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 2.358 33.44 1460686.0 0.9373554981973896 0.006730939180284857 -0.1123274784981444 7.117992401123047 1087442.5 0.9462368288289257 -0.001275341687672103 -0.15718437859332135 7.560276508331299 True 0 100 9.83 14.81 73353.57 0.8945837446323506 0.13300141719519165 -0.11096274277165545 54.04304885864258 67506.69 0.8992397423469759 0.12913425616081847 -0.12985327664046759 50.83264923095703 True 0 200 9.677 19.39 75677.39 0.8937866862598848 0.12402692642783553 -0.21619073729718755 33.67389678955078 76825.49 0.8936922737341207 0.125481337717833 -0.2614380995397829 31.149799346923828 False 0 300 8.459 17.35 69256.36 0.8717754262468025 0.16252919784261963 -0.22482881973376992 20.472232818603516 64103.15 0.8851265752752809 0.1410889987944127 -0.2717644809244255 18.577457427978516 True 0 400 10.15 15.38 54118.793 0.8558587062451547 0.2064358593563128 -0.23087950569694882 12.71204948425293 55776.67 0.8621470722629914 0.19393086402212878 -0.2770096885627507 11.377894401550293 True 1 500 10.8 16.03 49653.133 0.8415860701625647 0.2397120632397463 -0.23115225170081033 7.722292423248291 61595.965 0.8533364676373667 0.2173912166472698 -0.27823015651659494 6.912209987640381 False 1 600 10.65 22.79 58230.35 0.8678335412079309 0.1644926476613463 -0.2287769517492581 8.272168159484863 75193.93 0.8723939654440293 0.153945556398565 -0.2770898109197435 7.334603786468506 False 1 700 11.32 29.51 46228.156 0.8360745489828039 0.23533383196587718 -0.23225876077896196 5.550244331359863 59679.234 0.8515729903799526 0.20797612603135265 -0.2797856611109886 5.290708541870117 False 1 800 13.64 32.47 43112.21 0.8334726588520734 0.2592149646219733 -0.22750950468937609 6.052774906158447 59748.746 0.8453732155038345 0.23496696814904006 -0.2743237119474945 5.438413143157959 False 2 900 14.17 32.05 43479.004 0.8361791158370676 0.24868563736520768 -0.19316550920960432 5.930693626403809 60020.113 0.8557266296317063 0.2095657046948 -0.24470849325542496 5.208221912384033 False 2 1000 16.34 32.39 39161.043 0.8253792650353886 0.2721451698745806 -0.20801886401498781 5.746517181396484 57785.89 0.8417092786218024 0.23966607769877915 -0.25540752158760466 5.071878910064697 False 2 1100 16.17 33.27 38475.47 0.8207812341899267 0.2815873363377829 -0.14993782531855837 4.199558734893799 55188.25 0.84051351212581 0.24058768862121502 -0.19980609753506393 3.851529121398926 True 2 1200 14.65 28.19 46777.23 0.8401208471115915 0.2187763874096126 -0.18722518854300862 5.567341327667236 62586.125 0.8626230545443626 0.1783727591181018 -0.24208714429260225 4.972395896911621 False 2 1300 15.89 32.7 33835.14 0.8103195718353907 0.2987856301829895 -0.08794501183062306 4.09453010559082 52817.58 0.832218265517189 0.250625554897005 -0.12826668157500093 3.7822704315185547 True 3 1400 16.93 33.13 33721.332 0.8067196491411709 0.3034467793044229 -0.09908481111203803 4.245726585388184 51434.797 0.830142233446881 0.2534043439372906 -0.15179608603429207 3.857801675796509 True 3 1500 13.81 30.57 34320.43 0.808639072777883 0.29489594451501866 -0.148766466969461 4.464593410491943 56907.043 0.8317948463200532 0.24601178290888845 -0.19270481480511642 4.017792701721191 False 3 1600 14.68 31.9 33061.594 0.79967486269367 0.30594920773719875 -0.10866126047789583 4.236241340637207 53978.117 0.8257319613523517 0.25195426800899856 -0.14791008469912492 4.09751558303833 False 3 1700 17.84 32.25 32120.416 0.7995515718993356 0.30742996262607153 -0.11368440650506258 4.136327266693115 54126.55 0.8246606280768148 0.25548817754463377 -0.15875061371026655 3.8238139152526855 False 4 1800 15.55 44.25 33318.688 0.8026631561861489 0.31230231030384875 0.07256085685035257 4.1769890785217285 48020.977 0.8315463618786165 0.25094217077848824 0.01966700205401359 3.7237765789031982 True 4 1900 12.18 30.55 30892.633 0.7946179429821253 0.31945767635829736 -0.14619662414082313 4.136491298675537 51646.22 0.8229581093364055 0.25629158562360915 -0.19470794390890378 3.882521152496338 False 4 2000 17.14 33.99 29203.277 0.7869271722778473 0.34311632643560813 0.07649005896399858 3.9081802368164062 49326.574 0.8183665669813095 0.27429436635875803 0.038086489972622234 3.5721447467803955 False 4 2100 15.73 32.83 29634.72 0.7876547235606016 0.33675535997257994 0.16683596780472104 3.93229341506958 49031.227 0.8187862884390689 0.2729257827949788 0.15435178511292075 3.4954984188079834 False 5 2200 18.32 34.27 28599.387 0.7915188851619277 0.33190406536847583 0.08433384489467033 4.820898056030273 49384.93 0.8199808749390141 0.27139964895213264 0.06653778441337414 4.160952568054199 False 5 2300 16.54 31.3 27044.492 0.7792508459803938 0.34920586792897973 -0.013605923656723976 3.9531121253967285 49352.035 0.813113113132751 0.2790888239246564 -0.0191086597527673 3.6023294925689697 False 5 2400 15.33 27.67 27845.28 0.7748803108530646 0.3600192662725951 0.028851784390904585 3.904632329940796 43550.117 0.8091374978544169 0.2874685705506509 0.013510108366434171 3.6117992401123047 True 5 2500 16.13 34.88 27508.418 0.7710493259447678 0.3586072462010277 -0.06707642426068917 4.031846046447754 46698.94 0.8065370897801788 0.28708467901906626 -0.09003192409754336 3.6636993885040283 False 5 2600 15.72 30.05 27013.76 0.7755631209596023 0.3588115744470582 0.13250280644351148 3.8249547481536865 45237.92 0.8117188853679582 0.28326467979843883 0.1549197851946105 3.4385907649993896 False 6 2700 13.96 31.49 25436.238 0.7749233067535897 0.3590354073115189 0.00871810934546109 4.206146717071533 47585.34 0.8103365920102307 0.2803303977715749 0.0037782641654461263 3.6892080307006836 False 6 2800 17.77 31.42 25287.219 0.7666468212892532 0.37066716170028086 0.06240834462542556 3.8863744735717773 44733.723 0.8047124172285955 0.2915469102455009 0.04257497381049547 3.5392074584960938 False 6 2900 16.28 28.98 25037.19 0.7707320748553745 0.37564328836494654 0.044822276957978135 4.2095232009887695 43419.496 0.8057918735312608 0.2999984266243669 0.04890476914223398 3.6748690605163574 True 6 3000 17.63 33.83 23250.979 0.7595633832433891 0.3864643976618034 0.16100805589985653 3.7698168754577637 43101.227 0.8007426714436723 0.30238952999910407 0.16712982796858686 3.446913480758667 True 7 3100 18.15 31.76 30332.162 0.7974326342258663 0.33724206717360256 0.21648017069111675 5.588801383972168 45639.242 0.8285736504249847 0.26307357536342046 0.2070011529315842 4.828847885131836 False 7 3200 14.09 45.44 24509.438 0.7654822906558681 0.3720230802121135 0.056029384940059095 3.896937608718872 43580.605 0.8053841999312904 0.2881170888829022 0.04341075597921488 3.6097848415374756 False 7 3300 10.92 29.44 25016.807 0.769003064112187 0.36534437165612177 0.027605390627326084 3.9026081562042236 45977.105 0.8108770590164767 0.27588196670219006 0.027929083693788208 3.5787298679351807 False 7 3400 17.34 30.82 25344.793 0.7596689402139034 0.3751370113464467 0.09429778434790842 3.845999240875244 42969.883 0.8056815629610204 0.2800045571056018 0.06957329231286372 3.5824856758117676 True 8 3500 14.09 120.6 23808.617 0.7541060079782554 0.39161798814605236 0.18600528214480702 3.7351086139678955 43030.312 0.799897315490211 0.29824110654890623 0.19173992671147796 3.4350836277008057 False 8 3600 10.06 19.45 36490.434 0.8123334622686113 0.30371571637469325 0.24803514108462807 5.573617935180664 53283.293 0.8495916664773943 0.21819387153494077 0.25063161752973073 4.832578659057617 False 8 3700 13.31 32.7 23960.096 0.7580746619333155 0.3745802528180253 0.03221537463361208 3.955894708633423 47911.51 0.8030461584695994 0.28029730743062475 0.025131321351512012 3.7454800605773926 False 8 3800 19.24 36.88 23198.61 0.7575420161323497 0.3948050774730651 0.22244967207071412 3.7163779735565186 46180.17 0.8022628988390302 0.299435503875412 0.27103175278877 3.314042329788208 False 8 3900 17.8 32.39 22685.223 0.7537331834654655 0.4019733437546029 0.20585493105847466 3.713186740875244 41376.23 0.8013104087745557 0.3027316381468003 0.25487541418519577 3.3216404914855957 True 9 4000 18.88 31.41 23126.625 0.7512725374859285 0.40723809470954686 0.17125367609380748 3.892592430114746 42566.89 0.7973390809521247 0.31073592421553814 0.21493753050663822 3.4054274559020996 False 9 4100 17.03 31.43 23099.23 0.7537852621760631 0.3937292161598216 0.18098632397318307 3.764003276824951 43578.348 0.8024192274446693 0.2935848034493795 0.22206318604660175 3.375109910964966 False 9 4200 15.26 32.58 22987.256 0.7407284548158749 0.4054187531793265 0.13261038660246438 3.9420344829559326 42128.445 0.7910545569804991 0.3062248160019642 0.175660270599364 3.752650737762451 False 9 4300 15.65 32.16 23315.486 0.7472730558662594 0.40526809930734564 0.18150134366730752 3.8088650703430176 46073.51 0.7967231498979942 0.3026051810919216 0.2150765019389182 3.568912982940674 False 10 4400 14.8 37.38 22486.17 0.7501623526141381 0.4054595875653001 0.2140232395671876 3.914123773574829 42996.39 0.7997501326636683 0.3027639149506831 0.23510892106970313 3.4286718368530273 False 10 4500 17.31 31.89 21287.812 0.7417800519449725 0.425190124504501 0.23656206254061363 3.733994960784912 42294.918 0.7957966064720106 0.3119977027660861 0.2594937224301864 3.310093402862549 False 10 4600 17.57 33.78 21647.39 0.7493136746733913 0.41583770823817723 0.24446278873157676 4.090983867645264 42998.125 0.8002963449796863 0.3061769607618355 0.28290969957532325 3.4984138011932373 False 10 4700 15.66 29.31 21896.219 0.7358707229341385 0.4221603383918585 0.21657798523643523 3.7039906978607178 40647.113 0.7909144627810156 0.31066644937364246 0.26224006626628393 3.3939132690429688 True 11 4800 15.69 31.55 22778.58 0.747875038122109 0.4099107826091944 0.2432867955909343 3.667327880859375 44786.164 0.8008516584317408 0.2957214237767304 0.302617788002103 3.3304436206817627 False 11 4900 18.27 31.1 23929.693 0.7388511434505887 0.39074116350614735 0.15872158293369598 4.250136375427246 46111.504 0.7937857295535534 0.28048724696648475 0.21222086397143036 4.161348819732666 False 11 5000 16.3 30.44 21363.416 0.7401301773117102 0.41565903161220635 0.23991653170189176 3.8261616230010986 40495.45 0.7938630823916085 0.3053235299543797 0.27305885611474107 3.648285150527954 True 11 5100 17.26 32.4 20432.97 0.7301975391414038 0.4294157919978608 0.24877293837417566 3.716365337371826 43360.28 0.7900261693722308 0.3100661972645677 0.2768973165900091 3.4811811447143555 False 11 5200 16.95 32.45 20139.246 0.7350785000622001 0.4247533319264638 0.25624555839008145 3.6826155185699463 44405.363 0.7951585012291459 0.30282455780349016 0.29460572598855495 3.4138872623443604 False 12 5300 14.92 33.04 19697.098 0.7336751650194434 0.440759355556049 0.2502451877765248 3.6565768718719482 42373.37 0.79220622872074 0.31646044188586053 0.2554834261645841 3.3426926136016846 False 12 5400 16.2 34.53 20798.287 0.727765797968633 0.4325345491934108 0.22459690785251218 3.7107698917388916 44375.945 0.7900756969054363 0.30702216230787044 0.2597975925037743 3.3887085914611816 False 12 5500 15.31 42.38 19464.18 0.7289828191679472 0.43529640837187167 0.2462692255813625 3.7259833812713623 44480.383 0.791807031219709 0.30814841770621576 0.28181747548936875 3.481281042098999 False 12 5600 14.93 30.59 18641.332 0.7254516104513464 0.4431551189474189 0.23706773946149345 3.6796627044677734 45504.305 0.7901991930149015 0.3146922308123073 0.28144485124582563 3.3719937801361084 False 13 5700 18.58 32.99 20550.191 0.7476272665615776 0.4104868570985533 0.2865215454488827 3.842674970626831 44177.906 0.8054067186359407 0.285891437953307 0.3281216601786698 3.327627658843994 False 13 5800 17.51 32.54 19072.967 0.7299145214843606 0.43413502846337043 0.2725237053329472 3.671818971633911 41981.703 0.7947268791292096 0.3008749430461802 0.300867729678215 3.3103535175323486 False 13 5900 16.31 35.78 18875.646 0.7299528398410494 0.4497075749202091 0.28909772940181333 3.5631277561187744 41310.08 0.7936307214287599 0.31823554195595866 0.31470195710129695 3.2389965057373047 False 13 6000 19.14 31.14 18568.373 0.7262529843616491 0.45146940515779455 0.28575523840554895 3.567511796951294 43313.63 0.7913027406620451 0.31687456893959726 0.3262499574485358 3.1791136264801025 False 14 6100 16.32 34.36 19102.016 0.7204414565084173 0.44867993396070105 0.2736236531012906 3.598416566848755 43676.67 0.7882855781241619 0.31018636524831794 0.3161814195655413 3.2523741722106934 False 14 6200 16.24 36.37 18138.809 0.7287057241179948 0.44996572392129575 0.2999964472772089 3.7294232845306396 42949.37 0.7912001931272137 0.3197028785794383 0.33624984410302566 3.2531139850616455 False 14 6300 18.62 34.63 17642.402 0.7193853686043967 0.455371497746047 0.2999347775893124 3.5724995136260986 44954.695 0.7890916906492419 0.31253422207502823 0.3441559957818484 3.218790054321289 False 14 6400 14.69 29.35 18096.336 0.7288799683682621 0.447560606580353 0.3019245194206277 3.9007787704467773 43611.29 0.794801522494948 0.31142690637420223 0.33247849866336937 3.350151538848877 False 14 6500 18.09 33.47 16909.137 0.715426891749914 0.46115092144110853 0.2792238401670184 3.752378225326538 41408.36 0.7833506675927314 0.3261727220718689 0.32233619153342324 3.2709712982177734 False 15 6600 17.07 31.1 17341.21 0.7161817893339764 0.4527571025673554 0.2974499343035156 3.592804193496704 44212.93 0.7875240760967332 0.30888981661322057 0.3391838021214089 3.2754087448120117 False 15 6700 17.53 33.59 17710.055 0.7159699157249595 0.45227752030091456 0.26026743254987733 3.6271910667419434 43576.64 0.7877653021517896 0.30983363452568846 0.3083858595401515 3.249830722808838 False 15 6800 16.76 32.4 17067.87 0.719781530560395 0.4560278467258067 0.3056189774804277 3.8218469619750977 44855.91 0.7905137687587951 0.31106839780332796 0.3506698404777052 3.3006539344787598 False 15 6900 18.09 31.46 16780.068 0.7152051193645814 0.47235596066313595 0.3224088450804968 3.5243124961853027 44255.29 0.787055421504213 0.32512978574566676 0.362498927815743 3.1468241214752197 False 16 7000 18.46 33.56 17841.857 0.7049229311838018 0.46685765067171997 0.28348276955575236 3.656174898147583 42856.758 0.7828926776150686 0.31475301455205956 0.33385654380175933 3.387925624847412 False 16 7100 14.79 33.93 17931.684 0.7272173386092284 0.4728140312492231 0.33530929130974374 3.8041458129882812 44029.94 0.7943208419266512 0.3282330919230868 0.36819446393887084 3.277289628982544 False 16 7200 17.74 32.44 16711.893 0.7151909513124681 0.47782556151628763 0.3095780823208388 3.563347101211548 42613.793 0.7879480174725793 0.3265983309445895 0.3466028744292965 3.1426749229431152 False 16 7300 16.74 31.22 17131.975 0.705554909911143 0.47389471447441195 0.30158414677868944 3.5970680713653564 41226.734 0.7839287665971107 0.3178374507310467 0.3444594192161064 3.329007148742676 False 17 7400 16.56 32.62 16350.399 0.7081762758131326 0.47135674009292866 0.31834023617531143 3.5096940994262695 40602.848 0.7840682388400692 0.3188044815609635 0.3517890388333121 3.1582493782043457 False 17 7500 18.72 31.92 16157.192 0.7102774753053843 0.477731555658864 0.31115691207831053 3.729660749435425 42439.598 0.7880122460542162 0.3196340137828583 0.3501850301996116 3.221787691116333 False 17 7600 16.74 33.45 16201.495 0.6970248728115886 0.4854219563342825 0.31507491855802233 3.5507044792175293 43156.473 0.780565076836093 0.32196248093504026 0.3493905662053516 3.190429925918579 False 17 7700 16.24 32.15 16693.514 0.6984200907882505 0.49062020227350195 0.3291623939422803 3.557192087173462 43449.21 0.7814896261602822 0.3264128945090654 0.35805269262032025 3.284248113632202 False 17 7800 15.78 36.54 17826.898 0.7260335742120637 0.46809497582620974 0.3161053436398614 3.514512062072754 44368.14 0.801235181947155 0.30551065465952465 0.3588642053341636 3.1210310459136963 False 18 7900 13.48 33.21 16511.717 0.7062092966669071 0.4875559488403755 0.3377115880383211 3.5866646766662598 44238.156 0.7857507470206276 0.32388183374046386 0.3754885876722383 3.117851972579956 False 18 8000 17.7 31.8 16301.908 0.7018924649926318 0.4867996941934371 0.33095703464545617 3.5167980194091797 42726.188 0.7842589544083172 0.32058803631445965 0.36968578614120157 3.1709794998168945 False 18 8100 14.62 32.22 16576.387 0.6986211741222603 0.48518570665025457 0.30418305464963036 3.52174973487854 44529.355 0.7842503272214522 0.31488234351019445 0.340078833303043 3.17859148979187 False 18 8200 15.67 34.03 15688.557 0.700003861232234 0.48535836681944383 0.30816186858493044 3.5247998237609863 42689.156 0.7856443017401277 0.3143238241643216 0.33491270040387894 3.206467628479004 False 19 8300 16.91 31.95 14897.257 0.7017969267389049 0.4969208682387492 0.3341419240472055 3.721778631210327 42703.473 0.7850574503134556 0.32725608504072495 0.3649168020586476 3.219229221343994 False 19 8400 16.01 31.18 14652.228 0.6967553996950491 0.49949147443777714 0.3318114972782937 3.481135606765747 40376.43 0.7840245689463315 0.3246107300802931 0.364456004201306 3.1895358562469482 True 19 8500 16.33 34.17 15065.422 0.6938192380056603 0.5010362496768362 0.3214863189121974 3.4910852909088135 40480.965 0.7826695605901904 0.3257753457440232 0.3630756042842922 3.109447956085205 False 19 8600 15.31 32.34 16023.705 0.715486490983399 0.4904713329362579 0.3505308052797509 3.611982583999634 41629.266 0.7938973090592439 0.32011957398451163 0.37991330530210243 3.1424050331115723 False 20 8700 15.69 33.84 14978.118 0.6970134279627653 0.5017856696428326 0.3237403623868535 3.5022904872894287 42914.344 0.7840348546669027 0.3275474918308976 0.36605459004104113 3.090627908706665 False 20 8800 14.53 34.35 15436.537 0.7113405438231721 0.501315648587551 0.34445139806068265 3.557882785797119 41151.254 0.7893310042518872 0.33539092889066463 0.37660603586962293 3.106351137161255 False 20 8900 13.13 33.33 15128.294 0.690461990254457 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