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 17.37 106.4 321355.72 inf -0.014057311279255824 0.20133102429685218 286.77838134765625 824822.75 inf 0.0022963537766024986 0.2990420849498572 293.7822570800781 True 0 100 28.74 125.9 95291.984 0.9683385680381279 0.020265291055721318 0.28747333418767484 34.06476593017578 66871.086 0.9784697236440493 0.003493034347668238 0.3875803547217524 31.93402862548828 True 0 200 29.1 205.7 66853.22 0.9673715741862852 0.023628357688529233 0.26029622426240906 32.0879020690918 62043.76 0.9774163255785396 0.0060445969548417605 0.3583319973913404 30.036869049072266 True 0 300 29.59 86.99 55433.027 0.9669963484840937 0.023857782464940604 0.2718305511564554 27.374710083007812 57007.25 0.9759392038901642 0.007483026004627247 0.34732425656460686 25.51692771911621 True 0 400 29.23 438.3 65490.027 0.9669762378050023 0.02498014520896285 0.3232752339858911 17.42911720275879 60361.848 0.9760864424427311 0.007684141476232674 0.42173577664110956 16.00409507751465 False 1 500 30.95 58.22 43060.516 0.9764818954493362 -0.0011218549070379342 0.3021328158195636 19.186620712280273 72044.586 0.9757481661840284 0.015592057697465073 0.3994005631093724 17.635438919067383 False 1 600 28.96 58.26 48287.406 0.9693533544358173 0.021565680203936625 -0.29121876246878675 23.077171325683594 63348.48 0.9719745642394969 0.03358641197170123 -0.3850107318246104 21.537782669067383 False 1 700 28.95 59.75 64163.895 0.9650320818218514 0.03054925331784899 -0.2603896586462204 9.476584434509277 58697.1 0.974969679724114 0.01169968964029776 -0.3431643264583882 8.968185424804688 False 1 800 29.14 58.34 45120.63 0.9715912963329432 0.012575384542064694 -0.017434747151534345 18.651046752929688 63592.766 0.973725430811476 0.0258615932851833 -0.037641438258412686 17.194849014282227 False 1 900 29.05 276.8 42887.973 0.9745320248126506 0.01567901215319799 -0.29591610989587985 20.99786949157715 77768.95 0.9723465531539164 0.028711351982945214 -0.39239973464548844 19.69661521911621 False 2 1000 29.15 237.1 52623.08 0.9791833890175008 0.0036398344202975023 0.31303211085461413 11.726569175720215 107778.14 0.9767746824031297 0.020049749583290772 0.4107551117900897 10.481483459472656 False 2 1100 29.08 58.58 47347.484 0.9644818611179002 0.03660388430073092 -0.293044113579458 25.232868194580078 55411.8 0.9737256709387752 0.017305816761043966 -0.37643831678823886 23.556743621826172 True 2 1200 29.48 410.7 35537.164 0.9592386546354019 0.04823988688270499 -0.29830886799540113 15.715201377868652 42255.938 0.9690960266492875 0.033153833746604223 -0.38604670990862894 14.886835098266602 True 2 1300 29.61 57.0 35702.594 0.9638943255372815 0.05987062866686549 -0.27025360208801 20.50132179260254 51981.926 0.9692739312948113 0.055753136554529424 -0.3614012469921525 19.131305694580078 False 2 1400 28.85 57.18 36125.586 0.9721859727504945 0.016236252959034563 -0.2320853458962339 21.472858428955078 60713.355 0.9727769986942505 0.02666972651483911 -0.30051783565450946 19.954099655151367 False 3 1500 29.66 139.3 35482.387 0.9614156666822576 0.043079933344754094 -0.039127604654810785 12.390604972839355 41471.16 0.9693574453831193 0.03183568813580616 -0.06611332113235066 11.369290351867676 True 3 1600 29.37 58.26 30204.258 0.9576882153792722 0.06450799023378569 -0.31257836760351626 14.561537742614746 40574.4 0.9659201947472955 0.05094859845301788 -0.3996903757461049 14.109369277954102 True 3 1700 29.11 57.29 26791.367 0.9640062977860755 0.047674445967200024 -0.194848118928176 15.064252853393555 45804.65 0.9672219046743475 0.051866268155845816 -0.26231014520659635 13.92568302154541 False 3 1800 28.68 87.96 23997.639 0.9532809532655842 0.07064100362789333 -0.29476124516860897 7.107791900634766 35605.867 0.9621787735337242 0.05700616792469411 -0.38952824014758186 7.582421779632568 True 3 1900 29.14 61.98 23313.992 0.9541170972460126 0.06361922224323048 -0.29075602709207954 7.826885223388672 34576.05 0.9606327168294488 0.05691789428084963 -0.3877888060580762 8.023374557495117 True 4 2000 28.83 253.2 28167.498 0.9593626301736625 0.050559186014674365 -0.28121663156395976 9.474546432495117 36586.055 0.9640219451123476 0.048635291292185516 -0.3790807847504606 10.188948631286621 False 4 2100 28.87 398.9 34012.12 0.968333665533523 0.02997737871547277 -0.12596294572762537 15.150814056396484 55300.73 0.968885331096024 0.03937286783287226 -0.17929633133270903 13.932064056396484 False 4 2200 30.61 754.1 31342.795 0.9532838189523576 0.0667502943254391 -0.2873189731039033 8.301074028015137 37310.74 0.9611528690536164 0.05730899894870352 -0.3737338692478391 8.22667121887207 False 4 2300 28.95 71.01 38949.92 0.9695548265608304 0.03057010748214151 -0.2871092082472038 9.444741249084473 65378.184 0.9685665420549836 0.044804285311826536 -0.35963474714582233 8.947759628295898 False 4 2400 28.85 817.1 40428.59 0.9547249323331304 0.056242425281698975 -0.0171080149044705 6.307851791381836 38085.02 0.967843682362209 0.03542691965355105 -0.04823849692970956 6.251643180847168 False 5 2500 29.82 58.71 29602.695 0.971806951425482 0.01953739250478302 0.32779245388459727 15.62817096710205 48518.297 0.9725197549311514 0.027636749007758334 0.4223975130819877 14.211629867553711 False 5 2600 28.62 57.35 32281.81 0.9640144788451669 0.03279922391941271 0.31141019893169397 11.166570663452148 39299.707 0.9692167915236448 0.03001840350513076 0.38977798595727026 10.125694274902344 False 5 2700 28.69 798.6 27593.432 0.9540762222248834 0.06092073056095438 -0.18461793538413737 7.986765384674072 31036.777 0.9610380164581205 0.05467064451170711 -0.2537429201787485 7.7172088623046875 True 5 2800 29.62 62.88 31185.076 0.9564254137728457 0.06704487815988801 -0.0539246387708521 10.759087562561035 41606.746 0.9660732977531857 0.05037239074952598 -0.08015590934400514 9.957903861999512 False 5 2900 28.59 58.6 28722.469 0.9473328100497255 0.0750896952367171 -0.30169669431725554 7.714120388031006 32396.11 0.9563882352751943 0.06403784464897734 -0.39392616457496255 8.452865600585938 False 6 3000 28.28 79.9 28540.283 0.9693074980521525 0.03220983929127584 -0.23113863342630228 12.265471458435059 66233.7 0.9678889715296088 0.04311890293042015 -0.2996038605369998 11.416077613830566 False 6 3100 28.79 71.46 22276.764 0.9519161374203472 0.06903918335956466 -0.1733263258208232 6.446873664855957 35350.133 0.957678244716932 0.06489853579909487 -0.2068993121399564 6.787062168121338 False 6 3200 29.01 57.61 21238.506 0.9453877252345294 0.08553601469133804 -0.30462735062456636 6.578461647033691 31686.934 0.9531041194615781 0.07652727342297057 -0.3851689968633503 6.87330436706543 False 6 3300 29.06 59.32 25337.76 0.9495820530624566 0.06505491826847304 -0.3037319561585252 9.77357292175293 30881.172 0.9625328321375716 0.04585939873205598 -0.3938747162044461 9.856823921203613 False 6 3400 28.51 57.97 19958.45 0.948527528057821 0.08051155038441228 -0.27118808817865847 7.978116989135742 34924.297 0.9545319257925382 0.07601201045173718 -0.3472544449217999 7.852907180786133 False 7 3500 28.98 765.6 22110.953 0.9450085002913393 0.08107266418371097 -0.09755997357166982 7.32865047454834 28028.033 0.9540535608872353 0.06983494886922129 -0.13157477207580417 7.055169582366943 True 7 3600 31.63 69.62 23698.148 0.9536028517087993 0.0837575852735628 -0.14997617938648555 10.927021980285645 37526.816 0.9602835720586566 0.07852556188630543 -0.20281048962699913 10.157400131225586 False 7 3700 29.02 686.0 20207.977 0.9490747472494473 0.07793299669356937 -0.3050469458711659 7.970857620239258 34624.59 0.9543738474140915 0.07456759122005037 -0.3904862864584421 8.562430381774902 False 7 3800 28.78 61.33 19855.105 0.9393215620157311 0.09525794676714429 -0.21494216166629082 6.336183071136475 28040.484 0.9496074475084598 0.08231600323200117 -0.27045930872095086 6.615689277648926 True 7 3900 29.34 60.3 17726.557 0.9416131633767523 0.08886034914920367 -0.015389983859833862 6.1060075759887695 27920.5 0.9485847497012811 0.08247442699154861 -0.03324982946266676 6.137364387512207 True 8 4000 29.1 64.84 25581.414 0.9435223175391779 0.08797505208453921 0.15568481149844346 6.7494401931762695 27562.148 0.9509544504151893 0.08048011804199998 0.18556707985605864 6.3609490394592285 True 8 4100 29.54 334.9 31017.281 0.9517386655956567 0.06606975298571091 0.22958637337686733 7.567236423492432 36584.996 0.9664851829142419 0.04066258396323981 0.2823685043708418 7.015132904052734 False 8 4200 28.99 63.52 29135.219 0.9438430546923585 0.07031517735946452 0.1209075142031371 6.858344078063965 27179.307 0.9596780198197402 0.04762763860786341 0.1530078414483263 7.39261531829834 True 8 4300 29.51 62.06 25708.1 0.9515668467121687 0.0853878177975064 -0.27277509913404857 10.884785652160645 35513.54 0.957727341362208 0.08204586367948172 -0.359891520807347 10.251251220703125 False 8 4400 29.11 62.38 18391.502 0.9508893545036754 0.07350821420896474 -0.2657476998563445 9.03608512878418 33111.664 0.956757034095092 0.07045321180335115 -0.3556507117214178 8.820021629333496 False 9 4500 28.63 292.2 18945.66 0.9485887612664738 0.08018827790225067 -0.03250395655880469 7.370952129364014 30174.393 0.9548343592994905 0.07604752578227478 -0.0708912057799616 7.0512824058532715 False 9 4600 28.97 69.26 28873.977 0.964971861927286 0.03941473300640803 0.0485752872575093 7.752508163452148 49169.832 0.9642650404278967 0.04693969613761955 0.0361191496459595 7.258217811584473 False 9 4700 29.14 58.5 22869.17 0.9430892185608598 0.09680543385664711 -0.26847067091896215 6.899476528167725 29789.494 0.9547777143581416 0.07786105697389926 -0.3316268696918984 6.795084476470947 False 9 4800 29.18 60.59 24104.04 0.9375710612388056 0.10253333442401964 -0.23590394670006892 6.2762041091918945 29344.451 0.9479664021310437 0.0879997115838907 -0.2819266390279398 6.591921806335449 False 9 4900 28.86 56.78 24396.113 0.9503396820005137 0.0670599978273629 0.13879764601076716 6.078783988952637 28387.031 0.9554604516228172 0.06357324180208923 0.15266297902575568 5.942933082580566 False 10 5000 28.55 57.39 20786.365 0.9424819329263895 0.09161264089476445 -0.29251364974156985 6.745425701141357 28259.834 0.950586442987343 0.08156814225335786 -0.3503496037722521 6.989434719085693 False 10 5100 29.0 59.97 24051.146 0.9365421591182866 0.1081465082961689 0.10244658699566124 5.923217296600342 28162.25 0.9472771999246713 0.09255205129337973 0.13020051720968648 5.903275489807129 False 10 5200 28.89 87.29 24458.0 0.9319836775561213 0.10889569902023813 0.1188820743226829 5.853466987609863 24411.705 0.9464380437058497 0.08566758326943227 0.15434606637042084 5.918208122253418 True 10 5300 30.96 57.05 21761.361 0.9505717526472854 0.07408722809046743 0.18747498935898688 5.973904609680176 30237.158 0.9566518229497083 0.07037196391977406 0.2164583272213498 5.8227949142456055 False 10 5400 28.8 60.15 19286.695 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