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 2.087 23.97 88578.56 0.9821807860310736 0.006071974567806808 0.4310398590291976 171.04685974121094 76819.31 0.9824140943563078 0.00788889814711768 0.5142607325325911 172.5846710205078 True 0 100 10.18 22.56 7730.869 0.9745592512344382 0.0374468781475375 -0.34067149412413 23.31976890563965 5285.934 0.9750357902547033 0.039783938933190606 -0.4348453066581638 22.511274337768555 True 0 200 10.12 22.42 7239.2065 0.9704996499840155 0.05132910160621016 -0.44087134956782986 19.644304275512695 5050.8496 0.9710448956738966 0.05285893998779545 -0.5311249746668596 18.901968002319336 True 0 300 9.828 21.82 10406.406 0.9798975464122904 0.018183274137396357 -0.4361188499959847 17.363855361938477 8337.02 0.9800185427730602 0.020379627356348157 -0.5264568197140184 16.64227294921875 False 0 400 9.554 23.07 8898.912 0.976300714088648 0.027357071205992286 -0.43504498834726507 8.943863868713379 7375.3228 0.9765009073880653 0.028757702106455 -0.5245170346162471 8.693581581115723 False 0 500 9.567 22.31 5609.9453 0.9643465074283054 0.06529635232038909 -0.44037419648044174 6.020796298980713 4636.917 0.9647765455155707 0.06600169012612898 -0.526949630775358 6.280362129211426 True 0 600 9.967 22.05 5490.6367 0.9620120095031762 0.05883612166506201 -0.4212370673278743 5.566878795623779 4573.808 0.9622504555962991 0.06111956658080742 -0.502881857884065 5.548768043518066 True 1 700 10.68 24.4 6204.046 0.9634959134438965 0.059076584553984825 -0.44106808612815973 9.65967845916748 5019.72 0.9643557216310216 0.057137821414018665 -0.5291195244225044 9.323187828063965 False 1 800 9.182 22.21 6582.6064 0.9725383961125044 0.03307646163208759 -0.4179827433470615 5.315029144287109 5967.7007 0.9732564321149241 0.03185525185854116 -0.4966604631347287 5.312819480895996 False 1 900 9.423 22.89 5032.357 0.9611087205267344 0.05958726826454372 -0.4165348436277742 5.584078311920166 4536.9365 0.961880058877075 0.05880340942888217 -0.493411290705312 5.534764766693115 True 1 1000 10.12 22.17 7489.835 0.9639431495424118 0.059319527253973714 -0.4112637147870419 8.710021018981934 5663.0 0.9647346923365747 0.057936692423976484 -0.49387811991594377 8.383927345275879 False 1 1100 9.383 23.37 5840.331 0.962662036184878 0.05700160266291311 0.2220007988507345 4.838161468505859 4923.4673 0.9638500019132292 0.05514636467581325 0.3184072545817488 4.739382743835449 False 1 1200 9.265 22.06 4499.2285 0.9496986381197785 0.08945547741064382 0.19714109583598935 4.681678771972656 3947.572 0.9505821954528411 0.08758477507082578 0.2857088503766226 4.507150173187256 True 1 1300 9.929 22.22 4428.108 0.9488781510920545 0.09259247405973249 0.35435618935348195 4.241053581237793 3871.961 0.9499226452363849 0.09089079194763629 0.448939950683901 3.9918479919433594 True 2 1400 9.966 22.22 4530.3286 0.9511339347584696 0.08617679221104316 0.34566685224122623 4.303989410400391 4019.1382 0.952942608854409 0.08247627757220909 0.44777530581014435 4.07475471496582 False 2 1500 10.73 21.68 4569.888 0.9514421574099995 0.09748243934991438 0.33295210877607084 4.475077152252197 3984.5007 0.9528465450051679 0.09417634089418364 0.4197022326253878 4.320304870605469 False 2 1600 9.743 26.2 5595.956 0.9672327722914654 0.04361509405972537 0.3144276547472012 4.672089099884033 5089.586 0.967932069275944 0.04209058787001277 0.4120851153526767 4.535760879516602 False 2 1700 9.957 22.22 4297.4873 0.950388765360614 0.09189425310651396 0.36636351975955056 4.455934047698975 3869.9092 0.9516291802260851 0.0899361391087962 0.4599251418212793 4.193016529083252 False 2 1800 9.484 22.22 4404.654 0.9504392462180256 0.08751536347267515 0.39474258121727906 4.10669469833374 4014.832 0.9511806986887535 0.08605646785445056 0.4838430276562095 3.7970728874206543 False 2 1900 10.27 22.95 5348.3457 0.9636340317589511 0.04992265526340641 0.40073228106942976 4.0789594650268555 5102.9316 0.9647205319311726 0.04752987127039615 0.49371219280681944 3.7065746784210205 False 3 2000 9.347 22.29 4002.8752 0.9392036931785188 0.10263345953436885 0.4175445391953491 4.081598281860352 3592.5276 0.9402638730121158 0.10020424938967247 0.5051063779750172 3.69527006149292 True 3 2100 10.03 22.73 21702.912 0.973070496682171 0.031965579207007364 0.24973641971472083 5.521765232086182 19537.58 0.9740099802570231 0.02974186541573917 0.32834690791171667 5.273066520690918 False 3 2200 9.598 23.06 4351.7783 0.9585292001172984 0.08380408130292309 -0.38109527470094706 5.175477504730225 4229.3657 0.9597610884571993 0.08128883452935416 -0.4215130667115062 5.113037586212158 False 3 2300 9.533 21.57 3935.7605 0.947269101703956 0.10486283022550137 -0.2204686781717109 4.947219371795654 3808.0127 0.9487425744872123 0.10155428765869601 -0.2316198562582098 4.888279438018799 False 3 2400 8.91 27.04 3654.681 0.9432843223906978 0.10615812492236493 0.14038230218229703 4.869350433349609 3645.3474 0.9455644765665724 0.10090249925139136 0.22822434544833617 4.69485330581665 False 3 2500 9.815 22.04 3666.6465 0.9429297731804726 0.1035580285386153 0.33534234653539524 4.337435245513916 3641.0168 0.9450302637149376 0.09861209125112652 0.42909401301245836 4.071612358093262 False 3 2600 9.944 21.97 3960.53 0.9365491383008573 0.11296353092254227 0.3780939738143949 4.18810510635376 3619.2212 0.9393185131445372 0.1063506066301487 0.47026124487496423 3.8945846557617188 False 4 2700 9.794 25.28 4301.655 0.9354988306534744 0.11950463832202636 0.40827958303209655 4.045330047607422 3436.4036 0.938044942443228 0.11467874378684413 0.49032677771186534 3.740638017654419 True 4 2800 10.04 21.85 4096.786 0.9324821091254962 0.12483482305042955 0.3948304822006076 4.061852931976318 3420.699 0.9359192878611415 0.11807700427547181 0.48401335092379266 3.692248821258545 True 4 2900 10.12 22.81 4378.4263 0.9449425591859082 0.09065136892140485 0.41444876546228604 4.2568745613098145 3797.022 0.9471959625141831 0.08754547713609484 0.4971620500379471 4.082242012023926 False 4 3000 9.806 24.58 3537.8838 0.9388011039536828 0.12497820372429506 0.42184572379061114 4.247134208679199 3435.7012 0.9412912018583183 0.11829579608225303 0.5073895271135253 3.894383668899536 False 4 3100 9.815 25.38 3901.46 0.9300343615803204 0.1284906546921053 0.42977267551941156 3.9747939109802246 3266.2886 0.9328953695915467 0.12186832006966164 0.5105970995983582 3.6045992374420166 True 4 3200 10.3 22.41 4259.215 0.9327832509627546 0.12110270389812698 0.4243391824587251 3.9407479763031006 3363.244 0.9355256047745084 0.11481319159892463 0.5039586620307751 3.5806939601898193 False 5 3300 9.765 25.73 3841.409 0.933650327580167 0.12904787579653798 0.43762647168395125 4.073210716247559 3323.5215 0.9368148142905826 0.12220028412895502 0.5160789723838308 3.7730393409729004 False 5 3400 9.949 22.69 3957.3093 0.926132583986401 0.14234764994311705 0.42773934290979315 4.0307745933532715 3304.5159 0.9302039362000396 0.1314958901034612 0.5046603582141956 3.7053756713867188 False 5 3500 9.61 22.8 3535.6702 0.9285139778195988 0.13792462453901028 0.4488379975578669 3.862177610397339 3253.1465 0.9324183048334839 0.12666208007481508 0.5252655382184912 3.553623676300049 True 5 3600 9.624 22.0 3739.2544 0.9329822810343655 0.1266609618720162 0.46830879246868234 3.746656656265259 3402.6846 0.9355399603434992 0.1200136660772784 0.5359657692945018 3.4322242736816406 False 5 3700 9.692 25.71 3849.412 0.9388536928851362 0.11492056949163343 0.45807108298281946 3.9271342754364014 3511.9495 0.9416995533273268 0.10889922493609806 0.533958759683462 3.6472766399383545 False 5 3800 9.652 22.16 3780.3247 0.9279546051718287 0.12495970146248583 0.44695550584778654 3.991335868835449 3463.5662 0.9304988989073807 0.1200757184225502 0.5241271215051353 3.576996088027954 False 5 3900 9.894 22.36 3520.5408 0.9254151304806825 0.13010562600254938 0.4818851343451893 3.686685085296631 3343.4702 0.9290272894917795 0.12272697533864721 0.5481007173388024 3.3520004749298096 False 6 4000 9.656 21.97 3296.1797 0.9232064991087339 0.1397209878779783 0.48731595417338347 3.648926019668579 3196.6226 0.9277301710622129 0.13004980999170326 0.5515915646138448 3.3213491439819336 True 6 4100 9.714 22.14 3166.3171 0.9193957980331794 0.14443188606112278 0.5018827226388078 3.626863479614258 3141.113 0.9253544172297612 0.13097614173605787 0.5621452668027722 3.3266208171844482 True 6 4200 10.15 22.23 3349.2773 0.9268465756917482 0.14642561516797692 0.49428829000573904 3.786916732788086 3234.3584 0.9324901432394671 0.13263694968780687 0.5590574038461124 3.494866132736206 False 6 4300 10.31 22.44 3506.66 0.918025243696571 0.1464920981642064 0.4901403797469447 3.6961042881011963 3086.7239 0.9239791146370818 0.13449471548933917 0.5544923383630337 3.340630054473877 True 6 4400 10.08 23.07 3290.9194 0.9315243870583524 0.13954076890827932 0.46111357884689647 4.487190246582031 3294.5 0.9365378239929124 0.12704961835619882 0.5370535862186638 4.1596784591674805 False 6 4500 9.808 22.55 2947.1692 0.9179037959753379 0.15601073061289034 0.4856002565039761 3.6415581703186035 3026.05 0.9238494954517816 0.1417319641657625 0.5524621688213567 3.287710428237915 True 7 4600 10.01 24.71 3535.2617 0.9435492424160367 0.12947471088826432 0.5153378996544271 4.273563385009766 3551.221 0.9469378083891836 0.11861142002890697 0.5726314633590941 4.030324459075928 False 7 4700 10.22 26.02 3104.6875 0.9320290592740936 0.1400103768514522 0.46761259023766427 4.043386459350586 3272.9985 0.936905763766911 0.12744045267190782 0.5297141480578498 3.7557690143585205 False 7 4800 9.416 23.24 2996.4937 0.9230778123848328 0.14775284221903362 0.4412808353039945 4.028002738952637 3197.1108 0.9285546408142026 0.1361224558403306 0.5134464074043726 3.720560073852539 False 7 4900 9.817 22.1 3068.092 0.9130825917671196 0.16368982519066322 0.48653767634542433 3.645998239517212 3000.4075 0.9203827391009598 0.1478862281600517 0.5502134373052529 3.31598162651062 True 7 5000 10.11 23.62 3094.5461 0.9215605916715494 0.1567975599659362 0.4712595140433805 3.7617080211639404 3153.841 0.9280342773771505 0.14038823952795926 0.5431138762383502 3.395552635192871 False 7 5100 9.618 22.25 2970.5874 0.9139802678287295 0.16038659857796433 0.4871307042674156 3.643519639968872 3063.825 0.9222148310782954 0.14256162102955414 0.5476263858914694 3.3355934619903564 False 7 5200 9.603 21.94 2947.3845 0.9163391269646269 0.1566011862705334 0.4973530646519968 3.5861754417419434 3004.4792 0.9223946592174184 0.14293646930633333 0.5530378826712652 3.2785446643829346 False 8 5300 9.596 21.36 2858.0837 0.9103629767394907 0.16307803649795571 0.5159794967955231 3.6910061836242676 2942.2217 0.9185918707279856 0.1458122906882417 0.5683503951064575 3.411574125289917 True 8 5400 9.992 22.06 2916.1262 0.9154485937605433 0.1676361042419129 0.5147091226321305 3.515552043914795 2979.8005 0.9233466610144305 0.14822943333516125 0.5711655394491454 3.2120535373687744 False 8 5500 9.676 21.56 2670.4849 0.906736917495528 0.17061517855249084 0.5056557157231674 3.6032252311706543 2957.7847 0.9166549400040477 0.14941775506261487 0.5644867551054836 3.295877456665039 False 8 5600 9.62 22.07 2908.5024 0.9060710609563644 0.16772619987514895 0.5103182342097593 3.525407075881958 2965.018 0.9157066672737689 0.14675296441809635 0.5688297409762669 3.206005334854126 False 8 5700 9.679 22.09 3213.7842 0.9136619318894005 0.1561346230915652 0.5104927648296811 3.5431082248687744 3024.1125 0.9222431396719718 0.13647598650209086 0.5726969944813555 3.207970142364502 False 8 5800 9.354 22.11 2853.872 0.9091746639712861 0.17263578803164595 0.5079520178016128 3.647836923599243 2918.059 0.9185980927228126 0.15100264810237418 0.5666208555205344 3.3263180255889893 True 8 5900 9.733 21.47 2829.34 0.9148852729878606 0.16099419793500694 0.5153089196143108 3.9556825160980225 3063.938 0.9246407110353884 0.1385692623825633 0.5744984553036742 3.639476776123047 False 9 6000 9.329 22.27 3119.1272 0.9015449199781955 0.1808229492408137 0.5289679129618615 3.438788414001465 2907.832 0.9142834272645372 0.15322481192989995 0.5834887630184462 3.1337006092071533 True 9 6100 10.13 22.48 2990.0173 0.9162710472464496 0.17728332818127787 0.5416392595834852 3.4292092323303223 2925.5854 0.9260976466572458 0.1521847721184238 0.5923394828687707 3.158586263656616 False 9 6200 8.991 22.18 3497.469 0.9286872476349012 0.14013830607380942 0.46964316364225434 5.024140357971191 3492.7266 0.9340267715915326 0.1239818143206556 0.5342907485195358 4.691132068634033 False 9 6300 8.363 21.32 3276.7197 0.928514468265207 0.14236045371060463 0.48853931820488133 3.714547872543335 3320.923 0.935072402008611 0.124987401133387 0.547530704123207 3.41900634765625 False 9 6400 9.366 21.64 2997.7085 0.9095603348114286 0.16750876144224128 0.5201469829696849 3.5084381103515625 2948.0125 0.919485172373801 0.14377345876731365 0.5750107052211599 3.2102627754211426 False 9 6500 9.664 22.16 2858.2263 0.9013183637999482 0.18238497893473216 0.5408837827171344 3.403414487838745 2861.9932 0.9139645595095497 0.15324395793911091 0.5906554131899716 3.1236824989318848 True 10 6600 9.949 22.35 2423.202 0.9046100698794846 0.18176053248948812 0.5283724236693579 3.709987163543701 2876.8833 0.9166114045761207 0.15410303722875204 0.5859282905003077 3.35760498046875 False 10 6700 9.646 21.89 2771.8447 0.8975797185925616 0.19534963293054414 0.5418674466006667 3.371565818786621 2806.9805 0.9111850047045752 0.16370424935456748 0.5922310383224504 3.082427740097046 True 10 6800 9.885 22.58 2649.8928 0.9104353501209838 0.17051226529429978 0.5510644935138896 3.472872018814087 2945.7358 0.9206430515450525 0.14561234511894913 0.5938085792229902 3.2736032009124756 False 10 6900 9.618 21.24 2803.158 0.9125607150434931 0.18374455034712683 0.543933516779381 5.415829658508301 3006.173 0.9227572032008705 0.1564045172565719 0.589183417474832 5.07502555847168 False 10 7000 9.39 22.24 2734.283 0.9029927606375987 0.18512909806246688 0.5466964331491166 3.358220100402832 2909.3398 0.9145160779012498 0.1576357376979989 0.5946658268701455 3.084836959838867 False 10 7100 9.646 22.01 2978.576 0.9152667945746602 0.15786414245457192 0.5455526969287522 3.433020830154419 3295.2273 0.9260101716094119 0.13041497036395716 0.6011249664427155 3.151665210723877 False 10 7200 8.459 22.74 2704.844 0.9005528183104937 0.1811603574480233 0.5495696086653119 3.3820900917053223 2933.2346 0.9142367857503474 0.15099868023077442 0.5986043759795158 3.0883543491363525 False 11 7300 9.595 21.45 2895.9727 0.9139623996282356 0.17943253632807032 0.5246855398302273 4.502884387969971 3080.0032 0.9247660683670745 0.15021285921397545 0.5805541981740049 4.190279960632324 False 11 7400 9.579 22.17 2492.0613 0.9051189756682496 0.184991632176852 0.5512934005468435 3.3632254600524902 2883.1272 0.917628348515945 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