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 5.454 18.31 192829.1 0.9748740010898397 0.0030514494122393645 0.3157979066129132 46.44352722167969 465905.78 0.9730543878215772 0.006818774757194759 0.2847207034704328 46.00320816040039 True 0 100 10.04 16.33 80335.17 0.9670225269991582 0.015250975591388737 -0.37382005280366715 35.877201080322266 48786.562 0.9667348974734222 0.011053820004205342 -0.36267442887946183 36.14352035522461 True 0 200 10.13 16.1 105093.1 0.9701287490910406 0.02308640293863766 0.38073621980608946 12.276317596435547 286431.56 0.9684649922235412 0.025249218220772595 0.36201211578870846 12.400660514831543 False 0 300 9.471 16.16 171376.55 0.9752385907227051 -0.006480809828344913 0.387971400165658 10.017661094665527 60123.223 0.9754613590966916 -0.009175855236698437 0.365454198270916 10.116084098815918 False 0 400 9.631 16.45 41478.2 0.9743860906764554 -0.0010266455995139537 0.3801574601663154 5.61595344543457 60610.703 0.9727114118031825 0.003000420085243747 0.352837605065794 5.664680004119873 False 1 500 11.02 16.2 860975.44 0.969204676630183 0.012204404448318926 0.3766432397537128 10.51918888092041 115197.75 0.9699542805504159 0.00793788601743331 0.3567869613226524 10.614835739135742 False 1 600 8.174 15.98 43762.684 0.9776744200330583 -0.0015038529304836142 0.3843310045114807 6.178622245788574 70561.46 0.9756224552376822 0.0024570985918160935 0.3618016904676967 6.254659652709961 False 1 700 9.242 16.28 228521.02 0.9781180918125864 -0.011834360663517549 0.38597225682769015 6.657017707824707 66938.27 0.9779638590907879 -0.013505054091280272 0.35904194337704903 6.725892543792725 False 1 800 9.699 16.11 74836.125 0.9685746578793867 0.00924762405592118 0.241032830685701 23.646394729614258 53391.938 0.967340900654015 0.01337292561706776 0.1923095721755933 23.83539390563965 False 1 900 9.637 16.16 58172.625 0.9767818973125176 -0.002808155917698297 0.3347007633031352 4.288164138793945 61737.33 0.9748878065196118 0.0008396975042404119 0.30740276571188224 4.376565456390381 False 2 1000 9.648 16.21 69677.03 0.969625463889006 -0.006506689245623737 0.39056296282446334 20.674943923950195 52346.77 0.9686192555864722 -0.004577616922105874 0.36228473513989334 20.85318374633789 False 2 1100 9.671 16.11 64096.293 0.9742122434694365 0.00024573463409155905 0.32486078232730203 19.63742446899414 70407.375 0.9724100854978214 0.004094704637025433 0.2730224146244703 19.806827545166016 False 2 1200 9.612 16.27 58348.08 0.9699943644287918 0.0019109088821806434 0.3396976140540082 16.562843322753906 54080.97 0.9686531962970188 0.005943157351833864 0.3115863291144735 16.710664749145508 False 2 1300 9.564 16.06 371745.62 0.9716320281237264 0.004204171189943322 0.35020834152528785 5.826375484466553 76756.5 0.9717813594489805 0.0017074184883405766 0.3175191071668285 6.040519714355469 False 2 1400 9.466 16.17 193866.89 0.9735459502848657 -0.002574670000741263 0.35338624787697936 11.990588188171387 59593.203 0.9737299603339176 -0.005174993655626249 0.31408997436893155 12.12610149383545 False 3 1500 9.568 16.26 88243.664 0.9689897100481331 0.004087022742673938 -0.3135948898283533 19.454748153686523 49745.016 0.9689788738010124 -2.057055176960033e-05 -0.29537847440813975 19.6201171875 True 3 1600 10.02 16.21 99798.64 0.9707008566955977 0.0036159558175849833 -0.1142172083739447 5.579473495483398 51111.875 0.9710454031568042 -0.0003836277043929336 -0.14651655508426253 5.609605312347412 True 3 1700 10.02 16.17 41785.652 0.9702696009403077 0.006805930762100587 -0.24989528374943287 4.790161609649658 59186.7 0.968777461477945 0.01026100207465714 -0.24739071278961566 4.7996368408203125 False 3 1800 9.65 16.07 44661.145 0.9739298093591567 0.000459174981789764 0.28953326069376367 14.041117668151855 67912.68 0.9723251166120368 0.00384510378925811 0.1868760652567141 14.193610191345215 False 3 1900 9.442 16.42 82779.06 0.9762400581501136 -0.007995885748692932 0.27937795005438426 7.236915111541748 55040.9 0.97614529731464 -0.01007574939626269 0.2330623138218221 7.385684490203857 False 4 2000 9.678 16.27 62423.02 0.9680863292866162 0.0061011397549205724 0.16115913088895542 11.48387622833252 49700.863 0.967913476986162 0.0018291878543467658 0.05301210462784156 11.604145050048828 True 4 2100 9.991 15.91 89132.33 0.9702869314638128 0.002940441376219994 0.2695139452115695 7.809154510498047 50370.457 0.9705584048267977 -0.0010864965359568559 0.15487441939435667 7.8829498291015625 False 4 2200 9.697 16.39 55009.33 0.9669531272785816 0.0320463074655336 -0.28811721627544296 4.759194850921631 51270.008 0.9661595671944305 0.03261736924034935 -0.2886834565070258 4.773587226867676 False 4 2300 9.71 16.08 62347.36 0.9696510274347478 0.005224611564475597 0.1647530323666583 4.249554634094238 52166.625 0.9699525499138492 0.0011202790976364485 0.0921660387403955 4.289892673492432 False 4 2400 9.472 16.22 37177.47 0.9738581881111134 0.0062648452368404915 -0.10634948770981392 4.1563215255737305 82793.16 0.972365291324276 0.00903898860298929 -0.1432429194332411 4.1981401443481445 False 5 2500 9.518 16.15 51383.02 0.9693938872052819 -0.0010256253019170184 0.27861222718056045 10.464475631713867 51789.44 0.9687327795883004 -0.003127502040554834 0.167071667824096 10.627232551574707 False 5 2600 9.539 16.07 41509.004 0.974835323468506 0.0037409968594827297 0.3114946050734344 5.83248233795166 94099.05 0.9734334769749232 0.00637404198915104 0.2012146358394018 5.932435512542725 False 5 2700 9.762 16.23 356579.0 0.9722629231195736 0.007018735261829875 -0.12545716249408784 21.30252456665039 74954.09 inf 0.004307016997986816 -0.17148107988278805 21.6394100189209 False 5 2800 9.665 15.97 36979.383 0.9639062476804514 0.0341901139532845 -0.2699195321328213 4.669773101806641 48255.008 0.963818355612122 0.030361625755180126 -0.30101300599469044 4.74349308013916 True 5 2900 9.805 16.36 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144124.1 0.9706611697861821 0.012721123923688115 0.11770886503271959 8.338628768920898 59403.69 0.9716520232339724 0.007975219224917427 0.040692255428824355 8.43813705444336 False 8 4000 9.796 16.08 39544.184 0.9745915683379826 0.007714319168758924 0.08391594460503607 5.482233047485352 97484.0 inf 0.00983560262335405 0.013116575481608833 5.694559097290039 False 8 4100 9.567 16.14 28888.521 0.9659298187200607 0.023825957157581516 -0.2411995778420561 5.324361324310303 53989.88 0.9652173169611622 0.025386069154046082 -0.26074376428708707 5.399888515472412 False 8 4200 9.826 16.22 34122.715 0.966689183971713 0.019920747110619582 0.27004486461406246 7.930894374847412 48417.54 0.9671931359690206 0.015335468839332593 0.18098464184790328 8.106208801269531 False 8 4300 9.627 16.14 37501.08 0.965183084450565 0.03601187932645439 -0.0471665835426145 6.32358455657959 49955.26 0.9646314182193854 0.03601388174005521 -0.0926941620401776 6.407912731170654 False 8 4400 9.765 16.12 29263.797 0.9595906690562347 0.04542588295395609 -0.35393540350815056 7.045982360839844 44520.613 0.9600109757647345 0.04229407855343287 -0.36693250206002587 7.248345851898193 True 9 4500 9.841 16.07 34173.934 0.9637469845837352 0.028070618324083817 0.057528918913926974 4.746642589569092 46253.883 0.9642887649500919 0.0241828976842668 0.01127662663683165 4.820185661315918 False 9 4600 9.804 16.18 27924.715 0.958780789060376 0.050637669958989086 -0.23918592286759005 4.780044078826904 44755.38 0.9596011250931068 0.04653334634857918 -0.2644001806588845 4.875514030456543 True 9 4700 10.17 16.06 38795.8 0.9627886775342634 0.039913394263702405 0.04167849851205731 4.085152626037598 47492.074 0.9629427111051415 0.0368893392739429 -0.021388635231416254 4.183559417724609 False 9 4800 9.55 16.23 33906.668 0.9671123956203157 0.021075645490044582 0.15846073147351009 5.980138301849365 52753.438 0.9662703500636 0.022513894049388524 0.0802562378923267 6.082515239715576 False 10 4900 9.746 16.13 28778.885 0.9588893852760592 0.05217942501499381 -0.3406614482256173 5.661953449249268 42722.93 0.9595315079741114 0.04778723260910653 -0.3623040814477725 5.754855155944824 True 10 5000 9.944 15.97 37049.664 0.9616396439449765 0.03828377077915274 -0.22584872224722427 4.27522087097168 48152.25 0.961361269090806 0.037760564531300694 -0.25377142533995684 4.29579496383667 False 10 5100 9.768 16.07 28267.676 0.9662064059588988 0.02408080575722494 -0.01895238298325754 6.308410167694092 53381.902 0.9653271429440479 0.025769970598833025 -0.06916102239007837 6.3912858963012695 False 10 5200 9.739 16.08 32236.404 0.9664615932084603 0.018642016103808084 0.1869954839300656 4.5516839027404785 47082.34 0.9672077753745197 0.014169867739511526 0.11914238306967209 4.675503253936768 False 10 5300 9.597 16.02 27789.836 0.9611925389152927 0.04517607674352281 -0.15267771237190236 5.175609111785889 45084.64 0.9617836189781702 0.04043336130781537 -0.19083487802643298 5.272731781005859 False 11 5400 9.741 16.04 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9.605 15.96 28825.047 0.9595609828881538 0.060287954632341365 -0.20261878895375512 7.473299980163574 43810.26 0.9601838870507372 0.05516450116691598 -0.2533892744550411 7.615838527679443 False 14 7000 9.612 16.11 28062.857 0.9546425162807756 0.05214163638503937 -0.37306613097769964 5.700362205505371 39735.363 0.9571290810068888 0.04354071292832666 -0.3948527221773037 5.798044204711914 True 14 7100 10.2 15.98 23456.434 0.9571799125051537 0.0567292477517874 -0.21595665624349372 4.46126651763916 42286.01 0.9586737268009099 0.04961543115306503 -0.26967614228324555 4.530590534210205 False 14 7200 9.494 16.38 27823.734 0.9567767921817408 0.05278168485005525 -0.3175426832941375 4.735043048858643 48346.63 0.9576576859020343 0.048702540896963575 -0.35669666526510135 4.743200778961182 False 14 7300 9.773 16.22 31424.771 0.9650950083829021 0.022256072220878952 0.24964757411667363 9.209036827087402 46581.867 0.9658883445226764 0.015877943915021342 0.1423358327449719 9.31961441040039 False 15 7400 9.569 16.29 29330.748 0.9628806311025437 0.04316836616188502 0.28586088713814584 4.448453426361084 46608.812 0.9632083403225031 0.038568056616055585 0.20039392061434677 4.5466203689575195 False 15 7500 9.832 16.2 36465.26 0.9607188925321011 0.03623354601958558 -0.26849089383637115 5.782499313354492 40335.758 0.9623357549965144 0.029485021426938884 -0.2842707718479214 5.852527618408203 False 15 7600 9.645 15.94 34008.043 0.9548619664999001 0.056660040179176974 -0.21382066591328056 5.6604533195495605 40358.848 inf 0.05364964845961412 -0.23325465813094984 5.8040666580200195 False 15 7700 9.621 16.12 25649.768 0.9518896829208101 0.06918620952096516 -0.3766908793984269 5.05900239944458 40570.65 0.9538289052984338 0.06262279027229338 -0.38177106096044955 5.144654750823975 False 15 7800 9.749 15.98 27977.123 0.961241687320995 0.0442230970258595 0.2784285566921746 3.749159574508667 45198.125 0.9622920305760513 0.037650312768245146 0.21500772569855045 3.7882771492004395 False 16 7900 9.516 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0.42251931245761526 4.706301689147949 33646.094 0.9494782748217026 0.08095648155124893 0.4074607968533003 4.735198974609375 False 32 16000 9.764 15.99 19181.496 0.9387874001240158 0.09824456870255978 0.42739629625073805 3.6711366176605225 34732.18 0.9463915595356782 0.07737113427180226 0.3861288360180096 3.6832029819488525 False 32 16100 9.721 16.15 15659.101 0.9327777301472043 0.10359785535187932 0.4321167881459273 3.290146827697754 32152.568 0.9417418822612544 0.0827087167279697 0.4021387107629365 3.3131637573242188 False 33 16200 9.727 16.07 18155.219 0.9323285540575265 0.1021804796421078 0.43727556772207504 3.30316162109375 36735.87 0.9421891801887522 0.0788637487097309 0.4050278196253918 3.323815107345581 False 33 16300 9.139 16.38 19397.438 0.9327370980637335 0.10664653002080043 0.44164893482875067 3.425246000289917 37563.09 0.9424825459187556 0.08271564672045935 0.4113468973581286 3.4583170413970947 False 33 16400 9.841 16.16 16307.086 0.9311816273940609 0.11232348902880299 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0.4252694166963558 3.332075834274292 33994.297 0.9371790776088749 0.09440595854364517 0.3856343158426183 3.3520119190216064 False 34 17000 9.828 16.29 17258.805 0.9237068893597966 0.12426222417874393 0.42788386887241314 3.3348186016082764 31383.889 0.9361310350318549 0.09457505427654768 0.403572147672205 3.3487889766693115 False 34 17100 9.777 16.07 16594.95 0.9380933215046903 0.10235766875561672 0.43713601140555874 3.507711172103882 34478.047 0.9462896994581315 0.0759111925358136 0.41514847695814966 3.544013500213623 False 35 17200 9.687 16.33 18905.059 0.9314265014581864 0.10624795271691832 0.46188304266768726 3.4253180027008057 36218.168 0.9424869503432006 0.08010578418616852 0.4308614834685457 3.463423490524292 False 35 17300 9.838 16.13 21961.586 0.9339133039085209 0.10070209868981717 0.175754218909981 4.945507049560547 33399.242 inf 0.08213285646982564 0.09018873959517719 4.96753454208374 False 35 17400 9.812 16.13 24022.598 0.9324121665824983 0.09086900245364649 0.4004343050614607 4.855893611907959 37716.94 inf 0.06574602946541064 0.3444768449783285 4.932539463043213 False 35 17500 9.777 15.95 14563.304 0.9327964588890142 0.11266580571701323 0.4479981211380358 3.6340036392211914 34762.76 0.9420404451018157 0.08819689594580277 0.41203201393972116 3.6500678062438965 False 35 17600 9.299 16.56 13626.754 0.9332300349008108 0.11454662939194356 0.42903380082024795 3.434453248977661 36555.047 0.9425415953942559 0.08836958642268422 0.38827985787624325 3.4371554851531982 False 36 17700 9.698 16.06 14015.661 0.9283156553296154 0.11176431069344606 0.4449769111993988 3.4547083377838135 40438.918 0.9412967140481657 0.08103607834344782 0.42052983139457956 3.4787235260009766 False 36 17800 9.586 16.36 14329.296 0.9284716496267148 0.11813224009143225 0.43066750020471056 3.3086509704589844 35036.125 0.940389751075769 0.08857566399358738 0.4053893318223627 3.3018500804901123 False 36 17900 9.821 16.09 13152.712 0.9267704649468065 0.12217222009252823 0.4467446035118592 3.386345386505127 36779.58 0.9399593410926762 0.08894888881935203 0.4169303703483329 3.4101033210754395 False 36 18000 9.703 16.15 12275.088 0.9201702133993017 0.13053985889758996 0.44379202384306493 3.211233615875244 32668.36 0.9359989846475729 0.09344118573021777 0.4168600581380028 3.232651472091675 False 36 18100 9.794 16.14 12695.702 0.9257011830042642 0.12568113862010385 0.43132598931372323 3.2352333068847656 28324.14 0.9380574524853663 0.09523698617102115 0.415262794820553 3.2275636196136475 False 37 18200 9.744 16.04 12182.348 0.92405581992546 0.12345070218454438 0.4314156547390911 3.231851816177368 29062.496 0.9378811439024972 0.09192981714867365 0.4132919508256371 3.2349748611450195 False 37 18300 9.8 16.09 12069.933 0.9196906015607212 0.13546997984755596 0.445043039830432 3.2065951824188232 32350.447 0.9352704827171681 0.09769443682723192 0.41446098596629555 3.234405040740967 False 37 18400 9.815 16.01 12252.332 0.9227985544392867 0.12999806202279815 0.44660442919772464 3.7962117195129395 35755.734 0.9366685932921566 0.0953689470098232 0.4245046336110276 3.879762649536133 False 37 18500 9.752 16.32 12366.238 0.9154826544156991 0.13816081705888075 0.44925040023328383 3.1889777183532715 33532.93 0.9337142514614808 0.09631071306091712 0.4223552575260861 3.211972713470459 False 37 18600 9.758 16.03 11653.728 0.9194385612857966 0.13537042330333832 0.45018514205671334 3.260917901992798 33601.71 0.9364640475050597 0.09315520750741822 0.4258642958424441 3.2830164432525635 False 38 18700 9.5 16.37 12378.072 0.9178627293057943 0.13197736659843312 0.4409236925867915 3.250929832458496 34221.7 0.9359336918530873 0.09052359141824015 0.4159963311698093 3.262782096862793 False 38 18800 9.825 16.18 12652.785 0.9142994623849041 0.1381357433233205 0.4447106472786224 3.244661331176758 34933.406 0.9332434336918228 0.09593883286138488 0.42027458554691804 3.242382764816284 False 38 18900 9.578 16.11 11772.002 0.9192503145338741 0.1398642258370888 0.4409941688066523 3.2357735633850098 31620.904 0.9358783068709762 0.09847067951925116 0.42389724391684985 3.2180211544036865 False 38 19000 9.826 16.19 20430.299 0.9138065598987988 0.13505836169420213 0.4462566214843958 3.2301061153411865 32402.615 0.93086366604238 0.09802167312303468 0.42765740280574677 3.2866086959838867 False 38 19100 9.582 16.11 13859.569 0.9224587618530138 0.12061675493231463 0.4398731417188867 3.272810220718384 34617.387 0.9392751060198755 0.08181106652386227 0.41360433810944364 3.2911972999572754 False 39 19200 9.838 16.16 23306.768 0.9222027443698485 0.12801555894836078 0.4436816680761648 3.2284817695617676 31710.596 0.9355588523644685 0.09340994793025038 0.421905846754522 3.2255771160125732 False 39 19300 9.724 15.93 18007.637 0.9344410273512149 0.12065236272184114 0.42960502501236175 3.592545747756958 32315.191 0.9432650712987084 0.09163807204934081 0.40831382255006426 3.5387489795684814 False 39 19400 9.806 16.18 16819.459 0.9172121111713292 0.12440833456505179 0.4630053427688012 3.152014970779419 33953.87 0.9358175533837003 0.0832430933983281 0.4449410831082117 3.149545669555664 False 39 19500 9.768 16.2 13543.191 0.9146315186070132 0.1347163267134905 0.4586314997643571 3.1563940048217773 36636.156 0.935179250552314 0.08956197017437488 0.4437051890035297 3.142362594604492 False 40 19600 9.7 16.3 13532.601 0.9107149175124065 0.14339804422289604 0.46225201586237913 3.1544671058654785 37629.63 0.9333783832973181 0.09305871371354241 0.4400802654642329 3.184441328048706 False 40 19700 9.837 16.26 13740.568 0.9181593154021935 0.13394504081886416 0.44356476731866057 3.2011687755584717 30321.64 0.9360803720360731 0.09203988376430905 0.42289544168660637 3.2129509449005127 False 40 19800 9.851 16.17 14907.912 0.9082894913938954 0.14953046721397154 0.4499355287332849 3.1626076698303223 33184.24 0.9313663514148922 0.09843435404946803 0.42375724116200203 3.208322763442993 False 40 19900 9.524 16.18 15668.118 0.9229247434642517 0.13532182823453817 0.4424592459339166 3.2369017601013184 31147.809 0.9393140955406083 0.09142253011436186 0.424455109608828 3.230778217315674 False 40 20000 9.645 16.47 13930.952 0.9189969022818748 0.13718708347299954 0.44940953939957223 3.4066691398620605 28198.188 0.9362188129298503 0.0933298975218109 0.4240899237811692 3.3788013458251953 False 41 20100 9.76 16.1 14502.022 0.9129830922114526 0.14652787037289566 0.45397425421054194 3.193030595779419 30534.951 0.9333192989059643 0.09909481119159551 0.43247882002886634 3.2309181690216064 False