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 17.28 68.59 896092.9 inf 0.018558691830946036 0.47844100487703434 273.8439025878906 94389.625 inf 0.01572010384443088 0.45695577532393766 272.8592224121094 True 0 100 29.54 51.63 55637.05 0.9801079898236829 0.0009400461376636828 0.4452593225851581 22.34174156188965 72551.48 0.9790444283237012 0.001897179076132643 0.40100992145036934 22.739990234375 True 0 200 29.39 50.45 74234.72 0.9793347029067201 0.007853638072857718 0.4899306739665525 7.773960590362549 63177.324 0.9783334188617017 0.006705749104278192 0.4534633644953499 8.042854309082031 True 0 300 29.27 50.03 41789.64 0.9853850990347882 -0.0014457114489008203 0.4751926287525889 13.893237113952637 284255.75 0.9844249649428642 9.92451255846245e-05 0.42920606608788053 14.249664306640625 False 0 400 28.88 51.89 65600.3 0.9795063720323857 0.006105217087236617 0.4179479960258571 24.929170608520508 67623.96 0.9784377938699436 0.00479901479980492 0.35648364782106245 25.344087600708008 False 1 500 40.21 50.18 66643.5 0.9792608610973664 0.007129202510239115 0.03322829881260904 20.93939781188965 67572.65 0.9781809683603826 0.0058688970216766055 -0.03286357880798199 21.32504653930664 False 1 600 29.07 134.3 37918.348 0.9827270521307333 -0.004186975472769936 -0.44071792048158437 5.324714660644531 84417.05 0.9817221384459899 -0.0027315698303111034 -0.4287335281149573 5.514671802520752 False 1 700 28.99 50.25 45739.8 0.9843212130254737 -0.01066321227042927 -0.41699577879073035 22.91533851623535 85799.86 0.9832063662733148 -0.008731616868790712 -0.40203221229422514 23.30950164794922 False 1 800 29.06 62.76 148171.22 0.9794070202904346 0.009154384533733512 -0.4362801542689984 10.534443855285645 69420.46 0.9784452377089133 0.0075541185975765085 -0.40808201837467395 10.801899909973145 False 2 900 28.91 52.07 48358.535 0.9869658750219689 -0.010566100018697455 0.37488578656498583 11.564067840576172 181161.58 0.986040890035994 -0.0087715388930315 0.31534796311015295 11.902959823608398 False 2 1000 28.98 51.62 52866.035 0.98017440215465 0.0014536172922600577 0.27615975037552326 4.860204696655273 67943.484 0.9788549761077115 0.0011269696186483606 0.20813158141349242 5.068628787994385 False 2 1100 28.96 51.75 69658.55 0.9813063782725967 0.0002483836225758824 0.40502799951218793 7.8739728927612305 68581.65 0.979972719918328 -6.648835135460648e-05 0.34529656391870195 8.190095901489258 False 2 1200 28.84 50.79 40177.203 0.9868105321785382 -0.009588981834896508 0.43285161799548194 8.341094017028809 162852.38 0.9858904399164277 -0.007998689594267744 0.3757776568317207 8.71070384979248 False 3 1300 28.75 50.7 32449.613 0.9873436799217384 -0.009619621112211693 -0.41580349220244517 10.079459190368652 368503.38 0.9868650987627127 -0.008808170888818953 -0.3979589809081015 10.283552169799805 False 3 1400 28.86 50.39 33489.137 0.9793865774408974 0.009797406492958334 0.020419203206131036 5.653746128082275 66977.01 0.9783915345375086 0.008054968536160856 -0.04522918393850511 5.887848854064941 False 3 1500 28.83 56.39 18491.986 0.9872082969992936 -0.011690774575264141 0.4275543711763427 10.01112174987793 120588.59 0.9866492928506062 -0.0107039053730572 0.36585185054691916 10.331135749816895 False 3 1600 29.13 50.34 34482.09 0.9874065410286923 -0.011198625890448174 0.44026192140912446 4.598150253295898 320017.56 0.9868529708318621 -0.01022680894942353 0.3853902296950695 4.78573751449585 False 3 1700 29.07 248.4 33079.176 0.9869266390203292 -0.009852074710712935 0.38930515487312256 7.426554203033447 270438.38 0.9863647954217727 -0.008875430361415361 0.3177146320835836 7.7399492263793945 False 4 1800 28.98 52.64 22314.424 0.9871360412149431 -0.01042097598683927 0.37531336449504715 7.201051235198975 172155.72 0.9866587876363266 -0.009781182567494856 0.3002697317028261 7.498054027557373 False 4 1900 29.02 50.41 23762.055 0.9873599464139157 -0.009523670592507732 0.15022847136728895 4.939965724945068 219702.84 0.9870050802051528 -0.009175639427823049 0.05111859621768179 5.191786289215088 False 4 2000 28.84 51.02 13584.018 0.9787344147328625 0.009775275892250909 -0.2611139884049518 5.280404567718506 68709.46 0.9778164570338792 0.00854746258873387 -0.295065834401125 5.506847381591797 False 4 2100 28.45 50.74 13040.735 0.980273287292698 0.0026589320802748897 -0.2392595604108513 5.447232246398926 77462.78 0.9794769391491362 0.0029118483109385907 -0.2670797812026011 5.6566057205200195 False 5 2200 28.96 50.46 41963.938 0.9786981775806336 0.01252889774141783 -0.2767028179039993 5.425366401672363 73446.266 0.977903686376932 0.010759368524476738 -0.2977767328791345 5.67596960067749 False 5 2300 29.05 51.94 17165.58 0.9767228630281846 0.01713099439872203 -0.28767084844267254 5.414949893951416 68827.266 0.976291050335353 0.01440863766162272 -0.30558440568867185 5.649162292480469 False 5 2400 29.09 51.85 27047.406 0.9773250719592737 0.017026254275303514 -0.2994045795388658 5.436868667602539 66947.17 0.9768408854765401 0.014303965414472222 -0.31029529134189504 5.673038959503174 False 5 2500 28.93 50.41 18279.377 0.9840632090366596 -0.0082993140220013 0.39489715487483756 9.025596618652344 68370.34 0.9828698754711567 -0.008901403426627498 0.3266864010664056 9.372779846191406 False 6 2600 28.57 53.47 12829.256 0.9824261985784397 0.0031443588480670834 -0.2592908942641071 5.343420505523682 87871.125 0.9817625136726639 0.0035898949007817575 -0.2907300539673853 5.58242654800415 False 6 2700 28.82 50.35 13845.795 0.9779930578433239 0.013922158169471151 -0.04549451078587867 5.136295795440674 70119.55 0.9771000508393483 0.011987819077139654 -0.11156516707964369 5.374032020568848 False 6 2800 28.57 50.64 22559.273 0.9847586225509081 0.0004329555919086906 -0.24524562086285726 5.778962135314941 256293.75 0.984382434887756 0.0005974962482558732 -0.29106949426786594 6.035834312438965 False 6 2900 28.71 52.23 34689.49 0.9898058170449932 -0.00785600299380183 0.37803372889283626 16.09221649169922 73814.72 0.9883468427338227 -0.009714970368077327 0.3134339112698911 16.159109115600586 False 6 3000 28.97 49.94 30974.285 0.985956226200715 -0.00598481870106483 0.40737021978237586 8.325637817382812 288448.1 0.9853595102702782 -0.0048481971143026084 0.3362802543563029 8.664898872375488 False 7 3100 28.92 51.74 11733.846 0.9817930028538124 -0.01199134461008642 0.44374838893706653 6.751283645629883 76828.03 0.9809418419166404 -0.011020806895003519 0.38452610968760603 7.106081008911133 False 7 3200 28.94 50.42 12705.641 0.9870221818250312 -0.01124500196892751 0.4146881691487391 4.527116298675537 91453.06 0.986638076335833 -0.01130601845827289 0.3480259681856142 4.813640117645264 False 7 3300 28.9 51.68 13647.349 0.9874210787876806 -0.008575746508841816 0.038627424791082714 4.914289951324463 153053.17 0.9872758441092196 -0.0089488803389867 -0.047047873072241404 5.134557723999023 False 7 3400 28.7 50.24 115670.64 0.9785376480643526 0.013221032268151967 0.41453958987833234 4.647058963775635 70285.51 0.977754200695627 0.010886457318687287 0.34675965106564494 4.9109416007995605 False 8 3500 28.65 55.66 47058.96 0.9785993649901293 0.013174490145403455 0.36812151925427267 4.690949440002441 66284.55 0.9778270979233684 0.010540712412850354 0.291509536053119 4.939474105834961 False 8 3600 28.9 50.8 11900.581 0.9863626611277994 -0.009578217874474373 0.40920628322354474 4.5974202156066895 92353.44 0.9859767872188371 -0.00970399751890946 0.3398331314681834 4.863304138183594 False 8 3700 28.87 50.34 445078.47 inf 0.014358212209216587 0.4262590376382989 4.636784553527832 82776.56 0.9768912191909813 0.011695690701143794 0.36364853531651864 4.867640495300293 False 8 3800 28.71 62.98 12302.081 0.9859724236590578 -0.007292214005681603 0.2627974791113789 5.139826774597168 102424.06 0.9856320166933413 -0.006992797161323081 0.17991340117134932 5.325307369232178 False 9 3900 28.73 50.29 10495.355 0.9771725318419308 0.02189008597250714 -0.4471305511538586 5.5117950439453125 71941.14 0.9768163539551264 0.019550749255633073 -0.436286477128542 5.706496715545654 False 9 4000 28.97 51.13 12307.178 0.9777507668398926 0.013359933228893126 -0.13005815521498768 5.057173252105713 66972.57 0.9771822464568792 0.010808212433724975 -0.19720147814374767 5.287757396697998 False 9 4100 28.89 51.09 10610.382 0.9801299607436058 0.002770574090620691 0.0958068133137212 5.065947532653809 68326.54 0.9795096932011506 0.0001687628547384583 0.009716812732070175 5.318530559539795 False 9 4200 28.93 50.58 10345.385 0.97661128033589 0.022715322536286952 -0.39155361165758207 5.596722602844238 66538.1 0.9762514073281892 0.019734639042766507 -0.39924209767235 5.830193042755127 False 10 4300 28.54 49.96 15747.756 0.9814977272175995 0.0010773979277946975 0.3540881301093672 5.93312406539917 67370.53 0.9804761834704684 -0.00035723661783500644 0.2830836610671467 6.2508745193481445 False