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 2.046 253.3 146524.11 0.9539124189840331 0.004835132760391965 0.12334205599112885 21.775070190429688 135887.66 0.9543675107362992 0.004954525291738426 0.15529681935144884 23.51679039001465 True 0 100 9.296 67.57 10793.965 0.9131105892752822 0.13731002844717027 0.0004561923863451062 9.061736106872559 10180.215 0.9152029426635716 0.13425324788756793 -0.02256714165676201 8.906595230102539 True 0 200 9.681 43.63 9899.322 0.8963813616718495 0.17161832858490134 0.00025105105228465904 12.178285598754883 9488.58 0.8981851709304524 0.17037782652171846 -0.02156539557696736 11.882009506225586 True 0 300 9.612 49.54 10461.029 0.8963875995684173 0.1432185205873041 -0.003496802083628813 6.251028537750244 9976.942 0.8984400517619381 0.14102445186294013 -0.01656549866490585 6.244279384613037 True 0 400 9.839 43.83 9110.598 0.8691587738960322 0.19013662480946217 -0.015260929735828507 1.6763596534729004 8838.242 0.8730600513155524 0.18553571141227446 -0.018232390355601733 2.309872627258301 True 0 500 9.523 46.1 8126.7954 0.8533203210327349 0.25098387225794494 -0.032643206084916984 1.626678705215454 7993.611 0.8573595017245943 0.24423499024344614 -0.013463994209593134 2.1393773555755615 True 0 600 11.83 46.78 8003.884 0.842691993304506 0.24890303227275504 -0.028538693502597464 1.6114749908447266 7907.017 0.8479396158741492 0.24011901359654153 -0.0018757318606828985 2.1754024028778076 True 0 700 9.953 197.3 7610.7046 0.8376885824442769 0.27597595715369355 -0.0564461910880913 1.6612650156021118 7587.5205 0.8424063921288936 0.26819230255160764 -0.025882356735355112 2.1934702396392822 True 0 800 8.784 46.05 7911.19 0.842162026766027 0.2441906612246842 -0.08996829010801305 1.651833176612854 7909.0933 0.8459958458984368 0.23865000107125028 -0.03392464179640392 2.1546483039855957 False 0 900 8.587 43.99 7443.2266 0.8331906888627242 0.27522012058182876 -0.1113204609610999 1.6896435022354126 7495.659 0.8382271971699163 0.2667921900378205 -0.053359278711063926 2.175926923751831 True 0 1000 13.05 58.1 7183.6934 0.8319524698731184 0.29659475918995243 -0.11629736838524311 2.202148675918579 7374.8066 0.8370391794641342 0.2878821483002718 -0.02275202822850404 2.537935495376587 True 0 1100 10.21 102.4 7287.1855 0.83305216860074 0.2763462453161465 -0.11710935183213758 1.7155694961547852 7472.258 0.8384894428338737 0.2658233150350851 -0.02878664286998356 2.167531728744507 False 0 1200 9.604 43.85 7061.5903 0.8243085386239871 0.292257484234165 -0.09166923569371124 1.6222453117370605 7278.736 0.830135673817313 0.28117872732088844 -0.005143176541399667 2.133946418762207 True 1 1300 10.86 46.93 6889.868 0.8180493175436437 0.29926399365978357 -0.0816122346443294 1.6765934228897095 7135.973 0.8241640623681431 0.28980896934427863 -0.021164897025349197 2.1989426612854004 True 1 1400 10.05 44.12 6636.263 0.8155776166583659 0.3113941795787962 -0.08252199206528091 1.6238889694213867 6992.9917 0.8223543593580008 0.2975204251544296 -0.008088613469550233 2.139996290206909 True 1 1500 9.779 43.58 6625.9224 0.8126678676214498 0.31606492751682375 -0.07727787304241936 1.615801453590393 6971.271 0.8194424561174509 0.30257419632739035 0.006605365187355784 2.151526689529419 True 1 1600 9.816 78.7 6481.894 0.8038841171099551 0.3204198983417231 -0.05808528428549458 1.6028735637664795 6865.3477 0.8117104456801731 0.3056927296779136 -0.0015280938943819436 2.121241569519043 True 1 1700 9.897 52.28 6847.547 0.8168694080265623 0.28807077950910936 -0.01207335183216484 1.5937906503677368 7352.228 0.8252840928811631 0.2725340581077859 0.05408172889146272 2.0862300395965576 False 1 1800 9.037 43.64 6240.9517 0.8019891968776933 0.335838081446941 -0.024069025505340652 1.624145746231079 6667.9844 0.8094270012152317 0.32170319004768333 0.03684625702432366 2.1037161350250244 True 1 1900 8.338 44.71 6216.274 0.8011214599046047 0.3292506486145421 0.01656983751946163 1.5741804838180542 6608.3496 0.8085703905400677 0.31536440634712565 0.05292683574783416 2.087891101837158 True 1 2000 10.08 44.1 6048.979 0.7938644663807535 0.34549992918643807 0.10492651002223703 1.6698077917099 6522.064 0.8026146068786657 0.3284950037624155 0.14835493682094533 2.1111745834350586 True 1 2100 10.0 43.58 6151.173 0.7940316104617207 0.3440862299176123 0.16925587747104628 1.4959261417388916 6580.1777 0.8026642864060841 0.32741490758204483 0.19252611424757238 2.031625509262085 False 1 2200 9.482 58.53 6001.217 0.7954924070543129 0.352206427573649 0.20847774022422288 1.7525017261505127 6404.6226 0.8042316688488826 0.3333721135044602 0.22302903753734177 2.170928955078125 True 1 2300 12.14 44.07 6263.275 0.8022938258784568 0.3223532332683366 0.1482209118182169 1.5668550729751587 6691.213 0.8103802603889378 0.3054345531759574 0.1792123047564487 2.167646646499634 False 1 2400 9.3 48.53 5871.5947 0.7939374607525203 0.3541256145894009 0.24117306550115988 1.4964253902435303 6415.7446 0.8028751541102792 0.33569292734827627 0.24990616257047019 1.9932774305343628 True 1 2500 9.863 43.44 5872.5903 0.7878695398890643 0.3467936090871853 0.2172664516076441 1.4716194868087769 6393.8286 0.7972689899794944 0.3291825798756966 0.2290875457530944 1.991923213005066 True 2 2600 9.596 45.26 5859.6406 0.7924512060448463 0.3479878459498362 0.2609227767792548 1.4559400081634521 6387.13 0.8016455286419156 0.32795599727316654 0.2585280389647476 1.9743297100067139 True 2 2700 9.913 47.42 6097.073 0.7980398906884433 0.3357000876525784 0.25690426534159627 1.695444107055664 6678.912 0.808319409942118 0.3143566448203826 0.2541694377654546 2.1174354553222656 False 2 2800 9.55 110.6 5644.98 0.7830480705130041 0.3648402269390831 0.27766298308392134 1.4906256198883057 6239.827 0.7934569721550127 0.34108413101942847 0.2604124749051797 2.1028316020965576 True 2 2900 10.41 44.94 5588.01 0.7765835342561314 0.37688697729482695 0.2726559058145581 1.4617080688476562 6202.7803 0.7871432304066982 0.35460883179849684 0.26949399895837073 1.9571959972381592 True 2 3000 9.76 47.44 5577.9434 0.7810766267943902 0.36262790449201737 0.28857083371579706 1.4230198860168457 6178.584 0.7913988439128277 0.3396323159468483 0.2696609520666597 1.9565483331680298 True 2 3100 9.807 43.88 5662.3047 0.7840933056556834 0.3629496235308009 0.26322160915624354 1.452531337738037 6148.6104 0.7943827794669716 0.34058046730363606 0.2474267346383267 1.968204379081726 True 2 3200 9.697 44.13 5545.3647 0.7819784157214322 0.36957305902362586 0.2779352245943995 1.41916024684906 6148.8687 0.7929108581594128 0.3455315603759855 0.2654075165248539 1.9671136140823364 False 2 3300 10.33 46.66 5506.529 0.773342964782011 0.3657666421521622 0.30509816353607394 1.4193689823150635 6147.8516 0.7854438158013034 0.340893424772475 0.2888570610341514 1.9316461086273193 True 2 3400 9.883 243.4 5407.0146 0.774940427141205 0.3789709629061697 0.29678926957492036 1.4030721187591553 6043.9844 0.78676706186145 0.3525856319067328 0.2833224712567174 1.9472546577453613 True 2 3500 10.36 51.57 5515.402 0.779512569337869 0.3652009502316759 0.3090173797247605 1.425025224685669 6243.744 0.7906785997369222 0.33933179388449536 0.29365283411410265 1.9264087677001953 False 2 3600 9.475 43.04 5806.0693 0.7907594972043256 0.3481538407627571 0.2908203559366806 1.4191213846206665 6542.654 0.8018256140520233 0.3216427305998661 0.27881326693626357 1.9818425178527832 False 2 3700 9.281 43.5 5463.624 0.7751867817913531 0.3854679134619909 0.30083798685417756 1.3992834091186523 6048.6665 0.787128257223475 0.3597968121682401 0.28296694159050706 1.9429349899291992 False 2 3800 9.367 54.03 5598.7314 0.7813188597782759 0.35795375160289455 0.3268377639332947 1.415549635887146 6263.2344 0.7937777997662894 0.33064280067524043 0.30905146179853704 1.9060680866241455 False 3 3900 8.654 43.35 5255.592 0.7699817755592513 0.38971633495696384 0.3062023185494591 1.5376652479171753 5951.3564 0.7827972717169573 0.3601841712977754 0.29422315355910883 1.9875987768173218 True 3 4000 9.534 143.3 5215.126 0.7686198678142148 0.3821842199326873 0.32186943367626647 1.3988620042800903 5966.177 0.7817126887944732 0.35368885933813793 0.2951659651317106 1.9155851602554321 False 3 4100 9.638 44.27 5267.689 0.7702780790414928 0.3779640216428012 0.30830812812904596 1.4340033531188965 6034.0938 0.7832401233683085 0.3482662469157044 0.2882942038914307 1.9326270818710327 False 3 4200 9.516 43.5 5225.7896 0.7699233183956591 0.3919977025634422 0.3295645210089185 1.3787055015563965 5926.077 0.7830582431334319 0.3624509902502515 0.30423998341886804 1.9328049421310425 True 3 4300 9.808 43.94 5172.592 0.7644483916756042 0.38560273835364445 0.3336535803329594 1.3742552995681763 6013.637 0.7791595717176584 0.3534367377746574 0.3105485177626772 1.9315963983535767 False 3 4400 8.899 44.02 4999.844 0.7585239049899017 0.4109056826824589 0.3132039471102561 1.4158806800842285 5809.9517 0.7734532770892898 0.3769748598920104 0.2900036000965747 1.9986199140548706 True 3 4500 9.737 45.44 5073.0137 0.7654988462919331 0.3938191809977662 0.3369126915073532 1.3802330493927002 5829.3066 0.7796036579467104 0.3608879955819213 0.31175545793666143 1.9485527276992798 False 3 4600 9.454 45.22 5200.65 0.7644332890452036 0.39981230423759917 0.336856841643861 1.4119184017181396 5970.37 0.7804955631252131 0.3617711519432837 0.31746423824201536 1.9988116025924683 False 3 4700 9.239 48.4 5123.9966 0.766591654952136 0.39513093586262216 0.34678148085108296 1.3576363325119019 5903.304 0.7805366843207231 0.3623463874685501 0.320849001851848 1.9058382511138916 False 3 4800 9.787 47.65 4940.118 0.7615456345547046 0.39891144292733405 0.34198558668732765 1.366628646850586 5817.129 0.7778543350388593 0.36106620511487264 0.3198805576974078 1.9232399463653564 True 3 4900 9.618 102.8 4883.4824 0.7583936547881194 0.4030982839806593 0.3452928180472616 1.3568475246429443 5817.8525 0.7755829674225172 0.3644790046285672 0.32017901313820674 1.8861360549926758 True 3 5000 9.891 43.09 4963.0254 0.7613277219994646 0.39322708906184883 0.34225250901425897 1.4197555780410767 5881.468 0.7787356056444878 0.35442744864985704 0.31544138695825014 2.0188136100769043 False 3 5100 9.613 44.58 5150.9346 0.7558343160711742 0.3910309279808516 0.3385239031674024 1.3981523513793945 5962.3574 0.7726756711451854 0.3550395011177085 0.3157779562957144 1.9811304807662964 False 4 5200 9.461 43.18 5106.4893 0.7644452675251591 0.39566259219099525 0.34348722389816894 1.4145901203155518 5880.228 0.781058319578806 0.35860385651445226 0.3215800963777201 2.007387161254883 False 4 5300 10.89 44.45 4985.179 0.7691152161110123 0.40923284355725226 0.3298886112278561 1.3877074718475342 5796.7847 0.7839670355202547 0.3728106503251343 0.3184321775083081 1.8926725387573242 True 4 5400 10.27 46.86 4940.6226 0.755566420726616 0.41681880240698715 0.34012628969283926 1.3666983842849731 5677.7446 0.7734765191187429 0.37652282793109243 0.3263174106261983 1.9125934839248657 True 4 5500 9.724 127.9 4901.8867 0.7556738756922872 0.4097475001070586 0.33335583307407884 1.3928616046905518 5737.5186 0.7737942831920929 0.36791849507912755 0.3156231571048225 1.9607670307159424 False 4 5600 8.697 43.7 5084.673 0.7625627739705627 0.40207273480039746 0.32880694584027054 1.3963888883590698 5906.1562 0.7809599522509291 0.3578190846887962 0.3132016594003325 1.8911449909210205 False 4 5700 9.767 53.32 5123.7686 0.7634707048391227 0.397469826148331 0.3408727342281648 1.3584098815917969 5947.0303 0.7811812363603925 0.35545036792721274 0.31984505972596894 1.9001747369766235 False 4 5800 9.667 52.65 4829.997 0.7518175000130174 0.4242465688835313 0.3491106338687491 1.3587031364440918 5710.604 0.7718249864288664 0.37616587346207825 0.33083826273090555 1.911198616027832 False 4 5900 9.599 47.22 4874.2773 0.7563444378863187 0.41904207946115035 0.3409973506526454 1.377745509147644 5686.898 0.7746626351903555 0.3757426060536137 0.3143758166265867 1.95180344581604 False 4 6000 9.252 44.12 5064.7603 0.764008013965878 0.3915416376204075 0.3420229974323159 1.4080177545547485 5858.438 0.780740109030491 0.3515046294835872 0.3180588461164647 1.9966055154800415 False 4 6100 9.487 102.9 4906.198 0.7528133735748382 0.41492182965501373 0.34129705993462517 1.3593693971633911 5756.4146 0.7719308885490618 0.36954257022451914 0.3168365072994408 1.8937602043151855 False 4 6200 8.245 61.88 4962.313 0.7630308925299885 0.4057066356595971 0.3467671042311777 1.353420376777649 5967.975 0.782632937194513 0.35861597909047316 0.3248790094252798 1.8834764957427979 False 4 6300 9.775 76.55 4796.7017 0.7504578805299863 0.4176895351399955 0.31534693969595845 1.4088937044143677 5786.247 0.7704236714086306 0.3704994547322091 0.29244099255985234 1.9867433309555054 False 4 6400 10.12 44.18 4690.893 0.7503380791296524 0.41996076273580674 0.3469685648423708 1.3724266290664673 5733.5815 0.7708937699874904 0.3719037599036437 0.3196137091874784 1.9451136589050293 False 5 6500 9.084 48.87 4722.1953 0.7507521814045938 0.4176298038016621 0.33662892236260705 1.3721436262130737 5657.744 0.7707674001996908 0.37120661682366246 0.3200943483231548 1.9267616271972656 True 5 6600 9.705 44.33 4627.101 0.7485753039156056 0.4338804902869818 0.34219026792032947 1.3717339038848877 5644.9795 0.7701467856649049 0.3829108167125482 0.32390574170471803 1.8792344331741333 True 5 6700 10.3 44.13 4766.8066 0.753021874273876 0.42402970864637946 0.3329056817353611 1.430411458015442 5641.9243 0.7724875798636887 0.37777257179571694 0.30710372318950263 2.0315141677856445 False 5 6800 9.29 63.92 5029.415 0.7659517040566718 0.3946735868229724 0.2839457663031724 1.4228447675704956 6093.4507 0.7866935148878249 0.3450057202180222 0.27485558951972155 1.9450150728225708 False 5 6900 9.653 46.91 4632.403 0.7453154160006525 0.4193743848081238 0.349122385412309 1.4155389070510864 5708.8823 0.7685018763060619 0.36608631598775376 0.3306915752302466 1.8885375261306763 False 5 7000 9.48 55.05 4491.2803 0.7417777105931689 0.4385540789809312 0.3489895611396466 1.3709795475006104 5616.302 0.7646149387730177 0.3836270138448084 0.32102248189714305 1.9442479610443115 True 5 7100 9.811 43.55 4553.963 0.7391757598827405 0.4352940831385408 0.3500813474079926 1.356291651725769 5695.957 0.763289106115802 0.3797138424713862 0.33663478526278173 1.8974732160568237 False 5 7200 9.333 44.91 4625.114 0.7488100001088279 0.4265370828647904 0.3329850838766837 1.3716169595718384 5672.3975 0.7698650691721751 0.3770867223459497 0.31147098017199776 1.8899691104888916 False 5 7300 9.414 45.69 4573.8125 0.7435710522598905 0.4334115160917192 0.35591013552939993 1.356195092201233 5704.056 0.7683109618194625 0.37501191252192895 0.3391096778606823 1.907763957977295 False 5 7400 10.24 47.61 4713.9727 0.7434063033887336 0.4386328238463262 0.3414982219527094 1.3616105318069458 5605.9375 0.7660024473492588 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0.33409778979242716 1.9041080474853516 False 6 8000 9.959 52.26 4530.071 0.7385688796989931 0.4336572508063553 0.35556473518621184 1.3433136940002441 5630.764 0.7665113344153331 0.3679243052985976 0.3328382032647505 1.8851478099822998 False 6 8100 10.56 43.29 4553.074 0.7380354542466856 0.43692735330398874 0.321317403421044 1.4173814058303833 5600.114 0.7655521306395439 0.37104924217840823 0.3125076677611615 1.9835435152053833 False 6 8200 9.128 44.68 4560.6265 0.7447740362207254 0.4384567452501547 0.32825531767906635 1.3762152194976807 5719.8545 0.7730644164912702 0.36883080127886264 0.3184759212960033 1.9129717350006104 False 6 8300 11.27 44.87 4964.3726 0.7613550543973545 0.39697672372408566 0.30674528840015247 1.3960206508636475 5940.138 0.780226456877794 0.350826856279574 0.28618240642834164 1.9543288946151733 False 6 8400 9.561 43.9 4637.8687 0.7561777736283296 0.4279633036110059 0.3382889171861915 1.3670213222503662 5694.9487 0.7785049361316744 0.3691559258141438 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