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 16.92 62.01 22039.451 0.972030218294832 -0.0028502215636736447 0.033419748059242534 303.4573059082031 12735.53 0.9737932829117327 -0.0026921643187070416 0.03558798266809001 299.85107421875 True 0 100 29.26 37.65 2265.855 0.9663637637976723 0.014820780990800229 0.00871275192379936 6.450139999389648 1510.0676 0.968994091827824 0.011529211298282658 0.010917278142765012 5.922029495239258 True 0 200 29.25 37.17 2078.9084 0.9638491035801546 0.023097133954783345 -0.02226971715545784 9.519742012023926 1391.2295 0.9665110694512079 0.018658690284399544 -0.023261670600906503 9.144582748413086 False 0 300 28.75 41.46 1677.3054 0.9571123114810492 0.04831228395747018 -0.023922759422507545 6.187407493591309 1236.6792 0.9612327453752266 0.03815905326076252 -0.023923817406777338 5.5955705642700195 True 1 400 38.22 39.58 1506.544 0.9575157032713848 0.04053911463495772 -0.024404120638125328 6.193246364593506 1265.7207 0.9618136922152699 0.03111715109658587 -0.02614772285039426 5.593786239624023 False 1 500 28.83 39.97 1466.8312 0.9556601627041976 0.04777729501087637 -0.019653815152419443 6.354846954345703 1249.9666 0.9602004768876397 0.03751438635189987 -0.020749057395002015 5.8144378662109375 False 1 600 29.0 39.26 1399.9694 0.9548102659743405 0.0501088295422218 -0.02161588153097911 6.1563520431518555 1239.2827 0.9596662977093444 0.03916429686915085 -0.02405675758266897 5.571078300476074 False 2 700 28.7 142.5 1716.0787 0.9601080874032235 0.03251008457786326 -0.021150746907615134 7.215838432312012 1350.454 0.9647321492881108 0.02424027845213987 -0.02559031625723858 6.781811237335205 False 2 800 28.83 37.35 1352.4215 0.9516330669764312 0.057718579662839546 -0.08599317259680676 6.230076313018799 1238.7635 0.9579253881759451 0.04465673599905623 -0.0851250673000503 5.660959720611572 False 2 900 28.92 37.07 1379.3997 0.9582161698388374 0.034705915445355326 0.05515935667133439 6.422319412231445 1301.516 0.9639755590136114 0.024686035119087235 0.04740139514798735 5.794897556304932 False 3 1000 28.9 40.1 1539.1427 0.9557077267497653 0.0453523920629984 0.00016470283565805203 7.875981330871582 1274.5436 0.9612551600349667 0.03408447341569769 -0.0026638088913524625 7.433002471923828 False 3 1100 28.61 37.33 1356.8195 0.9519945557803443 0.05321470038189445 0.039261879880679675 6.145919322967529 1209.6666 0.9576394670961521 0.04292943705376737 0.020372783331821052 5.571811676025391 True 3 1200 29.47 133.3 1234.7336 0.9508961084042032 0.06262172048236296 6.068809739575759e-05 6.2174153327941895 1144.816 0.956954985243148 0.04996339870312702 -0.011803109380029306 5.664381980895996 True 4 1300 29.47 46.42 1167.327 0.9473592814066214 0.06843711883634333 -0.019693894459455144 6.21738862991333 1143.1421 0.9549757133661436 0.05368658405506772 -0.026649095467244192 5.605978965759277 True 4 1400 29.52 37.11 1465.7725 0.9548361227587041 0.04794935696722158 0.03665187401565669 6.435389518737793 1303.5769 0.9607502596859563 0.03726100945203246 0.041409365935879176 5.88880729675293 False 4 1500 28.88 37.48 1345.7827 0.952087152007738 0.05218073855600341 0.04200188693310009 6.127725601196289 1236.5704 0.9589111204536821 0.0398923853630843 0.03628118811016794 5.534794330596924 False 5 1600 28.94 37.81 1080.11 0.9452834365400663 0.07219100394291968 0.02924504886750967 6.260951519012451 1134.9252 0.9537786733410494 0.05705265651501134 0.031697650250273615 5.698193073272705 False 5 1700 28.78 40.39 1137.8579 0.9462233974579949 0.07560615025393415 0.011795137628938558 6.159826278686523 1143.2133 0.9543797646350707 0.05823033471717541 0.010014414613611569 5.584573745727539 True 5 1800 29.41 38.93 1053.3652 0.9487167610424915 0.06409907318508146 0.15981874301602247 6.362498760223389 1176.5496 0.9565681447879201 0.049055345704288225 0.1484290513719068 5.811258316040039 False 6 1900 29.09 45.35 1082.8333 0.9485730200943723 0.06095880687249094 0.009248140751415408 6.2815937995910645 1192.338 0.9571956952022772 0.044462857166489594 0.007982227307945528 5.733034133911133 False 6 2000 29.13 62.55 968.7767 0.9451268372202611 0.06977730352247005 0.12620349481154375 6.11134147644043 1160.1321 0.9560327185266195 0.04806757233800108 0.12181404288636632 5.53739595413208 False 6 2100 29.07 41.39 880.35364 0.9401167097797833 0.08650429125793661 0.10622922400346407 6.136951446533203 1113.303 0.9526817583645188 0.06166941653725087 0.11761313392302833 5.55141544342041 True 7 2200 29.24 37.23 1007.5647 0.9440412023044132 0.07693249012500157 0.11068330078573468 6.091037750244141 1100.1123 0.9544702294083249 0.05506906330612379 0.11433935662578733 5.495474338531494 True 7 2300 29.22 37.96 868.3376 0.9376913984619321 0.0953099535419924 0.07248785517195891 6.119460582733154 1109.0293 0.9508986759225565 0.06638621595884141 0.08533165852575583 5.511082172393799 False 7 2400 28.71 37.89 790.7117 0.9350776736367055 0.1020666560849474 0.15536505245313986 6.077280044555664 1111.4603 0.950013667435072 0.0694000344673889 0.15812748314688252 5.491182804107666 False 8 2500 28.41 73.33 803.30115 0.9371878491925315 0.09686921178626073 0.15561018045459263 6.103122234344482 1116.955 0.9519627132397792 0.06563161287479402 0.16027365585506403 5.502996921539307 False 8 2600 28.67 46.77 810.0979 0.9371259380621629 0.10042132308702176 0.14147681895138972 6.111800193786621 1133.531 0.9518804419516893 0.06659705807321203 0.14093340497636936 5.51254415512085 False 8 2700 28.86 36.8 739.8981 0.9327647437016795 0.11258654869331144 0.13370721311751682 6.073057174682617 1117.5549 0.9501257981684362 0.07318911710329624 0.13855976132125916 5.481473922729492 False 9 2800 28.73 37.1 816.85254 0.9365537031177598 0.09548653554081489 0.1359883507210988 6.093013763427734 1134.1519 0.951878872402829 0.061270704272085086 0.13628981446628438 5.507640838623047 False 9 2900 29.06 40.17 812.5112 0.9356476942484508 0.097786698650896 0.0744032442575893 6.121457576751709 1144.7417 0.951860477593612 0.06159229427885426 0.07397529739403545 5.544763565063477 False 9 3000 28.88 40.37 802.2285 0.9325171933304797 0.10762638697715786 0.12699610138365094 6.1884331703186035 1090.6711 0.9505912852891282 0.0674200461033085 0.13266542799977807 5.57669734954834 True 10 3100 28.67 37.81 840.2965 0.9379379923758522 0.09311686239101649 0.13043277106470483 6.099226474761963 1174.0354 0.9536931896209547 0.058435077235225945 0.1340560504668442 5.501806735992432 False 10 3200 29.16 39.45 736.0092 0.9269506597048145 0.12392891344516549 0.15399338645161562 6.072139263153076 1068.2654 0.9476653688231499 0.07621008984524817 0.15390535954795803 5.488033771514893 True 10 3300 29.15 85.81 737.3758 0.9320609017807518 0.11458936530247811 0.030776700800094092 6.1409077644348145 1085.7006 0.9497420192499517 0.07253690359088416 0.030642222570033496 5.546681880950928 False 10 3400 28.72 37.13 723.0214 0.9318304401531834 0.11380529477901177 0.10836467742472691 6.089019775390625 1072.5623 0.9502207657643638 0.07055711606576642 0.10629026374937024 5.502369403839111 False 11 3500 28.95 36.97 711.27637 0.9274468490052428 0.1301797331427918 0.12117464257717189 6.077885627746582 1096.5869 0.947982229258354 0.07921772906795398 0.13406739904524856 5.481533527374268 False 11 3600 28.78 42.01 678.10406 0.9277390325606859 0.13307141754394589 0.12446804265099093 6.151851654052734 1094.7986 0.9487722395146714 0.07981918952316878 0.12363900417637877 5.5767316818237305 False 11 3700 28.85 39.29 782.1758 0.9251417671567547 0.12776557828303084 0.14418537734824402 6.059454917907715 1087.0483 0.9479382104460674 0.07380404786731716 0.15032672064734334 5.46668815612793 False 12 3800 28.56 40.19 744.243 0.9238884761621493 0.14153181273455193 0.16026704244475887 6.076923847198486 1076.422 0.9474492023441584 0.08123992656460183 0.16888776296803784 5.488522052764893 False 12 3900 28.73 38.44 742.78516 0.9271067600688954 0.13973910564304795 0.16385604186409158 6.0674848556518555 1075.8291 0.947008633649828 0.08759033672756875 0.18080130106186346 5.473445415496826 False 12 4000 28.7 99.12 690.7011 0.9227951361157248 0.14346802774130551 0.13361348883790075 6.069199085235596 1073.3744 0.9479306113087573 0.08167423834364311 0.14169635067346315 5.476202964782715 False 13 4100 29.07 44.88 669.91016 0.9204488405085792 0.15025102021940723 0.12215871776457826 6.069265365600586 1097.6289 0.9460041192334988 0.08579521271301348 0.13406054357452085 5.472250461578369 False 13 4200 29.08 37.75 770.88574 0.9218220411459832 0.13705487271064665 0.1258970026830977 6.07331657409668 1128.8481 0.9476958199176071 0.07682337368504193 0.13646470264321825 5.4754486083984375 False 13 4300 28.88 36.57 752.976 0.9252187324679602 0.13195196591138256 0.13446509327405495 6.073151111602783 1077.6323 0.9483980258011437 0.07520254247559675 0.14468940556105347 5.481934070587158 False 14 4400 28.9 44.72 701.2698 0.9228554964592317 0.14459931742325358 0.09874583480821031 6.094224452972412 1101.4751 0.9482501434574473 0.08106581251024489 0.10568886199048505 5.498042583465576 False 14 4500 29.05 39.31 681.601 0.920575138010716 0.15803496101707812 0.17349051917773028 6.047264099121094 1104.7595 0.945380558375761 0.09328496793626938 0.15879403085201818 5.461865425109863 False 14 4600 28.92 39.67 719.16437 0.9175390895067593 0.15433016504380384 0.15816297640201374 6.070910453796387 1130.2794 0.9460588599805032 0.08559535789663149 0.15298366972928382 5.479682445526123 False 15 4700 28.76 65.7 646.4966 0.913876900983967 0.166420692974287 0.17058586519131363 6.048691749572754 1050.7312 0.9433785659257349 0.09243705257113667 0.17883369674344654 5.452085018157959 True 15 4800 29.4 39.65 631.17596 0.914784858416088 0.16902265628979984 0.1788993993349728 6.0811662673950195 1062.4023 0.9444762296476951 0.09446647352641405 0.1781558829749305 5.496367931365967 False 15 4900 29.35 42.16 634.38336 0.9109148207409499 0.17727753675203556 0.15868924282188077 6.073464870452881 1068.1538 0.9429290868882806 0.10052493713448286 0.15520304136197183 5.4846320152282715 False 16 5000 28.72 42.84 657.5926 0.9127651942960342 0.17225241680269984 0.16603176568890973 6.046149253845215 1067.2631 0.9439752692088934 0.09264933195453975 0.16290990660396223 5.460357666015625 False 16 5100 28.87 37.12 622.99414 0.9067272059112397 0.1885034445659543 0.1485410492097612 6.175588607788086 1066.1871 0.9413013542237768 0.10371648273160265 0.15500875876209103 5.574609279632568 False 16 5200 28.91 36.96 641.74524 0.9093257807659217 0.18536103961967845 0.1452159145537369 6.058809757232666 1038.025 0.9425255423442176 0.10129419870417848 0.14522222005852206 5.471311092376709 True 17 5300 28.9 37.52 633.5938 0.9142231224322952 0.18080791818150582 0.14280399945869354 6.055074691772461 1042.7535 0.9450530861494807 0.09690770259720849 0.145557150734814 5.466038703918457 False 17 5400 28.77 36.63 582.58936 0.9132799000444976 0.18486695157196797 0.15840821932676064 6.093007564544678 1072.2522 0.9442795971233451 0.10179046048777847 0.1536286347022191 5.513993740081787 False 17 5500 28.81 37.84 600.09576 0.9094156583542913 0.18226398028285534 0.15218001980141765 6.1502485275268555 1106.0035 0.9442840290977911 0.09441997598368984 0.14899554354095468 5.55380916595459 False 18 5600 28.66 37.9 608.9669 0.9065648206006772 0.1805958769048774 0.13176818475727622 6.090273380279541 1077.7123 0.9435768363050916 0.09026888171264107 0.13385499580748378 5.503841400146484 False 18 5700 28.95 39.7 591.3702 0.9025585124634476 0.20116719602380392 0.15783348128189845 6.073896408081055 1067.9266 0.9405242499449313 0.10523549509325635 0.15287687443876846 5.489418029785156 False 18 5800 28.87 37.35 615.50494 0.9066786677038359 0.20527358801577436 0.16139131635843426 6.194361209869385 1088.4937 0.9413124760087777 0.1105549200350067 0.1522503845209158 5.62784481048584 False 19 5900 29.05 39.13 602.5845 0.9109304612631931 0.1888119278390636 0.15191802607478894 6.0411787033081055 1057.5266 0.9439681802379883 0.09899778507661944 0.16606551378162474 5.443531513214111 False 19 6000 29.11 39.38 571.5651 0.9048135511976121 0.1975793139350085 0.1620296845623755 6.079648971557617 1088.6984 0.9429402467149204 0.09940323749115308 0.15176963776580313 5.50108003616333 False 19 6100 29.06 53.17 553.90875 0.8974453030901611 0.2155596578981231 0.14652502074236942 6.06045389175415 1046.8485 0.9385359992777911 0.11195624546422418 0.14640832857080957 5.472731590270996 False 20 6200 28.9 46.29 595.2172 0.9027605788572203 0.19274653792337929 0.15406250083015757 6.053236484527588 1104.1901 0.9442149226187109 0.08883876391253681 0.13247172144837135 5.479288101196289 False 20 6300 28.92 54.98 560.028 0.8976776755590364 0.2133567375639319 0.14659566775225552 6.041932106018066 1141.2987 0.9403086616930202 0.10731887638823535 0.12948235065259794 5.4660515785217285 False 20 6400 28.82 38.46 555.4167 0.8970721739969301 0.21345255353952197 0.16775325782877132 6.122267723083496 1111.6449 0.9405969282113613 0.10626651811938002 0.13788081447072695 5.5607075691223145 False 20 6500 28.79 36.53 541.96814 0.9008199235148465 0.20325896758780784 0.13487548730478674 6.090206623077393 1093.9149 0.9421796622054052 0.10060628632032237 0.12325763807173011 5.515164375305176 False 21 6600 28.77 37.59 520.13763 0.8960431628954176 0.21553215446341523 0.1376932026738582 6.056365489959717 1103.119 0.9402061005786654 0.10683953186855027 0.11791629449103092 5.482287406921387 False 21 6700 28.94 37.49 516.39966 0.892476696156746 0.22681839508196544 0.1383088055504379 6.075673580169678 1065.3553 0.9384161354119519 0.11252425114462201 0.11668366153525508 5.505788803100586 False 21 6800 28.91 37.38 558.6336 0.8900486956738177 0.22544921466456178 0.14628815442509777 6.113255023956299 1106.1658 0.9387718785218647 0.10881001692179415 0.12355361289617206 5.543936252593994 False 22 6900 28.94 36.52 521.57086 0.8893531008785467 0.2268200953675967 0.1628367629705825 6.105554580688477 1078.1735 0.9383326597304885 0.10803465341233032 0.12946603535979598 5.545782566070557 False 22 7000 28.84 37.65 545.0753 0.8834033781235815 0.23455826745180572 0.18095833323092253 6.018150806427002 1150.9382 0.9388829120513742 0.10546760557945464 0.1421172615795167 5.457167148590088 False 22 7100 28.87 37.64 531.60657 0.8831211216347166 0.2419440231666439 0.1702341100180901 6.017690658569336 1100.6674 0.9381670244159469 0.11140689738557769 0.14631605373484816 5.449684143066406 False 23 7200 28.68 37.63 558.167 0.8924429485474777 0.23407234459372903 0.16759211817128356 6.021018981933594 1078.4744 0.9398910391901882 0.1113108305191435 0.1494720676226616 5.449841022491455 False 23 7300 28.97 37.39 547.826 0.8916218484157233 0.21177879924591445 0.1727133645263155 6.015899658203125 1138.9844 0.9422395024055238 0.0940823580067272 0.1435955739104251 5.454197883605957 False 23 7400 28.75 37.27 508.9384 0.8877983072961868 0.2410458817198783 0.16187754521336276 6.013215065002441 1091.2408 0.9402854985524668 0.10930161724380655 0.14571371647391418 5.441877365112305 False 24 7500 28.76 37.03 555.5739 0.8921347555637199 0.23258724277497883 0.16755100231367825 6.017996311187744 1144.2985 0.9411131793445979 0.10525075744755387 0.1472349777506753 5.459769248962402 False 24 7600 29.04 36.9 525.9468 0.8865988711982872 0.23217155980317997 0.19269451092888654 6.020410060882568 1145.4624 0.9418633471849223 0.09751951850969014 0.14687540351548273 5.46954870223999 False 24 7700 28.92 38.66 505.6198 0.8743069640546691 0.2589069210369468 0.18491155492887276 5.994870662689209 1086.3618 0.9365468964467973 0.1120072990185069 0.14218481026342056 5.448241233825684 False 25 7800 28.99 40.02 564.72943 0.8842634757678028 0.2445337579234492 0.17902775273782567 5.9973320960998535 1093.2217 0.9382474434235624 0.10792029515391444 0.15751586513014673 5.430954456329346 False 25 7900 29.24 37.38 528.1179 0.875302355657413 0.25271554778654837 0.18604817596159537 6.006958961486816 1223.5906 0.9381563329092601 0.10506571788732966 0.13467053039198607 5.459461212158203 False 25 8000 28.75 41.17 544.82355 0.8801753835665391 0.2504990096117628 0.15494593472617044 6.008790016174316 1117.0894 0.9386979277666317 0.10821720525628613 0.1327458350314976 5.450881004333496 False 26 8100 28.71 36.99 508.22845 0.879173667974959 0.24523386271275727 0.23668643669385264 5.974817276000977 1120.0264 0.9416554314372434 0.09689775951431723 0.1778368644893492 5.43184757232666 False