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 16.54 107.6 439182.44 0.96197670750969 -0.0011471877624604702 -0.020385148417721623 247.5474853515625 395270.1 0.9609189186852362 0.0026940499952629216 -0.06934852844203651 250.01556396484375 True 0 100 29.87 108.1 22355.043 0.9270165306053764 0.13814596881151373 0.039169981697640355 39.765380859375 20351.135 0.9275589101007665 0.13511434892338872 0.12607525300661354 39.44621276855469 True 0 200 29.85 123.8 28057.955 0.9326619829252764 0.098947264973189 -0.03661414343915832 39.08744430541992 26373.264 0.9322900032870871 0.0998288750584718 -0.08761967065755462 38.7752799987793 False 0 300 29.35 98.44 20459.445 0.9232169727598096 0.11551468269731044 -0.033211967983385556 19.589244842529297 19661.598 0.9256558873704895 0.10778778444383012 -0.0742835567161253 19.513202667236328 True 0 400 29.39 99.54 18506.988 0.9205690521434496 0.1274351199476219 -0.06607755995979685 28.271154403686523 18891.312 0.9237106796208479 0.11648019078245464 -0.11146008307068822 28.111953735351562 False 0 500 29.02 101.3 17326.281 0.9109402121990664 0.1590373785084929 -0.06650943700553459 19.81542205810547 18038.668 0.9142239087152999 0.14785637391856124 -0.11391222982964447 19.783124923706055 True 0 600 29.62 107.9 33338.895 0.9220600183812049 0.09821495386869902 -0.05153900526800153 5.905941963195801 32547.93 0.9226995279268543 0.09534164852312818 -0.11066375997316329 6.27313232421875 False 0 700 28.74 99.48 19751.664 0.9216149126092665 0.14325464336498095 -0.08145165668379864 29.323875427246094 19631.947 0.9229338145866418 0.13933501108269733 -0.12509614838476743 29.182580947875977 False 0 800 28.72 104.8 18199.697 0.9074334057057583 0.14075022835074033 -0.039416016304397075 7.971219539642334 18860.998 0.9112699021384615 0.12924221638646533 -0.0969496432900638 8.249935150146484 True 1 900 31.51 316.6 16092.976 0.8977219968757211 0.19553104261436077 -0.08450100910834098 9.64892864227295 17089.129 0.9006382774038326 0.1878015769017028 -0.12345776245467137 9.839720726013184 True 1 1000 29.29 97.7 15359.124 0.8865887497441145 0.19815275156519077 -0.004250106700717245 3.4709951877593994 16694.57 0.8905148959717389 0.1870848524430876 -0.06195739683062376 3.9096274375915527 True 1 1100 29.89 109.3 14720.37 0.8692850652966551 0.23398245760707198 -0.026142296416259262 3.04207706451416 15343.157 0.8734150045780209 0.22294912417954152 -0.08320580284824695 3.59926700592041 True 1 1200 29.6 257.0 14535.283 0.8827111442182146 0.212005770124962 -0.08123794427754873 3.538499355316162 15849.398 0.8883506037388804 0.19697743671347778 -0.1303907163827846 3.9953949451446533 False 1 1300 28.14 105.5 18615.129 0.8930455337113641 0.1730511766485636 -0.06441655795301726 2.847017526626587 20069.014 0.8943171244217202 0.17033875743282967 -0.11244870136134529 3.340217351913452 False 1 1400 28.95 97.87 13190.466 0.8528736162595265 0.2532521152515753 -0.04821978140717359 2.9550940990448 14749.578 0.8590078475736144 0.2395143661970408 -0.11288072807015417 3.541303873062134 True 1 1500 29.6 98.9 14565.263 0.8584199108540853 0.24741825016924815 -0.08116248880514171 2.7039945125579834 15670.15 0.8637389349836828 0.23356579939232544 -0.126466965192767 3.191399574279785 False 1 1600 28.84 101.2 14132.318 0.8623331150033531 0.25079407105260776 -0.0785604348546514 2.974884271621704 15439.206 0.8668463321937282 0.2398170226528111 -0.1405598856829383 3.459214448928833 False 1 1700 28.83 103.1 12027.995 0.8533092064680339 0.2831400829781422 -0.06538059177630691 3.3555190563201904 14203.703 0.8597931308109082 0.2678945198385106 -0.11205984468470612 3.749851703643799 True 2 1800 29.11 111.6 13852.021 0.8834841692428639 0.2417172410365921 -0.08217795864369465 8.514383316040039 15574.672 0.8885262701436031 0.22692179443054636 -0.13027330024158476 8.709513664245605 False 2 1900 28.5 109.3 13871.503 0.8614648485012277 0.2545332595619298 -0.07898793777639919 3.4398114681243896 14658.805 0.86851790413075 0.2374136586419923 -0.12711279282684565 3.958563804626465 False 2 2000 28.7 97.91 13157.329 0.8496246935504557 0.26598832847816617 -0.0972043901888545 2.598379373550415 14779.98 0.8567757326649409 0.2495189373917805 -0.1313004726760642 3.0909817218780518 False 2 2100 28.91 101.2 12971.343 0.8484031828879208 0.267551395161529 -0.11485500842750641 2.7550208568573 14447.676 0.8550371485966455 0.25301712777298435 -0.13361337874525622 3.2126004695892334 False 2 2200 28.65 115.3 11941.447 0.8363191303551081 0.2972283181790274 -0.07904249763294209 2.566185235977173 13682.218 0.8448940626146748 0.2777734547523441 -0.0944565344760071 3.0039236545562744 True 2 2300 29.05 776.7 11474.612 0.8309009902032958 0.30111935644775045 -0.013599362170689048 2.4616589546203613 14132.828 0.8398960575403502 0.2798641374659556 -0.0340452038916494 2.8820910453796387 False 2 2400 28.8 97.89 12489.606 0.8405389629292898 0.2856590803735417 -0.07500281069397471 2.7250242233276367 13698.476 0.8478304290754886 0.26807320987417543 -0.1071323126858006 3.1833786964416504 False 2 2500 28.49 102.2 12827.718 0.8450205482138248 0.28358206156112914 -0.06025188876692663 2.6100175380706787 14580.019 0.8520138991786089 0.2679228073151931 -0.10113595034208522 3.045290470123291 False 3 2600 28.42 321.5 12866.171 0.8443575052697077 0.2910404891458754 -0.05993421987910632 3.333390235900879 14498.617 0.8507922830340798 0.274953412786852 -0.06788802104748075 3.676258087158203 False 3 2700 29.09 106.0 12196.907 0.830003855107326 0.29556199324283483 -0.06410573515999442 2.6790287494659424 14132.072 0.8399722165867907 0.27507410882931405 -0.11846908191230027 3.2364964485168457 False 3 2800 29.09 130.4 11663.428 0.8278756114825467 0.3055587807247967 -0.036741780003735534 2.380908489227295 14268.475 0.8377764952447202 0.28412002873113995 -0.0570078573747792 2.824159860610962 False 3 2900 28.82 100.2 11618.973 0.8412583797985235 0.2968108424634376 -0.044534156376323054 2.4866316318511963 13784.528 0.8498254996832784 0.2779385854944432 -0.040286342250379935 2.91113018989563 False 3 3000 29.2 124.0 10601.162 0.819360862161629 0.3203645986436165 -0.03815869954100033 2.5756301879882812 13144.667 0.8297127280096691 0.29824228435889294 -0.06851407309152455 3.079768419265747 True 3 3100 29.26 98.53 11142.112 0.8441362736033396 0.2891351251879893 0.07294959878259645 2.4389452934265137 15053.039 0.8530272263260777 0.2675981483144833 0.0830508851646419 2.8156871795654297 False 3 3200 28.96 100.6 9725.527 0.8122412380240365 0.3257050069028145 0.05306545620850234 2.2849838733673096 13056.75 0.8230332000380262 0.3034683702932259 0.09010021451669437 2.688131332397461 True 3 3300 30.09 126.2 9663.166 0.812221843429499 0.3319703176703499 0.08823482670459468 2.360912799835205 13277.671 0.82394351620633 0.3076783269058611 0.11152696163759705 2.7309300899505615 False 3 3400 29.31 162.3 9967.382 0.816234624830699 0.32956160417868274 0.06701805719141704 2.264902114868164 12817.195 0.8277540044385415 0.3059272753651116 0.10856781946599527 2.6551311016082764 True 4 3500 29.44 142.8 10097.516 0.8134010066635872 0.3273017484283723 0.04704666373739635 2.278308629989624 13047.2295 0.8257105333051497 0.30161137847753483 0.09009974893984612 2.6678662300109863 False 4 3600 29.43 103.4 9487.207 0.8087421239859769 0.3342905784958058 0.09954702007605391 2.2857494354248047 12831.645 0.8212318655144862 0.3080436145291149 0.1311516328069463 2.654792547225952 False 4 3700 29.24 99.31 12223.276 0.8510718579940434 0.26437244934356696 0.06601360146175579 2.4449119567871094 17623.031 0.8591555631140396 0.24409931827235934 0.06023375650136614 2.827547788619995 False 4 3800 28.95 113.4 9232.393 0.8174805891316675 0.34163280018649184 0.05945752825537241 2.427612543106079 13506.441 0.8291097516083688 0.314881817721078 0.07748883380172293 2.7930901050567627 False 4 3900 28.9 180.5 8551.627 0.7976322030439715 0.35483655255568153 0.10109123331018299 2.2405827045440674 12768.954 0.811797910262248 0.3254662637698326 0.11848305463193226 2.6581830978393555 True 4 4000 29.6 167.0 8571.283 0.8035830911727356 0.35399332801139843 0.09067677595524173 2.2408053874969482 12410.635 0.8173878408967903 0.3244967928076588 0.08572633123990088 2.67116641998291 True 4 4100 29.43 98.12 8799.368 0.8153018971242652 0.3380169321914965 0.09232171806075323 2.2889039516448975 12468.87 0.8281682962604484 0.3086813565052699 0.1456133039943182 2.6385862827301025 False 4 4200 29.0 97.91 9586.28 0.8173306519913817 0.3242365858776248 0.054286310179592755 2.4292778968811035 12982.714 0.8305736978745075 0.2962240849282082 0.1017091833690829 2.832287073135376 False 5 4300 29.0 138.1 8861.785 0.8147474005801454 0.35611856460633096 0.12146180840060292 2.961953639984131 12960.02 0.8277568348733468 0.32509629614442265 0.1619116921674049 3.2560207843780518 False 5 4400 29.07 166.0 8489.791 0.7952783128228889 0.3598825184945362 0.14252542930913614 2.1927502155303955 12274.339 0.8108759566947104 0.3274323906188324 0.1731141803598098 2.586867570877075 True 5 4500 29.55 108.5 8589.363 0.8013165561337531 0.3463750974361696 0.15707206046728767 2.2269487380981445 13049.77 0.8169472410439156 0.31287117251683355 0.18051598128160634 2.64249849319458 False 5 4600 29.23 98.16 10327.117 0.8222599865264129 0.30782650529242783 0.10159264045318112 2.5487396717071533 13420.97 0.8381397637982488 0.2713742674931053 0.13866913546206663 2.995110034942627 False 5 4700 29.11 123.0 9826.237 0.8317309156839353 0.32754876974439256 0.12480835779435974 2.353632926940918 13863.314 0.8436865073182682 0.29794032946227844 0.09416474880195011 2.849644899368286 False 5 4800 28.95 979.3 9104.515 0.8061754693096296 0.34938996844845943 0.0038061854772164097 2.4028208255767822 12823.293 0.8213240207596265 0.31424256052330657 -0.029281017473386538 2.84035587310791 False 5 4900 29.25 98.6 13940.445 0.876784359747584 0.17858386459465692 0.08559472021928131 2.299708127975464 16726.582 0.8855975473184645 0.15827262763856798 0.09616073803859818 2.736767292022705 False 5 5000 29.14 103.6 9545.112 0.8263884320707345 0.32939919055020905 0.14376833624171606 2.541430711746216 12991.331 0.8392277716495499 0.2981081098870391 0.18677769129794622 2.859621524810791 False 5 5100 29.47 169.8 9510.252 0.8149110194391884 0.3213692732503059 0.03562657377306571 2.2701919078826904 12855.121 0.8294409119115117 0.2884634059566283 0.11190904787424609 2.636687755584717 False 6 5200 28.62 150.5 9513.659 0.82489099852629 0.33061147536675345 0.1481693538750268 2.66021990776062 14801.22 0.837500464233648 0.3011173477820881 0.20901363502788603 2.9273252487182617 False 6 5300 29.11 129.8 8514.818 0.798295712744921 0.34455762950846813 0.09827969450690832 2.242445945739746 12177.278 0.8147182227346096 0.3099297251995343 0.14679049470074912 2.6251392364501953 True 6 5400 29.43 97.96 9048.7 0.8176218000275685 0.33808924124137946 0.07593542667730155 2.7647387981414795 12474.649 0.8321559542663804 0.30346752236080937 0.13551993128474907 3.0607333183288574 False 6 5500 28.84 106.1 8349.74 0.7926974998158209 0.3729758876589992 0.10609978117110087 2.2241926193237305 12107.043 0.8100168013873355 0.3350527343065929 0.14785263595942863 2.6051042079925537 True 6 5600 29.08 225.5 8471.851 0.7896583147804709 0.3720572692345137 0.12456357249730807 2.2134101390838623 12115.675 0.8071689821298805 0.33424995747517383 0.15857032923589776 2.612015962600708 False 6 5700 28.82 97.97 7882.3936 0.7964522993601335 0.3741211716995513 0.10590498685610344 2.3050811290740967 12374.691 0.8140635451086131 0.33602036810279 0.13666852313547148 2.674222230911255 False 6 5800 28.89 98.49 7683.271 0.795456819406297 0.3815827837845925 0.15465634416274335 2.3531205654144287 12461.467 0.8136435597253666 0.3396182876809389 0.18652909041607002 2.699889659881592 False 6 5900 29.11 100.6 7892.101 0.7910290797093839 0.3762372068687111 0.19245030250135292 2.1623082160949707 13306.205 0.8107578900237598 0.33264011314334097 0.21834111550669452 2.563176155090332 False 7 6000 28.88 116.9 7603.404 0.7851797950700313 0.38304353274450703 0.14364830320388622 2.192378282546997 12240.569 0.8054140139756998 0.33841824750255034 0.1872430376235846 2.5777292251586914 False 7 6100 29.35 161.2 7714.6943 0.7847768585342987 0.3839093800225974 0.15918133420007627 2.1788337230682373 12098.375 0.8058002310859165 0.337801176589612 0.20845532592226734 2.5496435165405273 True 7 6200 29.4 128.1 7799.879 0.7902706215303738 0.36648848714595983 0.1402955140815963 2.2212448120117188 11947.086 0.811190070352879 0.31959608022046315 0.1842325597385084 2.6122138500213623 True 7 6300 29.76 112.8 10045.144 0.832573824348996 0.3129005351035164 0.1333029307867968 3.0903666019439697 15511.76 0.8464730402105846 0.2773474436816167 0.15226050655959383 3.3861918449401855 False 7 6400 28.9 99.66 7941.539 0.7825582157996884 0.37929020534543817 0.1718243306649512 2.1643455028533936 12103.429 0.8039406058759752 0.3336859881015907 0.19645036714535222 2.5547027587890625 False 7 6500 29.4 140.7 7712.403 0.7874920626906976 0.3863856460419564 0.14183120270079852 2.1874897480010986 11889.657 0.8069914077553813 0.3420744709694899 0.15591491676432467 2.597669839859009 True 7 6600 29.55 173.7 8545.898 0.8069940189263176 0.33689004168317105 0.12963075984562242 2.223689079284668 12734.129 0.8250367170158056 0.2957407518022481 0.17018031466606065 2.589433431625366 False 7 6700 29.01 123.5 7829.1113 0.7943503010591584 0.3836415484799432 0.16838321347709023 2.2076690196990967 12632.256 0.814241461327003 0.3387413642220617 0.1423606909932067 2.631711959838867 False 7 6800 29.28 111.9 7653.781 0.7784056542031506 0.3918019603340232 0.17401831482625593 2.168057441711426 12081.93 0.8006301984793076 0.3445835222111532 0.17579523308931636 2.580609083175659 False 8 6900 28.87 100.0 7742.4316 0.782373162038157 0.37979499054782867 0.14725744249163153 2.197486162185669 11718.72 0.8048009918770634 0.3322873016906143 0.16857429964489845 2.607455015182495 True 8 7000 29.5 102.7 8102.6343 0.7848854599272636 0.38738382955711004 0.17173754938995667 2.165053606033325 11929.61 0.8075894433953985 0.3372852413095612 0.17717783755940722 2.5852181911468506 False 8 7100 29.13 187.6 7745.821 0.7799025333423126 0.3871916484248528 0.17893144500069746 2.2417657375335693 12775.781 0.8031717332329608 0.33936679149880716 0.22302130418951502 2.6440393924713135 False 8 7200 29.06 127.4 7087.119 0.7726319330816634 0.40142168162609687 0.18891758239619022 2.157583713531494 12219.63 0.7980143524485559 0.3472659638491207 0.2178711067102636 2.5596823692321777 False 8 7300 29.36 107.6 7371.3335 0.7880416824782056 0.39256987497423673 0.19806691973022852 2.2805559635162354 11954.817 0.8095379064712401 0.34301214577918593 0.21777329421048697 2.6287033557891846 False 8 7400 28.87 98.23 7296.3745 0.7806481613648062 0.3934004935256643 0.20851286410782263 2.129384756088257 12030.497 0.8045082594240699 0.34213984875062303 0.22473955442836024 2.5273311138153076 False 8 7500 29.09 132.7 7183.5044 0.7707122422105327 0.4064841100865348 0.20303999003475992 2.1681504249572754 11276.947 0.7968101106861912 0.3495272315373952 0.23419841850611686 2.531486988067627 True 8 7600 29.34 165.6 7084.707 0.7676492393627349 0.403532607019016 0.18216383762118318 2.321359395980835 11384.91 0.7944884596621551 0.34495217875159323 0.2226513760927035 2.741387128829956 False 9 7700 28.75 132.1 7198.3247 0.7751575914388694 0.4002897627324 0.20941888547478266 2.132779836654663 12387.093 0.8022442143610004 0.34044216728845383 0.22410083827943378 2.542137622833252 False 9 7800 29.48 102.6 7029.24 0.7680410524890107 0.39623348892671667 0.19330385712492515 2.195241928100586 11575.534 0.7960472072249967 0.3355184623292918 0.23051160957784653 2.596550941467285 False 9 7900 28.93 99.74 7404.7783 0.7714636847430841 0.41172293853148306 0.19653951339559506 2.1435387134552 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