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 2.606 11.28 66235.37 inf 0.02370394649905283 -0.08454056732620793 187.88150024414062 44122.582 inf 0.021679877386678252 0.061913470513240705 190.55662536621094 True 0 100 9.67 9.869 12684.485 0.9553922909966673 0.07956998154420541 -0.1867576820967786 10.253334999084473 4725.1846 0.9564685340670884 0.07728475978451137 -0.014142826502137258 9.46174144744873 True 0 200 9.769 9.741 14971.403 0.9508613704955342 0.08335637925085201 -0.12052396092857363 2.824160099029541 4535.8496 0.9515409088183177 0.08017811398060638 -0.0021316197686181266 2.6645822525024414 True 1 300 10.55 9.613 19591.396 0.9550520055016873 0.06113587130589604 -0.14857233149177684 3.405824661254883 5274.559 0.9559665093200685 0.05748796713408159 -0.057029285387311106 3.027710199356079 False 1 400 9.467 9.623 12436.777 0.8972490255455515 0.1770022815951653 -0.03126832387569069 2.7967023849487305 3631.7761 0.9026787975509936 0.16491580615327758 -0.012722015778778762 2.606039524078369 True 1 500 9.926 10.06 12659.657 0.9001241887796635 0.17448530612956542 -0.03087021549700603 2.991943359375 3600.086 0.9055550227011533 0.15902935683957925 -0.04062476424622728 2.7177019119262695 True 2 600 9.839 10.04 11457.352 0.8750740324843758 0.22244601231713862 0.06937113999069659 2.837127685546875 3313.3865 0.8839294923872643 0.1991526040821565 -0.005748310627607344 2.629300117492676 True 2 700 10.08 9.635 13039.268 0.8887291952075487 0.19892111622988262 0.21220502288728765 2.735212564468384 3457.2107 0.8949078314300242 0.17998402053490795 0.05256680135966643 2.5971286296844482 False 2 800 9.582 9.697 10199.239 0.8555388075807512 0.2468746204065151 0.1674318495402731 2.71822190284729 3652.6611 0.8685829599183091 0.21850748085581617 0.022379463596651963 2.585883617401123 False 3 900 9.329 9.498 11889.873 0.8567853119251825 0.24077628222112457 0.2801603901294606 2.7283332347869873 3142.3013 0.8679372095150757 0.21331194106231033 0.0704880189716282 2.7856478691101074 True 3 1000 9.904 9.657 10997.578 0.8438673607377842 0.2743063992287323 0.2718996853101055 2.6246914863586426 2945.4976 0.8561595947291767 0.2422318519141303 0.06927501347912421 2.5674843788146973 True 3 1100 9.875 9.629 13846.152 0.8627928241661258 0.24085390163590467 0.28110523475604265 2.587390184402466 3253.8557 0.8726107718568 0.21692561060321672 0.10255414607493647 2.5876591205596924 False 4 1200 9.522 10.01 11685.535 0.8453829993821861 0.27131124908810916 0.2970882942610977 2.628636360168457 2962.8074 0.8578345598586992 0.240838884889861 0.10537462316329493 2.590596914291382 False 4 1300 9.607 9.583 11139.981 0.8404781798473152 0.27851803125660535 0.29899096470720005 2.5787734985351562 2841.6975 0.8535861661083839 0.2490864982508635 0.09800292075894633 2.598236083984375 True 5 1400 9.864 9.871 9473.652 0.8235189716069976 0.3052124394929608 0.305998119076864 2.5308926105499268 2872.085 0.8392858953975795 0.2719424208119079 0.11394205040768568 2.594336986541748 False 5 1500 9.354 9.803 12681.487 0.8308476273210145 0.29943697462159496 0.3086688933407856 2.5320446491241455 2841.3608 0.845818301793408 0.26336301789067373 0.11088263593493247 2.5653791427612305 True 5 1600 9.824 9.622 10575.334 0.8211391006935946 0.31972188082153424 0.317836558704548 2.4925055503845215 2658.6409 0.8364907199316552 0.2869567736382788 0.12631082606303315 2.587136745452881 True 6 1700 9.886 10.2 10286.557 0.8144775685292406 0.31832896693863627 0.31624058394704596 2.545724868774414 2661.058 0.832903106191903 0.2780695991098536 0.12413842102332595 2.5559792518615723 True 6 1800 10.05 9.632 12106.563 0.8162830076146866 0.3236651113382153 0.31941699469599033 2.48801851272583 2663.4045 0.8329463654134207 0.28935681248919376 0.1299257888556369 2.601045846939087 False 6 1900 9.594 9.954 9563.304 0.7929473440972775 0.35465503636039186 0.32807142709208365 2.4735896587371826 2595.628 0.8144724174554633 0.31262690096846374 0.12199416541574491 2.6283528804779053 True 7 2000 9.907 9.673 9433.431 0.7913395189456368 0.3538852432325449 0.32980439582982896 2.468008041381836 2549.8035 0.8143169740319255 0.30789497599899407 0.12579959922966397 2.6057894229888916 True 7 2100 10.05 9.717 10344.699 0.8056324629554024 0.34767522293514064 0.3314123215089569 2.4781792163848877 2553.806 0.826589927130663 0.30282640194128346 0.11177871079317715 2.5862491130828857 False 7 2200 9.477 9.839 10259.855 0.7918709902543813 0.35226827134549243 0.34006129652545236 2.4844918251037598 2565.4387 0.8132052376649398 0.31135039961843947 0.13078417222478844 2.661176919937134 False 8 2300 9.607 9.878 9561.899 0.7938789657523024 0.35043507670695806 0.3388179948217771 2.5030465126037598 2470.5376 0.8170286779723367 0.30573791587541754 0.12510744300166515 2.583906888961792 True 8 2400 9.843 9.479 10074.984 0.792909126252994 0.3627204985067884 0.3432076232498636 2.4453847408294678 2415.0803 0.81751726902755 0.3124832342217136 0.13505346137180535 2.6083199977874756 True 8 2500 10.1 9.655 9299.399 0.7928054933590887 0.36702110005429645 0.33771893635045236 2.490474224090576 2561.7903 0.8182063155639179 0.3132140915195861 0.13176719670373424 2.545269250869751 False 9 2600 9.611 9.704 11184.831 0.7871503425539301 0.3673760283131267 0.34727094597950753 2.528974771499634 2467.1553 0.8116833489967461 0.3196661351690692 0.12522196940270014 2.6907689571380615 False 9 2700 9.525 9.56 10007.376 0.7739258985579788 0.37988929903939384 0.34723553557280484 2.6338424682617188 2438.451 0.8019013195792902 0.3261015847342171 0.13305005015730437 2.8883957862854004 False 10 2800 9.58 9.695 9267.124 0.7911125863739967 0.3721552628020427 0.3491687755111649 2.451591730117798 2450.4365 0.8176485680124606 0.3185209258067259 0.13663002986953962 2.6233363151550293 False 10 2900 9.526 9.564 9698.795 0.7704501271854907 0.3953244192578572 0.3517974534603573 2.4548568725585938 2374.6846 0.7986657373923005 0.3398363401761612 0.14623447129341183 2.6754095554351807 True 10 3000 9.963 9.878 9518.332 0.7899418397454612 0.3704733931046252 0.3556631761367758 2.423309803009033 2402.6045 0.8169246090533444 0.31533974324993547 0.14144039062312178 2.5756068229675293 False 11 3100 9.632 9.82 9071.445 0.7764097227484561 0.3912965895537768 0.35794577936508454 2.4170260429382324 2343.5527 0.8060542218131426 0.33368800493730455 0.1400083566859116 2.5806894302368164 True 11 3200 10.03 9.615 9418.397 0.7776808017675296 0.3984551780446455 0.3537911501018796 2.456456422805786 2332.1802 0.8063462542391183 0.3413317300870734 0.14297261392969265 2.5962681770324707 True 11 3300 9.847 9.857 8624.451 0.7679403320373737 0.4103043682730685 0.35512901464877306 2.4328839778900146 2282.4832 0.7996706750994043 0.34639245731969937 0.15874369512001804 2.5339674949645996 True 12 3400 9.791 9.788 8624.676 0.766206691785655 0.40857238656553346 0.3569567444765493 2.460775136947632 2294.493 0.7971025440789875 0.3496069125741383 0.15364084536218317 2.5468831062316895 False 12 3500 9.598 9.909 8174.7495 0.76555054624846 0.40420426293872647 0.3615455036887356 2.439298629760742 2324.2417 0.7990654183691349 0.34106121264114386 0.1508236930035318 2.5872061252593994 False 12 3600 9.439 9.819 9291.86 0.7717222964224701 0.40150175035986074 0.36603350635778503 2.496976137161255 2274.277 0.8043204750518157 0.3397865817400176 0.14894852453102023 2.602613687515259 True 13 3700 9.869 9.679 8624.039 0.7588895739781947 0.4177810852800874 0.36880050328021696 2.4017701148986816 2271.1963 0.7929963081224732 0.34940486825348144 0.14701767552773407 2.5576798915863037 True 13 3800 10.08 9.817 8849.471 0.7648826511649498 0.4087809665551642 0.36685465087491864 2.395413637161255 2266.1245 0.797386965989784 0.3457906970594047 0.16195187657177287 2.557283639907837 True 13 3900 9.945 9.598 8427.904 0.7590147016833977 0.4105881013894292 0.3746555351560529 2.4320785999298096 2456.4697 0.7944869873816761 0.34508108959983347 0.16678361555634422 2.6282832622528076 False 14 4000 9.481 9.827 9002.8955 0.760465147978888 0.4043347349608423 0.37643613827709443 2.3902270793914795 2354.7683 0.7953261106131095 0.33871908800103434 0.16070190329279407 2.524334192276001 False 14 4100 9.683 9.812 9773.244 0.7605833645000885 0.41948001508439714 0.37682691601538176 2.3950886726379395 2236.9807 0.7964009116393255 0.34975453945365825 0.1590517684430736 2.5405893325805664 True 15 4200 9.907 9.571 7772.952 0.753614577496491 0.4284388554873894 0.38116723004591024 2.388904571533203 2318.0186 0.7915069447700321 0.35966344944313805 0.15984113940540431 2.5211589336395264 False 15 4300 9.228 9.663 9637.686 0.7568128419276802 0.42089498149963495 0.37700309612045113 2.3810036182403564 2170.7798 0.7923063299383619 0.3553312419287718 0.16026395466352722 2.6033265590667725 True 15 4400 9.957 9.723 8398.523 0.7420696822675705 0.4472878509105933 0.38793104827052094 2.35437273979187 2135.5461 0.7815927870794696 0.37384610909015087 0.16481817053402978 2.5351502895355225 True 16 4500 9.915 9.815 8326.033 0.759157764920269 0.43491512139821836 0.38384543086315176 2.376643180847168 2144.3765 0.7955616066698133 0.3662028885720786 0.17030348390141115 2.5263421535491943 False 16 4600 9.559 9.845 8866.287 0.751010750010193 0.4266060557578666 0.38868562833044135 2.3586418628692627 2183.3179 0.7898074240125318 0.3529331190004068 0.1724067501476242 2.516890525817871 False 16 4700 8.406 9.787 8503.691 0.7466338561691955 0.4365863882926694 0.392717343161692 2.3762576580047607 2151.111 0.7890188345206477 0.3595144988108658 0.17508984779207634 2.532411813735962 False 17 4800 9.191 9.728 7862.9917 0.751092183553328 0.4392990811214803 0.3786599966664026 2.53749680519104 2252.4988 0.7896891270204196 0.36948071290880763 0.15723037050072158 2.581613063812256 False 17 4900 9.132 9.792 8773.888 0.7499916353788163 0.43069439931651293 0.3878048252040954 2.3571524620056152 2159.3728 0.7908848423233928 0.3528515524346286 0.16395321073834623 2.56868577003479 False 17 5000 9.696 9.807 9089.658 0.7411848513919264 0.43838123668710044 0.39614101374377425 2.626661539077759 2124.2417 0.7838374329175087 0.35782698932104146 0.1798849621168743 2.896857738494873 False 18 5100 9.601 9.801 9004.321 0.7510536058525905 0.4388407103773677 0.3965730096520502 2.3323099613189697 2130.2056 0.794323963265392 0.35527245539092905 0.17346354523157734 2.535281181335449 True 18 5200 10.07 10.04 10056.069 0.7587540573281447 0.41059809244134426 0.4006955235469175 2.413848638534546 2278.433 0.796526360259455 0.33912489008423835 0.18645905839314994 2.496107339859009 False 18 5300 9.47 9.473 7901.678 0.7359350365548328 0.45579239942671457 0.39766403305982817 2.4303674697875977 2101.3298 0.779066270838565 0.3784481659113244 0.18249198219296786 2.540923833847046 True 19 5400 9.869 9.604 8472.617 0.7526582480735344 0.44317998600503394 0.4066292951187949 2.4573886394500732 2136.2307 0.7942062283321318 0.3610546288391054 0.18150661237047633 2.5540177822113037 False 19 5500 9.357 9.822 7976.6685 0.7374894673580138 0.450116266140608 0.4044695496613886 2.3328475952148438 2145.9197 0.7829253182352023 0.36635216872552656 0.18423986281681606 2.4919590950012207 False 20 5600 9.621 9.495 8056.8936 0.7332713504392451 0.4555531270941766 0.4078340713372168 2.3464879989624023 2056.0872 0.7787185983119242 0.3730164234235671 0.18946316839604857 2.484663248062134 True 20 5700 9.953 9.742 8859.913 0.7300884048526529 0.4606765833331594 0.41122237078006185 2.356555223464966 2024.5515 0.7756102645033214 0.37734248053740477 0.20116638447115212 2.531883716583252 True 20 5800 10.01 9.781 7908.037 0.7400202870041703 0.4631330993828619 0.4076331932562597 2.531745195388794 2025.3417 0.7850084919887058 0.3834924055486184 0.19401995741432448 2.6183817386627197 False 21 5900 9.534 9.846 8142.0664 0.7606731554351547 0.44150357172551424 0.40677311346524797 2.322462797164917 2122.8872 0.8018817061702112 0.363292056458059 0.18459759062298428 2.517361879348755 False 21 6000 9.443 9.771 11019.772 0.7480181692429423 0.4376682859853833 0.41388252143620285 2.3648064136505127 2133.3228 0.794917440404579 0.3499602260494089 0.20267968087322386 2.5003206729888916 False 21 6100 9.591 9.757 9196.388 0.741731727140249 0.45291278795469797 0.4162347330200761 2.309671640396118 2116.3718 0.7869931825365963 0.3640293759366676 0.2118964133063198 2.4534125328063965 False 22 6200 9.533 10.11 8670.108 0.7397965486794179 0.45049015482348465 0.4097157470440242 2.305091619491577 2043.8528 0.7884549084907142 0.3621276344150038 0.19687936407106688 2.4985029697418213 False 22 6300 9.478 9.741 8255.401 0.7280996154339023 0.4662836685641759 0.41855742995087375 2.289001941680908 2033.6687 0.7785600609264075 0.37663388078505483 0.20100072751807266 2.4860243797302246 False 22 6400 9.486 9.537 8329.834 0.7253743067729765 0.46576318041862835 0.42586336432302396 2.313006639480591 2008.4747 0.7767225561486022 0.37394380908686475 0.21874607365699567 2.44867205619812 True 23 6500 9.903 9.766 7614.0513 0.7176909534929108 0.4858163643155953 0.41991925924336626 2.313669443130493 1980.3196 0.770991620639817 0.39511148156683634 0.2020251145075823 2.4857354164123535 True 23 6600 9.941 9.573 8871.5625 0.7286810140235224 0.4764157487800492 0.41912621627086505 2.285886526107788 1941.8971 0.7787480947954839 0.3867875033181432 0.19758228066230824 2.4801924228668213 True 24 6700 10.03 9.747 8962.036 0.73508971794496 0.4593869720638451 0.41835639804268726 2.331867218017578 2026.3442 0.7852342389168788 0.36993102951312135 0.2124511269964586 2.4574313163757324 False 24 6800 8.951 9.681 8472.123 0.7215324222362746 0.4823720525150285 0.4293914001415755 2.2752513885498047 1962.28 0.7746121490117757 0.38959700757282484 0.22473832155911613 2.446892023086548 False 24 6900 9.608 10.09 8872.79 0.726269316043718 0.47644978546814837 0.4295969888121656 2.3461482524871826 2020.3292 0.7770948374676151 0.38640226140703393 0.22835105072966425 2.4579074382781982 False 25 7000 9.417 9.649 9247.288 0.733785824351744 0.4688020613283438 0.42023975666434205 2.279310703277588 2016.548 0.7837890585075784 0.37575182186305317 0.19118927605198444 2.505762815475464 False 25 7100 9.542 10.1 7967.161 0.7180801363521131 0.48481285735727053 0.43786455192745943 2.2659435272216797 2013.0891 0.7712181779209684 0.39041653448819585 0.24012525662836895 2.4213387966156006 False 25 7200 9.554 9.8 8965.072 0.7165602148969756 0.4805203916809783 0.43280335954701915 2.249399423599243 1950.9667 0.772506223394857 0.38185660631493 0.21325226747892437 2.4694600105285645 False 26 7300 9.482 9.714 9153.54 0.7105320244092856 0.49101997011306675 0.4412607845394415 2.283112049102783 1944.6376 0.7684768493044338 0.39093643084684837 0.22953898341834558 2.4464292526245117 True 26 7400 9.888 9.573 7901.855 0.7281298590623255 0.4826959809792876 0.44461297051988563 2.3160481452941895 2075.6875 0.7819034422135879 0.3816822047102561 0.23614250143532342 2.447326421737671 False 26 7500 9.441 9.707 8435.685 0.7178613402749939 0.48476527913021705 0.4462882647449923 2.2414016723632812 1990.0826 0.77563797853282 0.38072402424774354 0.22852545040333777 2.4596786499023438 False 27 7600 9.562 9.723 8970.026 0.7217703558372892 0.4839682172616584 0.4552337502043693 2.2292535305023193 1960.3458 0.7774818429687083 0.3843458809166172 0.24680757921484178 2.419674873352051 False 27 7700 9.499 9.518 9142.944 0.7171665435879311 0.48394473056218157 0.4455138862400005 2.2913403511047363 1964.7009 0.7758708856634782 0.37967102289409876 0.22495493864697916 2.545288324356079 False 27 7800 9.441 9.714 9311.719 0.7159599069308098 0.4943625084289021 0.45209556520492045 2.218459129333496 1944.3837 0.7737767303321385 0.3906047435905521 0.2432926499904756 2.4219725131988525 True 28 7900 9.777 9.709 9564.52 0.7217658141693332 0.4782704873728278 0.4548042618077903 2.2610466480255127 2021.3151 0.7777974236588897 0.37292649876263817 0.22928195237903756 2.4936652183532715 False 28 8000 9.486 9.685 8461.209 0.7102404347562278 0.4983826728700092 0.4487679044850723 2.2277486324310303 1915.879 0.7696485639188432 0.3951970995179733 0.22489017131430383 2.4799375534057617 True 29 8100 12.5 9.507 8595.515 0.714369796236831 0.49112044717067893 0.4587099964060497 2.2149717807769775 1953.7981 0.7738020346580996 0.38078894605980285 0.23409830109946367 2.427051544189453 False 29 8200 9.485 9.583 9272.984 0.7074000884893703 0.5045794763302079 0.4556888924586319 2.23323130607605 1932.6317 0.7681118198711591 0.3954026139960835 0.23127022300578118 2.486354351043701 False 29 8300 9.498 9.765 8703.014 0.7127912764459484 0.49455669942672514 0.46424677399135755 2.2184481620788574 1956.1082 0.7739845395129132 0.38613275801803526 0.24208489862816115 2.472954034805298 False 30 8400 9.436 9.847 8381.908 0.7084282852421594 0.5093289589519856 0.47893653458328844 2.214750051498413 1943.0913 0.7707146971759716 0.3960321389964568 0.28004119501299357 2.3845136165618896 False 30 8500 9.45 9.773 8326.493 0.7019635273966692 0.5107924783414535 0.47241934142467906 2.268733501434326 1905.4537 0.7661832930674776 0.39613758895327816 0.2541792491078725 2.462258815765381 True 30 8600 9.933 9.914 8208.349 0.7139595627073031 0.5047470361540214 0.46394746741579845 2.178209066390991 1923.838 0.7762432268070288 0.39302811780479807 0.22545335910771944 2.446793556213379 False 31 8700 9.393 9.831 17619.027 0.7864334084257143 0.38256098986518494 0.48210006440435316 2.294955253601074 2717.549 0.8360448277445128 0.27797457003511 0.26780339636773076 2.47957706451416 False 31 8800 9.729 9.679 8650.315 0.7066877969213446 0.511371484533263 0.48668030151187497 2.193969488143921 1936.3943 0.7689033224554845 0.397289145934407 0.2838841839137039 2.4210894107818604 False 31 8900 9.478 9.546 8462.409 0.7225437772175516 0.49368860221008976 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