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 1.899 25.53 113458.77 inf 0.00018559996138378004 0.12862029119180732 293.3385314941406 124121.6 0.9821901290609002 -0.0013884817958860704 0.25221473248751763 292.4242248535156 True 0 100 9.898 23.63 11700.511 0.9726489831972662 0.031065663342895906 -0.4221553019573287 21.979360580444336 8212.39 0.9717103142718749 0.03472986217411416 -0.5149662321540234 22.251150131225586 True 0 200 10.18 24.29 14996.1 0.9784896316249698 0.015222822591351737 -0.42792476478116753 11.766130447387695 13302.186 0.9790810178527319 0.014029126529523407 -0.5218461364855763 11.951369285583496 False 0 300 10.12 24.47 10571.046 0.9667106294749267 0.04336040812501694 -0.4281402587823765 8.872478485107422 8522.096 0.9641947179608344 0.04915479848080443 -0.5233665207176188 9.13691520690918 True 0 400 9.677 24.01 7952.1895 0.9626988958641424 0.07056642402586566 -0.42645770671445343 5.874599456787109 6994.7637 0.9615814915598351 0.07528899727024457 -0.5234605770753902 6.161417484283447 True 0 500 10.23 23.92 7672.727 0.960970034721355 0.06674082698149454 -0.4283098393856546 5.510206699371338 6807.871 0.9601030534474522 0.07046629800054434 -0.5285665198657006 5.727266788482666 True 0 600 10.16 24.37 8694.922 0.9606588691602355 0.05970771255242241 -0.4365706738213212 6.341630935668945 7453.752 0.9588263930436343 0.06342283309118749 -0.5359679201030452 6.6256537437438965 False 0 700 9.597 24.02 9798.864 0.9697999575762004 0.03464805133473893 -0.4351872428836953 7.341423034667969 9761.327 0.9704385628153411 0.034186602990422046 -0.5349797308941597 7.656431674957275 False 1 800 11.26 24.06 9506.058 0.9633485510242877 0.049979018454464216 -0.42738058964126074 6.734288215637207 7968.414 0.9611400909877031 0.05436304442863091 -0.5319127015814441 6.9476728439331055 False 1 900 9.809 24.03 7062.528 0.9567978346947978 0.07830627013561654 -0.4064065814522728 5.112076282501221 6385.494 0.9553181690501443 0.0830491149902408 -0.5069764120513696 5.244121551513672 True 1 1000 9.327 23.49 6655.9336 0.9556347244252078 0.08173669416047659 0.0729739074615172 4.72908353805542 6223.77 0.9544606530200382 0.08570190365398668 0.09203587838773844 4.7631449699401855 True 1 1100 9.623 24.03 6931.8745 0.9565728576752486 0.07130308729348263 0.13459228438973214 4.733977794647217 6623.5337 0.9556547370654899 0.07369668828075249 0.15832008843496168 4.7288947105407715 False 1 1200 9.349 26.74 6850.933 0.9568518722233734 0.0666578381743192 0.18045921248659566 4.746899127960205 6719.5156 0.9566302891641381 0.06660551633331661 0.23064019659318324 4.690923690795898 False 1 1300 9.224 23.79 6955.5703 0.9516046130459577 0.08420685810992662 0.2745624128587831 5.051443576812744 6010.0605 0.9499638524569691 0.08841313424302366 0.3405705556775482 5.089596748352051 True 1 1400 10.01 23.86 6661.429 0.9522169753938902 0.0825231627206872 0.25690366438652645 4.556115627288818 6031.279 0.9510277160756975 0.08548543323653054 0.322443602541993 4.533236980438232 True 2 1500 10.01 23.8 6874.8794 0.9523869308080268 0.0885467578498628 -0.29628823653320197 4.958881378173828 6058.315 0.9515131064703201 0.09140942131380357 -0.36480902488440675 5.048129558563232 False 2 1600 9.728 26.1 7014.2085 0.9507596977291254 0.0768176501962703 0.32604984239568185 4.40170431137085 6212.946 0.9497960327138912 0.07876230278462334 0.40621519669541856 4.312241077423096 False 2 1700 9.365 24.21 6157.2603 0.9473033581158281 0.08807930102605815 0.35455581746515685 4.3223981857299805 5744.3994 0.9464438332307404 0.09176991784649875 0.4372327624955413 4.2223052978515625 True 2 1800 9.867 24.13 5798.0996 0.9446586519961621 0.1020599783260648 0.29757827279618676 4.391580581665039 5558.482 0.9434324514309567 0.10507646057161986 0.3798457142272089 4.29534912109375 True 2 1900 9.532 23.75 6763.221 0.9570826293943342 0.06369320663269475 0.3378417760144863 4.447566986083984 6601.3774 0.956857756250951 0.06446848886113431 0.3903453930233891 4.421666145324707 False 2 2000 9.278 24.61 6166.819 0.9492934678246061 0.08804681056099946 0.3796502294654639 4.111579895019531 6074.8325 0.9482949878927847 0.0902041752327044 0.45685548822670324 3.879575252532959 False 2 2100 9.963 23.82 5847.6704 0.9473018585641563 0.09040469583164804 0.3698268066393547 4.170492172241211 5700.6294 0.9465035167233188 0.09284112339406023 0.4427195098193746 3.966285467147827 False 3 2200 9.665 25.52 5587.6836 0.9435138400464137 0.09917975529736194 0.38422331830510614 4.0482497215271 5468.539 0.9425906539901151 0.10096359704573613 0.46532790665865464 3.759049654006958 True 3 2300 10.73 23.79 5969.5 0.9479739616732854 0.09514327405216198 0.367651054111662 4.219441890716553 5746.7676 0.947823868365837 0.09677286294724946 0.443095877091392 4.107509613037109 False 3 2400 9.716 30.15 6738.1646 0.9472331014211731 0.08727952668446975 0.38692669454547196 4.154895782470703 5739.1074 0.9469136750428558 0.08871454073538082 0.4613692025725109 4.019404888153076 False 3 2500 9.191 23.69 6012.4746 0.9495261202274822 0.10151461219980547 0.38637237744325253 4.100719451904297 5987.7246 0.948580691795627 0.10298312099770687 0.46602290895170845 3.8968632221221924 False 3 2600 9.599 26.58 5634.5137 0.9443569415469745 0.09760402348366282 0.3822411663679645 4.155646324157715 5613.9336 0.9447304861925612 0.0982232455626285 0.46241903655839645 3.9908294677734375 False 3 2700 10.14 23.72 5995.8164 0.9481267422263843 0.0845020290473483 0.4134159489835337 3.984657049179077 5833.3657 0.9485446391716057 0.08436191535042183 0.49756862711000843 3.669466257095337 False 3 2800 9.871 24.11 5482.669 0.9387599041479827 0.10714690289842053 0.4194114584219073 3.926361322402954 5218.0195 0.9384462266193352 0.10741317981928203 0.5028354598522313 3.6356263160705566 True 4 2900 10.61 23.96 5649.287 0.9516735163323093 0.08413840112153473 0.4248653189739596 3.933232069015503 5919.079 0.9517478436999672 0.08489495700733742 0.5018817774823898 3.7243409156799316 False 4 3000 9.752 24.1 5102.4224 0.936828689505309 0.10984641970996985 0.4192289506819916 3.9273557662963867 5147.439 0.935784422585039 0.11269381294907545 0.4937745148383273 3.6502068042755127 True 4 3100 10.77 23.54 5249.9644 0.9355826793402546 0.11456241586884068 0.4323650063726487 3.857757568359375 5167.365 0.934911177981149 0.11543565351277392 0.5045278240649612 3.5876362323760986 False 4 3200 9.663 23.89 4985.4736 0.9305157990779446 0.12208356557151148 0.43749960237893865 3.8363075256347656 5103.102 0.9314306689303714 0.11949827454877046 0.5093074370868906 3.5522656440734863 True 4 3300 10.86 24.31 5369.8506 0.9319376798027221 0.128586454305524 0.4424152077740391 3.9834070205688477 5031.3364 0.9316296489004035 0.12754699655690102 0.515335739503576 3.8059914112091064 True 4 3400 9.926 23.65 5481.2393 0.944238270019942 0.10638938847635664 0.4587870984381584 3.94805645942688 5354.0747 0.9441252631920298 0.10627734699700876 0.5325340833741483 3.79744815826416 False 4 3500 10.02 24.22 4737.5024 0.933768164458215 0.1197644106017935 0.42194471527815114 4.2552642822265625 5154.294 0.9341861753269963 0.1178350245183703 0.48754799704455404 4.160757541656494 False 5 3600 9.637 24.38 5097.0654 0.9266459964548427 0.12793515635933467 0.4554805596015499 3.7960760593414307 4818.677 0.927887066121633 0.12302210479844661 0.5227397514443282 3.581953763961792 True 5 3700 10.99 26.99 4875.919 0.9238170503872692 0.133375890598352 0.44797836250452755 3.831705331802368 4780.352 0.9248675826325721 0.1296648838503181 0.5117285703866583 3.53037691116333 True 5 3800 9.928 30.74 5028.586 0.9272206624574733 0.1243213368157758 0.4584353726917451 3.7797346115112305 5105.957 0.9288331719254386 0.11705890647018827 0.5310554558857866 3.5412752628326416 False 5 3900 9.666 27.74 4804.0586 0.9323386467861913 0.1243376588038959 0.4410572220099405 3.9323079586029053 4852.2856 0.9329577546724324 0.1204610263643562 0.5099274630237322 3.6183698177337646 False 5 4000 10.56 26.45 4922.388 0.9353975352452375 0.12333711088156636 0.40405866688742886 3.975768804550171 5347.933 0.9359956231575224 0.12001882801321201 0.49438735448955384 3.6886658668518066 False 5 4100 9.672 29.21 4478.2373 0.9252368635118452 0.1350836719312052 0.45276700311041995 3.791560411453247 4766.1245 0.9268397480622234 0.12998304604931502 0.522187745414369 3.5572357177734375 True 5 4200 10.54 24.2 5283.894 0.9350502274419568 0.13185417892501422 0.435712566080114 4.0025458335876465 5116.6943 0.9362936961799624 0.12634528670828063 0.5128923021115469 3.847835063934326 False 6 4300 9.556 24.37 4623.187 0.9255554761690411 0.1345996555837549 0.4464562265323906 3.8705272674560547 4778.4434 0.9270077937582784 0.1286282111608102 0.5236818853104359 3.5058045387268066 False 6 4400 9.6 24.37 4467.3496 0.924377379109915 0.13419104306041174 0.4615546581697516 3.789741039276123 4734.1353 0.9257999665247455 0.12839904095919757 0.5295554049647161 3.453320264816284 True 6 4500 9.961 25.24 4566.531 0.9294959500809749 0.13146160587227115 0.4514757441356619 3.887705087661743 5260.4663 0.9310921877932563 0.12311701790292781 0.5346809342155243 3.541008234024048 False 6 4600 9.439 24.14 4524.4346 0.920638511989118 0.14199270124995278 0.47339054089768295 3.8478221893310547 4716.0073 0.9236090372156353 0.1315377129133059 0.5428835091178692 3.667853832244873 False 6 4700 9.637 25.3 4296.6846 0.9218931784481135 0.14273258157066582 0.48847751056061967 3.663271188735962 4652.0967 0.9258783919999753 0.13065711291553173 0.5583378168853139 3.3579108715057373 True 6 4800 10.02 24.17 4538.818 0.9218299787706089 0.13957544575665526 0.4762003885486841 4.301923751831055 4748.444 0.9248322201596526 0.12924218909433277 0.5432241278991926 3.9914326667785645 False 6 4900 9.533 24.58 4339.376 0.9322905070806329 0.12836410300307827 0.48008058250484675 3.8837926387786865 4965.59 0.9350027326385694 0.1187926165440503 0.5510334607171617 3.7053463459014893 False 7 5000 9.691 24.08 4664.624 0.9236968948774846 0.1422768574490684 0.4606269771859229 3.7607853412628174 4624.634 0.9261615612576906 0.13289545411477 0.538846849101398 3.486299753189087 True 7 5100 9.558 24.62 5185.9033 0.9271973181199243 0.13657374198728972 0.44124125185959806 4.289565563201904 4644.8726 0.9288173806498503 0.1305827480477463 0.5303880297418335 3.8244566917419434 False 7 5200 9.566 23.69 4648.024 0.9253092682758216 0.14624024293704896 0.5015058763353916 3.6337485313415527 4737.4272 0.9297895427009437 0.13264581339304043 0.5652250758612469 3.3672935962677 False 7 5300 9.512 24.5 4688.157 0.9166985478300493 0.14955124148503723 0.4847415541650682 3.6875252723693848 4693.3096 0.9209750846870396 0.1356775277385855 0.5490732744161934 3.4723243713378906 False 7 5400 9.542 23.88 4610.9106 0.9122036629663375 0.1610003081184739 0.4995845015797772 3.5635151863098145 4458.4697 0.917224665043786 0.1456848319751158 0.5612655235069224 3.2806448936462402 True 7 5500 9.77 24.31 4435.1772 0.9129297603628111 0.15736396705935632 0.4996552935007943 3.5932881832122803 4547.694 0.9193703364771626 0.14007158058692692 0.5650084505954706 3.354431629180908 False 7 5600 8.875 24.1 4102.5127 0.9115336524674775 0.1497969003216925 0.5056228948749465 4.289855480194092 4495.1265 0.9166872809068359 0.13636312866474334 0.5658362133683277 3.881807804107666 False 8 5700 9.385 25.65 3926.4465 0.9143985401154797 0.16910277101943233 0.49016763666458385 4.362632751464844 4424.177 0.9193317886305378 0.15432665418320568 0.5559602224165574 4.29004430770874 False 8 5800 9.568 23.54 4383.052 0.9090304581163302 0.15939887564878388 0.5060926964326737 3.650247097015381 4350.192 0.9142453533091691 0.14672826803240688 0.5718313496190415 3.3021790981292725 True 8 5900 10.17 23.84 4114.957 0.9154764194181967 0.16502770158338975 0.4978315910991874 3.6018505096435547 4423.564 0.921103260199169 0.1490157927481906 0.5649661856263581 3.3220255374908447 False 8 6000 9.562 25.68 3873.9182 0.9048719805013786 0.17279381863893417 0.5136357112363849 3.6212117671966553 4318.769 0.9138828571872251 0.15047256384543667 0.5745472023025323 3.297437906265259 True 8 6100 9.829 23.48 3817.1968 0.902553987901917 0.17784995734723824 0.5092793003398489 3.536357879638672 4279.319 0.9114724859556607 0.15583863521363656 0.5745346765291883 3.252654552459717 True 8 6200 10.24 23.54 4581.701 0.9089582171284388 0.17959885506257534 0.5010015566491873 3.718653678894043 4351.7036 0.9163008275724207 0.15920764164477375 0.5735464455270546 3.5079879760742188 False 8 6300 8.7 23.5 3919.0227 0.9064837157977237 0.17643511189372726 0.504590525025821 3.741556167602539 4296.7925 0.9140411766789563 0.15771680602076754 0.5711525538943735 3.3149399757385254 False 9 6400 8.828 24.3 3653.0798 0.9146552753912174 0.1839394542424958 0.4884108874097071 4.086269378662109 4545.65 0.9202576353598819 0.16364220824614678 0.5549169068965172 3.972834825515747 False 9 6500 9.552 24.23 3595.989 0.9057334478331758 0.17730749507846089 0.5136869209161116 3.530726909637451 4239.201 0.9128018748778601 0.15861885312296517 0.5730523333105427 3.300497055053711 True 9 6600 10.26 24.81 3243.8667 0.9027984408838046 0.19005493535365084 0.5185308053420155 3.8264498710632324 4232.0825 0.9131085898009073 0.16507302719399247 0.5815863749683043 3.6893813610076904 False 9 6700 10.01 24.19 3626.8691 0.8971194852455234 0.18255959087198487 0.5385840836651773 3.6316869258880615 4297.005 0.9081694439361692 0.15749357991087223 0.5955757236802279 3.3499507904052734 False 9 6800 9.388 22.96 4570.2026 0.9014983338072667 0.16713086215116674 0.5218466929212806 4.213126182556152 4528.951 0.9125618592523397 0.1421196975305599 0.5848714026987278 3.724289894104004 False 9 6900 9.659 23.16 5919.473 0.9241327266007642 0.12372958447794351 0.42812201588229026 4.021432876586914 6110.3545 0.9282832105338973 0.11310092016450159 0.495398228903109 3.8707222938537598 False 9 7000 9.643 24.53 3839.2478 0.898938536803516 0.18271715868190785 0.5022696376472681 3.596597909927368 4243.5117 0.9100972167459654 0.15714982299597394 0.5717972803747181 3.224243402481079 True 10 7100 10.04 23.63 4007.7703 0.9091988974777061 0.18889533218930735 0.5066580824506685 5.07436990737915 4494.494 0.9168436156082421 0.16428588233386993 0.570825008979163 5.060141563415527 False 10 7200 9.658 26.53 3725.7544 0.8938702956658255 0.19594032978914622 0.5249927574638035 3.4805150032043457 4197.7417 0.9062854947458615 0.1671644168901609 0.5863822571775975 3.245588541030884 True 10 7300 9.985 24.01 3993.3362 0.892853173678024 0.19914670145869046 0.5255512491762255 3.459831714630127 4130.932 0.9058551107496432 0.16853345749265236 0.5851378178038015 3.1728925704956055 True 10 7400 9.509 24.36 3661.0032 0.8970262954578853 0.19327949061524236 0.5239794871912931 3.5169942378997803 4284.9946 0.9103279820471665 0.16227477673002602 0.5882586735209627 3.1963887214660645 False 10 7500 9.955 23.76 3294.495 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0.18593093100660438 0.4989278631394805 3.6677756309509277 4405.8076 0.915416213650516 0.15524705606829503 0.567524806381937 3.4692673683166504 False 11 8100 9.452 23.92 3354.6797 0.8943614656063096 0.2015087935321681 0.5345429865957987 3.458091974258423 4112.922 0.9082878520679675 0.16700130958253845 0.5929042997473217 3.2382986545562744 False 11 8200 9.496 23.88 2936.9836 0.887687407362456 0.20820228359394607 0.5298193005588255 3.4585952758789062 4052.8206 0.904436389031971 0.17013769839225315 0.5885296558767931 3.2450482845306396 False 11 8300 9.419 23.34 2894.5957 0.8878174553533058 0.21093939811527937 0.5316445217291151 3.4521987438201904 4119.985 0.9059415451901865 0.1696324773731891 0.5895005924995556 3.2233402729034424 False 11 8400 9.419 24.2 3190.1965 0.8853315851422486 0.21463641317495968 0.5330751512992813 3.4676077365875244 4009.709 0.9030500839325106 0.17373228208102656 0.5917473375022665 3.262760877609253 True 12 8500 8.82 23.51 2992.5303 0.8880208068861044 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