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 5.539 18.37 324882.03 inf -0.013086301754124263 -0.1956409536670034 12.660649299621582 835970.4 inf 0.003500319157195365 -0.2526089789991491 13.877602577209473 True 0 100 9.82 15.96 58731.47 0.9676969177198671 0.021588142349199733 -0.31897027624163987 36.220062255859375 59370.35 0.9749253736996198 0.010008968064989335 -0.4148752765742448 34.04164505004883 True 0 200 9.819 15.97 95434.125 0.9633810489832302 0.03484018806207341 -0.3149523988452258 19.742650985717773 54336.164 0.9742930324267252 0.01924973569938942 -0.4103353680285816 18.749235153198242 True 0 300 9.774 15.93 38368.668 0.9699354091317114 0.024322104208169538 -0.30164380088698134 28.384252548217773 62531.375 0.9701845227337712 0.03718799602902715 -0.4006053594107474 26.614973068237305 False 0 400 9.662 15.85 49391.29 0.9579301684600201 0.047198384714136135 -0.3163981735170518 11.88772201538086 38847.637 0.9687306808782485 0.03215399896996045 -0.4197962300653175 11.673991203308105 True 1 500 10.21 16.04 42344.668 0.9802919409103716 -0.004430393157239755 0.31065729537480663 13.823001861572266 71683.73 0.9807173199379214 0.005713576639093106 0.405122965350531 12.374297142028809 False 1 600 8.869 15.8 38884.688 0.9696184159607801 0.026601267665480877 -0.23520751348501812 13.855001449584961 54685.87 0.9690746031157548 0.03796426216052363 -0.3252288739501462 12.863884925842285 False 1 700 9.498 15.8 42833.254 0.9708177224470295 0.021835046940749416 -0.29528634251933245 21.00537872314453 62298.93 0.9698820429414085 0.03477781292191576 -0.38370194179143 19.704294204711914 False 1 800 9.478 15.78 55433.746 0.9647824509185836 0.03624978361402068 -0.031725100999323796 21.622400283813477 55204.176 0.9738126324094921 0.017375583678398896 -0.06373771449425163 19.9931640625 False 1 900 9.487 15.86 50733.75 0.9783206967705481 -0.00941809573952215 0.2890263015338766 26.53360939025879 73566.75 0.977677867341595 0.00788301090410844 0.3723399298250241 24.55735206604004 False 2 1000 9.596 16.09 38557.395 0.9721986113896408 0.011685390087851643 0.29892512299796375 15.490981101989746 58000.48 0.9744511567657759 0.022385465690963433 0.38930074686084676 14.086761474609375 False 2 1100 9.674 16.03 38990.68 0.9756135308916509 0.013272373103176447 -0.28062327213359073 11.148308753967285 82667.15 0.973451459597969 0.027781497331759646 -0.37640697490988 10.86473274230957 False 2 1200 9.47 15.93 167127.8 0.9677500819550735 0.02606503480678875 0.2807894375538261 6.608224868774414 65548.7 0.977830086457809 0.01413470907337706 0.35772437609468216 5.809594631195068 False 2 1300 8.611 15.92 49773.89 0.978116988113022 0.009721273042896822 0.17614506908584804 9.705839157104492 94448.734 0.9754439680225266 0.02592268377778174 0.21823501209273902 8.760579109191895 False 2 1400 9.351 15.77 31820.08 0.9692007007014038 0.024750610802852586 -0.21800897046010426 13.50301456451416 42013.69 0.9700310307202518 0.03403723567143847 -0.2862129907032444 12.561046600341797 False 3 1500 9.486 16.06 31525.64 0.9568363235742798 0.05544632387101728 -0.273453166712803 8.322846412658691 24078.857 0.9655103475748398 0.042807701001189725 -0.3731146871192774 8.43217658996582 True 3 1600 9.995 15.74 35523.49 0.95659999744261 0.05064615965077507 -0.2845919450414317 11.112102508544922 25245.049 0.966413321015583 0.03692496267441115 -0.3800475361252937 11.414033889770508 False 3 1700 9.507 15.99 39515.945 0.9748997604757852 0.015617729809204322 0.08551115621451141 5.912525653839111 44728.08 0.9741630403184978 0.022374400870041028 0.09157941381809072 5.96587610244751 False 3 1800 9.667 16.06 38173.566 0.96254571698036 0.06647189168519332 -0.14993169338576617 7.859855651855469 47599.805 0.9680894828418632 0.05961061821033322 -0.20827441082162795 7.4784255027771 False 3 1900 9.43 15.91 31563.451 0.9635221562544616 0.03518309518199249 0.001177929579869254 17.794662475585938 24796.938 0.9698286792602033 0.0293980455817507 -0.008997609102211744 16.367992401123047 False 4 2000 9.42 16.04 27468.377 0.9624381476264359 0.04756747513902113 -0.25835848911790465 8.059700012207031 37768.3 0.9649754737506226 0.05141360896164222 -0.33288922909125285 8.255069732666016 False 4 2100 9.768 16.09 22847.152 0.9576798315185215 0.053586245030547916 -0.26640743860225985 7.58225679397583 29944.803 0.9617083885839938 0.053204760802670774 -0.3367902020779774 8.033308029174805 False 4 2200 9.737 15.95 24698.982 0.9613850206154517 0.05015616817958901 0.07246045201929763 8.36032485961914 37679.74 0.9646397731066273 0.05287712107902141 0.07554449380931415 7.742053508758545 False 4 2300 8.76 15.91 23767.879 0.9616373254274556 0.04423381102009656 -0.24057608258027996 7.511017799377441 43005.113 0.9628492358595075 0.04901759878278833 -0.3056034610963 7.463088512420654 False 4 2400 9.54 15.77 22669.79 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0.943484040842937 0.09175561702315749 -0.22059465300942924 6.697310924530029 27902.297 0.9522045828999179 0.0820148911367007 -0.30025446411024326 6.966701507568359 False 8 4000 9.699 15.98 21312.705 0.9480183472023748 0.0824010254822877 0.08501277536313746 6.152002334594727 31913.666 0.9582317088464052 0.06794147319704943 0.07007335950142513 6.459753513336182 False 8 4100 9.678 15.96 18836.004 0.9473638025291602 0.08344444793278072 -0.24773794561192353 7.9150567054748535 32194.666 0.9573962500241086 0.06903620631959737 -0.3404563651590126 7.994693756103516 False 8 4200 9.717 15.93 22569.77 0.9409741325551667 0.09943072602905316 -0.2567506325279786 6.948094844818115 27706.973 0.9516793684628166 0.08490704197608408 -0.3519616295545629 7.395143985748291 False 8 4300 9.637 15.97 21434.143 0.9389610209639931 0.10788268065969692 0.029046339037928092 6.071268081665039 29603.426 0.9502494577443598 0.09097573897520435 -0.004017865940213711 6.284456729888916 False 8 4400 9.608 15.99 19127.662 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