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 17.61 41.77 4807.9062 0.9641767764462398 0.0017801765046546656 0.05116226476892808 193.12049865722656 3504.1887 0.9669471996207499 0.001387448527953154 0.02804508910027788 191.00205993652344 True 0 100 29.39 27.38 2384.0903 0.9555034123700017 0.014411237592315655 0.05996143803513883 8.339438438415527 1767.7661 0.959412960895202 0.012018238927780835 0.03425813794161995 7.9902424812316895 True 0 200 29.63 26.88 2002.5326 0.9544844248361473 0.02166246656796747 0.04685016597835236 6.617353916168213 1790.7673 0.9591872650858738 0.016704746911283534 0.020714467524920108 6.174761772155762 True 1 300 36.01 27.31 2053.2092 0.9508717361781837 0.03231417978885323 0.02419414433701226 6.599717140197754 1731.6659 0.9560426004230169 0.025095029429067602 0.0044932050602360515 6.125001907348633 True 1 400 29.35 26.75 2084.9822 0.9513568012135208 0.029325541567591113 0.050212971066354126 6.700530529022217 1742.6257 0.9553544440051986 0.024861951995094868 0.03446068080553593 6.1672868728637695 False 2 500 28.97 26.79 1919.7135 0.9527545465137808 0.025137711422022743 0.046678431177740384 6.632116794586182 1734.3779 0.9569590965977174 0.020649613161885096 0.037343409018657 6.109289169311523 False 2 600 28.9 26.5 1933.4491 0.950287904344754 0.033657278062459585 0.03671339619590008 6.629764080047607 1671.2227 0.955017622659251 0.026510530485182524 0.02804896145834718 6.165691375732422 True 3 700 29.26 26.68 1931.7535 0.948921635613858 0.03761897285839847 0.03142127711965416 6.641429901123047 1636.3708 0.9535916855876654 0.030408452239508346 0.02529029901329507 6.158360958099365 True 3 800 29.63 26.8 1703.3671 0.9474259436775607 0.04430327335197949 0.0188755137150324 6.665766716003418 1563.0985 0.9521489729721669 0.036465537198044566 0.015637986375789774 6.210809230804443 True 4 900 29.15 27.09 2155.109 0.9555155469194013 0.03182419465594615 0.012337176655240924 8.209668159484863 1988.6394 0.9597392816287219 0.024969474978068 0.010698651506237455 7.890124797821045 False 4 1000 29.1 27.2 1505.3606 0.9433391721903787 0.05653986882531891 0.01861352684969124 6.950746059417725 1490.0762 0.9492413348339751 0.046113636428732785 0.015344500912733266 6.548587799072266 True 4 1100 29.73 26.71 1569.4391 0.9429965558661625 0.05918953282775051 0.0017632559316846951 6.756619453430176 1479.4418 0.9486238848689271 0.04995815538798202 -0.00015036557820799013 6.30528450012207 True 5 1200 29.57 27.27 1937.0217 0.9511995978513217 0.043671274588229565 0.03221419259603802 6.618064880371094 1921.196 0.9560146588425991 0.03510248781645963 0.0346924308258171 6.139551162719727 False 5 1300 29.33 26.85 1391.5275 0.9407233351437531 0.0621270002087472 0.003087213591724131 6.652612209320068 1453.8369 0.9474232479079839 0.05078516015596611 -0.018740197268066586 6.161242961883545 True 6 1400 29.62 27.38 1323.2269 0.9434754797798901 0.052503945294957166 0.04163730609617552 6.570601463317871 1438.4435 0.9493905263666328 0.0444677043173417 0.0261255164625146 6.078454494476318 True 6 1500 29.42 27.26 1280.4122 0.9357525988808212 0.07052343526546234 0.057181735790006655 6.5687055587768555 1405.6042 0.9439695188176527 0.05621477909154895 0.08290703562473471 6.046486854553223 True 7 1600 29.43 27.35 1181.5566 0.9372658426172698 0.07057421865293245 0.14363351569192598 6.491349697113037 1422.5603 0.9449980318079774 0.05725183160506221 0.13790285201525465 6.002835750579834 False 7 1700 29.18 27.03 1098.4116 0.9344814460185538 0.08096580637156757 0.08490690566850417 6.711055278778076 1377.9548 0.9436195286125825 0.06316323374150105 0.07593475624849404 6.254409313201904 True 8 1800 31.1 27.08 1127.8141 0.9324244225560084 0.08218508828583278 0.08393975757554042 6.568721294403076 1457.7925 0.9429332235209023 0.06183630521946902 0.08340687588565862 6.089725494384766 False 8 1900 29.21 27.06 1171.2565 0.9371128759488498 0.06645078744482892 0.16245720115321716 6.4839301109313965 1501.5757 0.947039946873258 0.04725257999459295 0.15368420459544552 5.997279167175293 False 9 2000 29.02 27.3 1381.6901 0.9370226216498876 0.06885274614883093 0.15271675059864243 6.662876605987549 1513.0837 0.9463126017513809 0.0522455285502408 0.14833229723667574 6.2048749923706055 False 9 2100 28.51 27.35 1108.7292 0.9275619947548646 0.09392620927960728 0.16015221922148754 6.472332954406738 1440.004 0.9423875435889185 0.06293439096128069 0.16044861732014754 5.980588436126709 False 9 2200 29.15 27.03 1335.851 0.9331711481181558 0.0829341990061423 0.1713068883596817 6.669785976409912 1517.5752 0.945744256743849 0.05550168953847856 0.15941239092196735 6.2118754386901855 False 10 2300 29.05 27.31 1114.7389 0.931234151250364 0.08550966454089183 0.20272569698562715 6.699821949005127 1525.1475 0.9455241407742647 0.055138302591569786 0.18700373970312462 6.243100166320801 False 10 2400 29.11 27.01 1158.1018 0.9300108327789232 0.08662737453250142 0.07555846963335545 6.702572345733643 1479.5977 0.9440702491341019 0.05616895785960096 0.054300415998798285 6.183573246002197 False 11 2500 28.98 26.65 948.1175 0.9208288901907518 0.11813840785943071 0.16869296742845832 6.453615188598633 1423.8182 0.9400782939080239 0.07278571173939596 0.13931810853595128 5.986153602600098 False 11 2600 28.9 27.18 902.7547 0.9198746805156499 0.12444903947272459 0.18313994616880963 6.448411464691162 1384.7898 0.9399556387101108 0.07562351657489173 0.14929457337108423 5.988081455230713 True 12 2700 29.31 26.7 887.84735 0.9198466886468701 0.11567582331489132 0.18125022426348308 6.49724006652832 1360.7332 0.9401301258955786 0.06932892491962397 0.15543318041684479 6.051710605621338 True 12 2800 29.39 26.62 842.15265 0.9124226809502765 0.1362787992208184 0.18208496643244365 6.416011810302734 1430.156 0.93778434482517 0.07678260005671071 0.1460526966707435 5.971277236938477 False 13 2900 28.94 27.07 828.6354 0.9104385755222151 0.14183777831672165 0.19340783939556797 6.434009552001953 1427.6136 0.9379539799560807 0.07825085829207237 0.15779476775702742 5.987353801727295 False 13 3000 29.1 27.13 838.6884 0.9099782264328287 0.14020389734230926 0.19904244998108175 6.410012722015381 1489.2018 0.9394086536818779 0.07544279101956536 0.1661063848240303 5.963481903076172 False 13 3100 29.12 26.73 787.5004 0.9103113384123581 0.1489450752259317 0.2088573718475139 6.407301425933838 1415.9077 0.9392897016601279 0.07988085552829925 0.175952782451856 5.9660139083862305 False 14 3200 29.2 26.56 778.3473 0.9125758128756584 0.138899831867136 0.17851653599529396 6.433278560638428 1454.722 0.9418981277938909 0.07055983325456908 0.148073020387932 5.9732584953308105 False 14 3300 29.31 26.6 745.12305 0.8992046208181453 0.1691182822283464 0.21545811694839384 6.3993239402771 1418.202 0.936216252555774 0.08620377120948747 0.18660437989779455 5.944750785827637 False 15 3400 29.04 26.54 725.6536 0.9033761890504188 0.1607815811921669 0.2171035196943072 6.367881774902344 1425.8615 0.9373108246186973 0.0827058555829319 0.18001042701721937 5.943946361541748 False 15 3500 29.21 26.49 828.16156 0.9087590408192264 0.14089786957912062 0.23992242589551172 6.327545642852783 1643.7566 0.94208222867138 0.0668329748185618 0.20464359540453297 5.891113758087158 False 16 3600 28.73 26.73 799.7252 0.9078015919271764 0.15048447335415036 0.24234023067972005 6.304199695587158 1544.2898 0.9410087743526143 0.07327022003670089 0.20775613173704466 5.889371871948242 False 16 3700 29.86 26.42 690.5427 0.8953934430277709 0.1766364308408107 0.24671270433091297 6.36071252822876 1526.5391 0.9390248157779802 0.08153138994799643 0.2195254642096729 5.918712139129639 False 17 3800 29.2 26.71 731.90234 0.8916344050261471 0.18535048377707392 0.24361294312695664 6.413159370422363 1450.5999 0.9364810418263028 0.08482035824964505 0.2187993801711361 5.972568988800049 False 17 3900 29.22 26.58 941.29016 0.9222709495087639 0.1454292665850272 0.23098589297931438 6.3225579261779785 1476.8597 0.9454665444875124 0.06998875131813623 0.21388868788100165 5.875160217285156 False 18 4000 29.45 26.6 725.8721 0.8998842191116926 0.1654847675014613 0.2482863608255821 6.250315189361572 1380.3291 0.9402811527438767 0.07328811181536224 0.21987272238677902 5.830807209014893 True 18 4100 31.36 26.92 687.9236 0.8969803337891107 0.17727084274152627 0.24816536673741918 6.288849353790283 1559.5192 0.9419486982255406 0.07324587399759683 0.21966105138717126 5.873459339141846 False 18 4200 29.24 26.4 695.13556 0.8955592856477839 0.18435091493466124 0.2543502041037471 6.261348724365234 1551.3668 0.9383000411887717 0.0836778347561389 0.2205983123059018 5.843844413757324 False 19 4300 29.03 26.43 650.2011 0.8856505054754608 0.2037787490787721 0.2570809032921009 6.20164155960083 1434.5911 0.9360375133244724 0.08755886781192757 0.22991356645726332 5.7914299964904785 False 19 4400 28.77 27.19 667.5365 0.8857424896582484 0.20028803275421828 0.24824997047612782 6.3333258628845215 1434.9929 0.9372679555267399 0.08347225591080994 0.21810012304847193 5.937251567840576 False 20 4500 28.87 27.35 678.8956 0.8861066479830407 0.19343305924468468 0.23397299682226244 6.276562690734863 1493.5935 0.9373568593055043 0.08218414388153839 0.18380074194137705 5.884085178375244 False 20 4600 29.01 27.06 726.10345 0.8859913984547743 0.19551946872824638 0.2578627988736628 6.208302021026611 1588.8098 0.9383035482968253 0.08060493713437518 0.21358173859539953 5.830850601196289 False 21 4700 28.96 27.2 645.8092 0.883977328258419 0.20616661119107432 0.26717142936297716 6.176253795623779 1504.3971 0.9365004565786319 0.08739244649042047 0.23191637834029322 5.7865142822265625 False 21 4800 29.12 27.07 611.95 0.8820483349405294 0.216109856516678 0.25800179689125463 6.224712371826172 1474.38 0.936124921816294 0.08802538505671943 0.20999389241031494 5.871377468109131 False 22 4900 28.91 27.32 667.4963 0.8904527118312752 0.176581913877989 0.2571992402077934 6.460267066955566 1490.3076 0.9409488681638679 0.06787449148614057 0.21183744564782092 6.111446380615234 False 22 5000 29.02 26.94 616.15137 0.8845574894030808 0.21042957292108375 0.2723407071924137 6.13477087020874 1379.5638 0.9356548781975003 0.08903281229313313 0.2262035829532812 5.77927303314209 True 22 5100 29.41 27.03 665.1006 0.8846192869234453 0.2147974448767609 0.27680705758629276 6.65925407409668 1404.087 0.9370851284470464 0.08436841069091865 0.2389755264547742 6.333357810974121 False 23 5200 28.77 26.39 617.1569 0.8700290346407831 0.22973284481109088 0.2832180801213397 6.38987922668457 1555.459 0.9351049878644209 0.09146166721223212 0.2468533018305269 6.012242317199707 False 23 5300 29.06 26.43 612.38477 0.8762584802377638 0.22332977719495256 0.2897779542641113 6.0703630447387695 1575.9615 0.9359985321155269 0.08605870398555251 0.24338738169656082 5.765538215637207 False 24 5400 28.85 27.15 650.0245 0.8755124170119482 0.21893407865456743 0.28361336357549083 6.094615459442139 1504.0741 0.9380874406084991 0.0795167864781061 0.23315441795991804 5.761281490325928 False 24 5500 29.0 26.56 585.55896 0.8698728973000105 0.23480128252097404 0.2916680997846957 6.065962791442871 1522.6681 0.9351937121932563 0.08894600318794425 0.24386070996336776 5.739670276641846 False 25 5600 29.15 26.87 575.9985 0.8774559304532624 0.23548769432560093 0.31282190523724734 6.006840705871582 1463.177 0.9367135734858398 0.08823742356907358 0.2768921998367142 5.703822612762451 False 25 5700 29.25 26.62 569.45544 0.8702615929419143 0.2448833383886213 0.2949954228741351 6.067109107971191 1454.6873 0.9344375067299947 0.09131291037213596 0.237731528919638 5.780343055725098 False 26 5800 28.92 26.5 560.17 0.8630976154999883 0.2451722612349656 0.3163471957139665 6.227491855621338 1517.1694 0.9360721981741608 0.08542128531324733 0.26977064046745947 5.873626708984375 False 26 5900 29.14 26.65 589.3529 0.8657721599361606 0.23470922475249353 0.31533901023104455 6.009947776794434 1569.3727 0.935589774936999 0.08367968207504237 0.2604106761313163 5.73659610748291 False 27 6000 29.39 26.67 572.45685 0.8734183581721159 0.23661698107855134 0.31864238880305357 6.065016269683838 1381.0264 0.93666649590716 0.0833944625300764 0.2516123356645494 5.8130011558532715 False 27 6100 28.96 26.69 611.54193 0.8619416183845017 0.24901873110008668 0.33118998613083883 5.94467306137085 1641.4965 0.936932297329587 0.08337979596902984 0.28178197815765293 5.640739440917969 False 27 6200 29.11 26.83 592.36163 0.8696517426869079 0.2553021178131171 0.33510148487569397 6.088922023773193 1451.1533 0.9355854880351835 0.09282538430253111 0.26865602222134244 5.85685920715332 False 28 6300 29.07 27.08 572.17896 0.8643595241892927 0.2529609382488826 0.34997967470040053 5.811638355255127 1480.807 0.9370081120333924 0.08639789282153999 0.2875782083222507 5.598801612854004 False 28 6400 29.14 26.56 575.4811 0.8653508004820051 0.26072252993576395 0.3486108592528752 5.881271839141846 1392.276 0.935125516669835 0.09460911271179345 0.29083610066629184 5.609363079071045 True 29 6500 30.74 27.19 582.08075 0.8518354948197472 0.26508772125017044 0.3511306405301255 5.999566555023193 1624.3918 0.9338230550767472 0.08920652027648053 0.293327232897158 5.711613178253174 False 29 6600 29.16 26.59 542.1857 0.860847873874622 0.2663589736481022 0.3512515903344657 5.866831302642822 1456.1115 0.9360856866932966 0.08735191845351686 0.2790017317911811 5.679725170135498 False 30 6700 28.95 26.66 536.15295 0.8500034683389603 0.27397306430611107 0.36173350762891954 6.005266189575195 1477.7822 0.9339568868084159 0.08829258148216967 0.2754085807519635 5.766082286834717 False 30 6800 29.12 26.51 540.9796 0.853409316376694 0.2756071076010241 0.37109653214866084 5.72623348236084 1492.3547 0.9345551948780589 0.09097570002956358 0.28693910135698153 5.584500789642334 False 31 6900 29.01 26.88 526.82074 0.8576915612327969 0.2770510146912699 0.3895857893375672 6.855301856994629 1410.7285 0.9361259881261921 0.08821396712627137 0.27750955915877284 6.780372619628906 False 31 7000 29.17 26.75 547.922 0.8439081798255275 0.28762826739716946 0.38057643323451396 5.691973686218262 1596.8927 0.9349687225215062 0.08913123775230793 0.28411473943827226 5.594869136810303 False 31 7100 28.67 27.0 583.70544 0.8711137142435063 0.24993723013814526 0.3502940440797867 6.298643589019775 1401.8773 0.9374146224551527 0.08320200387352074 0.23490165160804558 6.127303123474121 False 32 7200 29.32 28.09 558.8163 0.8593741889914532 0.26103600593270765 0.37692102292663343 6.33717679977417 1589.5651 0.9377130577805086 0.07785643992050313 0.2600597382503664 6.267938137054443 False 32 7300 29.1 27.72 549.5712 0.8514159442097864 0.2753364537253432 0.35877672938013677 5.87847900390625 1444.3691 0.9347193339802295 0.08743033050847833 0.25560196014676534 5.842881679534912 False 33 7400 29.15 26.84 493.5048 0.8480932435356491 0.2993500601650731 0.3770691717698634 5.74929666519165 1400.2749 0.933413895261942 0.09803178692123206 0.2686784179165275 5.687088966369629 False 33 7500 28.9 27.29 530.50696 0.8443965192231986 0.2851490337155909 0.4205401724279761 5.745729923248291 1528.3854 0.9368954966689186 0.08112518088405453 0.2817326221325613 5.879308223724365 False 34 7600 28.65 26.4 516.47864 0.8443089137270103 0.3014310482664795 0.4273602660384454 5.624340534210205 1439.1221 0.9351087625993219 0.09014753399295829 0.29178373102459554 5.7151288986206055 False 34 7700 28.8 26.39 533.7526 0.8435405218185376 0.2873638776414438 0.430926189407614 6.713302135467529 1495.1068 0.9350907811009179 0.08467189656590425 0.25151678519719783 6.709488868713379 False 35 7800 28.51 26.97 501.95532 0.8463190775354572 0.30518820096565685 0.44660184774361794 5.435246467590332 1445.5723 0.9339556632747216 0.09434497907076748 0.27800376315409764 5.7716288566589355 False 35 7900 29.08 26.8 492.56723 0.8352900758021821 0.3088567631682469 0.49231560512974964 5.286852836608887 1523.0585 0.9349846829713824 0.08791981258239057 0.31653608378205333 5.546389102935791 False 36 8000 28.84 26.74 501.5014 0.8322416262526208 0.313447843458618 0.5073204361539723 5.2741007804870605 1624.8477 0.9365219735206374 0.08304877861991218 0.2973831465370863 5.714986801147461 False 36 8100 29.27 26.41 471.52228 0.826500799491192 0.3271113241398917 0.5173202427632995 4.926145553588867 1526.7539 0.9332302056812262 0.08985291920839747 0.29724054819907625 5.605214595794678 False 36 8200 28.89 26.97 496.12173 0.8386349091409964 0.2948789539507479 0.5590592998579219 5.287200450897217 1601.0334 0.9374678109350674 0.07657506813890204 0.29701310922582497 6.043795108795166 False 37 8300 28.54 26.84 462.4724 0.8356916418666528 0.31934168281606823 0.5614612126251427 4.759039402008057 1541.3798 0.9356039058937066 0.08661729194202494 0.2965448092352754 5.594264030456543 False 37 8400 29.18 27.04 447.97488 0.8307953158788094 0.3204618765483296 0.5684412682910637 4.767712593078613 1520.4292 0.9347643928888978 0.08580463095974257 0.2983166719012672 5.55531120300293 False 38 8500 28.8 26.7 448.7705 0.8352484663182572 0.3226092271484341 0.6087528482700472 4.494641304016113 1479.7687 0.9354765833429918 0.08467710894108717 0.2513866732820162 5.860836029052734 False