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 11.07 29.23 137217.67 0.9869429948538152 -0.008585837055201535 -0.24407911055408593 779.1576538085938 1362036.6 0.985948573095711 -0.006575814548153853 -0.27172767577965473 778.1024169921875 True 0 100 25.68 22.39 96770.3 0.9802312459375798 0.005770454645496099 -0.430474591461179 24.983247756958008 68627.98 0.9792186197278097 0.00458952056304061 -0.4090356427240262 25.38744354248047 True 0 200 25.94 22.1 37759.992 0.9752336241411677 0.03304306909534089 -0.46339669996941885 7.182538032531738 63828.54 0.9744613491891636 0.030226090389491613 -0.4243342370072808 7.381484031677246 True 0 300 26.49 21.4 59263.25 0.9760340637149142 0.02150505947564574 -0.4660188135942471 5.432060718536377 60700.676 0.9754829872332824 0.018657312325277908 -0.433143906812868 5.609769821166992 True 0 400 26.53 21.02 14331.241 0.9864966412597537 -0.007643839043650127 0.44770601426612144 7.088798999786377 92263.27 0.985684079488756 -0.006598667106008916 0.39400692873811305 7.369179725646973 False 1 500 29.21 21.55 15624.621 0.9896811354213569 -0.010443639407820034 0.46389197984702873 4.032960891723633 100173.086 0.9887492286555545 -0.009602778751050258 0.41659284808195524 4.309787750244141 False 1 600 25.98 21.16 19974.412 0.9903397955067946 -0.007975241915279452 0.46329463710308777 5.295893669128418 149449.58 0.9898266394302327 -0.007427816087049697 0.41581100189707204 5.681291580200195 False 1 700 26.27 20.63 30227.314 0.988756603133819 -0.010967285835797811 0.46255611416024106 4.184755802154541 81925.65 0.986961492041805 -0.010802619406106715 0.41463368392165767 4.490815162658691 False 1 800 26.05 20.95 35202.68 0.9836984804076715 0.007338954234720089 0.46050938701733446 5.238786220550537 339570.3 0.9827744096972787 0.009112058983234497 0.41109172670848076 5.593529224395752 False 2 900 25.6 21.36 54478.793 0.9854440826189701 0.001860424392981292 0.4560632726672087 4.427282810211182 562931.06 0.9847709007137876 0.0031512897611528285 0.4051734059024003 4.710242748260498 False 2 1000 24.97 22.1 14432.484 0.9835039825546086 0.0036311715623270698 0.3103680471453848 4.93991231918335 107439.65 0.9830014654778768 0.004179272014338477 0.2311037839083115 5.124244689941406 False 2 1100 24.6 22.21 17246.576 0.9913186128098505 -0.010717163722348943 0.4509145856709588 4.752504348754883 75644.695 0.9902563142822509 -0.009894340261483711 0.40372190168652117 5.105119228363037 False 2 1200 23.79 23.3 107164.43 0.9797135691690555 0.008685159227226404 -0.1278028501712388 7.091125011444092 69588.44 0.9786376425015886 0.007443151303792974 -0.18106871602117297 7.354028701782227 False 3 1300 23.43 23.53 15108.45 0.9778204247955542 0.01828400344239708 -0.2220403409762868 5.310466289520264 66196.805 0.9771785320290624 0.014923948264429067 -0.2618731679745736 5.550293922424316 False 3 1400 23.03 24.45 22433.043 0.9867779058500857 -0.006652010862684503 0.2302945080469343 5.889290809631348 229000.56 0.9862658720196019 -0.005848583404392069 0.15164417588427465 6.155428409576416 False 3 1500 22.78 24.88 43724.66 0.9789148030160452 0.009256569325682081 -0.30928835353613787 14.652729988098145 67382.54 0.9779069085143177 0.0073751463585912 -0.33934360447289663 14.986581802368164 False 3 1600 22.5 25.43 28542.54 0.9794170542130408 0.005377850811530302 0.26188421457301486 8.268864631652832 70029.484 0.9783345178421562 0.003718410691957793 0.18616719603739718 8.550673484802246 False 3 1700 22.44 25.23 32110.188 0.9790272375583402 0.00822758017610909 -0.05198385735682514 6.4839911460876465 68522.234 0.9779869583770224 0.006358496129761991 -0.10256174876396534 6.729617595672607 False 4 1800 21.84 25.06 16594.479 0.9848488080066821 0.0005959244416187119 -0.30540672071103947 5.128978252410889 134294.9 0.9842295880840772 0.0013284578716941465 -0.30685183195837196 5.3063249588012695 False 4 1900 20.13 28.21 29624.969 0.9771916310364089 0.016053829826024556 -0.3439631970375944 5.717646598815918 63833.734 0.9765934365618764 0.012851287845879024 -0.35368885867224176 5.9382171630859375 False 4 2000 18.36 27.57 33964.47 inf -0.005915277789225488 0.4364883891158245 4.530780792236328 262899.53 0.9872014132151512 -0.005714013603126414 0.3832821848545239 4.8184428215026855 False 4 2100 18.91 26.15 15830.331 0.9771423701430293 0.01942761161425644 -0.46743372359606106 5.915435791015625 69071.09 0.9764126805606694 0.01804404175028179 -0.4399163015813906 6.098306655883789 False 5 2200 19.15 22.95 15335.847 0.9795356126705497 0.0038048669552063537 0.2793329650878573 5.311205863952637 73373.18 0.9786089962872654 0.002409990346587772 0.23524856107941675 5.525362491607666 False 5 2300 22.22 22.17 11685.775 0.9815243723151136 -0.004406149259838455 -0.027958057073383953 5.826498985290527 81717.56 0.9808160739467201 -0.0038833160346195593 -0.08357561971877221 6.051962852478027 False 5 2400 23.67 20.76 95650.05 0.9792967848045898 0.010243331012825591 0.04825776373582554 4.905697345733643 70761.55 0.97829184232398 0.008760287198552345 -0.010678852218810259 5.093698978424072 False 5 2500 25.4 20.44 154751.8 inf 0.004943894379171174 0.13421557498507497 5.423622131347656 77524.555 0.9795623128007167 0.003791732699232467 0.08562307901325025 5.653208255767822 False 6 2600 24.9 21.52 20510.42 0.9782812732273457 0.012124197426354233 -0.16434920677555875 5.329456329345703 70203.03 0.9775206432966289 0.009499387139346826 -0.20019762711178465 5.536482810974121 False 6 2700 25.94 16.64 178422.28 0.9811307493485507 0.0028811042895320453 0.40584067902185345 4.740651607513428 78105.18 0.9799752283535442 0.002148594573843861 0.35620280343437816 4.9532151222229 False 6 2800 9.719 14.16 24530.377 0.9870218654974627 -0.007375011722274199 0.3937741269182655 5.658154487609863 167742.0 0.9867323734692632 -0.006963139863483294 0.3574842640906162 5.91921329498291 False 6 2900 9.707 14.21 17012.389 0.9825464512944767 -0.0024269399654880943 -0.25167861053094387 6.297761917114258 93671.664 0.9818832439856083 -0.0016116547790624622 -0.2799938696645603 6.530261993408203 False 6 3000 9.706 14.26 17850.984 0.9786052519585837 0.009215811164066877 -0.10422540277839933 7.475530624389648 73314.44 0.9777050044597633 0.008244225782082644 -0.16212026000313315 7.7338337898254395 False 7 3100 9.671 14.07 17047.2 0.9760949559067331 0.025792610987996775 -0.37691499006460494 5.488032817840576 78110.12 0.9755317399481659 0.025355588148312694 -0.36555696363168827 5.68769645690918 False 7 3200 9.69 14.18 16282.411 0.976917118489161 0.02327371691983982 -0.31663651557059397 6.542957782745361 71922.85 0.9761177427633819 0.0228383706534872 -0.33786306478428424 6.7776265144348145 False 7 3300 9.706 14.07 15692.554 0.9775295966835095 0.0150570518913438 -0.05063677459971464 7.47994327545166 68398.25 0.9765986900384913 0.013837598833440606 -0.11665220132738346 7.742873668670654 False 7 3400 9.699 14.04 13507.293 0.9765346579970899 0.020404428751893768 -0.17018931169894563 5.568984031677246 67395.99 0.9756315410637568 0.01952967841503577 -0.22991971090927482 5.800426006317139 False 8 3500 9.646 14.11 57941.69 0.9744932059989 0.026462788929364572 -0.21699900622789714 5.395453453063965 61269.07 0.9737948484039739 0.024636378192705474 -0.26705933939882354 5.60902214050293 False 8 3600 9.7 14.18 15607.762 0.9770800627020803 0.02029425842313047 0.021539801881992796 5.902127265930176 71007.9 0.9761124140763654 0.018975101893899986 -0.047123220148263735 6.139618873596191 False 8 3700 9.693 13.91 10252.655 0.9773468594698388 0.02015725573787889 -0.28591410837383824 5.305863857269287 78588.52 0.9767688543506886 0.020307500154565214 -0.3026657380425185 5.520484447479248 False 8 3800 10.6 27.92 10932.032 0.9857231948450705 -0.0045279356384023564 0.22261239817464623 5.110551834106445 110091.45 0.9853762841393059 -0.0039798764736376 0.16788639945307038 5.3480119705200195 False 9 3900 18.83 21.85 19823.627 0.986017695959087 -0.0015070216284379509 0.06012733632478307 4.9152631759643555 158751.05 0.9858025940654913 -0.0013325838521489252 -0.0055282153159636185 5.149290561676025 False 9 4000 22.25 20.77 14212.593 0.9811893025977879 0.0024980848206307893 -0.038682827506517435 5.72875452041626 80662.66 0.9806679250799101 0.0028913744379691544 -0.09061439443382582 5.9725728034973145 False 9 4100 24.8 20.52 15115.068 0.9747329256416591 0.030556657671463035 -0.374026561802704 5.508996963500977 69591.99 0.974477760671174 0.02810067295671748 -0.3603275442649961 5.716341018676758 False 9 4200 24.1 21.39 14869.358 0.9770493118652884 0.020294086736405797 -0.3712540744976437 5.548019886016846 72541.31 0.9765885559573666 0.019464941345165195 -0.354274112655723 5.763688087463379 False 10 4300 25.23 20.51 14714.497 0.9743377411142298 0.027178077577533415 -0.33846970133188903 5.60282564163208 62875.28 0.974179360355124 0.0244085640880419 -0.3279095629510048 5.841187953948975 False