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 17.46 60.7 43006.848 0.9930160424385204 0.0006152550199452879 0.03761275826581986 249.5439453125 31699.21 0.9929281481899352 0.001960134904113151 0.004678209209143385 251.44833374023438 True 0 100 29.91 363.2 4800.7686 0.9890797637041078 0.03317612234600063 -0.35695680549526404 18.333721160888672 3310.0137 0.9894025559829017 0.034342441823739966 -0.43658616413536877 18.061233520507812 True 0 200 29.71 93.55 4660.9756 0.9848786981785295 0.04005393145936137 -0.35941466419939133 7.584054470062256 3368.1091 0.984968642613337 0.03982340083176926 -0.4117531155259262 7.81729793548584 True 0 300 31.75 297.0 4588.586 0.9861925416790511 0.04067594715792731 -0.3672829879322579 7.487934589385986 3227.9177 0.9868967722607229 0.03902659360297126 -0.42341383188636933 7.66810417175293 True 1 400 40.1 46.38 4230.9517 0.9839117068124509 0.048547996756959734 -0.36372652464590005 7.208426475524902 3125.2612 0.9847367964518168 0.04721655722601294 -0.4152811865103227 7.306563377380371 True 1 500 29.64 413.5 3927.0605 0.9824767828495387 0.05401361311767194 -0.32577961098329244 6.636024475097656 3114.5767 0.9835518491553772 0.05079709631159652 -0.38254751107197255 6.740269184112549 True 1 600 32.81 90.37 3641.3835 0.9796251931965115 0.06438581109831067 -0.3026692607656759 6.821275234222412 3021.4397 0.9808955666371112 0.05972199644840559 -0.3340445109150907 6.876094818115234 True 2 700 29.83 89.28 3442.323 0.9803939297273242 0.06265512862533583 0.24542601994045088 6.535442352294922 3028.0354 0.9818629300076628 0.05862126764369492 0.3479210527853748 6.557505130767822 True 2 800 32.41 53.98 3272.8083 0.9785739791005523 0.06719522671798484 0.33402121530565687 6.041839599609375 2973.8662 0.9806445754968323 0.060984444287894554 0.3917899335607463 6.041866302490234 True 2 900 29.49 50.15 3484.4827 0.9818961514565396 0.049616157203090136 0.2443085498895051 6.549361228942871 3070.8137 0.9839042213690732 0.04346320183241815 0.352408920380846 6.553045749664307 False 2 1000 29.33 296.4 3189.0151 0.9795394140346412 0.06590654892951747 0.2995361103453237 6.92045259475708 2968.0469 0.9817737215836412 0.05990837235675101 0.37794166262875917 6.888626575469971 False 3 1100 29.32 43.81 3655.1677 0.9797417170344526 0.053747459768750706 0.32185119436570014 6.257063388824463 3459.3066 0.9816976872966824 0.0498145562201634 0.38510134347158853 6.234678745269775 False 3 1200 29.48 542.2 3018.561 0.9757809472944373 0.06361015677332257 0.3368412561643783 5.8611345291137695 3112.7031 0.9801576452384658 0.05138648861825686 0.3969035214845751 5.804073333740234 False 3 1300 29.62 46.56 3057.2986 0.9770073389881732 0.06619857011482512 0.33597729749858074 5.966143608093262 3091.3152 0.9803493433753212 0.05614610945645012 0.3935579675698761 5.909177780151367 False 4 1400 29.05 45.58 3077.831 0.9790837771252742 0.0650183547271971 0.31024871320486597 6.1134257316589355 2997.1306 0.9827083642621711 0.05321619048906449 0.35437906406489084 6.154759407043457 False 4 1500 28.95 39.58 2769.133 0.9768869734158755 0.07068995385027012 0.33447112406747903 6.171631336212158 2966.2878 0.9810354386630171 0.056768776779884074 0.38614747305662017 6.129088878631592 False 4 1600 29.01 97.35 2625.826 0.9734036906547539 0.0711803289299899 0.34579741345376314 5.9577250480651855 3012.3313 0.9793658238274078 0.05539093637925753 0.40071059585127056 5.849424839019775 False 4 1700 30.31 393.9 3135.0017 0.9780629896188199 0.05834087115889195 0.36052109749426026 5.80808162689209 3116.2732 0.9823831170782614 0.044098330916987054 0.41142827572119733 5.734407901763916 False 5 1800 29.05 61.17 2625.615 0.9699204981519778 0.08141528092304438 0.3534328195215485 5.7009429931640625 3077.4106 0.9769548992360387 0.06468041939981783 0.4021992768107119 5.6142449378967285 False 5 1900 29.56 341.7 3110.548 0.9743530265190056 0.06706195544189433 0.359777275373666 7.236204147338867 3369.8018 0.9791900615418889 0.05374374817816855 0.41376823696185444 7.138401031494141 False 5 2000 29.37 66.06 2681.6965 0.9746195121687183 0.0665152184789055 0.337254013400906 5.957385063171387 2979.596 0.9815419638423566 0.045189159438256986 0.39642055200397536 5.896249771118164 True 6 2100 30.3 367.1 2463.4736 0.9673090099995147 0.08725513266281819 0.3592131230895749 5.664531230926514 2888.7185 0.975580090540258 0.06652114949327531 0.41399203958480846 5.543075084686279 True 6 2200 31.3 63.03 2453.8616 0.9673890463706271 0.09246431240674233 0.3615601101121466 5.6389570236206055 2896.5247 0.9761285517713196 0.0686183574978983 0.41454647399484584 5.4812703132629395 False 6 2300 29.11 379.8 2364.1401 0.9697654067769093 0.09128347777968483 0.3523126603595586 5.856499671936035 2851.4116 0.9773934425445696 0.06944097630029673 0.40220238290717575 5.771835803985596 True 6 2400 31.45 66.0 2409.2312 0.9670461629831396 0.09014551051371374 0.3560434343228364 5.662211894989014 2818.0999 0.9770030538918865 0.06387154063146817 0.4020767729004568 5.560636043548584 True 7 2500 29.57 190.6 2920.3157 0.9743703926037983 0.07015667376266141 0.36387503385710496 5.7700395584106445 3316.496 0.9805306485614049 0.05062469401900774 0.413713025488817 5.731681823730469 False 7 2600 31.34 163.0 2559.8691 0.9713776323669089 0.07594409967696009 0.3582692409263728 5.709421634674072 3023.0159 0.9807116342545495 0.04969154040485427 0.40727172464693034 5.635914325714111 False 7 2700 29.22 51.96 2220.6255 0.9624537676008983 0.09733123760191116 0.35978014444110157 5.753332138061523 2862.48 0.9750307509999449 0.06604669632822165 0.40600932938887657 5.644879341125488 False 8 2800 29.06 46.4 2253.2112 0.9628694700141313 0.0956909609687801 0.3791138660934048 5.624080181121826 2828.1829 0.9762419000564856 0.06203211805226781 0.42624245845569536 5.471493721008301 False 8 2900 28.95 40.05 2315.9675 0.9653026345910232 0.092199437775732 0.3708396161038198 5.701119899749756 2955.376 0.9773247844847679 0.058934923525162816 0.41648208848762924 5.595686912536621 False 8 3000 28.98 47.36 2267.1206 0.9651157966677018 0.09372482768120392 0.3752591990449119 5.632350444793701 2878.949 0.9776174794918672 0.059854381548160585 0.41932220985622226 5.56279182434082 False 8 3100 29.27 40.15 2154.492 0.9628763410975606 0.10002493330802124 0.3791694695433512 5.589993000030518 2768.2185 0.975346154242698 0.06791284821967937 0.427621515257788 5.453586101531982 True 9 3200 28.71 43.68 2210.386 0.9636189958286726 0.09240191028470482 0.38038663174614373 5.540564060211182 2903.2502 0.9775570683111863 0.05572323797699726 0.4279263457353301 5.400296211242676 False 9 3300 28.73 39.79 2041.509 0.9595943497016928 0.10717563166323996 0.39129077903155296 5.546091556549072 2729.1565 0.9740317239528749 0.07106129589580126 0.4358614765238688 5.4153218269348145 True 9 3400 29.41 39.63 2113.499 0.9607349706582577 0.10569021323046887 0.3829270722722931 5.552570343017578 2775.8958 0.9738170527260228 0.07435652609479429 0.4279731802845556 5.4177021980285645 False 10 3500 28.89 118.7 2105.469 0.9591730557863322 0.10616438501343836 0.39346734046546505 5.540799140930176 2797.2705 0.9746914158201809 0.06658679834160078 0.4367853504647311 5.417043209075928 False 10 3600 29.06 67.98 2146.9785 0.9608032193740883 0.11004165792960695 0.3861156340600575 5.529942989349365 2700.7646 0.9744584144668238 0.0717573279647401 0.4324462043336163 5.395448207855225 True 10 3700 29.49 52.47 2342.9336 0.9660996432768706 0.09033108563002597 0.3905422987940955 5.4902472496032715 2970.8296 0.9791818535235965 0.05041196689054631 0.4346612422206463 5.361179828643799 False 11 3800 28.84 39.8 2032.2488 0.9600851245090978 0.10799645157480593 0.39053460535490697 5.5166802406311035 2699.1099 0.974444719618625 0.06999377657520599 0.4301074930983181 5.410675525665283 True 11 3900 29.42 44.34 2155.6868 0.9674155057852627 0.1025588720302977 0.40275517210594913 5.503754138946533 2726.3774 0.9788243137166805 0.063806869949442 0.441906109871184 5.425313949584961 False 11 4000 28.96 45.24 1988.1239 0.9581583494319386 0.11648748481421417 0.40337415683874833 5.460531711578369 2634.6846 0.9745163084474477 0.07236039610528375 0.44047708719040696 5.385075569152832 True 11 4100 29.33 43.12 1923.9446 0.9619876230935551 0.10711259527895475 0.38838954379848695 5.6771650314331055 2730.0105 0.975938899236636 0.06542788872334433 0.4355340263501012 5.572460651397705 False 12 4200 28.97 41.75 1852.8605 0.9571468399454162 0.11703958022625936 0.41363458400728464 5.465418338775635 2630.844 0.97353647660159 0.074026419077364 0.4515213683166967 5.354442119598389 True 12 4300 29.4 41.8 1791.9973 0.952330784655247 0.12180924750550605 0.41687767964885103 5.477271556854248 2660.413 0.9708159310004335 0.07778790390620466 0.4518077293525876 5.383579730987549 False 12 4400 28.96 225.0 1865.4875 0.9529125496543684 0.12351257738082752 0.4278531916850497 5.4200053215026855 2576.3982 0.9718902738583229 0.0759781080018843 0.4582344169302197 5.361603736877441 True 13 4500 29.4 44.68 1885.2938 0.9531516355415127 0.12425773947313731 0.41797347694548365 5.418485164642334 2658.9841 0.9708367532023711 0.0803952396587839 0.4553315302779669 5.31947135925293 False 13 4600 28.79 40.45 1758.3142 0.9551588691956369 0.12189007001623375 0.4314896295679045 5.339843273162842 2569.6782 0.9737292146509664 0.07319238172954494 0.4612965925405253 5.2867913246154785 True 13 4700 29.36 39.98 1861.47 0.9525423262682937 0.12559189158894235 0.4314254886387464 5.304582595825195 2611.9177 0.971767843664999 0.07660237176476062 0.4587897585787921 5.248770713806152 False 13 4800 28.99 41.58 1783.7592 0.9516063577162712 0.12827093284176755 0.44009837055121026 5.348791599273682 2590.18 0.9713949141508877 0.07912396273298013 0.4754631809078583 5.275866508483887 False 14 4900 28.98 40.4 1791.6893 0.9555542902917722 0.12504229058695573 0.43467756376517847 5.410856246948242 2690.6501 0.9729583390549231 0.07822921226140916 0.4672581002528579 5.3367533683776855 False 14 5000 29.06 47.85 1779.4622 0.9538347944594323 0.11964646557380797 0.4254576105046154 5.5315728187561035 2733.2388 0.9719611106154814 0.07357143921559525 0.45974013308733236 5.448849678039551 False 14 5100 29.09 87.73 1888.6556 0.9504424304481346 0.13032036941502043 0.4449204365722331 5.371561527252197 2660.2751 0.9719914961535322 0.07485050893369519 0.4732780327519845 5.306339263916016 False 15 5200 28.91 42.02 1965.2407 0.9545577752441982 0.11964549370852111 0.4614527450928806 5.221445560455322 2790.962 0.9729607811123373 0.07302979848536428 0.488695142587795 5.175683975219727 False 15 5300 28.91 42.35 1721.6598 0.9485887048258563 0.13470892956052696 0.45318327180441326 5.149077415466309 2576.7253 0.9710177019318113 0.07877052482150235 0.47819195511299006 5.084501266479492 True 15 5400 29.47 41.04 1724.098 0.9477496984914286 0.13685030119142993 0.45922694176747675 5.158030986785889 2620.4492 0.9706818129462076 0.07886517909162304 0.483096383058395 5.095661640167236 False 15 5500 28.84 42.13 1719.272 0.9489448647860627 0.14115110817373824 0.4531730113263402 5.219533443450928 2534.694 0.97088298407421 0.08311858512845398 0.47649120160857217 5.172368049621582 True 16 5600 29.23 40.46 1766.328 0.9487652483964754 0.13510400948651835 0.4609942467684062 5.133214473724365 2590.876 0.9715939677675449 0.07628317160092685 0.479487952392632 5.1086649894714355 False 16 5700 29.0 51.94 1711.748 0.944674825047888 0.140671434050003 0.46894162199630635 5.110804557800293 2604.9587 0.9701751955596908 0.07968061295912485 0.4864654054113481 5.08608341217041 False 16 5800 29.21 41.39 1816.9918 0.9571013232715309 0.12610837575089606 0.4450174097443637 5.208722114562988 2691.262 0.9746280676598971 0.07598966545917708 0.46653648958437527 5.169455051422119 False 17 5900 28.84 40.17 1646.5786 0.9473456368495591 0.14148276770289747 0.46602112045323635 5.097792148590088 2577.854 0.9703936899828032 0.08098626494449786 0.4826113605091724 5.083902359008789 False 17 6000 28.93 43.86 1705.6401 0.945036070896591 0.14982364608964616 0.4625257551476606 5.150185585021973 2600.0222 0.9691461173290176 0.08697218100939275 0.4852659774601552 5.098897933959961 False 17 6100 28.86 39.54 1715.3867 0.9464643195856557 0.14489398734447712 0.470607943750489 5.516359329223633 2561.4526 0.9696630026502189 0.08559056931849797 0.4857362008526715 5.515401363372803 False 17 6200 28.67 39.87 1766.7662 0.9490358315756826 0.1411212795741277 0.4737428136682272 5.100063323974609 2625.514 0.9713785537848842 0.08065477422092085 0.4844298487979702 5.118101119995117 False 18 6300 28.98 73.8 1681.0397 0.9413323543226401 0.14664944639653135 0.4737981855646238 5.053297996520996 2636.1436 0.9669863460902739 0.08541996690550765 0.48387729559228326 5.07248067855835 False 18 6400 28.99 44.08 1686.5343 0.9435446151301351 0.1528622074092546 0.4692263714202105 5.166209697723389 2553.9482 0.9693923569668669 0.08627359866641286 0.47604504422751565 5.194751739501953 False 18 6500 29.03 41.28 1674.4102 0.9412017563576422 0.15014901455982668 0.4764059753912071 5.026895999908447 2592.8364 0.9693013437365425 0.08178225828719178 0.48647955711419977 5.045774459838867 False 19 6600 29.02 43.37 1685.2682 0.9388283771178345 0.15679151985054535 0.47980963560122214 5.034317493438721 2567.7756 0.9676356827348489 0.08694920453889345 0.49400628255187445 5.025054931640625 False 19 6700 29.0 60.72 1830.6313 0.9550652306674019 0.1426033123379464 0.4678675298611153 5.314605712890625 2614.8171 0.9735049928400212 0.08570150715742846 0.48309204128695643 5.293834209442139 False 19 6800 28.9 45.26 1629.6421 0.9450261424695768 0.14552623226367853 0.4795199318636715 5.1581573486328125 2764.4463 0.9704520851515372 0.07991442675143694 0.47999084802539893 5.237500190734863 False 20 6900 28.94 39.88 1511.3013 0.9383018122311957 0.1592562267791081 0.48695963010966575 5.1675872802734375 2562.4639 0.9679741304171722 0.08725193680953895 0.48314821417550496 5.261428356170654 False 20 7000 29.03 39.8 1527.1104 0.9375344657040036 0.1599391119892243 0.48678478843048284 4.950545787811279 2612.7139 0.9678283686693222 0.08568093193146545 0.4935073288784315 4.984877109527588 False 20 7100 29.07 43.8 1509.1564 0.9450565976407457 0.16079551851504795 0.4802846427794855 5.086955547332764 2510.1858 0.9715931127059233 0.08450607211047481 0.49104242149192 5.103464126586914 True 20 7200 29.38 40.77 1514.8048 0.9347131067688419 0.16577584094153489 0.4909753999931212 5.015855312347412 2584.3154 0.968083324590514 0.08491621852693819 0.49516405876832226 5.062276840209961 False 21 7300 28.85 44.1 1524.6051 0.9385578644151997 0.16873351826665714 0.49181462037943624 5.039376735687256 2542.9377 0.9695095733111214 0.08654145811583241 0.49248719081517356 5.108933925628662 False 21 7400 28.58 48.36 1625.2118 0.9339352478146793 0.16657568589509955 0.49057109680453886 4.959558963775635 2601.1572 0.9669793846580811 0.08403516796436691 0.4859937422267569 5.058566570281982 False 21 7500 28.72 44.6 1606.1577 0.9407458374439022 0.16453586797505362 0.4831664038228354 5.093925476074219 2528.2517 0.9690028954839836 0.08912917761126221 0.4743546430612773 5.23337984085083 False 22 7600 29.02 56.82 1502.9513 0.9337980065024386 0.17281216655045767 0.4989245827326443 5.035921573638916 2603.8445 0.9676689379957087 0.08931381852444865 0.4895212287425224 5.144268035888672 False 22 7700 28.88 79.41 1398.1224 0.9318756620948406 0.17606757804860815 0.4988120717728048 4.993670463562012 2596.6755 0.9678484724678759 0.08684394157387555 0.49105984234971495 5.101198673248291 False 22 7800 28.92 40.42 1435.5781 0.9314636804102722 0.17356713439040472 0.49913248128771187 4.867334842681885 2572.5625 0.9678426562016854 0.08362611452680165 0.4955804505303911 4.967185020446777 False 22 7900 28.68 41.78 1422.5659 0.934692312873243 0.17313292492251994 0.5011883084413852 4.945912837982178 2635.7053 0.9702961000527944 0.08066968219714464 0.49336630678315063 5.058071136474609 False 23 8000 28.93 39.68 1466.4626 0.9366244461164608 0.17173010577774803 0.4925269574254992 5.441845893859863 2567.271 0.9682247973020471 0.08820325083788176 0.48188491467060324 5.586773872375488 False 23 8100 29.02 39.84 1439.0544 0.9327028146432019 0.1803285948562688 0.49731584768134857 5.033529281616211 2514.6184 0.9670999218892321 0.0916367070306528 0.497477959968615 5.109518051147461 False 23 8200 28.95 40.72 1515.0793 0.9323888592278644 0.16561733136390397 0.49325425223935215 5.096753120422363 2787.1287 0.9673684582267218 0.0799671538077463 0.498852204599064 5.142455577850342 False 24 8300 28.95 45.38 1437.7711 0.939591921679307 0.17272890952034223 0.4980727538302955 5.00372838973999 2568.4119 0.969809430844462 0.08738913596657223 0.5014651155560528 5.053383827209473 False 24 8400 29.08 42.9 1504.4133 0.9442299306575881 0.1729274486441093 0.5053185194290818 5.109553813934326 2590.6628 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