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 17.4 56.4 26017.605 0.9604156782451733 0.002313208200779798 0.054880964845185475 252.5074005126953 22118.482 0.961891818284821 0.0021194174360844678 0.024397578259122893 247.84934997558594 True 0 100 29.79 38.1 2768.482 0.9506558011716196 0.013839942943698138 0.0795854298066074 12.92951774597168 2220.1455 0.9530218421902901 0.013003724881740527 0.04503552184877483 13.200987815856934 True 0 200 29.96 37.85 3060.383 0.9571080826326496 0.015758997763020952 0.04655485234176166 6.871092796325684 2790.1116 0.9589116273852981 0.014536963407975046 0.0034595257383914 6.653563976287842 True 0 300 29.68 38.64 2047.0195 0.9445577308828869 0.040719576285973225 0.016184313041045253 6.705828666687012 2092.8613 0.947755765229778 0.036796980491996756 -0.033065099351694174 6.424103736877441 True 1 400 41.35 38.27 1978.4425 0.9425949227444499 0.04954791341773638 0.021081819339830846 6.687960624694824 2067.785 0.94595809206317 0.0443210725025127 -0.027610836407268625 6.38311243057251 True 1 500 29.75 38.42 1640.9517 0.9408557578893894 0.05330094385891486 -0.002722811487928396 6.73044490814209 2015.6855 0.9445775712763254 0.04848898561256387 -0.05295608995949237 6.404036045074463 True 1 600 30.2 38.46 1702.4194 0.942784401253224 0.04662285578784335 0.021031036950213144 6.737892150878906 2057.1516 0.9463659382009748 0.04162630267656225 -0.028394549599340808 6.492000579833984 False 2 700 29.38 40.37 3288.063 0.9541597056297213 0.03282605420359251 0.028732304197083825 6.762929916381836 3395.4924 0.9563283846143639 0.029559828969663575 -0.018951455398042695 6.541321754455566 False 2 800 29.35 39.17 1657.0897 0.9423583430542537 0.04678422501244588 0.038781593738101056 6.721653461456299 2043.3849 0.9453981976986918 0.04349793207102601 -0.00783144397326418 6.481844425201416 False 2 900 29.64 38.68 1604.0066 0.9422671961556972 0.05134860063033987 -0.01902489349522732 6.862537860870361 1962.5492 0.9457904223352088 0.04696875138592993 -0.07242354338791832 6.530864238739014 True 3 1000 29.57 37.53 1808.0044 0.942498515189459 0.04668536261075008 -0.06269947113480824 7.024756908416748 2046.7954 0.9465394810744273 0.04149094788965012 -0.10822450335504231 6.566858768463135 False 3 1100 29.19 38.33 1702.8298 0.9384041169004044 0.06143377660605955 -0.046229915758830405 6.873685836791992 1922.7345 0.9419582790040981 0.05697212742161999 -0.0919611041738441 6.515717029571533 True 3 1200 29.58 37.77 1772.3137 0.9393415464671689 0.0710513629515337 -0.03366110927472011 6.775785446166992 1940.2633 0.9429489238690807 0.06535100630639654 -0.07542342140490241 6.464339733123779 False 4 1300 29.12 37.7 1610.0032 0.9402575668813432 0.05431898053412005 -0.04578960064531259 6.80803918838501 1954.2274 0.9431563724208306 0.05206267848647876 -0.08667697210644065 6.553053855895996 False 4 1400 29.22 37.9 1494.1654 0.9377319524001455 0.06463886285656187 -0.0378059161437755 6.837162494659424 1870.9752 0.9415519047513591 0.05964486312084092 -0.08068918445533446 6.606716632843018 True 4 1500 29.5 38.31 1451.9432 0.9367315683271663 0.06821920734776198 0.011214276496011213 6.7031989097595215 1845.6028 0.940451582275507 0.0629640873744145 -0.02662672641834896 6.350597858428955 True 5 1600 29.41 38.14 1406.1904 0.9328902221592793 0.07545593470518232 -0.002757518601409291 6.826846122741699 1820.6016 0.9361438258947575 0.07145442187656241 -0.046503074827970906 6.441775798797607 True 5 1700 29.4 38.46 1414.0919 0.9359352644160525 0.07311972446391005 -0.031249860560565255 6.781988620758057 1871.48 0.9395941822334807 0.06844247860167242 -0.07369259267758681 6.514763832092285 False 5 1800 29.12 37.85 1471.9312 0.9394670714571464 0.05728262432855676 0.09259372312306229 6.643648624420166 2054.568 0.9432486289150767 0.050464816602148875 0.06777690947459501 6.280472755432129 False 5 1900 28.91 42.09 1636.6279 0.9430265728363726 0.05510952223285443 0.0010495668802139018 7.006807804107666 2146.3171 0.9460325002727968 0.05051499176804371 -0.037774799764760614 6.827791690826416 False 6 2000 28.9 39.14 1305.2992 0.9349818237547889 0.07030369583697911 0.04700214378195059 6.67119026184082 1932.7162 0.9391450302826035 0.06288264786566797 0.021778329871852412 6.295942783355713 False 6 2100 29.45 37.62 1224.509 0.9320004872262702 0.08120079302929675 -0.026926073122244872 6.715653896331787 1853.2339 0.9373969471385961 0.06975314511521921 -0.057331101773399104 6.402217388153076 False 6 2200 29.75 38.29 1313.9036 0.9340094734965578 0.07467453083618575 -0.03915624616829177 6.714984893798828 1827.0656 0.9392801713082153 0.06374710841254191 -0.08479805509823858 6.358341217041016 True 7 2300 29.96 38.33 1261.9335 0.9344591100288125 0.07146838080639249 0.0206318841511874 6.679344177246094 1875.6031 0.9397092585485651 0.06154007582719092 -0.016253785081543355 6.35132360458374 False 7 2400 29.24 37.4 1470.8008 0.9406324875992293 0.05933133620531319 -0.013759474877401794 6.827077388763428 2056.1497 0.944301885144042 0.052779500028616845 -0.05338808799481894 6.583187580108643 False 7 2500 29.33 38.37 1308.9718 0.9294323200778031 0.08956550192283488 -0.04907013350406956 6.76222562789917 1814.788 0.935048185503355 0.07762313220317214 -0.09380636070575862 6.484355449676514 False 8 2600 29.4 38.41 1225.7296 0.9295818642232522 0.0889057012131646 -0.0600416948713441 6.715996742248535 1844.25 0.9355554771407272 0.0756900746128145 -0.10889612116647705 6.359764575958252 False 8 2700 29.35 38.53 1185.4846 0.9333722798608332 0.07527707663463641 -0.011096757050596052 6.958250522613525 1888.5214 0.9392507255802959 0.06395449176632227 -0.04247951544267331 6.732566833496094 False 8 2800 29.25 38.43 1233.9572 0.933512553104933 0.07324431596098101 0.061757814811454405 6.824456214904785 1967.9573 0.9391042590799705 0.06253201276625774 0.019368557392712194 6.582197189331055 False 9 2900 29.3 38.56 1077.3303 0.9270688992082047 0.0920453215612953 0.07099290352349387 6.687378406524658 1932.6182 0.9347782089058211 0.07704043140475543 0.0786054688593801 6.272763729095459 False 9 3000 29.41 38.22 1041.0038 0.9257805244789067 0.09871325978093996 0.026820366520440158 6.672176837921143 1828.5454 0.9338993967808021 0.08159703333729129 0.026402284758949623 6.310483932495117 True 9 3100 29.58 43.02 1151.521 0.9253493257563669 0.09509297262780443 0.03865889350613087 6.668516635894775 2008.1884 0.934487865720515 0.07661541115665627 0.06186633657017854 6.277042388916016 False 10 3200 29.2 50.1 1085.709 0.9264238653262383 0.09373169144417842 0.09015015209561739 6.668788433074951 1829.8394 0.9340553947965213 0.07804924537169569 0.1147911660765513 6.255131721496582 True 10 3300 29.77 39.41 1093.0325 0.9253817856947754 0.10018997887704968 0.02921064983298578 6.697491645812988 1816.0336 0.9339977824715169 0.0807143524958249 -0.02666231473736265 6.322178840637207 True 10 3400 29.53 37.81 1152.7284 0.921502181757074 0.10450357441352869 0.013669576298401641 6.804825305938721 1839.8556 0.9310553161539161 0.08415224342882263 -0.037466355852787354 6.374192237854004 False 11 3500 29.25 37.99 1199.281 0.9187540775739882 0.1073455684353182 0.05482104092561617 6.663515567779541 1877.0916 0.9294827049453445 0.08588734889939056 0.07742731996865088 6.298303127288818 False 11 3600 29.23 37.7 1093.3105 0.9216176482732713 0.10775556917891999 0.08837532999026394 6.707813739776611 1955.7372 0.9329991149361517 0.08360216854920029 0.0437443031379326 6.296849250793457 False 11 3700 29.27 37.71 1100.8228 0.9260601282598975 0.11013459536024824 0.1745632179129774 7.3248186111450195 1785.9625 0.9346935209290009 0.08720853773348854 0.15363664809589198 7.16386604309082 False 11 3800 29.29 38.26 986.8771 0.9225720521064922 0.1065957446927783 0.05145299401075654 6.790020942687988 1886.1404 0.9341035825649743 0.08058727930898936 0.024039291029347893 6.347020149230957 False 12 3900 29.24 38.42 1034.627 0.9177731490159104 0.11827439422187548 0.15005443357347845 6.898093223571777 1834.4342 0.9294256430483328 0.09429870633713337 0.13698164157997123 6.656466960906982 False 12 4000 28.76 37.79 1025.0387 0.9236806737612415 0.10354765136085228 0.09576172613240588 7.311450958251953 1871.6571 0.9346232375082458 0.07931705666414567 0.039783427078809705 6.760006427764893 False 12 4100 29.05 37.68 1006.8813 0.914920643383087 0.1212052233762365 0.06869218366833241 6.762733459472656 2032.862 0.9291158865836625 0.09041383047782325 0.06091988599556904 6.320566177368164 False 13 4200 28.96 39.65 1018.79114 0.916632195346512 0.11891828684638238 0.11985115895937057 6.6620612144470215 1984.7896 0.9321908816745013 0.08573389205134421 0.10083049785199216 6.33536434173584 False 13 4300 29.2 38.06 974.77167 0.9187422131663965 0.11185755955290376 0.12054645574099344 6.660820960998535 1947.115 0.9336187487169983 0.07920238207120035 0.07316634813785604 6.341644763946533 False 13 4400 29.11 42.95 1059.9808 0.9182881881756734 0.12200626823460524 0.06420822800258856 6.663726806640625 1833.9125 0.9312250488803728 0.09102220954132642 0.04333001002678101 6.286923885345459 False 14 4500 29.28 40.29 1003.6365 0.9179719212426851 0.11395116257778277 0.0849027689582218 6.6501007080078125 1891.7021 0.9332628740659069 0.08075833576017864 0.030507613098113222 6.305049419403076 False 14 4600 29.09 37.92 885.682 0.9147606205261493 0.12510829152142072 0.08101531509960107 6.666443347930908 1952.6758 0.9329941291640231 0.08359618272890709 0.06965063962077628 6.331503868103027 False 14 4700 29.33 37.85 876.6962 0.9088414353230515 0.13526792304465882 0.08628189150042513 6.642908096313477 1969.8284 0.928906346095872 0.09167052712385912 0.08701027281632685 6.271688461303711 False 15 4800 29.36 38.22 879.0566 0.9139679522383737 0.12346656352934444 0.0942236333795725 6.699972152709961 2102.299 0.9331798914455456 0.08045763414375366 0.037106605874736354 6.300983905792236 False 15 4900 29.49 37.64 832.1351 0.910248784625825 0.1357696863626419 0.14498201916695017 6.650722026824951 1953.3864 0.9302797462949819 0.09028621171311021 0.11706550116802134 6.328585624694824 False 15 5000 29.32 38.29 837.51056 0.9045054134365095 0.14424188571608335 0.1251380695380422 6.649178504943848 2016.192 0.9294423488517282 0.08872943753403957 0.0993512979758604 6.257978439331055 False 16 5100 29.01 38.21 842.504 0.9043415360942225 0.14576245231240975 0.13079452930469565 6.624868392944336 2023.6505 0.9281670352943955 0.09237087236377978 0.12457482637641151 6.265998840332031 False 16 5200 28.84 38.35 973.4484 0.9100844338398526 0.13496886773541142 0.1452737763262751 6.61406946182251 1831.7482 0.9307951125224314 0.08579385680369066 0.15958042288180282 6.226531505584717 False 16 5300 29.29 37.76 1011.88525 0.9241835292816433 0.11456657979459982 0.016557157311834787 6.896048545837402 2024.5541 0.9396330587960475 0.07081579978582304 0.04366220140566734 6.408233165740967 False 17 5400 29.29 38.44 886.99664 0.9061753001685945 0.14417686975359456 0.0993602665035209 6.649125576019287 2062.7356 0.9320211050321578 0.08431662357586052 0.07573039350303336 6.311208248138428 False 17 5500 29.35 38.64 816.8617 0.9103230607467707 0.14215990050531094 0.028504763331066996 6.77817964553833 1878.1603 0.9297637046965346 0.09326273753148 -0.031457599375000464 6.363382339477539 False 17 5600 29.12 37.89 773.4982 0.8996311318091308 0.15780381431917928 0.1329346889800883 6.660874366760254 2049.4233 0.9280794074593015 0.09334725221294002 0.11857136769796806 6.342089653015137 False 17 5700 29.14 41.23 874.9856 0.9024289047566428 0.15612518911501652 0.12166159779208596 6.6235456466674805 1880.9387 0.9281206616798325 0.09601197143577347 0.1367282620806175 6.267934322357178 False 18 5800 29.1 38.77 868.37115 0.9072920088220244 0.1410825319891592 0.11958205514220005 6.626765727996826 2088.8567 0.9331342583788034 0.08153424663792881 0.06509569814715556 6.302208423614502 False 18 5900 29.27 38.09 835.3199 0.9065350951571527 0.15508521985033674 0.10367268195426528 6.6697235107421875 1891.3497 0.9297424015284736 0.09501469398074296 0.032185696423122655 6.397371768951416 False 18 6000 29.04 38.52 807.1945 0.8997945635774485 0.15881218987969792 0.16123044473426118 6.628791332244873 2113.1982 0.9300827212255629 0.08849773125105038 0.12685383121852398 6.245590686798096 False 19 6100 29.05 37.51 776.3069 0.8972877196639703 0.16792481290816674 0.1672786420624922 6.625629901885986 1990.9154 0.9276811426593382 0.09626160841734503 0.1608034578430007 6.299374103546143 False 19 6200 29.13 37.55 785.07025 0.8970878285820789 0.1660051617682569 0.18798486732870123 6.64437198638916 1830.505 0.9257482708854672 0.09744677222394826 0.16369688264740162 6.338287353515625 False 19 6300 29.06 38.38 931.84717 0.9069975454149776 0.12962276712243773 0.1149194298053737 7.729928016662598 2625.8853 0.9399511572680075 0.06137154455307806 0.03694703830844222 7.140103340148926 False 20 6400 29.1 37.59 842.58734 0.8977915403460095 0.15735499188325 0.14356935958845457 6.667675495147705 2150.282 0.9295887970335611 0.0847685800402186 0.07922880650573824 6.373775482177734 False