429079977037 0.3860303058566952 0.3844347635014544 2.318148612976074 False 21 6200 16.66 22.49 9172.744 0.7461226069837145 0.4459302743203235 0.36785565836579087 2.2675981521606445 10585.365 0.7696012486207962 0.39405781934024076 0.35845829500559623 2.3702003955841064 False 21 6300 16.62 22.68 8325.542 0.7258898869311234 0.46738143776820956 0.3857220868281901 2.308375835418701 9708.511 0.7504005733746425 0.4127628953913288 0.37741162899391373 2.389906883239746 False 22 6400 15.6 21.1 9469.523 0.7344458242710675 0.4597120082503307 0.3813062568513334 2.2401282787323 10939.382 0.7588570033333559 0.40405145301399487 0.37397433528358215 2.327341079711914 False 22 6500 15.95 22.1 11273.149 0.72751785240386 0.45411804471874556 0.3911136609516596 2.270160436630249 13039.043 0.7540512470626202 0.3951217036033705 0.3825962337352419 2.370422124862671 False 22 6600 16.01 21.63 9517.553 0.7292276429410245 0.4595985915555414 0.39294806246209996 2.217266798019409 10882.884 0.7555361387657401 0.4007607682765128 0.38444258876634035 2.305661201477051 False 23 6700 14.69 21.56 9278.592 0.7231826700584691 0.4692852554954781 0.40120821432882287 2.2435247898101807 10671.522 0.7492634015461241 0.41028873985734465 0.39560529347871415 2.3208296298980713 False 23 6800 15.4 22.19 8910.041 0.7345900448842746 0.448567259166157 0.3803179401128254 2.3452305793762207 10170.357 0.758505080807578 0.3940558098839648 0.3837366812132506 2.4147732257843018 False 23 6900 16.31 21.31 9947.86 0.7251621926598897 0.4617110269321412 0.4042149180210653 2.206085205078125 11477.442 0.7517439309773944 0.40028516686977306 0.39768024057387996 2.287802219390869 False 24 7000 16.95 20.74 8882.159 0.7147660794721616 0.478966217761882 0.39744463066669034 2.20564866065979 10372.0625 0.7436935266948057 0.4154804514961731 0.3885426183034221 2.2966957092285156 False 24 7100 17.32 21.85 9139.221 0.7179735144346518 0.47973777433825976 0.39994554163874363 2.2272276878356934 10559.433 0.7463975539040819 0.4173791219767705 0.3925619109327846 2.3234829902648926 False 25 7200 17.03 24.86 7854.319 0.7295009294439343 0.4764227308104213 0.4065821478640731 2.2266669273376465 9102.9 0.7535793090491317 0.4199124110257362 0.4003496160591037 2.306962251663208 False 25 7300 13.78 22.53 8379.148 0.7143815266115975 0.48625051601037506 0.40262102350071177 2.2001571655273438 9591.181 0.74334674195659 0.4243232127032703 0.395496917231641 2.2850160598754883 False 25 7400 16.34 21.55 8707.5205 0.7268518779047074 0.47677866604834623 0.3917564694319622 2.230907678604126 10131.671 0.7531266912565346 0.4141215286866108 0.38174626548244606 2.337662935256958 False 26 7500 16.83 21.24 9363.023 0.719139460483322 0.46979137923821707 0.40087444966689934 2.244137763977051 10935.2295 0.7477122513329588 0.40651502551068613 0.39214423587591024 2.3437304496765137 False 26 7600 17.02 22.23 9793.23 0.7230373070618584 0.47251898003257287 0.4151429045512758 2.1805319786071777 11389.581 0.7512462206207388 0.409429388042539 0.4071467152222551 2.2662997245788574 False 26 7700 15.17 20.91 8391.113 0.7084321707500711 0.4912247584817556 0.4187608639009264 2.177903175354004 9809.931 0.7395820960214154 0.4233227864733122 0.4112551167181923 2.261159658432007 False 27 7800 16.7 21.05 9818.613 0.7231391218767039 0.46723561245021883 0.376006983360806 2.344658136367798 11293.064 0.7519723813662453 0.4054494520869532 0.38663435397695656 2.409522771835327 False 27 7900 16.77 21.11 7517.5254 0.7059584629730227 0.49837182294650184 0.41717335953560214 2.186662435531616 8939.053 0.7367757286092925 0.4313155313826195 0.40855984920068006 2.2727813720703125 False 27 8000 17.78 21.55 8967.229 0.716057903621686 0.4766950132602606 0.4104187367506677 2.182887315750122 10565.351 0.744460088199043 0.4168478228296481 0.4027481932163705 2.268216371536255 False 28 8100 17.3 25.75 8266.681 0.7099955248171544 0.4963036862438538 0.4251279609248741 2.1888694763183594 9731.247 0.7404497663097519 0.43064463396245833 0.41702610104449916 2.270500898361206 False