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 17.15 49.15 23288.86 inf 0.0001905144732428551 0.05129094518900254 429.314453125 11992.16 inf -0.00018450682878050725 0.030641980633580358 426.2793884277344 True 0 100 29.2 30.9 1787.5542 0.9647125978974094 0.0021618513138576346 0.056861460446758334 6.497386932373047 1045.2162 0.965638711450577 -0.0009452308368676599 0.019527933412881403 6.192069053649902 True 0 200 28.91 31.01 1403.3595 0.9648277418910357 0.009230929622156379 0.055359796805379606 5.615275859832764 1072.6544 0.966382182598743 0.004727727512203957 0.03275182093388434 5.231287002563477 True 1 300 42.01 31.1 1265.0211 0.965722458091941 0.010291938523476488 0.058407333802085175 6.0804290771484375 1063.2081 0.9680512129051595 0.003695543307496053 0.03179277918461803 5.754446506500244 False 1 400 28.5 31.61 1803.7595 0.9688401607386862 0.008169671405939173 0.04697555446183375 7.209442138671875 1248.5302 0.9704805683710845 0.0035377927182567415 0.05964941544220684 6.930121898651123 False 1 500 28.87 31.07 1231.3894 0.9643572859341168 0.014715820817912964 0.02377831614900532 7.439179420471191 1080.5267 0.9666343759602056 0.008347779273649592 0.03767468690248692 7.168875217437744 False 2 600 28.54 31.03 2617.9321 0.9687934011780227 0.011518719441754921 -0.011896407632937749 6.015129566192627 1725.4645 0.9702545002642247 0.00630894360839094 0.00867443802853418 5.6777753829956055 False 2 700 28.66 31.17 1297.418 0.9653439106016486 0.015222453764175357 -0.053273107985766836 5.883606910705566 1086.0748 0.9678453983572467 0.009046338341678036 -0.03026802275736818 5.5332255363464355 False 3 800 28.91 31.44 945.9412 0.9587913360956511 0.028913767677797162 -0.023124360493804143 5.662601470947266 890.40625 0.9622655083748509 0.021234153303659076 -0.005886771206183133 5.268336772918701 True 3 900 29.53 31.05 830.5729 0.9594315657412481 0.025661148889961013 0.006053985791135417 5.730380535125732 916.4589 0.963382007849061 0.016774009820011794 -0.0026153328223251808 5.371857166290283 False 3 1000 28.77 31.87 790.0524 0.958427664585311 0.02917836649637125 0.03161477060875413 5.647922992706299 891.733 0.9629817438625466 0.01972593424524669 -0.015641488763482345 5.2610931396484375 False 4 1100 28.8 31.51 737.5654 0.9541691883282035 0.04161179667873741 0.06439641075023701 5.664754867553711 854.43134 0.9586573108932551 0.03313930060748045 0.01581929459243796 5.30217170715332 True 4 1200 29.26 32.03 792.8369 0.9570191254839241 0.03207458701246487 0.054712874082332746 5.666189670562744 871.30164 0.9622412502840353 0.021056181650488056 0.0005067862046557528 5.319393157958984 False 4 1300 28.89 31.5 916.01685 0.9594961012923767 0.0293051580988774 0.033614180704826614 5.629023551940918 949.10913 0.9641367435903699 0.0196000437481533 -0.02094064359082345 5.25967264175415 False 5 1400 28.76 31.56 749.8322 0.9544299872519802 0.039447587135047237 0.07863447047668078 5.680980682373047 842.872 0.9593343796833395 0.029724690272481605 0.045153954452845736 5.280401706695557 True 5 1500 29.28 31.15 726.6506 0.9554719155795672 0.03904283095667517 0.10035061735631771 5.748622417449951 889.3655 0.9600806251554329 0.027210539087380012 0.05079560430426798 5.398891925811768 False 6 1600 28.37 31.05 644.4002 0.9504643090108497 0.05261349406433352 0.1245215849210084 5.633433818817139 852.0344 0.9560684678283673 0.04153735001253369 0.07874373456875816 5.2544379234313965 False 6 1700 28.75 31.88 669.91815 0.9506095593585058 0.05080924887084113 0.12623165562870958 5.704843044281006 819.4145 0.956963123452586 0.03801018284786383 0.06679008239840922 5.356811046600342 True 6 1800 29.46 30.73 633.79034 0.9491355192675416 0.05777188914208343 0.12168807791524451 5.5956878662109375 847.991 0.9559082161924135 0.04256708199475133 0.07385481319474102 5.232160568237305 False 7 1900 28.96 30.76 648.8684 0.9510756024286702 0.04866102695214969 0.12668774375254227 5.581716537475586 867.98096 0.9581314283696554 0.033613647555286966 0.0742937131978824 5.215250015258789 False 7 2000 29.01 31.57 624.9935 0.9495604625711616 0.05282780348532936 0.06775411254056815 5.909991264343262 859.2133 0.9580344868824201 0.03343316177926606 0.008867258097218585 5.514801979064941 False 7 2100 29.04 30.94 582.65857 0.946743363376838 0.06396851131551173 0.07831888301855124 5.622300624847412 831.2827 0.9549177061828897 0.047730129247618144 0.006519568806984736 5.261354446411133 False 8 2200 29.08 31.27 626.4088 0.9487728454866687 0.06298927898130041 0.003052786620895083 5.676158905029297 844.7153 0.955928322271654 0.045249964846397484 -0.09052899359801599 5.334455966949463 False 8 2300 29.17 32.48 655.8913 0.9485240877675868 0.056724328982555486 0.09914874578425073 5.694113731384277 882.42255 0.9578259028736608 0.035684967248184214 0.035517287138392035 5.323423385620117 False 9 2400 29.16 31.28 592.4338 0.9442759695127814 0.07388476609490538 0.11445395524154334 5.5877485275268555 828.476 0.9525113498429938 0.055043712200398755 0.02941509503490035 5.232869625091553 True 9 2500 29.33 30.94 589.3567 0.9432897884491575 0.07528774450941565 0.14100364720926922 5.581295013427734 836.55725 0.952702277371747 0.05317691135183434 0.06455864612531045 5.231603145599365 False 9 2600 28.81 31.25 585.0554 0.9457104186577817 0.06824502852483909 0.18342440712441752 5.555639266967773 868.9376 0.9550170176818096 0.0462193152708656 0.13009275764504866 5.191443920135498 False 10 2700 28.97 31.06 576.76715 0.9395447299088386 0.08155603764316759 0.17330015465341964 5.593806266784668 824.30493 0.9509822527165683 0.05605282380637428 0.1184162810002362 5.247648239135742 True 10 2800 29.19 31.52 593.9222 0.9430732603709799 0.0742326559251713 0.11811512890809615 5.589975833892822 832.6081 0.9528869526288015 0.050866370106578344 0.04928618777045052 5.239154815673828 False 11 2900 29.2 32.15 667.75073 0.9420027874023906 0.07941214677257319 0.14775008532218317 5.551580905914307 913.13696 0.9535443132128263 0.05168531779233168 0.07735379810363349 5.207673072814941 False 11 3000 28.83 31.53 573.53156 0.9444716441597447 0.06955827875147165 0.16106040984795872 5.76365852355957 823.65393 0.9547684960508525 0.04578830365061596 0.10879912975882815 5.364171981811523 False 11 3100 29.15 30.76 571.2979 0.9398419900944663 0.08241749070014646 0.15372738574565012 5.570893287658691 817.9437 0.9522726767573826 0.053801804916802254 0.06833374100448185 5.226873874664307 True 12 3200 29.41 31.51 596.0915 0.9436974273772943 0.07506665750601903 0.2221539439465249 5.560956954956055 795.89075 0.954266183658276 0.049519297695893014 0.155152574919352 5.202146053314209 True 12 3300 29.15 31.12 628.5455 0.9422539505213872 0.07381951269281749 0.2303388476961109 5.531418800354004 852.8956 0.9534046059978423 0.04766287072076919 0.18301426533020382 5.191453456878662 False 12 3400 28.81 31.08 598.03705 0.9387225594392962 0.0789826248248241 0.21874919046656818 5.522182941436768 846.4303 0.9533485743740099 0.04703739774365229 0.1828316526403174 5.180187225341797 False 13 3500 29.11 32.48 509.55225 0.9357623192627448 0.09520228219486822 0.22140092586738133 5.543417453765869 809.75226 0.9499133862772903 0.06121247425122046 0.16969704681298506 5.217473983764648 False 13 3600 29.28 31.25 570.47015 0.941150854307639 0.08454659089127171 0.227547778098124 5.56960391998291 889.0919 0.9530845784113984 0.05169001642554771 0.20865409957225453 5.255110740661621 False 14 3700 29.14 31.54 489.8956 0.9343331453582128 0.09983036879864604 0.20923146978629695 5.641299724578857 852.20337 0.9508201056950032 0.05924306934628245 0.18886295521977647 5.326924800872803 False 14 3800 29.15 31.2 487.65076 0.9369495301318286 0.09752381682738424 0.21118449156816385 5.4970316886901855 833.0119 0.9519392268535152 0.05882234840192065 0.16629075373036847 5.1603617668151855 False 14 3900 29.13 31.33 438.9007 0.9309985101755622 0.10688692497061031 0.2086294564263393 5.479542255401611 814.1876 0.9490993244337921 0.06479315105018217 0.16727358095951547 5.146477699279785 False 15 4000 28.81 31.53 436.18362 0.9275254457046276 0.11157923346042775 0.20923420371768764 5.450290203094482 806.8405 0.9482800005777214 0.06382780312020074 0.18502780291254162 5.117646217346191 False 15 4100 29.21 30.96 430.8214 0.929983670488161 0.11667742979077375 0.2128463803102057 5.583116054534912 808.68695 0.9490432749658159 0.06727191289033174 0.1831807428182693 5.302692413330078 False 15 4200 29.28 32.21 459.81625 0.9316933497986796 0.11443873966191462 0.20896625934218047 5.663172721862793 822.04944 0.9503999460498521 0.06510844306386925 0.1622299978295349 5.38635778427124 False 16 4300 28.54 31.54 459.96564 0.92804728154047 0.11201193379076854 0.2186154248692949 5.4913482666015625 833.9614 0.9488370177825628 0.0619322101139738 0.18047980661916882 5.199194431304932 False 16 4400 29.14 30.98 584.0189 0.9377631056175977 0.09243314023502597 0.2333718342119612 5.732080459594727 1119.6503 0.9554079623648409 0.04490901933962382 0.1873054951595465 5.367771625518799 False 17 4500 29.07 31.69 492.18637 0.9318232164050879 0.11720705267803698 0.23101356435530737 5.442981719970703 906.9376 0.9496036219991852 0.06606857464728944 0.20124578868060777 5.154977798461914 False 17 4600 28.84 31.58 445.3027 0.9221270850787497 0.13139004714085625 0.21701227510585464 5.387592792510986 848.53375 0.9473523696538353 0.06904642417360941 0.1739225986969159 5.122064590454102 False 17 4700 29.19 31.25 484.83118 0.9275459845716885 0.12059385736700984 0.23199130605295148 5.416706085205078 873.9168 0.9509900676412288 0.060010814361982974 0.19758672711044126 5.119236469268799 False 18 4800 29.43 33.16 447.41492 0.9262306688954036 0.12499392156396795 0.23195557566151853 5.562933444976807 821.6432 0.9494201983292201 0.06365994866755083 0.15696765523983658 5.266201496124268 False 18 4900 29.12 31.24 418.4007 0.9202005678274248 0.13613941477761654 0.23457066782484892 5.54509973526001 897.8703 0.9481130040401092 0.06573949501357854 0.1870266232975465 5.236982822418213 False 19 5000 29.07 31.18 430.9146 0.9218388907162177 0.1289907313137612 0.23915747175679059 5.410050868988037 897.3619 0.9494636894581847 0.05841808180433769 0.17683410434858493 5.126603603363037 False 19 5100 28.96 31.6 401.9111 0.9186209556237941 0.13854237347318693 0.23575379276512945 5.368830680847168 882.16003 0.9468188514030157 0.07058945081719263 0.18370427918773968 5.0999860763549805 False 19 5200 29.11 31.34 407.1009 0.9163749755225644 0.14491027678608354 0.24608489326692073 5.502102375030518 929.3984 0.9473311713996226 0.06863411928105419 0.15597546843393106 5.241107940673828 False 20 5300 29.02 31.3 395.83545 0.9164915603623209 0.1477127613950827 0.23718104378755125 5.398539066314697 831.8616 0.9463715766285435 0.07272732531300516 0.1778196613800398 5.18624210357666 False 20 5400 29.2 31.82 424.07025 0.9175447043322461 0.13574330575815563 0.23713502671434622 5.378450393676758 979.42096 0.9494009693269813 0.05764023723239722 0.1783331775392889 5.1175456047058105 False 20 5500 29.03 31.53 440.55817 0.9199982010193849 0.1433475097748952 0.22870001003638293 5.412754058837891 839.50354 0.9482623955413071 0.06838669765686707 0.17388116599729025 5.208186626434326 False 21 5600 28.57 30.73 415.74197 0.9145529558659471 0.15515591338904255 0.21989849970768527 5.402069091796875 871.6323 0.9462473312789057 0.07448396685877577 0.17191497727029426 5.187135696411133 False 21 5700 28.71 31.56 391.38647 0.9112641755809263 0.15865413707757628 0.24564489379497723 5.355867862701416 833.74347 0.9453859566061019 0.07510574921370426 0.1541063003785955 5.161314487457275 False 22 5800 28.64 31.44 379.80255 0.9073739789607567 0.1712188592769671 0.25954364688443643 5.300625801086426 858.3467 0.9452888010525401 0.07689968039432203 0.19931595756974776 5.102983474731445 False