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 2.044 11.72 56435.586 0.9670174638713857 0.024135630298212654 -0.09023278287515263 222.15562438964844 60388.406 0.9672838358725429 0.024188139695170873 -0.07373432818752616 221.9236297607422 True 0 100 10.15 9.815 21772.629 0.9760878184943024 0.01272841214960051 -0.09646795455696158 3.5792148113250732 26019.848 0.9772606956882324 0.008947337825800204 -0.15166044276965876 3.8716866970062256 True 0 200 9.702 9.894 13229.741 0.9534452564740101 0.08355228249774735 -0.18322920555810804 2.872304677963257 15990.032 0.955002403664601 0.07922172904400257 -0.19879856729338846 3.1362438201904297 True 1 300 11.87 9.88 12861.446 0.932957369253977 0.1266940951370502 0.1278781373964226 3.208660364151001 15687.226 0.9355373371500256 0.1212125356851988 0.1299973560991624 3.4805219173431396 True 1 400 9.841 9.981 12155.3125 0.9071714758772179 0.1695546555354682 0.2710626254347248 2.654616594314575 14877.965 0.9104213349767252 0.1642026311933888 0.27087438080680254 2.902207612991333 True 1 500 9.83 9.701 9421.216 0.8927343047261811 0.17909159561802213 0.26493713680800396 2.825122356414795 11773.748 0.8944510511918706 0.1782594503126374 0.2721174520279349 3.0752124786376953 True 2 600 10.56 9.772 10259.991 0.8867683114476577 0.1951698415016131 0.26808100421805287 2.711475372314453 12816.834 0.8910951697343805 0.1881770393463567 0.27856416792517175 2.9487521648406982 False 2 700 9.448 12.86 10059.49 0.8704033380334496 0.22505862943912727 0.28603470534756903 2.5006918907165527 12656.809 0.875104603669142 0.21982717538781016 0.28762039974460635 2.731011390686035 False 2 800 9.972 9.891 9965.464 0.8680708717869361 0.23513234657951232 0.28980287042265906 2.5042054653167725 12641.016 0.8724419155026384 0.23063055082445924 0.29084986933817636 2.728400468826294 False 3 900 9.369 9.904 10537.454 0.8547947753426537 0.24861659997102428 0.28599186595073345 2.594961404800415 13397.507 0.8593965867384931 0.24453023840041468 0.28779324484892693 2.8342607021331787 False 3 1000 9.896 10.62 8492.504 0.8472019989984144 0.27822079708067554 0.2910295778889201 2.5400261878967285 11120.685 0.8532606633077857 0.2693767843878893 0.2947599873251752 2.7527923583984375 True 3 1100 9.869 9.833 8184.069 0.8280517849957791 0.3047874043266835 0.2959392177803603 2.4722676277160645 10832.202 0.8340812891141631 0.29670355574156004 0.29599265892766546 2.695589303970337 True 4 1200 9.864 11.86 8382.586 0.8301574201919738 0.3125341670233723 0.29193409193676645 2.504167079925537 11076.991 0.8357401728768699 0.30390370345686146 0.29228178032514934 2.7260608673095703 False 4 1300 9.805 9.774 9295.125 0.8370738984761134 0.2753536921536345 0.29487106958837317 2.5342612266540527 12234.503 0.843666572438192 0.2684304261184231 0.29767665238460733 2.768608331680298 False 5 1400 9.206 9.734 8209.138 0.8245021236560873 0.30462804372949703 0.3039681122285703 2.4554078578948975 10977.07 0.8313591110393407 0.29268819335766916 0.30435661454079715 2.6779873371124268 False 5 1500 9.588 10.58 8088.5073 0.805847143749556 0.3287159099210147 0.30999491184153405 2.56947922706604 10813.698 0.8125988864603128 0.3177942195575132 0.3122147938238144 2.7787394523620605 True 5 1600 10.13 9.806 11053.1 0.8297808198962722 0.30281263936207065 0.3118473683695443 2.5323727130889893 14097.055 0.8364665986271237 0.29031495240935073 0.31248737998607834 2.7651567459106445 False 6 1700 8.975 16.13 8297.741 0.7972366577096756 0.35139868594043583 0.3171581470370807 2.5490126609802246 10985.001 0.8046838647655443 0.3362841493252028 0.3221539668237644 2.7745606899261475 False 6 1800 9.554 10.05 9002.914 0.800016047828923 0.3440983795898071 0.32376465627084966 2.6614110469818115 11999.136 0.8059700334251912 0.33117926253379654 0.3231153847992045 2.87109375 False 6 1900 9.425 10.09 8019.6255 0.7866683499735238 0.36699480637784426 0.32745286315600963 2.4332175254821777 10799.716 0.7934756664010361 0.3545024372527525 0.3305724045546419 2.654329299926758 True 7 2000 10.45 11.34 9673.461 0.7966752889288932 0.3414692926617899 0.33137647917225227 2.408156394958496 12426.579 0.802994543618682 0.3269884534605493 0.3339051059714337 2.6239535808563232 False 7 2100 9.501 9.782 7644.68 0.7830275821977413 0.3789596366586015 0.3311349484993174 2.4226112365722656 10230.666 0.7896755218671011 0.36714835732315276 0.33513494054264154 2.639350652694702 True 7 2200 9.832 13.59 7738.9517 0.7973747825289066 0.34894923765610847 0.3345728314943694 2.424696445465088 10151.443 0.8054821694506362 0.3317147519906149 0.33631335639123766 2.6462297439575195 True 8 2300 9.813 10.03 7768.695 0.7853215525198364 0.36469456997544747 0.33615951518817555 2.4480667114257812 10335.767 0.7943156011757398 0.3439698676542052 0.3412426632380368 2.668192148208618 False 8 2400 9.422 9.85 8161.4946 0.7807630219630316 0.3742431234366686 0.3359076024487634 2.5207645893096924 10827.992 0.7881065691701772 0.35935086820127043 0.34425368900098574 2.7309322357177734 False 9 2500 9.437 10.45 7203.9214 0.7886687488013452 0.37228157396122435 0.34449119990239463 2.3811309337615967 9741.9795 0.7982207712263759 0.35335925652814787 0.3468058571953834 2.595170021057129 True 9 2600 9.863 9.927 7677.113 0.7891047367852955 0.372029143363108 0.34645978486577395 2.516749382019043 10293.301 0.7983544964788359 0.35418114256281746 0.3471368495926067 2.7419400215148926 False 9 2700 9.505 16.7 7878.805 0.7749119196759661 0.3862558876247527 0.352730379993991 2.382373332977295 10596.027 0.7856596778926374 0.36600988141143587 0.35441400474217116 2.5992865562438965 False 10 2800 9.922 9.839 8512.093 0.791239145919253 0.3623775548104702 0.35731916297219235 2.3851330280303955 11158.605 0.8005104095183249 0.3420288219393007 0.36023054901830115 2.601799726486206 False 10 2900 9.476 9.866 8684.294 0.780990220045333 0.37865064958165495 0.3564852322735699 2.365083932876587 11289.867 0.7911451915324661 0.36201284756450475 0.35646402114301323 2.579624652862549 False 10 3000 10.61 9.893 7710.834 0.7621642604937598 0.4083846031634988 0.3621820109752539 2.3593759536743164 10346.712 0.773559931264337 0.38828241241626854 0.36698652975333884 2.5680553913116455 False 11 3100 9.379 9.852 8488.0205 0.7757162775312081 0.3825127995811487 0.36514049822283723 2.35158634185791 11287.15 0.787171019820213 0.3576470841082662 0.36791663679678577 2.5635154247283936 False 11 3200 9.431 13.64 8580.811 0.7669848774572302 0.39306593817782914 0.37000501007794373 2.336970090866089 11351.462 0.7798059396255056 0.3675254570086289 0.37006099583751034 2.5509605407714844 False 11 3300 9.887 9.807 8007.1035 0.7718110318812009 0.4064963324236887 0.3723530192910869 2.3563265800476074 10688.561 0.7839873569793033 0.3811199060613736 0.3778637711427463 2.565298557281494 False 12 3400 8.792 9.574 8008.8374 0.7765531298931478 0.39883834573556354 0.36883936017099617 2.3701236248016357 10712.975 0.7876036720620316 0.3761621283867021 0.37164058165992875 2.58182692527771 False 12 3500 8.941 11.86 7934.6826 0.7754577041716147 0.39921746542126946 0.3732560534451971 2.4294803142547607 10600.883 0.7871805985843393 0.3730669987580168 0.3768851669056044 2.6420583724975586 False 13 3600 9.548 9.817 7557.4194 0.7652003356770845 0.42168248350878235 0.3698190287873181 2.3337771892547607 10099.49 0.776158856046682 0.3988654552939357 0.37569132143045264 2.533266067504883 False 13 3700 9.539 16.26 9277.163 0.7853140268227169 0.37518634768472575 0.3918703281905012 2.369664192199707 12110.66 0.7961070747030651 0.35404633797024027 0.3939284176504373 2.5852303504943848 False 13 3800 9.358 10.56 7250.3193 0.7533252098648696 0.4254467437350993 0.36910308391555374 2.463026523590088 9774.228 0.7655904498583902 0.401200600364331 0.3752647055318348 2.6558034420013428 False 14 3900 9.258 9.721 8012.797 0.7515503681602916 0.42382321207118434 0.3786753025963738 2.3370072841644287 10819.118 0.7634101259541001 0.4016901492618812 0.38145515704864513 2.538649559020996 False 14 4000 9.336 9.806 7858.6094 0.7519726065064019 0.4210226481479844 0.38795275753275105 2.3136229515075684 10747.276 0.7654827931255996 0.3946311016628334 0.3904454385620371 2.5193238258361816 False 14 4100 10.17 9.86 7791.0337 0.7782748153702672 0.39435763658472006 0.382820404122515 2.557788372039795 10684.223 0.7901218113504281 0.3716417760625945 0.3861262602981785 2.7573909759521484 False 15 4200 9.388 12.36 8578.336 0.7668111816879941 0.3941390846266778 0.39953661634657134 2.300045967102051 11615.727 0.780079894173908 0.364256025985303 0.4033764880979775 2.504209041595459 False 15 4300 9.591 9.831 7802.182 0.7472174478234871 0.4176624303745146 0.3829489647028885 2.3789796829223633 10690.386 0.7624330076056052 0.3878083607406635 0.3824426961792699 2.585658550262451 False 15 4400 9.412 10.31 7950.1816 0.7599708293358067 0.41700024650468154 0.4021263423459975 2.3026795387268066 10845.368 0.7743158374734807 0.38576138224083695 0.3989984599907659 2.517258644104004 False 16 4500 10.62 10.17 8218.766 0.7475704929262613 0.4341399598666671 0.406639786884166 2.297854423522949 11258.758 0.7658540356116031 0.39688513429834577 0.4031293326070929 2.5127947330474854 False 16 4600 9.466 9.954 7464.141 0.7720660048972746 0.39820536151610425 0.38467244927431593 2.3301351070404053 10049.945 0.7842888697443116 0.37095202374293784 0.38388913638520256 2.538872718811035 False 17 4700 9.376 10.42 7334.133 0.7447097532038669 0.43761718453114185 0.404034457190669 2.306600332260132 10074.205 0.7615828076614684 0.40279455555003596 0.4010631410205802 2.52457332611084 False 17 4800 9.415 10.1 8627.396 0.7350369571522186 0.44473475760007686 0.3916729834371373 2.3806889057159424 11620.906 0.7534560194985825 0.40539077710502636 0.40064945262901375 2.5828661918640137 False 17 4900 9.413 9.676 7537.341 0.746400019729431 0.4435951001042987 0.4043161712773257 2.320716142654419 10277.324 0.7635687671440484 0.40879286004361853 0.40594857722741945 2.521136999130249 False 18 5000 9.167 10.21 7324.3896 0.7594209429453206 0.4259476180928745 0.41023815872346026 2.3443520069122314 10047.776 0.7768810398039654 0.38751189366993144 0.4079371968853475 2.559987783432007 False 18 5100 9.426 9.568 8020.361 0.7393117268627236 0.44421974510745116 0.41111609250169134 2.5160481929779053 10911.889 0.7571274531778734 0.40974300884894665 0.4107187920882233 2.739151954650879 False 18 5200 9.409 13.54 8751.606 0.7354538906392667 0.44066165247425965 0.39953524888124575 2.314154624938965 12095.288 0.7528289430696155 0.4079494499587597 0.40183642619932763 2.5116755962371826 False 19 5300 9.63 9.58 10469.895 0.7784637979112164 0.3782390106425505 0.422764308803748 2.5795581340789795 14048.3545 0.7944107399024569 0.3456922666220292 0.4208271933613249 2.8074445724487305 False