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 16.9 73.42 1369088.5 inf 0.010632529864103527 0.10061778927703703 26.855810165405273 1051307.6 0.9381240562566783 7.737276455819092e-05 0.15463166111363738 24.86716651916504 True 0 100 29.8 62.62 76871.1 0.8919184248819914 0.10083307183793622 0.1582077663048122 46.00031280517578 73756.28 0.9045706845653272 0.08311651522669856 0.13616914703867994 43.402671813964844 True 0 200 29.6 50.27 76849.85 0.8824957341280226 0.12081010367107255 0.14302175763459543 32.52256774902344 72124.46 0.8970976534563435 0.101462537486651 0.1133692421673842 30.36478042602539 True 0 300 29.48 51.71 59943.285 0.8722444801256009 0.1507207485877886 0.10376285324027561 24.762020111083984 65947.92 0.8767275855939323 0.14639701035086286 0.09422211387612237 22.91253089904785 True 0 400 29.4 225.2 54823.44 0.8569951009904134 0.1772364191963972 0.08565109035926864 12.398558616638184 62454.62 0.8627382943226332 0.16891168052338368 0.07913448477080623 11.184957504272461 True 1 500 30.79 50.85 53237.48 0.8447503173485321 0.20287849529914448 0.016966496151169925 11.592896461486816 54595.016 0.8573797924501845 0.18584423377022152 0.0054960975191436215 10.44313907623291 True 1 600 29.16 279.0 47943.36 0.8364846577839995 0.22646377961361885 -0.07476033370588595 5.781865119934082 56909.746 0.8488832901000569 0.20411140007785972 -0.08851233599499707 5.143482208251953 False 1 700 28.96 49.64 50023.676 0.836320246528343 0.21880533758915724 -0.18999106216724315 7.408288955688477 55155.164 0.8526412550971975 0.19375607510172516 -0.1994411689059233 6.606296062469482 False 1 800 28.55 169.2 46120.96 0.8351814138600262 0.22754433400541824 -0.18570876453776455 6.3308210372924805 58512.18 0.8440837831977306 0.207265297921243 -0.19686134684909207 5.6686906814575195 False 2 900 28.85 49.27 47036.047 0.830882962251744 0.2236115265318116 -0.15142464045113158 4.4271650314331055 56412.953 0.8491219609256737 0.19465734441366633 -0.1613014847106211 4.153839588165283 False 2 1000 28.79 72.48 40559.73 0.821738911749364 0.26082351416817917 -0.16294234651047604 4.517012119293213 54495.957 0.8353317490066213 0.229262349650914 -0.17659330762424602 4.212757587432861 True 2 1100 29.71 51.15 41088.188 0.8217042250123974 0.2470722421591481 -0.16349602756381615 4.368225574493408 54070.996 0.8362347399651311 0.21650461793738934 -0.17170411502232172 4.169201374053955 True 2 1200 29.34 49.14 39026.543 0.8203018583782308 0.26157463991370583 -0.15433295123743043 4.611087322235107 54203.953 0.8345814588023097 0.22728581685133056 -0.16906911260351504 4.25213623046875 False 3 1300 28.75 62.87 36749.336 0.8083020978915005 0.2741499501627954 -0.13314070571674314 4.328489780426025 53767.324 0.8291497614171941 0.2319619326251896 -0.15049093390778773 4.085288047790527 True 3 1400 29.69 51.61 33964.58 0.7997668595306474 0.2947932801900741 -0.1429285535262913 4.339144706726074 53611.95 0.8202070502365112 0.25060619905520504 -0.15407234023632618 4.085779666900635 True 3 1500 29.64 210.6 36059.387 0.8056535279127085 0.27874646260464664 -0.09284923329849568 4.184226989746094 52327.934 0.828560051860103 0.23314824528696018 -0.10824749768456322 4.088273525238037 True 3 1600 29.19 62.54 34409.41 0.8061315118633664 0.2789535412875498 -0.060683942593510946 4.098690509796143 60839.44 0.8246306283700043 0.23519903694767197 -0.05829760726173878 3.9011659622192383 False 3 1700 29.18 77.64 30040.45 0.7895539457531023 0.3215629137655438 -0.04536675800297496 4.679144859313965 49312.0 0.8128894256126261 0.2717887569035241 -0.03764341398158371 4.221828460693359 True 4 1800 29.01 49.05 28647.121 0.7816100607386158 0.3220368041429789 0.014796752674621215 3.9916749000549316 54390.594 0.808056423403608 0.2666549476046552 0.031899723141682344 3.7984204292297363 False 4 1900 28.69 50.06 28771.13 0.7855629631623018 0.3113010824051828 0.0792059363482211 3.896824836730957 48235.203 0.8110167124965926 0.25863265799100593 0.0993271194979084 3.7073328495025635 True 4 2000 29.21 67.76 27882.914 0.7795432364313384 0.33225712739729557 0.1787766296391114 3.7754499912261963 41358.676 0.8061581669840441 0.2765226847314738 0.2053201951369873 3.5342063903808594 True 4 2100 29.53 49.72 28608.637 0.7838015879420949 0.31314676770916244 0.14116829353192004 3.840510129928589 52656.363 0.8090633704346177 0.256240225683017 0.1910094893488821 3.6682705879211426 False 5 2200 28.59 65.57 25120.297 0.763096890202846 0.35577790475580945 0.12628475781864487 3.8343024253845215 45098.168 0.7950793262057896 0.2890107221775146 0.16312854918190536 3.627293825149536 False 5 2300 28.81 49.62 25348.553 0.7709180877144617 0.35597227757422245 0.23040008016669272 4.299560546875 46283.734 0.8017208405317718 0.29082535272366783 0.26892655527196785 3.8233933448791504 False 5 2400 28.98 87.86 23879.748 0.7585213404573246 0.3638420657768502 0.20464750639999468 3.7546842098236084 46959.254 0.7934338978381361 0.2907129420614965 0.24298774043249927 3.5896060466766357 False 5 2500 28.85 65.06 24717.633 0.7599132424516996 0.36749209356767526 0.23120755568438345 3.683330774307251 42656.008 0.7933956500039033 0.29405784277263947 0.26156878311818654 3.4408512115478516 False 6 2600 28.42 50.96 29382.352 0.791995462566064 0.29211111749247265 0.23655073172444582 3.846839427947998 57132.312 0.8213668083970997 0.2280188131434823 0.27930670455481144 3.465651035308838 False 6 2700 29.26 49.51 22763.07 0.7554811609205128 0.37731084237104073 0.17769077070208508 3.8233020305633545 42474.285 0.7932326375917162 0.29706254940262644 0.22676920432219558 3.506302833557129 False 6 2800 29.21 229.4 22723.074 0.7521649624564811 0.37828280951094834 0.21762603731564936 3.935027837753296 49724.06 0.7889167066050837 0.30081993918439104 0.27135677351892645 3.5269510746002197 False 6 2900 28.93 49.75 26516.277 0.7849144360785452 0.33678846418839253 0.22437450177499402 6.299353122711182 48514.38 0.8121311669284006 0.2719701789432769 0.26396457881507324 5.55019474029541 False 6 3000 28.71 472.2 21092.023 0.7426381714209882 0.3917036411537538 0.23202252705959295 3.671537160873413 40423.008 0.7830763090728938 0.3098544562154797 0.28085581028466494 3.432189702987671 True 7 3100 29.32 50.01 21171.385 0.7439527084015831 0.3946559496365387 0.22473131442288857 3.7363715171813965 41321.98 0.7865847240090487 0.30660656280251336 0.2812015125027819 3.4096877574920654 False 7 3200 29.03 50.94 20607.625 0.7378122982535015 0.4077908815124929 0.246650430095468 3.649301052093506 39707.785 0.7814276271298366 0.3180193103437729 0.30056561643295365 3.3762733936309814 True 7 3300 29.23 53.09 24068.887 0.7687091123634527 0.345800025460749 0.17386729553462188 3.765458106994629 45359.41 0.805988683899284 0.26355961105822373 0.23733178588767603 3.5424070358276367 False 7 3400 28.91 50.39 20079.906 0.7357915422721626 0.4082119631487826 0.2307953847478886 3.760859966278076 40736.945 0.7790983131771515 0.31868908797181783 0.28653182428901014 3.4096531867980957 False 8 3500 28.83 165.2 19245.326 0.7365904303990849 0.4084523006259207 0.24186262344615092 3.6535608768463135 39566.387 0.7838006888383247 0.31081409866511267 0.2917461481021578 3.399935483932495 True 8 3600 29.59 52.63 20670.238 0.7471043844662983 0.3993364724193133 0.26799613329927535 3.622565507888794 41161.258 0.7886194706391667 0.30629268600872694 0.3122352904644378 3.326983690261841 False 8 3700 29.11 49.9 21448.51 0.7516703764382366 0.37229009983367495 0.24951507277020446 3.7180378437042236 48195.49 0.7930461987587755 0.2836939699268014 0.3069101616393552 3.3732688426971436 False 8 3800 28.87 50.44 19971.258 0.7328291533240718 0.41225935947304154 0.2616802590306886 3.6464169025421143 36752.176 0.7807969228971164 0.3114014274103287 0.3103970887751369 3.3691868782043457 True 9 3900 29.02 50.18 20068.955 0.7338788820334129 0.4033485383010233 0.2185390619239451 3.803598165512085 40345.273 0.782135894968935 0.30322253228616614 0.27381164573529654 3.4563450813293457 False 9 4000 28.9 53.13 20488.61 0.7395326836827218 0.40134392245598605 0.26526608747540886 3.627122640609741 42217.72 0.7864012743618239 0.3032469751932713 0.30566267226360294 3.347181558609009 False 9 4100 28.95 50.52 17962.271 0.7218217531125117 0.42607877968915825 0.2586761270594367 3.68945050239563 38738.297 0.7753281447698049 0.31827386003002467 0.3167373052334988 3.5200328826904297 False 9 4200 28.6 50.87 18901.834 0.7348134362099475 0.41916632857015734 0.20395954707411554 3.9861114025115967 36527.953 0.7812515305225963 0.32051843659601953 0.24722764779219175 3.5890538692474365 True 9 4300 29.28 51.2 19079.057 0.7305174554228518 0.41885741443069396 0.26167065377803916 3.8390254974365234 40788.777 0.781546471000507 0.3120237395925948 0.306148662032688 3.451340675354004 False 10 4400 27.79 118.5 19762.701 0.7349223226435008 0.4115141979270734 0.24908153304955255 3.656613826751709 43914.305 0.7820428404757855 0.31155806488805 0.30127702247510796 3.3959667682647705 False 10 4500 29.25 51.05 17857.777 0.719717490822875 0.42943437182665944 0.25269919068940544 3.692758798599243 38486.09 0.7738895319681427 0.3204811649655919 0.3015860124223586 3.5349862575531006 False 10 4600 28.67 49.54 18098.777 0.7297565430965355 0.4127865857604841 0.27356276502734594 3.640298843383789 41424.953 0.7828678996333003 0.3020170705097616 0.3160016718927676 3.3308918476104736 False 10 4700 28.76 460.7 21006.994 0.7529776102980776 0.39975159170708613 0.2868317667021942 4.186534404754639 50665.215 0.7981070672794011 0.29465217611059086 0.32697908486259536 3.683718204498291 False 11 4800 29.05 49.8 18470.623 0.7191625870905775 0.4344778227998759 0.27311094556833787 3.5945568084716797 41255.766 0.7747559050643683 0.3176335335222145 0.3168934050074988 3.328359365463257 False 11 4900 28.74 390.9 18176.541 0.7188350103741952 0.44201143927303405 0.2651758565676503 3.611400604248047 41849.746 0.7768931093261319 0.3186023381096283 0.3140328257756333 3.3672597408294678 False 11 5000 28.99 50.39 19902.236 0.7429729804614578 0.3940577479488048 0.2768438196302148 3.66607928276062 45323.754 0.7962100087707608 0.27635223989183855 0.32652912845857895 3.30436372756958 False 11 5100 28.81 75.2 18258.686 0.7256558273299211 0.44301915377753626 0.28188244164768717 4.152594089508057 37831.793 0.778787260678947 0.3292496568648912 0.3223507862487965 3.6470818519592285 False 12 5200 28.7 60.51 17499.484 0.7070977683695119 0.4477012132763496 0.27769231347081647 3.6133368015289307 39944.543 0.7694456511471337 0.3222764832879101 0.319413581563776 3.429327964782715 False 12 5300 28.61 48.97 16892.441 0.7210825423124458 0.4488274547224473 0.2951194900426831 3.831343650817871 42493.043 0.777111411048436 0.32685532489050295 0.3373279986466187 3.397944688796997 False 12 5400 28.82 56.55 17086.469 0.7192702176594956 0.43943550712890295 0.27090199116851826 3.6739535331726074 40734.266 0.7814008717445682 0.30824417724477915 0.30933054385187436 3.348804473876953 False 12 5500 28.92 49.6 16661.549 0.7106222515699105 0.44498561596566233 0.26969721279695585 3.6627936363220215 39150.29 0.7727628730875661 0.317348876563709 0.31545668822783157 3.3565151691436768 False 12 5600 28.89 82.66 17049.736 0.7122288964321654 0.4538646111467686 0.2958269266799558 3.5728368759155273 38326.273 0.7737253489888728 0.32656744126827164 0.3342158558308707 3.39561128616333 False 13 5700 28.7 68.17 16328.627 0.7127019127398783 0.45949467185369847 0.30094136990605386 3.5663201808929443 39419.797 0.7752503388200295 0.32567273415938836 0.34060318168890563 3.2603323459625244 False 13 5800 28.95 69.35 16364.647 0.7159436705665474 0.4548550373720888 0.29058042110995175 3.7276744842529297 37162.473 0.7770600608412218 0.32502583234211196 0.32495893238449325 3.358173131942749 False 13 5900 28.98 50.74 17149.357 0.7142374162018617 0.44813328963176335 0.2767761425260556 3.7854161262512207 42235.1 0.7754913112088972 0.3180448425408346 0.32267039301378764 3.394444227218628 False 13 6000 28.92 49.08 15600.448 0.7053445820712443 0.46234836337069807 0.2853266510500434 3.575984001159668 36523.254 0.7700563833749902 0.32907955697693825 0.3226475869795229 3.3795018196105957 True 14 6100 29.22 63.8 17195.184 0.7196722158978673 0.45293070188034734 0.2781951816291955 3.880291223526001 39049.914 0.7807916550757602 0.3214810311443308 0.312677616098924 3.467686414718628 False 14 6200 28.92 49.62 14863.167 0.6955591402525996 0.473143145537504 0.2827695640042235 3.602780342102051 36514.18 0.7640896303436822 0.3376787534218368 0.3180684042723727 3.43868088722229 True 14 6300 29.08 96.4 14508.952 0.6980496953244424 0.4671955486041227 0.2920360175659178 3.5538370609283447 37680.133 0.7702290076261419 0.3209395791065357 0.3232569297232383 3.344456434249878 False 14 6400 28.36 50.9 16027.06 0.7082012393754634 0.45071211180911686 0.3031619501919513 3.600144863128662 37574.45 0.7758144321815126 0.3154681704502116 0.3501346328932551 3.3215513229370117 False 15 6500 28.62 87.47 19906.857 0.7449393571585569 0.39983705864096947 0.29116154340721656 3.7021331787109375 51268.465 0.8002681121529481 0.27750323562470847 0.35605161947487546 3.3584344387054443 False 15 6600 28.91 74.86 14980.336 0.7051929136862409 0.47494037484901835 0.32418956129424553 3.8131487369537354 39466.64 0.7698534559023483 0.33821278626912127 0.3649412920512909 3.3978071212768555 False 15 6700 28.88 53.85 14321.714 0.6948548271566054 0.4756530132077975 0.3198629024516408 3.5206432342529297 37875.086 0.7682713676864696 0.32860385891191013 0.35932221148843346 3.261823892593384 False 15 6800 29.16 85.4 15159.69 0.6968210726319988 0.46766776334835647 0.3220150308436655 3.5439157485961914 41723.734 0.7694439377805993 0.3231179004138494 0.36782350849985296 3.3531086444854736 False 16 6900 29.25 51.83 13954.19 0.6972620194657599 0.4767350765311974 0.3050908883617465 3.608933687210083 37620.047 0.7684906178501101 0.3299453065720565 0.3412725776148842 3.284656286239624 False 16 7000 29.19 50.67 15312.598 0.6982872440099411 0.470510982419216 0.3149958418789138 3.543560028076172 41341.6 0.7688619219387698 0.32651408690170336 0.354459241177493 3.2521543502807617 False 16 7100 29.29 288.4 15312.426 0.703360217749575 0.4694366170872916 0.3059940038625873 3.531827449798584 36784.914 0.7719728483544265 0.3248889451302023 0.33935407133170964 3.262970447540283 False 16 7200 29.16 49.22 14143.833 0.6878241376803641 0.4841127325964692 0.3125580585601458 3.5160162448883057 38134.848 0.7642454814591729 0.33242503241470484 0.34956704122497834 3.308241128921509 False 16 7300 29.25 513.5 14028.595 0.6958984982132721 0.4855282949954115 0.3173937755034218 3.539147138595581 43250.91 0.768773463890024 0.3343194869984813 0.3476598193932681 3.245364189147949 False 17 7400 29.14 51.03 14044.727 0.689192048911324 0.4923932094926157 0.3254473446128486 3.5386416912078857 38671.055 0.7650200372278967 0.3424251563163738 0.3649809655830373 3.2375802993774414 False 17 7500 29.19 48.97 14555.974 0.689836870572577 0.4850586766515133 0.32299421976189385 3.4844894409179688 36379.215 0.7675868654875707 0.32815996893318283 0.3533958581140413 3.251741409301758 True 17 7600 29.53 471.1 16100.207 0.6822609156806249 0.4905062615044725 0.32418593354143743 3.52878999710083 38679.21 0.7635894893198738 0.33142920042370155 0.360891018762797 3.285309314727783 False 17 7700 28.96 49.48 15431.701 0.6912484702334145 0.4812677207994385 0.3088473505384719 3.511986017227173 36100.74 0.7678969462140632 0.3275578114497127 0.3422149844456739 3.287217855453491 True 18 7800 29.39 543.4 14980.071 0.6921442364972312 0.47632739726621914 0.31169075814169805 3.505774974822998 36082.426 0.7673915815436442 0.32349074069510325 0.3521434027162897 3.2683706283569336 True 18 7900 29.66 55.87 13460.6455 0.6863496436324006 0.4917455814873551 0.32078211097864767 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3.5375781059265137 35834.84 0.7644414435746983 0.3318696971904282 0.35119645269835537 3.398942232131958 True 19 8500 29.41 49.54 12918.42 0.6789060742782121 0.5094905107267854 0.33138142977082996 3.4557743072509766 37732.715 0.765335577352237 0.33614469773804734 0.35653562668201927 3.245864152908325 False 19 8600 28.92 55.23 13833.477 0.6839446075160494 0.49536110864346394 0.34176439793470725 3.508131742477417 37197.867 0.7706774862523623 0.32630787734767414 0.36755876459659553 3.374504804611206 False 20 8700 28.7 49.36 13424.428 0.6845336169462328 0.49841430360713507 0.33992523025724075 3.4686853885650635 40978.008 0.7692476299917257 0.3272319349206315 0.37028860109730083 3.191112756729126 False 20 8800 28.57 80.66 13480.189 0.6728596177226495 0.5072177709167462 0.3280157928767398 3.501368999481201 38814.496 0.7628885029985152 0.33269064807755944 0.354746093548804 3.24395751953125 False 20 8900 28.98 75.65 12893.144 0.6681343103015912 0.5147276320905484 0.338175186125759 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0.3261276948490119 0.4204210096285184 3.0921199321746826 False 39 17000 28.95 65.1 8299.986 0.5755948720673727 0.6446288630155225 0.44114327216954097 3.130568027496338 42371.305 0.7614859083349794 0.31725693061423615 0.41425679870631105 3.0598788261413574 False 39 17100 28.87 49.01 7910.1484 0.5713356858154716 0.655769246980593 0.4553540263323714 3.1600654125213623 41205.008 0.7594349260900681 0.3258951301097624 0.42598754275054695 3.033195972442627 False 39 17200 28.97 55.2 7651.597 0.5747504607384218 0.653513001906895 0.448228679787113 3.132758378982544 40013.47 0.759633508431638 0.32600104338586966 0.4202276024726043 3.039219379425049 False 40 17300 28.78 48.96 7577.9624 0.5728070042140785 0.6583106377670407 0.44932157422317504 3.182790517807007 38706.816 0.7572505002599063 0.3298257871221381 0.421216078677725 3.181384325027466 False 40 17400 28.86 285.1 7442.934 0.5806653539016421 0.6552829551861534 0.458553686138067 3.134838819503784 40045.066 0.7618775252106619 0.3269658133688689 0.42566869481368724 3.0333495140075684 False 40 17500 29.29 57.98 7723.1333 0.5759285152232035 0.6518964596002005 0.4614706387854268 3.1881277561187744 41855.9 0.7629873843730963 0.3178436227527656 0.4260919778324109 3.0495004653930664 False 40 17600 28.97 152.7 7372.7627 0.5792113727617059 0.6641283905092401 0.4621764985710578 3.111729383468628 39937.188 0.7595373301717476 0.33532753797410086 0.4285212078591794 3.058271884918213 False 41 17700 29.58 84.52 8411.497 0.6073362507988803 0.6304545174935721 0.42651867337331534 3.207857608795166 37505.81 0.7695934762760201 0.3192841096165995 0.4029189919794084 3.095637559890747 False