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 17.27 42.2 26104.758 0.9546267980988825 -0.002065073256568317 0.007472718647776632 185.8070831298828 24747.186 0.9593768525513534 -0.0014316303454839283 -0.029400248963730967 184.54598999023438 True 0 100 29.7 27.02 2256.5945 0.9363404338669805 0.03542680354569307 0.09509284222933856 6.836112976074219 2188.89 0.9451421819076541 0.022123508379591667 0.0007928925803330726 6.594544410705566 True 1 200 43.42 23.02 1961.1583 0.9346338847553476 0.043699894799152796 0.09639131808320883 7.003455638885498 2121.5576 0.9432808560081098 0.03267610721974955 -0.00308588453078352 6.972963333129883 True 1 300 29.37 22.43 2082.8313 0.9380688971319627 0.03424243261903785 0.11360776894415316 7.771274089813232 2270.401 0.9464040801759177 0.0255558473402117 0.030412094521538896 7.834460735321045 False 2 400 28.94 22.99 1840.7523 0.933976766393559 0.04268972410577919 0.13323197377929416 6.799585819244385 2203.36 0.9438700943639567 0.02927421204547316 0.052746301593096054 6.583786487579346 False 2 500 29.14 26.65 1727.269 0.9300846033932137 0.055526455368335004 0.11964556672342605 6.794275760650635 2072.8992 0.9403009078595387 0.04111965432587734 0.033888418235869314 6.697475910186768 True 3 600 29.13 22.95 1983.675 0.9363085750189043 0.04589597151558696 0.11162415891540069 7.028792381286621 2245.4841 0.9447571900345986 0.03499495935600976 0.024128550436929415 7.024302005767822 False 3 700 29.1 23.06 1816.0704 0.9299347788085954 0.05537563080839011 0.08917001930556268 6.824316024780273 2214.4114 0.943295956403287 0.03558804293364955 0.023515516741556372 6.677517890930176 False 4 800 29.04 23.55 1738.2697 0.9318179885312197 0.05202588809250278 0.1354146497384622 6.812510967254639 2171.529 0.9423688451422173 0.03731748897746868 0.059203994973001134 6.698110580444336 False 4 900 28.77 22.59 1541.5607 0.9234534357893791 0.07267572614332397 0.11843959130449674 6.767059803009033 1997.2301 0.9352309512246414 0.053568595503112215 0.03811643182935154 6.561431407928467 True 5 1000 30.77 22.8 1541.7185 0.9266133117912666 0.0700241803084557 0.11193488579596358 7.96417236328125 1998.9996 0.938682754766865 0.04905353035802439 0.04045181043377482 7.9268975257873535 False 5 1100 29.0 23.12 1414.4658 0.9208869027054206 0.08179254352613054 0.1434237618898844 6.694356918334961 1974.3317 0.9337541813883713 0.0596329738507769 0.06415351438698735 6.546658992767334 True 6 1200 29.63 25.6 1414.2755 0.9191609408050047 0.0911007982345263 0.135160155093084 7.05774450302124 1888.182 0.9330864646452252 0.06366325292533886 0.06643083104555127 6.971865177154541 True 6 1300 29.42 23.05 1512.4698 0.9219821314871883 0.07648408603172431 0.1311074137884469 6.892215728759766 2094.9033 0.9388385751467969 0.0479102841156999 0.07272957603513386 6.722274303436279 False 7 1400 29.16 23.12 1673.8586 0.9333329248489959 0.059016918990947465 0.13946886736685782 7.798206329345703 2253.4739 0.944220457936817 0.040459879383492894 0.05114606292283852 7.763629913330078 False 8 1500 29.5 25.44 1305.0518 0.9148974306661365 0.09358954683241776 0.14218581926244533 6.691843509674072 1986.578 0.9326394024653919 0.06080529832909844 0.058772209720023734 6.5096755027771 False 8 1600 29.15 23.4 1196.6621 0.9100618508916184 0.10563579038849837 0.1428993309199097 6.694607257843018 2012.324 0.9319255114083255 0.06459202520290705 0.07348825014608185 6.4823527336120605 False 9 1700 29.03 22.7 1562.0137 0.9236497250214021 0.08053692381862888 0.14051576268198054 6.79539680480957 2280.0579 0.9406559360326113 0.04911723048683857 0.05988013200204107 6.679426193237305 False 9 1800 28.91 22.7 1207.5632 0.9079957754585842 0.10897599275542871 0.14297983933694708 7.043659210205078 1990.0591 0.9326640949194288 0.06227414197554408 0.06808892278929 6.9430623054504395 False 10 1900 28.74 22.95 1118.3821 0.9047680462474255 0.11871916061759383 0.14203057349672843 6.693192481994629 1940.6359 0.9300318122211306 0.06914745139097984 0.0654955324719477 6.496279239654541 False 10 2000 29.03 22.43 1158.0387 0.9078356690484854 0.12196691112670492 0.1509696311584111 7.016258716583252 1952.9254 0.9314816419192261 0.07070883485750801 0.0753663997399009 6.9079365730285645 False 11 2100 29.09 22.78 1141.2163 0.9035988196329166 0.12459942672548219 0.15669944752584328 7.085817813873291 1896.0792 0.9294638234729333 0.07075022455738188 0.0750907736414617 6.991913318634033 False 11 2200 29.1 29.52 1118.7207 0.9024001259587644 0.1388221367983567 0.15118300108855032 6.678042888641357 2045.1793 0.9311504151571098 0.07158308113744752 0.06599140677121804 6.497577667236328 False 12 2300 28.84 22.88 1013.8733 0.8926609404157839 0.14991034300498554 0.1677243667972305 6.665112495422363 1983.351 0.9281023498001773 0.07524417444361532 0.08013195707100852 6.480433464050293 False 12 2400 28.81 22.85 1023.3656 0.8990923742806586 0.13930375410136772 0.1646882021224472 6.750120162963867 1982.4974 0.9293747847184359 0.07380883115935877 0.08332755161145451 6.534317493438721 False 13 2500 28.58 22.89 998.3931 0.8932610771428525 0.15867796415254645 0.16144336373529503 6.652867794036865 1918.9453 0.9273249493570059 0.08150363296310147 0.06860781093188768 6.504491329193115 True 13 2600 29.39 22.75 976.0689 0.8907315264898699 0.15795408183965198 0.1723788169111874 6.640714168548584 1884.0431 0.9276577994910037 0.07730388532585146 0.08441192808777345 6.473862171173096 True 14 2700 29.3 23.05 1013.619 0.8934844811522402 0.139359273429542 0.1568792101052611 6.744565486907959 2029.6554 0.9314690562431599 0.0635904218070762 0.07639105902645967 6.599004745483398 False 15 2800 29.04 23.23 913.67737 0.8815544083328155 0.17822095196371912 0.17011259909968346 6.64504861831665 1972.3846 0.9265473591951918 0.08062664798618087 0.0834034727848165 6.479557514190674 False 15 2900 28.62 23.46 935.33307 0.8844519834135087 0.1752831225449502 0.1807591170150678 6.6205363273620605 1958.2021 0.9256236742991 0.0836967005227154 0.10332116763388714 6.458435535430908 False 16 3000 28.56 23.08 913.0316 0.8836921199065221 0.1745076127646849 0.15954539745499374 6.679195404052734 1917.7817 0.9267189620897176 0.07970828583522002 0.07148602390028151 6.562242031097412 False 16 3100 28.26 23.11 893.0021 0.8800985760118335 0.18253840262370202 0.1721021834540809 6.635340690612793 1923.5166 0.9258412996275859 0.08091133654421105 0.08490853847957591 6.477168560028076 False 17 3200 29.31 28.85 866.86316 0.8757136049476888 0.19434584984747524 0.1823399258784836 6.611769676208496 1894.777 0.9253365686871692 0.08288607923519285 0.09556260720645016 6.462265491485596 False 17 3300 29.02 22.96 873.27185 0.8811294723129618 0.18233614669155057 0.18291459185105463 6.68437385559082 1896.9242 0.9276479228477927 0.07692017916085155 0.09288231287606767 6.561140537261963 False 18 3400 28.8 22.96 880.93134 0.8736381846100558 0.19813437165051703 0.1818429509538058 6.6145453453063965 1983.7399 0.9256362212213785 0.08243447266028527 0.09241250847615255 6.467552185058594 False 18 3500 29.19 23.16 881.0142 0.8791521126124129 0.18817565853822632 0.1781611235772969 6.739747524261475 1958.5642 0.9285485937296287 0.07562356984863555 0.08260777285064622 6.559023857116699 False 19 3600 28.8 23.09 858.7663 0.8724254963731914 0.19859143711893784 0.19839736105390915 6.607589244842529 1900.8579 0.926645477797503 0.07852035713510037 0.10308798473461663 6.4538044929504395 False 19 3700 29.19 22.94 921.92065 0.8797017896051689 0.1800454797924011 0.19872793035959782 6.691221237182617 2086.7095 0.9297565561410547 0.07184305815707794 0.1058031353007456 6.557857036590576 False 20 3800 29.31 22.61 863.1593 0.8784486890457321 0.19781999332465453 0.17924791704273416 6.622217655181885 1869.3135 0.9239169721823404 0.0888080878915263 0.08941363171098189 6.506824016571045 True 20 3900 29.08 22.51 855.40063 0.8687652033380652 0.21760996368462934 0.18918081507414242 6.603823661804199 1974.9937 0.9255196291247317 0.0830950189586132 0.09818416960068466 6.456801414489746 False 21 4000 28.39 22.98 788.4434 0.8629796744103313 0.22604784026094876 0.20802640071007017 6.614924907684326 1907.2623 0.9229732169014828 0.08740903857646659 0.12000521860139376 6.446412563323975 False 22 4100 28.93 22.71 788.3112 0.873080637991374 0.21774772868757933 0.20649265583059254 6.608701229095459 1884.4409 0.9261406965519737 0.0855970021679695 0.12253529336548978 6.475683212280273 False 22 4200 29.01 24.52 764.8952 0.8558913805493584 0.23887615691699637 0.22716988191403104 6.5878143310546875 1933.0682 0.9239683494910522 0.08552109279416928 0.13555480843351053 6.42460298538208 False 23 4300 28.96 22.43 757.861 0.8686160856127619 0.2335558214436733 0.2067332229049111 6.586126804351807 1882.6761 0.9250112953425634 0.08868645445092545 0.1158162626822658 6.505052089691162 False 23 4400 28.79 22.54 744.5281 0.8552894093287974 0.24789328818359788 0.2453177867340394 6.503158092498779 1990.5239 0.9235880156558078 0.08914512298517985 0.14775793458358907 6.373297691345215 False 24 4500 28.94 22.41 945.1996 0.8739294955378631 0.1899717537736406 0.20976841765973897 6.5596923828125 2154.0044 0.9269893768541498 0.07614394741484198 0.11295609149739894 6.4340128898620605 False 24 4600 28.92 22.48 867.42096 0.8644031716572781 0.21622132553538018 0.2235706389520377 6.552626609802246 1969.5057 0.9253390024860677 0.08113092875321841 0.13304001984985311 6.405760765075684 False 25 4700 28.65 22.96 801.03296 0.8589227803784738 0.24201122334743408 0.23713444232102399 6.590529441833496 1921.1497 0.9248393651781402 0.08378460538017571 0.14329441426327325 6.506264686584473 False 25 4800 28.67 23.75 804.7185 0.8617175392879041 0.24493283859842696 0.2218229796804271 6.581000804901123 1822.2305 0.923865256382009 0.09012608684267344 0.12310429959194731 6.580986022949219 True 26 4900 29.45 22.84 758.9183 0.852838240173395 0.2547428310229132 0.2517313100745819 6.455663204193115 1877.8387 0.9230366520946887 0.0909684949988132 0.14736304691950952 6.3722076416015625 False 26 5000 28.98 22.41 789.9246 0.8572983920252026 0.24427863405788308 0.2552716219070959 6.477921962738037 1925.5718 0.9253680465191974 0.08058847599292504 0.1581890489030686 6.3925275802612305 False 27 5100 28.7 23.16 807.9038 0.8584753052625231 0.22974679887427688 0.26145966464413584 6.468597412109375 2085.239 0.9273760099043196 0.07452665953260246 0.15776961364955594 6.356369495391846 False 27 5200 28.7 23.55 761.2336 0.8535525152421196 0.2542054364461032 0.2309432932258718 6.4743523597717285 1815.2745 0.922879784262614 0.08911446795729769 0.13565264956431855 6.433985233306885 True 28 5300 29.26 22.94 756.48737 0.8518923382133659 0.2580386554739821 0.23996026943159496 6.483518123626709 1969.8591 0.9252157036157116 0.0824836906559836 0.13256056386771023 6.407909870147705 False 29 5400 28.65 23.13 745.6743 0.866904427822867 0.24912475534822434 0.2612091575192178 6.7611918449401855 1801.485 0.9273611883498831 0.08460021009399818 0.15316135296999311 6.747421741485596 False 29 5500 29.03 22.95 676.8383 0.8420078722840273 0.278667451310475 0.28434746988119325 6.446571350097656 1891.9589 0.9226266850665278 0.08892936286743487 0.1689458945987503 6.443422317504883 False 30 5600 29.06 22.61 714.8149 0.8522934496215692 0.25669209264043724 0.2780156263328542 6.542605400085449 1871.544 0.9246000315542919 0.08459837443355493 0.16510911802710654 6.536272048950195 False 30 5700 28.88 22.95 693.04175 0.8395417100245364 0.27797427219232873 0.2883182816225782 6.319563388824463 2024.0349 0.9242881326676359 0.08386665894645667 0.15929044084491709 6.367791652679443 False 31 5800 28.75 23.78 707.4051 0.8389711081414218 0.28286259254657564 0.29735003890352274 6.311801910400391 1907.0934 0.9240386320882737 0.08466634512033003 0.16546961414405956 6.354673862457275 False 31 5900 28.94 22.48 686.787 0.841949390760115 0.2883718685287889 0.3084649360157273 6.296570777893066 1913.1963 0.9249570593545091 0.08522101535029565 0.1828106614189087 6.314667701721191 False 32 6000 29.0 22.96 674.8483 0.832110822187009 0.2985505261110623 0.3168757578199184 6.208681583404541 2054.3103 0.9252344054211507 0.08254410507394752 0.17813123260011884 6.313493728637695 False 32 6100 28.54 23.06 734.2476 0.839440573537672 0.27211418579059193 0.3174037920668854 6.173874855041504 2034.4921 0.9247661413340654 0.08111369650335662 0.1780511018283427 6.316628932952881 False 33 6200 28.79 24.63 631.296 0.837336479292342 0.3039126409688971 0.3378647388151525 6.384565830230713 1877.4762 0.9237084962916797 0.09128462743731447 0.18661503324765932 6.525402545928955 False 33 6300 29.06 22.96 659.74396 0.8331332218335519 0.30684526211364316 0.3445840289255268 6.3911542892456055 1861.9402 0.9231707082578037 0.08864845908100734 0.1781591371030305 6.516395568847656 False 34 6400 28.58 23.12 623.6724 0.8308962066142618 0.31683615993489245 0.35538459374413717 6.0802836418151855 1853.2358 0.9225835994106172 0.09272454392678939 0.19401596461740198 6.308000087738037 False 34 6500 28.86 22.67 680.59 0.8353039626198474 0.29944470125199957 0.35128754089185366 6.043381214141846 1949.4457 0.9258882716433402 0.08144481466970968 0.17838838742759233 6.313525199890137 False 35 6600 29.02 23.08 706.36273 0.8265103514309782 0.3106796802451816 0.34694031384572566 6.025184631347656 1888.8884 0.9225447206858757 0.08869647426657666 0.179217082357897 6.382290363311768 False 36 6700 29.02 22.83 662.61505 0.8183271268440878 0.330520776274262 0.3834530983619301 6.117634296417236 1964.9982 0.9241588757318732 0.0862574304078871 0.19298404216784656 6.430301666259766 False 36 6800 28.75 22.83 639.87683 0.8216150493679579 0.3304236591178117 0.373373933550045 6.108942985534668 1841.4615 0.9216858129268634 0.09297625523453512 0.19535043887360343 6.424748420715332 False 37 6900 29.01 22.5 675.4264 0.8376909881547362 0.3031103936352545 0.3704359016937563 6.780468940734863 1850.6104 0.9245484366651429 0.08660965601216779 0.1662222648436335 7.156103610992432 False