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 16.78 59.86 140549.4 0.9733096137376392 0.017534006766306495 0.4116187514484005 180.79443359375 127281.94 0.9715290192113462 0.021092172673216655 0.45283708878295365 183.71966552734375 True 0 100 29.47 46.27 43091.527 0.9694261308247534 0.04094934944588667 0.5345508155540627 30.70887565612793 74682.36 0.9686239929380402 0.04361592280759614 0.5844968921452475 30.25157928466797 True 0 200 29.35 52.57 18505.59 0.9614317871085666 0.04132023977900655 -0.48127288342389096 17.746334075927734 81689.266 0.9600657553204349 0.043506152824003254 -0.5343470471735717 17.627216339111328 False 0 300 28.67 390.8 15940.989 0.9618375027201955 0.04869087755311298 -0.18255992566963364 10.387320518493652 74831.53 0.960396395757485 0.05183917019566061 -0.266235329576155 10.536134719848633 True 1 400 33.38 146.6 14860.866 0.9559527692536292 0.0637813633928148 -0.49477304084827217 7.879542350769043 73808.77 0.9539038181084649 0.0690754456483856 -0.5549096866180604 8.346129417419434 True 1 500 29.66 580.4 14921.358 0.9661082083046504 0.04616748005981122 0.09287766466861636 9.887513160705566 91527.93 0.9669365672200982 0.043911711816326304 0.03921460471995002 10.061901092529297 False 1 600 29.81 45.69 12756.181 0.9558547844588816 0.07332857224116504 0.14447811574475775 6.435182571411133 71352.36 0.954540455093342 0.0786650885847748 0.10402710202959577 6.9706830978393555 True 1 700 29.8 45.51 13866.215 0.9508014241004931 0.07854130222118197 0.011165978237249399 6.5536065101623535 70772.65 0.9486727572399504 0.08355086285841869 -0.020511184203145988 7.056988716125488 True 2 800 29.16 85.63 12442.017 0.9491058482782473 0.08934508062309385 -0.08291284985136749 6.609984397888184 72209.3 0.9482424905974863 0.09267114346503581 -0.16588243341579406 7.149664878845215 False 2 900 29.21 45.38 12170.287 0.9563500687952456 0.08085992958763778 0.355490017334014 6.792055606842041 77236.555 0.9564321682300733 0.0820004942230613 0.366714951729815 7.156327247619629 False 2 1000 29.0 50.35 11086.341 0.9459965690809357 0.0967962447701233 0.3211210340614207 6.257812976837158 77162.87 0.9458987683383117 0.09889517216130887 0.36171738892044836 6.7949910163879395 False 2 1100 29.21 277.3 16103.023 0.9667253852460608 0.04537995295214535 0.3699916275117488 7.714632987976074 78925.13 0.9671923376053078 0.04461320307722561 0.4082857584118841 7.9868245124816895 False 3 1200 29.74 541.1 14722.486 0.9599763085173552 0.0645489528817697 -0.31740694492801586 6.726544380187988 74888.2 0.9600670410953603 0.06526692148307722 -0.4161592048068133 7.296052932739258 False 3 1300 29.1 110.4 24784.225 0.9727862528658454 0.028034392090459388 -0.5067374332759008 8.591379165649414 146212.14 0.9751936619932166 0.022845099720546276 -0.5638864901548452 9.65066146850586 False 3 1400 29.7 45.09 13208.42 0.9535268139514065 0.07448403149712926 -0.43237746910773794 7.127076148986816 84464.88 0.9539161880998958 0.0736418573403459 -0.5102715184935075 7.862824440002441 False 3 1500 29.11 45.15 13605.686 0.9549448678511302 0.07169281473516656 0.1028716445308221 7.426614761352539 63686.113 0.9527664748235946 0.07690731282814538 0.04255235785531261 7.799370765686035 True 4 1600 29.2 144.1 18307.64 0.9599113495532665 0.06236530731561688 0.4492194755408966 5.875688076019287 66013.27 0.9572331851849537 0.06940868506667798 0.4675922834918918 6.30007791519165 False 4 1700 28.86 345.8 11520.243 0.9479866435125608 0.09459295311222507 0.11187045035952507 6.560634136199951 58380.92 0.9470477618208663 0.0973942569286488 0.07832684814172486 7.181891441345215 True 4 1800 30.52 235.8 13182.91 0.9529642376067246 0.07445781086572545 0.3612030329661999 6.102783203125 58386.965 0.9508817773782225 0.07955593238166096 0.38625386299485726 6.578577995300293 True 4 1900 29.46 70.77 10245.641 0.9418220101680299 0.10185288868721026 0.29408639686155597 6.21710729598999 63101.875 0.941376022244286 0.10456305938929496 0.3344781688026785 6.739492893218994 False 5 2000 29.28 179.4 10479.635 0.9485212424680795 0.08947012208597238 0.42512871282479886 5.775846481323242 72554.336 0.9483819241434448 0.09124736779075514 0.4864420027968318 6.147911548614502 False 5 2100 29.2 58.89 10075.764 0.9387921975510561 0.10810634004217658 0.4477246825628223 6.056485652923584 54185.203 0.9375486452569356 0.11028988901893616 0.5003644468428599 6.3892340660095215 True 5 2200 29.55 50.52 13849.32 0.9526828613883144 0.07136168562601744 0.24641812412253358 6.52230978012085 61685.285 0.9522232771792168 0.07429893602939874 0.19902570673672837 7.0106353759765625 False 5 2300 28.97 177.7 13643.255 0.9595719844034923 0.06139256713823316 0.4530462195143052 5.716702461242676 66270.125 0.960084335538372 0.06298819117498679 0.4743933472661296 6.123239040374756 False 6 2400 28.99 56.86 11269.335 0.94244627153468 0.09462077040822056 -0.21906689136274163 6.783999919891357 62629.95 0.9418457507904188 0.09868868462125553 -0.3139674041273962 7.425686359405518 False 6 2500 29.56 90.22 11131.822 0.9449826203805219 0.0929293854921709 0.4428467843702352 6.005719184875488 58586.42 0.9440573780616877 0.09555122861635225 0.4899458387644633 6.346846103668213 False 6 2600 29.08 61.34 10428.65 0.9334652505490583 0.1085654081496111 0.3976482807205127 5.936769962310791 56937.527 0.9334679302208981 0.10976896154398053 0.4643994340167845 6.35532283782959 False 6 2700 29.09 358.5 9168.212 0.943331221185432 0.102979316846644 0.4812298220343295 5.192259311676025 57424.375 0.9442524386871337 0.10169878226137057 0.522286329344862 5.455796241760254 False 7 2800 29.85 46.74 9841.738 0.944984911481272 0.0820623326547076 0.4783436284862567 5.326551914215088 67516.28 0.948748073924058 0.07568380988514306 0.5258892734268072 5.607025623321533 False 7 2900 29.01 45.64 9293.945 0.9419054711256454 0.09324773220281304 0.4867260887257167 5.070842742919922 70929.875 0.9454146999321091 0.08789117710821408 0.5229364920976878 5.30602502822876 False 7 3000 28.97 56.52 8401.122 0.926205647782395 0.13260641179493426 0.4842782535701898 5.475057125091553 55059.293 0.9282130124890773 0.12956032195444417 0.5286102301730232 5.742283344268799 False 7 3100 29.6 590.6 8390.089 0.929666014983836 0.12656686450267016 0.4914094907093462 5.004964351654053 59934.33 0.932432844453479 0.12329286273014646 0.5333155896034502 5.189414978027344 False 8 3200 29.8 300.8 13166.386 0.937342072904445 0.08937526585983309 0.4913320177342749 5.111303329467773 59247.008 0.9386577636066274 0.08795428326969527 0.5336811527360279 5.245704174041748 False 8 3300 28.92 637.0 10868.271 0.9288651223368146 0.12423683110651473 0.4917832153436306 5.076546669006348 57943.85 0.9316131177272362 0.11936629161218354 0.5402017572683748 5.24801778793335 False 8 3400 35.2 812.1 10307.891 0.9314412117836591 0.1127177776198158 0.49307946132318614 5.088057994842529 65063.594 0.9357156225200255 0.1049375492743063 0.5401458459545033 5.257395267486572 False 8 3500 35.05 803.5 9460.256 0.9264441828686081 0.13130302692047283 0.49314142336277667 4.920592784881592 53047.28 0.9293088384445372 0.12568603255398356 0.5345549442209634 5.038204193115234 True 9 3600 37.03 853.2 10363.453 0.9360418211773572 0.1032713354275019 0.4922706076385902 5.083394527435303 69070.27 0.9411250444447116 0.09365852086005023 0.537263505020792 5.245614051818848 False 9 3700 41.76 900.8 8289.833 0.9214854838980341 0.13723272911950962 0.4970437242250202 4.9961934089660645 67261.62 0.9253647667585676 0.13144805413582025 0.5437091176538513 5.16048526763916 False 9 3800 39.42 796.0 7704.419 0.9146246701537104 0.15238447178533843 0.49698441847576097 4.994287014007568 47973.473 0.9179410376600015 0.14616145749674206 0.5411867518033281 5.152817249298096 True 9 3900 32.89 475.6 7602.88 0.9129653874054761 0.15381489305860968 0.5037733631416952 4.94387149810791 45345.305 0.9162070052786564 0.14620101393719967 0.547484543141509 5.0550761222839355 True 10 4000 34.15 567.3 36366.203 0.9107923692924145 0.15598159957350927 0.5032017965539941 4.859124183654785 45615.98 0.9154018686515736 0.14707929095853275 0.5458123165236795 4.960283279418945 False 10 4100 30.24 671.9 26424.95 0.9112049737881587 0.1558823444957222 0.5036089171290521 5.00285530090332 53022.965 0.9175132456729956 0.14468351889243314 0.5460913635677672 5.116067886352539 False 10 4200 30.88 303.4 13143.214 0.9106027782644529 0.16793592404157248 0.4986902972201918 5.00974702835083 56430.984 0.9164548750043124 0.15634265560095675 0.5438443768081357 5.095828533172607 False 10 4300 30.12 630.3 15337.361 0.907504576078899 0.1662712069826347 0.5120087043864489 4.805943489074707 52333.684 0.9143185005503557 0.15312070523450275 0.5537139184251352 4.874993801116943 False 11 4400 33.55 663.8 9130.332 0.9348948227572835 0.10508449645214442 0.5022779118280515 5.0237274169921875 61443.35 0.9380538822335568 0.09764520162939032 0.5407728781043077 5.244140625 False 11 4500 34.06 803.4 8591.601 0.9305925447393021 0.11296189881789316 0.4968387222586099 4.981123924255371 62480.652 0.9348764336509217 0.10650590760305034 0.5381462829783301 5.137638568878174 False 11 4600 35.69 798.8 37706.625 0.9125049184505397 0.15434208338924707 0.4948487871250409 4.946060657501221 54855.69 0.917490376648732 0.14421978842655692 0.5366890534851407 5.099884510040283 False 11 4700 37.52 804.0 37288.492 0.9208605637892662 0.13553162089944218 0.49465238078791196 4.919397830963135 57805.168 0.9276828740915587 0.12106382986143538 0.5338028761730857 5.065742492675781 False 12 4800 33.69 806.3 29492.55 0.9095251527287541 0.1669694708518123 0.503248073576865 5.33463716506958 46835.977 0.9146597344666636 0.15504282088185486 0.5444166174751819 5.4681878089904785 False 12 4900 37.5 849.5 35632.777 0.8985665552750984 0.1781458327706792 0.5070143605844177 4.834225654602051 48024.855 0.9068266685222779 0.1617088172318452 0.5469377771627234 4.928929805755615 False 12 5000 35.96 828.7 13402.777 0.9313660613904993 0.10240730291926826 0.5034672724080483 5.013737678527832 56789.16 0.9353625151870033 0.09074700764911629 0.537443471115952 5.257951736450195 False 12 5100 35.42 802.6 10926.135 0.9332031362005531 0.12023942190577487 0.5055389211969513 5.714906215667725 56011.547 0.9375704958692507 0.10994702875124487 0.545896493325513 5.867241382598877 False 13 5200 34.44 812.3 9786.298 0.920970666883543 0.13450400418069122 0.5047931110096872 4.986172676086426 48505.113 0.9264035307476279 0.12311643820290022 0.5430921927241854 5.165520668029785 False 13 5300 34.6 819.8 18352.719 0.9232428331154541 0.1314153397145424 0.5088649552665011 5.02811861038208 43264.812 0.9269800121435079 0.12501760304023118 0.5504055560483658 5.240423202514648 True 13 5400 34.13 813.0 13552.618 0.9443481054400766 0.0917540601881691 0.49942339203681274 5.409709930419922 85566.95 0.9472052141889152 0.08533097859660285 0.5349226093555067 5.593324661254883 False 13 5500 34.89 846.4 11455.802 0.9301800187370536 0.11857156522112013 0.5046773122228914 5.000790596008301 76370.17 0.933379548952735 0.11066979207393565 0.5418934381449838 5.229109764099121 False 14 5600 32.54 839.7 11009.7295 0.925309135626018 0.12139010762521323 0.5049512068342863 5.3164591789245605 59509.414 0.9280287305379884 0.11319215371582204 0.5445865281018442 5.498219013214111 False 14 5700 32.8 815.9 13235.697 0.947975426866392 0.0787591727753684 0.4979842681684824 5.076627731323242 84629.266 0.953860475859246 0.06608445509556901 0.5349453381152682 5.242944240570068 False 14 5800 30.82 718.9 9090.37 0.9176167565926682 0.14910420085941842 0.5047262131295414 4.917817115783691 66012.5 0.9238277504220547 0.13502665615575865 0.5412280857469305 5.110710144042969 False 14 5900 29.27 685.6 8301.395 0.92659772060621 0.11816485788321951 0.515833499213196 4.866764068603516 65433.55 0.9344552386028325 0.10203215289126871 0.5550780318412886 5.035035610198975 False 15 6000 29.25 88.66 9484.397 0.9360624990941133 0.11227997399715763 0.5152263637826477 5.171475887298584 75615.305 0.9409458022562474 0.0999474945384537 0.5489792535632411 5.291247844696045 False 15 6100 30.04 534.0 8996.258 0.9315386322459079 0.11091167520306848 0.5079686176832794 4.860042572021484 67333.0 0.9395885013684887 0.09486324084670213 0.5456933863735034 5.0049824714660645 False 15 6200 29.33 44.78 7932.9463 0.9072863860793207 0.15974803739247648 0.5095058251054464 4.818133354187012 55135.816 0.9148816544621098 0.14441676445281143 0.5475325631327074 4.9344892501831055 False 15 6300 29.11 45.25 9168.632 0.9281818697788402 0.1230185004426394 0.5075506921085233 6.0994343757629395 72274.3 0.9346153978534343 0.10786708310215004 0.5495886607446718 6.1087775230407715 False 16 6400 28.85 46.52 8649.323 0.9078545153458806 0.15364708468172536 0.5109788879558393 4.851302146911621 64000.332 0.9144034795589376 0.13875239242430645 0.5520308068313327 4.93849515914917 False 16 6500 28.89 45.71 20314.465 0.9552184163943018 0.06444109781393395 0.5206767567759354 10.638007164001465 56192.566 0.9533423111359627 0.06802933226764864 0.5540084315351239 10.625360488891602 False 16 6600 29.26 237.4 19981.625 0.9565994498583364 0.061030430441117424 0.5156212166385964 5.045009136199951 62568.973 0.95657525834167 0.06263601494614914 0.5488419673405757 5.223571300506592 False 17 6700 28.93 44.36 10168.773 0.9295493119789223 0.11191030438007026 0.512512041765544 5.164152145385742 52701.906 0.9313793760274556 0.1082504030608635 0.549423330540952 5.421115398406982 False 17 6800 29.12 58.0 9138.386 0.92740669427598 0.12320701637137428 0.4642166196676024 7.062672138214111 52469.8 0.9297696469278499 0.11812474891786647 0.5099572288198013 7.620474338531494 False 17 6900 29.16 46.92 41549.566 0.925348023551797 0.1319542724621858 0.5056177487893474 5.18469762802124 74406.63 0.931211221938781 0.12017720329792371 0.5432796467762284 5.468816757202148 False 17 7000 29.26 47.83 28545.264 0.9160417027245069 0.1601237241093781 0.5127873126927862 5.179892539978027 51244.113 0.921713431577394 0.149216306340618 0.5489108001705788 5.367620468139648 False 18 7100 28.86 49.54 15283.539 0.9097738729734155 0.164361094865645 0.516230671655314 4.896938323974609 52232.86 0.9163884590658761 0.15196266614132697 0.5540413406544361 5.058257579803467 False 18 7200 29.2 44.29 7585.3984 0.9171178105908809 0.13910926934033685 0.49941035140678597 5.06574821472168 60877.246 0.923991196983548 0.12642592173719155 0.5244376743011714 5.372451305389404 False 18 7300 28.79 47.98 7112.3486 0.9063677647514736 0.15836236450243546 0.5107586900918141 4.849130630493164 57542.68 0.9147638149255533 0.14231596280270672 0.5419667299124283 5.052123546600342 False 18 7400 29.24 183.8 58591.957 0.91365276632315 0.15054986994492642 0.5162248895249935 4.82200288772583 65679.47 0.9231944916945716 0.1311250550431739 0.5484764712410096 5.013471603393555 False 19 7500 28.17 97.69 13875.6045 0.9588952610139966 0.0724595564939857 0.5112071162920743 5.56858491897583 74314.445 0.961517962534276 0.06353567037709143 0.5408287350415317 5.832915306091309 False 19 7600 29.16 49.77 10926.478 0.9272411135559935 0.1269608699783747 0.5103945793832124 4.895973205566406 59401.812 0.9315171321403198 0.11343393160167367 0.5431108666262641 5.107452869415283 False 19 7700 29.14 47.8 11005.3545 0.9262540231248274 0.12368323252335155 0.5119430398993796 4.831064224243164 66434.28 0.9325631217891968 0.10999903808200581 0.5462515826492985 5.004278659820557 False 19 7800 29.28 63.4 9380.948 0.9223833320075993 0.14495860600018087 0.5114549510169462 5.028351783752441 60400.797 0.9291121161034537 0.12824530849239013 0.5436598032806069 5.201664447784424 False 20 7900 28.68 48.37 8293.815 0.9087003272661983 0.15938832757393773 0.5116247813155936 4.820425987243652 53724.574 0.9166585997303397 0.1423731993541997 0.5445533463539286 4.987687587738037 False 20 8000 29.06 160.6 8926.299 0.9189356904794186 0.1377366847244431 0.5150737334814935 4.811174392700195 66210.266 0.9285060753184771 0.11746464177176669 0.5507966239144447 4.9547271728515625 False 20 8100 29.09 44.44 7258.768 0.9132442831007855 0.16852800433295612 0.5121097911133643 5.060179233551025 60356.836 0.9217924708602836 0.14741298330937624 0.5441353559103078 5.234316825866699 False 20 8200 29.09 44.65 16789.71 0.9048573141792461 0.1697393958735536 0.5170084341182851 4.79202127456665 57217.45 0.9142943661980564 0.14836892480756214 0.5508767924842201 4.950926780700684 False 21 8300 28.97 45.68 12548.199 0.9281052656704502 0.10739739980186351 0.522237493955928 5.22868013381958 55925.59 0.9314438758695627 0.09940455770008 0.5634296402958591 5.5044145584106445 False 21 8400 29.15 65.92 11544.196 0.9331798040649192 0.10677626372459244 0.5047359921802967 5.216874599456787 64760.098 0.9411810084228548 0.09205123582123824 0.5492718937060451 5.47343635559082 False 21 8500 29.25 131.5 9871.7 0.9132863320882887 0.1481671417276539 0.5169053667456538 4.849698543548584 52312.227 0.9219139346022134 0.13215755898119214 0.5587561491842931 4.992790222167969 False 21 8600 29.05 103.1 8764.1455 0.9092681830601581 0.15597808904015617 0.5139001491778857 4.905028343200684 57671.215 0.9181915918736369 0.1387521776480851 0.5594153139152884 5.058473587036133 False 22 8700 28.94 46.41 8919.729 0.9036490898564977 0.16361316806976103 0.5165089190867583 4.8497090339660645 50777.81 0.9126163456024504 0.1460573779571687 0.5601240560044208 4.991174221038818 False 22 8800 29.11 45.3 6800.591 0.9048154254805331 0.17503274890793014 0.5138168580584707 4.822753429412842 52780.066 0.9132820917915698 0.15642728601988914 0.5571586729547746 4.937336444854736 False 22 8900 29.07 44.77 7699.257 0.902402864714737 0.17132763422825809 0.5177666785906758 4.842710971832275 47653.35 0.9103703273140835 0.15388251982373236 0.5600890019747413 4.959861755371094 False 22 9000 29.09 44.73 7567.68 0.9005936035843981 0.17645473594855524 0.5151275530743793 4.878625392913818 49826.12 0.9107931053416293 0.1557311942964966 0.5576679540187509 4.993515491485596 False 23 9100 29.07 96.05 7742.752 0.9052036961962585 0.17067657782054385 0.5152560509855563 4.830193042755127 59988.555 0.9169284939903508 0.14668821817451835 0.5543382857099708 4.933836936950684 False