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 17.45 31.57 75322.805 0.9933380562443568 0.003913806322733369 0.15489189694842387 26.51437759399414 71740.23 0.9924737459508215 0.0054138003361425486 0.35063225892445754 27.82131576538086 True 0 100 29.26 13.29 8720.601 0.9867492833318325 0.0341924577253819 -0.33917853313138907 10.209903717041016 7385.2666 0.9858045856049421 0.04318455461915045 -0.39702789547369277 10.774555206298828 True 1 200 32.29 13.28 5899.448 0.9787593976879184 0.06621836438555108 -0.3481856048484293 8.907181739807129 5987.9395 0.9766420942490904 0.07419291280104495 -0.40173693628618623 9.736509323120117 True 2 300 29.05 13.32 5268.8965 0.9775849361715878 0.07475128090751408 -0.21709856042447903 8.62371826171875 5732.522 0.9765820068913045 0.08141376536782742 -0.2952852251022833 9.367794036865234 True 3 400 29.27 12.85 6079.0405 0.9788227859488081 0.056733489015504776 -0.2545688510837059 8.676891326904297 6144.9805 0.9778414226354812 0.06425687298726855 -0.35296000592938576 9.453240394592285 False 4 500 28.79 13.29 4920.5522 0.9742771260187291 0.07786259341288027 -0.11086868688236438 8.632030487060547 5602.9243 0.9752309947880817 0.07889552809368958 -0.12880232059948477 9.320036888122559 True 5 600 29.23 12.97 4908.366 0.9748289372220422 0.07975536958187404 0.16890727418592 10.302101135253906 5599.4287 0.9749853593466843 0.0788434564007663 0.10724064001014592 10.875845909118652 False 6 700 28.71 12.87 4636.402 0.9725883573169194 0.0849715298838682 0.3169767901969691 8.075994491577148 5630.7837 0.9748695788563205 0.07819470307637348 0.3079960718693048 8.83566665649414 True 6 800 29.37 12.92 6640.1387 0.9775484041885809 0.06165808061241706 0.3362710175707288 9.292957305908203 8523.465 0.9785637230684882 0.05550024046601127 0.3317208378247625 9.948546409606934 False 7 900 28.51 13.21 4296.529 0.9724780915077844 0.0922254779770808 0.3357365333856583 7.714299201965332 5984.1553 0.9761142096429267 0.07857973384343583 0.3381716984191051 8.417302131652832 False 8 1000 28.48 13.03 4410.861 0.9699317620871492 0.09031180144333863 0.32784725460769787 8.326481819152832 6078.8535 0.9731551319830574 0.0810250507071211 0.3423148312734866 8.98525333404541 False 9 1100 28.63 12.91 4837.887 0.9705867239712532 0.08142540258524349 0.34783887927732093 7.727165699005127 6964.3857 0.9743779292444834 0.06743752797716131 0.36134432280144957 8.388410568237305 False 10 1200 28.72 13.0 3809.686 0.9631488710922741 0.10755579786479752 0.3513953156535981 7.657296180725098 5894.443 0.9705084739332727 0.08661163671971758 0.35867113160328773 8.318436622619629 False 11 1300 28.89 12.98 4045.4136 0.9639728253526171 0.1025442500459735 0.3394958957821073 7.752763271331787 5740.4927 0.9704719774005033 0.08573582020469463 0.3387082808664465 8.468755722045898 False 12 1400 28.35 13.01 3690.2664 0.9620559312625288 0.11210536412011012 0.3539752825192189 7.470059394836426 5789.1997 0.971561611703452 0.08524354626476965 0.3512856667353432 8.157041549682617 False 12 1500 28.9 12.82 3408.6936 0.9599785282455375 0.11738439396096874 0.3554507524124724 7.411771774291992 5700.673 0.9704537965122743 0.08746753008472972 0.3524657932928112 8.091507911682129 True 13 1600 29.13 13.22 3730.2458 0.9594000993154468 0.10896309136727968 0.35558974420385303 7.386162757873535 6133.576 0.9693616705488602 0.07638477291192095 0.3533265961993215 8.055071830749512 False 14 1700 28.87 13.2 3541.8809 0.9623014784667543 0.12036861905902284 0.3595660984997818 7.604349613189697 5928.4727 0.9723905848760381 0.08767925277152755 0.35276821226172284 8.33021068572998 False 15 1800 28.6 13.21 3133.1628 0.9578939609032412 0.1264761615061205 0.3637344009697324 7.333339691162109 5937.8374 0.9697678416154322 0.0881158200686175 0.3606756074489123 8.007489204406738 False 16 1900 28.78 12.83 3677.881 0.9623529365040481 0.1139032957245532 0.3641488989436072 7.599900245666504 5827.3794 0.9737211795224691 0.07641285135169311 0.3594122925899964 8.311219215393066 False 17 2000 28.38 12.85 3396.0747 0.9547270625393277 0.1341997670968734 0.36569174479727085 7.5818562507629395 5818.744 0.968841124671594 0.0887619985008759 0.3659544449841867 8.285870552062988 False 18 2100 28.68 13.24 3350.5173 0.9545358087119249 0.13375036166377172 0.3655681556092386 7.375342845916748 5519.3994 0.968403138848601 0.08983392844235868 0.35715058148098455 8.096047401428223 True 18 2200 29.42 13.08 3601.932 0.950938804533867 0.14209392552960495 0.36669724788305774 7.332305431365967 5654.1655 0.9679907985971876 0.09070515247143225 0.35804875757911003 8.010854721069336 False 19 2300 28.61 13.09 3208.4036 0.9527262021486229 0.14489792265601034 0.3678326152098105 7.3546295166015625 5712.1943 0.9682224476641594 0.09252301687121071 0.35726337018158977 8.085229873657227 False 20 2400 28.71 12.87 2974.3618 0.9456535437059842 0.1541947432226369 0.37054209942986294 7.282138347625732 6001.287 0.9661212564323592 0.09051877617582044 0.35649231894050576 8.00715446472168 False 21 2500 28.6 13.12 3051.305 0.9512260274310906 0.1499042020761922 0.3758679995095043 7.268714427947998 5621.869 0.9705132490995125 0.08874254457832413 0.3718407703218918 7.942878246307373 False 22 2600 28.57 13.08 3003.9697 0.9421296849071072 0.15962510689528253 0.3767980823020012 7.26849365234375 5915.5557 0.9646585676038008 0.09006127663884143 0.3713732830386541 7.963230133056641 False 23 2700 28.87 13.21 2673.5645 0.9418792149063219 0.16998341616977974 0.3868989204769497 7.275785446166992 5930.004 0.9670963833434103 0.0903680857293047 0.3821951182015701 7.930535793304443 False 24 2800 28.86 13.29 2695.4238 0.9337453591483486 0.17289463630755503 0.38380289917737653 7.189849376678467 5689.3125 0.963449676108722 0.09013955955577663 0.37952276039948024 7.850142002105713 False 25 2900 28.83 13.22 2682.1794 0.9405375170307685 0.1778797797006524 0.38997743303836496 7.161346435546875 5799.6743 0.9666184450394466 0.09314489813015764 0.3787655918078574 7.876373767852783 False 25 3000 29.08 13.3 3015.9097 0.94663917342093 0.17210381723674176 0.39226331831612743 7.279706954956055 5647.523 0.9696800624385868 0.09115179665197495 0.38913385746148826 7.975174903869629 False 26 3100 28.68 13.19 2949.246 0.9431500416551931 0.1766956774354813 0.39460960897918784 7.225377082824707 5495.217 0.9684319996456415 0.09444149617498289 0.37979439072707605 7.960082530975342 True 27 3200 29.16 13.0 2928.569 0.9330899726722577 0.18683045055290307 0.3957005182646047 7.188165664672852 5539.04 0.9659086674410362 0.09288302492800433 0.3811087083967542 7.929668426513672 False 28 3300 28.76 13.21 2982.288 0.9308712825163042 0.18850360384623213 0.3963158420649424 7.114827632904053 5913.9 0.9648799477312195 0.08556156190229591 0.3823269447296079 7.82225227355957 False 29 3400 28.85 12.82 2511.668 0.9235071325864995 0.203697733374122 0.40024865902631734 7.081306457519531 5641.938 0.9629563009475705 0.09177575015884827 0.3865769759960055 7.794992923736572 False 30 3500 28.85 12.92 2665.8696 0.9301729387327276 0.18456513708424732 0.3975087856506821 7.273190021514893 5629.2803 0.9656423184894111 0.0892942168263296 0.38527940423681745 8.031025886535645 False 31 3600 28.79 13.26 2482.9612 0.9299572412033814 0.2109967197511452 0.40692153542930265 7.1844401359558105 5514.6157 0.9658786132888605 0.09635458317508945 0.39504202338438105 7.8945746421813965 False 31 3700 28.93 13.28 2925.4424 0.9255007907003805 0.19622848737295134 0.4145153296364603 7.301015853881836 5525.1494 0.9658990137586343 0.08837673629515315 0.4061428831274296 7.938300132751465 False 32 3800 28.91 13.34 2679.828 0.9288327467130582 0.22017354192890307 0.4222990216062333 7.1613054275512695 5553.7026 0.9691716486052504 0.09261414056088604 0.41239008006695804 7.847838878631592 False 33 3900 28.81 12.89 2569.0276 0.9087713668419212 0.23118667827124048 0.4144175787889744 7.010298728942871 5392.1167 0.9610323038026503 0.0940444066912566 0.408017409052052 7.675438404083252 True 34 4000 29.06 13.23 2417.5737 0.9137982605617924 0.23821720069490382 0.4168767239282149 7.022289276123047 5570.3057 0.9636906261582548 0.09381030156662458 0.4064850353093582 7.68922233581543 False 35 4100 28.47 13.27 2054.5984 0.9073003201995614 0.24532783478464001 0.4253520389382905 6.937628269195557 5571.1914 0.9631415603180405 0.09344868224895174 0.4137779332839025 7.609949111938477 False 36 4200 28.47 13.78 2102.2578 0.8955439828800913 0.25092409282953954 0.42525522021422435 7.069528102874756 5790.0396 0.9629967311446459 0.08450347075142776 0.4191682769387677 7.656521320343018 False 37 4300 28.74 13.22 2255.8018 0.9002732796116284 0.244779895961344 0.4317553137578795 6.886091232299805 5713.812 0.96311801164525 0.08619833113108943 0.42104970798116215 7.570771217346191 False 37 4400 28.81 13.22 2218.5454 0.9033444557348509 0.2529953537281061 0.4407162888197868 6.812675476074219 5524.5503 0.963727684296192 0.08872385619086444 0.44386363828538955 7.401488780975342 False 38 4500 28.43 13.25 2203.1572 0.9115811321034365 0.25153221830320344 0.4325160110963078 7.155891418457031 5236.792 0.9633977045650282 0.0999134738875028 0.4157110659157105 7.835351467132568 True 39 4600 28.95 13.08 2259.5186 0.9037858221707022 0.26025279532138146 0.44111406519025453 6.83446741104126 5829.3823 0.9662677530738106 0.08408571029626974 0.4226650004278156 7.55659818649292 False 40 4700 28.63 13.25 2228.0369 0.9038586295003005 0.2753504535657482 0.44028907566158904 7.208865165710449 5316.0156 0.965123185949023 0.09514509779226353 0.4155018795466294 7.928974151611328 False 41 4800 28.44 13.21 1927.4064 0.889561770207351 0.27985777265878725 0.4424034874867559 6.899763107299805 5503.744 0.9620945493849814 0.09634150958127562 0.4258537612979373 7.650667667388916 False 42 4900 28.45 13.24 2191.2463 0.893412777243511 0.28200003360106046 0.43851224031775393 7.023538589477539 5944.391 0.9621315983670572 0.09768380295991452 0.41700356967396923 7.830006122589111 False 43 5000 28.07 13.42 2287.2 0.884432674511505 0.2723841099832464 0.4427950223010703 7.0954508781433105 6168.8823 0.9615356197313548 0.07734896016543351 0.4257540727698012 7.8323540687561035 False 43 5100 28.9 13.11 2207.2542 0.870145760011959 0.29007022957276346 0.4514321868087188 6.78287410736084 6282.503 0.959055099373761 0.08531807845026966 0.4304566304936463 7.554538249969482 False 44 5200 28.5 13.3 1971.3323 0.872006067930613 0.3143120359580812 0.45036839831372266 6.902549743652344 5521.982 0.9615731414778209 0.09057250432270635 0.422927540559256 7.739980697631836 False 45 5300 28.46 13.33 1895.4167 0.8895623923696278 0.3082517015437895 0.4525159117871468 7.198063373565674 5564.614 0.9650934668756865 0.09209564136304178 0.41735811895957686 7.969850063323975 False 46 5400 28.48 14.2 1852.2533 0.8759153645891687 0.32722001859063016 0.45803410753840906 6.707006454467773 5466.763 0.962318135639702 0.0955215582358945 0.4264684600243688 7.512650489807129 False 47 5500 28.82 13.2 1900.9718 0.8398586831786315 0.3491634059957153 0.4665342194868736 6.855128288269043 5812.256 0.9596681803981938 0.08235971717122668 0.439768486814186 7.688642501831055 False 48 5600 28.81 13.19 1843.3079 0.8581278028321067 0.35225361845184866 0.4720442736527223 6.868734359741211 5783.929 0.9616163274897923 0.09192174870056391 0.45752140148832576 7.595993518829346 False