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 36.73 760.6 163822.39 0.981707170505341 -0.01654944067728319 -0.2521211955044944 83.75617980957031 176132.86 0.9813470389003328 -0.01601519437088976 -0.2511742123283742 84.11495971679688 True 0 100 45.01 716.2 13766.107 0.9582110261591174 0.07163407401297052 -0.2927390209361968 10.168282508850098 14563.145 0.9587167378470304 0.06685709947432862 -0.30353950413512015 10.173707962036133 True 0 200 45.24 703.6 13297.861 0.9331159382064855 0.11951062589554289 -0.24001626781371493 2.765674591064453 14186.624 0.9351925536962733 0.11131284623180808 -0.27224289788103156 2.8561363220214844 True 1 300 83.77 672.3 18514.541 0.9364853812876055 0.10707318312612435 0.015139522267286012 2.690783739089966 20116.854 0.9385979567548925 0.09979787329645652 -0.045210569148282205 2.801586151123047 False 1 400 42.37 676.8 15207.202 0.8955664062109776 0.1871940829678199 0.2788923265275053 2.496722459793091 16814.25 0.8985091905271437 0.177326913870408 0.25673355571156276 2.590841054916382 False 1 500 43.77 707.0 11436.566 0.8686018510686376 0.22291777450757128 0.2496039625578721 2.6177093982696533 12602.795 0.8723395339288245 0.2124708382163884 0.22555714202519464 2.705596685409546 True 2 600 43.76 708.1 11956.267 0.861477545529853 0.24255178817624615 0.21908666835015028 2.5127921104431152 13250.558 0.8669165809731654 0.229496319513281 0.1984942313037129 2.6125283241271973 False 2 700 44.59 708.1 18417.105 0.8936934817784885 0.18502312945736243 0.2979074893007819 2.6038124561309814 20464.812 0.8989896233547048 0.17184471823770808 0.28628233031843814 2.719419479370117 False 2 800 44.86 710.7 11595.558 0.8460242001518772 0.2579175904076683 0.11777324348085194 2.591099500656128 13100.5625 0.8530781448363713 0.24412990918404479 0.09053410553908986 2.701559066772461 False 3 900 45.07 697.0 13738.876 0.8428478931142879 0.26551050698747003 0.2036226904494057 2.728179693222046 15443.466 0.8484618237645496 0.2539770812565994 0.18620720880354263 2.809440851211548 False 3 1000 44.65 715.4 14139.115 0.8371263467528732 0.2899127788762382 0.26355351965049734 2.467102289199829 15796.378 0.8443505650831683 0.2730375269817122 0.2523571400307921 2.558319330215454 False 3 1100 44.61 707.8 13622.718 0.8235813623615201 0.3145643372967068 0.29180188220144626 2.424177408218384 15379.929 0.8334756774729579 0.2932558953338221 0.2815643977475871 2.5209200382232666 False 4 1200 44.97 710.3 11943.327 0.8110259642364158 0.33021982684017365 0.3134830001705887 2.35957670211792 13552.307 0.8205876270503272 0.308769073691029 0.3042203857094434 2.4559056758880615 False 4 1300 45.79 699.2 11762.691 0.8087094944509319 0.3315373343444178 0.3116121729444203 2.3670525550842285 13302.466 0.8191167915152947 0.30770892653055126 0.30145839308290423 2.461073637008667 False 4 1400 45.03 717.6 11398.061 0.8040393874891205 0.32786229320153887 0.31731773661493184 2.4642410278320312 12818.566 0.8123601670736257 0.30884319136882077 0.30926389212624034 2.5433807373046875 False 5 1500 43.81 712.0 9352.494 0.8204495411912373 0.32914610830476676 0.3160703273979675 2.3608062267303467 10680.387 0.827502521885345 0.3094859742703186 0.31309417099382786 2.442300796508789 True 5 1600 46.07 708.8 11459.267 0.7968078725785682 0.34932595479421447 0.32109940788164365 2.3488941192626953 12860.849 0.8048502703429024 0.32914309767949 0.3136646091669645 2.4393208026885986 False 5 1700 44.83 712.5 14547.534 0.8134382272863011 0.321709091897384 0.3083059188692939 2.4321465492248535 16076.777 0.8218589395257333 0.30068841692375703 0.3024820397543111 2.5109896659851074 False 6 1800 45.01 709.9 10535.438 0.7930542335112726 0.36601151351986727 0.31966880313627716 2.37532377243042 11933.833 0.8029988074540721 0.33999333315811353 0.3193463280008858 2.451049327850342 False 6 1900 42.44 695.9 11908.246 0.7893471842045888 0.36821142804339924 0.32556647533259 2.3507120609283447 13302.896 0.7990603906450444 0.34342007095162685 0.3205738299573204 2.4356088638305664 False 6 2000 44.62 693.2 10582.054 0.7799442333322536 0.37954834572693846 0.3122520621803862 2.3636844158172607 11865.287 0.7902148050882778 0.3523671810684217 0.312995044173059 2.444422960281372 False 7 2100 45.28 705.2 11633.898 0.7864463533357546 0.3665617607329482 0.32154298606371506 2.4089369773864746 12984.397 0.7970181197059897 0.3362338573550184 0.32193252629558816 2.479175090789795 False 7 2200 45.01 710.3 9523.073 0.773769422316928 0.39277754793081887 0.3193558234056124 2.3488104343414307 10983.235 0.784931820541399 0.3631252036110013 0.3217611942050915 2.4246160984039307 False 7 2300 43.31 684.6 11468.559 0.8188463577260977 0.32661132729181697 0.32092057069417046 2.355186939239502 12876.059 0.8297386481441366 0.2949289188386353 0.31816145347585756 2.439821243286133 False 8 2400 41.04 615.6 9684.353 0.769033892910491 0.3981555279951207 0.3302093644061075 2.429372787475586 11040.689 0.782500776378633 0.3672552387920304 0.3301111410899952 2.4986796379089355 False 8 2500 45.25 721.9 8805.294 0.7675910778371751 0.3958195539042321 0.33198182845008517 2.339031219482422 10118.043 0.7806375034783801 0.3632927276137705 0.3289410164151993 2.426382541656494 True 9 2600 43.15 719.0 11495.537 0.7710851152588589 0.3810872798540516 0.32828204819906326 2.3410229682922363 13132.673 0.7848095891562191 0.34527190828440923 0.32649868410775623 2.4199743270874023 False 9 2700 45.41 708.2 9245.644 0.7662100747381916 0.40237044974300773 0.3318403438559995 2.4017794132232666 10625.455 0.7800644405250824 0.3670488501607548 0.33200317410131375 2.4705970287323 False 9 2800 45.12 713.3 8277.831 0.758591946203144 0.41437053168016125 0.33656169707207334 2.350677728652954 9449.101 0.7728025219354542 0.3801090305737177 0.3332873371089394 2.4410414695739746 True 10 2900 42.6 702.8 11173.01 0.7832253764922835 0.38207941982954563 0.3385955174093638 2.3325705528259277 12838.987 0.7967023131424783 0.34707651057535593 0.3413306054516741 2.4035580158233643 False 10 3000 45.24 712.3 10623.186 0.7759960248042432 0.3844045034458753 0.3445871940688735 2.3190059661865234 12226.5205 0.791900908158802 0.34764826720580616 0.34553594407216587 2.3981773853302 False 10 3100 45.29 723.8 8980.145 0.7680605242782043 0.40257968594979177 0.3428761067471101 2.5316359996795654 10359.373 0.7831435884696059 0.3646124752714231 0.34337190366580156 2.5939419269561768 False 11 3200 44.21 700.9 12212.668 0.7886629350943654 0.36899408307829984 0.3435666701791773 2.3376219272613525 13909.987 0.8015184831381751 0.3378121089287008 0.34431621866686335 2.411170482635498 False 11 3300 45.89 705.3 8903.384 0.7556420314468888 0.40595372644705147 0.3344236395739187 2.3280551433563232 10276.093 0.7702771679221484 0.3678453839998919 0.3309011530704743 2.4157137870788574 False 11 3400 44.49 700.9 11234.966 0.7562112661406318 0.4091120085351602 0.33876858401172 2.358229160308838 12858.404 0.7722861656596075 0.3714798705587889 0.3412198917128813 2.431560516357422 False 12 3500 44.75 712.0 10757.224 0.7572531390803104 0.42117512885677716 0.3492734907990953 2.328009605407715 12437.689 0.774220340800844 0.3807590901554256 0.35171866908724075 2.40738582611084 False 12 3600 45.06 718.4 10232.433 0.7547389517755099 0.4154763376748587 0.3578874036439423 2.3100035190582275 11764.382 0.7712942063131918 0.3763274302345065 0.35604633004524006 2.3850200176239014 False 12 3700 44.64 874.5 11400.468 0.7737922124653264 0.39665392339206623 0.35188070856312503 2.295427083969116 13040.057 0.790230966910716 0.358078567525862 0.3503418683374012 2.374337673187256 False 13 3800 46.69 904.7 9478.187 0.7476328711652177 0.4371509157113644 0.35851540591640924 2.28922176361084 10969.316 0.7658512975496288 0.3955394660069108 0.3571833349738116 2.370894432067871 False 13 3900 46.11 911.6 9067.862 0.7526854959250254 0.4296934288449657 0.3624103026623455 2.2890405654907227 10556.843 0.7704091439444182 0.38737696688521 0.3619108218531147 2.370483636856079 False 13 4000 46.02 875.2 11734.719 0.770300041333564 0.40655088755909763 0.36420413521113254 2.3322019577026367 13554.027 0.7873382458452105 0.3639416804787734 0.36347445726122785 2.4173150062561035 False 14 4100 46.21 917.0 8570.181 0.7407748526157841 0.4324566309850252 0.368964760805441 2.268300771713257 9959.179 0.7602574489532105 0.38895603520700556 0.36531394150477875 2.3485360145568848 False 14 4200 46.86 879.8 10036.453 0.7386537820409086 0.4442560613496765 0.3696287284714387 2.326197624206543 11823.42 0.757560611029208 0.4009688858120449 0.370010235959198 2.3930530548095703 False 14 4300 41.37 716.7 11123.688 0.7589344192588514 0.41031677032376535 0.36771599542869493 2.2800936698913574 13073.163 0.7774943729295294 0.3657862866112612 0.3644930325997899 2.3591997623443604 False 15 4400 43.44 907.9 10128.905 0.7451873116192105 0.4385559323925154 0.3613194463148889 2.27396297454834 11927.062 0.7638359117248562 0.3953110911487539 0.3564173210076188 2.359015464782715 False 15 4500 46.54 907.8 10539.103 0.7529046365526729 0.4253021007630592 0.3722294276567431 2.2705483436584473 12334.613 0.7707559274907364 0.38416355632013494 0.36978880973044337 2.3561761379241943 False 15 4600 44.09 911.2 11891.375 0.7447449825345318 0.4285675547829589 0.37661499769303997 2.2773568630218506 13811.392 0.7647533488297084 0.3854841516812588 0.37598490061171796 2.35235595703125 False 16 4700 45.75 879.0 10139.333 0.7453766371879426 0.43708352443523696 0.3820003749589454 2.3177826404571533 11981.531 0.7660052714832454 0.39150077027932506 0.38427691722199425 2.3824522495269775 False 16 4800 45.69 883.0 9508.615 0.7368756214519798 0.44325077396190066 0.38154872357347946 2.255354642868042 11237.526 0.7583654574404266 0.39570528485583756 0.3798271589673755 2.3390696048736572 False 17 4900 46.54 904.1 10659.508 0.7465901085525308 0.4326544250181698 0.3823900680617285 2.323004961013794 12338.766 0.7658844216233474 0.3908581251269419 0.3849347553846012 2.3899574279785156 False 17 5000 46.36 943.3 10101.448 0.7416113220942754 0.4460932953485336 0.3791966545986915 2.3072450160980225 11783.503 0.7620277827011944 0.400918754066633 0.3752391048179841 2.400420904159546 False 17 5100 45.27 864.1 9187.708 0.7413803715100455 0.43806605497713447 0.3861326292703181 2.514575719833374 10894.297 0.7642847542458315 0.3878445912695065 0.38248295902726387 2.6154539585113525 False 18 5200 44.6 789.5 9876.624 0.7344802648465423 0.4518943821519051 0.38823690327685173 2.258521318435669 11625.168 0.7553085399612379 0.403694725925449 0.3849440368296703 2.3346917629241943 False 18 5300 42.54 757.5 10526.962 0.7235204986204 0.4624431534623595 0.39415848571426504 2.3265442848205566 12317.588 0.7461775000831942 0.41566990447043184 0.3928043350399957 2.412057638168335 False 18 5400 45.49 775.1 8129.5596 0.7265998224240195 0.47125287913605596 0.3807993479070719 2.2470829486846924 9601.0 0.7482915002170616 0.42189352085028325 0.37703133085951934 2.335693836212158 False 19 5500 45.75 725.4 10389.935 0.7338585174680271 0.44900806359648 0.39358868026657073 2.3605737686157227 12343.081 0.7573759251494723 0.39710521086887235 0.3887854384449144 2.4315080642700195 False