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 17.44 70.59 1336871.4 0.9765968471844387 0.008796999741663827 0.2078975971538907 5.593835830688477 154083.47 0.9760698658269883 0.0077885853669355815 0.2636252313026133 5.634312629699707 True 0 100 29.09 45.68 63596.34 0.9762011548620582 -0.0012310728784420365 0.4539963059089524 29.310335159301758 55175.086 0.9759188655194073 -0.0008683521214811597 0.4610229576480138 28.78838539123535 True 0 200 29.32 45.99 60646.09 0.9806402725453212 -0.002849669332130109 -0.4217462304971578 23.726608276367188 75560.15 0.9807330168313023 -0.0022418477340877467 -0.4114730233698405 23.27009391784668 False 0 300 28.89 46.08 68422.57 0.9817873547614954 -0.0033267403050578938 0.29934336030368486 21.853771209716797 95228.65 0.9819099876955928 -0.002788771060776097 0.29889053403066657 21.43266487121582 False 1 400 31.89 45.87 64525.484 0.9750570529049571 0.012683276759435211 -0.3596074115820385 9.990546226501465 56412.617 0.9749806990507696 0.012240101568932306 -0.37393424979532447 9.830424308776855 True 1 500 29.18 55.4 57604.918 0.9778076654888873 -0.0031736223757915273 0.4303426036911353 25.295696258544922 59998.38 0.9777264941394912 -0.00270047777024869 0.39824503219406887 24.831995010375977 False 1 600 28.88 45.74 62621.227 0.9798915246711528 -0.0029990047723241473 0.3071869834683139 25.707609176635742 67460.75 0.9799083947535686 -0.00231219949560888 0.2221917743908115 25.24164581298828 False 1 700 29.11 353.4 60423.098 0.9810583591736874 -0.0029349753351403927 0.34243695985985995 22.090553283691406 75996.28 0.981161179761757 -0.0025626098590957706 0.26766206029052436 21.686262130737305 False 2 800 28.82 47.5 45488.07 0.9804921656844376 -0.002641234001864006 0.2297099209178556 16.310815811157227 70345.375 0.9807711947486178 -0.0025273722172630755 0.15316735579431695 16.036495208740234 False 2 900 29.04 45.49 49397.805 0.9741604365819286 0.014226250013331923 -0.36292816232735514 16.409351348876953 50370.3 0.974078400079989 0.011237809355555928 -0.31429485009201064 16.072980880737305 True 2 1000 30.85 78.51 48224.86 0.979263287649434 0.0005150203565171348 0.39310992536210304 20.570117950439453 66394.55 0.9793684948101007 0.0002821452985251716 0.25578924378998313 20.19748878479004 False 2 1100 28.64 49.78 45795.062 0.9830892843236892 -0.0034232547066855405 0.277470772958077 15.414389610290527 69912.945 inf -0.0030815335994622524 0.2065925200095296 15.390792846679688 False 3 1200 28.63 47.01 38071.336 0.9728475892423686 0.036994782943656115 -0.3643043753636737 10.931690216064453 53231.426 0.9733096453269326 0.03277340917945778 -0.3469007613033674 10.753600120544434 False 3 1300 29.4 269.1 39487.11 0.9799675025666795 0.0013168630874999523 0.1960339479747322 17.51235008239746 71919.805 inf 0.0010148348269532815 0.08126004061010622 17.251081466674805 False 3 1400 28.97 48.49 59618.312 0.9811446307499484 0.0012776310958778848 0.14272326094709745 13.573583602905273 98939.03 inf 0.0008719590150105986 0.04931375008439776 13.395209312438965 False 3 1500 28.74 45.53 42215.56 0.9739400509707258 0.023093591804398884 -0.3902073688573664 20.277223587036133 52036.37 0.9741196277041004 0.018992774054185868 -0.40582825453622107 19.885906219482422 False 4 1600 28.7 74.75 37423.754 0.9756391609623606 0.01315141302501192 -0.3817142161553932 7.047619819641113 61902.414 0.9764832867075717 0.010859049965624246 -0.39707375021624153 7.269137859344482 False 4 1700 29.02 59.37 33812.176 0.9715727637886463 0.041218975549207525 -0.33878875762110744 8.977042198181152 47816.824 0.9723607998713193 0.03595669047287969 -0.3344757242035874 8.962068557739258 True 4 1800 81.43 56.47 33027.01 0.9753740300894206 0.01788642966464814 -0.42459782455404016 6.742186069488525 63946.76 0.9764615040429312 0.014907355942624542 -0.39407876053383806 6.792614459991455 False 4 1900 28.9 47.42 39445.41 0.9748833445802069 0.01056825021349009 0.3755245315301672 10.09981918334961 47791.555 0.975125625853186 0.006722190106967897 0.2982251160414405 9.942876815795898 False 5 2000 28.53 45.86 31021.006 0.9762498477150985 0.013420929196677348 0.18212611037768095 15.090720176696777 54015.402 0.9766751757595747 0.010724040386433516 0.1055203438348807 14.95046329498291 False 5 2100 28.52 437.2 33298.152 0.9741224342074193 0.02067851391370297 -0.26692440283042745 7.732883930206299 54884.58 0.9749867203085913 0.017552261963544293 -0.23682262690374986 7.822525501251221 False 5 2200 28.92 48.22 37447.832 0.9774423223129962 0.00864532839365091 0.18718338220218445 8.661715507507324 42295.504 0.9782335599013151 0.002759304001977379 0.12582662861061075 9.032328605651855 True 5 2300 30.86 45.95 32720.385 0.9669923357399223 0.05277783352802856 -0.33427528063816436 6.606979846954346 36721.156 0.9693224362561266 0.044670178024464074 -0.3043697221381642 6.844564437866211 True 6 2400 29.21 76.82 41743.15 0.9743307913182454 0.019814077272272922 0.0584665702731923 7.7914299964904785 41601.977 inf 0.012986217787781064 -0.009592164643688292 8.202144622802734 False 6 2500 29.26 46.35 28538.477 0.9638062482257661 0.049865609883525897 -0.4248485707182804 7.834464073181152 34188.125 0.9675237455678743 0.03767839009093445 -0.393969158754376 8.230229377746582 True 6 2600 29.35 46.6 62286.086 0.9788109298090326 0.006672758021498206 0.24412671025175636 8.128500938415527 47756.21 0.9793161543103732 0.0014019627197838797 0.17029157250869348 8.250988006591797 False 6 2700 28.93 73.06 32902.934 0.9759561172876215 0.016502756899073975 -0.4101454537458158 6.936418056488037 64319.77 0.977265553990875 0.013863058579700983 -0.4041207621992597 6.9509735107421875 False 7 2800 28.73 50.63 28458.594 0.9717551328421289 0.027730119323045428 -0.46864377064798135 7.7299065589904785 53313.055 0.9733451932140257 0.023211160157048508 -0.47816988024505735 7.834314823150635 False 7 2900 29.18 47.23 28226.963 0.9682537749186875 0.04621154829838642 -0.35627063932846703 8.014410972595215 40257.316 0.9706786099060161 0.03773321934366215 -0.31814344665896527 8.202397346496582 False 7 3000 29.31 46.97 30763.744 0.969875341453482 0.030175566460526146 -0.1428631504099993 9.112537384033203 37378.47 0.9726042587324832 0.020754823573993227 -0.13893226659236552 9.093082427978516 False 7 3100 29.16 45.71 24809.785 0.9646768421179337 0.05077320163456443 -0.34993891533255406 7.299755573272705 30125.578 0.9683964856835809 0.040029300213454314 -0.3316798165142521 7.617850303649902 True 8 3200 29.37 54.91 23341.328 0.9675073061358224 0.036908133246445034 -0.4050426804329656 14.087287902832031 51176.98 inf 0.02849156397715194 -0.40804866730601735 15.17770767211914 False 8 3300 29.21 46.63 24703.65 0.9615399094892533 0.0532748897660452 -0.34831112893421995 6.698220729827881 25463.258 0.9658160597291465 0.042897255851966444 -0.34216836747976287 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6.442325115203857 False 10 3900 28.57 45.78 38594.848 0.9585472529009292 0.06730394579121524 -0.3993108448760473 6.9089789390563965 29282.797 0.9630381060613027 0.054291067194106764 -0.3899817200117091 7.087423324584961 False 10 4000 29.12 52.48 27819.62 0.9618994918362953 0.06397481070837178 0.05736018643240476 5.701702117919922 37860.223 0.9651592584168697 0.05504354407753172 -0.02390557411676267 5.9733099937438965 False 10 4100 29.21 46.26 31885.666 0.9660065741455302 0.05586073526046425 0.22371485578812053 9.698023796081543 39580.414 0.9688322958418254 0.04660107215526003 0.146658727763137 9.550826072692871 False 10 4200 29.23 47.21 45464.87 0.973559239177765 0.030324582766125353 -0.09158841709769788 7.271998405456543 106353.24 0.9756193738050276 0.025165672471499978 -0.14421904931298957 7.749804973602295 False 11 4300 28.93 45.78 25233.107 0.9582070730947163 0.05891527517446783 -0.3047187914889387 6.9089789390563965 31875.582 inf 0.04489919385321665 -0.28269313150366904 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29.3 65.22 18623.387 0.9564507036412654 0.07211772455977251 -0.3943664526862592 6.970797061920166 24609.271 0.9620952965782944 0.057341443786264754 -0.3831285842820129 7.072745323181152 True 12 5000 31.21 56.37 17858.33 0.9531033384883044 0.07812757313367141 -0.27061642882930853 6.537418842315674 23645.691 0.9593475460476131 0.06213014094476484 -0.26947723638751275 6.757153511047363 True 13 5100 29.31 46.2 18045.477 0.9516830255449539 0.08115184206390938 -0.3187510522375706 6.562826156616211 22090.553 0.9580498399831178 0.06500082069840388 -0.3299986229160492 6.802104473114014 True 13 5200 29.64 50.57 18069.936 0.9546171412445689 0.08164630217649974 0.006060895219229484 6.1793951988220215 24302.072 0.9608931050874375 0.06443502398399785 -0.03143485391197709 6.217752456665039 False 13 5300 29.25 51.42 24926.336 0.955541141903166 0.07054672892896278 -0.0990578880895162 6.055621147155762 29554.37 0.961734368618404 0.05369011828418988 -0.11011063965571932 6.1213459968566895 False 13 5400 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0.9349648253077525 0.11007336508190861 0.4839698424837641 4.3579182624816895 False 43 17000 28.84 45.57 12867.884 0.9124002755526481 0.16702867189034248 0.5086007981006012 4.323397159576416 23833.56 0.9389282712806996 0.1052979539709019 0.4963694537032144 4.396176338195801 False 43 17100 29.05 62.1 13371.3955 0.9154979706664024 0.1709837581341157 0.5085328713609771 4.425538063049316 23698.479 0.9396276653562787 0.11030320752561414 0.49598851478868206 4.488243103027344 False 44 17200 28.3 61.3 12353.246 0.9053980506025749 0.1797369754559731 0.49913377940904174 4.200029373168945 25155.152 0.9345218925269033 0.11251548611916747 0.4804507907444571 4.351263999938965 False 44 17300 28.93 47.05 11292.271 0.8958591451027433 0.18768353020340564 0.5086557005254012 4.153500556945801 17998.873 0.9308746756488938 0.11336473872860192 0.49177842636296876 4.293762683868408 False 44 17400 28.85 46.94 14359.228 0.8975378285142777 0.1873629094048747 0.5091584513551786 4.152545928955078 18067.654 0.9332829353086275 0.1095783193221253 0.4874600797972025 4.313356399536133 False 44 17500 28.92 46.38 12559.838 0.8993067145556786 0.18590928820502345 0.5159039563388288 4.129061698913574 18898.086 0.9343569070569296 0.10912974627092217 0.49922951238575236 4.26046895980835 False 45 17600 28.82 45.93 17185.502 0.8996341119632512 0.17938562937672448 0.5192164188710017 4.363975524902344 17549.295 0.9313642808429065 0.1131167622937157 0.5064058205058971 4.505648612976074 False