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 5.389 26.15 141386.06 0.9793582073485962 -0.007913862511702119 -0.3605480059095662 28.509206771850586 1106510.4 0.9800263453364074 -0.008097812843805804 -0.3452999139516511 28.64599609375 True 0 100 10.24 25.24 28818.123 0.9675916845592707 0.0391204027242045 0.13640432132092514 32.956016540527344 126531.91 0.9675389935069916 0.03885056754418716 0.16509445998202046 33.145294189453125 True 0 200 10.16 24.49 28545.668 0.9637540588158752 0.055757622363932315 -0.4637667306179027 15.606456756591797 113828.06 0.9637876565025343 0.05477838121695268 -0.4443426999397086 15.742173194885254 True 0 300 10.22 24.41 30716.348 0.9718651071827319 0.01839753521791015 -0.4471280757466374 26.763505935668945 169929.16 0.972591776780748 0.01777153417625005 -0.4388331579822095 26.904804229736328 False 0 400 9.632 23.97 26812.514 0.960123820827355 0.053173372859048045 -0.44294940296089996 7.335315227508545 116107.49 0.960959251938564 0.05103702130267758 -0.43135751009463685 7.515969276428223 False 0 500 9.86 24.48 27114.514 0.9663693748697669 0.03515453448939866 0.47518251205318796 27.80841636657715 116136.35 0.966311703128335 0.03486846310614228 0.45801184199277684 28.029308319091797 False 0 600 9.608 24.68 23094.508 0.9566827233518631 0.061143575758853076 -0.47756517406660803 7.2855448722839355 101438.65 0.9573418361142703 0.05898234225310032 -0.48162227565710886 7.5340681076049805 True 0 700 10.24 24.37 32420.605 0.9612620624527235 0.040954663723706805 -0.4503644726974573 10.54882526397705 99902.76 0.9609815650776484 0.040214001605888644 -0.4487411102335916 11.132169723510742 True 1 800 11.66 24.29 26198.506 0.9548435236381592 0.06206909731011385 -0.4561442648748694 9.917989730834961 86560.35 0.9547070907586718 0.06097586599351378 -0.4487272428031244 10.389286994934082 True 1 900 10.31 24.38 21885.914 0.9488709089058274 0.0856960330532376 -0.4924232073040849 7.603080749511719 78261.02 0.9499745817704619 0.08178018730865518 -0.4847996203885663 7.875376224517822 True 1 1000 9.996 24.4 26261.266 0.9555040619405939 0.06940791475776259 -0.45307797464435734 7.133536338806152 95493.96 0.9554377276301231 0.06809151351225785 -0.4500245080117872 7.3640456199646 False 1 1100 9.841 24.0 83380.44 0.9682923678527067 0.025518602617000168 0.19901980288150803 8.737561225891113 121911.695 0.9678622265248787 0.024966420579315515 0.17541360110810308 8.950430870056152 False 1 1200 9.735 24.19 25375.766 0.9607688731190492 0.05288840855542461 -0.4478769100117166 8.394831657409668 106021.13 0.9606888876446077 0.05166104233718513 -0.4458245650735948 8.759206771850586 False 1 1300 9.548 24.14 30508.182 0.9701210486053087 0.010134100312561492 0.4617455159086504 9.16174602508545 120474.34 0.9696055953151628 0.010663998323392872 0.44487416351649384 9.407538414001465 False 1 1400 9.791 24.24 35479.086 0.9677324980291397 0.025234941945949742 0.32974234080037507 12.241321563720703 110841.07 0.9671385699117371 0.02531824322211098 0.2903841342402081 12.49424934387207 False 2 1500 9.582 24.2 32284.104 0.9667829575351085 0.025485953870199193 -0.20835359628178998 22.569372177124023 113130.24 0.9664038167846759 0.025524591006639046 -0.2473385604161684 22.732318878173828 False 2 1600 9.584 24.37 63999.773 0.9619918872683878 0.04313195566994855 -0.41654274341948866 9.525571823120117 104802.555 0.9617364026261858 0.042172962994926066 -0.4154378123346171 10.011022567749023 False 2 1700 9.824 24.22 22638.71 0.9666808452327339 0.03520457956387609 0.1925417404166638 11.309314727783203 120346.72 0.9671040756598746 0.03416342126749729 0.15629583286342222 11.532038688659668 False 2 1800 9.7 24.23 22137.395 0.9607355697642264 0.061064059276986486 -0.39082438984677825 9.152830123901367 141245.28 0.9616568033830073 0.05779036363787301 -0.4022795751321405 9.347548484802246 False 2 1900 9.75 24.35 20858.174 0.9605704695464763 0.06714036376101079 -0.3393052989236941 9.535379409790039 108801.94 0.961098762883029 0.06486313977322788 -0.3488748332071772 9.7046480178833 False 2 2000 9.806 24.17 22653.873 0.9535646758029711 0.07166404709172569 -0.45648452618790636 7.046756267547607 86622.48 0.9542236237991676 0.06758711940392621 -0.44814118886496074 7.266732215881348 False 2 2100 9.696 24.09 18362.504 0.9482089788589225 0.08780752357583595 -0.4379152318953062 6.928649425506592 74176.555 0.9492911588637946 0.08434649936819201 -0.44121238086075226 7.217510223388672 True 2 2200 10.13 24.26 35727.92 0.9668494454700858 0.04066777545632922 0.10816002203473685 5.5648393630981445 223377.89 0.968024392318153 0.039089301040806934 0.07413034571177526 5.786235332489014 False 3 2300 9.502 24.21 19037.5 0.9537470839819194 0.061889570626598125 -0.39209816322909263 7.078006267547607 109589.805 0.955671810562171 0.0584966055710637 -0.40542871418049076 7.332401752471924 False 3 2400 9.843 24.0 24390.635 0.9652375498693478 0.04173715559493994 0.2072578296719285 5.8985676765441895 129480.31 0.9663927627609424 0.03989615007658339 0.16815364419517495 6.133212089538574 False 3 2500 9.749 24.26 21425.982 0.9586619399968951 0.054243977295444834 0.013676922896859373 7.682387828826904 92324.41 0.9599757760518595 0.051536523390757476 -0.022951152859163153 7.890034198760986 False 3 2600 9.597 24.21 17889.36 0.9463725919207809 0.08939429615131006 0.12832523552198874 6.408020496368408 81134.76 0.9478612598323207 0.08497907026539563 0.0911689161844058 6.63645076751709 False 3 2700 9.791 24.25 17162.902 0.9415845579395479 0.08784889855859189 0.32831264918557374 6.012392520904541 42515.652 0.942605011562566 0.08348441818371317 0.29804205256102667 6.2418622970581055 True 3 2800 10.16 24.05 18557.26 0.9573130604728758 0.071504438964674 0.41184929567979917 5.93294620513916 75435.13 0.9577439476406988 0.06912314313810501 0.39026593961771067 6.139193534851074 False 3 2900 9.744 24.34 24297.705 0.9654653119262938 0.03330324360126265 0.40974395938069585 6.525757789611816 87663.08 0.9646644581630396 0.03330035236698248 0.3835510255011669 6.799709320068359 False 4 3000 9.718 24.5 18634.992 0.9445336199784331 0.07694372501186879 0.18721765823118158 5.453004837036133 46740.367 0.9462781866376689 0.07290155163588628 0.15882679743815473 5.644711494445801 False 4 3100 9.383 24.19 17719.104 0.9448759344389276 0.09507996091974048 0.3008942491561383 6.513591289520264 55289.547 0.9454735597186891 0.09103490311437118 0.26933734632810563 6.758262634277344 False 4 3200 9.826 23.87 16992.959 0.9426318290687671 0.09389600087872946 0.15836581755739002 5.376472473144531 58121.48 0.9441509250673077 0.08762211243927387 0.1227117168968504 5.583523273468018 False 4 3300 9.587 24.05 16407.14 0.941408079282447 0.09686181962911933 0.40712030493217544 4.900203704833984 63127.47 0.9436817636953517 0.09008388752700479 0.3843592220466635 5.126951694488525 False 4 3400 9.625 24.15 15817.033 0.9310891225536273 0.1103386392099485 0.43907301054411624 4.563658714294434 45369.84 0.9333713438306424 0.10312083143816785 0.41573556434103903 4.7702484130859375 False 4 3500 9.73 24.23 24995.947 0.9618637499535583 0.0482092494981388 0.2251442628827967 5.606621265411377 203434.42 0.9634426707926564 0.04560054738758734 0.19136034082968512 5.805723667144775 False 4 3600 9.705 24.85 15246.219 0.942365359857668 0.09468241977474676 -0.2825327481524426 6.064046382904053 58311.656 0.9448964385974068 0.08764979042415004 -0.32307894212922333 6.295385360717773 False 5 3700 9.786 24.39 15742.767 0.9371574335997458 0.11385629152610054 0.317090694131169 5.866702556610107 39000.016 0.9396208301987963 0.10612416784033687 0.3100794379905027 6.039912223815918 True 5 3800 10.19 24.04 25444.04 0.9631244197170539 0.047863055475154195 0.4493341751041814 4.656492233276367 148979.17 0.9646055332466026 0.0454049233942397 0.42469476722985755 4.827247619628906 False 5 3900 9.685 24.35 15428.584 0.9362608809826161 0.10302692293515693 0.2761326985730513 5.112052917480469 47624.14 0.9388639117058893 0.0954568104164903 0.23868251566958446 5.3412556648254395 False 5 4000 9.666 24.28 18475.367 0.9500637159739159 0.09876338846950285 0.4748170342103177 4.942324161529541 86015.88 0.9511783333721706 0.09418365930963458 0.46398281422487864 5.119402885437012 False 5 4100 9.775 24.25 15255.909 0.9372811006166016 0.10447760798735614 0.41341254834025715 4.734531879425049 88964.016 0.9406301367173343 0.09494549829347237 0.3877992703214509 4.945921421051025 False 5 4200 9.799 24.27 15573.868 0.932212856464049 0.1138995812592048 0.432221138294211 4.490062236785889 40103.16 0.9347111270913728 0.10632422080002542 0.4094981949234984 4.722036838531494 False 5 4300 9.55 24.13 15618.729 0.930607263068601 0.11131179146807552 0.4471325858929278 5.133419990539551 36269.062 0.9329185016742091 0.10478082136529288 0.4211225171141807 5.462742805480957 True 5 4400 10.17 24.27 17140.592 0.9345363275534855 0.10515179214356955 0.4557821379239345 4.42757511138916 46258.73 0.9367180191309584 0.09774974159454577 0.42928129648492624 4.710130214691162 False 6 4500 9.852 24.14 18978.32 0.9268402305827862 0.11337511413330376 0.3933374839900913 4.806697845458984 43504.29 0.9295663651881595 0.10611661366506313 0.3574131794656541 5.030086517333984 False 6 4600 9.924 24.16 18207.045 0.9451185739459154 0.1009467538999816 0.42505257729927426 5.446570873260498 79403.195 0.9460995767025613 0.09583700301081122 0.40077586682269967 5.692063808441162 False 6 4700 9.758 24.3 15112.909 0.934610452869085 0.11595003564745081 0.4543953959296371 5.384459018707275 49484.74 0.9368670433407427 0.1083953101993099 0.4301769329378186 5.620113849639893 False 6 4800 9.89 24.4 16764.361 0.9539710533942327 0.07322596829290931 0.40110962372706654 4.681417942047119 53099.168 0.9555977558876871 0.06846121475749352 0.37801856591975475 4.889228343963623 False 6 4900 9.83 24.25 14464.692 0.9346533398662092 0.11524199355283642 0.38448048274102764 6.045166492462158 64697.258 0.9378498077599935 0.10579302919100016 0.3538005771168413 6.2667155265808105 False 6 5000 9.813 24.14 14458.333 0.9353526294925296 0.10087438671325909 0.4312567624553725 4.714250564575195 37855.36 0.9384881780787295 0.09279823992242009 0.410401656262158 4.89213228225708 False 6 5100 9.696 24.29 14081.127 0.932734853752662 0.11423137679753648 0.4051836439818736 4.831948757171631 35768.484 0.9360264206715528 0.10555910214555701 0.38206406095373746 5.098072528839111 True 7 5200 10.09 24.14 15458.058 0.9283215384940957 0.11849242177232344 0.4229694961695744 4.57520866394043 37317.848 0.9323549734777595 0.10813070185630642 0.405943610401094 4.789750099182129 False 7 5300 9.749 24.16 15436.982 0.9332530730144236 0.11010522140774251 0.40381190147367463 4.8126983642578125 40089.7 0.9357664415281035 0.10204779810541562 0.37658692453819936 5.005958080291748 False 7 5400 9.664 24.37 13415.956 0.9205030395360276 0.12803602361424063 0.4591264958141544 4.375845909118652 40635.035 0.9248922516179798 0.1169500757197183 0.43441676052955297 4.65901517868042 False 7 5500 9.719 24.17 16113.653 0.9372731668782903 0.10344146382114697 0.4808595466886243 4.485377311706543 39369.402 0.9396757318022955 0.09462643567491502 0.4663565284779112 4.673260688781738 False 7 5600 9.87 24.08 13782.678 0.9302827837116925 0.12137038972745945 0.46306447464710115 4.334085941314697 40520.79 0.9333223172365447 0.1116825062472023 0.4419993440198533 4.558050155639648 False 7 5700 9.828 24.36 12696.727 0.9199578301485282 0.1330320104840687 0.46095252347856325 4.397505283355713 35478.145 0.924763864387654 0.12153074173275534 0.43987986578265353 4.663893699645996 True 7 5800 10.07 24.19 15491.568 0.9164103305262429 0.13422020052057534 0.4561079854815751 4.443462371826172 28316.744 0.9218385251182863 0.12185847533631046 0.43339515843937493 4.71016263961792 True 8 5900 10.13 24.07 15840.96 0.9491964663788559 0.09366327521809524 0.4641494982006381 4.886900901794434 65738.72 0.9503363938619626 0.08864894752535815 0.437415208946655 5.129072189331055 False 8 6000 9.804 24.46 15058.919 0.9255088987430772 0.11695898817462788 0.4760617049064156 4.326976299285889 38842.594 0.9292723277777353 0.10599833972644362 0.4539659505228925 4.541722297668457 False 8 6100 9.534 24.2 13822.591 0.9171212944553333 0.13381273091582419 0.46940357026685037 4.312762260437012 36738.516 0.9224687374143111 0.11991044379034545 0.4478899415290289 4.579768657684326 False 8 6200 9.671 24.34 16420.81 0.9201904908755857 0.13348621853173329 0.4324432783313807 5.039429664611816 30438.5 0.9248993757934296 0.12175258992516821 0.4149098969975951 5.213168621063232 False 8 6300 9.836 23.99 14951.381 0.9324731337701501 0.11625838528502688 0.4797765487018901 4.534354209899902 42314.94 0.935537677164958 0.10662880246469746 0.4603112172125053 4.741303443908691 False 8 6400 9.81 24.09 13734.179 0.9226725354392019 0.13177173539305914 0.4816230175387071 4.2475762367248535 34326.31 0.9279267102128582 0.11834225576464819 0.4621769464601312 4.460529804229736 False 8 6500 9.069 24.27 13640.847 0.9265701067093108 0.12017304032371023 0.44799350920728276 4.952095031738281 38086.664 0.9311254315802204 0.10753624492951454 0.4230166999832305 5.208848476409912 False 8 6600 9.829 24.43 12610.542 0.9142473210305188 0.14152943106592678 0.46188859825254636 4.34593391418457 41579.918 0.9210093923616444 0.1255279317558246 0.4417251603214533 4.56328821182251 False 9 6700 9.734 23.99 15304.205 0.9130403413844689 0.1364868597101621 0.4777052041331888 5.6745147705078125 33924.797 0.9202898395295901 0.12073685744504785 0.4605806841218283 5.735937595367432 False 9 6800 9.874 24.39 13509.903 0.9162537614585693 0.14639359760218904 0.49138466781839985 4.510076522827148 34403.43 0.922819819171961 0.12892249615227075 0.4731942249736608 4.775271415710449 False 9 6900 9.717 24.19 14043.128 0.920161842195746 0.1397601714079155 0.4859998062108691 4.980888843536377 37060.64 0.9270496662070598 0.12222088882114221 0.46896159623652867 5.24888277053833 False 9 7000 9.839 24.7 16010.531 0.9096240442641418 0.1394367936920831 0.48242474142597686 4.239972114562988 29879.28 0.9184268100152804 0.11834129211354032 0.4662886075870859 4.4648261070251465 False 9 7100 9.847 23.92 18852.936 0.9362738900959887 0.11916677829545648 0.4549835681127982 4.404501914978027 48263.992 0.9413670587002381 0.10305060008590347 0.4305602075796673 4.625577449798584 False 9 7200 9.692 24.17 17431.688 0.9396599204892797 0.10531262871430491 0.17987913402606556 5.360867977142334 42236.402 0.9435955065414565 0.09310045859286162 0.15499472485692645 5.538560390472412 False 9 7300 9.79 24.58 15010.688 0.9250182342862435 0.12157431848306124 0.4616396268561935 4.459312438964844 50580.29 0.931074002594266 0.10643055501277168 0.4405170601403105 4.648106098175049 False 10 7400 9.707 24.22 14164.25 0.9280417466273292 0.13407173559506622 0.4720469890477524 4.4652276039123535 38248.453 0.9326561497645001 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0.8585940076178665 0.23708862965228697 0.593936226102002 3.665914535522461 41640.758 0.8928922893588706 0.16507633522237602 0.5810147427315835 3.795747756958008 False 23 17600 9.777 24.32 9298.106 0.853461371566187 0.24436537984709358 0.6000192315014772 3.5526187419891357 36106.594 0.8899237715418037 0.1700264616187581 0.5890689547155346 3.704911231994629 False 24 17700 9.78 24.03 8598.964 0.8725057125226032 0.2332541964759196 0.5947107718185843 3.7040042877197266 36374.418 0.9042296614714064 0.15901650837887626 0.5820435418039606 3.859588146209717 False