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 16.94 46.06 14000.309 inf -0.0013146985819558871 0.03536157470492833 476.005615234375 13810.034 inf -0.0017401541524927424 0.0036852785884252926 473.9706115722656 True 0 100 29.32 35.48 1123.9745 0.9608413283798573 0.049019165460601914 0.055169164398274004 6.961994647979736 1103.9517 0.964280666008869 0.03903500427082094 -0.002900376197950101 6.876771926879883 True 0 200 29.46 31.34 1096.7535 0.956282007591127 0.05483368273018318 0.049641078175756824 5.968359470367432 1074.3049 0.9606918244407525 0.04331240778542914 -0.011880211698846802 5.775705337524414 True 1 300 40.28 41.92 1017.36273 0.9513168259840411 0.07161151375141887 0.05311585362971959 5.959992408752441 1036.3462 0.9569931010118508 0.055444507504720304 -0.008060672727780868 5.798309803009033 True 1 400 29.72 32.79 1085.0076 0.9560141908848853 0.047497484129737956 0.04874941494401764 5.962859630584717 1155.2551 0.9611693431442923 0.036844111007605276 -0.012738618614735055 5.825017929077148 False 1 500 28.39 36.1 936.12946 0.9494150574305179 0.06563491095183004 0.04159647518570695 6.048628807067871 1033.8176 0.9558327496895587 0.05134514436437791 -0.020423164096015602 5.961199760437012 False 2 600 28.5 65.05 924.71466 0.9504903132567646 0.06692360540302839 0.04169157968237076 5.977298736572266 1021.1361 0.956387307438571 0.05362777431546679 -0.018764845854456966 5.807873725891113 True 2 700 29.38 30.82 827.52057 0.9437211680410957 0.0865310527277969 0.03525677886305518 5.967828750610352 958.89325 0.9515425353864765 0.0674962450817114 -0.025299504565073048 5.807400226593018 True 3 800 29.72 63.85 810.7007 0.9455197921320205 0.07801051075858952 0.04325112953841731 5.95707893371582 979.4732 0.9535564924482702 0.058961804486451996 -0.017646358648248598 5.78024435043335 False 3 900 28.86 149.5 794.4442 0.9473815118269537 0.07899096479074776 0.00597950117395814 6.153842926025391 952.11395 0.9542678916286059 0.062039630931531566 -0.052422628699730835 6.035329818725586 False 3 1000 29.97 181.3 732.97156 0.9391585331203518 0.09992486058981129 -0.002641084967208853 6.005681037902832 925.84796 0.9491109375854193 0.076333272356738 -0.05473374461047263 5.844969749450684 True 4 1100 29.24 219.1 777.326 0.9421227716571474 0.08023914743941886 0.05951172225464649 5.985093116760254 985.4273 0.9519327828122108 0.05957540478168799 0.02751048736073752 5.807407855987549 False 4 1200 29.39 87.47 749.8969 0.9441158315727816 0.08349282070592805 0.07845454921338522 5.9535136222839355 948.0011 0.9534487571922735 0.06044684272000155 0.07612390665156454 5.749204158782959 False 5 1300 28.97 282.0 759.6884 0.9454640731162735 0.07792278355181663 0.047291339445831415 5.976831912994385 936.38666 0.9543149321276324 0.05566072356789846 -0.008065722646796366 5.815190315246582 False 5 1400 29.0 33.7 748.73627 0.9440299764785006 0.0866502277890303 0.05879701940518947 5.953187942504883 915.8469 0.9528787260051665 0.0639210133645379 0.017931691776410772 5.788743495941162 True 5 1500 29.4 32.67 692.57025 0.9382932215330191 0.10052796072043928 0.0417161094621219 5.999140739440918 900.562 0.9501314933303513 0.07084311436907009 0.008066629684646515 5.785213470458984 True 6 1600 29.11 31.83 664.3336 0.935123556472018 0.10504774076390841 0.1094048730776485 5.947041034698486 914.52594 0.9480612458864588 0.07495691689747981 0.09543926914280539 5.724526405334473 False 6 1700 29.13 34.65 715.1212 0.941475579856118 0.07992364664314325 0.04497139700006368 5.95457124710083 943.27704 0.9530076482295058 0.052709458118993205 0.024829332427754397 5.748933792114258 False 6 1800 29.1 41.01 661.92816 0.9388695983590043 0.09609247638445083 0.06072848735773826 5.959036350250244 910.6473 0.9510640560353913 0.06317882347326967 0.02502689580435731 5.7774739265441895 False 7 1900 29.05 47.92 696.6423 0.9394938156344892 0.09453455186663964 0.09894016852039449 5.921395778656006 962.65076 0.9514935535729547 0.06376246378722436 0.06857496480484652 5.725353717803955 False 7 2000 28.98 64.16 651.9466 0.9342033639577494 0.1142614030393449 0.044824120334341536 5.953824043273926 905.38214 0.9483375845726262 0.07754697888166649 0.028985124713368282 5.749938488006592 False 8 2100 29.07 33.91 665.4125 0.9386863634476683 0.10368497867213246 0.059128639039872304 5.946000576019287 912.64087 0.9507285821650063 0.07130845564525838 0.029028306602885565 5.751557350158691 False 8 2200 28.68 83.4 605.067 0.9326702471298233 0.12359406561976491 0.07690759011881419 5.942931652069092 876.841 0.9471225143077032 0.08339954306237746 0.04755382991552701 5.754184722900391 True 8 2300 30.37 212.2 610.1683 0.9331741905770209 0.11888792578271232 0.0808201111632956 5.956782341003418 910.40405 0.948108497302724 0.07660289478791552 0.05145704643502792 5.7715301513671875 False 9 2400 29.17 33.72 618.212 0.9304267448354772 0.11755757312485668 0.0683602761115917 5.941484451293945 883.89484 0.9465577208846176 0.07559457795608349 0.019357832677792376 5.756540298461914 False 9 2500 28.62 182.7 634.9794 0.9329442954351044 0.11135268690065186 0.06368062736775823 5.945680618286133 929.0376 0.9488236839166647 0.06960312413819039 0.05133507440159912 5.743414402008057 False 10 2600 29.14 31.13 666.8554 0.9392843628535926 0.10049805962886453 0.07329835655573207 5.935438632965088 938.832 0.9525729375839362 0.06339509737813348 0.02851867974653938 5.757929801940918 False 10 2700 28.89 31.76 962.5446 0.9462691884998518 0.0871164706950454 0.06717763635642146 6.043691158294678 1268.1793 0.9576398881718403 0.05754085757635151 0.03203633576249077 5.893829345703125 False 10 2800 28.88 32.93 598.2286 0.9303154969096489 0.12527740463562997 0.14910598661818092 5.905221939086914 965.9143 0.9482158876191256 0.07765591892780732 0.14631092157211026 5.683889389038086 False 11 2900 28.78 89.68 559.0527 0.9260302565661144 0.13351556915593482 0.12381750538550082 5.994259357452393 926.8187 0.9463938731391436 0.08050071840004397 0.10461064167813598 5.816446304321289 False 11 3000 29.52 34.85 694.43225 0.9397167649895405 0.10373149374695928 0.13171415450595586 5.958111763000488 1006.8356 0.9537148049035034 0.06467507708222034 0.10584882167721887 5.790052890777588 False 11 3100 28.84 284.6 591.6511 0.9273518929830123 0.13602575559368213 0.15104546745925676 5.904486656188965 965.5146 0.9476552585213514 0.08121121974766304 0.13772005519110161 5.687664031982422 False 12 3200 29.06 40.42 580.4468 0.9220742662576407 0.14642051453491586 0.10548518533122228 5.934951305389404 876.0242 0.9446152727337561 0.08632132622452526 0.07187059877925552 5.761301517486572 True 12 3300 29.2 36.44 593.5347 0.9227526864043543 0.13897249141280488 0.1332153321329112 5.896316051483154 970.5988 0.9455768090344022 0.08323263600425436 0.10787319937712912 5.706342697143555 False 13 3400 29.2 35.49 553.9593 0.9251285286746973 0.13900372821564372 0.10656064984228829 5.914134979248047 904.3179 0.9466766734891486 0.08317985798724603 0.0848745058417489 5.713592052459717 False 13 3500 29.17 220.4 530.38434 0.9205689904775182 0.15126419787387899 0.10643995733495842 5.910539627075195 883.8074 0.9448625457410869 0.08802183098273876 0.07914528408133385 5.721499443054199 False 13 3600 29.63 32.58 559.5398 0.927158172985918 0.1340539803482816 0.14592880614949943 5.929705619812012 1002.8251 0.9497686080655006 0.07225902473277769 0.12513050545565768 5.711273193359375 False 14 3700 28.98 235.8 519.5367 0.9225581300101665 0.1440253429778103 0.13626909069901583 5.905609607696533 958.08954 0.9484762513472504 0.07495438811186028 0.1198777944541831 5.693675518035889 False 14 3800 30.2 37.15 527.98505 0.9266570902948923 0.13323678400717692 0.07775566189689827 5.987420082092285 955.0476 0.9496671878639487 0.07063399696483047 0.036604888528073455 5.827992916107178 False 15 3900 29.04 359.3 695.77875 0.9370626827069897 0.11356283112166911 0.053630219753103246 6.07591438293457 1091.7861 0.9533104346308102 0.06722596766573677 -0.0037013123152965805 5.866170883178711 False 15 4000 29.59 32.31 506.15622 0.9169689238971499 0.16938635229559834 0.09204869606986242 5.9222002029418945 913.59576 0.9425368700294894 0.09948327081774593 0.03984452275686996 5.757041931152344 False 15 4100 29.59 232.2 520.4049 0.914694921085763 0.15653765554320573 0.07896475120679762 5.97405481338501 928.02954 0.9426045094625822 0.08747842317838728 0.04201442164063218 5.767104148864746 False 16 4200 29.23 51.09 528.42523 0.9217329766420858 0.1551645452560834 0.10479134243739348 5.93625020980835 919.68964 0.9459813890587148 0.08751436040598044 0.06463272459300289 5.736911296844482 False 16 4300 29.26 31.73 507.858 0.9151128277879741 0.16815846560254372 0.11072092682970706 5.920108795166016 933.3014 0.9434638909581319 0.09308090922605508 0.06422677653578741 5.7294230461120605 False 16 4400 29.11 132.0 487.22952 0.9150689437215324 0.16602972213954917 0.08147004099015102 5.9341816902160645 899.37787 0.94242842568025 0.09439669123361533 0.042216628878065446 5.761697292327881 False 17 4500 30.56 224.4 537.1836 0.9151377990573502 0.15975095359082683 0.09342734431911558 5.940246105194092 940.9473 0.9442363183942198 0.08587330904583457 0.060600582238609514 5.756956577301025 False 17 4600 29.15 122.3 527.664 0.9139126689120562 0.16961239611279916 0.10559900697852696 5.916772365570068 902.4627 0.9437484752963946 0.09093778588254539 0.07216673598121863 5.728863716125488 False 18 4700 30.25 243.3 529.2161 0.9166367496478229 0.1593078471119449 0.0913522989089308 5.9259490966796875 923.9076 0.9451079474594968 0.08464940329910577 0.04044741576021613 5.747525691986084 False 18 4800 30.04 48.81 507.31888 0.9133609404964999 0.1741444900721048 0.12459504494078791 5.940426826477051 946.9019 0.9439417127565872 0.09017184161278388 0.09550376264822964 5.730204105377197 False 18 4900 29.27 34.58 471.86652 0.9038243111029988 0.1914661714623734 0.11938447260504689 5.9206953048706055 906.86633 0.9407847896316489 0.09762554100046301 0.08880009595280265 5.737833023071289 False 19 5000 28.65 137.9 479.2361 0.9099740941444919 0.1742758684714268 0.11270542961743749 5.928569316864014 913.9935 0.9429938278983607 0.09069255167418322 0.09052424160799208 5.7382049560546875 False 19 5100 30.22 246.8 506.00378 0.9053027025357435 0.1903313305146105 0.09859254825706934 5.941295146942139 888.77844 0.9416440552877284 0.09283881889342782 0.051470489537844555 5.749778747558594 False 20 5200 30.37 38.56 522.0579 0.917418880395992 0.1750498036856509 0.0970870321261099 5.938596248626709 938.71094 0.9454567097535145 0.0913974050078655 0.05835845407738905 5.771003723144531 False 20 5300 28.97 201.4 484.04037 0.9122668660941696 0.17414512585538905 0.07114862832569892 6.0975823402404785 890.67096 0.9456033450877419 0.08174960468894968 0.02608301239732015 5.958806037902832 False 20 5400 30.09 213.0 519.7561 0.9178074530896654 0.15650830392520979 0.11995435776854362 5.954890727996826 942.1276 0.9493993959217027 0.07230829934010369 0.09993782946676794 5.768508434295654 False 21 5500 29.11 31.57 483.4096 0.9064580673732807 0.1916338226896856 0.0870775600065258 5.941012382507324 885.53925 0.9417167433300814 0.09570971331429323 0.04069153034101176 5.753909587860107 False 21 5600 28.9 37.72 457.59525 0.8999412931476366 0.2000652863424029 0.12047753403887394 5.899524211883545 921.8264 0.9420593527453136 0.09280759449864322 0.07842558834020069 5.717713356018066 False 22 5700 29.04 80.88 457.68784 0.9070481811196434 0.19716940162458654 0.08685003131251598 5.954494476318359 888.3836 0.9430300954653933 0.09774557583593847 0.052989417901112786 5.781356334686279 False