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 18.16 54.67 50493.63 0.9938366296170913 -0.0012292197112581946 -0.05523875283938412 202.43930053710938 33281.973 0.9938195413660048 -0.00022456579139847063 -0.17421076743532085 206.02430725097656 True 0 100 29.86 35.78 5375.88 0.9896503121363799 0.025649276152893308 -0.21312458044422566 17.392133712768555 3418.2415 0.9904937791376434 0.026141215375800077 -0.2526586618843937 16.41526985168457 True 0 200 29.34 35.19 5048.2954 0.9882909124059238 0.04255214555173904 -0.3247351051919138 14.241192817687988 3307.8975 0.9891440412269179 0.04224445669488016 -0.36036048991168834 13.3853759765625 True 0 300 29.43 35.56 5439.3325 0.9898287307328104 0.02420501058666926 -0.31494337561034186 15.206443786621094 3552.4539 0.9908581540361309 0.023475439242975727 -0.34056219110355535 14.291108131408691 False 1 400 31.55 35.14 5151.077 0.987278240148032 0.03450992197504341 -0.3162890045536036 7.6374616622924805 3637.4602 0.9874856127579114 0.03503992164513893 -0.33829428653319565 7.644947052001953 True 1 500 29.0 35.22 4296.9224 0.985173160157038 0.04717104822065685 -0.2654091899438175 7.428820610046387 3193.1592 0.9859427426449224 0.046949180840770675 -0.26515493277893 7.118772506713867 True 1 600 29.82 35.67 4713.637 0.9866714702552206 0.030145533946729884 -0.2940178963368131 7.208828449249268 3515.5994 0.9882526604938126 0.02881730328843926 -0.3153958609063714 7.04445219039917 False 2 700 28.85 35.57 3965.5312 0.9842610240844968 0.04997568550291358 -0.2547284212961736 6.93521785736084 3142.248 0.9859901363162664 0.047012724786225576 -0.2825731524818728 6.7273268699646 True 2 800 30.09 42.34 3715.2834 0.9820660334591406 0.05527600288556007 -0.11161477549735542 6.8466691970825195 3179.17 0.9839285010285411 0.05243665234460203 -0.18978764578805984 6.6690754890441895 False 2 900 29.1 42.42 3540.7708 0.9812872747151947 0.05688890036652447 0.05419590215514397 6.642246723175049 3075.7444 0.9832555768755381 0.05350408821471409 0.10082983117652002 6.47495174407959 True 3 1000 28.91 41.36 4560.168 0.9842987247035949 0.03209023706380664 0.28077499005570705 6.359518051147461 3833.2808 0.9869665010344826 0.028880984610700034 0.32795197752508193 6.101299285888672 False 3 1100 28.96 35.79 3643.4502 0.9780033329858024 0.0548243941737974 0.28822994718972866 6.32420015335083 3471.3062 0.9803421442138682 0.051558760685053245 0.32656139590306194 6.073886871337891 False 3 1200 29.47 36.02 3169.739 0.9782610406265035 0.06550605778057171 0.2949878827004708 6.294340133666992 3046.4148 0.9819624296932553 0.05753259417457256 0.334871093336925 6.044064998626709 True 4 1300 29.11 41.16 3089.5044 0.9774498800143404 0.06904352334815787 0.3012711848790052 6.280253887176514 2985.4465 0.9811721191425666 0.06184464713672368 0.34134211848514406 6.106729507446289 True 4 1400 29.02 36.38 3040.2178 0.9775450795091452 0.0702449891658733 0.31138853729325977 6.236809253692627 3089.2275 0.9817991563291173 0.06048133863572877 0.3349721248089399 6.04679536819458 False 4 1500 28.45 35.69 3557.0693 0.980648389678609 0.04408558703780517 0.3242723311580321 6.006811618804932 3520.3413 0.98592777604242 0.0329180656798323 0.3564289256823363 5.764822959899902 False 5 1600 28.24 35.19 3092.6602 0.9759486993527968 0.06884397975717367 0.31626619237534864 6.028420925140381 3175.6248 0.9807759273403015 0.056755682495306596 0.3373457944678196 5.812804698944092 False 5 1700 28.49 35.18 3136.948 0.976938775468532 0.06301970167715049 0.3123185304730063 6.107847690582275 3141.516 0.9828835035152121 0.05009270692034104 0.33552735791327526 5.87989616394043 False 5 1800 28.6 35.16 3124.2085 0.9739828059953867 0.0756032453681174 0.3266325560337973 5.967390537261963 3033.4558 0.9806183073723475 0.0588192690514587 0.35884178309305453 5.718201160430908 False 6 1900 28.77 35.18 3089.4702 0.9748289180638166 0.0745091757203104 0.3188577314256741 6.066155433654785 3005.4187 0.9810404095372413 0.05746422200715522 0.35122197297784646 5.859384536743164 True 6 2000 29.34 35.64 2994.7812 0.9744996179927922 0.07477677972814019 0.3327027569577055 5.9535956382751465 3024.003 0.9817516788713476 0.05621546113891146 0.360180043669826 5.7142181396484375 False 6 2100 29.09 36.26 2975.252 0.97392378943366 0.07218843325582854 0.3326305793956197 6.125552177429199 3115.7979 0.981861377564269 0.05077113819058718 0.35570484750638737 5.848630905151367 False 7 2200 29.02 35.57 2702.3713 0.9711418087454563 0.0858433606332624 0.3403593091283274 5.949960708618164 2887.1975 0.9793473460297172 0.06410226458933234 0.37089610885773444 5.678849697113037 True 7 2300 29.6 35.44 2681.2717 0.969194461219459 0.09128732626515534 0.34885698250585984 5.860903263092041 2848.288 0.9778482411394565 0.06969609534782911 0.38154005410587033 5.584948539733887 True 7 2400 29.26 37.63 2682.3076 0.9679370918181752 0.08957231138207834 0.34136738697991675 5.919511318206787 3053.4937 0.9776273133025419 0.0661151595470122 0.3718688240525512 5.634247779846191 False 8 2500 28.3 35.12 2703.6477 0.9708697669567176 0.08257469798204153 0.35147157907773213 5.912754058837891 2954.0771 0.9804439021199597 0.05564568374451886 0.3791466800126512 5.637295722961426 False 8 2600 28.43 35.17 2540.77 0.9662059034212414 0.09086330517021916 0.3552772462638379 5.830404758453369 3003.5637 0.9765718113795121 0.06531089586167899 0.38528975113578434 5.559051036834717 False 8 2700 29.06 35.15 2660.3845 0.96838097309273 0.08808051721388649 0.3422540875001912 6.740742206573486 3067.615 0.9774940885654635 0.06360498523333309 0.3806542646373116 6.349844455718994 False 8 2800 28.54 35.22 2453.531 0.9645054148185136 0.1032199935167938 0.3537083379301496 5.907008171081543 2746.9397 0.9757036765809257 0.07434939630458251 0.38722072323947215 5.6690568923950195 True 9 2900 28.79 35.19 2436.2358 0.9668755801126621 0.09952300910309549 0.36221959503415446 5.890343189239502 2865.7825 0.9770967024357919 0.07072297462585163 0.39401007170203495 5.664131164550781 False 9 3000 28.61 35.18 2333.386 0.9624301621251712 0.1001807425122214 0.35979879007186716 5.9523539543151855 2792.2288 0.974978076992057 0.07002684522582558 0.38101604559228364 5.763433933258057 False 9 3100 28.77 35.27 2601.2996 0.9681885441233031 0.0925772040972445 0.3578032838287916 5.972603797912598 2812.7847 0.9783077812994576 0.06419272609039779 0.3864601793717942 5.6815876960754395 False 10 3200 28.72 35.39 2252.292 0.9632572200481828 0.1017199724236956 0.3570696779710107 5.851291179656982 2745.6892 0.9758131824839453 0.0715143745342658 0.3871278629946177 5.556813716888428 True 10 3300 29.34 35.19 2269.55 0.9622150443262886 0.10340354270602661 0.37336050302490786 5.878312587738037 2639.2139 0.975062229842879 0.07037777154500263 0.41049200597209917 5.562884330749512 True 10 3400 29.34 35.16 2282.025 0.9597197606353489 0.1033292955996788 0.3724430694123417 5.7597761154174805 2735.3733 0.9738425433296815 0.07054272815036274 0.3971577520490062 5.5250725746154785 False 11 3500 28.73 35.18 2175.4758 0.9597108800722213 0.11084614207995387 0.37920950988626745 6.307130336761475 2668.6284 0.9741843868333527 0.07503928659634954 0.41719506964311925 5.912927627563477 False 11 3600 28.98 35.19 2150.7844 0.9559152439805867 0.11226578189937285 0.37887153962784226 5.709233283996582 2645.4827 0.9728958372650405 0.07398322265613493 0.41430498341772615 5.404502868652344 True 11 3700 29.35 35.14 2245.3865 0.9616337843059483 0.11039021567955741 0.38621647842620677 5.689755916595459 2701.5132 0.9757905333859398 0.07336273490296742 0.4148575373179254 5.421635150909424 False 12 3800 28.71 35.15 2199.5935 0.9571878139641633 0.11690506436173419 0.3798409838796555 6.065562725067139 2562.1719 0.9733058199775714 0.07699004836712055 0.4087870486662797 5.72517204284668 True 12 3900 29.43 35.29 2236.757 0.9637464252408072 0.11226288088429998 0.3826080486274868 5.951789379119873 2674.2058 0.97725672827833 0.0737746781812191 0.4104866865429988 5.626299858093262 False 12 4000 28.7 35.17 2560.0056 0.9617233263898609 0.0977077698990865 0.3784702860921549 5.848422050476074 3257.5896 0.9764177136872089 0.0598288345706622 0.4110557813981267 5.617624282836914 False 13 4100 28.82 35.17 2146.8647 0.95861153897773 0.12109311244096564 0.3974020992232532 5.745637893676758 2612.7532 0.9736121187479096 0.08182287523542604 0.42503256134527007 5.461831569671631 False 13 4200 28.53 35.15 2090.6772 0.9592498217474927 0.1163160286909636 0.40334945678105727 5.622684001922607 2702.574 0.9761530729463249 0.07204758328205638 0.43131959576473683 5.362390518188477 False 13 4300 28.5 35.36 2049.2363 0.9539772037963961 0.1206596788487177 0.3962715075012758 5.674753665924072 2677.4575 0.9721068477679462 0.07936482403696482 0.4214190633931308 5.3988542556762695 False 14 4400 28.23 35.11 2026.581 0.955564903542093 0.12687401637527926 0.401314598660364 5.673356056213379 2624.7307 0.9747980049154096 0.07839726118641205 0.4251609608701396 5.400424003601074 False 14 4500 28.5 35.14 2014.6288 0.9498320632159263 0.12990078092976148 0.40209066823238837 5.624674320220947 2579.167 0.9707884783904037 0.0827574113519839 0.42443948834151646 5.398830890655518 True 14 4600 29.02 35.26 2017.8033 0.9488061751151328 0.13195441980888717 0.4096246722943176 5.583607196807861 2560.0068 0.970778553551808 0.08307290801118611 0.43277320023528787 5.3524580001831055 True 15 4700 28.61 35.17 2176.3418 0.9544996853447028 0.12324653645637201 0.41591231734869016 5.9687910079956055 2724.6929 0.9743352624177268 0.07357346749707046 0.4427243287942989 5.760385513305664 False 15 4800 28.58 35.15 2120.1172 0.9543033195818391 0.12293955669476925 0.4179511530138881 5.586216926574707 2609.1526 0.9738274260679636 0.07644095638111797 0.449815971900447 5.325384140014648 False 15 4900 28.69 35.15 2117.829 0.9512261653098352 0.12724401668467636 0.41117339519181917 5.606020927429199 2622.9531 0.9730332835634968 0.07592511083630396 0.4405128082877837 5.304344654083252 False 16 5000 28.26 35.16 2061.6523 0.951425512187729 0.1304182341685543 0.41949449237961267 5.523974895477295 2584.9753 0.971783059123118 0.08245498822411912 0.4326955236083332 5.340137481689453 False 16 5100 28.72 35.6 1963.6038 0.9511837166930981 0.13153993630777788 0.42500488467971204 5.506014347076416 2515.5537 0.9725201368449209 0.08007891778733522 0.4448591856462655 5.2613115310668945 True 16 5200 31.1 35.56 2031.0308 0.9543578139208581 0.12528865766616745 0.4163667537285548 5.602431774139404 2717.6162 0.9741037414879984 0.0749902628693154 0.431453735005253 5.3780670166015625 False 16 5300 29.08 35.57 1931.5774 0.948086025842459 0.13458143232797815 0.4299090706856832 5.553164005279541 2631.8882 0.9721650811155269 0.07578210588170294 0.4385503222127468 5.408298492431641 False 17 5400 28.84 35.56 1893.5117 0.944480502317062 0.14054855183414908 0.4307026470979326 5.454829216003418 2605.4934 0.9712680047195126 0.07730887821354983 0.4569466905102905 5.197721004486084 False 17 5500 29.26 35.62 2120.453 0.9631069393118988 0.12318131982783605 0.4262521140486406 5.537777423858643 2717.274 0.9793527305031241 0.06899224318244536 0.4486636479429608 5.306745529174805 False 17 5600 29.35 35.55 1899.2914 0.9487877712637527 0.13496088538625842 0.4351804411714222 5.460816860198975 2594.2693 0.9728123362079831 0.07668983157599557 0.45930510864048574 5.1946234703063965 False 18 5700 28.74 35.27 1997.961 0.9482572021347263 0.13329453215762158 0.42327571787724044 5.495418071746826 2620.8345 0.9713153706581095 0.07731452794683653 0.45117783252843585 5.211271286010742 False 18 5800 28.95 35.19 1916.6714 0.951862143166154 0.1394821521591014 0.4303872404978125 5.577208042144775 2659.1892 0.9752074298067163 0.07800169566081115 0.4514070170930362 5.3796257972717285 False 18 5900 28.96 35.2 1817.8594 0.9436979816070281 0.1434718434214872 0.4253075761971992 5.707394599914551 2639.4673 0.9706314746244699 0.08017630598782015 0.44619108556239206 5.414048671722412 False 19 6000 28.74 35.16 1765.6361 0.9430328751281148 0.15177045543002432 0.44731029528275135 5.379052639007568 2609.3313 0.9708491197348961 0.08394423376820231 0.4676945091892165 5.152145862579346 False 19 6100 28.96 35.16 1945.2035 0.9454084315731658 0.148111779564201 0.4413331181583492 5.371110439300537 2605.719 0.9721883982606154 0.07918560821177649 0.4573076021751232 5.1504740715026855 False 19 6200 28.96 35.15 1999.7162 0.940728821860457 0.15017361716099775 0.4426601259627337 5.434098243713379 2800.1611 0.9709122983161409 0.07789204854139609 0.45557005513867666 5.258392333984375 False 20 6300 28.74 35.2 1824.4244 0.9460854594608765 0.15024653312666683 0.43974718401386437 5.410971164703369 2594.115 0.972270436093534 0.08244207047417719 0.45356924949374433 5.223790645599365 False 20 6400 28.97 35.2 1893.8702 0.9533244540228947 0.1416555418536546 0.4537700660951165 5.396643161773682 2704.0906 0.9763520426395826 0.07472381998215305 0.4683792286318393 5.2062883377075195 False 20 6500 28.98 35.25 1826.3004 0.9407998619408778 0.15468103279719117 0.4493728615295324 5.372753143310547 2555.4458 0.9707746922975318 0.08200529235452049 0.4598025677822455 5.166660308837891 False 21 6600 28.75 35.18 1763.6599 0.9447608756809095 0.15421735060810848 0.44632427195015645 5.5806989669799805 2620.6453 0.9722881787569506 0.08204274776666627 0.47444909156268167 5.242829322814941 False 21 6700 28.95 35.15 1817.2468 0.9457053212097283 0.1571485591398064 0.43767760254778615 5.397313117980957 2577.055 0.9732795094711182 0.08264691552686597 0.45209042492038976 5.183600902557373 False 21 6800 28.95 35.24 1853.9279 0.9389161584381439 0.16077806826171248 0.4537291888097099 5.477588176727295 2543.222 0.970659436891512 0.08357289616601715 0.4634256655810586 5.254332065582275 False 22 6900 28.7 35.19 1823.5479 0.9366729584345167 0.1630265754787694 0.46577663334390856 5.317809104919434 2580.5078 0.970284557424927 0.08116494654592918 0.4769061404667827 5.15201997756958 False 22 7000 28.94 35.18 1665.374 0.9420859716839903 0.16290462817678728 0.4561434970968098 5.4019598960876465 2618.2014 0.973980996155553 0.07702391366950097 0.46615012613492546 5.186967372894287 False 22 7100 28.93 35.16 1703.7102 0.9458798597065925 0.16182332677469316 0.4443148437745087 5.943844318389893 2629.699 0.9747203249507872 0.07934559428154839 0.45810288095462903 5.665224552154541 False 23 7200 28.71 35.15 1875.297 0.9388080505248869 0.15657461199300385 0.46887009102880395 5.376925468444824 2610.4531 0.9709073134486563 0.0775230955963284 0.46969917515667065 5.191732883453369 False 23 7300 28.95 35.18 1834.962 0.9365862533371462 0.16676321268007005 0.47094846235513604 5.387699127197266 2613.5115 0.9721458014131643 0.0764249888434253 0.4735990921790929 5.278992176055908 False 23 7400 28.97 35.19 1759.1338 0.9345272034973169 0.1673883395868544 0.4629227185655855 5.4687371253967285 2540.7588 0.9694148254326159 0.08041535794808459 0.4632349027236017 5.369234561920166 False 24 7500 28.73 35.21 1752.5789 0.9391485633818162 0.17249462321542494 0.48191015407710147 5.39823055267334 2597.4038 0.9727623986109957 0.08241831744710282 0.48205343725159305 5.296077251434326 False 24 7600 28.97 35.17 1630.6769 0.9309854357325164 0.17464730979999335 0.46731735327237905 5.279601097106934 2603.84 0.9685359643962287 0.08025903064472817 0.4725569546404863 5.113837242126465 False 24 7700 28.96 35.17 1662.2133 0.931549465798215 0.1788336142433383 0.47830659226254296 5.175340175628662 2562.3489 0.9699322157161527 0.08089044854995618 0.4950277590329934 4.954364776611328 False 25 7800 28.73 35.17 1752.137 0.9324077946649125 0.17068347193267513 0.46468396366484915 5.565337181091309 2760.7927 0.970582951914391 0.07551914677378332 0.47244199256141334 5.339925765991211 False 25 7900 28.95 35.13 1592.2195 0.9340265187581333 0.1763206667271318 0.4594839568375949 5.647403240203857 2590.3062 0.9713719433892486 0.07931432506721577 0.4551400125292953 5.463391304016113 False 25 8000 28.94 35.15 1539.5258 0.9300256115207428 0.18890265924555744 0.4741750331507161 5.35629940032959 2604.634 0.9697608064747306 0.08470259690896628 0.47391105207171924 5.192587375640869 False 25 8100 28.95 35.14 1708.06 0.9458003773401426 0.17188594274412555 0.478152648616483 5.341291904449463 2700.1597 0.9751629782233827 0.08033768621060015 0.47624546815869284 5.188400745391846 False 26 8200 28.71 35.15 1530.1515 0.9267547834823654 0.1894604829578317 0.4747272425282354 5.620851516723633 2587.3481 0.9691981122830169 0.08319539445768454 0.48127792681725123 5.392733573913574 False