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 2.371 11.26 63436.48 0.9671524228740306 0.021889328491789695 0.2475266079778801 406.41949462890625 42118.48 0.9696686591940821 0.02005930792452471 0.057902497227157346 410.73980712890625 True 0 100 10.06 9.781 15538.975 0.948343882171038 0.09116855914272047 0.057880836347765224 2.824772357940674 7824.8833 0.950510993740128 0.0881955594598458 -0.06001882537384882 2.5959842205047607 True 0 200 9.962 9.769 12108.471 0.937981424322396 0.11355522606297203 -0.16139047343154317 9.535503387451172 4782.2065 0.9403291881079149 0.10621389765348237 -0.15342829981169376 8.771470069885254 True 1 300 10.73 9.776 12131.046 0.9233541310896756 0.15128948538808132 -0.05042796107051393 2.8137755393981934 4063.317 0.9269530135784304 0.13591589462534415 -0.144691860241069 2.5943803787231445 True 1 400 9.21 9.963 11399.99 0.9083931955873691 0.17764107959616257 -0.032695309893477374 2.7799415588378906 3679.976 0.9148901158254201 0.1560086592656246 -0.12931090030132186 2.6185622215270996 True 1 500 10.3 15.24 12194.082 0.8909143571163173 0.1989873579227155 0.28017851547685463 2.669149398803711 3544.7627 0.8981820586398641 0.17562572813455601 0.05699063860120451 2.581597328186035 True 2 600 18.76 28.27 12375.951 0.8865240203307493 0.20814096573891155 0.2966322206837378 2.6242311000823975 3348.4631 0.8941226305994302 0.18585286315614036 0.07010508296024888 2.5604898929595947 True 2 700 28.84 29.42 13561.83 0.8856314671223969 0.19933978548218248 0.30499274956622013 2.56282639503479 3498.0679 0.8943279620614564 0.17411333625659844 0.102891199389484 2.5540199279785156 False 2 800 30.55 29.37 10458.872 0.8640004863712021 0.23601197054053016 0.3040517353438075 2.5833301544189453 3860.7778 0.876341976084378 0.20931158394341998 0.10306471666647497 2.555807590484619 False 3 900 30.44 29.12 10529.992 0.8413467813560919 0.27841443845808106 0.30621963146220726 2.6688778400421143 2988.4995 0.8539335226967878 0.24938953875572487 0.1167498586515601 2.6272594928741455 True 3 1000 30.85 28.83 10503.675 0.8352005688436961 0.28987933511011527 0.30163455721169086 2.5237104892730713 2887.9907 0.8495710261496334 0.25872406534105485 0.11580322019770678 2.580059289932251 True 3 1100 30.9 28.92 10210.062 0.8333738255770029 0.29432622848938805 0.3057693937882972 2.531475067138672 3022.887 0.848930677729276 0.2600278413692583 0.1098267571688968 2.567349672317505 False 4 1200 30.27 33.33 10632.585 0.8187824119994436 0.31170239123292576 0.2936234087589004 2.6826329231262207 2759.7383 0.835323617123874 0.281042870473776 0.11879360807931542 2.7651469707489014 True 4 1300 36.93 45.77 12755.004 0.8308935988383228 0.29766423999679603 0.2974068930021268 2.606478214263916 2839.9858 0.8477499739097076 0.25854493805464585 0.12353426290587881 2.6954379081726074 False 5 1400 38.73 46.2 10482.842 0.8236534671889262 0.3119597856934944 0.30000697255812686 2.5818824768066406 2724.1943 0.8405309647108689 0.27678068599262773 0.12302506970927597 2.5672013759613037 True 5 1500 39.05 47.28 12543.697 0.8250121209556951 0.3032336712322607 0.3003769389984618 2.5966732501983643 2810.87 0.8426593821590908 0.2677311057756857 0.11426118771000397 2.555933952331543 False 5 1600 40.23 48.71 10975.31 0.8080557196133207 0.3358949297682389 0.3093875836517181 2.540724039077759 2638.9873 0.8281563552221214 0.2951907330966115 0.12508989340468946 2.624295711517334 True 6 1700 41.08 48.93 10066.826 0.7990194794384528 0.35224518486379 0.3005630056293864 2.552140712738037 2584.533 0.8195656866020633 0.31405607866961655 0.13490578576863368 2.5452253818511963 True 6 1800 40.81 48.79 12441.417 0.8117044755934721 0.32160912488837795 0.3197885957723667 2.4940335750579834 2700.5986 0.8313755234559883 0.28173508332934777 0.1310958608442995 2.6010117530822754 False 6 1900 41.16 49.14 11709.605 0.8008640449573202 0.3463744413133329 0.3219489550437819 2.5034279823303223 2619.6255 0.8222877097893894 0.3039018430255245 0.13170593048670254 2.552400827407837 False 7 2000 41.57 49.66 11792.438 0.8080668397830465 0.33259094333687655 0.3250524573368279 2.5981271266937256 2678.9597 0.8279401445807743 0.2900064644298984 0.1331869665480621 2.7775144577026367 False 7 2100 41.82 49.57 10449.803 0.7862029072708384 0.37185812766696985 0.32834438830658613 2.507072925567627 2465.008 0.8084099724482758 0.32928682083715854 0.13231004312333638 2.6136860847473145 True 7 2200 42.27 50.28 9609.55 0.785918719824428 0.3736203407958079 0.3285226452796606 2.4972400665283203 2492.1824 0.8107213760306645 0.3262768903764342 0.13590283480500223 2.541743755340576 False 8 2300 42.26 50.76 9573.562 0.7936165416590909 0.35449899574394095 0.33139528809570035 2.5195343494415283 2579.8413 0.8188801859983545 0.30475859906506153 0.1274472022805784 2.681471347808838 False 8 2400 41.94 49.89 8746.499 0.7804485266258187 0.3750313479502156 0.32576580066931726 2.489193916320801 2582.5264 0.8092479423182882 0.31752467858569383 0.13283355311766035 2.58994722366333 False 8 2500 41.94 49.18 9443.504 0.7823582122005514 0.3798247966136148 0.33691561525512953 2.521190643310547 2479.691 0.808710573679195 0.3296856829676426 0.13636041022975373 2.720341682434082 False 9 2600 41.53 49.6 10787.144 0.7874039540809677 0.37234875340667295 0.33857540955972176 2.4543280601501465 2427.436 0.8130887721255042 0.32332774880108855 0.134042484893478 2.5883114337921143 True 9 2700 40.43 45.97 9618.897 0.7710302332283304 0.39421426166022117 0.34511327954471804 2.5187740325927734 2363.105 0.7992112495107873 0.339760436352272 0.12977705450957322 2.7281851768493652 True 10 2800 37.78 44.72 9702.611 0.7774455467073531 0.3860675987132792 0.3435385450850621 2.580090284347534 2385.301 0.8060183011969798 0.33136000532274174 0.13778028364548087 2.6303532123565674 False 10 2900 37.75 47.91 9103.509 0.7654259470359009 0.4046925359500208 0.3431711309834357 2.451303243637085 2407.2842 0.7976028981791131 0.345191176938522 0.13608760397147684 2.6016740798950195 False 10 3000 41.71 49.39 11528.701 0.7854724789034102 0.37053012797337326 0.34047871109856515 2.4671471118927 2498.859 0.813669030742146 0.31626812736850685 0.13149852185535577 2.5573554039001465 False 11 3100 41.88 50.35 9218.34 0.7676459827898544 0.4047861932434242 0.3510888263112572 2.476851463317871 2368.7666 0.7992694022139456 0.34464970672483275 0.1376402533957303 2.571485757827759 True 11 3200 42.44 50.29 8627.069 0.7706254144095006 0.406318967407585 0.35072917734226094 2.4395999908447266 2383.5505 0.8028688613877861 0.34209612712343646 0.13822556180204043 2.6431031227111816 False 11 3300 42.36 50.26 8583.737 0.7723623902556983 0.3925535647966424 0.3510013698921891 2.4425606727600098 2391.8584 0.8027845010796545 0.3298638231490242 0.13829291616228645 2.617356777191162 False 12 3400 42.24 50.15 8842.101 0.777444498539836 0.391937208136894 0.35040124475631074 2.62758207321167 2367.7783 0.8086521729037114 0.3296852809336099 0.13604532010830733 2.6204440593719482 False 12 3500 42.58 50.35 9362.676 0.7797463941896121 0.38257858594592586 0.34819253242754356 2.509389638900757 2429.1787 0.8091978984468506 0.32411368791815903 0.13959614438110685 2.617363214492798 False 12 3600 42.66 50.85 10048.6455 0.7636172245312969 0.4032947569546106 0.35276530522505956 2.46462082862854 2373.7207 0.7967427157394449 0.34075459621486653 0.14189640946698703 2.6793408393859863 False 13 3700 42.67 50.37 11208.665 0.773553637544783 0.3934972600086726 0.3535300173126382 2.4591939449310303 2419.4045 0.8054091432039152 0.3316091155600913 0.14082205475398665 2.681734561920166 False 13 3800 42.67 50.2 8502.166 0.7604218239891811 0.4110039223873691 0.3596083310306205 2.545997142791748 2377.105 0.7954442588626409 0.34660295030556243 0.14245543209789846 2.786327362060547 False 13 3900 42.54 50.0 8422.954 0.7691986760575554 0.40597401739193767 0.35892611015177733 2.421386241912842 2380.9124 0.802510411554788 0.3397168651376899 0.1349264860835314 2.6274094581604004 False 14 4000 41.48 49.28 9174.773 0.7635038182499733 0.4064386792998002 0.36175973095319064 2.4385435581207275 2303.9563 0.797525469197146 0.3401450005673564 0.137669679372562 2.629887104034424 True 14 4100 41.74 50.99 10218.404 0.766479401090226 0.40912268726095474 0.3640497761911543 2.4394359588623047 2337.274 0.8012603752689356 0.3375973069733146 0.14654995230810158 2.626250982284546 False 15 4200 42.9 50.57 9136.474 0.7548606181966564 0.4243126645007567 0.3663590864904703 2.404789686203003 2254.0715 0.7948145198362931 0.3474985643212006 0.1436146834810749 2.5802805423736572 True 15 4300 42.22 50.38 8898.605 0.7511966969833397 0.42721791992960306 0.3639576608845732 2.403198480606079 2214.6697 0.7899263834464326 0.3559989967392994 0.14548586613357217 2.5921390056610107 True 15 4400 41.89 49.85 9807.517 0.7553187178794394 0.4234178571264127 0.356709198206541 2.4562129974365234 2368.3513 0.7949803932354933 0.3502665073550139 0.12634157428898765 2.5997183322906494 False 16 4500 42.01 50.17 10678.5 0.7861837737195914 0.3632339825343147 0.3294560633293395 2.5398190021514893 2631.8997 0.8214942322060088 0.29375561400934974 0.11484686987803953 2.5393824577331543 False 16 4600 41.86 50.35 8737.57 0.7459590089568945 0.44123905302086175 0.3670142092329581 2.397810697555542 2184.3943 0.7857837855570338 0.3694387229640942 0.13845176664053924 2.6282033920288086 True 16 4700 41.92 50.37 8531.931 0.7491080278405318 0.4297968623781477 0.3634165903567123 2.48817777633667 2219.8032 0.7880870933649325 0.3562131291492419 0.13237675260260787 2.7432541847229004 False 17 4800 42.19 51.4 9135.824 0.7533516062726628 0.42317454021402223 0.37217372437224505 2.389920473098755 2243.0203 0.7947739167649884 0.34771926994052116 0.1414401113414464 2.5779778957366943 False 17 4900 43.68 51.67 11600.253 0.7797605923150664 0.39906469967176633 0.3695052181654313 2.4214792251586914 2329.269 0.8142253854714041 0.32998933319002377 0.14429191399823202 2.689055919647217 False 17 5000 43.56 50.68 8354.706 0.7535779935631354 0.4381329492763779 0.3774393051497268 2.3913681507110596 2163.1558 0.7923870406841809 0.3679405097590376 0.1424419794006822 2.5857036113739014 True 18 5100 42.52 50.22 9498.275 0.7526396311940313 0.4390338727503365 0.3800890732374258 2.3808443546295166 2139.191 0.7916412282643842 0.364800134682735 0.148986448216256 2.603294849395752 True 18 5200 42.8 49.42 8502.309 0.7453344625255911 0.44565458549334924 0.37954556634433784 2.721043825149536 2084.8677 0.7858237963735271 0.3727577123313866 0.14653093916171003 2.777198314666748 True 18 5300 42.64 50.13 9274.403 0.7411478602676658 0.44980182806028884 0.3817431756655489 2.411454200744629 2066.9563 0.782863335774213 0.3730361565066764 0.1525222527331377 2.548150062561035 True 19 5400 42.81 51.07 8644.776 0.7451928310061804 0.4490247352643055 0.38573195935542437 2.383619785308838 2136.2925 0.7898005822473334 0.36548286869288915 0.15872452768499776 2.5451700687408447 False 19 5500 42.88 50.62 8461.944 0.734135070990229 0.45721142440924684 0.37821142601345664 2.382288694381714 2129.7732 0.7788899281549043 0.3765318799892702 0.15857442013192305 2.556065082550049 False 20 5600 43.13 50.57 9097.412 0.7295102733567743 0.4609095627674884 0.3895061203581318 2.3868367671966553 2083.0586 0.777367472081996 0.37381767897781515 0.17187747914261695 2.504270076751709 False 20 5700 43.59 51.23 8487.864 0.7332080910239271 0.4616060271491572 0.3867520636512261 2.3712048530578613 2091.4656 0.7799466019584388 0.3770258755959064 0.16489801771701212 2.5225796699523926 False 20 5800 43.03 51.68 9127.274 0.7376677921046524 0.4516479270502824 0.38207352822876395 2.376528739929199 2059.9685 0.7822078875515974 0.3701312745686582 0.1585429001643866 2.5821168422698975 True 21 5900 43.91 52.57 10359.755 0.7615224553563994 0.41869741454852044 0.3905651885841142 2.3521158695220947 2191.561 0.8023365965385149 0.3344898357824655 0.1595026587434035 2.5524282455444336 False 21 6000 44.98 53.46 15668.142 0.7600259979056174 0.4143824599211253 0.3778253776686917 2.405055522918701 2359.409 0.8029279638415036 0.32860373728449754 0.14441630837862518 2.539397954940796 False 21 6100 46.48 52.18 9071.421 0.7311667673667079 0.46550578336134674 0.39816389322005313 2.3555245399475098 2042.53 0.7803992061776959 0.37628505401788825 0.17569553757658588 2.5020501613616943 True 22 6200 43.43 51.8 8942.898 0.7413336532081934 0.46301053276184906 0.3971564002410262 2.4090914726257324 2049.0925 0.7880183250878524 0.37608909702966437 0.16816465182637091 2.584061622619629 False 22 6300 44.33 51.23 8549.482 0.7270316422971551 0.46324102635107334 0.40251597215879925 2.425062656402588 2100.3188 0.7762345809513371 0.3737650830744616 0.18800018690803844 2.5088651180267334 False 22 6400 43.42 51.41 8364.872 0.7441565393564242 0.44245075878503065 0.39683571260966605 2.3672378063201904 2102.7222 0.7908522038797555 0.3557227529470098 0.1562123529964108 2.549933910369873 False 23 6500 44.26 51.92 8250.943 0.7200915029760238 0.4816626606648995 0.40673135480113687 2.3725690841674805 2028.7659 0.7722146051273087 0.38902400810878046 0.18395314280162245 2.5320467948913574 True 23 6600 44.38 52.72 9467.291 0.7388453125042188 0.4569614643083251 0.4033225045599997 2.4212076663970947 2041.281 0.7885409035049027 0.36437561093874177 0.1718115763497783 2.6911427974700928 False 24 6700 44.52 52.04 9030.538 0.7282350636856315 0.47604792391466494 0.40763994740765136 2.3982901573181152 2027.0272 0.7789800154565921 0.38435586212621026 0.1815421182358911 2.5417706966400146 True 24 6800 43.42 50.7 9533.795 0.7309116298026297 0.480198481180517 0.40959205962717965 2.329484224319458 2002.5862 0.7818967484546078 0.38741175660645694 0.17937946505194965 2.511754035949707 True 24 6900 42.94 50.9 8156.953 0.7154049504880144 0.4836879463198683 0.4111639222084554 2.315540075302124 2067.3306 0.769636646017986 0.38871305683272034 0.19329114450886453 2.4958295822143555 False 25 7000 43.09 51.31 8787.118 0.7256253330017708 0.4765449278235656 0.4123574377861275 2.3081610202789307 2021.095 0.78002739486441 0.37788704519381483 0.18260789391484564 2.506727933883667 False 25 7100 43.92 51.31 8064.543 0.7136513166965918 0.48985722030669837 0.4122141806388104 2.2993011474609375 2001.6141 0.7709152791244234 0.3920210861114454 0.1816196198546572 2.51400089263916 True 25 7200 43.21 50.16 10161.421 0.7454166742500722 0.4343244498083552 0.4010889813887826 2.38195538520813 2332.2502 0.7951379679307397 0.3417821368249223 0.1691257084136397 2.577354669570923 False 26 7300 42.43 50.87 8408.458 0.7148690407242652 0.48630287297891484 0.42084532374671685 2.3343966007232666 1966.8665 0.7699203418213912 0.39078092015949956 0.21000679790476265 2.503734588623047 True 26 7400 43.09 51.32 8359.241 0.7136093793919417 0.4916488996307832 0.4252630149577206 2.356846809387207 2004.7415 0.7714646520171763 0.38914773963564503 0.2032803713400928 2.4984822273254395 False 26 7500 43.95 51.81 8474.323 0.7292423941704652 0.4818720621609743 0.42106503856433414 2.2778608798980713 2023.2299 0.7839217829758036 0.38153873570114655 0.19806919250494895 2.495448589324951 False 27 7600 43.08 50.35 10332.583 0.7496121564649183 0.44462477614468265 0.42828212785739295 2.34149169921875 2197.5107 0.7988539136836085 0.3467063250234628 0.22242719031568328 2.4810638427734375 False 27 7700 42.85 50.77 7368.9795 0.7170354678731432 0.49147821464219704 0.42007625931592446 2.289371967315674 2053.451 0.774276930716769 0.3912724811372303 0.1871414054420285 2.5165719985961914 False 27 7800 41.89 50.1 8171.4136 0.7077835835639882 0.49692568854030283 0.437920578718395 2.266132354736328 2006.1139 0.7690798408226149 0.38748760464024823 0.22929801475595962 2.4367878437042236 False 28 7900 42.28 51.09 8932.389 0.7104116582363097 0.5001644409276639 0.4300512119488089 2.257202386856079 1997.1584 0.7698613532392822 0.3926331347457769 0.2030724262788769 2.4791109561920166 False 28 8000 43.18 50.0 7635.1357 0.7197861356240753 0.5022411811093653 0.4309433452558172 2.2537176609039307 2022.3827 0.7778033889123126 0.3935285440978528 0.19464066069096794 2.4946088790893555 False 29 8100 41.46 48.65 8250.499 0.7010504179161071 0.506012104998537 0.44146177554281246 2.254969596862793 1897.5358 0.7636948327383578 0.395963594774987 0.21208728402884686 2.459946870803833 True 29 8200 40.84 48.23 8105.124 0.7092953396458439 0.498923964942444 0.44062993375161597 2.298410654067993 1957.4852 0.7708513978525376 0.38957356583576136 0.21298959440529272 2.4857211112976074 False 29 8300 40.61 48.73 7877.297 0.701669051892967 0.5081439777187081 0.45268513924497394 2.3893353939056396 1924.7239 0.7651210243013163 0.3990064649907176 0.24671249796052108 2.473637819290161 False 30 8400 41.63 48.88 8776.767 0.7032342015962991 0.5031192107569824 0.45672930958746977 2.254452705383301 1942.9668 0.7678269527866108 0.38822168325161005 0.23288909149530554 2.4292376041412354 False 30 8500 41.32 48.09 7727.2446 0.7178760233256755 0.5030974132584304 0.45325325846357783 2.2845981121063232 1951.8873 0.7760600614827988 0.3975558955509076 0.22799987755763307 2.4505887031555176 False 30 8600 41.01 48.64 9702.27 0.7287730696207041 0.4618508585406097 0.3644757056495282 2.513118267059326 2110.4326 0.784662209062166 0.3625911082444207 0.11076464305495111 2.538762331008911 False 31 8700 41.19 48.62 8594.471 0.7115096189469878 0.5029547987418628 0.43560601963678874 2.2794060707092285 1999.6902 0.7727031473859011 0.3921259708556007 0.19303680000801057 2.5046167373657227 False 31 8800 41.64 48.49 9391.206 0.718386834246238 0.48641001252121274 0.45328163111631364 2.250584363937378 2118.6384 0.7813159960622652 0.37204932602651397 0.21867509318182762 2.450429916381836 False 31 8900 42.64 48.64 8110.336 0.6954108904214721 0.5164698209297179 0.45217639972706114 2.244415521621704 1941.8218 0.7625598453654809 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0.2122416621573079 2.520796775817871 False 34 9500 40.38 47.86 10521.328 0.7054865150265511 0.5035028583692095 0.4787068507735035 2.1863486766815186 1997.815 0.7717798291763198 0.3890120811862436 0.2453812871585701 2.4304327964782715 False 34 9600 40.7 48.96 8046.4756 0.7023655896211233 0.5259596754261955 0.4754182387735436 2.369246482849121 1877.604 0.7700153913166434 0.4087600827509273 0.23727483438374172 2.59393310546875 True 34 9700 41.27 49.29 8495.62 0.6965048015043989 0.5246157243653226 0.4813191417517926 2.165743350982666 1909.6641 0.7681008052451407 0.40020111835758465 0.22812059495669068 2.44313907623291 False 35 9800 41.96 49.69 8762.485 0.6981109127114853 0.5232978530667863 0.484777411589726 2.1346726417541504 1953.7759 0.7675853536328299 0.3994249464062967 0.23956396023295162 2.4204494953155518 False 35 9900 42.24 49.28 10647.117 0.7038392306318333 0.5239746498614505 0.48351217966055815 2.1235547065734863 1932.0901 0.7727967866984267 0.4000985758062377 0.2284106250237934 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